diff --git a/doc/source/_static/custom.css b/doc/source/_static/custom.css index 7c1a52022..abbd79425 100644 --- a/doc/source/_static/custom.css +++ b/doc/source/_static/custom.css @@ -8,3 +8,99 @@ max-width: 100%; overflow: visible; } + +/* Custom CSS for colored cards */ +/* Base card styling for better visual appearance */ +.sd-card { + border: none !important; + border-radius: 8px !important; + position: relative; + padding: 1em; /* Adjust padding as needed */ + color: white; + transition: transform 0.2s ease-in-out, box-shadow 0.2s ease-in-out; +} + +/* Hover effect */ +.sd-card:hover { + transform: translateY(-3px); /* Slightly lift card */ + box-shadow: 0 5px 15px rgba(0, 0, 0, 0.1); /* Add a subtle shadow */ +} + +/* Card titles inside the body */ +.sd-card-body h3, .sd-card-body strong { + font-size: 1.2em; + font-weight: bold; + margin-bottom: 0.5em; + color: white !important; +} + +/* Ensure the main content block has flexible spacing */ +.sd-card-body { + display: flex; + flex-direction: column; + justify-content: center; + align-items: center; + height: 100%; + text-align: center; +} + +/* Download button container inside the card */ +.sd-card-body .download-container { + position: relative; + z-index: 10; /* A high number to make sure it's on top */ + margin-top: auto; /* Push to the bottom */ + text-align: right; +} + +/* The actual button inside the container */ +.sd-card-body .download-button { + background-color: #f8f9fa; + color: #212529; + border: 1px solid #ced4da; + padding: 10px 20px; + border-radius: 5px; + cursor: pointer; +} + +.download-link { + text-decoration: none !important; +} + +.download-button { + padding: 8px 16px; + background-color: #2980b9; + color: white; + border: none; + border-radius: 4px; + cursor: pointer; + font-size: 14px; + transition: background-color 0.3s; +} + +.download-button:hover { + background-color: #3498db; +} + +/* Colored cards (your colors are good) */ +.card-red-orange { background-color: #FF6633; } +.card-deep-orange { background-color: #FF8C40; } +.card-yellow-orange { background-color: #FFA500; } +.card-light-green { background-color: #7ED957; } +.card-medium-green { background-color: #70B341; } +.card-dark-green { background-color: #4CAF50; } +.card-light-blue { background-color: #409ED8; } +.card-medium-blue { background-color: #007BFF; } +.card-deep-blue { background-color: #0056b3; } +.card-light-purple { background-color: #BF40BF; } +.card-medium-purple { background-color: #800080; } +.card-deep-purple { background-color: #4B0082; } + +section h1, +section h2, +section h3 { + margin-top: 35px; +} + +section p { + margin-top: 20px; +} \ No newline at end of file diff --git a/doc/source/community_detection_guide.rst b/doc/source/community_detection_guide.rst new file mode 100644 index 000000000..b0545e156 --- /dev/null +++ b/doc/source/community_detection_guide.rst @@ -0,0 +1,118 @@ +Community Detection Guide +========================================= + +This documentation provides an overview of the notebooks available in the community detection guide. + +.. toctree:: + :maxdepth: 2 + :hidden: + + community_detection_guide/notebooks/initial_workflow.ipynb + community_detection_guide/notebooks/community_detection_algorithms.ipynb + community_detection_guide/notebooks/test_significance_of_community.ipynb + community_detection_guide/notebooks/generating_and_visualizing_clusters.ipynb + community_detection_guide/notebooks/hierarchical_clustering.ipynb + community_detection_guide/notebooks/modularity.ipynb + community_detection_guide/notebooks/resolution.ipynb + community_detection_guide/notebooks/consensus_clustering.ipynb + community_detection_guide/notebooks/membership_vector.ipynb + community_detection_guide/notebooks/working_with_clusterings.ipynb + community_detection_guide/notebooks/functions.ipynb + +.. grid:: 2 2 3 3 + :gutter: 3 + + .. grid-item-card:: Initial Workflow + :link: community_detection_guide/notebooks/initial_workflow + :link-type: doc + :class-card: sd-card-hover card-red-orange + :shadow: sm + + .. **Overview:** This notebook is a quick start guide to community detection in igraph. It covers the initial workflow for detecting communities in networks. (If you look for a more practical learning experience, we recommend starting with this notebook.) + + .. grid-item-card:: Community Detection Algorithms + :link: community_detection_guide/notebooks/community_detection_algorithms + :link-type: doc + :class-card: sd-card-hover card-deep-orange + :shadow: sm + + .. **Overview:** This notebook covers various community detection algorithms available in igraph. It provides a detailed explanation of these algorithms and when to use the + + .. grid-item-card:: Significance of Community Structure + :link: community_detection_guide/notebooks/test_significance_of_community + :link-type: doc + :class-card: sd-card-hover card-yellow-orange + :shadow: sm + + .. **Overview:** This notebook provides methods to test the significance of detected communities. + + .. grid-item-card:: Generating and Visualizing Clusters + :link: community_detection_guide/notebooks/generating_and_visualizing_clusters + :link-type: doc + :class-card: sd-card-hover card-dark-green + :shadow: sm + + .. **Overview:** This notebook provides various methods for generating and visualizing clusters in networks. It includes techniques for visualizing community structures. + + .. grid-item-card:: Hierarchical Clustering + :link: community_detection_guide/notebooks/hierarchical_clustering + :link-type: doc + :class-card: sd-card-hover card-medium-green + :shadow: sm + + .. **Overview:** This notebook describes hierarchical clustering. It explains how to perform hierarchical clustering on networks and visualize the results. + + .. grid-item-card:: Modularity + :link: community_detection_guide/notebooks/modularity + :link-type: doc + :class-card: sd-card-hover card-light-green + :shadow: sm + + .. **Overview:** This notebook introduces the concept of modularity in community detection. + + .. grid-item-card:: Resolution Parameter + :link: community_detection_guide/notebooks/resolution + :link-type: doc + :class-card: sd-card-hover card-deep-blue + :shadow: sm + + .. **Overview:** This notebook introduces the concept of resolution parameter on the Sierpinski triangle. + + .. grid-item-card:: Consensus Clustering + :link: community_detection_guide/notebooks/consensus_clustering + :link-type: doc + :class-card: sd-card-hover card-medium-blue + :shadow: sm + + .. **Overview:** This notebook introduces the method of consensus clustering by combining multiple clustering results. + + .. grid-item-card:: Membership Vector + :link: community_detection_guide/notebooks/membership_vector + :link-type: doc + :class-card: sd-card-hover card-light-blue + :shadow: sm + + .. **Overview:** This notebook introduces membership vectors in igraph. + + .. grid-item-card:: Working with Clusterings + :link: community_detection_guide/notebooks/working_with_clusterings + :link-type: doc + :class-card: sd-card-hover card-deep-purple + :shadow: sm + + .. **Overview:** This notebook describes how to work with clusterings in igraph. + + .. grid-item-card:: Helper Functions + :link: community_detection_guide/notebooks/functions + :link-type: doc + :class-card: sd-card-hover card-medium-purple + :shadow: sm + + .. **Overview:** This notebook introduces all the helper functions used in the community detection guide. It provides a collection of utility functions for community detection tasks. + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` \ No newline at end of file diff --git a/doc/source/community_detection_guide/networks/README.md b/doc/source/community_detection_guide/networks/README.md new file mode 100644 index 000000000..e7b9e3e69 --- /dev/null +++ b/doc/source/community_detection_guide/networks/README.md @@ -0,0 +1,38 @@ +### README for `game_of_thrones/GOT.graphml` + +The **`game_of_thrones/GOT.graphml`** file contains a character interaction network for Season 1 of the HBO series "Game of Thrones". + +--- + +### License + +This data is licensed under a **Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International License**. + +--- + +### Source + +This file was built based on the following CSV file: +https://raw.githubusercontent.com/mathbeveridge/gameofthrones/master/data/got-s1-edges.csv + +--- +--- +--- + +### README for `lesmis/lesmis.gml` + +The **`lesmis/lesmis.gml`** file contains a co-appearance network of characters from Victor Hugo's novel, "Les Misérables". + +--- + +### License + +When using this data, please cite the following work: +> D. E. Knuth, The Stanford GraphBase: A Platform for Combinatorial Computing, Addison-Wesley, Reading, MA (1993). + +--- + +### Source + +This file was obtained from Mark Newman's repository of network datasets at the University of Michigan, located at the following URL: +https://websites.umich.edu/~mejn/netdata/ diff --git a/doc/source/community_detection_guide/networks/game_of_thrones/GoT.graphml b/doc/source/community_detection_guide/networks/game_of_thrones/GoT.graphml new file mode 100644 index 000000000..d4e177c83 --- /dev/null +++ b/doc/source/community_detection_guide/networks/game_of_thrones/GoT.graphml @@ -0,0 +1,2036 @@ + + + + + + + + NED + + + ROBERT + + + DAENERYS + + + JORAH + + + JON + + + SAM + + + LITTLEFINGER + + + VARYS + + + DROGO + + + ARYA + + + CATELYN + + + ROBB + + + BRONN + + + TYRION + + + CERSEI + + + SHAE + + + JOFFREY + + + SANSA + + + PYCELLE + + + VISERYS + + + SEPTA_MORDANE + + + TYWIN + + + JEOR + + + THEON + + + BRAN + + + MAESTER_LUWIN + + + JAIME + + + 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62 + value 1 + ] + edge + [ + source 76 + target 48 + value 1 + ] + edge + [ + source 76 + target 58 + value 1 + ] +] diff --git a/doc/source/community_detection_guide/networks/lesmis/lesmis.txt b/doc/source/community_detection_guide/networks/lesmis/lesmis.txt new file mode 100644 index 000000000..8772c84b0 --- /dev/null +++ b/doc/source/community_detection_guide/networks/lesmis/lesmis.txt @@ -0,0 +1,7 @@ +The file lesmis.gml contains the weighted network of coappearances of +characters in Victor Hugo's novel "Les Miserables". Nodes represent +characters as indicated by the labels and edges connect any pair of +characters that appear in the same chapter of the book. The values on the +edges are the number of such coappearances. The data on coappearances were +taken from D. E. Knuth, The Stanford GraphBase: A Platform for +Combinatorial Computing, Addison-Wesley, Reading, MA (1993). diff --git a/doc/source/community_detection_guide/notebooks/community_detection_algorithms.ipynb b/doc/source/community_detection_guide/notebooks/community_detection_algorithms.ipynb new file mode 100644 index 000000000..79bad856a --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/community_detection_algorithms.ipynb @@ -0,0 +1,424 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "b094410b-9f41-4904-b3c7-7a769b4010e7", + "metadata": {}, + "source": [ + "# __Community detection algorithms__\n", + "## __Optimization based methods: modularity maximization__\n", + "Modularity maximization methods are a prominent class of algorithms in community detection that aim to discover partitions of a network by optimizing a specific quality function called modularity.\n", + "
\n", + " \n", + "**NOTE:** You can find a more detailed explanation of **modularity** [here](./modularity.ipynb).\n", + "\n", + "
\n", + "\n", + "\n", + "### __community_multilevel (The Louvain Method)__\n", + "\n", + "#### When is community_multilevel applied?\n", + "\n", + "This algorithm is usually applied when:\n", + "\n", + "- _To identify communities at different levels of granularity:_ Many real-world networks exhibit a hierarchical organization, where smaller, tightly knit groups are nested within larger, broader communities (e.g., departments within a company, friends within a social circle, or pathways within a biological system). Multilevel algorithms can reveal these nested structures.\n", + "\n", + "- _Dealing with large-scale networks:_ It is computationally efficient and scalable, making it suitable for analyzing networks with millions of nodes and edges, where other community detection methods might become prohibitively slow.\n", + "\n", + "\n", + "### __community_leiden__\n", + "\n", + "The Leiden algorithm is a community detection algorithm that builds upon the foundations of the Louvain method but addresses some of its crucial shortcomings, particularly the issue of disconnected or weakly connected communities.\n", + "\n", + "#### When is community_leiden applied?\n", + "\n", + "The Leiden algorithm is applied in similar scenarios to Louvain, but it is often preferred when:\n", + "\n", + "- _Guaranteed Connected Communities are Crucial:_ If it's essential that the identified communities are internally connected graphs (meaning all nodes within a community can reach each other through paths within that community), Leiden is the algorithm of choice.\n", + "\n", + "- _Higher Quality Partitions are Desired:_ Research has shown that Leiden generally produces partitions with higher modularity values and is more stable in its results compared to Louvain ([Traag, Waltman, & van Eck, 2019](https://doi.org/10.1038/s41598-019-41695-z)).\n", + "\n", + "- _Analyzing Large and Complex Networks:_ Like Louvain, Leiden is designed for scalability and efficiency on large networks.\n", + "\n", + "- _Addressing the \"Resolution Limit\" (to some extent):_ While both Louvain and Leiden optimize modularity, and __modularity__, known to suffer from the _resolution limit_ — the tendency to favor larger communities at the expense of smaller, yet structurally significant ones. Leiden's refinement step can help mitigate this by ensuring that smaller, truly cohesive sub-communities are not artificially merged into larger, weakly connected ones. The Leiden algorithm's implementation also allow for a _resolution_parameter_ (often denoted as γ) to explicitly control the granularity of the communities detected.\n", + "\n", + " - γ > 1: Leads to more, smaller, and well-connected communities.\n", + "\n", + " - 0 < γ < 1: Leads to fewer, larger, and potentially less well-connected communities.\n", + "\n", + "\n", + "### __community_fastgreedy__\n", + "\n", + "#### When is community_fastgreedy applied?\n", + "\n", + "Fast-Greedy is typically applied when:\n", + "\n", + "- _One needs a quick initial pass at community detection:_ It's known for its relatively fast performance, especially on sparse graphs. This makes it a good \"first try\" algorithm when exploring a network's community structure, particularly for larger graphs where more computationally intensive methods might be too slow.\n", + "\n", + "- _Modularity maximization is the primary goal:_ The algorithm is explicitly designed to optimize the modularity score, aiming to find partitions where connections are dense within communities and sparse between them.\n", + "\n", + "- _Hierarchical insights are valuable:_ As an agglomerative method, it constructs a dendrogram (a hierarchical tree of merges). In `igraph`, this function directly returns a `VertexDendrogram` object, which can be used to visualize community formation. From this dendrogram, the partition with the highest modularity found throughout the merging process can be easily extracted (e.g., using the `.as_clustering()` method), or other levels of granularity can be explored.\"\n", + "\n", + "- _Baseline comparison:_ Due to its historical significance and speed, it's often used as a baseline algorithm to compare the performance and results of newer, more complex community detection methods.\n", + "\n", + "\n", + "### __community_voronoi__\n", + "\n", + "#### When is community_voronoi applied?\n", + "\n", + "The Community Voronoi Algorithm is typically applied when:\n", + "\n", + "- _Dense networks:_ Voronoi method remains tractable and effective, particularly when edge weights play a more crucial role in defining the optimal community structure of the network than the topology itself.\n", + "\n", + "- _Consistency and robustness are key:_ Many community detection algorithms are stochastic and may produce different outputs for the same input. Community Voronoi, when initialized with fixed seed, provides consistent and reproducible results.\n", + "\n", + "- _Attribute handling (strength or length):_ The algorithm can easily handle attributes such as strength or length.\n", + "\n", + "\n", + "### __community_infomap__\n", + "\n", + "#### When is community_infomap applied?\n", + "\n", + "The Infomap algorithm is typically applied when:\n", + "\n", + "- _Information flow and dynamics are central:_ Infomap excels in networks where the concept of a \"random walker\" or the flow of information/traffic is meaningful, and the goal is to find modules that act as flow traps.\n", + "\n", + "- _Large and complex networks:_ It is highly efficient and scalable, making it suitable for analyzing very large graphs with millions of nodes and edges, where other methods might be computationally prohibitive.\n", + "\n", + "- _Hierarchical community structure:_ It can effectively uncover nested communities (communities within communities), providing insights into multi-level organization.\n", + "\n", + "- _Robustness and near-determinism are valued:_ While not strictly deterministic in all implementations due to minor tie-breaking nuances, Infomap generally produces highly consistent and reproducible results for a given weighted input.\n", + "\n", + "\n", + "### __community_fluid_communities__\n", + "\n", + "When is community_fluid_communities applied?\n", + "\n", + "The Fluid Communities algorithm is typically applied when:\n", + "\n", + "- _Looking for communities based on \"flow\" and \"attraction\" in a dynamic sense:_ The algorithm models communities as fluids that flow through the network, expanding or contracting based on the influence of their neighbors. This is particularly useful when the concept of nodes \"attracting\" or \"pulling\" others into their community makes intuitive sense for the network.\n", + "\n", + "- _The number of communities (k) is known or can be estimated beforehand:_ Unlike many other algorithms that discover the number of communities, Fluid Communities requires specifying the number of communities (k) to find. This makes it suitable when there is prior knowledge or a hypothesis about the expected number of distinct groups.\n", + "\n", + "- _Overlapping communities are not desired:_ Fluid Communities typically produces a partition where each node belongs to exactly one community, making it a good choice for scenarios where distinct, non-overlapping groups are preferred.\n", + "\n", + "- _Computational efficiency for large graphs is a priority:_ The algorithm is generally quite efficient and scalable, making it a viable option for large networks where other methods might be too slow. It converges relatively quickly.\n", + "\n", + "\n", + "### __community_edge_betweenness (The Girvan-Newman Algorithm)__\n", + "\n", + "When is community_edge_betweenness applied?\n", + "\n", + "The Edge Betweenness (Girvan-Newman) algorithm is typically applied when:\n", + "\n", + "- _Identifying \"Bridge\" Edges is Key:_ The fundamental idea behind edge betweenness for community detection is that edges connecting different communities will have a high betweenness centrality because many shortest paths between nodes in separate communities must pass through them. Therefore, it's used when the goal is to pinpoint and remove these inter-community \"bottleneck\" connections to reveal the underlying groups.\n", + "\n", + "- _For a Divisive Approach to Community Detection:_ Unlike algorithms that build communities up (agglomerative), community_edge_betweenness employs a \"top-down\" or \"divisive\" strategy. It iteratively removes the most central \"bridge\" edges, causing the network to naturally break apart into its constituent communities. This is useful when you want to understand how communities are _separated_ rather than how they are _formed_.\n", + "\n", + "- _To Understand Hierarchical Community Structure:_ A significant strength of this method is that it intrinsically generates a hierarchical decomposition of the network. As edges are progressively removed, you can observe the community structure at different levels of granularity – from a few large communities to many smaller ones. This makes it ideal for analyses where understanding the nested relationships between groups is important, often visualized as a dendrogram.\n", + "\n", + "- _For Moderate-Sized Networks (or when computational resources allow for larger ones):_ A key consideration is the computational cost. Calculating and recalculating edge betweenness after each edge removal can be computationally intensive, especially for very large networks (it has a high time complexity, often cited as O(MN2) or O(N3) in dense graphs, where N is the number of nodes and M is the number of edges). Therefore, it's often more practical for small to medium-sized networks, or when approximate versions are available or high-performance computing resources can be leveraged.\n", + "\n", + "\n", + "### __community_label_propagation__\n", + "\n", + "When is community_label_propagation applied?\n", + "\n", + "The Label Propagation Algorithm (LPA) is typically applied when:\n", + "\n", + "- _Analyzing Very Large Networks:_ LPA is highly valued for its exceptional computational efficiency, often achieving near-linear time complexity (O(M) or O(N) for sparse graphs, where M is edges and N is nodes). This makes it one of the most practical algorithms for community detection in massive graphs (e.g., social networks with millions of users, large web graphs, extensive biological networks) where more complex or iterative algorithms (like Girvan-Newman) become prohibitively slow.\n", + "\n", + "- _When a Fast, Initial Community Partition is Needed:_ Due to its speed, LPA is often used to get a quick first look at the community structure of a network. It can serve as a rapid baseline for comparison with other algorithms or as a preliminary step in a more complex analysis pipeline.\n", + "\n", + "- _When Simplicity and Interpretability of the Core Mechanism are Valued:_ The underlying principle of labels propagating and consolidating within dense regions is intuitive. For applications where a straightforward, graph-driven clustering method is preferred over complex optimization functions, LPA is a strong candidate.\n", + "\n", + "- _When Non-Overlapping Communities are Acceptable (or Required):_ The basic LPA assigns each node to exactly one community. If your domain or problem requires distinct, mutually exclusive groups, LPA naturally provides this. (Note: Variants exist for overlapping communities, but the standard LPA does not produce them.)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "4d11aa0a-cbe9-4377-8387-2ea02443f3d8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
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\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "%run -i functions.ipynb\n", + "show_table()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "myenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/consensus_clustering.ipynb b/doc/source/community_detection_guide/notebooks/consensus_clustering.ipynb new file mode 100644 index 000000000..ead94bce8 --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/consensus_clustering.ipynb @@ -0,0 +1,354 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "4aa38bb9-30e4-4859-b547-ba92036ad57a", + "metadata": {}, + "source": [ + "# Consensus clustering\n", + "\n", + "Consensus clustering is a method that combines the results of multiple clustering runs to produce a more stable and reliable clustering solution. It is particularly useful when the results of a single clustering algorithm are not robust or consistent across different runs. By aggregating the outputs of various clustering runs, consensus clustering aims to identify clusters that are consistently found across different runs and are therefore more likely to be true representations of the underlying data structur" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "1fd23acc-838c-46fa-ba21-a7f871437f87", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import random\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import igraph as ig\n", + "import matplotlib.pyplot as plt\n", + "ig.config[\"plotting.backend\"] = \"matplotlib\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "55eb982c-afb7-4a62-b7fc-6fcf4262ad0f", + "metadata": {}, + "outputs": [], + "source": [ + "%run -i functions.ipynb" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "afbc925d-a794-46d3-a14e-cba8d4c9c5f1", + "metadata": {}, + "outputs": [], + "source": [ + "def run_clustering(graph, num_runs, community_detection_method, params=None):\n", + " cooccurrence_matrix = np.zeros((graph.vcount(), graph.vcount()))\n", + " community_detection = build_community_detection_method(graph, community_detection_method, params)\n", + " \n", + " # Run the community detection algorithm for multiple seeds and accumulate the co-occurrence matrix\n", + " for seed in range(num_runs):\n", + " random.seed(seed)\n", + " np.random.seed(seed)\n", + " partition = community_detection(seed)\n", + " # Update cooccurrence matrix\n", + " for community in partition:\n", + " for i in community:\n", + " for j in community:\n", + " cooccurrence_matrix[i, j] += 1\n", + " \n", + " cooccurrence_matrix /= num_runs\n", + "\n", + " return cooccurrence_matrix\n", + "\n", + "\n", + "def build_cooccurrence_df(cooccurrence_matrix):\n", + " cooccurrence_df = pd.DataFrame(cooccurrence_matrix)\n", + " cooccurrence_df = cooccurrence_df.loc[cooccurrence_df.sum(axis=1).sort_values(ascending=False).index, \n", + " cooccurrence_df.sum(axis=0).sort_values(ascending=False).index]\n", + " return cooccurrence_df\n", + "\n", + "\n", + "def plot_heatmap(cooccurrence_df, title):\n", + " plt.figure(figsize=(10, 8))\n", + " sns.heatmap(cooccurrence_df, cmap=\"viridis\", cbar=True, xticklabels=False, yticklabels=False)\n", + " plt.title(title)\n", + " plt.show()\n", + "\n", + "\n", + "def build_graph(cooccurrence_matrix, graph):\n", + " num_nodes = cooccurrence_matrix.shape[0]\n", + " if 'name' in graph.vs.attributes():\n", + " num_vs = graph.vcount()\n", + " node_names = [graph.vs[i]['name'] for i in range(num_vs)]\n", + " else:\n", + " node_names = [f'Item_{i}' for i in range(num_nodes)]\n", + "\n", + " edges = []\n", + " weights = []\n", + " for i in range(num_nodes):\n", + " for j in range(i + 1, num_nodes): \n", + " edges.append((i, j))\n", + " weights.append(cooccurrence_matrix[i, j])\n", + " \n", + " graph = ig.Graph(n=num_nodes, edges=edges, directed=False)\n", + " graph.es['weight'] = weights \n", + " graph.vs['name'] = node_names\n", + "\n", + " return graph\n", + "\n", + "def run_consensus_clustering(graph, num_runs, community_detection_method, params=None, plot=True, title=\"Co-occurrence Matrix Heatmap (Louvain Method)\"):\n", + " cooccurrence_matrix = run_clustering(graph, num_runs, community_detection_method, params)\n", + " \n", + " if plot:\n", + " cooccurrence_df = build_cooccurrence_df(cooccurrence_matrix)\n", + " plot_heatmap(cooccurrence_df, title)\n", + "\n", + " g = build_graph(cooccurrence_matrix, graph)\n", + " le_clusters = g.community_leading_eigenvector(weights='weight')\n", + " print(f\"\\nLeading Eigenvector found {len(le_clusters)} communities.\")\n", + " for i, cluster in enumerate(le_clusters):\n", + " print(f\" Community {i+1}: {[g.vs[node]['name'] for node in cluster]}\")\n", + " # Calculate Modularity\n", + " modularity_le = g.modularity(le_clusters, weights='weight')\n", + " print(f\" Modularity (Leading Eigenvector): {modularity_le:.4f}\")\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "bfc72b73-ef64-48a1-9113-f4c88a5250dd", + "metadata": {}, + "outputs": [], + "source": [ + "karate_club = ig.Graph.Famous(\"Zachary\")" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "73395cfc-69de-4a87-a6c1-b491da8a6e80", + "metadata": {}, + "outputs": [], + "source": [ + "num_runs = 500" + ] + }, + { + "cell_type": "markdown", + "id": "cd4985bf-0667-4dca-9c3a-2e40f6e63c79", + "metadata": {}, + "source": [ + "## Karate club" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "39dee8f5-9a54-443c-8361-7998ff339ef8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Leading Eigenvector found 4 communities.\n", + " Community 1: ['Item_0', 'Item_1', 'Item_2', 'Item_3', 'Item_7', 'Item_9', 'Item_11', 'Item_12', 'Item_13', 'Item_17', 'Item_19', 'Item_21']\n", + " Community 2: ['Item_8', 'Item_14', 'Item_15', 'Item_18', 'Item_20', 'Item_22', 'Item_26', 'Item_29', 'Item_30', 'Item_32', 'Item_33']\n", + " Community 3: ['Item_4', 'Item_5', 'Item_6', 'Item_10', 'Item_16']\n", + " Community 4: ['Item_23', 'Item_24', 'Item_25', 'Item_27', 'Item_28', 'Item_31']\n", + " Modularity (Leading Eigenvector): 0.5452\n" + ] + } + ], + "source": [ + "run_consensus_clustering(karate_club, num_runs, community_detection_method=\"multilevel\", plot=True, title=\"Co-occurrence Matrix Heatmap (Louvain Method)\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "828baffc-b1bc-40e9-9649-ca1191f3f8f9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Nb3yj5OtjjjkmIv7/v+3GPP/889GlS5emvqUSt956awwdOjR69OhRck1HjhwZERH33ntvo6+9++67Y9iwYdG1a9e6bS1btqzXs3377bfHtm3bYvz48SXnqKysjEMOOaTev4eysrIYPXp0yba999675N9hU0yaNCkefvjh+OMf/xhXXXVV7LbbbnHwwQfX2++NN96IO++8M8aMGRNt27YtGeOoUaPijTfeiN/85jdNOmdTxt7Un7O13/fGPhcN6dKlS2zYsKHRuTZAfloVPQDy06lTp2jbtm2sWrWqSftv2rQpIiK6d+9e77kePXrU/afw9NNPR58+fUqev/vuu2PIkCGxadOm6NatW71l77p06RKtWrWqO8cLL7wQLVu2jG7dujU6ntqe7Q96YlhD7y8iom3btvVWVVi/fn38/e9/j/Ly8gZfs3HjxpKvO3bsWG+fioqKeP311+u+fuGFF97zPa1fvz6efPLJaN26dZPOm6VXr14xbNiwmD9/fjz99NPxta99Ldq2bdtgr/FFF10Up59+ekyePDnOP//86NSpU7Rs2TLOOeecZhfljV3nhnTs2DG+9KUvxWWXXRZjxoyJvfbaq8mvbdGiRQwcOLDR596pqdd1zZo1MXjw4Nhjjz3ikksuid69e0dlZWX87ne/i1NOOaXk+/ledtxxx5Kvaz9LjW1/4403IiLilVdeicGDB0dlZWVccMEFsfvuu0fbtm3jmWeeiS9/+cv1xtCqVat6n7/af1+1/+4a8/rrr5cUxs2xfv36+PWvf/2+Pqu1Py/e7d3bauda1PZjv9u7v89t27aNysrKkm0VFRV117apDj744Pinf/qnuOKKK+KXv/xlTJkypcElPTdt2hTbtm2LSy+9NC699NIGj9XUf7NNGXtTf85u2rQp83PRkMrKykgpxRtvvPGhLc8IvEVR/gnWsmXLGDZsWNx2223x7LPPvmchWPuDe+3atfX2ff7556NTp04R8VaB/tBDD5U8v8cee9Qd47e//W2klEr+w6hNXmqP0blz56iuro5169Y1WrzVTiZ89tlnY+edd2503JWVlQ1O4Nq4cWPd+d6psXWyG9reqVOn6NixYyxZsqTB17yfZQU7d+78nhNnO3XqFG3atGlwkmjt880xadKkOPbYY6Ompibmzp3b6H7/9V//FUOGDKm3z8svv9ys80U0fp0bUlVVFXPnzo3Pfe5z8atf/SpuuOGGJiftzdHU63rTTTfFq6++GjfeeGP06tWr7vkPcxm7u+66K55//vm455576tLxiCiZePhO27Zti02bNpUUYOvWrYuIhn9ZfKdOnTq97/sVdOrUKfbee+/4wQ9+0ODzPXr0aPS1HTt2rBvjO717W+335frrry/5fnwYJk6cGGeffXaUlZXFhAkTGtxnhx12iJYtW8a4ceMa/cveu4OM/42m/pzt2LFj5ueiIS+++GJUVFQoyKEAivJPuGnTpsXixYvjm9/8Ztx88831Et+tW7fGkiVLYvTo0XHooYdGxFuF2TsTqYceeihWrlwZ06dPj4i3Er3Gkslhw4bFL3/5y7jppptizJgxddsXLFhQ93xExMiRI2P27Nkxd+7cmDVrVoPHGj58eLRs2TLmzp0bgwYNavQ99u7dO/7whz+UbHviiSfiL3/5S7OL13c74ogj4he/+EVUV1fH/vvv/786Vq2RI0fGz3/+8/jLX/5S98tMQ+f94Q9/GB07dvxA/jMfM2ZMjBkzJjp06JC5JGFZWVm9VXr+8Ic/xPLly0t+MardpzmJcWPWrl0bxx57bBxyyCFRVVUVX/7yl+P444+P/fbb7wMtZCKafl1rC513XouUUvznf/5nvX3f/ZeQD0pDY4iIuOKKKxp9zcKFC+PUU0+t+/qaa66JiChZhaghffv2jZtuuul9jfOII46IxYsXx2677RY77LBDs147dOjQuOWWW2L9+vV1SX11dXW9tfVHjBgRrVq1ir/97W+5/LKWZcKECfHb3/42+vXr1+hykW3bto2hQ4fGihUrYu+99270L2sRH8y/nab+nB06dGjMmTOn0c9FQ5566qnYc8893/fYgPdPUf4JN2jQoJg7d26cfPLJMWDAgDjppJPi05/+dGzdujVWrFgRV155ZfTv3z9Gjx4de+yxR3zrW9+KSy+9NFq0aBEjR46Mp59+Os4555zYeeed47TTTnvP840fPz4uu+yymDBhQjz99NOx1157xQMPPBA//OEPY9SoUfGFL3whIiIGDx4c48aNiwsuuCDWr18fRxxxRFRUVMSKFSuibdu28Z3vfCd69+4dZ511Vpx//vnx+uuvx9e//vXo0KFDPP7447Fx48aYOXNmRESMGzcujj322Dj55JPjK1/5SqxevTrmzJlTl7T/b3zta1+LhQsXxqhRo+Jf/uVf4nOf+1y0bt06nn322bj77rvjn//5n0v+U2yKWbNmxW233RYHH3xwnHXWWbHXXnvF3//+91iyZElMnTo1+vbtG1OmTIkbbrghDj744DjttNNi7733jpqamlizZk0sXbo0Tj/99Gb9klBZWdmkuzIeccQRcf7558d5550XhxxySPzlL3+JWbNmRZ8+fUp6TLfbbrvo1atX3HzzzTFs2LDYcccdo1OnTtG7d+9mXYvq6ur4+te/HmVlZXHNNddEy5Yt4+qrr4599903xo4dGw888EBmgdNcTb2uhx12WJSXl8fXv/71+O53vxtvvPFGzJ07N/7v//2/9Y651157xY033hhz586NAQMGZLbTNMeBBx4YO+ywQ0yePDnOO++8aN26dSxcuDAeffTRBvcvLy+Pf//3f49XXnklPvvZz8ayZcviggsuiJEjR8bnP//5zHMNGTIk5s+fH0888UTsvvvu9Z5vrB/6kEMOiVmzZkVVVVUceOCBceqpp8Yee+wRb7zxRjz99NOxePHimDdvXqN/pTv77LPjlltuiUMPPTTOPffcaNu2bVx22WX1lnzs3bt3zJo1K6ZPnx5PPfVUfPGLX4wddtgh1q9fH7/73e+iXbt2dT8PPmg9evRo0i8sl1xySXz+85+PwYMHx0knnRS9e/eOl19+OZ588sn49a9/XXcjot122y3atGkTCxcujH79+kX79u2jR48emX9ReLem/pwdPnx4HHzwwfHd7343Xn311Rg4cGA8+OCD8fOf/7zB49bU1MTvfvc7N5SDohQ6zZQPze9///s0YcKEtMsuu6Ty8vLUrl279JnPfCade+65acOGDXX7VVdXpwsvvDDtvvvuqXXr1qlTp07p2GOPrVuyqyk2bdqUJk+enLp3755atWqVevXqlaZNm5beeOONkv2qq6vTj3/849S/f/9UXl6eOnTokAYNGpR+/etfl+y3YMGC9NnPfjZVVlam9u3bp8985jMlKxfU1NSkOXPmpF133TVVVlamgQMHprvuuqvR1VcaWkninauVvNvWrVvTj370o7TPPvvUjaFv377pxBNPTH/961/r9uvVq1c6/PDD673+3eNIKaVnnnkmTZo0KXXr1i21bt069ejRIx199NFp/fr1dfu88sor6eyzz0577LFH3fXZa6+90mmnnVayWkVDst5PrYZWUNmyZUs644wzUs+ePVNlZWXab7/90k033ZQmTJhQb4WRO+64I33mM59JFRUVJauc1K6w0tASmu9efWX69OmpRYsW6c477yzZb9myZalVq1bpX/7lX/5X7/PdSyKm1PTr+utf/7rue96zZ8905pln1q1mUbs8ZEopvfjii+moo45K22+/fSorK6t7f7Wrr/zbv/1byfkb+xzWLpX3zpVhli1blgYNGpTatm2bOnfunE444YT0P//zP/VW76i9Dn/4wx/SkCFDUps2bdKOO+6YTjrppCatYvPSSy+l9u3bpzlz5jQ41sYetdfhhRdeSKeeemrq06dPat26ddpxxx3TgAED0vTp00vO/+7PW0opPfjgg+mAAw5IFRUVqVu3bunMM89MV155Zb0lEVNK6aabbkpDhw5Nn/rUp1JFRUXq1atXOuqoo9Idd9xR71q8W0Mr/zTknauvNKaxFVRWrVqVJk2alHr27Jlat26dOnfunA488MB0wQUXlOx37bXXpr59+6bWrVuXXJPmjL2pP2f//ve/p0mTJqXtt98+tW3bNh122GHpz3/+c4PfizvvvDNFRHrkkUcy3z+Qj7KU3l42A4CPpeOOOy6uv/76eOWVV973Mb7zne/EnXfeGY899liz5gPwyTFu3Lh46qmn4sEHHyx6KPAPyZKIAMTZZ58dzz33XNxwww1FD4UC/O1vf4tFixbFhRdeWPRQ4B+WohyA6Nq1ayxcuDCXSat89K1ZsyZ+8pOfvOf8AyA/2lcAAKBgknIAAHjbfffdF6NHj44ePXpEWVlZk1Zguvfee2PAgAFRWVkZu+66a8ybN6/Z51WUAwDA21599dXYZ5994ic/+UmT9l+1alWMGjUqBg8eHCtWrIizzjorTj311GbP0dG+AgAADSgrK4tf/epXceSRRza6z/e+97245ZZbYuXKlXXbJk+eHI8++mgsX768yeeSlAMA8Im2ZcuW2Lx5c8ljy5YtH8ixly9fHsOHDy/ZNmLEiHj44Ydj69atTT5Ok+/oWbOu/l3e3o/fbNn23jvBP7DzhxxZ9BDgI2vb6meKHgJ8pFXVXFf0EBr1QdWS78fsecfUu/PveeedFzNmzPhfH3vdunXRtWvXkm1du3aNbdu2xcaNG6N79+5NOk6Ti3IAAPg4mjZtWkydOrVkW0VFxQd2/HffdK22O7w5N2NTlAMAkLuaqCns3BUVFR9oEf5O3bp1i3Xr1pVs27BhQ7Rq1So6duzY5OPoKQcAgPdp0KBBUVVVVbJt6dKlMXDgwGjdunWTjyMpBwAgd9WpuKS8OQXvK6+8Ek8++WTd16tWrYrf//73seOOO8Yuu+wS06ZNi+eeey4WLFgQEW+ttPKTn/wkpk6dGt/85jdj+fLlcdVVV8W1116b2xgBAOAT7eGHH46hQ4fWfV3biz5hwoS4+uqrY+3atbFmzZq65/v06ROLFy+O0047LS677LLo0aNH/Md//Ed85StfadZ5m7xOudVX4MNh9RVonNVXINtHefWVLWt3LezcFd2fKuzcTSUpBwAgdzXhfpVZTPQEAICCScoBAMhdkUsifhxIygEAoGCKcgAAKJj2FQAAclfdtAX//mFJygEAoGCScgAAcmdJxGyScgAAKJikHACA3FVLyjNJygEAoGBNTsp/s2XbB3LCAyqE85Bl2+pnih4CAPAhUyEDAJA7Ez2zaV8BAICCScoBAMidmwdlk5QDAEDBFOUAAFAw7SsAAOSupugBfMRJygEAoGCScgAAcueOntkk5QAAUDBJOQAAuasWlGeSlAMAQMEU5QAAUDDtKwAA5M6SiNkk5QAAUDBJOQAAuauOsqKH8JEmKQcAgIIpygEAoGDaVwAAyF2NdcozScoBAKBgknIAAHJnomc2STkAABRMUg4AQO4k5dkk5QAAUDBFOQAAFEz7CgAAuatJ2leySMoBAKBgknIAAHJnomc2STkAABRMUQ4AAAXTvgIAQO6qZcGZXB0AACiYpBwAgNxZEjGbpBwAAAomKQcAIHeWRMwmKQcAgIIpygEAoGDaVwAAyF11kgVncXUAAKBgknIAAHJXIwvO5OoAAEDBFOUAAFAw7SsAAOTOOuXZJOUAAFAwSTkAALmzJGI2VwcAAAomKQcAIHc1esozScoBAKBginIAACiY9hUAAHJXLQvO5OoAAEDBJOUAAOTOkojZXB0AACiYohwAAAqmfQUAgNzVyIIzuToAAFAwSTkAALmrTu7omUVSDgAABVOUAwBAwbSvAACQO3f0zObqAABAwSTlAADkrsYdPTO5OgAAUDBJOQAAudNTns3VAQCAginKAQCgYNpXAADInTt6ZpOUAwBAwSTlAADkrkYWnMnVAQCAginKAQCgYNpXAADIXbU7emZydQAAoGCScgAAclcTlkTMIikHAICCScoBAMidnvJsrg4AABRMUQ4AAAXTvgIAQO6qZcGZXB0AACiYpBwAgNzVJEsiZpGUAwBAwRTlAABQMO0rAADkzkTPbK4OAAAUTFIOAEDuatzRM5OrAwAABZOUAwCQu+qwJGIWSTkAABRMUQ4AAAXTvgIAQO5M9Mzm6gAAQMEk5QAA5M5Ez2yScgAAKJiiHAAACqZ9BQCA3Jnomc3VAQCAgknKAQDIXbWkPJOrAwAABZOUAwCQuxpLImaSlAMAQMEU5QAA8A6XX3559OnTJyorK2PAgAFx//33Z+6/cOHC2GeffaJt27bRvXv3mDhxYmzatKlZ51SUAwCQu+rUorBHcyxatCimTJkS06dPjxUrVsTgwYNj5MiRsWbNmgb3f+CBB2L8+PFx/PHHx2OPPRbXXXddPPTQQ3HCCSc067yKcgAAeNtFF10Uxx9/fJxwwgnRr1+/uPjii2PnnXeOuXPnNrj/b37zm+jdu3eceuqp0adPn/j85z8fJ554Yjz88MPNOq+iHACA3NWkssIeW7Zsic2bN5c8tmzZUm+Mb775ZjzyyCMxfPjwku3Dhw+PZcuWNfi+DjzwwHj22Wdj8eLFkVKK9evXx/XXXx+HH354s66PohwAgE+02bNnR4cOHUoes2fPrrffxo0bo7q6Orp27VqyvWvXrrFu3boGj33ggQfGwoULY+zYsVFeXh7dunWL7bffPi699NJmjVFRDgDAJ9q0adPipZdeKnlMmzat0f3LykqXb0wp1dtW6/HHH49TTz01zj333HjkkUdiyZIlsWrVqpg8eXKzxmidcgAAclddYBZcUVERFRUV77lfp06domXLlvVS8Q0bNtRLz2vNnj07DjrooDjzzDMjImLvvfeOdu3axeDBg+OCCy6I7t27N2mMknIAAIiI8vLyGDBgQFRVVZVsr6qqigMPPLDB17z22mvRokVpSd2yZcuIeCthbypJOQAAuatJH487ek6dOjXGjRsXAwcOjEGDBsWVV14Za9asqWtHmTZtWjz33HOxYMGCiIgYPXp0fPOb34y5c+fGiBEjYu3atTFlypT43Oc+Fz169GjyeRXlAADwtrFjx8amTZti1qxZsXbt2ujfv38sXrw4evXqFRERa9euLVmz/LjjjouXX345fvKTn8Tpp58e22+/fRx66KFx4YUXNuu8ZamJufqy1bs268CNOaDC7wGQZUSPfYoeAgAfU1U11xU9hEad8ejYws79o30WFXbuptJTDgAABVOUAwBAwfSSAACQu+qPyUTPokjKAQCgYJJyAABy93FZErEoknIAACiYohwAAAqmfQUAgNzVJFlwFlcHAAAKJikHACB31WGiZxZJOQAAFExSDgBA7iyJmE1SDgAABVOUAwBAwbSvAACQO0siZnN1AACgYJJyAAByV2NJxEyScgAAKJiiHAAACqZ9BQCA3FVbpzyTpBwAAAomKQcAIHeWRMzm6gAAQMEU5QAAUDDtKwAA5K7GRM9MknIAACiYpBwAgNy5o2c2STkAABRMUg4AQO70lGeTlAMAQMEU5QAAUDDtKwAA5M4dPbO5OgAAUDBJOQAAuTPRM5ukHAAACqYoBwCAgmlfAQAgd+7omU1SDgAABZOUAwCQOxM9s0nKAQCgYJJyAAByJynPJikHAICCKcoBAKBg2lcAAMid9pVsknIAACiYpBwAgNxJyrNJygEAoGCKcgAAKJj2FQAAclcT2leySMoBAKBgknIAAHJnomc2STkAABRMUg4AQO4k5dkk5QAAUDBFOQAAFEz7CgAAudO+kk1SDgAABZOUAwCQO0l5Nkk5AAAUTFEOAAAF074CAEDukvaVTJJyAAAomKQcAIDc1YSkPIukHAAACiYpBwAgd5ZEzCYpBwCAginKAQCgYNpXAADInSURs0nKAQCgYJJyAAByZ6JnNkk5AAAUTFEOAAAF074CAEDuTPTMJikHAICCScoBAMidiZ7ZJOUAAFAwSTkAALlLqegRfLRJygEAoGCKcgAAKJj2FQAAclcTJnpmkZQDAEDBJOUAAOTOzYOyScoBAKBginIAACiY9hUAAHLnjp7ZJOUAAFAwSTkAALlzR89sTS7Kzx9y5Adywm2rn/lAjgOfVLc//2jRQ4CPrBE99il6CAC5kJQDAJA7SyJm01MOAAAFU5QDAEDBtK8AAJA77SvZJOUAAFAwSTkAALlz86BsknIAACiYohwAAAqmfQUAgNy5o2c2STkAABRMUg4AQO4siZhNUg4AAAVTlAMAQMG0rwAAkDvtK9kk5QAAUDBJOQAAubMiYjZJOQAAFExSDgBA7vSUZ5OUAwBAwRTlAABQMO0rAADkz0zPTJJyAAAomKQcAIDcmeiZTVIOAAAFU5QDAMA7XH755dGnT5+orKyMAQMGxP3335+5/5YtW2L69OnRq1evqKioiN122y3mz5/frHNqXwEAIHfpYzLRc9GiRTFlypS4/PLL46CDDoorrrgiRo4cGY8//njssssuDb7m6KOPjvXr18dVV10V/+f//J/YsGFDbNu2rVnnVZQDAMDbLrroojj++OPjhBNOiIiIiy++OG6//faYO3duzJ49u97+S5YsiXvvvTeeeuqp2HHHHSMionfv3s0+r/YVAAByl1JZYY8tW7bE5s2bSx5btmypN8Y333wzHnnkkRg+fHjJ9uHDh8eyZcsafF+33HJLDBw4MObMmRM9e/aM3XffPc4444x4/fXXm3V9FOUAAHyizZ49Ozp06FDyaCj13rhxY1RXV0fXrl1Ltnft2jXWrVvX4LGfeuqpeOCBB+JPf/pT/OpXv4qLL744rr/++jjllFOaNUbtKwAA5K/AJRGnTZsWU6dOLdlWUVHR6P5lZaVjTSnV21arpqYmysrKYuHChdGhQ4eIeKsF5qijjorLLrss2rRp06QxKsoBAPhEq6ioyCzCa3Xq1ClatmxZLxXfsGFDvfS8Vvfu3aNnz551BXlERL9+/SKlFM8++2z80z/9U5PGqH0FAAAiory8PAYMGBBVVVUl26uqquLAAw9s8DUHHXRQPP/88/HKK6/UbXviiSeiRYsWsdNOOzX53IpyAAByl1Jxj+aYOnVq/PSnP4358+fHypUr47TTTos1a9bE5MmTI+KtVpjx48fX7X/MMcdEx44dY+LEifH444/HfffdF2eeeWZMmjSpya0rEdpXAACgztixY2PTpk0xa9asWLt2bfTv3z8WL14cvXr1ioiItWvXxpo1a+r2b9++fVRVVcV3vvOdGDhwYHTs2DGOPvrouOCCC5p13rKUmvb7w8g+U997pybYtvqZD+Q48El1+/OPFj0E+Mga0WOfoocAH2lVNdcVPYRG7XrNDws791PHnFXYuZtK+woAABRMUQ4AAAXTUw4AQO5SgeuUfxxIygEAoGCScgAA8tfMpQn/0UjKAQCgYJJyAAByp6c8m6QcAAAKpigHAICCaV8BACB/JnpmkpQDAEDBJOUAAHwITPTMIikHAICCKcoBAKBg2lcAAMifiZ6ZJOUAAFAwSTkAAPmTlGeSlAMAQMEk5QAA5C9ZEjGLpBwAAAqmKAcAgIJpXwEAIHfJRM9MknIAACiYpBwAgPxJyjNJygEAoGCKcgAAKJj2FQAA8med8kyScgAAKJikHACA3JWZ6JlJUg4AAAWTlAMAkD9JeSZJOQAAFExRDgAABdO+AgBA/iyJmElSDgAABZOUAwCQPxM9M0nKAQCgYIpyAAAomPYVAADyp30lk6QcAAAKJikHACB/kvJMknIAACiYpBwAgPy5eVAmSTkAABRMUQ4AAAXTvgIAQO7KTPTMJCkHAICCScoBAMifpDyTpBwAAAqmKAcAgIIpygEAoGCKcgAAKJiJngAA5M6SiNkk5QAAUDBFOQAAFEz7CgAA+UtlRY/gI01SDgAABZOUAwCQPxM9M0nKAQCgYJJyAADyJynPJCkHAICCKcoBAKBg2lcAAMidO3pmk5QDAEDBJOUAAORPUp5JUg4AAAVTlAMAQMG0rwAAkD/tK5kk5QAAUDBJOQAAubMkYjZJOQAAFExSDgBA/lJZ0SP4SJOUAwBAwRTlAABQMO0rAADkz0TPTJJyAAAomKQcAIDcWRIxm6QcAAAKpigHAICCaV8BACB/2lcyScoBAKBgknIAAHJnomc2STkAABRMUg4AQP4k5Zkk5QAAUDBFOQAAFEz7CgAA+dO+kklSDgAABZOUAwCQO0siZpOUAwBAwRTlAABQMEU5AAAUTFEOAAAFM9ETAID8meiZSVIOAAAFk5QDAJA7SyJmk5QDAEDBFOUAAFAw7SsAAORP+0omSTkAABRMUg4AQP4k5Zkk5QAAUDBFOQAAFEz7CgAAubNOeTZJOQAAFExSDgBA/iTlmSTlAABQMEk5AAC501OeTVIOAAAFU5QDAEDBtK8AAJA/7SuZJOUAAFAwRTkAAPlLBT6a6fLLL48+ffpEZWVlDBgwIO6///4mve7BBx+MVq1axb777tvscyrKAQDgbYsWLYopU6bE9OnTY8WKFTF48OAYOXJkrFmzJvN1L730UowfPz6GDRv2vs6rKAcAgLdddNFFcfzxx8cJJ5wQ/fr1i4svvjh23nnnmDt3bubrTjzxxDjmmGNi0KBB7+u8inIAAHJXlop7bNmyJTZv3lzy2LJlS70xvvnmm/HII4/E8OHDS7YPHz48li1b1uh7+9nPfhZ/+9vf4rzzznvf10dRDgDAJ9rs2bOjQ4cOJY/Zs2fX22/jxo1RXV0dXbt2LdnetWvXWLduXYPH/utf/xrf//73Y+HChdGq1ftf2NCSiAAA5K/AJRGnTZsWU6dOLdlWUVHR6P5lZWUlX6eU6m2LiKiuro5jjjkmZs6cGbvvvvv/aoyKcgAAPtEqKioyi/BanTp1ipYtW9ZLxTds2FAvPY+IePnll+Phhx+OFStWxLe//e2IiKipqYmUUrRq1SqWLl0ahx56aJPGqCgHACB/H4ObB5WXl8eAAQOiqqoqxowZU7e9qqoq/vmf/7ne/p/61Kfij3/8Y8m2yy+/PO666664/vrro0+fPk0+t6IcAADeNnXq1Bg3blwMHDgwBg0aFFdeeWWsWbMmJk+eHBFvtcI899xzsWDBgmjRokX079+/5PVdunSJysrKetvfi6IcAADeNnbs2Ni0aVPMmjUr1q5dG/3794/FixdHr169IiJi7dq177lm+ftRllJq0h8TRvaZ+t47NcG21c98IMeBT6rbn3+06CHAR9aIHvsUPQT4SKuqua7oITSq/3d/XNi5/zTntMLO3VSWRAQAgIJpXwEAIH8fg4meRZKUAwBAwRTlAABQMO0rAADkrkz7SiZJOQAAFExSDgBA/iTlmSTlAABQMEU5AAAUTPsKAAD5076SSVIOAAAFk5QDAJC7sqIH8BEnKQcAgIJJygEAyJ+e8kyScgAAKJiiHAAACqZ9BQCA3JVpX8kkKQcAgIJJygEAyJ+kPJOkHAAACqYoBwCAgmlfAQAgf9pXMknKAQCgYJJyAAByZ0nEbJJyAAAomKQcAID8ScozScoBAKBginIAACiY9hUAAHJnomc2STkAABRMUg4AQP4k5Zkk5QAAUDBFOQAAFEz7CgAAuTPRM5ukHAAACiYpBwAgf5LyTJJyAAAomKQcAID8ScozScoBAKBginIAAChYk9tXtq1+Js9xAG8b0WOfoocAH1m3P/9o0UPgffBzjQhLIr4XSTkAABTMRE8AAPInKc8kKQcAgIIpygEAoGDaVwAAyF1Z0r+SRVIOAAAFk5QDAJA/QXkmSTkAABRMUg4AQO7cPCibpBwAAAqmKAcAgIJpXwEAIH/aVzJJygEAoGCScgAAcmeiZzZJOQAAFExRDgAABdO+AgBA/rSvZJKUAwBAwSTlAADkzkTPbJJyAAAomKQcAID8ScozScoBAKBginIAACiY9hUAAHJnomc2STkAABRMUg4AQP6SqDyLpBwAAAqmKAcAgIJpXwEAIHcmemaTlAMAQMEk5QAA5E9SnklSDgAABZOUAwCQu7Kaokfw0SYpBwCAginKAQCgYNpXAADIn4memSTlAABQMEk5AAC5c/OgbJJyAAAomKIcAAAKpn0FAID8Jf0rWSTlAABQMEk5AAC5M9Ezm6QcAAAKpigHAICCaV8BACB/2lcyScoBAKBgknIAAHJnomc2STkAABRMUg4AQP7cPCiTpBwAAAqmKAcAgIJpXwEAIHcmemaTlAMAQMEk5QAA5E9SnklSDgAABVOUAwBAwbSvAACQOxM9s0nKAQCgYJJyAADyVyMqzyIpBwCAgknKAQDIn6A8k6QcAAAKpigHAICCaV8BACB3lkTMJikHAICCScoBAMhfEpVnkZQDAEDBFOUAAFAw7SsAAOTORM9sknIAACiYpBwAgPxJyjNJygEA4B0uv/zy6NOnT1RWVsaAAQPi/vvvb3TfG2+8MQ477LDo3LlzfOpTn4pBgwbF7bff3uxzKsoBAMhdWUqFPZpj0aJFMWXKlJg+fXqsWLEiBg8eHCNHjow1a9Y0uP99990Xhx12WCxevDgeeeSRGDp0aIwePTpWrFjR3OvTtJEe1uKrzTowAHzQbn/+0aKHwPswosc+RQ/hH0ZVzXVFD6FRhx72r4Wd+7ZbT4stW7aUbKuoqIiKiop6++6///6x3377xdy5c+u29evXL4488siYPXt2k8736U9/OsaOHRvnnntuk8coKQcA4BNt9uzZ0aFDh5JHQwX2m2++GY888kgMHz68ZPvw4cNj2bJlTTpXTU1NvPzyy7Hjjjs2a4wmegIAkL+a4k49bdq0mDp1asm2hlLyjRs3RnV1dXTt2rVke9euXWPdunVNOte///u/x6uvvhpHH310s8aoKAcA4BOtsVaVxpSVlZV8nVKqt60h1157bcyYMSNuvvnm6NKlS7PGqCgHACB3zZ1wWYROnTpFy5Yt66XiGzZsqJeev9uiRYvi+OOPj+uuuy6+8IUvNPvcesoBACAiysvLY8CAAVFVVVWyvaqqKg488MBGX3fttdfGcccdF9dcc00cfvjh7+vcknIAAHjb1KlTY9y4cTFw4MAYNGhQXHnllbFmzZqYPHlyRLzVn/7cc8/FggULIuKtgnz8+PFxySWXxAEHHFCXsrdp0yY6dOjQ5PMqygEAyN9Hv3slIiLGjh0bmzZtilmzZsXatWujf//+sXjx4ujVq1dERKxdu7ZkzfIrrrgitm3bFqecckqccsopddsnTJgQV199dZPPa51yAD42rFP+8WSd8g/PR3md8mFDm7bGdx7uvHtaYeduKkk5AAD5+xhM9CySiZ4AAFAwSTkAALkrE5RnkpQDAEDBFOUAAFAw7SsAAOTPRM9MknIAACiYpBwAgNyV1RQ9go82STkAABRMUQ4AAAXTvgIAQP5M9MwkKQcAgIJJygEAyJ+gPJOkHAAACiYpBwAgd2V6yjNJygEAoGCKcgAAKJj2FQAA8qd9JZOkHAAACiYpBwAgfzVFD+CjTVIOAAAFU5QDAEDBtK8AAJA765Rnk5QDAEDBJOUAAORPUp5JUQ7Ax8aIHvsUPQTeh9uff7ToIcBHnqIcAID8Scoz6SkHAICCKcoBAKBg2lcAAMifO3pmkpQDAEDBJOUAAOTOzYOyScoBAKBginIAACiY9hUAAPKnfSWTpBwAAAomKQcAIH+S8kyScgAAKJiiHAAACqZ9BQCA/GlfySQpBwCAgknKAQDIX03RA/hok5QDAEDBJOUAAOSuTE95Jkk5AAAUTFEOAAAF074CAED+tK9kkpQDAEDBJOUAAOSvRlKeRVIOAAAFU5QDAEDBtK8AAJA/Ez0zScoBAKBgknIAAPInKc8kKQcAgIJJygEAyJ+kPJOkHAAACqYoBwCAgmlfAQAgf+7omUlSDgAABZOUAwCQv1RT9Ag+0iTlAABQMEU5AAAUTPsKAAD5s055Jkk5AAAUTFIOAED+LImYSVIOAAAFk5QDAJA/PeWZJOUAAFAwRTkAABRM+woAAPnTvpJJUg4AAAWTlAMAkD9JeSZJOQAAFExRDgAABdO+AgBA/mpqih7BR5qkHAAACiYpBwAgfyZ6ZpKUAwBAwSTlAADkT1KeSVIOAAAFU5QDAEDBtK8AAJC/Gu0rWSTlAABQMEk5AAC5S8nNg7JIygEAoGCKcgAAKJj2FQAA8meiZyZJOQAAFExSDgBA/tzRM5OkHAAACiYpBwAgfzWWRMwiKQcAgIIpygEAoGDaVwAAyJ+Jnpkk5QAAUDBJOQAAuUsmemaSlAMAQMEU5QAAUDDtKwAA5M9Ez0yScgAAKJikHACA/NVIyrNIygEAoGCScgAA8pcsiZhFUg4AAAVTlAMAQMG0rwAAkLtkomcmSTkAABRMUg4AQP5M9MwkKQcAgIIpygEAoGDaVwAAyJ2Jntkk5QAA8A6XX3559OnTJyorK2PAgAFx//33Z+5/7733xoABA6KysjJ23XXXmDdvXrPPqSgHACB/qaa4RzMsWrQopkyZEtOnT48VK1bE4MGDY+TIkbFmzZoG91+1alWMGjUqBg8eHCtWrIizzjorTj311Ljhhhuadd6ylFKT/pZwWIuvNuvAAAAREbc//2jRQ/iH0aLbE0UPoVFF1pJVNdc1ed/9998/9ttvv5g7d27dtn79+sWRRx4Zs2fPrrf/9773vbjlllti5cqVddsmT54cjz76aCxfvrzJ55WUAwDwibZly5bYvHlzyWPLli319nvzzTfjkUceieHDh5dsHz58eCxbtqzBYy9fvrze/iNGjIiHH344tm7d2uQxNnmiZ3N+wwAAgHcqspacMWNGzJw5s2TbeeedFzNmzCjZtnHjxqiuro6uXbuWbO/atWusW7euwWOvW7euwf23bdsWGzdujO7duzdpjFZfAQDgE23atGkxderUkm0VFRWN7l9WVlbydUqp3rb32r+h7VkU5QAAfKJVVFRkFuG1OnXqFC1btqyXim/YsKFeGl6rW7duDe7fqlWr6NixY5PHqKccAAAiory8PAYMGBBVVVUl26uqquLAAw9s8DWDBg2qt//SpUtj4MCB0bp16yafW1EOAABvmzp1avz0pz+N+fPnx8qVK+O0006LNWvWxOTJkyPirVaY8ePH1+0/efLkWL16dUydOjVWrlwZ8+fPj6uuuirOOOOMZp1X+woAALxt7NixsWnTppg1a1asXbs2+vfvH4sXL45evXpFRMTatWtL1izv06dPLF68OE477bS47LLLokePHvEf//Ef8ZWvfKVZ523yOuUAAEA+tK8AAEDBFOUAAFAwRTkAABRMUQ4AAAVTlAMAQMEU5QAAUDBFOQAAFExRDgAABVOUAwBAwRTlAABQMEU5AAAU7P8BZ+nLrvdqFnoAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Leading Eigenvector found 4 communities.\n", + " Community 1: ['Item_0', 'Item_1', 'Item_2', 'Item_3', 'Item_7', 'Item_11', 'Item_12', 'Item_13', 'Item_17', 'Item_19', 'Item_21']\n", + " Community 2: ['Item_8', 'Item_9', 'Item_14', 'Item_15', 'Item_18', 'Item_20', 'Item_22', 'Item_26', 'Item_29', 'Item_30', 'Item_32', 'Item_33']\n", + " Community 3: ['Item_4', 'Item_5', 'Item_6', 'Item_10', 'Item_16']\n", + " Community 4: ['Item_23', 'Item_24', 'Item_25', 'Item_27', 'Item_28', 'Item_31']\n", + " Modularity (Leading Eigenvector): 0.6325\n" + ] + } + ], + "source": [ + "params = {\n", + " \"objective_function\": \"modularity\",\n", + " \"resolution\": np.ones(num_runs)\n", + "}\n", + "run_consensus_clustering(karate_club, num_runs, community_detection_method=\"leiden\", params=params, plot=True, title=\"Co-occurrence Matrix Heatmap (Leiden Method)\")" + ] + }, + { + "cell_type": "markdown", + "id": "f4b9a7d8-cc77-4c68-aba7-2e194cefe1ca", + "metadata": {}, + "source": [ + "## Game of Thrones" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "8ff2d113-e0be-4b09-96d1-35a87e17fbec", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Graph created with edge weights using weights=True.\n" + ] + } + ], + "source": [ + "got_network = load_got_network()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "e39078ec-e404-4034-a1cb-cd43cfeb3380", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Leading Eigenvector found 5 communities.\n", + " Community 1: ['NED', 'ROBERT', 'LITTLEFINGER', 'VARYS', 'ARYA', 'CERSEI', 'JOFFREY', 'SANSA', 'PYCELLE', 'SEPTA_MORDANE', 'JAIME', 'LORAS', 'RENLY', 'SYRIO_FOREL', 'JORY_CASSEL', 'BARRISTAN', 'YOREN', 'HOUND', 'LANCEL', 'MARILLION', 'JANOS', 'GENDRY', 'HOT_PIE', 'LOMMY_GREENHANDS', 'MERYN_TRANT', 'JON_ARRYN', 'STANNIS', 'MYCAH', 'TOBHO_MOTT', 'MHAEGEN', 'AERYS', 'BAELOR', 'STABLE_BOY', 'HUGH_OF_THE_VALE', 'MOUNTAIN', 'TOMARD', 'RICKARD_STARK', 'ILYN_PAYNE', 'LYANNA', 'RHAEGAR', 'BERIC', 'AEGON', 'HIGH_SEPTON', 'TOMMEN', 'MACE', 'ROOSE_BOLTON', 'STEFFON', 'VARLY']\n", + " Community 2: ['DAENERYS', 'JORAH', 'DROGO', 'VISERYS', 'MIRRI_MAZ_DUUR', 'DOREAH', 'IRRI', 'RAKHARO', 'QOTHO', 'ILLYRIO', 'WINE_MERCHANT', 'RHAEGO', 'MAGO', 'COHOLLO', 'JHIQUI', 'IROGENIA', 'LITTLE_BIRD']\n", + " Community 3: ['CATELYN', 'ROBB', 'THEON', 'BRAN', 'MAESTER_LUWIN', 'ROS', 'WALDER', 'GREATJON_UMBER', 'OSHA', 'RODRIK', 'RICKON', 'HODOR', 'OLD_NAN', 'GARED', 'ROYCE', 'JONOS_BRACKEN', 'WILL', 'RYGER_RIVERS', 'STEVRON_FREY', 'WAYMAR_ROYCE', 'ASSASSIN', 'BALON', 'BRANDON_STARK', 'HOSTER', 'GALBART_GLOVER', 'RICKARD_KARSTARK', 'JOYEUSE']\n", + " Community 4: ['JON', 'SAM', 'JEOR', 'PYP', 'GRENN', 'BENJEN', 'MAESTER_AEMON', 'ALLISER_THORNE', 'RAST', 'DAREON', 'OTHELL_YARWYCK', 'OTHOR', 'BORCAS', 'BOWEN_MARSH', 'LUKE', 'JAREMY_RYKKER', 'MELESSA', 'RANDYLL']\n", + " Community 5: ['BRONN', 'TYRION', 'SHAE', 'TYWIN', 'MORD', 'LYSA', 'ROBIN', 'SHAGGA', 'KEVAN', 'VARDIS_EGEN', 'MASHA_HEDDLE', 'ADDAM_MARBRAND', 'LEO_LEFFORD', 'MYRCELLA', 'TYSHA', 'JOANNA']\n", + " Modularity (Leading Eigenvector): 0.5671\n" + ] + } + ], + "source": [ + "params = {\n", + " \"weights\": \"weight\"\n", + "}\n", + "run_consensus_clustering(got_network, num_runs, community_detection_method=\"multilevel\", plot=True, params=params)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a5f4d87d-86e3-4eee-a849-05871274e98f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Leading Eigenvector found 7 communities.\n", + " Community 1: ['NED', 'ROBERT', 'LITTLEFINGER', 'VARYS', 'ARYA', 'CERSEI', 'JOFFREY', 'SANSA', 'PYCELLE', 'SEPTA_MORDANE', 'LORAS', 'RENLY', 'SYRIO_FOREL', 'JORY_CASSEL', 'BARRISTAN', 'YOREN', 'HOUND', 'LANCEL', 'MARILLION', 'JANOS', 'GENDRY', 'MERYN_TRANT', 'JON_ARRYN', 'STANNIS', 'MYCAH', 'TOBHO_MOTT', 'MHAEGEN', 'AERYS', 'BAELOR', 'STABLE_BOY', 'HUGH_OF_THE_VALE', 'MOUNTAIN', 'TOMARD', 'RICKARD_STARK', 'ILYN_PAYNE', 'LYANNA', 'RHAEGAR', 'BERIC', 'HIGH_SEPTON', 'TOMMEN', 'MACE', 'ROOSE_BOLTON', 'STEFFON', 'VARLY']\n", + " Community 2: ['DAENERYS', 'JORAH', 'DROGO', 'VISERYS', 'MIRRI_MAZ_DUUR', 'DOREAH', 'IRRI', 'RAKHARO', 'QOTHO', 'ILLYRIO', 'WINE_MERCHANT', 'RHAEGO', 'MAGO', 'COHOLLO', 'JHIQUI', 'IROGENIA', 'LITTLE_BIRD']\n", + " Community 3: ['CATELYN', 'ROBB', 'THEON', 'BRAN', 'MAESTER_LUWIN', 'ROS', 'WALDER', 'GREATJON_UMBER', 'OSHA', 'RODRIK', 'RICKON', 'HODOR', 'OLD_NAN', 'JONOS_BRACKEN', 'RYGER_RIVERS', 'STEVRON_FREY', 'ASSASSIN', 'BALON', 'BRANDON_STARK', 'HOSTER', 'GALBART_GLOVER', 'RICKARD_KARSTARK', 'JOYEUSE']\n", + " Community 4: ['JON', 'SAM', 'JEOR', 'PYP', 'GRENN', 'BENJEN', 'MAESTER_AEMON', 'ALLISER_THORNE', 'RAST', 'DAREON', 'OTHELL_YARWYCK', 'OTHOR', 'AEGON', 'BORCAS', 'BOWEN_MARSH', 'LUKE', 'JAREMY_RYKKER', 'MELESSA', 'RANDYLL']\n", + " Community 5: ['BRONN', 'TYRION', 'SHAE', 'TYWIN', 'JAIME', 'MORD', 'LYSA', 'ROBIN', 'SHAGGA', 'KEVAN', 'VARDIS_EGEN', 'MASHA_HEDDLE', 'ADDAM_MARBRAND', 'LEO_LEFFORD', 'MYRCELLA', 'TYSHA', 'JOANNA']\n", + " Community 6: ['HOT_PIE', 'LOMMY_GREENHANDS']\n", + " Community 7: ['GARED', 'ROYCE', 'WILL', 'WAYMAR_ROYCE']\n", + " Modularity (Leading Eigenvector): 0.6229\n" + ] + } + ], + "source": [ + "params = {\n", + " \"objective_function\": \"modularity\",\n", + " \"resolution\": np.ones(num_runs),\n", + " \"weights\": \"weight\"\n", + "}\n", + "run_consensus_clustering(got_network, num_runs, community_detection_method=\"leiden\", params=params, plot=True, title=\"Co-occurrence Matrix Heatmap (Louvain Method)\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/functions.ipynb b/doc/source/community_detection_guide/notebooks/functions.ipynb new file mode 100644 index 000000000..8c303cf99 --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/functions.ipynb @@ -0,0 +1,481 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ffab67df-ef61-4311-9831-acd0e78a6e9a", + "metadata": {}, + "source": [ + "# Helper functions" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "31c5d776-eee9-4b87-923f-74dfa44785fd", + "metadata": {}, + "outputs": [], + "source": [ + "import igraph as ig\n", + "ig.config[\"plotting.backend\"] = \"matplotlib\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "111e125c-00a6-4f69-ad64-a29a05028ff9", + "metadata": {}, + "outputs": [], + "source": [ + "def community_detection(graph: ig.Graph, community_detection_method: str = \"multilevel\", weight_attribute_name: str = \"weight\", \n", + " params: dict = None):\n", + " if community_detection_method == \"multilevel\":\n", + " return graph.community_multilevel(weights=weight_attribute_name if weight_attribute_name in graph.edge_attributes() else None)\n", + " elif community_detection_method == \"leiden\":\n", + " if params is None:\n", + " return graph.community_leiden(weights=weight_attribute_name if weight_attribute_name in graph.edge_attributes() else None)\n", + " else:\n", + " params[\"weights\"] = weight_attribute_name if weight_attribute_name in graph.edge_attributes() else None\n", + " return graph.community_leiden(**params)\n", + " elif community_detection_method == \"fastgreedy\":\n", + " return graph.community_fastgreedy(weights=weight_attribute_name if weight_attribute_name in graph.edge_attributes() else None).as_clustering()" + ] + }, + { + "cell_type": "markdown", + "id": "e15bf0ab-7b54-4f89-b6f6-e49ae9de6c54", + "metadata": {}, + "source": [ + "## Significance of community structure" + ] + }, + { + "cell_type": "markdown", + "id": "6309417d-2705-4454-9e68-84cf34883c1b", + "metadata": {}, + "source": [ + "### Method 1: Testing network structure with modularity" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "1ab35a72-4bcd-4391-8f28-85b39c6a29ef", + "metadata": {}, + "outputs": [], + "source": [ + "def rewire(graph: ig.Graph, community_detection_method: str = \"multilevel\", params: dict = None):\n", + " num_randomizations = 500 # Number of randomized networks to generate\n", + " modularity_random_networks = []\n", + " \n", + " num_swaps_for_randomization = graph.ecount() * 10\n", + " \n", + " for i in range(num_randomizations):\n", + " # G.rewire() modifies the graph in-place, so we must work on a copy.\n", + " graph_random = graph.copy()\n", + "\n", + " graph_random.rewire(n=num_swaps_for_randomization)\n", + "\n", + " partition = community_detection(graph, community_detection_method, weight_attribute_name=None, params=params)\n", + " modularity_random_networks.append(partition.modularity)\n", + "\n", + " return modularity_random_networks\n", + "\n", + "\n", + "def test_community_structure(graph: ig.Graph, graph_name: str = \"Karate Club Network\", community_detection_method: str = \"multilevel\", \n", + " params: dict = None):\n", + " partition = community_detection(graph, community_detection_method, weight_attribute_name=None, params=params)\n", + " modularity_orig = partition.modularity\n", + " modularity_random_networks = rewire(graph, community_detection_method, params)\n", + " plot_histogram(modularity_orig, modularity_random_networks, graph_name)\n", + " \n", + "\n", + "def plot_histogram(modularity_original: float, modularity_random_networks: list[float], graph_name: str=\"Karate Club Network\"):\n", + " import matplotlib.pyplot as plt\n", + " \n", + " plt.figure(figsize=(10, 6))\n", + " plt.hist(modularity_random_networks, bins=30, alpha=0.7, color='lightgreen',\n", + " edgecolor='black', label='Modularity of Randomized Networks')\n", + " \n", + " # Set x-axis limits from 0 to 1\n", + " plt.xlim(0, 1)\n", + " \n", + " # Plot a vertical line for the original network's modularity\n", + " plt.axvline(modularity_original, color='red', linestyle='dashed', linewidth=2,\n", + " label=f'Original Network Modularity ({modularity_original:.4f})')\n", + " \n", + " plt.title(f'Modularity of Original vs. Randomized {graph_name} (igraph)')\n", + " plt.xlabel('Modularity Score')\n", + " plt.ylabel('Frequency')\n", + " plt.legend()\n", + " plt.grid(axis='y', alpha=0.75)\n", + " plt.tight_layout()\n", + " plt.show()\n" + ] + }, + { + "cell_type": "markdown", + "id": "7eba4c89-d320-4178-bf00-77966010d148", + "metadata": {}, + "source": [ + "### Method 2: Testing network structure with NMI values" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "32c6168e-c9d8-4200-a7ef-fac6927408d6", + "metadata": {}, + "outputs": [], + "source": [ + "def check_key_existence(keys, params):\n", + " return all(key in params for key in keys)\n", + " \n", + "\n", + "def build_community_detection_method(graph, community_detection_method, params):\n", + " community_detection = None\n", + " if community_detection_method == \"leiden\":\n", + " if params is None:\n", + " raise ValueError(\"params must not be None\")\n", + " if not check_key_existence([\"resolution\"], params):\n", + " raise KeyError(\"Key not found in params\")\n", + " resolution_list = params[\"resolution\"]\n", + " leiden_other_params = {k: v for k, v in params.items() if k != \"resolution\"}\n", + " community_detection = lambda seed_idx: graph.community_leiden(resolution=resolution_list[seed_idx], **leiden_other_params)\n", + " elif community_detection_method == \"multilevel\":\n", + " community_detection = lambda _: graph.community_multilevel(**(params if params else {})) # Pass original params if any, or empty dict\n", + " else:\n", + " raise ValueError(f\"Unknown community detection method: {community_detection_method}\")\n", + "\n", + " if community_detection is None:\n", + " raise RuntimeError(\"Failed to set up community_detector_executor.\")\n", + "\n", + " return community_detection\n", + " \n", + "\n", + "def run_stochastic_community_detection(graph, reference_partition: ig.clustering.VertexClustering, num_runs: int, \n", + " community_detection_method: str = \"multilevel\", return_partitions: bool = False,\n", + " params: dict = None):\n", + " import random\n", + " \n", + " nmi_values = []\n", + " all_partitions = []\n", + "\n", + " community_detection = build_community_detection_method(graph, community_detection_method, params)\n", + "\n", + " for i in range(num_runs):\n", + " random.seed()\n", + " current_partition = community_detection(i)\n", + " all_partitions.append(current_partition)\n", + "\n", + " if not return_partitions:\n", + " # Calculate NMI between the current partition and the reference partition\n", + " # 'method='nmi'' specifies Normalized Mutual Information\n", + " nmi = ig.compare_communities(reference_partition, current_partition, method='nmi')\n", + " nmi_values.append(nmi)\n", + "\n", + " if return_partitions:\n", + " return all_partitions\n", + " \n", + " return nmi_values\n", + " \n", + "\n", + "def plot_nmi_histogram(graph: ig.Graph, nmi_values: list[float], title: str):\n", + " import numpy as np\n", + " import matplotlib.pyplot as plt\n", + " \n", + " plt.figure(figsize=(10, 6))\n", + " plt.hist(nmi_values, bins=20, edgecolor='black', alpha=0.7, color='lightcoral')\n", + " plt.title(title)\n", + " plt.xlabel('Normalized Mutual Information (NMI) Score')\n", + " plt.ylabel('Frequency')\n", + " plt.grid(axis='y', alpha=0.75)\n", + " \n", + " # Set x-axis limits from 0 to 1\n", + " plt.xlim(0, 1)\n", + "\n", + " # Add a line for the mean NMI\n", + " mean_nmi = np.mean(nmi_values)\n", + " plt.axvline(mean_nmi, color='blue', linestyle='dashed', linewidth=2,\n", + " label=f'Mean NMI: {mean_nmi:.4f}')\n", + "\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()\n", + " \n", + "\n", + "def calculate_pairwise_nmi(partitions: list[ig.clustering.VertexClustering]):\n", + " \"\"\"\n", + " Calculates Normalized Mutual Information (NMI) for all unique pairs of partitions.\n", + " \"\"\"\n", + " import itertools\n", + " \n", + " pairwise_nmi_values = []\n", + " for p1, p2 in itertools.combinations(partitions, 2):\n", + " nmi = ig.compare_communities(p1, p2, method='nmi')\n", + " pairwise_nmi_values.append(nmi)\n", + " return pairwise_nmi_values\n" + ] + }, + { + "cell_type": "markdown", + "id": "45c898fe-e73d-4b0d-aed2-6574df05132d", + "metadata": {}, + "source": [ + "### Testing Significance of Community Structure on a Grid Graph" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "0e018281-2fe7-4c7c-b608-c2e97e315e34", + "metadata": {}, + "outputs": [], + "source": [ + "def plot_leiden_on_grid(graph, grid_cols, communities, title=\"Graph with Leiden Communities\", plot_size=(8, 8)):\n", + " \"\"\"\n", + " Clusters a graph using the Leiden algorithm and plots the result\n", + " with vertices colored by their community, specifically for grid layouts.\n", + "\n", + " Args:\n", + " graph (igraph.Graph): The graph to cluster.\n", + " grid_cols (int): The number of columns the grid graph has. Crucial for layout.\n", + " title (str): Title for the plot.\n", + " plot_size (tuple): Size of the matplotlib figure (width, height).\n", + "\n", + " Returns:\n", + " igraph.clustering.VertexClustering: The community detection result.\n", + " \"\"\"\n", + " import matplotlib.pyplot as plt\n", + "\n", + " # Assign colors based on community membership\n", + " palette = ig.GradientPalette(\"red\", \"blue\", n=len(communities)) \n", + " if len(communities) > 1:\n", + " vertex_colors = [palette.get(membership_id) for membership_id in communities.membership]\n", + " else:\n", + " vertex_colors = [\"red\"]\n", + " \n", + " # Generate the grid layout using the provided grid_cols\n", + " layout = graph.layout_grid(width=grid_cols)\n", + " \n", + " fig, ax = plt.subplots(figsize=plot_size)\n", + "\n", + " ig.plot(\n", + " graph,\n", + " target=ax,\n", + " layout=layout,\n", + " vertex_size=10,\n", + " vertex_color=vertex_colors, # Use community colors\n", + " vertex_label=None,\n", + " edge_width=0.8,\n", + " edge_color=\"gray\",\n", + " bbox=(0, 0, 600, 600),\n", + " margin=20\n", + " )\n", + " ax.set_title(title)\n", + " ax.axis('off')\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c9125e0e-d55d-473a-8522-9d4ef36e1309", + "metadata": {}, + "source": [ + "## Game of Thrones" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "19c48c09-5220-446f-873d-1cbdc44174cf", + "metadata": {}, + "outputs": [], + "source": [ + "def load_got_network(url: str = None):\n", + " import pandas as pd\n", + " import requests\n", + " import io\n", + " \n", + " if url is None:\n", + " # URL of the raw CSV data for Season 1 edges\n", + " url = \"https://raw.githubusercontent.com/mathbeveridge/gameofthrones/master/data/got-s1-edges.csv\"\n", + " \n", + " # Fetch the data from the URL\n", + " try:\n", + " response = requests.get(url)\n", + " response.raise_for_status() # Raise an HTTPError for bad responses (4xx or 5xx)\n", + " season1_edges_data = io.StringIO(response.text)\n", + " except requests.exceptions.RequestException as e:\n", + " print(f\"Error fetching data from {url}: {e}\")\n", + " print(\"Please ensure you have an active internet connection or download the file manually.\")\n", + " exit()\n", + " \n", + " # Load the data into a pandas DataFrame\n", + " df_s1_edges = pd.read_csv(season1_edges_data)\n", + " \n", + " # Create an igraph graph\n", + " # Assuming 'Source' and 'Target' are the columns for the edges\n", + " # And 'Weight' is the column for edge weights (if present)\n", + " \n", + " # Check if 'Weight' column exists\n", + " if 'Weight' in df_s1_edges.columns:\n", + " # Prepare data as list of (source, target, weight) tuples\n", + " edges_for_tuplelist = df_s1_edges[['Source', 'Target', 'Weight']].values.tolist()\n", + " \n", + " g_s1 = ig.Graph.TupleList(edges_for_tuplelist,\n", + " directed=False,\n", + " weights=True) # This tells igraph the 3rd element in the tuple is the weight\n", + " print(\"Graph created with edge weights using weights=True.\")\n", + " else:\n", + " g_s1 = ig.Graph.TupleList(df_s1_edges[['Source', 'Target']].itertuples(index=False),\n", + " directed=False) # Assuming interactions are undirected\n", + " print(\"\\nGraph created without edge weights.\")\n", + "\n", + " return g_s1\n", + "\n", + " \n", + "def graph_summary(g: ig.Graph):\n", + " print(f\"\\n--- Graph Summary for Season 1 ---\")\n", + " print(f\"Number of vertices (characters): {g.vcount()}\")\n", + " print(f\"Number of edges (interactions): {g.ecount()}\")\n", + " print(f\"Is graph directed? {g.is_directed()}\")\n", + " print(f\"Graph attributes: {g.attributes()}\")\n", + " print(f\"Vertex attributes: {g.vs.attributes()}\")\n", + " print(f\"Edge attributes: {g.es.attributes()}\")" + ] + }, + { + "cell_type": "markdown", + "id": "5fbd148a-f723-4f80-acad-1d656d693b5f", + "metadata": {}, + "source": [ + "## Community detection table" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "fe07e5ab-d0f3-4236-b41a-ac888b1eaeb5", + "metadata": {}, + "outputs": [], + "source": [ + "def show_table():\n", + " import pandas as pd\n", + " from itables import init_notebook_mode, show\n", + " \n", + " # This line enables itables to make all DataFrames interactive by default\n", + " # If you only want specific tables to be interactive, remove this line and use show(df) explicitly\n", + " init_notebook_mode(all_interactive=True)\n", + " \n", + " # Your DataFrame creation code (as before)\n", + " data = {\n", + " 'Method': ['Edge Betweenness', 'Fast-Greedy', 'Fluid Communities', 'Infomap', 'Label Propagation', 'Leading Eigenvector', 'Leiden', 'Louvain (Multilevel)', 'Spinglass', 'Walktrap', 'Optimal Modularity', 'Voronoi'],\n", + " 'Function in igraph (Python)': ['`Graph.community_edge_betweenness()`', '`Graph.community_fastgreedy()`', '`Graph.community_fluid_communities()`', '`Graph.community_infomap()`', '`Graph.community_label_propagation()`', '`Graph.community_leading_eigenvector()`', '`Graph.community_leiden()`', '`Graph.community_multilevel()`', '`Graph.community_spinglass()`', '`Graph.community_walktrap()`', '`Graph.community_optimal_modularity()`', '`Graph.community_voronoi()`'],\n", + " 'Directed Graph Support': ['✅', '❌', '❌', '✅', '❌', '❌', '✅', '✅', '❌', '❌', '❌', '✅'],\n", + " 'Weighted Graph Support': ['✅', '✅', '❌ (weights ignored)', '✅', '✅', '✅', '✅', '✅', '✅', '✅', '✅', '✅'],\n", + " 'Signed Graph Support': ['❌', '❌', '❌', '❌', '❌', '❌', '❌', '❌', '✅', '❌', '❌', '❌'],\n", + " 'Sparse Graph Performance': ['✅', '✅ (Very efficient)', '✅', '✅', '✅', '✅', '✅', '✅', '✅', '✅', '❌ (Small graphs only)', '✅'],\n", + " 'Dense Graph Performance': ['❌ (Slow for large)', '✅ (Can handle)', '✅', '✅', '✅', '✅', '✅', '✅', '❌ (Slower)', '✅', '❌ (Small graphs only)', '✅'],\n", + " 'Deterministic': ['✅', '❌', '❌', '❌', '❌', '✅', '❌', '❌', '❌', '✅', '✅', '✅'],\n", + " }\n", + " \n", + " df = pd.DataFrame(data)\n", + " \n", + " # To display the DataFrame with interactive features, including sticky headers AND frozen first column\n", + " show(df, scrollY=\"300px\", scrollCollapse=True, fixedColumns=True, pageLength=-1)" + ] + }, + { + "cell_type": "markdown", + "id": "8575f2b2-a73e-400f-af14-f6c833657a43", + "metadata": {}, + "source": [ + "## Resolution parameter" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "a9181bf9-eaf5-488b-a600-c5e3db066240", + "metadata": {}, + "outputs": [], + "source": [ + "def sierpinski_graph(depth):\n", + " \"\"\"\n", + " Generates a Sierpiński triangle graph along with its vertex coordinates\n", + " in the x and y vertex attributes.\n", + " \"\"\"\n", + " import igraph as ig\n", + " import numpy as np\n", + " \n", + " G = ig.Graph()\n", + " if depth < 0:\n", + " return G, []\n", + " \n", + " # Use a dictionary to map coordinates to a single vertex ID\n", + " coord_to_id = {}\n", + " next_id = 0\n", + " \n", + " def get_or_create_vertex(coord):\n", + " nonlocal next_id\n", + " coord_tuple = tuple(coord)\n", + " if coord_tuple not in coord_to_id:\n", + " coord_to_id[coord_tuple] = next_id\n", + " G.add_vertex(x=coord[0], y=coord[1])\n", + " next_id += 1\n", + " return coord_to_id[coord_tuple]\n", + " \n", + " def add_triangle(g, p1, p2, p3, d):\n", + " if d == 0:\n", + " v_p1 = get_or_create_vertex(p1)\n", + " v_p2 = get_or_create_vertex(p2)\n", + " v_p3 = get_or_create_vertex(p3)\n", + " \n", + " if not g.are_adjacent(v_p1, v_p2): g.add_edge(v_p1, v_p2)\n", + " if not g.are_adjacent(v_p2, v_p3): g.add_edge(v_p2, v_p3)\n", + " if not g.are_adjacent(v_p3, v_p1): g.add_edge(v_p3, v_p1)\n", + " else:\n", + " a = ((p1[0] + p2[0]) / 2, (p1[1] + p2[1]) / 2)\n", + " b = ((p2[0] + p3[0]) / 2, (p2[1] + p3[1]) / 2)\n", + " c = ((p3[0] + p1[0]) / 2, (p3[1] + p1[1]) / 2)\n", + " \n", + " add_triangle(g, p1, a, c, d - 1)\n", + " add_triangle(g, a, p2, b, d - 1)\n", + " add_triangle(g, c, b, p3, d - 1)\n", + "\n", + " p1, p2, p3 = (0, 0), (1, 0), (0.5, np.sqrt(3)/2)\n", + " add_triangle(G, p1, p2, p3, depth)\n", + "\n", + " return G" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "myenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/generating_and_visualizing_clusters.ipynb b/doc/source/community_detection_guide/notebooks/generating_and_visualizing_clusters.ipynb new file mode 100644 index 000000000..2ced00fa1 --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/generating_and_visualizing_clusters.ipynb @@ -0,0 +1,880 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "266152e0-7c5d-48cc-9ec2-0932fe139ef2", + "metadata": {}, + "source": [ + "# Generating and visualizing communities" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "71e5e2a2", + "metadata": {}, + "outputs": [], + "source": [ + "import igraph as ig\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from matplotlib.colors import ListedColormap\n", + "import matplotlib.colors as mcolors \n", + "from scipy.spatial import ConvexHull\n", + "from matplotlib.path import Path\n", + "from matplotlib.patches import PathPatch\n", + "from matplotlib.patches import Patch \n", + "import os\n", + "import random\n", + "ig.config[\"plotting.backend\"] = \"matplotlib\"" + ] + }, + { + "cell_type": "markdown", + "id": "22696c51", + "metadata": {}, + "source": [ + "First, we load the Zachary Karate Club graph, a well-known benchmark for community detection. We then ensure the graph is connected, focusing on its largest connected component if necessary." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f81acf66", + "metadata": {}, + "outputs": [], + "source": [ + "g = ig.Graph.Famous(\"Zachary\")\n", + "\n", + "# Ensuring the graph is connected (can be useful for clustering)\n", + "if not g.is_connected():\n", + " components = g.components()\n", + " g = g.subgraph(components.giant())" + ] + }, + { + "cell_type": "markdown", + "id": "26c818cb", + "metadata": {}, + "source": [ + "Now, we will visualize the graph (without any clustering yet)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "76cc59c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random.seed(888)\n", + "layout = g.layout(\"fr\")\n", + "ig.plot(g, layout=layout, vertex_label=g.vs.indices);" + ] + }, + { + "cell_type": "markdown", + "id": "ac21c6af", + "metadata": {}, + "source": [ + "## Generating communities\n", + "Let's continue with the clustering, using the Louvain algorithm first:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a49453b1", + "metadata": {}, + "outputs": [], + "source": [ + "clusters = g.community_multilevel()" + ] + }, + { + "cell_type": "markdown", + "id": "aa470bf1", + "metadata": {}, + "source": [ + "### Visualizing communities\n", + "Next, we can create a few visualizations using igraph and matplotlib" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "2e4c1c49", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def simple_ig_viz(graph, communities, layout=None):\n", + " # Assign a color to each node based on community\n", + " colors_map = matplotlib.colormaps[\"tab10\"]\n", + " colors = [colors_map(cluster) for cluster in communities.membership]\n", + "\n", + " # Layout and plot\n", + " if layout is None:\n", + " layout = graph.layout(\"fr\") # Fruchterman-Reingold\n", + " return ig.plot(graph, layout=layout, vertex_size=30, vertex_color=colors, vertex_label=graph.vs.indices)\n", + "simple_ig_viz(g, clusters, layout=layout);" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a61d6472", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def simple_matplotlib_viz(graph, communities, layout=None, title=\"Community Structure Visualization\"):\n", + " membership = communities.membership\n", + " num_communities = len(set(membership)) # Get the total number of unique communities\n", + "\n", + " fig, ax = plt.subplots(figsize=(10, 9)) # Slightly larger figure for legend space\n", + " if layout is None:\n", + " layout = graph.layout(\"fr\") # Fruchterman-Reingold\n", + " coords = np.array(layout.coords)\n", + "\n", + " # Define a color map for communities\n", + " # Using 'tab10' for up to 10 communities, fall back to a colormap for more\n", + " if num_communities <= 10:\n", + " colors_map = matplotlib.colormaps[\"tab10\"]\n", + " else:\n", + " colors_map = matplotlib.colormaps[\"viridis\"] # Or 'plasma', 'cividis', etc.\n", + "\n", + " # Draw edges\n", + " for edge in graph.es:\n", + " src, tgt = edge.tuple\n", + " x, y = coords[[src, tgt]].T\n", + " ax.plot(x, y, color=\"gray\", linewidth=0.5, zorder=1, alpha=0.7)\n", + "\n", + " # Draw nodes and add labels\n", + " for idx, (x, y) in enumerate(coords):\n", + " community_id = membership[idx]\n", + " node_color = colors_map(community_id % colors_map.N if num_communities > colors_map.N else community_id)\n", + " \n", + " ax.scatter(x, y, s=900,\n", + " color=node_color,\n", + " edgecolors='black', linewidths=0.8, zorder=2)\n", + " \n", + " ax.text(x, y, str(idx),\n", + " fontsize=11,\n", + " color='black',\n", + " ha='center',\n", + " va='center',\n", + " zorder=3)\n", + "\n", + " ax.set_axis_off()\n", + " plt.tight_layout(rect=[0, 0, 0.85, 1]) # Adjust layout to make space for legend on the right\n", + "\n", + " plt.title(title, fontsize=14, pad=15)\n", + "\n", + " # --- Add Legend for Communities ---\n", + " legend_handles = []\n", + " # Create a Patch for each unique community\n", + " # Iterate through unique community IDs to ensure all are included\n", + " unique_community_ids = sorted(list(set(membership)))\n", + " \n", + " for comm_id in unique_community_ids:\n", + " # Determine the color for this community ID\n", + " # This mirrors how the colors were assigned to nodes\n", + " color_for_legend = colors_map(comm_id % colors_map.N if num_communities > colors_map.N else comm_id)\n", + " \n", + " # Create a Patch (a colored square) for the legend\n", + " patch = Patch(color=color_for_legend, label=f'Community {comm_id}')\n", + " legend_handles.append(patch)\n", + "\n", + " # Add the legend to the axes\n", + " ax.legend(handles=legend_handles, title=\"Communities\", loc='center left', bbox_to_anchor=(1, 0.5), fontsize=10)\n", + "\n", + " plt.show()\n", + " \n", + " \n", + "simple_matplotlib_viz(g, clusters, layout=layout)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8bfeb1ec", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def community_neon_viz(graph, communities, layout=None, title=\"Community Structure Visualization\"):\n", + " \"\"\"Neon-style community visualization\"\"\"\n", + " figsize=(8, 8)\n", + " if layout is None:\n", + " layout = graph.layout(\"fr\") # Fruchterman-Reingold\n", + " coords = np.array(layout.coords)\n", + " x_coords = coords[:, 0]\n", + " y_coords = coords[:, 1]\n", + " \n", + " # Create distinct colors for each community\n", + " n_communities = len(communities)\n", + " colors = plt.cm.Set3(np.linspace(0, 1, n_communities))\n", + " \n", + " fig, ax = plt.subplots(figsize=figsize, facecolor='black')\n", + " ax.set_facecolor('black')\n", + " \n", + " # Draw edges with community-based colors\n", + " for edge in graph.es:\n", + " source_idx = edge.source\n", + " target_idx = edge.target\n", + " source_community = communities.membership[source_idx]\n", + " target_community = communities.membership[target_idx]\n", + " \n", + " x_line = [x_coords[source_idx], x_coords[target_idx]]\n", + " y_line = [y_coords[source_idx], y_coords[target_idx]]\n", + " \n", + " # Different edge styles for intra vs inter-community edges\n", + " if source_community == target_community:\n", + " # Intra-community edges - bright and thick\n", + " edge_color = colors[source_community]\n", + " width = 6\n", + " alpha = 0.4\n", + " ax.plot(x_line, y_line, color=edge_color, linewidth=width, alpha=alpha)\n", + " else:\n", + " # Inter-community edges - dim and thin\n", + " ax.plot(x_line, y_line, color='gray', linewidth=1, alpha=0.6)\n", + " \n", + " # Draw nodes grouped by community\n", + " for comm_idx, community in enumerate(communities):\n", + " community_nodes = list(community)\n", + " community_x = [x_coords[node] for node in community_nodes]\n", + " community_y = [y_coords[node] for node in community_nodes]\n", + " \n", + " color = colors[comm_idx]\n", + " \n", + " # Glow effect for community nodes\n", + " size = 800\n", + " alpha = 0.4\n", + " ax.scatter(community_x, community_y, s=size, c=[color], \n", + " alpha=alpha, edgecolors='white', linewidth=1)\n", + " \n", + " # Add node labels\n", + " for i in range(graph.vcount()):\n", + " ax.text(x_coords[i], y_coords[i], str(i), \n", + " ha='center', va='center', fontsize=15, \n", + " color='black', fontweight='bold', zorder=3)\n", + " \n", + " # Add community labels\n", + " for comm_idx, community in enumerate(communities):\n", + " community_nodes = list(community)\n", + " if community_nodes: # Check if community is not empty\n", + " # Calculate community center\n", + " center_x = np.mean([x_coords[node] for node in community_nodes])\n", + " center_y = np.mean([y_coords[node] for node in community_nodes])\n", + " \n", + " ax.text(center_x, center_y - 0.6, f'Community {comm_idx}', \n", + " ha='center', va='center', fontsize=11, \n", + " color='black', fontweight='bold',\n", + " bbox=dict(boxstyle='round,pad=0.3', facecolor=colors[comm_idx], alpha=0.7))\n", + " \n", + " ax.set_title(title, color='white', fontsize=16, fontweight='bold')\n", + " ax.axis('off')\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "community_neon_viz(g, clusters, layout=layout)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "047ede56", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def create_3d_community_viz(graph, communities, layout=None, title=\"Community Structure Visualization\"):\n", + " \"\"\"3D visualization with communities as layers\"\"\"\n", + " figsize = (16, 16)\n", + " fig = plt.figure(figsize=figsize)\n", + " ax = fig.add_subplot(111, projection='3d')\n", + " \n", + " # Assign Z-coordinates based on community membership\n", + " n_communities = len(communities)\n", + " z_levels = np.linspace(0, 2, n_communities)\n", + " \n", + " colors = plt.cm.tab10(np.linspace(0, 1, n_communities))\n", + " \n", + " # Generate 2D layout first\n", + " if layout is None:\n", + " layout = graph.layout(\"fr\")\n", + " coords = np.array(layout.coords)\n", + " \n", + " # Create 3D coordinates\n", + " x_coords = coords[:, 0]\n", + " y_coords = coords[:, 1]\n", + " z_coords = [z_levels[communities.membership[i]] for i in range(graph.vcount())]\n", + " \n", + " # Draw edges\n", + " for edge in graph.es:\n", + " source_idx = edge.source\n", + " target_idx = edge.target\n", + " \n", + " x_line = [x_coords[source_idx], x_coords[target_idx]]\n", + " y_line = [y_coords[source_idx], y_coords[target_idx]]\n", + " z_line = [z_coords[source_idx], z_coords[target_idx]]\n", + " \n", + " # Color edges by community\n", + " if communities.membership[source_idx] == communities.membership[target_idx]:\n", + " color = colors[communities.membership[source_idx]]\n", + " alpha = 0.8\n", + " width = 2\n", + " else:\n", + " color = 'gray'\n", + " alpha = 0.6\n", + " width = 1.5\n", + " \n", + " ax.plot(x_line, y_line, z_line, color=color, alpha=alpha, linewidth=width)\n", + " \n", + " \n", + " # Add labels\n", + " for i in range(graph.vcount()):\n", + " ax.text(x_coords[i], y_coords[i], z_coords[i], str(i), fontsize=10, zorder=11, ha='center', va='center', )\n", + " \n", + " # Draw nodes by community\n", + " for comm_idx, community in enumerate(communities):\n", + " community_nodes = list(community)\n", + " if community_nodes:\n", + " comm_x = [x_coords[node] for node in community_nodes]\n", + " comm_y = [y_coords[node] for node in community_nodes]\n", + " comm_z = [z_coords[node] for node in community_nodes]\n", + " \n", + " ax.scatter(comm_x, comm_y, comm_z, c=[colors[comm_idx]], \n", + " s=200, alpha=0.8, linewidth=1,\n", + " label=f'Community {comm_idx}')\n", + " \n", + " ax.set_xlabel('X')\n", + " ax.set_ylabel('Y')\n", + " ax.set_zlabel('Community Layer')\n", + " ax.set_title(title)\n", + " ax.legend()\n", + " \n", + " plt.show()\n", + "\n", + "create_3d_community_viz(g, clusters, layout=layout)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0003bb59", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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QmJiI1Wp1bE1FuDZ0BdTj7+/P+++/T1ZWluPcrKwsgCYj7up/3dWzatUqLBaLww1Xz5EjR8jOznb8XVtbS0pKSiPT+fn88ssvGI1GhwVr7Nix/PTTT2zZsoUhQ4bg4uJCx44diYmJIT4+vsW6LsT333/vZCU5duwYwAX7eD5PP/00nTp1ajLiGHDcm08//dRp/4EDBzh58qTDUjB48GBcXFwa3eO9e/dy5swZp32TJk3i+PHjHDlyBIVC4di2bt2K3W5n5MiRjjag7nOaOXMmHTp0aNO1NcWGDRuc/r7Y+3Yp7Te0NkdHRxMVFcXHH3/cZqtTW7jlllvYvXs3er0em82G1Wpl3rx5TX5PduzYQUVFRbu1rdPpePnll0lNTcVisWCz2aipqcHNzc2p/Z07d3LkyBGn+XMPPvggQgg+/PBDoC4YYuDAgaxZs4aamhpHObvdzooVK+jUqRNdunRpt763NzKZ7IIu+7ayfft2IiMjCQ8PR6PRMGzYMLZs2UJCQoLD2jhmzBhMJhO7d+92nBcREcGXX35Jfn6+45nYtWsX0PT4ef4YXD82nP+d/+qrr9r1+i6W879rUDf3OT8/32lKz/jx4wkJCeGTTz5x7Js0aRIJCQnk5eU5jVH11s36aOxRo0ZRVVXVyIrZ1nvw1FNPERcX12grLCx0tAPNv8MaMmLECHbs2OHwzAAIIRpZxsePH49KpeLzzz93ukaTycTOnTsd43BZWRlpaWksWrSIxx9/nN69eyOTydp0fdcakgA8j5KSEgwGQ5Mv2jvuuIO4uDgmT57c5Lk1NTWNUpPIZDJ+/PFHpk+fzquvvsoNN9xA//79HfPgXFxcGtVzvuvZZrNRWlraaM5gwy9OPbW1tU3WeX6ZX375xSEAb7jhBrZt28ZPP/2EQqHg+uuvdwzIlyoAz+9j/by0C/XxfPbu3cu3337L3/72tybN+fX3puG8zHry8vIcx+v/bcq9f/6+wMBAevXq5ST6rVYr1dXVyOVyx7zMn3/+malTp6JUKvn888/Jzc0lKSmJ2267rU3X2JDz71u96GrpvpWUlFBTU0NERMRFt1vP+ffR398f4JJdyy0xbdo0Vq9eTW5uLrNnz2bQoEHExcXx8ccfN3ndTX3Wl8JXX33Fww8/zEcffcT48ePp378/cXFxFBUVNWr/7bff5oYbbiAmJgalUsn8+fNZs2aN40Xo7e2NXC5v9nkEGn2ffw/qf3he6BkJCwtz+nHZHtSPJWPGjGHYsGGoVCp27NhBfHy84wfamDFj+OWXXxzBPDqdjp9//pmBAwfyf//3f4wcOZK4uDjHlJPzP5emxmBfX18sFgtlZWVO+1s7xScrKwt/f/9Gcw7bi6aeEZvNxooVK5g2bRqenp4AzJ07l7y8PLZu3eooFxgYyJQpUxqNUSdPngRwjFG+vr6OZ7MhbZ3mlJGRQWJiYqOtXsA2N77Wv8Ma0lyfzt8XGBgIwMGDBxtd52233eY0P/6GG25g69atPPXUUxw+fJji4mLeeust3Nzc2nSd1wrSHMDzsNvt7Nixg3HjxhEUFOT0INfPM2jOCtPUL+aePXvSu3dv5syZw+eff+7YHxkZ2WwfgoKCHC8JAIVCga+vb5OC72LZvn07L774Iv3796dTp05s27aN6upqDhw4wNixY+nQoQPJycmX9YXfVhYvXszx48d55plnGh2rvzfBwcGNJmp36NDBMTm9vlxTk5+DgoKcrID1gQ7182jOp2FE9IYNG9iwYQNqtZpBgwaxePFivv76a86cOcO+ffvadqEXid1uZ/v27dx4442EhIQ0O2G9NZz/LBcXFwPQsWPHFs8zmUxoNJpG+5sLYmrI7NmzycjI4NZbb3Xa31R9TfXxUvDw8GDSpEn84x//4JVXXnHsV6vVTab3+Oqrr3jllVdYuHAh+/btIzg4mHfffddxvLy8HJvNRnBwcKNz6y3E9c9PvdhRq9VOgTutuWdtpX5O77hx45qNkB00aBBBQUGsXr3asc9kMjmESEPa0sfc3FySk5MZM2YMZ86c4eDBg1RWVrJ9+3bef/99BgwYwKBBg5zy8o0ePZqQkBBGjBjhsPoBzc7pauqZKC0tRaVS4ePj4yQCWxsAsXXrVsaPH8/kyZNbNWeurfequed4+fLlPPXUU9x222188803TJkyhTfffNPJo1JSUsKxY8f4+9//3mQd9e+R0tJSBgwY0Oh4eweBNBxfm3qHnV+2Xty11Kf678mMGTM4e/Zsi+1nZWUxb948oM5rMWvWLF544QXUajUPPfRQ2y/oT45kAWyC//znPygUCpYuXeqYRHyx1H+5z3ebPfDAA82ec+eddzr9PWvWLFQqFT/99NMl9aUh8fHxqFQqXnrpJbKzsx3BD/Hx8YwZM4bRo0e3yvrXGotje5GcnMwnn3zCI4884hSZCXXuQKDRBOK4uDi6d+/uiAbct28fRqOx0T0ePHgw4eHhTvs2bdpEZGQkpaWlTf7qbWowMpvN7Nq1i6effhqAPn36XNI1t5X//Oc/yGQyli1bhkqlanRcqVQyadKkNtebmppKWloa9957L2q1utlyZ86cISAggICAAMc+lUrF+PHjL9iGEKJR5HJgYCBTp05tc3/bihACuVze6Hs6b968JseA2tpaPvzwQ+bMmcMTTzzB4cOH2bNnj+O4wWDg119/Zfr06Wi1Wsd+mUzG7Nmzyc7OJiUlBcDxo+O6665zaqMpT0N7fN/+9a9/OYJtzsfV1ZW3336bmpoap+juM2fOEBMT4/TZ+/j4MGTIkEb9g+Yt1fHx8YwePZqxY8eybds2oO7ZOnv2LC+++CJqtdpp3LmY8fN86iNyz//O33HHHa06/+OPPyY/P59XX3212ekdDYPgWnuvLsTp06fZt28f99xzD3fccQdarbZRENymTZvo2bMn6enpTY5R9dbFhIQEPDw8Gj1Trb0HraX+HdXcO6whO3fuZPTo0U7CUCaTMXPmTKdyW7duxWKxEBkZ2eQ1JiYmNtmX1NRU/vWvf5GUlETfvn3b4er+fEgWwCbYs2cPCxcu5J133uHQoUN8+OGHnDhxArvdTnBwsCPnU2uiWE+fPk1aWhovv/wyMpmMsrIyJk+e3GKE3fTp07FarWzbts0RBXzkyJE2Rw22RGJiImVlZYwfP95pTkl8fDzPPfec4/8XIikpiRkzZvDggw+SmJiI3W5v9gvZHrzwwgvceeedjB49murqasf+lJQUPvjgAx555BHsdjs//PCDIwo4KyvL8TKrqKjg9ddf59lnn2XZsmWsXr2aTp068cILLzRyxbz55pvMmDGDXbt28b///Y9jx44hl8sJDQ1l3LhxvPHGG+zfv59//OMfdOzYke3bt5OTk4OXlxePPvooZrP5d0+Gu2/fPh566CHee+89EhMTef/99zlx4gQqlYo+ffpw//33c/z48YvKqbhw4UI2btzIvn37+N///kdWVhahoaGMHz/eIby/+eYbXnzxRVauXMlrr72GVqvlL3/5S5ORg+ezadMmZsyYwbvvvuuIzn722WfJz89vFEF4MXh4eDSZr624uJhdu3axc+dOFi1aRElJCWfOnGHEiBHcd999lJeXN1nfe++955gTdd999zU6vnjxYrZt20ZCQgKvv/46ZrOZBQsW0LNnT26//XZHuc2bN1NaWsrHH3/Mc889h9VqZe7cuXTq1KlRnfVTC2bNmkVGRgYmk8kRpZ+QkMDIkSMvOO9p5cqV9O3bl0WLFhEeHs4nn3xCYWEhXbp04fHHHycyMpI77rjDKWXJihUrePDBB/niiy9YtmwZvr6+PPXUU43GwOrqas6cOcPUqVPZvn07ZWVllJSUOH4sbd++nYULF+Lv7+/IDFC//95776WsrMxp/NizZw9lZWUsXbqUf/zjH1gsFu688842pfX48ccf2blzJ6+++io6nY6DBw8ydOhQ7rrrrladX1VVxdSpU9m0aROHDx92SgQdHR3N7Nmz6dWrlyP6u7X3qjV88sknfPjhh3To0IFffvnF8aOhnueee46xY8eyZ88e3n77bZKTk9FqtYSHh3PTTTfx4IMPkpuby+eff87jjz/O559/zt///ndSU1O56aabWvXDrCHR0dFNpvHKyckhNzeX06dPs2LFCh577DEsFgvx8fH07NmTJ598ksrKSqdz/vWvfzF58mS2b9/Ov/71L4xGIw8++CA6nQ7AYek8e/Yszz33HP/617/o3LkzW7Zsoby8nMDAQAYMGEBNTQ0vvPACsbGxLFmyhNWrV5OamorZbGb06NFcd911vPzyy226zmuJKx6JcrVu1113nfj4449Fenq6MBqNwmAwiJSUFPHpp5+KUaNGOZU9Pyq14da1a1exdetWUVlZKUpLS8U333wjOnbs2CgCrT4asE+fPmL9+vWiqqpKVFZWii+//FL4+/s71ZmZmSk2btzYqK3mItCa2tauXSuEEOL222937FMqlUKv1wur1So8PT2dyjcVlejl5SVWrVolysrKhM1mc0Qz1ke4/fWvf23Ubmsi786PAm64/fOf/xRCiEb3WyaTiUWLFonTp0+L2tpaUVRUJD7//HNHhFrD7emnnxZnz54VJpNJHDlyREycOLHJe+fq6ipefPFFcerUKWEymUR5ebk4evSoeOONN0RAQIAAxE033SS+//57kZ2dLUwmkygoKBCbNm0SQ4cOveBn0FwU8PnXXX8/LxSt1/DZXb58uThz5owwmUxCr9eLxMRE8cILLwg/P79mn5eWPjdADBw4UHz//feivLxcGI1GkZqa2ijib8KECeLQoUOipqZGpKWliQULFrQ6Cvipp54SGRkZwmg0ihMnToj77ruvyXOFEOKdd95p9Xc5ISGh2QjG+uvv0KGDWL16tSgtLRWVlZVi8+bNonv37i1GK+/YsUOUlJQIrVbb5PGhQ4eK+Ph4odfrRU1NjdizZ4+YOHFio3JxcXFi9+7dQq/Xi+zsbPH888+Le++9t9H3LTQ0VGzZskVUVlYKIYRTVOmBAwfaFK06YcIEsWnTJlFcXCxqa2tFdna2+OyzzxyRo+dvd911lzhx4oQwGAzi+PHjYubMmU1GfY8ePVokJiYKo9HYKPLT09NTWK1WodfrnSJf66NE16xZ06jdQYMGiV9++UVUV1eLwsJC8eGHH4revXs3+j60NAZ7eHiIjz76SJSVlYnq6mqxdetWERMT06qxqH4LCAgQ//nPf0RSUpKorq4WRqNRpKSkiPfff1/06NGjzffqQt81QLi7u4uamhohhBD33Xdfk2V8fX3Fm2++KdLT00Vtba0oKSkRBw4cEC+99JJwdXV1lKt/vuvfK6tXrxaDBg1q1bhyoSjgl156yVFWpVKJ1157TRQUFAiDwSD27NkjBg4c2OT3aOjQoWLv3r3CaDSKvLw88corr4hFixYJIRpnVZgyZYrYvn27qKioEEajUWRmZopVq1aJ0aNHC0D4+/uLTz75RJw8eVLo9XpRVVUljhw5Ih599FGnTBTS5rRd8Q5I229b/YuuYVi8tEmbtF2dm7+/vzAYDOKVV1654n1xc3MTZrNZLFiw4Ir3Rdqk7VK2rVu3iuTk5Cvej2thk1zAEhISEm0gJCSEzp07s2jRIux2+2VdB7u1DB8+nNzcXJYtW3aluyIh0WreeOMNDh8+THZ2Nj4+Ptx5552MGzeu2cA7ifZFEoASEhISbWDevHk899xznDlzhjvvvNMp2vFKUb+6joTEHwmFQsGLL75IUFAQQghOnjzJ7NmzG+URlLg8yKgzBUpISEhISEhISFwjSGlgJCQkJCQkJCSuMSQBKCEhISEhISFxjSEJQAkJCQkJCQmJawxJAEpISEhISEhIXGNIAlBCQkJCQkJC4hpDEoASEhISEhISEtcYkgCUkJCQkJCQkLjGkASghISEhISEhMQ1hiQAJSQkJCQkJCSuMSQBKCEhISEhISFxjdGuawG7urri5+eHTCZrz2ol/oQIISgpKcFgMFzprkhISEhISFxztIsAlMlk3HPPPdx0000oFApJAEpcECEENpuNzZs3s3z5coSQlqSWkJCQkJD4vWgXAXjPPfcwbdo0SkpK0Ov12O329qhW4k+MXC7H3d2dadOmAfDJJ59c4R5JSEhISEhcO8iASzK96HQ6PvvsM/R6Pfn5+e3ULYlrheDgYNzd3bn77rsld7CEhISEhMTvxCUHgfj6+qJQKNDr9e3RH4lrDL1ej0KhwM/P70p3RUJCQkJC4prhkgWgTCZDJpNJbl+Ji8JutzueIQkJCQkJCYnfBykNjISEhISEhITENYYkAP9APPPMM5w8ebLFMmvWrGHFihW/U48kJCQkJCQk/oi0ax7A3xO9Xk9CQgLJyclUVVXh5uZGcHAwQ4YMISoq6kp377KwePFiXFxcACgvL+e1117j4YcfpkOHDo4ykyZNklKqSEhISEhISLTIH1IAlpeX88EHH6DVapkwYQLBwcHYbDZSU1PZsGEDTzzxxJXu4mXB3d39gmW0Wu3v0BMJCQkJCQmJPzJ/SAG4fv16ABYsWIBarXbsDwwMpF+/fgBUVFSwceNG0tPTkclkREdHM3nyZIeIio+P59SpUwwePJjt27djNBrp3bs3U6ZMYffu3ezevRshBEOGDGHUqFGONp555hmmTp3K6dOnycjIwMvLixkzZqDT6Vi3bh05OTkEBQUxa9YsfH19gTq3rNFo5K677nLUs2nTJvLz85k/fz4Ay5YtIygoCKVSycGDB1EoFAwYMIAxY8Y4tT179my6d+/Oa6+9BsCSJUsAiIiIYP78+Y3aEkLw888/8+uvv6LX6/Hz82PUqFHExsYCYDQa2bBhA6mpqZjNZjw9PRk5cqTjPkpISEhISEj8+fjDCUCDwUBqaipjx451En/1uLi4IITgiy++QKVSMX/+fOx2O+vXr2flypUOwQVQWlpKSkoKc+fOpaysjK+++ory8nL8/PyYP38+WVlZrF27lsjISEJDQx3nJSQkcNNNNzFx4kS2bNnCN998g7e3NyNGjMDLy4u1a9eyceNG5s6d26ZrO3ToEMOGDeOhhx5ytB0WFkZ0dHSjsgsWLOC9997j3nvvJTAwEIVC0WSd27Zt48SJE0ydOhU/Pz8yMzNZvXo1Op2Ozp07s23bNoqKipg7dy46nY7S0lIsFkub+i0hISEhISHxx+IPFwRSWlqKEAJ/f/9my6SlpVFQUMCtt95KSEgInTp1YubMmWRmZpKTk+MoJ4RgxowZBAYG0q1bNzp37kxJSQkTJ07E39+ffv36OURTQ/r168d1112Hn58fw4cPp7y8nN69exMTE0NAQABDhgwhIyOjzdcWFBTEDTfcgJ+fH3379iUkJIT09PQmy+p0OqBu/WV3d3dcXV0blTGbzezevZsZM2YQExODj48P/fr1o3fv3uzfvx+os5R26NCBjh074u3tTVRUFN26dWtz3yUkJCQkJCT+OPzhLID1tJQ3rri4GE9PT7y8vBz7AgMD0Wq1FBUV0bFjRwC8vb3RaDSOMm5ubsjlcuRyudO+6upqp/qDgoKcjje1z2q1YjKZ2jQnr2EdUDfnr6amptXnn09RURFWq7XRMms2m43g4GAABg4cyFdffUVeXh5RUVF0796dsLCwi25TQkJCQkJC4urnDycAfX19kclkFBUV0b179ybLtBQF21A4nu82lclkTuKvft/59TU8r76+hufV76s/rymxarPZGu1ryo17KRG99efefffdeHp6NtlWly5dWLRoEcnJyaSnp/Pxxx8zaNAgbrrppotuV0JCQkJCQuLq5g/nAnZ1dSU6Opp9+/ZhNpsbHTcajQQEBFBZWUlFRYVjf2FhISaTqUXX8eVCp9M1WirvUtdNrhdwLQnEgIAAlEollZWV+Pr6Om0NraNubm7069ePWbNmMXHiRA4cOHBJfZOQkJCQkJC4uvnDCUCAKVOmIITgvffe4/jx45SUlFBUVMSePXtYunQpUVFRBAUFsWrVKnJzc8nOzmbNmjVEREQ43L+/J507dyY3N5dDhw5RUlJCfHw8hYWFl1SnTqdDpVKRkpKCXq/HZDI1KqPRaBg2bBjff/89hw4dorS0lLy8PPbu3cuhQ4eAuiCRkydPUlpaSmFhIcnJyVdEJEtISEhISEj8fvzhXMAAPj4+LFy4kJ9++onNmzej1+vR6XSEhIQwdepUZDIZs2fPZuPGjSxbtswpDcyVICYmhlGjRrFlyxasViv9+vWjT58+lyQCFQoFkyZNYseOHcTHxxMeHu4U4VzP2LFjcXNz46effqK8vBytVkuHDh0YOXKko56tW7dSUVGBUqkkPDyc22677aL7JSEhISEhIXH1IwMuadmIsLAw3nrrLc6cOYPBYGinbklcK7i6uhIeHs6jjz7K2bNnr3R3JCQkJCQkrgn+kC5gCQkJCQkJCQmJi0cSgBISEhISEhIS1xiSAJSQkJCQkJCQuMaQBKCEhISEhISExDWGJAAlJCQkJCQkJK4xJAEoISEhISEhIXGNIQlACQkJCQkJCYlrjKsqEbSLiwtqtRqz2YzRaLzS3ZGQkJCQkJCQ+FNyxQWgRqMhNjaW3n364u/n69hfXFLKkcOHSEpKora29gr2UEJCQkJCQkLiz8UVFYARERFMvXkaKpWKH47n88PWRCqNFjxdVNzYM4gbR9/AsOuHs/67b8nMzLySXf1T8cwzzzB79my6d+9+pbsiISEhISEhcQW4YgIwIiKCmTNnsjOlhKfXJlFc7Wzl25xUgL/bKV6ZEcvMmTNZvXp1u4tAvV5PQkICycnJVFVV4ebmRnBwMEOGDCEqKqpd27qaWLx4MS4uLgCUl5fz2muv8fDDD9OhQ4dLqtdqtbJ582aOHTuGxWIhMjKSqVOn4unp2R7dlpCQkJCQkGgnrkgQiEajYerN09iZUsL8FYmNxF89xdW1zF+RyM6UEqbePA2NRtNufSgvL+fdd98lIyODCRMm8OijjzJ37lw6d+7Mhg0b2q2dqxF3d3eUyvbX/ps2beLkyZPcdtttPPDAA5jNZj7//HPsdnu7tyUhISEhISFx8VwRC2BsbCwqlYqn1yZhs4sWy9rsgqfXJbH3b6OJjY3l4MGD7dKH9evXA7BgwQLUarVjf2BgIP369XP8XVFRwcaNG0lPT0cmkxEdHc3kyZNxd3cHID4+nlOnTjF48GC2b9+O0Wikd+/eTJkyhd27d7N7926EEAwZMoRRo0Y56n3mmWeYOnUqp0+fJiMjAy8vL2bMmIFOp2PdunXk5OQQFBTErFmz8PWtmxu5Zs0ajEYjd911l6OeTZs2kZ+fz/z58wFYtmwZQUFBKJVKDh48iEKhYMCAAYwZM8ap7XoX8GuvvQbAkiVLgDrL7JgxY/j44495+umnHdcJsHnzZnJycrj//vsb3U+TyURiYiIzZ850WE9nzZrFK6+8QlpaGjExMRfzMUlISEhISEhcBi6bBVClUjW79enbjx+O5zdr+TufYn0tW44X0KdvvxbrbS0Gg4HU1FQGDRrkJP7qqXePCiH44osvMBgMzJ8/n3vvvZeysjJWrlzpVL60tJSUlBTmzp3LrbfeSmJiIp999hmVlZXMnz+fCRMmsG3bNrKyspzOS0hIoE+fPjzyyCP4+/vzzTff8O233zJixAgWLlwIwMaNG1t9XfUcOnQItVrNQw89xIQJE0hISCA1NbXJsgsWLADg3nvvZfHixdx5551ERETg4+PD4cOHHeVsNhuHDx92EscNyc3NxWazER0d7djn4eFBYGBgo+uWkJCQkJCQuLJcFgugSqXiySefbLHMD1sS21TnD8cLmNSrb4v1vv7661gslgvWVVpaihACf3//FsulpaVRUFDAk08+iZeXFwAzZ87krbfeIicnh44dOwJ1QnHGjBloNBoCAwPp3LkzJSUlzJkzB7lcjr+/Pzt37iQzM5PQ0FBH/f369eO6664DYPjw4SxdupRRo0Y5rGVDhgxh7dq1F7ye8wkKCuKGG24AwM/Pj3379pGenu4kzurR6XQAuLq6Oln74uLiSExMZPjw4QAkJydjsViIjY1tsk29Xo9CoXCI53rc3NzQ6/VtvgYJCQkJCQmJy8cVSwRdabywULuU8q1BJpO1eLy4uBhPT0+H+IM6F7FWq6WoqMixz9vb22l+opubGwEBAcjlcqd91dXVTvUHBQU5HW9qn9VqxWQytem6GtYBdXP+ampq2lRH3759KSsrc1jvEhMTiY2NbdJieiEudJ8lJCQkJCQkfl8uiwXQYrHw+uuvN3nMxcWFhQsX4unSepct4Ci/ZMmSZgVRa6x/AL6+vshkMoqKilpMhSJE8/MTG4oahULR6FhD8Ve/7/z6Gp5XX1/D8+r31Z/XlJCy2WyN9p3fn4Z1tBY3Nze6du1KYmIiPj4+JCcnO+YZNoW7uzs2mw2j0ehkBayurnayekpISEhISEhceS6bBdBisTS5VVVVUVxSyo09gy5cSQNu7BlEcUkper2+2bpbi6urK9HR0ezbtw+z2dzoeP0qJAEBAVRWVlJRUeE4VlhYiMlkuqD7+HKg0+kauVPz8/Mvqc56sdiUQIyLi+PYsWPs378fHx8fwsLCmq0nJCQEhULhNNewqqqKwsJCSQBKSEhISEhcZVwRF/CRw4e4sWcw/m6tS+vi765hQs8gjhw+1G59mDJlCkII3nvvPY4fP05JSQlFRUXs2bOHpUuXAhAVFUVQUBCrVq0iNzeX7Oxs1qxZQ0REhGP+3+9J586dyc3N5dChQ5SUlBAfH09hYeEl1anT6VCpVKSkpKDX652sq9HR0Wi1WhISEpoN/qhHq9XSr18/fvjhB9LS0sjLy2PVqlUEBQX9qXMqSkhISEhI/BG5ImlgkpKSGHb9cF6ZEcv8FYktpoJRyGW8Mj0Wi8VCUlJSu/XBx8eHhQsX8tNPP7F582b0ej06nY6QkBCmTp0K1LlcZ8+ezcaNG1m2bJlTGpgrQUxMDKNGjWLLli1YrVb69etHnz59LkkEKhQKJk2axI4dO4iPjyc8PNzh6pXL5fTt25edO3fSp0+fC9Y1ceJE5HI5X3/9NVarlcjISG655ZZG7nAJiRaR/badnz5S3sS+q42m+igHxG+bhISExFWCjEsclsLCwnjrrbc4c+YMBoOh1ec5rQSyLolifeOUMP7uGl6ZHsuIGL/LshKIxIVZt24d1dXV3H333ZelfldXV8LDw3n00Uc5e/bsZWlD4g/AbyOR3FWOrpsOl3AXtJ20KFwUIMBabcWUZcKYaaQmuQZhvrrUlEwtQ9dFh0uEC9pQLUo3JcjAZrRhyjZhPGOk5lQNdoO9HUZdCQkJiUvnii0Fl5mZyerVq5l68zT2/m00W44X8MPxAqe1gCf0DMJisUji7wpgMpnIycnh6NGjzJ49+0p3R+LPym9iyKWzC37j/HDv545c2bTF2DOubklBm9FGxd4KSn8sxVzQeA7v74k6SI3fOD88B3vWidUm8OjtAYDdaqfqYBWl20oxpht/z25KSEhINOKKCUCoE4Hvv/cusbGxDOzTl0m9+jqOFZeUkrBjO0lJSdTWti5htET7sWLFCnJychgwYECT+QMlJC4ZOci1ckLmhOAxwMMR5W432yn/uZyqg1WYckzYDXYU7gq0oVq8h3rjOdAT39G++Iz0oXRrKYVrCxF28fu5h+Ugk8sInBGI73hfZPLf+m21U/FLBVUHqjBlm7DV2JApZCi9lbhGu+IzwgevQV54DvSkan8VuZ/mYq+1X/1ubQkJiT8lV8wF3BQuLi6o1WrMZrMjElfiz43kAr5GkYFrjCuhC0JRep77HVqbX8vZt862aNlzi3Uj9OFQ5Br5uXP+dxZzifnyiyk5qP3VhD0Whib4XBCbudTM2f+dpTan5R+rvuN9CbotCJlMhrXSStZ7WRhSDJJLWEJC4nfniloAz8doNErCT0Liz44M3Hq6EfpIKHL1OXevtcrKmdfOYCmrS+nk0d8D76HeKL2VWMutlP9STtWBKqqTqsl+P5uwx+rSEmmCNXR+tjOZ/86ktrD28olAOWiCNEQsjkDpfm7oFDbhJP60nbT4jvdFE6TBbrJTk1pD6ZZS7LV2SreWovRU4n+TP0pPJeF/DSfr7SyqT1RLIlBCQuJ3RQrPlJCQ+P2Qg7ajtpH4AyhaX+QQf/5T/QldGIp7b3dcwlxw7+1O6MJQ/KfW5d/UH9FTebDSca7SXUn40+EodIo6v0Z7IwOFTkH4U+FO4g+g6lCVQ/y5RLkQ+Y9IvId54xrliltPNwKnBRKxOAKZoq5jJd+XIGx1ak+ulhP6SCjajlppNJaQkPhdkYYcCQmJ3w8ZdHywYyPxJ+yCir0VAKh8VQRMDWjy9ICpAah861YFKvm+xOmYyktFyL0hl8eSJiDk3hBUXo1XMDKknZv64j/R3zEnsCEu4XUiFsBWY6M2/5yrWK6R0/HB3z+vqISExLWNJAAlJCR+NwKmBqAN0Tbaby4w16VIAdx6uDUpoqAu+MKtR9262cZMI+Zi57mCHn088Bzk2b4jmxw8B3ni0cejycPCek5xqgOaXytb7X/uWMNzALQhWgJublr0SkhISFwOrqo5gFIQiIRE+6CUg/W3uXChHjJi/OS4KGWYrIL0MjuZFQJxXrnLjUwjw3ecb5PHbDXn1rRuGBTSFEqPc8drUmqchBXUiczKfZXnn3bx2GnWIgl18wLrMReZmxS4wDmxKgN1YGOh6DvOl+LvixG1v9NkQJkCRN19V3oGofQORqZUISy1WMpysel/s7DK5CCkUGUJiT8bV1wAajQaYmNjievbG2/fc+vrlpcWc/DQESkNjIREG5DL6rZbuimZ21vNgBAF3i6NrWlVtYLEPBsrjln4MsmCxXaZYxDk4DPcB4W26Vx5Ms25PtoMtibLOI4bzx2vzW08NmiCNbh2da2Lrr1U3SIHXRedU8Tv+XgO9KRwXSF2o52SzSW493JvZME0njWiP6p3lG8qZ6BCq8D7em/KdpRd5mhmGSiU6LqPxK3HKNRBUcg1ro1K2UzVmPOSqT6+HcPp3YCAJtYMl5CQ+GNyRQVgREQE02+eikqlQpzaANvXg6kCtF54dp/KmNFTGHH9MNZ9t15KBN2OPPPMM8yePZvu3btf6a5ItDNdfOUkzHEl0K1lH6iHRsaoCCWjIpTcGKXk2QQTyaWX8eVuB6+hXs0e1gRqkClkCJuoE24tUJNc4/h/fdDI+Xhf743h9KWlpQLq+j3Mq8UiSg8lHed1JPuDbAypBtL/kY7vOF80gRrstXYMqQZKtpQgrAJtqJag24Karct7mDdl8WWX3u+mkNU9E56DZ2E8e5SapG3UJG1r9ekuMUMxpvwiWQQlJP4kXDEBGBERwayZt0D6dmQbHkZWXeR0XH7yO3ALQDllCbNm3sKq1WvaXQTq9XoSEhJITk6mqqoKNzc3goODGTJkCFFRUe3a1tXE4sWLcXFxAaC8vJzXXnuNhx9+mA4dOlxSvfv37+fo0aPk5eVRW1vLs88+62hH4vdhQIjiguKvHiEED24y8eGhpkVUu6Koi/5tDrlGjq67juqkakzZJir2VeA1yKtRuYp9FU659uzGpoWIa2Rji9bF0pq6PPp5EPl8JKVbSyn/uZzcZblOx5UeSgKmBeAz0seRv7AptB21oABaNoK2HZkMlW8n/Cb/FXVAZ0zZx9t4vhyfMfOx9p9KyaY3sFUVSyJQQuIPzhURgBqNhuk3T4X07chX3g72Zka76iLkK2/HftvXTL95Kkvee7/d3MHl5eV88MEHaLVaJkyYQHBwMDabjdTUVDZs2MATTzzRLu1cjbi7u1+Wei0WCzExMcTExLB169bL0oZEYzw1UHkRX4v/21HrEH99guQ8NVRDiLuMhzcbOVbUvtZAbUctMmXL+VkCpgVQfbIabJC7LBdzkRmvoV6oPFVYKi1U/FJB8fpiZEqZI4jCbmlahKgD1MjUskteM1imkbUY2FGPsAoq91VSdaSqSV+6tcpK5b5KNIEaRzRwk+0pZWhDtJiyTJfS7fMqlaEN74P/tL8jV9W5sn1vegxhabkNS0k2JRteAUAb1gulux9Kdz86zH2LwlXPYS5Ik0SghMQfmCsiAGNjY1GpVMg2PNy8+KvHbkO+4RFUj58kNjaWgwcPtksf1q9fD8CCBQtQq88N8IGBgfTr18/xd0VFBRs3biQ9PR2ZTEZ0dDSTJ092iKj4+HhOnTrF4MGD2b59O0ajkd69ezNlyhR2797N7t27EUIwZMgQRo0a5aj3mWeeYerUqZw+fZqMjAy8vLyYMWMGOp2OdevWkZOTQ1BQELNmzcLXt27i/Jo1azAajdx1112OejZt2kR+fj7z588HYNmyZQQFBaFUKjl48CAKhYIBAwYwZswYp7brXcCvvfYaAEuWLAHqLLNjxozh448/5umnn3YSi5s3byYnJ4f777+/yXs6dOhQADIyMtr6cUhcBHIgNlDOimkuXLe05oLlG5JWZufVPXVBCXEd5Oyaq8NFVSfQfp3vxrgVNfyc1U4vdxktzqGrx7WzKyH3hpC3PA9hFRStK6JiawXCKrDU/mallEPw7cHkf5Ff96e2aWuaTC5D7aemNu/SfjCqfdXNRiTXY6+1c+a/ZzAkG0AOfjf5ETAsAFWACrPFjDHdSNGGIgwpBs6+dZag24PwG+fXbH2aYA2mbFP7TMqUydF07EHA9GeRKc+lsFF5Ne+GrqfmRILj/7qeox3/l2vdCLz1nxR89TSW4rOSCJSQ+INy2dLAqFSqZre4vr3h1Ho4z+3bLNWFiFMbiOvbu8V6W4vBYCA1NZVBgwY5ib966t2WQgi++OILDAYD8+fP595776WsrIyVK1c6lS8tLSUlJYW5c+dy6623kpiYyGeffUZlZSXz589nwoQJbNu2jaysLKfzEhIS6NOnD4888gj+/v588803fPvtt4wYMYKFCxcCsHHjxlZfVz2HDh1CrVbz0EMPMWHCBBISEkhNTW2y7IIFCwC49957Wbx4MXfeeScRERH4+Phw+PBhRzmbzcbhw4edxLHElUWjhO9uc8Vd0/bMx//bW+uI/n3nRq1D/AFolTLW3eqKx4U1W+uQcUHrXz3eQ73p/FxnPPp7INfKuf4f1zNk6RBuvf9WIoZF0PnvndF11TnKK3RNB5VA69tsseuqC9dR+G1hnfijLldg0KwgPDp4YFPaGKUbhX9PfyKejkDXTQcCCr4uqBN4LfW7XZJZy5BrdPhPW+wk/lqDEHZqTvxUV4vaBdeYwU7H5RpXAqb/HzLFFY8jlJCQuEguy7dXpVLx5JNPtlxo+4Y21Sk/tQHvntNbrPf111/HYrnwfKbS0lKEEPj7+7dYLi0tjYKCAp588km8vLwAmDlzJm+99RY5OTl07FiXvFUIwYwZM9BoNAQGBtK5c2dKSkqYM2cOcrkcf39/du7cSWZmJqGhoY76+/Xrx3XXXQfA8OHDWbp0KaNGjSImJgaAIUOGsHbt2gtez/kEBQVxww03AODn58e+fftIT08nOjq6UVmdru5l6urq6mTti4uLIzExkeHDhwOQnJyMxWIhNja2zf2RuDz8d7yWcC85ZyraZoERQrA+2QpAVz85gzo2Hgb8XOUsn+rCjFXtk47p/Lx3LeES6kLowlCEXVBeXY4cOWeGnOEvo/6CQRj46fhPpMvSEUKg7dD8vMK2tHmxdQghqPi5AgB1kBrvYd4A2H6bxLfbvpv71fdz2n6aHTN3cPLFkyCg/Odygu8IbrpOm2inkGyB742PoHBpOn9hS5jOHMVWXQqAa8xQ5KrG91npGYj36HmU/fjeJfdUQkLi9+fKJYI2VbStvLGN5VuBTNbyz+zi4mI8PT0d4g/qXMRarZaionPWS29vbzSac+YSNzc3AgICkMvlTvuqq6ud6g8KCnI63tQ+q9WKydS2+UAN64C6OX81NW1zEfbt25eysjKH1TIxMZHY2NgmLaYSvy9yIDZAzgP92mbVqSezQpCrr1MYI8Kat6BN76aig3s7mKLsYC40X7jcecjkMsweZkwyEzXU8EntJ5TYS5jXax5vvvkmkyZNwifap8lzhRDNRgi3BUupBdFC6hNrpdWRw9Al9FzAk5E64WzHznLzcnoqevJ096e55ZZbcHV1dVoJ5HxqC2ovXQDK5GjDeuEaM+SiTq85scPxf7cG7t/zces9AZVfGJdn/T0JCYnLyWWxAFosFl5//fUmj7m4uNS5N7VebavUpa78kiVLmhVErbH+Afj6+iKTySgqKmoxFUpLA39D8ahQKBodayj+6vedX1/D8+rra3he/b7685oSrDZb4zmU5/enYR2txc3Nja5du5KYmIiPjw/JycmOeYYSVxY78Ngg9QV/wDTHqeJzz0xXv5Z/A94YpeTjw5cupEzZJoRNONbDvRgEgh8tP7Jl2xZucL+B22+/HaEQJNmSOGg9SKEodJQ1F5uxmy59bprdZMdSbGk2EKTh9Qh709+xWmpZXrucmaqZTJ06lRtvvJFtidtIIQUzzsJY2IRTlPNFI+y4x029qFPtZiOGlL0AKDz80YQ2b/WXyeS4x02lbMvbF9WWhITEleOyWQAtFkuTW1VVFeWlxdi7t21wsnebQnlpMXq9vtm6W4urqyvR0dHs27cPs7mxZaJ+FZKAgAAqKyupqKhwHCssLMRkMl3QfXw50Ol06PV6p335+fmXVGe9WGxKIMbFxXHs2DH279+Pj48PYWFhl9SWRPvgpoLbel6c9Q8gu+rcZ93Ro+UhYFzn5i2EbUFYBabcS49sNWYaUYxSsKZ0Dc9teo7d1t1EKaK4X3s/c9Rz6K7ojhw5xoz2W0nIkNF8PkGFToHcpe4eGtIMde7bJqihhnWWdZwtOcvBgweZNHQSj2gfYYhyCCrOfZamXFO7uK4Vbj64dL64+bqG5D2OCGFdj9EX/KGh6z4cWRMuYgkJiaubK+ICPnjoCLJuU8CtlWtfugUi6zaFg4eOtFsfpkyZghCC9957j+PHj1NSUkJRURF79uxh6dKlAERFRREUFMSqVavIzc0lOzubNWvWEBER4Zj/93vSuXNncnNzOXToECUlJcTHx1NYWHjhE1tAp9OhUqlISUlBr9c7WVejo6PRarUkJCS0KvhDr9eTl5dHaWnd3KGCggLy8vIwGNohIa8EUOdoGx6uwLUVwQnNoW+w1JibuuV6LibApEnkULnnwsuzmUubdxVXHa4i81+Z5K3Iw3esL9qxWnZbd/O26W1W167Gjp0Z6hn8RfsXhsuH4+Xj1S79rvilotnDMrkM9151c2etFVaKNxY3WU7YBZX2Sn7w+IGufbuy8sxKTthOMFI5kke0jzBIOQglSir2VFz6qCxXoI3oh0x+ceK95sR2x/9bcv86mlNp0XTqgeQGlpD4Y3FFQriSkpIYcf0wlFOWtJwHEECuwD7lHawWC0lJSe3WBx8fHxYuXMhPP/3E5s2b0ev16HQ6QkJCmDq1zjopk8mYPXs2GzduZNmyZU5pYK4EMTExjBo1ii1btmC1WunXrx99+vS5JBGoUCiYNGkSO3bsID4+nvDwcIerVy6X07dvX3bu3EmfPn0uWNevv/7Kjh3n5g4tW7YMgBkzZkjRw+2EQg79O1yaVc5kPfd/9QWq0rRDJC0AdijbWUbA9ADk6uYVTtrf03CNcsWjvwfakLrcgeZiM1UHqqjcXycgK/dV4jveF01A3bxbgeC0/TSnzafxl/nT19KX8QPHM3HoRH799Ve2bt1KcnLyRfe7Oqkac7G50ZrD9QRMCaDqUBXCLCj6rgjjGSNeQ71QB6gRFoHcRY7SXQkKqFBXsIpV3NP5HnZad7LEuoRhymGMVo5msGIw69Tr+FHxIxb7Jbjd7XY0QReXyN5aVYIpqy5JtLpDF1Q+Ia06TxMUg+nMkQun9ZKQkLhqkHGJ043DwsJ46623OHPmTJssPQ1XApFveASqmxAxboHYp7wDkTdclpVAJC7MunXrqK6u5u67774s9bu6uhIeHs6jjz7K2bNnL0sbfzbWzXJhWrdzbsMzFXYi3qoLMJrTS8WnN7e8+sprv9TyVHzdPLMf7nRlQlTzvwN/SLUwZaURu4Bmpri1iaDbg/Ab33wOvJMPnMRe2/zcPU0HDR0f6IhLWPPXmPtJLpbDFkaNHMXo0aPp0KEDmZmZbNq0ib179zY5b7ZF5HVLtIXc27wYqj5RTfbSbGz6xnWr/dVEvxxN2a4yfEb4gAw8ZZ7cr72fY7ZjbLNsw1PmSVxBHAM6DaCyspJvv/2W7du3t72vvxF456toO7Z9qcfKfaup2PkZAD7jFuDe56ZWnWdI3kPxd/9uc3sSEhJXjiuWxCkzM5NVq9fUrQX8+EnEqQ3IT22oi/Z18cLebQqyblOwWiysk8Tf747JZCInJ4ejR48ye/bsK90diQZ4adtulbMhw6LQobKZeDBOML27Ersdgi6wbNyN0Sosz54Tm2abwGoHiw0s9ob/B6tdYLFRt88Olvqyv5Wx2gUWUYk2y4Zdq8Aqq+uXVSbDClhlMmoe8cFQbKaqxEpxuY1SvZ1ymYxqTzWWru6I/l6YVM33ufpENeW7yunatSvV1dW8/fbbeHh4cOONN/LII49w++23s3nzZrZv39766Ho7lO8qx3OQJ27d3Zos4tbDjej/RFO+q5zqY9WYck3YDXZQ1Fkoa07X1KWIkdV5Fqqo4j3TezykeQg/tR9f53zNW39/iw6BHbj55pu55557uPHGG/nyyy8vKvm9XKO7cKEmcI+7GblGR1nCJ7h2G97q82Tai2tPQkLiynHFLID1aDQaYmNjievbG2/fc4EV5aXFHDx0hKSkpHZb/k2i9SxbtoycnBwGDBjAxIkTL1s7kgWw7ey425VREed+u7XGAmhHhknphcJuRmE3IRc2LrDABQAni6xsTbdRWSuoNoPRKlDKZajkoJSDSoHj77r/g0oucxyrK+dcXuOmwD3CBRWgQKAUoESg+O1fpQBXux0Pu52mQl3MQIVCQaVcTqVCTr5CwUdeHpxRqYjdU4TnCRN+HaPRW5VUWZQUVpn5NSkVrc6DyZMnM3ToUGpra9m2bRs//PCDU5BXs8hA6akk6p9RKN3a73ezBg0PaB7AUGrgf6//j9BOoaSkpKDVarnzzjvp1asXp06d4osvviAtLa3V9Qbf+y5q/7YFbdUWZ6L2C6/LWGC3tWkOofHsUYpW/r1N7UlISFxZrrgAbIiLiwtqtRqz2eyIxJX4c/OHFIAyGSBzXgJLJgcEtDHdzsWwdpYL0y/CBSyALI8BHPK/hRpc2Ll5LREl23lmaPMversQyBtEgZptcLbCTlqZnfTy37YyOxnldZvR2mxV55CBRz8POj3UqeW0MEKgEwIvmx1Pu+23f+142e142ux42W2//WvH1WLjC1c3tvm681B5JQ9VVDYKSaixyCiusVFpliN388PNrxMWlRupuWX8ciSNw2fLySy3c6bCTm1Tnlc5aDtpiXg6AoVrO0VHC4EoEsxRzSHIN4jt27eTl5dHTk4OKSkpxMbGcueddxIWFsaePXv4+uuvnXKQNkfgna+g7dijTX0pi/8A49ljBM95E3kbVw75vVzA8t8WSWkYbK2Q1T3b7TFFQULiWuKqWsfHaDRKwk/i6kQmB2FH7uKBJqQb6uBolJ6ByBQqhM2CtbIQc34qtbmnsBurHOXbG6UcjhbYnARgqy8BCKvaTwf9ERZkjGXkpFnU6MeTbVhLx6qDTcZwxr5fQ5lR0MFdxoQhvQhysRKsNRHoZWRCoJEQVwsuDUaRPH2dIHQWh4L0cjslht/e0AKqDlZx9u2zdLq/U/PLuclk1Mhk1Mjl5LYwVJlLzZx99yzW/Aq63NWF90d48t8UgfsPFfSNDqeDlwZ3pRUPlRWd3AyGUjTF+fgXFxHm784IDyU3DrMiH+bqdB2Z5XYyK+xkVohz/6+sJevlTEIeDUXte2lJ0YUQ1ObVovJV8UXxF8ysncmNN97I3r11Ofg8PT05duwYTz/9NCNGjODWW2/lf//7H1u2bGHdunUtJHeXYSnKbJMAFDYrNad2YTdUUvD54wTf806b8kyaizJArrgsQSAKWZ3g83eVMbijgv4hCiK85GiUUGuFzAo7B3Jt7M2xUWwQjvISEhItc1UJQAmJq47fLHsuUQNw7zsJbVivFl+MQtgxnT2G/tBGjGn7aWQpvERsdjiQd2kvWZUwozq5hr9u3cFdd92FV/8H8K8ZSZ+Cr/GqzXWU25dj5WRxXd/LapX4VPpCo0wuAh+VhWBtLUFqA34KPYEqA9d1MDMpxo7fOU1FVa1wEocZ5bWceT+dmvEBVPf0xNbGxNZCCMp3lZP/ZT5KmZK4fnG4Z7tTtLkIzVgPKtyVfLrkJMHewURFRTVYLzyMiooKTp06RU1NPkqlkuHDhnLrTcOJ9lOhzz5BUcF+NMYCIrzkjAqXE9IgX6LFJsg6m0dekYpCPy25KiW5yt82lZJSufw3K3Hz6I/rqdhdQcf7OyI7JYMusDZ/LYN3D2bU8FF4e3uzZ88eBg4cyMmTJ/npp5/Yu3cvEydOZMqUKYwcOZJvv/3WkRHACZmc2oI03JtuukmMGYnYDXUfrjb0ujYnGa/NTwV7+/7gqbfsTe6i5OH+akZHKFrsl10IdmTaWLLfzMYUayNLoYSEhDNXlQtY4trjj+ACdokaQMCM5y5YTgg7ltIczPkp1OanUJt9HEtJVrv3R6eCwifd0f2Ww6+tUcAAKaU2erxXg9UOt4zqzT1z51KjCaRz+U56Fq/Hbqpm+Kc1HMyre6kHBgY6rQMthGiVSHCRW/ESFfjKqghQ1RCsNRGqsxLhJSPUU4bit4mIFrsgBwW5rmpyVEqyVUpylOf+NTZYIcdusVN1sIrSH0sxZtZ5DHQ6HXFxcQ6Rly/PxzbFhrXKytn/nkVWVZfCKTj43Pq7drudrKwsMjIysNvtyGQyevfuzeTJk+nRowd5eXl8//337Ny5E7ndQpiXnAgvGRHeciK86rbIQAURPgq85eeGUYNMRp5SSa5S4RCHOUolOQoFyelmRLSO0m2lWHZY6Hx7Z0xxJnRHdNT0rEGeI6fDgQ7cfefdFBYWEh8fT21tLdnZ2aSmpmK32/H09OSWW27hhhtuoLS0lK+//pq9e/c6JXNX6LwJWfBpq+fxFX/7bwwpewAImvNmm9LI2C1mct65HWFpv7naMqBHgJwvp7twXaDzNZQY7Hxy2ML6ZCvpZXbKTQJfFxmdPGUMD1UyvZsSV5WM2d8aOVFkb59llSUk/oRcVQJQmgN47fFHEIC6njfgN/HxC5arTtpO6eb//Q49grm9lYwIqzPglxgEi7bVvXyHdlIwr6/qvLJNuyoXx5t4+Ze6xMv9OqhYNOcm5D1vxm6z8+OGVXy6bhv236w6UVFRdOzYEaWyaaeB3W7Hbrc3e/x8amtrMVZX4SEq8LSVE+xqorOnjKhABdEBSsJdwbVBsG+RkHHGKCOj3M7xjFqOZNs4WmQjp/Lc8OXl5UWfPn0cq9tkVWchpgkUWgVn3zyLMdOIt7c3Xbt2Rac7F7VqNBpJTk6mpKTEsS8yMpIpU6YwYMAA9Ho9W7Zs4ccff2y0nnf9COrpLadnnBvRoWo6BygJVQs6yWyE2G10Ejana3nFzZNVPu48lmimoMKV73vKKfO34X7AnaqBVcjOyLB/Z+fJJ56ktraWLVu2UF1dTVVVFUlJSY6xsUOHDtxxxx3079+ftLQ0vvjiC06dOuVox3/Gs7hGDbzgZ2EzVZOz5C6wWVD5hdHhvndb8xE6UZt3msq9q3+zel+65Pr79WqeH6FBdd4c0dUnLDz0vYlSY/NtTO2i5LvbXLHYBC/8VMu/d7d9HWoJiWuBKy4A66OAe/ftjX+DKODi0mKOSFHAf3quVgGo9O2ItTQHaIsAjKd085t1f8iVqP3DEHYbluIzl6+jrUA879HkfrsQzN9g4pMj55IOe3p6cttttzFy5Eiys7PZsPJT9hw6iZ269CVeXl74+vri6+uLu3vzTkaTyYTFYkEul+Pi4tJobexGfRSC8vJysrOzqaquotZUS5BORmdvOZHeciJ95ER6y4j0kdPNT+FIhVNmFBwtsHG00MbRQjtnTe6oQ67DJqsToml5acimyXAJdSH7g2z0h/TIZDLCw8MJDw93Wje7qKiI5ORkp/EmMDCQSZMmMXLkSOx2OwkJCXz//fcUFzex4sdvcUCNRlQZBLjJuC7Eg4ExQXTwl7N8sIzxlSZerCzBIJdxR4cgLHYZY7KsfB6lwTPbTtnn5Sx44llcXV3ZunUrJSUlWK1WTp486RQI0q1bN2bPnk1UVBQHDhzgq6++Ii+/AE1oT4Juu3Bghv7wZsp+fA8Ar5H34DlwxgXPqUcIQeWer9GG9kLbqQfm4rNU/bqGmlO7Lno+4Ls3aVnQv/GPls+PmrlnvQm7gACdjIfiVAwLVeLjIqOg2k56mWBjigVPrYzVM8/NPViy38wjP1z6MoQSEn82rqgAjIiIYOq0qaiUKrZlbSP+bDxV5io81B6MCRvD2NCxWKwW1n+7XsoD+CflahSAnsPuxK3naHKX3ge0XgDW5iVTm5eMJjgGdWBnZEo1Fbu/pPKXr3+rZww1x+Mva9+bojkBWM/mVAsfJlo4kGejxCDwc5UxPi6a66fejS44mj179vDFF184lvirR6PROMSgr69vs9a/+jXATSYTQghcXFxwd3dHrW4+iMJut2MwGLBardTW1jq26upqqqurCdSa6RWooFeQnF6BCnoHKYjyqROZFjvkGF1Ir3Elw+DK9uRiDvXXoOnjQf5X+ZTFlwF1HoeuXbvi6+vraNdqtZKRkUF2draTS9Xd3Z3x48czfvx43Nzc2Lt3Lxs3bmzTuOTh4cGAAQMAKIkqwRJnodNGX6JkZnz9a9g00M51NRZm1VSxONiXMTUGHskoxewZickzil0pFezPMpBn0nI2q84lXN9HmUzG4MGDuf322/H19WX79u2sWbMG1agF6LoMbbFfBV8sojb3FMjkhDy0HKW7b4vlG2I3VSNTaqjc+w2m7BN4DJiGa9QArJWFVP66jpqkbQhr6y1wL47U8OwITaP9p4pt9PmghlobXB+qYOPtrng2kw/TbBOoz7Mcvrizlud/kgwJEhINuaIrgcycOZNf8n7huT3PUWoqbVTGV+vLi0NeZGiHoaxevVoSge3EM888w+zZs+neve0rBbQ3V5UAlMlRB0USNPt1bPqSNgvApmgoAANu/ScVuz7DXJDeLoEhWiWcXOBGhHf7L+ldXGOn67sGBo4Yx7Tp09Fqtaxfv54NGzZgsTRepkwmk+Hp6ekQgx4ezYtOvV5PaWkpVVVV2O123NzccHd3x83Nzck12xJmsxm9Xk91dTV6vR69Xo/caqCnv5xeQXKGRXnSJ1hFhM6Ii8KOHfinzpPVAZ70OF6GbEsRxwrtJJfY8QsIJCYmBo3mnPDQ6/WcPn2aykrnqBe1Ws3IkSOZOHEiQUFBJCUlsXHjRo4ePdqqfg8aNAg3NzfsKjv5k/JxzXLFO9EbAFNHExUjK3A7oiPAIMgcZKBLlpF7UgsY2tkdT3nd+Gq0ycmoceVUuZKEUyUczKklqdCG0QpKpZIJEyYwbdo0FAoFG77/gcMdpmDXeraqf22l5vTPqC3VKLuPxVKWS+mWtxGWWjwH3YJr1+uxG/VUHVyP/vBmRG1zUct10e39guX8cq/OMS+0IWM+r2F7pg0/VxmnFurwc23bM2+zCwZ/XMOhfLsUGCIh8RtXRABqNBoeWvgQB4oO8JeEv2ATzbsKFDIFb496m/4B/Xn/3ffb1R2s1+tJSEggOTmZqqoq3NzcCA4OZsiQIURFXdxamn8E9Ho9Li4uKJVKysvLee2113j44Yfp0KHDRddpMBiIj48nLS2NyspKXF1d6d69O2PHjkWr1TZ73lUlAOUKOtz7LirfjlgrC9tdAAbe/m8UOh/yPlnYLukyFDLo5i9n9z26Zq0hF4PJKhi3wsD+fBgwaAg6nY7w8HCuv/56ysrKWLFiBfv372+xDrVa7WQdPBeB64zVaqWsrIzS0lKHi7OhIKz/t6GrtjnsdrvDQqjX6/H09CQ4KJAO2loiXKvR6TMp7uXC5q5+3Kyv5vmSMqxWwfEiO0lFgjybD6WqYDIMOmpsddbMnJwc0tLSGkXayuVyBgwYwJQpU4iMjOTs2bNs3LiRPXv2tLh8W6dOnejSpUtd3cE5KEYo8N/oj7JGiRCC6l7V1MTW4J3gjV1rp3JIJcadRjI+zeCRe29n2pBoatL3oSlPIVJnINTVWJf2xC5IKbVztNDOkQIbpytUdOp/E4PH3kxVtYFtZd4cqtAgmkz203aEENQkbce161A0NgM+OT9T4NMbfELRJ26kYtcKFDovPAbMwC12DMJmRn94M1UH12OvqWhUn0oOSQ/p6OLX+HM+XWKj27t14vGFERqeH9nYQtgaTpfYuO79Giztn51JQuIPyRVJAxMbG4tKqeK5Pc+1KP4AbMLG83ufZ9uMbcTGxl7UskhNUV5ezgcffIBWq2XChAkEBwdjs9lITU1lw4YNPPHEE+3SztVIS3O3Lpaqqir0ej033ngjAQEBVFRU8N1331FVVcWdd97Z7u21O3IFup43oPLteFmbUfl2RNfzBmqStsMFnv0LYRNwqtjODZ/X8ONdOnxcLv3lXmMWTF1p4JdsG5FR0Wg0GqxWK2lpaSQnJzNw4ED++te/kpSUxGeffUZ2dnaT9ZjNZvLz88nPz0cmk+Hh4eFkHayPIFYqlQQEBBAQEABAdXU1paWllJaWkpub64g2rncbNxSGDS12UCfKPDw8nKyPAsg1ack1abHbfUj7Kg1DeAHfzgnke7NgyK4C+vrK6B2k4A7/SjTKKgAKTeo6F3KoK8k9uhOfVMCvKUWOX8t2u519+/axb98+unfvzuTJk3n44Ye57bbbWlxqrqCggOjoaORyOf65/hTXFFPepRz/Q/7IZDLcjrlh9bFSMawC382+uB9whxEQWh3K2x9/RUbhJO66614ST5/mtV9+QSGshLsa8TRl00FWQq8gOTdGaX77QbCV4iNbKVJ1ZEjIAE56xfBpSQynq5v/QdYabEY95oI0dD1H4ZGxndqQfhR3vpEOGVsoKzyO6DUB1+hBlG59l7If36Xyl69wj5uKe5+JeMRNpfrYNqr2r8NaWbf+u1IOc3qrmhR/AKtPnBPfM3uce2WVGwUlBjs+LjJ8W2ER7Oqn4K5eKj4/asEqiUAJictnAWzuFz/A3HvncqDyAE/teqrV7bw2/DXiPOP49JNPmy3TlGuqOT799FMKCgp44oknGs1FMhqNuLjUpdKoqKhg48aNpKenI5PVpZKYPHmyQ0TFx8dz6tQpBg8ezPbt2zEajfTu3ZspU6awe/dudu/ejRCCIUOGMGrUKEcbzzzzDFOnTuX06dNkZGTg5eXFjBkz0Ol0rFu3jpycHIKCgpg1a5ZjjtKaNWswGo3cddddjno2bdpEfn4+8+fPB+qWcAsKCkKpVHLw4EEUCgUDBgxgzJgxTm3Xu4CfeeYZp2uPiIhgzJgxfPzxxzz99NNOYnHz5s3k5ORw//33t+oeJyUlsWrVKl544YVmLThXkwUweO5bqAMjAS6bBVAbeh21BWkUfPZYu/QZ6iyBIR4yPr/ZhRHhF/+bLjHPxuxvjaSWnnOTRURE0LlzZ4dgq5/Hd8sttxAYGMiPP/7I6tWrW0hK3BiVSuVkHWxuLqDVaqW8vNxhHTxfUKnVaocYbOhCbk16mhr/GvSj9NgL7VQsr0BfrMdkqCbGp04MDovypF9HDZFuJnzUdeNKjVVGUqGdQ3kW9uXY2J1lJbPi3PDZqVMnJk2axLBhw1pcaq5nz54EBQUBkOqeitskN3w3+KKuUddFXWug9MZSsILfVj+qe1RTc10N5d+Uk/tDLoMGDWLhwoXk5eWxc+dOzOa6OXaVlZUkJSVhMpkI96q7jt5BCgaFKBgWpkKnElhlarLUUWyr7U58bXeOikjMTS641zSmrCRKvv8vMpOeyNufxRQYi//ZHRi8IqjxjMAvZzfyguPkBA1D3ek6qo/voHzHR9iNVcg1Otz61olAudaNmlO7qNq3BkvJWQ4/oKN3UNNjxMSvDGxOteKpgfKn3fkqycqre2o5VnhOxUV4yZjTS81fh6hxUzf/+R/Kt9Hvw9Y/qxISf2YuiwVQpVLx5JNPtlgm/ljbJsPHn41nwsgJLdb7+uuvt0oEGgwGUlNTGTt2bJMvn3rxJ4Tgiy++QKVSMX/+fOx2O+vXr2flypUOwQVQWlpKSkoKc+fOpaysjK+++ory8nL8/PyYP38+WVlZrF27lsjISEJDQx3nJSQkcNNNNzFx4kS2bNnCN998g7e3NyNGjMDLy4u1a9eyceNG5s6d24Y7BYcOHWLYsGE89NBDjrbDwsKIjo5uVHbBggW899573HvvvQQGBqJQKHB1dcXHx4fDhw8zfHjdgvA2m43Dhw8zYcKEVvfDZDKh0Wha5b670qj8whzi73KjCYpC5RfabjkCbQJyqgQjPzOwsL+KZ67X0MG99XOkSgx23thj5tU95kbJczMzM6moqKBnz55oNBq0Wi12u5133nmHHj16MGPGDIYOHcoXX3zBzp07W9WexWKhoKCAgoICACfroKenp5N10N/fH3//uuwANTU1DjFYUVGB2WymrKyMsrIyR91yuRw3N7dGwvD8ABVdsQ7VdhXlo8oJ+EsAXXZ0QVYto6amhiPV1fycqMf0i4mgoBBiQryJ1BmI1BmIcK1hbHQlC/rXWW/z9XZ2Z9nYnW3jl6xcPlz6Pt988w033ngj48aNY+LEifz8889s2rSJ3Ny6JNt5eXkOAeiV5YWp0kRxdDEhR0KQy+VYDBa8dnlROqGU8j7leB/0RqgFzAJLjYV9u/ZRXl7OokWLGD9+PNu3b8dgMODp6cnAgQM5ceIEZ0pKOFNh5bvTddYzpRz6BCu5c6g/U3rDPfLveUCzhlqh4rCI4ld7N/bZu3HYHoWJxi5Wq76Uqn2r0B/6Hg9PL3rG9cUlN4EihZzi8DH4n92OylhKSafhuLv4EpO5jfTsQ7j0mYFL536UxX+I4dROqvauQn9gPW7XjcVjwHTc7huFIms/toDvgdQmn5eTxXX3OtxLziM/mHj3QOMxPrNC8MLOWtacsrB1tmuzz3/fYAU9/OWcKJZMgBISV2wlkCpz1WUt3xKlpaUIIRwvluZIS0ujoKCAJ598Ei8vLwBmzpzJW2+9RU5ODh071rkLhRDMmDEDjUZDYGAgnTt3pqSkhDlz5tS5evz92blzJ5mZmU4CsF+/flx33XUADB8+nKVLlzJq1ChiYmIAGDJkCGvXrm3z9QUFBXHDDTcA4Ofnx759+0hPT29SANZPund1dXWy9sXFxZGYmOgQgMnJyVgsFqdkwC1hMBhISEhwRD1e1cgVaDq1bd3US0XTsQeWstx2Wzqrfh3U9w9aeP+ghZu7Krmnt4qBIQr8dY1fhuVGwcE8G58fNfPNCSs20fxaquXl5fz666/07NkTHx8f5HI5nTt3Jjs7m0WLFnHrrbeyYMECRo4cyUcffeQQOq2lqqqKqqoqMjMzUalU+Pj4OARhQzevTqdDp9MRGhqKzWZzsg7W58az2+2O+hri5uZGr169HD/u7HY76lI1vj/6Uja6jNLxpfhs98FdXicaGyaMLqoxU2pyI7HiXCCFwlyFV3UKvbxrGdpJwStjNGiVWqrNgn05JnZnrWHNK9+i6zKCUROmMHr0aA4ePMjGjRs5ffq0w8vg5+VH0g9J+N/uT/XpatxMbqhUKqwlVjwOeFA1uIrKvEo8D3piV9sJmBOAtcZKcmIyzz77LIsXL2bixIls3ryZmpoaVCoVvXv35syZM6SnpzuihK12OJBr5cCqdP669ixjx4zm/mnX08l6Bk15KndbfuRR5TrMQsExEcmv9q7sM4ayO9tO4dFdGFPrlqdTKpX07nWd44dzQNZ2ZMJKcdgNBJzZRmDGDxSFj8Wi9SYqfRNFv7xFcaeR+E9ZhKHHSMq2vodNX4z+0Cb0R37AvccIQkfMZIb5HwyQneIvym8Zpjju9NmV/Zbz73RJ3RxHLy28fIOW6d2UeGhkJBXZeS6hlh/SrBwvsjNztZGf73F1WsO6IdeHKkgutUtuYIlrnssiAC0WC6+//nqTx1xcXFi4cCEe6pZTU5xPffklS5Y0Obemvt22cCFXUXFxMZ6eng7xB3V5wbRaLUVFRQ4B6O3t7fSicnNzQy6XO+U+c3Nza5REtt4KUH+8qX1WqxWTydRiIMX5NKwD6ub8tcVFB9C3b1+2bdtGVlYWoaGhJCYmEhsb22LqjnpMJhOfffYZAQEBDiF6VWO3oQ78fYN+1EFRcOSHdq+3XsRtOG1l3ak660+wm4xoXzkuSjBZIaPcTnZVXUGlnFa9CM1mM4cOHaJz585EREQgk8nw8/PDzc2NFStW8NNPP3Hffffx6quvsmnTJtauXetwTbYFi8VCYWEhhYV188Pc3d3x9fXFz8/PyTqoUCjw8/PDz8+PLl26YDAYHGKwvLzckcC6nurqag4cOED//v0deQkrKirIOJSBe7I7bnPdKBlXgvcObzRlzhawpp55m9qDUp84NtbUsHRHLgZ9BV3cDQzpKGdoJwWPDFDh6yrHZt/NkcO7OGML4vqo4Vz/f49xJKOIXbt2AXVjkC5Dh6XUQklMCW7H6sYBu92OS7oL5gAzputNyNbK8NzriVALOjzUAesbVvJP5fPss8/y1FNPMX36dL777jv0ej0A4eHheHl5NZlH1WazsmXrj+z8eQ9TJk9k0qT5HDQaSdy1GZeSJIb4ZzMjMIWF7mDtKjjkaWdXmJqdZ+vc3qdOnaJXr151lQmBf/ZOQE5R2BgCz/xIx+TV5EVOJrvb7QSrNuBZuJPT6Xtxvf5eOtz3LhW7Pkd/6Huw29An7eCx8L106jWY96xTmG15hhG2Izyj/Iou8ro8nDW/PUa1trrpDj/c6cqgjudeXXEdFGy6w4VbVhlJLbPj6yLjWKG9WZfyf8ZomdNbRaUJKmsFxQbB9gwr2zKsVEs5oyWuIS6bBbA5MWaxWCguLWZM2Bh+PPtjq+sbEzaG4tJixwB3Kfj6+iKTySgqKmoxFUrDPGDn01A8nu/ilMlkjRLfymSyRvU1PK++vobn1e9rmOvrfJqKOGzK5drStTSFm5sbXbt2JTExER8fH5KTk53c3s1RW1vLp59+ilqt5s477/xDuH8BVD4XHwF9ce2FXNb6rQ0+7vxqQX5105bGtlpBMjIyHC5htVqNVqulX79+pKWl8dRTTzFlyhRuvvlmhgwZwieffMLhw4cv4SpwpHg5c+YMSqUSHx8f/Pz8GlkHXV1dcXV1pVOnTthsNioqKigpKaG0tNQxN9lsNnP48GHi4uJQq9V4eXnRqVMnjh07hux5GWGPhmG/wU7xJ8Uos5QOF7K7u3uzOQ51Op3DYi+E4OeaGn44UU31viqClHp6+ZgY1EEwLLSQKNNaSF3L9Xhy103dSDf7sS25GpMxmOPrT9JxXkcKjxYSKAtErVZTVVWFx34PrL5WasfXUr22Gq+fvSgbXUboY6Fk/DuDyrOVvPjii/zlL39h5syZrF27lvLycuRyOV5eXg6X8Pk5HAGMhmq++eYbtm3bxq233sroybeTmhrHUx99xJkzhcT4yhkRpmB4mIJbe6h4cogGuxAcKzRwtDKJM/YQkqrcqbAo8c9OQMjkFIaPJShzC6GnvyYvcjI5XWcReOZHepecJvn7F6npMh6fsQ/i2m04ZVvewVKaTRdfGdcrDjJOfpCt9v68bL2dG80vc6viJx5XrkarrKLmt9fJzB5Kh/gT4IhplstkrJ3l4hgja63Nj3fVZsGJYjseahleWhnXBcpZ2F9NrVXw0xkbm1ItbEqxcqZCyhcj8efmiriAjxw6wtjRY/HV+jaZ/+98/Fz8GBM6hoQdCe3SvqurK9HR0ezbt48hQ4Y0GwQSEBBAZWUlFRUVDitgYWEhJpPpgu7jy4FOp3NYRurJz8+/JJFVf25TAjEuLo6VK1fi6emJj48PYWFhLdZlMplYvnw5SqWSu+66q8VAoKsNmfLCls0/cnvtSVlZGfv27SM2NhZvb2/kcjkxMTF4e3uzfv16du/ezX333cff/vY39u/fz6efftqkAGkrVquVoqIixyoYbm5uTtbB+h9PCoXC4UKGuu9zvRgsLy/n8OHD9OvXzzHHsGvXrpw6dYozr5+h00OdCLg/gNyPc8nfk+9oW6vVOs0p9PLyajRuyGQyx/xDfrPCpwMny2p566werbWS7m56+viWMyrqMKO8LNwQascUpmVfgQt/qzBjGWhBttcboVDj4eFBVXlV3XzAG0sxDjOi+FmB90/elI0po/NTnUl7KQ1TgYnXX3+de+65h1mzZrFp0yYyMjIcS2v26dOnkUv4/M/z/fffZ8eOHcybN4///Oc/bNmyhVWrVrHskJFlh+rUV4SXjOFhSkaEKRgRXsMc7zQAzhhcOFbpzrGqVcRXTOZMxASCM76nY/JqCkJvoKDzRHy0vnRTKCjI3UlG8s94j11I8Ny3qdz7DQrl5t/uH0xQHGC0/BBf2MbytnUa621D8Bq6BsPubxHWWqZ2qXtl2ZEhOy9+USaT8detRr49bcVmh7OPN53tIF8vmLfB2YsU4SVjYoySSdEq3hin5Z0bZezLsfLwZhOJ+ZKvWOLPSftnkG0FSUlJWKwWXhzyIgpZy+JFIVPwj8H/wGK1kJSU1G59mDJlCkII3nvvPY4fP05JSQlFRUXs2bOHpUuXAnXrnwYFBbFq1Spyc3PJzs5mzZo1REREONy/vyedO3cmNzeXQ4cOUVJSQnx8fCNB2FZ0Oh0qlYqUlBT0er2Tez06OhqtVktCQgL9+vVrsZ7a2lqWL1+OxWJh+vTp1NbWOqw357vjrkraaS5eaxEt5Ir7I1DvEm6YnN3f35+BAwdiNBr597//zZtvvkl0dDT//e9/mTRpUrtbg6urqzl79iyJiYns3LmTo0ePkpOT02iKiIuLC506daJ3796MGDGCqKgo8vPzHc9lSEgIkZGRCIsga0kW5bvL6Xh/R/xu9HPUYTKZKC4uJiMjg2PHjrFr1y5++eWXRkvCNSWwNBpNnbs8KJIst96srx3EI8d6MnZ7DG8Uj+CY6zC6dg5jkdmAOUbH66NO8GbsSeaFZTE8sAb3SjMev3pg72qnNKQUa40Vnx0+KKwKohZHofJWIYTgk08+4YsvvmDSpEn06dPHaW3j8PBw+vbt2yh1TkOSk5P529/+xpdffsno0aP573//y6BBgxzHMysEnx21cO8GE5FvVxP1bi0vnQzlRJUbfbyq+L8u6fwU/CYbFE8zPdpCsL8HwWe34nnmJ8qCB5LfeRKBIaH07uBG5aq/UbV/HZ5DbuMpz5c5ZD83BUMts3Gvcgs7NU9wpyIeXdw07nt4AevnhTKrR92PShmCYpcoUr1HUas4lzz8jfEupD7ixne3nVsK7nwsTUx2zawQLNlvYcKXBnxf1TNjlQGNQsb++TrevlGLx8WlHpSQuKq5IhbA2tpa1n+7npkzZ/L2qLd5fu/zlBhLGpXzc/HjH4P/4VgJpD2TQPv4+LBw4UJ++uknNm/ejF6vR6fTERISwtSpU4G6X5SzZ89m48aNLFu2zCkNzJUgJiaGUaNGsWXLFqxWK/369aNPnz6XJAIVCgWTJk1ix44dxMfHEx4e7nD1yuVy+vbty86dO+nTp0+L9dQLZIA33njD6diiRYvw9va+6D7+HlirStBcXq+sEzZ9E2vJ/sEQQpCenk55ebnDJezi4kJcXBypqans3buXI0eOcOutt3LnnXcyfPhwli1bRmpq09Gel4LNZqO4uNghyHQ6ncM66OXl5bAOyuVyJ+tgfZ7BiIgIbDYbZ86cIW95HtZKK0G3BqH0UFKwqqDJZFlGo5GjR4/i6elJt27dcHNzc7ggLRYLFRUVKBQK3NzcGlkLFQoFKDzYkmJkS4qRiIhY+va9E1++5BXfaBaUlnCDfym3drQA2Zw1aPlngQ/7x6uo/TwDeU0kPtt9KB1fSszfYzj9wmls1TY2btxIaWkpCxYswMvLi1WrVtGxY0fkcjne3t4MHDiQ48ePO0VOn38fN23axN69e5k7dy6PP/44R48e5eOPP240zqSX1PLWjnzH2OClNBPnXcUgnwoW+GxAF20mL8yVX0uy2Jp9gu0h95DdZRYd0jcyoJ+WEye2kn96Nx3veIwZ5heYq9jKk8pV6GR147ynrIa/q77iMb5Cp4Nj7hEsqR3CYFUa/RUp+BozOeU/meMBNzPqzKt41eZyz3cGlAoZo8MV9Alu+gdHTmXLrt1qM6w7ZWX9aSsPD1Dz0igNt3RT8thWE6tOWFs8V0Lij8RVsxZwfFZ8o7WAx4SOkdYCvsKsW7eO6upq7r777stS/1WRB1CuwKP/zXiPvMexq73yANac3k3JhldB2B15AAHKEz6h6uD6393yeLnQaDT07NnTSegXFRVx8uRJrFYrnTt3Zt68eURGRhIfH89XX33V5sCki0WhUODt7e2YO1gfCdwUNTU15OXlUVpainqgmuA7g6ncV0nOxznQwkclk8kIDQ2lc+fOTpbOkpISkpOTsdvtjRJZu7q6NqrDdZAr6Z3TeVD7IDVnq8lK2k2ILZtuukq6+Rh5NsqTarmMN04XkKb3Y4fFgx0DrVhLbZx+6TR2U51Vs1u3bjz55JOUlZWxZMkSOnbs6HTdmZmZZGRkXHBucN++fbnnnnvw8vLiu+++Y/369Y1WRYmMjCQiIgKoc9MrlUqUcgiJ6coIj1zGiT0Eqo3orUp+svdiu60vp9NysVWVsHvXTzwcpyRm1M28YZ1JnOw0/1J9Qpj83A+kowU2bltrJEMdQ9yM+eS6dmG0/BDPKL8iTFnKT2GLMCk9GH3mZcL+dZZSoyDGV07yw25NXpPRItiaXhf0sT3DRnJpyx6KEHcZb03QMqO7itUnLNyxzihFEEv8KbiiAhDqXhyxsbH07tsbf99z8+qKS4s5cuhIk1FsEpcfk8lETk4OK1asYPbs2U2mkGkPrgoBCGg69STojpcdf7eXAASwlOVR9esadD1GoQ2tS6NT8NXfqM0+foEz/1jIZDIiIyMJDw937DMajSQlJVFVVYVMJmPs2LHcfvvtWCwWvvjiC0c07O+Jq6urQwx6eXk165o2mUyU+Zchmyij5nQNWe9kYa9t+c2v1Wrp0qWL0xxhm81GZmYmZ8+edRJc9ZHM9amVbDYbQi4on16Oj9GHOzzvwMPDg4yMDA4dOkR5eTkar1pyx5cTU2nj9cJiOrmaOaZUM69DIB4lFgreTOdEfp1SDQkJ4W9/+xtKpZLXXnsNd3d3p36Vl5eTlJR0wWhttVrN9OnTmTx5MkVFRXzyySdO03FkMhl9+/Z1iP/a2lo0Gg12mYLczpOode/AyNzPGKlNZaB3BV3da7AIBUcMAaw/XERZZTXvTXTBLJSoZVYqhI4T9jBi5Zl4yIyUGuwEv1GNxQ5jOit47I7RvGy9nTzhy22KBB7SbOVo54WYzBbmPvos1dXV3NdHxUdTmhb6Hx8yE+UjZ3AnBWqFjJwqO2tPWfgw0cLJFvIDzuim5OsZLnxzwsLd35ou7cUpIXEVcMUFYEPqJy2bzWZHXi+JK8OyZcvIyclhwIABTJw48bK1c7UIQGQyQh5ajtK9bt5XewlA/eEfkLt64BozGGxWZEo1Vn0Jue/fA22MzP6j4OvrS48ePRxuT7vdTmpqqmOKgJeXF3fffTdDhw7lxIkTfPzxx23OHdhe1LtGo6Kiml0isTaolooRFVAK+s/1lGaXXjAbgb+/P126dHFK31RTU8OpU6carQwSFxfnCDLbv38/rkNc8Z3li/VDK6P7jKZfv364ubmRnp7OoUOHKPQopGJEBe4H3Ik+q6C/dwWeHat5K1rHUKORp86U83Oukq3pNnbnKbn3occIDg7mf//7H5WVlURGRjpc4rW1tZw4caJZl3BDQkJCmDdvHt27d2f37t18/vnnVFZWAnUiceDAgY45hgaDAVdXV+wyBTmdJ2N2CyYk7TtcavLxVBjpFebOzMBsYmTZyGXnXPFCwFrbUF6yzkGBnedVnzNFvoeFm428f7AuGOXrGS5M6+HCCts43rZOw46Mu5Tb8QmPoyA/n3/+85/svltF/5DGwj6nyk7Ym9XYBbiq6nICjo9SckdPFYFucn7JsvJBooXVJy2YmvD2zuyuZOUtLrx/0MLDm5tORyYh8UfhqhKAEtceV40ARIZL1IA6oQbYDFVU/PQJAJqQ7rj1GudU2i12TKMaAKqTnFe4MaTuw5i6D6VPR/wm/RV1UCTCbKJq/7foD23Ebqpusp4/OvWW/YY5NAsLCzl58qQjdVFsbCz33Xcf/v7+bNiwgW+//faicge2Fw2XaLPb7QghHNZBi4+F8lHlyMwyfHb4YC2zOtYsLi0tbeQWhToLX+fOnenUqZNTeqe8vDxSU1MdqbI6dOjgSEeVk5NDcnoyMa/GUH28GstGC7179yYmJobevXuj0+lIS0tjq3krFREV+Pzog7qkTmjbOhopGV5Jr2IbL5WUEu5qwmqXcULvRplPX0wdh/Hhhj3s2/crUVFRDnEqhHC4hFvD8OHDueuuu1AqlaxcuZIff/wRIQTe3t707dvXkfLKaDTWiUC5kuyIKeDmw7TCZdzomc5g73JUcsF+e1dOVmnpazlC74BzbRiFik+tE3jTNoOx8kSesCxj1LJisioFSjk82E/F9G4qZFp33hfT+NVrApj0zIhS0ll/hIcsHyCnsTXv+QQT//rZ7LTaDYBKDlO7Krm/r5qxkUrKjYIVx8x8mGhptGpIvXXxXz/X8n87JO+UxB8XSQBKXFGuHgHYNsKe3tTk/rOvTGrxPIWHf90SWNeNq0uEe+QH9Ae+w1ZTfjm6eUVpyiVsMBhISkpyWNBUKhVTp07l5ptvpqysjE8++YQjR45csf727t3bESBSW1tLamqqY6k6TaCG8hvKEQqB9w5vVBV1EalCCCorKx1isKlVSLp164an57mVRCwWC6mpqeTl5aFQKLj++utRKpVYrVZ27dqF9xhvgm4NIuXpFHp07IGfnx9yuZzAwECGDx+Oi86FD/UfUmmrpOLtCoK9gnFzc8MYbqRyaCWup12JPq6mv3clA7wr6e1ZhYvCjlHpyXFTED+kWjhQ5oaJcxbK1rqEoS7I5o477mDMmDGkp6fz0UcfkZGRQUREBJGRkY77Z7fb6BdgY3RAOcMDqvCWG0gzuLOjyIsdRT5kayLJCZ+AMFaxwet1emsLnNqxCTk77dexz96N6/R7ePzLE6SVNRZ2Su8OeI2Yg67LUDq6WJnnmcicirdomDm1wiSIfLsaI9oWPUydvWXM66vm3t7nrIIfHrKw+oQF4286/4nBat4Yp+WvP5r4714pe7TEHxNJAEpcUa41AViP3NWLgGGzUHUfg0yhpDopnqpf12KtvLS0Plcjfn5+9OjRw5EX0m63k5KSQk5OjqNMcHAw9957L9dddx379u3js88+a5Vbsr1RKBT07dvXIdZqamo4ePAgFoulbum2MD887/VE5iXDO8EbdXHjfI5ms9nJOlhv6QsJCSEqKsopP2ZFRQWnTp0iNDSUkJC6MPQTJ05QUFpAl9e6UHWoivJV5QwaNAiFQoEQgsOHDzN9+nRih8byhewL3KvdOfaPYwQHBRMYGIgh2kDVwCpsu2yoE9V1wScuanp66LkpRk0f91I8a/OwCTild+NAuRcHyj1Jq3HFLqCyspKysjKqq6vR6/UtiqXo6GjmzZtHaGgoP/74IytXrqRr16706ODGuIBiRvkW01FnoahWzfaSAL5wuY1Tqq50TFmL5rccsHqhITt8IlpPXz5yXcIoxVGnNmqFEhVWQEa+8CYtu5j3D9SyLcNGtVkQoJMxtJOCB/qp0YX14Dn7g5y2BjJQm8N/7P+ls7xOVN7znYEvT9gZOGgIBoOB06dPt/jOUslhShclD/Rztgq+s99CWpmdV8dqeGygmh7v1ZDahCiVkLjakQSgxBWlRQEok4HsN9eZECB+n0HW/5bncY3s3+71GtIPULzmH3Tr1s3xsrfIVJxVhWLtfD1yF3dqTu2iat8aLCV/HDHcGrRaLbGxsU5WsIKCAk6dOuW0ms2QIUOYM2cOGo2GVatWsWXLlt89j6RKpSIuLs6xTnZlZSWHDh1y9FOulRP6aCi6KB3W76x4l3o7lnI8HyEEVVVVjmXqTCYT0dHRTmsN2+12CgsLHfvKy8tJTEzE70Y/AmYEkPpUKiEedeKxvj+HDx9m6NChhI4M5XDEYUbKR2L4yUBqaioajYbqntVU966m6OsiirYWoVKpHBHIgwcP5vabrsc1bw+ueXvo7VGBTmmn3KzkQIUnB8u9OFjhgd5aJ1StVqtDDNZvNTU1js9FLpczYcIEbr/lZoIrE/HK3Eg/72pqrHJ2lfqy8qQgRxGKXKHEptCQE3MLNpUrHZPXoK6ts3wnnU7FPnAOusg4nlF9xTzFZhoufGQVMuJt/UAGI+VH0cqaX/bTLmR84PoAH9YMo9ps53HlakIy1nPz19VO3z273c6ZM2c4c+bMBZ+xhlZBHxcZ7x4w8+ovtey5z42kQhtTVp4TyUr5uRVKWlpjW0LiSnNVCUApCOTaw1kAZlH/OCp03qiDY1C4+yKTybFbarEUZ2IuPgM2a50wvCyCUIZMqSLwtn+jCenabrXW5iVT+PVihNWCj4833bp1c0rLUW0ykykLRtlzPEqPAAwpe6nctxpzfkq79eFKU59HMzQ01LGvpqaGpKQkp3WyXV1dufXWWxk3bhxZWVl89NFHlyV3YEtotVri4uIc8+RKS0s5cuTIuWUZVTI63t8Rj34e5H2ah3G/0ZFf0MfHp9ml48xmM2VlZRiNRgICAhwiE+oESf1cwT179mCym4h5PYbKfZUUfFnAwIEDHULz9OnTVFVVERcXhzHOiL6bnpliJp1VnUlKSuLkqZMUdSvC0N1A3kd5lO12tqZ2797dkSbm8+Uf0cunlglRCgb66onUGbEJSNbrOFBRZx1MrdZhb+BQFUJQU1ODXl9FmLqS6eHVzOgi8NJAkWsMvxg6syrJREmVwRHgUY9V6UJ21DSscg1h6etQ11YihODggQOo+k1DN2AmM+Q7+Zfqk0ZCb5+9K0+b7ydWnsFi5VeEyJu2EgvgV/87eL92HLuKlJgLM7Du+YzYTj6NltSstwa2xuKsVcJjg9QsHqbBZof1yRbm9lYzbkUNO8/auC5AznWBClxVdeIvTy/Yn2sjv1o47p6kByWuFq64AKyfLN6vd298GqQoKCsuJvGIlAbmz05DAZhXbcc9bgquMUNQuHo2WV7YbZgL0tAf2ULNyZ/Abm3/aFqZHJlCif/0Z3GJaDkBdmswZh6meN1LCJvVIVrlcjkRERGEhYU5BQjkFxaTowhCF3czKt9OGM8cpXLPSmqz228VnCuNv78/3bt3d7hCbTYbKSkpjSKBIyMjmTdvHuHh4Wzfvp2vv/76d8sdCHXz3OLi4hz9LCwsdF6NSAbBs4PxvcGXwrWFFG+sy10nk8nw8vJyCMLmoouhbp6cSqVqtHZ4dnY2ycnJ+E/2x3+KPylPpqBDR//+dZZpq9XKnj17CAwMJKZrDOU3lGP1tBL1SxSTRk9CrVZz4uQJElQJVIdVk70km8pDlU5tdOzYkb/97W/I5XJefvllsrKyiIiIoH/XjvT3rmKAdwV9vapwU9qosChJrPDkQLkniRWe2ASM9i/lxoASIt0MlJpV/Fjox8YcT8zunRg3bhzu7u4cOXKEo0eP1qW4abCmuVXpSmbEFIRCTXj6t6gtemw2G4kH9iMP74/vTX8hVn6WD9T/JUDm3O8KoeNpy3y22gdwj+IHFiu/Qi1rnKRRAN95zidF14+lh6uxuwfiXXAQ34L9yIWtkTAtKCggJSWlVXMgA3QyXhypYV5fFTZRNwQp5KCUN16vHaC4xs66U1be+tXMqRI7cplkGZS48lzxRNDTpk5FpVKh//FH9Ft/xFZVhcLDA/fx43AfNw6LxcK366VE0H9W6gXgU69+gGnYgka/zs9HWM0YMw9hOnMEU+4pLCVZYGveHXTRyGQgBO59J+E1Yi5ytfbC55yH3WykfOenVB/63lHf+eh0Orp27eqUQNlqtZKWnk6Zayieg2ehDozEdPYYFbu/pDbnxCVd1tVCUy7h/Px8Tp8+7eQSlslkjB8/nltvvRWz2cyKFSvYvXv379ZPT09P+vbt64gGrhdmDfGf4k/g9EBK40vJ/zK/0Yiq0WgcYtDX17dZ62BDhBCkpqaSW5JLzOsxlO8qp2BlgZMLs16QXnfddfiG+VJ6UymUQsYrGUyeNJmbbroJgeDzis8pcCkg8/VMak47C2hvb2+efvppAgMD+e9//0tSUhLe3t707NkTjUaDHEE3dz0xsrMMDTTSK+C32RjUbQfKPdlYEMjBck8nC6FCoaB379706tWL6upq9uzZQ3p6OmVlZQ5Xt1WlIyN8KkImIzz9WzQ2A1arlSOHD2FwDSL81v/DWyP4SP0GPeVnzrs/8JVtNC9a7yZUVsQ7qnfoKs92KlNVK/j4sBXtwDkoO8Xx4tr9yHvehKq2gqCs7bjU5HM+VquVtLQ0p/mp56P4Tbz9ZaCaf4zUkFRkZVioirQyG7evNXIwr2nPxIgwBQlzXInPsDFvo5GcKiGJQIkryhUTgBEREcyaOZPqn3+m4P+exVbSeCk4hZ8fQf98Cbfrr2fV6tWSCGwnnnnmGWbPnu1IPXElqReAi99diaHv7BbLmosyKfjyKYT5d5weIJOhcPPFY+AM3HqORq7RXfAUu6ma6uM7qNq/Dlt1aasslMHBwURHRzstGVZZWcnp06exBnbHa9gdvwnBo1Ts/upPIQSbcwkfO3askaXP29ubu+++myFDhnD8+HE+/vhj8vLyfpd++vr60qtXL4eVLj09vdFY5D3Cmw5zOlB1oIqcZTkIa9OfuUwmw9PT0yEGPTw8Wmy7traW/M75qIeoSX4yGblJzuDBgx3PyeHDh6moqGDgwIEoIhSU31CObY+NUx+dIiAggHvuuYduPbux2raaHFsOZ189S0VyhVMbWq2Wxx57jNjYWD788EN27tyJWq2mR48e+Pr6EqipZXxAMWP8igh2tZJbZUdvFkT5yJEBewuU/Fzqx8GaYKpszkExnp6eDBs2jA4dOpCRkcHevXud3hNmlRtZUdOx26x0SlmDC2bHEoO5pXqCb/k/VH6h/Fu+lFnaXxvdnxR7CH+xPEKGCOLvyq+YYt3KiqNmfkizMiFKxexeGny1gmJ5AMn/z955x7dR32/8fXfay3tvxzOOnWVnEwKBAGHvMksZbSmdQBfw66TQAgVaVimjFMoKe4UZCCHT2XHiEe+9bcna43S/PxQrVuwsAm0pfl4vvyRLp7vvnU53z/cznkc3i+ue3IFt7nfRJOcR3beTuK71iEF/RPod9v/2DtR7lARIMQs8d56e47JCRF747QgrL9Vz8hQVKlHgX7t83LLKS/tI5DlwfJbE6qtC1w+nT+EXH3l4cPOXMHmdxCSOEP8RAqjVarnh+uvxbtpE5w3fB/kQHkuSRNpDD6KdO5eHHnnkC00H2+12PvnkE+rq6hgZGcFkMpGSksKCBQvCBdf/i7Db7ej1elQqFcPDw9x99918//vfJzU19ZjW+9prr9HY2MjIyAgajYasrCxOOeUUEhMTJ1xeUGnQa1RHTAA9HXvoffbnQEibT59XgSY5H0lvxj/YydAHDxH0flkpQgEkFYaCBWhTCtCk5KGKSkKQ1Ciyn4CtF193A97uvbj2rg/VKR7lT0utVpOXlxeO8EAoEtTe3k5jYyOa3AqiF16KJik3lBpe+yzezuoveD///UhMTGTq1KnhyJgsy9TV1U1I8MrKyrjmmmuIj4/njTfe4LXXXgt32X6ZSE5OZtq0aeH/a2trx0WJLLMtpH83HddeV8g1xHP4GlWNRhMRHRzbITyKoCZI/7n9sB0GXx9EkiQKCwuBUP3axo0bMRpD6WFXmQvHdAfWJ6x0rO0gKiqKBQsWUDqrlO0F27EqVpI+TmLVS6si6qxFUeTaa69l6dKlrFixgrdff4Vzi1XcMD+KBSl+3LLI6oE43my38OK6Rmy2EZItar41P5FzC2BWTIgo7bBZWN0fw9sN0DnsQafTERUVRUlJCfPmzUOlUrFlyxaqq6vDKWG/xkJH4YUIsp+0updQy6FxjYyMsHN3NeYTv4uxZAnp9S9yvnMFFakSOdEiWhV4A1BnlfiLcBk7E5bjbdhE/8q/oJdkysqmYzbqKJQ6OSGulzPyRERkPmoMsGJkGmvzf0xADpLYugqjvW0cCRz725NlGUmAgjiRT75pIMm0fznhtyNkRgm0/tjMkDuIWSMgidDvVOh37b8GGNUCOTGRqf4HK3384N1JQelJ/GfwHyGA5eXlLD3hBBqWnDBh5O9AqBISmPLJx6z65BO2bNlyLMMNY3h4mEcffRSdTsfSpUtJSUlBlmXq6+uprKzkxhtv/EK289+OL5IAVlZWkpCQQHR0NC6Xi1WrVtHd3c1Pf/rTcTVOKnM8os6Eytl3FASwBvvWN4laeAma+Mxx78vOYbqe/D5Bl22CT39BEMR9Eb2JfjbCvlTvsTWnREdHU1RUFNFZ6vF42Lt3L319/egL5oWIYGIO7pbt2NY+h7ez5pi2+Z+GXq+ntLQ0IiLW3d1NTU3NuA5NtVrNOeecw9lnn83g4CBPPvkkO3fuPHCVXzgyMjLCxEtRFKqqqujr64tYxlBoIOtHWfj6fLTc24I8cuRez4IgYLFYmDlz5rg0sX2GHVehi4TXEhB9YthzF6ClpYWGhgbS0tIoKi5i+IRh/HF+mn/bjKPbEY5g6mJ0DC8bRtAKXBC4gFWvreL999+PELG+8ZKlfHeuidTBtRhFP2taA7xQp6ZBU4KiDnkXB4NBrFYrFoslPIYolZ8FsUPMM3czN9GLAqxqkllR7ef12gDmxExKSkqoqKiguLiYvr4+1q9fz8C+679PG01HwQVIsof0upeR5P2kyOV202YsRJp5Hs7dqxh496/jPLRFAfRT5hBz2o9Q5ABDK+9jZqoh7Le8e/du0uPNPHD9ScR1fEC+ph+7D971lPG67gyq+4LEdqxDkr34fL6ISLzL5WLL5k2kGoNsvMYYQf4gRAABWn9sIjMq8r0jwZ/Xe7n5w8k690n8+/GlEcCJZrKjuOaqqxArK+m68aYj3k7qffcSrKjgiaeeOugyRxMJeOqpp+jp6eHGG2+M+LFDyL90tEPTarXy1ltv0djYGE5ZnXnmmeHC7o8++oiamhrmz5/PqlWhWfWMGTM466yzWLt2LWvXrkVRFBYsWMAJJ5wQ3sYtt9zC2WefTW1tLU1NTURHR3P++edjNBp59dVX6ejoIDk5mYsuuigsTPvyyy/jdru54oorwut5++236e7u5rrrrgNCFm7JycnhmbYkScyZM4eTTjopYtujKeBbbrklYt9zcnI46aSTeOKJJ/j5z38eUcC+cuVKOjo6+Pa3v31Ex7i7u5sHHniAm266KbwPICBqDahiUkH2HxUBPBJ4u+roeebIz6v/VgiCQGZmJrm5uRFetQMDA9TV1eF2ezAUzA+R4cQc3M3bsK17Dm9n7X9w1McGURTJz88nIyMj/JrD4aCqqmrC5o+UlBSuueYaSktL2bhxI0899RTDw1+uoPaUKVPIyckBQkRox44d47pHtelasm/OJugN0nJPC/7+o4tQ5ubmkpubC4Si9UajEUWv0H9uP8ZqI+ZdkU0liqIwPDxMb28vcXFxxGfEM7B8AEZg9692E/QHSUlJoaSkBFkvM3zqMBpJw3Xm63ANuHhrxdMU+Xdx9QwNM1MkBrwqepOX8l5vPLfe+yRerxeNRkNpaWlEreoogsEgnZ2dtLS04PV6STAInFes4qISNcdnSQQV+KhJZsNIElX+LPSxKcyfP5+EhAQ2bdpEdXU1wWAQjyaazsILUQecpO19BUmOJEUjMYX0Zi9DO9yEfvtzKH5veGLZ29vL0NAQAbWJuNNvRJdVin/nSqbKTQgE8fl8rF+/nvnz5/P973+fD178OykDn3FlmZr8OImuYAxv+Oexpl1goHcAt9uNRqNBkiSam5tpbmpk4zXGCe3lRgngO5fqWZ5/8PvewaAoCmc85+L9RnmcQ8kkJvFl4vDVyJ8DarWam2+++ZDLdLz/wVGt0/7+B6Sfdtoh13vPPfccEQl0uUJ6WSeffPI48geEyZ+iKPzrX/9CrVZz3XXXEQwGeeONN3jhhRfChAtCEhF79+7lqquuYmhoiOeee47h4WHi4+O57rrraGtr45VXXmHKlCkR9U6ffPIJy5cv5/TTT+e9997jxRdfJCYmhuOPP57o6GheeeUV3nrrLa666qqjOFKwbds2Fi1axPXXXx/edlZWFvn5+eOW/d73vsfDDz/M1VdfTVJSEpIkYTAYiI2NZfv27SxevBgIpeW2b9/OqaeeekRj8Pl8bNu2jZiYmIhCfwQBVVTisc88DgJtaiG67Bl4WnZ8CWv/90FRFFpbW+nt7aWwsJCEfR3y8fHxxMTE0NzcTGv9Blx7N2AoXEDUwktIvvwe3M3bsK59Dl/XV48IBoNB6urqsFqtFBcXo1KpMJlMzJkzh9raWrq7I4v2u/f5vi5cuJArr7yS++67jxdffJH333//S9MObGxsRKPRkJaWhiiKlJWVsW3btgj3D2+Hl6bbm8i+OZvc23Jp/XMrnrYjT/N1dXWRk5ODIAhIksS6desoKCjAUG/AVeTCWGNE8AnhhilBEIiNjSU2NhaAoDtI9GfRDC0boujaIqofqaa7uxu1Wk1BQQHRH0YzdMoQj/fcx702LTec3AqKkVVtKs54zsp7DQGKplbz05/+lFtvTeHee+8lISFhwnrFQCDA7t27w5E8gH6XwqNb/Ty61U+ScT8Z/M2sAWRliG3WRtZsrGGDsYy5S04hLy+Pzz77jMHBQeKrnqNn6sXUp51K2t5XMOtCtyhFUbAM1yEF3HRPOQNh3rdJbXgjHCmMjw95ePv9fkbqX8XmbIeyU2m2d5Pe9hEabOTn5/PZZ5+RlpbG2Rdey913D3P7g9uYmybxzXKRS0o/4fo8D3syU/i4y8hHHUGaex00NzXy84WaCcnfWOzpkz8XARQEgcfO0lP0oAP7pKnIJP6NOPp49RcE+QC7pMMheJTLHwqDg4MoihK+qR4MDQ0N9PT0cPHFF5OWlkZGRgYXXnghzc3NEfU/iqJw/vnnk5SURHFxMbm5uQwMDHD66aeTkJDA7NmziY+PH1c4Pnv2bMrKyoiPj2fx4sUMDw+HfT8TExNZsGDBEftzjkVycjJLly4lPj6eWbNmkZaWRmNj44TLjuqQGQwGzGZzOGVSXl7O1q1bw8vV1dXh9/spLS095LY3btzIb37zG37zm9+wd+9err766oh0lsoUiyB+KfOOMHRZ07/U9f874fF42LlzJzt37sTjCd3sJEkiLy+PuXPnEh0dhatuHd1P/oD+1+9EMsWRcsU9JF74WzSphf/h0X8+9Pb2smnTpnABviRJlJSUMHXq1HGlBADr1q3jJz/5CWvWrOHKK6/kjjvuCNuRfRmora0Np35VKhUzZswI/25G4R/w0/SHJvyDfnJ+mYOx6PDNQ6PweDzhqKLBEEpjVlVV0fxiM4qo4Cp0hcmfMkGDkSiKaAY0mLebEeeKzL54Nunp6fT39+Prb+RbMT38rbsPMRruT7Bzz24zjxp+hPXUh8he9h2iY+PYs2cPf/zjH8nIyOAPf/gDhYWF4Uh0MBgMd2qrVCrKysoiJrZj0etUeGSLnxP+6SLtXge/XB1EL8nclNfEPclvkL7mJnJsG7ngjGXMnDmTaMFFwp4XEcwJtGafTnd/6DiM7q+zcQuatY/g1VhoL7wQvzoyGqpWq4mLjSHX00Bm3UuIOjNtUy9lJLaQtLQ0CgoK+OCDD9i6dSs//OEPyczMZFOnzPfesJJ0Zx9Xbi6gQ0jmO1nNvLKwmnvLO7miTM3/LdYe9ntzHkMpaqpZ5LbFWg6tgTCJSXyx+FLuxH6/n3vuuWfC9/R6PTfccAPSYbrfDoS4b/kHH3wwfCOcaLtHg8NJjvT39xMVFRVhaJ+UlIROp6Ovr4/09HQg1KGo1e6/QJhMJkRRjLhZmUymCLFbIGw8P/r+RK8FAgE8Hk9YkPZIMHYdAGaz+aj102bNmsWHH35IW1sbmZmZbN26ldLS0gkjpmMxY8YM8vLysNvtfPbZZzz//PN85zvfCZUECAKi4ei+98+Dr3Ia9GDo7+9naGiI3NxcMjMzEQQBk8lEeXk5XV1d1NfX46pbh6tuPYaihUQtvISUK/6Mu2lLKCL4FROUdrvdbN68mYKCgvDvLDU1FYvFwq5du8bVG7tcLp588kk+/fRTrrvuOm6//XY++ugjnn/++S/coUhRFHbv3s3MmTOJiYlBo9Ewc+ZMtmzZEtGkJttlWu5qIfP7mWTdlEXHox2MbDmyiWxnZ2e4bCI1NZXh4WH6W/pRf6pGma+gq9ahCqoirmGyLONwOLBYLAiCgKHGgC/Bh+9EH5cb4rnAAjOjBnHLIp/2xpHfYWDbfJGt2UGab/0dJyw+gYsvvph58+aFZVtWrlzJ8uXLOfPMM3nrrbfYu3cvLS0tCILAtGnTiImJQRRFCgoKiImJYc+ePRE1hWPR41D482d2XmiysGj6DI6LG2Jx3CCLfW/i3/s28xOnsWdZIc9UDrBr17MMT7+cgakX4tvxLFlpoWtaYmIibW2tdDz1E5Iu+h2NuecQv/tF4tXjQ2c6Vy8Z1c/Rn3kCvTmn4bJkkS5+QmZmJrt37yY7O5vbbruNBx98kO7ubhwOB8+s3MKLn8VQdt73OCXNwbkJ7/LUORPvz4F4qTqAV/bwhxO1FD3oQEFgQYbEVdPVnJBz+Fvt1TPV3PaxF/+kq9wk/k340iKAfr9/wr+RkRGG+vsxn7LsqNZnPmUZQ/392O32g677SBEXF4cgCOMKuA/ERLPrUYy98I6t0Rp978BIhSAI49Y39nOj6xv7uQNn+RMRVnmCDuoDxzN2HUcKk8lEUVERW7duxeFwUFdXR3l5+WE/p9PpiI+PJycnh0svvZT+/n6qq6tD5E9nQhAOnUY5Vvj6mnA3bv5St/GfwtgmJZttf6NLamoqCxYs2NfEo+CqXRuKCL7xJyRLIilX3kviBb9Bk1Lwnxv850AwGKS2tpaqqqowqRhNCR84yRlFY2Mjt9xyC08//TSLFi3ivvvuY9GiRV/K2Hbs2BGOUur1+gmbN4KeIK33tTKyZYSM72UQe0LsEa2/v78/LEicmJgYXm//O/0oGoW9+r3j6h1Hf/effvopu3btIl0a4qYuGymCn+Z5TgQxyJ8bcvjG5pnc15hDV1s0MWtiMBQbyLk+h3Xr1/HAAw+we/duFi1axCWXXEJiYiJvvPEGiqJw6qmnYrPZ8Pl8eL1etm3bFpHVSEhIYO7cuYeVtuns7GRP2xCvdydz4+4SzvxkCj/70E1/ay3LHC/xVMln/Gt+M9/o+DMxyWnYyr5BfVNL+POZmZkUpcXS8+zPkJ02BmZcSe2gPyLtHwgE6OzspK+zFdPuV0hseg9HdB5txZfhMSQRCAT48MMPUavVXHvttcyaNYuFCxeyZMkSSgtysW98madX7eVsxy2c7vk9NcGMw6o5VfcHeWSzD78My/PVNAwFeXqnnxOfdnHuiy5snkOvIN4gcuFUFar/WF5uEl83/EdOta07dmBetgxpX93G4aBKSMB88sls3bHjC9m+wWAgPz+fjRs3Tqj6PiqPkJiYiM1mw2q1ht/r7e3F4/EcNn38ZcBoNI7TpTqwLupoMXrTmIgglpeXs2vXLiorK4mNjSUrK+tzbSMQCLl1iBrD4Rc+BigBP4PvPhDuwhWOQLPvqwi73c7mzZupqakJT3zUajVTp07d72GrBHHVfkb3k9+n/827UEUnkXLlvSRc8Gs0yeNrQf+b0dvbS2VlZTiCrlKpmDZtGsXFxROmhIPBIO+++y433ngjNTU1/OAHP+C2226L8N/9IjBaFzsaYTSZTMyYMWPcmBRZoePvHQx+NEjqN1NJPGdiWaSIzygKPT09QOg3Okp4/UN+rGutWE60sK1qG3v27Im4hqXFGrnz3FzeP8/NU/MaOTl6iFP3KFSrtHxbncJ7PXF4gvsnYdpuLdHrojHMMlD24zKSkpPYunUrK1asoKOjg8WLF7Nw4UKefvppfD4fv/3tb8NNOqN6fdu3bw+PQa/XU15eHtHIMxFqamrCWQmPJo73rDnMfHCAsqdUvBeYR4pFxV0lteww/ZCnpnzEKSeU09JQF75OJScnU5afRf+Lt+LvbUI44Yfs6A+GvwuVSkVaWhper5dNmzZR9/7TZFT/C1H20F54EV1RJVhtNj744APi4uI47rjjwp+LiYkhIyMDsaea4Is3MF1q5jTfn7jGfzMjin7cvmRYBL4xTcVjZ+p4+1IDPhluOU7DrcdpiNOHJu2v1wY4+wUX/sN0eZyQoyIwGQGcxL8J/xECWFVVhd/vJ/n238ME0aoISBJJv/89fr8/0obpGHHWWWehKAoPP/xwuIh5VJrgb3/7GwB5eXkkJyezYsUKOjs7aW9v5+WXXyYnJyeclvp3Ijc3l87OTrZt28bAwAAfffQRvb29x7ROo9GIWq1m79692O32iPR6fn4+Op2OTz75hNmzZx9yPUNDQ6xevZrOzk6sVittbW08//zzqFSqsHSGoD58Hc2xYOjDR/D1hDxjjdOWosuYBodJ83+V0dnZyYYNGyImAdHR0cydO5e8vLwQEVGCuGrW0PXEDfS/eRfq6GRSvnkfCef/Ck3yV0fr0uVyUVlZGWEXl5aWRkVFxbj6u1EMDw9z//33c8cdd5CQkMDdd9/NBRdcMGGE/PPC5/Oxffv2cOo3Ojqa0tLS8dF6BXqe66HnpR4Sz0kk9ZupHK7g68B9HUX/O/1IJonY42Pp7u5m44YN5Eud/LKggRfnbOcnxT04VTF899No8h/28+bOFMxbLHinemnSNLFz5046OzvDY9a16bBssuAucuMoC5Fsh8PBa6+9xl//+le8Xi8/+tGPGBwcxOl08utf/zqixnJwcJBNmzaFJ8qiKFJYWEhZWdlBXU9kWWbXrl3hDEZ6ejpJSUlUtQ5xxUMb+HFVCS+m3MbuhLPJU9p4NH0lu65w8KOUrcyNGkREIS4ujpnTihh6/XbcjZsxnfoTdrstEZmd7OxsZs+ejdfrpbdhNxl1K4jp244z72RqEk/kjfc+4umnnyY/P5/8/PwIbUS7zcrceC93qJ/kWfUfqArmsNR7D+vl4oh9af2xiefPN3DtLA2LMlWYtQKJRpHbT9Sx53tGZiaHbrOftso8suXQXR6zU77cDMkkJjEW/xEC6PV6ee2NNzAddxxpDz2I6iDRNFVCAmkPPYjpuEW89sYbX6gIdGxsLDfccAO5ubmsXLmSv/zlLzz55JM0NjZy9tlnA6GU6+WXX45er+exxx7jySefJCYmhm984xtf2DiOBgUFBZxwwgm89957PPzww3i9XmbOPDavWkmSOOOMM6isrOSPf/wjzzzzTPg9URSZNWsWiqIcdjsqlYqWlhaeeuop/vznP/P888+j0Wj47ne/G65vFFSHrh88Ftg2rMCxK9RZrknOI/bk69Ek5oR0+/6H4fP52LNnD1u3bg1HVERRJDs7m/nz54e7IyOJ4N2oY1JI+eb9JJz3f2iSvryGiS8SwWCQmpoa9uzZEyYOZrOZOXPmkJSUdNDP7dy5k5tvvpm33nqL8847jzvvvDMs5fJFwO12s3379nCaetTreCIMvDNAx+MdxCyOIeOGDAT1wVmg0+kMp/rNZnNYksnf78e6wUrS6fHceqKWuu9peXheJ1P0Dp5qS+eSzTP4TW0BjaoCSqfPoKurC329Hl2zDvP5ZogJRe/GSnUZGgyYtplwljlxFjnDncV6vZ7Vq1ezcuVK0tPTw3qp//d//0dx8X4i5PV62bp1Ky0tLeHXEhMTmTNnzkG9kJ1OJ7W1++t1i4uLMRgMDA8P8+GHH/LU6x/zznAu22fcyV+0P+Th4PlkpcRy+7RGni3fztVZ7RQnaSmfOR3HB3/FseM9YpZ9n1ZjMXV1deGU8OikaHh4GK/bRXznWlL3voouJZ/oC+/g4621vPTSSyxZsgS/38/q1av3lb7YKUsKXT8WSntYqf0lBWInl/tv5a+Bc5GV/V3YB0OSSeTliwxo9vG6ByoPXapUkvi/fb2axH8X/nu8gD/8EPv7HxAcGUEc9QI++eRJL+D/MF599VUcDgdXXnnlsa1IENAmRUaclC9IB9DdsoORza+jeJ0IOjPxp/8YSW/BtukVrJ/+85iFmb8qEEWRrKwscnJyItKQfX191NXVRU6gBBFj8WKiFnwDdVw6rvqN2NY9j6934m7x/zYYjUZKS0sjxLI7OjrYu3fvISVgsrOzuf7668nIyOCNN97glVdeOWjTwtEiJiaGGTNmhCOMra2t1NfXT7iseYaZjO9l4G5y0/rXVoKuicecmpoaJpPt7e00N9RxTpGKsxYauWt+Ojf1DeFbO8yT2/1UWfXMmTMHURRRFCWCmLjdbrRmLYOnDSIEBeLei0OQQ+/LsoyiKKhUKuwz7DinOdGv1hPVERUxFlEUKSkpYebMmajVahRF4aGHHmLdunURy8XHx1NSUhImmMFgkPr6etrbI716RzF16tSwCL3D4aCyspJgMEhaWhrFxcVkZGSEUrSiite7jIxsfZVv+N/g0mkqzOogO2xm3myP5q8ftRAoOZPo4y5nZOvbyJufp3TatLCsF4R+C6PORA5FS2vmqaiikxl4+16+vXwOs2fP5te//jXNzc1IAty5VMtPF+7PXMiKwAPyufwlcB6LxN3cp36YeGF8Y48COKVYTHKoi/mM51y8Ux86zzpvNJFqPjjR094+gu/I9cMnMYnPjf8oAYSQLVxpaSmzZ8wgdkwkcKi/n607dlBVVfWFRv4mcWTweDx0dHTwzDPPcPnll0+oIXhU+JII4IE3ugPfU7xOgl4XQZ+L4L7n4de8ToIeJ0H3CLLLiuwaIeiyIrts/16/4S8YBoOBwsLCMeLboTrMpqYm2tvbI+s9BRHj1ONDRDA2DdfeDVjXPYe/779/wiWKIkVFRREONna7nV27dkWk8g6EJEmcc845nHfeeXR3d/PII48cVCbpaJGQkEBZWVn4nKyvr6e1tXXCZfV5erJ+nIV/0E/LPS3I9okbuhYvXky+2cuyhF6WxPYRZxBY2xbg1qR4+hJ01P2sHmVfbVleXh7Z2dkA4xwtFEUhEB1g8LRB9C16jGuNtLe309bWhk6nY/bs2UgqiZG5I7imuOh9rBdDp4G4uLhwty+Ertnl5eXhCOCOHTt44403GBwcZHBwEFmWw9f1sQoKvb29VFdXj2tcE0WROXPmhMl8V1dXqHGMUJBgypQpaLVa5s+fT35+PruGJZ56ZSXODc/xo5NzOCdrhBlRdux+ief3yPxzuIyOuT/FtXc91vf+wtTCggg7Sr/fHyanrZ09DBecjrHoOOwbXuDGZcXExsZw6623YrcN84cTtfxs4fjSlbXyNG70X0+R0Mbt6ifJFPsj3veIRramXE7JwNtEezv52Yce7l4fSv9WXjuxoPQoYv44gnXyljeJfwP+4wRwLPR6PRqNBp/Pd8gL+CS+fDz22GN0dHQwZ84cTj/99C9knZqkKQhjUrLHSgD9w930v34ngeEuVLFpJJx7G+qo/ZMIZ+06An2NRCck4Vck/IIaRaVF1BoRtQYErRFRa0TSj09RKQEfssuG7LIRPOAx/NxtI+i0IrtH/isJY1JSEgUFBRESRXa7nZqamgjhYmAfEVyyjwimfqWIYEpKCkVFReHIWyAQoLq6+rBd/hkZGVx//fXk5OTw9ttvs2LFii/EV3hs1A6gurp6Ql9jCLmG5Pw0h4AjQMtdLQRs+6ORRjVcVqbmhwstlMT4GfKpea5a4cG1VuoGg2hTteTfkU/nk50Mrwl1BIuiyPz588NRL7vdjslkiowG5rqxLbDhftVN45v7iW9MTAwzZ85EkASsi6x4Uj00/bEJd6MbURSJiYkhPj6euLg4DAYD0dHRnHbaaZhMJmw2G5988gm9vb3YbLYwGUxOTo5oHnO5XFRVVY1rZjMYDMyZMydcM7hnz55wbWthYWG4qSQrK4sFxx2PotLy1Bur2PT6P5gxYwbFSVpOTezn5MQB4rV+tg/peNlwESvaYmh85R4ykhP218Wyf+KoKAqVlZUIJacSvfgKAi3b+OniJNwjw/zhd7/h+plw97KJJbiCioAoKLgULf1KFBlCH+K+wxwQNHyc8wv8opaTm/7Are8Ncc+GwxNARVH4rE1m+bOuY9IVnMQkjgT/VQRwEv/bUMelI6r3p2OOhQAGRvoRVBokQxS+vmZEfRQqc6TERs9zv8Ds7mHGjBn7PxcI4HA4sNvt+x+dLtCZkPRRSIYoRGM0kt6y73Hfa4YoJIMF0RA9IWEM+r0E3bYxUcRQVPFA8jj6qPj/PQbwKpWKKVOmkJ6eHiEr1NnZSUNDw/j0pyBiLNlHBGNScdWtx7ruefz9/91E0Gg0UlZWFhY2h1DKdO/evYeUQBJFkTPPPJMLL7yQ/v5+HnnkEfbuPXbNxOzsbPLyQhFvRVHYuXNnhFvGWGhSNOT8LIegJ0jzXc1kC0G+V6HmWzM0mDXwQbPABl8+lcNRDAzZIgTaM76fgT5Tz95f7IV9WeQDCegoxkbLbfNsuLPd9N7bS3/1/ujVaAQTCYZOGsJr8NLw2wZ8/ZHNC3q9PkwGL7nkknDUsaGhgc2bN4c7tr1eL06nM8I3eNTxZWyTC4QmLKNC87IsU1lZGa5rnTZtWrgTWqVSUb70TEoz41m7rZqnHr6XvLw84uLiEFGoiB7mOGMzSzNlAoKat5xTefjtXWzrVigtLY1ICQOMjIywefNmdLkVxJ95M6LHyo9n62nds5WW9x/ktYsOrl4QUAQeCJzHX+VzWSzu4j71I8QKIXLrUMfzUc6txLqbueuuP/HO3hCj6/iJiTTLxCng7d0BpsRK7OqVOe1ZF45JZ5BJfImYJICT+LdBZUlAMkSH//+8BNDTUUPfiv9DkQMYChcSu+x6JJ0pYhlFUWi//yJy0lPCvqoHg6IoOJ3OMCEcJYcTSQQBIEohgmgYSw7HPo9GNFiQ9PvI5AFjAwj6PQTDJHFkX2TROuY1G7J7BNlpJei2ofiPLSdksVgoLi6OKMj3er3U19eH5UYiIIgYS07YRwRTcNatw7buefz9Lcc0ji8TkiRRVFQUIfcyMjJCVVXVYTMKaWlpfPe73yUvL493332XF1988ZhLTwoKCsIOGaOSMWMlpcZCm6ih6NYcotTw3GAf2hE/j23z87ctPtpsCvPnzw+T23Xr1oX3R5epI+93eXT8vQPvdi85OTkkJydH1IDKskxrayuDg4MUFBQQFRWFIikMnjqIIioM/mWQjqb9zkajtXdBbZDBUwbxeX3s/c1eZOfEhWmiKHLVVVdxyimn4PP5EEWRqqoqdu7cGRFRPbBco6enh5qamoiUcFFRUVhhwel0UllZiSzLCILAjBkzwmUNbo+H2Dlnc/7sTFwOG488+ACKokToQ1o76liW6ePaChM5qn72Dgv8Y7uXSu8UREukJFBDQwMtLS1YktI448KLWGJu5yxjDUn+iesWD8QauZQf+29Ag58HNQ9QLoYmET3GqazJ/BGvv/Yaz7+4gtwYgcYfTtwUA3DvBi8vVQd47zIDu/tCJHDSHm4SXxaOmQBmZmbyl7/8hfb29nFOF5OYxH4IiBod6tj98jmK7EfjHiAjI4NfPPgCnvIrDrsWX28Tvc//kqDXiaDWkXjR79ClTxDtkAPYt7+Dp+ZTTP5hTCZTuJPywAjAweD1eiMihXa7/fNNckRVKHqoHxNFPIA8RpDIiQijzxOKMDr3pZ5dNmT7IIGRPgIj/cgj/QRG+g8ZWRQEgfT0dKZMmRIhzzE0NERtbe3E+yZK+4lgdDLO2rUhIjgwcV3bfwNSU1MjrMuONCUsCAKnn346F198MUNDQ/ztb3+jpqbmmMZSUlISJqR+vz8srD6KGB1cPVPD9yo06OPVXJ6QyHAA6u9oxtG9/86fmZlJQUFIyLu5uTmiZjHnxhwMaQYSVyYijRFaH0u4Nm/eHO4oTktLo7CwkGBUkMHlg2g7tShvK9TW1IYjbqMRzIApwOCpg3i7vNTfWY/iP/jt4pxzzuGSSy6hoaGBzMxM/H4/W7Zsob6+/qBR2EAgQHNzM11dXfj9fkRRpKKiIjxR6enpYffu3UCI4M+aNSvsLe5webAVn8VlczLJjxZ4//332bRpU8QEoK2tjcaeIc6+/FtcatnOcqkStajwcYeGNY5stg5HkW9yMTPaRqG6m/IkGY0k0BMwsZaZOKOLyB7cwPHa3ROO/606P6flq1CJAj1KDD/0fZ+tSgE/Vb3It6V36HfK/Lb3JJaceQl33303l8RWceP8g8thHf+Uk3VtMrNSRD64wkhNv8zSp124v5g+pUlMIgLHTACNRiP//Oc/sdvtxyxKPIn/fajMcTDqBRyUSTCpMZvNXPeLOxALFkcsayo9KeJ//3A3Pf/6KUGXFYCYE69Dlz3e91eQ1Pj6W9ClT0UyxuDra8axexXOPasJuqyoVKoIQmgymcL2fYfDqN1WRArZ4ZjQkeVzQ1KFoocGyz5SuC+iaIgeQxSjkcyxSKY4BHH/TV9228NkMEwM7f3Io0TRMYxWo6agoCBCOiUYDNLS0kJLS8vEXbSihLHkRKIWXLyPCH6Gbd0L/7VE0GQyUVpaGpESbmtrOyQZGUVKSgrf+c53KC4u5v333+e55547qP3k4SAIAtOnTw/L8Xi9XrZs2UJhlJfvz9Fw6TQ1ogAv7vHzYKWP7S6R7J9lIxkkWu5qwdsVikKq1WqOO+44RFHE6/Wydu1a9Ho9OTk5xJXEMbR8iKg1Uejb9Pj9ftra2ggGg+HmLbvdTmVlZXjfzWYzFRUVeLO92BbbsGyyoKvT0dbWRlNTE8FgMBzB9MX7GDp5COcOJ80PNh/yjrFs2TKuueYa1q5dSzAYZPHixXR1dfHBBx8wPDwc0bU9FoqiMDIywuDgIHa7nZKSkvAkpaamJpwuVqvV+8XOgWGHh+7ii1mUG80ZWTA8PMSrr74aIXHT3d1NbXMHCef/iri4WC5t/hVX5AyTESUSVEAUwCWLbLdaWN+jocoZR5ffzEDaIqzJ5cyM8fKQcgepnvEd3dn32/EH4fxiNfPTJTKiJV4zX8wrunNJG9pC3cv3Mjg8wk9+8hNmzSjj1NY7iJcn1m6t6ZeZ+vB+y87yVJHV3zTySo2fb77+7ykZmcTXC8dMAAGuvvpqzj33XAYGBrDb7YeUYZjEJCCUNjKbzcTHx/Paa6/x5JNPjlsm6+dvR/zvqPqIwZX3H/lGBJGseachTVlAIHkqCCLupq04d6/C1bAJ5P3TakEQMBgMEaTQbDYf1vsYQjcvt9sdjhKOksJ/S/e6ICKZ4kLpdUsCqn1/kiUBVVQiKksionZ/DZMiB5DtAwRG+pG8I8TqQB/0oPLZUflG8Nv62LtnF0NDQxNvT5QwTTuRqPkXI0Ul4qpdi239C/gH2r78fT1KSJJEcXFxRFrQZrNRVVV1WEInCAKnnHIKl1xyCSMjI/z973//3EL0o3qa8TEWjosb5oykbsqiXbTbgjyyxcfj2/z0u/ZfhiWzRPZPs1FHq2m5pwVPW2isZWVl4W7WoaEhYmJiwhG+oROHkHUyIw+M0NbWFk6bVlRUhK3ZDuxIjo+PZ8aMGYyUj+DKdxH3fhzqITVut5u6ujoGBgbCtXeeTA/W46xYP7DS8fz+dPFEWLx4Mddffz0bN27knXfe4fLLL6e4uJjt27fz0ksv4fF4SExMJDY29qAd/IFAIKJmcPPmzeHGEZ1OR3l5edgfvd/hY2DGVcSqvFyUPETelFw++eST8GRGL8lMEToo0XZzWomFNLUDnyyws8cPokRJgoRBFWS71cy7vQmsHYzFr4Qmg01yHMy5jDR9gH8KvyEn2BIxzuz77bTaxt9CdbmziT/9RpSAl/437uLchA6u+MnvEEWRk5rvQB0cf/5d/7abx7f5CYxZ3aWlKp49z8B33nbz962TXSGT+GLxhRBAQRD41re+xfLly5Ek6ZDCmJOYBIRIkyzLrFy5kn/84x8TRmWOmQCyX0bCL2joUiXjTCxFnZyP7LbjqvkUx+6P8XUfvOhfq9WOixaOjSodCj6fb8IU8tH6Mh8rBI0hkhhaEiMJozkOxkQRxYAHXMO4BjrwW3vHRBP3RxERxBARXHAxkiUhRATXPY9/8Mhqpv6dSEtLo6CgIJwS9vv9VFdX09/ff5hPhsSMv/Od7zBt2jRWrVrFM888c9QKBalmgesrdFw/R0ecVma71cILTWbuf3cvvsDEkWPJKJF9czaaRA0t97TgbnYftLnD5/PRQQeGqw20/rUV+7b9HbYWi4WKigoEQUCWZTZs2BBBfvPy8sjKzWLwlEEUjULcu3GIvhD56evrY+/evRQVFREfH4+z2Il9tp2+f/XR99Gh0+lz5szhRz/6ETt37uS+++5j5syZXHbZZSQmJvLRRx/x0ksv4XA4mDZtWoREy8EgyzLt7e309/czMjKCwWCgvLw8HOnrtMvY515HYKCNOa6NXHvWIiy9m4gZ2EyxYRi1qNDi0PBGjZt1UcupyrwYeff7pLsa0KsFjosb4rSkfqZH2bEHJD7qjeVvm918sLOLuLzppF70WwRB4THpj8wR9pcFfNoS4NNWmQ0dAZqGFQZcCiNeBZMG0lISUS37KfaofH6hfoGL9VtZlXsLic46FnQ8gjDm1ruxI8CCJ1wT3owfOE3HdbPULPqHky1dk8GVSXxx+EII4CgMBgPx8fGTBHASB4cgojLHE3/ebVgDKjyBL5YMOapWMbjyvrAocmZmZkQ6KBgM0uUIMmCegrZwMSpzHL6BNpz7UsSyY/Cw25AkKUwKxz4eicVYMBjE4XCMazj5osSIPxcEEXNiOjkls9DFpRHQmAlozPjUJlxoUfTREXWJSlAORxED9gFErQltagGizoS7aSvWtc/i72n4z+3PBDCbzZSWlkbYxrW2ttLQ0HBYQi4IAkuXLuXyyy/H6XTy2GOPseMIfMmPy5T4/hwN5xWrcPvh2d1B1vmL6ZGjgVAUb8eOHQfNmIh6kewbs9Gl6xBfE0mSkyKurT6fj9bWVjo6OpBlmeyfZyPpJRp/E6lpOFZGpb+/n507d0bs26xZszCnmxlcPoiqR0XsZ7EI+3zqRmv0EhMTsURZsFfYceW7aP9rO7YdtkPu//Tp07nppptoaGjgrrvuwu/3c8opp3D++ecjiiKvv/4677zzDrGxsUydOjUc8VMUhWAweNDfk9/vZ2hoCJfLRWZmJpIkoRVlUjUOFpamskTZQpbWjh8V/cZCNg1F8fpuJ10eLT6fj4As48o7meHkcmK6NxPXtS7sypem83BKUj/LEgeI0/ipGpB4aKODtZ484i+6gw6XxB2qx7hI9ekh9z08VkXinsBFPCqfyUniFm6KXktV9nVM63uNqQMrAXD7FUofcdBiVZjIKlgjwadXGUgxicz+u5NB9793AjmJ/118oQRwEpM4IggC+rx5JJzzi4j6tWOFp6OG3hduAXl/qkSSJDIzM8cRQUVR6O7ppTNgQl2wCH3+fARJhbtpK46d7+Fu3HJUDiKCIKDX68elkMdq8B0KY1PIo+Tw89adHQtSUlLIz8+PSH3bbDbqmlpxC/rxaeZ9EUXJHFmLqMgBAtYe/MNd4cjhaE2i39pN0Gn9t++bJElMnTo1ovbxSFPCEEqZfvvb32b69OmsXr2ap59+Otw0MYpR7b7vV2goTZKoHZB5sNLH0zv92H2EI1ejx7evr49du3ZNuD2j0UhOQQ7qi9UE4gNEfxKNtnf/+dTY2BjhkGQsNpLz8xxa7m3BsWt/o4kkSSxYsCB8Lu7cuTMi+qnVapk7dy7B3CDWJVaUTxRim2Ijzl2Hw4EoiuiNeqzHW/Ememm6owlXy6GbogoLC/nFL35BZ2cnd955J06nE5PJxPnnn8+yZcvo6+vj8ccfp6mpibKysogu9YGBATweD2lpaRMGFVJ0HubEWJkTbWNG9AgaUaHNpeMT9SLeqffz7psrWX72+ZxzzjkMDg7yySefROhfDifOYiBjMWLrJkY++htlpdOQJAlFUZAEmBtr5bSkfiqirfhkhU96o/gs70ZesBZwlfQet6qeRS0cWe3vKnkmN/qvx4SbmxK3E0ibz3HtD5AwUsWFL7l5sy5A8BB34nSLwLZvG9nWHWT5c65DLjuJSRwpJgngJP5j0BfMJ+HMnyGo1Idf+DDwtFXR99JvUGQfTBDRORQR7OnpoaWzByGrHNP0U9CmFBCwD+Ko+hDHzg+QRw6d7joUNBrNhCnkI4mS+/3+cZFCh8PxpaeQ1Wo1eXl5pKWlhV9TFIX29nYaGxsnbngRRCRTLKroZIwlJ2IoXICoNSA7hlC8bkRTTIQcTtDrxD/YiX+4k8BQJ/6hDvyDnQSGu1ACX27tZHp6OgUFBeGmH7/fz549ew6q03cglixZwpVXXonX6+Xxxx9n69at5MWKEdp9b+0N8GClj1XN44+VxWJh1qxZ4YhXR0dHhCeu0WgkNzc3TFQVSWH4+GF8iT68K7xkBUPCyi6Xi/Xr10esO+fWHARBoOn2pojXExMTQ/p+hFx+NmzYEPE9xsbGMnPmTOyz7bgKXfTf30+0LzpCPxJCEUFRJzJ08hABbYC6X9XhHzp0bVpOTg633HILVquV22+/PdyNnJ6ezrXXXktxcTFr1qzhueeeIykpKSwDAyHi2dHRQVFREWohSKllhPJoK/PiRsjQe/AHBXaNmKkcjqZyOIoOt44eYx72ojNRVa8kzbab1NRUTjzxRPR6PWvWrKG5uZlgMEhzczP9xhxiT/0h7uZtGHe+QF52SLbH7Xaj0+kQBIE4jY8l0d2cmtBNdrRIg7qQu52n4UDHg+oHiRGOTP2iU4njBt8PqVGy+E5yMzmJMbz20K38a333Ed2El+ZIvH+5gds/8/Gb1ZNWIZM4dkwSwEn85yAIqOMyiD/jZjRJh9bqOxgU2Y9tw0vY1r8AKBOSv7GQJImMjAwyMzPH2WT19vbS1NSE35SMefopGEuWIGj0eJq349j5fqhxJHjs3b6iKIY7j8cSw7HSLAdDMBicULPwi3CwOBDR0dEUFRVFdG56PB727t17WEkVJBWm0pOJWvANJIMF+/Z3GdnyBqJahyomFXVsGurYNFT7HiXDft/ZgK0P/3BniBAOdeDfRxDlkQG+qMvVRCnhlpYWGhsbj4hgx8TE8O3rruH0Ag3xja9SrOliwBWM0O47FGJjY5kxY0aYhDY3N9Pb20tubu64mjiv10trRyvCWQLGUiPqd9Uk2EKON1u2bInQFjSVmsi+KZvmu5pxVkdGJ2fMmBHuRm5raxsneJ2bm0tOXg6Dpw4SFILU3laLTtJRVFQUbiSBfSlaQ0gjMOgKUv2raoKeQ0fL09LSuO222/B6vdx+++1hsi0IAscffzyXXXYZoijy/PPPs3v3boqKilCpVCRqvZRHDTPTNMDcRA96KUivR827DQE29JvY609GZYwZt73BlLkMpc4nqeUDLIPVqNVqFi5cSH5+Pnv27GHjxo34/X6qqqpwmDNJOOeX+PtbyGpdiVm738s5OTk5HAmV/T6SrZv53fIU8jQDtAUTeUU+juXSRgrFznFjmAgeRc1P/d/hbXkeJ8YMkxNo54EH/nr439M+/HKRhjuW6lj+rIt3Gya1YSZxbJgkgJP4z2KfNZxlznmYZ58Zakg4AihBGU/zNoZXP/W5pEgkSSI9PZ2srKwJiWBzczMuXwBD0XGYp5+KNq0I2TGMY/dHOHZ+QMD6xUseTZRCHu10PBw8Hs+4hpMvwk5REAQyMzPJzc2NqMkaGBigrq7usNsQVFrMs88kat4FIIiMVL7KyObXx+kVijoz6rg0VLHpIXIYk4YqLg11dGo4Qhz0ewgMd+MfGksMO/EPdqD4jl6fUaVSMXXq1AjCZbVaD+s/Pla7LzdGpF+TwW7DAn714nbWbtxyxNtPSkpi2rRpB40Ge73ecI1fMBhEkATSv5uOZZaF6HXR6Nv0dHd3s2fPnojP5f4qF8Wn0PzHSPcWvV7PvHnzwmnOysrKcZZss2bNwpJtYWD5AOIekV337TqofqQ/ys/QKUPIHTLVf6iGw8yNEhISuO2221CpVNx+++0RsmFms5lLL72UpScsxlO3Gu+etzkhPcAUsxdZgd0jZtb3m9hmj6PFpae/fyBcyxgXF0d2djbR0dH73W6AvsyljMSXkNrwJsaRFgKBADk5OZx00kkMDw+zatUqbDYbNTU1DGIm8YJfg9tGfvtKJNkT1jEsKCgIC1AHg0Fqa2v5zXVncpyuljz3TpzoGFAsTBEnEFQ/AF32IH/Z5Ocx6WIs8y9iXpyP7KHNvPfuSvbs2XPYWmABeP0behZlqpj991Dd4CQm8XkxSQAn8d8BQQQU9HnzMBYtQpOchyomJcI7OOh14ettxNtRjX3Hu8j2gdDnjqJW70AcCRF0Op2o47MwTT8F47QTkXQm3C07cex8D1f9hgg5mS8aarV6whTykWgWjrW9G5tC/jwyTTqdjsLCQhIS9nsty7JMc3Mzra2th42aiTozlvkXYpl1JkGPA+u653Ds+uDwEVVBDMnZjBLD2HTUsamoYtMjJguyYziURh7uCpHDwVDUMGDrPew2MjIyyM/PDx9Tn8/Hnj17GByMbAiakSxOqN1X77JwzTXXMGfOHDZu3MgTTzwx3mt5ApjNZqZOnRpR9wYh4tfS0kJnZ+f470qE9GvTiZ4XTdSGKDQNGj777LMI4mCeYSbrx1mhGr29kcR4rEWdzWZj8+bNEe9rNBrmzp2LPE1mZO4Inuc9NLwfaujRarXj9CO9SV6Glw4T2Bmg9i+1HA4xMTHceuutWCwW/vCHP9Da2kqKSeC0fBXL81Sckq/BpFZwSxY2W6N5s8ZDQzAdp7xfEmb0e+rv78dgMBy0Kz+oQM+UM3FZMknf+zI6V0h/Ly4ujpNOOgmtVsuaNWtoaWmhoaGBTkeQpG/8AbXsJrvpTSTZEybYOTk55Obmhgmm0+nkkksuAUcvms7PuCSuDiMe5KCCRho7BoWGoSBbu4K8VO3njboAoiiQnpGFVLAYecYFFEUFidv7Ji0NdVRVVR323InWwZbrTFg9CgufdOL9AiVIJ/H1wiQBnMR/F8YQOkGtRdRbEEQp5LXrHN63jHDYVO/R4mBEEAinhp1OJ4JKg6FwIabpp6DLmIbssuHYvQrHzvcJDB1ZGuhYIYoiRqMxghiazeYjSiEfte3dAUhISKCwsDAiMulwOKitrT2ozdlYSJYEohddhnHaiQSGe7Cu+SeuunVHtO0DIWj0qGNCZFAdty9quC+lLGpCbi+hZpRu/ENdIUI4GjUc6iDo2t/FarFYxvnENjc3097SxHnFEt+v0LAwU3VQ7T6ABQsW8K1vfQuAf/zjH+Pq80ZhNpvJzc2NINOjOJxvcGjHofiHxUgzJCybLLS+1TrOV3fK76Ygj8i03NMS+VFBYO7cueG0fm1tLR0dkbp+MTExzJw1E9sJNnzxPrru6GKwbT8ZjouLo6ioKHys3LlubAtsBFYHqH3q8CQw2mLmLz+7gun6HtQtq5kaG0AOKmzqlFlZH+D9JoX08tM47/wLsNvtvP766wQCgXAE+kBLuVEEAgF6enowGAzExoZ8wT2BIG25ZyNYkkitfh5jMJQWV6vVLF68mNzcXKqqqqisrMThcNBm9SMs/TFaxUd6w6uoAm62bdsW1l2cNm1aOCUcFRXFOeecw6dr1vBudT/XLE7jat4gSzNCZWeAx7f5eX63P+znqxIhKiaO0tJSVCoVHR0dDGuTMZ/2E+I1QaJ2PY9/ZID6+nra2w8tpzQ9SWTDNUb+ssnHL1dN1gNO4vNhkgBOYgIIMBphUpRjirB91SCKYpgIHtjB29fXR1NTU9jKSxWXjrlsX1TQEIWnrQrHzvdx1q2L6ET+d0Gn041LIX8ZtneSJJGbm0tmZmbEjbirq4v6+vojqkdUx2cRveQqDFMq8HbtZfjTf+Bt+3xCyxOO0RyHOjZ9HyEcEzWMSgxHlWWPY3+0cLiToLWbrBgdSUaRBLWbM5L7ODWhl3idzKqmAA9u9vFWXWBCqY5RWCwWrr76aubPn8/mzZt5/PHHw8TYYrGQk5Mzjvh5PB7cbjcxMaFaNlmW2bp16yEjQSaziak3TMVV5EL9mZrtT2yPHEe5hczvZ9L4+0bcjZFp+qioKCoqKoAQaVq/fv24CUB2djY5JTkMnjGIOChS/ftqfN79y4iiSE5ODtnZ2QiCgKPUgWO6A/UHava8vGfc+hIMAqfk7Yvy5amI1Qs40dNjmsajq5p44tMWhg6QN0lISODqq69m1qxZ1NbWsnXr1gnPSavVSkdHB319feEI4cyZM8PH0+lXaCu4EEVU4XjtN8QZ1cTFxREVFUVJSQnz5s1jcHCQVatWhQTcdbF05J+HSvaQtvcVvLYBNm3aRDAYRKPRMG3atDDBLCgo4Pjjj+eRRx5hY5uDpLNu4kTvar7le57j0qFxKMj9m7z8Y7sfpz9UdrBo0SJUKhXBYJD169cTlVVCwgW/gmCQmKrn0XqG6Ovro7q6+pAp4f9brOG2xVpKH3Gyd3D8NVoUQn8AcnDyRj+J8ZgkgJNg7GkgGWPQpBSEivIFgaDPg6+3gcBQV2iZY0y5flVwNEQQSY2hYD7m6aegy5qO7Lbj3PMxjp3v/8cdMr4o27uxKeTR7lGz2UxRUVHYmxVC6dOGhga6urqOaHzajFJillyFNrUQd9MWhlf/E39/8+E/+HkhqVHva0IZjRaOEkVJb2KOUMuV0vucKm3Bp6h40zmVl/uyWbOjicHGXQTdh0/tQkgI+ZprrkGlUrFixQp6e3vDDRij8Hg8tLS00NXVRTAYpLS0NJxe9fl8bNmy5ZDe0+UV5UhLJJwlTobfGKbztTFRQAHybs/DP+Cn9b7xNbLFxcXhLu/e3t4JXU5mzJiBudTM8NJhpE8ldj21a1yq32g0MmPGDHR6Hbb5NjzZHqI+jKJtbQvJwW6W56tZnq+iPFVEFAQ2d8qsbAiwsj7ArgGJH//kRqZNm8Z9993H1q1bw+sVRZGkpCRSU1OZOXMm8+fPR6vVsm3bNqqqqiLGMTw8HPFZCE1SysvLw+l1q1+ip+RSAs5hep//JYrPjUqlIjY2loqKCs455xy0Wi2ffvopra2t+HQxdBRcgBRwk7b3FXwjg7S3tzM4OIjL5Qo1zOTkhJtYcnJyuP3222kccJN40e9QAj4yP72FH5Q4uKhEhcMHf9/q44FKH5r4UDoZ9neAl81djOG0m+h3KSTVv4HB3o7L5aKqqmpcneYotBLs+Z6JhqEgpz7rQhJA3mdtlx8rMitFxKQRUBTocyps7pLpdoSOmwj871/FJ3E4TBLArzP2kTl1Ui6WWWeiz5sT0Y05FkG/J1R7t30l7oZNgPC1IYJpaWlkZ2dPSASbm5sjLtCqmFRMZcswlZ6EZIzG01Ed6iCuXfuly5scKQ60vRslhkdqe+dyuSKIoclkIjs7O0Jex2q1UlNTM04n72AwFCwgevGVqGJTce5ZjfWzfx2T/M7RwKCGy0rVfH+unrJE2GvX8c+BEt7XnoxNn45fGxV2SgnYB/H1NeHva8bX14Svt4mAtWfC30JKSgrXXnst06ZNo62tjbVr1+J0OvF4PDQ3N9PV1RVBZARBYObMmfvTlx4PmzdvPmhDSlpaGkXFRTjKHDjLnPS+1kv/G/v1/aLmRZHx3Qwaft2ApzWy6UatVjN//vzwd759+/ZxNY9qtZq5c+fiW+jDVeDC87iHhg0TC3zPmjWLzGQzI0uHsEcF+Xt7PzPwMOxReL8hwLsNAd5rCNDnjLzdSJLED3/4QyoqKnjooYeoqqoiNTWV5OTkiJIGtVrNrFmzmDZtGn19fWzcuDFCy3AiEqvRaCgvLw93eg/4NQzO/Cbe7r30vfRbCO6PrmVmZvK9732PnJwcdu3axaZNm/BpY+go3E8CVYFQJNXlcjE4OIjX6yUzMxO9Xs8555yDIAjcc889NPfZSLrod4g6E70rfk2Sp5kfzNHw7dkaTBp4uUZmtbeERndUOAro8Xj4xhVXMVBwNg12icTWj7AMVhMMBg+ZEj6jQMVblxg4/0UXQeD6cg2LMiUM6okbi/qdQd7aG+CBSh87eoJh0jiJrycmCeDXHLrc2SRd+NvDLucfaMfdugNfTz2+nkYC1m6UwJHVjf0v4FBEsL+/n6ampsiZuqjCkD8X0/RT0OfMIuhx4KxejX3H+19uhOsYoNVqI9LHZrM5QiblUPD5fCiKEnFsgsEgbW1tNDU1HVnjiSiFpGMWXYqkM2Pf/g62DSuOOOp2tDicdp9KpaKkpIT4hET82mi8+nhsgolhTKgSssNNKEGfB39/S5gQalx9ZEapiI8OSadkZmaG036vv/46r7322kGbZiRJYvbs2WHZFafTyZYtWyZMq0uSxOLFi5EkiZGiEVzlLvrf6af3pVCzAwLk35mPt9NL2wPjI9EpKSmUlJQAIVKzcePGcd9TVFQUsypmMXx6qP62/Y/tDPbuJ4ozkkWW72vgmJehwikJXJKUgg2J0tVGGvtNtLZ3HFw/ktB594Mf/IDy8nLWrl0boYk4egy6urro7u4mNTWVa6+9lvz8fHbv3s22bdvCBLm/v5+qqqqIfdDr9ZSXl4fPyy7ZhGPWN3HVrWPg7T8z9vYXHR3NFVdcwYIFC+jv72flypUMeCWGZl6JFPDsI4GREdlgMIgsy8THx3POOefQ1tbGihUrqGlqI/ac21DHZdD36u/xtlVhVMO3Zqr58VwtU2JFqmwmXu1KZkWVk+qaOiRJ4je/+z2bAtlUuSzEdm0ktnsjAiGCW11dHXEMR2/eW64zMj1ZRCVOTPp+9qGHu9fvv1Z/8k0DS7JVrG8PcM2bHuoGgpMk4GuKSQL4NYdx2lLiT//JYZcbeOsenNWrv/wB/ZdjlAhmZWWNk2iZkAgCqqgkTGXLMJadjMoUi7drL46d7+GsWTNODuW/DcdiezeK0eL8np4e7Hb7QYnAKAS1FnP52UTNvQBQsG16BfuWN1D8xx5BFQU4LU/FDRUaTstXMeAK8vg+7b7Wg2j3ZWVlMWXKlHDa3Ov1snv3bmweGU1iDpqkXNSJueiT85BiUkPRQkVB7R1G6+pHHOnG0VHL8WVTOPX4BezatZO///3vB230UKvVVFRUhMm3zWZj27ZtEx63qVOnkpqaCkBDVAOmM00MfDBAz3MhSZLoRdGkX5tO/W31eDvGH79Zs2aFI47Nzc00NjaOWyYzM5OcOTkMnjaIqU5D1ns1nJytcFqeilSzyIhX4aOmAO81yLTpivAlxDF46iCSUyL2w1gEWcDr9VJXVxehdxcbG0tqaiqJiYmIosj8+fOZNm0amzZtYtu2bfT29tLV1RUWjh6FIAicdNJJXHLJJQiCQGVlJfX19UCoIWnnzp0R8kRms5nZs2eHI4rtxOOedSkjla9hXf2PiHWbTCZOPfVUTj31VNRqNR9++CF7e2wMlF6GJHuJ3v40ZrUyYQlFbm4uS5cuZe3atezYsYOqmr1oTvgeuswyBt6+J9zsJApwTrGWX50cx/RoB11uDfeuc/HoZhem2GTuvPOPvLBzkFptIebBapJaP0JQghEpYUkAkwYeP0vPBVMPLqS/s0em/DEngTG8fpQAAngDCr9f4+WOz3yTROBriEkC+DWEOiEbf38LcBQE8J378A92oE0vRpOQjWSMQTRE4e9rYuijx1D8x64591WCKIqkpqaSnZ09jggODAzQ1NQ0vohflNBPqQhFBXNno/g8OGs+xbHjPXy942+8/604Vtu7sSnkQ9neiXoLUfMvwjzrdGTXCLZ1z+HY9eHnKj04ULtvS5fMA5U+XtztPyIZjaioKEpLS8PftaIoNDc309TURHR0NDk5OcTFxREUJHz6OLz6BFyaGEYkC0SnI2pDZE7wOsiKkkgzKDRuXcO2j9/EP9gxbp90Oh0VFRXhYzowENK9OzByGB0dTXl5ORDyFm6Oaibtm2kMfTJE19NdIELBHwtwN7lpf2R8GtFgMDBv3jxEUSQYDLJp06ZxafupCSLXLs7AN1PiX+kGHunpI6bVGa7lW9cm4983/NEIpj5bz9DJQ2i6NUR/Fo2gCOExOhwOEhISJmxQKikpYcGCBbzyyiusWLHisN/JlVdeyaJFi+jq6mLdunVYrVYCgQDV1dURZDMmJoYZM2aEJy5NUibyjPMYWvUY9i1vjDv28+bNY/ny5WRlZbF9+3Y27m6kLf98hICXrn/9DJMqSFxcHHFxcRH7sWDBAoqKinjzzTfp7+/H6fbQnXESStZshj54BMeOd8PL5ubmcmpZIuel9rI4bhCXT+GxbT42KjO46Lob+dPzHzGQtxy9o5vU5neQZC9er5fKjeuJ1gRZfZWBoviDT8SCisK8x51s7gqSaBTC6fexBHAUL+72c+mr7kmLua8ZJgng1wxxZ9yELn0qnX+7BjhyAqgE5YP69voH2+l6+ib4HGK8X3UIgkBqaio5OTlHTgQJyaGYyk7GVHoyKksC3p6GUAdx9WoU31eTTGs0mghCaLFY0Ov1x2x7p4pKImrRZRhLlhAY6mJ4zT9x791wRGPKihL4yXwN18zUoBZhxR4/D272U9l59OJparU6lBIe08zh9/sjah8hRHBbWlro7u7eR9gEVFGJqBNz0STloE/JJyqrBI8UIoVKwIevvwVfXzO+3n31hf3NGNQi5eXl4fX39PSwe/fuceOaP39+WAtv3bp1aGdrSbs6Det6K51PdhJzXAyp30yl4dYGvN3jo4C5ubnhpoTRhoqKVJHzitWcV6yiIE7C5VfYZrXwh9wYekwCzkc81O+sn/A4jdbeifki1uOt6Gp0RG+PPuhx9fl8dHd309XVhdPp5KyzzuKyyy5jxYoVvPLKKwf/QvZhxowZXH/99ZjNZnbt2sX27duRZZn29nb27t0bJs0JCQmUlZWFz8d6/VSYuoz+N+/CVbMmYp1qtZqZM2eycOFC5syZQ19fH++t3UJd+ukEvU7a/3kz8j5ZKoPBQHx8fJgQjjaUvPbaa6HSCGAgfTHWpFmo6j7Avv4FBgcHEQQhXBoQp/JQoWzn6ukiZi3s9GfTk30+1z38EaolN6AOekhvfJOazWvwO4bYeI2BwkOQP4D7N3r5yfteiuJFzi1ScefaUBp4IgII8OwuP5e/9tW89kzi82GSAH5dIIiYyk4m7tQfELD1HjUBPBxcdevpf/2OY17PVxWjRDA7O3tcZGNgYIDm5uZxqazQB0X0ubNDUcEpFSgBP67aNdh3vo+vq+7fNPovD6IokpmZSVZW1jiidDgcaHvn1MSgmnU+upxZeLtqGV79FN728YQIQrVpP12g5aISFTaPwkOb/Ty02TeuCeHzoKioiLS0tHHE1uVy0dzcTE9PzxHZyZXMqGD5Zd9mRLKwoaaNfr8GdXwmghQ6Tv7hLpShDpK0fnSeAbSufroaq6k/wMItKyuL/Px8YH8aN2puFOnfTmdkywgdT3ZQcEcBzjonHX/vGDcOURRZOH8uFUkyi+KGmWvpI9Wk0O8M8npdgNdqAnzcHEBrtDBz0UyGzhpCM6Ch7S9tEY0YY6HX66moqCAwLcDInBHMm80Y6yIFmwOBAC0tLRMKiZ9zzjlccsklvPDCC7z22muHPZZxcXFcffXVzJw5E6fTybp16+jo6GBkZISqqqpwSjg1NZWpU6cCoRvf3ug5CNkV9K34NZ62XRHrlCSJsrIyiouLWbp0KSqVig/XbmaDaSFep53uZ38eJoFjj2V+fj633HILPT09fPjhh+FtDSeVM5i+iKi+ncS1fsyIzYqiKOEUfEdHB+2NtVw1Q81P5uuYEiPQIaTx03eHWTv9N4g6Cz0rfs3zizs4r/jQv6V2W5CpDztw+EKEb3VLgN9+emgCCPDtt9w8ud0/2RjyNcEkAfw6QBCQjDGkXvs3RK3hSyGAAL0v/h+elu2HX/B/GIcigoODgzQ1NU1MBAHJFIep9CRM05ehikrC19ccigru+YSg98i6af9boVKpmDJlCunp6fvtuhQFu92O3+/HaDQese2dVZvEUMZi5Kg05PadWNc8jaMjRJZPzpX46QItJ09R0Twc5N6NXp7c7sf1BcgyxsTEkJubG9aXGwtFUWhqaqK5+egafLRaLZdeeimnnnoqtbW1/O3vjzHgU6NJykGTmIsmMQdt8hQEbUi4WQy4CQ62MdJWg6+3CV9fM4K9l0ULQmlcj8fDunXrUBQF8ywzGd/LwLHLgaPGQcolKdT/oh5fX4gIaCRYmqPivGIV5xRriNdDv1fNmv4oHl7dyadN3nFEICMjg6wTs7CeYMW43sjOp3dGpO9VKhVJSUmkpaWFG1lGZo3gKnYR/Wk0UrOEJEkRNXQH048877zzuPjii3n22Wd58803D3ssMzMzqaioYOHChaSlpdHU1MSGDRuw2WxUV1eHyepYN5QgAnVJJyImTKHnuZ/j74v8/gRBoKSkhKysLJYsWUJmZiZbq2p4xV6A2zVC7/O3IDuGxo1l9uzZ/OxnP2PdunVUV1cDoXNkJL6EvqyTMFkbSGp+H1HZH4lWFIW6ujp6enoIygGuOS6N3y9PJsldT/0wPOQ/k5XGs3hQ9zeWSVvHbTPi2L3o4rXaAN+cruapc/T8ZrXniAjgiFeh+CEHPQ5lMh38NcAkAfyaIO6MmzCVnADwpRHAwQ8fxbHtrS9kXV91CIJASkoKOTk5ExLB5ubmgztnCCK67BmYpp+CIW8uSlDGVbcOx4738HZWf/mD/xJhsVgoLi6OsD/zer3U19czODg4zt3EYDBMWHCvAI6YfAZTF6JojVzgeoVvaT6k0OxmV7/IfZVBnt3uwC8fu1TRwYify+VCluWIfRkcHGT37t1HJIY9FsXFxXz3u98lNjaWF198kXfeeSciKpYyZSpZMxbi1SfgNSTgUEUhmEMexorsR3L2Y/QNo3UP0L5rAwP12wl6nZjKTGT+IBNnrRNdhg73bgfl63o5v1jNGQUqLFqB+kGZV2oC7PBmMKTLQkGgq6srTFwORGlpKbozdLinuNGu0LLtw21ER0eHGzoObBAKKkFsi21407z4n/HTubWT4uLiCP1Iv99PfX39OP3ICy+8kAsuuIBnnnmGt99++7DHcfr06SQkJDBlyhTmzZuHSqViy5YtVFdX09raSn19PYqiUFBQQGZmZmjbikhD5hlgiKbnmZsnlB8aXX769OmUl5fT0z/Ik61RDNqc9L4wMQm87LLLOP3003nxxRcj6ioHdWkMFZ2D3tlDSuNbSMFINQVFUbDZbAwODjJz5ky+e9ZcpPX3cWKKi4GgmfvkCygS2rlC9dGEx0AOKvzmUy8Pb/ZTe4ORBKN4xAQQ4F+7fFzx2n93c9okvhhMEsCvAUSdifQbnkFQhdIGXyQBlF02AsNd2Hd+gLPqIyZPp0iMEsHs7OxxkipDQ0M0NTUd0kJNNEZjmhaKCqpjUvENtIWigrs/JuiZWCD2vx2CIJCens6UKVMitN6Ghoaora2NED8etb07UJ5GpVKhl2ROSxrg3PQBktVOVstlPNtfSGNLD5LsPWbbu9jYWHJzc4mOjo543el0hlO9wDifWI/Hw+7du4/IGm8sNBoNF198McuXL6euro6HHnooIsWamZlJQUEBECIJVbX12DChScrFnFmMKb0Qnz4eRQwd04CtF29PA2ZVJeZTeoj2BbAaVLzb0UVfh49Xa/y8WhNgT38wvP358+eHU/Vbt25leHiYAyFJEnMWzMF1gQtBFrC8ZUEjjdeQHBkZobOzk0AgwNSyqViXWZFNMvZH7TTvaCYtLY28vLzD6kdefPHFnHfeeTz11FO8++6747YzFiqVirlz56LX69FoNMyYMYOysjIGBgZYu3YtjY2NVFVV4fF4KCkpISUlBQCPoqYl/3yCgQA9z/5sQumh0chhUlISJ554IqKk4pl6gdo+975IYKSOoiRJ/N///R+JiYk8+uijEQ4ww6pY+ovOB+cgMbueI96kPWit7LJly4iJiabx+V9wx6KQdmEvMTQHk5kv1UQsa/UovLDbz6Wlal6v9XPl9ND3cjQE0BtQSP6zHeskB/yfxyQB/F+HIGKZcy4xS74VfulYCWDPc784aO2VoNF/ZZsYvkwIgkBycjI5OTkTEsHm5uYJb7Zj1oAuqywUFSyYDwq49q7DvuN9vO1fnIXavxNarZaCgoKw+wWE6v5aWlpoaWk5qHZgklHgxoUGvj1TwqiB9zqMrOjOYE/CyQwnzUZQFGJ6NhPdtwNRGW+lNWp7N7YLeSzpPBTxa2pqore3d9w6D/SJVRSFxsZGWlpajvq4FBUVccMNN2AymXjiiSdYu3Zt+L28vDyys7OB0LHavn07w8PD4YYCjVaHVxNNT18vZ+QLnJVmZZGhjV06Fd9NTsIrAI0xNL4i4O2sHRftSktLo7i4OLy/GzduHCdWHR8fT0ZGBqZcE0OnDWGsNWLeHoqC+v3+cENH2CmHkOZg8axiBk8ZBAUG/jpAZ2MnGo2G/Pz8MBEb3a8D9SMvvfRSzj77bJ544gk++OCDQx4/i8USakLZFzlWFIXzzjuPuLg4qqur2bBhAzt27GBgYIDp06eHm3oc6OkovpiAtYfeF26dUHYoNTWV4uJi9Ho9S5YsIT09nQ9b/bzX4KbnhV8i2yNJYExMDH/6059oaWnh8ccfp7i4OEx43dpY2nPPJOB1o9/0BDkJ+4/hWFLs9/u59NJLSfB3ck7/X0BR2KNkUyS04UeFXtg/ofn2W27erAvQ+mMTGokwqTwaAgjw8w89/HmDb7IW8H8ckwTwa4DEC3+LPnd2+P8viwCaZ5+JZc55oXV/DVxCPg8ORQSHh4dpamo6DBEMyaOYSpdiKjsFdVw6/qFOHDvfx7F7FUHXxPWF/82Ii4ujqKgoIlXucrmora1laGh/aq0wTuSmBRquLFPjk+Hv23zcv9FHx0joEqZSqTDHp2KedyFC/nGIfhdxXRuJGqpBOMxlTpZlPB4PKpVqnJyNw+Ggubl5QuI3FhqNhpKSEuLi4sKvDQwMsGfPnqNOCev1eq6++moWL17MunXreOKJJ8JRsbHaf4FAgK1bt2K321lcls03ZphYFDtEicVBUFFY3SLzaq3MyoEU7IV5pFzYB6KCo+FmCMQRcAzh66zF21WHt6sWX089s2eUhclvY2Mjzc3NGAwG0tLSSE5Ojjg+zmIn9tl2oj+IpvWzVjo7Ow9K3LOyssiZlcPgKYOorCo67u+gvycU4YyJiaGoqCjczQzgdrupq6sL6yVeccUVnHHGGTz22GN89NHE6c9RZGRkUFhYCIQIVHV1NRdeeCHz588nEAiwYcMGPvnkE5qampg1a1Y4HW0VLfSWXIKneTv9r9/JRLfHpKQkpk2bhiAIzJgxg9mzZ9NkU3hmt5P6f/5iHAksLS3llltu4eWXX+add96htLQ0vD2/xkxrzlkEBBUZTW9h9A0RDAbZsmULZrOZuLg4XC4XZqOeX9xyG6W9r1A8+B6KAo8HTsMoeLlY+gRJUGi1ysz4mxOHH7pvMhFv2F86cbQE8L2GAKc9+/VTdfi6YZIAfg2Q/oNnIyzejpUA+q09YQHjoMeBr6cB+/aVBKw96HNn47f2EBic2LpoEiEIgkBSUhI5OTkRNz04ciIIoM2Yhmn6KRgLF4Ig4KrfiGPn+3hadvJV+mmLokhOTg5ZWVkRNX89PT3EOev5yRyRs4vUdNuD3L/Jx6NbfNgOoQutik4m+rjLMU5dQmCoE2Xn6xiGG7Acpe2d1+vFZrNFRAwPZs02iolSwlVVVQdt/jkUFixYwLXXXovb7eahhx6iuroaQRAoKysjISGBTL2bedH9lBu6mZks4AsKbLVGsarLwH0r6xhyR54DhqkGcn6aQ8AWpOMJE+qYYrSpRWhSChA1OhQ5gDzQShwj6Jw9aO2deIa6iNrX0DEWHo8Hn99H4JwAAUsA3Ys6tqzdckjXl/z8fFLKUxg6aQhtq5bGvzaGU+WiKJKVlUV2dnZEHWFfXx91dXV4vV6++c1vsnz5ch599FE+/vjjQx67sd7KNpuN7du3M2fOHM4880xyc3Pp6OjgnXfeobKykmnTpmEyhRpt+tXJDJdehG39i9jWPjvhusc2kiQnJ3PCiUsJqnX8a7eLtQ//HNkeKfJ9wQUXcP7553PHHXewe/du8vPzwzWIAZWejpwz8etjSWt6G4OjI+wRPIqyJJFnfnUldXEnc2LLXcS5m1EUuDdwIS/Li3lU/WcKlGa8AdjSJbM0N5LgHS0B7HcGSbzHcchlJvHVxyQB/B+HqLeQ8cPnIl77MppAlICPwfcfxNu+B0FrBAUESUKQVCCpECQ1wr5HRBWCSo0gqkLvT4SIehhhgqfCYZeNLKk53PoOtc6JxyWMWV5BAdmPEvCjyH6UgG/MYyD0GH4t9DpyaNnEuFiyM9MwHUAErVYrTU1NEVGwg0HUmTCWnIhpxilo4rPwW3tCUcFdHxJ0WQ/7+f8WGI1GioqKiI2JZkHsMBem9VBicbB3WOSPa5w8W+XHdxQSfpqkKUQvuQp99kw8HdVYVz+Ft7MarVZLWloaqampR9x9PAqfzxeRPh5NIY9NlR6YEg4GgzQ2NtLa2npU24JQhPSGG26guLiYt99+i/pPX+LsQolLphvJMftxySLr+808uaGfdm0RuqhQSnPLli0T1iFm3JCBZbYFb7eXlrtaCNgCIIioE7LQphZhzi5DnzEV2RCKZEp+JzpnDzpHN1p7J/bWPXS1tzA0NIQkSZQvKcd1kQtNjwbn885xVm4HYurUqcTOi8W62Ip+p56ax2oi0sV6vZ6ioqKISGogEKCpqYn29na+9a1vcfLJJ/Poo4+yevXqg25HkiTmzp0bjrS3tbWxd+9e0tPTOemkk1i0aBFarZb169fz+uuvM2XKlPC50GkpwZV/Mv1v/BFX7doJ1z/WRUWn07H4hKVkpKWwstHLc3+8Gdm+v35TEAR++ctfkp2dzc9//nOGh4dJSEhg6tSpqNVqgqKartzTcZvTSW5+D+PQXtatW4fX60UlwOXT1TxxtomPc36GVzJzctPv0QTdKArcF7iAv8rnoV7/N262fMS3Z6vH1RMeLQEEiLvLPm4CMYn/LUwSwP9xSJZE0q9/MuK1IyGABZYAc+MD7BxSsccmISuHF/M9WihBGYLyARpgyoRPI18/1Ck78XKRqzrY9g6y3nGvTzBGQQgRXJUGQXX46NKEm5EDiIqMqMgIiowQlBGUAEG/D6/Lgc/j3kcy9xFJ2RdJOPc9l4zRaFIK0SRNQRAFPB01uPduxD/Qsm8Z38RENeCH4PiauX8ntBJcOV3Nz48zMCVaYZfNzIrOZCqHo7HaRqitrR1ntXck0GXPIPr4q9Am5xFo3UZSzyZiVZGRPIfDQU9PD4FA4Kht72RZxul0RhBDr9dLcXFxmCRAyC6wurr6qFLCogALM1XcvLyApakujIEhhj3wRl2AqkA2Nd5k/IqI3W6nvb09rHN3sE5eTYqGgjsLCDgDyHaZlrtawB6q00tLSwtHpGVJh9uUgseYgkufiMeYjKDWoQRlfH3NeDtr8XXVIg63Mm1ZCvYTRrBssND0RlO4QWYijEYwDccbsM+yY/jMQNVzVRH2bRBKtRYUFESknO12O3V1dVxwwQUsXbqUhx9+mM8+++yg2zKbzZSXl4e/w127dtHX1xe2h1uyZAnFxcW0t7fz0ksvodVq0Wg0KEBr8vF4E4vpffbnEzr16HQ65s+fH163IAiUzprD3FllbOnx88BvfopnuDu8vMVi4U9/+hO9vb387ne/IxgMotfrKS0txWKxoAgiPdnLcMQUktD2MfbtK6mrq0MtwnfLNfz1NB0OdTwf5P6KFEcV8zofQwBqBmQW7Tob84JLOXP4WR5IeSe8TQWwq5O498PWoyaA2ffbD2qPOIn/DUwSwP9xSJYE0q+P9Ls8EgKYrA9yXoaXbFMQVwC2D6nYPKiiy33om2HAPojsGCLosRNvMYTcQTwOZM8IQZeNgGMY2TGE19aPz2HF5/Ph9XoJBP6zxOMLh6RCkDShSGf4UR0iiJI69H/4uQbGvGaOiiEmLgG1To8iqAiKEoog4ZODON1e/DKhju6DrW/0f+nohJchRMqDXheK10nQ6yTodRH0OPY/9zoIevY/V8a974Tg0btsxOjg+goNP5yjIcEo8FpNgPsqZYYMU0hLS9s/PkWhvb2dxsbGw3oKH4iEhESS556OK+8kAhozlsFqYrs24hnqpqmpaUJRY0EQMBgMER3IJpPpqGzvFEXBYDBEpIR37do1oUPMKNQiLMmWOK9YzTlFKpJNIl32IB916tHPuhhfSjnPPPs8n3zyCRUVFeH6SavVitFoRK1WI8sya9asmfA4Zf4oE22yFkkjhZwoVsWhdkWeL7Ish8mN1+tlw8ZNCNFpaFML0aYVoU0tQh2XDoDiHsGc9gpCXAOGVQXsWbkKp+3gkWtRFJk5aybiMhF3nhvDuwZ2vLFjXIf2RPqRAJ2dnRx//PEcf/zxPPjgg6xbt+6g2xrb2BIIBNi0aRNutxuVSsXUqVOZNWsWixcvRqVS8fHHH9PS0oJKpSIoSDTlnI1f0tP99E8IOq3j1j1WhHsUGXnFLF28kE5HkD/97jaGOprC7xUWFvLrX/+at99+m+eeC2VmBEGgoKCAjIyMfa4hx2NNmklM53pqXvozQb+X78xW88Dy0HfcZpnDxvTrqOj8Bzm29XznLTd/3+Yn+6RLUWZfyimDz3LC8OuoRZg1NZfO1NP4x/Ov8uTq0Dj+b7GGqQmh7/XMAhVGzcST+8z77LSPTNKD/2VMEsD/cQgaPRk/XhFx8TyaFHCCNkh5XIDZcQEsaoUul8jmQRXbh1S45PEXDv9wd0gdXxAwR8eiqA3IKn1YmiICiowU8CAFPIh+F6J3BMU9guKyEnRZCTiGCIwM4LUN4HMMh8ni0d74v6oYrREcrU0ahc1mo6mpicHBwYN8ch8EMUww9XkVmKafii59KgGnFXf9BtyNW1Fk3/7IpaRGUGkRtUZEnRFRa0DUmhC0hn3/m/a9Zgx7206EoM+9nyx6XSgeZ/h5cOxzr5N0lZUfFPRzVYETlQhP7ZT583o3DUP768iio6MpKiqKOA4ej4e9e/dG+L0eDAkJCeTm5ob1+hRBxBZfykDyHIKimpEtbzKy8aWjEts+0PZuVLPwSGzvIERkrVYrXV1dIZcTpxOdpLBsSkiY+cwCNTF6gcahIK/WhuRaNnXIKPu2fdlll3Hqqaeyfft2nnrqKQoKCsJ1jW63O0wIa2pq6OzsjNi2Xq8nfV462m9qiVobhaPMgSIpxH4Ui8quYnh4mK6uLnp7e5k2bRqJiSG9wQPr0gBEnRnNPkIYW1iGvuJtlKABV/N38PW14e2swbuvySRg7Y74rEqlYnbFbAJnBPAl+NC+rmX7+9sn/H1bLBaKiorC4tIQSsWXl5dTUVHBX//6VzZsOLg94FjJF7vdzubNm8O1ihkZGZSUlLBo0SLy8/Npbm7ms88+C01M1Uaa8y/EO9RDz/O/BDkycisIAnPmzInQggSISsrglFOWEVTgrrvupmnPtvB7Z5xxBldccQV/+tOf2LZt/+uJiYlMnToVSaUKu4Zo2ytpfOF2Lpoq8tz5+39zlSnfpD2qgpObbueHK5r5587QuKIWXkL0ossYXvM0IxtWoFKp+MMf/oBareYXv/jFOILd/CMT2dET6GwqClF/tGM/MsWkSXxFMUkAvwZI++6TqKISw/9/nhpAEYVCi0x5XICp0TKKAtU2ic2DKvaOSCj76uGCPheiZp/xvexH4xlE4x5E4xlC5XMg+V0gQFClR1bpkCUdQZWegNqArDaGH4NSZIRFCAaQ/C5Ufieiz4HgtaO4rCguK7JzmIB9EN/IAL6RQXxeD16vF5/Pd8iC9K8KEhMTyc3NnZAINjc3h7skjwTq+CzMs87AOO0EBEHCWfsZ9q1v4utpOLpBCWKYDAphwriPIB74XBN6X9Aaw+SyVNfPdzTvcrq4ETsGnpZP5unAMgaJQpH9Y8hi6E/xOjGoBaL0GqSgD0n2IcpeHMP9dDTX47YNjVnWBSjjiN8oRkZGQgR6xIllzrlYKs5FCcqMbFiBfdvbofrMzwFRFCNSx6OPY7UOD4RBCjA3xsqiuGEqoq3oVQq1wyJv7lVYUeVma+fBxzLqgSuKIv/85z9RqVTjtmWz2di8eTOiKJKYmEhaWhoxMTEoKAydOoTgF4haH8XgiYPIapn2e9sZadofmdRqtcyfPz+83s2bNx+0mUUURWYun433PDeq5mzsjeW4DUmo4zIAkJ3WcLext6sWX3c9GlFh9rzZuM52EdQGUb2oYsfaHRP+bifSjxQEgXnz5lFcXMz9999PZWXlhGOTJIk5c+aE09sHklmLxUJpaSlFRUUsWrQIURRZu3Ytzc3NeAxJtOWfj7N2LYPv3Dtu3VFRUVRUVAChWs/RJiZNVCInnnYGiQaRh//+BBtXfxj+zM0330xxcTG/+MUvIiLPer2esrIyzGYztrgS+rKW4m/egu7jO2n8/v4u+YCg4cPc25CCfp7/y//x1Pb9on1RC75B9HGXY13zDLYNL5KWlsadd97JmjVrePzxxyPGfjAC2GINkvOXySaQ/3VMEsCvARLOuQVD4YLw/8faBGJUKcyMCVAR7ydFr2DzCWwdUrF5QGLQJxEY6cc/0EqiRY8iiPh1Mfj0cShiKMUkBtxo3YOoXf2oHH2onH2h50oAtTpUwBwUVQTURmSVMfSoDj2GnhvCr8nqAyJRShAp4EbldyL5nYheB3hGo4rDyI5h/PZBfLZ+fG5nOKro8/mOyL/1P4nExERycnIOSmiOhgiKWiPGsmVYZp2OKjoZT2cN9q1v4apb97lSuEeKCKs2q8L92yT+WW/GI5kOIJPGMZHI/X+S3oTaGAVqXfh8OhCKEkQMeFEF3KgCLiS/E5XfRcAxxGBnM9bedoLO0MRBdloRDRaiF3wD0/RTkZ3DWNc+i3P3x1+YlJFer49wN8lOMHJcop1FscPMjB5BLSrU2I2sG4xh7WAMnZ79N3qPxzNOs3BsrZzZbOY73/kOFRUVrFmzhvr6+nHkqbe3l7i4uHHk0JXhYuT4EQbuG2CgeYCsm7NQx6hpubsFT9t+QjFWUsVut1NZWXnQ34rBYGDaNdNwzXIR+2EsDasb6BkaCUUJU4tC6ePUQkStESUo4+9vQe5tIC3aiXzcNkQPyM/J7N66+6DbOFA/UhAEjj/+eHJzcw9JAo1GI3PmzAmntXfv3h1Rq6hSqSgpKSE9PZ1FixaRm5tLU1MTa9eupd+QTW/uaQx/8iQjla+OW3dRURHp6aF0uMvlCjeeKLoo5pxyHjMSVbz0+tu8/Pwz4bH88Y9/xG6386tf/SqiBEYURcrLy7FYLDiicunOWY6rcTO1BQ8Rq9v/3Q7pMlmVcysl/W8wdWBlxHj+GjiXewMXcqPqJX6oeo37++aTuuRq/vznP/On4t2HrQF8pdrPBS9N6rn+r2OSAP6vQ5Qwliwhfvl+kne0BNA/1EnAPoA+a/oB7yik6YNUxAeYERPAoIK65g42tY2wV0jHZ0oBJRjqIBxpReceAhR8ulh8+ni8+nj8umgQQjNQldeGztWHaOskONhKcKCFgNMarkXSaDRoNJpwoXaoWFvcFzU0RBDFcYRRZQQxsn5RDHj3kQMnUsCJ6LGjuG37o4qOIfy2fnxOWwRR9Pv9/1GyeKjIVnNz84S1bAeFIKKfUoF59lnos6cTsA/i2PEu9h3vfWHdwyoRLi5Rc/MCDTOSJbZ2ydy13ssr1YHPLTSbkJBAQdFU1EYLQUlLUNLikUGWtKj0ZmSVHlltQFYZ8AgaPIIWdGYkfaSciaIECbrtyM5hgl4XKnMcqqgkAo5hXNWrcTdvRXYMI7usBF0jfN7LZbpF4NwiNecVqzguUwIEdtlMrBuOZf1gDH3eUPr2SFLIgUAgogPZbrczd+5crrjiCkZGRli3bt0hJwNOp5Ouri66e7vJ/l02rkYXHY92IBklsm7KQpOoofmPzXg7vOExVVRUhNOv9fX1h+xmTkpOIvUnqcgmmZg3Yti6fmtEly+CiDouI1xLqEktQhOfiajtwZD1CIwk4P0ondZNH+IfaONgx3ysfqQgCJx44olkZWXx6KOP8umnn074mZSUFEpKSoBQjWNlZWWE6wiEHFfy8vLIy8tj4cKFBINB1q5dyxZfKsMpFfS//DvcTVsiPqNSqZg/f364NrS7uzuccvarTeQtuYBl2WrWb9rMww/8Bb/fT05ODr///e9ZtWoV//hHZJ22Wq1m0aJFSJLEoCaZwannU+beyqtxD6EW9k/QdiaeT33sUpY1/Q6LL7Lx5oHAOfw5cBE/Ub3E8Nrnsc/+fsjXuPLXLE0+eP0pwFWvu3i2KkDgq59AmcQhMEkAvw4QJWKWXoeoDkkcyK4RrKtDncHatKmYpi+LWNxUelLE/562XfQ+fwvqxBwM+fPQJOchGWMQRAnZMYynswZf9cfMKslnyZIllJaWIssyDa3t7Oh0Uh+IxWXOJKjSIQY8GOzt6KzN6KwtaIIeAvo4vPo4vIYEvIZEvIbEcApY5bOjdfWhtvcgD7Tg7WnA0d8Rlt5Qq9UTEsMD/1ep1QQl3RhSOD6aOPqecoCtVSj9vI8o+l2o/KNRRVtEVNFvH8S3jySOJYtfFg5GBO12+0GbGg4FdXwW5tlnYCzZlx6uWRNKD0/QAXkkMGng2lkafjJPQ2aUyLv1Ae5e7+WTli8mwihJErm5uWRmZk5InCaslRRVSMYoJGMMkiEayRSDOOa5ZIxBZUlEMschHDBhUIIysjNUnxqKHoYiiJGPwwQdwwS9TvJjRc4rVnFesZo5aRI+WeHDxgCv1gZ4sy6AXdZQWloa4TgyNDREX18fBoMhwvbucFAUBZ1OxymnnEJ8fDzbtm1j586d4YmKLMv09vbS2dkZkcKNPSmWlEtS2PvTvfiH/IgGkZyf5aCOVdN8ZzPe7hAJtFgsVFRUIAgCsiyzYcMGPJ6De4UVVhSiuU6DtkuL6n0Vmys3H7J2V9QaiSssJ2VJAfLMjfgHF+DtPxPZacXTtgtP6y48bbsIDEd6BY/Vj5QkiaVLl5KZmcmKFStYuXLlhLZ/xcXF4cYih8NBZWXluKhpVFQUpaWlxMTEsGjRIrKzs9lbX8+rXWYGtSl0P30T/gO0TpOTk5k2bRoQqsNsbW2lsLAQQRDwq02Y513IRXkSHW0t3H3XnxgeHubkk0/m2muv5f777x9XwzhlyhRycnIA2NkfwLDsx5yh2sz96odQCaHxBgQ1H+T+Gq1s58SWu8YJnj8YOJt7AhczveNFVr3+KnfddRcpwgBn996LeJBb/5BbIeXP9qOSW5rEVxOTBHAS45D180jT9VECeKSYN28exx13HAUFBVgsFmw2G3V797K7w0qfOgmXJQuPMTkUCfAMYbC1ohpoQBxsQKXI6PR6gvrYMBn0GhLxGBMJqkKpMcnvROvqR+PshaE2vD0NuPrbw9GQiTqKRVE8IqKo1WoR1LoxNYnGCVLRhiNKP6t8DlQeK4JriKBjgOBIH37HcJgkjiWKPp/vc3dCx8fHk5ubG1EgD5+fCIo6E6aykzHPOgNVVBKejupQenjv+iNKDycZBX44V8P15RpMGnh+t5971vuo6vtiwwkHa5KBkPtDfX09XV1dE3zyyKAvWEDMidegMsfjbtqKp3UnotYQJo/iPsIoGaPDk6s0+jlL2sBZ4lqKpQ5cQTWr7Fm81Z/C+50mhkecEYQx6LKSk5FKzj57NwilEKuqqsJyNzqdLqID2Ww2R7imjIUgCMyePZvp06fT19fH6tWrsdvt2Gw22traxtneCRqBwnsLsa610vNCKIIkmSRyfp6DZJJo/mMzvt4QiSosLCQjI1TP19/fz86dOw967ARBYOYlM/Et8xG1LgrbBhu7d09sHzkWiYmJTLlwCvYKO7qtOfQ1ZeCNzkabUoAgqQjYB0JksHUnntZdYa29Uf3IuLg4li5dSnp6Ou+99x6ffPIJHR0dEdsQRZGKiorwxKm7u5s9e/aMG4taraakpIT4+Hjy8/PDLiIvNUtU9fnp+udPxvlxz5w5M6xf2NLSgs1mY9q0aUiShE8XQ2DGBVyZF0Bxj3D33XfT1NTED3/4Q2bNmsUvf/lLuru7I7a/cOFCVCoVPT09NHrNJJ/7C86SNvBn9SNIQujW3WcoYHX2T5nZ/Rz5w5+M24+HAmdzd+BirGufI3VoO7/59a+YNkHaeBR/Wuvll6u8k8Tga4BJAjiJcTiQACpyAG9XLZ7WnXg7qgmM9CM7rSgBL6LGgCo6CU1yPu6Wnai9VhbMnxcuhE5OTqawsJDc3FxEUaSzs5Pa2loa27txm9NxWrJxWbIIaC0IwQB6eye6oXr8bTvwD3eHJTSMJhMqc3wkKTQkImtCN38x4EHr6kPr6kO0duLva8TZ24rDPoLD4RinMXYoHCzdPO5/nZ6gxnRA2nlMRFFjxq+xEFTtFxoWgn5UXjtqnw21dwS1bwTVvkfRPUzAZcM/ATk88P+JoimHIoLNzc1H1DEbAUFEnzcHy+wz0WXtSw9vX4l953sTWs4daNX26FYff9m036rti8Kold6BDioulysU7R0TMbNardTU1IxL8x0xJBWW2WcTteBiFNmPde2zOHa8F1EfGKcXuKjMwKWlahalBXEFBFb2xvP6YDarvQX49An7IozRocj5AfI8Qb8H3CPoBX+4blH0ORjsbGagrYGArY/ASF/YY3vUTjA9PR2LxTJh9DMpKYkTTjghLHRcX18ffk+W5YgUsrhYxHS8ibob6wi6QvslmSVyfpmDpJVourMJ/4AfSZJYsGBBOM25c+fOQ04u9Ho9xTcV48/0E7cyjoYtDePI2ERIS0sj9VupuHPcxH0QR92ndfQO2dCmT0WXWYYuazqapFwEQcQ/3IWnrSpECNt2kWTRU1hYyPLly0lLS+P999+npqZmnH6kwWBgzpw54XOlurr6oJOFrKwspkyZgtls5rjjjiMjI4PKPni5sonWZ2+LmBTp9XrmzZuHJEkEg0E2bdqEWq1mxowZqFQqPIZkbCXncnmGnVSzxMMPP8z27du54447kGWZW2+9NSJqORoFDAaDbFy/jpwZc3AffzPniGu5W/13xH0kcGvyZbRGz+OUxl9j9I+X3zlv73K2ZV6Odd1zPHOKgCf/9H2OIk0RyzUPB5n6sAPP/5gq1yQmxiQB/LpAENGmF5N0yZ0Iwviur2OFbcMKrGueRq1Wk5ubS2pqaoSA7qieV2FhIUlJSXg8HhobG6mqqqKvvx8pKhlnVDauqBxcpnQQJTTuQYy2ZujazUjzTkaswyiKgtFoDEdENFEJ+I1JYULoNSQS0IYIkCD70Lr60Ln6UTm6CfQ14+5rwTFiC0tvHGuXsEqlOnz6WW9GMMUj66Lxay0ENBb8Wgt+jYWA1hLR8SzIPtS+EdTeEVT7HtU+236SKHsRCNWBHYwcajQakpKSxkXGHA4HTU1NR08EGU0Pn4mxZMm+9PCn2Le+ha+3kQUZEj9boDkqq7ajxeGs85qbmxkaGkKj0YTsxvbVX0GoM7OtrY2mpqbP/X2LxmhiFn8TU9nJ+Ppb8K7+G6cYarm0VM0pU1QIAnzQGOC5qgCv1/pxHiLzL2qNY6KHoQiiZIxBbY4jKikD0RC1L+qsD9fHAgTdI0geG/qgC03Ase8csYcmER4bw/3dDA0NEQgEMBqNxMXFcfrpp1NQUEBjY2PYWeJAyDqZ/nP70WzW4FvrC5NDl+gi/aZ0BJVA8x3N+If8JCYmUlZWBoQaVDZs2HDI1G5ieiIpP09B9IhEvxfNlsotRyTknZOXQ/R3opENMjHvxLB70+6IVL6oM6HNmLafECZkAeAbaMXXvpt4eYjLl80hNz2Z9957j66urnH6kUlJSZSWloaOgSyzefPmyFrFMRhNCet0OgoLC5k3fwHOoIqnP97J+qfuiBx7Tg5TpkwBQhOQLVu2YDKZmDlzJlqtFqcli768Mzk3touKnDhefvllNm3axO23387atWv5+9//Hl7X2Cjg8PAw27Zu5eoLTuTjKT/mQulT7lQ9jigo+EUd7035LVHeTo5r+ysTVZI+HDiTuwKX8APpNabnTcGrtoQdRQCCisKSp1ysb5c/d23uJL5amCSAXzOYy88m5sRrj1iv7EjgathE/6u3RzhmaLVasrKySEtLiyCCiqIQFRVFUVER+fn5GAwGBgcHqampYfv27bhcLoxRsfjjpuCMysUZlY2sNiIGPBhtLWiH6vE2b2Oot5PBwUH8fn8EITSZTBhiEpDNKWFC6DUk4tfFAKF6Pq2rH62rD42zF2WoDXdvE86R/X6vX1bd3mi94lhyqNZo0JqikSyJiOYEBFM8QX00fm0UAa0FvyYKZUzESJS9YTK4nyTawpFEKXh4CROfz8fQ0BBDQ0PjooyHa24JpYeXYZm1nOUx7Vwrv0SFvoPq/iD3rPcetVXb4TAa7crOzj4qz+TY2FgKCwsjPuN2u6mrqzuqbumxUImwfHYmVx6XzmmmegyCl/VdIs/ucPLSngD9rmO/lAqCQF5eHllZWSgIyGoDLtGAVzIiWRLCkwa/xkJAY47Q15TdduSRvlDE0NZLwNZHrA7mlxVwwpzpqIK+sNDxgSlk2zwb3lQvCa8nIAT3Xxvcaje2U20E5SDWv1mxddrIz88nPj5kNzdqr3YoFCwpQHOlBlOVCalSYtOmTUdU7lA4uxDtNVokh0TU+1Fs37L94BI0hmh0WWXoMkvRZU5HHZuKogRJUHkpihEYrt2Ep303freDurq68CRobFrb6XRSWVl5UEKrVqspLS0lNjYWk8nEwpOWk5kQxeptdTx5/x/C5HpUmmb03BvVYtTpdMyaNQuDwYA9ppCe3FNZFKzijFk5VFZWsmfPHq655ppx+oBjawG3bt3KiHWYW65exjPx3+cb0if8QfUkoqDQZSpjbeYPmNP5BNm2jRPuw98CZ/DHwKV8R/MehcXlZI5sprz7GRRF4cb3vdy/aVL47+uESQL4NYS54hxiTrjmCyGBrvqN9L9+50FrwzQaDdnZ2eOIYDAYJBAIkJeXR0FBQeiGpyg0NzezY8cOdu/ejSzLREVHo03OxxmVgzM6F68hEZQgekdXODpoba9jaHAQq9UaJjB6vT5SpDcqFjE2cx8pTMBrSMKniwlFWIIyWs/gmBRyB97eJhy24bD8xti6qS8bgiCgVqv3E0VzLJqYZFTRyWGSiDGWoD6GgDYqggSIAc8+MmibIJI4ghg8NLmdKKI49n9kHxcWBPjJHBWF8SIbXOk8pvoGH9oyGNn+Lo4d7xF0H7rD8EiPwWiqd1RSYxSHIn5jIYoiWVlZ5OTkhEsSAPr6+qirq5swGjZuHMD8DInLStVcVKIi3iCyp09mRW86H6R+my5tLiObX8O28aVwivaLQHZ2drhs4kDIskxfXx9dXd2M+BSkqCRUUYmoopJQWRL3PU8MTSrU+6PLGkEmTgeCa5jGXZvBOYDG78SIB0OMC//FI0Stj0LfFEkOA8YAQ8uGEAICsR/GgjN0bAVBQFEUampq6O3tPShxEgSBsuvLkMtlYj+IxVptZdeuXUd0HKadNA0uAX2zHv1nerZu2XpE6XzJnIAuqxRDzkwSShbiVDRhRQK9vR1/xx6aKlfhddnDkisAPT09h61VHCXogiCQufBsTihMxGaz8sD991JXVweEvKBnz54NhOpRN2zYgM/nQ61WM3PmTCwWC9aEGfRnLiG/9xOuOKGM7u5u7HY7mZmZ3HzzzeFI6dgoYCAQ4LM1axAJ8tOrTuW5hO9xufQRv1M9hSDAxrRr6TGWcGrjr9DJE0daHwmcyZ8Cl/AD82dk5M/i+JZ7uOu1ndy7cZL8fd0wSQC/ptBmlhG//McRAtFHg6Dfg/Wzf2Hf/DpHchppNBqysrJIT08fRwSdTif/z955h8dxl9v/MzO7s31X0mpVVr03y73GiePEaQ7pjdATuNRQQq8BEi5wAxdCL6EECCUhEEhIr05zlZssW5LV26qvyvY6vz/WGmutYslxLvBD53nyGKTR7uzM7Mz5nvd9z7HZbNTU1FBVVYXNZmNsbIzGxkb27D1n7BEAAQAASURBVNlDd3c3iqJgt9uxZuUTSS/HZyvCb81HEbVoQ+OYxjvQu1vxd9fjHh5iZGRkxgNeo9EkNdKbbGlo0wsImzNP9hYa7CBIoMSRg26VFGo9A4SH2vFPuJN82f7ZRtOCIKBPyUCfnoOcmo02JVNVEzHZiRtSYBpBlCL+JEKYXGb2ICqzKzNaIc6lmcO8JbefdDnMa6Op/KHTzqERLT5tCoHc9URzVyVUq/Y9BOufItjfsuiYP0EQyM7OprCwcAbxc7vdtLe3Mz4+vqhjZDQaqaioUJvzIVFCb29vp6enZ1bVs8Yh8rblWt6yTEthikjPRJw/NkT445EI9YOJcy5odVg33IB1/XXEg17GX/otvqMvcqa3VFmWcTqdOJ3OGZ99ChMTE9TX1y+IvEJCGatauxlzZgER2YI1uwhtSiYjAYXRoIKgOUkQ9c5fIWpG8bx2MdqQB13Mh4kQhrgfUTvK+LZ+xLBI2rNpiKGZxNTv98+wp5naT51BR+WdlWAg0Q94tJXu7u7T7r8gCCx/y3Jil8Sw7LUg1UvU1dXNO4F8KmRZ5rbP3Uk0rZidbSOMaR3EtEaEeBRluB1fx0FKzDHM4REEJU5TU9NpexWzs7MTmcuCSGD59VxTnUqeWeHxxx7jwQcfJBKJJKWPTB80kSSJ5cuXY7fbGXVuwp29gYzmh3nXRavVHtajR4/yne98R32/6SpgV1cXrSd6Oq+5ZjsHKm7jVulJvqy5n5DGzFMld5Hpa2JT373Mhbsib+e+2GW8P6sdu07kw7d/ataJ6SX8/40lAvifCkFEkDSknPd2zMsvQdTPnKScDUo8RqB1D+4XfkVsciip7LsQzEUEY7EYY2NjSJJEdXU1VVVVFBYWqqpgfX09Bw8exOVyIUkS6enppDky0eRU47cV40spIipbEWJhjJNdJ9TBo4wPdDM6OsrY2NisD3pBENQSstlsxmxNQZdZRMzqVPsKw4b0hMqmKGhDY+j8w+hPlJDjo134xoaTHnz/WjdSAcmchsaWgTYlC53dicmRj87uRDGmEpEtCcJ7AmLYm1AOwx60oUlMETfXmA7zTkcj6doQL47Y+WOPk+7AzCnUmKRnIr2GCccKojorem8fKUOHMLpbiExLZ5lLZUxLSyM/P/+sEb9TkZmZSXl5eVKOr8fjobGxkcnJSfJtAjcv0/K2Wi3LMyXcAYWHjkX4Q32EV7tjc94oJauD1K23YqraQsjVjPv5ewm7mhe0T4IgkJ6ejtPpJD09fYYqH4lECAaDSVY/Pp+PI0eOzNmvdiocDgcrViQ8PGOxGA6HgwsvvBCz2cJvH/gLL+8/imR1YKoyk3lNH2O7NxMPL0djy0CUT55nQezDWPQrCOuRDp+P7A+r7Qia8CRSNDCj9ywSiaiLJcWmoH+fHl23DutrVvbv3z9nSXc6JEli2UeXEauNkfp8KtH2KHV1dYtq1dDpdHz+85+nsLCQR//xD4ZDGgKWPPzWPPwmJ4rWgBALY/C60E9207H7acY7jsxrBp6ens6KFSuIa/T0Vt7MuU6Bi3IFBgcH+fGPf0x3dzfnnHMOWm2ihePAgQO43YkBDUEQqKmpITMri6H8bUym12Cq+x1vPr+W0tJSNBoNP/rRj3jllVeAZBVwypcwHA4jCpC/aTvKebfxbvFx7tD+gW7bevbkvpfN3T8ixzv7pLY7CDeOfYQ2y2reXx7i2CtP8Pvf/37Bx3MJ/39giQD+x0MASYN52YUYStcjZ5aisdiTtoiH/IQH2wh2H8Fz6EnivrFE6fR1JCXIskx+fj55eXkzFMGBgQEikQgFBQWsWLFCzQB1u900Njayf/9+Ojo6GBwcRBRF7HY7aXY71rxKwifUwaApGwQBnW8A03g7encrvr5EqXhkZOS0CoJOpzvZV2i1oXcUIKTlTxs2cah+gZrQxIlhkyF0/mHEiV787sGk9Aa/3/8vlzSSmppKUXEJloxcojobkRPDKQHRSFTQcHNqIx8yv0iGMM6j8XP4UfQa2n0GJN9IQh0Nj2OITKILjSNF/erDX0HAl1LMeMYqApZcNGEPtuF6rCMNaKILL5OGw2HGx8fxer1JZPH1xPxNDSPl5uYiCAJWTYTz7G7OtfWz1hHGH1F4tDnKH45EeLo1SmQRb6HLrSHtovchZ5bgbXiB8Zd+S8w7e16z0WjE6XSSnZ2dREinMDo6isvlYnh4mHg8jsPhoLq6WiUTsViM5ubmBdncCILAueeei06nIx6PE4vF0Ov1rF+/nmXLlnHo0CF++tOfMj4+TvGXi4kH4nR+uxNIZP1OlZclWwb6PDOOS48RD9vwd74bQZN68n1ikRNk0JM03a4NTaINjSHFQgSKAkxsnsD2ig25Xaajo4OJiYk57ZumoNVpqf5yNXF7HPuTdnwuHwcOHFhULrher+cLX/gCubm5/Pa3v0WSJERRREEgZHQwLmcQSy8lYHaiSDLxoC/hQXjChzAyMtP8Oj09neXLlxM12umpvJm8WD83FMVJT0/nkUceYefOnWqKis/nY8+ePUnXbUVFBbl5+fQXX47fVoS88+dsW17I1q1biUQi3H777WrPamlpKYUn7IJ6enrUcrMkgGHlm7Bf8kFq+/7GJ6Q/webb8RrzubTtK+qQh8sTZ78rxj+OR7m/PkJYkHHc9N+Ysor4eG2M733ti7S1nZnn5xL+PbFEAJeQgCCBkriZinoLosECgogSDpx8iL1O0jcbtFqtqghOt++Ix+P09fUxPj6Ow+Fg9erVVFdXU1BQQDwep62tjaNHj3LkyJEkc1ur1Yrdbic1Kw8pbzl+WzF+WwFxSYcm7ME40Ylpoh1loImx4UFGRkYYHx9fEJmQJOlkxqvFiiEjH42jiLAp66SBtSbZwHpq4ETrcREcG0xSCr1e76IeYG8UUlNTKS4uJjU1FVmMc3nmEG/O6SdVjvBwq5avvCbSrmShsWWhTXWiteeiteeiSclGkBLnLB7yER/vR/AMInqH0ZzIf5Z0RmKFmwhm1oIgYHE3Yxs6hD6wOG/C2RCNRudVFaf/7+nk26iFN6+08u61Zjam+xAEhf3jNp7pt/Kb3SO09Qye+U4JIublF5Oy5Z0IGpmJXX9mct/fIZawUcnMzMTpdCaZP08hGAzicrlwuVyzLlAMBgO1tbVJNj/9/f00NTWd9jqaTh66u7vVntyp2DNFUfj5z3/OceE4+bfl0/rl1qQ4uOnQ5+kp/Gwh4YEw8pM20p2VRGUr7rDAWFhAl5qNZM1AMNtRtCcVRCniS2SCFz4GqX2YdtSiH/OhCU8ikBx7N/X9mG7fZLQbKf1KKWJUJO3pNMaGxjh06NCiFlYGg4EvfvGLZGdn853vfAeTyYTNZlN/H4/HESQNQWMmw2IaE7oMdDlVCBp5TlPqqXQRn7UQV+nV2Af3cUG6j9WrV9PX18eOHTvUqkB7ezvt7cnWK0VFRRSVluMqvYaQMQPdaz+h2mnjpptuYnJyko9+9KMEg8EZKuCpU92WtVeRtu19TOx8AM2xJ/nOd/6Xowd28/c//IIRv4I7cKI/WqclOyePrKws6uobSX/LN7GnO7gxpYs7v/Dpf4l70hL+b7BEAJfwL4H5iKDL5aK3t5fU1FTKyspYvXo1lZWVWCwWRkZGaGpq4vDhw3R1ddHf36/ebLVaLWlpaaSlZ2AuXE7YUYHPVkREn5rwHJzsxjTRgWGsDc9golQ8MjKyKM9AQRDU1AaT2YwpIx9tRrFaQg4ZM1TDaE1oEr3PhcHbj97Xj84/QsDvnbNv6v8Seg3cfq6NT24QSdXFeH4onT/2OukL6vH7/XR2dtLf35/8sBUlNCnZCUKYlqsSQ21artpSoMSiRMf7iYwPIGp1yI5CRIMVebKXtOHDmMfbEEiQ7ykz7ClrnbOJWCTESoubizLH2Jrlw6hR2D+k4ak+M/uD+XjiJ70a3W43TU1Nr2vwR9CZSDnnZixrriTuc2NofgpnfAjtKake8Xic4eFhXC5XcmLJXK8rCJSXl6uTq5BQlurr6+cdjjAajZxzzjnq9sePH2fFihWIoohOp2PNmjXU1NTw3PPP8XL5y/iO++i9d+4+OH2hnqLPFBHqC5GzKwedmFj4HDx4MOlzCDoTensOFmcJ+oxCtGm5kGZDt+xPxCNpBLrfixCPow2OIQfHkINu5OAY2qAbOTRGPBxMUtKVdAX7R+zoXXpsr9gYHBhckMH0qcfiS1/6EhkZGXzta19Th9Gm1NXpOH78OD2uAXTOSvQFy9EVrEiYUouJzPMEGTxMenSEstwMxjJXM5K7hcz2JykUhjn33HOTkllisRi7d++ecW3l5ORQXr2cvsobiWpNmHb9jLLsVN785jfjdru54447GBkZmVMFnIJl3bWkXfgeYocfZbNtguuuu46f/exn6vR7OBymrKyMgoKEbU5jYyOD3ig5t3yPvDQDGQ1/4uGHHlzU8VzCvy+WCOAS/qWg1WrV0vBsRLCzsxNZlsnJyWHdunXU1NSQn59PNBqlra2NY8eO0dTUpD5QpxMWi8WC3W4nJa8cMXc5/pQSAhYnCBKyfxjTRDumiQ7iwx24R0cYGRlhbGzsjEqNsiyfUAotmNJzkLPLUNKKCJqzCRkzUEQNQjyC3jeI/gQh1Pv60UQDSX1TU6TQ5/O9ISVkgwY+sFbmM5tl0o0C9x+O8MPDOgR7CWlpaUnbzkkEZ4FoSkGblpdECvUZhQjm5PYC4lGkyX68zbuY7GogMtpLbHIYQWBuA+5TrXRmeXAnoFBj8XKhY5Qt6W5StFG6/HpeGE7nheE0BkL6Of4uYVcUCASYmJiYU2WcrwdNq9WSnZ1NRskyfBXb8duKMHh6cPS8hC4wgtfrTeTx9vefke1QRkYG1dXV6nckFovR1NSUlCRxKtasWUNqaqJku2/fPgwGgxpdBgmvu6uuuopXfK+wS7+L459KxMPNBUOJgcJPFRLvi5O7LxchJuD3+9m9e/dpvzPZ67Kxf8iO3JiL0LMMn2RGsWQQMdiJaU9a92hCk8ihE4TwBEGM23vwnjuI+aAZ81EzQ0NDNDY2Luo4mkwm7rjjDux2O3fddReDg4Mz/CMhcR0cOHAgaeJckA2zmlIz3ktqoI+QMQO/JY+85ocwBodZvnw5a9asYXR0lJdeeom2trYkm5cpOBwOKleup7/6ZgCs+37JuWtXcM455+D1evnWt75FR0fHvCoggHXDDaRuvYX4oUf4xGXVmM1m/vKXvxAMBjl27BiBQICNGzcCifzwvXv3ImeXk/P2b1GZotDw84/Rs4ABnSX8+2OJAC7hXxLzEcH+/n46OjoIh8NkZGRQUVHBhg0bqKiowGw2Mzw8TGNjI8eOHaO7uxuXyzVD1dNoNAl1MDMHY/Eawo5E72BcY0CK+NVSsX6sg0l3Yqp4dHT0dalCoigmSsi2VIy5lWizy8FeRNDsVBNNtMGxBBn09mPw9SMHRhFQ1Gnp6eWx0/VNzQej9gTxO0fGbhT47eEI33glRPvYyduBzWajuLg4aXoWEn56HR0dCyOCoojT6aSwsBC9Xk9c0BDRpxLWp+LW2AnYChGtDkBQByDikRBRdx8Rdy+R0d4T//YQdbtQojPV0VNj/pZlSNxQoXBVUZhcc4zBgIbnBlPYMeqgM2iGWW1yF494PJ5EDMPhMKIoYjKZMJvNSQMdPmshw7nnEdGnEjr2AkPP//p12+UYDAaWL1+eNCDicrloamqalYBNlSqntjt27Bh5eXlqj5qiKAwODnL9W67n8ZzHMbQZeO3rr81L5ozlRgo/WYg0IJHxWgZCXKCjo2NBvWQV76lAu1mL/Wk7cVciNUOSJMxpDszZJegdBUipTuLmjBPXTIo6sKSzP4nW8RLCsQuR+03IQTdMDhIY7sE7OZ7UezsXzGYzd9xxBykpKdx111309fWRmppKZWVlkn+koigcPXqUgYGBWV9H1JvRF63GULwWc/kGkE2gxBDicdJ7X8YydpyMFDNbt27FZrNRV1fHn/70p1nJekpKCjUbzqe/5q1oIj7S63/Pm6+7GpvNhkaj4d5778Xlcs2rAgLYNr2ZlC3vQDzyKP/9tvM5evQoe/fuBRItADabTS1979mzB4/Hg7l8E+nXfoFq7QhPfv3d/3I9y0s4+1gigEv4l4ZGoyE/P5/8/PxZiWBnZyeBQACDwUBubi4bN25k+fLl5OXlqXmwTU1NtLW14XK5GBwcnPWBZjabsaenYy1acUIdLCZsdIASw+DpwzTRgWmindj4gEoGx8bGzkq/jNFoxJJZgLFgGdqschR7IWFTJggiYiyEzjeglo31vgGk2EkSFAgEZvQVzlfCNmrhQ+tkPn2OTKpe4DcniF/n+Ny3gfmIYGdnJy6Xa8bDQhRFcnJyKCgoQK9PVtqGh4dpb29Xfc5EgxXz8kuwrLkSjcVOZKyf6Hg/gqRFm5aLZD45aBCdGJxGCqcIYg850gRvqdXy1mVaVmSdnOD945EIr3SdnOA9XcyfTqfDaDQiSdJZNUuPx+MEwxEmMlbiLdwCioJw9Emijc8TCgaSSORirilRFCkvLyc3N1f9mdfr5ciRIzNKwqIosmXLlpN+cq+8QiwWS7IYicfj1NfXU/OBGjylHi7vuZx7f3jvvOkxpioTBR8vQD+oJ/WVVJSowp49e07v1ydB7TdqEQ0i9ifsjA2OcfDgwRmbqfZNFiumzAJ0jgKElCyiq4+gpA4SaHsfsdiJkrgSRxuaUMvIGv8oUXcvwaEuvNMGs6buARaLhTvuuAOr1cqdd95Jf38/oihSWFhIUVFR0jWwEP9IQZSoPm87UtEGJhzLQUxYSum9LiyeLtbnmjhveSmDgwN8+9vfpq+vb8ZrmM1majZfwtCyt6HzD1E1/CI3XncNXV1dFBcX89hjj9HX14coisRiMXbu3DnrPtk2v5WUc99KztBuPnJJDY888og6UDJ1z4RkElly6S1EV95AZv9r7P3dN+c/f0v4t8cSAVzCvwWmiGBeXl5SyW9qarijo4NAIIAgCNjtdqqqqjjnnHOorKzEaDQyODhIY2MjLS0t9Pb24nK5mJycXYGRJIm0tDRSc0sxlKwlnF5OwJKHImrQBt2YxjswTXSg8/Qy7h5ldDTx3xnnzc4C2WDGVlSLMb8GKbMcJa2AuJxQJeTA6AmV0IXB1482OJakaUWj0RklZMI+PrhWw6c2yaToBe47lCB+XRML//rbbDaKiorUFIgpBINBOjo6cLlcCIJATk4OhYWFM6ZbTyV+MyCIGMs3YVl9Bfr8WqKTw3gOPI6v+TUko/Vkn+GJf9NTLVyhreMqaScbxCYCcQ1PjeXxYKeNp1qC+IZdRMf75zQpnw8mk4mqqqqkYY1YLMb4+DihUAhZljGZTOh0ulnNmudDVGNg1HkOk+nL0AbHcPS+hGny5ITpfDF/p5ajp4hMZmYmVVVVpy0JV1ZWqmRxev5tVVUVOTk56vsfaj1Ezldz2BjdyHn687jvvvt46aWX5vxM5mVmCm4vQO/Sk/JKCuPucfbv33/aY2HKNVH0lSIMnQZse2yzDknMBkEQMKeZKfh8AZIsYXs2h6iYTsSQRlifSlifRkSfSkS2wQkSJ0X8J3oN3eBJLCQCQ53gHeWjH/kwRqORr371qwwOJoaAbDYba9asSTq/p/OPhATRXr16NfrsMnoqb0L2DaONBfBb8lEkLbqol5o0geqUOC8+8DN2vjLzuBoMBqrPv4rR2rdgnOhgu7WPNatX8+STT3L55ZfT1NTE7t27icVi86axpJz3DmznvJnNBhfrbD4ef/xx9XeKoiAIApFIhFdeeUW9ls697X/pMVcSevEnDOx94rTnYgn/vlgigEv4t4JGoyEvL4/8/Px5iSCg9gpu3ryZVatWkZubSygUoqWlhcbGRnp6enC5XKrtzFwwmUzYM7KxlK1DyF2O31ZETDYjRkMYJztPqIOdRHzjqjrodrvP+jSdnJaDpXgFhrwaNJllKNashEoYDaL39SephFOJHwYpxlVZg9yYM4BRivK3DhPf2y/RPOg/49g7q9VKcXHxDCIYiUQQBCFJqYWEctLR0bGgDNgpaDOKsK65ElP1VhRFwd/4EpN1/0A73sFVFRreukzLZaUaBEHgxQETD40U8UxkFaHUIrT2PERdgiyrQyjTVUN3L9HRXuKh0xP27OxsysrKkoZSQqEQkiTN+JyKojAxMaH2DZ6qMup0OrRaraoqhQwOhvPOJ2DJxTTeTnrvy8ih8QUfI0gc8+nKodVqTdrXoaEhjh8/TigUQlEULBYLGzZsABKm0vv27QMShKq2tpaMjIQxfDgcprOyE2OVkfNbzufC8y9k9+7d/OIXv5jTf9C6ykr+R/LRd+uxvWaj8Wjjgmxqci7PIfWmVFKfS0Xulzl48KDql3c6yA6ZsrvK0Ll1pO5IRYkptLe3IwhCYjDLmoImJZuwPkEMI/qTBHEqYlGIR5HDkxTaDdg1EQ698jTj3U14+lqRRYVVq1bNUIM9Hg9NTU1z+hhqNBrWrl2LkreKgeI3Ye14kZTBA0TtxScyz4uJ6GxoBYWU8BCtrzyCp2kXMc/J6XhZlqnadhPjtTdhGznKe1dZiMdj3H///XzkIx/B7Xbz7LPPEggE5lQBAVLOvwXbxhu4KifAyK6H6erqmuG12dDQoJa4dTo9Wz//G44HjLh+/zlCfccWdC6W8O+HJQL4r46T5monIQH/4ZP6cxFBRVFUIji9/8dms7Fs2TLOPfdcqqqqMBgM9Pf309jYSHt7OwMDA/T19Z32wSNJEqmpaaQWL0dfvIZQejkhU9aJmKl+VR3U+IeZnJhQCeFCTXsXA0E2oMsux1RQiyGvGimjFGQjKHFSA33cKj7Ou8y7MYgRnhp08EBvNsPhZFUuGAzOKCEvtM/RarVSVFSEw+GY9fdDQ0O0t7e/rs8uGqykrLyYy9cXc52lgUuEvZjECLt6El59Dx2LMuSbeQubbQhFa89FY8tUt4l5x4iM9hAe7iA81EF4sJ3IaDfEkvsqDQYDNTU1s1q3QGKqdmqg43Qm4DNi/mQZuXgDrLoODFb03btJ6duNXlLmGW45M0wRRb1er5LXrq4u1bw8EolQUVGhfk6vzov3Ri+99/ZSEavgfe97H+FwmJ/85CccOXJk1vdwnu8k7V1p6Dv0GF4ysHvX7tMvMgSovKMSOUMm/fF0or4ou3fvXrChuqnGROEnCzE3mrEctBCNRtm/f7+64Jhu3zRl+G4ym1H0thO9hQlSGDM5EGxZeKInfUmlsAeNfxR9eAI5MIrsH0IfHEGMJ66R3t5eWltbZ+3FlWWZdevW4S++AHf2Bqz1D6AbaSYlJQUFiOhS0ZesJWQvp9uvIY5AeLiTQNs+Am11hPoakUSBiu234Ku5Fqf7EB/eWsSrr77Kc889xxe+8AUCgQBPPvkkzc3N82Yyp174X1jXXcM1OX7+9r+fwmazkZl58rsQjUbZtWuXSiJrV64i/fqv0jkepue+24m6Z5aqkyBKyUq7cEI1Pcu2YUs4u1gigP+KEIE4aNO0GEoMGIoMaFO0IIISUQj1hwi0Bwh0BIiH4v/RZ1GSJLVHcCFEUJIknE4nW7ZsYc2aNeTk5BAMBjl+/DhNTU0MDg7O68V2KoxGI/acIizlG1GcywjYClAkGU1oUp0qNnh6CQd8aqnY7Xaf8fDG/BBIy8rhY+dZ+Uj5EEYpxoOxC/lp9CoGw7pEDqpvAIPPhc43iKjMvoqIRqN4vd4ZxHB676QoiuTm5lJQUDCrkTEkyGVXVxd9fX1nNEm9KVfibcu13FStwWESaZrU8Uj8XB4zXEGra5LJvX/F37xzUQ8ZQatDk+pEa89LkML0fOSMIrRpifKnEosmSOFQBxrvAKn4yJDDyMrsJCYUCtHc3Dxvj9yC9ksjY113LdaNN6JEAoy/fD++hueRtZoZKuJs09CnqpGvB1OlQYDR80cJ68OEfh5Cr9dz0003UVFRwdNPP80f/vCHWVWnmutrEN4kYGgz4Pubj2PHTq8gadO1VHyjIlEK3puIgjxw4MCCBxHSL00n6y1Z2F61Yeg0EA6Hqaurm3MxM2XfNJ0YWiwWMjMzueTyK2kb9rLjQBNB2XZCNUw7mR0+LRFI5x9G8vQz0FhHT8vRGe9jNBpZs3Yto5XX4bfmY971M4KD7eoQByR6/tZvPp8JQzaPH+xi3OBEMqUSC3gIdhwg0F6Hs2IF4bKLWB5p5u0bcvnZz35Ge3s7X/7yl1EUhccee4wnnnhiXtJsv+QDmFddwXlyJ3/474+Qk5NDRUWFeq4jkQhHjx5V+wT/64Mf4VD6NgZH3PT99hPE/ePTDmDCE1bQ6pGzy9BlV6BNy0HQyChKnJh3lHB/KyFXEzHPSJLP7BL+dfAfTB3+BSEmbky2TTbsF9kxFM6M25qOeCTO5P5JRp8dJdAW+I8+m5IkqYrg9BLY1GRje3v7jIeByWSitraWrVu3UlVVhV6vx+Vy0djYSEdHByMjI0lpDKeDKIqk2h2kVqxHLlpDyF5GVGdDiEUweroxjbdjmmhHDPuYmJhQCeFiSqNzwaqDj22Q+fhGHQYt/OJAhLtfDdEfMSE7K9DlVKF3VqJzViDIBojHkDz9GP2DmAIJKxpNxDPnfKyiKGrWqyRJ2Gy2GYTb7XYjCMIM+5hQKERnZ+eCiGBVeiKD963LtBSlivROxvlTQyKO7fCJDF594UqsG27AULiSyFg/k/v+hu/IcyjRM4/gE2QDsqMAg7McW0E12oxioqaEXQ9MGXsPo4z1oox1ky6F0EVPHq+RkRGam5sX5SE5GySLnZTzb8FccwGhgVbGnv8Fod6ZxOJUTPn5TSeHZrOZrKysGedpMcMtocwQYxePkfp8Krr+BNGvra1l3bp1jI6O8uyzz+J2u5N6E6PRKOlb0vGc68F43Ej3fd0MDw+ftiXCcZGDzLdnkvpcKroB3YKniaeQ+75cUtanYH/GjtatJRAIsG/fvkVFM8qyzIoVK/jYxz5GW1sbTz/9NAaDAUEQiAsSYX0aIaMj8Z/BQdjoIC4ljosU8SFN9hMb7SI00IanpwmPqw2zyciqdRvpr3krcUlG3nEPnpGBJPI1FQ23adMmXtu5k/seeQExtxZD8Tp02WUo8RhCyAsGG+eYh9mWHeeee76LXq/nve99Lzqdjt/85jfz9mkCFN/0BZSiTeS0/4NXH7qX8vJy8vPzk7bp7Oykra0No9HIV+7+Pr/qTmVioIvBP30eJRIGFGRnJdY1V2IsPwdBM79SHepvwXPwcXxHdyQWa0uq4L8M/oMpw78mrGut5H84//QbngLPIQ+9v+4l5on9R5/R0xHBjo6OGcMagiCQlZXFhRdeyLp168jOziYQCHD8+HEaGxtxu9309/fjcrkWVc40GAykl9RiKtuAkl1D0OxM/NzTh3m8BfN4G5qIj1AopJLB0dHRRamDNh18bKPM7RsSxO/n+8N867UwLs8cF4Egok0vQJdTiS6nCl1OJdrUxH7hH0Mz0YvJP4AlMpqItTvNql1RFMLhMCMjI7jdbrxeL6IoUlRUpPaTTSEUCtHV1UVvb28SEbTI8OZlWt6zSsvGXA1j0yZ4X+6aO4NXzizBuuF6jBWbiQc8eA48hufA48SDiyPUgiDgcDjIyckhLS1NfSgrCER0KfjkVNyKiaDejmjPR2M+QXCjIfTBkYQSFBhB4x3A1bif7vbW122hocupJHXb+9Bll+NrfJmxF+9L6g9bKERRpLKyEqfTqf5sqvdziqi7XC61Z3H6NLQsyyDA6PZRxLBI2vMniX16ejrbtm1Dp9Px0ksv0dU1MybNX+JnctMkxkYjlv0W4rH4jCGWpMGWSJjMD2eiz9KT/lg6YlScYSw9HwStQPEXijE6jKQ/lY4UlPB6vdTV1S1acV+9ejWf+tSn2LFjB7/85S8xm81kZGRQUFCAIAgqkVaAqGxVCeEUOYzKibQWIRZB4x1EmOjDJISZyF6HHBgl+ux3kTWiOngzhbS0NLZv387k5CQ/+MEPaGtrQzKloi9ei6FkHaayDSBKGKU4+YKbrl2PU6APcsX2S0hJSeE73/kOhw4dmucgiaz52M+Y1Gcz8fc7GW+v59xzz50xyDQ+Ps6RI0dYsWIFN3/w0/ygQcTXeZjRp36IfftH0efWEGjbR2ighfBAKzHPKDH/BEo0jKg3obXnYShZi3n5JUiGxLGITg4z+sT3CXbNs39L+D/FEgH8F0PK5hRy35t7+g1nQcwXo+2uNsKDZ66E/P+CqZirgoKCBRNBSGQAr1ixggsvvJDq6mp0Oh29vb00NjbS1dXFxMSEOjiymIeKKIqkZuWRUrMFqXAtodRCQETvc2Eea8U81oo24lEHCabI4FyTyil6uH2jjo9tkNFJJ4lfv3fxX2fRaEPnrFRJoZxVhqjVJRS1sR5M/kEskRGMvgE00dP3B8ZiMbxeL8FgUE1JmY4EEeykQOjn1hUabqrRotfA021RfnUwwmPHo4QXUS3SpGRhXXcNptqLQVHw1j/N5L6/E5ucnzCZTCZycnLIysqakTyiKEpSHu90QieaUpAzipEzirDkVaHPLiVqSFPLYhr/KH5XC77eZsJD7YSHOpLLZwuGgGnZhaSefwuCzsjknr8yueevs3ohng7Z2dlUVlaquduxWEz936Ojo7Par5jNZtauXUukJMLEeRNo/6RltHFUJYoWi4Urr7ySsrIy6uvr2bdv3wyF11/uZ3L9JKYGE+ZDZoTTeDBGTVFGrxhF367Hts9GPB5ndHSUYDC4oJg/TYqG0jtL0fl1pL+YjhAXGB8f58CBA4tuQ9iyZQu33XYbDz/8MA8+mEjHKCwspLS0FEj0VLa2tpKWlobD4UjKNI9J+hmkMKxPU0vIYiyE7G7DEBzFEEostqa+WxqNhq1bt5KXl8cf//jHpMldNDry3vltpPRCrDJMRESIRzF5+1jr1LMux8D9P/ue6vk3G/RmKys/fh9jYYHWn36AmsIsdbE2XSEOh8McPXqUd73rXWjzV/CnvlSUeAxRoyXQeYihB7902mMoGqykX/FJDMVr1Nf3Hn4a9zM/AUVhiX78c7FEAP8FoC/QE+xK9Ju9HgIY6ArQdueJksmSyg7MTQQBtTQ8l31LRkYG27ZtY+PGjWRlZeH3+2lublan/4aGhnC5XEkpAQuFwWbHvnwrutKNRNPLQNSg8w1gHmvBPNaKHE5MF4bD4SR10CxFVOKnleBndWG+vTPMwBkQvzkhatBnl5BZvRFj/jLClhyiusQqXhOaQBrrIj7UhsHXTwo+dPLChxVStWEuyRjh0swR8gxBuj0iv6gLcN/BMH1zqZYL3W2jDcvqK7CsvgJRZ8R37CUm9z5MZLhT3UaSJLKysnA6nUkZsFMIBAJqD+hCI/kkSaKorILM8pWEjRnqQz+ot8OJbOio101kqJ3wYEdi6GSwPZElu4BymCAbsG26Cevaa4j5xxnbcR/+xpcXdlCmYarlwWw2J/1cURRee+21WXteU1JSWLl6Je7r3MhDMhN/mqClpSVpm+3bt/P2t7+dzs5O7r33XjweDzqdDrPZTH5+Pv4qP561HuQ6GXO9+bQxf75yH571HlKfTUU3OHt/6XScqihGHBE0b9egb9GTWpfwkBwZGeHw4cOLVmavuOIK3vGOd/Db3/6WJ55IWKKsXLlSnYCf6lUUBIGioiIKCgqS1LRIJIJGozlZQjbYGctYhddehTYwSlS2oEiJ4yGFfegCwycU5WGqssxcunkNBw/s56c//anaKiJodOS8/X8wZRVxQ66P5/cdZdyYQ8CcC6KEQxcj0nWIphf/Qqj32Kw2SMvXb0Zz2WcZd7uZfPgrrKwuAxIxiAaDQfUIHBoaoru7m+9+7wc8MWhhnzvxXQ90HmL0ie+jL6hFzixFY01HMqWhKAoxzwj+5tfwHz/RnytpyH7nPcgZRer7B9r3M/TXu87IomkJZw9LBPCfjLzb8jAUGjj+6cQE15kSQCWu0HZXG8HOII5rHIw8MYISXjq1U5hvaGFKEZyrvKvRaFi5ciUXXXQRNTU1aLVaenp6aGpqoru7O2kK9ExyfEWdEXvt+Zgqz0XJqgZJi84/dJIMhsawaCJcnz3A1dmDSEKcXx6Gr7/oYXCWCdjXg7mGaiIaIwNRI27RhpRRhpxZgqDREg8HifQ3w9BxdBPdmMOjWM0mjEajqiSIKGxIG+eyjGE2pI0TUwReGU3jqUEHhycsxOIJ1bO/v5/JycnXHXsnaPWYl1+Cdd01aGwZBNrriDU8TYYwQVZmZpJSAwk1bHh4mL6+vjMi81OwWCxUVlaqxFIB/KKR7sk4Pm0K2hOqocaamJqOR4JEhjvVCeTwUAeR4U6UyOzDR5qUbFIveDfG8k0Ee48y9ty9hAcX3iMHs5eEgXm95BwOB6U3leJZ48Hxdwfth9tnlHxLSkq4/fbbMRqN/PjHP1ajzqaya73VXryrvQz+ZZCRx0fmjPXT6XRoZS2x62IoNkUtBS8WU+Vn6x4rxpaE5clUu8JCPBanTy6/9a1v5eqrr+aHP/whr776Klqtlg0bNqgG59N7FU0mE5WVlWrkHiSGqnp6eggEAok4yvR0Jqqvw28rJLfxjwgKCYXQ6CB4oq8wKidUcykexWlSyNCG6Tz0Kt31u5jsbiQah9xbvktKehZXm9vY9fwTxEUtfms+cuFq3PpsPBGReMhHoONgYrK4fX+SEv3Bz3yZF6U1jHc3UdrzJHo5ES+3e/duysrKsFgs7Ny9G13xera/51O8uTDC3Q0GRsNioidRTP4ezTgHx3cx/LevA2AsPwfHtV9I+r2v+TVG/r5kNv3PxBIB/GdBhJRzUsj9r1zCw+HXTQBHnhph4IEB5CyZ0v8u5fhnjhN1vxGTpv/emI8ILsS2JC0tjUsvvZRNmzaRmZmJ1+ulubmZ5uZmvF4vo6Oj9PX1MTIyckYkRtDqsJRvxLbsfMTcFaRqQrxf+Svv0O1AVOL8Y8DBQ33ZjEe0hMNh3G63qg4uptn9VMxnqzOVuJI0RCNp0WWVJPoI82rR5y1D1BmJh/yE+o4R6mmgPNTIuwoGuak8isMQp8Vj4KmhDF4YtuONzT21erZi72S9gez1b0JTu52oOROdb4DUgTrM420IKExOTp5ROf90yMnJobS0NOk4jo+P09jYiM/nQzRYE5PHGUVqKVlrz0OQNChKnOhYf6J0PEUKhzqIeU/2wekLV5K67b1o7Xn4jjzH2Mu/I+4bX9Q+Op1OKioqVDKsKApHjhyZc5rZWejE/nk7hjYD1gPWJBPpKZhMJj70oQ+xdu1aHn30UR544AEURWHTpk0YDAa8tV68K7z0P9DP6FPz9/VpHVrK/rsMU4cJW12CUHd0dBAMBuckjqcS+8m1k/jL/aQ9m4Y8PL/qeCpOjfm77LLLWL58Offddx/19fVotVrKy8tVte/UXsXZ/CMnJiZoamrC4/FQXrOc+EWfRoxHcB57AIlY0nBOVGMgbEhP9BNaspHs+YxFZeIIiTaDgBvBM0Q8vQSzXsvKsZdxNR8CEguaNLudc970Zv5R107TpAY5O6HwhftbCbTvI9C6F7vo56N33sPPW/TQV0/J0MsIQEtLC11dXegNBsJocb7350gGM/9VGiRdVrj7mAFlgXGKfb/4AFF3L6LBSt5H/zjj9yOP34Pv6ItLgyH/JCwRwH8SNFYNZf9ThmSUXjcBDI+Eaf1iK/FQnMLPFmKuMtP8yWYio4s3+f1PwVRU2WyJFQsxLhZFkVWrVnHxxRdTU1ODRqOhp6eHxsZGent7CYVC9Pf309fXd0b5wXaDwCc36/nw+kTSxP3Ri/iFcjWTwXhCGRxvRecfSroNT05OMjo6ysjICJOTkwsioAtNWDktBBE5q5S0ompuqJZ5e2YbGzQtTChG/uIu475Gmb1HOtB6B7FYzJjNZlJSUrBarTMe3HPh1Ng7j8czo2wpCALp6ek4nU7sdjuiKCaUOGsBY5lrCVjzELzDeOseYaTucYi9Md8RWZYpKysjOztb/Vk8Hqe7u5v29vaZ/WiSBq09HzmzWCWFckYRoj5Rro35J1RSGBnqIDzciT5/ObbNb0EQJSZ2PsDk/kdneBjOB5PJxLp165IsZHp6ejh+/Pis107Ze8rQb9Dj+JsDISxQX1/P8PDMPssrrriCt7zlLbS1tfH9738fQRBYuXIlCgoTyyYIrgzi+r0L93Pze26mbUvD+Q6nWgqORCLs3bt3zutxRsyfXsbybgtShkT6k+loAonPGY/HF53eIggCF110Ebm5uTz++OMziLKiKHg8HkKhkKokxmIx0tLSkiIUFUWhp6eHtrY2ytdfSODc27CMNpLe8Yz6PfD5fIyPj5Odna3upyAI1K5ag7NyNY39Hg52juCTUwgZMlRDa23Eh9Y/hM4/TGyki0xdhFtvvJI9u3fx0/t+j1ywEkPJOgxFqxF1JqKTQxSI41QU5fL8kJ7UwQM4+l7F5/Oxa9cuABzX3YGxLGEcnq6L88nqAI/3anl1gYS6/7e3Ex5oRZAN5H/8oRm/jwe99P3iA2fYI7uE14slAvjPgADZb83GfnHixvB6CWDndzvx1nsTiuL7En+rEkCJRD/g0lmeFfMRwdNGl51ASkoKl112GZs3byYjIwOPx6Oqgn6/n/HxcTWH+HRWGOlGgU+dI3PbOhlFgR/tC/OdnWFGQxL6whVYqs7DULoRQW9GExzHPN6GebwVva8/iQxGIhFVHRwZGZmhDs6Xsbwo4ncC65wi71kt85ZlWqw6gefaY9zfZeep2DrIXYUupwpRqyMW8BDqaSDYXU+wq57ISDc2WyJZZPoE7kIxFXsXCASQZXlGEsYU3G43fX19TEgpmNdfh7F8E3H/BJN1j+I9+MSCUkHOBGlpaVRUVGAymdSfBQIBmpubVb+1+SBZM2aQQk1KFgBKNExktDdBHtNyiXndjL3wK/zNryx4/zIzM6mtrU362cTEBA0NDTPOv8amoeK7FVgPWzEdMxGLxTh48CDj4+MzXresrIzbb78dWZb58Y9/TDweJyMjAwWF/rJ+xA0ifff1MfbSPCV3AYo+W4Qp20TGkxmIUZHJyUnq6uoWPNAhmSVKvlqCGBLJeTkHIZa4vhobGxkbG5vTV3F6cssUCZMkicsvv5yUlBQee+yx19UuEI/HE9PYeesYK7uczI4nMY80qu91/PhxhoaGqK2tTepVTU1N5bLLLkMURV566SV6envxOZbRn7+NTE0Iz2g/IYODmJxYOEhKlBwTmKPjHN/zApOdR5noPY6YXoShfBOmis1I5jQkJUpM0GAbOoyj9yVe2vEiQlo+zlu+n7TfV+WGWGuP8s0GI4HY/N/VyEgPrl/fBkocOauM7HfdM+t2k3WPMPb8L1l6SP3fY4kA/hMgaAUqv1eJZEqs+F4PARzfPU7vz3qRTBJl3yxDY008zKcIoGSWiHmXGm1PhykiWFBQoPb2TGGhRBBg1apVXHbZZdTU1CBJEl1dXTQ2NtLX10c0GmVoaChBRE6JkHIYBT69WeZDa2XiCvxwb5jv7gozGpjl6ymI6PNrMVZsxlRxDqIxBTE4iXXiBBn0uhBO+Vp7PB5GR0cZGxsjJSWFvLy8GcRvqtS7UOJnNwi8fXnCvqU2U6JnIs59hyLcdyhM5/gp+y1p0GVXoC9Yjj5/OTpnJYJGS8w/QbD7CMHueoShFvJSZLKzspKIYCwWIxwOo9VqF2V4PJXd29/fz+joaFJflybViXXdtZhrt6HEongPP81k3SMJ09qzDFEUKSgooKioKEl5Ghoaorm5edF9o4LOhOwoVImhNqMI2VGAcEIJioeDBDoOEOw8SMjVnBiCmaPEJggC5557LjqdLmkCNBKJcOzYsRkKX867c0hZlULWP7IQ4gLRaJS6urpZ2ybMZjO33XYbq1ev5h//+Ad9fX1IkoSCQmteK5bzLfT+spfxV8fn/KyyI9HSomvRYT+UWDD39PTQ3Ny84OOlz9dT/MViYsdj5B7ORUAgHo9TX1+/IBKu1WpVQmiz2fjYxz6G0WjkvvvuIxQKkZKSsmhFcQoKMFh4Cd6UUvKb/oQcPEkqp2L+JElKuicJgsDmzZupqqri+eef5/nnnyfjnBtwOc9jVbQR7+GniWoMqk+hkJaPkJrLcEhEQUCIR9H6BhHc3UQGWynMc5K7/FxeccVRtAaEWBhP02tIZjuGguVJ+2uUFD5b4+fgmIa/98wc0IlHgsQ8owRa9zKx969qa4L9ik9irrlg1mMQD3rp+dE73jA1fglzY4kA/l9DhJSNJ5U6OHMCGPPFaPl8C9HJKM5bnKRtPenTNUUAtXYt0YkoSnTpNC8EoijidDopLCycQQRHRkZob2+f05plOqxWK9u3b+e8887D4XAwOTlJU1MTTU1NhEIhdXAkNtHPx9YJfGidTDQOP9gT5p7dYdyzEb/ZIIjocqpOkMHNSBY7QtCDeaIN60QbBk/vDDI4HVPEb6q/6nQQBbi4WOLdq2SuqUyQsUeaovzqYJhn22PEF7rbGjlhTp1fiy5/ObrscgRJQ9TrJupqxBYcIFOYRA5PqMpmJBLB5XIRjUZxOByYzeZFPXhni70LImNdcyXm1W9C1OpPTg6PzPS1e70wGo1UVFQklQSj0Sjt7e309PS8Pu9AUUKblot5xaWYay9CkPWggCCKxCNBwgOthFzNhF3NhFzNST2FU4MakLDoma6Ed3d309LSou6bzqmj7BtliE+JZIxkqH9TV1c368JBEASuvPJKbr75Zrq6uti1axd+v59JzyS9Vb2kbkml995eJnbPnqkLkHZRGs63O7E9ZcMwkphOPXLkCIODgws+PNZ1VvJvyyf6QpRcV+L+GovFOHDgwJx5vnMhJSWFr33ta0QiEb7yla8AsG7duiT1zufzzaoq6vV69Hp90nUbFzX0VL4FUMhrekCNmTsdamtrWb9+PcPDwzz99NMEa66mXcimrO9p4gNNJ18/HsfhcHDhJZfR51V47mArk5o0gqZMIvrEsIpejJGpCdI3GSYqW4lMjqBNyZz1fbdkRNieE+aeRgNDQRFFURj6y50E2+tm3d66/jpStt46r7o//Nh3EpPtS1PB/6dYIoD/BDjf6STtwpNk7UwJYN+v+xh7eQxDqYHiLxYnfcGmE0CNTUOg/fUlFPynQRAEnE4nRUVFr4sIwklVcNmyZQC0trbSeuwwl5iOcb1zgGhc4eeHBL754sTCid/se43sLE+QwfLNaFIyIeTFNN6GbbIDo6cbYRYlyOv1qpnF4+PjsxKRwhSBW1fK3LJSS75NpGEoxq8ORvh9fYQR/+u/hQhaPbrcavT5tejzlyNnlSKIEkJgHJPPhdHbi9HTizY8+zEPBAJ4PB7i8TgmkwmTybQgcjgVezcZCOPPXoVQcSGi2Y6/dS+Te/66oBSOxSIzM5Py8vIkouXxeGhsbFzwNTUfBK0O2zk3Y113LTGvm0B7HaLBis5ZjsaaIG1Rz4hKCAV3J2uKMhCVkxGAWVlZ6utNTExw5MgRdYFQ8PECtGlabI/YSE1JEAi/309dXd2cg0gVFRV87GMfw2AwsGPHDvr6+mhpbSG6LUrKOSn0/LSHybo5PrsARZ8rQu/Qk/10NmJMJBqNsnfv3kX112Zcl4HjCgc8DNnBRG9mJBJh//79i86rzsrK4s4772RkZIS77roLh8NBZWWl+prz9SpCwmKqvLxcvbeE9Gn0VL4F83gLmZ3PqIue6X6Ns8HhcLBt2zZkWebVV3fSnH0RA2Et2UfuRxMcT9p2alEqiiKPP/44k5OTxCQ9QVMmclYZ+pxK2sZjRMT5rXcEFD5cEcATEflNu57o5DCibKD/tx8nOt6vbqfNKMZ+6W3onBXzvh6A5+ATuJ/5KUt05P8WSwTwn4DiLxdjLDaq//9MCKCv2UfH/3SACKVfLUWfl0xSphNAyyoL7hfdsLS4WjSmiGBhYaHqjTWFkZEROjo6Fqwg2Gw2rrvmKi664Dw0Bhvp3kaGWw7w4KFJPFENwWBQTRx5vZFiWq2W/BWbMVWei99eQUSfihgNYRpvw+g+jtnbM2vKRzQaZWxsjJGREbzjo2wvivKeVTIXFWuYDCk80BDhVwcj7O17Yy8mQTagz60hpWIDhoLlxKxOEAQ0oUkMnh6Mnl70k90E3f20tLTM6McSBAGTyaRmvE5lvk4fdJkNiiAymVqOO2M1UVMGjLQTOPgY4w0vEQ4v3uJnLmg0GkpKSsjNzT2ZPKIo9PX10draelamkrXpBaRd8iH0eTV4G15g7MVfI4gicnYFOmfiPzmrDFHWQzyOLjiC3tuPq2EnOm8/5dkpSCdI9PScWFOliaLPFdH93W6qjdWqr6DH46Gurm7OPleLxcLtt99OTU0NBw8eZN++fezctZP0d6ZjW2ej+8fdeA7O3mYhZ8iUfq0UoUEguzFbfb/ZzKfnhAD5H8vHVG5CfkjGISXseEKhEPv27VuQAj4dRUVFfPnLX6alpYW7776bqqoqlTgvpFdRkiSKi4vJy8tDFEUm0yoZLLqMjM5nsI0m8pMDgQB79uxJKkPn5uYmxS1KksR5551HWVkZrR1d/N1fQTAUJP3gb5HiyYTcYDCwfft2TCYTTz/9dNIwyyWXXEJqahqf+eYPMF/5BXUAaXYo5BjiBKICI55AIgMYhchIF1G3C1/zqwSO70pYF217L8bS9fMey5CrmYH7PznvNks4+1gigP8EVP2kCsl4clW3WAIYj8RpvaOV8EAY+2V2sm/OnrHNdAKYvj2d/j/0L53p14H5iODo6Cjt7e3zEkFRgLfWavnaBTpyrBr+NLma8fztZOXmMzExwdGjRzl+/LjapzY2NkZfXx9DQ0OLSjDQarUUFBSQl5d30uIDCOrS6NdkEUyvRJuejxIOIAwcwzrRRnpkEGkaGSwx+bgsY5gLHaNYtTHqhrT85nCM3+6fxBt64+0aDAYDTqeT7OxsVSGJSToC5hwCljz8llzCxsTDWxscRzfZja/9IK5DOwhPzJ/+odfrkwih2WzGaDTO2C4xOVyIO2stQUsu2qAbS+8elI49eCfH1RKy3+9/XaVbq9VKVVVVUlpKKBSipaWFgYGBM37dkxAw1V5E6gW3giAyvuM3eA8/jXozOBENmFG1ntSy1YRMWYQNiRJ1POjF4B/EFBxG7xtA7xugt72Z1tZWir9STMwbo/+H/axdu1b9ToyNjXHw4ME5r1lBEPiv//ovLrzwQgYGBnjooYfYuXsneR/Iw7LaQvf3u/EemV2Ns19sJ/tt2RgeMWDzJAYj+vr6aGxsXPDREA0ixXckqiW2x2ykGFKAhIK5b9++pD7RhaCmpobPf/7z7N27l5/85CesW7dOHfhZaK+i2WymqqoKm83GYP42PPYq8poeQBdI9Cd2dnbS2tqa9DeZmZlUVVWpPbFTE8fXXHMNvkCI+10OvO4B0o/9BZR4Um+nJElcddVVOBwOnn32WXp7e4HEAvWGG27gwQcf5JVIEeZl2+bZa4WT9GH20q634QVGH78HBAH79o9irr1ozleLB730fP/m0x6rJZxdLBHAfwKqf1GNqD1ZnlosAQx0Bui7r4+YN0bp10uR9DNLBNMJoOMqB677XLO80hIWC0EQyM7OpqioaFYi2NHRMWMqcnuphv+5SMfyTImHGyN88YUQTSOJB2RZWRlXX301q1evJhaLcfz4cY4ePaqWAqPRKAMDA7hcrnnLg7IsU1BQQG5ublLJKB6P09fXR2dnpzpsoEnLxVhxDqaKzciZJcQjISz9ddwkvcTNGe1UWPy4w1qeHUrnqaF0egOJzxmLxVR1cHR09HWrlNMhiiIZGRk4nc4kdWMKU7Y6LpeLeDxOYUUN1tK1BK15BCx5KmlhchBfx0H8nYcIdh8h7j+9OitJ0gyl0GQyqccxYMpmLHMNvpQSpKiflMGD2IbrkeJhNfbu1N7C0017T4cgCOTm5lJSUpI05OJ2u2lqajojG6FTIRqspG69FfPyiwn1NTH69I+JDHec/L0osmXLFjQaDSFFYn/HMNqscnTOCox51ShygtRog2OIY914o8+TdskQrV9pRxyGtWvXqtPXQ0NDHDlyZE5iLEkSN9xwA5deeimCIPDLX/6S13a/Rv5t+ZhrzXTd04Xv2CxT2SdKwXKaTPYz2WiUxLE6evQo/f39M7efA3KmTMlXSgi0BsjclYnFlCDfk5OT7N+/f1HnDmD9+vV8/OMf55lnnuGhhx5i3bp16rWzmF7FnJwcissqGah9O4ookd/4J8R4hHg8zp49e2YkFhkMBpYvX560eIhGo1x11VVkZTv5S7eO9sZ6Urt2IAiC2hIxPj7O0aNH+chHPsKKFSv43e9+x6FDh9DpdFx99dWsXbuWr/y9HqV89qGNKWTqYyxPjfHakAZ/bPZ2i+FH7sbf9AqCVk/Oh36DNIeqqEQjdH/n2gUdpyWcPSwRwH8Cqn9ejag7cwI4hXgkTnQySsQdmTHo0f+HfmKeGJJFwrrSytgrZ25ZsISZmCKChYWFMxQkt9tNe3s7FSYPd1+k4/xCDTs6o3zuuRB75iidpqamsn37drZt24bJZKK7u5uGhoYks12Px6MaF08pFXMRv1gshsvlSiJ+Mz4DcOEyB+/dmMpV2SNohTgvxFbwx/58Xu0IYgv0k2rSzdm87ff7VTI4Nja26KxVSJQFnU4nWVlZM8qzUzmwLpdrVmNtvV5PYWEhTqeTuGwmYMnFb8klYM4lYkiQyPBwl2o5E+o5Qjy4sF4vQRDUHOMpUqh3FODN3YDHXoWgxLANHyFl6CCayEyy4vf7k0yspzzi5oNOp6O8vJzMzJPN9/F4nM7OTjo7O8/o+M54j9wa0i69DW1aDpN1jzDx6h/V5JHKykpycxP3nlONnnMrV5G9bBMhi5OgKYuQIQ1T+XeJevOZqFsBI53km2IYA0NoIl5cp1HmMjIyWL9+PRdccAE5OTk8/PDD/OVvfyHvw3mYKk10frcTf/NM4itnypTeVUqoLkRRRyJaLBaLsXfv3jkjHWeDudZMwccLGHt6jOK+YlVpdrvdHDp0aNHHetu2bbzvfe/jwQcfZPfu3VRXVwMsuldRlmVKVm4iuOWjGCc6yep4EoGEcvfKK6/M2C9RFCkvL1fPGySGnc477zxWrlzJ/lENr776CpP1z5Genq4uMLxeL4cPH+Zd73oXF1xwgRp1ZzQa+f73v0/DgJ+/e0tOu79vLwqSb4rz7aMGIsrM+0Q85Gf81T/grX8G+6W3YareOuvrxMMBeu65cUHHaAlnD0sE8J+Asm+Wocs+2Wi7WALY9vU2HG9yYK4xI2gEBEFAURQCnQG89V48RzyJoY8lc/U3HIIgkJWVRVFRkUoE8w0Bbi3o5Vz7GA3D8Oln/DzVurCeLq1Wy+bNm7niiivIy8vD7XZz9OhRWlpaVGUiHo+rhCg9PX0G8ZtS/OZqyM+xCNyyUsutK2VK0kSOjyYGOv7QZmUy9xyMFZvR5VRBPE6oux7RVU+Kt4t0i36GV+L09x0bG1NTSeZ74Gk0GrKyssjJyUlSL6YwPVpvIekm04nglMoR1ZrwGp2MSGlEUhPeeYoSJzLUkbCd6aon2NOAEl6cuibLMtbMPEyr3gSlW0DSYnE3kja4P8nCYzaEw2GVEE79O1vsnd1up7KyMklh9vv9NDU14XbPb568IIgarOuuwbb5ZuIBD+7nfk6gZTdWq5X16xO9WuPj49TVJU91WiwWamtrMRqNxAWJyVoILHMx/PRWtKkr0dgSxFUKe9H7Bgj0HsN1ZCfhgRaUyEzyu3LlShwOBytXrmT16tUcPXqUH/70h6Temoqh1EDn/3YSaJ2pMtsvsZP91myif4iSqyTulT6fj7179y5KvUvfnk7Wm7MY/NUgVUKVqmAODg5y5MiRBb/OFK699lpuvvlmfvGLX9Df36+agC+6VxFwrLkU40UfwdH1Aikj9UCCTDY0NMxqXTNbSXjrBRdQUlbBeFjgmed38Mo//sSyZcvU73AwGOTAgQNcffXVXHPNNfztb3/jgQce4OJLLuXd776VHzYZ6AvMb9KeJsf5VHWA5wa0vDAw038z6h1DMlhQIkEio73ocipnfZ3IaA+uX35wwcdnCWcHSwTwn4Dc9+eSsilF/f+LJYANtzQAIMgCtvU20ramYSw1Eo/GIQ6iLBLzxfAeTZBB7xEv0fGlWLg3EoIgsKokg69u1XO5c4zhkMxvunN5YdiOe2yc9vb2RRvHVldXc/nll7NmzRpCoRDNzc0cO3ZsVqXjdMRPK8KVFRres0rLpSUaglF46FhioOPV7pkPTcmchqFsE6aKc9DlJaaXQz0NRDvrMI+1km6Wsdlsc07a+v1+lQy63W7i8Tipqank5OTgcDhmzeMdHBzE5XLNaiy8EOh0OgoLC8nJyUnar1gsRveIh2ExDW1ONfr85WhsGSjxGOHBthM+hEcI9R5FCS+8rC3IBiwrt2NdezWSxU685xD6jldIiboxm80LSjg5NfZuihzG43GKioooKChI+iwDAwMcP378dcX+TUFjyyTt4g9iKFmLv2UP7ud+xrrqEnWoY+fOnTOIvEajobq6moyMDOKaOMPXDSM2iDT9vImIxkBG1XqyqjcSNGUTNGWiSDJKPEZkuIuQq5lQfzMhVxPR0T4MBj0bN25EkiSysrLYsmUL8XicH/zkBwQuD6Av0NNxdwfBzlOGMwQo+nwRWpuWlEdTsBqsAPT393P06OKmtnPfn4t1tZXB7w1Sm1mrEqje3l6amppO89czccstt3DppZfy/e8nDJSnjuViexUB0i7+AJaVl5HX/Gf0/pPDGnP5RxqNRmpra9VFlVar5fobbiQgmUjVwZPPPs/Df7qfVatWqYvVcDjMoUOH2LJlC+94xzt44YUX+NWvfs3d37mHsCmTn7XomavHbwpX5ITYkB7l7qMGvKfkNseCXoYe/BLGyvOwrr1K9ao8Fd6jLzL62HcWdXyW8PqxRAD/ryGBfVtiBTuFs5EFfCoikxGUkILWrkUQBYI9QZUM+lv8S76AZxEpevjcuTo+ul7GG1b4wWE9L/tKkI3J6tbY2NgZEUGHw8Gb3vQmLrjgAmRZprOzk4aGhqTeIkVRcLvduFwuhoaGVFWpKl3kPau1vGO5lgyTyJ7eGL86GOaBhgieBXII0WjDWLYRY8Vm9PnLQRQJ9TYSbNmJbrgJu0HEbrfPsMuZQjweR1GUWQnRxMSEWtZebO/VXJiPCPb29tLV1UXckIq+YDm6/IQxtcZiTxDCgRaCXQlj6lDvMZToAiZ/JQ2m6q3YNlyP1p5HsPcok3v+iuA6qsbeTfUYzqWgnoopW5tQKERqaqpKJCChBLW2tqrN+68XxvJzSL3o/Yg6Exx9gvJ4LwJxurq6aGlpmfVv8vLyKCsrw7fah7/cj+1BG42HGhkdHSU3N5fKykoUBML6NNom4gRNWeiclWjT8xAEkXjQS6j/OAb/IE45hN43QDzoYcuWLVRXV/Pgww9SX1GPnCHT/o12wgPJF6ucmZgKnnx1ktLuUpW4TZmuLxSCLFD8hWIks8To90ZZUb5CvWba29tpb29f1LEUBIEPf/jDbNiwgXvuuScp6nCxvYpIGrLe9i2MKQ4Kmh9Aip28FufyjxRFkYqKCnJycoDEpPKmrRfRMKqwIVOgbv8BfnHvzykvL8dqTRDnWCxGfX09NTU1fOADH+DAgQO8+MpOPvOJj3F/u44j4/ObrxtOmEPXj2l4+BRz6FjQixIOMPjAF7Fv/yj6E4vJU+F+/hd4Djy25AP4f4wlAvhPwFSkkiAlVlZvBAH0HPFgrjKrpWGTbEKxKwhmgVgwhq/Rh/eIF+8RL+Hh168m/CdCr4GPbpD53GYdWgm+syvMd3aG8IQTD4LMzEyKioqSYsAgUV5rb29fUDlvOpmRZZny8nJqampISUlhcHCQY8eOzciWlWIB1ui6uDpvgvVOgRF/nPvrI/zqQISjw6+vL0DUmzGUbsBYsRlD4SoEjZaQqwl/806U7gOkynHS09PnTUdQFAWv14vL5UqYYZ8l4ncqpo6d0+mcUSafIoJTSpom1Yk+f/mJpJJaJFMqSjRMsKeBQHsdgfYDRN2nI1wChtJ1WDfcgD63mvBIN5N7H8Z3dAecMPeVZTmJEJrNZkwm04Ii8KYndcBZ9g6UDaSc+zYsa65EFxwjo/t5pLEuXnnllTmHOaxWKzUbavDc7MFyyIKp0URHRwft7e0UFRVRXFwMJBYAhw8fZnR0FEE2oMsuR84uR+esROcsRzIlvAS1wXHC/c0UWODKc5bR317H4+ZHQAvt/90+o4phv8RO1s1ZjP9snCprFZA4t/v27VuUr582TUvJnSUE2gME/xRkWc0y9Tg3NzfT09OzqGMpSRKf/exnKS8v50c/+hEpKSnqvi22V1FjyyT7lh9gCbjIbn98hhbn8Xhoamqa4UCQnZ1NZWUlkiRx6aWXEjU5eM1t5vqCMN7xUe655x5SUlLUgat4PM6xY8fIzs7m4x//OG1tbShpBWSnmvnfYwaip/T3+Y7vwli8BkGTKPue64hwRW7CHHoweKINwzOKEotCPIqg1SOZUhDEmYtAJR6n98fvXMoD/idgiQD+k5B2URqGghPTld4YAw8mLB+MZUZSt6QmbZt6XuqMvz8dmj/ZTDwSJ/W8VNLOS0POkhG8AjqXjpg3RiA1gJQnIWgEQgMhvA2JcrGv0YcSXrok5oMkwC0rtXx1q45Mk8DP90f42sshhnyzH7fMzEyKi4sXRQRPp2JZrVYuueQSVq5cicfj4ejRBqT+w2xL6eL8dDc6MU7duI2/dZp48OAkPf1DZ8VbbjoE2YChZD2mis3oi9cganUIo+2kTrSSMtmOFDu9r1o8Hmd8fFwtFy/WkHchkGVZPZYL7ZfU2vPQF63CULwWfd4yBI1MdHyAQPt+Ah37CXbVq8MTs0GXU4V1ww0YyzYQ9Yziqfs7nkNPzVpiFkURs9k8gxguJPZOURQ193lyclLtLVysnYn6uTOKyb3208RT8rAOH2Hw2XsZ6umYc3uNRkPVx6sQCgUcjzgQ4gJjY2McOXKEoqIi8vLygMSx3r9//6xkNTW3lPJNlxI0ZREwZRLUOxA0WiRBIcMwzKTjJ0S8ITq+0U50fBp5EqDoC0VoLBrE+0XyshPv5ff72bNnz6IWFuZaM4WfLGTgoQEM9QYqKk6aFy82dQQS39877riDjIwMfvvb36r9nF6vl3379i1q3wylG8i4/g7Se14ideggMHMx0NvbO8M/0mQyUVtbS3Z2NjfccAPPNrg4KJXz9qwhMq06fvazn+HxeJKGjo4fP45er+fzn/88Q+Me8rIzecal5cXB5P6+qGeEwQfuQJ9XjS63Gl1qNl+4MIchb5gfPbYP39EdxHxusm/9If62vRjLNiFqZvYITsHX/Brup35EPHj6uM0lnD0sEcB/Ayz7zeyy+XyYsoGBhAt/5qpMAiUBgoVBFI2CPCCja9fhGfXgs/vQlmuRHTLxSBx/sx9PgwdvvZeQ6+yZ3/7/gGsqNXzjQh1VDok/HYlwx4tB2sYW9hWaUgSnl/MgQQQ7OjoYHR1Fp9NRVFSUNNAAiZLPlGo1/eFeWpDDh95yObnLz0MQROzuOrqaDvNMW5Th8MlyTCwWY2hoCJfL9bpC7E/FVP9WVl4BUt4qPPZK/NYCQME00YVuoJ6xoy8zPjKE1WrFbreTmpo6pzoYDAaTegfPJmk9EyIIIGh06PJrMRSvwVC8Bm2qEyUaIdh7lED7foId+4mMdM/6nlp7Htb112Gq2YoSCeE5+CSe/Y8S853+HBgMhqQpZIvFMmeZ/VQEg8EZU8gLte1Js9spvvhdjOZsRolHGX725/gaXphze12OjrKvl2F9xYqx62RvWUNDAzk5OSrBCIfD7N+/f1YFrKqqSi1bDgyPcHzIT2rJKirPu5xRXYR47r3Ew+mM79lKsKuRUPcRgr3H0KZFKb2rFPeLbvJa87DZEv6AZzLIkXF9Bo43Oei4u4OsSFaSgnno0KFFD+BYLBbuvPNOtFotf/vb39Rr/kx6FVMueDe2tVeTe/whDL6EWHBqSkg4HOb48eNJ/pGiKFJZWcn27dtZu3YtP3m+mf70NVylrWfDslIeeeQRDhw4kDRF3NnZiaIofOlLXyIi6tFrRb511IBnWn9f1Osm5nUz+MfPqQuh9evX88lPfpL//u//Vo+9Zf11pF3w7jk/l6LEGd/xW6wbr0eJRhh98vsEOw4s6tgs4cyxRAD/DfB6CeAFF1yg3ijiUpxgQZBAaYBIRgQhJGDoMCA0Coz0jeB1eNFX6jFVmRBlkchoBM8RD55DHrzHvP+x6uCWAon/2aZjU56Gp1ujfP75IAcHzqycOhcRDIVCaLXaGcSvp6eH7u7uJOJXbhf50Dott6yQMcvw93aZ16TNlKy7GEdGBu3t7TQ0NCT1A07B7/erU7ansyaZCykpKTidTjIzM2f09oUFmQE5B5+jGk1mGfGQH//xXfiO7SDYdRhRSNjepKenY7fbZzVihsSDd2JiQiWEHs/ZUQfms87p6+ujq6tr3uOiScnGULwGffEa9Pm1iFo90ckhAu0HEoSw69AMpU8y27GsvQrLyu0IkhZvw3NM7HqI2OTQHO8yO7RarUoIs7KysFgsCyofw8nYu+nEcGrg5FRs3rwZrcXOcO55eO1VBLuPMPrMj4mOzl4GL/hEATq7DseTDgz6hNqlKAodHR3YbDY1/zgYDLJv374Zx1er1bJp0yZ1EvfgwYOMjo4iiiI33HgjFdvX8/f4/YSG0vD1vA2NOfPEEE87WsuzWNd24/rBCMutFaqd0KLLtyIUfaYIOVOm9SutlDnLVGIUjUY5cODAosvtdrudu+66i2AwyNNPP60e61Ntdk6/bxLOt38LQ1o2+Y1/VNV1v9+PLMun9Y8sKCjgc5/7HOFwhF/WB5hMK2eT+zmuvuhcjhw5wt///necTqe6fW9vL9FYjC996UvIsp5DYxIPdp1cfEQmhtGYUwn1t+B+5sfE/OPEAx7u/OpXMRhN3PmLv6IvWYex8lxE7dyLlsm6Rxl7/l4kcxr2y2/HULQ60Q9Y98jCj80SzhhLBPCfCEEjUPrfpeiyFtYYvhgMPzHM4J8TZQubzUZxcXFSCD1AxBwhWBokUBwgboyjcWswtBoIHgzi6nbhT/NjqjFhWWFBl60jHo7jPebFc9CD57DnP2KyeHmmyDe36bi8TMu+vhifez7ICx1np2ctIyODkpKSGaVhODG52t2dRPxEAd5UpuHD62UuKdEw7Itz74EIP68L0zOZ+BqLosjatWvZvn071dXVjI6Osn//fnp6emY86BVFYWRkZE6fvVMhyzLZ2dk4nc5Z99nj8dDX18fAwICq3GlSsjBVb8VUfT5aex4x7xi+ppfxHd1BeCAxYGAwGFQymJqaOuf0bCgUUsng6Ojo61YHF2OePRcEjYwubxmGotUJddCehxKLEuprPNE7uJ/IcOfJ7XWmxOTwumsQ9Wa8Dc8zuevPRCcWV2Kcgl6vp7KykvT0dPVniqIQj8cXNIWsKIrqWTidGObk5FBSkvCBa/VqCNdeh8bmYHLPw0zs+vOM4RhTlYmizxbR890eisSipP1xu91otVp1OtXn81FXVzejTJ2dnU1NTQ2QIDa7d+9Wr9kVK1Zw5Ueu5FHpUSINUVp+7UafV4surxZ9fjXW2odB8uHZfy328CQGTx+6yR4O7nl1UaRNY9NQelcpwZ4gnd/pZHntcjIyEvnJ4XCYurq6RRtz5+TkcOeddzI0NMRLL71ELBY7o15FyZJO7nt+hDE4jLP1EbUfcEopn9pPmN0/8rLLLuPWW2/lpVdf4/lYDRF9CuXtf+GGKy7F5/Nx//33Y7PZ1AVFZ2cngiDw5a/eiVaS+Gmzjk7//G0JecYYH6kM8udOmTr3/LGLEXcfrl9/GGJT14FAytZbsG24nuFHv4W/8eUFH5slnBmWCOA/EyJoU7QUf6kYbdr8X5bFYHz3OL0/m7lSn4sIRuNRorlRAqUBQrkhUEDfo0fbpMV9MDFZGjKFsKy0YF1pxVhuRBAF/O1+PIcS6mCwe3E5mv/qKLAJfO0CHW9brqXVHeeLL4T4y7GzR3gNBgOFhYVkZ2fPWQ6dmJigo6MDxTfKe1Zr+eBamcIUkd29UX68L8JDRyOE5uGihYWFbN++nc2bNxOPx9m3b9+cVhTTkzamP+AEQSA9PR2n04ndbp+xr5FIRE0qOZ1CJ2eVYqreirFqCxpzGpHRXnzHduA7toPoeKJsJYoiqamp2O127Hb7rEQTEsRlSh0cGRl5XergbPF5sDgiOAWNLRN90epE72DBCkRZT9QzSrBjf6J/sPMQSsiHoNVhXnk5tg3XIRqs+BqeZ2Lng2dMBB0OBxUVFUklYp/PR39/P4IgzBt7NxtCoRCyLCMIQoL4HDyMdvmbsG28kah3FPczP5lRqiu5q4TISITuH3RTUFBASUmJer2EQiEURVH3b2JiggMHDszohVu9erU6mNDR0UFbW5v6u7S0NK793LXsydiDrcXGzm/sVBctxjInhZ9Nw9+Wj+K5GUxpoCho/UOMNe/F31VPqOco8cDpyaCpykThpwsZemSI0X+MsnLlSnWf5lIwT4eysjK+9KUv0dV1crDmTHoVjSVrcdzwVey9r5I2eNKnsb+/n4GBgXn9I2VZ5gtf+ALFxcX86eF/cLzwWqRYkPzmh7j04gvJyMjgD3/4A9FoVD1vDQ0NWK1W7rzrLkIxga83GAjHZ79fTeGthUGKzXHuPmYgEp9dnVYUhWB3PUMP3Qmx5LYL++Ufx1S9haE/f4Vgd/2Cj80SFo8lAvjPhphYdRZ9ugid8/UpgYqiMPbSGK7fuuY9qzabjaKi5FU6JB7mMV2MWEUMf6mfmC2G6BUxthqJHYzR35a4ySg6BfNyM5aVFiy1FiSjRGQ0wuThSTyHTgySRP49L6t0o8AXz5P54FoZd0Dhqy+F+PXBCNGzZKptMBgoKioiKytrRql3ZGREHQYAKDd7uTpriPPTR1EUhQcawvx4X5g61+J2xmq1ctFFF50Ie0+loaGBuro6PB7PrD1l4+PjjIyMoNVqycrKmtW6ZLrlzKITKgQRfcHyBBksPwdRZyTkasJ3dAe+pleS4tsMBoNKBtPS0uZUtcLhcJI6eCZDEFNEMDc3N6mkFo/HcblcdHR0LO7BL2nQ59agP9E7KKcXoMRjhPqaCLTXEew4QGS0D/Oqy7Ctvx7RaMV39AUmdv6Z6Pgi7EKm3k6SKC4uJj8/P6ks7HK5aGlpIRKJoNFoknKQp/6daxEyHbFYjPGYzHjppcQd5YTbdjPy7M+JnMhfTj0/Fee7nBz/zHEiIxFsNhu1tbXqNaYoCrFYTD22o6OjHDp0KEl5NhqNbNy4EVEUZ41AE0WRbZ/eRn9VPxWDFTz9tadVFc1+mZ2sm7Lo+GYHFZmb0DqrCVhy8RqziBsTi97wcGfC87GngWBPw5xRgY6rHGRck0Hn/3YSbA6yZs0a1TbF6/Wyf//+RV9jK1as4DOf+QxNTU3s2rULOLNexexL34e84gpyj/8VvadXPdddXV20tbXN6x9ZVVXFxz/+cfr6+nhi52H6qm7GONlFdvvjrF2zhtWrV/Pkk0/S1dWFJEkoikJ9fT1r1qzh1ltvZTAg8MNmA+E5iB1Aqhzn09UBXhjQ8tws5tCR0R7GX3uA9Mtvx9+6m5FHvw3KtHuIKJFxw1fQOSsY+MNnkxT0JZxdLBHAfwWIIIgCmTdmYr/YjiAurKdnOiLjEVy/ceE5tHAlxGq1UlxcPIMIhkIhAsEA+iI9ofIQgcIAiKDr0aFv0jNeP64OEwiSgLHciGVVQh2UM+SEzcxRH5OHJvEc9hCb/Nf3djJp4RObZD51jg5FgbtfC/H9PWH8ZzZMOQNzEb9IJKL2+EWjUWQJ/mtjGh9cq2FZSpDBoMw/BjJ4ctBB31iQ9vZ2hoeHz2gfJEli06ZNbN++ndLSUlwuF6+++iqdnZ3zmjpPIRgMqirh2coBFjQyhtL1mKovwFC8BgSBYOdBfEd34G/ZnTRpK4oiKSkpKiE8tYdyCoqiMDk5qaqDi+3b0mq15Ofnk5eXNysR7OzsJBhcvOItWRwYiqepgzojMe+YOlUsWexY1lyJZLThO7qDiV0PEh1bfIa3xWKhsrJSHYiABEFubW2dte9seuzddGI41Y93KhTAk1rBSN4WFFGDpfMl4s078IU8GD5uYPzlcVx/SryPVqulpqYm6R4Tj8fVa21gYICGhoak1y8uLlYHMMbGxti/f/+Mfaj9QC3KRoWtoa08/b9PJ/wKBSj+YjGSSaLn6z2sX71e/QzHe4cZFVPR5deiz6tFm5bodwuPdBHqbiDYc4Rgd8NJKxIBCj9ZiD5fT+uXWxH9idaKKQV1fHycAwcOLHrxs3nzZj760Y9y8OBBNWmlqalpcZ6Ogkjxe74HlgzyG/+AFPGrJLClpYWuri5MJhOVlZWkpp50kIhGo3R0dHDZZZdx4YUX8thjj9EwJuKuvoG0gb3YXbsoKCjgoosuoqGhgd27d6spU41NTbzvve+lorKSzkmFX3eY5yWBl+eE2ZQe4ZsNRvyxxHZKPIYgSow8/l18R3dgKF2P45rP42t4gdEnf8B0KiLIBjLf8k0kUyoD93+CmGd04cdnCQvGEgH8F4O+QI/jcgeWNRZEzelX5ZHxCGMvjTHy1AjxUPyM4t+sVitFRUU4HI6knweDQcbHxzGkGNAs1xAoDxBNiSJNShhbjCgNCoOdifSGKWVE59RhWWXBstKCsSRxswx0BPAc9DB5aJJQ77/WVLFWhPeu0fLlLTpS9AI/2hfmG6+EcQfOztdiivhlZ2cnqTKRSITu7m56enqIRqPkWgU+sFbmvasThs3PtEX5XZOeNrEEs9WW9Joej+d1EUFIlKQuv/xyNmzYQCgUor6+nra2tjn7mwKBAD09PfT395+xxcjpIOotGCvPxVS9FX1eDfFwkEDLbrzHdhDsPDjDJFav1yepg3PZpoTDYdxut6oOLjRFYz4i2N/fT0dHxxkRwcSH1aDLqVIni+WMItWIOhbwIGeVIRks+I69xMTOB86ICObk5FBaWpqUsTw+Pk5jY+OCvOj0ej0bNmxAq9WqJUuj0ahexzFJx2jOZibSa9H5h8jofp5wVSuBogApD6bgmziZcGK1WsnLy1P/drqNSU9PD83NzScPjSiyceNGlWzNNTBR9L4izJvMXK+5nroH63jssceQsxNZwe7n3ESei7Bq1Sogcc7279+v+uVJZju6vGXo82vR5y1Da08Me0RGewieIITRsWMUfdZOeChMx90d6GU969atUxXxkZERDh8+fNre2VMx1Yu3Z88e6uvricfj1NXVLWqhok/NJPvWH6ALjJDT8neEaY/x6ccrOzubsrKyJDIfCoW47rrrMJlMfO973yNSdgHhyu1ktT+JZaxZzSX3eDw888wz6r09Eonwvve9LzHcMzTBrzssxI1ps+6fSaPw+WV+dgxoebZPwN+8k8m9D2PdeAP63GX0/fIDKCEfpuqt2K/4BJN7/8b4jvuSXkM0pZB9yw8Idhxg9InvLfjYLGHhWCKA/2o4cUYks4R1rRVDkQFDoQFtihYkUCIKof4QgY4A/hY/nnpP4gyehbNosVgoLi6elQj29/ej0WhIW55GpDpCMD/x4NN36TEcNzDZNEm/q5/h4WH1hihZJCzLE2TQvMyMZJAIj4QTfYMHPfiaff+0RBIBuKlGw9cv1FOUKvDbQxG+siOkDlO8XhiNRlXxm434dXd3E4vFuKBQ4sPrZa6u0OCLwH2HwvxkX4TjoyeZfHp6OsXFxWoJagoej4eOjg6GhhY3SQoJcpOdnU15eTlr166lqqoKnU5HV1cXR48epaurC1EUZ5Rcp3KI+/r6cLvdi374LRSSNQNT9fmYarYipxcQ80/ga3wF37EdhF0zI7oEQUhSB2fLGJ7Cqerg6T7D6YhgZ2fn61ZEJbMdQ/Fq9EVrMBSuRNSbiYcDIIgIkhbf8Z1MvPL7BZhRJ0OWZcrKytRc2qn97u7unmEgPhvKysooKCgAElO1LpdrhmehJrOMkaKLCRvSsXpeRdnwONadVoztyf2GU+81pf5NJ4FtbW10dJz0G0xLS2P16tVAgsDv2rVr5sJDgPzb8rGtsvEOwzsYOjDET3/6UwxbDGTemEn7N9pxKk6KioqAxH1sz549sy5gJNOUOpgghVp7wlNQie7FUvMwE3sN9P++HQMh1qxZo5LqM7F0AXjzm9/Mddddx44dO2hpaSEQCLBnz55FDTblrb0I8cKPkda/G3PnyyoxnSrbTi0QtVotpaWlqs0OJBb9N9xwA4cOHeJ73/semVd/GqlwLbnNf0HvH8RgMHDhhReSmprKM888o95j1q1bR1VVFYqi0NbezvcffBYhsxw5qxQ5qwRJbyEe8hEdH+Cqgjjri9L48Mc+SWBiBFtKKkXVK3FvuA1P/TOMPX8vAJa1V5O27b0M/fVrBFr3JH1Gy+orSN32Xly/+MAZtUUsYX4sEcB/ZUjAXNXTKU7xBpy9uYhgKBRS0xOyirPQr9ETKA8Qs8TQjGkwtBiQmiUGuxOq4HSVQdAImCpMqjoop8vEArGEAfVBD556DzHv/02p+OJiif+5SM/qbIlHmyN84fnQ607ImMJcxC8cDquKn0GK8c4VWm5bJ1PtkGgYivHjfWF+Xx/BO484ZbfbKS4uTirtQaInqb29fUFE0G6343Q6cTgcSSXfqf6xqqoqMjMz6erq4umnE6U1h8ORVEqawhtREp4N2owidZJYY0knMtaPr/ElfEd3zEmIdDqdSgbtdvuc6uCUifLIyMhp1UGNRkN+fj75+fkziODAwAAdHR1n5ziIEjpnpWo1o8ssUUlqZKSL8Z0PEmh+Lblv6jRIS0ujoqIiaagmEAjQ3NzMyMjInH9nMpnYtGkTkFhw7NmzZ9btjCYzKeuvQbv6WgwFv0UbH8TxmBnxNDmy0zE8PKwOEwWDQWpqalTi6nK5OHbs2Iy/ETQCBZ8owFxi5u2at2Pym/je97+H8hYFySjR9pU2VtWuUq/fkZERDh06dNp9EU0pCTKYtwzbOVFMRbvxd99CsNeKMnCcHNmPyedCG/HS3d3N8ePHF/w5p/D+97+f888/nyeeeIKBgQGGh4c5fPjwol6j+sZP4ivaSk7Lw4S669XPGYvFOHjwYFKudkpKCpWVlWrrxOrVq1m5ciW//OUveeGlV8h5+93IqdkUND+AJuJDq9Wybt06ampqePXVV2lsbESn0/GWt7yFI0eOUFVVRXt7O3d/69uEgonrPu2yj2Cq3srA7z+NNTbBD37wAx5//HHa29vV9+02lBGsvIyB332C8GBiyMdx7RfR5S2j/76PEvNMq2xIWnLe/0uCnQeXVMA3AEsEcAlzwmKxUFRUlGQvACeJ4MjICJmZmTjWOYgtixHKDSHEBfQdeowtRvwdfvr6+hgcHJwx6abL1WFdZVVLxUpcwd96cqr4jTCgXusU+Z9terYVa3itO8pnnwvxWs/ZIZ0mk4mioiIyMzPnJH5lqQq3rZN55wotRi38vSnKj/aGealrcfswHxHs6OiYkVqg1+txOp04nc45hz76+voYGhoiFotRU1PD9u3bWbNmDV6vl+eff55XXnkFg8FAdnb22R8KWSgEEV1eTYIMVmxG1JsJ9bfgO7YDf+PLc5orC4KgetGlp6fPqw56PB6VDE5MTMyqDk4Rwby8vKTy6lkngicgmVLRl6zFsvJy5KwSBEFEiUYIdB3C3/gKgY4DC4rREkWRgoICioqKksj/0NAQzc3Ncw64rF27Vo0z27t377ylSsmSTtZbryJ1017Gd20j8PTTmJXAomPvIpEIPp8Pq9Wq7uuBAwdmNWMW9SJFny1Ctstc7bua2vxafv3Ir+m/uJ/RZ0cZ+/sYGzZsUK/b1tZWOjs7T7sPKgQo+EQJxlIjw0+uQZu+FtlRCIAmNIHR08tk2wF6D7y4KF9HSZL44he/SElJCY888giTk5McP36c7u7ZTcVng8VqJedt3yRsSCen4X4mBrrV+3UkEmH//v1JVjOCIJCfn09xcTGyLHP99derFjDNXf2k3PQNZCVEUdvfEZWEGllZWcnmzZtpa2vjtddeY+XKlVRXV/O73/2Ot73tbbS1tXH33XcnFk+Slqy33Y1ksOL721f45Ec+gNPp5MEHH1TvC3EEmguvJRbyM3D/pwEFUW8m+5YfEPUMM/jHzyctbixrriT1wv9aUgHfACwRwCWcFmazmeLi4jmJYG9vb8IYuMyJaaOJQHmAuCmOdkSLocWA3C4z1DdEX1/fjMxKSExBW1acKBXXmBF1IuGhMJMHT0wVH/fNrYQuAKVpIl+/UMdNNVqODsX4/PMh/nH87Fi6zEf8urq66O/r5fJSgdvWyVxUrGHQe9K7r8/z+r56drudoqIi9eE8Ba/XS1dXF/F4nJycHNXCYjrmsn2ZjszMTC699FIuuOACZFlm7969PPnkk7jdbnJycua0hRkcHKSvr++sGTfPCkmLsWQdpuqtGErWgSgS7K5PDI8c3zlr5NoUZFlOUgenk7jpiEajSergqQRJo9GQl5dHfn5+0msoiqL2CJ51ZVQjk7L5rQlDad3JfrzQQCvBE5nFIVfTvOqg0WikoqIiyQ4qGo3S3t5OT0/PDNLrdDqprq4GEgbBTU0zS/BJEKDiO7XEYxWEBt7KxK4/M7HnLxCLJsXepaenk56evqAJZDiZIT093cTr9RKJRJAsEsVfLEYQBFYfX821l1zL74//nvacdtq/3o7erWf16tXqUMOBAwcWlYgjmSRK7iwhOh6l45sdCLKFrOXn4qjahN+SS9iYqJZEJwbVHsJQ95HT2vqYTCa+8Y1vYDAYeOSRRwgEAkm9igtB2bLVxC7+DHJoHN2uexGUuDp0EwqFqKurm3Ed6vV61qxZQ0lJCW9605vYsWMHTU1NtI9FiF9wO/Q3UDr0MtKJc+N0OrnwwgsJBAK8/PLLvOlNb6KhoYF9+/bxzne+k9bWVpUESlYH2e/6HuGBVs6JHuYtN7+Zl156KUkl7Q3pCZzzAUaf+iHew08DoMupJPOtdzO5+y+Mv3K/uq2gkXG+7xdLKuAbgCUCuIQFw2w2q2RnOqbITk9PD6Iokp2TTcaGDFgBIWcIISJgaDdgaDEQdoXVFIpZY7e0AqYqk+o5qE3TEvPHTqaR1HuJ+RbGBrPMAl8+X8d7V2txeRS+/GKI++sjxM/CFW8ymVRSPBvxC7p7uXWFxAfXyuTbRHb2JNS+vzZGCZ/lSndaWhrFxcUziOCpWKzx8xT0ej1bt27lsssuIzs7m9bWVp588kn2799PRkbGvMbQU+f6bOcQT4eoM2Gs2Iypeiu6/GUJdax1D75jOwi0H4D43O8tCIIaUZeenj6jz3I6vF6vSgbHx8dP9rpKkloaPpUITimCizUPPi1EDebabdjOeTMaawbRiSEEnRFJbyYW9BLsPEig/QDBjv3EvLNHmGVmZlJeXp6k6Ho8HhobG5NUPkmSOO+889BoNESjUV5++eXTqrz2y+xkXp/JwEMrMS+/ieh4P+5nfjrD102WZZYtW5a0SFEUhXA4PKvSPBumYu98kg/tLVqiE1HSn0vn/e9+P/eF7mNwfJDmLzZTmFuomluHQiH27Nmz4IEgAEOxgaIvFOF+zs3AAwnfyoKCAsrKyohJOvxmJz1BPfH0EuTMYgRBJDo5RLC7gdCJKePZFKzMzEy++c1vMjExwZNPPqn6Ay502EqSJFZdehPDy95C6kAd/U//nLy8PPV+4Pf7qaurm/FZZVlm8+bNbNu2jby8PP785z8TCoUY1ucyXnMDvld/R7nSqw7j2Gw2tm3bhsViobe3l9zcXB544AGi0ShvfetbaWlp4Vvf+hbhcBh9wQoybroLffvLvGd9BikpKTz00ENq36eiKDSYVqMtXIXrFx9Q/RmtG28kZcs7GHrwDoJdJ8vh1vXXkbLlnfR87yaU6MLP2RLmxxIBXMKicTry09vbSywWw2Kx4KxyYt1sJVQeIm6Iox3UYmwxInfKjA6N4nK5GB0dnZOM6Av0Khk0FBlQYgr+Fn/CYuagh/DgzJuBVQef2azj9g0ywajCN14N8+O94XlNkxeKuUjwlBqaHXfxobUa3lyjJa7AHxsi/Hhv+Ixj4xYCjUZDVlYWeXl5sxKxeDzO0NAQx48fX9QD71QIgsDKlSu5/PLLWb58OW63m2effZbnnnsOURTnjIaben+Xy7XoPNXFQrKkY6ragqnmAuSMImKBSfxNr+E7toNQ7zFOd7vTarUqGUxLS5vTCiUajTI2NqYSwmAwiCRJqiI4/e/ecCK47EJsm25Ck5JFoOswkdFedJklyM5yBEEkPNhO4IQRdaivMWmaWqPRUFJSQm5ubtKEbl9fH62trSpxn57Ve/ToUfr75y/FSSaJinsqGP7HMOO7DKRdchv6vBq8DS8w9uKvZvjvFRcXU1RUlLQPx44dIxgMYrfbKSgoUInDfCXkSEoE98VuNG4NWa9lcd6V5/Gg/CAcgCM/PsKKFStU5dPtdnPgwOJyZ+0X28l+WzZdP+jCcyChcJeWllJYWAgkeu8OHTrEhD+MLrcGfX4turxlCUIoSkQnh0+Q8/0EOw8RD/nU43vHHXfQ2trKyy+/vOBexSk4HA7yLnkPo7nnknH0AeqffYhVq1apfXcej4e6uroZrTjl5eVUVFRw44030tnZycsvJ9I3hnPOYzxjJe6HvkSRVVCrP1qtlq1bt1JQUEA8Hqe+vp66ujr0ej033nhjEgm0briB1K23UDn8Eu++dC3PPvtsUum9b9SDZ8vH8Te/hvupH574qUDGTXciO4pw3fcRtbVBzioj+1330P+7TxDuX3y/5RJmxxIBXMIZ43TlzykiKIoiGdkZZG3OQlwlEs4OIwQFjG1GDC0GYqMx+vv76evrm7dkpkk5USpeZcFcbUaURUL9ITyHEhYz4TY/H1oj8+UtMgatwD27w3z7tRATZ6GdcL4y+EBvJ5ttg3xorZZ1ORLtY3F+Whfm1wcjZ81OZjakpqbidDrJyMiYQbpme1D6fD46OzsTZt6vc3o3NzeXyy67jC1btiAIAjt37uSxxx7D5XKRmZlJTk7OjB5FSAweuFyuJOugNwra9IKTwyO2DKITg/iOvYTv2A4iIwvrs7JarWpMndVqnZN8+Hw+lQxORanNRgQHBwfp6OhYkA3LoiBKmGouxHbOm9GmZOFv3snE/kfQmO0YitZgKF6NZEolHvIT6NiP//guAm11KGG/+jmrqqqS+iNDoRAtLS0MDAxgtVpZv349MLc336lw3urEssxC86ebIS5gqr2I1AtuBUFkfMd9eA8/w/THj91uZ8WKFUlTwh0dHbS3tyeRrImJCXp7e5N8C6crr2FHGPc2NzqXjsw9mWS8KYP9xv2sblpN845mDAaD+n3p6upKeAguAnkfzsNcbab1K61EhhMqXXV1tZqlG41G2b9/f1ILhCAb0edWoy9cib5o1UlT8P7jBDsSGdLnVObywQ+8X7WHWWyv4vIVKwmf8z4i+lTEZ/6H7tYm1q1bp/b9ut1uDh06lKTeTqmANTU1nHfeeTzwwAN4PB4URHorbiSiNRL8+1eQYiHKysrUc7N69WrWrFlDPB7ngQcewOfzYTabufbaa5NIYOb1X8JYtIp3ZPbj0Cs88sgjSSrgQa8Fy9b/ov/+T6nT/aIxBeetPyQ80snQg18mYYuhJf/jD+F+/l68B59Y1PlawtxYIoBLeN1YyADE1MrTYDCQU5uD7Twb4fIwik5BdskYW4zoenWMuxMm04ODg/OWmQRZwFxtTkwVr7CgTdFiisY4PxAgdtTLn/4yhmvk9Ut+8w3CREc6uDpnhPes0pBuFHmqNVHmfbI1elbKzLNBp9PhdDrJzs6eNdZrYmICl8ulPrSLi4tnTPD6/X46OjrOChE0mUxs27aNSy+9lPT0dPbv388jjzxCc3MzJpNJ3ddTlTRFUXC73fT19SVZB70xENDlVieSRyrPRTJYCA+2J2LoGl9asMmsVqslLS1NJYRzqYOxWAy3283Y2BiyLON0Ov+PieAF2DbdhDbVif/4LsZf+xORoQ7kzGIMxWsxlG1Al12OEosQ7KrH37KbQOse4r4xcnNzKSkpSZpydrvdNDU1sXz5clVR2rlz52nVTH2+ntK7Sun+YTeT+xMlPtFgJXXrrZiXX0yor4nRp39MZPik/YvBYGDDhg1J7z8yMsKxY8dYt26dGnN25MiRpGEnvV6fZGKtr9Hjv9iPoc2AdZ+V0HUhNAYN53edz+7XdicpYeFwmMnJyaTewvk+m2gUKf1qKTF/jPavt6NEEoRm+fLlqnPCXL13U5As6RiKVidiA0/Y/sQCk2QxzvkVGQwe2kF/e+OiehX1ej3rzr+E3mXvwjjRTveDdxGLxVi7dq16/Q0NDVFfn1yGLy8vJz8/nyuvvBJRFPn2t7+dsM4xptFd/VYM3n4M+++nt6eb0tJS9RyUlZVx/vnnEwwGeeSRR/B4PNhsNq6++mqam5v51re+RVTQUPT+n6LTavn8Wg3PPfV4kqejq38A95r3IIgS/b+9Xe1d1ResIOPNX2P85fuZ3P0QAFnv+h6RofYTptFLOBtYIoBLOGuYzwJlKu1i6sYrCAJpGWk4tzrRrNEQyYgg+kUMrQaMrUaUSUXNmJ1v6rDcLvK/l+goWmbiN2EdT+sM4NSjRBV8x32q52B4eHGlz7mtcILkhVu5qWiSK8okPOGEd99P90Vocb8xZV5BEHA4HGoe76kqVDgcZmBggL6+vlkJRWpqKkVFRTOGQc4mEZQkic2bN3PVVVeRl5dHc3Mzjz76qKoUvZ79P6sQNRiK12Cq2YqhZD2CRkuouyFBBptfQwkt/P0tFotKBm0225zqoN/vJxQKzVCqFEVhaGiI9vb2s/+5BRFTzVZsm25Gm+bE37Kbidf+pNpuSJZ0jGUbMZRtRJ9fiyBKhPqa8LfsItq5n5IMS1KbQzweZ2xsTC2fdnZ20traetrdKPpCEUpUofNbnUk/1+XWkHbph9Cm5TJZ9wgTr/5RTX3R6XRs3Lgx6VhNGZGXl5cDCYK1a9eueXtL085Lw/keJ8EdQeQ2GelWiQ2aDayYWMGzzz47L8mLxWIqIZz+79T9S1+gp/hLxYy9PEb//YlyuCiKrF69+rS9dzMgiOic5QkPyKLV6JzlgIAxPIY0fJzOXU/g7TwMsdP30RYUFJC5/goGi7djO/pXjjz+GywWC6tXr1ZJ9amDPFMqYHp6Otdddx1/+ctf+Mc//kFZWRnWik24yq4hvfdlbP119Pb2YjAY1PvieeedR3l5OZFIhBdeeIHe3l7S0tK44oorVBKYv2w9sW2fpMIS4WJTL0899aSaBqMoCvvahki56euMPf8LPPv/oe5XynnvwLrxBgb/+DlCfY2kXfYRdNnl9N/3kdMehyUsDEsEcAlnHQs1QZ6CLMs4VzhJPT+VaHkURaOgc+kwHjci98v4PD76+voYGBhQG6NtOrjjfB0fXS/TM6nwqWeC/K0pcYPUpmkTOcUrLZiqTIhakWBfUCWD/jb/nFf9XMRPivjYoG/jLaV+KtNF6gdj/GhvmD8ciZy1uLhTcbYVtJSUFIqLi2clgp2dnfT3979uIigIAqtWreKqq66iqqqK3t5eHn30UV599VVisZiqYDqdzqTQ+ilMVzBP7Vc62xBkA8byczDVbEWfvxzicfxtexPDI211EFv4idVoNEnq4FwDDKeaIU9hShGcbtlxViCImKrPx3bOzWjTcvC37mXitT8SHjhJ3kS9GUPJOgxlGzEUrUGU9YRHuqH3MLmMYo2Nn7QdPVG+C4VCvPrqq6e9XmwbbOR9MI+WL7TMtHYSNVjXXYNt883EA5OMPvUjgh2JnjyDwcD69etn2Oz4fD61TL2QiWT7ZXayb86m/w/9CLJA5vWZ3Bi+kRwph6eeempR07aKohAIBFSVMLYshu0GGz0/7WFiT+J1NBoNa9euTeq9279//6KGoHSWNG79/N24lBSOuhWiGiPxcJBgd32iXNxxYM5kGEEQWLd+Pb7lb8ZvzSf6j6/Sc7yBtLQ0Vq5cqV53HR0dtLW1qX83pQKuX7+e6upqPvnJTzI4OJhoM9n+Qby5G8ltfgiDr59AIEAkEsFqtaLX67n55pvx+/1YLBb27dtHfX096enpXH755TQ1NfHLX/6Soi3XMVByBVfkhBjd+RBDQ0PqvvT399OfdyHGso30/ew9J+MfBZHMtybi4Fy//BDm5ReTdvEH6LnnxqVBkLOEJQK4hDcMRqORwsLC08agTUeKIwXnNifadVpi9hiiV8TYYsTQZkDwC4wOD3FBSi9f2BDFoBX4+ish7tk194CHqBcx15gThHCFBY1VQ3Qyiqf+xFRxg5d4MD5nHF6WNM7Ftg6uKwmjk+Dhxig/2hfm1e43hpxIkrSgHrr+/v4zjiGz2WwUFxcn2YBMvXZHR8dZIYIAFRUVXHnllaxbt46RkRGeeOIJnn/+eXW/U1NTycnJweFwzOhhjMViDA0lrIOmm9m+UZDMaRirtiQmibNKiQe9+JpPDI90N7DY2+SUzcmUOrhQq5MpRfANIYJVWxJE0J6Lv21fQhE8paFe0OjQF67AWL4JQ8l6JKMN/ONYPZ1YJtowePoQTuRNLmQYRJAEyr9bzmTdpKqUnQqNLZO0S2/DULQa75FnGXv+l8RDCaK3Zs2aGSbe07OE9+3bd1oSl3lTJo7LHfTc20P6xeloDBpuCt1EZWklL7/8skqEBgcH8Xg8am/hbC0W06GgMLF5gmBuEM0fNfh6fUkm1lMLnLGxMQ4ePLgof8z09HS++c1vEgqF+X/snXd4W/XZ/j/naEvWlpfkbSfO3jshhEAGBJIQNpTu/t4uoJPSlvZtS8vLKoXSUkoHHRRoSRgBwgiBELJ3nGXHife2JVuyrD1+fyg6sWPZcRKH0pL7uny1wcfS0Vm6v8/z3Pe9+t2t1AS1+AwFqHPHIMgUhLtaCFTtwV+9l0BdWR/bI6PRyJRZ86gdczsKfwc1z3yHYDBAZmYm48aNk57FFRUV1NfXA4mq65w5c1CpVFx//fVUV1fzi1/8AgBRriD3048gM2SQf/QfyKKJ+ze5GJgxYwajR4+WxgROnDjBpk2bsFqtLFmyhPLycnbs2IEz9xK6Mqdyta6a8k1riUQiyOVy4vE4Ow4ew/LpXydavjtfkj6LwpZP9ud+Ted7fyLsrCPzpp/T+NQXzmivcxFDw0UCeBEXHMk83KysrD5fhOFwWGoNn04EZTIZ9ql2LAssREdGQYTMZhlfC7pYKbh5q9nMz7bA/hOtQydCQsLKwTApYUCtzk20isVGkbTWNNSNamQ9MkTiTNe3cZWtgTn2KM3dMX6/J8zTe0I0ey/M7WI0GnE4HB+pinYwIlhTU0NTU9OwEEGHw8Hy5cuZN28egUCAd955p0/1JalidjgcKU2afT6fJBw5HxXzUCG35KAbuwDdmAUoTFlEujvoOfw+3rL155TJK5PJ+vgOpjLjPh1Op5Pjx48Pv5eiIKIddQmmuTejsObiP7Gbri3PpVZWCiKqnDFoR85GN3I2MkMGYiSAzl2NrusEmq4qjpcfoaFh8Hi6jJUZWJdaqfhmBTH/wCRIN34RloVfIBYO4nrnt/iP78RsNjN58uQBCXR3dzc7d+4843Xq+IID02wTTc82kf2pbJxvOLnKdBVLly7lyJEjbNu2jVgsxv79+6VkFJlMJs0U9v7f3vdnTB7DeaUTISZgfcuKEE2Qq9MrvZ2dnZSVlZ1VjvbYsWO55557aGpqYv369Yl5wG5fIr/4ZLtYYbETj0YINh7Ff1JMEm6rZtSoUsxj5tI04lrUh9dS8Xoidi0nJ4dRo0ZJ73Ho0CFaWhKWNskqYF5eHkuWLOGxxx5j27ZtiWOht2L/3BOovC3k163rk++SrAIePHgQl8vFpZdeisfjYf369Wi1WpYuXUp9fT0bP9hEx7hbCKrNFFW+SFdzjVQpb25upjnnskQV8PdfIB4+VS22LPk62tI5ON/5HRkrvkfDb24f0PT9Is4OFwnghUDv7+8YF4/wSQxEBCORiNQaTtUqGVWYxqpbLRzK11ClVKDpFpAfS0tUBYOClELR3t4+5FW2wWCgcFIh2vFagjlBQhkhkIGtO8aynm6ui/TQeCLAb3aGeOlohPAFGO9TKpVkZ2f/2330jEYjhYWFknlsEsNNBC0WC8uWLePyyy9HJpOxceNGXn/99T7D/Hq9HrvdTlZWVj+D5lgshtPpPGsfw/OB0j6KtLEL0I5ZgEydRqD+EN6yd/BVbOnzJXU20Ol0UnXQZDINWh1Mzr41NjYOb0tcENGOmodxzs0obXn4q/bQteX5lDnLSSgyisicsgjNiFmEtOkIsQhaTy1i8yHqtr2Bpz01OZab5JQ+UkrzC8243h18ASNLs2JZ8jW0JTPoObwR14ansaapmDBhwoAzlpWVldTW1g7+eUXIuzOPtNFpdO3swjTLxPF7jzNn9By+9KUv0dHRwbvvvovH42HHjh0DLioFQUCj0fRRIGvztHiWe9DUaDBu71+1743eLeTkbOFgC9glS5bw2c9+lkOHDvHhhx+yY8eOPup5uSkrISQpnII6fyKiUkO0p5NgzX5yFV5C5gK81lH0vPRj2k8cBBKWO0VFRUDinjpw4ABOp1OqAspkMi6//HIsFgvf/OY3pVlJdeEUMm/8GeE9qykOnugz5jB9+nTGjBnDCy+8gFarZfHixSiVSjZs2EA8HmfJkiW0tLTw9sYttEz8LKqYH8PuZ4iGAigUikQV8NBxLLc/TucHf6F71ysgCCCIyHRm7F/8Hf7aA+hGzKLusZvOalb3IgbGRQI4HBCBWMLEWJ2rRp2jRlSJxGNxwl1h/FV+Ip0nv8AvHnE0Go3UGj6dCNbX11NbW0skEkGrgHvmqfjuHCVOX5zvbQiyUW3DstBGfETiIKpr1WiPaVF0KIiEI5KYYKAWWqqq18g0L4uzm5DnBdmg07JRoyGsEAnUB3DvduPZ5Rm2aDpBELBarYMmaSTFLxc0SSMFkqrh04lgIBCgpqaGxsbGYSFdOp2OxYsXc+WVV6LX69m+fTtr166luvqUGlQURdLT088ryWRYIVOgHTmbtAmL0RRMIhb00XP0A7xl68/Ll0wmk2GxWCTvwYGqg/F4HI/HQ1tbGx0dHcMnGhFEtKVzE0QwPR9/9V7cW55P+AUOgJKSEuwjJ9JjKsZrKiaQZgfiCM5qOsvex1uxtV8kWu5Xc1Hnqqn8QeWQnn+6MQswX/E/EIvgWv8UZm8No0ePTrltPB5n27ZtZ7wOBKVAwbcLUDlUxIIxQq0hah6qoaSkhHvuuQdRFHn33XeprKxk9+7dZ3Wt2xbYyPpsFv6X/GiqNGcde3d6uonX65Xe/wtf+AKLFy9m06ZNbN++nb1796beN1GOyjEaTVGCECoziyEeR4hHEcIBml++n0D9YYhFGTVqFDk5OUBi3GLPnj14PB6pCqjT6bjuuut4//33eeaZZ6S3SAozOv71I/I0IRwOB4IgSFXAAwcOsG/fPlQqFQsXLsRut7Njxw5cLhdLliyhubmZA/VdbNHMxOQ6imzfixgMBpxOJ5XHT6C+5HNoiqbT8o+7UaQXINdbQBBR509EUzwdQZRR+8hKiMUh/tFkx/834yIdOR8IiTBy01wTlkstqPPVCGLqGz7ijeDZ7cG53kmwMXjxyJNoHRQWFqYggmEmy47zrQkebFp4ZGuIBzYH6enVPdFYNeQszUE9U03cEEfeKUdbqUVdrUYMi3g8HklMEIlE+hE/gTgzzF1cl93EZHMPJ1wxfrsrxDP7Q7ijAmnj0jBON6KfrEemkRFoDODZ7cG9y02w4ezJoFarlQQd/7Ys3SFioHnIJBFsamoaln1MmspeffXVZGVlUVZWxquvvsqhQ4f6bJfMIB5qlvGFhtyYiW78FaSNvwK5IZ1Qew3esnfoObxRSjQ4VySrg3a7Ha1WOyCBCAQCOJ1O6ef8P7eAtnQOxrm3oEwvwF+zD/fm5wk2Hum3pVqtZu7cuQiCQCwWI6ZMo8dYiNdUjM+QB6KcUOsJfJXb8R3bRri9Bu1ILUU/KKL64Wp6Dg+NvIo6E9ZFX0VbOoee8s2kVayjJCdhx3S6z2U0GmX37t1nXDSJWpGi7xchN8qRG+TU/74e9zY3VquVe++9l8zMTDZv3sy7777bJ7psKHB8wYFxhpETPztBsDEoxd7Z7XaJKA0VScGL1+vF5/Nx6623Mm7cON588022bt06JAW2qDMx6tJriedNxWfIB0EgFuwhUHMAf/Ve8lU9ZBsSz6JQKCSJVebOnYsoiowbN44ZM2bw7W9/+9SspyCSefMvkJvtNP/lTkYVOCT/w+Qs4HPPPUc4HE4IUqZPZ+LEiVRWVnL8+HEWLVpES0sLtbIcXm3WYTj6KtXv/xNvtweFLR/D7BvRjZ4/4LGKx+OEWo7jPfA23kMbEik/H0En4L8VF2nIeUBlV1F0bxEyrWzQ7To/7KTxT40f0V7950GtVlNQUIDdbme0wcdXC2sZY+hhY7uJn2wW2Xq0ceDZGQEyZ2Riu9yGUCIgRAXUNWq0lVoULgWxWIxwOCyRLoUQ4/J0J6uymyhMC7KtIcrDW4K8WpHau0+QC6SNTcMw3YBhigGZVkawOShVBgN1A7dvRFEkMzMTu93ez4sPEl/iySrWsGfGDgMGI4K1tbU0NjYOCxEURZGZM2eyYsUKCgsLOXHiBGvXrmXHjh39Kh1WqxW73U56enq/6mkkEqG1tZWmpqazUneeMwQRdcEk0iYsRjtiJgC+yu14y9YTqNk/aB7vUKBQKCgqKiI7O7ufEKI3YrEYbrcbp9NJR0fHeQpIBLQjZyeIYEYh/poDuLc8R7DhcJ+tJk+eLC2mGhoayM7ORiaTERMV9BgKcGpzCFpGIKq0hDub8Vduw7ZkB8Gmbup+PTQT7iS0o+ZhWfQVAFSHX6NA7EA4+bkFQZDIQiwW49ixY2ecSZSb5BT9sAhZmox4JE7lPZVEe6KYTCbuuusuxowZw+HDh3n66ael+bihQFAKFP+oGGRQ9dMqYsFT59/hcPSpYCadECTfwjPMhQqCwJIlS8jIyJB8Ntva2uju7h702aHRaJg1axadOXPozJ6J//AGBKMdlWMUgihD7GnH4G1A66lF6DjOnh3bKCgoIDc3F5lMxsqVKzlx4gSPPPKI9JqyNAvZn/01obYqvK8/yJw5s4GEkOSWW27h4MGD7NmzRyLpxcXFzJ8/H5fLRVlZGQsWLMDj8fBul41dHTLaX/k/DNOvRVBqCNTsQ5k1AmVGAQ1P/z+EeBxZmgWVYzTmBZ9DpjNJ+xEL9tC15fmT7WLxvO+3TyIuEsDzgGmuiZwv5Zxxu4sE8MzIThN4cLGW28fLOOHV8GR1PmWeRC5rJBKhoaGB2traQYeoVVYVOVfmoJ2pJa6Po+hQoKnUoK5RYyDGNdltrMhqwayMsLYizMNbQ2ytH3rlRJAJ6MboEpXBKXrkaXKCrUGpMhioSZBBg8EgzbGlUjB2dHTQ2NiIy+X6SObYzhcDeyIGpdbwcFUtx48fz4oVKxg/fjwtLS289tprfPDBB/3Ou0KhkKqCScuN3vB6vdL85NkM3p8rRI0B3djLSJuwGGV6PhFPG96DG+g5+O55KxYFQcBut1NUVDSkfNxgMCiRQZfLdY7zowKakbMwzbkFZWYRgdoyurY8T7A+MUeWkZHBhAkTgMQA/4kTJxg1alSf8YFILE61T0m3oRBNyUw0ucdRZb1C2+sz8e4/gL9m/5CtdkSNAcuiL6MbPR95yxFy27YgD/cQjUb7iaZaWlo4evTooFVRZaZSWrx3bu2k6U+J+UWHw8G1117LnDlzaG1t5YEHHugzo3omKLOVFP9vMd17u2l4ui8RLSwslLKIe8/eQeJ6TpLB5GyhTqfrs8hRKBSsWLECmUzGK6+8Is0CRiKRlC3k5D1ZWFhIUfEI6kfdSERQUP3U/wNRjjp/AtqiaRhKZxJTmxBiEZTuOlyHtzDKGEMV6qQgP5/Fixfz05/+lCNHTlWD1QWTyLjxZ3R9+Cwjw1WS9+GECROYPHkyL7zwAsFgUCKBNpuNJUuWEI1G2bdvH3PmzCGOwP37RLyilrYXfyJZAMnNduxf/F3CF3Dv69J7GufcjHHurYnOm3DquAQajtDx2sMJQ/eLJPCscJEAniUElUA8mDhk50IA87+Tj8J0ari9a3sXHa93XJid/Q+ASgbfnK3kh5eo8Ifj/PC9IM8eEcnLL8DhcPR5AEajUWlGcKAvdbPZTGFxIdpxWnwjfITsIdTROMu9Xq73eDnRaGJ1YyYHGnyScOScSJgM0kadqgzKDXJinTFUtSr0zXoUTgVCL63cR01ILgQGS0VJRv8NFxEsKipi+fLlzJw5E4/Hw5tvvsk777yTcs5rqIQ7+WV7oaHMHknahMXoRs9HVGnx1+xPCEeObTsrb8HTkSSCBQUFKT0UUyEej/epDp79XKmAZsRMTHNvQZlZTKDuYEI1XH+ISy65BKVSSTQa5cMPPyQSiZCenk5paWmfipbX66W8vAK/MYPiH6gJtk0k4r2RWMiPv2oP/srt+E7sGtJgv2bEbKyLv4pcpSaj8UP0ziPEUpBAn89HWVnZoNVQdb6aoh8WISpFqu6vwncscW2NGzeOiRMncsUVVxCNRnnggQeG1HJNwjjLSO6Xc2l8ppHOD/qqVUtLS8nNzQUSz7O9e/cOWK0WRRGdTteHGCYJqsfj4Y033hjwfovH41ILubu7m9zcXERjNnVjbiVauYX6V05V9BQKBZPmLyWWOQqfIR9fmgNkCuShbrSeWuYUmsgW3Pz03nv6PCuN827DOPtGIusfZYwt8Z3W1dXFXXfdxb59+/oljuh0OpYsWYJWq2XdunWsWrUKb0TgvoMafBXbaX/l/oQdU+k8DNNXIkszE2qpIth0FM/OlzFf/iUU1hyU6QX9Pm+0p4vWF35A2NlwkQSeBS4SwKFCAIVNQe5Xc6n6aRVwbgRw5MMjUab3NfXteLuDlueH3mr4b8HKUXJ+uVhNrkHgiZ0hfvZB39xelUpFQUFqIpisCCZtQcxmc5/YsxG6Hm5wNFOc5eZ5rZ41+jT8KhFFqyIxK1inRogJhEIhqQ17LoP1FosFe44d0zgTwYIgwdwgMU0MsUdEWaOkZ18PTbubcHd9BC3JjwiD5SIPNxHMzMzkmmuu4dJLLyUajfLuu+/yxhtvpIzH+ri13AWFCm3pXNImLEadO46ov5ueIxvxlr1DuK36zC8w0OsKAtnZ2RQWFvYjgqFQCJlM1o8QJREMBnG5XFJ18GwWI5qSGRjn3ooqq4RA/SH0tR+SrwkiAOXl5VLrVSaTUVRURF5eXp9ZrqamJromd2GYZeDEz71oCmejHTEblX0k8WiEQF1ZIqP4+E6i3oHJuqhOw3LF/6Abexladw0Zte8iD3VL+bLJ94xGoxw7dozGxoG7L7oxOgq+W0DMF+PoXUchktj/GTNmkJ6ezqJFizCbzTz99NNs2rRpyMfK/hk7pnkmqu6r6jcmMm7cOLKysoCEAGT37t1DfvbI5XJWrFjBqlWrqK6uZt26dZIyeSjoSp9Ae95CFFueprtyhxR7p1armT59OiqVipggox0jgn0sfmMBIY0VgTgKTxNtB97HX71XMhLPvOk+FNZcCiteQEWISCRCbm4uCxcu5JFHHiEzM7PPs7urq4srrriCCRMncsStYLw5yh6njH/Wqgk0lqPKHoEg9r92oz43xGN4D25AmVmEKmcsokLVb5uWv3+biLvtIgkcIi4SwKFCgOL/LUamk3Hsu4nh4OEigPF4nNrHavEe9MIn4LodlyHy2BI1lxfJWVcZ5ltvB6lwDvzBVSoV+fn5OByOPl9s0WiUjo4OVCrVyRZEnBlmN9fbm5ls6qbWI/DIFj9/3hfCHxOwzrKSfkU6skIZQkBAe0KLplKD3JuoGnV1ncohHqx9pFarpTSL02d34kIcl9ZFd1Y38tFy5CY5YVc4MTO424OvcuAUkv80pKWlSRnQvXEhiKDRaOTKK69k8eLFqFQqPvzwQ1577bUBv9w/bqIbudlO2oRF6MZdjjzNQrDleEI4cuSDc7a0GIwIejweKZ0hlcUQnFIWJ6uDg0Uu9oameAbGubegyh6BursRW+MWIi0V7Nixo892er2eUaNG9TE096v9uK930/CHBrq2dAEJjzlNySy0I2ehzh2PIJMTbCrHd2w7vsrtRFypZ/rSRs4m/ao7Qa7E1vAhho5DCCAZDCdxppawdamVrJuy8FX6qL4/Qcx1Oh0zZsyQYtJKS0tZt24dzz777JAEN4JCoOjeIkSVyImfnujjfygIApMmTZJmKAOBALt37x6yn6ler+fmm2/miiuuYPfu3fz1r3/F5XL1ayGnpaX1m5ONA00lKwlqbOQfeRZZNCDF3gUCAWw2m/SM7enpQafTEVakkT15IS5lJkc7QVTriPo9BGr2E2g4jGn2LSj8bRTVvYlAnLq6Ou69915ee+011q1bx6hRozCbzYRCIbZt34GyYBJfuONu5mZE8IYhTQGv1ivY0p46W7s32tbcR8TdSvbnnkgpFAm2HKflb9+8KAwZIi4SwCEi/Zp0Mq/LJNQeGnYCCBDuClN5TyWxwH8vA7RqBH52mYr/maqg0hXjW28HefP40OeTlEqlVBHsTQQVQozL0p1cb2+hUOdnX5vI/R94eeloamGHMluJfYmdtJlpoAFlkxJtpRZVgwohLhCJRKQUimR7JmlLksyzPR0pbUkE0JZoMUw3YJxmRGFREO4K49ntwbPbQ09Fz3/F3afT6SgqKupHBEOhkEQEh0udq9FouPzyy1m2bBkWi4Vdu3bx6quvUllZmXL75PxR8rz92213RBmaoqkJO5ni6cSjEXzHtuIte+ecEkfgFBEsKCjol17hcrloaGhAoVBgs9kwm80DCkpCoZBUHXQ6nWesDmqKpmFf+j9E9Nnouqpoevv3dNUc7redw+GgpKRE8nV0LXQRloWp+ln/DGRRpUvE0o2cLcXShZ31J8ngNkLNlfQ+RmqDmaJV36EncyIaTx2Zte+iCHlwuVx97IN6eno4ePDggC3hgu8WkDY2jfY322n9Z2LmLzs7m7FjxwKJ1u2cOXMoLy/nscceG9K1osxQUvyTYryHvdT/tr7P72QyGVOmTJHIcU9PD7t37x5yRdbhcHDrrbcybdo03nnnHZ577rl+VW1BENBqtRIpNBgMmEwmoso0asfcjra7jqyqvqbOpyNZUdXpdNx4443868XVvLXr6Ekj6qmJ6m0sBoKA1lNLRv0H+FqrGTVqFJdffjlf//rX6enpITs7O2Fo39mN/UtPIU+zMDc9zPKcEEke90KNkr0uxSB7A/VP3EbM5ybrM79ClTUi5Tadm/6OZ9u/+K94uF5gXCSAQ4CoFRn12ChEpXjBCCBA+7p2Wl9s/a87I3IRvjJNyU8XqBAE+OkHQX67M3RO5soWi4Xi4mKMRiM6WYSrs9q41t6KVRlmq9PIb/fJWL1raIkRgkLAMttC+hXpyPPkiF4RXYUOzXENYjhBFPx+P8FgEJ1O18+YOB6P09HRMTRj4pMpJMbpRgzTDSitSiLuCJ69Htw73Qky+B/O/XU6nVQR7L06vxBEUC6XM2/ePJYvX47D4eDo0aO8+uqr7Nu3b8C/+bgYbych05nRjVtI2vhFKKw5hDub6Tn4Lt5D7yYG2s8SgiCQlZVFYWFhPyLY2dlJVVUVXV1dmEwmyXcwlYAmCY/HI5FBj8eT8vq22x3kzl2B0z6bsMqI9/BG3Jv/0U/4olQqGTFiBNnZ2QQcAbou68K8zkzz3maqqqpSVmEFuRJ1/qRELF1JIpYu0u1MzAxWbiNQdwhiEXQ6HWMWXoereClRuRpb4xZ0zXuoPHaMkSNHSoQ3Go1SUVFBU1N/w2pRJVL6q1JkWlmf2b0xY8ZINidGo5ElS5YQDAb55S9/SU1NzeAnBDBMM5D39Tyanm3qZ4KtUCiYNm2adC263W727t075Htk3Lhx3HzzzRQWFvLPf/6T119//YzVbLvdzpgxY+g2j6ClaBmaA//C4jl+xtg7gFmzZlFaWspTTz0lKZC9URnYx2GYfi0KiwMEAUXAhf/ELv5n2WzK3nuF1S/+6+QrCJgWfBbjzOuk1xxjDPOZohCROMgE+FuViiPu1AuUeCxG3cPLATDN/zTG2Tem3i4Sov43t180ix4CLhLAM0EE21IbWTcmZjbOlwBqS7UEm4PEemKIGhFlhpK0sWlYFloQ5ALl3yiH/yJ/y8XFMn61RM0om8jTe8L86P0gHb6zv+SsVitFRUUYjUbSlUFW2Vu4KqsduRDn3TYra5qyqfMn2mDRaJSmpiZqamr6uOYPBnW+mqyrstBN0yHEBLRVWrQVWuSe/g+j4Ygm0xRqEpXB6UaU6Uoi3Qky6NnpwVvu/Y++BgYjgskM6OEigoIgMHXqVFasWMHIkSOpq6tj7dq1bN26ddD3MJlM2O32lNF70WiU9vb2YY/eGwyqnLGkTViEtnQeglxBoHpfQjhyfGfC6+wsMBQimJyhVKlUEhm0WCwDVgfD4XAf38HkdS+TyZg/fz6iTEGnZTRt6VMRNXq697+Fe+s/ifm6+ryOxWJh5KiR+G/xo2hXYNpqwu/3U1FRIUWwpf5QJ2PpRsxCO3I2cmMmsYAX34ld+Cu3I28/xuTJk+nMuxR3xkQ03Q3I9rxAVdkOxo8fj8FgkF6qubmZ8vLyfteHfoqe/Dvzicfi1D9Zj2e3B1EUmTFjhkSUvV4vy5cvJycnh6eeeoqtW7ee8Xxk3ZqFZaGF6l9U46/uW6VTq9VMmzZNGiVxOp3s379/SMI0mUzG7NmzueGGGzAYDDz11FP92vCpMG3aNEwmEy0FS+jW59Pwx6+Bz9Un7s5isfS7dlQqFTfddBMnTpxgy5Yt0n+PxWJ0e3twTbiNmNGOzl1Nt84BagMaMUbnkc10V2zFX3MAx//7PTKNoc/rrsgJMic9kbYkCvCn42pOePvPAUY8bTT+7vMAGGZej3nBZwf8jJ0bn8Gz8+WLs4BnwEUCOASMfGgkyoxE1e58CeBAEBQC2bdm01PRg3un+z++GjTCIvLLxSquKVWwsSbCN94KcKD17D9Ub+JXrOvhBkcLC2xOeiIify4TeOD9LjrDCvLz88nJyemb0xmL0djYOGQiaDabsY+wo5ujI1AaIKaJoWpUoS3XomxWSqreYDAoEcDhEBOo89VSZVCVqSLijdC9txv3bjc9h3uIR/8zb1GtVitF/11oIggwevRoli9fzpQpU2hvb+eNN97gvffeG/Tcy2QysrKysNvtfWbVkvD7/dK5Hupi4nwgKDXoRs8nbcIiVPZRRHu6TuYQv0PYWX/mF+j9WoJAZmYmhYWF/SqenZ2dVFdX9yG4giBgNBolQpgqlzmJ7u5uqTqYnIcFOHT0GL6cGRhnXQ+iDM+uV/DsfJl46JR6WxRFim8uRnW5ivSX0pEFE/dsW1sbFRUVQzrOioxCtCNmox05G2VGIbFwkFj9ARyxFmSxCO35C4kodAR2vkjb5n8xoqRYUt9CouVaVlbWrwWdd2ceaePSQIDaX9bSU96DVqtlxowZEjk+duwY11xzDfPnz+e1117jueeeG7TyJsgECn9QiNwo5/iPjxPz9d1Wp9Mxbdo0qcPQ0tLSzwx9IOh0OubPn8+qVauIRCI88MADZ4zF0+l0zJw5k7hCQ+2YT+FvraX5ue9zOhXIy8tj5MiRff7b2LFjmTVrFmvWrKGrq6vP7yJyLXVjbkPpd2GvfImQNoPi+deypzlIt9xIPBZNKfAwKmJ8f5wfdxgMCojG4aljahp8p7aNx+N4dr5E18ZEKknWp3+FKjt1Cxgg3NVC0++/OOhxuIiLBPCMkJvkjHrsVHj2uRLAtrVtGKca0ZRoUFgSN3q4/ZQ4IHkWjHOMuLf+5ypGDSr40XwVd85U0tQd5zvvBFhz9OzbaTabjcLCQoxGA9NMbm5wtDDF5KHJp+C3e+M8vsnVJxkEEi2V/Px8ycQ0icGIoEqlksQCvVe8cTGOv8CPd4SXWHoMsVMk7VgamiqNFPgOiS/SpHBkOMQE6jw1hmmJyqAqW0XUF01UBnd78B7yEo/8592uAxHBcDgsZUAPJxHMzc1l+fLlzJ07F5/Px9tvv81bb711xrktnU6Hw+EgKysLpbK/UCuZQ3zO1kFnCYUtPyEcGXsZMq2RYGN5QjhS/iHx0NktPJIVwdOJYFdXF1VVVSkrnUqlsk918PQRiCR6iy7cbje7du1CVKdhmHkd+qnLiYcDuLe/SPfeNyQbHJlORumvSpHvlpNRldHntaqqqqivrx/yMZYbM9GWzkM7+hJUWSWI0SBadzVxQUGPqYhgUzkd6x7HqggzevToPi3h8vLyUykXgMKioOT+EqLeKDKdjOoHqgnUBsjMzGT8+PHS3+3atYtLLrmE22+/ncOHD/P4448PajmjsCko/kkxvkofdY/3N8I2Go1MmTJFem7V19dTUVExpM+fnZ3N3LlzWbFiBc3NzfzsZz87oxl4cXExhYWF+PS5NI68DteGp+nevbbfdiUlJRQUFEj/jsfjrFy5ktbWVv7+979L84XJ1BpfmoPGkddhad6JtXk7M2fOpLS0lK9+9150V9yBOid1nN9niwLoFTG8YYFRxhihGDxRoaEtcGpm1/X+n+ne+RKakbPJuPaHZzwu9b+5nVhPf7eAiziFiwRwMAign5xoCyRxLgQw6osiasQB4208+z3UP1FPPBpHUAjEw/95p0QU4HOTFNx/uQqdQuD+zUEe3RYicJbcz2azUVRUhMWYxgKbixsczRTp/Bx1q/nVjih/3u7kTAWxJBHMycnp09KKxWI0NTVRW1uLXq+XhAGnn5dQKCQJA7xeL9qRWmxLbOgn6xGCCfWw7pgOWa8VaiQSkf5mqGrKM0GVo8I4LVEZVDvURP1RuvclKoPeg97/uOvkTESwvr5+WGfvbDYby5YtY+HChQiCwPvvv8/rr79Oe3v7oH8nCEIfwc9A10djY+PwZfIOBlGOdsRM0iYsQl04hXg4iK98c0I4MkhmbypkZmZSVFR0VkQQEsfEYDBgs9mwWq19Wqqno6enh/b2dpxOJ90REcPsm0mbuJio10nX5ufoOfQexGM4Pu8gbWwaXY90MbJkZB+1dnd3N0ePHj3re0lucZA98xpUI+cQVlsQo0FisRhxUU7Xh88RPriOCePH9aluNjU1UV5eLi3grEutZN2YRbApiNwgp+oXVYRaQ33yc3t6eti5cyejRo3iG9/4Bn6/n0ceeYS6uoFTTvQT9eR/M5/mF5pxvtV/xtNqtTJx4kRJqHTixIk++diDYcyYMUyfPp2lS5dy4MABHnrooUEXpKIoMmvWLLRaLe058+m0jaf5L3cR7ui//73nICFBVm+88Ubuu+8+qVKZjL3LzMxEP/N6nPY52Ctfwhbp4KabbmL16tXsMC1EmVmUcn/kQpzJlgiVHpFLMsJckhklGIVHj6rp6PIiyBSE2qppf+X/sH/+CWS6/jZPp6NtzX34T+y8qAgeBBcJ4GCQQfrV6WRee0rdeC4EcChoW9tG20ttZ97wY4h5eTIeX6pmSraMvx8Icc+GIE3dZ3dZpaenJ8iBWcuyrHauzW4hXRVmS5uOh7eGePXA2Q/FKxQK8vLyyM3N7UMET88RTf633tYgqaoPCpsC6xVWzJeaEZUiihoFhkoDio6+ps9JMUFLS8uwmT6r7CqpMqjOPUkGD3Tj2e2hu6ybeOg/5zbWaDQSEeytyg2Hw9TX11NXVzesRDAtLY0lS5awdOlSdDod27ZtY+3atWdslcGpCrHdbk/pteZ2u6Vz/VHkEMv0NtKSOcSmLMLOerxl7+I9vIFYT9eQXyfZGj5dBOJ2u6mqqjqjaXayOmi1WrFYLP0qpklEIhFcLhfOkIzw6KVoRs4l1FFH16a/Ew/to+SnJdQ9UYfvgI/i4mJycnKkezMej9PY2Mjx48fP+noYWVpK5sjJdFtK6TaXElEZiMfjRH1duN//E45oC7k5p57dXq+XsrKyhIJfhOKfFEM8MZojKkRO3HeCuDfOtGnTJPKbbNWmp6fzne98h6ysLH73u9+xffv2Afcr84ZMbEttVP9fNb7j/U3Ns7KyGDdunPTvo0ePDupjmERyVnH69OnMmzePdevW8de//nXQv7FarUyePJmYIKNu1C30eD00//Vb/WZOT7eticfjLFy4EJlMxve///1+z8o5c+fSOf4WgtoMXM9/l9tWXc3YsWN5qDqbuJi6iiwQx6qK0xFMPA8syhgLMsMU66P8oVxGw8FtpI1dQLCpApW99IzHA6Drw2dxb38RYv/BA9UXGBcJ4GAQIfP6TNKvOhWBdaEIYMQTofyu8sTZ+A85K3lGgYeuUHPTOAU7GqLc9VaAHY1nd7Olp6dTVFREoVXFtfYWlmW2oRTjvNVk4KEPfWw+dn7pDTKZDLvdTn5+fsq8zUgkQlNTE3V1dUP24RLVIqZ5JqxXWFFlqYg3xdFX6tE1JgQkScRiMdra2oZdTKDMUiZmBqcZ0ORriAVjdB/oxr3LjbfM2yeD9OOMj5oIKpVKLrvsMq6++moyMjLYt28fa9eu7RNxNRgsFouUQ5xKOJLMIT59NurCQECdPyEhHBk5B0QZ/uM78Zatx1+1e8jD7xkZGRQVFZ0zEUzCYrEwefLkfmbMp6OTNJw584hnjiLYVIFuxDNEvV5qHqoBEqkuo0eP7lOhCwaDVFZWnlUuL8CMGTMwGAzEgYA2kxOKApRF0xFEOdGAl3jlh+TRhjbUiUDiHB49epSWlhY0xRqKflhE2yttWBZaCDvDVD9YjVqmZubMmdKCMknQlEolX/7yl5k7dy6vvPIKL7zwQuoWtgwKv1eI0qbk+I+OE+3p/7zMzc2ltDRBcuLxOAcPHqSt7czFgeSs4rx58xg7dixPP/0077///qB/M378eDIzMwlo0qkfdTPu7avp+vDv/bYTRZG5c+dKVVqLxcJ1113Hk08+yQcffNBn28LCQvJLx1E/+lYi7lbiGx7j4Yce5NkqFWVdA2daL3OEKEyL8NsKDXHpS1BgkjnC+n/8FtuSryLIBreJ6Q33jjV0ffDXi0KQQfAfQjX+TfgICSDA0TuOEu3++K9WtAq4e66Ku+co6QzEuefdIM+Whc/qQsrIyKCwsJAJmTJucDRzmc1FICayptbIw5u6OVx3fsTPaDTicDjIyMjop2w8/QsqFovR3NxMTU3N2Yk6BNBP0GNdZCVtXBoxdwzlESWWBgtisK/fnN/vl3wCh0o0hwJlhlLyGdQUaoiFYnSXdePZ5aH7QPd/hK+kRqOhoKCA7OzsPkQwEolIM4LDSQST6snly5eTn59PZWUla9euZdeuXUOaO5PL5WRlZeFwOFIKJXp6eiQ7mXNViZ8NRHUaujELSJuwCGVmMZFuJz2H3sN7cD2Rzv6WJ6kwGBGsrq4eXKF7EhMmTJDSYWpra6UqYarqoE+fQ4d9LlF7KxrHCzQ9EcO1J0HEBUEgJyeH4uLiPveuy+WivLw8ZRxgKoiiyPz586XXiEQi7NyzD838L6IbeynE4wiiDFlPO0b3cfSuCpTBLhobG6moqCDzU5mYZpuo+20d+Xfk013WTf2T9WSkn8pBjsVi7Nq1S5ovvfrqq7nttts4cOAATzzxRMoRAYVFQcl9JQl/wCdTC3uSM3rJ99i/f/+QFpGZmZlMmDCBRYsWkZ2dzX333cexY8cG3F6pVDJnzhzkcjmurOl0ZM+m9bm7CTaW99tWp9Mxa9Ys6dk5f/580tPTueuuu/pc5yqVinnz5hFIc9BQej3ubS9y52VFaPPH8btjAyeWpKtifHesn2erVOytd9O25md8/Yf3o1LIeLtJiSskDvi3qeDevpquTX+H+Mf/O/XfhYsEcDDIwLbIRtbNWdJ/upAEsP2NdnzHfQTqAoSdH8+82FvGyXlokZp0rcAvt4X4v81BvGfxHZcgfgXMz4lzo6OZaWYPbUEl/zhh5PHNXdQ2nzvxG6rPW0dHB9nZ2eTl5fWbEWxpaaG6uvqs1b0qhwrrIiumOSYA4kfimKvNaHv6Win0bjW3t7cPawqFwqaQ2sTaYi2xcAzvQS/uXW6693f3SSP4OEKtVlNYWJiSCCYrgsOdozxx4kRWrFjB2LFjaWpq4rXXXmPTpk1DJpzJWdKsrKx+IolYLCYJR87oEzlMUGQUJXKIxy5Apk4jUHcQb9l6fBVbiEfOrK5NLsxOJ7Yej4eqqqpBiWCypQjQ3t7OgQMHgERVL9kuNhqNp1q8gNdciHdxGeHu8QgHRxDd/yqddRV0dnaiUCgYOXJkH4PxWCxGTU0NNTU1Q7p3eu8TJFI3du3aRdyUg/Wqb6Cw5hF21qO0ZINchaqnFX3nMYT6vZQf3objxw58x3x0be0i7448Ot7soPXFVkaOHEleXh6QsIXauXOndM1MmDCBu+66i+7ubh555BEpIq83DDMM5H01j4anG+ja2pVy30ePHo3D4QAS98CePXuGZEA9atQoCgsLueaaa1AoFNx9990poxOTSFYc4wjUlqzCF5PT/MwdxMP9F6q990mv13P99dfz0ksvsWbNmj7bTZo0CZvNhitzGs6ceRj3PcsPv3Atjx9V0+hPHVMI8JWRfkLhCPf98HuoQ5384Q9/AOClOhU7nEOv/gF0vv9nPLtfvdgCHgQXCeAZoBulo/CeQunfF4oAxmNxYoEYMm3i5oj2RAnUB/DX+QnUBwjUBQg2Bf9tg/9Ts0UeX6pmbp6cNUfCfHd9gOquoe9LRkYGI4oLWVYQ5AZ7CyVpPo57tfz1uJE/bG2ntf3cWqSCIGC1WrHb7dhstn5JD0lxRmNjY7+Hp1wul2YEe395nw8RlKXJMF9qxnqFFYVZQbAyiOaIBpvHhij03bfTxSbDCYVVgWHqSTI4QkssEsN7yJtIIdnr6WdF8XGCWq2moKAAu93+kRHBkpISli9fzvTp0+nq6uLNN99k/fr1Qz7/oiiSkZGB3W7vk0CRRMqkmAsIQa5EM2J2InGkYCKxYA89RzbhLXuHUEvq1JTeSI5mpCKC1dXVAwpp5s2bh1qtJhaLsXnz5n4VULlcLpFBq9WKSqWie4KXnjF+/Ee/SURmwdBxCFPDVrrbGnA6nUSj0X5xdz6fj/Ly8iFVxXpn70Ji3m/37t1EYmCcfQPG2TcRdjUh1O3EVDgBn6mIuChH1d1AyPcqaQvqqflVDapMFdm3ZtP4TCNdm7qYNm2aZB3U1tZGWVmZ9B6ZmZl8+9vfJiMjgyeffJKdO3f22y/HlxwYphg4/qPjhDv6X8+CIDB+/HipqhoKhdi9e/cZrx9RFJk+fTpZWVmsXLkSl8vFPffcM+g9M336dIxGIyGVkdrSW+k+/D6ut3/TbzuVSsXcuXOl+3LmzJmMGjWKO+64o8/oQ0ZGokoaB07YFxEx5nDXBGgLq/lXbf9oxiSmGnq4oSjGHXfcwZw5c7jttttwBgXqe0Seq+k/wjMYWp67h2D90Ox0Pqm4SADPAFEtMvp3o6VV64UigLFQDFEpEvFGCNQHsGqsROIRwoYwgllAEAXi0TjB5iCBuoBECv11/gvaNrZpBR68QsXnJyspa43yjbcCvF8z9PfLzMxkbEkeNxT7WGVvJUMVYlenkb8c0/PPXS04nedG/DQajTScnyrrtbOzk8bGxiFlvcrlcnJzc8nLy+tDBOPxuEQEz/pLWwbGaUasi61oi7WE2kLE98SxtdjQKfpXJz0eD42NjbS2tg57CoXcLO9DBomB94gX93Y3nj2ej+3M4GBEsKGhgdra2mEngtnZ2ZLHWzgc5p133uHNN988q7m+5LWZnZ2dcu60q6tLOtcfSQ6xMRPdhEUJ4YjeRqitGu/B9fQc3kjMP7jKNinOOl31293dTVVVVT8iWFRURFFRQul5/PjxM6Zl6PV6bAU2dN/UodttINI1D1f2dOKiHFPrfsytu5FFg/h8PiKRSL9825aWFo4dOzZoq12pVDJ79uw+93ZXVxd79+4lFouhSC/AeuVdKDOL8O97nYLgCYTsMXRbSvEZctHk/QVBbKbhj2noJ1RivkRPzaM1RE9EmTlzpvS6FRUV1NefaumqVCq++tWvMmvWLFavXs3q1av7VIFFjUjJfSWEXWGqH6hO6f0qiiKTJ0/GbE6oXv1+P7t37z6jV6JGo2HmzJlkZWVxzTXXUFZWxoMPPjjoeZgxYwaCINBpGUNH4WLaVv8soaI9DaWlpZKnolKp5KabbuLw4cM89NBD0jaCIHDJJZegVCoJoqB61G1Y1fDdKQr+77AWb6T/jGgsHMD98n08/uNv8MYbbzB34RLsVgNb2uRMNEe476D25GzgmRGPx6l/7Maztkv6pOEiARwCCr9fiK408aV9tgQw1B4i6ouiyR949sGz30P9k/Vo8jSkTUzDNMmEMlcJcVA4FSiaFYgekZ5AD4G0ADFbDKVDiUydqBaGu8ISIUz+BFuC53VmBeBzkxU8dIUKQRC4970AT+8Jn9GCJYnMzExmjM7ltuJulmW1oRZjvNdh4ZnyNN450HhOoghRFMnMzMRut0sPxN44X4NmmUxGXl7e8BJBQFOswbrIinG6kVgwhn+XH12FjgxVRkoxQVI4Mljb5lwhN50ig7pROmLBGJ69Hrq2deE9/PFMIFGpVFIG9EdFBM1mM1deeSWLFi1CLpfz7rvvsnbt2rM+J1arFYfDMWB1urW1lcbGxmGzDhoUgoi6cDJpExajLZkBcfBVbqN737ozVkqS9kypiGB1dbUkUlCr1cybNw9IVOmGkpQBkPu1XNQ5aty/cmPJdKAYv5Ru+wyEeBRzy25MbfsR44mF0ekzvJFIhOPHj6dstSbhcDgYPbqvB11HRwcHDhxIkDJBxDDzOkxzE8IF/dFXydWEicrUeBx2AvN2EHLNJdiyEFX671CY2qi6v5a0HiWTJk0CEp2D3bt39zuXK1eu5KabbmLfvn088cQTfZ5N2pFaCu8ppO3lNtpfS11VlclkTJs2TarGShXMMywUk1W4goICFi1axNq1a/nHP/4x4PbJtnYcqM1dSkCXSdOfvtZvkdC7ChiPxxk3bhyzZs3iiSee6HO+R4wYQX5+wkJtZ1MI8zV3syo3iCcs8G7LaT6b0TBtq39GoGYfX/rSl5g6cw5mvRZvGP5RreZ/RgZ49KiGFv/Q5gAD9Ydofe6eIW37ScZFAngmCInYLstlibZO1Bul5Z8JNZp2hBbz/L5ExHxJ3397j3qpebAGTYkGwyQD6jw1coMc4gly6N7V1wgaEi2L9MJ0gtlBQo4QwewgcWUcISCgalahalQRPhGmy9eFV+Mlao2iylWhzlWjtCZurGggSqA2gL/an/ip8RNqHdqw3ph0kaeWqbkkX87fDoT4zjtB2ocY35aVlcXl47O5vdjNwnQnoZjI6y3p/K1Cw/Yj9edE/AwGgzRndbqgIxaL0dHRQWNjglQOx5yVTCaTKoK9B9jPlwjKzXKsC62YLzMj08rwHvDCHsgIZWA09E+hSEbONTc3X5AUCoVVgXGWEdNsE+ocNRFPBPdON13buvCf+PitnAcigtFoVGoND7foQqvVsnTpUpYtW4ZSqeS9997jlVdeOWsiqFAopPnUVPm7Xq9XOtfDTWZTQdQY0I1biH7iEhTWXELttXTvfZ2eIxsHrZqcMmjve716vV6qqqpoa2tj8uTJkmXI7t27h1Q91ZZqKfp+EdUPVdNzJCGc0Gc4sMy9BUrmIYsEsDbvwNBxGGGAmKSenh6OHDmC253aSD8ZgdYbzc3NHD58WPq33JqD7cpvoLSPJHZ0A8W+IyiEON5xXrwTvHS9OpKoaRqm2e8hiH461k8jrbWOApUPMR7F7/ezc+fOfudw0qRJ3HnnnXR1dfHII4/0ySPOuC6D9CvTqfpFVb+ouCSUSiXTpk2TzOp7VzAHQ5LUTZw4kRkzZvDLX/4yZTsaTomj1Go1EbmWqtJb8Ncdov3lX/TbtrcnoiAI3HDDDXg8Hn79619LXog6nY7Zs2cDUF1dTVfpckwTLuMrI4M8eUxNNH6KxLe/fD++YwnyOGbeUv73js8Rj8fZ2xLkhUPd3L/QxuuVPWxqBoUxc8BUEen1Xn0QX8XWiwKQM+AiARxmjPvLuD7/ThLAM0FQCmgKNASrglwy75K+vnVCnJA1lCCDjiARS0SqDqoaVcgb5HRXduNyunD5XJABmgINmkINmgKNFGMX7Ynir0mQwSQx7C020cjhR5eq+M5sJSc6Y3zljQAbh9DuTUROZXDdlEw+XdzJDIub9qCCl5qyeK5CwcFjtef0hZmM6BpIadnY2EhLS8sFU1oORgRbW1uprq4+JyNgQSlgmm3CutiK2qHGX+enZ1MPhkYD2RnZ/cQE8Xicjo6OCyomUOeqMc42YpplQmFREGwN4t6WIINDXTh8VEgSQbvd3qeCGo1GpYrgcF8TGo2GK6+8kmXLlqFSqXjvvfd49dVXh2yT0hsGgwGHw0FmZmbKBU0yh/hcXvtcoM6fiH7yMjQjZhIPB/Eeeo/ufa8TcQ5cUesd0dgbXq8Xl8slCSROJ1iDoeS+EkLtIep+3deMWG7MxDT/drSj5yP2OLE0bMHcU5OyGRiPxwkGgzQ0NNDe3t7n/kxLS2PGjBlS5SpZRayrq+urlBVE9NNWYLrkU8R7OsmoXY851kHHsg7EoIjvTz7qQl7yv2MjHrUQaLoDIRwjrasKfWcFvup9HNi3t9++ZWVl8d3vfhez2cyjjz56Ku5NBkU/LEKmkXH8f48P6Omp0WiYNm2aNPLS3t5OWVnZoM8DQRCkWcUrrriC7Oxs7rnnnj7pJ72Rnp7OxIkTAejU5dExahUdb/yKnkMb+mzXuwoYjUYpLi5m0aJFrFu3jnfeeUd6/STpjsVibNy2m9wv/4ESqxqdLM6BXpYwtQ9e3ef1//73v6NQKPjDH/7Ahg0buPfeewmFQjz00ENk3HgfmsLJDISIp4PGpz5/0f5lCLhIAIcZpxPAZHqD74QPf7WfiDtCpDsCMZBpZagcKnRjdKhz1dQ9lnjwJcmPw+FIWS0IKUNEciKpq4MNKmInYriaXXR0dNDZ2YmgERJk8CQh1BRoUFgTJCPiieCv9uPwBLnDHmWeEOb3G308tCVE6AzcTxAE7NmZfH6mlU8VORmZ5uNEj4bVjdm8XCly7ET1WRO/pNdaRkbGgC2zpqamAVf5FwIymYycnBzy8/OHlQgC6MbqsC6yYphkIOKJ0LmxE7FMJEufJVVReiMYDEqilgsiJhASwifTbBOGaQZkWhm+qoQK0r3TTdTz8VlRK5VKqSJ4OhFMRv9dCCK4ZMkSrr76atRqNe+//z6vvPLKOZE1mUxGRkYGDoejX2UKEorVZFVwODKnz7g/ehv6SUtJm7gEmc5MoPYA3XvfwFe5fcAv04GIYJJgRaNRPvzwwyHNtZoXmLF/2s6x7x5L6YKgSC9MEMGSGUTaqpAdfgNLuA2L2dzvWZFEIBDA6XTS0dGBy+WisLBQijbrTQIrKyv7GYPLzXasV96JOnccipqtZCm20XVFO4btBiJ7I1S4K3B8y0FPRQTvnhmYJi4morEgC/uI1uyhZdcbBOsP0/srVqPR8M1vfpOxY8fyxz/+UfLpU2YpKflpCV1bu2j668DWPXq9nqlTp0oLh6ampjP6WKrVCe9CrVbLihUrCAaD3H333QN2FSZOnEh6esL67IRtDpGscTT9+etEPX29CHtXATs7O/n0pz+NQqFgzZo1HDhwgI6ODux2O2PGjAHgwIEDdOscZN70c+ZnhNjUdupZ2psAOhwOHn30UQB+9KMfcezYMa699lqWL1/OF77wBVDpyfn63xFSnPN4PI57279wb/7HRQI4BFwkgGcBxxcdmOedOYLmbBELxqj8YWXioXfa2ThT+zMQChDPjhPLjxG0n6wOxkDZqkTVoEJRq6C7sVt6CCZJg9woR1OgIaNUw/ipOlw2Na6TX6LhznCf1rG/2k/Ue+qLXxAEHNmZfGm2mc8WOcnTBtjTZeDFxmzWV0Worq45K+KnVquloflUaQtdXV1S3u5HkbYwEAYiggCtra1UVVWdMxFUZioTNjLzTAhyAc9OD90bu7FGEgrngcQEF/K4CAoB/UQ9pjkm0iakIQgC3sNeurZ10b23+2MjHvl3EEG1Wi0RQa1WKxHBofjlpYJWq5XugVSiJpfLRWNj47BbB6WETI525Fz0U5ahzhlDpLsD7/636D7w1oBpIxaLhaKiopREtrGxkaNHzxxZJ6pESn9Vius9F62rWwfcTpUzFtOln0GdM4ZA7QHcH/4dfchJfn5+H5uZ0xGLxXC73aSlpaXMNT5y5Eif1mwCAvopyzBd+lmEkBdLxjNEs1zY1tqI98Q5znGMnzbS8VYH4XfDjJmzGK91FN3mkURUBiLdTnzlH9JzdBOh5kSVURRFPv/5z7No0aI+ptHmBWYcn3VQ+1gt3fsHtnsxm81MmjRJutZramo4fvz4oMfWZrMxadIkjEYjK1eupKysjIcffjjltmq1mtmzZyOTyYgKCipLbiTc2UTrC33zd3tXAZN50F/60pf44IMPOHr0KHv37sXr9XLJJYmOVjgc5oNNHzLq9p8RsU/EqorREujfxl2cHWJBZhiZAK83KviwTUmeNsrXRwX4TbmaOt/Ard94PA7xGO2vPIC/ctugx+QiLhLAs4IgFyj4XgG6Ef1VnOeKeDRO3RN1dB/oHvRMDEUA0dPTg2AUUIxSEMoNEcoMgQzkLjmqBhXqBjXhxnCiVexs59ZiLz9boKQnHOcbbwd4qUk4VSUs1KAuUCNPS5DOUEcIf7UflVPOUqOar5udlKoCbHWa+EeDne11IaqqqoaslhRFUcpbtVgsKfNWk7YZH0ne6llAFEWJCJ7+ZZ2sCJ6rrYuoFTFfYsa6yIrSpqTnWA/Od5zIa+TYs/59lVGZToZhugHTbBO60pPikT29xCMfAy6oVCqlDOhURLC2tnbYZylVKhVLlizhmmuuQavVsnHjRl555ZUz5g0PBEEQsNlskq3R6fdFOByWrIOG4gl3vlBkFKKfvAzdmAUIMhm+iq10732DYGPqqtNARLCnp4fq6uozpnlk3ZqFabaJim9VnNHySlM8A9Oln0aZXkBPxRa6Pvw78p4Oxo4dm/IZmQqxWEy6n+LxOGVlZSnPndyYiWXpnWiLS9AVPoi6QY55S0IQ05DZgHyRnMZnGjHXmykqKiIOeBRWqqJmNCPmIkszE+5sxnd0Ez1HNxHuqJVMo3fs2MFvf/tbwuEweXfloS3WcvxHx4m4B66apqenM2HChEErmKejpKSEgoICSRTyj3/8g7Vr16bcNj8/nxEjRgDQLrPRNelTKVvBvauA1dXV3HrrrRQWFvKvf/1LUizn5eVJ3oEHDhzA6fEy/jvPI5MJOIOnk7k4d4/xoxAT/98fFXj0qAYR+MlEHxtbFbzX0t9YHCDYchxVVgmBuoOoHKNof/l+/Cd2DXpMPum4SADPBkKiKpL/zXzSRvdvzZ4tYqEY9U/WD7raS4UzVQs6OzvxeDzItXL0E/TEihLVwbgqjtgjktkq8gXByYq4m9dqDfxsC1Q3d6YkWsp0JZoiDZnjbOSMUdNtiuOXJR6Yaq9AsBE6j3TiOuoiUBs4Y1UoLS1N2vdUs25Op5PGxsaPzDj3fDAYEWxra6Oqqurc/f1EMEw2YF1kRTdKR6gjhGuDi+6t3WQYMs44G3khxQQKmwLTLBPG2UbUDjUR90nxyNauAYfYP0oMRgSbmpqoqam5IERw8eLFXHPNNeh0Oj744ANefvnlcyaCkPgcSauj5PB/b3R3d0tzsMNtHXQ6BJWOtPGXo5+8DIXFQait+qRo5IOUhsEWi4UJEyb061okiWBra2vK+1uZqWTkgyNp+EMDXVu6hrBjIroxl2KadxsyQzo9hzbQtfk5LGqB0tLSPpXz3mRvIMRiMcrLy1NUAhNIm7iUjOsmo817Dc3WURiruogTp2NCB5GxEWofrWWkaqTkBel0Otm3/wDqvPFoR89HO3IOMo2eUHstvqObKJJ38s0vfYq6ujoefvhhvDEvI34+An+Nn9pfDU7oerdXAQ4fPjzgbB8kFhdTp07FZDIxY8YMxo8fz3333ZeyhSwIAjNmzJCeMccss4hljaHpj18h5ju1yFSr1cyZM0eqAh47doyHH36YAwcOsHfvXoLBIEePHpWU0p2dnezZs4cF13+emuJrURAlxKlrJEcb5c5RAcIx2OOUMys9IlX9PlscQCnGebqyf5coUFdG24s/wfHlP+EtW4/c4kBbPIOWZ79DqPXEoMfxk4yLBPBsISR+0q9JJ/2adET52cXTJOGv8dPw+4bzsmsZqgmyy+VCrVVjn2Rk/IwwdenQqJAjC4O8KVEZVDWqCHlCdHR04HQ6cblcxGIxCnOz+dpsA58q7MCmDLHRaeHPnZkcigfoUnch2kU0eRpElUg8lvAplNrH1QkTa1lcRmZmJg6Ho5+NBFx4teuFxpmIYHV19XlVa9R5aqyLrRhnGiEGnZs7cb7rRN2j/kjV0QPtm2m2CeMsY8L4uiVI17Yu3NvchNr+veIRhUJBfn4+ubm5fYhgLBaTWsMXggguWrSIa665hrS0NDZt2sTLL788pCzXwWAymbDb7WRmZqa0Dmpvb6exsfGCWAf1hYC6YBL6KcvQFE8nHg7gPbiB7n1vEHE19tkylfVKEj6fT6oInn5t5n87H5lORtXPqoa+WzI5+olLMc65GVGlpXvvG3h3rqHAnk5eXl6fSqrb7SYWi2EymQZsF4dCfZ+FvRdTMn06xT8di1wH4vZLyWjYjkAE13wXQVuQugfrmJw7WXoWnDhxgurq6sQfi3I0hZPRjb4UzYiZiEoNuOpYWGKgROnhyUd+gdvqpuBbBTT9rQnXe4O7JhQUFFBSUgIkruuysrJBxxBUKhUzZ85EpVJx5ZVXYjQa+e53v5vSncFoNDJ9+nQAgiioGXM7/qq9dLz+SJ/tTq8Czp49m6VLl/Kvf/0Ln88nFRaS6Uxbt24lHo9z7U//ytYONUFnA0pbQjR0jSPIFGsEnRx+W67ilsIQld0y1tSpmJ8RZrE9xI/3a4mdJgFqef77BOsPYVtxDzKNgdZ//ojsz/yKeCRMy9+/zUWakxoXCeC5QgBVtorMGzPRT9AjiEMzqAy7wjjfcdLxdkfi6A9T62zwGLQ407VN3FXahE4e44Gdcl4OZqCZmEasMEbYFoYYKNoVCTJYr0LbA1dmtHFLXismRZj3260832BnX4OPqqqqvq1GEVR2Vd/2cZ4aUS4Sj8ZRdClQuBQJT0OXAnmXnFg4dkH97v4dEEURh8NBQUFBPyLY3t5OVVXVeRFBmUGG5TIL1oVW5EY53WXdON9x4jviG3Q8IBAISO30CyYmSIpH5pwUj2hk+E74EmRwh/vfmnGdJII5OTn9ov+ampqorq4ediKoVCq54oorWLFiBXq9XiKCra0Dz7YNBTKZTFLHny68gASxSp7rC72YkhnS0U+6irSJi5Fpjfhr9tG99w38x3dCPIZMJmP+/PnIZDIikQjd3d39rs9URFA/SU/+N/I58dMTZ11RFpQaDNNWYJixCojj2fESsfINjCrpa10TCoVwuVxSQshg1cF4PI7b7cbpdOJ0OvF4PKjs6oRquWMBsYZpZNe8jTLcimuxi7AsTMsvW5g0YhKCICTsTPbu7fecE+QqNMXTEmSweBqCXEmeJkzbrnV0Z7yDabaOE/97gmDz4OexdyxdNBpl3759g47iWCwWJk+ejEajYeXKlXR0dHDvvfemrCL3JncNcgf+iTfQ+q8fE6g+pXI+vQq4d+9eHn30UWpra9m2LTGHFwgEpGpscmbxM5/7AodzrqaxoYGeIx9gmHI1/ztHizMo4NDF+N8DWq7ICjMrPcx9ZVry02J85aQfYHNPHH/VXlSOUuKREPFwiOZnvk7apKWYL/0sdY/diCprBFmfehjnW0/gPfD2oMfwk4qLBPB8IAKxhL+bZYEF7UgtmnyNFOcGiYi3UEsIf41fymRN/OLC7ZbRaJRsJhzaMHcU1zLD7Gaz08xvT+RwqN5NU1MTLpcLrVaLLd+GaaoJeamckD0xN1gQDLPQ50PXqGJLeSb1PUpcLhfNzc24XK4BW04qlYrs7Gyyc7JR2pWEreHEjyVMxBQBEeLhOIH6AL5qn1QpDDYHPxZzZMOBJBHMz8/vJ94YDiIoyAWMMxIpI5oCDYGmAM71Trq2dKGWqYctIeWc908hoJ+kxzTbhH6CHgTwHkqIRzx7PQPaXFxoKBQKKfovFRGsqakhEOjfzjwfJIng8uXLMRgMfPjhh7z88stnnIUbCnQ6HQ6Hg6ysrH6ipOQ4RTJz+oKOU8gU6EbNQz9lGSr7KCKeNrr3vYm37B1GFTiw2+0AHDp0iEAgQFFRUb+4PJ/PR01NDc3NzcSJM/KhkfQc66HxD42p3vGMEDUGjLNvRD95GbGgF/fWf2JoL6OkqLDP6ElSvAAJYpKRkZGy3d4boVAIp9OJf6ofzXwNXXtuQp42AWvTdgzdO3Et7SDeHcf/jJ+CnAIgMaO9Y8eOAcVIglKLaewllC6+jVbMxAiiyf0lUa+PE/97lFhw8Gr62LFjyc7OBhJzonv27Bl0/CSZ2GKz2Vi+fDkbN27k6aef7redXC5n9uzZqFQq4kBF1hXEdTaa/vw14uFTxLQ3UayqqmLkyJF85jOf4YUXXpAqgEnVdTAYZPPmzQlbnPt/za+PqujavhqHax8//tG9HGvxICg1PF1tIFcX585RAZ46pqauM8DPZ8R59r0DvPXc00S9TixLvo66YBLyNAue3WvxVWwm+zOP0fy3bxFqPob1qrvQlMyk6Q9fPmPqzScRFwngcKHXkZQZZIjKREs06o2e+sI7SRg/CihEuHuemh9eosQdlvNkTSHbXH1X336/n+bmZlpaWsjNNPONOTpWFDg5qFfwnGhiv1FBVBVH9IuoGhIWM6oWFfFwHI/HI7VIvF7vGQfXm5ubaW5vJmKJ9KkUqrJVCKKQSMio7as8DrWG/qOvTlEUsdvtFBQUpCSC1dXV550AoR2pxbrYimGKgZg/hmujC9cGF5HOyDlnJA8nZDoZhhknxSMjdUQDUbr3dv9bxSP/DiKoUCi4/PLLWbFiBSaTic2bN/PSSy8NOrM1VAiCQHp6Og6H498uqFJmFqOfsgzt6EsRBJFw9U6Kog2oe5rpdLnYuzdROTKZTBQWFvazOkoSwdDEEBmrMqj4VsV5VY9l+nRM825FN24hEU873m0vkBNtwZ59Khu4t2XNrl27GDdunGS/FQqFCIVCKe244rI4HVd3EHfH8exaQLz0CtTdTdjcr+JZ2ICiUYHsDZlk8t7Z2cnevXsHJeOiKHLb5/8H66QreLfxGPGRzxNsm4VrgwLvoXcJNVWk/DtBEJg4cSI2mw1IEM5du3YNeh1PmTIFi8VCaWkp8+fP53e/+x0bN27st11WVhbjxiXszbrjKpomfp7ufW/Q9f6fpW1OrwJu27aNBx54gI6ODjZv3txv3vvAgQO0t7fz85//nKNiAZu7DNyo2k9ehhm1Ws0777zD6pdfRdQY+M3Dv2DH7j385Y9P88gjj1Bx7BivnJyv1YyYRcaqe3HvWINh+kpaX7iXrFv/j/ZX/g9fxRZErRH7l36Pr2ILrreeGPBYfFJxkQD+F+KSPBlPXa1mpFXkV9tD/HRjEJQ6SXzRu1qglUVYmd3KdfYW1LIYb7Wm88/GbA43eGhqbkI7QothsgFxhEjUGIUICb/B+kQiiSwo6xfNBImHqsvlkioQA1WbRLWIOk+NpuiUR6EqK1G5ivpSGFenCE3/uEMQBKk1fDoR7OjooKqq6ryJoMKmwHq5FfOlZkSViGePJ9EePu47w3hAQkzQ1NRES0vLBU2hUNgUiXnB2UbU9oR4pGtHYl7w3yEeGYwINjc3U1NTM+wtc4VCwcKFC1mxYgVms3lYiSAkvoiT5zqVpZLb7ZbO9YW0VBLVaejGL0I/+UoUZjsqXxvGtgMcWvcX/N2nxkeMRiNFRUX9iGBPrAfPLR7aXm2j/fVzF9IkobDmYpr/abQjZxNqqyay9yWKtQHSTrsf3G43ZWVlTJs2TTp+nZ2dHD58GKvVitVqxWKxSNdLMDtI5+WdGLcYibeX0FKwhJhMhSX4IqGph9Ae1aLdqZW2r66u5sSJM4sSrrrqKm6//Xb+XvMStVlH8R69EYQphJ31eA++S8/h94l6+87tiaLIlClTJAW2z+dj9+7dA1YdlUqlNA84b948SkpK+PGPf0xVVf/Zy97pLieUxUTHXkXL377VR2BxehUwOzubO++8k/vvvx+LxdJndrW9vZ2Kigpuuukmllx5FQ/sDPCtqSqqjpUzdsxoHnvsMbZt24bBYOAzn/kMY8aM4Te/+Q2rVq0iKyuLl19+ma1bt+KPxMm98zlc7/8Z/YTFxAJelNkj6frgr3TvSSic0yZfhXXxV2l65k7CbWcxV/oJwEUC+F8Eq0bgoUUqPj9Zybb6CP/zeoCDbX2JlyAIZGRkMHFkHreVdLPK3opSjPFGSwb/asymLSCnra2NmpqaPi0EURSxjrBim2lDOUZJNDPx5aFoV0gWM3KPXHLib21tpbW19ZyIjagV+ySZaAo1KG0J0hrxRvp5FEY6L6wCcrggCAJ2u53CwsKURLC6uvq8bVxElYhpngnrIiuqLBW+Kh/O9U48Oz3Eo/E+4wGniwlisVNzmecS2Xc2UOf3Eo+YFASbe4lH2j9a8YhcLpcyoE8ngsnovwtBBC+77DJWrlyJ2Wxm69atvPTSSzQ2nlvLMxUGM1WPRqOSddBQrZvODQL5s5ainXglPmMhhP14DrxD9751RDpPKW1TEUH3LDeBrACuB100NTQNSxtbaS/FfOlnUeeNJ9hwGHXF2xQZ6HN8urq6OH78OBMmTJAWy21tbRw8eFBa7JpMJokQRq+MEsoKJbwBI2ra8y6j2zqaNNXLCEU7MOwwoDmmkRbJ+/btG5Jx+LRp0/ja17/G34J/o9nXTN3vVWhLFqEZORtBJidQsw/vwXfxVe6AaGLhJpfLmTZtmlSx9Hg87NmzZ0CybzabmTJlCjKZjGuuuQaZTMb3vve9fl0BjUbDrFmzEt6AcTiWv5JoNELL374lGS6fXgXcsmULDz74IC0tLfzpT39i4sSJfSx3WlpayM7O5oYbbqDDF6XEbmVTZQfzii08+OCD7N+/n3nz5lFcXMxVV13FmjVryMzMZM6cOfzlL3/h6NGj1NXVkXnzL4iFg3gPvE3GdT8i0t1Bz5EP6Nr4TGLnBZGcr/8d74G36dr0t6FeKp8IXCSA/yX47CQFDy9SIRME7tkQ4A97wv1OrCiKjCvK5ttzNVyX05Ew2mxJ58XGbFzh/t5KvasFSfuWZHxVVBUl6AgSzAkStAdBDjKPLEEG69UoOhQIcUGal0n+nGuFSaaXnSKFJ38UpkRbIdwVTpDBE358lT58Vb5/25zZUJAkggUFBf2qNE6ns7/I5pzeBNLGp2FbbCNtXBrhzjCu91y43nMR7Ykik8kk4Ugq816/309TU9OFFxMIoBtzMnlk6knxyPGT4pGdH614JEkEc3Nz+7SsLiQRlMvlEhG0WCxs27aNNWvWDCsRlMvlUlVwIOugpAr/QsQqKpVK5s2bR1RtwmkeQ5dlDDKtAX/VnoRopGq3RCKMRiOFhYXYbDbCljDOq5yYPjBBZaJ61tQ0PERQXTgF0/xPo8oqIVi1G0fHLsyyU9d5JBKhsbERh8MhLQoGMrTWpmspuK8A8ZiIdY8VhUJBt3kkbXkLUWW/jtyyG/P7ZlTNKum19+zZM6TRi8LCQr78vS/zT9U/8ZZ5OfarYwgqHbpR89CNvwK1YzRRfze+ox/gPbiBUEslKpWK6dOnS4tMl8vF/v37B+zCJJXEOp2Oa6+9lhMnTvDzn/+833EuLCykuLgYgPaols7pX6Tz/Wfo3vWytM3pVUC73c4dd9zB97//fXw+n9RKhlOt9zFjxjBnzhzaPX7qIgZyBScvPvd3PvzwQ+bNm4dWq+X222+nrKyM+vp6rr32Wl599VWOHj3Kvn37MMxYhXHerdQ/fivZn/4lMr0Nf9VunK//Unov69XfRmnLo/kvd53xmH+ScJEA/odjtE3kd8vUXFog59myEN9+J0hbT99TKooik0rsfHuOimtzEivPtc2ZrG7K4lhjJ9XV1cjlcqlacHplKFWLF061DttcbVgmWTBONaIYpSCuPRlN15ioDCqblYiRRP6mx+ORyOD5khy5Sd6HEGqLtci0MuKROP66k2Tw5M9gpqr/LgiCQHZ2NoWFhReOCJJQaFsXWTHNNUEcXB+4cL7lJOxKkHGdLvV4APRt5be1tV1QMYGgPCkemWNCPy5BVLoPdePe5saz76MTj8jlcikD+qMkggsWLGDlypVYrVa2b9/OmjVraGgYOI/3XKDX6yXroNPnsmKxmOTD6XQ6h/VcT5gwgYyMDAD2HzyMP300+slXo7KPJOJulUQjyUF9g8FAUVERwm0CQkTAsiEhGgkEAtTU1NDU1DQMIiYB7ah5mObfjtyYia55L1nte5BFT83N+Xw+1Gq1VLkaqIVrWWjB/mk7Vb+oQtGmwGazYbIX0DPuWhizEbnmOJa3LSg7T1Uau7u7pWdhV1fXgMfbarVyw49vYLNxM7wBh148JP1Obskhbdzl6MYtRK63EmqvpefQu0SrtjN1zIg+FcyysrIBj8SkSZOkOe4rr7yStWvX8vzzz/c9WoLArFmzpDGSCu14KJ5L85+/RsSdULefXgXcunUrDz74IE1NTTz88MOS+KQ3NBoNt912GyeqqjBn51PuFjm47u/s3vYhEydORK1Ws2DBAsxmM6+++iqf/exn2bFjBwcPHuSDDz5ANOdg/8Jvaf3njxDVaaSv+B7B5kpa/vZN6T10YxZgu+Y7NPzmdqI9/x2uE8OBiwTwPxQaOfxwvorvzlFS0xXjq28E2FDdt1oiiiJTRtj5zhwlKxwuonF4tTmTNU1ZHG/qTGlUrFAoKC4uJjMzM2VcUpLEVVVVpW5jCGAYaSB9djqacRqwAVFQtfSaG/SfjJwLh/tUB8+7+iCQyFYeoUM7Qot2hBZleuIBGGoL4Tvuo6eyB1+lj2DjufsvDjeSRLCgoKCfAtHlcp1VwspgkOllWBdZsSy0IFPL6NrRRce6jsSx4JSYwG63Y7VaU4oJkikU52xwPdR9TZNhnGHEONuIboSOqD+KZ68H91Y33qMfjXhEJpNJreHe90KyfVVdXT3secwymUwigjabjR07drBmzRrq6+uH9X1EUSQjI0NK4jkdwWBQEo4Mx2dMRpFBXzKizBqBfsoydKPnA9BTvpnuva9LsWlZC7OwfdqG7VUb8u5T7flhJYIyOfop12CaezNymQxL8w6MbfsRTz4gksQseT9UVFT0Px8CFN1bhKgUOf6T43DyUaxUqshYeAP6FS2IYg+m9dlouvqPxUQiEVwulxTZeXrVXa1WM//B+TiNTvQv6dm4duNp7y+iLphE2vgr0I6YBaKMcN0BckL16L11iPEoDQ0NlJeXpzwECoWCmTNnolarmTBhAjNnzuSRRx5h166+SRpms5mpU6cCEIxC9ajbCHXU0fbi/0rbnF4FdDgcfP3rX+eee+6hurqauXPnSgveeDxOSUkJCxcupKenB51Ox7PHZdRUHad7w1Pk5OSgVqvJzc1l6dKlPPfcc1xxxRW43W42btzI/v376ejowPGVZ/BVbKHz/T+Tc8ezCDIF9b+6QdonUWMg545ncb75a3oOvpvyGHwScZEA/gdiSbGMJ5dpcOgF/m9ziAc2Bwn24n6iKDK91MHdcxRcbXcSiom81JTJy01ZnGhypowq02g0UhUoVe7s6YjH43R0dNDU1DRoaocyQ0nG7Az0k/XI8mQggqJDIamK5V1yhJOmnsnqYEdHBx6PZ1gqEHKTXCKD2pKETY8gE4j6oviOn6oQfhzaxoIgkJWVRWFhYUoiWF1dPSyeiaJKxHypGdsSGwqrAs9+Dx1vdOCrPPVFn7TzGSiF4qMSE0AijcY424hptglVtoqwO4x7u5uubV0EaoZXrZsKMplMqgj2rpBeaCJ46aWXcu2115KRkSFVBOvq6ob1feDM935nZ6eUOX2uZEsQBObNm4dKpSIWi7F58+Y+Cz5RYyDtpGhEbsoi2FxJ97438Fd+yMhHCunZ1oPlkIX09PQ+rxsIBKitraWxsfG8iaCoMZB71ZeheB6KoBtL3Qfou2vo3/tIWNqcbuWjzlNT/JNiWle30rGurxmzpqSQwrsziEdNaLaOwdx8MOXrJuH1eqWFcWdnJ/F4HLlOzoRfTiBLm4XpbRPPP/d8ymekqNKhHT2ftPFXoLKXIkb86F3lGDqO0Hh4B9UpRB6QaL9PnToVURS5/PLLyc7O5gc/+EG/VJTeljP1USOBGZ+jfe3D+I5+kDgOKaqADz30EA0NDTzyyCN9BCUAS5YsQalUSrOqT67bTU3WpRj2/wNjTz1qtZpoNMqXvvQlduzYIc0xv/jii9TX11NRUZGwg8kdS9Mfv4L16u+QNnYBTX/+OuH2Gul9sm7/JRFPGx2vPjjIkf9k4SIB/A9CdprAr5aouWmcgg1VEb7yRoBK16mHnkwmY2ZpNnfPUXBltotAVGRNUzavNKVTdZL49baBSFYBHA7HgPnCvWcAkzYTqbYbSrVAppNhmmLCMsOCqlQFSpB1yyQyqGxTIsQTj8VwOCytiJ1O57DNoQlKAW2Rtg8p7NM27kUKI13/nrbxYESwszNRuR0OIijIBIyzjNiusqF2qOk51kPHuo5+udRms3nA8YBoNEpbWxuNjY0XWEyQgLqgl3jEeFI8srWLru1dhNsvrEJ8MCLY2tpKVVXVBSGCl1xyCatWrSIzM1OqCJ4p9/VcIAgCFosFh8MxqHVQU1PTOYm7iouLKSwsBAbJrhVENEVT0U9ehqZ4GlG/B7nmj6gdLZR/8wh6rZ7CwkKpnZxEMBikpqbmvImgIAhMuexqfKVL8RnykXUcJ6tpM9pwV5/tYrFYItf2tC5I1s1ZWC6zUPnDyn6OBerCNIp/UEQkMArhyHwya95FEfbS09ODQqHoN36RRCQSobOzM2G5ZfaS860cLpNfhnK/kieeeGLQzonClkfGjGtQlc4nqtSh9LUTOLqRxq2v9Il0SyIvL4+RI0eiUChYvnw5fr+fH/zgB33sZBQKBXPmzJGq4kdMsxGzShMxcYHEXOPpVcCcnBy+9rWv8aMf/YicnBzp2lKpVHzqU59i8+bNjB07Fr1ez2+ffBL3xFsJajLI2v9HtLI4gUCAxYsXk5aWRmVlJQsWLOCvf/0rbrebLVu2oBkxm4xVP6TxqS+gtJeSvvxueiq20PHK/0n7bbr0M+jGLKDxd58b8Hh90nCRAP4HQBTgK9MU/GKhmmA0zrfeDvKPg72iiWQy5ozO5u7ZcpZmdeKNyljdmMWrzRnUNHX0I356vV4ykB0oQqypqSnlHJBGo5EqQ6mqBV1dXVK1YLDKkCAX0I3WYZ1hRTdBh2gUEYICqqaTreJmFWL47Odlzhon28baEdpE67hEizLjZNu4PSSRwZ7Kno+8bZwkggUFBf3sW4aTCCKAfqIe2zIbuhE6Ao0BOtZ10LW9S2plQWJOLZlCMVikX1NT0wURE/SBCGmj0zDOMSbEI2oZPZU9uLe5E+IR74WrSspkMin6LxURPP1+G673vOSSS7j22mvJyspi586drFmzhpqammF9nySUSiVZWVk4HI6U1kFer1cSjgxV2KXRaJg7dy6QEJ4kUyIGgtyURdrkqzDMmIBh9B/p2jWbjjf3Eajag16fNiARrK2tpaGh4ZyJoNFoZNr06fgMBbTnXEJIZUbZsJuczv3II6cIfiwWY+/evX0WPqJKZMT9Iwg0BFJm+eon6sm7K59Ix0xCrVeSUfce+s5jdHYmZrGNRiNWqxWj0ThgTJ1rrIvQxBCfln2acEOYhx566Iyzwjm5eeROX4zHNgavsZg4cfzHd+E9tAH/id0QO7XYnThxIunp6RiNRlasWMH+/ft59NFH+7xe7xxiTwiaJ38RX+U2nOseB1JXAR9++GFcLhdbtmyRXmfs2LHMnDmTf/zjH1x33XXodDr+9Kc/EZJpqB1zO+quahy1bxMIBNBqtXzuc59j7dq1rFy5kjfeeIOmpqZedjDP49rwB8JtVWR96mHi8RhNf/yKFFFonH0T+qlX0/Cb2wc9Vp8kXCSAH3NMzhL5/dUapjtk/H5PiHveDdB1cjEmk8mYP9bOd2eJLM7qxB1W8GJjFq81p1Pb3Jf4KRQK6ct7uJSASaPh9PT0lNWCpM3EUIQM6nw15mlmjFONyO1yiIKyVSlZzMh8pypPZ5qXOV/Ijb3axiO0aPI0CPKTbeMTvdrGJz6atrEgCGRmZlJYWJiSCFZXVw+bbYt2hBbbMhuGSQZCzhDOt510ftBJLNj3yzRZEU4lJhjqeMBwQVAKGCYbMM42oh+vh3hCPNK1tYvu/d0X7BwNRgTb2tqoqqoadiIoiiLz5s1j1apVZGdns2vXLtasWXMqa/YCwGg09nEA6I1YLEZ7e7u0YDwTkubDALt37x5S1ViQqyj5+RgEeRbB9q8R7mrBu28d3rL1aOVxioqKhp0Ijh49GofDQRyRBnUBPUWXIcrkGBu3k955CDGeWGDE43GOHj3ap02qn6In/8586n5Th2d3/0qp5QoL9k/ZiR2fRU94JXrnUdLr3ifi7+bw4cO4XC4UCgUWi0Wymumd6hMX4ziXOhGVIv+j/R+EiMAf/vAHDh06NKg4KSnAiMrUeMwjadUWIksvJOpz03P4fbwHNxBuTwgCZ86ciUajoaCggEWLFvHss8/y2muv9Xm9adOmSQ4Cx+OZxKfdQuvzPyBQV9bnGEKiClhcXMwXv/hF1qxZQ3t7OzKZjFWrVuF2u9m5cyc333wzXq+Xw4cPU1ZWRre5lJaiK8mqWoeiuYzDhw/z1FNP8f777zN37lz279/PgQMHOHbs2Ek7mPuJhQN0vvt7HF/+E1GfG/+J3TjX/QoAw8zrMcy4loYnbjvr6+G/FRcJ4McUeiXct1DF16crOdwe48uvB9jWkHjoyGQyFo63892ZIgszO+kMKfhnYzZvtKRT19TWZyZpMC+wSCQite/OR22qUCikqmAqx/yzrRYoLAr0k/VYpltQjVAhyATkTnlCVVyvRt55am4w+fpJMjis1cGT6NM2LjnZNtbJiEfjBOoCkrDko2gbJ1vDpxPBrq4uqqqqho0IqhwqbFfZMM0yEfVHcW1w4XzX2c+WRRTFPsKR0zHcYoIzQaZPiEdMs01oS7RE/VHcO9x0burEX3VhzKYHIoKA1Bq+EERw7ty5rFq1Crvdzp49e1i9enVKE9/hwpmsgwKBgFQBHiiBoneqRFNTE0eOHBnSe1sus5B9ezbVD0XQFC9DN+oS4vEYvvJNdO99A6W3hcLCQjIzM/v8XSgUora2lvr6+rMiggqFgtmzZ0vnc9+RY8RGL0U/+SoEfxdZrdtJ6zouPYXa2tooLy+XFs95d+ahKdRQ+f1KYoH+75t1axbWy62o9kygU3s9YiRIZs3baLobqK6u7nce9Xo9VqsVm82G0WgkaozScVUHhjoDn8r6FHq9ng0bNnDs2DHpWdjZ2dnvM/duzUYiEQ7UtEPhLHRjFyDTmQm1nsB7cANi/R6mjitNzJNPn86ECRP4+c9/zuHDh6XX0ul0zJw5E1EUicZilNuXImhMND/zdeKRUL8qYEdHB3fddRcdHR2sW7cOu93OqlWrePvtt1EoFCxYsID9+/czbtw4/va3vxGLx2kpvAqfIZesvX9k2/tv8+ijjxIMBlGr1QSDQd59912cTudJO5jrMM67hfrf3E7+N1/Ee/h9dKPn0/T0/yPibsUwYxWG2TfS8PjNQ74O/ttxkQB+DLFqtJxfL1VjUgv878Ygj+8IEYklHsCLJtj57iyBBelddISUvNCQzZstNuqbTxE/tVotDXWnSgMYapv2XGAwGCSbiYHay42NjbhcriERNVEjkjY+DdNUE2kT0hA1IqJXRN2oRl2rRtGukOYG4dS8TDKmbrgjvYBE29iukiqEuhG6U23jjlAf+5lAQ+CC3GHJiuDphHu4iaDCqsC6xIrl0kTVpvPDTjre6kiZyJK87s53PGC4oMxQYppjwnSJCaVVSaAhQOemTrq2dV0Qf0FRFCUieHoOc7IiONzqaVEUmTNnDqtWrcLhcLBnzx7WrFkzpLSJ84FWq5WeMakyp3vnEPcmIaIocskll6BQKIhGo2zatGlI14KoFRn1q1G0v9ZO++vtCdHIhMXoJ1+F3JhBsKmC7r1vQP1eivJzycjI6NNCTRLBhoaGIV972dnZjB07FkiMN2zfvh3RlI35si+gLZmBylNPRuOHqH1tQGJu+cSJEzQ0NKCwKCi5v4TOjZ20vJAi91mAvLvy0I/SY/ogH6d5Of40B+bWPViattHlbOfQoUMpuzFyuRyLxYJtkQ1xkYhtk41lo5eRk5PD1q1bJa/CaDRKV1eX9CxMLsDGjx8vEeVQKMTu3bvxBYJoiqaSNu4KNCUzgDg0HcIerCPNU8fSJYswGo3cc889fSq9vec62wMinTO/gmfXy5Lhcu8qYDweZ9SoUcyfP5/Vq1czatQoioqKeO6555g9ezYWi4WNGzdyyy23sH79empqaojK1NSOvR1FdzMVf/gGt99+O0uWLOHo0aMUFRXx/PPPE4vF2LhxIzJLrmQHk77yHtzbXsQwfQW+yu243v4t+ukrMc29lfrHbhzS+f8k4CIB/BihwCTwmyvVLBupYG1FmDveDFDnjiOXy1kyMZu7Z8L8dDfNASXPN9h5p9VKfVOrFFnV29bh35kHCokHfbJakEpgEggEpP0ZsqeaDHQjdegn6zFNMyG3yKEHNA0aNLWafmQQEq3t3tXB8/cOSw2pbVxysm2cn7pt7K/y92unng8GIoJut3tgq55zgEwnw3KFBesVVmRaGe4dbtrXtRNsSN1+T4oJhmM84LwhQNrYNMzzzeinnPQX3NdN56ZOvIe8w/4EPBMRrK6uHvb8ZUEQmDNnDtdddx0Oh4N9+/axevVqjh8/Pqzvk+p9z5QDnsycTpLf0tJScnNzATh69OiQTa8dX3KgLdFSeU/lqXMmiGiKp6GfcjWawilEfW68Ze8QrfiAfFsamZmZ50UEe7ese3sAqgsmYbn8SyiseeidR7E1bUEeTjxX3W435eXlqOaryLw2k8p7Kwm19Cdyokqk8PuFqC1q0tdn4jHMwGmfjSrgJLP6LXA3c+jQoUHnfPO/mY+2UEvg9wFuWHYDU6dOpaysjB07dvTb1u/309HRgcvlIjc3V/pcgUCAXbt2SaM0osaAbswC0sZfjjKzGFm4B5O7kusmO8DdxE9+8hOpkyOKIrNmzZLEakfFAmQTrqb5r98g3F7TpwoIievlhhtuwOl0YrfbqaioYNeuXXzqU59i/fr1NDQ0sHLlSqLRKG+++SYAXmMhzSUrcL75ONn+Gn7+85+zb98+Jk+ezLPPPovf7z9lB/PVv+Ar30zahMV0bX4WUZWGYfpK6p+4Df2kpZgu/Qz1j15/xvP+ScFFAvgxgFyEb89W8uNLVTh9ce54M8CrFRHkcjnLJmfz3Rlx5to8NPpVPNdgZ32rmcaTFT+ZTCZV3FKZ+PZeiV/oWayBcKZqQW+j4bMhaJpiDcbpRozTjSisCuLeOOo6NdpGbR9FcRLRaLRPdXC4zXx7Q1AKaAo1pzwJe7eN6wOSsMRX6RuWKLuMjAyKioouOBEUlALm+WZsS20obUq6D3TTvq4dX0Xq9m5y9tThcAzLeMD5QpYmwzTHhPkSM+pcNWFnmM4tnXRu6hz2nGlRFKUM6I+SCM6ePZvrrruOnJwc9u/fz+rVq6msrBzW90mFM1kHeTweyUNy2rRpQOL6PN1rbiBoR2op+kER1Q9U01PefxErN9vRT76KtPFXICg1+Cq2ED74Frm6WEoiWFdXR319/aBEUKvVMmvWLERRJBaLsWPHjlMLaEHEPO1qTJd8iriowNyyC3PrXsR4hHg8Tn1TPXwegk3BlIIQSNhUFf+4GFVUhe1dGyFlJi2FS4mojNgaPsTQtp/qqqoBZzzlRjkl95XgO+Gj7vE6KUO4vLycDz74oF8XJolYLEYsFpN+7/V62bNnT797UJ1VQtEVtxLIGEdUocWuiWDoOML6P95PLJAg9FarlcmTJwMQDEc4UXIjsZCPlmfvhniMcePGkZWVJb1vaWkpl156KYIg8OSTT5Kdnc21117L448/zpEjR7jlllu49NJLee6556SqZVPOQrpNJTQ/cwdPPnwfbW1tjBgxgrfffls6jxUVFViW3oE6ZwxyYyad7/8Zf+1+HF98irY196Gw5WGceR31F1vAEi4SwH8z5ubKeOpqNaNtIo/vCPG/G4MEYnJWTMnmOzPizLJ6qPOpea7BzoZWM00trdTW1mIymbDb7RiNxn6vmVRjNjc3X9gYr7NE72qB1WrtVxlKVguamprO+otRU6TBOMOIYZoBpU1JzBtDXiXH0GxA1aHqRwYhcZySZDDVvMywQgBVtqqPuESVmSAFUtv4pAVNoP7c28YZGRkUFhb2E/q43W6qq6vp6OgY4C/PEjIwzjCSflU66lw1vuM+2te1072ve8B9H+p4wHCR1TNBU6jBPN+McaYRmVaG94iXzk2dePZ4iIeH77E4GBFsb2+nqqrqghDBWbNmcd1115Gbm8uBAwdYvXo1x44dG9b3GQgmkwmHwzGgdVAsFpPEQ9u3bx9ya3zEAyPwV/lpeHrghBRBoUI37nIM01aisNgJ1B8mWLYOe9xJdlZ/IlhfX09dXd2ARLB3ekVnZyd79uzp8/s0czqFV38FT9ZU5JEerA1b0HdWIACeTA++RT5qHq3BW5b6M6rz1BT9sAh1qxrzh2biyGnOmIkvZwZady2Zte/gbqnj0KFDKRdJ+kl68r+RT+MzjXR+0MmUKVO46667aGxs5De/+Q1yuTyRTGIy9Xvm9kYoFKK8vByn09nnWOj1eqZOn0HAUkIsbwbtigxisSg9x7bjPfgugeq9jB83Vmor1/kVBOd9Ddf6p+je+3of38Ak6fzMZz5DKBTiG9/4Bl/84heZPHkyjz/+OLt27SI3N5cHHniAPXv2SIbh/kicmlG3Eelq4VM5LsadbM2Xl5eze/duOjs72bt3L5qRs8m49ofEY1Fc7/wO74G3yP78bwi1VSMq1AhKDW3/vHfAY/BJw0UCmAJyESInuUCaEkzqhOTAG4rTmVTgChA9jyNnVsNDi9R8cYqSHQ1RvvyGn0MdItdNy+Y7M2JMM3dT3aPhuQY7G9tMNDa34HQ6SU9PH9SPrampaXisQS4wlEqlVC1IZTORjJlrbm4mEjm7CpmmKFEZNExPkMFodxShUsDQbEDXpUtJBpPVwaTVzEciWDDI+qSWqPPViHKRqD+K/4Q/USE87sN/wp9ykHwwpKenU1RU1I8IJlNcho0IAmkT0khflo6uVEegKUDHmx24t7qJD3CDXJDxgPOAoBQwTjNinm9GN0pHtCdK17YuOjd1EqgbvhlSURSlDOjTZyTb29uprq4+J3+9wSAIAjNnzuS6664jLy+PsrIyVq9eTUVFxbC+z0CQyWSS+0CqxSokZkMPHjw4pMWqbZmNjBUZlH+jnJjvDPeEIKIpmYFh+rWoc8cSdjURKHuTLH812el9k27C4TB1dXUpieDpbc4jR470M0c2Go2Mn70QV96l9JhLUHmbSG/YhLqnmc7LOwmpQhz/0XECPamvp7SJaeTflY+uQodhj4FoNEpdSEd8xu3ERZGM2g0oWw9z8ODBlMpp+2fsmOaYOP7j44RaQxQUFPC9732PWCzGAw88QH19PTKZDLPZjM1mw2q1ppwPhwRJc7vd0uLY6/XicDgYPXo0AJNnz6fbMpo3KzrBaCfidREo/4BSZRfacGKk45B6LIqSuTif/SazJpT2IZ7J6Ld4PM53vvMd7rrrLgRB4O2332bLli34/X6+973vUVhYyOrVq4HE2Mj2KheZt9xPRsMmvrN8quRHed/Pf0EknGixywwZ5HzlzwA433kS7751GOfcjGHGKuLRMN3738T94bOpr5dPIC4SwF4QhQSxu3mcnGtGKphml1FgEvo8KNp6YuxpivJedZQ/7gvRFUj8XewsjuJ1o+X89io1KrnA9zcEeKYMrp+WxbenR5ls8nKiR8Oz9Q4+bDfS0tpGMBgkIyNj0LZKS0vLWROljwuS1czMzMx+xDYWi0nE9lyEDf3IoCdKtDyKrkGHqceETJCl/Dufz9fHif+jEC0IikTbuLdJtTxNTjx2qm2c/Enm+J4JgxHB6upq2tvbh23/NcUa0pelY5hiIOwK0/FOB50bOwclrxdqPOBcocxUYr7EjGmuCYVZgb/GT+eHCeHIGQnHEDEYEezo6KCqquqCEMHp06dz/fXXk5+fz8GDB3nxxRc/MiIICeug8x1XkRvllD5aSvNzzbg2DP15oMweiWH6SrSlc4kFewgcWo+t8zAOiz4lEayvr+/zPLVYLEyZMgVIVMq2bdvWrxpntVqZOHEiAUMeHbnzCWoz0DvLMXrfw724Dt0eHa1vJDo4qT6f5XIL9tvtGHYa0B7T4vV6qaxrJv2qO/FbS9F3HCa9biPVlUf7+T8KSoGSn5UQ9UWp+kUVRBP7fPfdd5OZmcljjz3GgQMH+vyNVqvFZrORkZExqO9gIBDA6XSi1Woxm82IoshVV12FXK7g3kd/j1A0G92YS5FpDKh6WjB0HIGmQzSPvw1ldwtFTesTRONkpvyECROYOnWqNCs5Y8YMdu/ezaFDh6Q5y0mTJvH973+fl156SfKjLSsrIzLxOvQTFnHnCDfe1jpycnP51u/fQJ03AWVWCTKdSdrveDxOxN1K2NWItigRX9f64k8IVO0+4/XyScFFAngSogC/WKjiS1MUWLUDl8l7IxCJ88DmIA9vCeEbAvfK1An89io1141R8PLRMN9YH2HuqCzumRlhgrGHY14tz9Y72NphwNXZBZBS0JFqsPq/AWeqFvj9fslm4lxa26eTwYg7QuhwCFWNCovfgkY18Iq4d3XwoxDRAP3bxiVaVFkJkhR2hump7KHnaOIn1Da4d2N6ejqFhYX9DJy7u7upqqoaViKosquwXWnDONtIPBjH+Z4T53onUc8gxuCCIPlKpkqhOJ/xgHOCCPoJ+oRwZKKeeCyOZ7eHzk2difmzYXhqCoKA3W6nsLDwIyWC06ZN4/rrr6egoIA9e/bwwgsvXJCIuYGQtA4aOXJkStJ/JsFa3p15KCwKTvzk7JXOMkMGhmnLSZuwGEGmIFDxIZb2fdh1Qp9rLhwOS63hJBHs3cocyMImqRyOI+CxjqYtaxaCQoPB9GfiGTXYXrXhd/opLy9PWcnLvi0b6+VWzBvNqJpUNDc3U1lZScmiT+EbfTWyiJ+s6rfoqT3I4cOH+5BQTaGGoh8W0b6unbaXEspklUrFXXfdxaRJk3jmmWdYv359yuNiNpuZNGlSvwX46UiSOJ1Ox4oVK6iqquL+++8nJohoS2bimHcdIWsJQjxG3FUHtiIyT7yOtqMcv9+PXq/n+uuvp6mpiW3btvH5z38eURR58cUX6erqIhgMsnnzZgRB4KmnnqKuro7t27cDiSrgzr0HMN/2KNla+MIYGZY0FT954xhNxw8TbK4k1FKJZekd6EbOpnvfOvSTr+qz/55dr9D5wV8hFoX4RxAo/jHHRQJ4EqtGy1lzY/8K20AIRuJ8fV2AP+0LD+kAfnqigl8tUROJxfnGOxGCmgzumRFluqWbY14tf63LYbtTj9fbg0qlOitrhf9G6HQ6yWg4VbXA5XLR2Nh4zuIWTeHJmcFeZNB3wIfshAyT14TZaB5wXsbv90tk0OVyfSTVwSRkBhnakpOpJSO1aAo1CKJA2BnGe9QrEcKBKoQ2m42ioqKURLC6upq2trZh21e5WY5tiQ3zAjOCKJyykDlDZNuFHA84F8iN8oRwZL4ZVbaKUFuIzs2ddG3uGnIldjAkiWBBQUG/tpzT6aSqqmrY1dLJGcGbbrqJzMxMtmzZwr/+9a9hPf9ngtlsZurURGUmGo2mJB+prIOSM2/H//c4gdpza9ELKh36iUvQT1uOXG8jWLsfY9Mu7PJuZL3u+0gkIrWGRVFk9uzZ0uzinj17Uo7bJOPUAKKCnGPyQuQT5pE24lcomixYN8UQSJDIysrKvpVEAQq/WUja6DQsb1tQdCmklnPBuGmoLv1/BHRZmFt2oav+gENlB/pcG+nXpJNxbQbV/1ctZXsLgsCnP/1prrrqKl5//XWeffbZlM9Mm83GhAkTpOdee3s7giBgNptTnpvs7Gyuuuoqtm3bxj//+U+cTicajYYpcy/Dax2N2zqasMaWIFqVH2DvOUGhTcuKFSt47bXXWL16Nb/73e+Qy+U8/PDDkpl3UtF7++23s3DhQp577jmi0ShHjx6lubkZ8xVfxjD1aj5d5GecKcbjjz/O1q1bpf0yzvsUprk349nzOoapV/fb73BXC87XHyXYODQPyv9mXCSAJ/GZiQr+sjJ1Beh0hKJxVr7g583jiS+fS/JkfHqigtquGL/4MNTngOYaBJ6+RsPSEjnPHYrwepONr02JM9fmprpHw1/rHHzYYSQcjqQkfUMxV/1vhiAIfYyGU9nbJKuh51qZ0xRqMMwwYJxulMhg995u4uVxDB4DVsvg8zJdXV0SIfyoK7KiWkRbqiVtdBq60To0+Yn9DLYE6SlPkEHvUW+/6pvVaqWoqKhfpdXr9VJVVTWsRECmk2FZaMG6yIosTYZ7l5uONzqGNF+XDH5PNR4QjUalFIrh8j08E7QjtAnhyAwjgkLAeyghHOne1z3gzONQIQgC2dnZFBYWfmREUCaTsWDBAq6//noMBgMbNmzgpZde+khynQHmzJkjjbYcOnRIakkOalrf7ab0l6V49npo/nvz+e2AKEM36hL001eiyioh3F6DrmE7OdEWZL0eNZFIhPr6esLhsETuenp62L59e0oyVVJSQkFBAZB4RuyvrMdw41R04w4TOXIrtsqjaLyJyMTjx4/3mSkUVSIjfjwClUmF9S0reGHXrl14vV7MFiu5i7+AO28uKl87GVVvUn9496lcZQEKv1+Iwqzg+I+PE/OfKhQsXbqUz3zmM+zZs4cnnngiZRelt/chJOYdW1paMJlM0uxg70XZ+PHjmTVrFuvXr6e6ulq6Pk0mE3Ggx1BAc/E1xOMxBJmCG7JcjDLB888/R1VlBd/+9rex2Wz89Kc/lfwC29vbOXDgAAUFBTz44IO8+eabvPX227S0tGJd9k3Sxl6GQBydPM43i9rZ+P77PPvss8j06SisOYgaPenL76a7bD36CYtSnvZ4PEbnhj/SvWftwNfGJwCfaAL4uUkKntmfWH2dDQH88fsB7tuUaLk9skjFt+ecIm4vHApz65rE4PqXpyl48Ao17iD8/qiBywrlLMzopNGv4m/1Dt5vsxCN0+9hl4xXShomX0QCKpVKMhpORcjcbrc0D3muVblUZNC9x02wLEhaVxpWsxWTyTRgqyQ5L5OsDn7Uc5myNBm6UbrEz2gdakeitRhoCNBT3oP3iBdfhY9oT+L4DEYEq6uraW1tHbZ9ExQC5ktOWshkKOk+2E3Hug56jp6ZuCdTKBwOxwUZDzhbiGoR44yEcERboiXiidC1NSEcCTad3/ufiQhWV1cPO0FTKBQsXbqUlStXolAoWLduHWvXrr3gYqiCggJKSkqARFxYVVXVkGIrO0Z3IJ8mp/yu8mFTbKvzJqCfcS3a4ulEvS5UddvJCdSgiJ8ar4hEIkQiEallf+LEiQEtWnqbIEciEfbs20PWD/OQqez4m+4krbMSW8NmFCEPnZ2dlJeXS4tYuUlO6c9KUUQUWN6x4Hf72blzJ9FoFKVSyag5i/FNvJGIUo+t/kNCRzdw9MgRwuEwCpuCkvtK8Ozx0PjHvh6LkydP5hvf+AaNjY08/PDDZ6xgJmfveo+IaDQaxo4dK6XBXH755eTk5PDqq6+mvC6b00biLb2KjObtfG3JWLa2q1hfH8PaeYRvLxqBz+dj7969HDhwALVaTSwWY/PmzYRCIZ588kkaGxv5xS/ux3bNd9CNuVR6XYUY53+Kvbg9Xv5SpUamMxNxt9L20i+wf+7X+Cq3ox0xa8DzHY/H6dzwh080CfxEEkC5mLBf+fMKNcW/TtxwQyWAVZ0xRv3GSzgGn52k4JkV/f/m0a1BpjlkzM+Xs7ZajUarYWFGJ86Qkmfr7bzdaiVGfwLh9XppbGykpaXlI/FE+0+G2WyWjIZTVYaSRsPn80XZjwx6Irh3u+ne3Y2qXYXNklgRpxLnwCk1XZIQfiSza6dBbpSjG50gg2mj01BmKBOikrqA1DL2HfNh1pkpLCzsF/F1IYggIhinG7Ets6HJ0+Cr8tGxrgPPHs+QnkY6nU4SjlyI8YCzhcquwjzfjGmOCblBju+Ej85Nnbh3uM9avd0bSSJYUFDQ7xpzuVxUVVUNOxHUarVcc801XHXVVUQiEV599VXeeuutIeeDny2USiXz5s1DFEUCgQCbN2/u83u9Xi+NgvS2DoqkRehY2YHwpkDzhmZJKDAckFtzMExbSdq4hRCPIa/fjcNbgSp86v5NzsLFYjG2bduWUq2eFDykp6cDiW7F4Z7DZN+RTcfrJtT2r4BKh6ltP+bmnQiRAHV1dVRVVRGLxVDnqSm5twRVmwrTBybaWto4ePCg9PqFI0aRNu92PBkT0XZVYTr2Okf27sDtdmOaYyLn/+VQ99s6PLv6zpHm5+fzve99j3g8zoMPPphy/vP0Cua+ffv6kMVkRJxer0cul7N8+XIEQWDt2rX9vrviQEPpjYzN1HJTqYLfPPM83ZmTyC0ZzadGwqM7PMwvNvH/2Tvv+DgOMv1/Z2Zne1/1Lrn33u2E9N4LCSGhHHe0C0e7g8BxHMdxv+PoHJ2DQBKSQIAE0puTOI7t2HGvsq3epe29zczvj5XGkiXZsiMnJPbz+exnpa2zM7Ozzzzv+z7PS/d9F7ejoC4eOXKEtrY2PvrRj7J27Vo+/6tnMK+4fcTrznTmmeFUmOJQ+O7BwvcjH+mj93dfoOoTvyHdeQBz1ewTbmtNU+l76B6DNNuAAAEAAElEQVQynQfPyp7As5IAWgxw4JMFU9r6HxRKdhMlgF98Ic03X8siAE2fslPvGd0npmka3TGNnf1wWYNEPC/xYGcFT/QUkz+O+OXzeb25fbIbvs8GGAwG3Wh4LLVgyBOxu7v7Tf2IjUUGo9ujRLZGUNtVnQyO1y8DhVzcITIYCATelqltuUjW1UH7bDuyR0ZTNFLNKeIH44hdIpVU4nGMtGdJJBI0NzdPLhEE7HPtFF1ZhH22nUxvBv/TfsKvhdHyJz8svRXtAacCQRJwLHLgWefBPs+OltOIbCvkECcPn76SJgiCngF9PBEMhUI0NzdPuvWTy+Xixhtv5OKLLyYajfKnP/2Jl1566Yz0uy5YsEAnSTt37hzTB1IURUpKSqisrNStgwKXBBA0Ae8LXjKZjP49nyzrINHqwrHoKhyLr0K0OJB69lEe2Y81OfI7kEoV1LmxTtpFUWTRokX6MqdSKbqWd2GsNHL039opWX0H5oVXI6pZfN2bcfr3k04laWxsxO/341vqo/wT5VgPWXHucHLo0CE6O495IHq9XhrWXktw6hWAQHHrc/S88Rzt7e1Uf7wa+1w7R/71yCizeY/Hwxe+8AXKysr4/ve/z65du0Yt++zZs6moqAAGFczt20ecxFqtVpYvX47BYMDlcnHttdeyd+9eXnrppVH2Thmzj0uvuxlLLsozf34ITdNYs3Yd5dW1fP2lPuSquchaFlv/Ppz+fSjBTjZt2kRlVRXf/ta3+FObzLbQyEGpKXaF2a48K4vz/OsuKxoC+UgffQ99icqP/YpssAujt/Kk2zkX7qXnV59Ay5+Zk5y/ZZx1BFAA/ucSE59fbaI1rJ4yAZzywxjNIY1lFSJb/75AIlVNYyCh4TYLGKXCAVtRNSIZeKDFx/ORetLqSFIQCoX05uZ3+0DHWwWHw6HbTAw1ag9BVVV9iMbv978ptcBSb8G5zIlr+WgymDqSwu0cu19mODRNG6EOvl3k31hqxDbbhn1moYfQ4DSg5lRybTlsfhvOiBM5ICOoBXKVSCR0RXAy1TVLvYWiq4pwLnaSj+YJPBsg+HJwRA/TiTDUHlBeXj6mIjsZ7QGnAoPHgGetB886D8YSI5meTMFO5rUw+cjpEf+3gwiWlJRwyy23sHbtWvr7+/n973/P5s2bJ3XbFxcXs2DBAqCQkDJk/jseLBZLgfSv85F8T5Kix4owxI+pg5N9bBUMRmxzLsC57HpkXzVCsJWS4F4ckWaEwZ9PVVVpb2+nra1tFBE0GAwsWbJEP0GNSlEStyTo/2s/A38dQHYWU3HFx6FuOcbkAMWdG7DGOujv76exsZGyK8twXOfAtdGFqdnEtm3bRhAxo9HInMUrySy4iYR7Cs6BvQi7/syhpt3Uf7WedFeatu+MTiIxmUx86lOfYvHixdx7770899xzIz/3cQpmJpPhjTfeGEGwS0tLmTdvHgDV1dVcfvnlbNmyhb1795LP5xEEAUmSsNls3H777fyxVaZ/48MY0yFuvfVWurq6eO211yibNh9hyhpe61ZQZCvmWBcDm/9MaO9LfPV7v8BksfGzIyN/n2VR47Mzk/jM8I29FiI5sUAA//BvVP79z1HScSTz6PShsRB5/U+EX/4NZxkdOvsIoFmCns87cJuFUyaAAwmVkm8XHv+p5Ua+fqGJr72codQu8JmVRkJpDZssIAjQGVH5u7+mOJR0s3BRwT9q6Cy1p6fnLTEaPlsxpBYM5SIfj0wmo9tMvNntcCIymGhMYDFZ8Pl8+Hw+vF7vuOpgNpsdoQ6+LS0AApgqTfpAiW2mDckqQQ6MA0aMvUZMvSYMIQPJePKMEEFjmZGiK4pwr3aj5TSCLwUJPBc4JdLk8XioqKgY1zB9MtoDJgwBbDNteNZ5cC51IkgCsd2FHOLYnhicBj8RBEHPgD7+BONMEcHq6mpuu+02li5dSmtrKw899NCYqtHpQBAE1q5di8lkQlVVXn311Qnt/6JRZOYPZiLuESlpHHtwZHKrKwKWKUsLxtK18xGTQXz+PTgD+xHVwvIqikJnZydtbW0jKg5Go5GlS5fqxH1g9gC5OTmO3HNEnyR31s+j+NKPk3fXYAs3UdT5KmKiYAdku8WGNEvC95yPfFee119/fUQFQRAE6hsa8C27hoGq8zHk4rgP/ZX2yCuUfKyEzv/rJLwxPPoTnWRC+HgFM5lM8sYbb4z4bMOznRcvXsyiRYt44okn2LJlC7IsU1VVxaJFi1iwYAH/viWDmkkyq+dZ7rrzTp5//nlaW1uRJInbbruN1vZOntnXQ6RoLilnDWomQanTwl0Nae5tMhPMjtzGn56ZpMKq8bPDZprjEvlIH/7Hv0PZ+//nlLasmo7T8aM7QTm7Wq/OKgJoEAtE7/+uLRC9UyWAr7Tmec9vC4ThC2uMHA4o/OeFZmb4RLKDosKPtmX55sYsgZTGJQ0SzzcrzJw5U3dVf7vyeM9WDKkF5eXlo7zWoGAz0dXVRX9//5tWhnQyuMyFsXg0GRS0gqXCECEcKxsXCupgNBolEAjg9/vfvtYAAcy1Zuyz7LjnuzFPNYMMQlbA2FcghGqrSvvOdnp7eid13za4Dfgu9eG9wItgEAhvDON/xk+2b+JlmqH2gIqKilG2N1BQM4dOyM5Uj9twiFYR98qCnYylzkIunCP8WmFw5FQ+13AMKYLHE8FwOExzc/OkD5FNnz6d22+/ndmzZ3Pw4EEeeuihSTGTHt5zdvjw4Qn7EpbfWY5zsZOWe1ooKym0gpzIOmiy+quNpVNwLrsB26x1iGoOl38v7v5dGHKFVoOxiKDFYmHp0qUFoiur9F/dT3hPmM6fj4y1K19xNZZVt6PIdtwDu/H2vE4iNkD6+jRYoejpIvwd/jGVUp/Px/QlawlMv4aMtQRP9xaSvj8hTRc58uUj5MNjn0gNTQhv3LiRn/3sZyOOhccrmLFYjO3bt+sEVBRFli5ditPpRBAErr76amw2G5/73OeoqqqivLyc9773vfT29vKLx15CvPizzOp5lg9euYb77rtPXz9z585lxYoV/OEPf2BgYIAt+5spvv5LGEtqAQG3rBLOjSSA11SmWVui8Md2I9sCMvlIH6GX76X4ui+e8jb1P/1DEvteLHgEniU4qwggwF9vs3DNjEJ58FQJ4KMHc9z4hxQWA3zzYhOfXG5E1QaTQFSIZ+Gpo3k+/1yanvhZtVrfERgyGi4uLh5TLRhShibDasNcZ8a13DUuGUQFs9k8Qh0cL7g9m80SDAZ1dfCtICtjQZAEShaUULasDKleIlucBQmEtIDUJRHeE6bn9R4yvZM3hStaRbwXePFd6sPgMBDdHmXgyQHSradmifRWtQdMFOYac8FOZqULg91AojFRGBzZFkHLnvr7l5aW0tDQ8JYRwQULFnD77bdTX18/KWbSFouFNWvWAAVivnnz5gk9z1xrZurXptL2/TZiuwplUZfLpScLjZU5PZkOC5aiSqZe+RHiJfNRRQP2wCG8/TsxpQpRi4qi0NXVRWtrK9lstpCru2QJBoOB5JQk0VVRmv+zmeTRkZUIg9lK7SUfRJlxMYKm4OvejC2+k+CVfgxRA94XvBxpPDLmOjeZTMydvwB15qUEy5djTrdhmPkL4o1R2n4wuhQ8hJUrV3L33Xezd+9evve9742YpjcajSxbtkyfSg+FQuzcuVMvsVssFlauXIkkSdjtdq6//nr27t3Ljh07qKys5JprruHxxx+ns7OT/bZFfPiKFbgT7Tz/7DOIokgul6OtrY2vfOUrdHR08Mc//pF9+/ZRdffvkKwuVhbl6E6KtCdHKvpzXHk+MCXDxj4Df+0yoSSjRDY/jHvdXQiyadx0k7GQPPI6A3/++oQf/27AWUcAuz5rp8JR+PE/VQL4wJ4sv96Z46GbLJTYBDStUMExiCN3siMBhUU/T5DInXpM3DmceciyrBsNj6XCxeNxXRmaDLXAXGfGtcxVKBMPJ4PbIoVUCbVQinG73TohHGugZQjHq4Nvh6rsdrupn1aPfbqdbFmWbFmWnC8HIqgRlej+KPEDhSnjXGASzJJlAfcaN0VXFGEqNRHfH2fgqQES+09tuGMohaKysvKMtwdMBIIs4FzsxHOeB/scO0pKIbIlQujVEKnmUx9mGCoNH79fRyIRmpubxxywOF0IgsCqVau49dZbJ8VMesmSJXqpcdu2bRM+EZvytSnkAjnafziSDA1ZB1VUVIyabofJ81itrq5m6qx5RIvmECpeiGJ2YYm04enfiTXaisBIImiz2Vi0aBGCKBC4IkA2k+XAlw+M+UvsKquh/NK/J1W2EGM6iDv5BKnVB7EetmLfamf79u1jridBEJgyZQqlc1bRV3cZmrcVS+3DDNw7QN8r4w9yzZs3j8997nN0dnby3//93yN8TS0WC8uWLdMn7/v7C1PJmqZhMplYs2aNfmJdW1vLpZdeyquvvkpJSQmlpaU88sgjAPSGE3zm0//Exv3tvP6X3+iDJk1NTcyZM4fbb7+db33rW+xr6qTyE78BCgMfH52e5nsHzfSkjpFAEY0vzUsSyoj8+LAFTVOJ7Xwa24w1iNbx4+3GQj7mp+snH5zw498NOKsIoNcMgS8cKwWdKgHsi6uU2gs7+JOHczhNAutqx1Zt/vm5NN/efPZNFb3T4HQ6daPhsdQCv99PV1fXpP1wToQMQuEsfogM+ny+cdXBXC5HMBjUWwzeanXQ7XZTX1+Pz+dDNajkSnJkyjKki9MoPgVBFMj2Z0eklJzuEAQAAjiXOim+shhLvYVUa4qBpwYKVheneCSzWCz6icCZbg+YCOQiGc86D561HmSfTLozTWhDiPCmMEr81N6/pKSEhoaGt4QITpaZdFlZGXPnzgXGj1obC96LvJS/r5zGzzaOu29NxDrodFOWhnKWnU4nGgJHMw6yDedhLJuKnPTj6d+JI3gIUVNQFEWPM5w1axa5khzBy4KkHk3R9Jexo+0EQaBq3kqsa+4i7azGZn4Ssf5VnJucSAcltmzZMu6JalFRETPnLiQ89VJy83chmxuJfj9E+4HmcT9PQ0MD99xzD9FolP/6r/8asa8MVzABurq6OHjw4Ig+wCGsXr2aGTNmAPDkk0/S0dGByWTC6/Vy00038bNGmW2/uIfl0yt1FXDbtm16bvGvn9tOyY3/WlgHaNwzN8XBiMSjHSMDE26qyVBtVfj+ISuaqqLEA0g2D0oqisE++iRvPGiaRucPb0dNv3viVU+Gs4oATvOKHL772AHxdKaA9/Qq3PloikMBldg9DozS2GcYLzTnueT+wSgezqKV/A6FJEm6zcR4asGQMjRZNhM6GVzmwlgySAZ3DJaJh5FBQRBwuVw6GRyrn20IsVhMJ4ORSOQtUwddLhcNDQ34fD79NtWoEnfHCdqDUAPmqkFT6q50gQwOJpUMmVKfKmyzbBRfVYx9rp1MXwb/M37CG8OnZQw8kfaArq6ut6YfUyjY43jO8+BYNNh3tbMwOBLfFz+lg8mJiGBLSwt+v3/SFttoNHL55Zdz3XXXYTAYePrpp0/JTFoURc477zwMBgOKorBhw4YJEW/RWhgG6X+0H/9TJ/48giBQVFREZWXlmNZBuVxO/56fSqqP0+lk2bJlBQcIRSlMShdNwb3iRsxTliHlU7j6d+Me2IOkpPUEIa/XS3hNmGxZFv83/XS3do/7HiaTiYbzbiQ350rE2hcxunbgfqEUtbWQSKKqKggiiCKCKIFoQBAlTGYLM2bPQZg2n8zaTWixGtQnJdoO7ETVQBANIEoIklS4FiQ8RUXccOPNaILIXx9/nHAkqr+e1e6goqoaQZTQBJFINIbD5QZBRNUgp6jIJjOiIHDh/HpWlMJXHtlGShHwejwsr3Xxnuk+/nWrQC6bxuw/jM1WGI6JRCL4fD6mTZvGln1HofxYKkmtTaHMorLVb0Dj2Ha7vjrDEm+er+y2AgLTHHkiGY2W3VuwzVo34W0I0PWLvycfepPpMu8gnFXcZLpPpPEfT58AdkQUar5fKDlVOwXaPzN+ma7RrzDzx4XHnlUr+V0Aq9WqqwVjxfMNqQX9/f2TZuFjrh3WM3gCMgiFH9rh6uDxPW1DyOfzI9TBtyIhw+VyUV9fT1FR0YjbU6kUbQNtxDwx3YfQVGYqmFJ3pPXIumRj8pTNk821ZoqvLMa5zEk+ksf/lJ/gy8HTIoJvdXvAySDZpUIO8ToP5moz2UCW8MYwoVdD5PwTf/+SkhLq6+tHtRZEo1Gam5snlQi+GTPpmTNnUlVVBaBn4E4EVf9QhaXBwpEvHpnwcppMJn1bj2UdFI1G9cERfeJWkhFlM4JsRjCaEA2mwb/NVNU24C0uQxVlYqkMvf4ggmREtLowV0xH9hUUMjkTwZgOImj5ApExpRAWPYLWN4/ogXnkFLVAxETpuGsDgigiykYkswlLw28Q5AjJ5k+g5R1ogoAgjJ1fPgSDcxeWyodJddxJPj7nhI89HpqqgKqgqQqCpiKJAgIagqaAVrjOZTLkshlsVgsC8JEFFhAN3Hcgg98fwGq18sH5NiRB4Jf7smi2IrS4H5OowiCpU1UVr9dLMpMjLhzbLpKgUWTSCGcFMuoxArjIneP2hixf22MhnhP43OwUjRGJRzbux9qw+JQ+Y9cvP0o+2HXyB75LcFZxk0qHQOdnjx0AT5UA5hQN23/FyKlQ4RDo+uz4BPDAgMKcn5wjgO9kDKkFQ0bDxytDuVxOt5mYzJSP48lgLpwjsiVCeHOYdNvIXiVBEHA6nToZHCsmbQjxeFwng+Fw+Iyqg06nk4aGhlFEMJ1O09LSQnd3NwaPoUAGZxdSSmTfoCl1a4rEgUFCeDQ54aEIY6mR4quLca92k48NI4KnMVQx9BmGBkfGGybo7u6e1HLqiWCpt+iDI5JFIr6/kEMc3RGdMNktLi6moaFhTCLY0tIyIvLrzeJ0zKQdDgcrVqwACmrQtm3bJvRetpk26r9YT/N/t5Jq0QZJmglBNh0jbLIZcfC2wt9Dt5sw251YHW6MVgeaJKOJMqpoQJNkVEFGEQ1ooowgnphgAaCpiGqOfCaJks2AkkcbJEmSxYFkdYMgIubTyNkIUj6FUPkGQuVOtB3XE+rKks2kjxEuJQ+aWvh/8LUEVaWo1oPpgh2oeR/ppjtxBI6S6W2it6ebXDatk7Xh106HjfL3Qb4oR7zln7EEuoltepi+zrbCYzQFTRl6Th6rxcxnP/1pGurr+P73vsvu3bv1j1lZWcmsWbP0/xVFYceOHUiSxIIFC/B4PLz3ve/l0KFDzJw5k7/+9a90dXXxkY98hJ07d7J79266pl5H1uyldv99iNqx/aKyqooLLryI/zroHkH27p6RIpITuK/5WMtGuUXhM7PS/OiQiba4wJdn+HnlQDevyYsmtO8MR+eP70KJnz3xq2cVNxGAyBcdOEyFHep0SsDn/ybBhjYFSSi8ls04dgn48cYc1z48OaXCc3j7YTQaKS8vp7Kycky1YMhmoqenZ1ITPiz1FlyrXLhXuDG4DKS70kQ2RwhvCY+pAMmyPEIdPL7faQj5fJ5QKKQTwjfTBH8inIgItra20t3drauoxhLjiNg6g6tgSp1qSuk9hKmmFJpy4kOWsdhI8TXFuNe4ycfz+J/2E1x/+kRQFEV9mOD4hIOhzzLZ7QEngmAUcC0r5BDbZtjIxws5xMEXgxO2kykuLqa+vn5UO0EsFqO5uXlSieDxZtJ/+NOjbNmxG2FIPdNJWuH/KTNmYbI4UCWZju4+8ohjPk6UTcOInRHH7J+ipOpI99x6wuXRNBUtl0HLpVEHr4f+1/JZTBJYTQZMkoCo5hCUXOFazZNPJwgN9BEc6CWbjA++Rrrw3GyaIo+LeXNnI1DYLzZv3jya8EoyrvkX4V5xE7jKMSV6cQ9sI71uC3LIgOslF7t27ZrQlPLMC2ZieL+MGphNInAn9tAR3C0v0nZw14jEkOGwldmo/1o90kAZkfAnkbNRDFvv4/C2l0ct69BU7yc/+Unmzp3Lww8/zP79+zEajRiNRjwez7j9yUuWLGHu3Lk88MADXHDBBZSXl/Pqq69yySWX8Oijj+L3+8maPLTNeT++7i14e4+R/c7OTr7yb//Gk90WXhs4VuFYVZSjxqbwSJsJdVAxNIkqX1+Y4uVeA389GOZ/1pn57W9/yxvCdBwLLz/pOhyCmknS8f0T7zvvNpxVBBDglQ9aOW9wcON0COAPX8/wT88USmm/u9HC++aNXX770F9S/GbX2WUqebbA7XbrNhNjGQ0PKUOTar0hgn2OHfcqN84lTkSTSKIxQXhTmMi2CGpy7LLpkDpYVFSk+3SNhUQiMUIdnOx0GqfTSX19vZ4qMIR0Ok1bWxtdXV2j3tNUYcI2u2BIbZ9lR7JJKCmFxIEEsT0x4nvjuonuWJCLZYqvLsazxoOSUBh4euBNEUF4e9oDTgRjqRHPeR4853kwOAzE98UJrA8ULFEm8PZFRUU0NDSMSQRbWlrGmOgVEE1WRIsD0Ww/djHZR90mDftbMFqocJq4olpjtluhOynyTLfMoagEjN4nhUHCpWZTOtEqkLTMMcKlE7gCeXMs7MO1LELb/zpR4ln9Mceec4zkTQR2u13f1se3WWiaRiAQoKura5R10MKFC/UTnvb2dg4fPjz+e0xbQdGaW9FKZ2CybMFY9xiu9cWYu0T6+vo4evToSU/OFrx/AcrFCvLeaUS021BFGW/P64hHXqbx4IFR1QlRFCl6TxEld5Vg31BNwP5eciYX3pYX0Zo3IYkiJpMJo9GoH98EQWDdunXMmDGDzZs3s2/fvhMukyAI3HbbbXR0dLBx40ZMJhM33ngjqqoiyzK//e1v9ddu9SwhW70Mz6YfUmw36uvtsssuY+bStXzrgHVYz58GCNgNKvH8MTX2PxckSOYF/vv1GP99np0f/OAH7I5aKLrqMydczuFIt++l76F7Jvz4dwPOKgIoCvDV80382/mFA/fpEMB4VmPKD+P0JzRqXQKvf8SmTwYP4eXWPBffl+QkQsU5vMMhSZJuNDxW6TWVSuk2E5PZfyeaRByLHbhXu7HPsaMpGrHdMcKbwsT3xMfN0ZVlGa/XS1FREV6vd0wCAwUSO9x3cDJVLYfDQUNDwykRQaBgSl1jxjHPgX2eHetUK4IkkO5KE98TJ7Y3RvJwcszPLhcNEsG1HpSkoiuCaub0Cdrb1R4w7vLIBVXQe5EX6xQr2UCW0Mshgq8EUaKjS66C0VogaYOkzVVcTnFlLUa7B9VgQpHMqJKJLAbSqohiMA8SPeuYfWaaqqCm46jpROE6Ey9cp2KF62xKJ2xTytzcfNFKZtRXcaipld8/9iSHGxt1NU7SFNatW4skSWSzWV599dUJtSsY3AZmfHcG3fd3E3pp8pJQhqyDhrb18chms/T09NDV1UUymRzhiadpGlu3bj3pPmApn0bp+bdhXrcTUUpg2HIenr7dSJkoPT09tLa2jvs9NBqNzPv0PDIzMrhfLCVmfA/hkgUY0yGK2tcj9B8hm80iyzImkwmDwYCGRujCEHlXHu8TZQTKLyBaPA9H4CAl7ev1ZJPjsXz5chYsWMCuXbtGlOcVRRlxMlxZWcmVV17Jd77zHcxmM0ajkbKyMq6++mo6Ozv5xje+wZIlSwrrDwMd8z6ELdZGWWshji4ajeKPJLju7v/gqW4jaeXYScI8V55DUYmcduy2L8xJ4jFqfPP1BPestPGNb3yDJrX4lAhgeOODRDY9DNrZE816VhFAAJcJvnOZGUkAf1Ljn58v/DCvqZb4yOKRZ3kfXDh2+ez3+3Lc/qcUGoVhkC+uNbG8UiKd13j6SJ7vbcmSyhdWrihwjgieBbDZbFRWVlJWVjamzcSQ0fDAwMDkJma4DLhWuHCvdmOps6AkFCJbC/2CySPJE367HQ6Hnlnsco3vmZVIJHQyGAqFJkXZcjgc1NfXU1JSMuL2TCZDa2vr+ERwEKJVxD7bjmN+gRDKHhklrRSGSfbGie2JjSqRy74CEXSvc6MmVfzP+gm+GDzloZPjMdQeUFFRMW4KRVdX18hhgkmAYLQUlDezHdFyTHUzVRtwzk9imRJCEDUyvdWku+ehZhsQzQ5Ek60wWHAcNE2FbApJzSKrWUQljZTPICoZlFSUcF8X0UDfINGLowyRu3QcLZviVH9KFi5cyG233TammfTcuXMpKysDYM+ePRP2Fqz5dA2yS6bpa2NbqrxZmM1mKioqTmgd1N3djclkYsqUKcCp9TK651dT9RkXmZ4ryIbXYQ8dxtO3A2O8l0gkQiQSQRRFvQRrNBoLpM5oIHhxEMWp4HvaR14rpb/mQtL2ChyBgxR1voohP3IaW7Ep+K/2Y24x49rqIuqZQX/tRRhycUqPPoESaCeTyZDNZkdc1q5dy80338yhQ4fYuHEjuVyOTZs2MWfOHJ0gX3DBBTidTu6++268Xi+LFi3CaDTygQ98AE3TeOCBB0ilUvqJU6RoLv21F1N56GEEQSTim0vUNQVRNlJtU2lPDN9fNVYX5zkQluhtOUg+1MPHLpzB/Gov9720j7sumMuXvvQlOtMmfFd8CtHqItPdiKV+0Zj7PRROYDp/8kHUxORGKP6t46wjgKcC7avj2238eGuWzz6X1iPgjodNhmTu3Mo92yAIwgi14HhSlc1m6e3tpauri0Ti1EyMTwZThanQL7jKjbHISNafJbw5TGRThEzPiRVIg8Ggq4M+n++E6mAoFNIJ4Zs1S7bb7TQ0NIxJBNva2ujs7JwQ4TRVmXDMd+CY7yiogwaBTE+G2N4Y8T1xEo0JfVBC9soUXV2E5zwPakol8GyAwAuBN00EYWLtAV1dXXpWryCbxi2hHl9GHfE4kw1BGrv3Ss0UVDgtH0D27cVSfRiDPUE2aCG+10Vsr4gST+rkbbhKN6R++Hw+GhoaRinb8Xhcz4CeDIxnJp3L5XSFKBAIsHPnzgm9nmOxg9pP1XL0346Sbj8zfa1D8Hq9eub0WNZBmqbppeNDhw7pPXmyLOvE7XgiZzQa0S7RUKYoGF+7gLB3BXmTC0usA3ffDmyRljEK5gUoJoXAlQGklIT3OS+oAlHfbAKVa9FECW/3Zuzd20km4qRSKbLZLNoCDdNVJoI/DeJNePHWzqSn4SpyZg/Oo8/R9NxvxzxO3Xrrrdxwww20t7fz61//msbGRgwGA+eddx5ms5k77riDLVu28POf/xyr1cqUKVNYsGABl112Gf39/VitVv785z/rlZGcwUb7zNtQDWaQZOR0GK15E57IEe7+2Ef45j4LCaWwjmVB42sLkjzZZeQvv/kRiX0vctNNN3HLLbfw8ssvc8EFF/CpT32Kvr4+XKtvw7H4Kjp/dCemmnmU3f7/xlx3ycObGXj0G6ezG7yjcY4AngAnIoAA+/sVfrwty/PNCl1RFUmEBo/I5VMMHBhQePqock79O4thMpl0tWAoQmk4IpGIbjMxqUbDAlinWXGvcuNa7kKySaRaU4V+wdcjEzJittvteu+gy+Ua9QM3hGQyqZPBYDB42uqg3W6nvr6e0tLSEbefKhEEEM0ittm2AiGc50D2yagZlcShhE4Is/3ZAhG8apAIZgaJ4PNvjggKRguSzYPs8OGrrMNVWo3s9KHINhSDFcVgRpHMKJIRVTLDuCQuOVhGTRwjaukYiv73+JdRJSwB7LPteC/y4ljoQE2rhF8LE1gfINtz4n44r9dLQ0PDKG/MySaCkiRxwQUXcNNNN+lm0kNqoKZpvPbaaxMbVJJgxndnEN0WpeeBt8bPTZZl/Xs+lgIMhc8wVIYd77s0BMWk4L/Oj6XFgmObi7h7CuHSJaTt5RiTA3h7t2EPHUFAQ1GUESqdtd5K/Jo45jYz0vMSTUebqGqYgTr3KiJF8zCm/BS1vkDP3tdoa2tDQ6P+i/XIHpkj/3qEYncxM+fMJ1x/IZHi+dgChwg//xO6244ZRw+lftTU1HDxxRfT1NTEN7/5TSwWC4sWLWLWrFmsXr2ahx56iEQioZ8Er1q1itraWh5//HFuvPFGOru6+f2GveRrV5Bw1Rf2W9GAp2cbvu7XyOfz7OhXqbn+c6RUEWVYyffvpqQRBY3/94Ofkdj3ImvWrOFTn/oUbW1t1NbW8uEPf5hEIoF9wWV4L/sk7d+6HjSV2i88MWp9q7kMPb/+JPlI/1lV/oWzlACKAnx2pZFvXTpawp8M/OlAjpsfOTcBfA7HcCK1QFEUPYf4VNMTTgbBIGCfb8e92o1jgQNBEojvjxPeFCa2IzahPjhJkkaog2OVvqBgjTJcHTwdhXM8IpjNZmlra6Ojo+OUSaapwoR9vh3HPAfWGVZEg0imL6OXijO9GYouLcJz/iARfG6QCKYK7yMYTEg2N6LNg2RzI9k8g5djf4s2d+Ex8sh1oyk51GQEQy6JmSwGNYukpBHzaSQlg5hPkwgN4O9pJ9jbOVhWTYA6eaXi4ZB9Mt73ePGc78HgNBA/ECf4YpDozugJh0bGI4KJRIKWlhZ6e3snZfmGm0kbjUb279/Pnj17OHToEM3N46dXDEfpLaV4zvfQ+JnG0/KCHIIkSaPUufH+P17tfTNQVZXo9Cjp5Wm8T3oxRgotJWG5iHjNGlLueuR0EG/vG9gDB+nr6aalpYVkMoksyyy6YxHJ9yRxbHPQ/0w/TU1NFBcXU7fkfCJTLydjK8Pp34f58HMc2buDpCnJ1K9PJfhSkN6HerFYLMybNw+hdin9tRch5ZJIr/+WI1vXo6rqiNSPfD7PnXfeSTgc5qmnnkIQBK677jrS6TTPPvvsiM91880309vby/ptexEaVhNwTSOWEzHEevCEDuIINtJfcxEpewWVh/9EoGotCfcUHLFWPra8iJ8dsRIbHPxYVZTj2uosX9tjJa0IVFsV7p6ZJqeCJMA9O60jzKJPhND6XxF94zF4GyI1326clQQQCh/8sdssXDtj7Cne00WjX2HF/yWIZs7SFXsOJ4TBYND7xcbK+00kErqdzGTHukk2CedSJ+7VbmwzbKgZlej2KOHNYeL74xOaGoVCv+MQGXS73eMqGqlUaoQ6eCoqp81m04ng8DL6EBHs7Ow8LdVUNIkFm5n5ThwLHBh9BtQ8ZDpNZAYcyD4Ba60fTZVJ9ywkF3kPomFknJSmKiiJMGoyjJIIDV7Cx12HUOMh1MwxEvx2tgccD8Eg4FzmxHuhF9s0G7lgjuDLQUKvhE6oEHu9Xurr60fZ4QwRwb6+vknpcbVardxwww1cccUVKIrC9u3b+dnPfjah74SxzMj0/55Ox087iLw+Mid3eP/cyUjdePYmk4F8Pk88HicYDJJIJMhms7qSl8/nESSBqf85FeJQtbkKabB3rbW1lZyzAsuS60l5p2PIRPH0vYFjYB/9PV20tLQgyzLTPzqd1MwUnhc9HHjmAIFAAEmSqG+YgnvJVQQq1wBQ1PUa8T3PEagboPjmYpq/0UyqqdCbN23aNEqnzqW34SqyZi+OpufpfOlBFi1ahCiKqKpKMBikvr6eq6++GlVVee2117jiiit44YUXaGlp0T9vToVPfPTvuW/7APuEOsR8hmnGMBc3WNn23J/1lois0UnbnA8AIOVTFLe/RPe2p/nPr3+dV7rhxXChx9Alq3x5XorftZjYHTJglTT+fUGhHSWVh6/uGVuJPR6pll30/+FfJ2ejvgNxVhNAg1gggVdOmxwSeDigcP5vkgwktHOl33M4KRwOh240fLzNhKqq+uDI8TYTkwG5SMa90o1rtQtzhZl8JE/49TDhTWHSrRPvnRpSB4d8B8cqdQN69FUgEMDv90+Y4JwSERRERKtzTIVu6G9dxbM4AQ3ROIBkb8RgO4xkbUYQFZSUFTUjYnDE0fICkTcshF7NkPOHUZJh1FTsTZeK3rb2gDFgrjHjvdCLe5UbQRKIbI8QfDFI8vD4/Z0ej4eGhoYxiWBrayu9vb2Tss+uXr2aiy++mFmzZhGNRnnkkUdGmUkLgjCKyLk+6kLQBMQ/iiOI3XipOacDTdPI5XIjSrDHD01kMhlKSkr0gZCxEAqF9Mzp4eq2fb6dus/WEbkvwgxxhn57Y2Mj3d3dVM1dgXXp9SR9M5HyKTy923EO7GGgp5N0Jo3zw05ynhyuv7p4Y/0begnd4XAwfd5iMrOuJFY0p+BD2Pws0VV7yUt5mr7apCunpaWlzJg9l3DdBURKFmILHqa07QUkdSQRt9lsXHHFFdjtdlRV5T/+4z9IJpPULVpHvGQ+U6dN571TVL70ZAtSz16q8COLcN111yGKIo8++igJUxH9tReRsRSjaSo1Bx7EnCnkm0+fPoMVK1fw9W0KgrsSgH+amWIgLfBgqxnQ+Nr8JCYJknn4j70nJ4CappHp2EffQ1/iLKVBZy8BhGNTuv91kYnPrTIiiROTjMfCY4dyfOgvKWKZc1O/53BqEEWRkpISKioq8HpHh5dnMhndaPjNDl2MBXOtudAvuMqF7JJJdw+aTW8e22z6RLBarbo66PF4xlUH0+m0rg4GAoETkBwB0eLAXlRBRcMMnCVVhX462UpetpKTLKSRUWQ7otU5yqJEScdRj1PmRvwdDxWUvGQEwaBim2nTJ4tNpYWoOgAtrxHaGKLvj33jei6eLjweD5WVlRQXF485OHKm2gOOh2gV8azx4L3Qi6ncRLojTXB9kPDm8Lh9keMRwWQyqZeGT5cIyrJMWVkZM2bMwOFwMH/+fGbOnEkoFGLjxo00NzfrxO54pBpSRFZHKHqsCEP81JS840ndeMQul8tN+LMtXrxY/24nEgksFsuYgyNDCvCQbUztZ2oxlZtI/TTFjCnHSODevXvp6+tDkiSqZi7CtvxGEsVzEJUsnr6dOPt3kVXCJG5IIGQFDI8Y2L5l+4jlrayspGrh+QQbLiFrKcKZeBVt8VOEXwjT+VAnFosFn89HSUkJHo+HuGca/XWXIOVTlDU/hTlZmMzOZrOIoojdbud973sfmbzGfz2ykXjxHIzFdUjZOLdXhim3wcO/e2BEC4nb7ebya67ngT0RWqQaTKkBijpeprPqYgzRLhq6XwQK+8Jdd93F/937W/bYl2KdtpJLyrOsLc7xH3utKJrAp2akKDGr5DX49xMogJqqkOk6iFxch2S2E3z+Z8R2jO4NPBtwVhPA4VhSLvLr6yzMLz21Xo7euMpnnk3z8L78uZV5Dm8aFotFN58dq9cuFArR3d1NX1/f5BsNi2CfZce12oVziRPJLBXMpjeHiW6LoiROTYkSRRGPx6MTwqEEFQ1QJROKoUDi8gYL8bxIQpFIC0ZUo/2Ycmd1jZ52zWeQ8ymkfAJDLomUSyJkYkT6OhjoaCYXC6DEQyjJMCinb8ZuLDFin2/HudiJbYYNQRIK2cXtaQLPBYjuiE7K5PAQDAYDZWVlVFZWvuXtASMggG2WDd9FPhyLHKiZwtBIcH2QTPfY0+Rut5uGhoZRJzDJZJLW1lZ6enrQNA2DwTBCkTtRGXYsWyKPx8OyZcuora0lEAiwdevWMRMvVEll4KYBrI1WHLsd5PP5cYnc8X+fiYhEq9XKypUr9dLpjh07cLlcJ7QO6u7uJkiQuq/W0fdoH86DhVQdKCjqw9NCJEmiavo8HMtuIF66AEFTcPXvxp7dQvjibswdZqIPRUeZUhuNRqZOn4Fl/mUEK1YhF72MseRlnE84sUZHK9M5o5OehivJWIrxtL5E18u/I5vNsmTFKkpmLueGNXP4wUEzfWkRQ+9+2jb8kSpDjHu+8C80NTWxdetW/bUUVSXlnUaw/hI0gwln2wbc/bsQ0Ag5puCffg0VjX/EFu9E0zRWrVqF1+vjs5/9DNZZ5zHv2n/gs4tlfnHEzNGYxJ31aWY4C8eof909NgHM9jcTePqHmCpn4z7/LhJ7X8A292J67r2bfPitGRr6W8I5zjIIadCvb12NxN3LjVwxzYB9nJi3rKKxuUPhp29k+dPBPJp2TvU7h8mFIAh4vV4qKyspKioaUy3o6+ujq6uLaDQ6+e9vFHAuLvQL2ufa0VSN+O444c1hYrtjJ26ul2QMjiIMzmIkZ7F+bfKUIbvLEGwekEaqNoKaR8olMeQSCNk4uViAVLCPRKCXbMw/TMULo+XSWK1W6uvrKSsrG0EUcrkc7e3ttLe3T2rpVJAFHIscFF1ZhKXGgiAWyGDyaJLYrkIqSbpj8mxH3s72gOGQvTKe93jwnu/F4DIQPzhsaGRw9UqSpBM3t9tNeXn5KFIzdLJysgnYiaK0tJSlS5dSUVFBR0cH69evp7m5eQSRs11vwzzbzOF/Poyaf/unOxsaGnQCFwqF2L59O1DITK6srBzTOkhVVfpn96POUzn8hcNMLZtKVVUVUDgG7NixY8T3XxRFqqbOxrn8BuJli0AQcPAk2pwtOLY76Hysk46ODv3xVqsVn89HWVkZVl85geq1KEueR1SzeJ4pxZwsEMxMJqOTchWRQNU6wqWLMEU70JIhcsUzef9UFZ+U4t9+9AB3nDeb81cv58UXXyQUCnHrrbfy9NNP09lZIHOtA1FSs65BrluMLdzE9TU5plX4+NWvfoXZbEYDmuuuQ7LYqT34IAIamqbxD//wD9x///088+xz5BWFn/7s5+zxqzwZLObmepXF3jwGAb60y6pPDWuqSj7SR+Cp75Pp3A+CiG3uRRRd+U+0f+9WKj70QzK9R/D/5ZtnbNv/reIcATwOQ0RQABo8AiuqJHwWEVGAWEZjR4/CvgGVvFroIfwbOK6cw7scsizrgyN2u33U/fF4XFeGcrnJjx+UnBLuFYUSsbXBipJUie9TiTc6yIfLMDhLRhA9g32kCqTEQ+SjA+RjAyjRAfLRAdREEKuo4DIJ+KwydrNhzJk9TdOIRCJ67+DxiQpWq5W6ujrKyspGkIshItjR0TGp5ssAkkOi5MYSPGs9CKIAWmGoIhfKFSaL98aI749PSqn47WoPGBqW0BU5ixHrAivG5UaEagHiYGo0YWuyYcyObZh/OlBVdUxFboj0pFIpdu7cSSaTQVGUUWbSDz30kE5wzHVmpv77VFq/10p8d3zSlvF0IYoiK1eu1JXwAwcO0N3drd8vSZKeOT182lqVVQauG8DQbiDycASn06lHzWWzWd54441R214URaoaZuBafj3x8iXIZS9iLNqIY0MFyv4QyWQSp9M5dq55lZf4+QfJDlyI9YAPYf/TZOJhKisLvXft4SyGaWtIlS9GlS2gKpRGD/Lp82v43e9+x9atW2loaOCSSy5h3rx5tLe3U1lZyS9/+UtEyUC4ZBGBilUoqRjCjkeYbkthNBq54YYb6O/v54UXXkCSJNLWEjpm3k5xx0u4B/aQzWa56aabyGazPPHEExw4cIAbbriRefPmcvc/fZo7/+6jXHHBOiRJ5N/vfYK29nay3Y14L/kYWj7HwGP/T+/dtc5YQ/H199D+vVuxL7gUz3kfoPPHdxZslM4inCOAJ4EkFPoEobCizhG+c3g7MVQ2Ki0tHTWlqKqqnkMcCARO7w0kw6B6dxypG7zIxWD0HUR27kQ0hlCzLjJ9U0i2lpDtzhaIXvQY0ctHByZUhh3qN/L5fHi93nFtNTKZDMFgEL/fTzAY1AmvxWLRFcHjiWBHRwft7e1nhAgWXV6E9yIviJDpzCBZJEzlJjSloA7G9xWsZtLt6Td9pLVYLPqJwOm0BwwNS5yoBKsnS5xgAjbnzpGcniRdn0aTNMwdZiyHLRj7jAhj0HhN00aVc/P5PIFAgIGBgRFl2PFOYJYsWaL3GW7dunWE6jVkJv3e976XkpIS1q9fzx/+8AcikQhT/mMK2f4sHT/qGPN132p4vV4WL14MFMjb5s2bx/zMNptNbwUxGo0kpyaJrozifdqL7JfJ5/O6MpxOp9m2bduYcZOiKFI/fRaOxVeRWdmIaOtG2Hk53tZDGNMjUy+G+nJjsRje64pQlygkmz4BSQ/e7s1oooGodyZZezlKKoapdy9FSoBQ2VKW1nm5uirLL3/5S6Rh378FCxawfPlywuEwn/ra9yi/9jNoznLc/btxtW9g57YteiJQSUkJ11xzDS+++CKtra0A9NZcTMIzhbp9v0FSMvh8Pm688Ub+8Ic/0NHRwcyZM7nqqqv40Y9+RE1NDddccw2CIPDTn/+cHdt3YJQNaMvuQC6qpvf+z+vLZa5fTOmt/0HnTz6ApihUffK3BF/4OfGdT73pbfxOwjkCeA7n8A7EeGrBENLptJ5DPNxAV7Q4h5G6klFl2lHqXSJEPjJcvevXCZ5cFMG52IBruQuD3UCqbZjZdPj0yZYoirjdbp0QjqV6QoFYRKNRXR2MRqNYLBbq6uooLy8fQQTz+bxeGp50ImiXKLqsCO/FXgRRIPRaiGxfFtt0G7bZNiSLRC5SUAfje+PE98VPuZ/yePh8PioqKiguLh7TVzKVSpHJZEaQvsmcgAVIa2mS9Umys7PgBXVAJbs1S3JbknQ0PaLXzuVyUV9frytX+muk07S0tNDd3X3CUnZ5eTlz5swBoKuri4MHD456jCRJXHLJJdxyyy1IksRjjz3G5tRmim4p4tBnD42Zifx2YM6cOZSXlwPQ3d3NgQMHxn3skHVQeWU5wp0CgiLgfdY7imgnk0m2bdtGLpcbdzI/bxIJXBlGEW0kWj+JPdSOp2cb+YEWmpubR8TtCQaBGd+YicHkJtl2N4rRCZqGKdJGYMujBPa9Akqe1atXY7HZufaWOxjQbPx5Rxelrc8hKRkikQhtbW18+zvf4XDCwv0tZrJ9TXiOPkOFuUB6s9ksO3fuZN68eVitVhYtWsTixYt55JFHiEaj5A1W2uZ+AIf/ACWdr6AoCnfeeSetra1s2rQJURS588472b17N/F4nAsuuIB0Os3+/fv18vhh0wxscy6g62cf1j+fZfoqSm74Mh0/fB9qKkrxjV9Bsrnpvf9zk7ad3wk4RwDP4Rze4bBarYV+sYoqRLuPvNFB3uggZ3KSNzpICWYyBhtYvYjysYg3LT9csesfpd4pMT9a/uTDBoI0zGx6YcFsOnEgQXhTeFIGJcxm8wh1cDx1KpvN6upgMpmksrJyTCI4pAhOdrlcskn4Lvfhu9iHIAoE1wcZeG4Ac6kZ+7xCbrG52oymaqSaU8T2FHoHU62pUUfhk8WFDb+Ml+F8OsjlciecfB3+/3DCZptlw3uRF+ciJ2pWJbxpcGika6Qq5XQWBhnGIoJDGdBjEUFRFDnvvPMwGAzk83leffXVcXs8bTYbN954I5dffjmhcIgN1g2s/8N6/E/7J2ENvXkYjUZWrVqlE/Lt27frPngngnuum6rPV2F+yYy7yz3qflVVSaVSY04YDyHnzBG8IogQKCbZ+yFyJg/WSAvenq3EW/fQ3NxMxlGJfe6FOBY3YJ/xW5TONRibq0k4a8kbHbj7dpDe/iiZRJSpU6fi9Xq56aab+Muru9hsWoyo5rDseIgDG59m/hXv5547r+DH+wUW+DQc/Xv5/ve+y6xZs3RFN5VKcfDgQRYuXIgkSVx55ZXYbDYee+wxstksodIl+CvXUHPgAUzpIDNmzGDVqlU8+OCDZLNZLrroIux2O/v27ePCCy9kYGCAaDTK+vXrSafT7E668Vzwd7R/5wZ9PdgXXIb30k8UEkLQsE5fTfENX6L7/z5OLvC3oRa/FThHAM/hHN4hGKnejaHiHafeSbkEhmwMQzaGnI0hpMLE+9rxtx8h2tuKmoyM805vYhmtIq6lroLZ9MxBs+kdw8ym36QIIwiCrg4WFRWNqw4CRKNRwuEwZrN51CDNGSeCl/nwXTJIBF8KFshHAiwlFhzzHNjm2jBOMyKYBbSkhtgmInfKmPvMmFXzpA1LDGHIsy6ZTBKLxcYldm92stzgMRSSRt7jQXbJJA4lCKwPENseQxs2Ked0Oqmvr6e4uHjE84eIYHd396hlmTlzpt4LeHz/3FgoKyvjjjvuYPny5XSkO/jFN34xagr27UJlZSWzZs0CCtPdW7ZsmdAwT/UnqrFOsxL4nwC1FbUnjGmEkek8fr+/MK19WQPh88NYd9jIdywkVr2arMWHIR1BEyUUox015ie290XKFh3AsCBD0ZNF5P2QqFlNqHw5Uj5Jcccr2MJNrF61ioaGBn7729+iWTz0NlxB2laKmE1yWb2RJa4kH/vEPzK9toJ/+Zd/oaenh29961tMnz5dn3Yf6mOePn06VquVG2+8kfb2djZs2IAqSLTPfj+GTJTKo48iGwzcddddvPHGG+zZs4epU6dywQUX8Prrr7NixQqam5vxeDz88Y9/RFVVtnSmKb7hS3T84Da9x8+56lacS66l80fvL6woyUDVJ+8jvvs5wq/85s1t3HcQzhHAcziHvwUM9t4d67crGdF7JzmLR8SMjVTvBkYpeWI6SkVpERUVFWM2ekejUd1oeLJLokOQvTKuVQUyaK40k4/mibweIbwpTKplcqISTSaTTgZPpA7mcjlyuRxms3lSieCJ4sKMTiPiMpH8gjyIYD1ixXbAhpQq9DdqgkauKEemMkOmIkPemwcN5ICMsduIqduEHJARtNEKn6qq4xoQ5/N5bDYbPp8Pp3N0nvl47QGTCUEScCxx4LvQh22mjVw4R+iVEMGXg+RDx/Y3h8NBQ0PDmESwra2Nrq4unQg6nU6WL18OQDgc5o033pjQsiy+YjF33XUX5WI5mzZt4sEHH2RgYGCSPunpY+nSpXr7RlNT04jkjLFgt9spnlqM7R9tWA9Yce45cVY9FErDQwNiQz2Cs2fPxnG5g8S8BGyZRTSzGqF0WmFAQhCRUwF8XRvJtmzH7XMRvCaIkBIY+N8BGuobEB3F9Fe/h6S7AUe0lc+vdLJl8yZ+9rOfUV4/He+Ff0e8qFCu/+cZUY7s28EPvvttAGpra7nnnntIpVJ8+9vfpra2Vj8+hcNh0uk0ZWVl1NTUcNlll/Haa69x4MAB4q56eqZeR/nRv2KPNLNq1Srq6up4+OGHMQwSwvb2durq6ti1axfz58/n3nvvRVVVNjf5Kbr1P+n6xT+QDxVOGjwX/T3muoX0/OqT+roquvZfkKwu+h7+8qltyHcwzhHAcziHtwii1YXsqcDgKR+8rsDgKkFyFCPZPSNMjJVEaHRJVid6/aek3rndbiorKykpKRnTaHhgYICurq4JlaFOF+aaQbPplS5kj0ymN1PoF9wcITswOZ52giDgcrl0QjiWl94Qjh9MyOfzdHZ20tbWhqIo45ZdTycuTDWqJGYmSM5Mooka1qNWbPuPEcEh5Ew5kiVJshVZlGoFzKDFNXKHcqT2pogfiJNJHIsLmwiG2gPKy8sxmUyj7g8Gg3R1dTEwMDD5vpKDMFWaCkkjq92IRpHozijBF4MkDh5Lg3E4HPowwHBkMhm9NKyqKitWrNC36+bNmyeWKCPAjG/OYGZsJpdXXI7D4eCpp57i0UcfJZV6+zLb7XY7y5cvRxRFFEVhy5YtI5bHYDCMyOAe2n6x+TEScxIUPV4wuVYUhVgshtPpHFcN1DQNv99Pd08vSWctVetuRFj0BpKthdT2q+h7ZQPuWBtl89cRr11D2l6JMTmAt3crRnk/oUuDOLY5sDUW7H00IOFqoGTBe7hjhsQvXmqkqaUNZdaloCp4Ol6lwiHzoavWcF+jyuGnf8vRLc+iaRolJSV86UtfwmQy8d3vfpeysjL9s/n9fiwWCzabjVWrVjFr1iwee+wxAsEgnVOuQzF7qDlwP16Xg1tuuYUXX3yRw4cPc/3112O1WnG5XGzevJlVq1bxpz/9iWAwyLbWIO6b/oOuX36MfLDgGVl09eeRHD76HrpHX0eeCz+CuX4xPb/6xJnY3H+TOEcAz+EcJhGixYnsHSR3ngqd6MmeckTTMW+0fMxPPtRDPtw7Sr2baO/dqUKSJMrKyqioqMDlco26P5lM6pYiY00UTgoGTYbdq90Fs2mLRPJIskAGt0be9HDEcBiNRr130OfzTWgIYqyJ1TeD4XFhGTLk5uVgCWCA9LY0kecjpPpToydgRbA2WHEsduBc7MRUZkJJKwWbmZ0xYrtjp7SuBEGgqKhIzyE+nijkcjl6e3vp7u4eZbUzWRDNIu41brwXejFXmkl3DyaNvBZGTRXI54mIYFtbGwDTp08HoK2tjSNHjkzovYuvLab4qmJa/rmFqy69imuuuYZMJsMf/vAH1q9ff8bI78kwdepU6urqAAgEAhw9elQnfC6Xa8x9UZVUBq4ZQOlU6PtlH6FQCFVVKSoqYv78+fq2TSQS2Gw2NCBrKSbqm0XMOwNFtiFEe3HH9qEtfwU0lYHvDdDd2o0gCIUThvnrSNStI+msRU4HsXt/R76ym6LHfcQ6Y0iShNPp5PIrrkSwF/HDpkI/nynYhP/J7xLp7+KDH/wgF154If9vc5yYtRx780s0P/lzUqkkLpeLe+65h+LiYv73f/8Xt9utn0wNDAzg9XoxGo1cd911SJJUiIozOGmf/X58Xa/h7dvOVVddhSRJ/PWvf2XevHk6mX7llVc4//zzWb9+PU1NTezqiGC7/qsj+vtKbv0P1GwK/2P/T1+vzhU34VxxM50/vP0MbvG/LZwjgOdwDqcI0eI8Ru68Fcju8mMkz3ysJy0fC5APdZMLdQ+77iEf7kHLnSGCNUHY7XbdaPj4KC1N03Sj4YGBgTNmNCwYBZyLnLhWuXDMc6CpGtEdUUIbQiQOJCZ0ZJJlecLJEpOJNxMXJlpEfJf48F3qQzSJhF4JMfDkwIjS6PEwlZt0MmidYkVTNBKNCaI7osR2xsgFJl6+NhqNlJeXU1lZ+ba1B9hm2vBe6MW5xImaU4lsjhB4MUCms/C9sNvtNDQ0jCKC2WwWg8GAKIpks1leffXVCe2fsldm+ren0/3bbkKvhPB4PNx2222cd955dHV1cf/997N79+4z8llPBJPJxIoVK066fyqKQjAY1KMTjQuMVH+smpZvtoxQUodPS+dlGy2KD+pXgLsSKZfAEWzEETiIKTWAAOSdeQKXB5B7ZRr/p5FkIklZWRnTp09HlmXS1lKC5ctJeKuw1X8HQ8yA9HAan8uJzVvK+266lodbjezrDCGoChl7ObZwE+x4hPdefUlhYGfja4Sr1xIqW4Y50krwqe8x0NGMxWLh85//PNOnTy/Yx0iSXqEIBAI6Cb7hhhtoamri1Vdfpb/qfKJFc6jb9xsaKoq47LLL+Mtf/kIymeT2229H0zRee+01Fi1aRGNjI9u3b2d/bwLjVV+m+1efJOcvnESUf/AHZLobCT73E33d2eZeSNFVn6Xt29eDcmb2+781nCOA53AOY+AYySsfpuQVSrfjk7yeY3//DZC8iUAQhBFGw8crDtlsVlcFJ1RuO01IDgn3GjeedR7MlWZygRypbSlyO3PIKfmU4sImE0MK3sDAAAMDA/oAxWSQYtE8SAQvGySCG0L4n/STC56YzBncBhyLHDgXObHNtiEaRFJtqQIZ3BE7pUQSt9ut+0qO1R7Q399Pd3f3GWsPMLgNeM734H2PF9kjk2hMEFwfJPpGFE3RsNvt1NfXU1paOubzhzJxJ4Laz9Qi2SWav96s31ZfX8+dd97JnDlz2LlzJw888MCY0XKTCafTqbcpOJ3OcffheDyuE75wODxKpaz/cj2SWeLoV4/C4F2CwUTN6quxzr6ApLMGQVPJtW4nsP1prJE2KivKRlkHpSvThN8TxrrbivEN4yiPyUQigeosJz6/DmHOc2Q6rkTuqODCOZUs8il89tu/IX9kIzNmzkBuWM5A1fmYzUa+siDLH//4J5595mnmzZsHZbPoq78cNBVxy29p2vIMBoOBf/zHf2TZsmU89NBDJJNJfX1Eo1GcTifTp0/n/PPP58UXX+RIWxetcz6APdJCadvz3Hrrrfj9fp5//nn+/u//HkEQ2LFjB2VlZeRyOV544QUO+9MIl32R7nvvJtdf6LOs/Pi9xPe+QGTj7/TPecwb8EMosbe/R/StwDkCeA5nLUSzo6DgHd+X56lAOp7khQfJXbBA7grX3e8IkjdRmM1m3Wh4yDtsOCKRCF1dXfT19Z1yzNrQsMTJ1DrZKKOUKKSmpkjXptEMGsYeI5ajFsydZgT11AifoigTsjQxmUx6v5XD4Rj3RzmRSOD3+wkEAoRCoUkjgt6LvBRdXoRoEQm/GmbgiYEJqXqiWSzkFS9y4ljgQLJKZP1ZnQwmDid0cnAivO3tARI4FznxXuTFPstOPpIn+EqQ0MshcsEcNptNVwSHbxtVVWlqaqKzs/Ok+6RziZOau2s48q9HdKVxCEuXLuX9738/paWlvPDCC7oP3WRAluURrQgnU/tCoRD79+8/6YDOUNJJ12+6STYXrFus09cgmqwI/iaK483Yw0chm2TXrl06iZdlWc+cHpqij8+NE18Yx/2KG3PHMQLY29vLvn37EASB8vJyfP8wA7U6Sqbl0/zrLCO7Wvt5+S8P0nbkEKFQiPLycqbMmEPt6qu4dkEF/29bBm3PE7S+/izV1dUUVU+ht/5yUvZKbC2v0PzET8mkU3z4wx/m0ksv5fHHH6e3t1d//6GWjAsvvJCqqioeffRROkz1DNReSPXBh1hU62X16tU8/PDDvPe970UURfbt2wdAdXU1jzzyCC3hPPmLPk/Pb/6JbF8TADWf+zOhl+8ltv3xY9uppIGKD/2Qnt9+hmzvxFoL3uk4RwDP4V0NneS5ywevB0me9ziSFw+SH1Txji/ZarkzMyn5twyv10tFRQUlJSVjGg339fXR09NDKpWaULLEeMkeJ4JqUEnXpklNSZErySGkBSwtFsxHzKj96kmJ3VBc2KlClmVKSkqorq7GZrONSwaPL8u92YGCMYngkwPk/BMr7wqSgG2mrVAqXuRE9srk43liu2KFvsG9MbTsyQ/3NpuNysrKt609wFQxODSyxo1oEontjBF4MUDiQKGnbUgRHL5dstksbW1tJySCgiQw43szCG8J0/tg76j7JUnisssu46abbkIURR599FGefvrpU54OFwRBV/mGypjjIR6P6ybms2fP1vvgtm3bRiRy4kEvg7eK6k/UY6nJkmj+Armgn8S+9ST2v0Q+0sfs2bOpqKgACkNO27dv1/s7hwhdQ0PDYPauRnhdmGxFFu8zXuSIrA+OdHZ2EsmC+z0fwjZ3Bfb6b+PJOPhk0d/xP/vMhNMqroFdCIdfprVxH/F4nC996Ut4i8v46QGBlKMKe7CR7OsPkw71MmXqNCJVqwmWr8AcbSf45HcZ6Gji5ptv5pZbbmHDhg00NjYCxwigLMvcdNNNJJNJ/vr4E7TNvB1RzVHX9GfueN/7OHz4cEFlBNrb22lra2PNmjXce++9tEdVUud/Wid2gtFCzWceYeCv/0Py4AZ9fZobllB6y9fo/OmHUaL9nA04RwDP4R0P0Ww/buBiSMkrR7IcmwQtkLye0X154V607Ns3Dfi3hKHkiCHiZrFY8Hq9uFyuSe+jGw5N007YS6e6VUzLTNiX2zE4DSSbk4ReDRHZEtEHCM4EjEYj06ZNo7S09KTefIlEQieDQ435pwPRJOK90EvRFUVIVonQayEGHp84EQRAAEudpVAqXuzEXGVGzarE9xeGSKI7oyixE5PjoRSKocGRt7o9QDSLuFe58V7kxVxlJt2Zxv+sn8iWCNPqp1FTUzPqOdlsVs+AHosIlr23DPc6N42fbkTLj/3TZ7fbuemmm7j00ksJBoM8+OCDbN68+YTLOtGBo3w+r5uVBwKBEWpqdXU1M2bMACAWi7F169Yx+kedWGeuwz73QkwVM9DUDhwzf0LgxTy9D45MRxEEgfnz5+sWO5lMhu3bt+PxeKirqxul8qsGleBlQTRJw/eMDzEroiESLl1IoHwFWi6L9chzeEuOEHlPmOX+5ex7vINM3VoixfMAAZd/L4ajr/Cpv7+LZ555huaWFrSapfir1qGKMq72Vwm9/ihVlRVQOoPe+ssLy7rlNzRvfoZLLrmED33oQ+zZs4c33nhjxOcfiorbvXs3Gxp76Zp+M6XNT3PxNBezZs3CaDTqE9EbNmzg2muv5U9/+hMHe6JEV/8jPfd9lmzPYQyuUio/9iv6Hv4y6bZjfZ/O5TfhWv1eOr7/Xs4WWnSOAJ7DOwLHk7zhJdvhJE+JhwZJ3WC5NtRNbmjw4iwleUNn0BPJgZ1skneyIYnh/08IEjgWOPCc58Ex34GW04i8ESG0IUSyMTmpyz4cRqORmpoaqqurJ6RmKooywoD3dNTB44lgeFOY/r/2nxoRHFr+EqOuDFqnFQY/kkeSRHcWSsXZ/hOvf5PJREVFxRlpD5gIbDNt+C7z4VzkJB/JE3k5wszMTKSsRD6fR5KkUYrgWETQVG5i2v+bRvuP24luO3GJt7y8nDvuuINly5bR2NjIfffdx9GjR4FTsxyKxWI64YtEIuOqpoIgsGzZMt278ciRI4XJZ8mAZcoy7HMuxDJlKSCQan6DxL71JJu2UfZeH561Hg7/8+FRk+GiKLJ48WLdb1BV1VEnMn6/n5aWlkIv6IxSAlcEkP0y4qaZRKZcRtbswd2/G2/PFiQlQ0lJCcoVCvsT+2n8QiM+i4/aabPJ1q0mXLKIaW6Bv5ue4/9+90e2b3wRh8NB7bRZhKvXEimejzEdxLT3MaRgC57y2kJJ2FGNteUVmh//MYsWLuDuu++mpaWFjRs3ks/ndSVwwYIFLFu2jKeeeoo3zIvI2MqY3fon3ndrQbWNxWKYzWYefPBBPvCBD7B+/XreONyJf/nH6X3g82S6DmGsmEn5nd+m+9d3kxs45r3ou+qzyJ4Keh/4PGcLzhHAc/ibgWiyYfBWYnCX61YqQ0MYkuWY6amSCA1T8Eb25p1NJG+I1E2E2E12XNjQD8lYSkc2m6Wvr4+Ojg6SyTNHygxuQ2Fw5DwPplITmd4MoVdDhF8Lv6ks4hNBlmVqa2upqqoa4QE49KM+3npOJpM6GTxVdVAwCngv9FJ8RTGiTST0Uoj+x/tPO9tWckg4FhaUQfscO6JRJN2V1vsGx4qmG46JtAd0dXWdtIR5OjCWGfFdUiA8oiRiabFgO2ijcXMjXq+XsrKyEdsgl8vpGdBDRHDKV6eQC+Vo/2H7hN5zzpw53HXXXdTV1bF9+3Y2bdqEwWA4oen4cJVvwic3FAZEli1bBoJA0lzCUcWLadoaJIuDTM/hQon34AbU1DHyKjkkpv/PdEKvhOh9eGRpWxAEqqqqmDZt2pjEr7m5We91nD59OjU1NSSqRKLn95ANnE9qbz2uo89Sasrrz7/ggguwF9v5P+X/UNoUOn7cQSwWo6ysjNqpM3nPNbdQW1bEN/ebcQQaMRx5kd7DuykrK8NePYuBmgtJ28ux+/cj7P4LxU4L4cqVgyXhToJPfocyt5XPfe5zRCIRnn32WT2lRhRFrrzyStxuNw//9TkOT7sNT+8b/N2KMoqKiujo6KCmpobf//73XH311Rw+fJhXdhyie9FH6H3gX8h0HcC+8Aq8F3+Uju/fOsJuq/yDPyDTc4Tgsz+a8PZ6p+McATyHtxyi1Y2xuBa5qObYxVuFZD3WK1MgeT1jTti+m0mewWCYMKmbzLgwRVHGTZY4UVyYxWLRlaGxjIZDoRDd3d309fWdUa816wwrnvM8uJa6EGSB2J4YoQ0hYrtjbzp+biyMRwSH8lgNBsOY6wMK6zocDuuEcKIkWTSJ+C71UXRFEYgQeC6A/2n/myqBC0YB+1w7zsVOHAsdGOwGcqHcsSGSQ4kREW7DYTAY9KGhsRSwRCKhp1CcCgmaCCS7RPXV1TjPd6JaVGiGlkda0No06urqKC8vH5MIdnR04LrQRemtpTT+U+MJvRSPjx1cvHgxy5Ytw2g0snfvXnbv3q33B0ajUX17RqPR0+6NlJwl1J1/C0LDSnJmD0IqTHjX8yT2rz9hRm3xtcUUX1PMkS8eIRfIIYoiFRUV1NXVjZrqHVreN954Q/9OGo1GVq9dR7R8GcHy5Ri9GzBWvEDy90man27GaDSyYsUK3G43t99+O9u2bWNrZCuR8yK4N7jJ7c/p2/rHP/4xTS2tvNieJ1S6BEW2YQ8dQT6ynmj7AcorKshWLsFftRYQcba9jL13F1rRFHobrigs4KZfIwwc5d/+7d+IxWI8/fTTZDIZNE3DZrNx880309HRwSONWcKlC7nLcZA5M6bQ1NREQ0MDr7/+OlVVVeRyOZ7csI32eR+i98EvkunYh++KT2EsnULPb/5p2MYWqfnsH0cNhrzbcY4AnsMZg2hxDhK8WozDyN4Q0dPyOXLBTnL+NnKBTnLBLl3V07JnTjl6qyGK4rhk7nhidzrDEuPhRHFhx///Zst2giDg9XqprKwclbsLhd6nIaPhyZquHAuiRcS10oVnnQdrg5VcJEf4tTChV0NkeybfXFuWZb00fDwR7O/vJ5VK4XK5cLvd4xL2VCql9w4Gg8GTbgvJJlF0ZRG+S3yoWRX/k34CLwTQcm/yUC6CbfqxIRJjsRElqRDbEyO6I0p8Txw1PTbZdDgcuq/k8aqwqqoEAgG6uroIBAKTNjgiCAJrz1+LOr2QtJL35km1pwg8EyCzJ0N9TT1lZWUj1nsul6Mj2IHlMxbdE3A4TCaTbsQ8VrSgwWBgwYIFzJs3j0wmwxNPPMFTTz31piajBaMF64y12OdeiLlmHmo2hSN8FHe4EUusiz27d500uk40iUz/n+nE98YRnhWora0dRfyCwSAOh0PfPv39/ezduxdN05i65mpYeis5kxtj6yYqw7uJrxogXZWm5zs95HvyLFu2jIULF7Jw4UK++93v4nQ5iV0QI1eco+iJIsSMiNfr5aabbuJ73/seLS0t1DVMRa1dRrBsGXmTC1u4GePR9Sj9TfjKawhUrSVaNBdTsh/X4aewiTl6G64oTAkfeZ5pWgfXX3cd6XSap556Sm+lmDJlChdeeCHPr3+FF+0X8N6KMHNLLcTjcdxuNx0dHXR2djJ16lS+/r2fYrnlf+h96B4y7Xsp/9D/FjwAhyl9QxPAQ485W3COAAoCDJVvjBaMxbUIRhtoKkoiTC7QDqoy4nHnMBKiyYZcNKjoFR8je5Kt4A6vKXlywa4C0fO3k/O3k/W3kQ/1FPIn34EQRXFS48ImClVVR5kQj0fszpSJ78lgNBp1mwmbzTbq/qHg956entPK350oTFUmPOd5cK92Y7AbSBxJENoQIro1ipqZ3P3uRESwp6eH9vZ2rFarriaNpcoMPX64Onii4QqD20DJdSV4zvOQj+Tp/0s/oY2hSVM8zdVmnQxa6iyoeZXEwQSxHYUhkrHK7KIojvCVPB6ZTEYfHJmM9oBp06ZRW1uLhkZTrgltsYZjgYNcKEfwxSDJLUlqS2pHEcHABQHS+TRH//MoDodDH94YskU5HpqmjVD5ZFnWjaTb2tq4//772bv3FIiDIGKuX1To65u2EsEgk27dVejrO7KZYo+L+fPnA4Vc5M2bN5/wxEAURepvqMdytQXfkz7k8DESPjAwQHNzM7FYDIfDwZIlS/R9tCOYIFR3IZZpq7DEOvG1vsC2F/5KTU0NtVNqCVwWQDEoKPcqVBZVctttt7F3716+//3vF6yDppbh+YwHc48Z92tuFi9ezNy5c7n//vv1HOJsNktVdQ1azRKCZcvJWbxYou1YWl7BFGnHUDyFvtqLyFp8uHp34OneQqRyJaGypdiDh5kWep1rrriUfD7PU089pX8nLrroIioqKvj1K41ctHIR9swA5UUePVrv/t89yF3vv4OP/tev8Fz5aYIv/JzEwQ1UffI+gs/9hPie5/TfdO+ln8AybSVdP/0wqGeHCTSczQRQEEFTkUun4Fx8Faaa+RhcpaN6eDQlT87fTvLo68R2PDGYwXp2rjbBaBml5slFtRgcPgA0VSEf6ibrbz9G9gbayIW6CyT6bxxDwxITUesmEis2UQyPCzsZqTuThOlMwOVy6UbDxxNhVVUZGBigu7ubQCBwxpZBMAg4FjvwnufFNtuGmlGJbC0MjqSaJredwGAwUFNTQ01NzZhEsLW1lVQqhc1m00mHx+MZVx1Mp9M66RhPHTSWGCm5oQT3KjeZ3gz9j/YT2RqZ1EOU7JP1iWLbDBuCJJBsShYmindEyXSPVsCG2gPKy8vHJLyT0R4wlBkLhROLLVu2YKow4bvUh3uNG1QIbQyR2JCg0lpJeXk5oiiSakgRWR2h6M9FGJJjn6Bls9kR636s715DQwN33XUXs2bNYseOHTzwwAN0dXWNs7QCxooZ2GatwzbzPCS7h6y/jcTe9SQOvIwSH/kdWLhwIUVFRUDB2uTw4cOjXlEURSorK6mrq8NoMeK/xo8hYsDzsof+/n5aWlpGRft5PB4WLl5KpHwpwbLlCPk0JV0bsYcaaR+M1xMEgSVLlmCvtBO4KoCxx8iC9gVcdull3HPPPTQ3HzPTdq91U/WRKrK/y/Kp6z5FJBLhpZde0u/XNI1gMEg8Hsfj9SJULyJUvpyMtQRzvBt7y8vYUr0kKpYRqFiJlEtR1Po8GEz01V2KnI1R1/UCN1+6FkmSeOqpp4hGo5hMJm6++Wb6+wcwF1fT2BVkRY0Ds7nQevFsp8RlVQrfPWihNyXqyyIIAsnDmwlvephcXxOi2UHlx+8l+vofiWx6eJxt9+7E2clkKJQnS275GqbyaeM+Jh/po+tnf/cWLtXfBgTZPKI/b4jwGZyFWCZNUwt+eYNELzuo6uWCnX+TETpvZ1zYWN50E4kLm3RIBgRJHrwYQDQgGGSEoWvJAKJ87DbJAIOP1Z9z3P+CJA973eHPGX2/KBkwGM1IRjOCZEATJTRBAkFEY+ikSzvj60GQwxg9O5DdOxCNEZR0MbnQEnLhBWjK2OrPab+XIABjDYVoBeFB09CUHJqaR1AVREHDgIYoaAiqgqApCJqq/42qkM+myKSSpJMJsukkKPnCayh5DO4YrmV9WOuSZPplQq/aSB4VBx+TR1PzaPkcqIXHa/ncsNsGH6Pk0JTcCb/Hkk0qmE8vdmKfZ0cyS2R6M4WJ4u0xkk3JUb8qPp/vjLUHLF26VJ9y3bp1q/4akkPCe4EX30U+JIeEdlTD3mjHEXGgyRr9N/Vj32vHvr+w3YdUPr/fj9/vP6VM5OXLl3PHHXdQXFzM888/zx//+Ef9+cayaVhnrcM2cy0GZwn5WIBk40YS+9brxsRjwWKxsHLlSiRJQtM0tm7dqr+mKIpUVVVRW1s7otc0VZsisi5Cz/d6COwe+6TKXL+Y4ss+gegoxt2/E1/P64hqDkVReO211/R+zaGYOnWKSvj8MMsTy5mdms3nPz96Srb+nnpMHhNfqfkK9//mfnp7e8e1DopEIlisVoTyOQQqVpKxlWGJdeLs2IhZSTFQeyFJZy32wCHc/bvpr7uYnNFBTffLvO+82ZhMJp566ilCoRA2m433ve99ZPN5nu+14JIV1paqBNLQFM6xvEzmxw/8mbbZdzLw2H9jrJyBc8m1aEoOUTaT6TlMpqsRx6LL6fzph1AT4Qlv83cDzloCOJT7dyK82wmgYDAh+6qOlW8HyZ7BXaY/JhfuLah4w8hePtg5Ynrq7cBQk/3JyrCyLE/qsEQ+n5+QAfHxcWGCwYRgtCAaLQhGM6LRqv8vGs0IsnkkyRokYwySsdGk6hih44T3D972JqHlszrRGLrmpP/nj3tOgVgYRHDabTjtVgzi6ENQIpEgEo4Qj8dQzxQhFDTM1WkcsxNYpyRBgGSLhfh+O6k2M2iTMzUtiRIejweP1zOiv1NTNaKxGIFwhLyijdh2stmKxWrDZLFhNFtBKpBl/SJKaIKIikheA0UT0BD17W5wdGEqX4/B2ko+WUe2/3KUVN0pL/vo7T1ye6Lk0bQ0srsTY0knptJuJHMWJS2T7vKRbveS7rajZRS0QdIpaipOuxW33YpFFhGVLKKaRVRyCEqWVCxMb0cLvV0dE1a7KyoqmD17NgCdnZ0cOnQIi8Wi9/K5fW6yU7MkZyXJu/MYAgZsB22kq9IoLoWiJ4v018rn83R0dNDe3n7KarvBYODyyy/nxhtvBEHk6V2tbMlUIbrKUBIhko2vkTj4KpnOA0z0Z7euro6pU6cCBaud7du3j0n8oNDT19zSTOnnStFyGs3faB5xv+QswXvR32Odvop0224Mex5lVoVbv9/v97Nr164Rz/H5fCxatIjMqgyRKRFK15fy/H3Pj1pOU6WJaV+fxvmG8/n1R3+tG8SfyDoomUwiiCJK6SyCFavIWEuwRDtwd76GanEzUH0+IODr2kTSUUXCO50i/y7uWuDC5XTwi1/8gk2bNnH3F7/G2kUz+UuHTEtc4tOz0jT7k9iUOEajzPoNr/F69Xvpf+Tfsc1+DwZ3Gf6nvk/JLf+O7C4rVGCCnfTcezeo6ju2Lel0cHYRwMGyL4Bt7kUUXfWZEz680Ls2fi5kYu+LRLc9OqmLeEYgycjeqgLBGzZ9a3CXIQgFcpSP9Ou9eXr5NtDxlkadTTQu7ExMwA4nb5lslqyikVUFcppEHom8YCCPBLJ5kMRZxr6WB0mdafA22YxgtCCIJx7u0AnWWKpMPlf4Ac3nj6k34/4oj7x/fKJ23G2D71lQinIwfDnO0AFREASKioqorKwcUy3I5XL09vbS1dVFPB4/I8sABUXLtcqF5zwPlhoLuWCO0MYQoVdD5AYmp+RuMBiorq6mpqZmRPuApmn09vbS0tIyZk+cKIp4PB69XDxWTyUUSsxD6lUgECAWi2Ff4KT05lIs1SZie1MMPJEk28cJTizGU3yPv228kw0JgzeCubwbU0knkjWKphjIhWvJhaeTj04HwVl4rOEkarumQj6Dmk2hpBOomRRqNoWWTaLm0mjZof9TkM8wtbYKAwrkM+RT8QK5HCSWopJF0PKARrosTXRaFK1WQ4krSHaJ/P15KrSKEceUfD5PZ2cnbW1tEyaCclEttlnrKJ53HlfM8rGyOEconuahx55m45OPnNb3SBAEVqxYofcm5vP5Ua0UfX19tLS06N8R2xwb9f9cT9sP24jtiIEk41pxE86Vt6CmY4TW/x/JQxsxGo2sXbtW/9yqqrJ79+4R7RhDJfYVq1awdcpW+uJ9NH65kUxk9O/Cdd+9jlZ3Kwf+5cAor0qPx6NbBx0/6KaqKrl8nlzxTAIVq8hai7FE23D3bifum0nMNxtLrANzvIdQ2VKsiR5urYpRW+rlR8/twzrrfO6emaY7KXBfs4kvzk3T3dNLRXkZzS2t9GaNPJaYRqa/BYPNTeLgq4Re/AUGbxXlH/wBolwg0pmuQ/T94SuF37yzhASeNQRQMBjxXfPP+B/9BjAxAjgRhLf8gcgr973p15kUiAZkb+Vx5dtaDJ5ynYDkY/5jgxgDg2Qv0HHGrFWGhiXOVFwYFHZgTTSgikZUyYgqyiiCgawmktNEsppIHglFMKAIMopoQJWMaJIRzWBCOJ7UyeaTEjY1e+xHSM0m0XJp/QdpItdqNoWWS6FmUoWoubPkgDMeTCaTbilitVpH3R+NRunu7qa3t/eMDreY68yFwZGVbiSrRPxgvDA48kb0zU/ZUjjJGeoRPBUiOASLxaKTQa/XO+53JpPJFCaLgwFyU3L4rvVhLDYSeT1C/5/7yQ6ceQXfVG4qDJEsdmKdYkVTNBKNiYLFzK4E+aiEaLJgMNsoKqvEV1aF1elBlWRUsfD9VEWZLBKJdI5UTkM1GPXvqGS2IZkKSjrSyQmllkujZpKo2RSC3IW5cjfmyhbQBFJHKxDaG3DgQVJzg8pkDnJpBno76WlvJZeKF77r2ZR+YmzwVWGbuQ7rzHUYi2pQ0nFShzeTOPQqvtwAd7zvdpYsWcLBgwe5//77aWoav+Q7FiRJYurUqVRXV4/8OJqmE7+xBoXqPl+HwWOg69cuPBd9FIOzmOi2x4hs+r0ebTk0QDMciqKwY8cO3cNx2rRpTJkyhTvuuINtjdt4qfol6IS9Xx858GKxWPjJL3/C96PfJ3QoNK7HosFg0DOnhwyvhyOvKKR8MwhWrCRrKcIaacUaaSFSuoi8bMcROEjUWYeSy3J9TZ7l1XZe6JG5qiqHqsHLfQYuLMujKCqCAB2RHFnJwi+PHlMgk03bGPjj1wCByo/fi8F5TAHOdDfS99A9b3uF663CWUMAvZd/CkvdAr2kO1kEMNm8nYFHvvqmX+eUIIgYvBUYi47z0vNUFs7SKcSeDRG93KCql/V3oGXefGTT8XFhJ1LrTjQBqwGqZEIxmFEMFlTJXCBwgwf+4deaaESRZJ3EqZKMJhrRDEY0yYRwEkVQPREh0xWFwsF9iJSp2eSwxw57zFl0hvh24ERqgaIo9Pf3093drYfbnwkIRgHX0oIqaJtpQ0kqhDeHCW0IkW5789nQkiTpiuDw3tOJEkEonFwN96kbTx3UNI1wLEy0Joq0TkKySQRfCTLw1wHykbemZ9fgNhwbIpllQzSIpNpS+hBJur2wTq1Wqz44MpaPYiwWI5vNYrVaR5QVNQRUUUaTZBRRJpJIE0mkiaZyZFVh8OTOPHht1dV55/J9mMt6QJMQ5ExBqQyuQ8lOZez+zcH3GxxaEUQRTVVR03GUuJ98xF9QKYcdT2ZWuLnl/AVUl3h5bed+/vDXp/F3d6KmoqiZJGP9BEuSpJd6j+9NTqVS7Nq164QT4rY5ldT/s4d0901EdxsIPv9z8sOqWUajkTVr1iBJEoqiEAgEKCkp9HjncjneeOMNkskk69atY/78+axZs4YHHniASFGE8AVhMs9lOPLgEf31Vq5cyWc+8xk++/PP4rnLQ9v324jtOnEP5QmtgzSNhHc6wfKVZC0+rJFWpFyCmG9WYahQkpFdJawqynNNVRZJgA39BtYU5zCIAvsDChXGNFmDHUmA/zlw7KRS01R6fvVJzPWL8F70D2hKXv/dBIjtfpbgM/97wmV/t+DdTwAFEXPtAkpu/Q+UaP+kE8CBx79F8sArb/p1xoQgYnCXjZ689VYVyjiAkoyQG2gbOXnrb0dNT7yBeQgTNSAea1hCE0QUyXyMzA1eD92mGiz6fYrBjDp4O8I4xC2XRhu8qJkkyuBlFIEbVNFG3TaC5KV5t+/m70YYDAZKS0uprKwcUy1IJpO6pcib8WE7GYwlRjzrPLjXupE9Mqn2FKENISKbIyc0Ep4ITkQET6TwjAWz2ayTQY/HM+bJlyZpRKdGSc5NggTBF4P0Pd6HmnzrTmhEs1gYIlnkxLHAgWSVyPqzRLdHiWyNkGpK6e0B1dXVeDyekybZpNNpJEnSicSmTZsmZDNjnWql4V8baP12K7JPpujyIkzlJtItaaS9ZooTtYgGK1mzm4SrgaSjmrzZXfAwDbSTDXSiJsIIsmmclpBCdUEyWVjmy3NZRQ6zpPFKn8zLfTKZfIE8qqkoSiqGlo5hEVWcZglZzSIpaaR8CjFXuBjUDJKSZteO7WNOzgsGI84VN+NaeTPmit8hyodp/Ny+Uer1cPWvra2No0ePsnDhQnw+n74+W1pamDVrFjfeeCN+v5/vfe97LF68mPjiOIlZCQZ+NEDfjj4APvnJT1JTU8MXvvAFaj9Xi6ncxJEvHUHLnvy4K4oixcXFVFZWjrIO0hCIe6YTqFhBzuxF6TmEKtsw+Kr0feLW2jRLvAoPthi50O2n3Ovkvka4sV7FIIlIAnx5l5XhhD6262lscy4kvvtZZF81lvpFx95T0+j//VdIt+9515/ov/sJIFDx0f9DdpeNGOqYDAKoZpJ0/vhOtFwG0WxHTZ9+n5Joc2MsacBY0qB76Rm8VXp/gpKKjfLRy/nbB21pxsepxoUVyqlygaxJQ2RuiLwNkjnJohO5Arkzo0pjpB5oGkI+hZBNomXiaIMHunwySj4ZIRcPkY2FUFJR1FSscMkmzxG2cxgFu92uK0PHqwWaphEIBOju7mZgYODMTRKL4JjnwL3OjXOhszA1uj1KaEOIxMHEm9plx1N8TocIwugUi+P97VRZJTE7QWJWAvKQfS1L/zP9hAfCp/8hTgOCJGCbOWg+vcSJ7JZRQgrCYQFnjxNb3IZwAiUOCvYvnZ2dGAwGfWCitbVVz+09GaZ/azrxA3G67+0GAezz7RRdVoR9tp18zIDiX042eylCXsIWbsEeOow51ERPRxutra0TTDkREIxmrE4P115zNVdedB7JdJZHN+xk89E+JIsLR1EZFlcRmmwdVhUxFTxoj3+1fIZcPDx47CwcPwWjBVP1bESjldTRraQ7nqXm4yn6n4jjf6JPL/0er/4NTf5KksTixYtxuQpG/fl8nsrKSq699lp+8IMfsGnTJurr62mY2kDwkiB5W54jXzlCNpzll7/8Jc888wyPPPIIxhIjU78xFf8zfvr/1D+hbTAEi8Wit4IMtw7SEAg6GugrWoLsrRjxnJtr0lRZVWQRtm1+jSsvWM2OgEhCEVlXUlC4v7bHSiJ/bD2qmSRKIkzPb+7GuexG3OvuGPGauXAv3T//yCkt+zsR724CKIiY6xdTesu/A0w6AYzveZ7A0z8AwLniJmLbHz9574AgYvCUYyydgrGkXid9kr1gmqxmkgVyN2zyNudvR0kcK3dNNC5MNppAPk55G6bKjVDqBgmfajCjiWOUbVUFKZ9CyCWHEboYSiqGkoyST4TJxcNk4yEy0SD5ZKRAiN/lZ1Dn8NZiSC0YMhoey2ZiSBU8FcJ0qpCcEu7VhRxic4WZ7EC2kEO8MUwuePqDIycq/fX19dHc3Hxan8tkMulkcHjChWJWSMxNkJyWRMyKWHZZSGxOEBgInHKO7enCbrcX+hqLfVinWcnUZ8jUZFDNKlJMwtxmxtxmJtuVJRFPYDAYcLlcY7YHiKKIIAhkMhk2btw4oZOBkhtL8F3s49A/HUI0ebDOWIt11jqsDS5kzwZk1260HKh7NEravBjTx7aLoih0dXWdAhEswOfz8b73vY+1a9fS3d3Ntm3b6O8/Rpb0VoDWVtKqhGhxIFkcTJuzCIunGNVgJhDPEE0rSM5iTOXTkCxO1HwWQRD0yX9T6WPIrl3Ej/4LWlZGSUWR1QxmUUHKp0mGBwj1dqKkYqipKEIuyYzaSmwySPk0F5+3Gp/Py8c//nF9XS5atAh3tRv/lX7oBeUPCl/96ldH+AOWXF9C0dVFHP3Xo2R7T28f8vl8zJ8/X9/OR48epa27j6q7f4c4bIjo76amyarwULOJD0xJMsMFqqrxqyYzd9RnsBrgh4fMdCaHTeFrGn2/+wKZrgNYZ6yl+Povjnr/vke+Srpl57v6N+zdTQCBkpu/imXKMmDyCeDw2JiKf/gF0W2PEd/1LGiFspBgMBXUvJIGjKVD6l4dorFwZpOP9pPtayHb30x+oBXCnRjS4TGJnWyyYLC5kCxONKPtuLKqGUU6jswNllnHPHtUskj5wdJCPoWQTaClE6iZggqXT0QKhC4RJhsLkokGySSibzou7BzOYTJhNpt1VXAsm4lwOKwbDZ/Jfdcy1YL3PC/O5U5Eo0h8f2FwJLYzhpY/vcPreD5vMHrq81QhCAIul0snhA6Hg7wtT3x+nHRDGikuYd9jx9xqJhaJ6TF1kUhkUtRVg8GA1+vVbVrG6vXTBI10cZpoeRRlioJoFcn0ZIhsixB5PUK+N68PEwwpVsejp6eHo0ePnrQ9wNxQxNR/KyOy6zwE4+WgKqRadpI8uIHk0deRrDm8F3nxXuBFskqoh1R8LT7MoWMKlaIodHd309raOqF2hKGp8KVLl7J27VrKyspoa2tjy5YtHDp0iNbW1jFL2FarlZUrVyKKInlE9quVWBZdi5IIEXzxl6SObAYKpv2i2YGx2EH9FyxEd5iJbC1DtnuobJiOKheEgGhaQTDbEc0ORNPI4Su7QeVLc1M83QHrj4RRUzGUVBQycUrcdmRfF/mFr1Pvn8eVrgv5py9/AyUVRUlFEUSFqf85lZw/R+u3Wk+6PsbD+eefjyzLaJrGhlc3YppzMb5LPz7iMZ+dleRoTOKvHUY8Jo175qYIxZIoso2dQYlLKvLc12xiX3iksNH+3ZvRcmmMFTMov/M7o9772LDIuxeTl1H1twhBxFQz/4y8dD7aT6Z9HwCmylnIngpscy5AlC0FslfagMFTgSBKaKqCFu6GcBfSgacxxHsxZYIYjSYkmwfR50arXIIin4disJKXrTqZy0lm0gYz2lhTbpqGONgjUiB0aeR0EFM+BZlEoaSajqIko+Ti4ULJNR4mm06+7XFh53AObxbpdJrm5maam5vxer364MiQrYXb7cbtdjN9+nT6+/vp6urSpxsnE6mjKbqOdtHzYA+u5YUc4ppP1pCP5fXBkUznqfUoqqpKe3s7nZ2do4hgaWkppaWlBd+35uZTJoKaphEOhwmHwzQ1NWE0GgtksLkIV4OL9NI0kTURErMT2HfZqeuqo76+nlwuRzAY1AnhqfRdDsWtFRUV4XQ6x7VxSiaTupVNKBQqJIRIYJ9tx7Xche9iHyXXlpDuShN5PcLubbsxHjTqwwTDVdPy8nLKysrGbA8QLU6s01djnbkOc81clNSPMJU20fO7H5A8smXEsFw+C/1/6mfg8QE8azz4LvMRnh1G7VBxN7mxdFn0Xs7KykpdERxr/QwlxVRXVyPLMqFQiMcff5y6ujqWLl3KTTfdxPPPP097+9hTtMlkkpbWVkoXXcJA9flYZSvhLX8kuvkRtPyx99OyKZRsilS0H//TJRRdUUTv75+hrKieUmMPUOj96z5ybJADyYBkdiBanCxYvobVS+ahqbU0HTiANZEllMggWlyI7nIiNheyNA+D30Jr8StsSS6l/MPHsnXVbIpsaA+OOY9S/U8fIdXsQUlGUBKhY5d4CDURQklGxlXZhvaTTCZDLpvBXb94xP0CGl6jRjgrjlCyNoRcXFCWwyFrRLICHnn06wuyudBnnh17qMtcM/9dHwH7rlYAZV8NFR/5if7/ZCqAycObyAU6MZY0YKqZiygXzgbVbAop6cesppGVNKJSkL8V2YIi28gbrCiyFcVgHaXOifkUhlwSKZ9EyqcRdWKXQsynCz106UK5NZ+IkE1EyWbS7/i4sHM4h8mCLMu6MuRwOEbdn0gk9BziM1neNFWYCoMja9wYnAaSzcnC4MjrEdTUqZeUhkd+jWUAPFbk1+lAEAScTifFC4qxXmZFrVSRB2QcOx0Y+0eehMZix9TBcDg8Qh2UZRmv16tb1oyl8kFBOQuFQjrpS6VObEclGATscwtk0LHIgWSRSLWniG6NEt0WxaW5mDNnzpj2OClVpEcsJlU8G7lqLgDp9j0kD76KuWYfJde5OfRPh04+ECOAY4GDosuLsM20oYZUHEcc2JptiPljnnrDieBEIgLz+TxXXHEFN9xwA6qq8qc//Ylnn312hHpt8FTgvfijWBqWYI20UNzxMkd3bqa7u3vcxRXNItP/ZzqJ3QmmNk8d1ft3PLxeL0uWLOG2226jo6ODjRs3AtDR0UFjY6P+uNraWpYsX0rmmjRdqR6af5gll7YgWgokUjI78F3SgbEkRmjjNQimYiSbB8kycqBL01TUZAQlEdaJoZIs/D2rrgJDPkmkr5ODO7ZQ/uEfYXAcs23xGFXumZvi10dN7O9L4TWqfHmZgV8cNtGekPjItDSdSQGbpPFQ28gqQedPPoQSG8DgLqfyo78cc911/d/HyQc6xl2373S8ewmgIGKb854RaR+TPgSSLUypilYngiDqOYMjFkPJYcglkPKJArnLHbuW8klIRVCTYXKxELlM6u2NCzuHc3gXwel06srQWDnEfr9fzyE+U98tQRJwLHTgOc+DfZ4dLacR2RYh+GKQVMupe2+eiAgODAzQ3Nw8KURwCO6FbspuLsNQZUDulHHucSIHRyfL5PN5otEo+Xwek8mE0+kcd3I3kUjoGbvhcPi0c4AFWcA+r0AGnYuciCaRVGsK6ahERawCQ8JARhXIFM0k5p1O0lEDgogl3onUtZvQ3pfoazuKoigY3AZmfHcG3b/pJrRh4vZC5lozRZcV4VrugjxYj1qxH7YjDfabqapKPB7HarWeMBt6OJxOJ7fccgsXX3wxfX193Hfffezcux/XqvfiXHYDSjxA9vWHmF9UGI/JZrNs3rz5hCf+vkt8lN1eRvETxRiihnGzhQHmzp3LypUrueSSS/jhD3+IyWTSlbimpiZaWlr0x37sYx9j4ZqF/CTxE+iHvf++F00ddiLglZn6X1MJbQjR+2Bv4UbJgGR1F8igbejag2jzINmP3WawexHkkRnSx//GznTm+fDUDP+1z0IglkJ76X/57pfu5ueHJJqShe/HUm+OpZ4cP2saaZPU8b/vR02GkYtqqfi7H4+5LvxPfpfE/pfftX2A794SsCAgmiY323MImqahxAMo8WChzGxzD76lQODZH+MV09SWepByCQSlEAk29AMz9PfxPzhGiwksY58ln8M5nMPpI5/Po6oqBoNB/yETRZGSkhJKSkoK32dFQVGUM3eStQ3U/SrZ6VmkBRKetR4kv4TxgBFjkxFBObXoOU3TyOVyGAwG/QexuLiY4uJiFEUhn89P2mfRntHI1eVIL00TuDKAscWIfZcdOS7r7z3U1zfesqqqql8kSdLX/aRgH2gHNXI1OeQGmdx7cvgNfrRYMZnEUvKxBRhDCYo6N+AIHcGQL/TWlTdUM6u+St/2sZ4YtZfXMkedc2rvfwDUVpXMnAypmSlSs1OY28zYDtqQg/IIC6Ph+9qQOjoWGhsbGRgYYN26dXzhC1/gYFDlL51m8s2v4+jagmjPoyqynp60du3aExJALaMRS8aILYzhfsV9wvVvMpmYPXs2vb29CIJAPp/XS+tTpkyhpqZGVyVnzpxJuCuMa5+L0EUhlt29DOP2kUpxenca6WKJungdhuBYlCNZuKS7IA34C7dKkoRkKrREtfWGCCgmfJd9csQzSy0qGQXCWQHJZMNz7b8AqcEhmIK+NZCR2D1G58fQVLRgNI++cxCiyTZYBh73Ie9ovHsJ4BlE6IWfEdvxJADFN/3biPtSTW8QEbOYvIXBE04z3eIczuEc3hoIgoDBYDihafmkQAXrIStao0amIkNqeorUuhTpFWkszRasR6wYom9+GSRJOu1UnfFg6bXgeNJBqiFFfH6c4HVBLE0W7HuPqV3jQRCEM7JMw6GKBvLpejI900mmK5CcRzBZt2IueQbKnkbulzEKZoS4GfLHlmP4tlfaFKKroshe+aSfafQCgHWvFfWgSmpKiuTMJIErA8h9MraDNkxdJgRNOKV9LaSa+XWzlYa8iesqknx+TordOZXdQROKMvL5E1q/uyGyJkKuOIfZPz7pcbvdVFZWsn79+hFWLEOQZRlZlrFYLJSVlfHKK69g6jVh32MnvjCOKWDC1HtMzDAdNZGfkSezLoPt2ZPb+oyAmsOYiYC/iXR4tGJeatboS4sMefz5n/0RzP07cuE+kCoAgVmuPAs9Cpv9w6a303GdABocxRNfnncZ3r0EUNNQM5OfH6opeRIHXwVAtLqxNCwZ9pYaajYBZpl0+s2nBZzDOZzDmYMoikiSpFuHDMcZVwWbwNJkwWg3kp2VJTUjRXJWEkOXAeNBI3KbjKCdmiooSdIIRXAIb1YRHL6erE1WLC0WktOTxOfGSTWksDZase21FdQbCqRq6DIWhquBp1v+hQLpS7sbSBbNJO2diiYZkeM9OFtfxx48jFVLo8rFpCpSpGpTxBbHiC2NIfVKmJpNmDvMyLljKqa5w0x0RZRUbQrLPguKopzS8hkMBiRNwtZow3rYSqYqQ2JmgvB7wkhRCeshK5YmC6IinnD/UmQrkeq1JMoWYkiH6d30KA/G2li6dCmLFy9m6tSpvPrqq7S0tIwwv1ZVddy+VpPJhLnFTGJWgsiCCPYn7WMSMaPRyOzZs0kmkxw6dGhk/+Ew4qppGhUVFWiaxpEjR8jlctj22ciWZImsieB41IGQPPb65o1m4lfHidZEMR2eWKXLZDLp20aSJNR0YlQJuMys0pM6NlBUdNk/AikMjiK0ROGxGUXAJI1cx8P7+mTfyJi94VAziXf1EMi7mACqZHsmZgR6Kkg1bUNNRQGwzT5/RGasEgugZZJEMuiNs+dwDufwtw2j0aibzw7FqQ1XamKxmJ5DfEYGrJ4p9LM5lzrxXejDerGVXDBH8JUgoVdC5MMTn9QXBIGKigrq6up0a5whdcjv99PS0nLCSeihIZAhi5axElgEVcB2yIaySyE6PUp8eZxYfQz/034CzwVQ0+oJh0BEUdRL8UNDIEM9gScbAkEyYKlfjHXmOqxTVyCarGT7mklsfIjkoY3kwz3651i3bh1GjJibzWz77TZUo4pzsRPXChf2lXYSqxIkDiXQDmp4A158Vh/mTjPphjT2g3YkSSKTydDd3U13d/eYyybLMrW1tVRXV49Q4DRFY2DTAK0PtiJWiBRfUUx+aZ74gjjWI1asjVYMqUJLwlD0Xyqbx7n0WlxL34umqUTW/x+xHU+BWtj+L7/8MmVlZXzwgx/k6quvZufOndx7771UV1fjdrsRRZGurq4RPXoAU6dOpa6uDoDUcynk22R2x3YT3z1SIHE6naxevZpp06axfft2XnlldMLVrFmzqKysRBAE6uvrOXr0KC+88AIA8+fPx/eaj8CVAWLnxdj71b1oyjHyVOmpJL84z44/7ECJj7RlEgQBu92Ow+HAbrfj9XpHqI92ux0104wSD+hDIAIaJWaVXaFjNGbIhzfdtousWoSptIG0ImA6bug83bFP/9tUNWvU5xxCpufIu7b/D97NBBDIBTtRcxk9TWMyEN+/Xv/bPveiEfdl+yafcJ7DOZzDmUU2m6WtrY22tjZcLheVlZWUlJToaofD4WDGjBlMmzaNgYEBurq6CAaDk7oMWk4jsjlCZHMEc40Z7wVeiq8spuTaEqI7ogRfDJI4dHIDaE3T6Orqoru7exQRLCoqoqioiEAgQHNzs04Eh0yifT4fXq93VNLKEIbbwPj9/oLatBGkRySK/z97/x0ex31f++OvKdt7QVt0sICdFJskUr1atiW5t/gmcYnj65T7fJMn9Zdr39Sb5F7fVCexHde4yFWyZdmW1SvFIrGIDQCJjkXZ3uvM/P4Y7BCLQoIiVSzi8MED7mLL7Ozszvmc9/t9ztsaaLi7gcBtASIPRog/EWd6eprpaT0qrGYDEwgE8Hg8BgGUJMnYrt7eXvL5vPH4hg2MKGPt2oZj3XXY11yDaHVSjoyQPvBDcqefoRqfWHQ/TE1N0dHRgSRJNDc3Mz4+TvLZJMlnk0hOCfcON57dHpzvdFLWygyeHsQ0bcLUaaLiqWBKmbBYLHR3d9Pd3U0ikTB8JWVZprOzk7a2tjriN3/6F4AhGP23UT1q7o4g/hv95DbksA5bcZx20CKGcK6/gZnQHlSLm8zhn5J67tuLxnlOTU3xt3/7t+zcuZNf+7Vf47Of/SwPP/ww09PTqKpKV1cXU1NTBlk1mUy0t+sKl6IoDD09ROu2Vprf08yZY2fqettaW1tZs2YNsizz8MMPL3oMnD59GpPJREtLC+3t7Rw4cAC73U4+n+fEiRNc7bwa77Ne4rfFWfeRdZz6z1Pntv07U7ivctPyvhZy9+dwuVwG4XM4HEtaA2kIWNo24PVehWg+N8nrM2uYJZgqnlMEtUoJkEkf+CFZuQ3Lnb9NSQVZBEnQUDQBTVPJHdfP46LFodu9LAK1UqrLT34z4k1NANFUSqPHDCPoS4VSyFA4exAAU0MX5qaeur8Xhl4CQTKMoFewghX8ciGVSpFKpejr66OpqYlQKITX6wV05armwVcsFg1l6HK3exRHi4S/Fmbqu1N493rx3+Kn+4+7KYaLxB+Pk3w+eUGrkrlEsKWlhe7uboMI1ohYoVBA0zTsdvuSj5NOpw1Clk6nFy0jKxmFqfumiP0iRuM7Gmn+YDOBOwPMPDBD8rkkaLplTCaTYXh42BgYqW3HXKXHbrdjt9tpa+8g62gl4eyi2LAeweKgEhsn/eKD5E8/QyW6uE/eXExMTNDR0QHo5GZ8/NzJXMkqJJ5KkHgqgeSW8Oz04NntQd4p6ykR105jOmgikAwgz/bb+Xw+fD4f69fritFcwlJLBBkZGVnSH7ESqzD57Umm758mcFOAhrc0UHxrETXdSjHVg308TuDsj4lPnaIkKpwvyfjQoUMcO3aMe++9l3vuuYdcLsehQ4cYHh5m3bp1HD58GNCtWmoEdWJignK5zNR3p1j16VV4r/WSfD4J6ES8qamJDRs2MDw8XGf3MheapnH8+HHWrVuHLMuMj49z1VVXcejQIUqlEi+//DI7LTtxHnWS3Zul60wX+ZN5g+iZD5uRbpDoyfdgji7ibTuLqmwn5+ki5+6i4O5ElS048ykqsXEsoV4Amqz6Z2B6TglYtLkAnfxmjz2Cc9OtlDxrALCIkFcgfeB+KrMlYNfOexCkxWmQngX85i3/wpudACIQf+preGbzcpV82vhLNTFJ9uVH627t3HzbeR8tf+ppUHQ53rnplrq/qaU8uZcfXSF/K1jBmwC1ZIdwOIzD4TASR2rTkFarlZ6eHrq7u4nH44bR8KX0tM2HWlCJPxon/mgcxzoH/lv8tHygheb3NpPclyT+eJzi6PnJp6ZphMNh4vE4PT09NDU1GYRgsfSUcrlcZ/Z8MV6JlXiFiS9PEPlZhKZ3NdH28TaCdwWZ+eEM6RfnfPdWq8zMzBjRZ7UoOH8giLV9E9lALznvahSTHVMpiT9+AleiHyU+RiwaJUaexKyX3fmQy+VIpVJ4PB5DbVrMIkdJK8QfjxN/PI7slWn/VDu2bhvaXRozlRmUAQX3pBtXxIVYFeuIX81U+9SpU4smdywGtagSfx4081vw7A5i9jyGvf3ryC4ZVXXQXGmmubnZKA0v9bjlcpnvfe97PP300/z6r/86t99+O+Pj4zz//PPGez5X/RseHgagMFggdShF47saSR1MoVU0GhsbaWtrw+/38+CDD573OFZVFZ/PRzweJ5VKYbPZuOqqq+jr68Nut5NKpfCd8FFuLOP6gIvun3YbQzXasEZlXYX07jSBnwUQNEG3ysnnSct+8t4eaNmA4O8ATcOSm8I78xKO1DBjx55nIjxlRME12VSKCqQqi6RdSSZQFaa/+2ni7/kkrLoGYeoUsRcfJ3v05wDI/lbcu9655OvMvPQTEMQ3dQn4zesD+ArQ+Uc/Oe/fJ7/++5Qn+0AQafvU14z8XtAPlvgj//Fqb+IKVrCC1wmCIBAMBmltbSUQCCwYcqhUKkYO8SuNabsQZK+M7wYf/pv8mPwm8gN54k/EjRP53G31er1GL5/TeWFLrHQ6zcDAAInE8n3wzgdrl5Xm9zTj3OQkP5hn+nvT5E7NK2OLMtbOLdhXX4197R4kpw81E8U89TKB3DAuJbXozKiqqkbvYCwWWzIfORQKsWHDBgDGx8c5ffr0BbfbvtZOz5/2MPIvI9ib7QT2BBBbRaiCZcKCbcSmT/XOse5RVXVZ7QGC2Ybn6vfg2vUO1FKO5NP/Re74YzjX2ml7dxvyWhkpI+E46cB21gYKFySCNdx00038yq/8Cg6HgyNHjvDQQw/R0tICsMD3z9xsZs1fr2HqO7pyu3PnTt71rncRCAT4gz/4A9Lp9FJPg8Vi4V/+5V84evQoJ06cWHKiWbWoRN8aRcpJ+B/xI2gClUqFtD1N+X1l8j9XSJ9dhdC6CWvXVUhWJ2ohjTU5hK8QxpEeQVL0BY6GQNzVw3RwByZ/CID3d5YIWlU+1ze3LKwbQ//zk0M8/6W/QCvnWbVqFX/zN3/DH/7hHzIyMgLo5K/xPZ/B5Astuu2V5BThz3/8vPv7zYA3uQJ4+VCJT+jkD/SDdQ75U7IJEk9//fXatBWsYAWvATRNIxKJEIlEsFgsxuBIrYRqMpmMtId0Om0MjlzOuMVqskrkxxEiP4ng2uYicEuAtk+00fzBZjLPZxBfFvFLfnw+35In5nK5TCwWQ1EU/H6/sf1ut5sdO3aQSCQYHBy8ZCJYHC4y/H+Hcaxz0PTeJrr/qJvsiSzTD6QQ5M3YV1+NbdVORIuDanKK3KmnyJ1+hnJY/549CzgcDqNU7PP56nwc5/roFYtFI00kHo8b6uD09DRr165FlmWam5vp7++/oEqbH8hTiVVou66N5mPNSE9IVB1Vip1Fip1Fkjck0Uoa0oiEO+zGErYgcq49oFAoGAsBoz1AEHFuuR3v9R9GMNtIH/gh6f0/MKxIsn1ZTv/Naexddtrf046yWyG7JYvjpIMmUxPNzc1GBvRSZPfJJ58knU5z2223sXXrVnp7e3nhhRc4c+aMof7VUJ4qk3gmQcPdDRQPFY02gaeeeqqO/Nnt9rpePZfLRVtbGx6Ph1QqdX47mwJ6P+DtcWZ6Zxj40lk0fwfWnp0EJ4rY7xhCPftBSmPTaKcfx12aolEuIMzRpDQEMr61xFuupmLzU+nfR/Rn/0jjO/6EJpuVcH7xvkFr63pCH/1X0od+RDmnkz6724e52Yx93V5c299upHfNh6ZpxH/+r2969Q+uIAXQ/5bfxbX1jsv+uJqmEfnhX+m9gW/yg2UFK1jBQvh8PiOHeL4Xm6IozMzMEA6HL5uyVoMoirrKtzaIY4+Dam8VzaxhCVuw9duwhHXvOU3TSKVShlo29wQvCAJNTU10d3cbE9A1XC4iCCA5AwTu3IT/pgqyK00lvZHsqXVkj/WT73+BSmTowo8hSfh8PiNTeLESNuhqXCqVMghhR0cHoZCu9Bw/fpypqakln8NisdDV1YXn7R4Kaws0/qARQRVQFIWxsTE9o9cHnl0e3Lvd2DpsaCUNy5gF+5gdy6QFQdWVQU3TiMfjTGle2P5uzA1dZI8/TvLpr6Nkoud9rbaQjfZ3t2PeZkaoCrrVzmkHQkk4LxG0WCxce+21+Hw+rrnmGrq6ujhz5gyf+9znFsTFyV6ZtX+3FvWgyt2+u9m6dSv/+I//SDabNQjfYt6CO3fuZP369XzjG98wTL7n2v5Eo1GOHz+OxWJh2w13ktumUe0dID/4AZTSNpRCmtLYfoK3PwEj0PiCb8HgkQak3KtItl5LxR7EGj/D0I//hfL0WRBE7Gt28fk//z0eDpt5ZubcfWsK4BcGrJzJ6NvuNqn82eYCXzlj4dQyfDYzRx8m/vN/ueDt3gy4YgigIJtp+uD/NhpILxdS+79P8smvXtbHXMEKVvDLh5rKFAqFFrVPyefzRg7xUoMCF4LNZjPKuj6fr956RNIodBXIr81TDVTRUhq553NMPTJFMX7+XsHzEcFkMsng4OBFTz6bAu3Y1lyDfc21WEJr0VSF4ugxROkx3DumMflEks8lmXlghkrs4u117Ha7QQa9Xu+SRsjlctno3Uwmkxw6dGjBbWrEr7W1FVEUqXgqxO6O4XrcReT5CCMjI4taAJlbzHh2efBc7cHaaoUiWMet2EZskGwi2nojeU83lvQ46ovfZerkgYtqD7AELXS+uxPzLjOCJmAbsOE45UAqSExPTzM4OLiACHZ1dbF69WoA2tra2L59O4FAgIceeogf/OAHAOcsV+5yIuwQ+A3xN4iPxi9oX1Yul3nve9/L+Pg4X/va18hkMuTzebxeL9u2bUOzuMi725kR/FT8PcjuBlArOEJfQnRMMPUfGtZIjNZQCHmrTGpPCt+jPsM4ulAsUm3eRDx0DWVbEGviLA1TByA+UrdtTU1N/PM//zP/OWChP3OO1C1GAO2Sxv/amudrZy2cSJ2fAJYmTjN9358adjJvdlwxBBBBRDBZaHrfX2JpXXdZHjJ94IcknvjyZXmsFaxgBW8eOJ1OWltbaW5uXqhuaBqxWIyJiQmi0eh5DZpFUcTn8xmkb6mJ3ZrqVVP5qsEq/lv8eK72gADpQ7qVTP7MhQcVmpqa6OnpuXgiKIhYQr0G6TP5Q6jlAoWhlyj076MweAi1qJMfQRbw3eij8Z5GRLtI/Ik4kQcjKJlXNkS33P0Eeq/jzMwMsViMSqVCV1cXoVCobrijWq0y85YZcuM5Rv51ZFnbYGm14Lnag/caP+ZGGbVqR02uwXlGwX02gjhr7J1Op5mYmGB6enrZ7QEmj4mud3VhvcaKJmvYztpwnHQgZ2VDEawRy7m+f6BnRO/evZsbb7yRUqnE/v37GRwcBEA1qcTeFWObdRuFBwt1720+nzemtzOZDNlsFo/Hw7/8y7/w2c9+lgMHDiCYrFjaN2Hr2oZz1Q5Evz50Ys5HKI8eZfrY03Q7FVraA3o/YGG2H1AV0NCI3x5HtaqUv1ghIrfguvb9qO4Q9vQIkce/yroGC1arlWKxWEcAd+zYwR/+4R/yx//1FOrGtxrXL0YAHbLGZ7bk+epZCyfPQwBLE6eY/u6ndSuZK6Sad+UQQNBr+qKI76aP4NpxN4KweP/AhaAUs8Qf+Q/yJ5+8vNu3ghWs4E0FURRpaGggFAotmvtaLpeZnJxkYmLCaPJfrrJVLBYNwhePxxclE5JDwnu9F//NfixNFgqjBeKPx0ntS6GWzn+SqymC8wdIkskkQ0NDxGIxBNmMtXOrTvpWX43k8KLkEuTPHNBJ38hRUJZW90SLSOCOAMG7dHPfyIMRYo/G6gZaXgnOp5TOxfxkiWq1apR6Pbd5aHxXI6d/9zRqYRmEQJJx77gbz7XvQ7RNo+Z+gKMrghyQEQoC1lFdGTRF9JSXV9IeIDtkut7Rhe06G5pF0zOHjzswpUwkEgkymQxtbW2IorjgtTmdTq655hq6u7sJh8M8//zzJBIJOt7VwUHbQYSvCsTPxg2yt9iU9Vvf9jY+9KEP8Xtf+ClCaBOW1nUIkolqeobi8BGsqRHWuFXkqm7FMjMzg8vlwmazUQ6Uid8Rx95vx/2im1QqxVR1CvfveMgP7UQtvwdraoTg5H5MqVGeeuop9u7duygBvPfee3nHO97BRz7yEewbbsJ/+yeRrE4aLCp/sLHAf/RbGczq77lLVvmfWwp8+YyF04uUgDVNJXPoQRJPfQVU9Yohf3ClEcA5MIfW4b/tN7G0rFn2fTSlSr7vOeKPfQG1kLmiDpQVrGAFlwar1UooFCIUCi2asVoqlRAEwShXzsf83raLmjQWwLnBif9WP65tLtSSSvI53UqmFD5/OXo+EVQkCzlPN0lHB0XfKgSThUp8gvzACxQG9lEK91/0d6PklGh8RyP+m/1U4hWmvjdF+sDSk6gXA1EUCQaDbN68ecl4OtDJYCaTIRKJEIvFyEt5ej/by8SXJ0g+mzzvc9h79+K96SPI7oZzRs6ziVHWLiu+a3x4r/Yi+STEvKiTwUEbclxGQLio9gCr1Yo74Kb5tmbYBapTxTJqwXHCgTm2tLce6MdYMBjktttuw+fzcebMGVatXcVnk58lcizC2L+NLbiPHGjD1rkNa9c2/uCtm8koEl89WaU4cozC8GGKI0epJvT+QkEQ2LBhgzF9PB+5dTkyOzMU7isQ7vfhue5DuLcOYPI+z/TnTWxzewGdOB47dozrrrtuUQL4W7/1WzQ1NfHpT38aBBHR5sJ/6ydYt/1afmdDhf930sZUURd4aj2AXzpjoW8eASxN9hN/9AuUwxeeDn8z4oolgLUJH1PTKtzb34alYwuyp2lhJqhSoRIdJT+wn8zhh1DzKa7k3baCFazg0hEKhWhvb8fpdJ6XlCw13XopMPlN+G7y4bvRh8ljInc6R+zxGJkXM3XRXXMhuRtovOp2nL17KHs7QBCxZidxpAbRxo4wevwAsVjskrfN3GKm+X3NuK9ykx/IM3nfJIWzF4iHWwZsNhvbt29fMDgyXyWbi3K5TOxWvUw89HdDi/cANq/Bd8vHsbZvJH/mAIknv0w1tnR6hG2VjeDeIO7dbgSngJyUsQ5asQ3bkPJSXXtALBbD4XAY/Xq1wYy5LQWaqPd95jblUNwK5kkzjuMOzNNmlKqCIAiG+nnixAkmJ/WoPFmW+W//7b9xxx36YOQPDvyA01tPc/bPz1KesWLt3Iq1Syd9siuIVq3gTPTzmTu7+NzXvsvTP7u/juQ7HA6j5WH+AqY2hJROp2nr6CB2a4VqQ5bc8P+gMDRJev836PhUGWFGoO1QGwCnTp1iYmJiSQL4t3/7twwNDfH5z39+9hr9nLz9mr380f/3u3zm8RnyrjYEyYTXpPKnmwt8ccBCf1qimpqmOHKMzOGfUJkevCKmfZfClWsDM/uGV2YGif3snwHdo8kU7ES0OEBTUXJJKrFRUJV5B8kK+VvBClawfEiSZKRfBIPBRRXAxaAoCoVCgVQqdVnIH+iGzTM/nCHyowiuHbqVTMenOqikKno6xpMJKvEKpsZu7Guuxb7masxNq9CUCqmRo0innqaVGF7LLHEyQeCqq0ilUgwNDRGNnn/C9XwoT5YZ/adRHOsdNH+gmVX/cxXJ/UmmvzdNJXrxgyI2m43u7m6am5vrevxUVWV4eJixsTGcTueifolmsxlP2EP6mjR779xLbjpnlNyzqgnvDb+Kc9MtlGeGmP7On1EcPnLB7SmcLTB2dgy+Aa5NLppubqK6pUr2qizmKTO2QRt+k59gMHheclqDoAqY+82UDpew9Fooby+TuD2BKWLCcdyBZeJcDOqqVauYmZlBURSq1SpDQ0NUq1WyuTzvvea9DJfG+MnvHWJ0/FcAgfL0WXInn6I4cpTS+AnufdtdFIvN7H/sJ6CpRsReKBTC4/Es2LZqtYosywiCgN3pYlBroLz2PWhpN07fP+Dy/TPj/+cI1VKVyW+56fjtDoqTRawT1vMeQ4Ig0NraytNPPz3nWv2c7LXrr3fwK79PuapgCnSgtHXC5v9O7NEvMPb8E2jlQu2BZu96ZZI/uJIJYA1zGrC1cmFpKfgKPkhWsIIVXDxqCRfBYLAu/3Y+CoUC0WiUQqGAw+GgqanJ8FdzOBysWbOGVatWEY1GCYfDxGKx8w6OLBeaopE+kCZ9II2l1YL/lgCBOxppeHsjleQqqtkbqcRDFM4eIvXC9ygMvmicPCeBhoYGenp6cLlcAHg8HrZt20Y6nWZwcPCSiGDuVI6z/+ss3r1emt7dxJr/vYbYL2JEfhJZVj/eUsSvRqoEQWB8fJxKpUIikSCRSDAwMIDFYjHIoN/vxzpqJb07Tam7hKfoweUL4rluJ4mm7VAuUnn+a8QOPEi5tPw4QJvNpit6OReOJx04jznR1mgUe4qk9qYQKgKWUQu2IRvmaX36t4ZisWj06NWGMwqFAiaTib2OvbimXBSbi+Q25UjenEROyDhOOLCOWLFaraxfv57jJ08RXLuDnuvuQTKZ+LfRJpqiAve2N/Cphnt5IvIs3/zXr5KLT9dt9549ezh06BA2m41Vq1bVpcrUoCgKkUjE6Gvcsm075t4biDfvxGXxUBw8REv/UdxnTcTuTLPuN9dx/J+Pkz+SxzxhJrMrQ+Vs5bxl8MbGRsxmc120Xw09PT1Uq1W2bNnCsWPHKEeGqIh6b205MnKO/OkHw7LfszcrVgjgClawghVcBpwv43YuFEUhmUwapd35CQ9zc4h9Pt1wXhRFGhsbaWxspFgsGkbDhcKllUcFkwVr93bsa65F8u0kP2JBND+D2fs89o4vU7KUyZ+KURpLopXrFciaKfZ8Iuh2uw0iODQ0RCQSeWUbp0Hy2SSpAyka3tpA8K4gvut9zNw/Q/ypOCzCA+12u0H85qpnlUqF0dFRJEmiq6sLQRAIhUILDJJLpRITExNMTEwYaSrNW5rJduSozuwi1roXVbLgnX4J/9RBREuF9ddft2hmsiiKOJ3OBSXcRc2TB8E+aNcNp7uLFLoLFFcVEXMitiEbtiEbckpGlmXK5TLRaJRUKmXcvbOz03jc6MEo/d/sp2NPB763+EhdlyKzLY84shY181a67uxEk81sW5WnL1Ig+swPOfXyMzyRmeHD//fD3Lr+Vnb877/gG9/4Bs888wwA3d3ddHZ2cvToUXbu3Llg8zOZjNHDWK1WEUwWnDvuIbr7XchOP87EAP6zD6LERjl+/Djbt2/H/aKb9O40XXd2UThSwH3QTfTuKKl1KTiPG00t3m5srL5fseaLWSqVsFqtRoxh7Ti4nDGNbxasEMAVrGAFK3iFcLlcBuE7n8qXz+cNgpBIJC6YtTo5Ocnk5CR2u91IHLFY9PKW1Wqlu7ub7u5uEokEExMTzMzMLPsEJ9o92FfvxrbmWqydWxFNFsqREbKHf0p+4AXKU2cAsK+x47/FT9N7m2h6dxOpF1LEn4hTGKonnTUiGAwG6enpMTwQ3W43W7duJZPJMDg4+IqJoFbWmHlghviTcZre3UTLf2vBf5ufqe9MkT2mD8JciPiNjo6iKApWq9WwSFmMANY9r6aRSCQQj7TR8kGV6NqtVPuO4x56Eo9dRJzTi+d2u3G73XR3d6OqKqqql0gvVMIFvVRaZ7fyeJZcLodjtYPmW5tRt6rkNuWQYzK2QRstjhZaW1vJ5XKGlVBbm947Vyttiw4f0WQP2Re24cqEsLS9hLzhOEJlGM9wJ2tjDTTZb+CFR37B1LPfMxTl733ue/T/WT97p/by27/929x111088cQTbN++nVKpVPceVioVpqamCIfDRsayYLbjvuaduHe9A9HqJHficXKHHqClpwWL0wl2O+vWreP06dNslDdSbiwjvFvAXXAjZ3W1MntNFvNPzJSnFvfia2trI5fLLZic9vl82Gw2SqVSnfpc+0yuEMCFWCGAK1jBClawTMiybBC+QCBgkLL5UBTFyKqtlXdfCfL5PGfPnmVwcJBAIEAoFCIYDBonNZ/Ph8/no1qtMjU1xcTEhHEyrttuXwj7mquxrbkGS+t6AErjJ0k+8w0KAy9QTU4ufO6BPPmBPNK3JD1/+GY/vht85AfzupXMgRRa+VwZLRqNEo1GFxBBl8tlEMGhoSFmZmZe0b6oJqtMfGmC2CMxmj/QTNfvdZE/lce+306TVD/AVy6XGR0dZWxsrK53smadU/MK9Pl8S1qwyP5WfDd9FPvaHaiVv6A4+n+Z/O4p7HY7UZfLKO1brdY64i+K4nnL/fNLuEZc3Dxk+jNk+jMIskDjNY0EbghQ3V4lsyOjp70M2ljjWsMaZQ2aZCbramNG8OH/8LsxBzsBKE2dIXngKKXv97Flowd1W4nC6pMMrrbwcKrAVHKKbdu2MTg4SCqVIn8mz9TRKX7a8VPGfzTOTTfcxEc/+lGDSKuqSjweJxwO1y06RJsb1857cG9/O4JsJnvsEVL7f4CS1t/rw6kpdu3apU8wu92EQiHGRsdo299G7K4YwjsEtJ9rWI9aSTQnCP23EMP/Z3jR/dLW1rZo+TcYDGKxWIyowxpqx8XlaJt4s2GFAK5gBStYwXngdrvrVL6lVJ1cLmcQvmQyeVkVB03TDIJlNpsNVbBm1izLMm1tbbS1tc2W4yaJ4cTctQPb2mswBztRKyWKw4eJ/exfKJw9MOtocGEoGYXoQ1GiP43i2uLCf4uf1o+20vyBZpLPJok/Eac8fU6tqW1nIBCgp6fHGBBwuVxs2bKFbDbL4ODgKyaCxdEikc9FcN7mxHWLC+VXFdJn0ziPOlHSyqLEby7C4bDhyRgKhRYQQNHqwrP3g7iueitqLo7y1JehWCS4Q6Z39CZk6ZWfNmsTvMVikXQ6vaxEGK2qMf3sNNPPTmNymWi9rRXhaoHSDSWomFASvZRye1CK3UjFNJbwCZIHf0h64KBhRQNwOuZhV2EXrcOt+O7wcYhDaO/UsPfb2X5qO4VoAVVVsY3aiG2OMeId4Qc/+AFXX301mzdvpq2tDUEQOHz4sEGmJIcP9+534dx2FwDZIz8jffB+lGy9WXipVOKll15i586dmM1m/H6/rnxGM3if8RJ7S4z0zjTlh8qE/ytM1+936Sbmi6CtrY2zZ88uuL62ICsWi3WG1isK4NJYIYArWMEKVjAHJpOpTuVbypdPURTi8bgxGXqp/XjLRblcZmRkhJGRETweD62trTQ1NSHKJvKudgrtPZj2rKLB7IRyjsrwS8w8/Q2Kwy/pKQevFBpkjmbIHM1gbjDju9mH73ofwbcEyR7P6lYyRzJGb15tv8wngk6n0yCCQ0NDTE9Pn+dJ6+FwOOju7qapqQkhJ6D9RCO/Nk92c5Z8R57ITyNEXogsaWcDesm6UqlgMplobGykr68PSZJwuj04r3obbHorgiDin9yHd+YIokOhFAmQ2JZAbVZhXiW7XC7XKXrZbBZJkozjx+12G4sGWZaNXk6AbDZr9IImk8nzqlSmYAfWzm3kxG0oU5uQcjnMzgOYvC9hbzyOmDFhG7Rgq1iRG2USpjV17QGpVIqZmRluuOEGWsutDP1giMzaDPkNeXLrctjP2LGftCOn9FJzdnOW7P4s09PTdHR08PLLL/Pxj3+c66+/nq9+5wGSoatxbrkdrVomfegBMod+XEc45yOfz3PkyBG2b99u7IfJyUmcUSfug27S16ShH7Lfz5I6lKL5A81oP67fH7UJ4Keeeqruervdjt1ux2KxGJPONdQI4IoCuBArBHAFK1jBFQ+3221Mf849Yc9HNps1iE0ikXjdTyrpQoWKFiTi2oVt1S4Esw25lMKV6MeRPIstG0ZAo9AoMqm0Eg6Hlyw5XgzKkTLT351m5v4ZPLs8+G/x0/m7nVRiFeJPxUk8laCa0pNJavvL7/fT09OD1+sFdCK4efNmuru7L0gEHQ4HPT09NDU11V1fKVUI/yRM+OthAm8NELw7iO8GH9M/mCa5L7nAsUsQBGw2G6lUimAwiCRJ7L3uOkrBXqKt11GxePBEXsY/+YKRZgFgnjYj5kQy7Rmqx6t1hG8pFS+VSjE4OHjeBUVtSKSrq4tqtUoikTAIYUV2nPPj69yK7AqgVcsUx0+S2vddqhPH2bW6BVl2UmowkWpLkd9QJbc1i2nGhG3QxobGDawrrDPaA2w2G6tXr+bgwYPIZRnfcR9qn0q+VyeB+TV5rEO6SXWhq0B6TZqrrrqKffv28ZWvfIUnDhzlox/5df76f/4R+yZVvvvA95ne9wBa+cIRg6DH4B07doxt27YhiiItLS2Uy2VsZ2yUm8qU7izhP+Jn6ltTrP6b1RS3F7EdPefd2NTUtOgEcE3RtVgsCxXdFQVwSawQwBWsYAVXHMxms3FC9vv9S6p81Wq1TuW7HOTpUiE5A9hW78a+5hqsnVsQJBOlqTOk9v+A/MALmPMR3ZutpQVh9nXZbDZ6enro7u6u6+G6VAKrVTSSzydJPp/E2mHFf4ufhrc10HhPI+kX00QfiVI4oxOpeDxOPB5fkgj29PQwODhYRwSdTqeh+M1FqVRiZGSE8fFx48Q+9Z0p4o/HaXpfE22faCNwR4DMgxksMxZjEtfpdNb15xXtjUTbbqDgasOeGqLl7INYirrhdmqW5NXIni1gw3u9l76TfedVGOejNiwxNTUFLN1SIJjt2FavIbC9A7urg7ItoPvRRkfInXySwvBhSuOn0Ko64Vy1ahUmWbdhibwUoe/bfVicFtpubEO6WiK9O016VxrrmJXgUJDWcCu7d+5GURROnz5ndyZWRKxHrJT3lZG2SZS2lCj2FJEyEp7bPNicNo4PTxG85w9Jr7uOf3g5wc7qi9xz7QY2f/hmviVO8uSTTy77WIrH45w4cYJNmzbVJd+497uJ+WO0/fc2Tn/6NJEfRWh+bzOV0YruOwTGsMtSBNBsNi+wH1qZAl4aKwRwBStYwZsegiAsUPmWQiaTMQjfhcpyrxVMgXY9b3fNNVhCvWiqQnH0ZRKPf4n8mf0o6TnTmcDAwABnzpypyyGu+d/VyEe5XDamOC8qVm4JFEeLhL8aZuq7U3j3eAncGmDVn60iP5gn9nCM1KEUKPVEsLu727C6cTgcBhGcnJzE7XYbpdIaFiN+oE9G1wie6xkX1rAV014Ttt+xYRm14DrsQs6cO91VTQ6iob1kAusxF2N4Dv8X+cEX6Z/jrTf/fS8+VyR4VxDnZqde6n6FSKfTukXO6DiO9g14e6/G3LEF1acnrMilFPb0KP7JF7Cnx5CUIoqgkPBCtNpALBajWq0adii1yV+AUrbE2YfOwkPga/fRemsrla0VijcXEYsiYVuY1GCKcqWMgE6MIpEIx48fR1EUhAMCza3NhG4LUd1RRZM1vlj8T2I3vQ9XzEfu2a8ys//HjClVHr/Pw4c//GE++clPcuutt/LlL3+ZwcHBZe2D6elpzGYzvb29596TfBXv015id8Xo/e+9vPwPLxO6I0R6dxr7j+yAbgGTzWbrVD5RFI1jaEUBvDisEMAVrGAFb0qYzeY6U9+5EVpzUa1WDcIXi8WW1Zj/qkMQsYTWYVtzNfY112Dyt6KWCxQGXyTz4oMUBg+hFs9P2jRNY2ZmhpmZGSwWC6FQiJaWFux2/WRqNpvp6Oigo6ODdDrNxMQE09PTVKvVS9p0Na8SfzRO/LE4zi1OgrcHaf/v7TTHm4k9FiPxZAIlpxhE0Ofz0dPTU0cEV69eXfeYpVKJ4eFhwuEwdrudpqamJePRAMiA9nONYleRzLYM0buj2PvscNBMwrOTcs8NoJRoHH0cd/Q442OjnDlz5ryvqzReojhWxHOt5xURQMFsx9K2HmvbRiztG7E0r0WQTSiFNJmRYxQPPIgUPYPPpGAJBnHOUQclSSIYDBIMBgFdVaz5/oXD4bpjVhRFGhoaaG1oxT/uh3GoeCs4djs4bT1NrjOH7JmNoBuyEQwGWb16NSMjI7rH5PgkiceDNKm/wtZbDzCoDmDv/CImm4nWlIO20haGh4aJx+N87nOf49FHH+VjH/sYf/3Xf81jjz3Gfffdt6wFxdjYGKFQyPCPNJlMVKNV3AfcpPekWfW2Vdifs5N9e5by2jI8qxs9z7fu8fl8SJKEyWRCkqQFz72iAC6NFQK4ghWs4E0BQRDweDwG6audWBZDzbg3FouRSqXeECqf5PBh7dmBrXs71u7tSFYnSi5BfmA/ice+SGHkKCgXH4cGOoEaGhpiaGgIn89HKBSisbHRSHKo+ditXbuWmZkZI8nhkqBB9miW7NEsljYLgdsDNL6jkcZ7Gkk8myD2SIzyVJlEIkF/fz+9vb1GWXguqtUq+XyeUCjEmjVrlrRYmX+fbDZL5pkM2UeyCDsF1DsFWKOizZhIPXI/2Rfup+eaXQizkWYDAwMXJAnJfUka39GIaBVRi+e/rWj3Ym3fiKVtI9b2jZgauhBEiWo2Tmn8BIknvkRx7ASV6Ehd0lQKGB4eNozFa8fzXMuhuYS3paUFq9VKLpczFj3zCbE5ZebdgXczNjrGz0//nPLqMtktWT2CbtJMcChIaLSVGTVIuvVaxKY1rFLGeYfl7fy/9P9DHpXBg54uslVm/Yn1FI8VGTo7RF9fH3/8x3/MHXfcwfvf/36uueYavv3tb/P4449f8HM1t/VCEAREUcR21kalqQJ3g/gjEeugleLuItJ3JNauXcvjjz9e9xg1UlzbP/MJ4MoQyNJYIYArWMEKfmlhsViMuDW/3794ygK6YjJX5aulBLyuECVd5evZia1nu563q6mUJwfIHPoxhaEXKU8OXPYYylr0WV9fn5HlWiuJS5JES0sLLS0t5PN5I93hUlXR0niJ8FfCTH9/Gv/Nfvy3+gncGiB/Io/ztJOGQoNRkgTqcnBlWTbUwcWwVDxaDZb2zficHyM/3IQofx1b109puLOMkhKYnp4mFAoZE8G1Pr2lkHohRfP7mnHvcJN8Lln3N9nTpCt7bRuxtm3EFND71SqJMKXxE6Rf/AmlseOLei4uhmq1aii4cC5asK2tDZvt3GDEfHVwLmrv4e7du3E6nZx4+QTh/WHGvj1GU0cTXXd0UVpdIrU3hXaNiWqmDcdUAsfJ77F7QwvpqWYiz0Xw3+In8fcJ2re1o+xSSF2fQtoqse7EOkqHSwydGeLnP/85+/bt40Mf+hCf+MQnuPXWW/nSl760qGUL6LZANdJWKpWwWCxIkoSiKLgOuCg3lMnfnMf7lJdiW5HOD3bi9Xrp6+ure5xa/1+N9OZyubq/1xY5KwrgQqwQwBWsYAW/NKjFc9VIn9PpXPK2qVTKIHy1eK7XG5IrgK17h670dW1DtDhQckkKQy+R2v9DisOHz2ulcTlRrVYZHx9nfHwcl8tFKBSiubnZOJHa7XZWr15dl0McjUYvaT9qOY3SkyUqpyq497qRt8hUN1aJJWLYT9uxDdsQFOG8CRrVatXYnkwmQ6WyuCoq+0L4bvoI9rXXUgqfJvzVP6ccPo2l1ULzB5rp/N1OSmdKVPormOImQqHQBQlgJV4hdzqH91ovuT4PlrYNWNs3YWnfiOwKomkqlcgIheEjJJ/9JqXxEws88V4pstkspVKJ7u5uQCfJtci5pWC1WvH7/dx0002Mjo4Si8WYnJxE0zSmRmdQj+7EY3svlYyAzfIkFt9R1HUvUW2XiDpNpAfStE+1U5AKsAMOfv8gTc830bG7A3WXSvraNOIWkd6TvVReqjDUP8S///u/89hjj/HRj36Uv/qrv+KJJ57g29/+9gKD8hpxAxgaGqKxsRG/36+TwLKC91kvsTtj5NflsR6xwh6IqBEGBgaM+9XsXwDjOJivANa+IxYzSL/SsUIAV7CCFbyhYbVaDcLn8/mWVPlqCQC1n6WIwWsKUcbatkEnfD07MDd0oakKpcl+0gfupzB4iPLUWRb4lbzGyGQy9PX1MTAwUDc4AjrpbmhooKGhgVKpZOQQz88wng+TyWT06dV69RwOxzlyNw7auEa5qUx+XZ70NWkyV2Ww99uxnLKQm8mRyWRQFAW/32/4CMqyTHNzMx6Ph6GhIYPQ1CBanXj2fADX9rejZONEfvz35E89bfy9NFFi5LMjODc7aX5/M7G3xrAOWvEc8WA7ZVvcz1GUMDetwtq+EaXowLX1KK2/+SeoJTvlqTPkTj5Faew4pfGTqKXcwvtfBlgsFjZt2mQc/7WhnhoKhVkjZ5vNIIWiKLJlyxYCgQDPP/88mqbRs2YtKf96pI13IntbUKZP0TpyDFtukki0ihbUCNwS4IjjCMXVRWSfjCVmIXhHkMBQgImzExx88CCN+xvp2tGFulMlsyODsFlgzek1dB/sZuj0EH/yJ3/C7bffzvvf/36uvvpq7rvvPh599FHjvZqrWEajUSYnJ9mxYwdut1uP0YsKuI64yOzI4PqFC62k8WD1wTqFby6JrPWuzieAPp+PSqWyQBlcwQoBXMEKVvAGQy3UvUb6amkX86Fp2gKV740Ayd2ArVsnfNbOrYgWO0o2QWHoRVLPf0dX+S4wwPF6QVVVpqenmZ6exmq1EgqFCIVCWK1WQCchXV1ddHV1kUwmCYfDTE9PY7FYzk3hzhK+pWLy5kJAQBgTqLxcoWAuoG3TUHYqZDZkSL2QIvaLGMXRImfPnsXj8dDT02Oc9G02Gxs2bKC7u1sfEJmaxrntrXj2fhBBlEg++00yh36EVl283J99OcuZE2dY/Y7ViLeLRDoidDR0MPDNAbSqCUuo1yjpWkLrEM1W1HKR0swxXOpRCmf+NzM/7L80c+0L7Z9Z8j13knsuapPcExMTBsGRJAmfz2f0Dm7ZskXv65yOkm7ZQXXbDiwmJ45EP/K++8mOn0ZubweTiYZgAy+++CJ3brmTZksz9x28D2GjQKm1BALIvyaz6fAmlAGFyfFJjjx2BO+LXjq3dCLsEshuziJsEFjdvxrlgMJLL71klIU//vGPc8stt/DFL36R0dFRg9DncjnDXunw4cPs2rULu92u9wOetFFqKZG7Lse11Wt5zvYczi1OIwN6LgGsZTDPX5h4vV6SyeSr9Rb9UkPg9V56vtEhgtGaomG43K9gBSu4fLDZbHW+fLW+nfkolUoG4YvH428MlU+SsbZvMkq75mCHrvJNnKIw+CKFwRepzAzxy/xVW8shbmhoWFBynNuvt1xUKhUmJiYYGRlZ8B6KdhHfDT4CtwUwB83kTueIPhzVJ2818Hg8dHd3GwqSBmR9vURarqFq8ZA99guSz3wDNZ9c1raYzWauvvVmstuh0jOJWjVTir6Fano3SiFHafwkpfHjFMdOUJ4+C6pCx+90YPKbOPvni/e3XSocDocxtb2YR2WxWKS/v59IJHLekvzatWv5y7/8Sx44OMQLag+qbMUVP41/8iDm0uJDPoqi8NGPfpTvfve7PPjggzidTlpXt2J7n41qcxVEEEoC1hEr1rNWUqdTTIb1vsaujV2Iu0Tya/Nogob9jB31gMrwsWF8Ph8f+9jH6Ozs5Omnn2Z4eJhKpcLIyEhdWddqtbJr1y5jAaFYFWJvj9Fj62FkcoSslmXgzwYQNZEbbrjBiGDctGkT9957Lx/7xMf0B5o9X3/yk5+kra2NP/uzP3uF78abFysK4HzMocTmRjO2HhuyS99NSlGhOFKkOFEEBZ0crhDCFazgolHz7qqpfLU+nvmoqXy1dIQ3Sh+P7GnC2rNTV/k6tiCarVQzMQqDh0g9+00Kw0fQXqVS4GsFi8VSp+g5nc5Fid5i19VI3fxp1EKhsGjZdi7UvErs5zFiv4jh3uEmcEeAzv/RSWm6ROyRGMlnkxw5cgS320377rdQXn8XZXsDjuRZAoM/QctNMORzEC4sPd0tOf3GdK6lbSOjDZ1QFTH1jSO4H8DW9gAl4QeEfzJG7sRCtTa5L0nHb3dgbjZTnro8A0WSJNHU1ERra6uhjs1FjWirqsrBgwcvOJgjWl28+6O/Q6wILwi9aKP7CT/2NdximcqsOrjY5663txez2Uwmk6Grq4tYLEbfkT5MwybW/v1axFMidtFOoadAYW0Baa/EqqFViKdFZgZmKJ4pEuoOIe4Uya3Loa3V6B7sRntB4x/+4R/YuXMnH/jAB9i5cyf79u3jpZdeqnv+YrHI4cOH2bFjh27tUpTo7uvmzNYzOKIOzBvMBG4NUHi2wP6D+ynkCgiSwHV3XEe+midwi64KVjNVCoMFvF6vPtG+InctwMouqWGWzNl77QRuDeDc4kSyLq5CaFWN/Jk88SfipA7OBqqvEMEVrOC8sNvthspX8+5aDDWVLxqNEo/HL9mX7nJAkM1Y2jfpE7vd2zEF2tCUKqXxk7rKN/Qilcjw672ZrwiCIGC32xeUcJdKR5mP5SiA+Xye4eHh8xK/88HWbSNwZwDPLg9qSSX9koCqvgtzwzVUwqfwjT5Ni6m+d69YLBregaKneZbwbcDStgmTrwWASmyc4vgJzMlRev0ScjlNZGaGgcwAzR9sxrHWQeZohqnvTFEKnyNcgklg3T+tI/ZIjJn7Zy769czF3Dzn+Z8JVVWNKeDm5mZA98+bPwk7F6LDi3vXO+m85i7+aJvGoyenOXvgUfY/+YsFSTY2m63OK1MURe68807MZjMPPvigcbvaZ7J4TRHLTgsjfzZCs7eZhh0NqOtUih1FNJOGadqEbchG6ViJbCyLO+BG3iGT25BDtajYhmzwAjSaG7nxxhvp7Ozk0KFDfPnLXyYWi9Vtm9frZceOHQiCwFVXXcX0xmleUl6icLyAeY2Z/j/px7nOif9mP/bVdt5ueztNYhNfLn257nF+w/QbDE4P8sX/+CL5/vyKcDMHKwRwFqJDpOePe7C2W5d1+3K0TPzxOJljGUqTJV0RXMEKVmBAFEX8fr9B+pZS+WpB9TWV73KkUlwOyL4QttnhDUv7ZkSThWp6xijrFkeOopUXGRh4A0OSpDpFz+Vy4XA4liTjc6EoCtlsts5uJZvN6oMFPT20trYuarZdqVQYHx8nHA4vPmBxEbCt7qb5/Vdh7xkDsUjuJMzcf5b8mTxut1svDTc0UrYFKThDFJyt5J0hVLNTn9CdGaI4doLS+AmK4ydQc0lAJ8F79+7FarWiqirPPvss5XIZ9043ze9rxhQwEX8yzswDMygZ/cu+9aOtONY56P/D/ot+HWazmZaWFkKh0KI9rplMhnA4bEwl7927F1mWUVWV5557blH1T3I14L763bi23oGmVLjbPcruVY18+1vfYmZmhsOHD593m0RRZMeOHfze7/0e+/bt4+TJkwtuo1gVIu+IIL0kkf5Zmmg0islkItQZwr3dTXFVkXJzGVSwjlsxD5jJn8pjtVsRtgrkNp0jgo6XHbTYWrj++utxOBx897vf5Wc/+1mdXUtrayu5XI7f+q3foqJV+KHthyCByWuiNFXC3GhGduoVuveY34MZM98qfwuAYrhI7mSOv7j1L3jkmUf44f0/RMkoeozfCusBVkrABtzb3Msmf8l9SSa+MoFWXjmKVrCCuXA4HHUq31IWFcVisU7lU5TXfwUlmCxY2zcbpV2TrwWtWqE4fpzkM9+gOHiISmzs9d7MZcNqtS4o4S5FwuejXC4bJK9G9PL5/AL1bn6KRw1zVUGTyUR3d/eCHOKL8WWTPU14rv8wjg03UpqZYubB/8ISOEvgjgA9f9ZDcVwjezpEuHQN8dZNiBYHglrFkp/GEzuFLTuBEBtibLCf1MTEgufWNI3JyUm6u7sRRZGWlhZGRkZIH0qTOZLBf6ufxnsb8V7rJfKTiF6KfiGJ7wYf1k4rxZELZ0TXYvhaW1sJBAILPhu1zOCavU0Nq1atMiZ/JyYmFpA/2RfCc817cWy8GbWUI/n8fWj9T3LtP36Wl19+GUVRCIfDF9w+VVWN0vPQ0JDxfGaz2ejLlYoS9gE7hW0Fuoe6WVVZZUzfj/x8RPdT7GlE2ihR6ClQvL2IuFdEG9TgBDhfdqJt1shtylHoLpAbyjH60ChbOrbw4Q9/mOuvv54vfvGLhnfgxMQEgiDQ09PDQw89xNj+MVZ9ZhWF4QL21XaG/m6Ihrc34NrswiN4mFbP5UhHHoyQ2Z/B+TYn0eEo1cTrX0l4o2GFAF4k8mfyjH9xXJeQBfBe58V9lRvZK5M/m2f6O9No1RViuIIrA5Ik1al8cw1q50JVVZLJpEH63iiWDHKgzSjrWts3IchmKskpioOHSDz2EsXRY2iVC5/cX08IgoDD4Vig7C0VfTcXmqaRz+friF4mk7mgUfZSxC+XyzE8PMz09DR+v38B2fH7/fj9fiqVCtPT00xMTJy3r1Ny+PDseT/OrW9ByaeIP/w5cqefxdKyBsV9F+ljG7EXBSwN+wnedgal8HMyx55j5qczyDNhujvaCNbyhE0Cvb29dHV1MTw8zMQ8IhgOhw2PvVAoxMjIiL6Pqhqxh2Mkn0vSeG8jTe9qwn+Ln+kfTFPNVPHs8pyXANrtdmOgY7HJ6PORYpPJtGjmL4Ap2Inn2vdhX3cdSi5J4qmvkj3yc7RKkfe85z2IosjJkycpl8tGGflC2LNnD319fYZSGwwG2bdvH6qqGpP5PsWHtkYjvy6P82WnoWa2tLSgaRrpdJrko0lkk4x3tZdyb5n8mjzaptkS8YCN4INBnQDOEsFDQ4cYeXCEW7bfwl/91V/xi1/8gvvuuw+Xy8WqVatwOp2cGT1Dwz0NlMIlHGsdVBIVGu9tZOT/jbDqM6vwr/FzSjtlvBZBFGja3IQoiki7JDq3dSK7ZZScQmmyRPRnUSqxN8AQ2euIK5oAhj4SIvyVC6+M5iLyYMToH2j5cAuBW8+Nodt77Lg2uRj4nwOwsthYwZsUDofD6Bvyer1LqnyFQqFuYveNofJZsXZuNUq7sqcJrVqmOPoyiSe/SmHoRarxidd7M5eELMuLlnCXE4+mKMoCopfNZi9KifP7/fT09CyIbMvlcgwNDTE9PW2ohNFolGg0umi502Qy0dbWRltbm1HunJycNPo9BYsDz9XvxrXjHjS1Su7kU6ilHM4td+K/41MIooSST1EaO0H0Ib2kK5gmCNzmw7vHi3sbJJ6zcPqR0wwODtLT00PjLBG0WCwGERwZGWF8fBxVVSkUCsTjcfx+Pw6HY4F9iJJVmPzmJLHHYjS/r5n232ynmq7iudbD9Pen6/aHKIo0NTURCoUWTTEpFouGn+L5yuIdHR0LMn/NzWt04rf2WqqpaeKP/AfZlx81YgJNJhNvectb6O/vp1gsMjU1tay+S5/Px/r16/n85z9PPB6nsbERi8XC6tWrOX36tJHdzAC0tbWh7lHJPZsj4AjUeRN6PB5DSSxHy6ijKg6rA2mdRGF1gfR1aTLlDNYhK+4n3CgNCrlNOUa7R/nO0HfYOL6RW26+hd27d7Nv3z6SySSqqqK8V8HbdO64k90yJp8J5xYnuZ/nsK61klDPTTa3frSVFlnv9dQ2aLi0c9GQzo1O/Lf4GfzrQQpnf7naOC4nrkwCKEDwziDODUunCCyF/BndY0hySnXkrwZLi4XWX29l4j/fuCeRFazgYiBJkqHwBQIBwxNuPlRVJZFIGCrfhYyCXyuYgp36tG73DqztGxAkE5V4mPzAfgpDL1IaPY5WffW83F4pbDbbgsGMpfb9fBSLxQW9epfyfpyP+A0ODjI9Pb34HdHLySMjI4yMjOD1egmFQnUDDy6Xi97eXtasWcN0NEGseTemjbcjSDJqKYdk9+DcfCvV1AzF8RNkjz1McfwE1dj4gucKf6VQHzd3S4DM0Qxnf3GWwRcG6e7upqmpCdCJ4Nq1a+ns7DSIYDgcxu/3A7oKuJh/XHmqzOg/j+JY5yD00RCWRgudv99J+GthbGWbkagy37BcVVWi0SgTExPE4/ELkjJZlg31T1FVxss2Gt/3F9i6t1OJjRN96P+RO/kUqPULqxtuuAGn08nLL78M6GXU5eDaa69FURQOHDhgmG/LskxbWxuTk5OkUinjtlM/nsJ9vZuplimOP3jcUAfnZ3CbzeZzw0TDIA/ICD6BwqqC/tNbQI7LOE440ESN/Po8hyyH6Bvq4ybrTbztbW8jGo0yU5hBaKofNBIkASWn0Pz+ZoT79L8ltETd312Cvi1ZbWFfsSAKtHyohcG/HFzW/nkz4sojgAKYG8w0vquRauriZbpaedfcsPSEnO86H+GvhldKwSv4pYXL5TK+0D0ez5IKUz6fNwhfIpF4Q+RtCmYb1q5tRmlXdjegVoq6yvf4lygMvrjsPNbXAqIoLlrCXSrxZC5qxrfzlb3L5Y8YCATo7u5eQPyy2ayh+F0MkskkyWTSyCFubu/E0ryGgqOFnG8tJXsQizB7rKWnKY0cJT98jOL4CZR0ZFnPoWQUIj+OEP1pFM/VHgJ3Buj+g26K40XGfzHO0KEhutu7aWxsRBAEgwh2dXUxOjpKpVLBZDLR1NREX1/fksp17nSOM/+/M6z/1/U41zrp/bteHKcdOI47ECvnPi+5XI6JiQmmpqYuKoO6o6MDSTaR8a5m2reJwK5OyjNDRH70t+T7nl80I1oQBO655x6GhoZIp9OkUqllt1vs2bOHI0eOGAuFs2fP0tvbC8C6des4cOCAQVqrqSrxJ+ME7wwSeyRm5EufOXPGyOeu/cw9jk0mE2TBddSF/YidSmuFwuoCme26x6N1zIpQFMh2ZnnQ8iA/O/IzPr7p4zRIDVxTvYb91f1ocyY4JIeEaBOx7dVbT+JafeyeU3CiaRo5Ft8HouXCyvmbGVceAdSg+f3NiOZX9sabm80UR4qUI0t/kJWCskL+VvBLBVmW6760l0pxUBSlTuW71KnOywVTQ/e5id3W9QiSTCU2Rr7vOX1id+y4USJ7XbdzTjxajejVUg8uhGq1uoDo5XK5V4V0BwIBenp6FvjRvVLiB4AgYgp2YgmtxdyyFrVlLZFgB4IowSyxMBfjeGaO4EyeQa4W0DSNuCXFhFUgkhEuykJGq2okn0uSfC6JY52DwB0BQr8eQskqTD85zci+EToCHTQ1NSEIAmazmdWrVxuET5Ikmpubl1TQaj2O5nEz1UAV24iN3MYc+VV57EfspJ9JEx4P1ylny4XJ5sSz6x0Mt+ygavFQGnuZ1ON/TuHswfPeb8eOHTQ3N/PAAw8ALGv4A6CxsZE1a9bwT//0T8Z14+PjtLS04Ha7cblcdHR0GH2RANGfRvHf7Cdwe4DIj8+R81KpRDgcJhwOGyXhmt/nXHVQEiSksIQ1bEWxKhR7iuRX51HcClJGojJRodhS5POVz9OtdHOnfCebLZt5qPwQYS1MMVwkczRD8M4gpW0lZtQZytSfl52Ckxy5OtI4F6kXLv69eTPhiiOAskfGtc114RsuAf9NfsJfC6NkFeKPx/Hf4l9wm8iP5qxUV4x2VvAGhcvlMnr5PB7Pkl5uNaf9WCz2hlH5RIvDUPms3duRXQHUcoHiyFHij36e4tBLVFOvgKRcRizmrbeceDTQ+yfnl3BfC7J9PuI3ODi47GEC0G1JamTPEurF3LQa0WxFUxUqkRGqmRii1YnsbiB/9gCpp/8Lr5DHEQohBQIwm3VbW5QsFnu2XORO58idzmFuNBO4PUDgjgDCWwUSLySYeGaCVlOrQQTnWuJ0d3czNTVlkMLF4vGKY0WSq5JYn7ZSealCenMadbdKpaOC+h0Vji5/OyVnANeOu/FsfytxkxVXvJ/yvi8zsv+xZd3/nnvuIRwOE4lEUBTFsJG5EPbs2UOxWOTFF180rtM0jdOnT7Nr1y5jEnd6etrwEqwmqySeTBC4I0DsFzHU4sLvBU3TDNV3ZmaGq6++GtBbFCRJMgaVpKKE46QD+0k7lYYK+dV5Ku0VZLNMQAgwqA7y7+V/Z42whntN93Jy+CRf/6evk41mcW5wYuuw8Wj50QXP7xScC8q/1UyV8nSZ+FNxks8m9ed3SiCCkn79+5RfS1xZBFAA/y1+BOniYovmwnejj1x/jtS+FOH/ClMYLuC6yoXJa6IcK5PalyL9op5J6t7tJn3gjZFPuoIVmEwm/H6/QfqWMvpVFIV4PG6QvjeEyieImJt6sHZv11W+0DoEUaIcGSF38kmKQy9RHD8Byms/fSWKYh3Jq5G+5XjrqapKLpdboOy91ubXwWCQ7u7uBcQvk8kwNDR0QeInWBxYmldjDvViaVmLpaUXyakPP1RTM5Qm+0g9901K4X6QJLx7P4R91U6KY8eJ/vjvKE2cBmAGmJmZwWKxGESrNlluNpvp6Oigo6ODVCpl+ORdzHBReabM5Dcnmb5/2oib813nI3c6x9GnjtKUaaK5qdlYDFmtVq6//npjmKXWH1iHYdDKGv1aP+GnwvAUWDusNH+gmc7/r5Ps8SyT35zU/WKXgKmxG/eud+JYfwNatYQnegJf9ChSKc3zR59f1mvr7e2lt7eXhx9+GIDp6ell75u9e/dy6NChBRYz6XSa8fFx2tvbkSSJ3t5ejh49x2gjD0Xw3eTTVcAHz1+in5vbW5vCdrvdda0mAgLmiJni2SKnj53m7Z99OzmHTvaVgsJp4TQDygAbQxv50z//U3701R8xdHwIR6eDs9rCWD6X4CKrZRn834Pk+xbvgZUcEh2/00HuVI6ZH81cUYLNlUUANXCsWzxYfrkQRIH232zHfZWbyEMREk8nSDxdn6noWO8g+LYgjrUOTh48eUUdUCt4Y8HtdhuEz+12L6nyZbNZg/DVpu5eb5iCnVg7t2Dt2IKlYzOS1YlaylMcPkL8F/9GYfAllMzy+sIuF8xm86Il3OVk4VYqlUVLuK8kGeNyoaGhge7ubtxud931mUyGwcFBIpFF9q8oY27s0pW9ll4sobWYArNWJcUspakBsscepjTZT2my3zBbNjV04b3hV7Gv3k15+izT3/sMxcEXFz4+ehlxaGiIoaEhfD4fra2tNDQ0GKS6Nmm6du1aZmZmmJiYWHRgYynUxc1tdxO4M0DzbzZTmi5x4qkTtCXb8Nq9gN4eUUvhqEHTNKLRKOFwmGg0Stv6NmxbbXC//vfiaJHhvx/Gtc1F8webWf2Xq4k+EiXyo8gcpUzA2rMD9653YuvaSjU1TeLJrxBMD9DYEQJgPBxekN6xFO6++25isRijo6PA8oc/2tvb6ejo4L777lv072fOnDEmghsaGmhoaDCOi2qySuKpBIE7A8QeWVwFrGEuAYzFYkbMYyqVYnBwEJPJZJDBUqmEWlLZ491DNpbl//z9/8F3gz7hjRWOV49zwnKCTZ/axI3SjaDBQ9WHFjynQ3AQVaNLbpP/Nj+N9zQiu2X9PP3AsnbZmwZXFgFEX5ldKkrhEsl9SYrji38w82fyJJ9LYm2z6lmRk5cnK3IFK7gQaipFMBjE7/cvqfJVq9U6lW+5J5lXE7IvhLVjyyzp24zk8KFVK5TCp8kcfIDi6MuUwn2gvvrq2KXGo+Xz+boSbiaTuWB262uJhoYGenp66nqyYHHiJ3ubMc8SPUtLL+amHgTZjKZUKc8MUhw5Smrf9yhN9s9a6NQT2rkmztXEFJEf/z35U88suN1SqA0Y1IhYa2ursd2SJBkedPl83ug9W/awhQrpQ2nSh9LYum0E3xIk8O4AxWqR9Nk09j47cq7+NKkoCuPj4wwODhoKW+pQio7f6sDUYKISOddrmjmSIXsiS/AtQRre3oD3Gi9T34ugZHfg2vVOzMEOSuF+Ij/6O/J9zyFLIp3XXadv2jzfv/OhpaWFHTt28OyzzwJ628Zyew/37NlDNputU/bmv96+vj62bNkC6ErjXFunyEMRfDfqamrkJ4svyGRZNtTlXC63aFWhZoRdK1vbWm20Sq086XyS9k/qC4xypExpsoRklbC2WzmuHOe4epzV4mp2ijt5SX0JdU7OmxMnw9owbR9vQy2poIGSVygMF4g/Hif+WJxKpELrR1uxdl46N/hlwxVFAGWvjGS7cFnmfMj15Rj5pxHUvIopYKLp3U04NzqRHBLVdJX04TQzP5whtS9Fri+Htd2qh4WvqIAreBUgCIJRRgkGgwuUnLnIZDJ1Kt/rqTyB3iNm7dyMtWMr1s4tyO4GNFWhPDlA9ugvKI4eozRx+lW3aJEkaUEJ91Lj0d4InoeLYSnil06nGRwcJJ4rY25Zi2ft7Vha1mJuWYNk10/clUSYcrif3KmnKU32UZ4ePO9gzUIT538j+/IjC2xLlotqtcr4+Djj4+O4XC7DbqXWR2a321m9ejU9PT3EYjFDnVuuB17IHqLxdCNMQH5tnvyaPPl1eSxjFszHzNiSNkRBRJIkOjs7CYVCjI6OMjY2RvZYFrWs4t7hJvbz+kxbraIReTBC6sUqbR9fT/snTFRzFlIHTjL1zc9RGj9h3Lajo6vO92+5C7O3v/3tZLNZBgYGgOWrf6ATwAMHDpy37WBmZoZoNEowGMRqtbJq1Sr6+/UIvGqiSuLpBIG3BIg9urgKWMsZBhZk/i4KAVbvWI1ZMDMhT2BtW0jOUodSlKZKNNzWwBnrGQAahAbQIEIEEyY8goeElljg2uHodeC/2c/Y58Z0m6A/P0vPn/Uge2WqySvHxPeKGlEwN5tZ+7drjcvlSJn+P9APYu9eL22/0Xbe+2uaRmG4QGmiRDlaJnB7ANmxkEMXJ4qc/V9n0SoakktCqkrs3rH78r6YFVyxEAQBURSNn6XKj5qmoaqq8fN6Ez7FZKfk6aTo6aTk6aRq84GmYcpNY02NYEmNYEmPIyqvnmIuzA4W1PZb7f/LQW1/appW9/9fBoiiiCzLda9VFSSK1iB5WyMlZzMlZwjFpvftiZU85swk5mzY+C1Vl0dGVMlCuvVqsqGdCKqCa+IFnJMvIr5Kyq0kSUiStOj7qGkaiqKgKMqC96o28FH7HM2HIiqUVpXIrc/pk6kRCfspO7ZRGyLnbl97jtTNKVSbiuvH9eS6YvWRCe0i37gZAHvlUaSe59FcFcynzFhftCKWRWMSWRD0aedyubys48tms/Hrv/7rvPTSSxw9evSi7tvY2Mj73/9+HnjgAcbGzh9zOH/7KpWK0SqiOlTS70tjfcmK9ehCsmYymYwFVblcvmCLyeGjh7n9V2/nfde/j78r/h0Kiy8aog9HaXe1s/W6raRI6e+FoCBpEhkhw0ctH+WLxS8ypS0+DFPNVOn7/T60sobnGg+F4YIu2FwhuKIUwEumuirYumzYu+11WZfzYW210vOnPeTP5qmmqohFEaFFQCyKiAVRv6y98kGUFaxgOaid4JajZL0aUCQLBVcbeVc7BVc7ZZveA2QuxHBkRrCHn8WWmUBS5hALkwimN2YpZv6E6C8TNHQiUrQ3U3ToPyV7EARpNjN3Bld6GOvkC1hyU5jKKeq+oWRAPv/7ogoyycZtJJp3ogkS3pnD+KZfRFJKYJZ5PU43giAgy/KyPBXnQ1L13FvbgI1yqExufY7MDRly+Rz2Pjv2AbtB3GRZxj5uJ7U3hclvQsxLFJytJJu2k/P0IFXz+KcO4okcQ1KKaKf85HvzZLdkqa6q4jzsxHbWhjC712v+hMvBjh070DSNU6dOXfR9N2zYQD6fJxqNLttkvPYcde0QClTOVChuLuI+60asLr2oWqyNQhM0VKuKalNRrSpuhxvWwP3l++vInxUrTWITzWIzQYJU31ZlRpvhZeVlNkgbaBfb6VP7OK2dZoOwAUVTiGhL9wnLLhn7Gju5EznSL6WRPVcWJbqiXq2SvbSyTPRnUWZ+NIO1zUrrx1oXlaVrMDeZkZy6SaXslEkwZ1BEQyeDNUJYEJEKkkEOpYKEkBcQCgJCRQANQ3WAhf9fwZsPv4wqnyqZKbnbDJWv4mgCQUAuJLCkRnCOPos1NYpUOWfhUZn9uRTUlLz5yt5yBjPmq3m1//+yQ7O6qbpbKTlbdLLnaEKVdFIg52OYM2G8U0ewZMKY8hGEOabCKnAxRXdNEMk1biHVsRdVtuOcPoJ77HmkSu6yvL+vBKIoGurehY6DuZ+h+aX7Gnm0hC1IoxIlV4nSphLZzVmym7NYz1pxnHZgypiwjFtAgWSvm2z+bsrOZuRcBN+Zn+GInEDQlLr9IR2WcPW5KOwqkL42TX5NHs8BD3JMXraCZzKZWL9+vZH5C8tT2Gro7u5mYGDgoib9zWazoZjWVEBBEDAfMVNYXSC7JovjuEP33jODZtPQ7BqKTTFInmJTdLI3S/hUq8rcFUeAAEmStNDC9fL1NIvNNAl6gsuAOkC/0s8h9RAKCg1aA++xvIe8lierZekUOzmjniGuxYlq0SXVwxpkl06DtLJ2yRzhlw1XFgHMKVQSFUy+C4ekLwZBEtAqGoWhAuVo+bwEUDAJRt+BklGQUhJyTsZUNiEpEpqgoVn1D4XiVqg0VlBsyoJ3RKgKCEUBsSQu+BFK+vVKVqGarVJNVymnypTzZcrlMqVSiXK5bPxcrnSAFVx+CIJgxCkFg0GczqVjCtPpNNFolFgsRjqdft1InyCbsbSunx3c2Iq5ZQ2CKFHNRCkOH6M48m2Ko8eWneCwHNhstrp+PafT+brFo71RIJismJtWYQn14u7egql5DapV79uTKjmsuSmsQ88S6z9EpO9FtPLles0C9vXX473uw8i+ZnInniT17Ddfd//FGiRJIhQK0dHRYVjJzEe5XGZiYsJIAJkPs9nMddddhyiKVKtV9j24Dx4EySUZcXPF3iLqWTBHr0bJuah2qUjHSzSd/j7R489wYonHNvALWH3Tapz3OondFUM9qtL3n33LIiN33XUXJpOJ48ePA/oxXhsEuRDWr1+P0+nk+9//vtHPBzqprEW4mc1mLBaL/n+7GbPHjMVhwewxo1pUVIuKZtGM/4tFkfxVeYrrimgWDU2e991URRc7ZsUP84wZsSjix0+TpYlGeyMNrgb8Hj2PWdEUzihneLn6Mg+pD5Hn3LErILBH2sONphsZKY+giip9Sh/dUjdXy1fzdPVpTiunL7gfKolz741a+OVf/F0MrigCCFAYLrxiAmgKnrtfvj+Pe9vSDffjnx+nMFTA2mnF1mEzflcDeh+MWlSphCsoowrajIYYFTElTZjsJkxe/Ud0ieBAXyHNfsAUu0LVVzUuM09pFxGxVq3YS/YFhJEiaHl9lVPNVKmkK1TSFUqpEqXMObJYKpXesE3sbyZYrVbD9qCWu7kYyuUy8XjcIH2vG5EXZSwta/Up3c6tuhefbELJJSmOHiP78qMUR49RTSwvfeC8T/UGjkd7XSGImIId+oDGrOeeaTZNQ1DKWPMzWJIDOunLTZONjDE0OEg8Hr/wY18ErD078N3wa5ibesgP7Cdy/19TiY5c+I6vATweD62trTQ2Ni44Xmoqb03BMpvNdHd309nZaeT0zh1SKJfLxGIxGhoajM9rLBYz4uYSz0DTu6/FvSNDddV+hJwDyZ4jOPY95KKMu7ubjvZ2xsbGliSZsizTRhvSTyVyq3OkNqVY87drmPnhDPEn4ku2LomiyFvf+laOHj1qLGSWSv6QJOkckTObsbgs3HTPTfSn+rGus7J913Ykp4RgF8CKcX6Z+4MM1dl/RrSaSp0gISdlyrYyUkbCesoKORALIqayCbEgohZVGhsaCQaDuj1Vc6DOrSCbzTKeGOdY9Bh5OU+f0ocmLNwBTUITd5vvpkloIlaIsb+6n/e53scD1QcIakFulG/kpHKSY9Vj5z1WKokKhbO6+im5JJTMlXXeu7IIoAjpw2ncVy1N3M4H5wYngllAK2vEH4/jvdaLtX2h+pA5ltHNoDWoxCpkXsoYf5NcEtaOOaRwlQ3zHjOCKKBWVfITeYojRQqjBYpHi1QmK5hU08LVmNmMyWzC4rQgu2Vkpwy22Q+ueVZWN6toVn11VvVUjeuZbWOSZv9ZsYLCArJIXvfLUjK6wljJVHSFMVmmmCxSSpd0v6Y3QcnstYAgCPh8PoP0LaXyaZpGOp024tbS6dfJTFwQMTetOkf4Wjcgmq2oxayeq/vklymOHLvkE//liEebq+y9WvForwckd8PsNO5a/XfzakSzTU/TiI4iJcfwJk/iqSYwF2IIs2whkUjw8tDQZSd+ltb1eG/8NaztmyiOHWfqG39AaeLUZX2OVwKz2UxLSwuhUAiHY6HXayaTMYyjVVWlsbGR1tZWI+NYFEUaGxtpbGykWCwyOTlJOBymUCgwMTFBQ0MDAK2trcRiMcxNq3Dvfif2ddejlgtMfvunaOU+Arfnsa+yE7kzgvuoG/uIHVmW6e7upr29nfHxcUZGRuqIYEdHh05UNUg+kWTgGwM0vaeJ0K+G8N3oY/K/JsmfWaja7tmzh4aGBn7x1C+oOnVRwCSbWH/VemSnjOSSEO0i2FlA6pDgGZ7RH+hd6BFqymxrUlk0fktpqe6yWNTPDdVMFYtmQVIkBASmpqbI5/NIkoT57WYqayv4nvDREmwh2BQ0vvN8Ph+SJBkegNFolOGRYc7mzjJmGqPYUkRqlUCDxkoj+bE8tq5z6q2ExPXy9eyR9zCdmeYz//cz9P5pL29zvI0hZQgFhSxZrKKVa+VrebDy4JLHjJJXGPv3MSO2VfbJKDkF3hxfHcvCFTUFDIAELR9sQbTopdOp7+jTQfY1dnw3+Opu6rvet+DuMz+aYeZ+3RVftIr4b/PrNjB23QYmczhD/Kk4F2g7qINoEbG0W7B12nRy2GnD0mpBNOknwHKsTGm8RHGieO53uIRWqX/rlpTu51w2mU2Y7WaDGM7/mSvnz71ugZQPxupPKApQ0NVFNa8aJelK6pzCWEwUKSaKVHPVK+qIs9lsdSrfUkMENaUhGo0Sj8dfJ7VKwNRQM1/eirV9I6LViVouUBo/QXHkGMWRo5RnhhYNol8O7Hb7Ky7hvl7xaK8JRBlTsB1zYw/mph7MjT2YGruRrPoioZqeoTQ5QDncR3lqAJ+WoautZQHZSSQSDA4OkkgkFnuWV4z5Js6Jp7++pInza4VaTFwoFCIYDC5YMFSrVaampgiHw0suoux2O6FQiJaWlkUHJ+LxOOFwmDVr1mC2WMi6uhixrcbSvolKcorMwQfIvvwoWuXcIFPPZ3owB8zIbhktpeHqc2E/a0dU9O1TFIWxsTFGRkbQNI29e/diMplQVIUDRw8g2AWsPiv21XYc1zmQ/BLajIYQFRAtIoJNABuYPWaKQnFRhUyoCkaL0GJtQ43ORq7eejX7Ht9HNpJFKAqU82Uq5cqC1qH5l1VVxel00traSigUQpIkI+/X5/Pha/DhafbgET3G6615jkajUcbGxhicGCQTyEAPWNbpIoZW0DBPmrFP2rljzR1ERiN8/jufp+N3O7C2WmkVW7lbvhu/5OcnT/yE737pu3R/tJu33PgW9sp7+UnlJxxVjtIutvPrll+nqlX5q/hfUQqXqGaqyB4ZQRKopqrkB/Iknk5QTekVOUvIQmm6dFHn7TcDrjwCeBHY9NVNC67TNI2pb08ReyR2/j0nckkrCUESsIQsWNosWFutxu9aX6GmapRnypQmdEJYHNfJ4XIP4gsRxbmXATRpcWK4JIk0q2jmxUmjUBLQCpquMOZUqrkqSkYxFMZSskQ5VUYpKChFBbWoohbVBYT3jQhRFOtUvsXUCMBYAde+FDOZzKK3e7Uh+1vnmC9vQbJ70KplShOndMI3epTS5MBFe7fNj0er/f+XKR7t1YJodWFu7MbU2G0QPlOgHUHSCzKV+ATlmSHKM4NUpgcpT59FySUQBIHm5ma6u7ux2+11j/lqEb86E+fkFMlnvnFRJs6vBmw2mxETtxhpSyQSTExMMDMzs2wlWBAEgsEgoVCIQCCwwC4n5VtHqmUHFasfLTJI9Nn7yA+8sOhCyH+rn5YPtTD2H2N493pxbXZBFSzTFkxJE0i6GqeYFf37cnYxrpm1BS09AFQxrpcyEqa4CZfsYkP3BgZPDJKeTterdCURQdEnKpYicR/+8Ifx+Xz8r//1v4zrFsPc5Bu32017ezuhUAi/34/f78fn89UlDGUyGeLxOFO2KSbtkxR+ViCfzqOoCv3RfgotBZxbnDjWOBBkgepUFcuEBU/MgyliQtAEbDYb7/uV9/FPz/wTuQ05zLKZayPXcuOqGxkcHOQ//uM/GBvT9+1Vn7iKT1g+gaqpfLb0WcqUCQgBPmX9FIlEgk//4tMEbg/Q9//1LZlS4trqwtpp1aPs3vinmMuKK6sEfBkgCAItH2rBu8dL4qkEuYEclWgFtawiWkTMTWbsa+xkDmeoxCuvmARqikZxrEhxrEiKc47uolXEErJgbbNiadVJoe96n9HXqFZVypNlXSWcKOnEcKJEOVJvRn2+D/3817scsmgz2wxDVuM1iNqF1UWnhhqYc3kx0jhnn1ACtaQTQqWgoBQUqoWqQRLVglpHGtXinMsF9dx9i8plW+3ZbDYjbq1W4lgMpVKpTuV7PQiN5G7E2rkVa8dmrJ1bkV0BNKVKabKfzJGfURo5Ril8Gq26fC+syxGPNr+E++aYbheQvU26mtfUg7mhG3NTN7K7EQC1UqISGdaTTo78jMrMIOXICFq5XtUUBIGWlpZFiV88HmdoaOiyEz/R4cW75wOXzcT5krdHFGlqaiIUCuHzLazMlEolIwXkolVhSf9eTapJ0tE0lpKFYCiIt7UFpXkVBW8jmqxiqTyMuzSBEMpguzdLRehCtIpINgnRKiJaRLBgZM13/FZH3XOUO8qU28sIFQEpKyEV9MFAMb64SmdcVgVUs0p2a5b8mjyosFXbSk+8h1P7T2ETbSiKQn9/P8VisY7oLfY58ng8bNy4ka9+9atks1mgPvnG5XLR1tZGR0cHDQ0N+Hw+/H4/Ho/H+G7L5XIkEglGR0dJJBLE43FjERKPxymYC3T9RRfmtWZMmoliqIjH5cFVclEaKKE+phJMB7GU6gm8KqgIOwX+tfivFLcXaXy5kXevfje+Th/f/PY3+fmjP0d0igTfGqTpPU28w/QOBATGtXG9jA3G1G/KlEIw6app8K4g0Z9HUcsqklXC1GDC3mPHc60Hk9fEwJ8OXHHkD65UBVDUS77df9SNIF5+P77p708Teei1XU1IDkknhDViOPtbduocXy2plMJz1MJZclhNXD4SIorislRFi8WyJEnShHOrYdWkopn08rNm0n9UWTX+r8mzt5E1FFnR/zZ7W8wgyOd/b9XKLCksLiSNC4jjnMtaScNpduKxefA5fNhNdoSKYHh4GY+vqnUqX+3L9rWE5PQbWbrWzq2YvM1omkp56izF0WN62sb4yQWkYzHUThLzUzPeLPFolwJBNmMKdsyWbnswN3VjbuhGtOiErZqNU5lV9cozQ5SnB/VhmfOU0mvEr6ura1HiNzg4eFH5t8t6HRYHnqvfjWvHPWhKhfQL3yfz0k9e9TSWpeB2u43Ej9pAh4b+GVdEhXg2TiQdIVvKIlgEnZBZZwmZTay/POen7jam8/eaaqqIWAGxottyCRVBL7FWBMSKaPxfqAiIVRGhIpDdmEWsirgOuvTblPXvhvzaPPnePJpJwzpsxXHCgSmlL5xrBs7pdHoBkaspeGKzSMdHO5A7ZBxjDuwH7Uh5idHR0bpJ3vPh3nvv5b3vfS9//ud/jt/vN1JNjBKuz2fs62KxaETx1cq4Y2NjRtUik8kQDAbp7u5GEzTi5jjj8jjOTU7sq/VFoJSR0AY1sseyNBQbcNlcC7ZJRaW4ukh2cxbNrrGxspG24TZ2bd3FyVMn+V7f9xDvrH+fdkg7eKv5raiayrfK32JIHdKPGcHN/7D+D45Vj/Gjyo8u8N5qDP3dEPmB/BXV+1fDlUkAZxG4I0DzB5uXpVQsF8kXkoz/x/hle7xLheyV60rIllYLllYLklUnYEpeOUcI5/QYvtrTUJIkLZssLjepYT40cQ5JnCWMiqxQoUJFqFAVq1TFKqqsokqqcTvMIJgFBIugnyhmTyQXWiwIFQEq+oR3NV+lnC3rpLGwCKmce3nO39WyiqZoaBVN/13VLuoTKtrcurpXI3yBWobm8GxJ9xil0ZdRS7nzPs78eDSn04nT6Vx2PNrcEu4bPR7tYiHaPXrptrFHL+U2dWPytyGIkj6cEZ/Q1byZIaOUq+aSy378uYrffPuSWCzG4ODgsnNel/2csgXX9rfjvuY9CJKJzKEfkTrwQ7QLHCfnf1B9ESZIAoJJ/y2a5xAx20JyJlklZLuM3WfH5rYh2sS6BaCxwDsPNFWrqwZoJQ2trEEZg7SJioikSEiKhKzKmDQTqi1EzrORor0bsVjFPdOPZ/o0cuXikyFyvTky2zO4/8tNJVepL8NSRr5Kxn2zG9WpYh434zzhxByZtQ1TFCYmJhgZGVl0gfSp3/oU8haZJ5QnwAyOlx0c/9pxssmFC0yLxYLL5TJaB9ra2rj22mtRVRVRFI0SeqVSqSN6iUSC6elppqenF9gmzVUVzU1mXJtctF/XjtKq6Av3gkrmeAZLyoL1Fiuuwy7sJxdWBFRVd7EodZfIbsmiOBUswxY+tupj2FV9wbN//34eeeQRzpw5Q9sn2/Be4wXAhYtPWj+JpmlYBSt/U/wbIwM4QIBP2T7F05Wnear61JLvkaZpTH1rtp3rCsUVXQKO/ULv42v+YPNlUQITzyWY+M/lZzC+Fqgmq2STWbIn5nw5CGAKmOrUQtsqG97rvMZquJqqLlALSxOlJfsoLhaKolAoFJZVrpFleVm9inMNSgEEVUAoC4jlegJpY3FPsMW2sZb4Ikqi3rtjUutOSIqkkC1nyVVy5Co5qmK1/qRmEzH5TIsqEMuFVtVQqypaVVv4owgIkhVBdiKY3YgmF5omoZZmUDLfp5pKUE3F0QpFzF4Nk0vDsdaGplh1klnV9ElwkxWryYrNbMNmtmE1WfV+TVUA5dxvRVXqriuXymQz2boy7vyTxC8tBBHZ13KO7DV1Y2roRnbpiSZqKU85Mkxp9GUyh35MeWaISmTkFatlgiAQCoXo6upaPvETZ0mWLCCaxDqyJZgE42+CLCDKYt1lQRYQTBLW9l5sPVsQLTLlma9Rnj6FrbOMvceDYPLWPdaij7HIT+12y4VSVKAMUlVC1mSE6qy6ltfVNkqQS+ZIRVLkk3m0koZYFQ0CJ6sysiZj1syYJb0l5ULVBgANkYx/Lcmm7ZTsjZjzERpGX8KV6KszxzZuP/t9MN9OZu7fk8kkk49O4t/l50TpBKmDC8l6t9ZNQ6aBYleR5Nok5TvLyNMyzpNOLBMWOjo6aG1tJRwOMzw8bBDBQCDA3j17+f73v09DsUE3pN6apeWPW0j+IIkz6qSnp4eOjo46Va+mICuKgiRJTExMMDExYRC++UQvk8ks2iIkOSQcGxw4NzpxbnRibjCjVTVyIzkCJwOYJ81oUxqVcIX29nYygxlyG3LY++1Gy02pVEI2yVQ6K2S3Zql6q5hHzfBDuGvvXQQsAfr7+/m3f/s3NmzYQGdnJ9lclvHPj2PrsmFptnCn+U6qVLELds4oZwzyB7N5wEBaW9o9QVPn9PJfwbiiFcAa7GvstP1GG+bG5ZWy5kPJK0zeN0ny6eTl3bDXGhJYGi0LSsnmJrNBkJc7kfx6oTYJfSFV0WQyXVblt1KpLNlwPf+ypmkg6NPf85UQ46QtzZ7Q559YbTZM/gZkTwDZ40VyuBBEBbWaQy3EUYtJtEoGqJxTXeY8jmgS6y5ziclmmroIKZ1PWGtq5rzfamX2Nsrrf+wIooxocyPZ3Yg2z+xvtzGYoZYKKIUUaj6FWkij5FOopTyX8vUpSOfeE7vTjt1t1xdgoj50hQgVrUJFqaCJ2uJk6xIXrpoqgmZCq6oohSJaRTn3HlbURd+32sJhyUXJ/GOh9jizx8Jc5duEiRZ/Cy0tLYuaNRcKBfL5PIqi1H22X0m021wokoVUcBOpxm1UzS6siUFso8/DdB+V83yGe3p6aG/XVfVTp05RqVQMojX/+yRyR4RKosLIP4+Qy51TUmVZNiZ/VVXl+X3PY+o10fj2RmyrbUgJCedJJ9ZhK4ImoKoqExMTDA8P8773vY+bb76ZL3zhC3R2duL3+3E2OPF1+whag8bkraqqpNNpQ82rEb2tW7fS1NTEP/7jP5JOpw3Ct9SwjCAJ2FbbcG7SCZ+ty4YgChTDRbLHs+RO5Mj15aAMV1111YL+zKqzSvSeKLYDNsTDInaHnUp7RY/AC1QxTZjI/CxDi9DCr/7qr2K1WlEUhU996lNs27bNIK6qqjLoGsT5TiehvhAf2/YxDlcPc5V8FV8pfoVx7VzV7Ub5Rm4w3cD3S9/nlLrQoqg8U2b8i+N62fcKxwoBBH0VLQk03tuI7yaf0Td3IahlldTBFNPfnaaaqb5pewgEk4ClZR4xXGQiuTiuk8GLnUh+PSAIAlarlYaGBqPBef4Qy6uF85HD+ssVTMF2LK3rsbRuwNK2HpMvBMzagoyf0vv4Ro5STdaHncuyXDeU4XK5cDgcCxULdKKhiZpBPBRNIVvMki/lyRfz5Mt5iuUiSCxL9alXmOaVAOeqVPI5svuaQpQQZLP+I5lmf8vUvg41pYJWLaNVZ38rZXgVfAU1RcMkmrDIFiSkOmW1lC+RSWYo5UvnJ9dLka6qugRxA0vXTjxXfwBzwyryZw6SfPrrVCLDl/311TB/IWaxWPB6vUb/6OVciM1FpbKIpYnsRFl1A+LqvSDJFE49RWr//ZSX6WXpcrm4+uqrAUilUhw8eBDQS621yeQakc1tyJHZkqHx+41kYud8CDs6Oli1ahUAExMTRoYv6GJE492NOLc4EbMirtMumiPNBDx6QtDmzZspl8tYLJYFk7dRJcp4wzjT0jSF4wWEQwK51LlWDEVR+Id/+Ad++MMf8sADDyz5Gi0hi67wbXJi77UjWXWLs+zJrE76Tub0AcfZ/VHr0Vzq+zO2K0a1o4r7oJvcphxVfxV5Sib3cI7k8SS/9mu/xq5du3jhhRcIhUKEw2EOHTpUN+FdbigTvy2O/LLMJ3o/wej4KF1ru/BavHXlX4D3mt/LOmkd95fv57hyvG5bog9Hmf7+tL7ofJOery8GV3QJ2ICqk5jpH0wzff80nqs9uLe5sXXZMDXUK0XVVJXCcIHcqRzxp+J6dMybnEZrFY3iaJHi6DImkm/wYfKeZyJ5vEQ5Wn7d9pfT6TTi1jwez5L9hfl8nlgsRiwWI5lMLnTSX0JhXI4yMddeZy5UQaboaKLoDFFwhig6WlBlK2gqUmYKITaE1v8I1al+qokplHIZrVzGJopYGxrq+vWWir6aj3KpvKD082aIRwP01IxAm+GpZ56dxJUcXgDUYrauT688PUglNgrKqzudLYqiUeqd74EYiUQYGhp6Fcy/Bey9e/Ds+QDmxm4Kw0eYevgPX7GJ8/k8R+d/Ni4nwatWqxdcONX+X9er1rJWN25euwdKOVKHfkTmpZ9cVG8mYHxWXC4XHo8Hh8NBLpejVCoxNDTE0NAQfr9fVwXtAdgO5VAZT9WDx+Nh7dq1xv5QVZXh4WFA77nt6upiVfcqOjOdhMIhGlob8F/nRxJ0mb5cKSMIAkNDQ0QiEeLxOMlkklKpdC75pphBuEbAcZODanOVyW9PkjmrW0zddtttmEwmnnqqvi9OcklGSde50YnJb0KtqOT780R+HCF7PEtxrGh8Z8uyTFtbG6FQCLf7/KEKGhrWlJWMNUPqhhSmSROlr5fof7afm266iQ/+/Qcpl8t89rOfpa+vjy984Qv09/fXkT/FrpC8IYkpauJu9924XW4GBwa5astV9Of7UQWV/Jk8tlU2BEGgUdCn7AVNoDRTojhcJHc2R+iDIbIns2+YatUbASsEcC40QIHUCylSz+tER7SIiHY9UFwtqbpTONT7/F2hx5NaVCkMFigM1vfxSc45E8mzBNG12YXk0L/IXouJ5BpkWcbv9xs2LYv5hoHeG5NIJAzSN58EVavVZU2s1hqrl2Odo1lcOtGbJXwlewMIEqJSwpqdwjtzGFs2jDU3hajOGkPLQFuD/nMRUFWVQqFQN5jxpolHAwSzHXNjd72/XkMngqwT7WpyivLMEJnDDxlTuEp65jXdRlEUaW1tpbOz87Ulfuv26sSvoYvC0EtMfePfFiV+y13kzO+1vVSoqkq5XF5y8nXu/y8q4UUQsa2+Gvfud2Bt20glHib+6OfJHX8MrfLKp5onJiZYt24doCeDzJ++jcfjxONx5NMya65ZQyaUwTqqv9+SJOFwOPD5fHi9Xvbu3WtUIWoKWqlUIh6PExmMcCp3irAnzETLBBW5Qme8k9RLKaS8/l2aSCQ4efJkfS/1WTA/aqblQy10/m4nmZczTH5zkltuuYXDhw+TzCZxbHQYKp+tQ18sFkYLpPanyJ7IkuvP6YMzc+Dz+QiFQjQ2Ni7oq1QUhenpaaLRKL29vZitZoqdRV3x81YRcgKqoHL8L47T1tzGZz7zGVavXs2jjz7Kt771LXK5HG9/+9vRNI3JyUnjcTVJI3FjAlTY2L+RjXdsZN++fdxxxx3kcjkO5g9SKVYY/+I4a/9uLdNfmMb/P/wATP/XNAOPDOgPJELj2xqxr7KTPfrauzG8UbFCABfDnO8YtaR7x53vNiuoh5JVyPflyffVk6gFE8ltFjy7PLp/FnovZXm6TGm6RHm6fO7/U+VzxHsZcLlcBuHzeDxLKhC5XM4gfIlE4rLEh9WI1sLhFkHPcG1dj6VpA5bW9Zh8Lfp9MhHUqTOI8ScwJUcxF2JYrRasVismsxlBluESVZRatq7D4aChoeG8J9m5l9+IkWqSq0G3Wakpe409xr7UqhXK0REqM0PkTjxOeXqQcmT40qZZLxE14tfV1bVgARKJRBgcHLz8RuCCiH3ddXj3fABTsIPK6FGKD/4VptQYrRYL5nXrFpC65Ux4LxeqqhpDEvM/f7XF1tTUFJFI5LJPhwsmC45Nt+HedS8mX4ji2HFmfvCXFM4efMUJNnMxNTXFmjVrkCSJ5uZmBgYGFgw9OZ1OWlpaWBNZQ9u2Nvyin8ZgIz6fz1D/507eDs3G9iUSCWPxOTf5Zsd1O/Df5uc583PwDgwLGR8+rr32WiYnJxkaGqJY1BNJytNlRv5hBNc2Fy0famHNX63hOfNzjCqjrP/cekSzSCVZIXs8S/RnUXInc0YqxlzUStstLS0LrIhAL4OHw2FSqRQdHR1s3LyRck+Z6OYoilvBPG6m8kCF0f5R1v3lOj7y+x/h5o03Mz4+zqc//Wn6+voAnUjv2bOHSCRCsVjU96cIyb1JFLdC8+PN3HTrTYTDYRRFwel0ki1mGbWN4h3ysv6m9SgodMldgH6MidqcRYoK+TN6TN8KzmGFAK7gNcOSE8lBk04IQxbMTWYszRYc6xxGKRmgmq2eI4VTpTqiKFUlQ+Xz+/3nVflqXlaxWOxVjRETZIue39q2HmvrBsyt65CsTjRVoTw9SOHsQZITJylNnMKiFOotVwL+ZcejKYpiTCuLoogsyxcsuUmShM1mW1aZ+JWW3C4dArKnETnQjinQjinQpv8OdhjxaEo+RXlmiPzAPj0xY2aISnz8dTMrng9RFGlra6Ozs3PBMTkzM8PQ0NArIn41c/bF1DqT2QLtV1FYdTNVexB7ahj/6fuw5aYg5ITQ+lf8emo+dUsdD5qm4fF4aGhoWJQspNNpow/u1TBBl30hXNvfhnPTrQhmG/m+54g++H8pTy7PH2+5qFarzMzM0NHRQTAY5C1veQsOh4P29nZaWloWvP6MliHdkiYxk2BkZMQgfYu999VqlWg0yujoqKEGWywW/uT6P2H/0/spPFug8bZGcutzFHuKWMYtOE44aBVbaWlpYXJykuHhYSqWijG4IVr13twRZQS1Se9bj/40SmlicRVUEAQaGhqWHG4pl8tMTU0xMTGBqqp0d3ezdt1aSqtLxDfFUVwKljEL3me9mOImtJTG5rbNfEz+GPaNdr79nW/z0IMPGcS/u7ub1atX09bWxvHjx41J6/RVaUptJbxPebl+/fVYLBZ++tOfcvfddzM8PEyho0C1XMU75CXdkEaJKexZt8fIbp6/oCkMFgi+NXhJ7/2bDSsEcAWvLzSoRCpUIhUyR+q/EEWriLnRbJBCc5P+f+cmJ7L73KErFAXktIyUkaikK2gZDSkjIWUkCqkC0WjU6OV7tRQtyeHD0rbBGNgwN/UgSDJqKUdp4jSZgw9QDp/GlJ7AZTPTVPPW27F5WX2Dc+PR5popL3YivZBVztzrLgRZlpFledET+nzUJqEvpCpWKpVzZFGUMflDsyTvHNGT/a2IJp0Eq+Uilfg4ldgYhbMHZw2Vh1Cyb0wLhwsRv8HBwQWm4IIgYDKZLji9bjabF2221xDI+NcSb76ais2PPTVEy6lHsOanL7i9S71Xi103H7UItdbW1kXJQqVSYXJyknA4/OoYoQsitlW7cG1/G7bu7Sj5FJnDPyNz5Kco6cglP7zFYqG5uZmWFn1Subm52Rj2cDqdxu0KhQKpVIp0Os2JEydIp9PG5ck7J5HjMt7nvYBOpMPhMLlcDofDQSAQMBZ8sizT3NxMc3MzyWSSiYkJdu/ejd1u50c/+hG9vb1YT1uxnrZyQjlB8K4gpTtLyDMylkkLrl0u1rasRfEqaKpGcaRI6tkUv3nnb3Ls+WMctB3Et9eHyW9i8huTdSTQ4XAYat/87wZN04jFYoTDYSKRCDabje7ubppCTRRXF4lvjKM4FczDZmy/sOEs6PvG6XRyxx130NnZyeHjh3m652lOZ08b5K+3t5f29nYaGxuxWCyMjo4iCAL5NXnyG/K4DrpYK62lt7eXp59+2uibDYfDjIXGsMQtyGmZ6roqpeES27Zt44UXXuCWW25ZWKYuKq/9wNkbHCsEcAVvWKhF1Rg+MZlMBAIB7AE7gUAA2SGjuBWqriqKS6HqrqJ4FEptJTTLOSWqkqhQna5inbbin/afUxBnypfQDDxbzq0RvrYNmLzNgN5rVpw4RfHUE5hSY9grSRpr8WirAgjChVeglxqPdrlj/pYiHfNhMpkwmUyL5h+roomy1UfZ6qds9VO0eClb/ShWH4j6F7VWyqIlw1Tjo+T7n6UUGaEwPYSSjvLL0Gh7PuJX6y9VVZXm5ubLZkukE79e4i27qVj9OJKDNA8/jJQap1wuk1iuLdFFwm6309rauihZAOrIwqux6BJtbpxb78S17S5kTyOl8GmiP/ksudPPgnJxfa0mk8kgeXN/Nzc34/f7jdsVCgXS6TTpdJq+vj5SqZRB8hb7vNWSb4pHi5iuNuERPQiqQDgcrpv8Bd3fr7W1lWAwaPRXer1egsEg73znOzly5AhWq9UgitFIlEw6g/a0hvcaL1qrRrVRd6IwRUw4n3VimjAxMzJDe2M7653r+fxPP8/k5CSJTQlafqWF1X+xmvhjccR9IqFgCI/Hs+A1FAoFI2KvVCpht9vZsGEDTaEmCmsKRDdGUe0q5iEzma9n6D/Sz3XXXYcgCaxfv57du3dTKpX46U9/yje/+U2aPtJEw9saSD6VZEPvBpqb9e/N9vZ2CoUCsViMUkuJ9K409tN2/MN+rn/P9YyOjnL27Fk++MEPcurUKUweE2eVszjOOFBUBTkko+3XCAQCHDlyhJtvvnlBn6ogCWjqG/975LXECgFcwRsWHo+HQCBAIBCoCxwHoAJiTMQUM5HNZklGk4bKJzr0TGZLkwVzs64a2jpteHZ7kGznVoXlWHlBr2F5ukw5UtYTOGYhmPRyrnXWisUSWoc4p5xbHX4JLTGCPT+J36ThdDqxeC3gDQLnJ3zz49Gy2azRx/NqQ9M0SqXSsodblkMUZYcXxdFgEL2y1U/Z5qNqPjctKJfTmAsJXJkxzJGjmItxTMU4cnVOSd4OdLpR2zcvsPNYitC8VtnK843JrVar0W+6VB9dLWLrUqAoivFaS5UqhYYNVNbeBq5GqqOHyR/4LNMTfZy+2GGJZUKSJCOP1+v1Lvh7sVg0yMKrdQybQ+twXfVWHOuuR9NU8qeeJvPSTyhPnz3v/WRZpqmpaQHBa2lpIRg89xktFovE43HS6TRDQ0McO3bMIHrn+5wUi0VisdiiyTf2lJ2eG3soN5cxjZuMyd+5qLWlmEwmWlpaDIVxw4YNmM1mBgYGWLV9FfmWPOWWMkpQYZVjFUpBIXcqR+yJGGpepfnmZlgLGUcGh8VBs9rM2+54GyMjI4aJePZ4lpn/M0PrPa0Ebg4gXi9iPmxGG9QQ0H0HZ2ZmCIfDxONx/TXY7WzatInGUCOFtQWiG6KoVhXzoJnEzxOcOnwKRVFoaGigpaWF6667Dq/Xy8GDBw2/xNWrVzP440G813rZ9KFNNE7MZmKrKq2trUxMTFD2lElen8QStuB60cXem/ciiiJPP/00W7ZsQZZljhw5QuNbGtHQsI3YiFfjSE6JVmsrxWKRgYEB7Hb7goEqQRRWevfnYYUAruANA7PZbBC+QCCwpOpUrVZ136vZ0u78L2Ylq1DIFiicXdjjJ7klgxhamvSysm2VDe8erzGMoqka1ZSIUnCjqSEEqRu10oiStVMZj0HfY1iyk7grcVz22aQBN+D2L3g+Y5vmxKPNJXy/LPFoqqpSLBZnT+wCkjuIKdCEydVeV76V7LqKoKkKanoaklMIYyeRclHMxRjWcgqLxLJj/mpT1Uv1dc7fxuUQxXK5vGC/vxbRhJdlmwURx8ab8Vz7fkz+EPn+faR+8NcXJECXAo/HQygUoqmpaUG7gqqqRCIRJiYmDLJwuSHIFhwbbsB51duwNK+mkpgk+czXyR57FLV4rm1EkiQaGhoWVfMaGhqM961UKhGJREgkEvT19XH48GFD3btQX3C5fM42qVgs0tvbayxM56t6NTSJTUhpiWJHkejB6Hmfo1KpMDo6yujoKE0dTez+0G7ui9zHyC0jKG5FV/hiJpz/f/b+OzyO+z73hj/Tt1f0SoAgCfYuUYUS1axmFVtWlNixEx8770k5Sd4kzynxm+dKcnLsOHEcx/bJcUviOLaPu6xmdVm9i2LvJACiLNoutvcp7x/LHWAJgASbJNu4cc21g9nZ2dndKffvW+77uIfcoRwTOyeITU6XQiReTeDqcNF+TzvmZpPsuiwn3CcovV7iiiuuIJ1OoyhKpf53GIyHDNKb0iSvTJLuTpO8P8nI2yP2YMrtdtPV1UV9az2F5YUK8dNM1OMqU49NMbR3yD6X3G43H//4x9m8eTOTk5P83d/9HYcOHeKKK66wpWMmJyeRj8lYl1tYD1REwiVJoqGhgV1HdzG1YwopI+F/yU9Pdw9Lly7lmWeewTRN1q5dy4EDB8jlcgy4BqhP1iMWRVKuFC5cbGrbxIEDB+zUfDwer/1yRRYjgKdhkQAu4l2DIAizonzzIZ1O24QvmUyed8OBkTLIpXLTKvCCeKo7twNnz1JcXXUoIQtRjSI5RhCVYUTXYQTp1Pv1gpSRkNMyYkqikLaQ0zJSSkLKSQiWUHOT+IW2RxMl5GDzDIJ3agq1Iaqn6vPKBfSpEcqxIQoDuyjHhirTVATMs0fkztfmb87dFcUFN7dYlmVHyebqVL0QVCOrCxH8XnDUUpRwr70J/xW/hhJsJnfkFSYf/FvKE/0Xbb9nQlVVOxI1V0o/k8kwMjLC2NjYJZMSkgPNlWjf2hsRHW7yJ95i4sd/hSc1yJLmJpquuaKmNq++vt4mqKVSifHxcSYnJ9m/f799DlbrVM8Gy7Jsbb2ZA7bTXxsOh6mvr8fhcBAKhWaRYEmS6OjooDBYINeTY2BwYP43FcHV7cKzxoN7tRv3UjcPiQ9hlA2kYYlAMoA6piKWK+eBDx9N65vsyOvo6GjFOWUwx5EvHMHR4ODqP7maV7RXMNYbON1O3AfdtoQMgJkySX8/TcwVI/DBAJ7f9VD/XD2ZxzN0NnRS31pPvjdPdGUUS7XQjmnEHosxtG+oZhC1fft2PvrRj+JwOHj55ZfZv38/e/fuxTRNTpw4wYoVKwBYv3495hGT6PIo6SVp2A2bN2+mZJXYtWQXgiAQfDaIR/Vw5ZVXcuLECfr6+mzx7d27d+Nsc9JPP12DXeTJUwwUURMq63vW861vfctO25/+WyxGAGdjkQAu4h2Fpmk24ZupfXU6yuVyTZRvIRfthUBQNLTmFTMaNnoRNTeWqSMmRtCGRvAcm8BbmEDWc4AbS3BhuszaekOvQbGliOExbDs1S7coTZ6qMRybIWdTKmHl3rvkT1A0lFCbHcWTw+2odR3IgWbbCs3IpynHhiiNnyB78HnKsSH02BB6coILqc/TdR1d1xckPl1tknC73TbRm9kYIcsykiQhCMJZCZ0gCOcke1L1fp1L2qTq/1pNs11UQiRKeNZcj++K+1ACTWSPvMzkTz9DefLiEz9BEAiHw7S0tNTUolWh6zpjY2NEIpFLoFdY3QkR19IttF15J23L1hIScwQyJwkJGZquCtHwgf+vfc3QdZ3x8XHGxsYq+naJBOl0mnw+j2maczrfzAXDMGYRvTPZo81EJBKhvr6iydna2jqLdHR0dFT2dxCya7KIHSLMCBRqzRrule4K6et1I7kkjKxB7nCO683rib8d59v/+9tcccUVONyVQdfw8DD19fV2VNzhcNDd3U13dzdTU1NEIhHS6TQt/hZ+vf7XOTF4gp8nfk5uRY7c8pwtISMnZGKxGMPDw2SzWaJ7ozTf0kz4zjDhq8JoExrRhiiWbKEdrRC/QwcO1RC/5uZmPvnJT7JmzRpef/11jh07Rj6fZ2pqyv7+hoeHaW1txePxIIoiYkpE6VfIrcrR2N9Ia3sr309/n7KvTPjJMFJeYvvN2zFNk5dffhm3282qVavYs2cPpVIJZZmCAwf6EZ18Po/cKqPGVeTmSnq4u7sbmE0ARYdYU9qziEUCuIhLDEEQCAQCNunzer3zrptKpYjFYkSjUVKpJouIwAABAABJREFU1EWJmEmecKVur3UVjrZVKA1dCKIEpRxqegTP5C6c2bGK2LI1dzRGsARIQSFSqLlBZDIZDMtADat2rWE1rezd5CVcH7a9Ws2iSWmiVuOwNFmiHC1TjpffkQuT6PCeklI5rePW32ivo6djlGOD5Pt3UY49RDlW6b41c4lLum8LbUZZSOfypcCZSKUgCHaN38Jt/s4yoBFlPGtvwL/tXuRAE9nDLzF5//+6JJZtTqfT7v6cS34oHo8TiUQYHx+/aLWFsizbjjwNDQ20tC+hbfmaSk2eS0IRAQoYhsXkpJPR0QR79+5lbGyMqakpW8Tc7XbXON9U9S7nQ6FQmEX0LsT5JhqNUiwW0TSN+vp6FEWxBwDV6B+AGBUpx8oEdwRxtDlwrXDhXu5G9slYukXueI7oY1Ey+zPkB/Lc8f47uHzb5fzx9//YdhyBCqk5fPgwR44coa6uzibr1WMzFArZEbC2tja8Xi/9B/vxRr3Ib8tkujOUNpVsCZnQgRCNjY3EYrHKcWwFyZzIkFuRo9heRMgL5H6Q4+DTB2t+e0VRuPvuu7nrrruIxWJ85jOfIZFIsGzZMqBS01iF3++vOa4sy0J/RYffhGJnkeMtxzlpnSTwXAAlrrBixQo6Ojp4/PHHyefzXHPNNei6zs6dO0GAaGOUHqOHaCFKNBrF2emkJdHCyMgIExMTbNmyhUKhMCvV7u51kzvxS+JydJGwSAAXcdGhaZotxBwKheaVOSmVSjW6fBcc5RNElLpOtLaVuDrWorWuRPRWCrylfBxXbhTn0HM4MhHUQoz5YkTFYvGc7NFKkxUyx77TdkcSUOoVmxRWCaL/cj9KSLHJIUA5UaYcm55KsVLN/+cihC15605L21aIXtUCzTIN9MQ45dgQ2UMvTqdtY8NYpYt3gTyTXdjp/19su7CzSZpU54E56/yqj16vF4fDseD9WyhJnVdTTzfQ27cirb0VwROmcPQVJn7yN5QX6FW7UIiiSENDA62trXM2pxSLRbuh43z0MquC43V1dXNOM9/TtCwSJYFoQeDY8Cg/P/Q2w0f3MT4+TjabxeVy1fha+3y+s1qQmaY5Zwr3Yqerq84VS5YsQRRFmpubGRwcBKBjSQdWs0WmIUPan0bySQQuD+Db5CN/Is/Us1Nkj2TJn8jXmA1omsYdd9zBc889RzQaZdWqVfZzkUjEft/JyUkmJycJh8N0d3fPapTr7e0lFosxOjrK2NgYJ06cQH9OR/y2SNetXYjXiUzdPIUyoeA66kIP6Ewun8QSLbSDGvE9cYSrBVwfdtHc3szYj8YwUgZr167lE5/4BPX19Tz44IP89Kc/pVwus2nTJvu9o9EoAPX19axZs6Ym2i4IAo00MhWZIrM5w1u8RcvhFswRE4fDwbZt2zh8+DBDQ0P4fD5WrFjBG2+8gSAIFBuL5OU8TRNNRIkS1+M0+BpYq65l9yu7AeZOxXslnF1Opp69NHWqv6hYJICLuGBUIyDVKN9MfayZsCxrVpTvQiB5wzial+NuX4XWshyxvhsUJ5gGWn4SZ2YQx8RrODORU+nc2ftzemNGJpO5aOlmy7AqncVjc+inKQJKSKlMdQpqWEUJKyhhBUeHAyWsICrT6SujYNQQwvKUgVFwYRlhENsQHUtQQh2V+jytotln6SXK1fq8wb0VkhcdohyPnLNURhXvll2YYRgLFqQ+1yjV6Z3QsizT0dExy+C+2vAwPj6OZVln/PxnSy8LgmA3t3i9XkxBIhVeRbx5K4LixRM/SujgY2iFKcx1SymV2hf0+c/WVOT1emltbaWpqWnOho5oNEokEiEWi80bgZckiWAwSH19vR3Fq85XSd/MiE+5XCYarURrRkZG2LN3HyklTL5hNVlvO9HoJKndTyD2v4ZbwRZEX7FixYKOIV3X55RNeqdcbCKRCEuWLMGSLBq2NJDfmMfT68G9zM2UPIVQFsgfy5N/KU/4ujAD/zhA7tD8A62bbroJt9vNT3/6U7vzGirf48RExb7w9G7h06FpGp2dnbz22msoikJ7ezstLS12w87EsxN0nezCd5mPzMYMqatTYIE2ouF7zUf0ZJSJ/gkyz2QIXhuk8UONtGxp4dqpa9nas5UDBw7wuc99jpGREaByTFQ7w3O5HPl8npaWFlauXGmT0lgsht/vt487dUwl05Khhx6yb1d+r+uvv55ischrr71GJpNhx44d5PN5Dhw4AEChu0CQIOaIWWlM81e6zZcHlvPE7ieACgE8vQHEs8aDIApk9i3awM3EIgFcxHnB4XDYUb5gMHjGKF81wheLxc57BC66/LjaevF0rEZtWoYY7sRyVKIAUjmLIzuOY+JtHJkIjuz4rHSuruuzUj8LrfO5FLDKlp0KnhMCKA0BnB2NaK1B1EY3alhBbQTn0hKilkaU80ABOI5lncDMqZRTQiWCOJamGElSihUraeZYGbMw92c9m3/xpbQLW4gA8UKIzcVAlfi1t7fPIn5jY2P09/cvOBp2NqJs6/9pTtINa4k3bUVXPHjiRwiNvoFWmI5UiKJYowF3JsxFlHVdx+l04vP55myQyWazdhNBqVTC6XTS1tY2b/QuFArVELNqg1Y0GmXv3r32AG9ycrKmnEP2N+LZeBvedXcjOr0IYwdx7f8ubfkITpcGq5ef9fPNtEernseX0tHnTBAdIq5lLtwr3IxvGsdqtECCumwd1pCFd48XdUJlcv8kfQf6QADfBh++jb55CaCmadx555129K+1tdU+58bGxmw/3pldzVVUayIjkQjXXnsthmHw9ttv27WCVeu6pqYmDKdBdlWW1LIUgimgHdcwnBUd1dgtMTyHPFzWchnR0Sj9O/vpcHfw4d/4MFbQ4sdjP+ZnP/gZuZHpzzDzmIjFYnR1dbF06VL7+aqkTDgcBqAcKJNZm0G1VJKlJJIl0dnZSWtrK4888gilUonm5mZ6enp4+eWXK+e/XEkZXyZfRnQySjwex7XChZSTUFDsLuxgMFiTggbwrvWSP5mf0+7uVxmLBHARC4IoirYwaTgcnrfOxrIsksmkTfjOJ8onOjx4OlbjaV+J2rQMwp1YzkDlOT1fIXvxQ2jZcRy5ceRyrc9roVCYlcJ9t24SZ4QoIfvqkQPNyIEme1JOPYra9Hds5JLkh8bR942iJ8YoJ8YwcnkEJpBcudpIYkjBu0EhdF1TjfK9lbcgBUJGQMyKKHkFtaCi5BWkrISYFxHmTYwvDGezC5s5/07p9p0NVeLX0dFRM5AxTdO21jrX48cwDHK53PylA5KCd/3N+NZ9CMkdpHjsFfTdD1PIx0hfQKr8bDZ/giDgdDrxeDw1zTQejwefz4ff7695bdU+cXJykomJCQ4ePGiTveo0nz6eKIp4PF5at7wPZdWNmI29iEYRX+wA/hN7UYsVXTocsyV+ZjrfzDyP381jRvJIuJZXavfcK9w4Oh0IokA5UaYwWKBuuK5C+A5O0lDfgKIomKZJf9+phh0LUjtT+Df7Gfve2Jy9U9Xo3wMPPABAS0uL/VxDQwPt7e2zXpNIJOwazepAaceOHbzxxhu8+OKLeDwelixZQkNDA5bHIrs6S64nh6ALuA+4YScMHBkgGo3StrGN8C1h0pvTZNZm6Bzq5JPNn6SxvpEXX3yR7z3zPfz3+On+824SryQY/d4oRtqwiR1UggMz93NgYIB4PM769esBMJwG8eviqBmV2xtu56fCT6kP13PjjTeyb98+u5v5pptuIpPJcOTIEQRBIN+ex5RNVoureTD2ILFYDO96L+16OwcPHrSDC6FQiOPHj09/QUIlAhh//jRZmEUsEsBFzA+n01kT5Zsv+lMsFmuifOdykZY0N/4lq3G1r0JpXAqhTkxXpYhZNIoVkpc8jhY5RfZKKZuizGWPlslkLpksxflA0Nw2oZueThE+X32lIYVTdXnJCfTEKMXIUbIHX0BPjFJOjKEnxrBKuRq7MIdNEJxoxQBqTEVNq2iR6a5YS7AwnSaG26hMrsqj6TYxQgYld4miOuPmbYCUkxBzIlKmImsjZSuTmTDR4zqlbOmM0bqLlT5/J6Aoih3xm4v49ff3X3xB4yrx23YvkjtA9uDzJF/9AfrUyIJefjapHI/HQ11dHT6fr2I1eNrkdrtrzuOqZFE2m2VqaorBwUE7Ol5tkLAsa5YYd6lUQpZlQqGQ7SZS1ZfzeDy4g/WU27eSalhHWQug5Cbwn3wa79SRWdH5C3W+uVSQAzLuFe4K6VvhxtFWicCWJktkj2TtGr7SeAlRFGm9ptW2cqtGw8bGxmoGD6m3UoRvDOPscpLvqx1UzIz+xWIxOjs7a9w5ZmphFotF22Lv9EHGihUraG1t5d/+7d/w+Xx0d3cT6AyQXp0mvzRfIX573biPuiuSMiqsXbuWUqni8Xvsi8doXNbIXb91F1vWbiFmxvj+ke+TGEzQprbR96U+pHUSTfc1sXz9csZ+OEbYqBBA0zTtrmiAo0ePkkwm2bRpE6IoYkomE1dNICGxoX8Dq5tX80j0Ee64+Q4ymQxvvvkm5XIZr9dLV1cX3//+9zl8+DCSJOG60kU4F8bKWhiGQYIEHc0dbJY28+ojr9rveXoNYOi6ELJPJvlm8ryPhV9WLBLAiwVBBOuUrpgrgKBoYJqY+SSWXpq1znsRoigSDAZt0jef/6tpmjVRvoUa2qsuD/7O1bhae5Ebl0KoA90ZBkFAMMqouQkc6QG0sddx5MZRigmb7JXL5ZobxHvlJoEgInnDpyJ3zacRvSYk53SxulnMUo5XIni5wy+hJ8bQE6OQjSEVkmhqpWnCM/MG3+pH7ao/L7swwRIqJC4nwRy2qOVymSJFilqRsqOM7tIpeUpYXgvBLyC2iUh+qaZZRU/plKfKlKIlylOV1LIe0zFiBkbMgF8A/ncm4heJRBgYGLjoxE+QVTzrb8F3+T0V4nfguQrxi0fOaTszB2Uzmyyam5tnnbMza1zj8TgnTpwgkUiQzWbJ5/M2MTkXm7+zoeBqIFm/nvFQRffNEz9GY//jOLJjCFSISyaTsb1y0+n0gpxo3gko9QruFW7cy924VrjQGiuEqxApkDuSY/Jnk+SO5ChPzR5gVssE2trabPJnmib9/bVyPdkjWfSUjm+LbxYBrEb/9u7dy/bt22d935Zl2TWa0Wh03mvfddddVxFclmU2Xb+J7Jos0e4oYknEsdPB6GOjHB87bvsaVyO+qqrS0dHB9u3b2bZtGw6Hg8effpyD7oMUVhWw7rZw9DvYfGAz8RNxBj49gOc2D60fbyU3mUN+XUZJKPZnP3ToEKlUii1btiBJEpZgMbF1AitgEXw6yNKNS4lGo1yduprmxma+8YNv8Porr5NNZ/nUpz7F8Mgwj774KIggOASWLlnKiuwKdu/bzZ49e5DXyWBAj6OHr+z+ClBpPlJV1SaAklei8Z5Gpp6fojD4zjgs/SJhkQBeCE4ROskbxrPhVhxtq1Abl9ak7izLRJ+KUBo/TvbwS+SPvw4I7xki6HK57BtKIBCYN8pXtTqKxWJMTU2dMconCAJOtxdfRy/OtpXI9d1YwXbKrjoQRARTR85NomWGcUy8jZYdQy3EEU7lRHK5HIkZEb2q6v67BUFx1ETvlEDjdBTP34AgVS56lmVipKIVYhc9iT6wEyEbQ8rHUYpJFMp4Z9aF+TSUcBhRrD/LHiwcM+3CzpaGXVD9owRKsNKcMrNRRQkreNZ4UMOq7aACYJbNSpNKtFwhijO6mfWETjlZxsy9O8e+oih0dnbS1tb2DhI/Dc+GU8TP5Sd74OckX/lhhfifBrfbTSAQsEstZjZWVJstZnYYF4tFUqmUbSc4Pj5eU986ODjI8PAwk5OTZxwozWfzV9VcnNnYMtcAxBQkMsHlJBrWU3Q3IRdThEZfxxfdX2vvB3bjSzgctmtAL6pg9jlAa9FsORb3CjdKSMEyLQrDBdJ70owfHSd7NIuRWlj9aSQSoa2tzf7/9OgfUEkDv53Cv8XP+A/HgekShA9+8IMcO3ZsllSWZVn09/czPDx81gh7Y2MjV111Fa8efhX5DploVxSxKOJ4w8Ho46NETkbsY6G/v5/+/n5CoRAtLS10d3dz1VVXsWTJEgYHB3nllVdIJBLkJnKUnirh3+6ntL5EtDuK46SDDfs3kHw7SWGogHS7ROy2GO5Dbpy7nezbs49MJsPWrVttIju5chKr28L/jB81qdLW1kZfXx9XrLiCF9MvciR8BGmZxLU3Xcv69ev5YeGHLPuHZTXf3RV1V/Cg70HiepzWda34036iqajdHFNtmKnWADb9WhOWZTH+o/EF/Ya/algkgBcAQXVS9/4/w9m92U7lzVpHEE/JcLShtvQiOn3kj72Gmb9EQqpnQbWDr0r65qsVMk2TRCJhk75MZu7uKUmS8Pj8eFuX4WhZgVzfjRFso+SsB1HCtAyEfAxHdpxgdC9adhytEEOwKl1cmUyG6Gkp3He+zkdA8oROEbxpcleJ6DUiuWdIVpQKWOkJyEQRxg8iDryCUkygldM4jByaIk3bhalUpqAXmF//8GyoFvafj8XZBcOgQuaiZXLMXc8meSSbFM4kiVqbhme9B8VfG8kwyyZ6SkdP6tOPp0+nls/XuHIuOBPxGxkZYWBg4KJHoQRZw7PxVhquuAe/z4M8tBP50Jt4FQjcfA1+v98me36/H7/fPyvik0gk7Dq7kydPEo1GmZqawrKsee3xcrmcnRpc6GcyTdPuaq5KrXg8nnkzAFWUVR/J+rUkw6sxFRdavI/QwI9wJfrQVGVBzi0LbW65EJs/AARwtDtw97rtOr6qBl/+ZJ7EawlyR3Jkj2XPe4BSzUhUSfLY2Nic66XeTBHaEaJhdQP11NPQ0MCGDRtwOp3s3r3b/rwz08h9fX1nfG+/3093dzfrr1/PI9YjHOg5gJgXcbzmYPSJUSKDkXkHAclkkiuvvJJ77rmHYrHIww8/bO+7JEk0NzdXPt/eLMU3ijg3OyluKFJ4fwFtUKNxfyPyozLZlVkyazMkm5MYUwab1E32bxtti2JuMsk8kGHkuRHa29ttD+3BwUHuf+N+wu8P493o5Y7gHUTMCEesIzX76cSJW3TTd7IPtU7FvdLNWnEtbz//tr1Ob28vpVKJgYEBXD0ugtuDjHxzBCPzi2G5+U5jkQBeAFw9l+HquWxB66Z3P87U018F450vYna73XYEIRAIzHthLhQKtvPG1NTUrAuppml4fT48zUvRWpYj1XVh+FspuhqwRJmyZSIUptCy4/hjB3Fkx1HzUUTLsGuNEjPSuO+kPZogq8j+xtoaPLvhohFBnnEzzSUQclPIhQTK+G60UgqnmUUrZ5D03Ow2CRVQRWBu+Zu5cLbox+ldnO9lGBkDI2NQODl39KwqeSP7ZWSfXHmcMTnaHchrKvOiXHtsmkXTJoXlZLmWMJ5GHq1y7bFUTWm1t7fXRLYvlPgpilJD3mrmQyFCLUsIBsN4VQFVAijB2rXAWnRdJ5FIkEwmSSQSDAwM2PMzl5/eMR8IBGhtbaWhoWFWlN4wDCYmJohEIrP9T0//LQQBt9tdo6vn9XoXlN61LItsLkdCayLfdhlWy2qsYp7MnqdIv/2zWensd8vmT9d1inqRYqBIubGM0WwgtAkIDgGrbFEcKJJ6MUX6ULpC+IoXJyLd3t5eEyENh8Oz9Og0TaO+UA8F6LqlC+8eL7Iss27dOo4ePcrIyAiRSITGxkZb0Lmq/TcXAoEAXV1d+Jb6yK7N8lbHW7jLbhyvOog8GWF0aPSM19hly5bxO7/zO7S3t/P444/zwx/+kHw+P6dckNvtxu12Y/aZCAcEhFUChfUFYrfF0EY03PvcqHtVCpcVaPvDNkqDJRxvOcg4MpSvKRN7MsbYAxVieeedd1IoFAiHw3zuc59jYmKCwPUB2gbaaK9r57vF787aV9/rPopXFjnwkwO41roQVZG12lo++9xn7XV6e3s5fvw4hmXQ/LFmcidyxF9YbP6YD4sE8FwhCFA9oYSF6ZxlDz7P1BP/u/ISzY1v6904OisdUVNPfeWi+3lKkkQoFLJJ33wjbNM0icfjdpQvm61001ZvEh6PB09TF1rzMsS6JZS9LRRcDViSSgFQClM4shN44sdwZMfR8pMIRslOSUVndPC9E3U+ostfSdEGm9DCbajBZmR/E6K/AcE1Q+zWKFfIXSmFVoohj/ZVUrTFJEoxNa8jyNkwswP2bJGK91KjyqXGWSVvZkByS3OSxCp5dC112fMzaxMBjJyBntQx0gaaruERPEhFiWK+iFgQIQuTA5MMHBygmKs9HiVJmk3mTpuvPp4eGTNNk2QqRbpkkZX9JEyZE8dOMn7wDeLjwzUEr3qOLQSqqtLS0kJLS8uc0bhUKkUkEmFsbGzOQYIsy7OI3rnYo9XIrRRNrK7L8Wy4DyXUQmm8j/QT/0z24HNY5bnP7XO1+VsoWZwrDW1JFqW6EuWGMqWGEqX6EsgglAUckw7UQyrqhIoSUxDMU69vgnK4vGDnljMRqZmuH9UoYHNzs92NWl9fT0tLC+FwGEEQSIwkKHQU8O7xsnz5cjRN45vf/CYDAwM4HA5WrlwJVCK6c5H6QCBAd3c33h4vmTUZYh0xlJzC7ert7PrOLp56/Kkz7q/b7eY3fuM3uOGGG+jv7+dTn/pUTb1iOp3m8OHDHD16tOLU0tJiE1JRFPG5fXASPIMeCp0FsmuyTN0yhTqq0ry/GWPSILM1w+Qdk5iYFA8Wid8fp7m5GUEQ2L59O5qm8XjkcbgDPG96iD8T53c/9LscPnaYg9ZBHO3T9y2zbLLRt5Fjx47hWOqg8QONuC03uWIO8T4Rz9MeMrsz9Pb28vTPn6bt99rQmjX6/lffhThV/tJjkQCeCySFuvf/GdEHP3v2dU/BLBeYeuYbQCVl3PSRv0OtX2I/3/xb/8TEj/8nhf6dF7RrHo/HJnx+v3/ei3w+n7ejfPF4HEEQ8Hg8hEIh2nvXozb1IISXUHQ3UnQ1UpYdlAG5mMSRHSc0WmnQ0LITUJ7W5BqbaY920TXbBESXD0eoGS3QiOpvQPHXI3lCCO4QuIJYTj9I0/VRUjk3TeoSR1AmUqf+TyCVs+ckdjJXB+Rc0bpyufzuN6X8gsPIGhhZg+LoWQYMQiX1XCWHil9BC2mE2kL46n1YXgvdoSO5JJwOJ27BjUfwsEpYxW3Cbbh0F26zsswje3Ars2WNUukUiXglKheNRjl+/PisaF0ym4dl1+Ld+gFEzUVm79MkX/shRmqOrpsFQBCEOS2+qiiXy7Yf78zmK4fDYZO8KulbSLQMzux8ozR04930QXyrrkUQJXJHXib26Bcojhw6y1bPDeVymXK5fFaCbHfC+zS8K7w4lzlRu1XEVrEieZQHaUzC9bYLZ9SJHJcrVo7zoNrccib7uCrORA4DgYBdn1koFHA6naiqyrp16/D7/bPcYRyDDgpLCxyJHuHe1ffy3HPPMTAwANRKv5we/QsGg3R1deFZ5iG7NkusLYaUknA852CzazNLNyzlH578hzNeh66++mo++tGPoqoq3/rWt3jiiSfmXb/a3DI2NmZbBra2ttqfR7AEnANOHAMO8m15cutyxG+Ko0wouHe5SW9JIygC7mY3l991OeXBMvlCHp/Px7gxzs7QTvyX+fFf5qdrqItmuZkfnPwBE29P0PGHHfZ+GAmDNWvW8FLmJbr/f90ICKyUVrKXvXjXePGu8cJz4PV5OdR1CO9SL0NfHpo3K7GIChYJ4DkgfPN/QWtedvYVZyDft9P2UfVuvrOG/AEIokT9B/6cka99EjObWPB2qxIMVfeN+aJ8hmHYUb5MJmNHBZq6VtBxRQ9WoJ3CKbKXV1zkAbmURstNEBzfiZabwJEdR89VOvZSmQwjM1K4FwpF1XAE6tECTSiBBhRfPZI3jOAOIbgCWA4/huYFccahahnIpSxyOV15zA4ixzMopZRN+kTzzBG2c7ELWyR17x1UBywzI3ShUIiOjg4aGhpqtO0cDsesgVA2nyVdSJMqpkjqSUYYISfmyMk58lqenJYjY2XIkcOUTaywha7qlUnT0R06ulPH8ArIG9YRbL8WhDCZvc8Rf/6B8yZ+LpfL9uOdq7YvFovZDh1OpxOv10tzc7NN+OYTYp+JBdujSTLuVTvwbLodR+tK9NQkqVd/RHrvE+d0jbqYsDX4VpzS4OuY1uBLH0mTey5H9kiWYqRoR3wEQTijqPnMZQv5/hZq8zfzWjxTEgUqJDIajTK6Z5SmbU103NiBx+Phpz/9qb1OlQBalmUTwGAwSFd3F+5VbrKrskw1TyElJZw/dzL8zDDRiSi/+5Xf5dlnn513AN7U1MQnPvEJ1q1bx6uvvsq3vvWts5YMzES1c3xmuUA12ikg4Bp24Rx2UmwtklmbIX1lGgzw7PNQaCswdcsUyReS/NGGP8KyLH5c/jHWqR9LQODWnls5FD1EfH2c3P2195aO+g6cmpMhawgssLBYIi7hofJD9jobrt/AA6UHMHtMhv55iPSehalT/CpjkQAuBIKIo2sj7jXXY6QmzumlpdFj9ryze/Oc64iKg7o7/zsT3/vzM27L6/XahO9MUb5cLkcqlaJUKiEIAq5gA00b12P4Wk+RvQbSaqUpQSrn0HLj+Cf3ouXG0bLjFBMTZDIZYjOiAuei72a7IDhcaIEG1EAjsjeM5K1DcAcRTkXsDM2HobhrUumCqSOV0sjlDHIpg5yYnJ4vp5FL89ThMd0skboEdmGLuPiodplWyw2q86cvqxK+6nT6zbpcLtv2U/l8nkQiwdjYGIODg0Sj0eloXTJ51tS7oAiVFPQ8aWi1yYFnrQ/ZA4IUAb4HgGcZNN7VgJ4K2bWJRtbAyBl2VPP0eQoQdodprm8mGJjtx1soFIjH4xQKBRwOB11dXaxevfqS2aNJ3nq8G27Bs/59SO4g+YE9TPz00+SPvf7OqhYIoDapuLpdOJc6cS+frcEXeyZG7kiO0sT81yXLsmbZ/M2Haif0QmwOF2LzNx9mpvWT40nU1SpHjhyhq6uLlpYWBEGwCWQqlaKxsZHGlka0dRrZVVniwThyTMbxtIPhZ4YZH6vYEm7btg2v18uzzz476z1lWebuu+/mrrvuIh6P87d/+7d2s8m5YMmSJfT09Nj/T05O2gTXMIxKlzgCWkQj35NH13XklEx2XRZ5SsbYa7DuqnV0eDvYVd7FlDVdH7lOWkdYDPPPD/0z0r0Vz+SZWCovpWgViVgVQiwhkbfylGboTsWsGMPmMENfHSL99iL5WwgWCeACEb75D8/LsN4sTB+Ikjsw73rOjrUIsoal13qSVglfOByeMzIA0yN7wzAQNA9i/TLUriYsdyMFVyNTWkVMVNQLaLlxvLHDOHJjyKkI+alRMuk042exR5tlF+b0oAYakH31SJ4ZETunH0P1oqueCrmr7iOAUawQuHIGuZhATg/NIHeVR9Eo1JC7mXZh+feAXdgiaqFp2izydrb/q8vmi7oUCgWy2aw9ZTIZ+vr6bCKXzWZxuVy4XK4aRxHDMBgeHubkyZPnLUhtlS1btmYmBNWFb8udeLfchZF3kN7zBOldP0YUU3PWKsp+ueLr3O5AcktIbqlGLmcmikaRidIEQklALIlYBQuxJCLrMp6SB1/Jh1CsPKeXdHs9oSQg6ALFwuwU7rk4lzg61+Pd9H6cPZdhlYtk9j9DetfP0GPD5/Udniskr4RrqQtnt7NC+rqdSC4Jy7QojhbJHT2zBt/FgGmaFAqFBckAVQe4LpeLpqYmGhsbz+vesIxl7BX2srNvJz6fb9bz3jov8hUy2RVZCu4C2oiG5w0P+oBOLpsj4A/gclbOgVtuuYXjx48Tj8crgsunruGrV6/mk5/8JA0NDTz88MPcf//953VurFixosbd4+TJkxSLRZsAziTFqY0piq1Fgs8F0SIapYYS6bVpXOtd3K3ezYgxwiP6I/b6MjLXyNewL7OPA08doLW9lbqb62ref4m4hJPmSSwsHDhoE9vYa+6tWWfYGmZ5fDn73tx3zp/vVxWLBPBsEERcvVcj++rOvu5cL1dmFLIW50+ZWpbFTOazevVqmpqa5r2wlHUdXQuge5spuuooOuspuerRT0X2BKOEIzeBJ34cR24c4oPkJ4fIpNNMzdDWmzmy9Xg8hMJhVJcP2VeH5AkjesLgCmBqPnTVi6640VUvpuzAZFr3V9TzNpHTchO4EydsUqeU00ilLJJZsj/rTOKW/QWwC/tlhsPhOCfiNvP/M5G4TCZTQ+QikcisZXP9Px+R1zSNJUuW0NraaoscQ4X4DQ0NcfLkyYveXCNobnyb78C79W5EWSW9+3FSr/8EIzPtNVqaPPsNVVEUmtuaaVrShCvowlRNLNXCVM3KvGbVLvOYlNSSvcxS5i5DsHTLjiySA2fWiZpVp6ONM6KOZs605y3LjbNnB971N6OE2ylNDjD11FfJHngWq3zp6qYERcDZ6cS51GkTPrW+klYtJ8vkT+SJPholdyJHfiCPmX9vReoFQbD9eOvq6ub04x0bG2NycpINGzYgCAKFQoEDBw7UXGtdLhf3dtzLAfMAE/4JfKM++1pvuAyyvVnyPXksycLZ78R1yIWSPJV6dYPHPa044PF46O3t5YUXXuCqq64CKsfb5ZdfzsqVKxkcHOQrX/kKIyMj1NXVnVOJiyAI9r2oimPHjnHy5Ek2bdo0a/3+QD/OVU4KPyugTqmVaO6ESvm7Za67/Tq0jRrfLH7TXt+yLK6wrsBjefjm334TTIg+GiV49XREXEamXWznmfIzABQp0iK28IL+Qs17f0D5AM+//vyMnWexAeQsWCSAZ4Nl4t1423m/XAlPj5qKg/vQmnrmXK80fqKmm25mt5spKhQcYUquCskrOuspOsNYp5oepFIGLR/FGzuMkpvAnBqkHBuhVCyQ1XXSpoksyyiqiq++hWBXGNETwnIG0FUPulKJ2FXmPRQlFXtPLAtJzyGXKulXZ2akJmJXTctWpV5mXlgy85C6X6UO2HcKTqfznIhbdZnL5ZqXxOXz+VlEbXh4+IzkrTp/MaOxmqbZKbKZN1xd1+2I38U+piRPCO+Wu/BuuBVEicyeKvGbOvuLZ+x3c3MzTU1NuN3u6cHcAiRAq/ZouUylZi+dS1OwCogusRJRdEl2ZNGeP/WoBBW0Vm16mXPulKVl9WGVvoGeLiKpedSgQWBbXQ1xnEkaa8jkQvQZZ6Zyu524lrpwtDkQZAGzaJIfyJN6K0WuL0e+Lz8r6vpeQrUBoqWlZc5MjGVZHDt2jOHhYTv6FovFbBUGQRAYH58WI77tttvwaB6yO7Okw2n6dvex/KrllDeUKSwpIOgCrqMulH0K+WielJmqycDMxPLlyymXy/T19SEIAr29vWzduhXLsnj++ec5evQoDoeDpUuXzvnZ5mty03Wd1tZWOzpZdfcYHR1FkiQCgUDNdgalQRy3OYg9GaNzqBPBUzne0+k0oXCIqzddjW7ptI61MjQ0hH+LH3/Rz9WBq3kp8RJxqVKP6F3nrdFTbBPbkAWZAXMAGRkdnZRZexItF5ezWl7NFx7/AgBKnUI5+t49nt4rWCSAZ4GgOtHaVp/3653dWyoNDKZO6s0HcK+5Hsnlr1nHskwSL3wbAMkbRm3oJtO5jVJ9F0VXPWUtcEp+xkQtTKHlJvEkjiFnJpDSo1DMgKyB5gWnDzPUhtDYi6h60RWPTe6yigerppnCnCZyp0ikXEojl7OnHjNYuQTlYsG+KBTOUyZhERVUvXxnTqqq4nA47AjBzOWnr1udTidz89UlVSV5ZhK1qampWctOJ3DVkoJ3Ew6HgyVLlsxJ/IaGhhgcHLzoxE8OteK77IN4Vl+PZZRIv/0z0jsfwsjOXywvCAIul8uWW/H7/fh8vrPWilVR/Y1mpnHnTUWeh368HGzEt+U63GsvQ/Y6MNL9FCM70acOIao6olu0yaPsk9GaZ5BH1zzk0bBmRRktw0LURCSnZHdoi4qIZVnoSZ3SeImpF6YoDhcpjBQwCyZmycQqWphFE0ERZmk5vpsQRZHGxkZaWloIBmfXaOq6bg+eqjWnMxGJRKirq2SOWlpabE1AVVW56667eOGFF8ifyBP8zSD+/+Yn3ZhGzIh43/bCPug73FdDGquoNrdUrw8f+tCH2LVrF1DR16uvr+fAgQO88cYbCzqHF2rzJwgCy5Yto6OjA1EUa87JmBRD/oBMbn+O8L4wnsZKhDKdTnPo0CH+4R/+gcH4IB3BDo4OHWXofw8x0TbBf/sf/42sleUV+RW6/7wbPaUj+2ppSZfYRdbKMmFNEBbCGJYxK/27VFhKZCJCOlkpuWr6cBMjXx+5KELyv8xYJIBngdrUc171HVXIvjq8G28lvfNhjEyMse/+N4I7Po6jYx2CpKCnJylNDOC//IPU3fFntndsqZRDLMZxZEbxxI8j6gUEy8BUnOiyi7ynFSOwDF1xYSguLLH2BBZMvYbcObJjNqkTCknMzBR6Jk65VCmSzs1D6n6VmiUkSZqTiM1HyM5E3OZbvpAC/pl1j9WpVCpRKFSIeFXK52yRuFwu9wv5+70bxE9tXo7/8g/hXL4NIxMn8eK3Se9+DKtUW0snSVKNrp7H48Hj8SyI7FXT1slksobwXQqiLcgqruVX4ll3E47O9ZjFLNn9z5PZ+ySlseML35BIhdDNiDaKbhHJJ+FocaA1a5Vax1aHXeNo6RZm+RS5K1kggeyTUQIVr90zwTIt+3VmsbINszj7/zOuU11WJZczX1O0sIwzk0yfz0dLS0uNCHIVpmkSjUYZGxujt7e3ss+nrNpOx+TkJKVSCVVVaWhoQFEUyuUyN954Iy6Pi/3Gfupvr0dHx/AY+F/y4zjpIJvO8tprr83/Hc1obunu7iYYDOL1evn4xz/OkSNH+MIXvmA7h8xn8zdXw8tCmlvmikAaTgPjFgM1q9J0oAmxUbT3UxAE/ut//a8IgkBWzDJijlBaWaLnf/Ww3LWcNfVr+PaRb5PMJnGvcCN5JUzDRJSmz/tOsZMBYwCAlJVCR7e7h6toy7axf+9+AAJXBfBv8hPrrDQKLWJ+LBLAM0GU0JrOTfZlLgSv+08IqgtLL6I1r0AJtSHIKoIkowRbEJ1erFIRyzQpT40gKBqSy0/B20rB2zq9IdNA1nNI5RySnkMtTOFMDyPpOcRiBjOfxMwl0DNxSpk45XnSsO92ZAcqFyZJkuyRpCRJs/4/0+PM10iSdF5k7HSCt9CIzUxSNpOk2anvU8LXpy+fj9Cdvu6vaorc6XSyZMkSmpub3zHi5+jejP/yD+HoWEs5NsTU418mc+BZMPSK801dXY2Y8tns0WbCsizy+TyTk5OMjo7aVmGXEmrjUjzrbsK9ageiw0NhcB/RRz5P7sgrNQ1mC4ZZEdiWfBJaizZvKjf9drpSt3eGVK6gCIiqiKiJCNqp+er/qoCoTf8vqvOs4xCRffLs15xaZyGwDGsWibTKFgoKmqihoCAYAjk9h6ALYICe00lEEySjSUpaifoN9ViNFkWryNTkFLSC03RWyKVZIbIYMFYYoyXUgmAKNC9rRken7UNtfCn/JfJX51EjKpIhQRGcAxXdxpMnTy7oczgcDn7rt34Ly7JoaGjgi1/8Iq+88krtz3eOzS2BQIDVq1fbJE/XdaLRqH2NrV5P7fIk2SR+XSU6HnwuiGjMUHQQBK666iqWL1/O5z//ef74T/+Yn+s/R3JLqG6V92vvp9/oZ6BjAA8ekm8lMYsmgSsDNftVNsu8bb6NiEiZMm7cZJnWi3S/4qbphib+9fV/xbHEQcvHKjI6ri4XueM5ePdvd+9ZLBLAM8GyEF2zu7MWgs2hMs1O01Y5MtvvOzVqqZw4FiaWVcIyDSxDANmDkUuhp5KYpTwq4FFUrFIes1zAKOYwSgX0chnDMNB1nXK5bKvtG4aBZVlYqoUQ9iHWB+YlTQslVqe/Zr7nzmfdS4VqPct85CuRSMxLvhayfDHVffHhdDrp6uqiqalpFvEbHBxkcHDw4jYDiRLu3u34Lr8HtaGLYuQw6Uc/jxY9QrPHjXf9Ojwez4I03+ZCLpdjZGSE0dHR8+5GPheIDk9Ft2/dTaiNS9HTMdK7HiWz9yn0xOg5b+9sXbn5vjxTz0+RP5GnMFJY8A3WKlsY5VMNK5cCwimSqc0gkWcilpqIy+/CG/Ti8DpArjiKmLJZeZRMdEHHEA2QKzWdTcp0M0Sc+Km3Feime97dihIFwEflXvIKr8Cpw7zUMn18jH14DCwI6kECRqBCIs0KYZ05jwkb3Bu4ue5mnJKTl9Mv88ToE5SvKbPk6iWzX2NaNcR0znnDQlM1GusbKQklSlaJUqHEyNAIuqJjmRaiINLR2YHpqGQVLMEi253F9JmUXi+R7cgiSRIWFoZp0OJtYcv6Lbxw4gW4Al7WX2aXXklVb5O3ERAC/LD0Q/vz+7f4Se1LgQV6RkfySHQKnTygP0CWLA4qDZUzPcmnnp3iSu1KJiYmODJ5hK4/77IHApJXWmwCOQsWCeBZcX7p3y6PSafHQJixBYFKKR+WBZaJIIAgiAiCCJhYBRPCPgShUiMoCELNBNg3yDMtsywLwzAwTXPW41zLzrZu+RTpXMi6F/I+C3ntXOvOFHX+RUx5/qpiPuJXLpftiN/FJH6CouHbcAu+rXcjeuuRxg/j3/UtAnoMqVGCxlVnfH31WFMUZVZZiGEYjI+PE4lESCQSF22f54eAo3MdnnXvw7X8ChBE8ifeJPHid8j37Vywbp/dldtd6cz9RevKrYEFVsnCKBkY6flJpsPhsBs6HDkHnMaRE4kEkUiE8fHx2dkSETqXdtK9ohtEmJic4NiJYyCBIAoVe0KRiiuJCHU9ddRtr6PcXEYwBZZKS/FP+dn/1n7GJ8dJZ9OEO8K4bnXhPOYkczLDxOREZRuiYG9HEAWQoKuuiw9t/BAdwQ6OJI4w5BziyTefRDf02nVP7YMgC/Z2apaf2p4gVB5lRUZ1qBTFIghgYmKYBqF1IXu7oihSOvWHVfkuLKGS7te2aOSFfGW5BQ7LwfsD72dIH+J5//NoDRpv6m9SooRP8HG1fDVv6G8QtaI1X693tRcEaPQ2cqN6Iwf1g2hoRMwIBgaNQiMnrUqENPFagtgPYlz51St59JlHWfJfl9TWD55/5davDBYJ4JkgCFil85NE+PHg3Jp988Eyygx9+Y+xigv3Cl3EIn4RcSbiNzg4yNDQ0EUhflV7NE+4EWXVjZSXXIkpO/BOHSF48Am0/KmbzxwR6ao9WtX5IBAI2KUEM5FMJhkZGZmbLFwCSN46PGtvxLP2RuRAE+XYEIkXv0Nm/89tx6F5caau3NKprtydqbOmcn8RIYqi7ccbCoVmEfhiscjo6CiRSOSMDkeSINHZ3IlUkCq1f3v6KeVmR3lbtrVQf1s9Rkcl4und5WWzspmrtl7FX339rzhy5Ii97rLyMsrJMkgw/PBwjcVfFaFQiA9/+MNs376dvr4+/uqLf8Xv//7vM753nJNfX1jKeD60tLSwcuVK+zuJRqMc3H/Q9mdWVbXiO+ytSIyZlkl6W5r80jz+Z/24IrPLIm655RYUp8JL97+EI+LgT//0T3ms/Bi7rF3cJN9EkeIsGReoENIusYuPaB8hWo5y1DzKnzj+hN36bh7XHydpJQFI7Uox/I1hdmzfgaZp9G3oQwnV1sGbBXORBJ4FiwTwTLBMSpOzi3svBfIn3lokf4v4pYbL5bKJ38wbcJX4DQ4OnheJEkURt9tdU6vn8XjAHSLRsIlk3RpKAvii+wmO70IpTbfSVhszZoooZ7NZ/H4/ra2ttLW1zSILpVLJJgtn8669KJBkXD2X41n3PhxdG7HKRXKHXyTzyD9QHDk8/8vmSeUCFEYK553K/UWCx+OxLfZO73S1LItoNEokEiEajS6otKOtrc0eBIyNjdWSRRHab2wneFMQs95EiAv4X/bjGHAgCRKbf2MzR44c4dixaXcot9tNIBAgNZIi35knnaklf4qicMcdd3DXXXdRKBT4yle+wvPPP8/mzZtpaGjgC1/4woK/i7ms8RobGwmHw/Y6uq4TCATYsWPHnNuwsMhuypJflsf/sh9nZLbf9IYNG2hra+NnT/6MhDtB021NPFh+kAOlAyzRlrBKXsUDpQdqXDwcOOgUOzlqHuVa61r+/bv/zuElh/Fs9nDMPMYSaQmNRiPj1jiZgxmG/nkIDLjhphs4nj9OITw7UFMYKpxyIFjEfFgkgGeCZVGKHDn7ehf6NqZB4qXvVv4RxHfWdmkRi7jEmI/4lUolO+K3UOKnKEoN0as2ZsyMJBaddcQaN5MOrUA0igTHdxKY2I1VzMySW5npfON2u2ltbWXNmjWzIn2WZdl+vJOTk+9IHahS11lp6Fh9XaUpbOQQU49/mezhl2Z1Jy84lduXI9//Hk/lXiBkWaaxsbFGw24mcrkckUiE0dHRBdnEVSFJEp2dnUBt56+oibTf1o7veh+W10KOyLifcaOOqqSSKQ73HebOO+/E4XCwZ88eGhsbGR2t5J2rvr/aiEZuVQ5Hh4PCyQqZ2bZtGx/5yEcIhUI8+uij3H///bbDy6233sqRI0fo7+8/o4XdzPmFSL2czRM5uzpLdnUW75te1OMqpmBWnEdkk6SWJNQWYvOWzbyQeoFd23eBAEkriTfnpTRV4pbuWxg0BtlnVNw6ZGQuky/jSulK/rX0r/imfPzFp/6CQqHA8n9cDsAR/QirtFWEhTD9R/sZ/OIglm7RvrSd5T3L+XHxx3MSvXxffrEG8CxYJIBngZGNU06MoQSazr7yfNvIJREUDXGGK0gVllEm9tiXKE8OACCH2tDjI2D+Eg7HF/ErBZfLRXd39yyrrIUSP6fTWSO34vV6bZ/U02EBeU8r8aYt5PxdSIUkzsOPUjz0HCPJKQ7PY48mSRKtra20tLTg9/tnPZ/P54lEIkQikXMiC+cLQXXiXnkNnnXvQ2tZgZFNkNn/DNm9T1GODZ3aadDaNJvw/Sqlcs+EqkNHQ0PDrI5+wzCYmJggEokQj8+v6XgmnB79Kykluj/WjesqFyigDWi4X3CjxBWSySQH+w4Si8VQFIVt27Zx7Ngx0uk0ra2tjI6OIggCzc3NAEijEkbOwLveS5PQxMc//nF6e3vZu3cvX//610kmk/b7VwcpTzzxBNdff/0FyZSdjnK5bDe7SZJkE2jLshgKDaFuVHHtdyEnZOJL48itMuVQGcNn4Bbc3Kfdx8nCSd7qewvflA9f3sfHbv8Y3/iPb7B25VrCS8P8S+lfEBBYL63nWuVa3Lh5rPwYcSvOif9zgkKhgFKvoAQrhHXMHMOwDJSEwsAXBjCLJqImctef3EXWynLEnB2kKU2U0JOLLlJnwyIBPCsEpp76Ku7eqwEwctPpIz0+Smbf0zVre9beOGsLhcF9TD3+Zdyrd+Do3IDkq8fSi5TG+8jseoxyrCIgqnWspTh0YDECuIhfaLjdbrq6uuYkfidPnmR4eLiG+ImiWJO6rT6eLRoBYJgmU842Uq2XYwY7MWKDpB77J1L7nz3jICoQCNDS0kJjY+OcZGFycpKRkZHzJgvnCq1tdaWho/cqBEkh3/82Ez/9NMXITpxtCr5NDhwdrTg6HGgtGqJSiXj+qqRy50PVbaWlpWVOiZ5UKmXXaF5IXenM6F/ZV6a8skzvhl4EU8B5zIn7sBspJ5FIJOjr67NFnwFuvPFGvF4v999/P1A59trb2/F6vTahNMoGgfEAd915Fxs+vIFEIsGjjz7KyMgIjY2NNDY22tu76qqryGQyDA0NLYj86bpeo+3q8/nsgVQ1kjkyMkK5XLaj4c3Nzaxaswrdp1MOlJkMTaKsUqAEuTU5cmtyoIMQF1AiCuoulXs33YvklXj5/pfx5SvEcdW6VaT1NKOto/z29t9mp7ETT8HD3a67aVAb2B3fzSO7HyHXmMMyLfLH8wiyQPvvt9ufLUWKqBkl2BfEzJ3av3ua2RTcxK7ELnLR2TWb0Seii1ZwC8AiATwrLAp9b1Hoe2vWM8WRgxRHDtYsm4sAApjFbMVV4O2fzfm8e82NyMEmikP7L3yXF7GIdwFut5vu7m4aGhrmJX5VrbHTU7gLuZGVy+XpFG42T6llA9r621HCbRQG95F8+q/mPE+rUFXV7v6ciyyk02lGRkYYGxt7RzyoJXcQ95ob8Ky7CSXUgpE7Qmn0X8A4hLPFIrjNgVpXSYOZJZPCcIH8QJ74C3EKJwsUhgu/kk4HgiBQV1dHa2sr4XB4zhrNsbEx23v6YqCtrQ3aIL4qTrGtiCPnwLXHheuYC7Eskk6nbeHnQCBAY2PjtOfvvfdy7NixmkHPihUr7HlRFNmyZQsbl2/ElExefvNlDu89PGeZgaZp9PT0sHPnTnK53JxWmzPJ3kzdV0VR2LBhg03+DMNg3759RKNRZL+Ma5kLrU0j0BPA2+1l3D8Op8ZGiqVgJA18Iz6UhIIck5HTMoJV+e43bdpEW0Mbjz76KPl8HguLUmOJE6tO8FT5KT548wexDItgJMiHOz/Mvn37+Mfv/iP9/f04Ohz0/M8eBv95EDkk0/af2nB1TZ+fJUocGz/Gsq5pTd7W4624ZTf3/839jIyMXJTf+FcRiwTwHYCjfTWBHf+JwuAe9NgwRi4BgojkCeHoWItnzY1I/gYi3/jPFYmYRSziFwhV4jczSgGVG3EsFqNUKhEKhejo6JjTR3UuzLRHqz4WCgUE1Yl3w614b7wLjzdM7uirRB/9wry1ulWy0NLSQjgcnqVBWS6XbbIwV/flRYco4Vq2Gf+Vl+HqCSJqEbC+jexNIJ3KbutJJ/nBPMnXkxSGChQGCxTHir/yBe0ul4vW1laam5vnrNGcmpqyazQvRA6qxj3DqeHd5MV3g4+puinkuIz/lUpjh2BOE8/qYOZ0rF69GqfTye7du+d8r/b2drZt24bP5+PAkQM80fkExoSBOWnOSexuuukmTNPkG9/4xjkdrw6Hg40bN+L0OSkFShS9RcaMMTxbPdS11yF7K1TALJqoKRUlpuA84SQ+FUe6XsLqt6h/uR5NmX3+trS0sGnTJnbu3Mnw5DD55Xnyy/PoAR1RELkyciXru9cDIFkSf//Vv2fPzj3oWR3RIVJ/Zz16Sse7zkvbJ9tsHT8VlRIlVFT6Jvu4ev3V+Hw+UqkU119/PUeOHFkkfxeIRQK4UAgCTR/7AlpTzzm/VHIH8V/+QfyXf3DO5y3LYvLHf41VvvQ1RotYxMWCx+OxI34zUb35qqpq1zjNB9M0ZxG9TCYzKwInugMErrkP78ZbERSN7IFnSb5+P/rU8JzbdblcdvfnXKRzamqKkZGRCyYLZ4PklXC0O3D3NuJe1YajRUR0TiEIz2FZUBorkR/MURgs2NNi7dI0JEmy/XgDgcCs5/P5vN2RfSa3i5k2ZmdrmpBlGVMyyffkyfXmMLwG4qhI8Jkg6qiKsEBtEUmS2LBhA0eOHCESiVAqlXC5XDidTgKBANu2baO9vZ0TJ07w2c9+lv7+frr/opuyr8zQ7qE5t7djxw5eeumls5M/AdQGFUe7A1+3j/pV9eRCOdLeNAgVEWh1XKUwXCD2VIzCcAFpSmJd5zpUpUKus54sym0KSkwh+FYQQan93KZpoqoq1113HcMTwzyvPE/+g3ksyUIb0lg3to73rX0fcpeMYRg888wzfPu730ZbobHiiytmRW6D22v9ljuEDo5bxylRIr6iUopx4/++kYSVYIO2gYfLD7Pm39fUvCbfn+fE/zyxmPpdIBYJ4IIhEH3wszR99PNIrtnF4heC9FsPkj9D6moRi3ivQNM0GhoaaG1trUitzIH5nF5KpVIN0Uun0+RyuTN21MrBFnyXfQDPmhuwDJ307sdIv/UQRiY2a11Jkux9m4ssFAoFu/tzroaQC0L1htvhwNHhwNnhxNHhsAvZLVPFyDnJD+lk9ufJHhimMFyoeOUuYhaqMjwNDQ1z+vFWGzoymYydag0Gg/P63i7U1cVwGKRXpMktz2EpFo6TDgIvBlCmajtoT0+zzhWt27GjolH3la98hfHxcaCSSv7t3/5tVq9eTSaT4YknnuC73/2u3WCU3pOm7rY6BEmY5Vm8detW6urqePzxx2uWS14JR5sDR7sDR5sDrU2r8WYW8gJCQkAb0TDHTI6+cpT0QBqrXNl+lWSvWLHCrofVvTrZm7PIKZnAcwEEU7C9feGUz68mcOOdN2KqJj/y/YiCXMB1yEVgIECzr5lbbrnFTj8/8sgjTExMsLRrKYf2HCL2ZIy6m+vm/R1ERIwZxawpK0XKStEutrNF3MKUNWV3Elehp3QG/8/gYu3fOWCRAC4UlomenGD8e39O469/BskduCibTb/9M+I//5eLsq1FLOJiQRAE3G53Ta2e1+tdkJSEZVk1Kdwq6TuXLlq1qQff5R/CteJKzGySxMvfI73r0Tm1Mv1+v93QMRdZmJycJBKJEIvNJo3nA0EVKjfcjspN19nhRGvXkByVm2c5aWFkwxjFVejDHeROJEi+9iq5oz8H41ejI/d8UI0Yt7S04Ha7Zz1f7VA1TZNgMDiryehCoPt00r1pit1FsMB13IXrsAs5O308JRIJ9u3btyA7SEVRuP3223nxxRcZHx9HEARuuOEG7rvvPhwOB2+99ZZdfzfzvEjvSdN4TyOu5S6yh2qP9ffd+j5eOvYSybYkTVc0Vcheu4bir5yTZsmkOFKkMFQg+VoSR9pBT6AHpVx5PplMsmf3HsrlMm63m3BzmLq6OgKBQM2gzXAZTN04hVgQcT7mZGx0DI/Hg8/nw8KiHC6T78lz+YrLaVVb+e7wdynvLNMUb2L1ytWsu2MdsiwjCAK6rnPkyBEmJiawLIvGxkZyuRwnv3cSySMRvKo26lfFcmE5J6wTNcuGzWGWiktplBr5QfEHmDNqIvSUTv/f9Vc63n/FSyXOBYsE8FxgmZRjw4z+x59Qd8d/xdF2ZuuoM8EsF0g8/y3SOx++iDu4iEWcO2RZriF6Ho8Hj8ezIM9m0zRtkjdTW+98XTEcSzbiu/xDOJespzwVYeqJ/0Nm/zOziJOiKDZZmCsSmclk7GhfuXz+pEv2y3ZUr0r4tCYNQaxEaIqRyg03vbcI8mqUhvehBHrRUxNk9j1NZu8/YaQmzvv9f1kgSdK8aVePx4PL5bJJw3xQFGVBA5CZMAxjVmPEzP9pBc/1Htzr3Ag5Ac8+T6Wxo1Q59k2zonNnWRYHDx5c8CDm1ltvxefzcf/997N69Wp+67d+i87OTp577jmOHj1qf87Tt1cYLFCOl/Fv8yM6RDuy5+3y8tP6n2Jh0fqJVkqTJYrDReLPxikMFygMFShNlOzIV0tLC70rexHKlfepalguXbqUurq6eeWUDNVgcsckZskk/fU0lmrR1NQETsh2Zcn3VGr7lhaXcrV6NQ8+/iBvPf4W9913HxvetwFN03juuefQdZ3rrrsO0zR5++23AYjH44RCIXp6eiqRf93CKBgIgmBHK6tYLa/mcLlW5HzcHKdX7uWkcZKj5lF7efZYluGvDlOOL5K/c8VisPR8cEqs2bvlLgJXfxhRmz1anQ+WZVEY3EvssS9ipCYXmz4W8Y6iao82U3LF6Zyt5n8m6LrO+Pg4Q0NDF6fLUhBx9V6N77IPojX1UBw9Rur1H5M7+uosSaRwOExrayt1dXWzCGp1v0ZGRkilUpwTRNCaNJvkVdO4sr8yRjZyht2QkR/MVxozImW09g0V+Zaey8CC3LFXyex9isLJPb/0ck6iKC5IgFhV1VlSOxcC0zTP2P06c37OgYgAvs0+6m6tw7XUhRgX8Rz24Ox32o0dsViMXC5He3s7AKOjoxw4cGBB++fxePjSl77EW2+9hcPh4PLLL+fIkSN861vfYnBwkO3bt9vHbtbMsmdkT4XonSJ7ziVOBLmyH3pGpzBUYHlwOT2BHv79c/9e6f4uzn9sLVmyhJ6e6Vr1YrGIoihnHdAVrAITOyZQggr+R/04y05KTSXyPXkKbZX6Sm1Yo/hqkT/64B9x8uRJ3nrrLX7t134Nl8vFsWPH+MEPfsDBgwf56le/it/v54UXXuDo0aNYlkUkEqG1tbXyXs4C8Q/EGf/BOKmdKVr+Uwvule6KNqLQjE/wzdL3+4DyAdbIa/iXwr8wao1i5AwmHpwg9kRskcmcJxYjgOeDUxf29M6HSO96FM+a6/Gsvxm1cSmCOPeFzsinyB15hfTOhyhHB0+RyMUjdhGXBoIg2JG8mYRvoSlcwzBmpVMLhQIDAwNEIpGL0jghyCrutTfi2/oBlGAz+f63Gf/epygM7q1Zz+l02g0dc0Uu4vE4kUiEiYmJBUUe7chK53RUz9HmQFQrN8hStERhsMDUs1M22StHp6OIsr8R97r3E77tBmRfPaWJfuLPfpPswecw8+dIPN9jmMsubL75heg0ngssy6JUKpHNZikUCvMSu/OV6JHcEoHtAcLXh1EbVKSIhPdZL9qIZjd2xGIx+vr6SKfTXH311fZ+VV0/FoJ77rkHVVW58sorSaVSfOlLX+KV115BbVZpf1872VVZyoEyekDHdJt0041ZNimOVqLJxdEiwe1BTvyvE+SP5/H7/Xzsnz/G97//fXIn5vcplmWZNWvWUFdXW1t3ehOUYRjE43E0TbM7l8tWmdT1KbQ6jcBLAUq9JSa7JzE9JnJCxrvLi7PfSXIsyYfu+BCyLNuC1CdOnODtt9+mv7+fAwcO0NvbSyAQIBqN2rZ34+PjttC6ZVkUthSQchI92R4O6gcZ+PsB/Nv8tP9uO1dIV/BT/ac1+6yg0CP1YFkWJ06cIP58nMQrCSz91D108VZ6XlgkgBcCywKjTGbv02T2PAGSgtqwBLW+C0HRsEwTIzNFafQIRqYqDHoqxfFLHh1YxDsHRVFmET23272gFK6u63atnq7rBINBAoFAzc29UCjQ399PJBK5KBZoosODd+PteDffgej0kjvyMtEHP0tpfLrmRxRFGhoaaGlpIRQKzdpGsVi0uz9r/FhPgxJSaqJ6jg4HWmPlhmjqp2qmBgskX61IruQH87bY7EwIsopz2RV41r0P55L1mMUs2YMvkNn7JKWxY7PWfy9BEAQURblodmHngiphq0qrnH5MmqbJ1NQUw8PDxGKxS2Kx5+hwELohROCKAIIooPar+Hb6UGLTnzUajdLf308ymQSgs7PTbhwZHx8/4zFWhSAI3Hr7rdx8681YpsWT+5/kxfiLiLeIrPr4Kjuql8/kURIKzj4nckImeTzJwZcO2gLegirg3+bH1e0ifzzPjTfeiGEYPPvss7Pe0+v1Eg5Xavn8fv+8KfRcLkc0GiUWixGPx1m+fLlNFE1M0tenMZtM5CmZ+PVxBF1AOCoQHAyixiqdz4Ig8P73v5/e3l4sy2Lfvn2cPHmSVCqFaZocOVKJ2P36r/86AM899xyWZWFZFiMjI2zevBkAPaxT6Czge8WHy+Fi6+atlf3aEEcraExKk5iSiSAKjP1wDKtsceu6W1E2KwiSwOBnBtFNfTHdexGwSAAvBqxTZ65RpjR6jNJ434znzNMifYtDlUWcP87FHu10FAqFmlq99Cl7NL/fT3d3d40pPFQkNqoRv4txY5a8dfi23o1n/c0giGT3PU3qzZ+iJ8bsdbxeLy0tLTQ1Nc0iI6Zp2rVM0Wi0Zp9kv4zWrFWmFg2ttZLOlT2VS5ye0SkMFkjvSjM5OEl+ME9ptDSr0/J0aK29uFftwLVqB5LDQ2FwH9FH/pHckZex9HdXtklRlAVF6xRFuSR2YWcSIDYMg7q6Opqbm+fUx8tms3aNZqlUumj7VoUgCfi2+AjdGMK9zI2ZNHHtceEd8CIVp7M00WiUvr6+mpIBURRrPH/7+vpmbV/2y6iNKlqThtqksqxnGXevuJt2RzsH9AM8oz/DVNsUlmWRPZol9vNYRWalZR1iWSSRSKC5Tv1WooosyOhUIptWySJ7KIt3vZfEMwluuukmXnjhBbLZLIqiEAqFCIfDhMPheXU1q8S6SvqqXe+KorB+/Xr7XC8FSiS3JzF8BghgGib5B/KMvzjOpjWbUFUVQRDo6elh69atuN1uTp48yZe+9CWamprsbvv+/n5yuRz19fX09vbWuOhMTEzUlJmkN6SRkhLO/soyQRAINgUpbypzmXYZr2RfoTBWQAkoRJ+IEggEuOk3b2LXrl1s2bIFVVXRc4tSSRcDiwTwUmDRx3cRF4gLsUczTZNsNjurC/f0Zgi/309vb++cxK+/v5/R0dGLQvyUcDu+y+/BvWoHZilP6q0HSe98GDNXibbIsmw3dJyRLIyNgh+0Fo3wlvA02WvWkNyVm7qlWxTHixQjRWJPxOy6vfLUwhtB5HAbnlOkTwk0oacmyex6jMy+p9DjkQv+Ps743rK8YFK3kAjvQjHTLuxMtXUz7cLmQigUorOzk4aGhjlrNCcmJhgZGbEjbRcbckAmdF2I4I4gil+h3FfG9bQL77jXdq0AmJycpL+/f85a0fb2dlRVxVRMJkoTKGsV6pvq0Zo0m/BJzsrx5rE87DB3sNGzkUg6wiH5EM8+9ixvPPrGrGNu5cqViOXKdzIyMoLX66WjowNJkmhubmZoaFr7L70nTfNvNLPtmm0Eg0H279/Pli1bzhjlg8q539/fz8mTJ2t+p3A4TEtLC/X19aBBrjNHrieHXqeDBeZxk7EfjjF1bApBENi0aROaptHd3c2mTZsIBAIYhsGhQ4f467/+a5qbm23yl81mGRgYAOAP/uAPAHj++eft9+7r62Pp0qUAFBuLlFpKBJ4P1PweE3UTiLKIUTbQHTp6XMfIGGDAvR+8l3K5zEsvvWQTwIVEZBdxdiwSwEUs4l1GtRPy9BTuOdujzejCPRNxCwQCdHV1XXLip7Wuwnf5PbiWXY6emiT+3DfJ7H0Sq1SJRoRCIfumNLNJwJIsSu4SMWJk1AzWcgvtNo2eph7bA9fIGxRHixRHi6R2pez50kTpvLxwJU8I18prca+6Fq2pB6OQIXfkZWKPfvGUPeP5fx+SJC1IgHiuFOmFwDCMs5K66v8XUtPpcDjsGs25GooSiQSRSITx8fHz7g4/G1wrXIRvDOPb5MMsm+h7dLxDXtyF2ga904mfIAkoDQpa46nocZNGcHmQicAEprPynbTTTjlRPiXanSf5RhJj0uCGlTdwx413UCwX+drXvsbll19OQ0MDr3zvlVmfs6q1B9NEOJVK0dHRAVS6dqsEUFEUHBEHgiyw9d6tDA8PzzkwqtZCVgeF5XKZ3bt32+S6+ru0tLSgOTTK9WXSPWkKnQUs0UJIV64vo98eJfbzaYmkpUuXsnnzZjZt2kQwGGRgYABd11EUhc9//vPIssyyZdO2bIcPV2zrurq66O3tJRKJkM1WJGyq6fO6ujosLDIbMihRBW1Is3UFTcvEXGOyXFzO64XXSe5J4uhwkD2Upb29neuvv57/+I//sBvOLnaZwq8yFgngIhbxDsLlcs1K4S7UHi2fz89K4Z7J/eB0BAIBuru7Z9XU5XI5BgYGLhLxE3Au3Ypv2z042lZTip4k+rN/JHvwBTB1NE2jpaurclPya+h+naK/iO7T0f06ZU8Z01up/xERcSacFEeLZI9mmXp+qkL0IkX0+IWngATVhWvFlbhX7cDRuQ4MndyJN0m+8gPyfW+CMf971NiFnaH7VdO0S9IBu5Bo3aUiW1BJ282s0ZzLj7dao1klAxcboibiv9JP+PowjnZHpYnisQLNU804xOmyCAuLyfwko8VRjLCBa7WLYGMQtUlFrVcRxMq+G3kDpkAuyEjHJLKDWY6/dZzSeAkzP02QL7vsMj76Wx8lFArx2GOP8ZOf/ISlS5eyYcMGPv/5z8/5vc/UqBwbG8MwDLLZLMlkEr/fj9frpbe3F6/Xi8/nQxAE4pk4k/5Jkm9OR0szmQzRaJRsNktPT4997SgUCuzatYt8Pk9jYyOtra2EQiEMh0Ghu0B0aRTDbyBlJNz73SQzSaSrJcZ+MGaTv6pW4T333EMoFOLkyZPcf//9bNmyhY6ODv7xH/+RdDrN6tWrbRI2OjpKPB5HlmX+5E/+BEEQeOONN+z9rUb/RFGk0FagXF8m+HSw0nRz6pAZF8eRmiRchgvdoTP56CQ9f9lD4pkEv/vJ32ViYoInn3yS6667DsMwSCQSF+HoWQQsEsBFLOKSQJKkOVO4CyEDVXu00yN759v9GAwG6e7uJhisFV3N5XL09/czNjZ24cRPlHGvugbf5feg1nVSGD7IxE/+J/kTb6KGFdqubCK0LITWXCF9aX+apOPUjc0EK2GRH8mT3ZOlGCnaEb25GjIuCJKMs3tLpa6v5zKQZIqD+5h6/Mvkjr6KYpVRVZW6YOCMpO5idsBWu18XEq27EE3DiwGPx2PXaM7lxxuLxRgZGZlVo3kxoTaqhG4IEbw6iOgQSe9OYzxj0Cw3I9fJGD0GaW8a3adTdBUx/SaiKtJII6ZuUpooURorkXo7RWmsRHGsSGmshJk2ufrqq1FVtdLk8Oo+CrnpAVZnZye/9Vu/xerVq9m5cyef+cxnGB0dRRAEPvzhD3P06NEa8jMTLS0t9nwkEkFV1VkR+La2tpr/u61ujupHKewsEIvGiMViFItFAoEA69evt0lYNpvl6NGjtLW10dTUhKzKFFuKxJfGKbZVhK0dgw58b/pQx1QioQjSbRKTD08SfSwKwJYtW7jvvvvo6OhgeHiYF198kZdeeont27ezfv16Xn31Vd5++22CwaBt71gulzl6tKLHd88991BfX080GiUarWyzKoDd0dGBJVSif+qoijY2Hf2zLAvWgw8f+4v7Se5JogQUBFng5u6bWbZsGX/913+NYRh0d3czPDz8rp8Dv0xYJICLWMQFQtO0WY4ZTqdzQSnc87FHWyjeCeInOjx41t+Md/OtqGGB8tTLFIf/GcWTou1jTtSmVQhq5XswdZNyqoycklFHVfIjeSaPTDJ+aByzfOla+lRVw9W5FufKa1C6L0fQ3AiJYdRjT+GcPITTKqAGVNSrt13U912IXViV1F0qsnQxIMuy7cdblfKYiVwuZzd0nIvbyzlBAO96L+GbwnhWezDyBoWTBRRdIdgaxFxlknLMqOdLQT6SJ3c8R2m8VCkPGCtRipXm7R7t6OiYs/M3GAzyoQ99iOuvv57R0VE+85nPsGfPHvt1V1xxBUuXLuUv//Iv59yuy+Wy6+VKpRK9vb34fL55P2o6naZcLnNj8EYO6Yc4kT5BPlIpm6irq2Pt2rX2QDKfz2OaJhs3bkT36OSX5skvzWO6TMSoSPmpMg3RBjSrEikc948j3iIS+3mM8Z+Ms2nTJu699166u7s5efIkDz30EOPj40xMTGCaJu973/s4efIkzz//PJZl0dvba+/nsWPHKJfLLF26lLvvvhvLsmq0Ek+ePMnatWsRRZH8koqAdOjVSvahem0cT4wjr5bxFXwkHUkmHpogfGOYtlQb77/h/fzgBz+wu4u7u7s5caLWHWQRF4ZFAriIRSwQgiDMmcJdqM/oXI0Zl+KGOR/xy2az9Pf3Mz4+ft6EQ3SIaC0aruUteNYtx9HqQnREEZUvIogWLAUzB3IihJbVkPfJyEkZKSkhZSUK+YofbyQSuaDPXu2APVMKlkALhcZ1ZEIr0DUfcjGFd+oA3qnDaIVTskxuGZjb03gu6Lq+IAHihdiFvdcRDAZpaWmhoaFhVuTaMAzbj7fa7XnRIIIaVlGbKt7K3g1enJ1OW6cRQHJKeLo8yCkZKSUhR2TktEyiP8HJ3SdJx9Pn9paiyJIlS4Bp3T+Xy8Vdd93FrbfeSrFY5D/+4z948skna1K8kiRx33338dZbb3H4cK1zhaZphMNhu6MYmNOXuOo2AnDkyBGGhoa47777qC/XY+QNvOu95PvztLS0sHLlyho/XofHQaG9wFTPFKWmEkJJwDxgMvHMBKljKbZu3YrmqJC/qDuKcYtB6o0U9Xvr+S+f/i/09PRw6NAh/vVf/9WuA83lchw5coS/+Zu/oVwu8/zzzxOLxViyZIlt0Vet61QUhd///d8nkUjg8XhsvcTx8XE6Oztxu91YokVmfQZtUEONqTXRv9BVIeJinKHSEMldSUqjJZo2NnGP/x727dvHgw8+CFTO9/b2dn7+85+f0++6iDNjkQAuYhFz4ELs0QzDsInezMdLWZMFlaaK7u5uO9pQRZX4jY2Nzf3COSAH5Jou2+qjEpwuwDaKSUoTcXJvRRBjBn7dT71Yj6LXFmkbhmH78U5NTZ3+VjbOZBd2ehp2vt+hrHhIh1YwFeql5KpH1PN448fwxg7jyEaYKyZ7ul3YmazDLoYA9nsZmqbZHdkul2vW86lUikgkwtjY2HmXJFRRI6XSrKI1Vjps1QYVUa78vlUSXY6VyR3OoU1oNCgNOPNO267NsiwmJibo6+s773rDtrY2m5jFYjGuv/567r77bmRZ5pFHHuHhhx+2pVRm4qabbqKhoYG///u/RxAEAoGALdEyV+NGFalUilgsZqdLt27dCkBDQwNjY2PceOONvPDcC6SdabwbvHj3eenq6rJfXw5W/HjzS/JYmoU4IpL9UZahnw+h5ysNG5s3b7YlouLOOKVbS4hDIp9o+QSr/nyVTfLGx8dZv349UCGj+/bt495776WtrY1HHnmEYrFINputWefQoUMA3HvvvTQ2NpLNZu2IIFRIZHV/cz05DJdB8NnKgLRKYFPpFO6NblwZFxlPhsmHJnG0O7i36V6svMU///M/279/R0cHsizPKcmziPPHIgFcxK88qvZoMwnfQu3RisXirBRuPp9/R6M/ZyJ+fX19jI+Pz/1CEdR6dZrgVcles4bkqkR8KjVTOkYugJ5ZjZ7rpjCSI/HSy5SPvkVzYz1LWlrtyMDM9Fo6nWZ0dJSpqSm7E7Z6o72YdmGGpJEJLiMd6iXvaUWwDNzx4/gGnkcYP0S5WGDqXO3CfoUgCAJ1dXW0tLRQV1c3q3ShXC4zNjbGyMjIwq3/BFCCCkpIQalTUMIKap2KElbsSXKcku4xLUqTJUrjJcqxMqIiotarlKfKxJ6JkXopRXOgme7O7promWVZjI+P09/ff0GNJlXdP0EQWLZsGffccw8+n4+f//zn/PjHP55XssbpdHLPPffwxhtvEA6HWbZs2RlrQ/P5PH19fcRisVnah9lsFrfbTTAY5LrrrsPj8fDkk08ir5NxbnNSv6oeUzcpdBXILc2hh3WEnIC+UyfyVIRk//Q+iqLI+vXrbY/stJameHuReur5nVW/w8DxATuN7XQ6ueyyy+zXHj16lJUrV3LHHXfwyiuvMDExQT6fp7Oz0x50DQ4Oks1mWbZsGXfccQcvvvgi1157rR2di8VidtTTlE2ya7M4+53ISbkm+rfq+lXsFHZiWAbp19MUR4t85H98hG6xm09/6dM13/uqVavQdZ2TJ0+ey0+7iLNgkQAu4lcGF2qPNlcK91KI2C4U4XCY7u7uWXVZmUzGTvUiVNwwlHoFtb4SXamSPLVRrZVVOdV8kXo7Vem0zXhxdN6KZ83NCLJKes/LpHd+F78+xfLWVoJXbpvT2aFa0+Z0Olm+fPlF+7zVbReLRYq6ST64lFLzesymlSBIGJED5F57kMzhlyjnzi0F+KsIl8tly7fM1YleFd2enJycFfkUFKFyXJ1G7Oz5oGI7X0BFiLscLVOeKpM5kKEcK9vNGKZuEtweJLQjhOyTyezPMPp/R8nty9He1s6q9asuCfGroq2tjeXLl7N161aCwSCvvPIK3//+9+ccOFWjfHV1dbz//e/H5XLR19dHQ0NDzXqWZZFKpVAUxY6kHjp0aN4I+MjIiH2u3H777Rw9epRly5YhSRKT5iSJaxKUg2UQQRgQSDycYOSlkWkrtBn7t27dOnsw6GnzkLg6QaPSyPbIdj7/tc+za9cuoEIU165da1//xsbGkGWZP/iDP2Dnzp12PV8+n7eVA6okVlVVfv/3f58TJ04QCAQYGxsjFqt0E890IcquyGKqJp69Hnv/oBJp1lfrCFkB0S0y+dAkK1as4PYNt/PM0DPs27PP/kyKonDbbbfx0ksvLTaAXGQsEsBF/FLiYtmjzdTWe6+k/04nfqZiYngNslKWqB6l2FLEcZWDZfXLUOoUO50GUI6XK7IqR7JMPTtlkz4jadh2Yc4lGwisvRmxbR2UcqhDr+Ed241XNpBXtiIIbfPtGqIoLljWBio3yrM5S1Tny7qBo30N7tU7cC2/EtHhoTh6lOxz3yR36EWM7EWuRfslRFWPrqWlZVbEGCpyIpFIhLH4GKbHRGlWCKwJoNQpqOFT5K5OQfFPD5os00JPVgheKVYidyJnz1dJn1mYfe64e9003NOAb6MPs2SSeClB7OcxjAmD9vZ2Nl65cRbxGxsbs10nLgZWrlzJf/7P/5nm5maGh4f50pe+xMGDB2vWcTgctt1aMBhElmWcTiebN29m//79NgktlUrEYjF7EkXR9hPO5/NnLH+YmJigp6fH7rB+bf9rlDaWyPfkQQQ9oCO8KtD3cB/ZiflJ76pVq6irq6OhoYHeLb08GX4StawS/0acv3rpr2rWXbZsmd2MUhVb/5u/+RtGRkZ49NFHaWpqAqhJZR8+fBjTNLnvvvuoq6vj3/7t3/iLv/gLnnjiCaLRKIVCAVVVKRQKCE6BwuoCrqMupGxtdP/ymy7nx/qP0U2d9Otp5JTMH/2/f8SIOcJPHvpJzbo33HADfr+f+++/f97PvYjzwyIBfC9DYn5R2+rg+he7zvyi4GLYo52ewn0vQZAElLBCXU8djcsbUetVdI9O1BPF8BhY2vRB4Mw7kSYlypPlijxGzIAkCCkBMSOiSZW0q1t1V9Kwfg21XkXWXKTDvSQaNlBy1qHmJgmcfAbv1GFEywCnCCxcpHghdmFVZ4mzpcuVhm7cl+3AvfJaZG+YcnyU1M6HyR58Dn1q5Hy/1l8p+P1+WlpaaGxsRJIlTKdJyV3CcBnobp2smKWgFsAHWlij29Vtv9Ysm5SnypRjZYojRdJ705RjZZvk6VP6WS31qhAdIoErA4RuCOFodVAYKTD63VESryQQyhXJkI6rO2qi8peC+LW3t/Mbv/EbbN68mcnJSR599FF27tzJwYMHEUXRjvKFw+Hp8oYZ2Lx5M4Zh8MILLxCJRIjFYrNcRbq6uuyIVyQyt4OM3++ntbWVxsZGBEnAv9nPtzPfZuCKATAr8i3KqEKuM8ehbx2aFfGbieXLl7N27Vo2b95MXXsd/5r5V5LpJEf+8kil+3kGGhsbaW9vB7AdPv7sz/4MURT53Oc+x8qVK4HKd1/9LcbHx4nFYvT29nLbbbfxne98hw3r1pHJZPj2t789KzrXdG8jITPM2INjiAHRTkkvWbKEE+ETmAUT0VGJ/v3h7/0hTreT7xS/Q3LPdOpXURTuuusuXnzxxflLWRZx3lgkgO81CIAFkkfCv9WPY4kD5xJnpfheBKtsURwtkh/IkzuaI703XSGBvwJEsGqPdnpk72Lao71bkLwSakNFmLY6VdO2SkixxWrLZhkzayJlJIQJgfLeSipNykgoOQXVUPFpvlq7MB+VaQ6UFQ/J+vUk69dgSg7cyT7qB5/DmRmes2GiGrGrfpfzkbwLrYGUfA24V12Le/UO1LpOjGyC7OEXyR58jlLkyAVt+5cdgiQgh2ScjU7qu+vxt/uRghKG2yDujmO4jcrg8hSMvDEdsTs6TeyqJE9P6Rd8fVGbVcI3hAlcFUBURVJvpxj99ijZw1lkWaazvZOOjktP/Orq6vi1X/s1tm/fzsTEBI8//jhDQ0NYlkU+n2fDhg0Eg8F561GrnevLly/ne9/7Hi+//PK871XV/rMsq4YAqqo63WjjdqGHdLJdWYpdRZ53PI8368W334djwIGRMzgwfoCm/9GEe4WbzIG5azCvvPJK7r77bjo7O4nEI3xx9IsUxAJ9n+2bRf5cLpdN8KDSefyRj3yEJUuW8Fd/9VcUi0U7bV0lsLquc/ToUTRN4/d+7/c4evQozzz1FF/7yleIv/Y6X2tsoktV0UQRw7I47jT4p/e5CD2TZvRYhNeMQYJ+P+s2bGDd1ev4uv51zLJJ+u00N2y8ga1bt/Jv+/+NccYxUtNRj8Xo36XFIgF8j8HR4aD+9nq8m7w1qbuZUIIKnlUeuA3KiTLx5+NEH49iFs15Na5+0XAh9mi6rtskb6H2aJcagiqg1tUSu5lEr1oQD2BmTMyEiZyRcYw4UI+rSBkJKS0h5aQaD00b2qlpAbCAgruZRMNGMsEeBKOEc3Q37shbuK38nDWRmUzG1nq7VKRZdHhx9V6Ne/UOHG2rMUsFcsdeJf7sv1EY2L3osX0KoiZOp2LDtalZNawiB2R7wACg53WsrIWYFVFjKpnRDFP9UySHkpRipYsvtm3vKHg3eAlfH8azxoOe0ok9FSP+XJzyVBlZlunu7qa9vb3mmDNN0yZ+Fysa7/V6ufvuu7n55pvJZrP8+7//O8PDw7aosSAINV22M/clmUzaad10Os2f/dmfEYvFeOyxx+Z9v1AoZDeSVZs+6urqaG1tJRwOY/pNCksKRLuiGD4DIS/QmmrlBucNPPPwM7bc0Ntvv002myUUC+FZ75lFADs6OvjoRz/KunXrSCQSPP7i47zW/hqmw2Tg7wYojdaSv2rdX3XQPDo6ytatW7nmmmv44he/yIkTJ+zI4EycOHGCYrHIx3/7twkGgwx/5as8cOedJD0ert2/H+20KOlPrldxleFzB13IS5fyTDrNv07F2LhxIy8bL2OWTUSnyLKRZXz0ox/l4UceZvDKQdKPTtfu+v1+7r777sXo3yXEIgF8D0HySjjaHMh+eV7ydzqUgIKzy4lrmYvsoSyW+YsXCrwY9mgzI3vnYo920VDteqxTpiN5DSpag4ZapyL5Z3jd6hZCUkBMi0gpCXVMRckpFYKXlWzD+PPFTLuwmrSrbqA3r0NceSNyQzflqRHMV79LXfo4DSH/qWNu+kas6zrj4+NEIpF5OyEvFIKs4ey5DPfq63B2bQJBoNC/i8mHPkf++GtY5UskLPwehaAKyD4Z2S/XdNHOJHmyZ/qybRkW5XgZY8pAySu4T7rRjmqVAUOucjwJhkA8Hrf9eC91LavklQheEyR0XQi1TiV3PMfQ14ZIvZnC0q13lPhpmsbtt9/OHXfcgSAIPP300xw8eBC3222Tv9NRKBRswjc1NVUjd7N8+XIuu+wyvvzlL59RBmem84dpVhxG5IBMobNAfEmccl0ZoSwgHBdI/ihJ6XiJ/+ez/w9Hjx61tzs6OmrXF6Z3p/Ft8DH2fytSTm1tbXzoQx/iiiuuIJVK8dxzz3Fk+Aij20cxFZP+z/bPIn8AK1assGv6MpkMLpeLX//1X+cnP/kJr7zyClDRfxwbGyOVSpFKpcjn8xSLRVatWsUtt97KU9/5Dv5olPzll+M5fhzttNrGgQb4+QaBW54q8cREmn2FAvsLBbTeXlZevpKn809jGRYdfR187Dc+xvPPP88DOx9gyQ1LSO+pEECHw8Gf//mfY1kWP/jBD878Iy/ivLFIAN9DMNIGiZcTJF5OELgyQMt/ajkjEbQsi8i3IsSf+8Uofq/ao50e2Xs37NHOB6JTRGvQcDY7cTY60Ro15DoZOSQjBISarkcxKyJlpcqN+KSEnJYr8xkJMS9WvDDPARdiFya6Ang33IJn422onhDFk7tRX/wqXWICp8MBWq1gdCKRYGRkhImJiUsjkSKIODrXV+zYll+BqLkojhwm/vN/IXv4RczcpSGb7xYESUD2y0g+CcWvIPvl2sk3PS85a88Fs2ja6dh8f57UWyn7f31KJ6SGaGlqmeXvDJV05VBkiEgk8o7UtTq7nIRuCOG/vNKclHw1yeAzgxROVgZksizT0d1ha7rZn9E0GR0dZWBg4KLtpyRJ3Hjjjdxzzz243W727dvHvn37KBaLs1w4LMsikUgQjUaJxWJnlLr5yEc+Qn9//xlTv5qm2V3BpmLi2eYh25Wl1FgCC5QhheJzRUZeGCGXytlpaVVVa5w0GhoaOH78OADpvWnCN4TpXN/JXdfexRVXXMHU1BTPPvssJ06cQHfojF87jimdIn/js8lfc3Mzra2tQKXuLx6P86lPfYo333yTH/3oR0AlQigIAvv375/1mX7v936PgwcP8q+PPEJHRweXdXQQ/+Y3mRk3NYFv3CLhnTD4+x8es2vYZVnmc7/92zw8+TCGatDj7uG+lffxxhtv8LWvfY3W/08rpYkShcECkiTxp3/6pzQ2NvKXf/mXZ2yeWcSFYZEAvsuQPBKtn2xF9sjkTuSIPh5Fj+skXklgmRbtvzs7HF/FxE8mbPLn6HRQd2sdaoNK4pUEU0+/uyfN6fZoHo8Hl8u1YHu0mUTvYtqjzQdVVVEdKs5GJ84mZ6Uxok5GDlfIneW3YEZfiVAWptOykxJSn4ScOUXyTkVdFoKquLAsy7NqGbPZLENDQ0xMTJyX3IzS0I1vy524V16LZRqYfa/in9pHg2aCC2Z+oGKxyOjoKJFI5KLVW50OtWkZ7tU7cPdeg+QJUo4NkXrj/kozR2LhItXvCQjUELd55/1yTcQOKl2zRsZAT+qV7tlYmXxfnnKyXFmW0u3njPRsAu71emlvaadpddOsdL1pmkSjUbsx4VKXPQiKgH+rn9CNIVzdLkqTJSbunyD+QhwjW9l3RVHo6Oigvb19TuLX399/0aL2Ho+H6667jttuu41gMMixY8fYuXPnLFI3U4/uzTffnNXAMRe2bNlCb28vn/70p+f8Xn0+X6WLt7WJUkeJfFeeYmsRRFDGFISnBUZfGCU2Mv27tLS00Nvby7p16xgcHGRgYABBEAiHw7hcLoLBIPF4HH/Cz53Snaz9H2uZmpriO9/5Dvl8HlEUMZwGE9dNYGDMS/7cbneNjdvQ0BB//Md/zOjoaI3gcjAYtDv5Q6EQiUSCfD7P333yd6j3+zG+9nXe5/HQ+b73EYvF+JOnnuL7be2sONV09/RGgWOtAjd+JcPLVfIHfOIDH0CtV+gv9tMpdvLr6q9xeO9+/s+Xv4wclPFf5mf0e6MA/O7v/i6rV6/mM5/5DIODg2f/0Rdx3lgkgO8iBFmg+y+60Zoq6U5Xj4vAlQH6Pt1HaaxE8rUkoetCuFfM7kIrjheZfGwSqIy8u/68y7ZKcnW7kH0yE/dPXPrPcIH2aLlcriail06nL5o9Wo1dmEfDEXZUUmlBBSkgIfpEBK8AbjBcBqbLnG50Namk0NISUkpCikh2BE/OyAhFYd4o3kLtwgKBAF1dXXZ3XBXJZNIWjD1nCCKuZdvwbrkTR/sajPQkyuHHac734xDNmjpBy7JsshCNRi8JWZADTbhX7cC9agdKuA09M0X20POVZo6x4xf9/S4IAkhuaZrABeYmdopfQfJKNXV2AEbWqCFxheGCTeTsKaWjp/X5u/vngSzLduPAXA4TVRmP0dHRd0SbUgkrhK4LEbwmiOyTSe9Lc/KfTlZSeKcOozMRv0gkwsDAwAUTP0mSCIVChMNhNm7cyFVXXUV9fT2Dg4M8++yzdvTINE3i8TixWAxVVW3bt/Hx8QWRP1EU+fCHP8zevXvZu3fv9PegKDQ1NdHS1oK6VKWwpECsI4alWsgxGe0NjehLUUaPzf5dOjs7WbZsGS0tLQSDQR566CH27NlDQ0MD4XAYqDiErFu3jq1bt5IoJnhw+EF+9j9/xoYNG9A0DcNlMHndJGWzzMBnByhNzv7tJUli3bp1dqZldHSUj370o6iqajd9VNHe3k4oFGL79u1Eo1FGR0f566u303zNdloefoR15TI3dHWzf/t2fvLQQxQNg/8Ti/LF1jYSbvi/O0Su322ybVTizxsaWOdwsrSpkYG77uK7w/9CU30Tv+H4DegfZNtP7gfTJHRTHWbBJPlSko985CN2PeLMaOgiLg0WCeC7iKb7mmzyV4XslWn69SYG/6ky8km9lZqTAMaeiNk3keaPNNf4ZALUv7+e5KtJiqMXr4ZKkqRZRO+dtkeTZbnWSUJTUYMqWlhDDshIfgnRLyJ4BEyXiekyMVwGllpLbqyShZWzEPMiYlpEnVBtgmdH8WY0W1TtwnKl3AXbhTU2NrJ69eqLSvxEzY1n/c14N70f2d+ANXEM//4fUl8cRcCqUXDJ5XK2H++lIAuiy4+7dzvu1TvQWnoxizlyR19h6umvUji5F6x3tlNJdIpzkrhZaVifXJPGh0qH7EzylhvPzYrSVf8/k0TH+SIUCtl+vKefZ4ZhMD4+zsjIyCWr0ayBAO5VbsLXh/Fu9GIWTOIvxZl6Zqom6qQoCp2dnbS1tV0S4ufxeGxdPr/fT319PZdddhltbW2Mj4/z8MMPMzY2Rj6ft9O68XgcwzAQRZGrrrrK3lbVu/Zs2LFjB62trXz5y18GTv0urS0Ee4MUu4vkl+TJOrNIaQnXYRfOASf5kTyvv/76nNtbvnw5HR0dAKxZs4axsTEeffRRACYnJ2lubmbz5s00NzcTiUT4yle+wn5pP40fbmTN5jVocoX8Ra+PUtJL9P9dP+XJuZuzent7bSmbdDrNNddcw9KlS/nrv/7rmmtNlUwLgoBhGBzct4/NgQBrPvqbaH19hN56C4DE+vWIsszxF18E4K1Taftv3SAimfCR50y8TifrnE4s4OQdd5DMjpBqhI85f5ORyAgt//ZNuiSZP25r4JFrQ+iv6vz3P/3vrF+/nm9961t2PeIiLi0WCeC7ARGcSyr1MnPB3TtN+EoTs2/QlmWR2lUZtWrNGq6e2Z6dgijQ8YcdHPvUsfPaxdPt0aop3IXgXO3RqimHWRZhHhU1pCIHTxE7r4jltuxoneE0MJ3TUTsTs2KsnheRchJiTkQdUxFzIlK+8r+Uq9TgibpoN0sUi0UKpcIZo3UXoxausbFxzohfIpGgr6/vvGpd5HAbvs134l59PYIkoUT20jj0BK5iLYk0DIOJiQlGRkZIJBIX8jHmhKA4cC3bVungXbIRLIt8304mH/ws+eNvYOkXkWgKILmkyuSfUVd3eur11FR1O6nCLJk1JC7fn59OxybLNeTOKr3zTVWaptHS0kJLS8ucloTJZJKRkRHGx8ffERs7JaQQ2B4guD2IWqdSGCoQ+Y8IyVeTFeWB6npnIH4jIyMMDAycV3RflmU7yhcOh22NT5/Px5YtW1i6dCnxeJzHH3+c3bt326RvrlKGtrY2u8FsfHx8QU4imqZx77338uqrryIIAlfcdgVmb6WLN+6LI+ZFHAMO9H061piFN1SJ0A4NDc3aliAIrFq1ym5A8fl8tLe38/Wvfx1RFLnyyiu588476ezsZHx8nCeffJInn3ySoaEhtHqNpo82IXaLGDGD6A1RisVihfxF5yZ/VacXqGQmWlpa2LFjB1/+8pc5dqz23rBixQp7kDE0NIRuGHzqE5/AdDppe+BBBMvCAmJbt+A7fIRyojLoKJoWe7oEXl4t8gcPG3hnlHHGN20ivXw5u/v+lY8s+U0SuQSf/n8/zT+HQuCSqb8mxBrXam7ecQvlUplPf/rTNRHWRVxaLBLAdwMm1N9ePyuFVEVNJGGOVcqTZfR4pfnBtWJ+Uqa1aCh1yrwXB7hwe7S5UrilUglRFG1CV61lsX1fHSpqQEUKVG7geMF0ViJ19qPLxFIsTExKVMiDUBRsAicnZNSIOk3sTj2SA708nYLNl/LzRuveqQaSpqYmurq6ZgnKnj/xE3B0b8a35c5K52w+iXf0DeoSh5H12pteMpmsODuMjV10siCoLlw9l+FacRWOrk2IikZh6ABTT32V3OGXMAvz27EJqjBN4tzTj6JLPPty1+ymIUu3bFJXTlYEizMHM3OmYM38e08rSRAE6uvraW1ttaMwM1EqlewazYthf3bW/ZEFvBu9BK8J4lntwSyZpN5IMfTCEPnjtY0aqqraxG9mQ9eFED+v12sTPr/fXxP9dDqdbNy4kZUrV5LNZnnggQd4+umnicViZ4y+Vz1/q+jr6zvrfoiiyL333ovoE9kt7cb3Bz7S4TRCScAx5EB6WSL6dpTjI8cpFApcc801wHQH/UxIksTatWupq6sDKtfPpqYmMpkMTqeTL37xizQ0NLBr1y6+//3v2409zc3NjIyMsKZjDUbcIL8kT2pjilKhRP9n+ynH5r6+ezweVqxYUbPs137t13jggQd46aWXapZ7vV6bKFqWxfDJk3xs2zb0yy6j9cGHUE8NGnOdnRQbG+HBhzhcrERxuz0a/3KzyOoBk2v2T9+7isEgo7fegn7oNdatuIeSVeRv/vJvKsdvKETJoVG48XY+5FzPa6+9xje+8Y2Fe00v4qJgkQC+C5D9Mt4Ns+t4qsgdmb6Ja82z5VCKkeIZn58Jz1oP8WcrjSKSJOHz+S7IHi2Xy1EoFCiXyxiGYZM6r9dLuC6M6lHt+jrDOSNS55omdqbDpCjMuCEY1ETo5IRsEz0pJyFkBcyUSSl3isCVivPbhb1HhJ0FQbAjfqcTv3g8Tn9//zkTP0F14llzA97N70cJtSElh6nrewxv4hjCjLRqqVRibGyMSCRy0S+oosODc9k2XCu24epeiaCW0WOHKQ58jVL0EIKQwdEs4e5xIbo80yTOVUvm5utuN0smRtbAyFUmM1dxoTCGp5cZ2cpyI2vY0TojZ/xCiqG73W5aW1tpamqaVTdrWVaNH+87oWOptWkErwkSuCKA7JXJHcsR+fcIyTeSs+zc5iN+hmHYqd6FEj9Zlm3CFw6H55SBUhSFtWvXsnbtWnRd50c/+hEPP/zwgs/51tbWBUf/PB4Prd2t1F9VT/zyOF8ufRlWgTai4d7vJr0nzcDQQE3tbHNzsx35PD06qygKGzZssO0bDcNgeHiY3/7t38ayLH7zN3+TV199lX/4h3/g5MmTQKX+z+/34/P5bIHq5ESS/LI85ViZvr/tozw192c/ve6vUCjwiU98gp07d/L9739/1vorV660Bx2JRAJRUbj54x/Hc/w4wZ07AcibJoObN/P/Z++8w9s4z2z/m0HvIMEKsFMUrd6LJdmy5CZbstydxE42ziab7GbT72aTe5N1sslm03fjNG/ijVOdxC1uqrZsy0WyrEb1LvZOdBAdmLl/QBgRYhFV3XD88LEIYApnBjPnO9973hPr6+PTm19Rylin3lbOEQv838el0wFVokjnnXegikSI1U0A4NW1D+Ht8KJSqVDNmsXhW2+mxmBE8+JT/OG3TzF4GdTsPHKRJ4CXGyqwLbAhqEZR/ySZgbUDyu+2+bZhnxn6pdcUjq3UmSaZFALY0NBARcXoOa7K+pNJheBBZhSs1qkxu8wYDUaFzOUodgaJhDFBQp071SfEMqqdKqpC49Wg6jxN7KRgZiouEUiQTCRHVevGExf2ToEgCJSVlVFTUzMi8WtubsbnO7e2PWpbKZY5t2CefgOiRofRe5zCI4+hD/ecvuHKMl6vl66urnGTBUEr5KhsWZImGsXc1y06tA47KqsBlR4ElQ9B9QzwTGZFE7JrtCFLVoW4DSVsSW/y9Ovh068PJXrpSBo5+e44zxcClUqVMQ44nQohGIpIJKKofRfLEDUWRIOIbYGNgqsLMNYZSQVS+N7w4X/NP2INcdZE4XK5hhG/rOI3ntpSq9Wao/KN1iEgFotRX1/PVVddhU6nY926dTz33HPnpISKoqgYP2Bk9U+tVlNWUUbJwhKEyQJxVxy/6MeGDcdOB4mDCXpae+jp6RnxvAzt/Tc0+UOv1zNr1izlfpCd4v/4xz+OWq3m1Vdf5cknn2RgYCBnfd3d3cr1UVhYSMqcIlYVAxG6Hu0alfxBJhM4W7KTSCS45557GBgY4Oc///mwe0NlZWVOa5z+/n4+8dGPotbrOfDHP7Ly6BEg05j5l1On8Nijj+I59Wz4YGMJh68xcPubMs4h49mBJUuIVFRANExaI7LG+weqX/OxcuVKbr75ZrRFRXSHj7OveS1fft3HSquVP/t8XL6mXnlAngBefqQzrt3R4NnoIdqcmWKxzrGO+Nl07PRISdSNrd4NTZgYOiKVkZFUErJeRtJLw390Q/59SrXLQSpXtdN4NKgiKhiEdCBNypci4U+QiI7uhH23kLrxIEv8amtrh9VKni/x01VNwzZ3NfoJcxClQWz+XVj8B1DJg6CDpEkmlo7hDXjxh/2kLWmE6QIOjQNBKyBqxZFJ3amfMw0PWUhxiXRMRk7pEUQbqB3IaT1Jb4RwXx+xzj5S/sHTStxQZS4mvSuVuMsBu92Oy+WipKRkWO/LbI1md3f3OV8n5wvjRCMFVxdgm2dD0AiE9oVo++kpJ+8IYsyFEj+NRpOj8o3WKSCdTuP1evF4PDQ2NvKBD3yAoqIiXn75ZZ588snzOj5jqX8FjgKcC5zoZ+tJVCVIaBOoPWqKDhXxodkfYvdru3nsscfGrJ3NlrlApsFy1pRjMpmYNWsWer0eu93O1KlTaWhoIBaLEYvFOHz4MA899NCI6+zt7VXq8lKWFN7rvCRDSUhnOj0M7hlZ3a+srKS0tFQ5lsuXL0ev1/Ptb397mPlGp9NRX18/bPnF11xD+dPPcGzI37xs2TIkSeLVV1/lCp2OB0rLeOZeM8UBuG3r6edDtLycvmXXIKTTeDUR/hZ/nk90zSb57U9wpUbDG2+8QX1XE7+7Y5B/PdUrZopenyd/bwPyBPBtgKFmZAIYPhKm98lMPzSVVYXz75wjfm6oSjLaQzwLbamW0rtLMwXyZWrchW6F3I109oW4gBgTlR/NoAYhLCAHZdKBNElfkqQ3SSI0shP2UqcMvFMgaDIES9SJlLpKcVW70Jl1yCqZmDoGKgjFQrj9bmKOGKoyFSW6EkSNqJAzQSsgasTT/z61PpXRiGjQIKgkEJ9DEJ4FMs9k/wj7okdPGWUASEkJKS4hJ2WkhIQUPa24KSpcWBqmwKUjaRAK0FUswNiwBH3FZOR0iljbHiJHtxI5/iJS9OztMvLIhVarVQwdI5mogsGgUqN5OWpS1TY19iUZQ4euTJdpJ/X8AL43fKT8I29fp9NRXV09IvHr7Oykra1tVOJntVopKirC4XBgtVpHVfkGBwfxeDy43W78fj8zZ87kc5/7HNXV1bz11lt897vfzVHVzgUjqX86nQ7XXBf2hXZSE1JIBolUMKU4eMMdYRYsX4Ackvnd7353ViV2JPXPZrMxc+ZMKioqmDFjBtXV1Xg8Hh599FF8Ph9f+MIXeP7550ddp8vlypA/a4b8pSNpTnznBGUfKMMy0zJimy+r1UpDQ4Py+7Rp02hoaOBb3/rWMIURMm7koYYdnU7H3XfdhefAAaY2NXGt2cLUGgOyIBC/8UbCTU1cKQhsisf5es0gxmoLX/9LGu2pAYOkVtN674dAFJEDbrqtbj6m+RjCxATdr73Gfz79ND6fj9u/3Ei5R83sE5ln2RSdfti+5XHpkSeAbwNGmraNdcVo/1k7pDOkrurTVahtI58e63wrhjoDKoMKXcXYNYDaIi22hTbSg2mEtIAqpEI7oIUoyBGZdOh077KsYhePxUnEEiTimXq7tJTO3LhFQMg4jIf+HyEznSjqRFSi6vRr2fdFlOUFQch9P7vOM98Xh2xnhNeGLXPmvo3w2kj7PoyQaU8RMk3m71GI3lDCNoLqGj7135mwS3akhIScyBAyhZhlX0tmCJo8qEFjr0JlrCOdMCIGQugDfWgjAcS0gJASiA5G8fR58PR6SEaTuUTv1LrPVX1T28swTlyMbdFidM6JyKkE0ZbduNf8F9ETbyHFL73h4L0GQRAoKirC6XTicDiG1dgmk0mlRjMUGt0oc9GgAsuMjKHDMs2CnJYJ7gzS/btuwkfDo14zOp1OUfyG/g1jET+tVqsofIWFhaOqfKlUSlH53G63QrAaGhr4/Oc/z6RJkzh48CBf+9rXlDSM88VQ9c+Ll7qP1CFOFklb06SiKfStegytBqQeib7ePg52H6S4uJjZs2fzq1/96qzkTxAExUCRbW5dXFzMzTffzOzZsykrK8Pj8fCrX/2KV199lXQ6zX/8x39w6NAhjh07NuI6y8rKmDhxYob8Xe9FjIuonlGRCqQI7Q1hX2RHXaBWzICQmcKeNm2acq7Ky8tZvHgxDz30EEePHh22DYfDoSiF2cbYV155JWqNhv7HHkMQRKwqFVaVCv/UKXQUFjJjdxMLXRU8kQzyl7usBN70c3Jviuk2OwDtd95JymoFSYLCUsokFYUvvYBz225e6e7C5/Ohc+o4MUnNx1+QlO5UpeMwHeZx8ZEngG8HzuAPiYEErT9szXTOF6HynypzWsGcCX25Hn35+EZMgkpA69BCpq8ocUa+malQYTj137sdclrOTC/LgJSpq0QG5MyNDmnI/5PyMNVMTsgZpSyR+1r2d6vBSpG9CJ1Kh5ASMqkfaQh6grQ3txP0BpVlztYbTue8gqJFd6GunYecSmE4dAjbwB608cwUUiqlpbe3l66urotGFtSOCkwTF2NsXIy2tA4pGSPavIvgc88QPbkDOXHpY8PeizAajUrbjZFMDEMNHZdDKdeWaTOGjsV2NDYN0ZYoPX/qwf+WHyky+vbHIn4dHR20tbUpxgtBEIapfKMhFAopGbt+vz+nBMTlcvHBD36Q+fPn09bWxne/+1327NlzwcdAFEWqp1QTbggTrYmScqQQEgLadi367Xo0vRp8Hh9t3W055+Xzn/88XV1dbN68+azbKCoqUs63x+NhxYoV3HzzzRQWFtLX18eTTz7J008/rSi82Wng//zP/xxxfQ6Hg8mTJ5OyZZQ/ISpQ8FIBKr0Kg8FAaH8IOS1jmWHJiQGdMmWK0jbIbrdz88038/zzz4/4N4iimJMMIggCjY2NNDQ08OCDD3JTIAh2O5C5dQ5cfTXmEycw9GTSOty32tGoZbr/0sN/hCSuM1uwqFQMNk5EjMXo636Lp1xHmLO9j2tey73WnH/nxO6VuGbf6fOfp39vD/IE8G2AnJSVKz7pS9Lyg5bM9IsAro+7sM4Z/SYKEDoQouvhLhCh5LYSCpeO3E8QwL/Nj2eTB0EUctUvcYz/C6d/H5E8DX3t1L+z7ynkauj7Q14btqw0ZN0yueTszGWGvDd0maHruVQQBAGn00lNTQ0G2QBDuq14PB6am5vH34xXVFMwfRm2ebchF1ajifmxd76OxXMIlZRRVLxeL93d3fT3918UsqAprsHYuBhj4yK0RdVI8QjRk9sJbP0r0ZZdyMlLbzZ4L0KlUlFSUoLL5cJ+6oE5FLFYTGm6fbHizsaCqBOxzrNScHUBpokmUoOZWEn/635iHWNvX6fTUVtbi9PpzCF+qVRKUfySyaQyrZ1V+UZrGZVMJhWVz+PxjKikORwO7rrrLq655hrcbjc/+9nP2LJlywXXB2ssGiqWVWBdaMVf7gcJdJ06zAfM6Lp0xMIxunq6Rjwv06dPZ/r06fzwhz8c13fP6XSiVqtpbGxk8uTJ2O122tvb2bJlC3v27OHgwYM5f89tt91Gc3Mze/fuHbYum83G9OnTSRek8V3vIx1IE/5dmGJXsbKtkydPEjkeySGAVVVVFBdnPmM0Grn55pvZs2cPjz766Ij7XFdXp5DFcDhMZWUlixYtYtu2bby5dSvLS0qVz4YmNhArK6P2kUcAOFwBr8wQWfj0IN1heKDcifnU9TLpW99m0Ajf/qwKUxju35R7/OxL7JiuMHHdbwfRpk+LGLH3UD34uwl5Avg2IN4bz7jtQilaf9iqdHAvv6+cgsUFZ11eV6IjFciMJqMtUVg6+mfDR8LD+nblMX5kiV9tba3SgDYLt9tNS0vLuImf2mSndPFdaCcvR9JZ0QfbsJ94FlOgBYEMWWg/5f6MRi/8nGnLJmA8pfRpCp2kY4NEj7+Ff/PvibY2Qfqd0TLn3QibzYbT6aS0tHRYhrMkSQwMDCh5vJcDhnpDxtAx34aoEwkfCtP+y3ZCTaGzOqv1ej01NTUjEr+Ojg46OjowGo1UV1fjcDhGjKLLIhgMKoQvEAiMSuRMJhO33XYbK1asIBaL8fvf/55NmzZdUB2koBUovbIUx2IHQn1msKvqU2F604S+Qw9xFKPNaC2YBEHg3nvv5ejRo+w8lXwxFhwOBzfeeCNTpkxBq9Vy8uRJNm3ahM/no729fdgUb0NDA9OmTePHP/7xsHWZTCZmzpyJ5JDwXudFDsgc+fYRVAkVdeV1iKKI0+mkubmZ0N4QJbeVIGgErEYrEyZkrPg6nY7rr78er9fLT3/60xGPv8lkUlJIJElClmWuu+46/H4/jzzyCCqg9dTUflb9M7a3Y2ptIyXCr29SMbFT5rZ9Ip+uq0cnCMQkCYNKhQr4/l0qJAG+8HQ6Z7IraRIo+0AZ/q1+qpuFU3nkGbSOwzWex8VHngC+DYi1xtCV6Wj9UavS06/07lIc1znGtbymWIPariblT+X0DBwJZ3s/j5EhCAIul4uampoRiV9zc/O4MkQBCibOpWDuKiTXTADMnsPY+/egi2Ua1w643XR1deH1ei9Q+RDQOhsxnVL61LZS0pEAkePbTsewSXmv3flCo9EoebxnprlAxsiQzeO9HP0oVRYV9kV2Cq4uQO/Sk3An8Gz04HvDN2bz9yz0ej21tbWUl5cPI37ZQUhBQQGLFi0aRnKzSCaTCuHzeDxnbf9iMplYtWoVK1asQBRFnnvuOdasWXPeAx7RKFIwp4CiK4vQNGhAAxq3Bv1uPfp2PapoxrQSDAZpamo663lZvHgxtbW1/Nu//duYnysqKmLlypVcd911iKLIkSNH2L9/v9J38/jx40o/v6G49dZb6erqYseOHTmvZ1vFUALea73IwQz5Sw+mSZPG7XZTUlKCTqfD4XAQ2hui7ANl2KbamGqaiiiKCILAokWLFMfvaMd00qRJyvlubW3lE5/4BAaDgWeffZZAIIBKpWL/qSbP4ZpqIlVVVP/pTwjAcwsEegrh+4+kqdJoEASBp/x+rrWYMQBvTIITTpjWKjOtPXe7zausCKJAz197wJZrcDwUiyGQbyBwuZEngJcbIoSPhvG/6SfWlvmSFd9STPHK4nGvQhAErLOteF/2Eu+JEzkRGTEOLnIiclGzgN8PyI6yRyJ+AwMDtLS0jIv4ac02yhasRnPFMlLmEsS4H3v3NmzuA6jSMcLhMG1dXfT29l5YHq8goquYjHHiogzpsxSRGvQSPfYmkaNbiHUcuOzZu+81OBwOXC4XRUVFwwwdqVRKMXSMd0BwQRAyzd0LrirAMssCMoR2h+j9cy+DhwbH9QQ1GAzU1NQMI37pdJpQKIRarVYUopEQCAQUwhcMBsc1aDGbzaxcuVIhfi+88AJr1qw5rwxjtU2NdbYVx0IHugk6UIFmQINuvw59hx51SJ1REgXglGn50KFDZyV/arWaD3zgA2zfvn1Uc0ZlZSWrV69m8eLFRCIRmpqaOHr0qDK9Lcsyhw8fHtGxXFlZybx58/jFL36Rc8w0Gg2zZs1C5VThvdYLATj67aOkBk8P1rq7uykpKQEy08D79u0jMZCg8ppK9Psz96nZs2dTU1PDd77zHfr7hzuEs8tmSxXC4TCzZs2ivr6eF198kebmZkRRpKKigiPtHcQkiYGrr0bf04Pl2HF67fDUYpFV22WqBzLTtv/a3YVNpeJOu52QDn65SoUmBV9+Mveec6gS+uYb6f1tF+lgGs5of9kUjSIyYvehPC4h8gTwckOCwPaAcqN2XO+g9M7SsZcZAY4bHHhf9UIaeh7tofb/1iJqT9/MpYREz6M9F2uv3/MQRRGXy0V1dfWIxK+5uXlcJoziK+Zhm72SlHMGsqhC5z9JybE3MIbaSadS9Pb10d3dfV4PvtM7q0JfORVj4xKMExeiMhWQCg4QObqFyNGtxLsO50nfBcJgMCiGjjOvB8j0duzu7qavr++yGDo0xRoKriqgYEkBmkINsY4YfY/14d/qz5jHxgGDwUBtbS1lZWU5xC+7/yqVasQ6xkQikaPynYu6abFYWLVqFTfeeCOCILBx40bWrFlzzmRZW6zFMsdCwbwCdHU6BFlA26dFtytD+rJKn8/no6urC61Wy8SJE4HMtO94EnFuuOEGHA4H3/3ud4e919jYyK233sqcOXNwu9388Y9/ZN++fUyaNEn5TDqdZv/+/bjd7hHXf9tttzEwMMCWLVuU11QqFTNnzkRbqcV7rRchIHD0P45m+v0NgcfjIRaLodfrKSoqyrirm0GYIiDvl5nYMFFxLR86dGjE7Ws0mpwWMdFolDvuuIP9+/fT2tqKSqXi6quvprOzk7gs8YrdTsWECVQ9+mcAHrlBxB6Gu96QGEil+FBbG750ihfq6knLMt+6V01KLfCFv6XQD5loSKrg4RUqrC0JDrw2vIdjMJ1m42AoT/7eBuQJ4NuBU+TPNMlEwdUFxDpHL84W1AK6suGOQl2ZjqIVRbjXuom2RGn+TjPFNxejLdGS6E8wsG5AURjzGB1Z4ldTUzPMudnf309LS8tZiZ/BYqd0wS2oG68haS5Fjgcp7N2O1X0QdSqC3+/n8CmycN55vKIafc1MTI2LMDQsRGWwkvT3MnjgZSLHtpLoPkZ+AuXCIIoiJSUlOJ1OJYd1KOLxuJLQEYlc+tIKQSNgnWul4KoCzJPNpCNpAm8F8L3my9T+jhOjEb8sznxNluVhKt+5wmKxcMstt3DjjTcCsGHDBtasWXNOTnZ9pR7rHCvWOVb0lXpIga5Hh/5NPbpOHWIis9/xeJz27nZl2loURRYvXqysZzyZv0ajkTvuuINXXnlFUe8EQWD27NnceuutNDY20tHRwS9+8Qu2bNmCRqNh4cKFyvLpdJqmpqZRm0WXlpayaNEifvvb3yr3AEEQmD59OsY6I95rvYh+keP/eZx4cPisjSzL9PT0UFtbiyiK1NXVUTRYhN/sp7ShlKuuuop169bx8ssvj/o3Tpw4UTHs+Hw+PvGJT+B2u9m+fbuSSwzQ2dmJIAgMLFnMlE2bMB05wpZJAnvqRb7yRJoXPQG+1tNDCviMo4gClYqnF4u0lQlMa5ZYdKrjzNOBzLE4uMxAd4GRgl8PKLeoN8Jhuk4NJLaGwyTyJpC3BXkC+DYifDjMiX8bu8eVxqGh8ceNI75XemcpqWAq4/Bri9HxUMel2M33JLJTHdXV1edF/ERRpKRxDtZZN5NwzkAW1WgDLRQffxNjsI1EPEbnBZIFQa1FXzMr496dMB9Rbybp6WSwaX2G9PWdPK/15pELi8WC0+mkrKxsmKNVkiQ8Hg9dXV14PJ7Lkl6jr9Zn2rcstKMyqQgfCdP5604COwPIifFv32Aw0NDQQHFx8agNmLOIx+MK4fN6veddw2i1Wrnlllu44YYbkGWZ9evXs3bt2vERPyFjZrHNsWGdY0VbokWOyei79BheNaDt1iKmM6RPkiT63f2K0ebMljLZ7/R41b9bb70VrVbLk08+iUqlYvHixaxevZrKykqOHDnC97//fZqampBlGZPJxOzZs5W6SFmW2bFjx5jbWb16NcFgkFdeeUV5bcqUKVgmWvBe60XlV3Hi+yeI+Ee/V3R3d1NbWwtkpnKFPgFH2sH1i67nwIED/PGPfxx12YKCAqVXYSqVYvXq1VgsFp5++mkkSRp2fayqrOSeHTvRDgywXg7zt+ttzDyS5teb23n9VIrKJJ2OTzkcNDsFHr9aRJOU+cJzp9Xwr/X2oi3WMmHZBDwb3ew/dlr9+99zzEHP49IgTwDfxRBEgYqPV2Cba8O72Uu0JUp6MI3KrEJfpSdyLIIUz0dzDcXZiF9zc/OYN3JLQREl825GbLiKhLmcdCJEQd+ujNqXCOF2uznR3Z0TEn8uEDQ6DHVzMTYuxlA/D1FrIDHQSnDnc0SObiHpHl5Ynse5Q61WK4aOkVyt4XBYMXRcUI3mOCEaRexXZgwdhmoDSV8S7ytefK/7SPSNf/uiKFJWVkZ1dTVGo3FU4pdV+dxuNx6P54J7TNpsNm655Rauv/56JEli3bp1rF279qzkS1AJmK4wYZ1rxTLLgsauQQpJaNu1WPZb0PZpEaTTf8PZzst4Mn/PRGFhITfffDPr16/nyiuvZOXKlRQVFbFz504efvjhnCbK2XSPoQOF7u7uMf/OgoICli5dyuOPP64Q68bGRgqnFuJb7kPlU9H641YGPWMfq2g0itfrpbCwEFEUMeqNrNSuJCSF+MlPfjJqKYIoijlT1bNmzeKKK65g48aNw/a7OJnkkQkNzEwm8avVPBv0c/LjhaSRef3XLUiJNDeYLSw1m7jFaiOmF/j+XSpkQeDjG9NYzhCmy/+unFQwRf8zI9ck5vH2Ik8A32ZU/nMltnnDA+HPBZYZFiwzTj/EZEmm4xcdSIk8+ctCFEUqKyupqqoaRvz6+vpoaWkZ9SauVqspu2IO5hkriJdPJyVqMQZbcZx4DlOghWgkTNuph9LZUgNGgqA1YKifj6lxMfq62YgaPfHeEwTefJzIsa2kvF3n9TfnMRyFhYU4nU6Ki4tHzOPtO1WjOVbu60WDcLoMxDonE5MW2hui/2/9hPaHMr0txwGj0YjD4aCkpASbzTbiNC+cVvncbjder/eiRM/ZbDZWr17N9ddfTzqdZu3ataxduzYna/dMCFoByzQL1jlWLDMtqIwqUp4U6hNq7AN2dN5MjV8WqVRKOS9nq509H/Xv3nvvRZZlrr32WvR6PVu2bOH555+noyN3RqWoqIhp06YNu27a28+wu56BVatWkUgkePHFFwGora2ldHYpvuU+1F41HQ924O/3n3U/AYVA6nQ6brrpJqS4xF9UfyEujHzfsdvtNDY2KjGEpaWlzJ8/n71799LW1qYMEEzpNDcEQ1w1OEhIraZj5UqELVswLS9gzwSRr/41xeziGhjiVZSBX6wSCRqhoVNi2f7ch82P7pvE76ap+MoTaebUDp/FeiEU5AvnGe+Xx8VBngC+zej4nw5EnYhl+ui9tc4FsiTT/ftugrvyua2QKbLOKn5DY6lkWVYUv9EeVgVFpRTPuREmLCFudpJIhrH378HqPoAY9dPf38/R7u7zCqcX9WYMExZklL6aWQhqDfHuIwTe+DORo1tIBfrO+2/OIxc6nU7J4802vx2KQCCg5PGed43mOUBTqFHyeLXFWuI9cfr/1o9viy/jkDwLRFGksLBQiVwbKWMYMtd4thH1wMDAuMjQeGG327n11lu57rrrSCaTPP/886xbt27U75LKpMIyI0P6zFPNiDqReGccaYeEzW3DFDUhkKtW+v1+xWgznvNyrupfZWUld911FwsWLCCVSvHaa6+xZs2aEXs3lpeX57RPySIQCIxJds1mM9dddx1r164lGo3icrmoXFipkL/eX/bi7h7ZNHImCgsLKSkpQaVSccMNN2AwGPjmD7+J+ctmTJNNBHdk7vlarVZRt02m04lSer2e5cuX09vby44dOxAEAa0kcU1okGtPKcB/SadpmD+PuS+9xGF7gj8uU+HZ6ObZN2PMLC1FHKIor58rsHOiiJiW+ee1Us7Z21Mr8PtrRVa9JTHnxHAV4vXwIP/S3Z1v/fI2I08A325I0PaTNpx/56RgacFZa3XGQjqcpuu3XQR35snfWMQvq/iNdOPW6XSUXzEb47QbiJZOI67WYwy0UX7yeUz+FkJBPye6uujr6ztnBUU0WDFOvBJj42L0VdNBFIl3Hsa3+bdEjm0lHRrfgyCPs0MQBIqLi5XEijO/V4lEQjF0jPUAv2j7oxawzMrk8ZqnmJESEsHtQTp/1UnkxNlrRE0mk0L4CgoKRlX5IKNk9vf3c/z48Ys+fV1QUMDq1asV4vfss8+ybt26Eetc1fZMuxbrbCumSSYElUDkRITIpgj2ATulqtKLel7Go/6JosjcuXNZsWIFU6ZMIZlMEgqF+Jd/+ZdR1cXq6uoc92w4HFaI1UjtXobipptuAmD9+vWUlJRQd3UdvuU+NB4N7ofd9LSNr1ODTqdj6tRMv7/rrrsOh8PB2rVrSfqTxLpiWKZa0LXqRs2fBli6dCkqlYpXXnkFQZJYHA5zYyCISZJ4w2zmkZ5uvlBaxuztOzhSWc73VnlRBQUKDhTyROAQgXSafy8rw6ZScaIc/rhcRJBk7twq4RxS0tddCD+5TWRmi8yHX8mVsWVZ5slAgG/19V7q8KY8xoE8AXy7cSoWrft33QR2BHD9vSuT3XuOCO0J0flIJ+nB97eZXqVSKVO94yV+giBQXFaOY+b1SLWLiFlcxJIRbO79WAcOwOAAvb29HDhLrc9I0BRVY6ifh2HCPHTOTPZmrP0A3pd+TfTYm6TD564e5jE6TCYTLpeLsrKynPMPmWtgaB7vJTd0CGBqNGG70oZtrg2VSUXkRCTzXd8eQIqNPserUqlyVL6RlMszkUwmaW1tpbOz86IrmQUFBdx2220sX76cRCLBM888w/r164cRP22pNkP65lgxTjAip2TCR8J4n/Bi6bdQYa7InJchT57seenq6jrv2tmzqX8Wi4Vrr72W66+/nqKiIo4cOcLatWtZuXIlP/zhD0clfw0NDVRXVyu/d3R0KG7ZdDpNb2/vqPuk1+tZsWIFL730Emq1moYbG/At9aEd0BL8fZD2k2NPHWchCALTpk1Dq9WydOlSXC4XGzduZGBggIqKCgKdARxzHBR3FA9TUbOYOXMmlZWVbFi3jka3m5X+AEXpNDuNRtbZrKh6evlvkxlzMknz7bfxA81mkuY0ReuKSFgyg4hNgyGC3WkenFDJf9+mRpMC+yDc9ubp8zWoh+/fraJgED7/rIQ45FT2JJN8vbeHNy+Dgz6P8SFPAN9BCB8Oc/xfj2O70objWgeG2rFv+lJSIrgziGeTh+jJKO9nPX0s4tfb20tLS8uwh5XJZKJ84gz0U68nXDKViNqAIdhOWfNaTL4T+Dxujp4iC+Pu9abSoK+ahqF+PsYJ81DbSpESUWKte/Bu/DmR428hRfMK7cWESqWirKwMp9OJzTa8njYajSp5vOdTo3mu0FfrsS+0Y1tgQ1OoIdGfwPOSh8C2gJL8MxJMJhNFRUU4HA7sdvuYKt9QxONx2tra6OzsvOg9CR0OB7feeivLly8nHo/z9NNPs379+pyUCX3VqXYtszPtWqS4xOCBQbp/042xx4iz0InVaoUzOutEIhHF0HGh52U09a+2tpYVK1awaNEiALZs2cKGDRvo6enhv/7rv9ixY8eImbyCIDB58mTFOQtw4sQJYrEYlZWVAGedmr7++uvR6/Vs3ryZxjsaCSwOoOvSEXk8wokjY3d/GIr6+nrsdjsLFixgwoQJPPTQQ6RSKQwGAxaLBW1Yi8/sI21Now6qicVieL1epe1PeXk5c+bMoX3HDu7ZtZuaVIoDOh2PFDlwq9WsHHCzDDhkMND1j59ivfctBisGsW6zogqolOMjAF8sLuZHNwkMGGTQifz9E0k06QzpTAvw37eJBA3w3d+nMZ46pQdiUf7s87E2GBxvWWselwl5AvhOggQycia8/Q0/mkINhjoDhloDarsaQSUgJ+VM+sfJCLHWWMblmx30vQ/Jn0qloqqqiqqqqhxn3mjET6VSUVrupHD6clLVC4laK0mnoljdh7C595P299DT08PeEULiR90HUwGG+rkY6uejr5mJqDWQ8vcSObGd6MkdxNr353N3LwHsdruSxzuSoWNgYICurq7zqtE8V2iLtRmlb6ENvVNPKpgisD2A/01/ZnA2AlQqlaLwORyOERtOQ6blSTKZHGZeutTE77bbbmPZsmXEYjGefPJJNm7cmCF+AhgbjEqPPm2xlnQkTWhPiP5n+lF3qikvKqe+pB5VzfDzks3jvVjnRRTFHJWura2NRYsWsWLFChobG3G73Tz55JO8/PLLitv57rvvxmq18oc//GHE9U2fPp2ioiIgN91jzpw5yue6ukY3Z2k0GlatWsWWLVsoXVXK4PxBDMcNxNfGOXLgyLj/tqKiImpqapg+fTrTp09n48aNCIKQowhr+jSQBrfJTWBHAIfDgdOZiVozGAxct2wZYls7K9euY18kwr+qRGKVFdTG43yltw9zMsnP0inMt6yizirQpG5C167DcMJAa2urMmNyX0EBbUuMHJ6kIh1PE3zdxyde6maKXs90gwHfnQUcr9Jz7SNB1pyIcTAWY08sSl8qhYp8ysc7EXkC+E7EqXt50psk6UsS3B3MdQSe+W16HxI/tVqtKH5nEr+enh5aW1tziJ/NZqO8YRraScsZLJ5KSGPEEOqktHk9Ru8x3H09HBgjJD4XAtqy+szUbv08dOUTkaU08a4jBLb+lejJHSTd45veyePcMFqBexahUIiuUxF7F8PlOhZUVhW2+TbsV9ox1htJR9MEdwfp/cupWLYRnngWi0UhfGM5diORCMFgEL1ej91uzyF/l5L4FRUVKcQvEonw5JNPsmHDBuLJOKbJJpyznVhnW1Hb1CT9mXtTaFeIZEuS8pJypjqnYpw23JQSDAbpOs/a2bPB6XSi1+sxGAxUVlZy5513UlhYyMGDB/nxj3/Mzp07c45TSUkJq1evZs2aNcMi0zQaDTNnzlSU5HQ6zYEDBxgYGMBgMFBQUABk6gDHciRfc801WCwWmmxNRBujmPabSG5OcmDfgXFPcev1eqZMmcLEiRNZsGABu3fvpr29fVgus5yQibfE0dfoaWw87bYtSqW5dclVaCUJzaN/4nOdHWwXBK6cO5db/AGuDYU4Bnyyr4+aKxfywalT+H3o9yCBbZuNaCRKS0tL5hirNayaXsK3l4mkQilSoRQ9f+pBkmV2RKM0z9dTvthA9++7+ckWL9mrOnvU8+TvnYk8AXyn41SNYA7ex9+mbE5pZWVlDvGTJElR/LLTU1qtlnKni4JpS4lXzCNirSaeimH1HMbq3k9ioE1xf56t8a2g0aOvmamQPrW5ECk2SLR5F6GdzxFt3oUUu7BeanmMDEEQKCoqGrXAPZlMKnm8F9rP7mwQ9SLWOVZsC22Yp5hBgtD+EO2/bCe0JzSsUbNarc5R+c5U8bJIp9P4fD48Hg/RaFRpTD0U8Xic1tZWurq6LjrxKy4u5rbbbuOaa64hEonw2GOP8eLmF9FM1FD00SIsMzLtWhL9CXxbfQR3BYk1xyhyFFHvrKfoyqJhho5kMqkYOi6mA3koRFFkwYIFzJo1i7q6OlKpFK+//jobNmwY1sYli4985COEQiGeeeaZnNd1Oh2zZ89WBhbJZJK9e/cqLYGyqhqMbf5QqVSsXL2SR72PEpoYwrLDgrRTYt/efeM+b0VFRUyZMoX6+nquuuoqDh8+zK5du4DTbXF0Oh1FRUUZJTnkIDw1jLxNxpqSWBEMMmH+fNxVlbz4X//Fw/v3g0rFnXPm8A8DbkqTSdbYrPy0vZ2Js2cxefJkdqp24ta7KXyxEDEhcvToUWV/v1Jdxs9vV5GMpBF1YqbNWDzznrHRSNlHnHhe8uB9JTOAzk/1vjuQJ4B5vCuQJX5VVVU5I+AziV+WLJTVT0Y1cSmh4qn4NCb0g92UtmxEP3CY/p5O9nZ3nzXiSmUtwVA/D+OEeeirpiOotSQ9HYQPvkL05I5M5q70PmbjlxhGo1HJ4x2JOHm9Xrq6us6tRvM8IKgFzNPM2K+0Y5lpQdSKhI+EM+2WdgaHZfFaLBalls9ms43q7A+Hw0r6hs/nw2QyUVdXR3Fxcc7nLjXxu/3221m6dCnhcJjH//Y427zb0E3TUfujTL54tD2K5wUPgZ0B4p1xjEYjFa4KyhaXjXhehhptLtV5UavVXHnllaxevZqqqiolZePPf/7zmO7h6dOnM3/+fB588MGcukOTycSsWbOUafh4PE5TU5NCXAVBUAigJEn09Izu3l20dBGbbZtpS7Vhe8OGfFimqanprMqnwWBQ1G29Xk9ZWRnXXnstra2tbNmyBb/fT1dXF/39/ZjNZiXrGDIReenJIW6Ie7ihP06ovp7upUt58rHHeHLHDkTg/zU2ck8gSJ9Gw49KS2gFGidNQqPR4Jjm4LHUY5gOmND2a+nr61Pa4aywW9h+nwWvAdQ6NZ3/20m8K3PsNEUaqj5TRfhYmJ4/57Pn323IE8A83tFQq9VUV1dTWVk5jPhlp3qj0SgGg4G6CQ0UTF5CxDmbkLUGUUpg8RzGNrCfSM8JOk71FBv1oSSI6JyNGOrnY5gwD21xDXI6SazjAL7NvyN6cgcpf/4mdykhiiKlpaW4XC7sdvuw97N97Xp6enKMCBcdIzh4o+1R+p/uJ/BWgKT3tGKs0WgoLCxUSN+Z7uMs0uk0Xq9XIX3Z/bdarUybNm0Y8YvFYrS2ttLd3X3RiVRJSQm33347V199NeFomOf3Ps9u7W40KzUUi8WEj4fp+1sfoV0hEgOJTO1saSnOuc4xz0v3OdTOng8KCgq4/vrrufbaa7Hb7bS3t7Nx40Y6OjrYtm3bmORPpVJx//33c+jQIbZu3aq8fma6RzgcpqmpKefvGKreut3uUdvraCwatPdpaU21UvByAbTBzqado35+tPzpwsJCbrjhBvr6+vjzn//MyZMniUQi2Gw2pk+fjsPhUD6rlmWWtsW4/qE0+niaN8rKsNx9F8cPHOCpZ56hUqPhv6prmJSWeMliYb3NSkoQ0MgygiBQN6mO9ar16Dw6zPvMpFIpJf3EphJx/n0FO6oFpLRM4DUf/jf8QMbxXfPlGtKRNB2/6Hhfz0y9W5EngHm8I6HRaJSp3jOJX3d3N62trSQSCUpLS2mctRChfjHBoim4tRZ04V5K2jah7d1Pb2cbx0+FxI8EQWfCUDv71NTuXFQGK+mwn2jzDgJv/JloaxNy4hISjTyADAlyuVyUlpYOq3GSJImBgQEl9/VSQl+lx3alDfsC+5gOXqvVqhA+q9U6qso3ODioED6/359D5KxWK3V1dYrZIItLSfxKS0u54547uGrRVYSTYTZFNtGkaSJeGyd6MMrA7wcI7QmRCmTUKpvNRv2k+lHPS9bQMb7a2fNHY2MjK1asYP78+SSTSV599VX27t2rkKb+/v6zTv/feOONlJeX8+CDDyqvnZnuEQgE2LNnz7CSEJfLpfx7NPOHplDDtH+fRkgVomZbDf5OP7v27Brx3jNW/rTZbOamm24iFArxi1/8gpMnT2K327niiitySKIgy8wMhVg9GKYgnWZzrYpnFuq4peB24okEDz74IPdYbXy5pISwRsODjkJahii2giCAAP0z+omkI9hetSHIAidOnFAI6/UfqWH7dBVpb5JkOE33nzJT3/oqPTX/p4ZUOEXrD1uHqeB5vDuQJ4B5vKMwHuKn1WqprqnFdsWVDJbOwGerRZBSWLxHsPbvJdR+mJYRQuKzUBe6Mm1a6uehq5yCIKpI9J0k1LSO6IntJHqO87501lxmaDQaZcrLbDYPe39wcFBR+85Wo3kh0BZrsS20YbtydAdv1nzicDgoLCwcVeVLpVI5Kt9IathYxK+lpYXu7u6L26NQgJq5Ndxxxx3MrZ1LRI6wKbWJrW1b8e3zEdoXyjSjPvUMz34HXS7XqEab8dbOXgg0Gg2LFy9mxYoV1NbW0t3dzR//+EdeffVV4vG40toFUMwKo8Fms3H33Xfz4osv0taWydM+M93D4/Gwb9++Ya1dtFqtorjFYrERByE6p44JX52A1qRlRWAFrx17jb179+aQUrVaTVlZGS6Xa8T86Ugkgslk4uabbyaZTPKHP/wBr9fL7Nmzc4gfskx9IMAt/gB1KhV79Hr+p7iIluok8ybMo1hVzE//4zv8yGrjKrOZV/U6nnc4SIgi6XQ6xzFvmW/hmHgMV5OLdDhNIBCgs7MTgFk3l3HkGiO69jiRYjXtP2hBTsgYG4xUf7GaRF+C1h+3vu97z76bkSeAebwjoNFoqK6upqKiYkTi19nZSUFBAVPnLUaqXkCgaCp9Oiu6SD8l7a8gdu6mt6OVoyOFxItq9JVTTql889EUOpGScWJte/G+8BDR5p35FI7LiGybiuLi4mGGjmyBe1dX11lrNC8EioN3oR3jBCPpWJrQ7pDi4BUkAavVirPeqah8oyEUCuWofKORN5vNRl1dXc70HWT6FGYVv4tF/FQWFZZpFmrm13DTzJuYrp9OWA7z/Mnn2fTiJnx7fKT8p2vSBEGg0FGIy+WiqKhoxPOSNdpcyvMCmevjhhtuYPny5ZjNZvbs2cNf/vIX9u3bpxyfiooKpV5vPOrfhz70IdLpNI8//jgwPN2jt7eXgwcPjnj8y8vLleMxUu2fod5A3f+pwygZ+YTxE7y2+TX279+vtLkpKCjA5XKdNX+6urqa++67D41GwxNPPEEqlcppOwNQFgiy0utlhlrNjnicrw30I1xxBUUaDRPFWhZpFnHg1ef573iCuF7HvwQC7I+oUZ9ylBcWFqLX6xEEgZg+hmeCh/pYPeGDYWRZ5siRTIsax3wbqbsd1BxP0tqgo/uhDhK9CczTzFR9popoS5S2n7SN2cw8j3c+8gQwjwwEEeTMl1nUWxCNVkBATkZJhzzDPnOxkCV+lZWVOTdHSZLo6urC7/dTXFLK1OvuJlgygwF7HYKUxuI7ivn4Hvwt+zjW1TWsJYNotGGom5Op56udjagzkgq5iZ7Yge/lh4m17UNOXfqmwHlkcGaB+5nw+Xx0d3fT399/yfJ4Rb2IdbYV25U2zJPNIGccvB0PdRBsCqJBg8PhoHZyLYWFhcOm5rJIpVIK4fN4PGdtYjwW8WtpaaGnp+fCiZ8IhjoDlukWLNMsVNRVsES9hKmqqQSjQf689s9seHwDyXiuYmcwGBSjzVjnZcza2YuEKVOmsGLFCubOnUssFuOVV15h48aN9PXl5mILgpCT+nE29a++vp5ly5bx8MMPMzg4OCzdo729nWPHjo26/NDp3zPdv+YZZqr/uRqtT8udujuJuWNs2rSJYDBIbW0t5eXlI2Y1n5k/7XK5uP/++7FYLDz//PMkEgml5QyALRjiBrebqzQajqZT/GNvD6+dqnecIctotVqWL1xGovUQH3xpJ+vDYb6X8DCoEyAFKX+mdQuAzqCjqLgI17+4MItmDFsNhAnT0dFBKBTCdIUJ5ycrmH5SZk+NCu9LHgJvBbDOt1L5ycrMd+aXHcjJ/CzJux15Avi+hwAqNeapyzFMWIC2bAJqc27LfikeIdHfTKx9P6GmdUhh3wWTQa1Wqyh+ZxK/7NRSUUUtprm3EyyeSkhnRxsZoLhjM1LzW/R2tHDojE78muJaDBPmYayfj9aZccgleo4RfOspIie3k+wf+0GRx8WFKIoUFxfjcrlyp7BOIR6PK21CRsqSvRgQVALm6WbsC+1YZg1x8P6xm9DOEGa1mSJHEVfMumLEabksQqEQbrcbj8dDIBAYF2Gz2+3U1tZeMuKntqkxTzNjmWbBNMWE2qzGHrWzOLGYmdqZ+AN+fvu33/LKK6/kTNVmjQculyuHZGQRj8cVQ8clNdqQab1y1VVXceONN1JVVUVHRwePPPIIr7322qjE2uVyjVv9EwSBj33sY7S2tvLyyy8zZcqUYekera2toy5vt9sVAuf1enOOh32RHdfHXei6dEw8NpHaW2p5/PHHKSkpYdKkSSPmHPf29tLV1ZVjVjGZTHzmM5+hpKSE9evX5zTI1oZCLOvvZ4VGSy/wlZ7unEQNo9GI1+/ls5/6FCavF+djT/GTVQJvTLBRZsj9ziX9SaKtUUJNIVJlKaKWKEv6l7C7fTepVIqTJ0+iq9BR+/lqJnXKHLFJxLqS9P61l4JrCnD+nRP/m366HunKGz7eI8gTwPc5tGX12K/6MIa6uaN+RtQZ0VVMRjRYUVkcRI68Qax9H6TPnQCORvyyfdBElRrbxPkEi6fTba9HQMbsO0bhsTV4j+/i8JCQeEGtxVA3C8OE+ZnefNZipHiEaGsToXUPZnrzRfznvI95XBjGKnCXJElpE3K+ua9nRdbBu9CGda4VtVmtOHijTVFsoo3KokoK5xYOMzZkkUwmc1S+0VycI8Fut1NXVzeM9EYiEVpbW8+f+KnAWG/EMt2CeZoZQ7UBWZKJtkbRbtdybcW1zJ82H6/XyyOPPMIrr7yS03rEYrEoRpuRzovb7VaMNpc6J7mkpIQbb7yRa665BqPRyK5du/j973/PgQMHxlzuXNW/q6++moaGBr75zW+Omu4xFkYzfxTdVETZB8rQH9Nj22Fj9vWz8fl8BAKBnNrOs+VPOxwOPvOZz1BTU8OLL76oZAvLoRCL+vq4XaMlKqr4fn8/jwX8JM9YXptO861//ixWjYbohkf414/J+CwqcieaM9DYNWhmalBb1RhrjSzTLOOlP73E3r17UavViHaRun+podIP8UiaSIlIxw86cNzgoOzuMjwvejKtXvLC33sGeQL4Pkei9wT9T3wT05RlOG76HIJq5Gmv8IFX8Kz77/PejlarpaamBpfLNUzxC4fDaMwFqKbcQKBoGkl9Adqoh6LO10me2EJP6wmFLKgsDswzrsIwYT766umIGj1JXw+RY1uJnthOrOMgSJc2ASKP4ThbgXs4HFYMHedCps4Fwxy8Awl8r/iQDknYkjYmFE3APHW42SSLQCCgEL5gMHjOJKigoIC6urphqlokEqGlpYXe3t5zXqe6QI1lmgXzdDPmyWZURhWpYIrBA4O4N7gpj5Rz+3W3M/emuXi9Xn7zm9+wefNmhfhpNBolJ/ntOi9ZCILAtGnTWLFiBbNmzSISifDyyy/zwgsvMDAwMK51DFX/BgYGxlT/DAYD9957L1u3bsVsNo+Y7jEW1Go1JSUlQGZAMDAwAAKU3VNG0U1FGPcZseyz4Ch0UF1dzebNm5Vlz5Y/7XA4qK2t5dprr2Xy5Mls3ryZ9vZ24qEQs3t6+KBWh0aj5RGvl9/6vIRHmH6fZTTy9S9+iXR5OS/84Af8b+shKhorsEwZWcmWZZnex3spuqGI0kQpjg6HkvMr62Rq/08NhZKKGYdTrFmupetn7RRcU0DxymL6nu5j4NnxnaM83j3IE8D3IYyTlmKZs4pE91GC258mPeghfPAVZEmiePWXR1lqyINLVKMtrkaW0iQHWsfc1ljEL5FMkSppJDRhCmF7LYIsY/adwHZ0De4jb3Ggp4d4PIG2vAHrkhsx1s9DW1qfiV3rPETgjUeJnNhBytt54Qclj/PCeAvcs2kKFxuaYg32hfZMBq8r4+Ad3D2IeFTEHrHjLHCido18m0skEjkq3/k6Wi8m8RNUAsYGI+bpmaldfaU+o/KdjOLe4GZw/yCxthizZ83mE7d8gkmTJtHd3c3DDz/Mq6++qpREFBYW4nQ6KSkpGWboyJ6XrhFqZy8F9Ho9S5cu5cYbb8TlctHW1sbDDz/MG2+8cU6k80z1r7m5eczP33XXXRgMBg4dOqSQvzPTPcbC0Izp3t5eJEGi9p9qMc0zYdluwXQs45CeMWMGoVCI48ePK0aZ0driOBwO6urqsNlsTJkyhdmzZ/PWW29x4uhR6lpa+KAg4tAbeMLv5388btwj1MNqBIHPFBWx8p578Eybwl+f/hVPH9wPErT/dzuTfj4JUT88YrD/6X5sc21otVo+ZPsQf2j+A3UP1JFwJ9AWaTFbtdy/UeLBWzV4XvZgv8qOdaaVnkd78Lx4adsv5fH2IE8A32ewzLuNgmUfRxAE9K5JmKYso/fRfyXl7SJy+FVis25CXzl12HIaRyUF134SXflEtKV1CGot/jceJaAQQIGhJFGn01FTU4PT6cwhBrIsE9cVMFg8laBjEmmNCV2kH0f7q8SOvE5X2wn84RiGmlmYr72V4rq5qEwFpKMhos07Cbz1FLHmXUjx0Ru+5nFpodPpFOPAeArcLzZUliEZvBOMSDGJ2MEYydeTFIQKqDBUgInMzxDIskwwGFRq+S7UzVpYWEhtbe0w4hcOh2lpaaGvr29cxE/j0GRq+aZbME0yoTKoSAaSDO4fZGDNAIMHBkmH06jVaq666ipu+ewtuFwujh49yg9/+EN27dqFLMvodDqqqqpwOp0YDIZh2/H7/Yqh41IZbYaivLycG2+8kaVLl6LT6dixYwcPP/wwhw8fPq/1nYv653K5WLFiBdu3b1fOwZnpHuPZXhayWmbGAzNIV6SxvW7D0JY5vtmWPs8880yO8nomhhI/yBhTFi1axL69e9G9+Sb/Z8BNlVbH2mCQn7kHaB9lMDJRp+N75eU4Fi6g9+qreTH+AsdvclNVUkX7z9qRUzLBpiD2K+05y8X74ujKdegr9axOrqY31Yt3khcjRox1RkRJ5suPp/nRDRDrj2OdbUUQBVr/u5XBvZcmxi+Ptx95Avh+gSCiq5hEwbK/zylOVhltFCz7OANPfQuAyNEtIxJAnbMRnbNx2OtZmKZfT3jfC2g0Gurq6nC5XDnKQ1rQMOhoJOiYQsxcjpiKYvEeQdW2g4Fju2mPi2iqZmK4YTWVlVMRVBoSA20M7t9E9MQO4t1HLroDOY/xQxAEiouLlTze8Ra4XywMc/ACqeMphLUCJf4S1PKpW9kZvCer8rndbrxe70XpW1dYWEhdXd2wRIws8cvWcY0GQS1gbDRmpnanmdG79MhpmciJCO61bkL7QsQ6Ysp4ymQycf1t17NixQpsNhs7d+7kf/7nfzh27BiCIOQkSYx0XrJGm0txXs6EWq1m7ty5LF++nBkzZhAMBtmwYQObNm26oCbe56r+ffzjHyccDittTUZK9xgLZrNZaf2T1qQx3W8iZU9R8EoBut5MM+VkMonT6SQYDPK3v/1tRPJXVFREbW2tQvwg08LmmqVL8R08xA3PPEtxOs0r0Shfcg9waBTjixr4WGEhnykqpqWxkq7bbmVvajfbpLcAsM6xoivXEe+J43vDN5wAdsUzUYavWpi+YjoPxx4+/aYs86m1Er++QSRqlNHZdYQPh+n8dafSEDyP9ybyBPB9AkGlxnHzFxGE4VMD+qppyr9T/rEfXqPBNOlqEn0nUQV7FPInAxGzi1DRFAYLGpAFFcZgG8XHniVwcjed2KB8MoZVt1JqK0VOJYm178P38m8ysWuBvrNuN49LC5PJhMvloqysbFjz47MVuF8oBK2AeaoZ2wIb1plWRJ2I1C6h36LH1mtDTAy/lmVZVmr53G73WfvDnQvGIn7Nzc3D2pUMhaZYo5g3zJPMiDqRpC+j8vU/3c/goUGkSO4Ax+FwcPPNN3PttdeiUql47bXXWLNmDT09PUoW7NtxXkZCZWUly5cvZ8mSJVitVo4ePcovfvEL3nzzzYtCuoe2Dzqb+rds2TKmTJnCxo0bSafTBINBmpqaxrUf2fzpyspKANLGNN7lXiS9ROGLhWi8mRrpWCzGiRMn+OQnP8ljjz02bN3FxcXU1tYO6x9pMxq54dprMZ44ydQnnmC3SuSfWto4NIbbepbBwDdLy6jVanncrmPCvR+mR2pjfXJ9zucEXYb8R5tz1yXLMpaZFtxr3Hz6uk9zMHWQXvn0ff72LRLr5om4C0CUBPqe7MO93p03e7wPkCeA7wsI2Jbci8ZeNuK7cnrIKG+USKuzbkEUKbrp8/T87nP0hZJor7iaoGMyKZ0NTcxHQc924n0tBEQLvuKJaG9chUVUkfR0EDn+FrGW3cQ69iMn87353m6oVCrFODBUucjibAXuFwLRKGKZYcE6x4pleqZtCwNgOmDC2GZEFRnub4zH4zkq32jTcOeLM6fvshgcHFSmes+EoBEwXWFS2rToynXIKZnw8TD9z/YT2hci3jnysauqquKWW25h0aJFxGIx1q9fz4YNGxgcHKSsrIx58+aNeF4ikYii9l3s8zISDAYDixcvZtmyZUyYMAG/38/mzZvZvHnzqHFp5wNBEKitrVV+H0v9q6qq4t5776Wjo4P29vZR0z2GIps/7XQ6c6bzU7YU3uVekMD4jBFNKkP+EokEu3fv5s477yQWi/Hiiy8qyxQXF1NXVzfMcJMIBlmQTjPvvvsw9PTgff55vlNYyLO7R46KA7CJIl8qLuFuu5190SgfdQ/wiX/7NmHCPJV4ConTA4ZYd4xYe0bd1JXpclckQ3BXkFmRWdhtdv6a+Kvy1pxjEnvqBdpKAUFgYH0/7nX5pvjvF+QJ4PsBKjXmGStGfTvesV/5t6aw4vy2IQhoS+so+8h/ESqfgCilMAVaEQYOE0KPu2gGomsxQmyQVOseBvf/kmjLbtLBvLPsnQK73Y7T6cwpfs8inU4rebwXO/dVZVFlpnfn2jBNMiGoBVR9KgwHDOg79KhDwzNoA4GAUss33pquc8VYxK+5uZn+/v7TLwqgc+kwTzJjnmrGNMmEqBVJeBIM7huk94lewofCYyYnTJ06ldWrVzNjxgwGBgb405/+xMsvv4zBYKCiooKSkpIRz0s2j3do/7hLiUmTJrF8+XIWLFiARqOhqamJH/3oR+zevfuS1BaOV/2rrq7mnnvuwWQysWHDhjHTPSBTv5dtV3RmO6BEUQLfMh+EIPnXJCX2jBs4nU6zZ88eVCoV1113HWvWrCEajY5K/FKBALN7+7itpISBT36S+GCYxzdtosdmZd++faOSv1usVv61uAStIPCtvl6eGgzx9f94AKPGyCPxR4gRQ4pLJH1JQntCGdJ26tJyXJ/bd1KKSbj/6OaOH9/BW+1v4S3NfH/LPTKdDoE+x+lBv6gZrqrn8d5FngC+1yGqME2+GpV+5PYXsiwR2Pak8rvxiqvOafXasgmYp12PzjUJAE2hi1jrXgxFLgYLJyLb08S7jxLb+SzRlt2ZnN18Ld87BtmMW6fTOWbua09Pz0VV1jSFGiyzLRTML0A/QY+AgKZfg75Jj75DP0zpy2awZlW+S2liGKluC84gfgLoKnSYrjBlfhpNqC1qpKRE5FiEvr/1MbhvkHj32EqcKIosXLiQ1atXU1tbS0tLCz/96U/ZvXs3paWlzJkzZ0SjTTAYVIw2F1vxHAkFBQUsXbqUa665hvLycnp7e/nb3/7Gq6++ekmJ53jVv4aGBiZPnszMmTM5cOAABw4c4OjRo8M+N5786XR1muh1UTQeDfG/xqlwZAbFkiSxd+9egsEgd999NwA7d+5kwYIFw4if5Pczr6+fO3Q6hNISjtx/P0lB4NkXXyAiSbS3t+cOIE6hWqPhG6VlLDSZWBcM8r3+PtzpNP/4j//IhOoJPLTjId748RujHq+iFUXYrsy9bkNNIVbesBK9Xs9L6ZcAMMRkAkaIGASQZWXmR1M4pA1Yrq8vj/cg8gTwvQ4pjbF+wahvh3Y8Q6InE4NkmHgluvKGUT97JiyzVmJfch9SPIwsSQgiiHoTmkInoZO7iLbszkSu5R277ygIgoDD4cDlcuFwOIa1CUkmk0o7i4tZQ6ct1WKfZ6dgfgGaKg2kQderQ/eWDn2nHjF+ej8kScLv9yuk73IYGIqKiqirqxtWtxUKhWhpbSGgDmCaZqLyisoM4bOqkVIS0ZNRvC97CR8JEzkZQU6c/amp0+lYtmwZK1eupKSkhL179/Kd73yHnp4enE4nixYtGmboyJ6Xrq6uS6Z6DoVKpWLWrFksX76cmTNnkkqleOutt/j1r3/N4cOHL0tt4dnUP0EQmDx5MuXl5SxYsIBEIsFTTz01jPyNJ3+6u7sb7SwtpTeWouvSYXjJkJPicvDgQbxeLwaDgZtvvpmDBw9SX1+fu8M+H1cODHCrTg96PX9Dxvl3f4dGo2H9unVEIhECgQDHjx/PWUwrCPxDoYN/KCykN5XiHzo62BLJXPO33nory5Yt46nBp2jxj9z4Wl+lx/lRJ8b64YMFbVTLypUr+cPRP8AEECSZqBYQBcSUjKQeogDqhhybPPl7zyNPAN8H0JZNGPH1WPt+fK/+HgDRaMdxw6fPab1iVlUURORkDNSZYvS+v3yNVOD8zCR5XDpkC9zLy8vR6XTD3vd6vUoe78XKfdVX6XEsdGCdY0VVqoIk6Lp16N/Qo+vSISZPP3Ci0ajSk+9Sq3xDMVLBvoxMUBOkT9uH3ChTeF8hJdaS04TvlXMjfFnYbDZuvPFGbrzxRgwGA2+++Sa/+MUvSKVSlJeXK42Hh2KooeNS5/FChnQtW7aMq6++GrvdzsmTJ3nkkUfYsmXLJY+GG4qzqX+iKCrpHuXl5dTX1/Poo48q5E+v1+N0OkfNnz6zLY5jhYPSD5ZiOGHA+pYVYQgxOnr0KH19fZSWlnL33Xej0+kUhzGAyudjyYCbVTodCa2OP/i8PC+KfOFrX0Ol0bB+/XoGBwdJJpPs378/hzwvMBr5RmkZLo2G33g9/MrjIX7q/QULFnDvvffyzIZnOLT0ENbZVgy1Gau7lJBI9CcI7ggS3BWk81edlN1bhnVm7gDmuobr2MY2eib0IKfljLIngCkiEzbmDjKG/s15vPeRJ4DvcQhaAypr8bDXEwNtDDz9HZDSoNJQfOtXUJmG54KOhXj3EfyvP0q86zClH/gWqqrpAGidE0kF+/NTve8AjFbgnkUsFlOMAxfl4S6AucFMyeISDDMMCHYBIS6g69ShP6xH16NDSGceMpIk4fF5FJXvUuUBj4ahdVsyMklbkkRpgogjQrI0iWgWMafMGcK32Uv48LkTvizKy8tZtWoVV199NZIk8fLLL7Nz506lvu9MxGIxxWgz3tYlFwKdTseVV17JsmXLuOKKKwiFQrz++uts3ryZtra2S779kTCW+qfRaJgxYwZ2ux1BELjyyitpbm5m7dq1lJaWnlv+tAClHyil+KZidE06rAetGfXrFBdqbm4mkUiwcOFCbDYbc+bM4dixY0QiEbReL0s9Hlbo9IS1Wn7l9fCoz4eusJAHvv51VCoV69evV7Z18OBB5XwWqlT8a3EJq202dkYifLark5NDGmPX19fzmc98hm1vbWPd4XVULq1EZVKhMp0ujzDWGbEvtOPb4qPrf7vwvuLFMsOSox4Ha4IckDMRe5aQRMQi4gjCgH042ZNTp69tQS3k/J7Hew95Avgeh6g3D59K8vfS//i/IcUGQRApXv3lnFYw40WsbW+OgSQLlcGSqSnJ3zveNoxV4J7Nfe3q6rqg3mwKVFA0swjHQgeaSRowgxgV0XXo0O/Uo+3TIsiZazASieSofJdD0ToTJSUl1NTWYKgwkChN4Cv1kShNIOtl5JRM5GSE8MvhCyJ8WTQ0NLB69Wrmzp1LMBhk7dq1HD16FJvNRnl5ec5nJUlSjDYX5byMc/+WLVvGokWL0Ol07N+/n5/85Cfs3LnzorRvOV+Mpf7pdDpmzZql1PBNnDiRgoICnnjiCZYsWTIs51iWZSXneFj+tApcH3NRsKSAwNMBGsOnep2eumV6PB5KS0uV+thJkyah1+s5/sor3NzaynU6PX61hgcHBvir309EligqKuIb3/gGAM8995yiZLe2tuJ2uxGAu2w2vlRcggx8vaeHp4OBnNulw+Hgy1/+Mp2dnTzyu0dQzRop3fc0ChYXEGuPUXJbCaG9IUwNJoUoHpAPkI6kUW3wkVjlwOWBjpKRlT4pfvr7KGjzBPC9jjwBfM8j94ueCnnof+zrpAe9gIDj5s9jnLjoIm8y7yR7OzCeAvesoeNCH+4ag4bSBaXY5tgQJ4rIOhlxUETfnjFxaNwaBFkgnU4rKp/H47nsKt9QlE8rp3xeOUK1QKw0RkQfgTSIfSKh10MM7B64YMIHGfIye/ZsbrnlFiZNmkRPTw9PPfUUPT09GAy5dWVwcc/LeGC1WrnqqqtYtmwZlZWVDAwMsGbNGjZv3ozb/c5oATKa+mcymZg1a5bynlqtZv78+Rw7dgyVSpXjko5EIoqKOlLknKgXqfynSkxTTHQ81EFdog6GnJpUKpVzrtRqNQvLyjA99D/8395e+lVqvt/fz5MBvzJlW1xczAMPPIAkSTz55JNKqYXf7+fkyZM0aHV8o6yU2QYjTwf8/HBgAP8ZpQ56vZ6vfOUrpFIpNm3aRCqZQiWMTQABSm4vIdGfoPOhTpz3O7FfaUeHDikuMfijFkr/pYYCj0x38ejTvEnv6etPUOWng9/ryBPA9zjk5Onpo3QkQP9j/6Y0ey68/lOYp1570bcpxSN59e8yYrwF7hea+2ottlKyoATjDCNyjYyskVH5VeiP6dG361H71AgIhMNhej29eDwefD7f26LyAeicGZdu4YxCDBMNyAaZRDqBxqPBcNxAsjlJ+7Z23D0Xh/QoUW23ZKLaTp48yRNPPIHX60UUxZx4tlQqpRhtLjSSbjwQBIEZM2awfPly5syZgyzL7Nixg9///vccOHDgshg6xovR1D+bzcbMmTMVhU+WZRYsWIAgCOzYsQM43Ranq6trzLxfTZGG6i9UoynU0PbfbYjtIoXzc6eMhyrnhW4392p1TPzt7+hOp/nmQD/PBoMkhxy3oeTvN7/5jVLPmUgkOH7gAF90FPHRwkLaEwn+rr2NnSOUXIiiyOc//3mKi4v51a9+hdlsRqVSjdk+SDluaoH2B9sz7WE8GSIXJ46xL0Hl56rRDMocfqkPy4fLR11HvOe0az2v/r33kSeA73FI0SDpSABBpab/8QdIetoBsC+9H8vsVZdkm4m+kyBfngL+9yvGU+De1dVFf3//eZspNBoNjgoHjvkOtFO0JF1JUIHoEdEfyCh96qCadDqN1+tVVL7LaRQYiizhy/6orWpIg8ajQXtCi7ZPi2ZAQ8gb4kTziYs2zWoymbj++tNRbYcPH2br1q0KARlKyn0+n2I8uBzEuKSkhGXLlrF06VIcDgdtbW388Y9/5I033rgsTuLzwUjqX1lZGZMnT845lkVFRUyaNIk333xTGeSMJ3/a2GCk6rNVSDGJ5m83I7klFi9ePKxUBqDE7eaGQID5Wh1Rg5E19XX8v3XrOLPxTnFxMd/4xjdIp9P85Cc/UQisLMtYjh3jSaeLIpWKX7rdPOLz5hDHofjIRz7CjBkz+MlPfqKo+CaDCX+7/6zHbfDgoEL8sm5eY1TGatYQE2QO/7AZr1rGMsY6IkczCr3aps7HwL0PkCeA7wPEOw8R3P50hpgB1is/gG3hXZdkW3IqSdLdfknW/X6HKIoUFxefW4H7OcJqtVJUU4Rtjg1hokCiNJGpIugHS5Ml06MvrGJwcJAuT6aG0O/3vy0qXw7hazShtqmRUzKpjhSG4wbMPjOaAQ1iOvMw9Pv9HGw+eNEaWQ+NalOr1Rw8eJBjx44NU1ovxnk5F2g0GhYsWMCyZcuYOnUqkUiEN954g1deeeWsGbpvN85U//x+PwsWLMBsHl7LvHDhQvr7+/nd7343bnXbvsSO834n0RNROn7eQYm1hMYljbkNtmUZ54CbFaEQM7VajsoyT9XWUPWBD/CdL3xhGPkrKSnhgQceIJVK8d3vfpeGhgZEUcSWSrOiq4vFNjtbwmE+3tdL+xhT/DfccAM333wz//u//4tGo1HIrtVqpfdEL1JKQlSPXl7jfen0da2r0KFNyNgjEDRCdK2XnoHMbFDkRATjhOHtYiInIooCqK/RM7j3nTlAyOPiIU8A3/MQ8L78MOlApumoZc5qCq7+yCXbWrzrcN79e5FhsVgUQ8c5FbiPAxqNBofDgaPegXGGkVRtimRxkqSURNurxbrdiq5Thzwo4/V6afdk4rUuhzP1TOjKz1D4ThG+SEsE72tedH06XIILsy63/tHv99Pc3HzRiF91dTWrVq1i0aJFJJNJDh06xOHDh3OUT0mS8Hg8itHmckyx1tbWsmzZMhYvXozZbObgwYP8/Oc/56233hqxBu6diKHqnyRJNDTk9iWV5cx1mI0q/Pa3vz0+8idA6V2lFK8sxveqD3mTzPzp83ObbMsykwYHWTowwGSNlv3pNP/c2UmTWsVP772XtWvXDttWSUkJ3/jGN0gmk/z7v/87NTU1GHQ6rgqFWOkPEJYk/qW3h3Vn6ac5Y8YMPvaxj7Fu3To8Hk/OAC8SiSCnZSLHI5gnjdzQ373RzeC+DGHTFGmw1BsxxSGsA3sIPEsssL4X0tDzaA+1/7c2E7N4ClJCoufRnswvKtDYNSAC+Vv5exp5Avieh6yQP331dMwzbiAx0DrqpwWVBk2ha8T3Bvdvyvk90X+6KWm0eTepQD+hXWvIt5C/cKjVauUhd2ZjYjh7gftoEAQBq9WKw+GgoKEAzWQNsaoYqYIU0VQUXbcO2xYbui4dEW+Efne/ovJd7jqxsxG+8JEw0RNRSgpKqK+tH5Zk4vP5aG5uvmhJFVOnTuXWW29l+vTpBINBtm/fztGjR3OSOMLhsGLouByky2QysWTJEpYtW0ZtbS1er5cXX3yRV155ZcSM4ncqsvnTjY2Nymtn1rMGAgGlh94nP/lJtm3bxoEDB866blEnUvGpCiwzLYTXhqnursbYeJr4CbLMjGiUG4MhXMkku5IpPtHby9ZTau39999PMplkzZo1OestLS3lgQceIJFI8K1vfQu73c5Mi4UP9PVTkUzyZDDIj/t6CZ1FHa+srOQLX/gCe/bsYd++fTnGk1AoxMBAJi6z65EuSm4rQVuiRWVSoSvVkfQl6fx1J5FjmX0V1AKVn6rEKAloU2AflDlaKaJDR9GKItxr3URbojR/p5nim4vRlmhJ9CcYWDdArC0zqHPc4MD3qi9P/t4HyD+p88iBylpCxT89MuJ7bd+/NDWDeZxGQUEBTqdzzNzXsxW4nwmtVptR+RwOrI1W0nVpYpUx0tY0QkJA16VD365H1aHC1+9TMnbj8bFjzC4qTmXpGhuMmK8wDyN84SPhTOPl4xmXriAIlJWVUVNTc0mJXzaq7fbbb6eqqgq3282+fftobm5WCHE6naavr4+urq4LNtqMB4IgMGXKFJYtW8b8+fMRRZHdu3fz8ssvs3fv3rfNdHM+sNlsuFyuEfOnh+LkyZO0tGQGnB/84AdZuXIlX/rSlxRyNBo0hRmzh65Eh2mzCav79GBKJcvMjkS4PhiiLJXisFbL95tPsn1I6kxRUREPPvggTzzxBM8884zy+pnkzygIfK22lqsHw/Ro1Px7Xz9vDAyPejsTJSUl/Pu//zuhUIinn34651qORCIYjUbeeOONHMVdU6ih9mu1SFGJ5v9oVgwi6kI1Vf9chb3KgNMDjqDMromnSbQsyXT9tgv/6/5R96fg6gKMjUa6Hu46677n8e5HXgHMI4+3GTqdTknoGCn3NRAIjLvAHTIEwWazZUhfsQNdvY54ZZxYZYygKYgYO9Wjb4ee+Ik4nv6MeSMQCFw2lU9lVWGsM2KsN2KoN2CoNaAyqJBTMtGWKL7XfBnCdyKS25tMECgvL6e2tnbYsbqYxE+n03H99dezcuVKCgsL6ezsZN26dXR1nX4wBgIBurq6lCSJSw2Hw6Hk8ZaWltLV1cVjjz3G66+/flmI58XC2fKnh0KWZY4cOaIc99LSUlatWsUzzzxzVvJnnGCk5gs1qGQVhS8WoglkyifM6TRLBsMsHhzEJkkc0Ov5c2EBr/f3c/SMyMG77rqLwcFB1q9fr7xWWlrKN77xDeLxON/61rdYKMPXy8owhiM8Z7Pxm/4+To6D/BUWFvL1r3+dRCLBhg0bco5FOp1Gq80kK82ePZv9+/cTCoXQlmqp+T81IEH7z9tRW9Xop+qxzLBgW2hDIwpM6IQSn8zmmbkKqiAKVHy8AttcG97NXqItUdKDaVRmFYZaA4XLCjE2GDn+1eN5aeh9gjwBfL9AEDFPvx7His+e9yqqv7Jm1PfCR7fgfua7573u9xsEQaC4uBin04nD4RhW4J5IJJQ2IeNxa+p0OkXlKywpJF2RJl4ZJ1oRJaKPIIbFjGu3WU3wSJDOgU48Hs9lmaYU1AL6an2G7NUZMNYb0RZnHm5Jf5LIiQgDz2d68EVboiP24csSv5qammHEz+v10tzcfE6q6Giw2+3cfvvtLF26FJ1OR3NzM5s3b1Ycw4lEQjF0XI58YovFwoIFC1iyZAmTJk0iFouxdetWfv7zn3Ps2LFLvv2LhWz+tNPppKioaNj0bjqdHlHxPnDgQA7R++hHP4rP5+PZZ58dc1s1N9dgut2Exquh4NUCxLiIK5Fgkc/HlYkkkiCw3Whko1pNwJrxxXZ3d+esx+l0snTpUn7/+98ranhZWRkPPPAAsViMX//nd/mO0cQ1ZjP7tVqeLLBz3O/nZGvrWY+H1Wrl66eSQp577rkR2zcN7SEYCoVQmVRUfbYKtV2NqBWZ+L2JuX+3LDPruEzFADyzeHSziGWGBcuMkb3AXb/tIhVM5cnf+wR5Avh+gSwxuHcjusqpmKcsu6irTno68Kz/Kflh49lhMpkUtS87ws8iW+De1dXFwMDAmGqcIAjY7XaF9BnKDCRcCeLOOJ4yD6hBFVRhPGEkdSSF/7CfNncbwWDwkqt8mmINxrqMsmesN6Kv0iNqRKSkRLQ1SnBXMEP2TkZzGs+O9neORvw8Hg8tLS0XhfhNmzaNW265halTpyJJEkeOHOHAgQMMDg4iy3JOHu+lPn56vZ558+axePFipk2bhiAI7Nu3j1/84hds3779bTHgnC8MBgMul2vM/Omenh7q6+tzCGAqlWLPnj0553bmzJnMmTOHH//4xyM2zBZFEafLSekdpcRnxdGf1GPfZmV6OM4in5fJkoxPpWKdzcpWk5nDnR1UV1cDEAwGc6LmAO6++268Xi+bNmVqn8vLyzPkLxql5+c/588FBQwKAv/rcLDPoCcWj3Pw4MGzHhOTycTXvvY1zGYzzz///DD1OJFIKMdqcHCQI0eOIBpEav6lBrVVTfN/NlP5qUp05bnHc+k+mep+md9fd36N+P1b/ZnavzzeN8gTwPcZPGv/C0FUYZp09UVZX9LTQe+f/y9yIkqe/I0MlUql5JPabLZh70ejUcU4MNbDXafTUVRUlDFwFBUgOSXizjgxZ4ywPQwSaPu1GHYbiB6M0ne0D6/Xe0lVPlEvYqg1YJxwWt1TWzO3lXhvnGhzFP9WP5GTEeId8UwY/TgwdKp3aANlyBC/5ubmC5721Ov1rFixgmXLllFWVkYwGGTHjh0cPXqURCKhnJfu7u5LXg+p0WiYNWsWixcvZvbs2Wi1Wg4fPszvfvc7tm3bNoycvJNxrvnTNTU1Ob0s4/E4TU1NOcq3SqXiox/9KPv372f79u3DtudyuaiqryK2PEa8Mk7BLhM3bpdZEuimRIZ9iQT/W1rCAZMJSRBoa2vLUd3PVP9qampYtGgRDz30EKlUivLycr7xwAOoYjFm/f4PLFWpeSwW5UBDA3FRRJIk9u/ff9YkF71ez1e/+lWKiopYu3at4hyX5UxdqyzLysAwlUqxb98+ZLVMzRdq0JZoafl+C7HOGC3fbaH2q7XonBkSeMs2idpemZ/dKmZiOM8RgbcCdD7cec7L5fHuRp4Avt8gy7if+wGJgTbsiz6IoNacfZlRED7yBp4NP0VOxPKtX0bAWAXukiTR399Pd3f3qO1JBEGgoKDgtMpXYiDujBN3xvGWe5E1MmJERNulRfWmCv9eP+3d7ZcuWSJr1Bii7umcOgRRIB1JE22O4n3Fm1H3mjP1Ree8CUHA6XRm2mlcIuJXX1/PypUrmTNnDnq9nvb2djZs2EBHRwfpdJqBgQG6uroumnt4NIiiyNSpU1m8eDHz52dakrS0tPD444+zdevWy5YHfLEw3vxpr9erqKg2m436+nrlc7FYjF27dg1rJn7zzTdTWlrKj3/8Y+W1LPGrqalBXaDGt9SHZE1x81o1H9wfQCXLrA8GeSoRxzR9urJP3d3dnDx5kiVLlgCZqebe3t6c7X3gAx+gu7ub1157jfLycr7zzW9ijsdp/OOfWNvXx/8EA9TMnYv21NTtiRMnznpdajQavvzlL1NVVcXatWuV72kymcxJN8kS08OHDxNNRKn+QjX6aj2tP2wl1p4ZIKbCKSInI+icOj64OU1dL3z/bhH5HMmflJQYeG6AgefHrqfM472JPAF8nyL45uNEjm7BcdPn0VdMOqdlU0E3vpd+TeTY1ku0d+9enK3APRQKKYaOkdSCbFasw+GgwFGAVCoRd8WJuWIMFgyCBBq3Bv1ePZEDEfoOZ1S+S5EhO6pRQ5KJdcaIHI/g3uAmejJKvDd+QQJwlvjV1tYOSzZxu920tLRcEPHT6XRcddVVLF++nLq6OhKJBMeOHePQoUMEg0GCwaByXoa2dbnYEASBiRMnsmjRIhYuXIjdbqe7u5u1a9eyZcsWenp6Ltm2LwU0Gg1lZWW4XK4R86fD4TBdXV309vYOU6IdDgczZsxQCE8qlWL79u3DPldQUMCdd97Jxo0b6ezszCF+Op2OZGGCwFI3xrTM1/+QwtoT5xGfj7/6fYS1WubOnauQv4GBAQ4fPkxJSYmitPX39+ec88bGRmbPns1PfvITFlVV8c9f+xqGWAzfQw/xweZmjiQSzJkzR1l+YGCA9vaxm9+rVCq++MUvMnHiRDZu3KgM+gKBgDIrIEmSUgvY2dlJn7uPqn+uwjjRSNt/tRE9mSHFgkag4lMVWGdZ+eizCaqPpPjO/RrSY7ioR0L4eJiuR7pI9L47ekTmcfGRJ4DvW8ikfN30PfplNCV1WOeswjBhASrj8ClKACkZI95xkNCedURPbCdT75cHnL3APZv72tXVNWwqTxTFHJVP79ATd8ZJuBJ4yj3IWhkxllH5hLcE/Hv9uDvdF31K8GxGjejJqGLUiLXGcpy5F7RdQVAe5iMRv+bm5vNWNAVBoKKightuuIH58+djt9vxeDy8/vrrnDx5kmg0qhhtLvUUa3V1NYsXL2bRokUUFxfjdrt57bXX2Lp1q9Le5N2EwsJCXC7XeedPjxTttmfPnhHLFT784Q+TTCZ56qmnqKqqorq6Gp1Oh0aSKC/10XRNnJp+mTv+EuXX7R7WhYIkTk2lzp01K8dMke0j6HQ6lfWfOf37wQ9+kN6DB7k9HKH+618nHQ7zq+9+j/W9GXLe0NCA3W4HMuUbZ6v7EwSBz372s8yYMYMXXnhBURu7urpyev5lj0UwGOTY8WNUfKIC83Qz7T9tJ3wkYzgS9SJVn6vCPMHI559KYT4Q5x+6Owh8VcIy00Lh8kJME01KFNyZSAVThPaE8LzoIdYRyzR7zlfuvG+RJ4DvZ5yatk32t5wycYBoKkBXPjFDBAUBKREl0XuSlK8bkEEQQZbJ3zUyal02j3e0Avfu7m76+/tzerMZDAalls9eaEcqydTyRV1RQo4QyBmVT3dAR+RAhIFDA3jcnouqTF1Mo8b5QBRFZar3TOI3MDBAS0vLeRM/o9HIzJkzWb58OVdccQUqlYqWlhZef/11ent7c4w2l7JnXmlpKYsXL2bx4sVUVFQQDAbZtm0bW7du5ciRI5e9sfaFYjz509mc47Ha4lRVVTFxYq6D1e12j2jmmTlzJkuWLOEvf/kLs06ROXsqxRK/n4GZEZ5dItKwN0n7/3bwkdDpmD21Ws2sWbMU49Dg4CB79uxBkiT0er1CvCKRSM5U/7xp07impxfDwYN0fO6zeIJBvvrNb+I9dS0WFxcrxpFs3d9Y30tBEPjHf/xHFixYwKZNm5R2Ns3NzajV6mHHMZVKsX//fso+UoZtgY2OX3YoCR9qm5rqL1ZjLNHx9cckfEfC/H13F9FT11Fob4hQUwgE0JZqMVQbEPUiyBniF22Jns73zY7f85U772vkCWAeDCVzUtiXUfiyI3NZzq3ve5/X+p1rgXt2GYfDoZA+fYGeeHmcuCueUfn0MkJcQNuthV3g3+PH0+G5aKrUmEaNvjjRkxmjRrQ5Sqw9Nm6jxnnty6npu+rq6hGJX3Nz83n93dkkiaVLlzJv3jycTieRSIR9+/Zx5MgRhYz39PQMqy+7mCgoKGDRokUsXryY+vp6otEoO3bs4I9//CP79++/LP0CLyay+dNOp5PCwsJh7YrONed4woQJ1NTUDHt9pIxio9HIpz71Kdrb2xkMhbgCuMbt4YpklF+sFNk+WST69ABPP5ubeCKKIjNmzMBiybQ6iUajNDU1KURtJPVPBG632fiaSo105DCH7/8ofT4f//6tbynXo16vZ/Lkycqyx48fP+sg5f777+fqq6/mpZdeoq2tDVmWOXr0KIFAgPnz5wO5dX+HDh3CdquNwmsK6Xy4k+DOzPqNE41U/lMlBlHkO4+m2X8yyNd7e3JzibO3ZhkSvQkSfYnTCt+ZY/Z319gjj0uEPAHMYwTIIL1ND6oh+ZOCTkBtVoMIckLOHb1e5hvYuRa4G41GqqqqcDgc2Ow25GKZuCtO1BklWBQEAdReNdrDWiIHI3gOePC6vReu8o3HqLF5iFEjdHnO85l1W0PR399PS0vLeRE/q9XKxIkTufrqq5kyZQpms5ne3l5eeuklmpublanIS2moMJvNLFy4kEWLFjFp0iRSqRRNTU08++yz7N69+5LUZ15qmM1mXC7XRcufFgSBSZMm5ZCvLNxudw6RUqlUVFRU8KEPfQibyUTf40/wfwYGqE4mOWyGf7pDZrAUOn/erhCkoduZOnWqMjhLJBI0NTXluLiz+yDLMt3d3Sw2mvhySTETdXoG5symedEiBjwevv3tbyvXpCAITJs2TTkWfX19dHR0DNkwyj1JbVMjaAXuWXUPK1as4Ne//jUvvfQSJosJQRYYHBxk/vz5CunL/r+9vR0WQdGKIrr/0I1/ix8AxwoHZXeXYW9N8oO1Ms92+PjhQP/Zb4Ey8O4ab+RxmZFv3JbHOwNC5sc6y4p1nhVDjQFtiRZBPK04pKNpYu0xwsfC+F7xZaYmL2Fg+bkUuKfTaQoLC5VaPp1VR6I8QdyVce1KBgkhkVH5UsdTBPYEGGgduLBmwqpMXq6+Uo+hyoC+Wj/MqBE9GVXIXrznwowa5wNRFKmoqFDqtobifImfRqOhvLyc2bNnM3fuXOrq6pBlmRMnTnDw4EHa29sVte9SkS+dTse8efNYtGiRYmQ4cOAAW7ZsYfv27ZdUZbxUGG/+dE9Pzzm1xRFFkWnTplFcXAxkiFcymVRMFNu3bycYDKJSqaisrKSqqor6oiI+XFKCbeubGONx9ggCv9Z66bnfDkDbg21Kdu1QTJo0CZcrk2WeSqXYtWtXzvXlcDiYNWsWAPq+Pm7x+bjKZGZXJELy7z+GtqGB7u7uHPIHGWNIZWWlchy2bduGhJQxZRVqKFhWgGmiCX2VHpVBxWL1YpZrlvNC/AVe634tU1axI0hwdzDTqLq6htraWqXuLxAI0FLUQtkHyuh9rBf3ejeiQcT1cRe2uTYmbo7w79u0/HdfP4/4Ru4akEce54o8AczjHQFdhY6S20qwzR3ZhJKFlJAYPDDI4MHMT6IvcdGv4PEWuKdSKWVa12a3IRVKCuFLFmfIqdqnRtWuInwgjGdfRuU7n2lA0ShmSF6lHn2VHn2lHp1Lh6jJ7F9iIEGsPUakOVO3F22JXjSjxvngbMSvubl5XAknQ+FwOKiqqmLBggVMnTqV4uJigsEghw4d4tChQ7S1tdHd3X3J2uCo1WpmzpzJ4sWLmTNnDjqdjiNHjrBlyxa2bdt26drvXGKMJ3+6u7v7vNriZI9Z1jQhSRJdXV0KmXK73ezfv18hfrXANYODzI3FQRB4WZJ4uLuL9gaZin+oINYVo/2n7aT8w5Xy+vp6amtrle00NTUN2+dp06YxoaiIlYEgCwYH6Uwm+dFAP/Ybb+See+6hu7ubBx54IIf8mUwm9Ho9g4ODJBIJRfEUjSLFq4opWlGUM1Cdp5rHCu0KXk2+ymup15TXEwMJBp4fILg7qLRIyib4JKckKb2vlP5n++l/uh99pZ7Kf65EbVVz01NR7u/Q8UBvL88E3z2Rf3m885EngHm8o2BfZMf5905E9XAXW6wjRvN3ToefX0yMp8C9p6eHVCqlKH1as5ZE2RCVzyQhJAU0PRpF5XM3u89N5RNAW6RFX63PIXvaooxaIiUl4p1xYh0xou2Zmr1YZwwp8s6ozRRFUXmYn0n8+vr6aGlpOSfiZzAYKC8vp7GxkVmzZtHY2Kj07jt06BD79+9X8ngvhaEjO6WY7dVnMplobW1ly5YtbN26FbfbfdG3eTmg0+mUdkUj5U8Hg0HluJ5vWYJOp2PWrFmKep5Kpdi7dy+TJ09Wejx2dnZSVlLC7FSapYMhGuIJBvV6QkuW8P9eeZm3Dh2i+JZiSu8szTQr/k3niFGBQ40lsiyzf/9++vtz83itWi1fnz6D6wcHSQI/7evlMZ+PqbNm8ZWvfIXBwUE+//nPn7MqP/SeNUM1g9Xa1byZfJNNqU3KZ7ybvfT8qQc5NXzf7YvsVHyyAvdGN71/6cW+xI7z75ykeuJ8+qkUV0V1fKm7i1cvQ/RgHu8v5GsA83jbYJpkovjWYmJtMdwb3KR8Kfxb/ciSTOU/Vg77fDqaVsifscGIZYYlM+VpVjF4aJC+J/rOaTp4PAXu2bxcm83GxMaJyPZMLV/EGcFf4gcVqAIq1CfVRA5GcO9x43P7xqXyCVoBvesUycv+VGSmkACSgSSx9hiBtwLEOmLE2mOZfnvvDK6Xg2zdVnV1dU7EnSzLiuI33gerKIqUlJTgdDqZNm0akydPprq6Wundt2fPHo4cOTJu48H5oKGhgcWLF3PllVdit9vp6elh/fr1bN26VXFyvtsgCAJFRUW4XK6Lkj89FoxGI7Nnz1YGU9l0D6vVqpA/XSrFR2w2rnZ7cKTTnNRqechsZt5nP8NLr7zC9uOHqfhkBfZFdvqf6af/mf4Rt1VWVpbjKj5y5EgO+ROB1VYbXyorxR4K8arFzP/6/ez1+bjqqqv49Kc/DcB//ud/jniN6nQ6iouL6R/oJ5FOUH5vOXJSHnbPuvGfb2SVZhW7UrtyyJ9/m5/u350ymxhEilYUYZqc6REa3BWk7J4yvK966XuyD+fHnBQuLSTymo/vvqqhStDy8c4O9sTefSUFebzzkSeAeVx+CGCZbaHq01UIKgHzFWbsi+w0f6eZRG+CwLYAhcsKMTXmNlIWBAHrfCslt5agd+WqdIZqA6YJJpq/13zWwuezFbiHQiFSqRQmk4nyynLiZXESzgRel5e0OQ0p0PZqEV8TCTQFGDgxcFYiorarTyt6VZmaPW1ppsZRTsvEe+PE2mOEdocyZK8jdtr08g7GWMQvq/iNl/hZLBacTidVVVVMnjyZyZMn5/Tue+utt2hraxu38eBcUVVVpfTqKykpwePx8MYbb7Bly5YRXarvFownfzqbc3wxVFSr1crMmTOVbUUiEcWF29DQQGkyyZLBQRaGI6hkmd0GAz+Ix3jp5Ak+97nPEQqHeXLdk9R+pRZ9lZ6OhzoIvDXy1KfD4chx5p48eTKHoC80GvlycQmT9Hq2azSsL3LgUas5fugQq1at4iMf+QjxeJy33npr2Dk2mUzU1dVRUlLC3n17SUpJ6r5ah3FCRjEdes+qT9Rzm+Y2DqYPsi65TlmHFJfo+XOmf6CoF6n7Wh36itP3LuMEI+EjYQbWDlD3tTp0Th3R3/bwP+021ILARzraOHEJoxzzeH8jPwWcx+WFmJninPAfExC1udO8wT1B2n+S6ajvuN5B+X3l57x63xs+uv53uEJztgL3RCJBOp1Gp9MhWU/X8iXKEhmVL6RCbBOJHIjgbnLjG/CN/LA805hxivRl266kI2mF4MXaM9O48a44cvLd9TUcWrB/IcQve15cLpdC/BoaGpTefbt27WLnzp309PRckkzjbK++RYsWUVlZSSgUYtu2bWzZsuVd2asvi2z+tNPpVOrvhiIajSrtW8bKnz5XOBwOpk+frtQSBoNB9u/fT115ObcWFbM4GqU2kSAkirxhMvJUOExTayvRaJRFixbx+c9/nu/+5rtEbowgiALtP20n2jKy+mWz2Zg9e7ayrY6ODo4ePQpAnVbLvxSXcI3ZTFM0wi8jEQwzZwLg8/m44oorWL16Nfv372fSpEl86Utfoq/vdDuZsrIypk6dCkBvby8HDhzA9Q8uChbntn4K7gliedHCV7/6VQ51H2JN6RrkIY/UwI4AHb/IuIWzU9lnQkpKyKlMlwPNw738ilL86TSf7Oyg5xKm0uSRR14BzOPyQoaKT1YMI38ApitOK36J/vN72NsX2xlYN0CiO7O8yWSipqZmxAJ3WZaRJAlBKyBXyySdSQZdg6StaUiDpk+D8LqQceweHRjm7DyrMaM/Qawjhvdlr1Kvl3S/+1qCDMVYxK+3t5eWlpZxTcsWFBTgcrkoKSmhrq6OKVOmKL379u7dy6uvvsqxY8dGbA58oaiqqmLu3LnMmzePuro6YrEYO3bs4NFHH2Xfvn3vul59Q5HNny4pKRmxXdHZ8qcvBGeme/i8XsoCQX7WeAVzYjE0gQBH9ToecRTyyuAghw4eVL5TJpOJj370ozx38Dnid8RJ96Zpe7CNlG9kAmQymZg5c6byne7t7eXo0aMUqlR8pqiIu2x2epJJvtjVxcbBUMYdTGYWYdmyZcyZM4c//elP3Hrrrbz88ss55M9kMjFpUiYeM5lMcujIIczTM7MUZ6JxSiMfnvVhDh06xP9s/B9cn3PlvD+UvJqnD+8kACBqRFKxFMU/6OFBRzkn4gn+qasT/7v4Oszj3YE8Aczj8kGEwmsKlSmUM5FTIH2eSXOCIGCba2PguUy4eX19PSUlJTmfkZBIFaUybVrK4iSLkqACMSyialMROxjDvcuNr/+UyieAtliLdYpVIXpnGjNiHTGibVF8r/sUhU+KvgOL9c4TKpWKqqoqqqqqcqbNz4X46XQ6ZSqysLCQK664gkmTJim9+55//nlee+01urq6LioJE0WRxsZG5s2bx9y5cyktLVWmJbO9+i6Funi5cKH50xcDQ00YlnSaGT4/VycSlKnVeBIJXrJYeMtkxKdW4/P52LVvX87y9334Ppo0Teyp2cPg7kE6fz2y2QMyhq1Zs2Yp16HH4+HEoUP8Q2Eh/1DoIA38eKCfP/v9JGVZUUPVajXXXnstTqeTn/70p7hcLnQ6HX/729+UdWdb1mSJ5eHDh5EkCdf9rmE1k2VCGfeZ76PlaAs//vGP0U0engaUDp++jrOzAMMgyXxwj8BdRS5eD4f50pB0jzzyuJTIE8A8Lh8kcFznGPXtyNHTBEJXPvxmOl7EOk5PaRkMBmRk0tY08fLMlG6iNIGslRESGceu8GomY3fg6ABxKY6+Qo++UU/p9aVjGzPaM0TvnWrMuBhQq9WK4ncm8evp6aG1tXVM4icIgmK0cTgclJaWMnnyZKV339GjR9m8eTO7du26sJ6IZ0Cr1TJ9+nTmzZvH7NmzsVqteL1edu7cyY4dOzh48OC7Wukbb/70pWyLk8WECROoq65mUjTKwnCYqdEYMrDXaOBJk4mjGg1pWVYUyRMnTuQsP3nWZNyL3RyTjjHw3AD9T/ePWpik0WiYNWuWYi6J+P1Ma2vnv2trKVCp+YvPx0MeN4Eh5RmlpaWYTCZWrFiBzWbje9/7Hq2trXzqU59i48aNOa1isgMSyExf97v7sc2zoSnMrRUuEoq4V3cv7kE33//+90kkEljLh5eWDM3kHdoqJgtTVOaLz0hMbZP5ud/Nr/o9+ZqsPC4b8gQwj8sDMePc1TlHJnayJDOwdkD53TZ/7H6AoyHaHiW0N4TarsY82Uz0qijR6iiSUYI0aAe0aPZoCB0K4e/1EzfH0ZXr0C3SUfnBylxjRk+m3UpodyhTr9cRJR1895KGc4FaraaqqorKysoc4idJkqL4jdXs2GQyKUYbg8GgTPNme/dt3ryZF154QYnHuhiwWCzMmTOHuXPnMmPGDLRaLR0dHWzatImdO3fS3Nz8rq3py+Js+dM+n4+urq5h+dOXAoIgsOyKK1htMjO/pwd7WqJTo+Fpu52dRiODAkokYkNDA5BR6wKB04YOc50Z22dstCRbaPtZG6E9ozcFV6lUzJw5E5PJhEaSmevzcl0wREFREc8Hg/zK46Z9BIUzW++n1Wr5/ve/z8GDB7nvvvsAePbZZ5XPZdVpON2yBgkKry3MWV+RUMSHdR9mUB7kez/5nvI9GOmelb3fFS4rRFuca8Bp6JT5l7+lEYCvL0vxzEOXLq0mjzxGQp4A5nF5IIN19vARchaejR6izZkbqXWOFUOt4Zw3IaUk4j1xJnx7guISTvWmMHQbiHvjRKNRBq2DqCvU6GbrKFVnCrJTgyniXXEGDwwSW5+Zyo13v/uMGRcDWeJXVVWVU0M2HuKXzeN1Op3YbDbMZjOTJ09Weve1trayZs0aNm/efNGMB6WlpcrUbmNjIwBHjx7lscceY8eOHTm1Xe9WnC1/Oh6P093dnZM/fSmhFwRutFr5iNPFZEkiMjjILqORbWYTHRoNkizT1dVFa2sriUSCK6+8Ull2qNO24OoCKj5agUllovNHnYQOjE7+BEFg+vTpFFksLAmFWB4IYpIkngsP8muPZ0TiBzBx4kQ+/OEPk06n+etf/8rBgwcpKChgxYoVPPvss0rDZ7PZrFw/kJn6jcfjiHoRY8PpkpUyoYz7dPcRkkP8bP3PcB/I9IEc7Z5lmW6h6OYiyu4pIx1NI+pFBOC2N2U++JrEoSqBB1cJ7H24d3wHP488LiLyBDCPywMZDDUjk7rwkTC9T2ZugCqrCuffDc8LHQ9EtYh5spmUP0XCnUDQCGjKNMTJxFapvWrS3WnCB8N4XvQQ744T745ftjzcdzLUajXV1dVUVlYOI37Zqd7RyIXdbsfpdCp1VlVVVTQ2NlJVVaVksa5bt05xaF4o6uvrFRNHZWUliUSCffv28atf/Yrdu3e/axM5zsR48qezOceXQ9mcotNzp93GKqsNsyhyXKPhDyYjew1GkqKQSfno7KS1tVWJiisvL1caTWfVP0Er4Pywk4KrC5ghzCCyNkLHgY6xNs3syZO5U6NleU8vJkliTXiQX/b10TFGTeOkSZP4yle+QjgcZsOGDRw6dAiAO+64g3g8ztq1a4HMwGVo3V9HR4cycDDUGJTav0qxkg9pP8SAPMBvDvyG448ezyw/xj1LU6ih7J4ygEzJyHMDfM9ezhy3iqcWwh8r4vT+up/BA4MIamHERtF55HGpkCeAeVw26KuGJ2zEumK0/6wd0iCoBao+XYXadv6XpcqkQkpKaGwawsfC9D3VR7wzTrwn/p4yZVwsaDQaZar3TOLX3d1Na2vriGrdmcYDm81GY2MjDQ0NGI1Gent7efLJJ1m/fv0F1/apVCqmTJnCvHnzmDNnDg6Hg1AoxK5du3jsscfYt2/fOWXTvpORzZ92Op1YLJZh74fDYSWP93IYV2yiyC1WG3fYbFyh1+MBtljMvGU24z51vaTTabo7unOIH2RUu2w0G2TUP22JlsrPVKIr1THfM5+pwlT+9W//Our2DYLA5yZO5A5JxhgIsM1o4MdtbRw5i4t53rx5fO5zn6O/v59NmzYRi8Xo6emhtLSU5cuX89e//lUZ0EyePFkxzwSDQY4fzxA7VKcHrfViPXdr76ZT6uQPrX/g6E+OjvueJcsyvtd8lDzm4zdlTrQxmU/2tLN1SM2zpliDbY4N94Z3Z7JMHu9O5AlgHpcHKhQjRRaJgQStP2zNOOVEqPynypxWMONFtCWKe4ObWFeGqNT+ay2CSiDaHMX/hv89a9C4EJwP8csaD7JJEjqdjrq6OiZOnEhZWRmxWIympiY2btzI4cOHL2j/DAYDM2fOZN68ecyaNQuj0Uh/fz/btm1jx44dHD169JLXuF1OFBYWKnm8Ixk6+vv76erqyqmfu1QQyDRQvtNm5zqzGUEQ2An8srCAY0Yj0ilFLOsAP3HixIgEvKysLEf9k+ol6j9RTyqYomRTCTfedSPf/OY3R4yaMwoCHyoo4BNFxZgQeMtgYKPZxCsHD+I5C/m77rrr+PjHP86ePXtoampCkiQGBgZIpVLcddddBINBNm7cCEBFRQWlpZlSkGQyyf79+09fV3JG3btCvII7tHdwUjrJX7r+wrEfHBv1niUiUiFU0Cf3KTMPAvBRnY17Ky3sk+J8sbWT/mTmbxaNIvZFdkrvKKX/uZGTTvLI41IhTwDzuCw4s4VC0pek5QctmVB3AVwfd2GdM3qN4Gjwb/PT+atOkEHj0FD3tbrT7RbOs5XMexkajYbq6moqKirGTfyMRqNSIK/T6SgtLaWxsZG6ujrUajUtLS389re/5eWXX74gVaqgoIC5c+cyd+5cpk6dilqtprm5mTVr1rBjxw7a29vPe93vRGTzp8vLy5V4tKHw+/10d3fT19d3WRzLTrWa2212brfZcGo0nEwkeFSAI2WlRM9IEEkmkzQ1NY063T5U/ZMFGc9UD9XXVhPYESD8VJj/993/x6ZNm4YNFIyCyH0Fdu4vKMSsUvGW2cyLVgs+tZoDBw7g8YxtlLjzzju555572LBhA3v27MHhyHQd6OrqoqKigiVLlvDII4+QTCZxOBw5EXIej0fpb6nT6di9Zzfzq+dzp/ZODqUP8WT/k5z4wYlh9yyH4KBOrKNOVUe5UM7zyeeJy3G0aFFH43x2jcScEzLPLBT561ITjkQDtmAKQSWgKdAo7uCh3QvyyONyIE8A87gskFMyckpGUAukQilaf9hKciBTv1N+X/mwDvvjQbApSOfDGfKntqup+UpNTrsGKSblSeApZIlfZWVlTkNsSZKUgv2hKs6ZxgODwUBDQwONjY3Y7XYCgQCbN29m/fr1F5SN63K5FBNHQ0MD6XSaQ4cO8Yc//IGdO3ee9YH/bsPZ8qcTiYSS0HEx2+KMBo0gcK3ZzJ02O1cajcRkmY3hMNvUKgarq1Cphz8iQqEQTU1NY5L9rPqXNqRxL3RjKbXQ8+cePC94+NKXvkQikeDPf/6z8nmTKHKfvYD7CwsxCgLrEgl2V7jwn3KgHzt2jN7e0Y0SgiDw93//99xwww08/fTTvPrqq0pEXDKZxOVycc899ygxj9dee+2I+zwUN624iQ/P/TC7Urt43vs8zT9sJjmQxGQycdWnr2LGzBnUiXXYRTtpOc3B9EF+lfgVMTJErqorzhefSaNPwHfvFmmakFF2VXoVKn3ubIiUkhQTXB55XC7kCWAelw2xrhjaYi2tP2ol3p0hG6V3l47ZG3A0DB4azEQspUFlVlHz5Rp0JbltMWIdsff99K9Wq1UUv/EQv6HGg+w08cSJE6mqqkKSJI4cOcLvfvc7tm3bdl7GA0EQmDhxomLiKC8vJxqNsnfvXjZs2EBTU9NlIT6XG2azWTmuI+Xxejweurq6LlnO8ZmYqNNxp83GLVYbdpWK3dEI3/K4OVpUxP9v777D5CrP+/+/z5lzpvfZXrRFXUIViV4MmI4pjgtg47gAbrH9xe3nkrjExjF2CMF2nMS40uJGMx3JNNElUBeq23uf3k75/TE7w5bZ1UoIkNjndV177WrrzGrKZ5/nue87uHABFouF/K3FNM1CUB0aGmLr1q3TrkjmV//S5WnCp4XJprO0/biNxP4Ea9as4cQTT+SWW24hHo/jHhP8HJLEX8Jh7jF0qpYvL2yFt7W1MTg4SDAYxGq1Flbo8m87nU4uuugiGhsbefbZZxkYGGDp0qWFy6OqKscddxwLFy7k6aefnjQRqJj88YPHX36cl+e9jOUvFi499VKWL1/OvPnzkCWZAWOAPcYemrJNNBvN6Pkh5KbJhZtMrnnSoKkCbrncwqBv+r9EY1tj4oyy8LYTAVB428T3x+m+s5tUa+4v5NL3lVJ6cekhf5/EvgRtt7ZhaiayQ6b+q/WFti9jJZuSs3bS9VTBT9d1Ojs7aW1tLQQ/VVULBR1ut3tSQUdvby/3338/jz322GGdQVNVlWXLlhWKOHw+HyMjI2zatInf//737Ny58y2bUPFOUhSF8vJyqquri86fTiQShYKOt6OIxS3LXOzx8n6fj2UOBwOaxr3hER5KJjGrq6meN4/SMecPDcNAluVC+Ovt7WXnzp0HPXtZUVmBsdYgsiKC1Cmx7yf70KM6DoeDT37yk7z66qvsfu01vlhRwdUeL3ZJ4lFN4z4J0pUVVIVChfBnmmahLVExqqpy3nnnUVZWxrp166Y8JrB27VqGh4fZvXs3uq4XQriu63R0dBCPx8lkMlRVVXHJJZewYsUKdu7cSVAN8lXXV3F+3kksFmPv4F4ezj5Mk9FExJy8/V05aHLt4wbLWk0ePEHi7vfI6Jbpw5+pm/TdP3r+T2bW/9EqvH1EABTeHhIM/G0ALZw7/Bw6N1R0MPrBJFuTtNzSgpE2kG0ydV+uK9peJt2XLvys2cRqtVJfX091dXXR4JfvzQYUJkmUlpZitVppbGxk4cKFhYKOrVu38vjjj7Nz585Dvhxut5vVq1ezdu1ali9fjt1up7Ozk6eeeopNmzaxf//+Y74p81QCgUChoGPiapOu64V5vGMnULxVVEniNKeLC70eznF7sEoSG+JxvtDZwUvZLLUNDVRVVY0rPNE0jXg8js/3RmPj9vb2g7bxsVgsOPwOyj9TTmxODNd2F9HHoiyoWYDVauWCCy7Ar6pUP/c86xvnopomz7vdrPd6iFgsFDsBPHGLfCyHw8GFF16I2+3mvvvuo7W1tXDbLi3N/WEZiUQwTZOamhpuueUWXn/9dY4//vjC99i2bRtDQ0PMmTOH888/n5NPPrlwvRctWsTevXt58IEH2bp1K+G5YSquroAii5+KZnL5iyZXvGgw6IEbPyyztTH3O9WiGrJVHjcVJM/QDLp+21U4/2ertJHufvdOFhKOLhKzdo1EeKe4FruovLpy2vN5kiJhqxi/pZvuS9P0w6bCNI6KqypwLy0+YH3gsQFGnh+ZNbfumQa/fOFBVVUVdrudsrIyFi1aVCjoaGlp4dlnn+XJJ5885GbNZWVlHH/88axdu5ZFixZhsVjYu3cvGzduZNOmTXR1dR3pq33UsNlshVXUfOXrWJFIpDCPt1jV65GkAie7XFzg8XKO243HYmFfOs3DkQj3R8JEFIX6+vqiwa+jowO73T7uPFxrayu9vb3jtl3Hvp3/t1FqMHL6CIbVwPeCD3vnG6vyc4JBrvEH8D//PJKu8bzLzd9Hg18xpmmSTqfJZDJkMplJb/v9fr74xS8iyzI/+tGP6OjoKHztsmXLCpW9W7du5Qtf+AKKovDd736XE088EafTSUlJCTabjdLSUhYtWoTL5Sr8QdLe3s6uXbtYv3497e25/oSTHrOkXI8/2S6zcJfGZ56Giij87WSZe06RyapvPLiFN4bp/F0n/pP9uJe4UUMqRsYg1Zpi6KmhwnEY1yIX8b1xEf6Et40IgMJRSQ2pLLx54bj3DW8YpvM3h19w8G5ks9kKT+YTg19HRwetra1omkZpaSnV1dUEg8FCQceCBQsIBAJEIhFeeeUVHnvsscIT3kw4HA6WLl3K8uXLWbFiBRUVFYVWGps2beLVV19lZGTkLbjWRwdJkigpKSnM451U6Z7NFgo6YrHYW3pZLMAJTicXeryc6/Hgs1hozqR5NBLlsWiE/aPhv1jw03WdcDhMMpksBCMYf/ZvOiYmyXlJImsjKCMK/mf9KPHc5pJTNzgrFuOcVArJMHjKqvKgojCgaYUwp2kaNTU1hfm+sViMjRs3TnnOcO7cuXzjG72Z9ecAAES4SURBVN8gGo1y4403jisUUlWV008/HVmWC4Hxhhtu4O6776auro6GhgbKyspQFIVUKsW+ffuIxWI0NDRQWlrKU089RXNzMwDr168v+vMdcx3UfrYWnynzwd/GucRw8WoiwY3pAZSfNE76/PDGcO688jT8p/mxllvpu3fqOciCcKSJLWBBOAblg191dfWkJ/N88LPZbDQ0NBQKD2prawsTOgzDYM+ePdx555288MILM+qpJ0kSjY2NrFixguXLl7NgQa5YoLu7m61bt3LHHXewY8eOIzbm7Wg1sS3ORIODg3R1ddHf3/+W9iqUgeMdTi70ejjX7SGkKHRoGg+kU2wwDDoUBWswgKummtM8Hmw2W9FAZ7FYCAaDk94/o/BnMRleM0xmfgZlp0JoawjJkCAa5YTeXq5QrVgtFoZOOpEbnnmGzTubx18HWWb16tWF8JdIJHjttdemDH/Lly/nK1/5Cm1tbdx0002TgnVlZSUul4vy8nLcbjdr1qzBNE2uvvpqkskkPT09vPTSS4Xm0PPmzePCCy+kpKSEJ554orCSWPQ2LEHJRSWUX1HGKU+l+cQrJpJp55/7u7kvHEYJqSyc/FW4Frio+HAFsddjpLtzR1MkWULxK7gWuQicFkANqez75j4R/oS3lVgBFN5eMriXuan7f3UzeoI5VImmBE0/aHrX3qqnC37t7e10dnYWzvZ5vV58Ph8LFixgwYIFhWbKL7zwAo899tiMzqCFQqHCCt+yZctwu90kEgl27NjB1q1b2bZtG3197/4GthaLpdAWx+/3T/p4KpUqzOM9kgFYVdVxW612m43lVitnKgonmxAABmWZzU4nm11O2lUVjsD9Std1UqnUlFuwmUwG029ScX0F1jIrXX/oYglLqLDZOCMa49RwGAn4WzbD4m98g4c2bOCuu+4a9zPy833z5/XS6TSbNm2acuTgqaeeyuc+9zm2bt3KrbfeWiicKS8vZ9GiRSxatIiVK1cWwmwsFsPpdPLQQw+RTCYL5wEHBwfx+/04nU4uuOACAoEAjz/+eCG058frjWXxWVjwbwuYk5C57jGdJe3w7FKJ28+Ribje3O/bNE1ab2kltiMmtn+Ft5UIgMI7ouLKCkouKDmi31MLaxz4wQGyQ9m37IHUQu5bF7vTSORWZd6Klr1Tbd/lz22Fw2HKysooKysrTOgYW9Cxbds2nnjiCbZv3z7tz7HZbCxevJgVK1awYsUKqqurMQyD/fv3s23bNrZt28a+ffveVVM4puPz+cbNOR4rP2Gis7OToYNMpxjLYrFMeZ5u4tk6WZbBNJmTybI6kWBVMklA1xmxyGxxOHnN6aDVasWcyWqdaaJpGolEohDiDMOgsrISdbTfXiaTYcuWLQedp+xd46X6U9VoIxptv2jjBEr4ZFk5xycSaMCdg4P8bniIz3/zm5SVlfG1r31tUqXz0qVLqaysBHK341dffZVoNFr0511++eVcddVVPPPMMzz66KMsWLCgEPqCwSCGYdDe3k5XVxfhcJiuri4+9KEP8fLLL/P6669PWqnNF5C4XC4efvhhNm7cSEdHR9FqdNdiFw2fquEDWySueBUGfPDr82W2N0wu6jgcA48O0POnqXscCsJbRWwBC++Inj/2ICnSYfUALCY7kqXlJy1vSfjLP7WqksS5bg/LHXaW2uzUWFWskkzGNOjIZNmZTrEtmWJdLEp29ED5m/3rarrg19XVha7rlJeXU19fT1lZWWFCh6qqtLa2cvvtt/P3v/99ylUpSZKoq6srrPItXLgQVVXp7+9n69at/OlPf2LHjh3vyt58U5nYFmeiWCxGZ2cnPT09hcAgy3LRwohib8+kDx2mSU02y6pEklWJBCW6TkSW2ep08JrDSZMtF/oMwyCTTpNOp9F1HbvdjsPhGLe6rmka7e3thfOgeV6vl5UrVxbCXyKRYPPmzVOuwAFggYoP5v54C78SZt6fRvhnZzlrnU4G02ke9Pn473176Rge5owzzmDZsmX86Ec/mhT+5s+fXwh/uq6zdevWouHP6XBww5e/zPLly4n09nLa2rWceeaZoGlYOztRtm8nsn8/r+/Zw+ah4cJ97xOf+ASKohSOQozlcrm46KKLUFWV//u//2P9+vXFC3NkKLu8jLOPK+FTd2uUxeC3mRGevDaAGToy4W9w/aAIf8I7RqwACu+o4DlBKj5UUbRFwkzF98Rp/5/2XNuXIxz+ZKBUUbg2GOJSrxfPDJ68o7rOA5Ewvxkaol/TDusi2e12GhoaqKysnBT8BgcHURSFYDCI0+lk3rx5LFy4sFDQsWnTJh599NEpe6L5/f5x27o+n49UKsXOnTvZtm0bW7dupbu7+zAu9bFLkiSCwSDV1dWUlJRMmsebL5RIJBKYpjkp1E1cHTwspkllVmNVIsGqRIJyXScKvCjBs5rOq+kUqQnbsJqm4XQ6C2c9xwa/bDZLW1sb7e3tkwJOfms/H0ZnMt1D8SvUfq4WZ6OTmgfD3LDNyhyrle2axsbyMrY5HAwMD/Paa6/h8Xi45ZZb2LJlC7/4xS/GfZ+6ujrmz58/epVNtm3bRn9/P5Br31JXV8fcuXNZtmwZc+fOzf1fZDK4W1txtbbham3F0dmJXCS0RXWdR60q87/9be7561/ZsXMntbW1hd+Lx+Ph4osvxjRN7rjjDp577rmiq9lqUGXpx2v4TLOdM3aZvJJI8P3eHpq1DIpPofYztbgWHvrc8jwjbdDz5x6G/j7zlWNBONJEABTeWaPtFKo/UY1rqeuQzgXqcZ2++/sYXDf4lt2SPbLMmS43H/L7WVOkvcdYB9JpXkok2JFKsjedZlDXGTjEAOhwOKivry8a/PJnmmw226SCjr179/Lkk0/y/PPPT3pCU1WVRYsWFYo36urqcpf3wIHCtu6ePXvelnmz7zRJklBVtRDe3G43oVAIr9d7ZELcNKY6T1euaZwhy5xltdGoqoR1nb/HojwaifJyIs5UTWMOFvza2tqK/p9WVFSwZMmSwu1rJtM9XItd1H22Fqch8eX7dJZ2SzwejXDH8Aie1asKrW82bdrEyMgIn//851m1ahVf/vKXx20nV1ZWsnTpUiRJIhAIkEql8Pv91NfXU1dXV1hxjUQiucKQbBbp/vtZtW8/0gyOHXRms7z+oQ9imzOHG770JRLZLJIk4XQ6WbFiBddddx3pdJrf/va3bNy4sWgvyvIVXq5dWcVlr5loaYOf9PRxf2RMA/TRx5rQuSHKLi/D4prBiu4o0zSJ74zT+bvO3G6FePYV3kEiAArvvNFboa3SRujcEN41XhRv8SdjUzdJtiQZemqI8EthTN18227Bl3q9/GtFJdYpQurXu7p4KDr92ampOByOwpP5xOKObDaL3W4vFHTMnz8fl8tFf38/L7zwAo8//vikQ+u1tbWFwLd48WKsVitDQ0OFFb7t27dPed7qWJQvljjY2TpVVY9o8VE2m522UCL/djabHRc2alWVCz1eLvB4WGS3E9N1nozFeDQa4YV4nOnmojidThobGykvLx93XTKZTGHFb6owlx/tl3fQ6R4SrLi8EuN9QZa2mnziviyPdA3zfyMj9GlaIdBBLki+9tprLF++nG9/+9v88pe/5JlnnsHhcFBXV1doGVRSUkIgECisPnZ3d9PS0lJ4KS8v56Mf/SjNzc3cfPPNhMPhg973AB6KhLnL7+db3/seP//5z3nuuecKH5s3bx7f/OY3GRgY4LbbbmP//v2Tf6+qzPWn13LlkAN7yuSv0TC/6OlnZKpgLIFkkfCd7CP4niCOegfSFFM/tIhGZFOEgXUDZLoz4plXOCqIm6FwVFJ8Co5GB6pfBZlc49T2FOmONKZmvqUjk1Tgu+UVzLXZ2JJM8vvhIXpHt5su9nj5aVVV0a/7VncXTZkMqxwOFthslCgKQYtCWNd5Lh7jD8PDk+5sUwW//BOy1WqloaGBhQsXUllZSTqdLhR0bNu2rfD5Xq+XZcuWsXz5cpYvX04wGCSTybBr165Cte7YZrnHAkVRpmw6PPZtVVUnbdm+Gdpoj7qZhLpDKYapUhQu8Hi5wOvhOLuDhGHw9Gjo2xCPkznIZBSXy0VDQ0PR4Nfa2kpHR8e0q3jz5s2jvr6+8O+Ojg52795d9HNV4NwKP7ZPVrB/voWznsnSdX8vD4UjpEYvpyRJnHzyyeNW/2w2G9///vdJp9O0tLRQX19faCqt6zpDQ0MMDg6yf/9+XnnlFVpbWwvnUyVJ4iNXXcX7LrsMc9Mmttx5F7/r75vRfW9LMsnH2tv4/g9/iCRJbLzpJ5ztclGmKOysraHxuutoaWnhpptumnTG0SZJfKSmhGsDQVxZiYccCX62ravwcw9q9LFIUiRsNTbstXZkqwxG7mxysik5K6cSCUc/EQCFo1e+rBZyt9K3qfD0v6trOHPM4f9hTeMjbW20ZHPno26vnVN0O1gzTZRpViieikb5fNcbjaznzJnD/Pnzxz2Z55vvVlZWMn/+fBoaGrBarbS2trJhwwbWr19PMplEURQWLlxYCHyNjbkGtK2trYXAt3v37qNuxq7FYjlokUT+7SMZ6qZqapxOpxkcHKS3t5dEIkEmkzmiW+FlisL5Hg8XerysdDhIGQbPxGM8Ho3yTCxGcgbj8FwuF42NjZSVlR1W8JMkicWLF1M1JjwdOHCg0PB4rIDFwof9fk5ZHOR3H7AStZrIv+3jlU0Dk77nihUrOPHEEwtb6MFgsDBGLZFI0NTUREtLCz09PbjdbmKxGKZp0t3dPWm8oMPh4Atf+AKrV62i8oknKHnhRSRmft/7XEc7mRUr+NKXvkTTrT/jstEV8eGVK+m47FIye/dy7b/927hiFKsk8UGfn09XlBDAwt/nG9y6vYvmljfZtFvmjcqxqVoGCMJRQFQBC0cvk7emp8oUZOAyr29c+AMIKApfLyvjc525FbQnotGiT0LThT+AszweznS6eCaRq6iVJKnwhG6aJqFQiHnz5jF37lzcbjfhcJjnn3+exx57jJaWFqqqqjjzzDNZvnw5S5cuxW63MzIywvbt23nkkUfYvn37OzJ5Q5blaUeEjX17RhWwM2QYRmFFbuIKnaqq+P1+/H4/siyPC066rtPb20tnZyfhcHian3B46lUrZ7pdnOP2sNrhQDNNnovH+VpXF0/FYiTMmf0lkw9++bFmeTMNfpD7v1m2bFmh155pmuzevZvOzvETdeZZrXwsEOQSr5f1x8v8+3staO1p9v2iFSkqFVYP8y9z5swpVNdGo1EOHDjA/v37Ofvss3nooYe4++67gVwx09q1awvb3wMDA+zatWvczy4vL+frX/saZaESGu66C8++N7ZnZ3rf26ZpfP+qq9iyaRPXDA5iAn1nnUXfWe8huHETVQ8/zHutVh5Op1GB9/v8fLq0hFKLhQ3HyfzOGePVP3dipI7AX5mzo0OS8C4gAqAgjPLKMv9fWVnRj60d86TTnp26UvJgrg+FCgFQ13VcLhdz585l3rx5hEKhQjXus88+y86dO1m6dCnnnXdeoWFuNptl9+7d3HPPPWzdupW2traiB9nfLEmSZtTSxGazHdHiCdM0x4W66bZhJ65u2mw2qqqqmDNnDg6HY9L3HhkZoauri97e3iO6yqdKEmscDs50uTnT7abOaiVtGLyUSPDtnm6ejMWIHsJWsdvtLqz4jZVOpwvBbyZbz4qisHLlykLjasMw2LFjR6FxtwSc7nLxsUCQU1wu9tmyfPliiYGFCt4DXlaFV/GpbzUWWhCNnTKzY8cOVFVlaGiI7u5uNm/ezI033khnZyd/+tOfgNzxhdWrVxeCYjgcZtu2beNur0uXLuWGG24gEYtR/7//i6dIc/KZ3PfOuuACgsEgf/n3f+cjLjedl13KyMqVlK9bR+mG55CAfymvwCHLfCZUQoWq8PwiiR+sMHn1kU4imw7v7K4gHMtEABQEcqt/VwcCeKdYocqOedKSOfwigmficZxOJyeeeCLnnXceDQ0N6LpOU1MTTzzxBP39/TQ0NHDppZfypS99CVmW6ejo4JVXXmHbtm28/vrrk3qqHYqZhLr8y5F0KKHuUAKtJEnj5hxP3ObNZDKFebxHspdhicXCGW43Z7rcnOJy4pIt9GSzPBOPcVNfHy8n4jPa3h3L4/EUZtWOdajBD3JheNWqVYWqWk3TCr32Gquq+EAoxEUmlGWzDAQC3HNOHQ/ObwLgw9b3UTu3thD0HnroIVpaWgqNkiVJ4qSTTsLlyrVBaWpq4oILLqChoYHvfOc76LqOxWJh5cqVhfOBsViMLVu2jLv85513Hh//+MfZuWMHsdvv4L2u4m1VDnbf05xOLr38ctatW8f+4WFaPvMZEnPmUPvnv+DfsaPweW5Z5l8rKtlQZ/DTcyxsfW2Ivp/0HZlVP0E4BokAKAijPujzT/mxTYlE4e2GQwxHw5pGq2Hw4pxaXBddyP+uXo2iKLS0tLBx40YSiQR1dXV8+MMfRpblwjbZunXr2LZt26QK34kmjgubLtgdyQpYTdPGhbfpgt2RXqV0u91UVVUV5hyPlR/3lR/tdSR+tgQcZ7dzpsvNGW4Xx9kdGKbJ1lSS2waHeCYeY89hBvPpgl9LSwudnZ2HVGzi9/s5/fTTKSsrw+v14na7kWWZq887jwX79xN69TXkdJrhRYt4Zn49f6vYTXtoB7YOG+kH0/ys6WcMDAxM+XsrLy8vhL+hoSEsFgtXXnklTzzxBPv27UOWZVasWIHX6wVyY/I2b95cWLG1WCx8/OMf57zzzmP9+vX87je/YX1Dw5TX52D3vd6z3oMKPP3003zlu98lHAiw4A9/wNU6vg/m1nKTu96n8Ho4TdfPW0l3HP4fUoLwbiACoCAAqx0OykcnIkxkmCa3Db0Rwi7weg76/f6xrZVNqRQLFizg9LPew8knn8xpbje9vb20HjiA1+Ohvr6exsZG+vv72bVrF4899hi7du2ir69v3Liw/Hi3aceFHSG6rs841L3d4+AsFgsVFRVUVVUVig3GSiQShdW+N7NKmueSZU51ujjT7eJ0l5sSJVfR/Xw8zh3Dw2yIx6duETIDHo+HxsbGwvm8vJkEP7vdTkVFBRUVFZSXlxdeV1VVEQgECp+XyWRIbt1K5aZXaejuJiVJPGSa/GGgn9ZUCzUn1qC6Vbr/0M3wUwefDS1JEg1jwlpTUxPXX3898XicP/7xjwAcd9xxhXm8mUyG1157rfD/4fF4+NrXvsa8efN4+umnuf/++1ltt1OmHN59L1VSwtCaNZS8/Arf+9a3CCeTfOef/5nrDZOzPW5csoUmt86v3mdhb0im58+d2F+Kkc6KqlxBEAFQmPUUYEWRM2N5fxgeYvtoq4r3ut0cZ5/6cyH3pHTa2jV8/OSTKSkpIZlMFiYslJeXU6WqtO3ezW0PPshIJEIikSgEu/nz57N06dK3pFhiqmA39v1HYzNov99PdXU1ZWVlk34vuq7T19dHV1cXw0XOjx2qOlXlPaNbu8c7naiSxP50mgciYZ6OxdiSTL7puiSv10tDQ8Ok4JdKpWhtbS0EP5fLNS7gjQ18+XN9kNte7e3tZWhoiKamJqLRKLGREcqam1nb3cPxdjutmQw/Gh7i/nCYBCYlF5XQeEUjqY4U+7+3P9ebbgYmrv4tWbKE448/np/+9Kckk0kWLVpUWMnUNI0tW7YUbt8rV67k2muvxWq18sgjj9DT00M8HGGZe+qJGge77/Wcdy6WZJKRNccT7O0l9Lvf80eXC7sk85SR4JH3WulY62DomSFq/ivCV2wBXnTL3D48NGWDbUGYLUQAFGY9DVhisxf92MZEgltGx1SFLBa+U15R9POybjdDa45neOVKssEgJxkGjK7M2eNx4nv38setW3lu+3aWplK8x+Xmyb5ezjjjjMJqyaEYWywxXa+6/LiwY43VaqWqqoqqqqrCObKxIpEIXV1d9PT0vKnrpwJrnM5JBRyvJBLc1NfLM/E4nUeolY7X6y0UdzgcDpxOJw6HA1VVSafTWCwW1q5dSygUoqKiAo/njdWucDhMT08Pvb29bN26lZ6ensJLPB4vTPeo0nVOisU5PhbDB7yk63yuo4Nn4jFMQC1RabiuBud8JwMPD9B3f1+umfoMTFz9GxgY4F/+5V948cUX2bRpE42NjdTU1AC5Pzq2b9+OzWZjxYoVrF69mrPPPptoNMojjzxCLBYjHo+TyKRZYis+D/xg971YQz3RhQvBNPHu3k3NX+8hlcnw51iYJ05T0C4MkOpI0fXDAyT3JxmUJB5wyxzvcIjwJwiIACgIAFQW2f7dl07zhc4ONHI9w/6jqpqSMRWvJtD+gX8g1tiI7nLB6Pk6JRLBvW8fnqZmXC0tqKMTN04xDG5IpXg6Hi+samQymXFn2GYa6o62/n5HgiRJlJSUUFVVRUlJyaTzitlslp6eHjo7O4nFDr9XW4nFwhmjgW9sAcez8Rg/6evjpcMo4JBlGZ/Ph9/vL7zOv11SUkJ5eTler7cwym8swzCIRCKEw2FGRkbo6Ohg06ZNhcDX09MzqXnxWAtra/lwdTUn9fdTn8kSAe4dHuLekRH2j5nt6zvZR9U1VegJneYfN5PYm5jyexYzcfXvgx/8IKZp8pvf/Iba2tpCL8r8GcwlS5YUAuDatWtpaWnh6aefLqzY9vb2Aod33zMkiZ5z3guSROjFF/E/+hg/6evjiYUmoX+qwGq38IH1Gpe9qjBiVPFUWYxbB/p5KBrhhcSRKwYShGOZCICCAEzccO3IZLiuo52IYWAB/r2yalw7CoBkZSXhZcsKwQ8AwwBJIllTQzYQILJoIUo8jiWeQInH+edohKG9e+kPh3FFIgwMDDA4OEgymSSRSLyrA95UnE4nVVVVVFZWTgpHwLiCjsM5dygBS0cLOM6cUMDx69ECjt1FzgxKkoTH45kU6Iq9nS+0GCsWixW2/5PJJB0dHSQSCcLhMM3NzRw4cICRkRGi0eghXy8JWONw8o81NZxmsaAMj7DLbucmsty9Z/e4UXKyU6bqY1X4T/Iz8sIIXXd0YSQP/fc4dvUvFApxwgkncPPNN+N0Olm4cOG431tpaSkWi4UzzjiDefPm8corr/DAAw/Q2dk5Kcwezn0v6/eTLi2h/IknCDy7gQsTHVivK6N0qZtVu3Suf1InFM3dLytUlasCAdY4nXyotYWho/CYgyC8E8QkEEFg/ISBPi3LNW1ttGezSMCPKiq5rEjRAUDWbsdwudDcLjSnC82Ve9FdLjSXc/y/nc7CtnBevuhC0zSy2WzhJb/al0qlSCaThYCYSCSIx+PEYjFisVjuvFcsVvi8Y2W712KxFIoWxp5ny0ulUnR1ddHV1VUYFTZTqqoScjg41e3mVLuDExWFgCQRB3ZarbzuctLk86E5ndjtdmw2W+G10+nE5/MVXiaeOUwkEoyMjBRW6/Kvx76t63ph3u1YyWSSlpYWurq6DrsyuVxRuNzr4wqfjzlWK32KwssuJy+7XGxpbaWpqWnc57sWuai+rhqLw0LXH7oIv3x4ja8rKio47rjjgNwq9cc+9jG2b9/Ovffey4IFCyat1jqdTs4991wCgQC///3v+fvf/z7ldT7c+54B9AXgv9bo7F5lJTuY5YQHYnxrwDvl9fhOTzd/fQuafwvCsUisAAoC0JrJsMbpZFjT+FR7O+2jK3DfLiuf8gkIQE2lIJXCdpBWLQCmJKE7HPw4HmOzxYLX62XVqlV4PB4URUFV1cKLzWbD7XaPe5+qqgctDtF1nVQqRSqZJJFMkkqlMNJp5EwGPZUilUoxmEgwmEiQTCZJp1IkR99fuJymOe7JeuIT98SPH8r7nE5nIRzlr0v+c0zTLIRbgMbGRpYsWTIppI19e+xrfyJBSWsrvn37cba2Ius6qdJSogsW0LRgAfE5tTgsFlYDS0avcz5k51+nUin27dtXNNiFw+FCMU8xfr+fhoYGQqHxZ9qSySTNzc10d3cfVvBTJYmzXG7+wefjFJeLtGnyiqpwbyhEk9WKCezZs2fcrGdJkSh7fxklF5QQ3xOn87ZOskPjV5UtvDFop1JRqFWtWCWJlGnQmsnQP7pSZiFXdaxpGoqicNpppwGwffv2cSt/eS6Xi4svvhhN0/iXf/mXoiPnxjqc+153AO45Vea5pRJKTKLnTz0MPTXEV8qrYeqaEpbY7SACoCAAIgAKAgqwM53iPF3nuo52Dow+yX+5pJSrJ6zivBmSaaIkEuxrb+f10W2wfKjIZrNTNmQeu7Uoy/KkUJgPj5FIhGgkgt1mY5HXy2Kfj6DDiWq3Y7jd6MEghtWKYbOhWa3oVitSkS3Xo4VhGIVQViys6b29uPv6KB8eZk44QjCbRQN2qyqvKRZekSXae3tIt7WSeujBwtcd6b6Efr+fxsbGScU8iUSClpaWww5+C2w23u/18T6vl4CisDmZ4Af9/XQ1NmAfvV1OnO4BYKuyUfPpGmzVNnr/0svAYwPj9nkkcqHuIq+XS70+jrPbizZAH9Y0tqVS3BcOs76lhY62Nt532WWsWLGCdevWjbtdGoZBd3c3NTU1fOADH6C5uZmbb775oKP2DvW+1xmEe0+VeW6JhD8O/7jeoOOpAW7pzv0BdrB6Fu0tmJojCMcqEQCFWU8DNsbjfDadZtfoWbBPB0NcGypenfhmfbW0jCdjMZ5OxKmprgZJQtM0hoaGCmcCx/axG9voOX9GbmxRiKZphYDRoKrcUFrKez1Tb4ONZUoSQ5LEH5NJ7h4ewu1ykdH1wkqXzWZj4cKFhZCqaVrh7XyFcX56R34bMP86EAhQXl4+brUvT9d1BgYG6OvrGzehY2zIm3gOskJRWOt0coLDyZlOJ3NGi2f2pFM8kkjwUiLBi/FDL+A4XIFAgMbGxklbvYlEgubmZnp6eg45+HlkmYu8Xt7v9bHM4WBA07gvEua+cJgOSSo63WNs+5vgOUEqPlxBpj9D0782kWqbvH0+z2rj/5WUcJZn6n6WndkM507YTvZ6vVxyySU8//zz/PrXvx73MUmSuPLKK7n88st5+umnue2222Z0HGGm972OUG7F74UlEsEofGKdwdlbTaw6PCG9UUTyajLBeybM8h5rU2LqYhpBmG3EGUBBmOCaQIBvlpUf0te0ZDL0ZLOcNMU4K4CornPX8DANNiunuVy4ZAsDFgs7HA62O+wcsNkwRsNTLBYrhMGRkZFDDhKXer38a0Ul1kOY/LErleJTHe2ExxySt9vthS2/6eQDqaZpWCwWHA5H0RnBw8PDhQrQgxU+jA18aycEvo2JBK8kEmxKJt9UM+bDcaSDnwSc4HTyDz4f73V7UCSJZ+Mx7g2HeTYWQyO3db5q1arCjON0Os2WLVuIjlaYKz6F6k9W41nhYXDdID1/7sHMTn8ZpruNFAuAX/3qV5k/fz5f/epXCz8XwOFw8IUvfIFVq1Zx55138vDDD8/4uk808b7XVpILfi8tlghG4IoXDc7aZqKO+S+P6DpnHdhP0jRxyTJ3zZnDgiJtnZ6NxfhcZwdi8Jsg5IgAKAhjnOh08s2yMqRp5v2qkkT9hJFUryTifLy9nYU2G+e73Vzu81OhqgxqGrtSKV5LJrknPMLAaFhRJYmT3G4uCpVwms1GCEhIErscdnY4HLxut5Mc3WLTNI3h4WEGBgYmFRBIQINq5RvlZRxIZ/j98BC9oysvF3u8/LSqasbXfVcqxYdbWzCh8CRps9k4/fTTZ/w9Dmaq/oWZTAZvJsNSJFYqFlZbbdSOtgd5pwNfXjAYpKGhYVLwi8fjNDc309vbe0jBr1JRuNzn4wqvjxqrleZMmnvCYf4WDhduJ5BbeVu5cmWhXVAikWDz5s2FalrPSg/Vn6zGNE06f91JbPv4FjkScJzNxldKy3g9nZ7RbSRrmrSMOe+or1pJ9sorUW+/g/i2bXyvp4dWLUt5VRU33HADoVCIW2+9lS1btsz4+k809r7XUy7x1BlWdixV8I8YnLkhy+otGg5j8n0P4L8HBvj54AAATknmI4EAp7iceGULg7rGk7EYfx0ZEf3/BGEMEQAF4RBVKQrr584b9758ABzrKr+fb5SVsy2Z5IauzsKTerE73WKbjQtDJbzH5WKeLKMD+202tjsc7HDYGRpdTduyZQuBQADDMGhrbqZBVbmjdg6e0S3WYU3jI21ttGRzT95jKyyno5smV7a2sjOd4rPBEL8ZHiIzGmZkWS46Y9jlcuHxeHA4HIc1Y9ivacxLp5mfTjMvnaZUy/1+OlWV/TYbe60qr0sSQzOYOfxWTjAJBoM0NjZOqlY+nOBnlSTOdrt5v8/HKU4XKdPk0UiEeyNhNhfp9RcMBlm+fHlhNTUajbJ582YymQySVaLyqkqCZwWJvBah83ed6NHxvweZ3JjD22pqsY3+QXGot5Gs282+f/o87n37mXPPPbnLoev8uKKcy669lsHBQW6++Wa6urpm9DuYjn2OndJLS/Gt8ZHpy9D/UD8jz48UmlUXu+9B7g+Lm/r7uGN4WDyhCcIMiQAoCIeo2JNQ1jTZmkzyUiLOa8kk3dksg7rOAquVW6prUID7w2HuiYRpzWSmHSdWqSic4/Nxrs/PSlVFJReKtjvs7LA7aLeq7Nq9m8Hubv5WV0/NhBWRp0e3ugA+6g/wrfKDb2f/fmiIn/T30WC1cl99Axc0HaCnyBkuRVGorKykqqpq3KSKvEQiQV9fH+FwGEmSxgXHClVluSSzBJNFWY3S0dDWpSrss9nYb7NxwGYjdhhj8PTRc4vTBcX8v2fac2+64NfU1FRoZDwTi2w23u/z8T6vD5/FwquJBPeGwzwejZCYIjyWl5ezdOnSQrHF8PAwW7ZsQdd1HA0Oaj5dgxpQ6b67m+FnJo/Bk8idKXykoZHghO34md5GTKD16qtIVlcz/xf/hZJMYlgs9Jx/HoMnncRzzz3Hr371qzc3e1kC10IXofNCeFd7Sfem6X+wn5EXR5h4R5kqAObtTKX468gIryWTdGlZUoaBU5apVVV6NY1hXRdbwIIwShSBCMIEXwiV8NmSkkP6GlWSWON0TruS8o/BID26RtM0rUQAujWNOwcHuXNwEJcsc5rTxXmBAKdlMlwQiTIkSazTNMorKieFP2Bc09z27MFnvHZms/x8IDdy6zvl5VglCXnC5wSDQaqqqgoNfsfSdZ3e3l46OzvHVX2WKworHU5OcDo5wWkyx8gFnb3pFE8kkryaTrHdMEgoyqQVRkVRME1zXNWzw+GY1Gw5L3/u0DHNTOe8fCHLVGHR4XBQWVmJ1zu+kCYWixVW/GYiZLFwvsfD+31+ltjt9Gsafx4Z4b5wuLD6NpXa2tpxLVb6+vrYsWMHhmlQ+r5Syi4rI9mWpPWWVjK9xb+XCfxrRcWk8Aczv42MrFhOdNEi6u6+GyWZJOPz0fahD5KqrOSlO+/k5w8+eJDfwtSUgELgtACB0wNYy6yku9MsvnuE77S5sZgVMK/42MXpLLXbWVox+et+OTDAL0a3iAVByBEBUBAm+PngAD6L5Yi2gPm/4WGSpsE3y8pZYXfwnZ7uKVd+xoobBo/Hojwei6IAqxxOzva4Oc/tKTpCC3KrkXnyNGcZ837Q20PSNLnU6+VE5/giFqskYXM4WL169aSvC4fDdHZ20tvbi67rlCkKl3i8ucINp5O60XC6N51iQzzOK/39bEomGD7Idq2F3BnEib8dGVAVBYvVit/vx+VyjduSzr99MIqioChK0RnDxei6TjKZJBaL4fP5sNvt44JjKpXKVSzLUCJbONft4TyPhzUOJwbwTCzGL4YG2BCNTbvymzd37txxUzc6OjrYvXs3aolK3fV1OOc56X+wn76/9U1aIcuzkJtxfN4U1eAzuY1kPR66LroI/9ateHfvITpvLu3/8A/I2SyVt93G/zzzDJB7Epnp2TrJIuFZ5SFwegD3Mjdm1iS8MUzHrztI7E2wD1hYVn5E73t3DQ+L8CcIRYgAKAhF/LCvlz5N4/MlJaiHcb4tL2Oa/HJggF8N5fqUbUumuLGygj/W1fOlrk6aD7IaOJYGbEwm2JhM4JJkPlBkggbkzvN9NhRiczLJgoP0+XskEuHZeByvLPO10rJJH3fLMkOJBJFIBK/XSyaTobu7m66uLlzpdK5Ct6R0UuB7Lh7nP2YY+OCNpsQVisIpLhdLbXYW2Gy4ZRkTGNF1dqfT7Eyl2BCP0dXVhQyTtvPy287FguHEf6tTBOhJl81iwe12F9qv5A0ODtLc2ow/YXJ+eYgLS7ys0KwYEmytMPllncHzJRr9fQbJFgV5p4o+lAuKxfYhJUli0aJFVFdXF97X1NREU1MT/lP8VF5TiR7Vaf5RM4n908/x1YGPTROiNiXe+PqGIqHZBDovfR+yplHx6GP0nnUWfWeegWf/fmruuZe/9XQX2u2c6nLxTHz6+bq2KhuBMwL4T/GjeBUSBxKFySRGavwv46267wmCMJ44AygIU5CAeVYrN1VWscg+ua3EwexOpfh6dxcHMplxd7JGq5Vbq6qpVVV+MzTEbUODpA6hetQhSWyYNx9nke1QwzTZnEwyz2bDZ7GM6883UVjXuaS5iUFd53vlFXxoTKB874H9dGkaVYpC1gQ54KdRValNJllht7PaMT7wbUwkR6t0Zxb48vIPQKc7XXw0GOBUpwv5IE/6GcNgXSzGH4aG2JE+tDFxY5WVldHQ0DDpLGN+dq9pmoXQOHbbO5vNMrRvHysSSS4s9bFCtmHIEtvqJV5aLLFxvkTcMfk6mIZJbEeMofVDRLdF8fq81FTXFH5mKBQqXBbTNNm3bx+dg51UfawK34k+hp8bpvvO7kmBKS8/Xk/TNBge5u8NjViK/C4N0+Sqtla2j05/+XNdHcfZx2+dD69cQcf730/NX+9hZOUKYo2NlD/5JKUbnkMyTT7e1sYryVyIvK+unqvbWif1X5TtMr4TfATOCOCc50SLaIy8MMLwhmHSndOfGXyr7nuCILxBBEBBmEZ+O/Ist5ur/QFOcjqnDSiGafJSIsFdw8M8HY8hU3yXzi5JXBsMcW0wSL+u8299vTwZixX5zPEk4DSni/+trS368d8NDfLT/n4k4CN+P98qn/oc1f3hEX49NIRXtnDXnDnjguKHWpopV1VOdbo4wemkQlVxyjKaabInnWZLMsnG0cA39CYqcGVy7T8+Gyo5aLXyfeERvt3Tc9g/K6+0tJSGhoZJZ/yi0ShNTU309/cX/boKVeVct5vzPR5WO5xkTZPNlQYbj1fZNEXoKybRlKDvgb5cuxYjV2Wdn0McDAaprKzEarWSLk8TPiWMaTFRn1bRX9eLnlu02WyUlpZSVlaGxWJh00svcZZs4cbKyqI/P38bAXiv283PRkNoXtbjYe8/fR5nezup8nJMi4U5f/0r7qbcSLeubJZzmw5gAqvsDu6qq+P69naeT8QxAed8J4HTA3hP8CJbZWI7Ygw/O0x0c7RQzTsTb9V9TxCEHLEFLAjTyD+BPBOL8WQsRsBiYYXdwTK7nWpVxSpLZAyTzmyW7akUW1NJhnUdC7m/rKZ6AkqZJr8YHOBvkTDfLivnF9U1PBOL8aO+3sIs1GJk4DhH8RWRjYkEt4w+sQctFq4PTV3IEjcM3uf1cbnPj1ZklfDP9bkzaAOaRsIw+K+BAbalkuxMpQ5ptfJgDODFRIIXE22H1bz6UJSWltLY2DhpxW+64FepKJzr8XC+x8Mqh5OMYfBcIs43urt4KhYjutfAn/VTtaTqoOctjaxB9x3dDG8YHvdnt2EYJJNJkskkg4OD2D12HOc6SCxOYO224nvRhyVhgdKDX0fDMIjE4ywtsp0P428jIYuF70z4A8EEOi67FCSJ2Ny5ODs6mPPnv6COafz8YCRcuPiX+nIhel6Niz1zHfjPCGCrtJHpzzDwyAAjz41MmkE8U2/VfU8QhBwRAAVhBvJPJsO6zjPxGBvi4w/0TyxcmOmTT1s2y6c7OzjH7eabZeX8rb6hsC2cLhK0dGBRkSkH+9JpvtDZgUaucOM/qqopKVL9Cbkt1P8a6GeOauVcj4dQkc9rTad5LhGnKZ3h/T4fd44M4wkEyGYycAR67p3ocPJPJSXsSKUKjYn/Fomgm8yoefVtNbWUjbnccV3nn3u6aclmJx2vm2qrNxKJ0NTUxMDA+AKBKkXhPI+X8z0eVjgcpA2D5+Nx/r/uLp53pvFeU0mqw0nysQQMG4y8MIJpmNR+pviqLIChGbT9vI3Yttwqr3OBE/+pfmxlNnof6CWxJ0F5WTnJUBLtao24L47lWQvKTgXNqiFb5Rn1WkwkEhimycIiZz9nchsZWrOG2IIFAJQ8/zwV69YjTWib82AkgqRK+Ba7GT4twBfnWegJllGaNYhsitB1exfx3fEjtrf0Vt33BGG2E1vAgnCUsEsS14dCfDIQpFfT+FFfb9HD9b+rrR1XrduRyfDR9jb6NA0LcEtVNe+dZs7r2K+rUFWUIsHimViMxXYbZUquUEIzTfotMn1WGz2KQrfFQpdFpkuWyRwkmOzcuZOysjICgQDbNm9mvizzh9o5hZW+mTYmHrsFvK6xkWp1fPHCiK5zRUsLaZeTpccdh8ViQVGUSa1jDMNA07Rx/QBDus7x6TTHpzM0aBpZ4IV0ildtNpoCQTbt3klSTjL3X+eiuHOhSYtqNN3YRKYnd7kbvtmAa2HxUYC99/bS/7fcylvFhysoufCN1VlDM2j991YCJwbwv8ePpdeC81knlkju3KEkSVgsFiwWS9EQaJpmoRF1JBJh06ZNPFDfwPwxIXAmt5GszcaBz32WrMfLnL/8Bd/rr4/7eE8AHq7V+GtNFtdiF7JVpiRssvKAiXNXkh8/1zrl+URBEI4+YgVQEI4SKdPkZwMDPBAO8+3ycv67ppanYjF+PM22cJ+W5VMd7fRpGhLww4rKg4Y/3TR5JRGnM6vhleWiLTxu7OtlWNepU1U+HyphYzLBmvIK5mFyQjJJYMwq4KDFQo+q0qMq9Cqjr1W1MMru+OOPB2D37t1omQw/rm8Yt80bUBS+XlZWaEz8RDQ6o+klE/ktFm6sqODajnYGBwepqakp+nn5ySYhTWNVIsGKRJK6bJaMBLvsDn7v9bLTYSc9evk729uJjESo/3p9IfwBKB6FiisraPvPNgAimyJFA2CmL8PAw7lVRv9p/nHhD0BWZOq/Wo+pmyQeSdAw0oBkSjDD2gdJkqZdHezTsny5q5NaVeUsl5uPBgLMLbJCKAHuAwcIvvwKzt5eMgrsnCOxea7ElkaJnqCEpFmQ9mj03tvLDT0urkg6kYCX4poIf4JwjBEBUBCOMq3ZLNd3dHCu28M3ysp4uKGRddEotw8PsTWVIqrnnmiHNY1PtbcXwuG3y8q5zOc76Pd/OBKhQlV5v8+HZpo8F4/zaDTKU7HopN6ErdksX+/pBuARTeOkk05CkiTshkFZVqNCy1KRzVKR1VieSBLSY4Um0iOynFspVCy0GwYjg4N8qrSsUD081qE2r57KKS4XH/D5+Nu+fVRWVmKxWMat+JUWVvrS1Gk6GWC71crjHg/bbVbS+SA12p5H13X2N+0ncGYA9xL3pJ/nWvRG4Mv0Fb/cQ08P5YofJCi7rPjZPEmRGH5hmK6/dFFyQgkej2dSqDNNE8Mw0HV93OqlZJp4DZOAodOYzrA4EMCbnyNtmtgkuXCm0zDNKQsplHQay4YHeXquxJYzZXbOkciqUmGV7+q/63z1qf0MJTRCFguXzi0h/62iM5yuIgjC0UMEQEE4Sq2LRXkuHuMKn49rAkH+r66ebaNj5qK6znUd7RwYDSpfLimdcfPcs91uLm9pJmvC+R4PF3m9/LSqiuToWbfn43GeT8TpmLDqqKpqIZRENI0wJi0OB7LrjRCkGiZlWpbyrEZpOkUokWBuKsUZsszH59RNeZkkchWpA5pOmeXNPSxdFwxxTzhMc3MzkUgETzTK+aNn+hbb7SQMg2djMf4zGuXZeGxS+5JiSi8pXoFhamO+dopFuPDG3HQUR70Da2ku/JqGmTt8I4Opm8iKjP8kPz1399Db2/tGhbJpIsdiaD09qOEwJUiUKwoVqkKlolKhqpQpyrh+eamSUjKmiWaabIjHaMtkcEgyp7pcVI8J3xkF2kqhpVyiqVxiR31ulU/RTBa3m1z5rMGqAybVg7mrtj4aZSiRWy++2Osdd3RgdzpV6OUoCMKxQZwBFIRjgASc4XJxTSDIKS4XQ5rG7cPD/Dk8wod9fr5UOoMS0UPUlsmwJZkkouv8LhFn6cknT/v5U/Uc1HWdl559ls8FgnwqFCr6tdOtTOU1pdM8FI0woGkELRZ2pVK0ZDKkTahUFU52urjS76dcVflJby8hReF0t4sFtlzoezoW4/FolA3x2MwrmWVwL3VT/5X6oh+OvBqh7ee5LeCSC0uo+PD4qlotorH7i7sBCJ0bouyKUrKdGezznWR3xTHu6MURNqisdTF3iQ9fp4a/Q2NBMIQvmyVomuO2yzOGQY+m0aNp9GpZerIa3aOve7Qs3aOh/bOhEqpUlQU2G3OsViI2k7YKmebyXOBrKZfoDIEhS8iGSfUALOowWXXA5LhWE3uREwdf7Oxg/Wironvq6lk8pj/fp9vbeW60DYwgCMcGEQAF4RizwGrl6kCQS71eLJL0pqYlTOU73d0ssts5w+WixmpFM0126zrbFQt7nU76vV7kGU7SGB4e5tVXX+XeuvqiTX0N0+TqtlbasllKLBZura6mwTr5jFpY18maJkGLZVJYjOg6ScNAlST8ox9PGwZ9mkZXNktHNkPKzI1AG/eCOfl9E1787yvFviy3/WvL5sKRPQPWjEnikUGUYR2nLFN5gh+XXcGeBVsG7FkTNWqg9Gs4ZIkDCxX+cIFC0gbXPGlwzhZz3KJhrtBGpyuWoVfX6M6+Eezyr4d0fdIDtoXcDNxTXS5OdrqoLXPQXiGzuURne6lJpEohEcwVlFizJnV90NBrUj/6MqcfrAeZ5Tai65x5YD9Z02SB1cb9Y0bVJQ2D0/fvm9FoQ0EQjh5iC1gQjjF7Mxm+19vDhniM75aX47coKJJEwjCI6DoJwyhsxamSRP0M5uNO9EIizl8jYYIWC05Z5hSni5NdTi52urgqkSQcjbExnWKLCbusKkmPB4/Hg71IwItEIlgliXlTjKX7w/AQ20anUqxxOIqGP4AnY1H+Z3CQc90e1jqd1KsqHosFmyThkWW8FgsjukZTJoNTkjiQzaCSC8jzbXaso2F5upeitgBbJm9u6pgk8JH0G6RUCT1qIZUySVklUlYYcUtEJZ2O7hg7L3XTt1bF9XqKivURXjzOw/MfsJKSTAabEzQ92kvPUDrXwmaKUXFjVXttHF/hZmG5i4pSB4NlFvaVwa3lkHaNnv+Lmlg7MpzyukRVT5bKboOSQRN5TE4zga4Z3EYejUQK84Mv841voP1IJCLCnyAcg8QKoCAc41TgXI+HjwQCrHLkiil2pJJsiMXZnU5xa3Xxatjp5EfBWSUJ3TQLgXLsatMpThcrHA4USaIlk+H5eJyX0yl2WyzIbjcejwe3201LSwul4TB/rquf9HM2JhJ8qr0NjVxj4vvqG6bsXxjVddzy1P3wXojH+UxHOxq5cXmYJslDvN4KjAuENruFRT+Yh2pISCakrJBWYbA5wd7/aAYdLF4L838wH8U3+XLHXo9hq7Ah22S67+4m1ZGi8VuNyNbxrWnSPWkOfPcApmmiBlQUn5J77VdQ/Sr2gEogaMMaUMj4LGStE34Hg1miLUkSbUlSrSlSbakZN2CuUhTWz5037edc2drCtlTunN+Tc+dROvp/ZJgmV7Q0s1+MXBOEY45YARSEY1wWeCQa5ZFolJDFwqkuF6e5XFwVCOAfM8P2cGQmrOzowLZUim2pFP89OIhbljnR6eQUp4vTXS4+MlqI0pbJsGd4hL09vXjTKSomzJqFQ2teDeA5yHU5xeXicyUl/GxggOToVnHyEJtWa+S2YvOFITa/Ql9wfFhLdaZo/mUb6Lnq3Tmfm1M0/AG4F7tJtiQZfm4YSZGo+XTNpPAHYKuwsejniyZ9TEmbBKImZXEIxMCyT2doME5bf4LdvQkiQ2m0EQ0z+9bFr5ZMprBCe7LLVQh/AH8eGWFf5vCrtgVBeOeIFUBBOEbZJYkHGxomNUQ+EoY1jYuam4gYxiE9QNSqKqscDhbZ7Cy02VhosxEsEuqGNY1v9/TwSiJO2jT5z6pqzplB8+qDGdQ0zjiwPzeTVpLe9Nakvc7OvO+/sTqW6c/QdGMT2ogGMsz5/By8x3un+Q5vMI1cK5j8CqZkmNiy4E1ASdikqsegodekMi4TiJowotEaTbM3nWZ3OsXmZHLaMYETSYBXlnm0ce6b/kOgmM5shkuam4tOrBEE4egnAqAgHKMswHybjdtr5+A+gk/wmmHwy8FBnoxFac1m3/QTfLnFwrXBEB8JBoFcI2oJkCUpN8Vi9O0j5bT9+xjSdVRJKpxbO1y2KhvzfzQfgOxwlqYfNZHtz4IE1ddWEzh1+tY7qe4UTT9ootJUWOJzcMol1dT3mdT1mlSM5D5Hl6CzBJo9BhtfHmBPKs2edIqBIzByTwbWOJz8qqYGqzx55fFwxXSdj7W3sS+dFq1fBOEYJQKgIBzDZHJn8m6rqcV7hEKgZprjerx1Z7N0ZbNomBhmrvgh9zp3Bmzca0x0M7elW64ouRdVHVdgkW9lEtF1yhWF0hlWE8/Uqfv3MazrR+TBTbJJLPnvJehxneZ/aybdlQag8qOVVJ0RxB8HXxx8cRN/HPxxc/Tfo++LgXfYwDkaviIOaC2TaC3Lv5boKAFNkUh1ptj/7f1v8hJPJgOnOF3cWl2N4wiEwLCuc31HOztTqYPVqgiCcBQTAVAQjnEWoEJRuamyktWHMUIt7/VUipcScT4WCPJyIsHvhgYpVVTqrCoViopFAhnpjdfkVu6Kvc6aJr35XnWaRn9W44cVFdzQ1clLyVxpxpdLSrl2ir6AhyttGNwXCTOgaQzrOsabfHSTJZh7Tinqljj+pERIsVDusxEyLZN65ekShF0w4oKwSyq83fTSEHs6YuzOpCn9+Xxke/GgHtkcoe3Wtjd3gae6HsBcq5WbKquKtuKZqVcTCb7R3U2PlhUrf4JwjBMBUBDeBWRyd+SPBgJcFwxNW0wx0Yiuc/vwEL8aHEQCTnK6+PeqKgY1jW/3dLN1tADgzVpos7EnnVtB+3Qw9JY1r44bBiWKgt9imWo4x4yZwIipM5DRGNA14pUK6SUORlzSaNDLhb0RF8QcYBbZyh5cN0j3XblxejWfrsF/sr/oz+r4dQcjz428yUs8Ncvo9fl0KMQ1geAhnQsc0DRuGxrkzuFhJA7apUYQhGOACICC8C4ik7tTn+vxcIXPx3K7A1+RJ/qYrrMzneKBcJiHIxE0xj8Q1Kkqt1RVs8hu56V4nP8dGuTlROKIXMZrAgG+WVZ+SF/Tmc0Q1g2WTLN69XQsxpe6OsmabzRYPpIPbqFzQ1R+pPKQv05P6ez9+l70iI4aUpn7nbmTqoZjr8do+WnL25KsJHLtHy7x+rjU52WpzV70DGlY19mWSnJfOMy6aBQTEfwE4d1EBEBBeBcaO5e1QlGot1qxSxJp06Qtm6VztJp0uvmtufm8Hj4dCrHEbmdLMsn/DA7wbDx+yJdHBlY7HHwkEOBstwdVksiYJoOaRswYHyuKNa9+JRHn4+3trLQ7eI/bzSKbjZCiYGLSnsnyRCzKE6Mh5a3gmOug+uPVU877hVxLGFtF8SbW4ZfDtP9PO5igBlVKLi7B2ejEyBrEtsUYeGIAM/P2PhSP/b+vVlXmqCo2SSJlmrRkMvRo2qTPEwTh3UMEQEEQDuoMl4vrQyFWO5x0ZrPsSCXZncq1J9mTThfCQr71SMCiEFQslFgUTnG5OMftJqQo9GSzrB8Na68lk0VXlIo1Js4HwINxSBLzrFZ2vQPVqWpIZeHNC6f8+OD6QXr+2IOpFX/IlRRpyo8JgiAcaSIACoIwY2sdTs52u1los7HYbi9sL4d1Hc008VssWCacg2vLZHgiGmVdLMqOVOqgDzjFAmDc0HkyFmNrMsmOVIp+TWNE19HIBc55NhsnOZ1UKgrf6Ok5gtd45g4WACHXRHro70PEdsbIDmeRZAlrqRV7vT13/k88GguC8DYRAVAQhMNWqSgsHG36DDCk56pvJ77k5XsX3j2nDvsR7EsH0K9pXN7SzIiuH/kHNQksbgvzfjAP1X9k29YYaYOmHzaR6kyJQ3aCILxtRAAUBOFtle9L9/PqamxHKAQOaRofa2+jNZN567Z+ZbCV22j4VgOK58hM0TQyBm0/ayO2MyYeiQVBeFuJACgIwtsuXxRysPm/M9GcSfPZjg46s29DbzoZrKVW6v5fHbbK4gUfM6WFNdp+2UZib0I8CguC8LYTAVAQhHeEBXDKMt8tr+BCj6cwI3emdNPk9uEh/rO/H4O3sVJVzs3zLf9AOaHzQ0jyoV1u0zQJvxym6w9dGGlDbPsKgvCOEAFQEIR3TP4BaIXdzjWBIO/1eLAeJAjGdJ0HIxHuHB6mOZt5Wy7nVKwVVkLnhfCf7MfimL6xsqEZRDZFGFw3SPJA8m26hIIgCMWJACgIwjtOJrcQ5pVl1jqdLLXbWWSz45ZlDEzCusHr6RTbk0leTSZJm7mHraPlwUuySrgWuHA0OLDX2bG4LEiyhJ7USbWlSLYkie+OYyQM8agrCMJRQTwUCYJwVMlPM5m4pWshFxKP6gesfJKd+D6To/yCC4Iw24gAKAiCIAiCMMsc2UZcgiAIgiAIwlFPBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZRgRAQRAEQRCEWUYEQEEQBEEQhFlGBEBBEARBEIRZ5v8HAoq1DYs7tkEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def circular_community_viz(graph, communities, title=\"Community Structure Visualization\"):\n", + " # --- Circular Layout ---\n", + " layout = graph.layout(\"circle\")\n", + "\n", + " # Get node positions for calculations\n", + " node_positions = np.array(layout.coords)\n", + "\n", + " # --- Color Nodes by Communities ---\n", + " num_communities = len(communities)\n", + " colors_map = plt.colormaps['tab10'] # Using the modern way to get colormaps\n", + "\n", + " vertex_colors = [colors_map(communities.membership[i]) for i in range(graph.vcount())]\n", + "\n", + " # --- Generate custom edge paths for \"outward\" curves ---\n", + " custom_edge_paths = []\n", + " manual_edge_colors = []\n", + " manual_edge_widths = []\n", + "\n", + " layout_center = np.mean(node_positions, axis=0) # Calculate actual center of the layout\n", + "\n", + " # A scaling factor to push the control point outwards\n", + " outward_force = 0.1\n", + "\n", + " for edge in graph.es:\n", + " source_node_id = edge.source\n", + " target_node_id = edge.target\n", + "\n", + " p1 = node_positions[source_node_id]\n", + " p2 = node_positions[target_node_id]\n", + "\n", + " source_community = communities.membership[source_node_id]\n", + " target_community = communities.membership[target_node_id]\n", + "\n", + " # Determine edge color\n", + " if source_community == target_community:\n", + " rgba_color = colors_map(source_community)\n", + " hex_color = '#%02x%02x%02x' % (int(rgba_color[0]*255), int(rgba_color[1]*255), int(rgba_color[2]*255))\n", + " else:\n", + " hex_color = \"darkgrey\"\n", + "\n", + " manual_edge_colors.append(hex_color)\n", + " manual_edge_widths.append(1)\n", + "\n", + " # Calculate mid-point of the edge\n", + " mid_point = (p1 + p2) / 2\n", + "\n", + " # Calculate vector from layout center to mid_point\n", + " vec_to_mid = mid_point - layout_center\n", + "\n", + " # Normalize and scale the vector to get the offset for the control point\n", + " if np.linalg.norm(vec_to_mid) > 1e-6:\n", + " offset_direction = vec_to_mid / np.linalg.norm(vec_to_mid)\n", + " else:\n", + " offset_direction = np.array([0, 1]) # Default direction if mid_point is at center\n", + "\n", + " # Control point for Bezier curve\n", + " control_point = mid_point + offset_direction * outward_force\n", + "\n", + " # Create a Bezier Path\n", + " codes = [Path.MOVETO, Path.CURVE3, Path.LINETO]\n", + " vertices = [p1, control_point, p2]\n", + " path = Path(vertices, codes)\n", + " custom_edge_paths.append(path)\n", + "\n", + "\n", + " # --- Plotting the Graph with Black Background and Custom Curved Edges ---\n", + " fig, ax = plt.subplots(figsize=(8, 8))\n", + "\n", + " fig.patch.set_facecolor('black')\n", + " ax.set_facecolor('black')\n", + "\n", + " # Plot the nodes using igraph's plot function\n", + " ig.plot(\n", + " g,\n", + " target=ax,\n", + " layout=layout,\n", + " vertex_color=vertex_colors,\n", + " vertex_size=30,\n", + " vertex_label=[str(i) for i in range(g.vcount())],\n", + " vertex_label_size=20,\n", + " vertex_label_color=\"black\",\n", + " bbox=(400, 400),\n", + " margin=20,\n", + " )\n", + "\n", + " # Manually draw the custom curved edges\n", + " for i, path in enumerate(custom_edge_paths):\n", + " patch = PathPatch(path,\n", + " facecolor='none',\n", + " edgecolor=manual_edge_colors[i],\n", + " lw=manual_edge_widths[i],\n", + " capstyle='round',\n", + " zorder=1) # Ensure edges are above the background but below nodes\n", + " ax.add_patch(patch)\n", + "\n", + " legend_handles = []\n", + " for i in range(num_communities):\n", + " handle = plt.Line2D([0], [0], marker='o', color='w',\n", + " markerfacecolor=colors_map(i), markersize=10,\n", + " label=f'Community {i}')\n", + " legend_handles.append(handle)\n", + "\n", + " ax.legend(handles=legend_handles, title=\"Communities\", loc='best', labelcolor='black', title_fontsize='medium', facecolor='darkgrey')\n", + "\n", + " ax.set_title(\"Graph with Nodes in Circular Layout, Outward Curved Edges\", color='white')\n", + "\n", + " plt.show()\n", + " \n", + "circular_community_viz(g, clusters)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "5a496467", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def communities_w_shading_viz(graph, communities, layout=None, title=\"Community Structure Visualization\"):\n", + " # Get node colors based on detected communities\n", + " num_communities = len(communities)\n", + " node_colors_map = plt.colormaps['tab10'] # Using 'tab10' as it's common and good for discrete categories\n", + " # If more than 10 communities, consider 'tab20' or 'viridis' etc.\n", + " vertex_colors = [node_colors_map(communities.membership[i] % node_colors_map.N) for i in range(graph.vcount())]\n", + "\n", + " if layout is None:\n", + " layout = graph.layout(\"fr\") # Fruchterman-Reingold layout for spatial separation of communities\n", + "\n", + " edge_colors = [\"black\"] * graph.ecount()\n", + " edge_width = 0.8\n", + "\n", + " fig, ax = plt.subplots(figsize=(10, 8))\n", + " ax.set_facecolor('white') # Explicitly set background to white\n", + " ax.set_title(title)\n", + "\n", + " ig.plot(\n", + " graph,\n", + " target=ax,\n", + " layout=layout,\n", + " vertex_color=vertex_colors, # Use the computed vertex_colors list\n", + " vertex_size=30, # Adjust size as needed\n", + " vertex_label=[str(i) for i in range(graph.vcount())], # Use graph.vcount() here\n", + " vertex_label_size=10, # Adjusted for better visibility in plots\n", + " vertex_label_color=\"black\",\n", + " edge_color=edge_colors,\n", + " edge_width=edge_width,\n", + " edge_curved=False,\n", + " margin=50\n", + " )\n", + "\n", + " # --- 5. Add Community Shading (Blobs) ---\n", + " for i in range(num_communities):\n", + " community_nodes_indices = [v.index for v in graph.vs if communities.membership[v.index] == i]\n", + "\n", + " if len(community_nodes_indices) > 2: # Need at least 3 points for a meaningful convex hull\n", + " community_coords = np.array([layout[idx] for idx in community_nodes_indices])\n", + "\n", + " try: # Use a try-except block for ConvexHull, as it can fail with collinear points\n", + " hull = ConvexHull(community_coords)\n", + " hull_points = community_coords[hull.vertices]\n", + "\n", + " patch = plt.Polygon(hull_points,\n", + " facecolor=node_colors_map(i % node_colors_map.N), # Use the colormap directly\n", + " alpha=0.2,\n", + " edgecolor='none',\n", + " zorder=0)\n", + " ax.add_patch(patch)\n", + " except Exception as e:\n", + " # Handle cases where ConvexHull might fail (e.g., all points collinear)\n", + " # For small communities (2 or 1 node), this block will be skipped due to len(community_nodes_indices) > 2 check\n", + " print(f\"Warning: Could not draw convex hull for community {i}. Error: {e}\")\n", + " # Fallback for very small or problematic communities:\n", + " if len(community_coords) == 1:\n", + " ax.add_patch(plt.Circle(community_coords[0], radius=0.08, color=node_colors_map(i % node_colors_map.N), alpha=0.2, zorder=0))\n", + " elif len(community_coords) == 2:\n", + " min_x, min_y = np.min(community_coords, axis=0)\n", + " max_x, max_y = np.max(community_coords, axis=0)\n", + " center_x = (min_x + max_x) / 2\n", + " center_y = (min_y + max_y) / 2\n", + " width = max_x - min_x + 0.1\n", + " height = max_y - min_y + 0.1\n", + " ax.add_patch(plt.Rectangle((min_x - 0.05, min_y - 0.05), width, height,\n", + " color=node_colors_map(i % node_colors_map.N), alpha=0.2, zorder=0))\n", + " elif len(community_nodes_indices) == 1:\n", + " community_coords = np.array([layout[idx] for idx in community_nodes_indices])\n", + " ax.add_patch(plt.Circle(community_coords[0], radius=0.08, color=node_colors_map(i % node_colors_map.N), alpha=0.2, zorder=0))\n", + " elif len(community_nodes_indices) == 2:\n", + " community_coords = np.array([layout[idx] for idx in community_nodes_indices])\n", + " min_x, min_y = np.min(community_coords, axis=0)\n", + " max_x, max_y = np.max(community_coords, axis=0)\n", + " width = max_x - min_x + 0.1\n", + " height = max_y - min_y + 0.1\n", + " ax.add_patch(plt.Rectangle((min_x - 0.05, min_y - 0.05), width, height,\n", + " color=node_colors_map(i % node_colors_map.N), alpha=0.2, zorder=0))\n", + "\n", + "communities_w_shading_viz(g, clusters, layout=layout)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e54a1198", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def degree_based_node_sizes_community_viz(graph, communities, layout=None, title=\"Community Structure Visualization\"):\n", + " \"\"\"\n", + " Creates a publication-quality figure of a graph with clustered communities.\n", + "\n", + " Args:\n", + " graph (igraph.Graph): The graph object.\n", + " communities (igraph.VertexClustering): The detected communities object.\n", + " title (str): The main title for the figure.\n", + " \"\"\"\n", + " num_communities = len(set(communities.membership))\n", + " \n", + " title = \"Community Structure Visualization\"\n", + "\n", + " node_colors = []\n", + " node_colors = [matplotlib.colormaps[\"tab10\"](cluster_id) for cluster_id in communities.membership]\n", + "\n", + " graph.vs[\"color\"] = node_colors # Assign color as a vertex attribute\n", + " \n", + " if layout is None:\n", + " layout = graph.layout(\"fr\") # \"fr\" for Fruchterman-Reingold\n", + "\n", + " degrees = graph.degree()\n", + " min_degree = min(degrees) if degrees else 0\n", + " max_degree = max(degrees) if degrees else 1\n", + " if max_degree == min_degree:\n", + " node_sizes = [30 for _ in degrees]\n", + " else:\n", + " node_sizes = [30 + 40 * ((d - min_degree) / (max_degree - min_degree)) for d in degrees]\n", + " \n", + " graph.vs[\"size\"] = node_sizes # Assign size as a vertex attribute\n", + "\n", + " fig, ax = plt.subplots(figsize=(10, 9))\n", + "\n", + " ig.plot(\n", + " graph,\n", + " target=ax,\n", + " layout=layout,\n", + " vertex_color=graph.vs[\"color\"],\n", + " vertex_size=graph.vs[\"size\"],\n", + " vertex_label=[str(i) for i in range(g.vcount())],\n", + " vertex_label_size=20,\n", + " vertex_label_color=\"black\",\n", + " edge_width=1, # Set edge width directly here\n", + " edge_color=\"#000000\", # Set edge color directly here\n", + " bbox=(0, 0, 800, 700),\n", + " margin=50\n", + " )\n", + "\n", + " ax.set_title(title, fontsize=16, fontweight='bold', pad=20)\n", + "\n", + " legend_handles = []\n", + " # Ensure all community IDs are covered for the legend\n", + " unique_community_ids = sorted(list(set(communities.membership)))\n", + " for i in unique_community_ids:\n", + " # Find an example node color for this community ID\n", + " # This is robust even if a community is empty in the sample but theoretically exists\n", + " try:\n", + " # Find the color of the first node belonging to this community\n", + " color_for_community = graph.vs[communities.membership.index(i)][\"color\"]\n", + " except ValueError:\n", + " # Fallback if no nodes in this community (shouldn't happen with detected communities)\n", + " # Use a default color or cycle through the base_colors if a community has no nodes\n", + " color_for_community = base_colors[i % len(base_colors)]\n", + "\n", + " # Correct usage: Patch is imported directly\n", + " patch = Patch(color=color_for_community, label=f'Community {i}')\n", + " legend_handles.append(patch)\n", + " \n", + " ax.legend(handles=legend_handles, title=\"Communities\", loc='center left', bbox_to_anchor=(1, 0.5), fontsize=10)\n", + "\n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_xticklabels([])\n", + " ax.set_yticklabels([])\n", + " ax.axis('off')\n", + "\n", + " plt.tight_layout(rect=[0, 0, 0.85, 1])\n", + "\n", + " # Display the plot\n", + " plt.show()\n", + "\n", + "degree_based_node_sizes_community_viz(g, clusters, layout=layout)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d7cf6a7f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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aCAoKQqVKlfDMM8/k6aqi0+kwbtw4LF68GPXq1YPRaMTy5ctd793a5c3ZbWrbtm146qmnUK5cOZQtWxb9+/fHxYsX3Y5rs9nw3HPPoUKFCggJCUG7du3w+++/31F3sFq1aiEiIgJnz54tNNy5c+fw6KOPIjIyEkajEfXq1cPcuXNdXajOnDnj+gI+Y8YMV/75Eq+OHTvi2LFjuHTpkmvf9u3bERsbi169euH3339HSkqK23sGgwFt27YF4PhBYuHChWjcuDFMJhNKly6NAQMG5Onyml8X4Rs3bmDUqFEoU6YMQkND0bt3b5w6darAroqXL1/GI488gvDwcJQvXx4jR45EcnKy632dToe0tDQsX77clSe3dvtMSkrCE088gcqVKyMoKAg1atTAjBkzkJOT43aeixcvYuDAgbBYLAgPD8egQYOQlJTkVb4uX74cOTk5ePbZZ9G/f39s2bIl33L/73//ix49eiAkJATlypXDk08+6ZbfheXfggUL0K5dO0RGRsJsNqNhw4aYM2cOsrOz8/z9hg0b0LlzZ4SHhyMkJAT16tXD7Nmz3cLs378f9913H8qUKYPg4GA0adIEX3/9tVsYb+oQAHz55Zdo2bIlQkNDERoaisaNG7uerL/++usICAhAYmJinr8bOXIkypYti8zMzLyZm0/YxMREbN682bXv+PHj2LVrF0aOHJknfGZmJp577jk0btwY4eHhKFOmDFq2bInvvvvOLVxh15MzHzZt2oSRI0ciIiICISEhsNlsebpnnjhxAmFhYXjooYfcjr9161YYDAa88sorhabv8uXLWLNmDR577DGPeZEfqffSb775Bs2bN3ddIzVr1sw3//Kj1+sxdOhQLF++3K2r5yeffIIqVaqgS5cuef4mv66QW7duRYcOHVC2bFmYTCZUrVoVDz74INLT011hsrKyMHPmTNStWxdGoxEREREYMWJEnsZy9erV0adPH6xevRpNmjRBcHAwZsyYAcC7ugMAv/zyC1q0aAGTyYRKlSrhlVdeQW5ursd8kXrPWbRoEe6++26EhobCYrGgbt26eOmllzwe3xvOH1cuX77stv+rr75Cy5YtYTabERoaiu7du+PgwYN5/n7dunVo2bIlQkJCYLFY0LVr1zxP6pxleuDAAQwYMAClS5d2/biXnZ2NF154wfWZ2qZNG+zbty/fuErJN+f3jjlz5mDmzJmoUaMGjEaj60dcKfczANi7dy9at26N4OBgVKxYEVOmTCnwOijI0aNH0blzZ5jNZkRERGDcuHFu12znzp1Rt25dCCHc/k4IgbvuuqvQH8yTkpLw8ccfo3v37nkax061a9dGo0aNXP/29B0CuJl/b7/9Nt566y1Ur14dJpMJHTp0wPHjx5GdnY3JkyejYsWKCA8PR79+/XDlyhW38zrr2Pr169GkSROYTCbUq1cP69evB+C4T9arVw9msxn33nsv9u/f7/b3BQ3ju/3z7tbhJPPmzUONGjUQGhqKli1bYu/evW5/e/t9pbDvmgV1sT5x4gQGDx7sln+3j1m12+2YOXMm6tSpA5PJhFKlSqFRo0Z477333MINGTIEVqsVq1atypNONdILnWpfAMcg+8LvnyDn5uZi69ataNq0KapUqSL7+Xr16oXc3FzMmTMHVatWxb///ovdu3fjxo0bAIA1a9ZgwIABCA8Px8KFCwHA1WhPT09H+/btcf78ebz00kto1KgRjh49ildffRV//vknfv75Z7cb4Nq1a/HLL7/g1VdfRYUKFRAZGVlo3EaPHo3evXvjyy+/RGJiIp5//nk8+uij2Lp1qyvMiBEj8NVXX+GFF15Ap06dkJCQgH79+t3RGK7r16/j6tWrqF27doFh/vnnH7Rq1QpZWVl4/fXXUb16daxfvx6TJk3CyZMnsXDhQkRFRWHDhg3o0aMHRo0a5epGfutTK51Oh/bt23vsgt2xY0e8//772L59Ox555BEAjqfEffr0QevWraHT6fDLL7+gV69ervfuuecehIeHAwCeeOIJfPrppxg/fjzeeustXLt2Da+99hpatWqFw4cPo3z58vme1263o2/fvti/fz+mT5+Oe+65B3v27HEbY3m7Bx98EIMGDcKoUaPw559/YsqUKQAcX8IBRw+JTp06oWPHjq5Gh7NrZ1JSEu69917o9Xq8+uqrqFWrFvbs2YOZM2fizJkzri66GRkZ6NKlCy5evIjZs2cjOjoaP/zwg9dPfz/55BNERUWhZ8+eMJlM+PLLL/Hpp59i2rRprjCXL19G+/btERgYiIULF6J8+fL44osvMG7cOEnnOHnyJAYPHuxq+Bw+fBhvvPEG/vvf/7ryBHA8SR0zZgzat2+PxYsXIzIyEsePH8eRI0dcYbZt24YePXqgefPmWLx4McLDw7Fq1SoMGjQI6enpeX58kVKHXn31Vbz++uvo378/nnvuOYSHh+PIkSOuHwqeeOIJvPHGG/jPf/7j1nX42rVrWLVqFcaNG4fg4GCP+VC7dm20bdsWn3zyCbp37+7K/+rVq6Nz5855wttsNly7dg2TJk1CpUqVkJWVhZ9//hn9+/fHsmXLXF9CC7uenEaOHInevXvjs88+Q1paWr7duWvXro0lS5bg4Ycfxvvvv4/x48cjKSkJgwcPRtu2bT2OW920aROys7O97rUBSL+X7tmzB4MGDcKgQYMwffp0BAcH4+zZs27l6cnIkSMxe/ZsbNy4ET179kRubi6WL1+OUaNGuT3ZL8iZM2fQu3dvV1mWKlUKFy5cwIYNG5CVlYWQkBDY7Xbcf//9+OWXX/DCCy+gVatWOHv2LKZNm4YOHTpg//79bk+IDxw4gL/++gsvv/wyatSoAbPZDEB63QEc946HH34YkydPxmuvvYYffvgBM2fOxPXr1/Hhhx8WmB6p95xVq1Zh7NixePrpp/HOO+9Ar9fj77//RkJCguS8l+L06dMICAhAzZo1XftmzZqFl19+GSNGjMDLL7+MrKwsvP3222jbti327duHmJgYAI4fuoYMGYJu3bph5cqVsNlsmDNnDjp06IAtW7agTZs2bufq378/Hn74YTz55JOuH2LGjBmDFStWYNKkSejatSuOHDmC/v375/lBUGq+Ob3//vuIjo7GO++8g7CwMNSuXVvy/SwhIQGdO3dG9erV8emnnyIkJAQLFy7El19+KTlfs7Oz0atXLzzxxBOYPHkydu/ejZkzZ+Ls2bOubs8TJkzA/fffjy1btrj9WPTTTz/h5MmTeP/99ws8/rZt25CdnY0HHnhAUnykfIe41YIFC9CoUSMsWLAAN27cwHPPPYe+ffuiefPmCAwMxCeffIKzZ89i0qRJGD16dJ4eOYcPH8aUKVMwdepUhIeHY8aMGejfvz+mTJmCLVu2uB7MvPjii+jTpw9Onz7tcy+OBQsWoG7dupg/fz4Ax9CjXr164fTp067vJLcr7LtmfhISEtCqVStUrVoVc+fORYUKFbBx40aMHz8e//77r+szfM6cOZg+fTpefvlltGvXDtnZ2fjvf//r+o7rVKFCBdStWxc//PCD5B8cST5c5skHws8lJSUJAOLhhx+W/Dft27cX7du3d/1727ZtAoDYtm2bW7jTp08LAGLZsmVCCCH+/fdfAUDMnz+/0OPXr1/f7fhOs2fPFnq9XsTHx7vt//bbbwUA8eOPP7r2ARDh4eHi2rVreY4DQEybNs3172XLlgkAYuzYsW7h5syZIwCIS5cuCSGEOHr0qAAgXnzxRbdwK1euFADEsGHDCk2X89xjx44V2dnZIisrS/z111+iZ8+eAoBYsGCBK1y1atXcjjd58mQBQPz2229ux3vqqaeETqcTx44dE0II8c8//+RJ360MBoPo1KmTx3heu3ZN6PV68fjjjwshHGWn0+nEhg0bhBBC3HvvvWLSpElCCCHOnTsnAIgXXnhBCCHEnj17BAAxd+5ct2MmJiYKk8nkCieEEMOGDRPVqlVz/fuHH34QAMSiRYvc/nb27Nl50jVt2jQBQMyZM8ct7NixY0VwcLCw2+2ufWazOd/yeeKJJ0RoaKg4e/as2/533nlHABBHjx4VQgixaNEiAUB89913buHGjBnjdo0XZufOnQKAmDx5shBCCLvdLmrUqCGqVavmFtcXX3xR6HQ6cejQIbe/79q1a556dnv+3S43N1dkZ2eLFStWCIPB4KoPKSkpIiwsTLRp08bt3LerW7euaNKkicjOznbb36dPHxEVFSVyc3OFENLr0KlTp4TBYBBDhgwp8JzOdEVGRgqbzeba99Zbbwm9Xi9Onz5d6N86r4t//vlHLFu2TBiNRnH16lWRk5MjoqKixPTp04UQBV8TTjk5OSI7O1uMGjVKNGnSxO29gv7WmQ9Dhw4t8L3b4//UU0+JoKAgsWfPHtGpUycRGRkpLl68WGganX9nMpnylJ/zvvv2228X+LdS76XOenDjxg2P8bldtWrVRO/evYUQjs+MAQMGCCEcdVyn04nTp0+Lb775Js817Sy/2+N0e324lfMe/H//939u++Pj4wUAsXDhQrd4GQwG1z2zIAXVHWd6Crof6PV6t/vJ7fctqfeccePGiVKlShUaR28MGzZMmM1mkZ2dLbKzs8W///4rFi1aJPR6vXjppZdc4c6dOycCAgLE008/7fb3KSkpokKFCmLgwIFCCEf+VKxYUTRs2NB1H3CGi4yMFK1atXLtc5bpq6++6nbMv/76SwAQzz77rNv+L774Is9nqtR8c17/tWrVEllZWW5hpd7PBg0aJEwmk0hKSnKFycnJEXXr1s23Dt9u2LBhAoB477333Pa/8cYbAoDYtWuXEMKRhzVr1hT333+/W7iePXuKWrVqFXpvfvPNNwUA12eyJ1K/Qzjz7+6773Yr1/nz5wsA4r777nP7+2eeeUYAEMnJya591apVEyaTSZw/f96179ChQwKAiIqKEmlpaa79a9euFQDEunXrXPtu/47pdPvnnTOuDRs2FDk5Oa79+/btEwDEypUrXftuv68IUfB3zdu/uwohRPfu3UXlypXd0imEo54GBwe77g99+vQRjRs3znPM/AwZMkSUL19eUtiSKjk5WQAQ7fULRGfDJ6p7tdcvyHP9kjSa6GJdXMqUKYNatWrh7bffxrx583Dw4EGvZlhcv349GjRogMaNGyMnJ8f16t69e75dvDt16oTSpUtLPv7t3cidXZOcT7Z27NgBABg4cKBbuAEDBiAgQHpng4ULFyIwMBBBQUGoV68edu/ejddeew1jx44t8G+2bt2KmJgY3HvvvW77hw8fDiGE5Cc6OTk52LJli8dwpUuXxt133+3K0x07dsBgMKB169YAgPbt27u6rN0+/nj9+vXQ6XR49NFH3cqpQoUKbsfMT0F57HyKnZ/8yi0zMzNPt6/8rF+/Hh07dkTFihXd4tqzZ0+3+Gzbtg0WiyXPuQYPHuzxHE7OLsTOX4ud3d/Pnj3rVibbtm1D/fr1cffdd/t0roMHD+K+++5D2bJlYTAYEBgYiKFDhyI3NxfHjx8HAOzevRtWqxVjx44tcMbgv//+G//9738xZMgQAHDLn169euHSpUs4duyY2994qkObN29Gbm6ux5kiJ0yYgCtXruCbb74B4OhZsGjRIvTu3durWbsfeughBAUF4YsvvsCPP/6IpKSkQoccfPPNN2jdujVCQ0MREBCAwMBALF26FH/99ZfkcwKOXg1Svfvuu6hfvz46duyI7du34/PPP5c0kdfFixcRERHh04zPUu+lsbGxABz18euvv8aFCxe8PhfguObXrVuHq1evYunSpejYsaPkcmzcuDGCgoLw+OOPY/ny5fnOTL5+/XqUKlUKffv2dUtP48aNUaFChTz3nEaNGiE6OjrPcaTUHaeC7gd2ux07d+4sMD1S7zn33nsvbty4gUceeQTfffddkSxX5ezNEBgYiHLlyuGpp57CoEGD3MaHb9y4ETk5ORg6dKhb/IKDg916Hx07dgwXL17EY4895tYTIDQ0FA8++CD27t3r1p0YyFsvnJ8dznuM08CBA/N8pkrNN6f77rvPreeGN/ezbdu2oXPnzm49nQwGg9c9hm5Pl/Me7ky3Xq/HuHHjsH79epw7dw6AoxfDhg0bCr03+8Lb7xC9evVyK9d69eoBQJ5u3879zvg7NW7cGJUqVcoTrkOHDm5jbp37PQ0xK0zv3r1hMBhc/779c+dOZWZmYsuWLejXrx9CQkLyXDuZmZmuLt333nsvDh8+jLFjx2Ljxo2F9i6MjIzElStX8gytIFIDv28glytXDiEhITh9+rTs59LpdNiyZQu6d++OOXPm4J577kFERATGjx+f7/jK212+fBl//PGH6wPe+bJYLBBC5PkC4e1ssWXLlnX7t7O7jXOSi6tXrwJAnu7BAQEBef62MAMHDkR8fDz279+PY8eO4erVqx7HG169ejXf9FSsWNEtbkWpY8eOOH78OC5evIht27ahadOmrqUr2rdvj4MHDyI5ORnbtm1DQECAqzvd5cuXIYRA+fLl85TV3r17C/2id/XqVQQEBKBMmTJu+wvqkg14LrfCXL58Gd9//32eeNavXx8AXHG9evVqvnGoUKGCx3MAQEpKCr755hvce++9iIiIwI0bN3Djxg3069cPOp3O1Xh2niu/40o517lz59C2bVtcuHAB7733Hn755RfEx8e7xtU488Q5LrOwSUucYxInTZqUJ3+cP+bcXpaeykLKeQGgSZMmaNu2rSve69evx5kzZyR3M3cym80YNGgQPvnkEyxduhRdunRBtWrV8g27evVqDBw4EJUqVcLnn3+OPXv2ID4+HiNHjpQ05vlW3tx7jEYjBg8ejMzMTDRu3Bhdu3aV9HfOyb98IfVe2q5dO6xdu9bVYKpcuTIaNGiAlStXenW+AQMGIDg4GO+++y6+//57r1ZFqFWrFn7++WdERkYiLi4OtWrVQq1atdzG9F2+fBk3btxAUFBQnjQlJSVJ+myQWnecCrsfFHY/lnrPeeyxx1zdWB988EFERkaiefPmbmPqvWUymRAfH4/4+Hh8//336NChA1auXIk333zTLX6A48eR2+P41Vdfud0TgfzzsmLFirDb7bh+/brb/tvDOo9x+70tv89UqflW0Lm8uZ/dyT24sDTkd32MHDkSJpMJixcvBuDoLmwymTx2u61atSoASP7u5u13iNs/g4OCggrdf/s98k7/3ht38h1AiqtXryInJwcffPBBnmvHOczMee1MmTIF77zzDvbu3YuePXuibNmy6Ny5c55x1gAQHBzsmkBW7XQqfgEcg+wLvx+DbDAY0LlzZ/z00084f/68T7OHOr+k3b6ma34NoWrVqrkaA8ePH8fXX3+N6dOnIysry/UBUZBy5crBZDLlGQt26/u3KspfX4GbN+HLly+7/TKak5PjVQM1IiLC61lny5Yt6zZhlpNzAiQ51vrs2LEj5s2bh+3bt2P79u2uDwIArsbwzp07XZN3ORvP5cqVc41Rzm9MT2HjfMqWLYucnBxcu3bN7YPU28mwpCpXrhwaNWrk9gTlVs4vD2XLls134hip8Vq5ciXS09Oxb9++fHs1rFmzBtevX0fp0qVRtmzZfI8r5Vxr165FWloaVq9e7dYQdE6C5+Qcl37+/PkCj+W8pqZMmYL+/fvnG6ZOnToe41TQeT3NeTB+/Hg89NBDOHDgAD788ENER0dLbjzeauTIkfj444/xxx9/4Isvvigw3Oeff44aNWrgq6++crt3eLNWtZM3954jR47g1VdfRWxsLOLj4zFv3jxMnDjR49+VK1cOBw4c8Dpuzr+Vei+9//77cf/998Nms2Hv3r2YPXs2Bg8ejOrVq6Nly5aSzhcSEoKHH34Ys2fPRlhYWIHXU0Hatm2Ltm3bIjc3F/v378cHH3yAZ555BuXLl8fDDz/smhSuoNUWLBaL27/zKx+pdcfp9kmtgJt1tLAfTKXecwDHnBcjRoxAWloadu7ciWnTpqFPnz44fvx4gT/0FEav17t99nTt2hVNmzbFjBkzMGTIEFSpUsVV9t9++22h53CmsaDPJb1en+ded3u+O4+RlJTk8TPVm3zL71ze3M/u5B7s5EzDrddCftdHeHg4hg0bho8//hiTJk3CsmXLMHjwYJQqVarQ43fs2BGBgYFYu3YtnnzySY/xUeI7hK+Cg4PdJtp0KopeFL4oXbo0DAYDHnvssQJ7PzlngA8ICMDEiRMxceJE3LhxAz///DNeeukldO/eHYmJiW5Pz69duwaj0Vhsa2ZTwTgG2Xt+/wQZcHxgCCEwZswYZGVl5Xk/Ozu70LX0nF3l/vjjD7f9npZRiY6Oxssvv4yGDRu6fdEzGo35/vLXp08fnDx5EmXLlkWzZs3yvLzpeumLdu3aAXDM7nmrb7/9VvYuMp07d0ZCQkKeL8QrVqyATqdzdW8uyl9O27VrB4PBgG+//RZHjx51m1UyPDwcjRs3xvLly3HmzBm3iYL69OkDIQQuXLiQbzk1bNiwwHO2b98eQN48vtOZHgu7po4cOYJatWrlG1fnl66OHTsiJSUlzzUtddKWpUuXwmKxYMuWLdi2bZvb6+2334bNZnM13jp27IijR4/i8OHDXp/L+aXw1h8hhBB5ltJp1aoVwsPDsXjx4jwzqDrVqVMHtWvXxuHDh/PNm2bNmuVpeHjSrVs3GAwGLFq0yGPYfv36oWrVqnjuuefw888/+9zlsGXLlhg5ciT69euHfv36FRhOp9MhKCjI7RxJSUl5ZrEGCr6evJWWloaHHnoI1atXx7Zt2zBu3DhMnjwZv/32m8e/rVu3Lq5evZrvF0lPfLmXGo1GtG/fHm+99RYA5DujcWGeeuop9O3bF6+++qrPT74NBgOaN2/u+pXfeT/s06cPrl69itzc3HzTI+WHHKl1x6mg+4Fer3d9VuRH6j3nVmazGT179sTUqVORlZWFo0ePekyPFEajEQsWLEBmZqZrQrzu3bsjICAAJ0+eLLDeA477Q6VKlfDll1+63UPS0tLwf//3f66ZrQvj/Ey5/Yerr7/+Os9nqi/5ditv7mcdO3bEli1b3H4Eyc3NzfO55Mnt6XLew2+fodk50dOAAQNw48YNST1lKlSogNGjR2Pjxo1YsWJFvmFOnjzp+l4m9TtESVC9enUcP37c7cfJq1evYvfu3UV6Hqn38ZCQEHTs2BEHDx5Eo0aN8r128vtRrFSpUhgwYADi4uJw7do11woGTqdOnXJNeEekNn7/BBlwfIFctGgRxo4di6ZNm+Kpp55C/fr1kZ2djYMHD+Kjjz5CgwYN0Ldv33z/vkKFCujSpQtmz56N0qVLo1q1atiyZQtWr17tFu6PP/7AuHHj8NBDD6F27doICgrC1q1b8ccff2Dy5MmucA0bNsSqVavw1VdfoWbNmggODkbDhg3xzDPP4P/+7//Qrl07PPvss2jUqBHsdjvOnTuHTZs24bnnnkPz5s1ly6f69evjkUcewdy5c2EwGNCpUyccPXoUc+fORXh4uKQZWX317LPPYsWKFejduzdee+01VKtWDT/88AMWLlyIp556yjWezmKxoFq1avjuu+/QuXNnlClTBuXKlXN94Q0ICED79u0ljUMOCwvDPffcg7Vr10Kv17vGHzu1b9/eNWvkrR+urVu3xuOPP44RI0Zg//79aNeuHcxmMy5duoRdu3ahYcOGeOqpp/I9Z48ePdC6dWs899xzsFqtaNq0Kfbs2eP6AuBrHjds2BDbt2/H999/j6ioKFgsFtSpUwevvfYaNm/ejFatWmH8+PGoU6cOMjMzcebMGfz4449YvHgxKleujKFDh+Ldd9/F0KFD8cYbb6B27dr48ccfsXHjRo/nPnLkCPbt24ennnoKnTp1yvN+69atMXfuXCxduhTjxo3DM888g08++QS9e/fGzJkzXbNY//e///V4rq5duyIoKAiPPPIIXnjhBWRmZmLRokV5ujqGhoZi7ty5GD16NLp06YIxY8agfPny+Pvvv3H48GHXLLz/+c9/0LNnT3Tv3h3Dhw9HpUqVcO3aNfz11184cOCAa4ywVNWrV8dLL72E119/HRkZGa7luRISEvDvv/+6ltsBHI2huLg4vPjiizCbzT4vowbArQt7QZxL/4wdOxYDBgxAYmIiXn/9dURFReHEiRNuYQu6nrz15JNP4ty5c9i3bx/MZjPmzp2LPXv24OGHH8bBgwcLfYrUoUMHCCHw22+/oVu3bnne//PPP/Htt9/m2R8bGyv5Xvrqq6/i/Pnz6Ny5MypXrowbN27gvffeQ2BgoOvHLKkaN26MtWvXevU3ALB48WJs3boVvXv3RtWqVZGZmel68u2c+ffhhx/GF198gV69emHChAm49957ERgYiPPnz2Pbtm24//77C/1xBJBed5zKli2Lp556CufOnUN0dDR+/PFHLFmyBE899ZSr+2t+pN5zxowZA5PJhNatWyMqKgpJSUmYPXs2wsPDXWPDAbgtTeOL9u3bo1evXli2bBkmT56MGjVq4LXXXsPUqVNx6tQp9OjRA6VLl8bly5dd16lzbfE5c+ZgyJAh6NOnD5544gnYbDa8/fbbuHHjhlu37YLUq1cPjz76KObPn4/AwEB06dIFR44ccc087Uu+FUbq/ezll1/GunXr0KlTJ7z66qsICQnBggUL8iyBVpigoCDMnTsXqampiI2Ndc1i3bNnzzyze0dHR6NHjx746aef0KZNmzzzTxRk3rx5OHXqFIYPH46NGzeiX79+KF++PP79919s3rwZy5Ytw6pVq9CoUSPJ3yFKgsceewz/+c9/8Oijj2LMmDG4evUq5syZU+RP+Ar6rpmf9957D23atEHbtm3x1FNPoXr16khJScHff/+N77//3jWGu2/fvmjQoAGaNWvmWr5z/vz5qFatmttKJXa7Hfv27fNquAlRiaLI1GAKOXTokBg2bJioWrWqCAoKEmazWTRp0kS8+uqr4sqVK65w+c0weOnSJTFgwABRpkwZER4eLh599FGxf/9+t5kAL1++LIYPHy7q1q0rzGazCA0NFY0aNRLvvvuu2wyEZ86cEd26dRMWi0UAcJu1MDU1Vbz88suiTp06IigoSISHh4uGDRuKZ5991m3GSQAiLi4u33SigFmsb5/RNb/ZuTMzM8XEiRNFZGSkCA4OFi1atBB79uwR4eHheWbiLOjcBcXrVrfPYi2EEGfPnhWDBw8WZcuWFYGBgaJOnTri7bffdptpUgghfv75Z9GkSRNhNBrzzAQKIN9ZGwvywgsvCACiWbNmed5zzj4ZFBTkNiul0yeffCKaN28uzGazMJlMolatWmLo0KFi//79rjD5zcJ87do1MWLECFGqVCkREhIiunbtKvbu3ZtnVtBbZyu+VX6zBR86dEi0bt1ahISE5MmDf/75R4wfP17UqFFDBAYGijJlyoimTZuKqVOnitTUVFe48+fPiwcffFCEhoYKi8UiHnzwQbF7926Ps1g7Z/ksbBZe5wyjv//+uxBCiISEBNG1a1cRHBwsypQpI0aNGiW+++67fGexrl69utuxvv/+e3H33XeL4OBgUalSJfH888+Ln376Kd+Z5n/88UfRvn17YTabRUhIiIiJiRFvvfWWW5jDhw+LgQMHisjISBEYGCgqVKggOnXqJBYvXpwnz6XUISGEWLFihYiNjRXBwcEiNDRUNGnSJN88PHPmjAAgnnzyyQLz7nYFXRe3y28m6jfffFNUr15dGI1GUa9ePbFkyZJ8Zz8t6HoqKB9ufc95XS5ZsiTfa+fvv/8WYWFh4oEHHig0/rm5uaJ69ep5Zg53zsBa0Mt5Pin30vXr14uePXuKSpUqiaCgIBEZGSl69eolfvnll0LjJoT7LNYFkTKL9Z49e0S/fv1EtWrVhNFoFGXLlhXt27d3m/VWCCGys7PFO++847r2Q0NDRd26dcUTTzwhTpw4ISleUutO+/btRf369cX27dtFs2bNhNFoFFFRUeKll17KM0Py7Z83Qki75yxfvlx07NhRlC9fXgQFBYmKFSuKgQMHij/++MPtWOXKlRMtWrQoNJ+FuDmLdX7+/PNPodfrxYgRI1z71q5dKzp27CjCwsKE0WgU1apVEwMGDBA///yz29+uXbtWNG/eXAQHBwuz2Sw6d+4sfv31V7cwhdVJm80mnnvuuTyfqfl9BkrJN0+zuEu5nwkhxK+//ipatGghjEajqFChgnj++efFRx99JHkWa7PZLP744w/RoUMHYTKZRJkyZcRTTz3l9plyq08//VQAEKtWrSr02LfLyckRy5cvF506dRJlypQRAQEBIiIiQvTs2VN8+eWXbt8PpHyHKCj/nPfyb775xm1/fve8gupYft9/Cjrf8uXLRb169URwcLCIiYkRX331VYGzWOdX1rfXu/zu4wV918xvFmvn/pEjR4pKlSqJwMBAERERIVq1aiVmzpzpCjN37lzRqlUrUa5cOREUFCSqVq0qRo0aJc6cOeN2rC1btrh95quVcxbrTvqFopthmepenfQLBQARHR0t6tWrJz788EOls1Q1dEIU0P+Q6H92796N1q1b44svvvBqVmOSzrne5q+//opWrVopHZ0So1+/fkhMTMx3AhB/8MEHH2D8+PE4cuSIazIeumnu3Ll44403cOHCBZ/XECX1SkhIQP369bF+/fo8swuTujhn/j5z5ky+66aTf3nsscdw6tQp/Prrr0pH5Y5YrVaEh4ejk34hAnTq+wzKERnYah+L5ORkjkH2kia6WJN0mzdvxp49e9C0aVOYTCYcPnwYb775JmrXru31xDOUv5UrV+LChQto2LAh9Ho99u7di7fffhvt2rVj4/h/zp07h927d2Pbtm147LHHlI5OkTt48CBOnz6N1157Dffffz8bxwWIi4vDhx9+iAULFmDSpElKR4eK2bZt29CyZUs2jlXKZrPhwIED2LdvH9asWYN58+axcawBJ0+exFdffSV5eU6ikogNZHITFhaGTZs2Yf78+UhJSUG5cuXQs2dPzJ492+eJZ8idxWLBqlWrMHPmTKSlpSEqKgrDhw93TSJDwCeffIL58+ejU6dOmDZtmtLRKXL9+vVDUlIS2rZt63F2ey0LDg7GZ5995vWEWeQf4uLiPK4pTiXXpUuX0KpVK4SFheGJJ57A008/rXSUqBicO3cOH374YZ6x6ERqwi7WREREREREt3B2se6i4i7WP9vHIjo62jUxKH90lIZPkImIiIiIiPwQ10H2nibWQSYiIiIiIiLyhA1kIiIiIiKifOlU+R+gAwDExsYiJiYGCxYsUDYbVYRdrImIiIiIiPwQu1h7z+8byHa7HRcvXoTFYoFOp1M6OkREREREmiCEQEpKCipWrAi9nh1XSR38voF88eJFVKlSReloEBERERFpUmJiIipXrqx0NIgk8fsGssViAeComOxeUPysVqBKFSAxEWD2E8mL9U0dWE7K0kL+y5HGG7ZGksKVMv5RrMcqalLjVlIpkWeFsVqtqFKliuv7uBrpoYMe6uuFqr9lDDKXefKO3zeQnd2qw8LC2EBWQHAwsGQJEBkJBAUpHRsi/8b6pg4sJ2VpIf/lSKPdJq17bJjR83etojxWUZMat5JKiTyTgsMclcMxyN7z+wYyKSsoCBg9WulYEGkD65s6sJyUpYX810IaiYjkou6fyajES00F6td3bIlIXqxv6sByUpYW8l8LaSQikgsbyCQrux1ISHBsiUherG/qwHJSlhbyXwtpJCouOqHeF8B1kH3BLtZERERERER+iGOQvccnyERERERERERgA5lkFhICbNjg2BKRvFjf1IHlpCwt5L8W0khEJBd2sSZZBQQA3bsrHQsibWB9UweWk7K0kP9ypDHQGigtYITnIKWMp+4sMjIqyXErKrZTtSWFM9Y8IXNM1IHrIGsPnyCTrKxWICzMsSUiebG+qQPLSVlayH8tpJGIpImPj0dCQgIbx15gA5lkl5KidAyItIP1TR1YTsrSQv5rIY1ERHJgA5mIiIiIiCgfehW/AC7z5AuOQSYiIiIiIvJDXObJe3yCTLIym4EjRxxbIpIX65s6sJyUpYX810IaiYjkwgYyyUqvB6pUcWyJSF6sb+rAclKWFvJfC2kkIpILb50kq5QUIDyck4UQFQfWN3VgOSlLC/mvhTQSFRediv8DOAbZFxyDTERERERE5Ic4Btl7bCATEREREWmEseYJSeFsp2oX2bGI1IRdrImIiIiIiIjABjLJzGIBkpMdWyKSF+ubOrCclKWF/NdCGomKi9JrGXMd5OLHBjLJym4HEhMdWyKSF+ubOrCclKWF/NdCGolImvj4eCQkJCAuLk7pqKgGG8gkq7Q0oEEDx5aI5MX6pg4sJ2VpIf+1kEYiIrmwgUxEREREREQENpCJiIiIiIjy5RjPq1Phy4FjkL3HZZ5IdpwkhKj4sL6pA8tJWVrIfy2kkYg84zrI3mMDmWQVFgZYrUrHgkgbWN/UgeWkLC3kvxbSSEQkF3axJlnl5AAbNzq2RCQv1jd1YDkpSwv5r4U0EhHJhU+QSVbp6UCPHo71GNm7g0herG/qwHJSlhbyX440miOOSQpnO1XbYxhjzRN3Gh0qBiwnB50AdEpHwgc64djGxsbCYDAgLi6OSz1JxAYyERERERGRH+IYZO+xizURERERERER2EAmmen1QEyMY0tE8mJ9UweWk7K0kP9aSCNRcdGr+AVwmSdfsIs1ySo0FDh6VOlYEGkD65s6sJyUpYX810IaiUgadrH2Hn9bJFllZQEff+zYEpG8WN/UgeWkLC3kvxbSSEQkFzaQSVaZmcCYMY4tEcmL9U0dWE7K0kL+ayGNRERyYQOZiIiIiIgoHzoV/wdwDLIvOAaZiIiIiIjID3EMsvfYQCZZGQxAt26OLRHJi/VNHVhOytJC/suRxhu2mpLClap5ymMY26nako6VUSlXUriiFGgN9BgmOyxb0rFMFzwXQI5FWmdOc8QxSeGKm6frwmqzF1NMiIoOG8gkK7MZ2LhR6VgQaQPrmzqwnJSlhfzXQhqJiOTCMcgkK5sNmD7dsSUiebG+qQPLSVlayH8tpJGouCi9ljHXQS5+OiGEUDoScrJarQgPD0dycjL73yvAagXCw4HkZIDZTyQv1jd1YDkpSwv5L0caJXexNrKLtRO7WANWqx3VIs+q8nu4sw0xEEsQqAtROjpeyxbp+BpjVJn3SuMTZCIiIiIiIiKwgUxEREREREQEgA1kkllgIDBqlGNLRPJifVMHlpOytJD/WkgjUfFRejVjX9dA5jrIvuIs1iQrkwn4+GOlY0GkDaxv6sByUpYW8l8LaSQiabgOsvf4BJlklZEBjB7t2BKRvFjf1IHlpCwt5L8W0khEJBc2kElW2dnA0qWOLRHJi/VNHVhOytJC/mshjUTFRemlmrjMU/FjF2siIhml/VNHUriSuoQHEREgbckiALhRyfNyUGHnjZKOFXje89fUjHp2Sccy/VV0z4RMkBZ/cdHiMYzx4X2SjsXPEvIVu1h7j0+QiYiIiIiIiMAGMsnMaASmTXNsiUherG/qwHJSlhbyXwtpJCKSCxvIJCujEZg+nR/SRMWB9U0dWE7K0kL+ayGNRMVF6XHEHINc/NhAJlmlpQHduzu2RCQv1jd1YDkpSwv5r4U0EpE08fHxSEhIQFxcnNJRUQ02kElWubnApk2OLRHJi/VNHVhOytJC/mshjUREcmEDmYiIiIiIiAhsIBMREREREeVLBx10QoUv6ABwDLIvuA4yySo4GFiyxLElInmxvqkDy0lZWsh/LaSRiKThOsjeYwOZZBUUBIwerXQsiLSB9U0dWE7K0kL+ayGNRERyUbSBXL16dZw9ezbP/rFjx2LBggUQQmDGjBn46KOPcP36dTRv3hwLFixA/fr1FYgt+SI1FWjeHPjtNyA0tPCwN2w1PR6vlPFUEcWMqHiY/pI4kiXizs/lTX0j5bCclKWF/JcjjYHnpX1lzKjkeWawtF9qSTpWgDnTc6B6iZKOBWuQpGBXNjfwGCZieLykYxke3ucxTO6qeyUdK+Beu6RwRfFZQqR1io5Bjo+Px6VLl1yvzZs3AwAeeughAMCcOXMwb948fPjhh4iPj0eFChXQtWtXpKSkKBlt8oLdDiQkOLZEJC/WN3VgOSlLC/mvhTQSFRel1zLmOsjFT9EnyBER7j9zvfnmm6hVqxbat28PIQTmz5+PqVOnon///gCA5cuXo3z58vjyyy/xxBNPKBFlIiIiIiIiVeAYZO+VmFmss7Ky8Pnnn2PkyJHQ6XQ4ffo0kpKS0K1bN1cYo9GI9u3bY/fu3QrGlIiIiIiIiPxRiWkgr127Fjdu3MDw4cMBAElJSQCA8uXLu4UrX76867382Gw2WK1WtxcpJyQE2LDBsSUiebG+qQPLSVlayH8tpJGouOhU/AKkdbGePXs2YmNjYbFYEBkZiQceeADHjh1zCzN8+HDodDq3V4sWLSTn46pVq6DT6fDAAw+47Z8+fXqe41aoUEHyceVQYmaxXrp0KXr27ImKFSu67dfpdG7/FkLk2Xer2bNnY8aMGbLEkbwXEAB07650LIi0gfVNHVhOytJC/mshjUQkjZQu1jt27EBcXBxiY2ORk5ODqVOnolu3bkhISIDZbHaF69GjB5YtW+b6d1CQtMnvzp49i0mTJqFt27b5vl+/fn38/PPPrn8bDAZJx5VLiXiCfPbsWfz8888YfcuaBM5fDm5/WnzlypU8T5VvNWXKFCQnJ7teiYkSZzckWVitQFiYY0tE8mJ9UweWk7K0kP9aSCMRFZ0NGzZg+PDhqF+/Pu6++24sW7YM586dw++//+4Wzmg0okKFCq5XmTJlPB47NzcXQ4YMwYwZM1CzZv4r1gQEBLgd9/Z5qopbiWggL1u2DJGRkejdu7drX40aNVChQgXXzNaAY5zyjh070KpVqwKPZTQaERYW5vYiZXHScaLiw/qmDiwnZWkh/7WQRiLy7PahpzabzePfJCcnA0CeBvD27dsRGRmJ6OhojBkzBleuXPF4rNdeew0REREYNWpUgWFOnDiBihUrokaNGnj44Ydx6pSyy7oq3kC22+1YtmwZhg0bhoCAmz2+dTodnnnmGcyaNQtr1qzBkSNHMHz4cISEhGDw4MEKxpiIiIiIiLRA6aWa7nSZpypVqiA8PNz1mj17dqHpFUJg4sSJaNOmDRo0uLkueM+ePfHFF19g69atmDt3LuLj49GpU6dCG9y//vorli5diiVLlhQYpnnz5lixYgU2btyIJUuWICkpCa1atcLVq1cLjaecFB+D/PPPP+PcuXMYOXJknvdeeOEFZGRkYOzYsbh+/TqaN2+OTZs2wWKxKBBTklspo7K/FhHJwdrc8y+1AFBK3mgQERWLQGugxzDBvY5LOpYuxfM4xAxJRwKyY9IlhYvEEY9h9E2kxT/3YLTHMLqK0sZaZlTKlRTOKCkUaUliYqJbj1qjsfCrZNy4cfjjjz+wa9cut/2DBg1y/X+DBg3QrFkzVKtWDT/88INrSd5bpaSk4NFHH8WSJUtQrly5As/Xs2dP1/83bNgQLVu2RK1atbB8+XJMnDjRY/rkoHgDuVu3bhBC5PueTqfD9OnTMX369OKNFBUZsxk4csSxJSJ5sb6pA8tJWVrIfy2kkYik8WbI6dNPP41169Zh586dqFy5cqFho6KiUK1aNZw4cSLf90+ePIkzZ86gb9++rn12ux2AY8zxsWPHUKtWrTx/Zzab0bBhwwKPWxwUbyCTf9PrgSpVHFsikhfrmzqwnJSlhfzXQhqJqOgIIfD0009jzZo12L59O2rUqOHxb65evYrExERERUXl+37dunXx559/uu17+eWXkZKSgvfeew9VqlTJ9+9sNhv++uuvAme8Lg68dZKsUlKA8HBOFkJUHFjf1IHlpCwt5L8W0khUXHQq/g+Qtg5yXFwcPv/8c3z55ZewWCxISkpCUlISMjIcgxhSU1MxadIk7NmzB2fOnMH27dvRt29flCtXDv369XMdZ+jQoZgyZQoAIDg4GA0aNHB7lSpVChaLBQ0aNHAtETVp0iTs2LEDp0+fxm+//YYBAwbAarVi2LBhchWpR3yCTERERERE5IekrIO8aNEiAECHDh3c9i9btgzDhw+HwWDAn3/+iRUrVuDGjRuIiopCx44d8dVXX7nNDXXu3Dnovey6cv78eTzyyCP4999/ERERgRYtWmDv3r2oVq2aV8cpSmwgExERERERaVRB80E5mUwmbNy40eNxtm/fXuj7n376aZ59q1at8njc4sYu1kRERERERERgA5lkZrEAycmOLRHJi/VNHVhOytJC/mshjUTFRem1jO90HWQpY5DJHRvIJCu7HUhMdGyJSF6sb+rAclKWFvJfC2kkImni4+ORkJCAuLg4paOiGmwgk6zS0oAGDRxbIpIX65s6sJyUpYX810IaiYjkwkm6iIhkZFxUU1rAZ2SNBhFu2KRdi6WMp2SOCamRuCixv3a9ZI9Bdk8YIulQ1eqe8Rim/ORdko4VmBAiKZy+z2GPYezr75Z0rH82x3oME/ngAUnHCrQGSgqHCGnBiKhgfIJMRERERESUD52KXwDHIPuCT5BJdpwkhKj4sL6pA8tJWVrIfy2kkYg8k7IOMrljA5lkFRYGWK1Kx4JIG1jf1IHlpCwt5L8W0khEJBd2sSZZ5eQAGzc6tkQkL9Y3dWA5KUsL+a+FNBIVF6WXauIyT8WPT5BJVunpQI8ejvUY2buDSF6sb+rAclKWFvJfC2kkImnYxdp7fIJMREREREREBDaQiYiIiIiIiACwgUwy0+uBmBjHlojkxfqmDiwnZWkh/7WQRqLiooPyY4l9eXGZJ9/phBBC6UjIyWq1Ijw8HMnJyex/T0TF7oatpqRwpYynZI4JEZHv0v6pIylcdli2xzBhmyWuQRWW5TFIRj27pEOZI45JCmdff7fHMNkx6ZKOFZgQ4jmQhDQCgLW5TVK4kvZZoubv4c64P4FPYISEsixhbEjHfzBSlXmvNP62SLLKygI+/tixJSJ5sb6pA8tJWVrIfy2kkYhILmwgk6wyM4ExYxxbIpIX65s6sJyUpYX810IaiYjkwgYyERERERFRPnQqfgEcg+wLroNMRERERETkh7gOsvf4BJlkZTAA3bo5tkQkL9Y3dWA5KUsL+a+FNBIRyYVPkElWZjOwcaPSsSDSBtY3dWA5KUsL+a+FNBIRyYVPkElWNhswfbpjS0TyYn1TB5aTsrSQ/1pII1FxUXo94zt5ARyD7As2kElWNhswYwY/pImKA+ubOrCclKWF/NdCGolImvj4eCQkJCAuLk7pqKgGG8hERERERERE4BhkIiJZlTKeUjoKRER3LDssW1I4Kfe83ErRko6VWVnnMYw54pikY6X9U0dSuIAYu8cwORZpz5dymnMhan+gA6DzfCmWODrh2MbGxsJgMCAuLo5PkSViA5lkFRgIjBrl2BKRvFjf1IHlpCwt5L8W0khE0nCZJ++xgUyyMpmAjz9WOhZE2sD6pg4sJ2VpIf+1kEYiIrlwDDLJKiMDGD3asSUiebG+qQPLSVlayH8tpJGISC5sIJOssrOBpUsdWyKSF+ubOrCclKWF/NdCGomKi9JLNXGZp+LHLtZERERERER+iGOQvccnyERERERERERgA5lkZjQC06Y5tkQkL9Y3dWA5KUsL+a+FNBIRyYUNZJKV0QhMn84PaaLiwPqmDiwnZWkh/7WQRqLiolPxC+AYZF+wgUyySksDund3bIlIXqxv6sByUpYW8l8LaSQiaeLj45GQkIC4uDilo6IanKSLZJWbC2za5NgSaZF9Zz1J4fTt/rrjc7G+qQPLSVlayH850hi22SIpXFrzOh7DnH69l6RjNVg93/P5/vF8PgAw/SXtmdD5z1t5DFP50b2SjmU7UMljGOM9FyQdK7u5pGBEVAT4BJmIiIiIiIgIbCATERERERHlS+m1jLkOcvFjF2uSVXAwsGSJY0tE8mJ9UweWk7K0kP9aSCMRScN1kL3HBjLJKigIGD1a6VgQaQPrmzqwnJSlhfzXQhqJiOTCLtYkq9RUoH59x5aI5MX6pg4sJ2VpIf+1kEai4qL0Uk1c5qn48QkyycpuBxISHFsikhfrmzqwnJSlhfzXQhqJSBp2sfYenyATERERERERgQ1kIiIiIiIiIgDsYk0yCwkBNmxwbD3JPRjtMYyhyfEiiJU87Ovv9hhG3+dwMcSEShJx0VJs5/KmvpFyWE7ubthqSgpXyniqSM6nhfyXI40i1SgpXHZYiscwDVbPl3SsI/2f8Rim3itC0rFgDZIU7Ox/q3sMU8nyq6Rj5aR5nkZcWq4CpgsGaQGlVaci46n+Wm3q7+ev1zleaqMHAOEYg2wwGBAXF4e4uDilo6UKbCCTrAICgO7dlY4FkTawvqkDy0lZWsh/LaSRiKThGGTvsYs1ycpqBcLCHFsikhfrmzqwnJSlhfzXQhqJiOTCBjLJLsVzbysiKiKsb+rAclKWFvJfC2kkIpIDG8hERERERET5UHotY66DXPw4BpmIiIiIiMgPcQyy9/gEmWRlNgNHjji2RCQv1jd1YDkpSwv5r4U0EhHJhQ1kkpVeD1Sp4tgSkbxY39SB5aQsLeS/FtJIRCQX3jpJVikpQHg4JwshKg6sb+rAclKWFvJfC2kkKi7OdZDV+AI4BtkXHINMRERERETkhzgG2XtsIFOJYWhyXOko3BF9n8NKR4FKoJR+/0oKV0reaBDhhq2mpHCljKdkjomy5yPfSL6XSShPqddijf8EegxjiJD23eFGjLRz3tP8S49hMl3zAxcud1KCxzBSl6qWWk9sp2p7DGOseULiWT3zFC+90QogvMjOR1Qc2MWaiIiIiIiICGwgk8wsFiA52bElInmxvqkDy0lZWsh/LaSRqLgovZYx10Eufmwgk6zsdiAx0bElInmxvqkDy0lZWsh/LaSRiKSJj49HQkIC4uLilI6KarCBTLJKSwMaNHBsiUherG/qwHJSlhbyXwtpJCKSCxvIRERERERE+dCVgOWafHnpuMyTzziLNRERERERkR/iMk/e4xNkkh0nCSEqPqxv6sByUpYW8l8LaSQikgOfIJOswsIAq9RF/ojojrC+qQPLSVlayH8tpJGISC5sIJOscnKALVuAzp2BAA9X2w1bTY/H87QgvZLUHn+ShyVB4m22yZ2fy5v6RspR6r5YlPcfKfGSSmq8iuqcOTkG/L7rhF/XE2+usbR/6kg6ZqmIoisny5pyko6lC7V5Pl9XaddFoDVQUrjgLeEew+gqpkg6lglGj2GyK+dIOtaNStLSWaqm53KSWuZSZIdlF/q+1ab+qdR1ENBBKB0NrznjHBsbC4PBgLi4OM5kLZGffjRQSZGeDvTo4ViPkcMfiOTF+qYOLCdlpaeb/D7/eY0RkRPHIHuPY5CJiIiIiIiIwAYyEREREREREQA2kElmej0QE+PYEpG8WN/UgeWkLL3e7vf5z2uMqOgovZ7xnbwAroPsC45BJlmFhgJHjyodCyJtYH1TB5aTskJD0/0+/3mNEZETxyB7j78tkqyysoCPP3ZsiUherG/qwHJSVlZWoN/nP68xIiLfsYFMssrMBMaMcWyJSF6sb+rAclJWZqbR7/Of1xgRke/YQCYiIiIiIsqHTsUvgGOQfcExyERERERERH6IY5C9xwYyycpgALp1c2w9KWU8JX+EZKT2+JM8DE2OF9+5vKhvpBx/uC8qEa+iOmdgiP/XE+c1lpJTH3ZbRqFhS0VIy9e0f+pICifpeA9LOpS080kNGCExXBHGTQpjEYeTwhxxrAiPVji90QogvNjOR1QU2EAmWZnNwMaNSseCSBtY39SB5aQsLeS/M403PDSOicgzvU5ArxNKR8NrejjiHBsbC4PBgLi4OMTFxSkcK3XgGGSSlc0GTJ/u2BKRvFjf1IHlpCwt5P/NNAYpHRUiUlh8fDwSEhLYOPYCG8gkK5sNmDHDv7+IEJUUrG/qwHJSlhby/2Ya2UAmIvIWG8hEREREREREYAOZiIiIiIgoXzqdel8Al3nyBSfpIlkFBgKjRjm2RCQv1jd1YDkpSwv5fzON2UpHhYgUxmWevMcGMsnKZAI+/ljpWBBpA+ubOrCclKWF/Hem8YY/D7QmIpIJu1iTrDIygNGjHVsikhfrmzqwnJSlhfy/mcaiXD2XiEgb2EAmWWVnA0uXOrZEJC/WN3VgOSlLC/l/M41+3I+cqJgoPY6YY5CLn+JdrC9cuIAXX3wRP/30EzIyMhAdHY2lS5eiadOmAAAhBGbMmIGPPvoI169fR/PmzbFgwQLUr19f4ZgTERERlVyljH8gzMND5Bu2mtKOFXGqCGJERMWNY5C9p+gT5OvXr6N169YIDAzETz/9hISEBMydOxelSpVyhZkzZw7mzZuHDz/8EPHx8ahQoQK6du2KlJQU5SJOREREREREfkfRJ8hvvfUWqlSpgmXLlrn2Va9e3fX/QgjMnz8fU6dORf/+/QEAy5cvR/ny5fHll1/iiSeeKO4ok5eMRmDaNMeWiOTF+qYOLCdlaSH/tZBGIiK5KPoEed26dWjWrBkeeughREZGokmTJliyZInr/dOnTyMpKQndunVz7TMajWjfvj12796tRJTJS0YjMH06P6SJigPrmzqwnJSlhfzXQhqJioteJ1T7AjgG2ReKNpBPnTqFRYsWoXbt2ti4cSOefPJJjB8/HitWrAAAJCUlAQDKly/v9nfly5d3vXc7m80Gq9Xq9iLlpKUB3bs7tkQkL9Y3dWA5KUsL+a+FNBKRNPHx8UhISEBcXJzSUVENRbtY2+12NGvWDLNmzQIANGnSBEePHsWiRYswdOhQVzidcxq2/xFC5NnnNHv2bMyYMUO+SJNXcnOBTZscWyKSF+ubOrCclKWF/NdCGomI5KLoE+SoqCjExMS47atXrx7OnTsHAKhQoQIA5HlafOXKlTxPlZ2mTJmC5ORk1ysxMVGGmBMRERERkb9Teqmm4ljmafbs2YiNjYXFYkFkZCQeeOABHDt2zPV+dnY2XnzxRTRs2BBmsxkVK1bE0KFDcfHixULzbvXq1WjWrBlKlSoFs9mMxo0b47PPPnMLk5OTg5dffhk1atSAyWRCzZo18dprr8Fut/teaHdI0SfIrVu3dst8ADh+/DiqVasGAKhRowYqVKiAzZs3o0mTJgCArKws7NixA2+99Va+xzQajTBy0A0REREREWmclGWeduzYgbi4OMTGxiInJwdTp05Ft27dkJCQALPZjPT0dBw4cACvvPIK7r77bly/fh3PPPMM7rvvPuzfv7/A45YpUwZTp05F3bp1ERQUhPXr12PEiBGIjIxE9+7dATgmbV68eDGWL1+O+vXrY//+/RgxYgTCw8MxYcKEIs0LqRRtID/77LNo1aoVZs2ahYEDB2Lfvn346KOP8NFHHwFwdK1+5plnMGvWLNSuXRu1a9fGrFmzEBISgsGDBysZdZIoOBhYssSxJSJ5sb6pA8tJWVrIfy2kkYiKzoYNG9z+vWzZMkRGRuL3339Hu3btEB4ejs2bN7uF+eCDD3Dvvffi3LlzqFq1ar7H7dChg9u/J0yYgOXLl2PXrl2uBvKePXtw//33o3fv3gAcKxqtXLmy0Ia33BRtIMfGxmLNmjWYMmUKXnvtNdSoUQPz58/HkCFDXGFeeOEFZGRkYOzYsbh+/TqaN2+OTZs2wWKxeHWuW+fqCgwETCYgIwPIzr6532h0vNLS3MftBAcDQUFAaipw69P+kBAgIMD92ABgNgN6PXD7Us0Wi+Pvb580IywMyMkB0tNv7tPrgdBQICsLyMy8ud9gcBzfZnO8SnqaMjOBgQMd26yswtN07XwD2LKCbqYpIAcmkw0ZGUZk5zguVXO5A4qnyR/LiWnynzQ98ogjLv6UJpaTOtKkpnJ64JHaSEo23ZImO0JD05GVFYjMzJu90ILT9DCbM2CzBXr8fAIAY1AWjMZspKWZkGu/OYot2JiFoKBspKaGwC5uzqESYspEQEAurClm9zSFZECvtyMl1X2/JTQNdrseCPkrT5puL6eHH3bko6dy0uOUI00lsJz88drTWpo4V67ybp+wWEpv2+TkZACOJ8CFhdHpdChVqpSkeAghsHXrVhw7dsytJ3CbNm2wePFiHD9+HNHR0Th8+DB27dqF+fPnSzquLISfS05OFgAEkCwAIQAhRo1yvDdqlHDtA4SYNs2xv1s39/1Lljj2x8S479+wwbHfYnHff+SIEMnJ7vsAx74jR9z3WSyOY2zY4L4/Jsaxf8kS9/3dujn2T5vmvt8f0jRl0vtu+4cN+VqkXokWw4Z8rdo0+WM5MU0lO01msxApKf6VJpaTOtKklnJKSRGicpVEt/116x0T1zNriPcWvui2v3OHnSL1SrTkz6cpk94XqVeiRecOO932fzjvJZF6JVrUrXPcbf/aVSNF6pVoYQlNcdu/b2cvcfFkkzxpuniyidi3s5ekcjIaHWlVazn547WnzTQ5vocnJycLtXG2Id4IWSLmmr9Q3euNkCXC0QZyf01zXiwFsNvtom/fvqJNmzYFhsnIyBBNmzYVQ4YM8ZiPN27cEGazWQQEBAij0SiWLl2a53yTJ08WOp1OBAQECJ1OJ2bNmiWpjOSiE0II5Zrn8rNarQgPD0diYrKr/73afn1T8y+KSUlAlSpAYiJQqhSfIJfUcmKa/CNNVqujviUnO+LpD2kCWE5qSBOgnnICgPBw4MjJlrBY0v6XJv96gnzrNRYcrM5y8sdrT4tpunLFiipVwpGcnOxxHGxJ42xDvBGyBMG6EKWj47VMkY6p6WOQmJjolveeniDHxcXhhx9+wK5du1C5cuU872dnZ+Ohhx7CuXPnsH37do/larfbcerUKaSmpmLLli14/fXXsXbtWlf361WrVuH555/H22+/jfr16+PQoUN45plnMG/ePAwbNsy3xN8hzTSQ1Vgx/YHV6vgikpzsuIkWJu2fOh6PZ4445jEMkVZ5U99IOSwnZTnz/+yVRggLSy00bKA1sJhi5R1Pn4W8xqikUPP3cH9pIHuT908//TTWrl2LnTt3okaNGnnez87OxsCBA3Hq1Cls3boVZcuW9Tpeo0ePRmJiIjZu3AgAqFKlCiZPnuy2TvPMmTPx+eef47///a/Xxy8Kio5BJiIiIiIiIuUIIfD0009jzZo12L59e6GN4xMnTmDbtm0+NY6d57Ld0i0iPT0der37ysMGg0G7yzyR/wsJATZscGyJSF6sb+rAclJWSAjw7ffDEBKSoXRUZMNrjKjo6HQCOp36Otzq4IhzbGwsDAYD4uLi3J7S3iouLg5ffvklvvvuO1gsFiQlJQEAwsPDYTKZkJOTgwEDBuDAgQNYv349cnNzXWHKlCmDoCDHEJShQ4eiUqVKmD17NgDH+srNmjVDrVq1kJWVhR9//BErVqzAokWLXOfu27cv3njjDVStWhX169fHwYMHMW/ePIwcOVK2vPGEXaypxGAXayIiKg43bDUlhVNrF2uikkLN38OdcZ9l/ki1XaxfSntcUt7rdLp89y9btgzDhw/HmTNn8n2qDADbtm1zjSfu0KEDqlevjk8//RQA8PLLL+Orr77C+fPnYTKZULduXUyYMAGDBg1y/X1KSgpeeeUVrFmzBleuXEHFihXxyCOP4NVXX3U1vIsbG8gkK6sVqFwZOH+eY5CJ5OZNfSPlsJyU5cj/FBw52dqvxyDzGqOSQM3fw7XUQCZ3es9BiO7M7TMhEpF8WN/UgeWkrJQUi9JRkB2vMSIi37CBTERERERElA+dTr0vwDEGOSYmBgsWLFA2I1WEk3QRERERlRBShhJ5GpKUlmIGcKCIYkREahYfH88u1l7iE2SSldkMHDni2BKRvFjf1IHlpCyzGdh9oDvM5nSloyIbc0gG9u3szWuMiMgHbCCTrPR6oEoVx5aI5MX6pg4sJ2Xp9UClypeg1yu3xqbc9Ho7Kle6xGuMiMgHvHWSrFJSgPBwThZCVBxY39SB5aSslBSgWuQfSEkJVToqsklJNaNirQO8xoiKgF4H6HVChS9H/DkG2Xscg0xEREREROSHOAbZe3yCTERERERERAQ2kImIiIiIiPJXApZr8mmJJ3ax9hm7WJOsLBYgOdmxJSJ5sb6pA8tJWRYLcPZKI1gsqUpHRTaW0DRcPHkPLBYu9USkdexi7T0+QSZZ2e1AYqJjS0TyYn1TB5aTsux24ML5KNjt/vsVyG7X4/yFKF5jREQ+4BNkklVaGtCggeNpCX+8IpIX65s6sJyUlZYGtLpnI85eaYSwsOJ7imyOOCYpXNo/de74XGnpJtzb7gdeY0REPvDfn0+JiIiIiIjugPLLNfn+AjgG2Rd8gkxEREREROSHOAbZe3yCTLLjRDRExYf1TR1YTsqyWFKUjoLsLKH+OwkZEZGc+ASZZBUWBlitSseCSBtY39SB5aSssDDg3D93Kx0NWYVZ0nDpVFOYw6SNeyYiopv4BJlklZMDbNzo2BKRvFjf1IHlpKycHGDL5rbIyTEoHRXZ5OQY8PPWNrzGiIqATidU+wI4BtkXfIJMskpPB3r04GytRMWB9U0dWE7KSk8HBvRdXuyzWBen9IxgPPDwUl5jRMQxyD7gE2QiIiIiIiIisIFMREREREREBIANZJKZXg/ExDi2RCQv1jd1YDkpS68H6tY7Dr3ernRUZKPXCdStc4LXGFER0OkAnV6FL50j/hyD7D2OQSZZhYYCR49KCxuQIuHLSsSdxYfIn3lT30g5LCdlhYYC+3f0BewArIGFhpXyuWSseULSedP+qSMpXFEIDU3H/l/6wBzKWayJtI5jkL3H3xZJVllZwMcfO7ZEJC/WN3VgOSkrKwv49PMByMoqvHGsZllZgf9Lo9IxISJSHzaQSVaZmcCYMY4tEcmL9U0dWE7KyswExk18A5m2IKWjIptMW5AjjbzGiO6YXidU+wLYxdoX7GJNRERERETkh9jF2nt8gkxEREREREQENpBJZgYD0K2bY0tE8mJ9UweWk7IMBqBzh19g8ONZrA16uyONvMaIiLzGBjLJymwGNm50bIlIXqxv6sByUpbZDHz39WiYzRlKR0U2ZnPG/9KodEyI1E+nE6p9ARyD7As2kElWNhswfbpjS0TyYn1TB5aTsmw24I0542Cz+e8s1jZb4P/SqHRMiEhp8fHxSEhIQFxcnNJRUQ02kElWNhswYwa/CBIVB9Y3dWA5KctmA2a/8zRsWf47i7UtK8iRRl5jREReYwOZiIiIiIiICFzmiYiIiChfxponPIaxnaot7WAWPpMgUiOdzvFSG2ecY2NjYTAYEBcXx27WErGBTLIKDARGjXJsiUherG/qwHJSVmAgMGzINwgMyFE6KrIJDMhxpDHwIaWjQkQK4zrI3uPPmSQrkwn4+GPHlojkxfqmDiwnZZlMwIJ3X4bJ5L8DdE0m2//SqHRMiIjUhw1kklVGBjB6tGNLRPJifVMHlpOyMjKAuGdnIiPDqHRUZJORYfxfGpWOCRGR+rCBTLLKzgaWLnVsiUherG/qwHJSVnY2sPyLh5Cd47+jzLJzAhxp5DVGdMf0OqHaF8B1kH3hv58OREREREREGsYxyN7jE2QiIiIiIiIisIFMMjMagWnTHFsikhfrmzqwnJRlNAJTJn0AY1CW0lGRjTEoy5FGXmNERF7TCSGE0pGQk9VqRXh4OJKTk9m9oISTspaklDUpiYiICpP2Tx1J4cwRxzyGkboOco4C6yBLiT+RnNT8PdwZ9w8jP4RJr74p4TPsGRh3ZRyio6O5DrKXOAaZZJWWBvTvD6xeDZjNhYeV8uWhJP8YfsNW02OYUsZTxRAT0ipv6hvdJKXuAkVXf1lOykpLA/o/ekxS/ktqSEts+GaHFd+MWWlpJgwdtAjr1vIaI9I6jkH2HrtYk6xyc4FNmxxbIpIX65s6sJyUpYX8z801YOvP7fw6jUREcmEDmYiIiIiIKB86nXpfAJd58gW7WBMREREREfkhdrH2Hp8gk6yCg4ElSxxbIpIX65s6sJyUpYX8Dw624b2Fk/06jUREcmEDmWQVFASMHu3YEpG8WN/UgeWkLC3kf1BQNoaO/Nqv00hEJBc2kElWqalA/fqOLRHJi/VNHVhOytJC/qemhqBlkw1+nUai4qLXCdW+AI5B9gXHIJOs7HYgIcGxJSJ5sb6pA8tJWVrIf7tdj//+Fe3XaSQiaTgG2Xt8gkxEREREREQEDT1Btlpv/n9gIGAyARkZQHb2zf1Go+OVlua+PmJwsGOsUmqq+y/OISFAQID7sQHAbAb0eiAlxX2/xeL4+7Q09/1hYUBODpCefnOfXg+EhgJZWUBm5s39BoPj+Dab41XS0+Q8jtUqJU2BsGXdHDAVGJADk8mGjAwjsnMcl2quUfk0FVROVmvoLWnKhdmcAZstCDbbzTQZQ0tmOfnjtafFNN16Hn9JEyB/OeUYDAgIyHWrw440pUOvtyMlxbFfbyyaNLGclE2T063HKShNmWmm/93LPX8+AYAxKAtGYzbS0kzItd98BhFszIIO2UhNDYH9lv0hIRmSrr2baUqF3a5HWlqI2/6wsFTk5BiQnm4CAKSkmF3vqbWc/PHa02Kabj8+kSoIP5ecnCwACCBZAEIAQowa5Xhv1Cjh2gcIMW2aY3+3bu77lyxx7I+Jcd+/YYNjv8Xivv/IESGSk933AY59R46477NYHMfYsMF9f0yMY/+SJe77u3Vz7J82zX0/08Q0MU1MEyDEPfcIkZ3tX2liOQkxdfx7IvPkXaJL251u+xfOmuJVmnYf6CbOXmmYJ01nrzQUuw90k5ymzJN3iYWzprjt79J2p8g8eZeYOv49t/3DB34lMk/eJYYP/CrfNHXqssNt/3sLXxTXM2uIuvWOue3/9vuh4npmDWGxWCWlqaByys4WYuZM/7/2qlZ1pLWo0iS1nHiPYJrc0+T4Hp6cnCzUxtmGWBz1vlheaYnqXouj3hcARHR0tKhXr5748MMPlc5S1dAJIYSyTXR5Wa1WhIeHIzEx2dX/Xm2/vvnjL4pME9PENDFNTJPnNNlON3GkKSgLRmMW0tJNyM013EyT0QZL3QRJabphayTpyWQp4x8e0xR4pTaysgKRaTPekqZcmEP+13Pm1qetgdkwBduQkWlEdnaga78zTf+WCnJPU7ANQUG+P211xp/XXtGm6cK1+pLKqWLpP1STJn8sp5KWpitXrKhSJRzJycmqGwfrbEMsjnofJr1J6eh4LcOegScvjVdl3itNMw1kXhzKsFqBypWB8+cdN1Eikg/rmzp4U062U7U9Hs9Y84Sk896w1ZQUrpTxlMcwUuIlVUalXM+BvOAp/lqoJ3KksSivH9IONX8PZwNZuzhJF8nu9l8hiUg+rG/qwHJSlhbyXwtpJCKSAxvIRERERERE+dDphWpfANdB9oVmZrEmIiIiIiLSEq6D7D0+QSZZmc3AkSOOLRHJi/VNHVhOytJC/mshjUREcmEDmWSl1wNVqji2RCQv1jd1YDkpSwv5r4U0EhUXnU69L4BdrH3BLtYkq5QUIDwcSE7239lCiUoK1jd1YDkpSwv5r4U0EpE07GLtPTaQqcSQsoRESV4+Qu3xJ6KSR8oSSEaPIYpejqXoHk0GWqUdyxxxTFI4T/diqy0UwB+FhiEiIu1i5xsiIiIiIiIisIFMRERERESUL51OQK/Cl07HZZ58xS7WJCuLxTEGymJROiZE/o/1TR1YTsqyWFL9Pv95jRGRE8cge49PkElWdjuQmOjYEpG8WN/UgeWkLLtd7/f5z2uMiMh3bCCTrNLSgAYNHFsikhfrmzqwnJSVlhbi9/nPa4yIyHdsIBMREREREeVD97/xvGp8ARyD7AuOQSYiIiIiIvJDHIPsPZ8ayNnZ2UhKSkJ6ejoiIiJQpkyZoo4X+RFOEkJUfFjf1IHlpCwt5L8W0khEJAfJDeTU1FR88cUXWLlyJfbt2webzeZ6r3LlyujWrRsef/xxxMbGyhJRUqewMMBqVToWRNrA+qYOLCdlhYWl+n3+8xojIvKdpAbyu+++izfeeAPVq1fHfffdh8mTJ6NSpUowmUy4du0ajhw5gl9++QVdu3ZFixYt8MEHH6B27dpyx51UICcH2LIF6NwZCGCHfiJZsb6pQ04O8N2GYWjfcTcCAnILDWtJkFCQTYooYl4IPi+K7FiGJsclhUv7p460A3roSZiTY8DG7f5dT+S4F5QyniqaAwG4YatZ7Ock8tWt43nV5NYxyAaDAXFxcYiLi1M4Vuog6ba5e/dubNu2DQ0bNsz3/XvvvRcjR47E4sWLsXTpUuzYsYMNZAIApKcDPXo41mPk8AciebG+qUN6OjCg73KcvdIIYWGpSkdHc9LTTX5fT3gvICInjkH2nqQG8jfffCPpYEajEWPHjr2jCBEREREREREpwetlnj799FOkp6fLERciIiIiIqISQ+mlmrjMU/HzuoE8ZcoUVKhQAaNGjcLu3bvliBP5Eb0eiIlxbIlIXqxv6qDXA3XrHYdeb1c6Kpqk19v9vp7wXkBETvHx8UhISOD4Yy94fes8f/48Pv/8c1y/fh0dO3ZE3bp18dZbbyEpKUmO+JHKhYYCR486tkQkL9Y3dQgNBfYc7IHQUPbGUkJoaLrf1xPeC4iIfOd1A9lgMOC+++7D6tWrkZiYiMcffxxffPEFqlativvuuw/fffcd7Hb+Kk4OWVnAxx87tkQkL9Y3dcjKAlZ8MhBZWYFKR0WTsrIC/b6e8F5AROS7O+p8ExkZidatW6Nly5bQ6/X4888/MXz4cNSqVQvbt28voiiSmmVmAmPGOLZEJC/WN3XIzAQmjH0TmZlGpaOiSZmZRr+vJ7wXEBUdvU6o9gVwDLIvfGogX758Ge+88w7q16+PDh06wGq1Yv369Th9+jQuXryI/v37Y9iwYUUdVyIiIiIiIpKIY5C95/Xy8X379sXGjRsRHR2NMWPGYOjQoShTpozrfZPJhOeeew7vvvtukUaUiIiIiIiISE5eN5AjIyOxY8cOtGzZssAwUVFROH36tMdjTZ8+HTNmzHDbV758edeEX0IIzJgxAx999BGuX7+O5s2bY8GCBahfv7630SaFGAxAt26Orb8LtEoYTxghfzxIu7RU39TMYAA6ddkJgyHXY1jdBZPnAzYpgkh5SVK8AOj7HPYYJvdgtLSTVtZJCma6UHgFsKf7fz2R415ww1ZTUrhSxlNFEoaISCled7Fu37497rnnnjz7s7KysGLFCgCATqdDtWrVJB2vfv36uHTpkuv1559/ut6bM2cO5s2bhw8//BDx8fGoUKECunbtipSUFG+jTQoxm4GNGx1bIpIX65s6mM3A/60fDrM5Q+moaJI5JMPv6wnvBURFR+m1jLkOcvHzuoE8YsQIJCcn59mfkpKCESNGeB2BgIAAVKhQwfWKiHA8YhNCYP78+Zg6dSr69++PBg0aYPny5UhPT8eXX37p9XlIGTYbMH26Y0tE8mJ9UwebDXjz9Qmw2YKUjoom2WxBfl9PeC8gIieOQfae1w1kIQR0urzdnM6fP4/w8HCvI3DixAlUrFgRNWrUwMMPP4xTpxzdbk6fPo2kpCR069bNFdZoNKJ9+/bYvXu31+chZdhswIwZ/JAmKg6sb+pgswFvvcEGslJsWUF+X094LyAi8p3kMchNmjSBTqeDTqdD586dERBw809zc3Nx+vRp9OjRw6uTN2/eHCtWrEB0dDQuX76MmTNnolWrVjh69KhrHHL58uXd/qZ8+fI4e/Zsgce02Wyw3fKJYLVavYoTERERERERaZPkBvIDDzwAADh06BC6d++O0NBQ13tBQUGoXr06HnzwQa9O3rNnT9f/N2zYEC1btkStWrWwfPlytGjRAgDyPK0u6Am20+zZs/NM/EVEREREROQtnQ7Q+bQwrrL+NwQZsbGxMBgMiIuLYzdriSQ3kKdNmwYAqF69OgYNGoTg4OAij4zZbEbDhg1x4sQJV4M8KSkJUVFRrjBXrlzJ81T5VlOmTMHEiRNd/7ZarahSpUqRx5WkCQwERo1ybIlIXqxv6hAYCDw2/CsEBmYrHRVNCgzM9vt6wnsBETnFx8cjLCxM6Wioite/hwwbNkyWxjHg6B79119/ISoqCjVq1ECFChWwefNm1/tZWVnYsWMHWrVqVeAxjEYjwsLC3F6kHJMJ+Phjx5aI5MX6pg4mE/D+4ikwmThAVAmmYJvf1xPeC4iIfCepgVymTBn8+++/AIDSpUujTJkyBb68MWnSJOzYsQOnT5/Gb7/9hgEDBsBqtWLYsGHQ6XR45plnMGvWLKxZswZHjhzB8OHDERISgsGDB3ufUlJERgYwerRjS0TyYn1Th4wMYPyTs5GRYVQ6KpqUkWn0+3rCewEReWvnzp3o27cvKlasCJ1Oh7Vr17q9f/nyZQwfPhwVK1ZESEgIevTogRMnThR6zNWrV6NZs2YoVaoUzGYzGjdujM8++8yr8ypBUhfrd999FxaLBQAwf/78Ijv5+fPn8cgjj+Dff/9FREQEWrRogb1797rWUH7hhReQkZGBsWPH4vr162jevDk2bdrkiguVfNnZwNKlwLx5/v9LdnYYu0uSsrRU39QsOxv47NNBmDnnDc9PkcOyiidSXtL3OSwpnH393Z4DVbrDyHgpOzvQ7+sJ7wVERefWNYXV5NZ1kKWMQU5LS8Pdd9+NESNG5JlXSgiBBx54AIGBgfjuu+8QFhaGefPmoUuXLkhISIC5gEXXy5Qpg6lTp6Ju3boICgrC+vXrMWLECERGRqJ79+4ez6sUSQ3kYcOG5fv/d2rVqlWFvq/T6TB9+nRMnz69yM5JRERERESkBVLHIPfs2dNtAuVbnThxAnv37sWRI0dQv359AMDChQsRGRmJlStXYvTo0fn+XYcOHdz+PWHCBCxfvhy7du1yNZALO69SJE/SdSu73Y6///4bV65cgd1ud3uvXbt2RRIxIiIiIiIi8t3tS94ajUYYjd4N8XEuoXvrPFQGgwFBQUHYtWtXgQ3kWwkhsHXrVhw7dgxvvfWWV+cvbl43kPfu3YvBgwfj7NmzEMK9u4FOp0Nubm6RRY7Uz2gEpk1zbIlIXqxv6mA0Ai9OfQ9GY8nsPu3vjEFZfl9PeC8gKjpq72J9+2o+06ZN87p3bt26dVGtWjVMmTIF//nPf2A2mzFv3jwkJSXh0qVLhf5tcnIyKlWqBJvNBoPBgIULF6Jr165enb+4ed1AfvLJJ9GsWTP88MMPiIqKKnRNYiKjEWAPeaLiwfqmDkYjMPmV95SOhmYZjVl+X094LyAip8TERLcu1t4+PQaAwMBA/N///R9GjRqFMmXKwGAwoEuXLpK6RlssFhw6dAipqanYsmULJk6ciJo1a+bpfl2SeL3M04kTJzBr1izUq1cPpUqVQnh4uNuL6FZpaUD37o4tEcmL9U0d0tKAB/t8irQ0zp6khLR0k9/XE94LiMjp9uVvfWkgA0DTpk1x6NAh3LhxA5cuXcKGDRtw9epV1KhRo9C/0+v1uOuuu9C4cWM899xzGDBgAGbPnu1THIqL1w3k5s2b4++//5YjLuSHcnOBTZscWyKSF+ubOuTmAlt/bofcXIPSUdGk3FyD39cT3guISC7h4eGIiIjAiRMnsH//ftx///1e/b0QwjWmuaTyuov1008/jeeeew5JSUlo2LAhAgMD3d5v1KhRkUWOiIiIiIhIKXodoFfhGGT9/0bBSl3mKTU11e0h6OnTp3Ho0CGUKVMGVatWxTfffIOIiAhUrVoVf/75JyZMmIAHHngA3bp1c/3N0KFDUalSJdcT4tmzZ6NZs2aoVasWsrKy8OOPP2LFihVYtGiR5PMqwesGsnN9qpEjR7r26XQ6CCE4SRcREREREVEJIXWZp/3796Njx46uf0+cOBGAY4nfTz/9FJcuXcLEiRNx+fJlREVFYejQoXjllVfcjnHu3Dno9Tc7KKelpWHs2LE4f/48TCYT6tati88//xyDBg2SfF4leN1APn36tBzxID8VHAwsWeLYEpG8WN/UITgYeG/hZAQHl+wuZv4q2Gjz+3rCewEReatDhw55Vii61fjx4zF+/PhCj7F9+3a3f8+cORMzZ868o/MqQSdKWoyKmNVqRXh4OJKTkyX9ekJERCS3G7aaksIFWgM9hjFHHJN0rLR/6kgKJ/V4RESeqPl7uDPuX0a/hRCD+n5tSs/NxODjL6oy75Xm9RPkFStWFPr+0KFDfY4M+Z/UVKB5c+C334DQUKVjQ+TfWN/UITUVaHnvBmz+pT9CQ9OVjo7maKGeaCGNRMVF7esgSx2DTDd53UCeMGGC27+zs7ORnp6OoKAghISEsIFMbux2ICHBsSUiebG+qYPdDvz3r2jY7V4vJEFFQAv1RAtpJCJppI5Bppu8/nS+fv262ys1NRXHjh1DmzZtsHLlSjniSERERERERCS7Ivn5unbt2njzzTfzPF0mIiIiIiIiUosi699lMBhw8eLFojoc+YmQEGDDBseWiOTF+qYOISHAt98PQ0hIhtJR0SQt1BMtpJGouDjHIKvxBTjGIMfExGDBggUK56R6eD0Ged26dW7/FkLg0qVL+PDDD9G6desiixj5h4AAoHt3pWNBpA2sb+oQEAB07vqL0tHQLC3UEy2kkYik4Rhk73ndQH7ggQfc/q3T6RAREYFOnTph7ty5RRUv8hNWK1C5MnD+PMC6SSQv1jd1sFqBqpUP48jJ1ggLS1U6OpqjhXqihTQSEcnF6waynVMikpdSUpSOAZF2sL6pQ0qKRekoaJoW6okW0khUHLjMk/Z43UAmIiLp7DvrSQqnb/eXzDGhkiYwJQCBCCw0TECKhB+lI6SdzxxxTFK4tH/qeAyTHZYt7aQlkNUWCuAPpaPht27YanoMU8p4qhhi4hu1x5/oduxi7T2vG8hCCHz77bfYtm0brly5kueJ8urVq4ssckRERERERETFxesG8oQJE/DRRx+hY8eOKF++PHQ6nRzxIj9hNgNHjji2RCQv1jd1MJuBfTt7w8xZrBVhNqf7fT3hvYCIyHdeN5A///xzrF69Gr169ZIjPuRn9HqgShXHlojkxfqmDno9ULnSJej1nNNDCXq93e/rCe8FREVHpxfQ6VU4BllwDLKvvG4gh4eHo2ZNz+MziADHJCHh4UByMmfSJJIb65s6pKQAFWsdwMWT9yDMkqZ0dDQnJSUU1SL9u57wXkBEThyD7D2vf1ucPn06ZsyYgYwMdg0jIiIiIiIi/+H1E+SHHnoIK1euRGRkJKpXr47AQPcZOA8cOFBkkSMiIiIiIiIqLl43kIcPH47ff/8djz76KCfpIiIiIiIiv8V1kLXH6wbyDz/8gI0bN6JNmzZyxIf8jMXiGANlsSgdEyL/x/qmDhYLcPHkPbCEcvyxEiyWVL+vJ7wXEJETxyB7z+sxyFWqVGEmk2R2O5CY6NgSkbxY39TBbgfOX4iC3c4phpVgt+v9vp7wXkBE5DuvnyDPnTsXL7zwAhYvXozq1avLECXyJ2lpQIMGnEmTtEvf7q9iOxfrmzqkpQH3tvsBycmA2UM53QjzvGqEsYji5WSOOFbERyxZrFb/rydK3gtKGU8V7wmLmNrjT0R3zusG8qOPPor09HTUqlULISEheSbpunbtWpFFjoiIiIiISCkcg6w9XjeQ58+fL0M0iIiIiIiIqChxDLL3vG4gDxs2TI54kB/jJCFExYf1TR1YTsrSQv5rIY1ERHLwuoHsdOXKFVy5cgX222aAaNSo0R1HivxHWJhjvBcRyY/1TR1YTsrSQv5rIY1ExUalXazBLtY+87qB/Pvvv2PYsGH466+/IIT7xaLT6ZCbm1tkkSP1y8kBtmwBOncGAnz+OYaIpGB9UweWk7K0kP9aSCMRScMu1t7z+rY5YsQIREdHY+nSpShfvjx0Op0c8SI/kZ4O9Ojh37OFEpUUrG/qwHJSlhbyXwtpJCKSi9cN5NOnT2P16tW466675IgPERERERERkSL03v5B586dcfjwYTniQkREREREVGI4l3lS4wtwjEGOiYnBggULFM5J9fD6CfLHH3+MYcOG4ciRI2jQoEGedZDvu+++IoscqZ9eD8TEOLZEJC/WN3VgOSlLC/mvhTQSkTQcg+w9rxvIu3fvxq5du/DTTz/leY+TdNHtQkOBo0elhU2aMMRjmArvfXGHMfLeDVtNSeHCfjN6DKNv99edRsdrUuNfynhK5phoU9o/dSSFM0ccu+NzeVPf6KbiriOhocBPrUfg2kTgmoewVT/yfE6p8TddMEgKl2Px3Koy/SWx5WUN8hhEVMqQdKiUmBxJ4TylMxDA0aMnJB1LreS4F/CzhIi0wuvfFsePH4/HHnsMly5dgt1ud3uxcUy3y8oCPv7YsSUiebG+qUNWFrDyv+2QlSutwUpFKysr0O/rCe8FRES+87qBfPXqVTz77LMoX768HPEhP5OZCYwZ49gSkbxY39QhMxOY/MsI2HIDPQemIpdpM/p9PeG9gKjo6HVCtS+AY5B94XUX6/79+2Pbtm2oVauWHPEhIiIiIiKiIsAxyN7zuoEcHR2NKVOmYNeuXWjYsGGeSbrGjx9fZJEjIiIiIiIiKi4+zWIdGhqKHTt2YMeOHW7v6XQ6NpDJjcEAdOvm2BKRvFjf1MFgANpVOgKDzq50VDTJYMj1+3rCewERke+8biCfPn1ajniQnzKbgY0blY4FkTawvqmD2Qx81muu0tHQLHNIht/XE94LiIqOTud4qY0zzrGxsTAYDIiLi0NcXJyykVKJO1ohTwgBIURRxYX8kM0GTJ/u2BKRvFjf1MFmA979/X7Ycr3+jZqKgM0W5Pf1hPcCInKKj49HQkICG8de8KmBvGLFCjRs2BAmkwkmkwmNGjXCZ599VtRxIz9gswEzZvBDmqg4sL6pg80GzD/wALLYQFaELSvI7+sJ7wVERL7z+tN53rx5eOWVVzBu3Di0bt0aQgj8+uuvePLJJ/Hvv//i2WeflSOepAERLU8oHYV8WRKkVRNrc8/fRErdYVx8Ucp4SoGzFp0btpqSwpXUdJojjikdBfIg0CpxuaWIoj1vlfcXwdPEouceH+HxOFU/knbtp1nqSAqXHZbtOUxzSYcCUHQtNMl13MMtw2i987hoUUm9xxIRFTWvG8gffPABFi1ahKFDh7r23X///ahfvz6mT5/OBjIREREREfkFnU5Ap1PfkFLdLesgcwyyd7xuIF+6dAmtWrXKs79Vq1a4dOlSkUSK/EdgIDBqlGNLRPJifVMHlpOytJD/WkgjEUnDdZC95/UY5Lvuugtff/11nv1fffUVateuXSSRIv9hMgEff+zYEpG8WN/UgeWkLC3kvxbSSEQkF68byDNmzMCrr76KHj164PXXX8fMmTPRo0cPzJgxA6+99poccSQVy8gARo92bIlIXqxv6sByUpYW8l8LaSQqLjqdgE6vwtctXaxjYmKwYMEChXNSPbxuID/44IP47bffUK5cOaxduxarV69GuXLlsG/fPvTr10+OOJKKZWcDS5c6tkQkL9Y3dWA5KUsL+a+FNBKRNFzmyXs+rTHRtGlTfP7550UdFyIiIiIiIiLFeP0E+ccff8TGjRvz7N+4cSN++umnIokUERERERERUXHzuoE8efJk5Obm5tkvhMDkyZOLJFLkP4xGYNo0x5aI5MX6pg4sJ2VpIf+1kEai4uJc5kmNL4BjkH3hdRfrEydOICYmJs/+unXr4u+//y6SSMnBar35/4GBjpkdMzLcx+cYjY5XWhpw628AwcFAUBCQmgrY7Tf3h4QAAQHuxwYAsxnQ64GUFPf9Fovj79PS3PeHhQE5OUB6+s19ej0QGgpkZQGZmTf3GwyO49tsjldJT5PNBkyc6NhmZ3tIU3YgbNlBN9MUkANTkA0ZWUZk5zguVYO1+NOUm2p2pCk0DTk5BqRnBrvC6vUCoSHpyMoOhNV6c7/BkAuzOQM2WxBstptpMoaWzHIqyddeboAeer0dKSmht6UpFXa7HmlpIY54G9WTJjnL6fnnHXH0pzTJXU4ix4CAgFxYU8zuaQrJcFx7/7sH5BqLLk1Syykly3FfCTLkwGjIQXp2EHLFzd+2jQZHwqWUU1qKOU+anCyhaY76lG5CNnJuSVOq476XfnM6ZL3ejtDQdGRlBSIz82YLrKD7XmBgNkwmGzIyjMjOvrnukNGYBaMxC2lpJuTmGlz7g4NtCArKRmpqCOz2m2kNLV10197LLzvKyZn3/niPmDTJERd/SpM/lpO/p+n241Px4zJPPhBeKl++vNiyZUue/Zs3bxYRERHeHk52ycnJAoAAkgUgBCDEqFGO90aNEq59gBDTpjn2d+vmvn/JEsf+mBj3/Rs2OPZbLO77jxwRIjnZfR/g2HfkiPs+i8VxjA0b3PfHxDj2L1nivr9bN8f+adPc9/tDmqaOf89t//CBX4nMk3eJ4QO/Ul2aOnXZIa5n1hAvTp3vd+Xkj9eeP6WpbFkhUlP9K01yl9PaVSNF6pVoYQlNcdu/b2cvcfFkkzxpuniyidi3s5d7mkJTROqVaLF21UiWUwlPU2qqEPfc419pyq+czGZHWv0pTf5YTv6fJsf38OTkZKE2zjbE981eEVtbvKG61/fNXlFt3itNJ4QQ3jSoH3/8cezduxdr1qxBrVq1AAB///03HnzwQcTGxuLjjz8u8kb8nbBarQgPD0diYrLr1xO1/fqm5l8Uk5KAKlWAxESgVKnC02T9qz5sWbc9dQi2ISPz5lMHY42DiqepoHJKSm50S5ryf5ISEfpHiSwnf7z2tJgmq9VR35KTbz6dVHuagGJ4gpwWI+kJsitNtzxtdUuTxdHLRGdOKDRNLCdl0wQA4eGOzyXnQxW1p+n2crr1GgsO9o80Af5XTlpI05UrVlSpEo7k5GTVPcV0tiG+b/YKzAHBnv+ghEnLyUTf/a+rMu+V5nUDOTk5GT169MD+/ftRuXJlAMD58+fRtm1brF69GqVKlZIjnj5zXty8OJRhtTq+iCQn3/wiUhDbqdoej2eseaKIYlb0bthqegxTyniqGGJCWuVNfaOb0v6pU6THM0ccK/R9lpOytJD/WkgjqYOav4c7474+9mXVNpD7xM9EdHQ0DAYD4uLiuNSTRF6PQQ4PD8fu3buxefNmHD58GCaTCY0aNUK7du3kiB8RERERERH5gGOQvefTOsg6nQ7dunVDt27dijo+5GeCg4ElSxxbIpIX65s6sJyUpYX810IaiYjk4lMDmUiqoCBg9GilY0GkDaxv6sByUpYW8l8LaSQikovX6yATeSM1Fahf37ElInmxvqkDy0lZWsh/LaSRqLgovZYx10EufnyCTLKy24GEBPeZE4lIHqxv6sByUpYW8l8LaSQiaTgG2Xt8gkxEREREREQEH54gd+jQASNHjsRDDz0Ek8nk+Q+IJCrJSzhJwSWciNQpOyzbcyBIr+Oelo1KSzEDOCDpWEREpKxbuyurya1drLnMk3e8foLctGlTvPDCC6hQoQLGjBmDvXv3yhEv8hMhIcCGDY4tEcmL9U0dQkyZLCcFaaGeaCGNRCRNfHw8EhIS2Dj2gtcN5Llz5+LChQtYsWIF/vnnH7Rr1w4xMTF45513cPnyZTniSCoWEAB07+7YEpG8WN/UISAgl+WkIC3UEy2kkYhILj6NQTYYDLj//vuxdu1aXLhwAYMHD8Yrr7yCKlWq4IEHHsDWrVuLOp6kUlYrEBbm2BKRvFjf1MGaYmY5KUgL9UQLaSQikssdTdK1b98+vPrqq3jnnXcQGRmJKVOmIDIyEn379sWkSZOKKo6kcikpSseASDtY39SB5aQsLeS/FtJIVByUXqqJyzwVP68731y5cgWfffYZli1bhhMnTqBv375YtWoVunfvDp1OBwAYOHAgHnjgAbzzzjtFHmEiIiIiIiLyjMs8ec/rBnLlypVRq1YtjBw5EsOHD0dERESeMPfeey9iY2OLJIJERERERERExcHrBvKWLVvQtm3bQsOEhYVh27ZtPkeK/IfZDBw54tgSkbxY39TBHJLBclKQFuqJFtJIROT0yy+/4D//+Q9OnjyJb7/9FpUqVcJnn32GGjVqoE2bNl4fz+sxyM7G8ZUrV/DLL79g165duHLlitcnJm3Q64EqVRxbIpIX65s66PV2lpOCtFBPtJBGouKi9DhijkEu3P/93/+he/fuMJlMOHjwIGw2GwAgJSUFs2bN8umYXt86rVYrHnvsMVSqVAnt27dHu3btUKlSJTz66KNITk72KRLkv1JSgPBwThZCVBxY39QhJdXMclKQFuqJFtJIRNL4+zrIM2fOxOLFi7FkyRIEBga69rdq1QoHDhzw6Zhed7EePXo0Dh06hPXr16Nly5bQ6XTYvXs3JkyYgDFjxuDrr7/2KSJEGfO7eAxjeubnYoiJb+w763kMo2/3VzHEhLQu7d97YLClFRomIMVeTLHxXkCyrljPV6rJKUnhbthqSgoXiEDPgSCtnLLDsj0ep5RRWvzJ3Q1bI9htqYWGYd4SEZVsx44dQ7t27fLsDwsLw40bN3w6ptcN5B9++AEbN25068/dvXt3LFmyBD169PApEkRERERERETeiIqKwt9//43q1au77d+1axdq1pT2w/btvO5iXbZsWYSHh+fZHx4ejtKlS/sUCSIiIiIiopJGp1PrOGRH/P19DPITTzyBCRMm4LfffoNOp8PFixfxxRdfYNKkSRg7dqxPx/T6CfLLL7+MiRMnYsWKFYiKigIAJCUl4fnnn8crr7ziUyTIf1ksQHKyY0tE8nLWN31m4d12SVmW0DRcPHkPLKEsJyVYLMDZK41gsRTevVrN+NlLRE7+vg7yCy+8gOTkZHTs2BGZmZlo164djEYjJk2ahHHjxvl0TEkN5CZNmkCnuzkm7MSJE6hWrRqqVq0KADh37hyMRiP++ecfPPHEEz5FhPyT3Q4kJgJ16wIGg9KxIfJvzvpWpaweBkPJHWOsdXa7HucvRKFO7VMsJwXY7cCF81GIrnPSb/Ofn71EpCVvvPEGpk6dioSEBNjtdsTExCA0NNTn40lqID/wwAM+n4C0LS0NaNDA8Uu2H/94RVQiOOvbxZMmhFn4dLKkSks34d52P+DiyXtYTgpISwNa3bMRZ680QliYfz5F5mcvUdHR6QV0eqF0NLzmjHNsbCwMBgPi4uL8diZrAAgJCUGzZs2K5FiSGsjTpk0rkpMRERERERFR8fD3LtYdO3Z06+l8u61bt3p9TK/HIBMREREREREprXHjxm7/zs7OxqFDh3DkyBEMGzbMp2OygUyy4yQhRMWH9U0dLKH+2bVXLSyWFKWjIDveC4hIC959991890+fPh2pqb591nq9zBORN8LCAKuVY6CIioOrvnFca4kWZknDpVNNWU4KCQsDzv1zt9+OPwb42UtUlJRfrsn3F+D/yzwV5NFHH8Unn3zi09+WmCfIs2fPxksvvYQJEyZg/vz5AAAhBGbMmIGPPvoI169fR/PmzbFgwQLUr19f2ciSZDk5wJYtQOfOQICHq830zM/FEymZ6Nv9pXQUSONu1rdjHuubLaV28URKYYYmxz2GyT0YLelYpZqcknbSiMLf9ua+SEUvJwf4bfspv85/XmNE5OTvY5ALsmfPHgQHB/v0tyXithkfH4+PPvoIjRo1cts/Z84czJs3D59++imio6Mxc+ZMdO3aFceOHYOFfYdUIT0d6NGDM2kSFQfWN3VgOSlLC/mvhTQSEQFA//793f4thMClS5ewf/9+vPLKKz4dU1IDeeLEiZIPOG/ePK8ikJqaiiFDhmDJkiWYOXOma78QAvPnz8fUqVNdCV++fDnKly+PL7/8kustExERERERaVh4eLjbv/V6PerUqYPXXnsN3bp18+mYkhrIBw8edPv377//jtzcXNSpUwcAcPz4cRgMBjRt2tTrCMTFxaF3797o0qWLWwP59OnTSEpKckuY0WhE+/btsXv3bjaQiYiIiIhIVreO51WTW8cg+/M6yMuWLSvyY0pqIG/bts31//PmzYPFYsHy5ctRunRpAMD169cxYsQItG3b1quTr1q1CgcOHEB8fHye95KSkgAA5cuXd9tfvnx5nD17tsBj2mw22Gw217+tVqtXcaKipdcDMTGOLRHJi/VNHVhOytJC/mshjUQkjVbHIN8Jr8cgz507F5s2bXI1jgGgdOnSmDlzJrp164bnnntO0nESExMxYcIEbNq0qdAB1Lcv/CyEKHQx6NmzZ2PGjBmS4kDyCw0Fjh5VOhZE2sD6pg4sJ2VpIf+1kEYi0q7SpUsX2h681bVr17w+vtcNZKvVisuXL+eZSfrKlStISZG+ruDvv/+OK1euuHXLzs3Nxc6dO/Hhhx/i2LFjABxPkqOiotzOc/tT5VtNmTLFbcy01WpFlSpVJMeLilZWFrBiBTB0KBAUpHRsiPwb65s6sJyUpYX810IaiUi7nCseycXrBnK/fv0wYsQIzJ07Fy1atAAA7N27F88//3yeWcQK07lzZ/z5559u+0aMGIG6devixRdfRM2aNVGhQgVs3rwZTZo0AQBkZWVhx44deOuttwo8rtFohNFo9DZZJJPMTGDMGGDgQH5IE8mN9U0dWE7K0kL+ayGNRMWFY5BLnmHDhsl6fK8byIsXL8akSZPw6KOPIjs723GQgACMGjUKb7/9tuTjWCwWNGjQwG2f2WxG2bJlXfufeeYZzJo1C7Vr10bt2rUxa9YshISEYPDgwd5Gm4iIiIiISFO0NAY5IyPD1T518iXtXjeQQ0JCsHDhQrz99ts4efIkhBC46667YDabvT65Jy+88AIyMjIwduxYXL9+Hc2bN8emTZu4BjIRkR/TpRg8htG3+0vSsXIPRt9pdIiIiKiESktLw4svvoivv/4aV69ezfN+bm6u18f0eX7DS5cu4dKlS4iOjobZbIYQd971YPv27W59ynU6HaZPn45Lly4hMzMTO3bsyPPUmUo2gwHo1s2xJSJ5sb6pA8tJWVrIfy2kkYiK1s6dO9G3b19UrFgROp0Oa9euzRPmr7/+wn333Yfw8HBYLBa0aNEC586dK/CYS5YsQdu2bVG6dGmULl0aXbp0wb59+woMP3v2bOh0OjzzzDOS4/3CCy9g69atWLhwIYxGIz7++GPMmDEDFStWxIoVKyQf51ZeN5CvXr2Kzp07Izo6Gr169cKlS5cAAKNHj5Y8gzVph9kMbNzo2BKRvFjf1IHlpCwt5L8W0khUbP43BlltL9wyBjkmJgYLFiwoNJlpaWm4++678eGHH+b7/smTJ9GmTRvUrVsX27dvx+HDh/HKK68UuhrR9u3b8cgjj2Dbtm3Ys2cPqlatim7duuHChQt5wsbHx+Ojjz5Co0aNvCgc4Pvvv8fChQsxYMAABAQEoG3btnj55Zcxa9YsfPHFF14dy8nrBvKzzz6LwMBAnDt3DiEhIa79gwYNwoYNG3yKBPkvmw2YPt2xJSJ5sb6pA8tJWVrIfy2kkYikiY+PR0JCgscJunr27ImZM2cWOOny1KlT0atXL8yZMwdNmjRBzZo10bt3b0RGRhZ4zC+++AJjx45F48aNUbduXSxZsgR2ux1btmxxC5eamoohQ4ZgyZIlbksJS3Ht2jXUqFEDgGO8sXNZpzZt2mDnzp1eHcvJ6wbypk2b8NZbb6Fy5cpu+2vXro2zZ8/6FAnyXzYbMGMGP6SJigPrmzqwnJSlhfzXQhqJSBqr1er2svlwY7Db7fjhhx8QHR2N7t27IzIyEs2bN8+3G3Zh0tPTkZ2djTJlyrjtj4uLQ+/evdGlSxev41azZk2cOXMGABATE4Ovv/4agOPJcqlSpbw+HuBDAzktLc3tybHTv//+y+WViIiIiIjIb+h06n0BQJUqVRAeHu56zZ492+s8uHLlClJTU/Hmm2+iR48e2LRpE/r164f+/ftjx44dko8zefJkVKpUya0hvGrVKhw4cMCneAGOZYIPHz4MAJgyZYprLPKzzz6L559/3qdjej2Ldbt27bBixQq8/vrrABwTadntdrz99tvo2LGjT5EgIiIiIiKiopWYmOi21JEvDzTtdjsA4P7778ezzz4LAGjcuDF2796NxYsXo3379h6PMWfOHKxcuRLbt293jVtOTEzEhAn/396dh0dR5H8c/0wOJndA5JRbDokcKiCCCqgQREVcUfHiWA5ljQfeorKAB4jrLYhyCCi7Hr9V8FjkUBdQQQwIcgQBBQRdsohKJgmQs39/zGZkTCAzYXo6Pf1+PU8/nemp6flW1VSSmu6qukNLly497ljmiowZM0YjR470xSNJF1xwgb799lutXbtWp556qjp27BjUOcsE3UH+29/+pl69emnt2rUqLCzUfffdpy1btujXX3/VF198UaUgELliY6URI7x7AOaivdkD9WQtJ5S/E/IIIDApKSknvA7yySefrJiYGKWlpfkdb9u2rT7//PNKX//UU09p0qRJ+vjjj/0m4Vq3bp3279+vTp06+Y6VlJRo5cqVmjp1qgoKChR9jOn4Fy9erBdffFGdOnXSyJEjde211yolJUVNmjRRkyZNqphTr6BvsU5LS9PGjRt19tlnq0+fPsrPz9eVV16p9evX69RTTz2hYBB54uOlWbO8ewDmor3ZA/VkLSeUvxPyCCB8atSooS5dumjbtm1+x7dv366mTZse97V/+9vf9Oijj2rx4sXq3Lmz33MXXXSRNm3apA0bNvi2zp0764YbbtCGDRuO2TmWpG+//VYrV65U+/btdc8996hhw4YaMmRIlSfmOlpQHeSioiJdcMEF8ng8mjhxoj788EMtWrRIjz32mBo0aHDCwSDyHD4sjRzp3QMwF+3NHqgnazmh/J2QRyBcrF6u6YSWelLgyzzl5eX5OqmStGvXLm3YsMG3zvG9996rt956SzNnztR3332nqVOn6oMPPtAtt9ziO8eQIUM0duxY3+Mnn3xSDz/8sF599VU1a9ZM2dnZys7OVl5eniQpOTlZ7dq189sSExNVu3ZttWvXrtK6OffcczV79mxlZ2frxRdf1O7du9WrVy+1atVKTzzxhP7zn/8EVddlXIZhGMG8oE6dOlq1apVatWpVpTcMN4/Ho9TUVOXk5Jzw7QUInscjpaZKOTkSxQ+YK5j2VrAz/L/DY3JcAaWLPnN7pWlKV7YN6FxGcklA6QIRSFyB4PeitZxQ/k7II+zBzv+Hl8X+7wvvUlKM/SYizisu0AWfPhNw2S9fvrzC+aSGDh2quXPnSpJeffVVTZ48WT/++KPatGmjiRMnasCAAb60vXr1UrNmzXzpmzVrVuEqR+PHj9eECRMqjKNXr14644wz9Nxzz1Uac0W+//57vfrqq5o+fbry8vJUWFgY9DmCHoM8ZMgQzZ49W0888UTQbwYAAAAAqF569eqlyq6bDh8+XMOHDz/m88uXL/d7XLb8UjD+eI5g5Ofna8WKFVqxYoUOHjyoNm3aVOk8QXeQCwsLNWvWLC1btkydO3dWYmKi3/PPPPNMlQIBAAAAACAYK1eu1Jw5c/TPf/5TknT11VdrypQpOvfcc6t0vqA7yJs3b9ZZZ50lyTsw+2guV2C3z8E53G5p/HjvHoC5aG/2QD1Zywnl74Q8AuHiiiqVK7rU6jCC5vrf0kxdunRRdHS0MjIylJGRYXFUofPjjz9q3rx5mjt3rr7//nt17dpVzz77rK699lolJSWd0LmDHoNsN3Ye+wAAZmEMcvBCNQYZAJzCzv+Hl8W+vPcYJcXa79umvKIC9fr4OVuWfSBiYmJUu3ZtDR48WCNGjFDbtoH9XxCIoJd5KvPdd99pyZIlOvy/KRIjvJ+NKsrPl/r29e4BmIv2Zg/Uk7WcUP5OyCMAZ3v77bf1008/6amnngpp51iqQgf5l19+0UUXXaTWrVvrkksu0b59+yRJI0eO1N133x3S4GB/JSXS0qXePQBz0d7sgXqylhPK3wl5BOBsV155pWJigh4tHJCgO8h33nmnYmNjtWfPHiUkJPiODxo0SIsXLw5pcAAAAABgFavXMg7XOsj4XdDd7qVLl2rJkiVq1KiR3/FWrVpVuM4VAAAAACD8MjMzI3IMspmC7iDn5+f7XTkuc+DAAbmZLhF/EBcnzZzp3QMwVzDtLdAJs0Ip0EmuSta3rjRNcaPwz3sRHaLz8HvRWk4ofyfkEQDMEvQt1j169NBrr73me+xyuVRaWqq//e1vuuCCC0IaHOyvRg1p5EjvHoC5aG/2QD1Zywnl74Q8AuFi9W3S3GIdmFBOIB30FeS//e1v6tWrl9auXavCwkLdd9992rJli3799Vd98cUXVQ4EkSkvT+raVVqzRjrBJckAVIL2Zg/Uk7WcUP5OyCOAwET6Lda//PKLBg0apE8//VQul0s7duxQixYtNHLkSNWsWVNPP/100OcM+gpyWlqaNm7cqLPPPlt9+vRRfn6+rrzySq1fv16nnnpq0AEgspWWSllZ3j0Ac9He7IF6spYTyt8JeQQAyTuBdExMTEgnkK7S3Nj169fXxIkTq/SGAAAAAACcKDMmkA6og7xx48aAT9ihQ4cqBQIAAAAA1cnR43nt5OgxyNHR0crIyFBGRobFUYWeGRNIB9RBPuOMM+RyuWQYhlyu32c+LRv8fPSxElalx1ESEqTFi717AOaivdkD9WQtJ5S/E/IIIDCRPga5bALpRx99VFJoJpAOqIO8a9cu38/r16/XPffco3vvvVfdunWTJK1evVpPP/20nnzyySoFgcgVEyP17Wt1FIAz0N7sgXqylhPK3wl5BADJnAmkA+ogN23a1Pfz1VdfrRdeeEGXXHKJ71iHDh3UuHFjjRs3TldccUWVAkFk8nikRo2kH3+UIvjLK6BaoL3ZA/VkLSeUvxPyCADS7xNIT58+XdHR0b4JpDMyMtSgQYMqnTPoSbo2bdqk5s2blzvevHlzZWVlVSkIRLbcXKsjAJyD9mYP1JO1nFD+TsgjEA6MQa7+Qj2BdNAd5LZt2+qxxx7T7NmzFRcXJ0kqKCjQY489prZt24YsMACAPUSfuT2gdCXrWweUrjjVfv+IAABQHUX6GORjTSbtcrkUFxenJk2aBD1ZV9Ad5Jdffln9+/dX48aN1bFjR0nSN998I5fLpQ8//DDY0wEAAAAAELSyyaSliieQjo2N1aBBg/TKK6/4Lu5WJirYIM4++2zt2rVLjz/+uDp06KD27dtr0qRJ2rVrl84+++xgT4cIl5gobd7s3QMwF+3NHqgnazmh/J2QRwCQpAULFqhVq1aaMWOGvvnmG23YsEEzZsxQmzZt9I9//EOzZ8/Wp59+qocffjjgcwZ1BbmoqEht2rTRhx9+qJtuuinoDMB5oqKkxo29ewDmor3ZA/VkLSeUvxPyCIQLY5Crt8cff1zPP/+8+h41dX+HDh3UqFEjjRs3Tl999ZUSExN1991366mnngronEF1kGNjY1VQUOB32Ro4ntxcKTVVyslhJk3AbLQ3e6CerOWE8ndCHgEEJtLHIG/atMlvxaUyTZs21aZNmyR5b8Pet29fwOcM+rvF2267TVOmTFFxcXGwLwUAAAAAICROO+00PfHEEyosLPQdKyoq0hNPPKHTTjtNkvTTTz+pXr16AZ8z6Em61qxZo08++URLly5V+/btlfiHAS7vvvtusKcEAAAAgGqHW6yrt2nTpunyyy9Xo0aN1KFDB7lcLm3cuFElJSW+CaR37typW265JeBzBt1BrlmzpgYOHBjsywAAAAAAYRTpt1h3795du3fv1vz587V9+3YZhqGrrrpK119/vZKTkyVJgwcPDuqcQXeQ58yZE+xL4GDJyd4xUP/7fAIwEe3NHqgnazmh/J2QRwAok5SUpNGjR4fsfEF3kMv8/PPP2rZtm1wul1q3bq06deqELChEjtJSae9e6bTTpOhoq6MBIhvtzR6oJ2s5ofydkEcAzvX+++8HnPbyyy8P+vxBd5Dz8/N122236bXXXlNpaakkKTo6WkOGDNGLL76ohISEoINA5MrPl9q1YyZNIBzMaG/RZ26vNE3J+taheTOH4PeitZxQ/k7IIxAurijvZjdlMUfiGOQrrrjC77HL5ZJhGOWOSVJJSUnQ5w+6uu+66y6tWLFCH3zwgQ4ePKiDBw/qvffe04oVK3T33XcHHQAAAAAAIPQyMzOVlZUVMZ1jSSotLfVtS5cu1RlnnKGPPvpIBw8eVE5Ojj766COdddZZWrx4cZXOH/QV5HfeeUf//Oc/1atXL9+xSy65RPHx8brmmms0ffr0KgUCAAAAAECgxowZo5dfflnnnXee71jfvn2VkJCgm266SVu3bg36nEFfQT506FCF60jVrVtXhw4dCjoARD4mCQHCh/ZmD9STtZxQ/k7IIwB8//33Sk1NLXc8NTVVu3fvrtI5g+4gd+vWTePHj9eRI0d8xw4fPqyJEyeqW7duVQoCkSslRfJ4GAMFhAPtzR6oJ2s5ofydkEcgXMrWQbbjJnnHIKelpWnatGkWl6Q5unTpojFjxmjfvn2+Y9nZ2br77rt19tlnV+mcQd9i/fzzz+viiy9Wo0aN1LFjR7lcLm3YsEFxcXFasmRJlYJA5Coulj75RLroIimmynOmAwgE7c0eqCdrOaH8nZBHAIGJ9HWQX331Vf3pT39S06ZN1aRJE0nSnj171Lp1ay1cuLBK5wz612a7du20Y8cOzZ8/X99++60Mw9C1116rG264QfHx8VUKApHr0CHp4ouZSRMIB9qbPVBP1nJC+TshjwAgSS1bttTGjRu1bNkyX980LS1NvXv39s1kHawqfa8YHx+vUaNGVekNAQAAAAAIBZfLpfT0dKWnp4fkfFVa1ev111/Xeeedp4YNG+qHH36QJD377LN67733QhIUAAAAAFjN6nHEjEGu2CWXXKKcnBzf48cff1wHDx70Pf7ll1+UlpZWpXMHfQV5+vTp+utf/6oxY8boscce8y2+XKtWLT333HMaMGBAlQJBZIqKktLSvHu7OljQIqB0Nd07TY4EdhTOz08w7S36zO0BnbNkfesTjAp/FAm/F+3MCeXvhDwCCEykjkFesmSJCgoKfI+nTJmi6667TjVr1pQkFRcXa9u2bVU6d9C/Ol988UXNnDlTDz30kGKOmvmhc+fO2rRpU5WCQORKSpK2bPHuAZiL9mYP1JO1nFD+TsgjAGczDOO4j09E0B3kXbt26cwzzyx33O12Kz8/PyRBIXIUFkqzZnn3AMxFe7MH6slaTih/J+QRAMwSdAe5efPm2rBhQ7njH330UZXv80bkOnJEGjXKuwdgLtqbPVBP1nJC+Tshj0DYuAz7borcMcgul6vcLNVVnbX6j4Ieg3zvvfcqIyNDR44ckWEY+uqrr/TGG29o8uTJmjVrVkiCAgAAAACcmEgdg2wYhoYNGya32y1JOnLkiEaPHq3ExERJ8hufHKygO8h//vOfVVxcrPvuu0+HDh3S9ddfr1NOOUXPP/+8rr322ioHAgAAAABAZYYOHer3+MYbbyyXZsiQIVU6d1Ad5OLiYv39739X//79NWrUKB04cEClpaWqW7duld4ckS86WkpP9+4BmIv2Zg/Uk7WcUP5OyCMQLi6XfEsm2UnZ3cZdunRRdHS0MjIylJGRYW1QITRnzhzTzh1UBzkmJkZ/+ctftHXrVknSySefbEpQiByJidKSJVZHATgD7c0eqCdrOaH8nZBHAIGJ1FuszRT0JF1du3bV+vXrzYgFEaigQJowwbsHYC7amz1QT9ZyQvk7IY8AYJagO8i33HKL7r77bk2dOlWrV6/Wxo0b/TbgaAUF0sSJ/JEGwoH2Zg/Uk7WcUP5OyCMAmCXoSboGDRokSbr99tt9x1wulwzDkMvlUklJSeiig6McLGhRaZqa7p1hiMT690TksPvnJ/rM7eF/zzC/X/7PbQJK5zY5DgBA9eNyGTYdg/z7Mk+ROAbZTEF3kHft2mVGHAAAAACAEGIMcvCC7iA3bdrUjDgQoWJjpREjvHsA5qK92QP1ZC0nlL8T8ggAZgloDPLq1asDPmF+fr62bNlS5YAQWeLjpVmzvHsA5qK92QP1ZC0nlL8T8ggAZgmogzxkyBD16dNHb7/9tvLy8ipMk5WVpQcffFAtW7bU119/HdIgYV+HD0sjR3r3AMxFe7MH6slaTih/J+QRCJeyMch23CTvGOS0tDRNmzbN4pK0D5dhGJWOOi8qKtIrr7yiqVOn6vvvv1fr1q3VsGFDxcXF6bffftO3336r/Px8XXnllRo7dqzatWsXjtgD4vF4lJqaqpycHO6/t4DHI6WmSjk5UmXFX10n6QLsIpj2ht8FOklXYp1tIXk/6slaTih/J+QR9mDn/8PLYl975SglxdawOpyg5RUVqvO7M21Z9lYLaAxybGysbr31Vt166636+uuv9dlnn2n37t06fPiwOnbsqDvvvFMXXHCBTjrpJLPjBQAAAADAFEFP0nXWWWfprLPOMiMWAAAAAAAsE3QH2a48nt9/jo31Tlxx+LBUVPT7cbfbu+XnS0cv5xwXJ9WoIeXlSaWlvx9PSJBiYvzPLUmJiVJUlJSb6388Odn7+vx8/+MpKVJxsXTo0O/HoqKkpCSpsFA6cuT349HR3vMXFHi36p6nggLpgQe8+7y8yvJUQwUFv9/CEhtbpPj4Ah0+7FZRkXcqzii39XmKxHoiT5GRp4ICaexYb4yRkifJ/HoyiqMVE1MiT26if54SDisqqlS5ed7jJe7Q5Il6sjZPbrc0bpw3xrJz2T1Pf6ynoz9jkZInKfLqyQl5+uP57Yh1kB3IiHA5OTmGJEPKMSTDkAxjxAjvcyNGGL5jkmGMH+89np7uf3zmTO/xtDT/44sXe48nJ/sf37zZMHJy/I9J3mObN/sfS072nmPxYv/jaWne4zNn+h9PT/ceHz/e/3gk5On+h57zOz542JvGb0eaG4OHvWl9npJyjbz9rY2Fbw73O35am+1G3v7WxtRnHvQ7fmHvFcZvR5qXy1Mk1FMkfvbIE3kiT+SJPJEn8mRGnrz/h+fk5Bh2U9aHWDdwpLHt2ltst60bONK2ZW+1gCbpsrOyAfZ79/4+QN1u377Z+RvFn3+WbrxRmj/fm/Z4efqv57RKryDXdG8Me57yD3iHFKQk56u4OFqHDsf50ka5DCUlHVJhYaxya/w+KXx0dIkSEw+XuypeJ2ljtaynSPzsOTFP+fnS4MHSe+953zcS8iRRT3bIk2SfeoqOlv70J2nePO9rIyFPf6ynoz9jsbGRkScp8urJCXnav9+jxo3tPUnXuoEjbTtJV6d3Ztmy7K3mmA4yHw5rRMIs1oHOcFuUUlRpGmbhhpmYudYeqCdrOaH8nZBH2IOd/w8vi/3rq+3bQT7r/2apdevW3GIdpJCOQT506JASEhJCeUoAAAAAQBVkZmba7ssJq0VVnsRfr1699OOPP5Y7vmbNGp1xxhmhiAkAAAAAgLALuoOckpKiDh066M0335QklZaWasKECerRo4cuv/zykAcIe4uLk2bO9O4BmIv2Zg/Uk7WcUP5OyCMAmKVKY5Bffvll3XPPPbr88su1e/du7dmzR3PnzlXv3r3NiPGE2Hnsg9MwBhkAACBy2Pn/cN8Y5GtG2HcM8tuzGYNcBVUagzx69Gj98MMPmjJlimJiYrR8+XJ179491LEhAuTlSV27SmvWeGc0BGAe2ps9UE/WckL5OyGPAALDGOTgBX2L9W+//aaBAwdq+vTpeuWVV3TNNdcoPT1dL730khnxweZKS6WsLP+lBQCYg/ZmD9STtZxQ/k7IIwCYJegryO3atVPz5s21fv16NW/eXKNGjdJbb72lW265Rf/617/0r3/9y4w4AQAAAAAwVdAd5NGjR+uhhx5SVNTvF58HDRqkc889V3/+859DGhycpbqOz02ss83qECJSIGPOper7uQiUU/IJAEBkMuRyBT1lUzXgjblLly6MQQ5S0B3kcePG+X4+cuSI4v43RWKjRo20bNmy0EWGiJCQIC1e7N0DMBftzR6oJ2s5ofydkEcAgWEMcvCCHoNcWlqqRx99VKeccoqSkpK0c6f3qse4ceM0e/bskAcIe4uJkfr29e4BmIv2Zg/Uk7WcUP5OyCMAmCXoDvJjjz2muXPn6sknn1SNGr9Ped6+fXvNmjUrpMHB/jweKSXFuwdgLtqbPVBP1nJC+TshjwBglqA7yK+99ppmzJihG264QdHR0b7jHTp00LfffhvS4BAZcnOtjgBwDtqbPVBP1nJC+Tshj0A4uFyGbTfJOwY5LS1N06ZNs7gk7SPom29++ukntWzZstzx0tJSFRUVhSQoAAAAAMCJYQxy8IK+gnz66afrs88+K3f8//7v/3TmmWeGJCgAAAAAAMIt6CvI48eP1+DBg/XTTz+ptLRU7777rrZt26bXXntNH374oRkxwsYSE6XNm717AOaivdkD9WQtJ5S/E/IIAGYJ+gpy//799dZbb2nRokVyuVz661//qq1bt+qDDz5Qnz59zIgRNhYVJTVu7N0DMBftzR6oJ2s5ofydkEcgXKweR8wY5PCr0gIAffv2Vd++fUMdCyJQbq6Umirl5Hhn1Dye905/rtLzDdgyJiRxBWNW/TkBpRuZ/WeTI6magwUtAkpX073T5Ej8HbmvW2AJnw8sWemHHStNE3XZN4GdLAChLtdAzlfZuYJpb9X1c+EEwdRT/s9tKj1fYp1tAb1v6cq2AaWL6rE1oHR2FUz525UZeSxZ3zqw904rrjRN8oKTAzqXq2HlM40F+nkN9Heee3rl6Qr+EtjvxZQ17krTHG5bGtC5Am3nwB8xBjl4ln63OH36dHXo0EEpKSlKSUlRt27d9NFHH/meNwxDEyZMUMOGDRUfH69evXppy5YtFkYMAAAAAIhUAV1BrlWrllwuV0An/PXXXwN+80aNGumJJ57wzYo9b948DRgwQOvXr9fpp5+uJ598Us8884zmzp2r1q1b67HHHlOfPn20bds2JScnB/w+AAAAABCso29XtpOjb7GOjo5WRkaGMjIyLI7KHgLqID/33HO+n3/55Rc99thj6tu3r7p1894iuXr1ai1ZskTjxo0L6s379+/v9/jxxx/X9OnT9eWXXyotLU3PPfecHnroIV155ZWSvB3oevXq6R//+IduvvnmoN4LAAAAAJyEW6yDF1AHeejQob6fBw4cqEceeUS33nqr79jtt9+uqVOn6uOPP9add95ZpUBKSkr0f//3f8rPz1e3bt20a9cuZWdnKz093ZfG7XarZ8+eWrVq1TE7yAUFBSooKPA99ng8VYoHoZGc7B0DxQV/wHy0N3ugnqzlhPJ3Qh4BwCxBj0FesmSJLr744nLH+/btq48//jjoADZt2qSkpCS53W6NHj1aCxYsUFpamrKzsyVJ9erV80tfr14933MVmTx5slJTU31b48aNg44JoVNaKu3d690DMBftzR6oJ2s5ofydkEcAMEvQHeTatWtrwYIF5Y4vXLhQtWvXDjqANm3aaMOGDfryyy/1l7/8RUOHDlVWVpbv+T+OfTYM47jjoceOHaucnBzftnfv3qBjQujk50vt2nn3AMxFe7MH6slaTih/J+QRCJsow76bWOapKoJe5mnixIkaMWKEli9f7huD/OWXX2rx4sWaNWtW0AHUqFHDN0lX586dlZmZqeeff17333+/JCk7O1sNGjTwpd+/f3+5q8pHc7vdcrsrn1YfAAAAACIZY5CDF/QV5GHDhmnVqlWqWbOm3n33Xb3zzjtKTU3VF198oWHDhp1wQIZhqKCgQM2bN1f9+vW1bNky33OFhYVasWKFunfvfsLvAwAAAADA0YK+gixJXbt21d///vcTfvMHH3xQ/fr1U+PGjZWbm6s333xTy5cv1+LFi+VyuTRmzBhNmjRJrVq1UqtWrTRp0iQlJCTo+uuvP+H3RvgwSQgQPrQ3e6CerOWE8ndCHgHADC7DMIJe2Ku0tFTfffed9u/fr9I/zADRo0ePgM8zYsQIffLJJ9q3b59SU1PVoUMH3X///erTp48k79XkiRMn6pVXXtFvv/2mrl27atq0aWrXrl3A7+HxeJSamqqcnBxuL0CVHCxoEVC6mu6dJkcSWUJdrvk/t6k0TWKdbQGdK5T4/AAAnMrO/4eXxb7xxsFKrlHD6nCClltYqA7zX1fr1q1ZBzlIQV9B/vLLL3X99dfrhx9+0B/71i6XSyUlJQGfa/bs2cd93uVyacKECZowYUKwYaKaKC6WPvlEuugiKaZK9ysACBTtzR6oJ2s5ofydkEcAgWEMcvCCHoM8evRode7cWZs3b9avv/6q3377zbf9+uuvZsQIGzt0SLr4Yu8egLlob/ZAPVnLCeXvhDwCgFmC7iDv2LFDkyZNUtu2bVWzZk2/NYdTU1PNiBEAAAAAYJKVK1eqf//+atiwoVwulxYuXOj3/IQJE3TaaacpMTFRtWrVUu/evbVmzZrjnnPLli0aOHCgmjVrJpfLpeeee65cmrLn/rhZeTt40B3krl276rvvvjMjFgAAAACoNlwu+25S4Osg5+fnq2PHjpo6dWqFz7du3VpTp07Vpk2b9Pnnn6tZs2ZKT0/Xzz//fMxzHjp0SC1atNATTzyh+vXrV5gmMzNT+/bt821lKxhdffXVAdSOOYIemXLbbbfp7rvvVnZ2ttq3b6/Y2Fi/5zt06BCy4GB/UVFSWpp3D8BctDd7oJ6s5YTyd0IeAQQm0DHI/fr1U79+/Y75/B9XEXrmmWc0e/Zsbdy4URdddFGFr+nSpYu6dOkiSXrggQcqTFOnTh2/x0888YROPfVU9ezZs9KYzRJ0B3ngwIGSpOHDh/uOuVwuGYYR9CRdiHxJSdKWLVZHATgD7c0eqCdrOaH8nZBHAIHxeDx+j91ut9xu9wmds7CwUDNmzFBqaqo6dux4Quf643nnz5+vu+66S66yS+AWCPq7xV27dpXbdu7c6dsDRysslGbN8u4BmIv2Zg/Uk7WcUP5OyCMQLi6XYdtNkho3buw3X9TkyZOrXBYffvihkpKSFBcXp2effVbLli3TySefHKqi1sKFC3Xw4EENGzYsZOesiqCvIDdt2tSMOBChjhyRRo2SrrlGsuEScoCt0N7sgXqylhPK3wl5BBCYvXv3+t1ifSJXjy+44AJt2LBBBw4c0MyZM3XNNddozZo1qlu3bihC1ezZs9WvXz81bNgwJOerqoA7yO+//35A6S6//PIqBwMAAAAACI2UlJSQrYOcmJioli1bqmXLljrnnHPUqlUrzZ49W2PHjj3hc//www/6+OOP9e6774Yg0hMTcAf5iiuuqDQNY5ARiWq6GTpghlCXa1FKUUjPFyp8fgAAQCQyDEMFBQUhOdecOXNUt25dXXrppSE534kIuINcWlpqZhyIUNHRUnq6dw/AXLQ3e6CerOWE8ndCHoFwOXo8r52UxdylSxdFR0crIyPjuGsL5+Xl+S3lu2vXLm3YsEEnnXSSateurccff1yXX365GjRooF9++UUvvfSSfvzxR7/lmIYMGaJTTjnFN865sLBQWVlZvp9/+uknbdiwQUlJSWrZsqXvdaWlpZozZ46GDh2qmJigRwCHnMswDPvVeBA8Ho9SU1OVk5MTstsLAFQ/BwtaVJqGq7kAAISPnf8PL4t9y9AblGzDwfy5hYU6fd7fAy775cuX64ILLih3fOjQoXr55Zd1/fXXa82aNTpw4IBq166tLl266OGHH/Yt4yRJvXr1UrNmzTR37lxJ0u7du9W8efNy5+zZs6eWL1/ue7x06VL17dtX27ZtU+vWrYPPbIhZ30VHRCsokCZPlsaOlU5wRnkAlaC92QP1ZC0nlL8T8gggtHr16qXjXTcNZGzw0Z1eSWrWrNlxz1kmPT09oHThwhLyMFVBgTRxoncPwFy0N3ugnqzlhPJ3Qh4BwCx0kAEAAACgIi7Dvpu8Y5DT0tI0bdo0iwvSPrjFGgAAAAAiUGZmpu3Gf1utSleQDx48qFmzZmns2LH69ddfJUlff/21fvrpp5AGB/uLjZVGjPDuAZiL9mYP1JO1nFD+TsgjAJgl6CvIGzduVO/evZWamqrdu3dr1KhROumkk7RgwQL98MMPeu2118yIEzYVHy/NmmV1FIAz0N7sgXqylhPK3wl5BACzBH0F+a677tKwYcO0Y8cOxcXF+Y7369dPK1euDGlwsL/Dh6WRI717WONgQYuANtgf7c0eqCdrOaH8nZBHIFxcUYZtN4kxyFURdAc5MzNTN998c7njp5xyirKzs0MSFCJHUZE0e7Z3D8BctDd7oJ6s5YTyd0IeAQQmMzNTWVlZysjIsDoU2wi6gxwXFyePx1Pu+LZt21SnTp2QBAUAAAAAQLgF3UEeMGCAHnnkERX972tJl8ulPXv26IEHHtDAgQNDHiAAAAAAWMHlMmy7SdxiXRVBT9L11FNP6ZJLLlHdunV1+PBh9ezZU9nZ2erWrZsef/xxM2KEjbnd0vjx3j0Ac9He7IF6spYTyt8JeQQQGJZ5Cp7LMAyjKi/89NNP9fXXX6u0tFRnnXWWevfuHerYQsLj8Sg1NVU5OTl8OOBIgU7AVdO90+RIzBVIPu2eRwAA7MTO/4eXxb51xLVKrlHD6nCClltYqLaz37Rl2VutSusgS9KFF16oe+65R/fdd1+17RzDevn5Ut++3j0Ac9He7IF6spYTyt8JeQQAswR0i/ULL7wQ8Alvv/32KgeDyFNSIi1d6t0DMBftzR6oJ2s5ofydkEcgXI4ez2snR49Bjo6OVkZGBjNZByigDvKzzz7r9/jnn3/WoUOHVLNmTUnSwYMHlZCQoLp169JBBgAAAIBqgDHIwQvoFutdu3b5tscff1xnnHGGtm7dql9//VW//vqrtm7dqrPOOkuPPvqo2fECAAAAAGCKoGexHjdunP75z3+qTZs2vmNt2rTRs88+q6uuuko33HBDSAOEvcXFSTNneveVyf+5TaVpEutsC0FUwQkkLsma2AJRXSemOvxcYHMXxI/5OKB0geQz0AnLAhHriQ0oXfyaAD78kqIu++ZEwpEUXHuDdagnazmh/J2QRwAwS9CTdO3bt8+3BvLRSkpK9N///jckQSFy1KghjRzp3QMwF+3NHqgnazmh/J2QRyBsXDbexDrIVRF0B/miiy7SqFGjtHbtWpWtELV27VrdfPPNzGaNcvLypNNP9+4BmIv2Zg/Uk7WcUP5OyCOAwGRmZiorK4sJuoIQdAf51Vdf1SmnnKKzzz5bcXFxcrvd6tq1qxo0aKBZs2aZESNsrLRUysry7gGYi/ZmD9STtZxQ/k7IIwCYJegxyHXq1NGiRYu0fft2bd26VZLUtm1btW7dOuTBAQAAAAAQLkF3kMu0bt1arVq1kiS5XK6QBQQAAAAA1QHrIDtP0LdYS9Jrr72m9u3bKz4+XvHx8erQoYNef/31UMeGCJCQIC1e7N0DMBftzR6oJ2s5ofydkEcAgWEMcvCCvoL8zDPPaNy4cbr11lt17rnnyjAMffHFFxo9erQOHDigO++804w4YVMxMVLfvlZHATgD7c0eqCdrOaH8nZBHADBL0B3kF198UdOnT9eQIUN8xwYMGKDTTz9dEyZMoIMMPx6P1KiR9OOPUkqK1dEAkY32Zg/Uk7WcUP5OyCMAmCXoDvK+ffvUvXv3cse7d++uffv2hSQoRJbc3MDSJdbZZm4gVVRd47K7gr/sDChdfAjfs6Y7sPcMSJ0A010WurcMRKDtDdbKzZUOFnRQacHx1+EJ6WcWPk5oJ07IIxAOLpfkirLjGGTvnjHIwQu6g9yyZUu9/fbbevDBB/2Ov/XWW75JuwAAAAAA1srMzFQKt5IEJegO8sSJEzVo0CCtXLlS5557rlwulz7//HN98sknevvtt82IEQAAAAAA0wU9i/XAgQO1Zs0anXzyyVq4cKHeffddnXzyyfrqq6/0pz/9yYwYYWOJidLmzd49AHPR3uwhMVFa9XVfJSYesjoUR3JCO3FCHoGwcRn23eS9xTotLU3Tpk2zuCDto0rrIHfq1Enz588PdSyIQFFRUuPG3j0Ac9He7CEqSjql0T5FRZVaHYojOaGdOCGPAALDLdbB41cnTJWbK6WmMlkIEA60N3vIzZWa1t2o3Nwkq0NxJCe0EyfkEQDMEvAV5KioKLnKpkM7BpfLpeLi4hMOCgAAAACAcAu4g7xgwYJjPrdq1Sq9+OKLMgz7TYEOAAAAABVxuQy5XPbr47iOGoPMMk/BCbiDPGDAgHLHvv32W40dO1YffPCBbrjhBj366KMhDQ4AAAAAUDWMQQ5elcYg/+c//9GoUaPUoUMHFRcXa8OGDZo3b56aNGkS6vhgc8nJUk6Odw/AXLQ3e0hOln7Y30HJyXlWh+JITmgnTsgjAJglqFmsc3JyNGnSJL344os644wz9Mknn+j88883KzZEgNJSae9e6bTTpOjo46fN/7lNpedLrLMtRJEFrmBnq4DSuVvsMDmSyFLTvTOgdAcLWgSUzj298nTxYz4O6FyBCDSuI/d1Cyhd3JOrK01TWZkF095gndJSKXf/Rp1yEvVkBSe0EyfkEQDMEvAV5CeffFItWrTQhx9+qDfeeEOrVq2ic4xK5edL7dp59wDMRXuzB+rJWk4ofyfkEQiXsjHIdtwk1kGuioCvID/wwAOKj49Xy5YtNW/ePM2bN6/CdO+++27IggMAAAAAVA1jkIMXcAd5yJAhlS7zBAAAAACAXQXcQZ47d66JYSCSMUkIED60N3ugnqzlhPJ3Qh4BwAxBTdIFBCslRfJ4rI4CcAbamz1QT9ZyQvk7IY9A2LgM72Y3rINcZVVa5gkIVHGxtGSJdw/AXLQ3e6CerOWE8ndCHgEEJjMzU1lZWXSOg0AHGaY6dEi6+GLvHoC5aG/2QD1Zywnl74Q8AoBZ6CADAAAAQAVcUfbdJJZ5qgrGIAMAAABABGKZp+DRQYapoqKktDTvvjKJdbaZH1AVuFvsCNm58n9uE1C66loWVqjp3hlYwjGmhlFOwHE9b24cRwumvcE61JO1nFD+TsgjAJiFDjJMlZQkbdlidRSAM9De7IF6spYTyt8JeQQAs/DdIkxVWCjNmuXdAzAX7c0eqCdrOaH8nZBHIFxcLsO2m8QY5KpwGYZhw4W9AufxeJSamqqcnBzuv7eAxyOlpko5Od51GZ2OW6xhJtqbPVBP1nJC+Tshj7AHO/8fXhb7ztv/pGR3rNXhBC23oEgtXlhgy7K3GleQAQAAAAAQHWQAAAAAACTRQYbJoqOl9HTvHoC5aG/2QD1Zywnl74Q8AmHjMuy7iTHIVcEs1jBVYqK0ZInVUQDOQHuzB+rJWk4ofyfkEUBgWAc5eFxBhqkKCqQJE7x7AOaivdkD9WQtJ5S/E/IIAGZhFmuYKpiZNA8WtKj0fDXdO0MUmTUKdrYKKJ27xQ6TI0EkYuZae6CerOWE8ndCHmEPdv4/3DeL9R1X2HcW6+cX2rLsrcYVZAAAAACogNVrGbMOcvgxBhkAAAAAIhBjkIPHFWSYKjZWGjHCuwdgLtqbPVBP1nJC+TshjwBgFq4gw1Tx8dKsWVZHATgD7c0eqCdrOaH8nZBHIGyiDLmibDhlU9Tvt1hHR0crIyNDGRkZFgdlD1xBhqkOH5ZGjvTuAZiL9mYP1JO1nFD+TsgjgMBkZmYqKyuLznEQ6CDDVEVF0uzZ3j0Ac9He7IF6spYTyt8JeQQAs9BBBgAAAABAdJABAAAAoGIuw76bWOapKpikC6Zyu6Xx4717AOaivdkD9WQtJ5S/E/IIIDAs8xQ8l2EYNpyWLXAej0epqanKycnhw1HNFexsVWkad4sdYYjE38GCFiE7V033zpCdCwAAoDqz8//hZbHvuru/Utz2WzPNU1Ck5k9/YMuytxq3WMNU+flS377ePQBz0d7sgXqylhPK3wl5BACz0EGGqUpKpKVLvXsA5qK92QP1ZC0nlL8T8giEi8tl2HaTGINcFYxBBgAAAIAIxBjk4HEFGQAAAAAA0UGGyeLipJkzvXsA5qK92QP1ZC0nlL8T8ggAZqGDDFPVqCGNHOndAzAX7c0eqCdrOaH8nZBHIFxcLvtuEmOQq4IOMkyVlyedfrp3D8BctDd7oJ6s5YTyd0IeAQQmMzNTWVlZysjIsDoU26CDDFOVlkpZWd49AHPR3uyBerKWE8rfCXkEALMwizWqDXeLHVaHUKGa7p1Wh4AQOVjQIqB0oaxzK94TkSOQzw+fHQAAQsfSK8iTJ09Wly5dlJycrLp16+qKK67Qtm3b/NIYhqEJEyaoYcOGio+PV69evbRlyxaLIgYAAADgGFGGfTcxBrkqLO0gr1ixQhkZGfryyy+1bNkyFRcXKz09Xfn5+b40Tz75pJ555hlNnTpVmZmZql+/vvr06aPc3FwLI0egEhKkxYu9ewDmor3ZA/VkLSeUvxPyCCAwjEEOnsswDMPqIMr8/PPPqlu3rlasWKEePXrIMAw1bNhQY8aM0f333y9JKigoUL169TRlyhTdfPPNlZ7T4/EoNTVVOTk5LJINOBy3WMNuuMUagJ3Z+f/wsth/uP9SpbhjrQ4naJ6CIjWd8i9blr3VqtUkXTk5OZKkk046SZK0a9cuZWdnKz093ZfG7XarZ8+eWrVqVYXnKCgokMfj8dtgHY9HSknx7gGYi/ZmD9STtZxQ/k7IIxAuLpdh203iFuuqqDaTdBmGobvuukvnnXee2rVrJ0nKzs6WJNWrV88vbb169fTDDz9UeJ7Jkydr4sSJ5gaLoHA3PBA+tDd7oJ6s5YTyd0IeAVQuMzOTK8hBqjZXkG+99VZt3LhRb7zxRrnnXGUrXf+PYRjljpUZO3ascnJyfNvevXtNiRcAAAAAEFmqxRXk2267Te+//75WrlypRo0a+Y7Xr19fkvdKcoMGDXzH9+/fX+6qchm32y23221uwAAAAACAiGPpFWTDMHTrrbfq3Xff1aeffqrmzZv7Pd+8eXPVr19fy5Yt8x0rLCzUihUr1L1793CHiypITJQ2b/buAZiL9mYP1JO1nFD+TsgjED6G5LLhJsYgV5WlV5AzMjL0j3/8Q++9956Sk5N9Y45TU1MVHx8vl8ulMWPGaNKkSWrVqpVatWqlSZMmKSEhQddff72VoSNAUVFS48bePQBz0d7sgXqylhPK3wl5BBAYxiAHz9IO8vTp0yVJvXr18js+Z84cDRs2TJJ033336fDhw7rlllv022+/qWvXrlq6dKmSk5PDHC2qIjdXSk2VcnK8M2oeT/7PbSo9X2KdbSGKLPRYjqX6s6L8w/mewbQ3WCeYeuJ3Rug5oZ04IY8AYBZLO8iBLMHscrk0YcIETZgwwfyAAAAAAACOxc03AAAAAFABq9cyZh3k8KsWs1gDAAAAAEKLMcjB4woyTJWc7B0DxZBxwHy0N3ugnqzlhPJ3Qh4BwCx0kGGq0lJp717vHoC5aG/2QD1Zywnl74Q8AgitlStXqn///mrYsKFcLpcWLlzo97xhGJowYYIaNmyo+Ph49erVS1u2bKn0vO+8847S0tLkdruVlpamBQsW+D2fm5urMWPGqGnTpoqPj1f37t2VmZkZyqwFjQ4yTJWfL7Vr590DMBftzR6oJ2s5ofydkEcgbKIM+24KfAxyfn6+OnbsqKlTp1b4/JNPPqlnnnlGU6dOVWZmpurXr68+ffooNzf3mOdcvXq1Bg0apMGDB+ubb77R4MGDdc0112jNmjW+NCNHjtSyZcv0+uuva9OmTUpPT1fv3r31008/VaGyQsNlBDKVtI15PB6lpqYqJyeH++8t4PGwzNPRWLIFZgqmvcE61JO1nFD+Tsgj7MHO/4eXxb73ob5KiYu1OpygeY4UqfHjS6pU9i6XSwsWLNAVV1whyXv1uGHDhhozZozuv/9+SVJBQYHq1aunKVOm6Oabb67wPIMGDZLH49FHH33kO3bxxRerVq1aeuONN3T48GElJyfrvffe06WXXupLc8YZZ+iyyy7TY489FmSuQ4MryAAAAAAQgTwej99WUFAQ9Dl27dql7Oxspaen+4653W717NlTq1atOubrVq9e7fcaSerbt6/vNcXFxSopKVFcXJxfmvj4eH3++edBxxkqdJBhOiYJAcKH9mYP1JO1nFD+TsgjEA5WL9V0oss8NW7cWKmpqb5t8uTJQZdBdna2JKlevXp+x+vVq+d77livO95rkpOT1a1bNz366KP6z3/+o5KSEs2fP19r1qzRvn37go4zVFjmCaZKSfHe6hWIopQic4MxGbdPw2rBtDdYh3qylhPK3wl5BBCYvXv3+t1i7Xa7q3wul8vl99gwjHLHgn3N66+/ruHDh+uUU05RdHS0zjrrLF1//fX6+uuvqxznieIKMkxVXCwtWeLdAzAX7c0eqCdrOaH8nZBHAIFJSUnx26rSQa5fv74klbtavH///nJXiP/4uspec+qpp2rFihXKy8vT3r179dVXX6moqEjNmzcPOs5QoYMMUx06JF18sXcPwFy0N3ugnqzlhPJ3Qh4BhE/z5s1Vv359LVu2zHessLBQK1asUPfu3Y/5um7duvm9RpKWLl1a4WsSExPVoEED/fbbb1qyZIkGDBgQugwEiVusAQAAAKACLpd3s5uymLt06aLo6GhlZGQoIyPjmOnz8vL03Xff+R7v2rVLGzZs0EknnaQmTZpozJgxmjRpklq1aqVWrVpp0qRJSkhI0PXXX+97zZAhQ3TKKaf4xjnfcccd6tGjh6ZMmaIBAwbovffe08cff+w3AdeSJUtkGIbatGmj7777Tvfee6/atGmjP//5zyEukcDRQQYAAACACJSZmRnQMk9r167VBRdc4Ht81113SZKGDh2quXPn6r777tPhw4d1yy236LffflPXrl21dOlSJR81I+CePXsUFfX7Dcrdu3fXm2++qYcffljjxo3Tqaeeqrfeektdu3b1pcnJydHYsWP1448/6qSTTtLAgQP1+OOPKzbWuqW1WAcZpsrLk7p2ldaskZKSjp+WdYSBExNMe4N1qCdrOaH8nZBH2IOd/w8vi/2ncem2XQf5lEeX2rLsrcYVZJgqKUnassXqKABnoL3ZA/VkLSeUvxPyCABmYZIumKqwUJo1y7sHYC7amz1QT9ZyQvk7IY9A2EQZ9t3kHYOclpamadOmWVyQ9sEt1jCVxyOlpko5Od51GY+HW6yBExNMe4N1qCdrOaH8nZBH2IOd/w/33WI9vo99b7GeuMyWZW81brFGtZHw2imVJxplfhxV5YQOfsHOVgGlK06u/OaUxDrbTjQcAAAAIKS4xRoAAAAAANFBhsmio6X0dO8egLlob/ZAPVnLCeXvhDwC4eJyGbbdJMYgVwW3WMNUiYnSkiVWRwE4A+3NHqgnazmh/J2QRwCBCXQdZPyOK8gwVUGBNGGCdw/AXLQ3e6CerOWE8ndCHgHALHSQYaqCAmniRP5IA+FAe7MH6slaTih/J+QRCBuXJJdhw80bPrdYB49brAEAAAAgAnGLdfC4ggwAAAAAgOggw2SxsdKIEd49AHPR3uyBerKWE8rfCXkEALNwizVMFR8vzZpldRSAM9De7IF6spYTyt8JeQTCxRVlyBVlWB1G0Mpi7tKli6Kjo5WRkaGMjAyLo7IHOsgw1eHD0m23SS++6P2DfTxrXu9d6fnOHxWiwIJwsKBFQOlqunfa9lyBnq9mi8DO5Q4oFYJVWR0dPuzW/XdO0CsvDaq0veF3pSvbBpQuqsfWgNIFWk9Tnp2g+Pjjz6KUsqby1hRoXKEU6O+fWE/llzCLUopONBw/lf3OO3xYuvmWtwIq/0B/f1Y3wfztDVQo/+aUftgxoHNFXfZNQOkAHBtjkIPHLdYwVVGRNHu2dw/AXEVFsXp97iDaWzX3ez1x/6sViooU8eXP314AqDo6yAAAAAAAiA4yAAAAAFTM8vWMT2AT6yBXBWOQYSq3Wxo/3rsHYC63u1D3P/S83O47rA4Fx/F7PRVaHYojud2K+PLnby+AMoxBDh5XkGEqt1uaMIE/0kA4uN2FemDc87S3au73eorcDlp15nYr4sufv70AUHV0kGGq/Hypb1/vHoC58vPjNfCyubS3au73emKqcSvk5yviy5+/vQBQdXSQYaqSEmnpUu8egLlKSqL16cc9aG/V3O/1FG11KI5UUqKIL3/+9gKh43IZtt0kxiBXBWOQAQAAACACMQY5eHSQUW1c8lWNStPkhiGOP6rp3hlQuoMFLUJ2rkCE8lxWKNjZKqB07hY7AkqX/3ObStMk1tkW0LkCEUh9S9I/m44LKN3I7D9XmibWc/x1W2NzA/+VHmj8dv+cBSKqx9aQnq+yMov637jQ5G+jlZx0/DrzdC2o/P0CDSyEAv5c1DE3jhNR071RKYzRDVgofxdEXfZNyM4FAKHGLdYwVVycNHOmdw/AXHHuQk195iHaWzUXFye9Mu4hxUXwJFHVmRP+LjkhjwBgFjrIMFWNGtLIkd49AHPVqFGkYTf+k/ZWzdWoIY340/+pRmyR1aE4khP+Ljkhj0DYRBn23cQY5KqggwxT5eVJp5/u3QMwV15egjqf/yHtrZrLy5M6XPUv5R1KsDoUR3LC3yUn5BFAYDIzM5WVlaWMjAyrQ7ENOsgwVWmplJXl3QMwV6nh0rfbWtHeqrnSUilrZyuVlrqsDsWRnPB3yQl5BACz0EEGAAAAgAq4XPbdJG6xrgpmsQYAAACACMQyT8HjCjJMlZAgLV7s3QMwV0L8ES18cwTtrZpLSJD+NXW4EuKOWB2KIznh75IT8ggAZuEKMkwVEyP17Wt1FIAzxMSUqPeFnyuG3+zVWkyM1Lf751aH4VhO+LvkhDwCgFm4ggxTeTxSSop3D8BcntxENWixjvZWzXk8Uq3zv5YnL9HqUBzJCX+XnJBHIGxchn03MQa5KrjOANPl5gaWbm/OzABSjT2hWMxU073T6hBOSLjjd7fYEdLzJdbZFtLzVSbQ8hqZHbr3rCyPJW4pN8BlXez+ebW73PwkRXdcr+hKhoXVDEs0zhPo3yU7c0IeAVSOMcjB4woyAAAAAACigwwAAAAAgCQ6yDBZYqK0ebN3D8BctDd7oJ6s5YTyd0IegbBxGVKUDTfGIFcZY5BhqqgoqXFj7x6AuWhv9kA9WcsJ5e+EPAIIDGOQg8evTpgqN1dKTWWyECAcaG/2QD1Zywnl74Q8AoBZ6CADAAAAACA6yAAAAABQIZfLsO0mMQa5KhiDDAAAAAARiDHIweMKMkyVnCzl5Hj3AMxFe7MH6slaTih/J+QRAMxCBxmmKi2V9u717gGYi/ZmD9STtZxQ/k7IIxA2LsO+m7jFuiq4xRqmys+X2rXzfpPN3R2AuWhv9kA9WcsJ5e+EPAIIDLdYB48ryAAAAAAAiA4yAAAAAACS6CAjDJgkBAgf2ps9UE/WckL5OyGPQDi4ogzbbhJjkKuCMcgwVUqK5PFYHQXgDLQ3e6CerOWE8ndCHgEEhjHIweMKMkxVXCwtWeLdAzAX7c0eqCdrOaH8nZBHADALHWSY6tAh6eKLvXsA5qK92QP1ZC0nlL8T8ggAZqGDDAAAAAAVsXotY9ZBDjvGIAMAAABABGIMcvC4ggxTRUVJaWnePQBz0d7sgXqylhPK3wl5BACzcAUZpkpKkrZssToKwBlob/ZAPVnLCeXvhDwCgFn4bhGmKiyUZs3y7gGYi/ZmD9STtZxQ/k7IIxA2UTbexBjkqnAZhmFYHYSZPB6PUlNTlZOTw/33FvB4pNRUKSfHuy7j8RwsaFHp+Wq6d4YoMiDyBNPeYB3qyVpOKH8n5BH2YOf/w8ti//n57kqJt99Nt57Dxapzxypblr3VuIIMAAAAAIDoIAMAAABAhVwuw7abxC3WVWG/+wVgK9HRUnq6dw/AXLQ3e6CerOWE8ndCHgEEhmWegkcHGaZKTJSWLLE6CsAZaG/2QD1Zywnl74Q8AoBZuMUapiookCZM8O4BmIv2Zg/Uk7WcUP5OyCMAmMUxs1j/tqiVUhKPf69RVI+tlZ6vYGerUIUmd4sdITtXdVU2k+YP+zsoJSXvuGkDmaE6kJmuQ61x6qiA0i06u/L1NLoO/jigcx0a8lOlaWI9sQGdK7HOtoDSBfLZPnxKSUDnCqQu839uE9C5Ao0/kPMFeq5Qeu/05wJKN2DLmErTVPb593iS1LTuxpC1N6c4/FzvgNLFjwms/VbWljy5Sap7xnr9OvsCpSTkHzftz6srb5f1n/97QHGFkhW/iwNV2We77O/Sf74/SynJxy//mNzSkMVVnBy+axKe3EQ1PPXrkM5iHWidB/K7pWR964DOFX3m9oDSVVeszhEZs1gfePEc285iffJtX6p169aKjo5WRkaGMjIyrA7LFuxX2wAAAACASjEGOXjcYg0AAAAAgOggw2SxsdLgYW8pNrbI6lCAiBcbW0R7s4HY2CINv+A9xcYUWx2KI8XGSkNv+L+ILv/YmGJvHgMbiQMAOAodZJgqPl564eWxio9nphDAbPHxBbQ3G4iPK9CMmx5XfA3qyQrx8dK0Zx+O6HYSH1/wvzxaHQkQAaIM+25iHeSqoIMMUx0+LN0+erIOH3ZbHQoQ8Q4fdtPebODwEbdumvGQDhdST1Y4fFjKuPOxiG4nhw+7/5dHqyMBYLXMzExlZWUxQVcQ6CDDVEVF0utzB6moiPu8ALMVFcXS3mygqChWr/57gIqKmSfTCkVF0ry/Xx3R5V9UHOPNI6MtACBodJABAAAAABAdZAAAAACokMtl2HaTGINcFS7DMAyrgzCTnRcojwQFBdLkydLYsZK7kuFeBwtaVHq+mu6dIYoMiDzBtDdYh3qylhPK3wl5hD3Y+f/wsth/eelspcTbb0iG53Cxat/ylS3L3mqWXkFeuXKl+vfvr4YNG8rlcmnhwoV+zxuGoQkTJqhhw4aKj49Xr169tGXLFmuCRZW43dKECfyBBsKB9mYP1JO1nFD+TsgjAJjF0g5yfn6+OnbsqKlTp1b4/JNPPqlnnnlGU6dOVWZmpurXr68+ffooNzc3zJGiqvLzpb59vXsA5qK92QP1ZC0nlL8T8ggAZrH0foF+/fqpX79+FT5nGIaee+45PfTQQ7ryyislSfPmzVO9evX0j3/8QzfffHM4Q0UVlZRIS5d69wDMRXuzB+rJWk4ofyfkEQibo9YUtpWj1kGOjo5WRkYGSz0FqNreUL9r1y5lZ2crPT3dd8ztdqtnz55atWrVMTvIBQUFKigo8D32eDymxwoAAAAA1U1mZiZjkINUbWexzs7OliTVq1fP73i9evV8z1Vk8uTJSk1N9W2NGzc2NU4AAAAAQGSoth3kMi6Xy++xYRjljh1t7NixysnJ8W179+41O0QcR1ycNHOmdw/AXLQ3e6CerOWE8ndCHoGwcRn23cQyT1VRbW+xrl+/viTvleQGDRr4ju/fv7/cVeWjud1uuZm2sdqoUUMaOdLqKABnoL3ZA/VkLSeUvxPyCCAw3GIdvGp7Bbl58+aqX7++li1b5jtWWFioFStWqHv37hZGhmDk5Umnn+7dAzAX7c0eqCdrOaH8nZBHADCLpVeQ8/Ly9N133/ke79q1Sxs2bNBJJ52kJk2aaMyYMZo0aZJatWqlVq1aadKkSUpISND1118f9HsdPVdXbKwUHy8dPiwVFf1+3O32bvn5/jM/xsV5v43Ny5NKS38/npAgxcT4n1uSEhOlqCjpj6tRJSd7X//HZRdSUqTiYunQod+PRUVJSUlSYaF05Mjvx6OjvecvKPBu1T1PBw9KWVnevVRZnmqooKDGUXkqUnx8gQ4fdquoKNZbLm7r8xSJ9USeIiNPHo+3vZWWRk6eJOrJDnmS7FNP0u9/l8rOb/c8/bGejv6MRUqepMirJyfkiblyYUuGhf79738bksptQ4cONQzDMEpLS43x48cb9evXN9xut9GjRw9j06ZNQb1HTk7O/86bY0iGIRnG4GFvGr8daW4MHvam75hkGOPHe1+Tnm74HZ8503s8Lc3/+OLF3uPJyf7HN282jJwc/2OS99jmzf7HkpO951i82P94Wpr3+MyZ/sfT073Hx4/3Pz5ihPf4iBEGeSJP5MnBeSo7TyTliXqyR57sUk8VpbV7niqqp7L0kZSnSKynyM+T9//wnJwcw27K+hC/zuhsFL9+ju22X2d0NiQZrVu3Ntq2bWtMnTrV6iK1DZdhGIZlvfMw8Hg8Sk1N1ebv05ScHC2p4iuTklQvZWO1/PbNzt8oZmdLjRtLe/dKNWtGRp4isZ7IU2TkyePxtrecHG+ckZAniXqyQ54k+9STJKWmev8ulQ3Ls3ueKrqCXPYZi4uLjDxJkVdPTsjT/v0eNW6cqpycHNuNgy3rQ/w6o7NS4qvttE3H5DlcrJNuWmvLsreaYzrIP+xvqpSU4w+5runeGaaonKO4WPrkE+mii7y/iAGYh/ZmD9STtZxQ/k7II+yh7P9wO3bS6CA7l/1qG7YSEyP17Wt1FIAz0N7sgXqylhPK3wl5BACzVNtZrBEZPB7v7TdM0gCYj/ZmD9STtZxQ/k7IIxA2LkOKsuHGOshVxhVkmO6P41gAmIf2Zg/Uk7WcUP5OyCOAyrEOcvC4ggwAAAAAgOggAwAAAIBjNWvWTC6Xq9yWkZFxzNesWLFCnTp1UlxcnFq0aKGXX37Z7/mZM2fq/PPPV61atVSrVi317t1bX331ldlZCQk6yDBVYqK0ebN3D8BctDd7oJ6s5YTyd0IegbBxyTue13abN/xAxiBnZmZq3759vm3ZsmWSpKuvvrrC9Lt27dIll1yi888/X+vXr9eDDz6o22+/Xe+8844vzfLly3Xdddfp3//+t1avXq0mTZooPT1dP/30U8iqxiws83QUlnkKPcPwjoNKTpZcLqujASIb7c0eqCdrOaH8nZBH2ENELPM0q5NSEqKtDidonkMlOmnkuiqV/ZgxY/Thhx9qx44dclXwS+T+++/X+++/r61bt/qOjR49Wt98841Wr15d4TlLSkpUq1YtTZ06VUOGDAkuM2HmmCvIsbkxivXEHndD6OXmSqmpTBYChAPtzR6oJ2s5ofydkEcAgfF4PH5bQUHBcdMXFhZq/vz5Gj58eIWdY0lavXq10tPT/Y717dtXa9euVVFRUYWvOXTokIqKinTSSSdVLSNh5JgOMgAAAAAExerlmk5kk9S4cWOlpqb6tsmTJx83uwsXLtTBgwc1bNiwY6bJzs5WvXr1/I7Vq1dPxcXFOnDgQIWveeCBB3TKKaeod+/ewZW/BVjmCQAAAAAi0N69e/1usXa73cdNP3v2bPXr108NGzY8bro/Xl0uG7Vb0VXnJ598Um+88YaWL1+uuLi4QEO3DB1kAAAAAIhAKSkpAY9B/uGHH/Txxx/r3XffPW66+vXrKzs72+/Y/v37FRMTo9q1a/sdf+qppzRp0iR9/PHH6tChQ3DBW4RbrGGq5GQpJ8e7B2Au2ps9UE/WckL5OyGPAEJvzpw5qlu3ri699NLjpuvWrZtvpusyS5cuVefOnRUb+/u8Tn/729/06KOPavHixercubMpMZuBDjJMVVoq7d3r3QMwF+3NHqgnazmh/J2QRyBsLF+u6QQ2BbbMkySVlpZqzpw5Gjp0qGJi/G8yHjt2rN/M06NHj9YPP/ygu+66S1u3btWrr76q2bNn65577vGlefLJJ/Xwww/r1VdfVbNmzZSdna3s7Gzl5eWFsHLMwS3WMFV+vtSunfebbJvN7g/YDu3NHqgnazmh/J2QRwCByczMDOgW648//lh79uzR8OHDyz23b98+7dmzx/e4efPmWrRoke68805NmzZNDRs21AsvvKCBAwf60rz00ksqLCzUVVdd5Xeu8ePHa8KECVXPUBjQQQYAAAAAB0tPT/dNtPVHc+fOLXesZ8+e+vrrr495vt27d4cosvDjFmsAAAAAAOSgK8hFycUqSmEwjhWYJAQIH9qbPVBP1nJC+Tshj0A4uKIMuaIqvrJanZXF3KVLF0VHRysjI0MZGRkWR2UPjukgwxopKZLHY3UUgDPQ3uyBerKWE8rfCXkEEJhAxyDjd9xiDVMVF0tLlnj3AMxFe7MH6slaTih/J+QRAMxCBxmmOnRIuvhi7x6AuWhv9kA9WcsJ5e+EPAKAWeggAwAAAEBFXDbeFPg6yPgdY5ABAAAAIAIxBjl4XEGGqaKipLQ07x6AuWhv9kA9WcsJ5e+EPAKAWbiCDFMlJUlbtlgdBeAMtDd7oJ6s5YTyd0IeAcAsfLcIUxUWSrNmefcAzEV7swfqyVpOKH8n5BEImyjDvpsYg1wVLsMw7LfydRA8Ho9SU1P1w/6mSkk5/vcBNd07wxSVc3g8UmqqlJPjXZcRgHlob/ZAPVnLCeXvhDzCHsr+D8/JybHdONiy2H+b31EpCdFWhxM0z6ES1brxG1uWvdW4ggwAAAAAgOggAwAAAEDFXIZ9N3GLdVUwSRdMFR0tpad79wDMRXuzB+rJWk4ofyfkEUBgWOYpeHSQYarERGnJEqujAJyB9mYP1JO1nFD+TsgjAJiFW6xhqoICacIE7x6AuWhv9kA9WcsJ5e+EPAKAWeggw1QFBdLEifyRBsKB9mYP1JO1nFD+TsgjEDZWL9XEMk9hxy3WAAAAABCBGIMcPK4gAwAAAAAgOsgwWWysNGKEdw/AXLQ3e6CerOWE8ndCHgHALC7DMAyrgzCTx+NRamqqftjfVCkpx/8+oKZ7Z5iiAgAAACJb2f/hOTk5trvNtyz2395sp5QE+62Z5jlUolrXblbr1q0VHR2tjIwMZWRkWB2WLXAFGaY6fFgaOdK7B2Au2ps9UE/WckL5OyGPAAKTmZmprKwsOsdBoIMMUxUVSbNne/cAzEV7swfqyVpOKH8n5BEAzEIHGQAAAAAA0UEGAAAAgIpF2XgT6yBXBesgw1RutzR+vHcPwFy0N3ugnqzlhPJ3Qh4BBIZ1kIPHLNZHYRZrAAAAIDQiYhbrt208i/U1m21Z9lbjFmuYKj9f6tvXuwdgLtqbPVBP1nJC+Tshj0DYuAz7buIW66rgFmuYqqREWrrUuwdgLtqbPVBP1nJC+TshjwACwy3WweMKMgAAAAAAooMMAAAAAIAkOsgwWVycNHOmdw/AXLQ3e6CerOWE8ndCHoFwcbkMuaJsuDEGucqYxfoozGINAAAAhEYkzGJ98J9pSkm04SzW+SWqeVWWLcvealxBhqny8qTTT/fuAZiL9mYP1JO1nFD+TsgjAJiFDjJMVVoqZWV59wDMRXuzB+rJWk4ofyfkEQDMQgcZAAAAACpi9VrGrIMcdqyDDAAAAAARiHWQg8cVZJgqIUFavNi7B2Au2ps9UE/WckL5OyGPAGAWriDDVDExUt++VkcBOAPtzR6oJ2s5ofydkEcAMAtXkGEqj0dKSfHuAZiL9mYP1JO1nFD+TsgjEDZRNt7EGOSqcMwV5OgX2ig6Lvb4iR6q/DylH3YM6P2iLvsmoHROkJsbWLqCna0qTeNuseMEowEiW6DtDdainqzlhPJ3Qh4BVI4xyMHjCjIAAAAAAKKDDAAAAAAVs3qpJpZ5CjvH3GINayQmSps3e/cAzEV7swfqyVpOKH8n5BFAYLjFOnhcQYapoqKkxo29ewDmor3ZA/VkLSeUvxPyCABm4VcnTJWbK6WmMlkIEA60N3ugnqzlhPJ3Qh4BwCx0kAEAAACgIlGGfTcxBrkqGIMMAAAAABGIMcjB4woyAAAAAABy0BVkdx2P3PEnnt2oy74JKF3phx1Ddi47S06WcnK8ewDmor3ZA/VkLSeUvxPyCABm4QoyTFVaKu3d690DMBftzR6oJ2s5ofydkEcgbFw23sQY5KpwzBVkWCM/X2rXzvtNNsMfAHPR3uyBerKWE8rfCXkEEBjGIAePK8gAAAAAAIgOMgAAAAAAkuggIwyYJAQIH9qbPVBP1nJC+Tshj0BYWL2WMesghx1jkGGqlBTJ47E6CsAZaG/2QD1Zywnl74Q8AggMY5CDxxVkmKq4WFqyxLsHYC7amz1QT9ZyQvk7IY8AYBY6yDDVoUPSxRd79wDMRXuzB+rJWk4ofyfkEQDMQgcZAAAAACpgRNl3kxiDXBWOGYN86Lp9ikk5/vcBNUL4flGXfRPCszmDu8UOq0MAAAAAIgZjkIPHFWSYKipKSkvz7gGYi/ZmD9STtZxQ/k7IIwCYxTFXkGGNpCRpyxarowCcgfZmD9STtZxQ/k7IIxA2LsO72Y3r92WeoqOjlZGRoYyMDIuDsge+W4SpCgulWbO8ewDmor3ZA/VkLSeUvxPyCCAwmZmZysrKonMcBDrIMNWRI9KoUd49AHPR3uyBerKWE8rfCXkEALPQQQYAAAAAQHSQAQAAAKBiUYZ9N7HMU1UwSRdMFR0tpad79wDMRXuzB+rJWk4ofyfkEUBgWOYpeHSQYarERGnJEqujAJyB9mYP1JO1nFD+TsgjAJjFMR3kmu6NSnEf/9uTgwUtKj1PwmunBPR+BftTK01Tck9WQOeyQqwnttI0RSlFlaYpKKih6c98q7FjJbf7+GlLV7at9HxRPbZWmgZwqoICafJkBdTeYB3qyVpOKH8n5BEAzGKLMcgvvfSSmjdvrri4OHXq1EmfffaZ1SEhQAUFNTRxovePNQBzFRSI9mYD1JO1nFD+TsgjEDYuG29iDHJVVPsryG+99ZbGjBmjl156Seeee65eeeUV9evXT1lZWWrSpInV4QEAAABAtcQY5OBV+yvIzzzzjEaMGKGRI0eqbdu2eu6559S4cWNNnz7d6tAAAAAAABGkWneQCwsLtW7dOqWnp/sdT09P16pVqyp8TUFBgTwej98G68TGFmnECCm28iHNAE5QbKxobzZAPVnLCeXvhDwCgFmqdQf5wIEDKikpUb169fyO16tXT9nZ2RW+ZvLkyUpNTfVtjRs3DkeoOIb4+ALNmiXFx1sdCRD54uNFe7MB6slaTih/J+QRCJsoG29iDHJVVOsOchmXy+X32DCMcsfKjB07Vjk5Ob5t79694QgRx3D4sFsjR0qHD1sdCRD5Dh8W7c0GqCdrOaH8nZBHAIHJzMxUVlaWMjIyrA7FNqp1B/nkk09WdHR0uavF+/fvL3dVuYzb7VZKSorfBusUFcVq9mypqPIVoQCcoKIi0d5sgHqylhPK3wl5BACzVOsOco0aNdSpUyctW7bM7/iyZcvUvXt3i6ICAAAA4AguQ4qy4eYyJHGLdVVU+2We7rrrLg0ePFidO3dWt27dNGPGDO3Zs0ejR48O6PWG4f1wBDJZl6egtNI0xYeLA3rfgiOVf21b4qn8/awSm1tSaZoiVR5/bm6JJI8CmSutNL/y94xi0jXgmMqaB82keqOerOWE8ndCHmEPZf9/l/0/jvBjmafgVfsO8qBBg/TLL7/okUce0b59+9SuXTstWrRITZs2Dej1ubm5khTCybp+CNF5JD0WulNVb6kK3VxpqaE6ERCxmJvQHqgnazmh/J2QR9hDbm6uUlP5Hw724DIi/Cud0tJS/ec//1FycrJvYi+Px6PGjRtr7969fKNiAcrfWpS/tSh/61D21qL8rUX5W8up5W8YhnJzc9WwYUNFRVXrkZ3leDwepaam6rdPT1VKUrTV4QTNk1eiWhd+r5ycHEd95kKh2l9BPlFRUVFq1KhRhc8xiZe1KH9rUf7WovytQ9lbi/K3FuVvLSeWv+2vHLv+t9nN/2Lu0qWLoqOjlZGRwUzWAYr4DjIAAAAAOBFjkINnr3sdAAAAAAAwiSM7yG63W+PHj5fb7bY6FEei/K1F+VuL8rcOZW8tyt9alL+1KH/APiJ+ki4AAAAACEbZJF2/rmhh20m6Tuq5U61bt2YMcpAYgwwAAAAAEYgxyMFz5C3WAAAAAAD8ER1kAAAAAHCo6dOnq0OHDr5lyLp166aPPvrouK+ZNm2a2rZtq/j4eLVp00avvfaa3/Nz586Vy+Uqtx05csTMrIQEt1gDAAAAQEUcsA5yo0aN9MQTT6hly5aSpHnz5mnAgAFav369Tj/99HLpp0+frrFjx2rmzJnq0qWLvvrqK40aNUq1atVS//79felSUlK0bds2v9fGxcWFKIPmcdwV5JdeeknNmzdXXFycOnXqpM8++8zqkCLSypUr1b9/fzVs2FAul0sLFy70e94wDE2YMEENGzZUfHy8evXqpS1btlgTbASaPHmyunTpouTkZNWtW1dXXHFFuV9Q1IF5KvsmlrIPn8mTJ8vlcmnMmDG+Y5S/eSZMmFDuakH9+vV9z1P25vvpp5904403qnbt2kpISNAZZ5yhdevW+Z6nDszTrFmzCq+YlXVKKHtYITMzU1lZWcedoKt///665JJL1Lp1a7Vu3VqPP/64kpKS9OWXX1aY/vXXX9fNN9+sQYMGqUWLFrr22ms1YsQITZkyxS9d2d+Aozc7cFQH+a233tKYMWP00EMPaf369Tr//PPVr18/7dmzx+rQIk5+fr46duyoqVOnVvj8k08+qWeeeUZTp05VZmam6tevrz59+ig3NzfMkUamFStWKCMjQ19++aWWLVum4uJipaenKz8/35eGOjBP2Texa9eu1dq1a3XhhRdqwIABvn+EKPvwyMzM1IwZM9ShQwe/45S/uU4//XTt27fPt23atMn3HGVvrt9++03nnnuuYmNj9dFHHykrK0tPP/20atas6UtDHZgnMzPT77O/bNkySdLVV18tibKHNTwej99WUFBw3PQlJSV68803lZ+fr27dulWYpqCgoNyV4Pj4eH311VcqKiryHcvLy1PTpk3VqFEjXXbZZVq/fv2JZygcDAc5++yzjdGjR/sdO+2004wHHnjAooicQZKxYMEC3+PS0lKjfv36xhNPPOE7duTIESM1NdV4+eWXLYgw8u3fv9+QZKxYscIwDOrACrVq1TJmzZpF2YdJbm6u0apVK2PZsmVGz549jTvuuMMwDD77Zhs/frzRsWPHCp+j7M13//33G+edd94xn6cOwuuOO+4wTj31VKO0tJSyt6GcnBxDkvHr5y2M4g2tbLf9+nkLQ1K5bfz48RXmd+PGjUZiYqIRHR1tpKamGv/617+OWTZjx4416tevb6xdu9YoLS01MjMzjbp16xqSjP/85z+GYRjG6tWrjddff93YsGGDsXLlSmPgwIFGfHy8sX37djOqK6QccwW5sLBQ69atU3p6ut/x9PR0rVq1yqKonGnXrl3Kzs72qwu3262ePXtSFybJycmRJJ100kmSqINw+uM3sZR9eGRkZOjSSy9V7969/Y5T/ubbsWOHGjZsqObNm+vaa6/Vzp07JVH24fD++++rc+fOuvrqq1W3bl2deeaZmjlzpu956iB8CgsLNX/+fA0fPlwul4uyh2X27t2rnJwc3zZ27NgK07Vp00YbNmzQl19+qb/85S8aOnSosrKyKkw7btw49evXT+ecc45iY2M1YMAADRs2TJIUHe1dM/qcc87RjTfeqI4dO+r888/X22+/rdatW+vFF180JZ+h5JgO8oEDB1RSUqJ69er5Ha9Xr56ys7MtisqZysqbuggPwzB011136bzzzlO7du0kUQfhsGnTJiUlJcntdmv06NFasGCB0tLSKPswePPNN/X1119r8uTJ5Z6j/M3VtWtXvfbaa1qyZIlmzpyp7Oxsde/eXb/88gtlHwY7d+7U9OnT1apVKy1ZskSjR4/W7bff7ptdljoIn4ULF+rgwYO+TgNlD6uUzYdStrnd7grT1ahRQy1btlTnzp01efJkdezYUc8//3yFaePj4/Xqq6/q0KFD2r17t/bs2aNmzZopOTlZJ598coWviYqKUpcuXbRjx46Q5c0sjpvF2uXyn4bOMIxyxxAe1EV43Hrrrdq4caM+//zzcs9RB+Yp+yb24MGDeueddzR06FCtWLHC9zxlb469e/fqjjvu0NKlS487Uyblb45+/fr5fm7fvr26deumU089VfPmzdM555wjibI3U2lpqTp37qxJkyZJks4880xt2bJF06dP15AhQ3zpqAPzzZ49W/369VPDhg39jlP2sAvDMCodrxwbG6tGjRpJ8n45fdlllykqquLrr4ZhaMOGDWrfvn3IYw01x1xBPvnkkxUdHV3uW7r9+/eX+zYP5iqbwY66MN9tt92m999/X//+9799v8Ak6iAcjvVNLGVvrnXr1mn//v3q1KmTYmJiFBMToxUrVuiFF15QTEyMr4wp//BITExU+/bttWPHDj77YdCgQQOlpaX5HWvbtq1vMlLqIDx++OEHffzxxxo5cqTvGGVvY1E23uRd5iktLU3Tpk07ZhYffPBBffbZZ9q9e7c2bdqkhx56SMuXL9cNN9wgSRo7dqzfl2zbt2/X/PnztWPHDn311Ve69tprtXnzZt+Xc5I0ceJELVmyRDt37tSGDRs0YsQIbdiwQaNHjw605C3jmA5yjRo11KlTJ9+MgmWWLVum7t27WxSVMzVv3lz169f3q4vCwkKtWLGCuggRwzB066236t1339Wnn36q5s2b+z1PHYRf2TexlL25LrroIm3atEkbNmzwbZ07d9YNN9ygDRs2qEWLFpR/GBUUFGjr1q1q0KABn/0wOPfcc8st6bd9+3Y1bdpUEr/7w2XOnDmqW7euLr30Ut8xyh5WCWSZp//+978aPHiw2rRpo4suukhr1qzR4sWL1adPH0nSvn37/Fb9KSkp0dNPP62OHTuqT58+OnLkiFatWqVmzZr50hw8eFA33XST2rZtq/T0dP30009auXKlzj77bNPyGiqOusX6rrvu0uDBg9W5c2d169ZNM2bM0J49e2zxTYbd5OXl6bvvvvM93rVrlzZs2KCTTjpJTZo00ZgxYzRp0iS1atVKrVq10qRJk5SQkKDrr7/ewqgjR0ZGhv7xj3/ovffeU3Jysu8b69TUVMXHx/vWhaUOzPHggw+qX79+aty4sXJzc/Xmm29q+fLlWrx4MWVvsuTkZN9Y+zKJiYmqXbu27zjlb5577rlH/fv3V5MmTbR//3499thj8ng8Gjp0KJ/9MLjzzjvVvXt3TZo0Sddcc42++uorzZgxQzNmzJAk6iAMSktLNWfOHA0dOlQxMb//m03ZozqbPXv2cZ+fO3eu3+O2bdtWumTTs88+q2efffZEQ7OEozrIgwYN0i+//KJHHnlE+/btU7t27bRo0SLfN6sInbVr1+qCCy7wPb7rrrskSUOHDtXcuXN133336fDhw7rlllv022+/qWvXrlq6dKmSk5OtCjmiTJ8+XZLUq1cvv+Nz5szxTRhCHZin7JvYffv2KTU1VR06dPD7Jpaytxblb54ff/xR1113nQ4cOKA6deronHPO0Zdffun7O0vZm6tLly5asGCBxo4dq0ceeUTNmzfXc88957tNUqIOzPbxxx9rz549Gj58eLnnKHvAHlyGYRhWBwEAAAAA1YXH41Fqaqp+Wd1CKUn2G5XqyStV7W471bp1a0VHRysjI+O4t1njd466ggwAAAAATpGZmamUlBSrw7AV+30dAgAAAACACeggAwAAAAAgOsgAAAAAUDGr1zIOwzrI8McYZAAAAACIQIxBDh5XkAEAAAAAEB1kAAAAAAAk0UEG4EDNmjXTc889Z3UYmjt3rmrWrGn6+xQWFqply5b64osvTH+vQO3evVsul0sbNmyw5P179eqlMWPGHPP5CRMm6IwzzghbPJEqVJ/xq666Ss8888yJBwQAwbJ6HDFjkMOODjKAamfYsGFyuVx64okn/I4vXLhQLpfLoqj8uVwuLVy40OowAjJjxgw1bdpU5557rtWhwGEGDRqk7du3+x5X9YuHv/71r3r88cfl8XhCGB0ARL7MzExlZWUpIyPD6lBsgw4ygGopLi5OU6ZM0W+//WZ1KLb34osvauTIkcdNU1RUZMp7FxYWmnJes8+N0IiPj1fdunVP+DwdOnRQs2bN9Pe//z0EUQEAcGx0kAFUS71791b9+vU1efLk46Z75513dPrpp8vtdqtZs2Z6+umn/Z7fv3+/+vfvr/j4eDVv3rzCf7BzcnJ00003qW7dukpJSdGFF16ob775JuBYy24Xfvfdd3XBBRcoISFBHTt21OrVq/3SzZ07V02aNFFCQoL+9Kc/6Zdffil3rg8++ECdOnVSXFycWrRooYkTJ6q4uFiS9Mgjj6hhw4Z+r7v88svVo0cPlZaWVhjb119/re+++06XXnppuXjffvtt9erVS3FxcZo/f74kac6cOWrbtq3i4uJ02mmn6aWXXvI736ZNm3ThhRcqPj5etWvX1k033aS8vDzf88OGDdMVV1yhyZMnq2HDhmrdurUk6auvvtKZZ56puLg4de7cWevXry8Xa1ZWli655BIlJSWpXr16Gjx4sA4cOOB7vlevXrr11lt111136eSTT1afPn0Cel1+fr6GDBmipKQkNWjQoNxn5HheeeUVNW7cWAkJCbr66qt18OBBSdLKlSsVGxur7Oxsv/R33323evTocczzHTx4UDfddJPq1aunuLg4tWvXTh9++KHv+co+z82aNdNjjz3my0/Tpk313nvv6eeff9aAAQOUlJSk9u3ba+3atb7XlN3m/OGHH6pNmzZKSEjQVVddpfz8fM2bN0/NmjVTrVq1dNttt6mkpMT3uorukqhZs6bmzp0rKbDP/dG3WM+dO1cTJ07UN998I5fLJZfLpblz52r48OG67LLL/N6nuLhY9evX16uvvuo7dvnll+uNN944ZtkCgBkMl303iVusq4IOMoBqKTo6WpMmTdKLL76oH3/8scI069at0zXXXKNrr71WmzZt0oQJEzRu3DjfP/CSt8O2e/duffrpp/rnP/+pl156Sfv37/c9bxiGLr30UmVnZ2vRokVat26dzjrrLF100UX69ddfg4r5oYce0j333KMNGzaodevWuu6663yd2zVr1mj48OG65ZZbtGHDBl1wwQV67LHH/F6/ZMkS3Xjjjbr99tuVlZWlV155RXPnztXjjz/uO3+zZs18V4NffvllrVy5Uq+//rqioir+db5y5Uq1bt26wiUe7r//ft1+++3aunWr+vbtq5kzZ+qhhx7S448/rq1bt2rSpEkaN26c5s2bJ0k6dOiQLr74YtWqVUuZmZn6v//7P3388ce69dZb/c77ySefaOvWrVq2bJk+/PBD5efn67LLLlObNm20bt06TZgwQffcc4/fa/bt26eePXvqjDPO0Nq1a7V48WL997//1TXXXOOXbt68eYqJidEXX3yhV155JaDX3Xvvvfr3v/+tBQsWaOnSpVq+fLnWrVtXaX1+9913evvtt/XBBx9o8eLF2rBhg+8WtR49eqhFixZ6/fXXfemLi4s1f/58/fnPf67wfKWlperXr59WrVql+fPnKysrS0888YSio6MlBfZ5lqRnn31W5557rtavX69LL71UgwcP1pAhQ3TjjTfq66+/VsuWLTVkyBAZhuF7zaFDh/TCCy/ozTff1OLFi7V8+XJdeeWVWrRokRYtWqTXX39dM2bM0D//+c9Ky+WPjve5P9qgQYN099136/TTT9e+ffu0b98+DRo0SCNHjtTixYu1b98+X9pFixYpLy/Prx7PPvtsffXVVyooKAg6RgBwKm6xrgIDAKqZoUOHGgMGDDAMwzDOOeccY/jw4YZhGMaCBQuMo39tXX/99UafPn38XnvvvfcaaWlphmEYxrZt2wxJxpdfful7fuvWrYYk49lnnzUMwzA++eQTIyUlxThy5IjfeU499VTjlVdeOWaMkowFCxYYhmEYu3btMiQZs2bN8j2/ZcsWQ5KxdetWwzAM47rrrjMuvvhiv3MMGjTISE1N9T0+//zzjUmTJvmlef31140GDRr4Hn///fdGcnKycf/99xsJCQnG/PnzjxmjYRjGHXfcYVx44YV+x8rife655/yON27c2PjHP/7hd+zRRx81unXrZhiGYcyYMcOoVauWkZeX53v+X//6lxEVFWVkZ2cbhuGtu3r16hkFBQW+NK+88opx0kknGfn5+b5j06dPNyQZ69evNwzDMMaNG2ekp6f7vffevXsNSca2bdsMwzCMnj17GmeccYZfmspel5uba9SoUcN48803fc//8ssvRnx8vHHHHXdUXGiGYYwfP96Ijo429u7d6zv20UcfGVFRUca+ffsMwzCMKVOmGG3btvU9v3DhQiMpKcmvfI62ZMkSIyoqypefP6rs82wYhtG0aVPjxhtv9D3et2+fIckYN26c79jq1asNSb4458yZY0gyvvvuO1+am2++2UhISDByc3N9x/r27WvcfPPNvsdHf8bLpKamGnPmzDEMI7DP/Zw5c/w+4+PHjzc6duxYLu9paWnGlClTfI+vuOIKY9iwYX5pvvnmG0OSsXv37nKvB4BQy8nJMSQZB9a2MAq/bWm77cDaFoYkIycnx+qitB2uIAOo1qZMmaJ58+YpKyur3HNbt24tN/HUueeeqx07dqikpERbt25VTEyMOnfu7Hv+tNNO85tVd926dcrLy1Pt2rWVlJTk23bt2qXvv/8+qFg7dOjg+7lBgwaS5LtavXXrVnXr1s0v/R8fr1u3To888ohfHKNGjdK+fft06NAhSVKLFi301FNPacqUKerfv79uuOGG48Z0+PBhxcXFVfjc0eXy888/a+/evRoxYoTf+z/22GO+cti6das6duyoxMRE3+vOPfdclZaWatu2bb5j7du3V40aNXyPy16XkJBw3Lz/+9//9nvv0047TZL86uHomAN53ffff6/CwkK/9zvppJPUpk2b45abJDVp0kSNGjXyi/novA4bNkzfffedvvzyS0nSq6++qmuuucavfI62YcMGNWrUyHfb+R9V9nkuc/TnrF69epK8Zf7HY0ffKZGQkKBTTz3VL02zZs2UlJTkd+zo1wTqeJ/7QI0cOVJz5szxvfZf//qXhg8f7pcmPj5eknxtAQAAM8RYHQAAHE+PHj3Ut29fPfjggxo2bJjfc4ZhlJvV2jjqttKyn48383VpaakaNGig5cuXl3su2OVpYmNjfT+XvWfZ2OCj4zpeLBMnTtSVV15Z7rmjO7krV65UdHS0du/ereLiYsXEHPtX+cknn6xNmzZV+NzRHbmyOGfOnKmuXbv6pSu7Bbii8i5z9PE/dhADzXv//v01ZcqUcs+VdboqOndlr9uxY0el7x2osjyW7evWrav+/ftrzpw5atGihRYtWlTh56hMWQfvWCr7PJep6HN2vM/eH58vS1PRsaNf43K5yr1/RZO5VfbegRgyZIgeeOABrV69WqtXr1azZs10/vnn+6UpG/JQp06doM4NACfkqCWTbOWoZZ6io6OVkZHBbdYBooMMoNp74okndMYZZ5S78paWlqbPP//c79iqVavUunVrRUdHq23btiouLtbatWt19tlnS5K2bdvmm2hJks466yxlZ2crJiZGzZo1My0PaWlpviuNZf74+KyzztK2bdvUsmXLY57nrbfe0rvvvqvly5dr0KBBevTRRzVx4sRjpj/zzDM1ffr043ZuJe/Vw1NOOUU7d+485lXptLQ0zZs3T/n5+b6O6hdffKGoqKhjXhUte93rr7+uw4cP+zqJFeX9nXfeUbNmzY7b4f+jyl7XsmVLxcbG6ssvv1STJk0kSb/99pu2b9+unj17Hvfce/bs0X/+8x81bNhQkrR69epyeR05cqSuvfZaNWrUSKeeeupxl9Lq0KGDfvzxR23fvr3C8qrs8xxuderU8RsXvGPHjhO+elujRg2/q+FlateurSuuuEJz5szR6tWrKxzHvXnzZjVq1Egnn3zyCcUAAE6SmZlZ4TwkODY7fh8CwGHat2+vG264QS+++KLf8bvvvluffPKJHn30UW3fvl3z5s3T1KlTfRNAtWnTRhdffLFGjRqlNWvWaN26dRo5cqTflbzevXurW7duuuKKK7RkyRLt3r1bq1at0sMPP+w3E/CJuv3227V48WI9+eST2r59u6ZOnarFixf7pfnrX/+q1157TRMmTNCWLVu0detWvfXWW3r44YclST/++KP+8pe/aMqUKTrvvPM0d+5cTZ48uVxn82gXXHCB8vPztWXLlkpjnDBhgiZPnqznn39e27dv16ZNmzRnzhw988wzkqQbbrhBcXFxGjp0qDZv3qx///vfuu222zR48GDfbb0Vuf766xUVFaURI0YoKytLixYt0lNPPeWXJiMjQ7/++quuu+46ffXVV9q5c6eWLl2q4cOHV9ihCvR1SUlJGjFihO6991598skn2rx5s4YNG3bMSc2OVpbXb775Rp999pluv/12XXPNNapfv74vTd++fZWamqrHHnvsmJNzlenZs6d69OihgQMHatmyZdq1a5c++ugj3+egss9zuF144YWaOnWqvv76a61du1ajR48ud9U5WM2aNdOuXbu0YcMGHThwwG/CrZEjR2revHnaunWrhg4dWu61n332mdLT00/o/QEAqAwdZAC28Oijj5a73fOss87S22+/rTfffFPt2rXTX//6Vz3yyCN+t2LPmTNHjRs3Vs+ePXXllVf6lnMq43K5tGjRIvXo0UPDhw9X69atde2112r37t3H7fQF65xzztGsWbP04osv6owzztDSpUt9Hd8yffv21Ycffqhly5apS5cuOuecc/TMM8+oadOmMgxDw4YN09lnn+2bNbpPnz669dZbdeONN/ottXS02rVr68orrwxo/diRI0dq1qxZmjt3rtq3b6+ePXtq7ty5at68uSTvOFzKyAEAAAi+SURBVNYlS5bo119/VZcuXXTVVVfpoosu0tSpU4973qSkJH3wwQfKysrSmWeeqYceeqjcLdENGzbUF198oZKSEvXt21ft2rXTHXfcodTU1ON2ZgN53d/+9jf16NFDl19+uXr37q3zzjtPnTp1qrQ8WrZsqSuvvFKXXHKJ0tPT1a5du3LLXkVFRWnYsGEqKSnRkCFDKj3nO++8oy5duui6665TWlqa7rvvPt8XAIF8nsPp6aefVuPGjdWjRw9df/31uueee/zGkVfFwIEDdfHFF+uCCy5QnTp1/JZt6t27txo0aKC+ffv6rtqXOXLkiBYsWKBRo0ad0PsDAFAZlxHI4DAAgG1t2rRJvXv31nfffafk5GSrw4k4o0aN0n//+1+9//77Vodia4cOHVLDhg316quvlhuHP23aNL333ntaunSpRdEBcBqPx6PU1FT9vL6FUpLtd03Rk1uqOmfu9A3TYQxy4BiDDAARrn379nryySe1e/duv9mOcWJycnKUmZmpv//973rvvfesDse2SktLlZ2draefflqpqam6/PLLy6WJjY0tN8QCAFA5xiAHjw4yADhARWM6cWIGDBigr776SjfffLP69OljdTi2tWfPHjVv3lyNGjXS3LlzK5xs7aabbrIgMgCAE9FBBgCgCo63pBMC16xZs4CWAgMAIBzsd0M9AAAAAISDS5LLZcPNG36XLl2UlpamadOmWVqMdsIVZAAAAACIQIxBDh5XkAEAAAAAEB1kAAAAAKiQEWXfTeIW66rgFmsAAAAAiEDcYh08riADAAAAACA6yAAAAAAASKKDDAAAAAAVi7LxJsYgVwVjkAEAAAAgAjEGOXhcQQYAAAAAQHSQAQAAAACQRAcZAAAAACpkuOy7SYxBrgrGIAMAAABABGIMcvC4ggwAAAAAgOggAwAAAAAgiQ4yAAAAAFTM6rWMWQc57BiDDAAAAAARiDHIweMKMgAAAAAAooMMAAAAABUyoly23SRusa4KbrEGAAAAgAjELdbB4woyAAAAAACigwwAAAAAgCQ6yAAAAABQMauXamKZp7BjDDIAAAAARCDGIAePK8gAAAAAAIgOMgAAAAAAkuggAwAAAECFDJd9N4kxyFXBGGQAAAAAiECMQQ4eV5ABAAAAABAdZAAAAAAAJNFBBgAAAICKRbnsu4kxyFXBGGQAAAAAiECMQQ4eV5ABAAAAABAdZAAAAAAAJNFBBgAAAIAKGS7JiLLhxjrIVcYYZAAAAACIQIxBDh5XkAEAAAAAEB1kAAAAAKiQ4bLvJnGLdVVwizUAAAAARCBusQ4eV5ABAAAAABAdZAAAAAAAJNFBBgAAAICKRdl4E2OQq4IxyAAAAAAQgRiDHDyuIAMAAAAAIDrIAAAAAABIooMMAAAAABUyouy7SYxBrgrGIAMAAABABGIMcvC4ggwAAAAAgOggAwAAAAAgiQ4yAAAAAFTIiDJsu0mMQa4KxiADAAAAQARiDHLwuIIMAAAAAIDoIAMAAABAxVyGfTdxi3VVcIs1AAAAAEQgbrEOHleQAQAAAAAQHWQAAAAAACTRQQYAAACAChlRdl3qyRs/Y5CDxxhkAAAAAIhAjEEOHleQAQAAAAAQHWQAAAAAACRxizUAAAAAVCyqRIoyrI4ieFGlkrxjkKOjo5WRkaGMjAyLg7IHOsgAAAAAEIEYgxw8brEGAAAAAEB0kAEAAADA8V566SU1b95ccXFx6tSpkz777LPjpl+xYoU6deqkuLg4tWjRQi+//HK5NO+8847S0tLkdruVlpamBQsWmBV+yHCLNQAAAABUILXGRqXUsN8tyq4aHkmpAY9BfuuttzRmzBi99NJLOvfcc/XKK6+oX79+ysrKUpMmTcql37Vrly655BKNGjVK8+fP1xdffKFbbrlFderU0cCBAyVJq1ev1qBBg/Too4/qT3/6kxYsWKBrrrlGn3/+ubp27WpW1k+YyzAMG446BwAAAABzeDwepaamKicnx5ZjeIONv2vXrjrrrLM0ffp037G2bdvqiiuu0OTJk8ulv//++/X+++9r69atvmOjR4/WN998o9WrV0uSBg0aJI/Ho48++siX5uKLL1atWrX0xhtvnEj2TMUt1gAAAADgUIWFhVq3bp3S09P9jqenp2vVqlUVvmb16tXl0vft21dr165VUVHRcdMc65zVBbdYAwAAAEAFPB6P1SFUSVncf4zf7XbL7Xb7HTtw4IBKSkpUr149v+P16tVTdnZ2hefPzs6uMH1xcbEOHDigBg0aHDPNsc5ZXdBBBgAAAICj1KhRQ/Xr11fjxo2tDqXKkpKSysU/fvx4TZgwocL0LpfL77FhGOWOVZb+j8eDPWd1QAcZAAAAAI4SFxenXbt2qbCw0OpQqqyizugfrx5L0sknn6zo6OhyV3b3799f7gpwmfr161eYPiYmRrV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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# NOTE: Usually useful for weighted networks\n", + "def clustered_adj_matrix_viz(graph, communities, weight_attribute_name=\"weight\", title=\"Community Structure Visualization\"):\n", + " num_nodes = graph.vcount()\n", + " \n", + " # Get the membership of each node (which community it belongs to)\n", + " node_memberships = communities.membership\n", + "\n", + " # --- Create a reordered adjacency matrix based on clustering ---\n", + " adj_matrix = np.array(graph.get_adjacency(attribute=weight_attribute_name).data)\n", + "\n", + " # Create a permutation (reordering) of node indices based on community membership.\n", + " sorted_node_indices = sorted(range(num_nodes), key=lambda i: (node_memberships[i], i))\n", + "\n", + " # Reorder the adjacency matrix using the sorted indices.\n", + " reordered_adj_matrix = adj_matrix[sorted_node_indices, :][:, sorted_node_indices]\n", + "\n", + " # --- Create the clustering plot (adjacency matrix visualization) ---\n", + " plt.figure(figsize=(10, 10))\n", + "\n", + " # Determine min and max weights from the graph for proper color scaling\n", + " actual_weights = [edge[weight_attribute_name] for edge in graph.es if edge[weight_attribute_name] > 0] # Only consider positive weights for gradient\n", + " if actual_weights:\n", + " min_positive_weight = min(actual_weights)\n", + " max_actual_weight = max(actual_weights)\n", + " else:\n", + " min_positive_weight = 0.1 # Small default if no positive weights\n", + " max_actual_weight = 1 # Default if no edges\n", + "\n", + " # vmin for imshow should be 0 to map no connections to white\n", + " # vmax for imshow should be the maximum actual weight\n", + " # We set a small epsilon to ensure `vmin_gradient` is not zero if `min_positive_weight` is very small\n", + " epsilon = 1e-9 \n", + " vmin_gradient = min_positive_weight if min_positive_weight > 0 else epsilon\n", + "\n", + "\n", + " # Number of colors in the gradient segment\n", + " n_colors = 255\n", + " cmap_gradient = plt.colormaps.get_cmap('plasma_r')\n", + "\n", + " # Create a new list of colors for the gradient part.\n", + " # We map the gradient over the range from 0 to 1.\n", + " colors = cmap_gradient(np.linspace(0, 1, n_colors))\n", + "\n", + " # Combine white for 0, and the gradient for positive values\n", + " all_colors = np.vstack([[1, 1, 1, 1], colors]) # White for 0\n", + "\n", + " custom_cmap = mcolors.ListedColormap(all_colors, name='CustomPlasmaReversedWhite') \n", + " \n", + " bounds = np.linspace(vmin_gradient, max_actual_weight, n_colors)\n", + " norm = mcolors.BoundaryNorm(np.insert(bounds, 0, 0), custom_cmap.N)\n", + "\n", + " plt.imshow(reordered_adj_matrix, cmap=custom_cmap, origin='lower', norm=norm) # Use the custom norm\n", + "\n", + " plt.title(title)\n", + " plt.xlabel('Node Index (reordered by community)')\n", + " plt.ylabel('Node Index (reordered by community)')\n", + " plt.colorbar(label=f'Edge {weight_attribute_name.capitalize()}') # Update colorbar label\n", + "\n", + " # Draw lines to delineate communities\n", + " community_boundaries = [0]\n", + " if sorted_node_indices: # Ensure there are nodes\n", + " current_community = node_memberships[sorted_node_indices[0]]\n", + " for i, node_idx in enumerate(sorted_node_indices):\n", + " if node_memberships[node_idx] != current_community:\n", + " community_boundaries.append(i)\n", + " current_community = node_memberships[node_idx]\n", + " community_boundaries.append(num_nodes) # Add the end boundary\n", + "\n", + " for boundary in community_boundaries:\n", + " if boundary > 0 and boundary < num_nodes:\n", + " plt.axhline(boundary - 0.5, color='blue', linestyle='--', linewidth=0.8)\n", + " plt.axvline(boundary - 0.5, color='blue', linestyle='--', linewidth=0.8)\n", + "\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "\n", + "graph_file = \"../networks/lesmis/lesmis.gml\"\n", + "# igraph.Graph.Read_GML will automatically load edge attributes like 'value'\n", + "# if they are present in the GML file.\n", + "graph = ig.Graph.Read_GML(graph_file)\n", + "# Define the actual weight attribute name from the GML file\n", + "WEIGHT_ATTRIBUTE_NAME = \"value\"\n", + "\n", + "\n", + "clusters = graph.community_multilevel(weights=WEIGHT_ATTRIBUTE_NAME if WEIGHT_ATTRIBUTE_NAME in graph.edge_attributes() else None)\n", + "clustered_adj_matrix_viz(graph, clusters, weight_attribute_name=WEIGHT_ATTRIBUTE_NAME, title='Clustering Plot: Weighted Adjacency Matrix (Les Misérables, Reordered by Communities)')\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "myenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/hierarchical_clustering.ipynb b/doc/source/community_detection_guide/notebooks/hierarchical_clustering.ipynb new file mode 100644 index 000000000..14f80b166 --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/hierarchical_clustering.ipynb @@ -0,0 +1,263 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "baf3fc8c-acaa-4cea-bea0-eed2d0deb047", + "metadata": {}, + "outputs": [], + "source": [ + "import igraph as ig\n", + "import matplotlib.pyplot as plt\n", + "ig.config[\"plotting.backend\"] = \"matplotlib\"" + ] + }, + { + "cell_type": "markdown", + "id": "c8cd85cd-8413-4667-a60a-0680ac5a7828", + "metadata": {}, + "source": [ + "# Hierarchical clustering" + ] + }, + { + "cell_type": "markdown", + "id": "b62bdca5-3549-449e-b919-349b572c2bbb", + "metadata": {}, + "source": [ + "Hierarchical clustering is a community detection method that creates a nested series of partitions, organizing communities into a hierarchy. Unlike other algorithms that provide a single, \"flat\" division of your network, hierarchical methods offer a more detailed view of community structure, revealing how smaller groups merge to form larger ones. The result of this process is a dendrogram, a tree-like diagram that visually represents the entire history of community merges or splits.\n", + "\n", + "There are two primary approaches to hierarchical clustering:\n", + "* __Agglomerative (Bottom-Up):__ This method starts by treating each individual node as its own community. It then iteratively merges the most \"similar\" or \"closest\" communities until all nodes are part of a single large community.\n", + "\n", + "* __Divisive (Top-Down):__ The opposite of the agglomerative approach, this method begins with the entire network as one large community. It then repeatedly splits the community by removing key edges, resulting in a hierarchy of smaller and smaller communities.\n", + "\n", + "In `igraph`, the output of a hierarchical clustering method is a `VertexDendrogram` object. \n", + "\n", + "### Working with `VertexDendrogram` objects" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f4c24318-99c3-4e3c-9921-5d3b7c055d11", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Dendrogram Summary ---\n", + "Dendrogram, 34 elements, 33 merges\n" + ] + } + ], + "source": [ + "g = ig.Graph.Famous(\"Zachary\")\n", + "dendrogram = g.community_edge_betweenness()\n", + "\n", + "print(\"--- Dendrogram Summary ---\")\n", + "print(dendrogram.summary())" + ] + }, + { + "cell_type": "markdown", + "id": "b1f5f4d9-60ae-4acf-9b34-dc594f58b0a8", + "metadata": {}, + "source": [ + "#### Visualizing the dendrogram\n", + "_NOTE:_ The orientation can be changed (e.g., \"top-bottom\", \"left-right\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "adcbb280-fb4c-40a1-a01f-2fa62f10765e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10, 8))\n", + "ig.plot(dendrogram, target=ax, orientation=\"right-left\")\n", + "plt.title(\"Dendrogram of the Karate club network\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "09e700a0-17d4-4118-9782-d9d9d30b0408", + "metadata": {}, + "source": [ + "#### Getting the highest modularity community partition\n", + "\n", + "The `as_clustering()` method returns a `VertexClustering` object, which represents the partition with the highest modularity found by the algorithm among all available partitions.\n", + "
\n", + " \n", + "**NOTE:** You can find more details about how to work with clusterings [here](./working_with_clusterings.ipynb).\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "a92b13d7-2f19-4538-8b36-1f37e6d1461b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Highest modularity community partition (maximizing modularity) ---\n", + "Number of communities: 5\n", + "Modularity: 0.40129848783694944\n", + "Clustering with 34 elements and 5 clusters\n", + "[0] 0, 1, 3, 7, 11, 12, 13, 17, 19, 21\n", + "[1] 2, 24, 25, 27, 28, 31\n", + "[2] 4, 5, 6, 10, 16\n", + "[3] 8, 14, 15, 18, 20, 22, 23, 26, 29, 30, 32, 33\n", + "[4] 9\n" + ] + } + ], + "source": [ + "highest_modularity_partition = dendrogram.as_clustering()\n", + "print(\"--- Highest modularity community partition (maximizing modularity) ---\")\n", + "print(\"Number of communities:\", len(highest_modularity_partition))\n", + "print(\"Modularity:\", highest_modularity_partition.modularity)\n", + "print(highest_modularity_partition)" + ] + }, + { + "cell_type": "markdown", + "id": "dcd0b21d-5f62-46b0-a892-115c5170d90c", + "metadata": {}, + "source": [ + "To verify that `as_clustering()` returns the community with the highest modularity score, we will plot all possible modularity values and use a red dotted line to mark the value returned by the method." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "99094f20-c51c-4ab3-a12d-67b0b4aebd33", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "all_modularity_scores = [dendrogram.as_clustering(i).modularity for i in range(1, g.vcount() + 1)]\n", + "highest_modularity = highest_modularity_partition.modularity\n", + "num_communities_at_highest = len(highest_modularity_partition)\n", + "\n", + "x_values = list(range(1, g.vcount() + 1))\n", + "plt.figure(figsize=(10, 6))\n", + "plt.plot(x_values, all_modularity_scores, marker='o', linestyle='-', color='blue')\n", + "plt.axvline(x=num_communities_at_highest, color='red', linestyle='--', label=f'Highest modularity: {highest_modularity:.3f}')\n", + "plt.title('Modularity scores for different numbers of communities', fontsize=16)\n", + "plt.xlabel('Number of communities', fontsize=12)\n", + "plt.ylabel('Modularity score', fontsize=12)\n", + "plt.legend()\n", + "plt.grid(True)" + ] + }, + { + "cell_type": "markdown", + "id": "196990be-72c5-4bd2-ac34-77fb5c736eca", + "metadata": {}, + "source": [ + "#### Exploring different partitions\n", + "\n", + "We can get clusterings with a specific number of communities, by passing `n` (number of clusters) as a parameter to the `as_clustering()` method." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "3b0c741e-63da-4835-922a-d55a60037d7b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "--- Partition with 2 Communities ---\n", + "Modularity: 0.3599605522682447\n", + "Clustering with 34 elements and 2 clusters\n", + "[0] 0, 1, 3, 4, 5, 6, 7, 10, 11, 12, 13, 16, 17, 19, 21\n", + "[1] 2, 8, 9, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33\n", + "\n", + "--- Partition with 5 Communities ---\n", + "Modularity: 0.40129848783694944\n", + "Clustering with 34 elements and 5 clusters\n", + "[0] 0, 1, 3, 7, 11, 12, 13, 17, 19, 21\n", + "[1] 2, 24, 25, 27, 28, 31\n", + "[2] 4, 5, 6, 10, 16\n", + "[3] 8, 14, 15, 18, 20, 22, 23, 26, 29, 30, 32, 33\n", + "[4] 9\n" + ] + } + ], + "source": [ + "# Get a partition with a different number of communities (e.g., 2 communities)\n", + "partition_2 = dendrogram.as_clustering(n=2)\n", + "print(\"\\n--- Partition with 2 Communities ---\")\n", + "print(\"Modularity:\", partition_2.modularity)\n", + "print(partition_2)\n", + "\n", + "# Get a partition with a different number of communities (e.g., 5 communities)\n", + "partition_5 = dendrogram.as_clustering(n=5)\n", + "print(\"\\n--- Partition with 5 Communities ---\")\n", + "print(\"Modularity:\", partition_5.modularity)\n", + "print(partition_5)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "myenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/initial_workflow.ipynb b/doc/source/community_detection_guide/notebooks/initial_workflow.ipynb new file mode 100644 index 000000000..b99960c75 --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/initial_workflow.ipynb @@ -0,0 +1,565 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "3b9b6d27-eebe-477c-a8ce-401b43637295", + "metadata": {}, + "source": [ + "# Initial workflow" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "3af9e3c3-43be-4a98-8ce9-d2eb20344a80", + "metadata": {}, + "outputs": [], + "source": [ + "import igraph as ig\n", + "import matplotlib\n", + "import random\n", + "import itertools\n", + "import numpy as np\n", + "ig.config[\"plotting.backend\"] = \"matplotlib\"" + ] + }, + { + "cell_type": "markdown", + "id": "352b1210-1303-43f4-881d-4c16effc7332", + "metadata": {}, + "source": [ + "### Load the graph\n", + "First we start by loading the graph:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a4139d66-6c45-4bfa-8a39-f62ede054bd4", + "metadata": {}, + "outputs": [], + "source": [ + "filename = \"../networks/game_of_thrones/GoT.graphml\"\n", + "g = ig.Graph.Read(filename)" + ] + }, + { + "cell_type": "markdown", + "id": "07166ec9-696e-46d0-87ee-40cc41f98b10", + "metadata": {}, + "source": [ + "### Plot the network\n", + "To ensure consistency across our visualizations, we'll first define and compute a single layout for our graph. We will then define a `style` dictionary to store the plot's settings, making them reusable for all our plots:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cd23623a-f47c-467f-b4ee-a93c5b3a31ee", + "metadata": {}, + "outputs": [], + "source": [ + "random.seed(202)\n", + "layout = g.layout(\"fr\")\n", + "style = {'layout': layout, 'vertex_size': 10, 'edge_width': 0.3}" + ] + }, + { + "cell_type": "markdown", + "id": "7c696a37-5b2c-4c1a-ac2d-af01186d2a21", + "metadata": {}, + "source": [ + "Now, we can plot the initial graph:" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "89b51ae0-d34f-4581-bbab-5ff1fc9932df", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ig.plot(g, **style);" + ] + }, + { + "cell_type": "markdown", + "id": "cc18a096-7533-44f3-ba1b-43840ebce47d", + "metadata": {}, + "source": [ + "### Run community detection\n", + "Let's run community detection on the network, starting with the Leiden algorithm. This method detects communities by maximizing modularity. \n", + "
\n", + " \n", + "**NOTE:** You can find a more detailed explanation of **modularity** [here](./modularity.ipynb).\n", + "
\n", + "For the algorithm to consider edge weights during clustering, we need to pass the name of the edge attribute that contains the weights. In this case, we use \"weight\" as the parameter." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "b71afa60-37aa-4a8a-b143-7fd3cdb5cdcd", + "metadata": {}, + "outputs": [], + "source": [ + "communities = g.community_leiden(objective_function=\"modularity\", weights=\"weight\")" + ] + }, + { + "cell_type": "markdown", + "id": "5a6c20af-b8e8-45db-966d-6b9bda26c752", + "metadata": {}, + "source": [ + "#### Basic inspection and accessing data\n", + "\n", + "`community_leiden`(and most of the community detection methods available in igraph) returns a `VertexClustering` object. \n", + "\n", + "From here we can access the membership vector. It's a list or array where each element corresponds to a vertex, and the value is the index of the cluster it belongs to.\n", + "\n", + "
\n", + " \n", + "**NOTE:** You can learn more about **memberhip vectors** [here](./membership_vector.ipynb).\n", + "\n", + "
" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "1d671d36-5e7d-4189-9916-1a75b6bb85c2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0, 0, 2, 2, 3, 3, 0, 0, 2, 0, 4, 4, 5, 5, 0, 5, 0, 0, 0, 2, 0, 5, 3, 4, 4, 4, 5, 0, 0, 2, 0, 0, 3, 4, 3, 4, 2, 3, 2, 4, 5, 5, 2, 5, 4, 4, 2, 3, 0, 2, 5, 0, 3, 2, 0, 0, 4, 0, 5, 5, 2, 0, 0, 1, 1, 0, 0, 4, 0, 2, 0, 0, 3, 4, 0, 0, 0, 3, 0, 0, 3, 3, 0, 0, 6, 6, 4, 5, 0, 0, 6, 0, 4, 4, 6, 5, 5, 0, 4, 4, 0, 4, 4, 2, 2, 5, 3, 3, 3, 3, 2, 4, 4, 0, 5, 3, 5, 0, 2, 4, 0, 3, 0, 0, 0, 3]\n" + ] + } + ], + "source": [ + "print(communities.membership)" + ] + }, + { + "cell_type": "markdown", + "id": "8aaea12c-f45a-437e-aec9-abc008b1f0ce", + "metadata": {}, + "source": [ + "We can get the number of obtained communities:" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e0802ec1-36d7-42a0-a469-8ca5762f8b94", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of communities: 7\n" + ] + } + ], + "source": [ + "print(f\"Number of communities: {len(communities)}\")" + ] + }, + { + "cell_type": "markdown", + "id": "23378d3a-0464-46c9-8bd8-11030249e651", + "metadata": {}, + "source": [ + "And even accessing the clusters themself:\n", + "\n", + "We can iterate over the object:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ddde5cb2-d4bd-4e60-883d-263979a7a245", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Cluster 0 has 44 vertices: [0, 1, 6, 7, 9, 14, 16, 17, 18, 20, 27, 28, 30, 31, 48, 51, 54, 55, 57, 61, 62, 65, 66, 68, 70, 71, 74, 75, 76, 78, 79, 82, 83, 88, 89, 91, 97, 100, 113, 117, 120, 122, 123, 124]\n", + "Cluster 1 has 2 vertices: [63, 64]\n", + "Cluster 2 has 17 vertices: [2, 3, 8, 19, 29, 36, 38, 42, 46, 49, 53, 60, 69, 103, 104, 110, 118]\n", + "Cluster 3 has 19 vertices: [4, 5, 22, 32, 34, 37, 47, 52, 72, 77, 80, 81, 106, 107, 108, 109, 115, 121, 125]\n", + "Cluster 4 has 23 vertices: [10, 11, 23, 24, 25, 33, 35, 39, 44, 45, 56, 67, 73, 86, 92, 93, 98, 99, 101, 102, 111, 112, 119]\n", + "Cluster 5 has 17 vertices: [12, 13, 15, 21, 26, 40, 41, 43, 50, 58, 59, 87, 95, 96, 105, 114, 116]\n", + "Cluster 6 has 4 vertices: [84, 85, 90, 94]\n" + ] + } + ], + "source": [ + "for i, cluster in enumerate(communities):\n", + " print(f\"Cluster {i} has {len(cluster)} vertices: {cluster}\")" + ] + }, + { + "cell_type": "markdown", + "id": "380a0af2-113d-43aa-8392-456bc0bcd0da", + "metadata": {}, + "source": [ + "Or index it to get the vertex IDs within a specific cluster:" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f6994a2b-f129-448c-bca1-fbe4cae7f614", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Vertices in the first cluster: [0, 1, 6, 7, 9, 14, 16, 17, 18, 20, 27, 28, 30, 31, 48, 51, 54, 55, 57, 61, 62, 65, 66, 68, 70, 71, 74, 75, 76, 78, 79, 82, 83, 88, 89, 91, 97, 100, 113, 117, 120, 122, 123, 124]\n" + ] + } + ], + "source": [ + "first_cluster = communities[0]\n", + "print(f\"\\nVertices in the first cluster: {first_cluster}\")" + ] + }, + { + "cell_type": "markdown", + "id": "eb7306b7-f3f4-48d7-b097-7411f89f7a3e", + "metadata": {}, + "source": [ + "Alternatively, print the communities, listing the names of the nodes within each:" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "45315403-2209-4065-8a1d-8100b8fe034b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Clustering with 126 elements and 7 clusters\n", + "[0] NED, ROBERT, LITTLEFINGER, VARYS, ARYA, CERSEI, JOFFREY, SANSA, PYCELLE,\n", + " SEPTA_MORDANE, LORAS, RENLY, SYRIO_FOREL, JORY_CASSEL, BARRISTAN, YOREN,\n", + " HOUND, LANCEL, MARILLION, JANOS, GENDRY, MERYN_TRANT, JON_ARRYN, STANNIS,\n", + " MYCAH, TOBHO_MOTT, MHAEGEN, AERYS, BAELOR, STABLE_BOY, HUGH_OF_THE_VALE,\n", + " MOUNTAIN, TOMARD, RICKARD_STARK, ILYN_PAYNE, LYANNA, RHAEGAR, BERIC,\n", + " HIGH_SEPTON, TOMMEN, MACE, ROOSE_BOLTON, STEFFON, VARLY\n", + "[1] HOT_PIE, LOMMY_GREENHANDS\n", + "[2] DAENERYS, JORAH, DROGO, VISERYS, MIRRI_MAZ_DUUR, DOREAH, IRRI, RAKHARO,\n", + " QOTHO, ILLYRIO, WINE_MERCHANT, RHAEGO, MAGO, COHOLLO, JHIQUI, IROGENIA,\n", + " LITTLE_BIRD\n", + "[3] JON, SAM, JEOR, PYP, GRENN, BENJEN, MAESTER_AEMON, ALLISER_THORNE, RAST,\n", + " DAREON, OTHELL_YARWYCK, OTHOR, AEGON, BORCAS, BOWEN_MARSH, LUKE,\n", + " JAREMY_RYKKER, MELESSA, RANDYLL\n", + "[4] CATELYN, ROBB, THEON, BRAN, MAESTER_LUWIN, ROS, WALDER, GREATJON_UMBER,\n", + " OSHA, RODRIK, RICKON, HODOR, OLD_NAN, JONOS_BRACKEN, RYGER_RIVERS,\n", + " STEVRON_FREY, ASSASSIN, BALON, BRANDON_STARK, HOSTER, GALBART_GLOVER,\n", + " RICKARD_KARSTARK, JOYEUSE\n", + "[5] BRONN, TYRION, SHAE, TYWIN, JAIME, MORD, LYSA, ROBIN, SHAGGA, KEVAN,\n", + " VARDIS_EGEN, MASHA_HEDDLE, ADDAM_MARBRAND, LEO_LEFFORD, MYRCELLA, TYSHA,\n", + " JOANNA\n", + "[6] GARED, ROYCE, WILL, WAYMAR_ROYCE\n" + ] + } + ], + "source": [ + "print(communities)" + ] + }, + { + "cell_type": "markdown", + "id": "f5ed38a2-849e-49ac-89a4-783b1b686a45", + "metadata": {}, + "source": [ + "### Visualize detected communities\n", + "\n", + "Now we can visualize the obtained clusters using a simple `igraph` visualization technique. First, we will define a color map, and then we will add the `vertex_color` property to the `style` dictionary. This will allow us to color the nodes based on their communities:" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "27f4230b-63e6-4fdb-bdfb-66fc746db3ec", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 7 communities (modularity: 0.5291)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "colors_map = matplotlib.colormaps[\"tab10\"]\n", + "style['vertex_color'] = [colors_map(cluster) for cluster in communities.membership]\n", + "print(f\"Found {len(communities)} communities (modularity: {communities.modularity:.4f})\")\n", + "ig.plot(g, **style);" + ] + }, + { + "cell_type": "markdown", + "id": "502357bf-ed1c-407d-aadc-4f4ce88250e5", + "metadata": {}, + "source": [ + "### Exploring other community detection algorithms (optional)" + ] + }, + { + "cell_type": "markdown", + "id": "ba3f4135-d33b-471b-930a-5d7cca8ede8f", + "metadata": {}, + "source": [ + "Now, we can try out some other community detection methods as well, such as the Louvain and Label Propagation algorithms:" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "2397b12c-5524-401e-92b3-4de803ffca07", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 7 communities (modularity: 0.5283)\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "communities = g.community_label_propagation(weights=\"weight\")\n", + "style['vertex_color'] = [colors_map(cluster) for cluster in communities.membership]\n", + "print(f\"Found {len(communities)} communities (modularity: {communities.modularity:.4f})\")\n", + "ig.plot(g, **style);" + ] + }, + { + "cell_type": "markdown", + "id": "fe6c594c-0d59-4d99-95e9-98dde62720b4", + "metadata": {}, + "source": [ + "### Test the stability of the result\n", + "Next, we can test the stability of the Leiden algorithm's result by:\n", + "\n", + "Generating multiple partitions:" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "4094bd57-55d7-4144-ab5a-92d1db0c9fa7", + "metadata": {}, + "outputs": [], + "source": [ + "partitions = []\n", + "for _ in range(500):\n", + " partitions.append(g.community_leiden(objective_function=\"modularity\", weights=\"weight\"))" + ] + }, + { + "cell_type": "markdown", + "id": "dad5b071-e828-4a15-aa55-164a563bab2a", + "metadata": {}, + "source": [ + "Calculating pairwise NMI _(Normalized Mutual Information)_ values (a value of 1 means that the two partitions are identical, a high value - close to 1 - means that they are similar, a low value means that they are dissimilar):" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6c1d17db-6c10-4932-980c-b6d2ae73301d", + "metadata": {}, + "outputs": [], + "source": [ + "def calculate_pairwise_nmi_values(partitions):\n", + " pairwise_nmi_values = []\n", + " for p1, p2 in itertools.combinations(partitions, 2):\n", + " nmi = ig.compare_communities(p1, p2, method='nmi')\n", + " pairwise_nmi_values.append(nmi)\n", + " return pairwise_nmi_values\n", + "\n", + "pairwise_nmi_values = calculate_pairwise_nmi_values(partitions)" + ] + }, + { + "cell_type": "markdown", + "id": "ee4614f7-6edb-4a7f-938a-ff065672868b", + "metadata": {}, + "source": [ + "Plotting the results on a histogram:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3ea10f4a-bcd0-4a81-b760-e909b3c7ccaa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def plot_pairwise_nmi_values(pairwise_nmi_values):\n", + " plt = matplotlib.pyplot\n", + " plt.figure(figsize=(10, 6))\n", + " plt.hist(pairwise_nmi_values, bins=20, edgecolor='black', alpha=0.7, color='lightcoral')\n", + " plt.xlabel('Normalized Mutual Information (NMI) Score')\n", + " plt.ylabel('Frequency')\n", + " plt.grid(axis='y', alpha=0.75)\n", + " \n", + " # Set x-axis limits from 0 to 1\n", + " plt.xlim(0, 1)\n", + " \n", + " # Add a line for the mean NMI\n", + " mean_nmi = np.mean(pairwise_nmi_values)\n", + " plt.axvline(mean_nmi, color='blue', linestyle='dashed', linewidth=2, label=f'Mean NMI: {mean_nmi:.4f}')\n", + " \n", + " plt.title('Stability of community detection')\n", + " plt.legend()\n", + " plt.tight_layout()\n", + " plt.show()\n", + "\n", + "plot_pairwise_nmi_values(pairwise_nmi_values)" + ] + }, + { + "cell_type": "markdown", + "id": "26d82d7f-4707-4567-a52a-b20351521512", + "metadata": {}, + "source": [ + "The same test can be performed on the Label Propagation Algorithm using the functions built previously." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "076385e6-56cb-4ac8-bcfe-75297d35893c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "partitions = []\n", + "for _ in range(500):\n", + " partitions.append(g.community_label_propagation(weights=\"weight\"))\n", + "pairwise_nmi_values = calculate_pairwise_nmi_values(partitions)\n", + "plot_pairwise_nmi_values(pairwise_nmi_values)" + ] + }, + { + "cell_type": "markdown", + "id": "f315562d-ed91-4a7d-8bbe-6ed1358f5a5b", + "metadata": {}, + "source": [ + "_Note:_ Our previous testing suggests that the Label Propagation Algorithm performs less efficiently on this network than the Leiden Algorithm. While this type of testing can be applied to any clustering method, it is important to remember that it may not always be the best way to evaluate the performance of community detection algorithms. It is always beneficial to critically examine and interpret the generated results, especially when you have prior knowledge of the network's structure." + ] + }, + { + "cell_type": "markdown", + "id": "9266642d-7323-40a3-bb28-a22144ffda29", + "metadata": {}, + "source": [ + "
\n", + "\n", + "* **Note on Community Significance:** Now that we've successfully identified and visualized communities within our network, a critical next step is to assess their significance. It's important to ask: are these detected structures truly meaningful, or could they have arisen by random chance? Furthermore, for algorithms with stochastic elements (like Leiden), how consistent are the results across different runs? A detailed exploration of how to test the significance of communities can be found in the notebook [here](./test_significance_of_community.ipynb).\n", + "\n", + "* **Note on Algorithms:** Various algorithms are available in `igraph` for community detection. They are categorized by their underlying principles and suited for various scenarios. In the community detection methods listed above, weights are interpreted as stronger connections, but this is not always the case with other methods. For a more thorough description of these methods and recommendations on when to use each, you can refer to the notebook [here](./community_detection_algorithms.ipynb).\n", + "\n", + "* **Note on Visualizations:** The possibilities for visualizing **communities** are endless. For examples of various community visualization techniques, please refer to the notebook [here](./generating_and_visualizing_clusters.ipynb).\n", + "\n", + "* **Note on Algorithm Stability:** When running community detection algorithms like Leiden, you might notice that each execution yields a different result. This variability is due to the inherent stochastic nature of the Leiden algorithm. If you're wondering how to arrive at a more stable and consistent result, consensus clustering provides the solution. A detailed description and example of how consensus clustering works can be found [here](./consensus_clustering.ipynb).\n", + "\n", + "
" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "myenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/membership_vector.ipynb b/doc/source/community_detection_guide/notebooks/membership_vector.ipynb new file mode 100644 index 000000000..5b6ba71cf --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/membership_vector.ipynb @@ -0,0 +1,78 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "8b0af657-026c-4d8e-a7c5-3a778b84b7a0", + "metadata": {}, + "source": [ + "# Membership vector\n", + "\n", + "### What is a __membership vector__?\n", + "A membership vector is a list or array that assigns a cluster or group identifier to each data point or object.\n", + "\n", + "* __Structure:__ It's a one-dimensional sequence where the length is equal to the number of data points.\n", + "\n", + "* __Indexing:__ Each index in the vector corresponds to a specific data point. For example, the value at index i is the cluster ID for the i-th data point.\n", + "\n", + "* __Values:__ The values in the vector are the cluster IDs. These are typically non-negative integers (e.g., 0, 1, 2, 3, ...).\n", + "\n", + "### Example in `igraph`\n", + "\n", + "In the context of the `igraph` library and community detection, the data points are the vertices of a graph. A membership vector tells you which community (or cluster) each vertex belongs to.\n", + "\n", + "Let's say you have a graph with 5 vertices, and you run a community detection algorithm. The algorithm might find two communities. The resulting membership vector could look like this:\n", + "\n", + "`[0, 1, 0, 0, 1]`\n", + "\n", + "This vector tells you:\n", + "* Vertex 0 is in community 0.\n", + "* Vertex 1 is in community 1.\n", + "* Vertex 2 is in community 0.\n", + "* Vertex 3 is in community 0.\n", + "* Vertex 4 is in community 1.\n", + "\n", + "### Why it's useful\n", + "\n", + "The membership vector is the most direct and compact representation of a clustering. It serves as the basis for almost all subsequent analyses and visualizations:\n", + "\n", + "* __Visualization:__ It's used to color vertices in a plot. Vertices with the same membership value are assigned the same color, making the clusters visually distinct.\n", + "\n", + "* __Analysis:__ You can use the vector to easily count the number of vertices in each cluster, find the largest or smallest cluster, or calculate properties of each cluster (e.g., average degree, density).\n", + "\n", + "* __Comparison:__ If you have two different clusterings, you can compare their membership vectors using metrics like the Normalized Mutual Information (NMI) to see how similar the two results are.\n", + "\n", + "* __Data Extraction:__ You can easily get a list of all vertices belonging to a specific cluster by filtering the original vertex list using the membership vector.\n", + "\n", + "In `igraph`, the `VertexClustering` object encapsulates this __membership vector__, along with other useful properties and methods. The communities.membership property gives you direct access to this vector, which is often the first thing you'll need to work with after performing a community detection analysis." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/modularity.ipynb b/doc/source/community_detection_guide/notebooks/modularity.ipynb new file mode 100644 index 000000000..f20394799 --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/modularity.ipynb @@ -0,0 +1,225 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "94f8164e-537f-41a1-bfc4-ed15c7b00cf8", + "metadata": {}, + "source": [ + "# Modularity formula\n", + "\n", + "Modularity is a quantitative metric used to evaluate the strength of a network's division into modules (or communities). It measures how well the network is partitioned by comparing the density of edges within communities to the expected density of such edges in a randomized network that preserves the original degree distribution. The formula for modularity is given below.\n", + "\n", + "$$Q = \\frac{1}{2m} \\sum_{i,j} \\left[ A_{ij} - \\frac{k_i k_j}{2m} \\right] \\delta(c_i, c_j)$$\n", + "\n", + "Where:\n", + "* $m$: Total number of edges in the graph (sum of all edge weights for a weighted graph).\n", + "* $A_{ij}$: Element of the adjacency matrix, representing the weight of the edge between node $i$ and node $j$ (0 if no edge).\n", + "* $k_i$: Degree of node $i$ (sum of weights of edges connected to node $i$).\n", + "* $k_j$: Degree of node $j$.\n", + "* $\\delta(c_i, c_j)$: Kronecker delta function, which is 1 if node $i$ and node $j$ belong to the same community ($c_i = c_j$), and 0 otherwise.\n", + "\n", + "### Example graph\n", + "\n", + "Let's use a simple graph with two 3-node cliques connected by a single edge. This graph has a clear, intuitive community structure.\n", + "\n", + "* **Nodes (V):** $\\{1, 2, 3, 4, 5, 6\\}$\n", + "* **Edges (E):**\n", + " * Clique 1: $(1, 2), (1, 3), (2, 3)$\n", + " * Clique 2: $(4, 5), (4, 6), (5, 6)$\n", + " * Connecting edge: $(3, 4)$\n", + "* **Total Edges** ($m$): $m = 7$\n", + "* **Node Degrees** ($k_i$):\n", + " * Nodes 1, 2, 5, 6: $k_i = 2$\n", + " * Nodes 3, 4: $k_i = 3$" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a4766cc0-3157-493f-a072-9fd87ed92519", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import igraph as ig\n", + "import matplotlib.pyplot as plt\n", + "\n", + "g = ig.Graph([(0, 1), (0, 2), (1, 2), (2, 3), (3, 4), (3, 5), (4, 5)])\n", + "\n", + "fig, ax = plt.subplots(figsize=(6, 6))\n", + "ig.plot(\n", + " g,\n", + " target=ax,\n", + " vertex_size=40,\n", + " vertex_color=['lightblue'] * 3 + ['lightgreen'] * 3,\n", + " vertex_label=[f'{i+1}' for i in range(6)],\n", + " layout='kamada_kawai'\n", + ")\n", + "ax.set_title(\"Example Graph with two 3-node cliques\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "4243e435-1d29-4217-8beb-f2985a4666cf", + "metadata": {}, + "source": [ + "### Partitioning the graph\n", + "\n", + "We will now evaluate two different partitions to see how modularity scores differ.\n", + "\n", + "#### \"Good\" partitioning ($P_{good}$)\n", + "\n", + "This partition correctly identifies the two cliques.\n", + "\n", + "* **Community 1:** $C_1 = \\{1, 2, 3\\}$\n", + "* **Community 2:** $C_2 = \\{4, 5, 6\\}$\n", + "\n", + "#### \"Bad\" partitioning ($P_{bad}$)\n", + "\n", + "This partition incorrectly splits a clique and merges nodes from both communities.\n", + "\n", + "* **Community 1:** $C_1 = \\{1, 2, 4\\}$\n", + "* **Community 2:** $C_2 = \\{3, 5, 6\\}$\n", + "\n", + "#### Adjacency matrix ($A_{ij}$)\n", + "\n", + "The adjacency matrix for this graph is:\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "eccd7d47-1606-4fc8-ac0c-31ad49604f0b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[0, 1, 1, 0, 0, 0]\n", + " [1, 0, 1, 0, 0, 0]\n", + " [1, 1, 0, 1, 0, 0]\n", + " [0, 0, 1, 0, 1, 1]\n", + " [0, 0, 0, 1, 0, 1]\n", + " [0, 0, 0, 1, 1, 0]]\n" + ] + } + ], + "source": [ + "print(g.get_adjacency())" + ] + }, + { + "cell_type": "markdown", + "id": "ec886807-d974-4cd1-b59f-fff0965a6c5b", + "metadata": {}, + "source": [ + "### Modularity calculation\n", + "### Computation for \"good\" partitioning ($P_{good}$)\n", + "\n", + "This partition correctly identifies the two cliques.\n", + "\n", + "* **Community 1** ($C_1$): $\\{1, 2, 3\\}$\n", + "* **Community 2** ($C_2$): $\\{4, 5, 6\\}$\n", + "\n", + "The calculation is split into two sums, one for each community.\n", + "\n", + "#### Sum for community 1 ($C_1 = \\{1, 2, 3\\}$):\n", + "\n", + "* $\\sum_{i,j \\in C_1} A_{ij}$: There are 3 edges within this community, $(1, 2)$, $(1, 3)$, and $(2, 3)$. The sum over all ordered pairs is $2 \\times 3 = 6$.\n", + "* $\\sum_{i,j \\in C_1} \\frac{k_i k_j}{2m} = \\frac{k_1 k_1}{14} + \\frac{k_1 k_2}{14} + \\frac{k_1 k_3}{14} + \\frac{k_2 k_1}{14} + \\frac{k_2 k_2}{14} + \\frac{k_2 k_3}{14} + \\frac{k_3 k_1}{14} + \\frac{k_3 k_2}{14} + \\frac{k_3 k_3}{14}$\n", + "$= \\frac{(2)(2)+(2)(2)+(2)(3)+(2)(2)+(2)(2)+(2)(3)+(3)(2)+(3)(2)+(3)(3)}{14}$\n", + "$= \\frac{4+4+6+4+4+6+6+6+9}{14} = \\frac{49}{14} = 3.5$\n", + "* **Sum for** $C_1$: $6 - 3.5 = 2.5$.\n", + "\n", + "#### Sum for community 2 ($C_2 = \\{4, 5, 6\\}$):\n", + "\n", + "* The calculation is identical to Community 1, as it has the same internal edge structure and node degrees.\n", + "* **Sum for** $C_2$: $6 - 3.5 = 2.5$.\n", + "\n", + "**Total sum:**\n", + "$\\sum_{i,j} \\left[A_{ij} - \\frac{k_i k_j}{2m}\\right] \\delta(c_i, c_j) = (\\text{Sum for } C_1) + (\\text{Sum for } C_2) = 2.5 + 2.5 = 5$.\n", + "\n", + "**Final modularity** ($Q_{good}$):\n", + "$Q_{good} = \\frac{1}{2m} \\times (\\text{Total Sum}) = \\frac{1}{14} \\times 5 = \\frac{5}{14} \\approx \\mathbf{0.357}$\n", + "\n", + "\n", + "### 2. Computation for \"bad\" partitioning ($P_{bad}$)\n", + "\n", + "This partition incorrectly splits a clique and merges nodes from both communities.\n", + "\n", + "* **Community 1** ($C_1$): $\\{1, 2, 4\\}$\n", + "* **Community 2** ($C_2$): $\\{3, 5, 6\\}$\n", + "\n", + "#### Sum for community 1 ($C_1 = \\{1, 2, 4\\}$):\n", + "\n", + "* $\\sum_{i,j \\in C_1} A_{ij}$: There is only one edge, $(1, 2)$, so the sum over ordered pairs is $2 \\times 1 = 2$.\n", + "* $\\sum_{i,j \\in C_1} \\frac{k_i k_j}{2m}$:\n", + " * The node degrees are $k_1 = 2$, $k_2 = 2$, $k_4 = 3$.\n", + " * The sum is $\\frac{(2)(2)+(2)(2)+(2)(3)+(2)(2)+(2)(2)+(2)(3)+(3)(2)+(3)(2)+(3)(3)}{14} = \\frac{49}{14} = 3.5$.\n", + "* **Sum for** $C_1$: $2 - 3.5 = -1.5$.\n", + "\n", + "#### Sum for community 2 ($C_2 = \\{3, 5, 6\\}$):\n", + "\n", + "* $\\sum_{i,j \\in C_2} A_{ij}$: There is only one edge, $(5, 6)$, so the sum over ordered pairs is $2 \\times 1 = 2$.\n", + "* $\\sum_{i,j \\in C_2} \\frac{k_i k_j}{2m}$:\n", + " * The node degrees are $k_3 = 3$, $k_5 = 2$, $k_6 = 2$.\n", + " * The sum is $\\frac{(3)(3)+(3)(2)+(3)(2)+(2)(3)+(2)(2)+(2)(2)+(2)(3)+(2)(2)+(2)(2)}{14} = \\frac{49}{14} = 3.5$.\n", + "* **Sum for** $C_2$: $2 - 3.5 = -1.5$.\n", + "\n", + "**Total sum:**\n", + "$\\sum_{i,j} \\left[A_{ij} - \\frac{k_i k_j}{2m}\\right] \\delta(c_i, c_j) = (\\text{Sum for } C_1) + (\\text{Sum for } C_2) = -1.5 + (-1.5) = -3$.\n", + "\n", + "**Final modularity** ($Q_{bad}$):\n", + "$Q_{bad} = \\frac{1}{2m} \\times (\\text{Total Sum}) = \\frac{1}{14} \\times (-3) = -\\frac{3}{14} \\approx \\mathbf{-0.214}$" + ] + }, + { + "cell_type": "markdown", + "id": "f3981bc5-f6bf-4b41-a168-cae9c17ec764", + "metadata": {}, + "source": [ + "*Note:* Based on our previous analysis, the \"good\" partitioning yields a significantly higher modularity score. It is important to note, however, that a high modularity score is not always a definitive indicator of a better community partitioning, as was previously demonstrated with the Grid Graph [here](test_significance_of_community.ipynb)." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/resolution.ipynb b/doc/source/community_detection_guide/notebooks/resolution.ipynb new file mode 100644 index 000000000..7b5714346 --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/resolution.ipynb @@ -0,0 +1,11970 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "c4e7dc11-7f3f-4145-beae-cda6bccbe0c5", + "metadata": {}, + "source": [ + "# Resolution parameter" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "9c46c156-c23f-4294-8d15-59169f1e150d", + "metadata": {}, + "outputs": [], + "source": [ + "import igraph as ig\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "import plotly.offline as pyo\n", + "import random\n", + "ig.config[\"plotting.backend\"] = \"matplotlib\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "41aac7cd-054b-4c16-8b5d-a34272266b60", + "metadata": {}, + "outputs": [], + "source": [ + "# We import the sierpinski_graph() function from this notebook\n", + "%run -i functions.ipynb" + ] + }, + { + "cell_type": "markdown", + "id": "91b4ee71-ceb5-406e-84ea-de0853d613e6", + "metadata": {}, + "source": [ + "### Sierpinski" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "0e8e19e8-863a-408c-9703-4bf6d045ddfc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sierpinski_graph(4)\n", + "g.vs['size'] = 15 # store vertex sizes in the graph\n", + "ig.plot(g);" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "434b88ec-d255-4736-a2bd-4b01c2d49b8a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "comms = g.community_leiden(objective_function=\"modularity\") # in this case the default resolution = 1\n", + "ig.plot(comms);" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6f778b13-4b95-4709-882c-9c23f75f9570", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for gamma in np.logspace(-2,2, 5):\n", + " comm = g.community_leiden(objective_function=\"modularity\", resolution = gamma)\n", + " ig.plot(comm)\n", + " plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "2a0ef7a9-f826-47c8-b98a-67a812ff9264", + "metadata": {}, + "source": [ + "The above images illustrate how the *resolution parameter* in the Leiden community detection algorithm affects the number and size of communities found in a *Sierpinski graph*.\n", + "\n", + "---\n", + "\n", + "#### Key observations\n", + "\n", + "**Low Resolution (Res: 0.032 and 0.178):** A low value for the resolution parameter encourages the algorithm to find a small number of large communities. In this case, it identifies just 1 or 3 communities, corresponding to the three main triangular segments of the Sierpinski graph. This is a coarse-grained view of the network's structure.\n", + "\n", + "**Default Resolution (Res: 1.000):** The default value of 1.000 provides a balanced result. It identifies 9 communities, which are smaller than those found at low resolution, revealing more of the network's internal structure without being overly fragmented.\n", + "\n", + "**High Resolution (Res: 5.623 and 31.623):** A high resolution value makes the algorithm more sensitive to small, tightly-knit groups. As the value increases, the number of communities grows significantly.\n", + "\n", + "---\n", + "\n", + "The resolution parameter acts as a control knob for the granularity of community detection. A lower value yields fewer, larger communities, while a higher value results in more numerous, smaller communities. This demonstrates the hierarchical nature of the Sierpinski graph, where communities can be detected at different scales depending on the chosen resolution.\n", + "\n", + "But how do we find the 'right' resolution? There is a method to identify values that generate relatively stable communities. The idea is to test a range of resolution parameters with small steps, count the number of communities, and calculate the percentage of internal edges, then plot these results on a log scale:" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "223a0aaf-0f19-4236-bd8d-901451e5be46", + "metadata": {}, + "outputs": [], + "source": [ + "def analyze_resolution_stability(g, weights=None):\n", + " resolutions = np.logspace(-2, 2, 500)\n", + " community_count = []\n", + " external_edges_fraction = []\n", + " for gamma in resolutions:\n", + " comms = g.community_leiden(objective_function=\"modularity\", resolution=gamma, weights=weights)\n", + " community_count.append(len(comms))\n", + " external_edges_fraction.append( 1 - g.modularity(comms.membership, resolution = 0, weights=weights))\n", + " return resolutions, community_count, external_edges_fraction\n", + " \n", + "resolutions, community_count, external_edges_fraction = analyze_resolution_stability(g)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e9051165-37c1-4a3e-bc35-9e3a157fae80", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "linkText": "Export to plot.ly", + "plotlyServerURL": "https://plot.ly", + "showLink": false + }, + "data": [ + { + "hovertemplate": "Resolution=%{x}
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If we take a closer look at the plots, we can observe that these plateaus are almost within the same x range.\n", + "\n", + "By analyzing these plots, we can choose resolution values that generate stable communities and that therefore will be considered \"good\" values for detecting communities." + ] + }, + { + "cell_type": "markdown", + "id": "23071f95-5bfd-47d6-bac7-6a74d5f7903c", + "metadata": {}, + "source": [ + "We can try the same approach on defferent graphs:\n", + "\n", + "### Stochastic Block Model" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b5fc060e-ef16-42ab-bd60-d910f39b28e6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "comms = g.community_leiden(objective_function=\"modularity\", resolution = 0.5)\n", + "ig.plot(comms);" + ] + }, + { + "cell_type": "markdown", + "id": "505df77f-f8f7-41c0-8d1c-44141070de60", + "metadata": {}, + "source": [ + "*Note:* We can see that the biggest and main plateau is around $0.1$ and $1.6$ (this is why in the clustering we've chosen the $0.5$ as out resoltution parameter value). This plateau corresponds to $3$ generated clusters, which was our main assumption, since we generated the graph to have that exact amount of communities." + ] + }, + { + "cell_type": "markdown", + "id": "4fe8e795-8b8f-42d7-bb33-67ef28ac3f7f", + "metadata": {}, + "source": [ + "### Game of Thrones" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "5593f379-40b9-4bc0-8b9e-31865fba0eaa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Graph created with edge weights using weights=True.\n" + ] + }, + { + "data": { + "image/png": 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7syQxEVmWcXB0ZPbEiYwePRp7e3sACgoKyMrKwtHRUa0igAcbIjh//jzffPON+vvEiROFISB4pBDGgEDwCPPCCy9Qs2ZN5s6Zw+RffqHgRqy7oosL9b28GD16NJs2bSI3N5crV64watQoPvzwQxo1akT9+vV54YUXMBgMhIWFERwczOnTpwkKCqJJKdc1Hd+1axdNmjRRXfs+Pj5Gad5C8rydOnXC3t6ePXv2sGD+fP744w/0BgM2VlY0CgxEURTKlSv3wIyB9PR0Zs2apeooDBgwgBYtWjyQuQgE9woRJhAIHhOysrK4fv06ly9fZvbs2YBRwGfMmDFMmzaNmJgYADQaDW+88QZ9+/a1mEdgZ2PD9Px8JpRwrWiMlQoBAQF4enri7+9PQEAAVlZWrFq1ymzs22+/zdmzZ5kwYQJ1dTqG6vX4AKHAUkkiWlGoU68eBw8exMnJ6a68FmVFlmWmTZvGoUOHAKMU8pw5c0TjIcEjhzAGBILHDEVRGDp0KFFRUQBq7PvTTz/l6NGj6rguXbrw1ltvYWNjY/b8vs88w5XNmzmt11sUMwL4FJim1dK6bdtSOxL6+/uzaNEiPgBmYi6QpAfeAL6XJPYfOEDLli1v8W7vjHXr1qnhAWdnZxYvXlzm0kuB4L+EEB0SCB4zJEnimWeeUX/fsGEDTk5OzJw5kxdeeEF9PCgoiPHjxxdRFhw1ZgzBej2WhYMhBJij1dL9qafo06cPvr6+xYw0svann+io0RQxBMAYx1wG1JAk5s6ZU9ZbvCucO3eO5cuXq79PnDhRGAKCRxbhGRAIHkOys7MZOHAg2dnZWFtb8/PPP1OuXDkAdu/ezRdffPFvdz4XFz788EMaNmwIGD0L4996i/kLFjAUGAMEANeBlcCnWi0OHh4cP32aChWMaYbJyckEBwfz9ddfq90HTfM4cOAAvwDPlTDf+cC7Wi3JKSn3JVSQlpbGyJEjSUxMBGDgwIG89tpr9/y6AsGDQngGBILHEHt7e7p37w5Afn4+mzdvVo916NCBBQsWqFLDqampTJgwgQ0bNqAoCpIk8eW8ecybN4/N7u40wqgb4A5MkCSs3N2pVbeuWXjA1dWVDh06IMsyYDQwNBoN+fn5ANQtZb51Ab3BQFJSksXjiqKwa9cupkyZwoQJE1i6dClpaWm38coY8wQ+++wz1RAICAjglVdeua1zCQT/FYQxIBA8pvTu3VtNEPzzzz/Nug5WrVqVhQsX0qSJsS5AlmUWLVrE//73P/Lz85EkiXHjxhFx7RqdOnXCv3Zt6tWrR5t27ahXvz6KorBy5Uqz62VkZJCamgpA5cqVcXd3VxPxSm6A/O9xk/eiMEeOHKF+7dp06tSJb2fPZv28eYweORIvDw+mTp2qGiBlZd26dWruhIuLC5MmTRIJg4JHHmEMCASPKd7e3jRv3hz4t89AYcqVK8esWbPo37+/+ti2bdt4++231V1zeHg4KSkppKenk5GRQV5eHqbI459//klERIT6XFPCIhhLDCtUqICjoyOONjZ8X8pcV2g0tG3VSg07mDh27BhPdOyI45Ur7ABi9HouFxQQqSiMy83l45kzGT1qVJlfk+DgYFasWAEYcyvef/990YJY8FggjAGB4DGmT58+6s8bNmwoclyr1TJs2DAmT56sVhVcunSJYcOG0a1LF2rVqkV4cDAVY2PRR0Vx+PBhjh06RFZWFoqisHTpUvVc0dHR6s++vr64ubkhSRKefn78JElsKmaOy4GdssyYt94qcuzN4cPxz89np8FAJ/5NQPQEPgEWAYuXLFFLA0siJSWFWbNmqZ6EQYMGqZ4RgeBRRxgDAsFjTJMmTdRs/zNnznDlyhWL4zp16sT8+fPx8PBAlmX279nDoZ07+Q6INRg4qShEKwpBgFd2NiePHiU7O5ujR49y5MgRoKhnwLTj9vX1pUOHDvSVJN4AjgCxwB5gEPA6MOKNN1RZYhPHjh3j6MmTfGQwYF/M/Q0Hqup0LP66uNoHI6Y8gevXrwPQqFEjXnrppRKfIxA8SghjQCB4jLFUZlgc1atXZ9GiRVhZWZGcksJWWWYIYGs6F9AZ2KsouBkMXA0NBYw6Bnq93swYMHkGwChyNOmDD+jUpQs/29nRAvACOgB/2duzcOFCvl68uIgA0r59+7DTaOhRwv1pgWf1evbu3Fni6/Dzzz9z/PhxAMqXLy/yBASPHcIYEAgec7p27ar2BdixYwfp6enFji1Xrhxx0dH0kiSKk/+pALyrKCQkJpKXl0dUVBSbNm1SwwRWVlZUqlTJLBZ/7do1rly5Qm5entm58gsKiIqKKtI4KTc3l4sXL2ItSZS2ZNsBeXl5LF68mI7t2lHf35/2bdqwcOFC0tPTOX36tJrsqNFomDRpEq6urqWcVSB4tBA6AwKBgMWLF/P7778DMHToUDPxocLk5uZiZ2fHCowdD4sjEqiM0d3u5uaGo6Mjubm56PV6qlSpwjfffENwcDBvv/02siwTcfUqUeHhvAMMu/HccIyCQ19qNHTt1o1ff/+d06dPs3PnTvbv309UVBSnT5/mJNCohLk01GgI0WjINxjoAVRTFMIkic1AOScnGjVponoBXn75ZREeEDyWiEZFAoGA3r17s379ehRFYf369RQUFPDrL7+QnJhIhYoVeWHgQPr166cm15UsMPzvcdNeIzMzUz2Wl5fHn3/+iYODA2DMJQgPD+cf4IlC56gGzAaekGV6bNlCy5YtzRQAK1SoQDl7ez7PzmY1RdULAdYB52SZFsDPioKf6YCicA0YlJHBvt27adK8Oe3bt2fQoEGlv1gCwSOI8AwIBAIAPvzwQ7Zt28bZU6fIzs+nrUZDVVnmqkbDflnGz8uLPzdvpm+vXrSPiiqxHPAHjJ6D1q1bqyEISyiKwuH9+3kmN5cfSzjfAElim6Mjgc2bI0kSjo6ONGjQgD/++IMzZ87wDvAR4Gg6L7AL6AG4AJeAogoFkAnUlSQ0fn6cPHmS8uXLlzALgeDRReQMCAQCAJo2bcrp48fxz8/nPLBXllkJ7JNlzgIV4uPp2qkT/QcNYo1Gw9VizpMLzNVqadq4MY6OjsWMMpKdnU1mbi6lOeZfUhRSbugYmNohHzp0iIoVK1KrVi3mAp6SxEvAKKCxJPEEUCBJjMKyIQBG42GMohAbHW2xQ6NA8LggjAGBQADApk2bKC/LbAfq3HSsHrDNYECTkUFSUhK+fn501uk4gHEXbiICeEaSuKAoOLu60qpVqyLX6d27N+PGjaNv376qZHFp6Xqm/bperycnJ4fMzEw1BOHn50frNm1wq1yZv5yc+MnBgVg3N2rXro1BUehQyrk7APkGA+Hh4aWMFAgeXUTOgEAgICMjg59+/JHJikJxjvIKwHC9ni9/+oljJ0/Sv18/2pw/TyOtlnoGA7EYXfNWWi31GzRAkiTOnDlT5DwnTpzgzTffRKvVcvHiRfbu2cMJoFkJ8zsBaCUJX19fUlNTuTm6aWdnR40aNaBGDfWx7OxsAHJKuXfT8dJaLQsEjzLCMyAQCAgLCyMnL48upYzrCmTm5KAoCifOnOGvv/7CrWNHtjg7c6ZCBfzr1KF1u3aqbHBGRgY6nfmeIzo6mo0bNwJgY2ODu5sb8yUJfTHXLAC+1uno9MQT5Ny4dmFsbY1KB5Ik8dNPP7Fu3TqGDh2Kr68v5ezs+LWUe/oFqFShAjVr1ixlpEDw6CI8AwKBAI3GuC8oKGWc6XhoaCj+/v706NEDb29v3n33XbNzFW4OpNcXXeZXrlzJE088wfXr1/GrUoUTSUm8CnzLvyJGYNy1vyZJXFEUKuTmwk1x/QoVKqiqgQ0bNmTLli388ccfasdCN09PfgwPZ5Qs09DC/ZwHvtdqeWvECKytrUu5e4Hg0UVUEwgEAnJzc/Hx8OCVtDTmlDBuDPC9rS3NW7emcuXKdO/endq1a/POO++oY2xtbcnNzQWMrvebBYNMPP300/z9998YDAbi4uI4f+4czsCrikJV4AqwUqMhU5KoHxBQpEmRRqOhdevW7Nu3r9hr6fV6Th8/DllZfC7LDALsMRoZa4AJWi2etWqx79Ahix0RBYLHBWEMCAQCACZMmMCyuXM5YTBQzcLxy0CgRoObn58xPn8DrVZr1v5YkiTq169PcHAwAI6OjmY6AyZu9iBkZ2cTHR1NUmwseXo9NlZWNGjcGBsbG3XXbm1tTX5+PmBMRPz777+LGAAajYZatWpx8eJFAAoKCrh4/jwJiYnYApU0GpIkiSxZpnfPniz//vsihoZA8LghjAGBQADA9evXadWsGTlRUczX6+mNMY5YAPwBjNVqyba1pVHTpnh7e5OQkFDsuaZNm8asWbMshghuBUmS1ByBwiEBJycnMjIyzMba2NjQrVs3nJ2dWbVqVZFz5eTkkJWVRYcOHfD09OS5556jevXqdzQ/geBRQRgDAoFAJSYmhkEDBrB73z7cJAlvIBq4rii4ubhQp0EDtZVxx44dqVixIkFBQSQnJxc5l4eHB3FxcSVeT1EUrl+/TmZmJpIk4ezsjIuLS5FxNWvW5PLly8Wep0OHDowePZotW7awfPlyi2M0Gg1z586lXr16Jc5JIHgcEcaAQCAowsmTJ5k1axaHDh1SGws5OTkVGde2bVsmTJjACy+8oJbylUThkEJ8fDxhISFk5uXhBBiAbMC1XDmq1qypqgFWqVKFiIiIIlUEJhwdHVm7di2rV6/mp59+Kvbaw4YNo3///qXOUSB4HBHGgEAgsEh2djYDBw60uMgXjvc3aNCA1NRUsxbF5cuXJyUlpcjzXFxcSE1NJSYmhvPnz9Mb+ACjxoAC7ACmSxIHgEaNG1OhQoUiRkCVKlWoV68ef/31F2BMRLS2tlYbLYF5eAGgZcuWTJ8+Xa2aEAhMJCQksGXLFjIyMvD09KRHjx5querjhPjPEAgEFrG3t6d79+7FHjOFC4KDg0lKSjI7PmDAAL744gvatGlj9nhqair5+flcunCBIcAGoDnGJkMaoAuwXVHopChcPHvWLDHR2tqaKVOmsHTpUrN8haSkJDNDwM3NzcwQqFixIu+9954wBARmpKSk8PJLL+Hj7c0rr7zCW2PG8Oyzz+Lj4cHMmTPNklsfB8R/h0AgKJbevXtb1OzPzMwkMDAQZ2dnwJicV5iUlBQaNmxIz549izw3NjYWjaLwGZY7DVoDXwDZ+fkkJiYCxvDC/Pnzad++PWlpaRw/fhwwljEeOnQIMHoDWrRoYWaYaLVaPvjgA1E2KDAjNTWVDm3a8NfPP/OpXk8SUKAoXAIGp6Xx0bRpvDZkSLGhqUcRYQwIBIJi8fb2pnnz5maPmRQFDx48yBtvvEGlSpWKPC8+Ph4wqg3eTMr163QB3Isc+ZdGQE1JUkMNr7/+ulrOuHv3bnXXZtIz0Gg0vPTSSxw5csTsPMOGDaNu3bql3abgMWPq1KlEhoSw12DgHYxS2wC1gPnAKkXhh5UrWb9+/YOb5H1GGAMCgaBE+vTpY/Z7YU/Bjz/+yOeff46rq3mroStXrgCY5RH4+fkBoMhysV0EC+MEyLJMkyZN6Nevn/p4UFCQ2TgrKysmTZrEtm3bzHZyrVu3NnueQABGr9b3y5czxmCgODNxENBGq2XRggX3c2oPFGEMCASCEgkMDMTX11f9vaCgAG9vb8BYivj333/z8ssvmz0nKiqKHTt2mBkDJg+Cjb09ByQJA8WTBlxQFOzs7JgwYYIa779y5QqXLl1Sx9nY2DBjxgzOnDlDbGys2bXeffdd0ZZYUIRDhw6RkZ3N4FLGvWgwsGP3blXk6lFHGAMCgaBENBoNzzzzjNljTk5Oape/devWWUy2+vTTT1VtADs7O44ePQoYQw9RikJJDthlQN6NsSavQ0ZGBh9++KE6xsrKik8//RRFUdTGR2DME5gyZYrFUkiBwJTfUlx3ThMuN76bQlGPOsIYEAgEpdK1a1fs7e3V3y9evEivXr0Aoyv/jz/+sPi8rKwsADPJ4HLlyuHu6soQYNtN4xVgNTAJ8PbxUWWIU1JSeOedd8ySA6dOnUrlypX57LPPzM7xxhtv4O/vf1v3KXi0ycnJITQ0FICjpYw9Crg6O+Po6HjP5/UwIIwBgUBQKpbKDO3s7KhcuTIAERERJT6/sCyxJEnUCwjAxsWFJ4FASeIDYCJQS5J4Eajo4UHNWrUAiIuL45133iEsLEw9R61atWjZsiXz589XOxSCUQTp5hwHwd0nIyODqKgoiz0nHkaysrL4+eefeemll9i8eTNuLi7M12gorlYgDVih1fLasGGPTUnq43GXAoHgjrm5zDAoKIhx48YVicvLskxBQQEtW7Ys9lw6nY5GTZrQqFEjol1dWWBtzdc2NmS6u9OkSRMCGjZUP4Tfffdds9wDgJ49e7Jz50727NmjPlaxYkWRJ3CP2bZtGz2fegpnZ2f8/PxwdnamT+/e7N69+0FPzSLp6en88MMPvPjii3z33Xeq4ejl50eQLPM2cHNGQBLQS6NBsbdn9OjR93vKDwyhQCh4rFAUhT179rBs6VIuBAej0+lo26kTI0aMoNaNnaigeD788EMOHz6s/v7FF1+we/du/vzzT5KSkrgWGUnSjXJAWysr3CpVwtfXFwcHh1u6jo2NDXl5eWaPmVQPrays+PrrrxkzZowaz9VqtSxYsED8De8hs2bN4sMPP6SJVsswg4HKGNtML9PpOKPXM2/ePMaNG/egpwlAcnIyv/32Gxs3bjTTwNBoNHTo0IGBAwfy999/M3r0aCpqtbyo1+MBnAPWaDTYOTqy6e+/ad269QO7h/uNMAYEjw2ZmZn0f/ZZ/v7nH/x1Ojrq9eQCm7RarhsMTJkyhenTp4udZQkcO3aMSZMmqb937dqVN998k6ZNm3Lp0iWaAkMwagicAZZKEilA/YYNcXNzK/N1CrcqBnB3d1cFiFq3bk16ejpnz55Vj48ePbpIkqPg7vHHH3/Qp08fPgKmYi4WpQATMApFbdu2jS5dujyAGRpJSEjgl19+YfPmzWbvH61WS9euXRkwYAA+Pj7q4+fOnePrr7/mj19/JT0zEy8PD14eOpTXX3+dihUrPohbeGAIY0DwWKAoCk/36MHebdtYZTDQm38/0HKBOcCHwOeff8577733wOb5sCPLMkOHDlXFhKytrXniiSd49913WQoMv2l8DvAcsE2joVnLlmZJiGDMRSitwZGnpyf+/v7s2rULgCeffJJ//vlHPd6qVSthxN1j2rVuje7wYXbIskXVSAVortXi3qULm7dsud/TIzY2ljVr1vDPP/+Y5adYWVnRvXt3BgwYYFEcS/AvwhgQPBbs2bOHDh06sB7oU8yYt4AVDg5ci4t7bDKIb4c//viDhQsXAkYjK/jkSZ5KTub7YsZnAT6SRDlfXzM3vkajQVGUUiVfx48fz9KlS8nOzsbW1paCggK1Z0GFChVYvnz5LYchBGUnIiKCKlWqsAYYUMK45cAwSSIhIeGWvEB3Orc1a9awY8cOs/JWW1tbevbsyXPPPXff5vJfRyQQCh4Lli1dir9OR0mO5LeBzOxs1q5de7+m9Z+ka9euale3lJQUEpKTebOE8Q7Aa4pCQkyM2eOyLJdJ+z0kJET1Hmg0GtUQ0Gg0fPzxx8IQuMeYwjOlZWPUwmgc3ty06l4QGhrKjBkzGDZsGEFBQaohYG9vz6BBg/jxxx8ZMWKEMARuAd2DnoBAcD+4EBxMB73eoovThB9QXafj4sWL92ta/0ns7e156qmnWL9+vRqXLU39vy6Qq9ejKAqSJKHT6czcuSURHBys/lw4pDBixAi1X4Hg3mFqRnUNaFzCOFMXCtP4e8H58+f5+eef1eZUJpycnHj22Wd55pln7rlXLycnh8TEROzt7R8pY0N4BgQPPdnZ2Sxfvpz2rVtTzdeXgDp1+OCDD4iMjCzzOaysrSlNR0zBmD9gasQjKB5Tsp5WqwUgrpTxcYBOo1Hj+mU1BMBys6PAwEChJ3Cf8PPzw9fTk+Wl5GQs12ho3aIFnp6ed/X6iqJw+vRpJk6cyLhx48wMgfLlyzN8+HBWr17N4MGD76khcPbsWYYMGYKriwuVK1fG3d2dpo0asWLFCrNW2/9VxKee4KHmwoULPNW1K5HXrtFdo6G/LJMILPzsMz7/7DO++fZbXn311VLP07ZjR1acOkWOwYBdMWOOAFEFBbRt2/Yu3sGjibe3N4GBgRw5cgRrrZYVBgOzihkrA8slCTf3on0KTeWCJhRFITU1leioKFKvX8egKDjZ2+Pm6YmXlxdWVlY4OTkxbdo0kTB4HwgNDeX999/H0cWFDbGxrAJesjBuCbBdllkzfrzZ46mpqaxdu5bIyEjs7Ozo3r07TZs2LdO1FUXh2LFjrF69mnPnzpkdc3d3Z8CAAXTv3h0bG5vbu7lbYPPmzTzbty+VZJkpej1NgGTgx+Bghr72Gn//9Rc/rVnzn95IiARCwUNLUlISjRs0wDkxkfUGAzULHcsExmNcZDZu3EjPnj1LPFdoaCg1a9ZkOsbSqJspAHpqNFz28iI0PFzd8QqKx1RmeOnSJRKjotgFtLhpjAJ8BMwAmjZtiouLS7HnUxSFkEuXiIqOprZWy0CDgXLAYUniN4yVCw2bNGHFihVCT+AeoygKa9asYcWKFWqS58Xz57kWG0t/SWKYolAZuIqxfHS9ojB2zBjmzZ+PJEkYDAY++OADFsybR0F+Pt46HWmyTKrBQIsmTfj+xx+pXbu2xWvLsszBgwdZvXq12tvChJeXFy+88AJdunRRe2PcayIiIqhbuzZd8vJYqyjY3nR8A/CcJPHBjdLk/yrCGBA8tHzyySd8PGUKobKMl4XjMtBVoyG1fn2OnTpV6k7xo48+Yvr06YwG3gUqY1ysjgAfajTsVBRefe01vvnmG7HrLAOyLDNo0CASEhI4ffw4ORkZjFAUXgHcMOoMzAe2AjVq1KBKlSolni88PJzQ0FAWASMxr2WPBJ7SakkuX57LYWGi2uMekpqayvTp0810HAD69++PXq9n/pw5XLrRohqgfu3avD1hAq+++iqSJKEoCq++8gqrf/yRyYrCm4AHYAD+AiZptcQ7OXHg8GEzo85gMLB7925+/vlnwsPDza5duXJlBg4cSMeOHe+7of7++++z5IsviDYYKO5d9zbwg7Mz0bGx2NkV53t8uBHGgOChpaqvL52io/muhDF/AU8DJ06coHHjktKbjLuduXPnMmPaNDKysqhuZUUuEF1QgIujI1Vr1qRChQoMHz6c559//i7eyaPL77//zuLFizEYDISFhREXHU1uoXwAZwcH/KpVK7XG22AwcHDvXobq9SwsZsxVoKYksejrrxkxYsTduwmBytGjR/n444/NEjVNbaIDAwMB4//RmTNnSElJwc3NjXr16pkZz1u3bqV79+78CBbbBCcDLbVaatzQJNDr9QQFBbFmzRquXbtmNrZGjRoMGjSINm3aPLAeAX6enjwTF8dXJYwJAfyBDRs2/GfFr4QxIHgo0ev1WFlZ8R1GRbviSMXYinTt2rX079+/TOfOyspi7dq1XLx40ShH3LYt9vb2zJpljHpLksTHH39M8+bN7/AuHn2ys7N59tln1YRAg8FAWloasixjY2ODo6Njmbws8fHxBAcHc4mSS9j6SBIxjRpx5MSJu3MDAgDy8/P55ptv2LBhg9njpq6QFSpUKPO5nunVi4gtWzhZQvXOCmCoJLF06VJ2795NfHy82fE6deowePBgmjdv/kC8dIqiqO/Jp3v04H96PWNLGC8DWmDZsmUMGzbsPs3y7vLfzXYQPNJoNBq0Gg2ZhZLLLJF147up1W1ZcHBw4LXXXivyeGRkJKtWrUJRFD755BO++uorfH19b2Xajx329va0b9+eHTt2AMbqAldX1zI9t3Xr1hw4cAAw9ox3oPRa9iaKwqFSOiQKbo3IyEimT59epDqnR48ejBkz5paT4nbv2sWEUsp4+2PUnpg3bx5eXv8GARs1asSgQYNo1KjRfTUCFEUhKiqK4OBggoODOXPmjKqvYK3TEV1K9YvJn1FSTszDjjAGBA8lGo2GDu3asXbfPsaUULazBrDSau9KQ5EXX3yRsLAw9u3bR1ZWFlOnTuWrr74S8elSePnll1VjQFEUCgoKAKMUrKUPdEmSGD9+vFnbY61WSy5G+eKSIq4p8J+NyT5sKIrC5s2bWbhwoVmpp06n47333uOJJ5645XOmp6eTn59f4t8QUJPwTI7p5s2bM2jQIOrVq3fL17wdTGEt0+IfHBxMamqqxbHl3d1ZGRPDxwYDxW05lgMOtrZ069btXk35niOMAcFDy5tjxvDc7t38DvSzcPwaMEerxcPLi2PHjvHUU0/d0W5Co9EwYcIEYmJiuHr1KtHR0XzyySfMnDlTVBeUgLe3Nx4eHhw4cIC46GiybwgROVhb4+Hri6+vr7q71Gg0TJw4kfr16/P777+r53B1dUUG1gKvFnOdAuBnnY5+/9GY7MNEeno6c+bMUT0zJipWrMjHH39M1apVy3yugoICjh49yrZt2zh48CC2NjbsLShgfAkR6H03vrds2ZJJkyZRs2bNYsfeDQoKCrh8+TJnzpwhODiYc+fOkZWVVex4W1tb6tSpQ4MGDXBwcKD/888zFviaouI8B4H/aTQMHTaMcuXK3cO7uLeInAHBQ4ssywx84QV+//VXJisKIwBPjMJAvwIfarWkWFsT0KQJtra2dO/endGjR99x3XFcXByjR49We58///zzDB9+cwsegYlr167RrlUr4q5dY5As0wNjlcYm4GdJwsbOjoZNmmBjY0Pnzp1JSUnh5MmTRaSIT584gV1qKgctVI8owBRgFkZFwvr169+PW3skOXXqFJ9++inJyclmj7ds2ZL333+/TPLOiqIQEhJCUFAQO3bsID09XT0WHR1NyMWLnMeYVFfkuUAv4FLlyoSEhd2TcEBubi4XL15UXf4XLlwo0hK7MA4ODjRo0ED9qlmzpll4ZMWKFQwdOpTmGg2jDQaaYPRSrQK+v9GEa8u2bUUacf2XEMaA4KGmoKCAyZMn8/XCheTl5eGu1ZImy+TIMl06daLDE0+we/dudXyNGjWYOnXqHaugmRTPTMpiEyZMoGvXrnd0zkcRRVFo0aQJccHB7NDruVkc+BLQSaMhz9GRxs2aWfzgNwkP5ebmcvHsWewyM3lfr2cw4Iix9PNL4Bdg9uzZTJw48V7f1iOJXq/nhx9+YM2aNWaPS5LEa6+9xoABA0pdmBMSEtixYwfbtm0rVgHUYDBw8uhRnLKy2KAoBBY6lgFMBBYDv/zyC88999wd3ZOJrKwszp07py7+ISEhJapcuri40KBBAwICAmjQoAFVqlQp1fu3fft2Ppk5kx2FPm883d0ZMXo0EyZMUPt1/FcRxoDgP0Fqaiq//fYb165dw9HRkZ49e+Lvb9x37Nixgy+//JLcXKPgsJOTE++///4dVwNs3LiRBQsWAMb499y5c4sVSnlc2b17Nx07dmQbUFwXe1P5Z7NmzVTdek9PT+Li4lAUhYoVK5KQkAAY8zY+/eQTQkJCKPzB5F2pErM++4xXXnnlHt7No8u1a9f49NNPuXTpktnjTk5OfPjhh2rZoCVycnLYt28f27Zt49SpUyU2l3JwcCAnJ4fs7GzOnDhBenY2rYFmGHfS67VashWFrxcvviNvW2pqKmfPnlXj/VeuXDFTsrwZd3d3AgIC1MXfx8fntj0S4eHhREVFYW9vT0BAwH0TP7rXCGNA8EgQFhbGRx99RMyNzniSJPHSSy8xePDgO6pPnj9/Pps2bQKMce1FixY9Us1J7pThw4ezc8UKQkrIHpeBKhoNipcXtWvX5sknn2TIkCEMHDgQgGrVqnH16lUARo0axZIlS8jKyiIlJQVZlrGzs+OZZ55h6lRL2pGCklAUhW3btrFgwYIibnJ/f3+mTp1KxYoVizzPYDBw+vRptm3bxr59+1RDuzjs7e3JyckxMxSsra3x9vbm6uXLxERHY29vT/devXjjjTfw9fXFYDCwadMmli5ezNnTp9FoNLRs25Y3R42iXbt2Zot1YmKiWbJfRCkVJT4+PqrLPyAgoFSdC4FIIBQ8IlStWpWvv/6azz//nAMHDqAoCitXruTChQu8//77t53Y8+abbxIREUFwcDDJyclMnz6dOXPm3FIp46NMfHw8/qWUkWmA2orC6RuJhUeOHOGpp55Sjzs5Oak/R0ZGYjAYsLW1NQv1lPbhLyhKZmYm8+fPZ9euXUWOPf3004wcObLI+zgiIoJt27axffv2MrUitrW1JTc310ykyN7enr59+9K3b99iOximp6fTp1cvdu7ZQ3OtlpcNBgqADb//Tod163i2Xz+GvPYa58+fJzg4mNjY2GLnIEkSVatWNYv5l7W8VfAvwjMgeKSQZZl169axYsUK1W3o4eHBtGnTbrvdbWpqKqNHj1aFUbp06cKECROEZDHGssLgn37iZAnlnwpQX6fDNiBA/ZDu3bs3f/75JwBt27Zl3z5jfnnt2rXNWkg7ODiQlZWFRqNh48aNwggrI2fPnuXTTz9Vwy8mrK2tGTt2rFkJXGpqKjt37mTbtm1FegGAsezz5q58NjY2RTwN5cqVo1+/fqW2EVYUhaeefJJDO3fym8FA58LHgB8xCo15+fjgbyEsp9FoqFWrluryr1evnplBKbg9hDEgeCQ5ceIEn3zyiVoRYGVlxdixY+nevfttne/KlSu89dZbqrtUSBYb2bBhA3379uUExfe6Pwy0BBYvXsxvv/0GGEMupmz2p556ir///hsoushUrlxZ9QosXrz4tg26xwWDwcCPP/7I6tWri8T2CxvF+fn5HDp0iG3btnH06NEii71Go6FcuXJFau+tra3Jv+HhMeHq6spzzz3H008/XSYNiL1799K+fXvWA32KGfMZMBlo064djo6OaplfQEAAderUEVoT9wBhDAjuO2fPnuXrr7/m7z//JDs7G18/P4YMG8ZLL710V+t0ExISmDlzptlOs0ePHowaNeq2dph79+5lxowZgPHD8uOPP6ZZs2Z3bb7/RfR6PdV8famUmMg2gwGXm44nA521WlIqVeJKZCTjx4/nwoULZmP69+/PunXrLJ6/sNdAVHSUTGxsLLNnz+b8+fNFjjVr1oyJEycSHR3Ntm3b2L17N5mZmUXG+fn5IUlSkbCMlZWVKiZloqxthPPz8wkJCVFr/FevXo02OporilKkZt9EKuAlSYx46y1mz54tPEL3AZEzILivfP7550ycOBFPnY6Bej2uwInUVMaNGcNns2axdft26tSpc1euVbFiRebMmcOSJUvYuHEjYOxLHhoaytSpU285qahdu3a89NJLrFq1ClmWmTVr1mMvWZyQkECNOnU4dP06jYCxBgM9+VdnYIFGw3WtlkZVqnDmzBn69eun9oAwUZKLt0aNGqoxcHMnO8G/7Nixg/nz55vF7sEYT+/Tpw+Ojo6MHTtWTbAtjJubG4GBgcTHx3P69GmzYzqdDr1eb2YIeHl5MXDgQDp37mwxkz47O5sjR45w7NgxLly4wLVr18w8D1np6XQvwRAAcAHqabVkZWUJQ+A+IYwBwX1j1apVTJw4kQ+AaXo96seIohAO9EpI4MknnuDM+fOUL1/+rlzTFCOtU6cO8+bNU3cpI0eOZPLkyTRt2vSWzvfiiy9y9epV9u/f/9hLFmdlZTFlyhS0Wi2NmjYlNyeHiWfO8M6NXA2tJFGzZk18K1TA3t5eTb50d3dXdd+hZGOgQYMG6s9hYWH37mYecrKzsykoKMDJycmsOiYrK4uFCxcSFBRU5Dk2NjZ4eHiwfv36IsdsbW1p164ddevW5ciRI/zzzz9mx015AoVr9atUqcLAgQNp27YtqampXLx4kfj4eCIjI7l06RLR0dGkpKQU8SDcjKTRkF7iCCMZknTHAmKCsiPCBIL7gizL1KpWjcYREawDi9nnUUANjYZPPv+cd955567P4cqVK0yfPl3NTJYkiVdeeYWBAwfeUvlhTk4O48aNUxenZs2aPXaSxQaDgWnTpnH48GHA6F5esGAB77zzDseOHQOMyX/PPfccCQkJHDp0CDB6a7p06cJPP/0EGHee77zzDp999pnF62zatIkXXniBzMxM3Nzc+Pnnn+/D3T0c6PV6fvzxR77+6iuO3ujSWNHVlddHjGD06NGkpqby6aefWsy0lySpSM6AJEk0btyYLl264O3tzS+//KJ6XUyYBKAK4+rqiq+vL4qikJCQQEJCQok1/aURHh5O1JUrXFMUiuuFeAJoAqxfv54+ffrc9rUEZefBNIgWPHbs2bOHKxERvIVlQwDAF3helvl2yZJ7Mofq1auzaNEiWrZsCRizmr///numTZtGRkYGO3bsYObMmUybNo1169YVK19qZ2fH9OnT1fyGo0eP8t13392TOT+sfPfdd6oh4OTkxIwZM3BwcMDe3p7y5ctTvnx5Ndls8uTJqvZ8YcMAjEZFca+zq6srNjY2qk5+UlISGRkZ9/jOHg7y8vLo07s3Q4YMwfXUKb7D2Lehf3IyCz/7jAZ16jB06NBiS+5kWSYjI4OEhAQ0Gg0DBw5k9erVjBgxgv379zNu3LgihoDpeTeTnJzM6dOnOXPmDHFxcaUaAqVV2TRr1gxFq+V9wNJONB+YoNHg6+nJ008/XeK5BHcPYQwI7gsmUZmWpYxrAYTdw5pyJycnpk+fzquvvqp+aP39999U9vamc+fOzJ8xg28//ZQBAwbg5+XFN998Y/E8np6eTJ06VfUGrFu3jm3btt2zeT9M/PPPP2rCn0ajYcqUKXh7ewNFF5Ps7Gzs7OyYOXOmKm5jei+A0SC7OU5twsPDAzC6p008LqGCd95+m6CtW9kCbJFlhmBs+/sVcNlgwC8zkzMnTliU3E1ISODk0aMcPnyYM2fO8M8///DmG2/QokULhgwZwv79++/qXB0dHc3CZDd7JHQ6HYGBgYwcOZLvv/+en376icVLl/ItxgZkhzEaBTKwFXhCo2GvRsP3P/54y+2TBbePMAYE9wWTbndaKePSASudrkj50t1Eo9EwePBgZs2aRW5uLqdOnKBeRga7gES9nmsFBZwHnkpOZvjw4cyZM8fieRo2bMioUaPU37/88kuzyoVHkXPnzjFv3jz199GjR9O48b9FhTeXqJky1itUqMCsWbMsNnIxlbbp9XqzhcSU4Fm4g97dMAZkWebvv/9m0KBBdGrfnt69erF8+fIiyXcPiqSkJL795humyTKWGuJWBH4zGMjJy1O1L0xcu3aNM2fO0Dg9nU1AAhACvK/Xcz0sjJNHj5YY0y9tV6/T6fDx8aFq1aqqAZCZmVmkMsHFxYVu3boxdepUfvvtNz777DP69eunGo2vvfYaa9eu5ZSPDy0BF62WchoN3YGM2rUJ2rHjtlooC24fkTMguC9ERkZSrWpV5ssyo4oZowD1dDpSKlSgbbt29OnTh169et2ztqAGg4Fqvr5Ui4tjq6JY7FU+AZir0RAWHl5s1cC8efP466+/gEdbsjghIYFRo0aptee9evVi7NixZmPefPNNM+Eaf39/Fi5cqP5+4sQJJk2ahCzLGAwGYmJiSLh2jZQbi4mjrS0ePj54e3vz8ssv89prr3Hu3DneeustAHr27Kn+fDtERkbSu0cPTp87R4BWSz2DgTiNhl2yjKuLC7/8/judOnW67fPfzKVLl9iyZYuxhNbXl759+xbpCpifn096ejrp6emkpaWxatUqvpo3jxhFwb2Ec/cADjs7E3ijvDUzM5PDhw4xDphL0XDcRaCVJGFXqRL1ytj10cbGhurVq+Pg4EBqaipXr14tYvCZqFmzJi1atKBly5bUrFmzTHk4BoOBbdu2cfbsWaMcccuWtGrVSgh6PQCED0Zwz0lMTGT+/PlUrFiRTxMT6WMw4G1h3BLggl5PoLc3qampfP/99/z8889069aN55577o47Ed7Mli1biIyN5VewaAiAsW3uEkli2bJlzJw50+KYUaNGERkZ+UhLFufk5DBlyhTVEGjUqBFvvvlmkXE3hwlu7hkfGBhI586d2bx5s7GRTUYGvTGKz2iBf3JzWRMaSlx0NEOGDAHuXpggNTWVLh07UhAVxT6gtcFgXDBlmTBgeHo6PZ96ir3799OkSZPbuobBYCA9PZ1z587x3jvvcOjIEWwlCQdJIlmWsbW2pknz5gQEBKgGwM0eiStXrlBRq8W9hK57APWBfYXyLaKjo3GTJD5TFIt5ObWBqYrCe/Hx1KxVy+L7097envr16+Pu7k5OTg4hISEWdQvA6O0LDAykRYsWNG/e/LYMYK1WS/fu3W9bDExw9xDGgOCesm/fPubOnUtGRgbVa9TgTHo6rfLzmabXMxCwx+jGXAAsAnx9fMzKCvPy8vjzzz/ZtGkTbdq0oX///qV2DiwoKFATq7y8vIqNO+7atYsqVlY0K8Ft6gT0NBjYvX07FGMMWFlZMXXqVFWy+OLFi3z55ZdFJItlWWbr1q38+uuvpKSk4O7uzsCBA+nQocNDvROSZZnPP/9cjfV7eXkxZcoUi6/rzbvGnJycImMqVqzIhXPnkDMyOAQULu4cDEwFOuTl8enMmbz00ks4ODhQqVIl4uPjCQ8PR1GU23q9lixZQmREBOdkmeo3HasK/CnLNNfrmfLBB2zesgWDwUBWVhZpaWmkpaWpO/fCP9/8WGZmJrm5uZw4cgS3ggJ+BJ5TFGwUhQhgUX4+c/bt4+rVq9SpU8fifeh0OuIMBnKBkprixgHaQn+DlIQERhTj4TLxKvC2opCUlISXl5fayrdmzZrIskxYWBjHjh0rYsSZqFSpkrr7b9iw4SNl8D7uCGNAcE/Izc1l6dKlasc/AF9fX2Nd/vz5DNu8mTcAO42GTIMBNxcXZr//Ps2aNWPhwoVFssZlWWbv3r3s3buXBg0a8Nxzz9GyZUszV2RSUhJffvkl3y5ZQsINqVsPNzeGjRzJuHHjqFDBvJApPz8fc4etZeyB/GIy3k24uLgwffp0VbI4KCiIatWqqZLFFy5coF/v3lwMDaWuToevwcAOrZZly5bRpGFDfv/zT/z8/Mowm/vPypUr1cxze3t7ZsyYUWzo5mbPgKVud+fOnSMhKYlVmBsCJqoDPykKHa5cYdu2bXTr1o2qVasSHx9PdnY2CQkJtywYpSgKSxct4gULhoAJO2C8wcDrW7fSoUOH217oLl+6hEtBAYcVBY9Cj1cGPgfqAkNiYqhUqVKR9yQYlf0uX77MOuDlYq6RBvwCeBXqOFig11Paq1IesJYk2rdvz0svvURERASHDx/m+++/t1gloNFoqFu3rmoAVK5c+aE2XAW3jzAGBHedsLAwZs2aZSZp2q5dO8aPH4+TkxNdu3YlLCyMrVu3kpOTg5+fH08//bQqMBIQEMCcOXPUenUwr382tTH19fXlueeeo0uXLsTGxtKpXTuSYmJ41WCgB8YchL+Skvjyk0/4aeVKdu3bh4+Pj3rOWrVqsVivJw7MPrQLIwO7JQkHvZ6srKwi8d7CVK9enffee08NJ3z77bdUqVKFihUr0rFtWyqmpXEAaHmjy5+i17MDeP3cOTq1a8fh48cfulyDXbt2sXr1asD4N/jggw+oXLlyseNv9gxYSlbbt28f5SWJ50tIV2qHsbnRypUr6datG1WqVFFLEq9evXrLxkBWVhbh0dHMKmVcN4zvm/T09Nv6W+Tm5pKYmMgCin9PvQJ8AURHRVk0Buzt7XF3dWViSgrtFYUqNx3XAyOBAklSE/IAbG1sOGvBE1OYy0C+onDu3DmmTZtmcYyjoyNNmzalZcuWNGvW7J7l7AgeLkQ1geCWyM7OZsWKFXTp1IkGtWvTtlUr5s6dS3JyMoqisGHDBkaNGqUaAjY2NowfP54pU6aYKc1VrVqVESNGMH78eJ599lkzpTE3Nzc++eQTxo4dq1YhyLKMJElmH0xRUVF8+eWXDB48mE7t2kFMDMEGAwuA7sBTwELgjMFAwbVrPPvMM2bZ6oMGDUJnbc2CEu53E3BFUbCysmLUqFGlxqzbt2/Piy++qM551qxZTJo0CW16OjsMBlrxb2KXBHQGdur1JF67Zpal/zBw6dIl/ve//6m/Dx8+nObNm5f4nJuNAUulb9evX6cGUJK2nATU0+uJjY4G7qyiID8/n4MHDwJQsjZe6cdLIzU1FRkYWMIYCXgRSL3hvbJE7Xr1yLSxoYkkMQO4BFwD1gCtMWoO1K1f3+z/xt3Li7WSRKLFMxpZBNjqdEVCPH5+fvTv3585c+bw66+/8sEHH9C5c2dhCDxGCM+AoMwEBwfT48knuRYXRxeNho6yTAzw/uHDfDRlCk8/84yZzGy1atWYPHlyiTvJ4pAkiV69ehEYGMjnn3/O+fPnURSF9PR0KlWqRLly5dSs9atXrxIWFcUOjK7Ym6kKfKPX0+3ECfbv30/btm0BKF++PO9NnMjMGTPwAN7k338IBWPN80saDW4uLri4uHDt2jXGjBnD22+/XWLZ00svvURYWBj79+8nLS2NzZs2MdVgKDYzvArwisHAN4sXM23aNIt67/ebpKQkpk2bppZ4duvWjX79+pX6vJtdzbIsI8uyWThHr9cTj/E1LsnhHKfR4HIjf+RWjQFFUTh//jxBQUHs3r2bjIwMXMuV44+MDF4pwSOxAaOMspOTE7a2tri6uuLo6EhBQQG5ubnk5OSQk5NTrFCS6f5LE6d2AgwlzMPGxobA5s25EhrKx3FxTCv0ulZwcaFRtWpqO2gT3t7eREdE0EeW+UuWizSNWo0xN6eqnx+2trYEBATQsmVLWrRocdeTcwX/PYQxICgT165do0vHjnilpbEDqFnowyleURiam8uva9fSqEkTnJ2d6du3L6+//vodJxh5e3szd+5c1q1bx8qVK40LSXw8ycnJ9O7dm5SUFJYtW0Z1SaJjCR+uXYBqOh2rV69WjQGAadOmkZaWxrj58/lcp+MZvR4bYLtOxxm9HncXF+oFBKhx0ry8PD799FMuXLjA8OHDLS7cGo2GiRMnMm7cOE6dOkXBjeY9JfE0sDA5mZiYmNsynu4meXl5fPTRR1y/fh2AevXqMXbs2DLFii2VneXl5aktZ7OysihfvjwnwsLYA3Qo5jxXgN2yzIobUrS+vr5q05ySGhbFxMQQFBTE9u3bizTlqejlxR8XL3IUsNRr8jowB5AVhevXr2NjY0NMTAxWVla0a9eOjh07kpaWxv79+7l48WKR9r6AqqNwAOhY7CxhP8YyypKwtrbmyW7d8PDw4J9//sFgMGBnZ1dsqMrV1ZWAxo05fuIElYHXbtxnKvADcARo2rQpc+bMoWnTphY1H0pCr9ezadMmYwJscjLuFSsycOBAunbtekty3oKHE6EzICgTEyZM4Nu5c7lUzA43D2iq1ZLp7c2adeto0aLFXZ9DaGgon332mdliUL9+fU6ePIn97t1sLuX5T0oS5fr149dffy1y7NSpUyxevJhN69eTm5uLnaMjnt7eODs7o9VqcXZ2JiUlxew5devWZcqUKcXGlmNjYxk0aBC7du3iBNDY4igjWzGGNsLDwx+oMaAoCrNnz2bHjh2AMfN/4cKFZW4c1b9//yKv07p169TnR0REMHToUI4ePIhPTg57FQXXm86RA/SUJIJdXIi8dk01JIYPH05YWBharZaNGzeqhlh6ejq7d+8mKCjIYhmcra0tbdq0oU2bNrzy4oskR0WxQFEYgDFUoQC7gLEYM/Q7Ar9LEk2aNsXZ2blM921CURSOHDhAh5wc/sSy5yMCqAFUrVmzxL915cqViYqKKpP8b+GP8dzcXKKiooi/do3cG/kprVq04O333qNfv363lQAYHBxMn6ef5mpkJI21WnwNBkJ1Os7r9dSvXZs//vqLatWq3fJ5BQ8PwpwTlIper2f5smUMKcHVbYOxfW1EVJRZUtPdpEaNGixatIj+/furH2hnz57lypUrRJWyM1GASI2GtLQ0i+VujRo1YunSpbw8dCiBLVpQp149hg8fjiRJyLJMhQoV1J4GJs6fP8+IESOKldP19PRk5syZWGk0/FXKvW3C2ITGy8urlJH3ljVr1qiGgK2tLTNmzLilDpKWFq7CFQVJSUlIkkTdgACuaLU0BOZjXCCjgeVAIHBAp+PX9etVQwD+DRUYDAY1DDN9+nReeOEFFixYYGYISJJEYGAgEyZMYO3atbz//vvExcXhV7UquRoNrwDeGOWxqwGmoM9ujHH5GlotUZGRZb7vwtetUqMGm4B3gJtrKS4DXTGGAYr7W5t22REREWVqCHTzfs7W1paaNWvStmNHoqKiyC8oYP+hQzz77LO3ZQiEhYXxRIcOlLt2jWPACYOBP4Czej17gbzQUDq1a0dCQsItn1vw8CCMAUGpJCUlkZyWVqxL10QnjB9MCxYsYOfOnYSFhVlMILsTrK2tGTZsGHPmzFG16ytUqMBZWeZICc87AFwyGLh+/TrPP/883377LenpRRupFl74OnXqpJb7hYaG0rhxY0aOHGnWnTAtLY0JEybwyy+/FPlQBmjbti0dO3fmqxISu8KBH7Raho0c+UDzBQ4cOGDWcOn999+nevXiCvEsYylMUNj4SkpKAowZ602aN6egYkXeliSqYGxUNQy47urK8hUr6NDB/B1XWHzonXfe4aOPPmLfvn1mFQtVqlTh9ddfZ/Xq1Xz22Wd07doVe3t7Ll26xPLly8nPzyfPYGAxxoz8ehgFj3YBZzCW/WmB4Xo9CQkJxartFUan05ktspUqVcLf3595gI9Wy0jgQ4wJrf5AhEaDX7VqxepflGYA5OXlERcXR0xMDKmpqbi4uFgc16RJE3x8fO5Y3//jmTOxzsggyGCgsBSTBLQFduj1pMXH8+WXX97RdQQPFpEzICgV0wJVctESmHTUdu7cycmTJwHjB6Wvry9Vq1alSpUqVK1alapVq1KxYsU7qldu0KABS5cuZdmyZWzatAlHW1tey81lF3Cz0z4BeF2SKHcjISwvL4+1a9fy66+/8sQTT/DKK6+opWqFjYHMzEzGjx/P+PHjAVixYgXffvstdevWZebMmepOSJZlli1bxvnz53nvvfeKxGKXLVtGw3r16JCTw3JFoSXGD1IF2AkM1Wpxdne/I5ndO+Xq1at8+umn6u9DhgyhTZs2t3weSwtZ4di6yRgAY3y9QUAAeXl5+Pn5ce7cORwcHLCzs6Njx47quNjYWIKCgsw0Kwp7G1xdXenUqRNdunShevXqRd5XWVlZzJo1y6xDYheMrvriqIMxd6CgoACdToeTkxOVK1fGw8ODzMxMzp49q2phWDJ4fX19CQwM5M8//mB5djY6wB2jQXBVlrlw4QLXExOp16BBmVtf5+bmcjkkhMSEBAq/ypFXr1LJ25tKlSpRp04dLly4AHDHssr5+fnExsby0+rVTNHri2037AO8ajDw7ZIlTJ8+XQgR/UcRxoCgVFxdXalTsya/hoYyoIQUk18Aa63WrIOZXq8nLCysSAa4vb29ahwUNhJupZTJ3t6et956i1atWjFt2jR2b99OfYOBMYpCT4yL7SZgkVZLukZDo0aNzBYKky76tm3baNasGa+//rrZLislJYVOnTrRq1cvNm7cSG5uLvPnz2fWrFksWbKEL774ggMHDqjj991QlpsxY4ZZLLhKlSrsPXiQJ9q3p3VaGrUlicqKwlWdjst6PS52djStX9/sdbufpKSkMHXqVHWB7dSpEwMHllQcVzyWjAFTIiJgVm1iwsbGhjfffNOs7t3Ozo5NmzYRFBTEuXPnijxHo9HQsWNHunTpQmBgYLELakJCAjNmzFAVKU275FhKNgZMqYc6nU6tYjHpW2g0GlxcXMy0Lyyxc8cO9NnZ/AL05t/8AQVj1cLApCQunj9PvQYNSpiJEb1ez9lTp7DPzmY+8ALGioSDwNyUFDYmJ1OxYkX1Pq2srKhevTqhoaFkZWWRlZVFdna2+r3wzxkZGaSlpZGRkUF2dja5ubnk5+cjyzJpaWnk5ufzVCnzewqYn5pKTEyMmQdH8N9BJBAKysTChQt5a+xY9igKrS0cD8eYQGjn6WkmF6zRaFAUxaIL3RKurq5mxkHVqlXxu1EKVRLp6el89NFHrF27loTYWPQ3rmdrZYVbpUr4+fmRlpZGQlwc+rw8NFZWuFeqhIeHh5kb1SR7CzBy5Ej69etHVlYWQ4cOVRe1SZMm8cQTT6i6CkuWLDFbFKytrZkwYUIRN/f169d57rnnuHTpEnq9Hl9fXyRJwsXFBUmS7rgJz+2Qn5/PxIkTOXv2LGBsLDRnzhyz+vVboWfPnkU6Tg4fPlxVYvzwww85fPiw2fGqVauyaNEievToARjj7jqdzqJgkWkBdnNz4+effy5yPC8vjzNnznD8+HGOHz9epPJAURSOHzpEn6wsVpRwH621WhJ8fanh71+mUMHNZGVlcfDgQb4FhhYz5htgONCqVasSxawAzpw8iW1KCgdlmZszDRSM+QnzgJZlONetkJaWxtGjRzkGlNStYQtGg+BBJ8AKbh9hDAjKRF5eHk927syJQ4eYbTDwElAOYxXB78AEnQ4rT08+nj2bPXv2cOXKlSLnqFq1Kt7e3hQUFBAeHl6k/WpxSJKEl5dXES+Cl5eX2Y5QURR27tzJ3LlzVRe+g4MDkiRx9OBBMnNzaQ/Uwpiwth2wtrKifsOGFuOurVu3Ztq0aWg0Gg4cOKDuXF1cXFi+fLnqxbh06RIfffSRmQscoG/fvgwfPtzM2AgNDWX8+PHqLrywW1eSJJYuXWpWU38vURSFOXPmsHXrVsCYe7Fw4cI7UkF86qmnirjNn3/+eYYPHw7AG2+8ofY4MNGzZ0+1rbAlqlSpQufOnencuTOzZs1SPQXr16/HwcGB8PBwjh07xvHjxwkODi62/bWNjQ3Nmzfn9OnT/LF+PRsUhactjFsAjAP++OMPnnrqKWJiYoiIiGD//v3s3bu3xBbAJkJCQsiMiiJGUYoVV8oFPCUJZz8/atasWey5srOzOXDgAD9QvDxxLuAlSTj6+ODv71/q/MqKXq9n/549TJZlPiph3JvAejc3omJj7zhHQfBgEMaAoMxkZmYy8o03+HnNGqwBL62WRFkm3WCg6xNP8P2qVXh5eaEoChcuXGDjxo3s3r27yIenu7s7PXv2pEOHDqSnp6thBNPX9evXiYuLIzs7G41Gg6urKxUqVCgSC7a2tsbPz081DkyGgizLzJkzhxMnTpCbm8vJo0epqdfzs8FA4RZHEcBLwDFra9p26GDRe+Hs7MzgwYPp2bMns2fPZu/evQB07dqVCRMmmL02n3/+uap0Z8Lf358ZM2aYCcTs3r2bjz/+GCi6C65SpQpLly69L3Xbv/32G0uWLAGMr+XcuXPveCF58skni7yO3bp149133wXg2WeftZi4eTMm2equXbua5QEsWLCAjRs3AtCsWTOuXr1qFoYoDlMo6dKlS7z33nucOHaMxMREXlUUhmKsLLgELJYk1isK77zzDl988QVgXIyXLFnCunXrVKVNV1dXWrVqZTGEAXD69GkCExPZUsq8ugDBFSsSEBBQ7JjIyEjCQkJIw9g/oThGAatsbWlRSEfjTtBoNNSsWZMLFy5wds8eTuv1FiWWrwCNtFrGT57MjBkz7sq1BfcfYQwIbpno6GjWrl1LfHw8zs7O9OvXjzp16lgcm5aWxtatW9m4cSNxcXFmx7RaLe3atePpp58mICAAWZZ5//33WTBvHpLBQA2NhgxFIVKWcbS1xb9evTKVuZmSvSRJYsOGDWRERnLBYCiSWAiQCdSXJOp268bkDz7gm2++KSJWA8ZdZbdu3QgKClJbzs6ePdus1W1xYQMnJydmzJhB/UI95L///ntV89/KysrMYBozZgy9e/cu9T7vhCNHjjBlyhR1nh988IFZ0t7tIMsy3bp1K/J4q1atmDFjBsnJyQwYMKBM55o8ebKaAKfX67lw4QLHjh0jKCioxBI2d3d3mjZtSkJCAsePHweMBtbChQuJiorivffeIzMzE1mW0Wq1XDx7lqgbcXaAurVq8e777/Pqq68iSRLBwcFMnjyZA3v2kJyejg1gK0mkKQp2Oh2+1aqp4Z7CBAcHUy0+ngOUTHMgysPD7L1xM+Hh4Vy/epXkUqoMpgJzraxo1aEDTk5OuLi4YGVlhV6vJyMjg9TU1BLDdfb29tStW5f69etTv359/P39sbW1JTo6mhZNmlDu+nUWGwx0wJj/IGMMD4zQ6bD19eXQsWNFVBEF/x2EMSC4L8iyzLFjx9i4cSOHDx8u8qHk5+dHVGQk27dvZ5qi8CbGqgAFo3LaRI2GQ1otc+fNw8nJSfUixMTEFJvEJcsyB/fuZVxBAZ9aHGFkHvCuJLH+jz/o0aMHTz31VLEfmoWTxjw9PVm2bFmRfIZLly4xdepUkgtpz0uSxLBhw3juuedU7YIZM2awf/9+wGgYmWLTNjY2/PDDDxab2NwNIiMjGTNmjGrUDB48mFdfffWOz5ufn0/PnkW1FitXroyfnx8HDx60mHnfqFEjKlSowPbt29XH+vTpg5+fH8eOHePUqVPqXG/GxsaGgIAAmjZtSpMmTfDz82Pfvn3qDtXGxoaFCxei1Wp5++231cqGwMBAZs6ciUajYcCAAYSFhWFjY8OBAweQJIn8/HyWLVvG6tWrOXn0KFUNBmZhTATUARcwqhUuxxj+urkE89q1a1y8cIGrUKTRkIkrQE2gdp06tGvXjqZNm1KpUiWysrIICQnh/PnzJCcnExcXx9mzZ7mKUVq7OJ4GDjg58errr5OQkFBqGM7d3Z369etTr1496tevT5UqVYpNxLx8+TLPPvMMwRcuUEOnw1eWuarREKHX07JpU37dsOGe6YsI7g/CGBDcd+Li4vjrr7/YsmWL+uGcmprKsWPH+AZ43cJz8oBOGg1ZtWtz6uxZM3ngyMhIwsLCCA8PNws15OTksH//fv7BKPRSHMFAAEa38/vvv8+aNWtISUnB1dWVevXqsX///mINju7du/POO+8UeTwzM5PZs2cXSZZr2bIlkydPxs7OjuzsbMaNG2dRXrddu3ZMnTq1hFnfHunp6YwZM0b1frRp04apU6felbBEdnY2zzzzzC09Z8GCBdSpU4fFixfz+++/39Jzq1SpwqJFi8xK2eLj4xkxYgSZmZkAjB8/nsDAQN5++221kqFu3brMnj1bFTQaPXo0ly5dAoxGyIULF7h8+TKyLHP8yBE80tM5CFjSIpyFUUOgZcuWZtUgBoOB/Xv20MtgYC1G7YLCGID+ksTfVla0bNNGXYRtbGyK9D0wGAwc2LuX0Xo9XxTzWlzBmAtTq3Zts86cJiRJomrVqurCX79+fSoWan9cFkw5Ob/88gspKSm4u7szaNAgWrZsKdoaPwIIY0DwwMjPz2ffvn1s3LiRNWvWYBsfzxVFKVYJy5SxvH//flq3tlTT8C/p6ekcPnyYJ598ko1gMVHMxDGMGu7NmzenXLlyODk5kZGRgZWVFX/99Rfp6en8+OOPbN682WJymp+fH+PHjy/i6lUUhfXr17N06VIzY8Ld3Z3PPvsMX19fYmNjGTVqlFqzXpiPP/74rso66/V6Jk+erGpAVKtWjXnz5pmp/N0JoaGhjBw5stjjtra2ZvoA1atXp3379hw7doyzZ88W641xdnamSZMmNG3alMDAQMaMGUNiYiIODg6sX79eXYgMBgNvv/22qkTYoUMHRowYwTvvvKMaP6a217GxsYSHhxMeHl4kfGUiIyODw4cPsx6jMJElCgBvScLay6tIqCwhIYHgM2fojNGFb4rk7wU+liS2AwNeeIGUlJQSxbkcHBzIzMxkx/btfIexBbKE0aCIx9jN8EXgmo0NzVu3RqvVYmNjQ+3atdWdf926de9qlYHg0UMYA4KHgspeXjwfG1vszgeMMcpyGg1vvPUWM2bMKPXDTZZlqvn50enatRLLyN4HvtRqadO+fRE36TfffKPWTefl5bFhwwbWrl1rcfH28PBg2LBhtGvXzmynFBISwocffmim2a/T6Zg4cSIdO3bk1KlTTJw4sYj3wd3dneXLl9+1xfqrr77izz//BIwVEQsXLlTFlm6XzMxM9uzZQ1BQEMHBwRbH6HQ6PvroI9asWaOWMJaFl19+mRYtWlCjRg0zz8UHH3zAkSNGvcnVq1erO9wVK1bw008/AcY22IMHD+aHH36w2FCoLERFRREZEkK6opQoyDIW+MHWluYWEveSkpKICgvjeloaTjfeWxkGA67lyuFXrVqplRtWVlbY29uTmprKhQsXiImJoTbGhMfjGJsQAVgBlXx81HyTGjVqiKx+wS0hjAHBQ0FlLy8Gx8bySSnjnCWJitWrU6VKFby8vKhevTrVq1enRo0aVK9evUjVwezZs/nogw84LMs0tHC+MKAR4Ozri7+/P5mZmURHR5OWlIQsy9ja2dG4WTNefvllOnXqhI+PD7Iss337dubOnWtxR1euXDkGDx7MM888oxoXWVlZzJw5U01qM9GzZ0/GjBnDpk2bWLhwYZFz9e/fn2HDhpXyqpTOxo0bWbBgAWBcYP73v/9Rr1692zqXXq/n6NGjBAUFcfDgwVJL7bRaLX5+fiW2HjblYhROply8eDE1ahSVBvr2229Zu3YtAO+99x7ly5dn//79/PVXaR0gimJlZYUsyxa1BMLCwki+epXkUj4iPwAWWFvTsn17s8dtbW2ZPHmymluyfft2UlJScHJyonz58hZd6w4ODuTk5FgMSymKQlxcHJcvXEAjywwBetw4tgn4UaPBq3Jldu7dK+L3gltGGAOCh4Ie3bqRvH07h0oQeDkONAUaNmyIu7vllkkuLi5mxoGnpyeDBwwg/Nw55hoMDABsMbp3/wDGa7WkWlkR2Lw50dHRXL16FXdJYqCiUA6jwtt2wMnOjoZNmlC7dm3atGlD27Ztyc/PZ9y4ccXO19bWll69evHyyy9ja2uLoij89ttvLFu2zMwlXqVKFT777DN++OEHNm82772o0Wj4+uuvb7lHQGFOnjzJ+++/ry4w7777rsWs/5JQFIWQkBCCgoLYtWuXxd22p6enqoBXGpIk0bp1a5o0aUKDBg1Ug8fDw0N120+YMIGuXY3ZHunp6URERBAWFsa+ffvUUEdZ0Wg02NnZIUkSubm5ZeqZYUrcu4QxHl8cHYBzLi40btrU7HpeXl5kZmaW6pm4uetgcSiKwunjx7HPyGCnwcDNPQKvAJ10OrwaNuTg0aMiji+4JYQxIHgo+OOPP+jTpw87sdwHXgH6A39bW9OibdtbSnjTaDRcuXyZK2FhlNNo8NVoiAOu6/W0bt4cRxcXIiMjuXjxIh8BkzG6XU2cBXpIEqm2tjRt2VLd7Xt4eODg4KAKLDk5OZGZmVnkg12r1dKhQwdGjhyJi4sLISEhTJo0yaze3tbWlunTp7Nq1aoirvTatWszb968MmvYF+batWuMGTNGDWsUFgAqC/Hx8QQFBbF9+3aioqKKHC9Xrhz+/v7odDouXLhQZpf8qFGj6NOnD2Dszvf668a00YCAAM6cOQNArVq1cHJyMpbWlUFLwERZF9fSMBgMHNy7l1f1ehYXM+YERmW++vXrq42z7hRHR0c10c/d3Z0TJ06wc+dO4uPjOXHiBNsw6hNY4h+gG7B3717a3iW9AcHjgTAGBA8FBoOBJzp0IPjQIVYaDPTkXy33VGAKsBCoV68enp6eFs9hZ2eHoihmSWqFyc7OJi4ujoKCAqysrGjUqBHNmjXD09OTsW++SZ/sbH4oZn7ngfoYy8BKcsH27NmTvLw8du3aVWT3KUkSjRo1YuzYsZQvX55p06YVaX/8/PPPs2PHjiKL3+1oD2RlZTF27Fgib7Tibd68OTNmzCjVqMjKylLzAEwLc2F0Oh3e3t4YDAauXbtWpoW3bt26Zi2GTXkXplbEu3btuqV7u120Wi3W1tZF2lib3jM2NjZmO+qIiAguX77MZ8DbmDdzOQn0lCSy7e1p0qLFbVdkuLm50bBhQzXL38/Pz+xc+fn5hIaGMmTIEJJPnCBEr6e4Pb8M1NTpePL111m8uDgTRiAoijAGBA8NqampPNe3L9t37cJfp6OVXk8GsFmjQa/RMG/+fOrVq8e3335bbAY4GI2Chg0bUqlSJZKSkrhy5UqJ4xMTEzl9+jSnwGJegYmngKvVqvHFvHns27eP06dPW4w129nZ0bRpU2RZ5sSJE0UWHjBm0o8aNYpz587x3XffmS2oNWrUICwszOzc9vb2LF++vMxSwQaDgSlTpnD06FHAWOs/f/78YpMu9Xo9x48fZ9u2bRw8eNBi1US5cuXUJjaW0Ol0xbrfb96tlzT2biBJEnXq1KF27dp4eXnh7e3N9evXWb58uZrImZ+fT0xMDNHh4eTemIu9tTUePj74+fmpTYquXLlCeHg4HpLEC4qCI8aKgN2As4MDAYGBt93LwYSjoyM+Pj64uLhga2tLTk4O169fJzExkbS0NADOnDlDk4QENpdyrm6ShGPfvvz22293NCfB44UwBgQPFYqisHfvXpYsWcKlc+ewtrGhe8+eDB8+XPUI5Ofn88cff/Djjz+aidEoioLBYECj0ag7q0aNGtGrVy8CAgKIiIjgypUrhIaGcvnyZSIjI5FlmcjISCJDQkpt0TwLmKXT0eOZZ2jVqhX+/v6kpaVx8eJFjhw5YjHpS6fT4ePjQ2JiIllZWUWOV6pUiR49erBu3Tqz43Z2dkWMiPbt2zNlypQyvY5Lly7l119/BYzhi4ULF+LlZd7ipix5AKUt2lWqVKFJkyY0adKE7OxsVWb5XnOzceHu7q7qCGi1WmbOnEmzZs0AyMnJUVtdm8jPz+f44cNIeXkMAbpj3FX/CawCrO3saNi0qbrIZ2RkEB0dTXpSErKiYGtvj6ePDxUrVizRI2BtbY2vry9ubm4YDAZSU1NJSEggIyPjlkMZ586dwy0hgTMl5NUoQH2djpYvv8zy5ctv6fyCxxthDAgeKqKjo5kzZw7fL19O6o04t3elSgx/803GjRuHs/O/0i+pqamsWrWKdevWERERQUJMDHk3PijdXV3x9vNTqwucnJyoXr06tra2XLt2jejoaPXDODo6mtCLF8mEYpvKgLEEcaG1Na1uyhoHY8w/Ly+v1A94S6IyYFyw7ezsSpTahbJpD2zdulXV1ddqtcyePZtGjRqpxxMSEti+fTvbtm2zmAdQEk5OTjRs2BAfHx8cHBxISkpS6/VNO9i7SaVKldQGV97e3nh5eeHl5cXUqVNVsSaTLgQY80M+/PBD2rVrBxgX0M8//7yIxPSRAweokJPDHkXhZomeEKC9JKEvV47GNwyKsqLRaLC2tqagoOC2uh2WhMmDdQSjLoYlDgGtgM2bN/PUU6U1HhYI/kUYA4KHhvPnz9O5QwcKUlJ43WCgK8as/w3AKq2WqjVqsGPPHjPltO3bt/PM009jk5fH64pCIyAJ+E6SOKUo+Pr4UMvfv8TMalO72dXAoGLGGICqkoTew+O2S/LKQmFZYkuYtAcMBgN6vR5nZ2ezezt79iwTJkxQy/PGjh1Lr169yMrKYu/evQQFBRXJUygJU8fI8uXLI8syiYmJ6g78bmBlZaXK/4IxsTA6Opo//vgDMCoImlobm9iyZQtz5syxeL733nuPJ598kvz8fNVQvNljk5SUxKlTp9gPFttxg9FD8AxGVcrCBujdwuS9upVQiaIoHN6/nyq5uewCbharTgI6a7XkVq7MhcuX70uzK8Gjg1ClEDwUFBQU8HT37rinpBBkMFBYKLU7MM5goFNoKC8OHMg/N+q19+3bx4DnnqNdQQG/3YjlmhijKCwG3oyOxs7eHj8/v2Kv7ejoSGUfH6bHxtLdYMBSq5UFQJSi0MyC1OvdpCRDQJZlTp48ST1/f8Ju7Oi9KlZk+JtvMmrUKAwGA9OnT1cNgV69epGamkqzZs0IPX/eqJvg6Iintzdubm7FGkg2NjZotVpycnJQFIVr165x7dq1u3aPTz75JJ07d8b7xjwGDBhAfn4+7u7u9OnTx9hi+IYxcLM2QUREBIsWLbJ43iFDhlC/fn12797Nd999Z7HhFBhLButKEq1K2Af1BDwkibi4uFs2Buzt7XF3d8fV1RUbGxvy8/NJT08nLi5OlUmWZdliWMnjhrFZp04dypUrZ1QxDA4mODiY7Oxs6jdqxMljx2hgMDBOUeiJMTSwCfhKoyHHzo51S5bcclmhwWBgy5YtHD58GFmWadCgAX379jWTehY82gjPgOCh4JdffqF///6cxtgnwBLrgAEYFxNZlrl8+TIpERFEA07FPOcV4Ddra1repApYGJ1OR1paGiePHqWyojDDYKAPYI3RZTwf+BpjEl5xfefd3d3JyclRP+zvNnq9njMnT5KalkZvSaKfomAN7MAoNuPm4UGrdu3UKgQ3NzeOHTtGaGgoHpLEc4qCLbBdkjipKLg6O9OgUSOsrKxKumyZsba2xtnZuUxeg9mzZ1OzZk1ycnJITk5m7NixgFHW+YUXXiA5OZlvv/0W+LcLYU5ODllZWQQHBxdbLVJWTp44QYfkZEpLr2sLXCmmo2CNGjWoXbs2bm5uuLm54e7ujp2dHYmJiYSGhnL27FlCQkIshoRMaDQaatSoQb169dSv4hJEDQYDoaGhnDlzhl27drFx40Zio6PR3/j41kkS7h4eVKtWDTs7O1xcXAgICCAgIICGDRuqXTwtsWnTJkaPGEHEtWt4WVmhBaIKCqjo6srsL75gyJAhpbxSgkcBYQwIHgr69e1L3MaNHChhZ1wAeGm1OPr6UqNGDQ7s3s2wggLmlXDeoxjbxAYGBuLq6opGo8Hd3R2DwUBSUpLZ2KysLEIuXOB6aiq2Gg32kkSywYCjrS2evr74+fmVuOOqU6cOkyZN4vfff2fDhg1A6W7/snL2zBkyEhL4h6Ku7SjgCUki3taWZq1aodFouHr1KlevXmUuMAZzF+BOoB+gcXamcdOmZd5F6nQ6dfFzdnbGyckJBwcHbG1t0Wg0hISEFGnM9DASHByMb3w8R0sYo2AMC9nXrk3jxo3VXA4rKyumTJlCy5YtiY2N5dy5c+qXpYZThTG1CDYt/LVr175tqWmDwaBWf4SGhhIXF1diyMHFxYUGDRrQsGFDM+Pgzz//pG+fPnQHPlIUNRfhAvApxmTKRYsW8eabb97WPAX/HYQxIHgoaNe6NVUOHmRVKeOa6nTEVapE7dq12b59O8uAksR6cwB7/tUn0Ov15OXlqc1cLC2EmZmZJCcnI8sydnZ2uLm53ZLgj4uLC9nZ2Woc3Nvbm0qVKpGRkUFaWhqZmZnk5uYW2wmxyD3k5HBg/36WAMXJBZ0CGgMNGjSgQoUK7N+zh3GyzP+KGW8Sp2ncuHGRVslarVbN1r/bSXAPA/Hx8QQHB3MGaFDMmJ3AExi7GJq8PTY2Njz55JOkpKRw7tw5s14TljC5/E1flStXvi3hqLJgMBi4cuUKp0+f5syZM5w5c6bYts9gfI/WqVOHRfPn0y4jg98UpUhnRQVj34VlVlZERUffcpdDwX8LYQwIHgp69+pF2ubN7C5hgTQAPlotNj4+1KxZk907djBVlvmwhPOGAdUwqtmlp6WRkJCAfOMt72Rnh6evLz4+Pg91slVYWBhxV6+SoCjYlzCuORDh5kYFd3cuXbhABBTJlDehAPUlievu7jQIKC4wc/fRaDTUq1cPOzs7tXriwoULgLFtc8OGDbGzs2PPnj2ql+H1119n9erVFvUabgdZljm8bx+18vPZAbjcdDwO6KjVkuToSKMyek40Gg3Vq1dXuwSW5PK/H5TFODDJLV8AahdznuuAj0bD1I8/ZtKkSfd62oIHiEggFDwU9B8wgJc2beIS4F/MmL+AOIOB5jc67VWoWJHv4uOZXELb4+8BrSRx5fJl/IDPb7hCU4Afc3L4PSSElKQkGgYGUqFCBfR6PdnZ2aU237mf5OXlUVWjwb6UXXoDIDQvj+zsbPwkCZ8S7HwJ6KAo/HyT9oG1tbW6UJf1y97eHltbW44fP8769ev/vYYFWeAqVaowd+5c9felS5eqxkDv3r1p1KgRWVlZhIeHq8bAihUr7qqHQqPRUK9RI04fP049WWacovAURmPzT2ChJJGp0dC4Xr1iDYG76fK/F2i1WmrVqkWtWrV4/vnnVePg8OHDnDhxwphvk5JCA52O2iWEFyoAXWSZPbt3C2PgEUcYA4KHgueee44J77zDq9evs8Vg4Ob87QhgrFZLBUdHypUrBxh70x+Ni2MGMA2KSLSeAGNL5BtZ1+sw1xF4BggCeiYnExISQsuWLRk6dChPPvkkGRkZbN26lU2bNpWoXgj/dty7V+h0OuIVBQMUceUWJlaS0Oh0SJJENsbdf0l72kyMiYYLFy7E29sbW1vbO2p7e7NmgSWn48275cJVCr/++ivz588nOjrabMy9CFWUK1eOJi1acC06mslRUUw0JeJpNFTy9KRJ1arY2tqq4ytVqqT2C7jXLv87wWAwkJCQQGxsLDExMer3mJgY4uLiioh0lcV8sQOSi1GdFDw6iDCB4KHh6NGjPNm5M+VycnhTr+dJjEmD64FlWi0GW1saNG6Mra0tPj4+2NjYEBQUxJUrV+iJMb7ZCGO99Q8YexnI1tboCgqIvan0sDAfAv/TaGjdvj06nY7y5ctTp04dbG1tSU1NJS4ujqSkpGJleO81aWlpHD16lE0YS94scQ2oDNTw98fe3p6TJ0+yB2hXzPhswBMof6NCwtXVlYCAAFq0aEHlypVxd3dn8+bNrF61isS4OJxdXXn2+ecZPHgwTk6WazfWrFlTqupd8+bNadCgAZcvXyY0NLTY8r/iuFtNiApTUFBAVlYWkiTh4OCgGkROTk4MGTKEVq1aPVCX/83k5OQQFxenLvKxsbHqoh8fH19m4yk8PJzoq1eJkWXKFzOmAKii09Fn+PBiSzoFjwbCGBA8VISEhPDJrFms+fln8m646p0dHXl16FDatm3Ld999p7rwvb29GT16NN9++y2//PwzyYW6ANpotVTy9iY5Pp6X8vL4uoRrRmJcSO9m57nSMHkSistVcHR0xGAwqLX+J44coUJ2NnsNBm6eYR7QT6MhSJJo3a4dWq2WIwcOUD8nhx0YWzbfzAcYs8VbtW6Nvb15JkJmZibBJ0+SlZdHW0mitqIQLUn8oyg4lyvH+j//pEOHDkXOuWrVKlauXHmrLwVglAdOTEzEYDDg6elJ27Zt71tlgr29PT4+Ply9elXNyK9VqxaffPLJPREcKg1FUUhLSzPb2Rf+npycfMvn1Gq1VKpUCS8vLzw9PfH09MTW1pZn+/ZlisFAcSLXKzGW5546dYqGDUvq3CH4ryOMAcFDSUpKCleuXEGj0VC7dm11wTp//jzTpk1TdfSdnJyYMmUKAQEBrFmzhk8//ZT8/HwcHR1xdHTk8P79fCLLvFPK9XQYd9W+vr4Wjzs7O1O+fHmcnZ2xt7fn3LlzZi2Iy4Jer+fatWvERUeTcSMZzsXRkSo1atCxY0eaNGmCj48PBw4cYOfOnWbPzc7O5uTRozjr9bylKDyLUQdhO/ClRsN5RSGgUSO1MiA1NZVTx4/TRFH4GGNmvAZjydj/gBUYa+WrVKlidp28vDyOHTpE1YICfgHqFjoWCbwK7NNoeGHwYJo2bYqfnx8uLi7k5+ezZcsWgoODy/x6mLoHXg4JIS42FkVRcNFqSTcYkCUJdzc3/OvUuWtaCCYkSaJ169YEBgZSr1494uPj+fjjj1UjMyAggBkzZhTb1OlucCvu/LJiZ2eHp6enKtls+tnT05OKFStaDGtMmDCBOV98wVeKwnD+jRvLwG/AKxoNvZ99ljXr1t3J7Qr+AwhjQPCfIz4+ng8//FCt69ZqtQwaNIh9+/axcsUK8m7s7jSShAboryisLuF8MYA35p4Ba2trs7CAlZUVPj4+FBQUEBMTc8s5Arm5uZw5fpzsnByew1jWZwA2SBJ/KQotmzfnldde488//yw2HJGbm8uV0FAS4uMx3Pi3lQA3V1eqVK9eZBebmppKyPnzpGdnUw6wkSQSFQVbnY4qNWrgY0FN0STkFAJUsjCHbCBAkshwcyPgNnaKrVu3pm3bttSoUYPc3Fzat2lDRkoK04DXAXcgHeOOdIokodjb07hZszvKZSiMtbU1CxcupGrVqgDs2LGDzz//XHWtt2jRgilTptxxF0L4151feKG/HXd+YVxdXc0W+cI7fRcXl9tSHhwzejSLlyzBW6ejl16PFvhHp+OyXk+f3r35ac2ahyo5UnBvEMaA4D9JdnY2n3zyCYcPHyYnJ4czJ05gX1DAm3o9fTHumrcB8ySJcEVhC9ClmHPNAD7WaGhzI2fgbqMoCscPH8YhO5vtslykWuIQ0F2jwbZCBRqUYYHNz89Xu945ODiU+EGtKAqpqamkpqaq493d3S2GJ2RZ5sCePYzS642Jl8WwCGN+Rpt27W550ezduzcBAQH4+fnx1VdfMf/LL9kOdLQwNhhoCVSsUoUaNWoUe878/HxSUlJUXQhTv4ab8wskSeKTTz6hadOmAGzcuJGvvvpKHdOxY0cmTpxY5vfAvXTne3p64uHhQbly5fD29qZmzZp4enres0X51KlTLF68mCP79xvliBs3ZsTIkbRp0+aWDQzBfxNhDAj+sxgMBpYtW8a0Dz6gXHo6ewwGvG4ak4Wxt8FxjPXj5W46vh+jkeDm40Pt2sVVW5cdS5UF169f5+TJk+zE8qIH/8ZmW7VqhYODwz1JlCuN3Nxc9u3bx19AjxLGXQTqAE2aNKF8+X9TzwwGA/n5+Wi12lI17U0G0hOZmSXKAr8FLNXpaHUjF6IweXl5hF6+THx8vKodAUb9iGq1auHu7m5+rrfeomdPYwrmzcmOPXv2ZMyYMUWuUdidb2nBvxfu/OvXr7Nw4UK+WbyYuBsqmXVr1eLNsWMZOnSoWZWDQHC3EKWFgv8sWq2WwMBAElNSWAFFDAEAB4yVBTUwLmBTMbZ/TcUotboacHJ2LrbnQGlUq1aN8uXLc/z4cQDKly9PZmamqknv4+NDWFgYdbVaOpTgFh4AjJMkYmNj8ff3fyDKf6YdYPFq+pgdN41PT08nMiLCTNCpvJMTXn5+eHh4WNxZ5ufnk5qZycBSrjUQmK/Xk5WVpZaUgtEQOHn0KLZ5efxPURiMUTzoCDA3J4cNp0+b5UT079+fnj17oigK3333HWvWrFHP1a9fP7p168bhw4fvujvfkku/JHd+SEgInTt0IDUxkZcNBp7A+Hr/dvky48aMYc3q1WzeurXYig6B4HYRxoDgP81vv/2Gp05H9xKEU6oBHSWJAzodIwsKMO0hHayt8fP1pXLlyretQHj16lWsrKxwdXUlOTmZ69evU79+fS5fvkxeXh7R0dHIBQU0MBhKrPm3AWoC0Xl5d80QuFXvgrW1NY62tvyam0vfEsb9ClhrNDg6OhIfH8+5s2epDHymKDQEEoHvMzLYdu4cydevU9eCeI/Je1LakmY6frO35dLFi9jn5XFYUahS6PF2GBsMfQh8EhpKhQoV6N69O88++yznzp3j+++/59SpU+p4e3t7fv/9d37//fdSZmJOYXd+4cXey8sLDw+P23Ln5+fn07NbN5wSEzlkMOBd6NggReEQ0O3IEYYNHSoS+gR3HWEMCP7TpKWl4UnJYjwAPoqCg50dzVu2JC8vD41Go7rjC6PVatHpdCV2m7uZgoICkpOT1cX37Nmz9O7dm61bt5KXl0dmdjZxkgQlLMwKkHDj+mVFkiQ6d+7MxYsXiwj1gNEVf3MiZGnn8/T15ZfLl3kHCLQwJhKjQl9FLy/y8vI4f/Ys/RWFlUDhnP9BwM/A4Lg4HBwdi1QtWFtbY6XRcFCW6VbCnA5gTJIs7BrPzc0lMTGRr8HMEFDvA/gIWH6jBfGJEycYMGCAxfOX5Oa/2Z3v4eGh/lxcdv6dsH79ekLDwzkNZoaAiZbA/wwGRvz6K7PDw4u8pgLBnSCMAcF9Jzk5mStXrqDT6e5YxrVSpUqEKwp5mKsL3swFQGdjg82NLxPW1tZ4eHjg7+9Pq1ataN68OTY2NoSHh/Pnn3/yzz//lNkwKLwL37RpE2+88QbLly/Hzd2dPUlJhAFVi3nuPiBCUWh8U5y7tOsFBQWVOCY/Px+NRkNiYiLZ2dlIkkT58uWLLZvz8fEhMS6OThkZfInRTW8H6DFK9Y6VJAqsralatSphYWGUxyj5bKn4byDGhj+rIyLw8/Mz875otVoqenqyOCaGdxTFooegAPgScKtQQTUGKlSoQFhYGACDS7hvK+AlRWFJXBw5txACMhmHGo2GgoICoqOjuXbtmpqQWPh44cfKehz+fZ8oiqJ+ybLMwf37aaPVElCCZ2gw8K5Gw08//cTkyZPLfF8CQWkIY0Bw3zh//jyfzJrFL+vWkX/DrV++XDmGvP46kydPLtI9rzhycnK4cuUKFy9eJC0tjWSDgV+AF4sZfxI4BgR4ehY5lp+fT2RkJJGRkWzbtg17e3tq1aqFv78/jRs3pn///pw7d46VK1feklqeLMt8++23vPbaa3zzzTdcvXyZ4Xo9GykqApQKjMKY+Obq6lrma5SF2NhYIkJDyczLQ4exflwGKri4ULN2bRwdzXUZtVotDQMDuXj+PEMTE3kL8JYk4oEURaFCuXI0btAAGxsbEmNjGa8oJRphI4BvCgo4tG8flby9VdljgMqVK3MsLo6eBgO/AoV74qUBQ4GLkkRg1X9NqOvXr5Oamoo1pYcYKgD6Wwy5mBbqB5GzkZGWRp1SrusAVNZoiI+Pvz+TEjw2iGoCwX3hwIEDdO/aFbf8fEbr9f8mRgHfaLW4+/mxe/9+PG9asA0GA2FhYYSEhHDx4kUuXbpEeHi4WQz5zMmT5F+/zk6McsSFiQGe0GrJqVSJV4YO5dixY7fchMjV1ZXatWvj7u7OyZMniYyMvKXnazQawsPDCQ0JoQowBdTGOBswigDFarU0atq0zIlh1atXp2fPnkRFRXHu3DmioqKKdPWLjIwkJCSEfsAEjF0N84HfMbrRw7VaAps1K2IQmMjOziYuLo6CggJ0Oh0VK1ZU5yfLMjt27GA58FoJ88zAWMHREWNyX54kUa9BA7UdbmpqKsEnTyIbDPQDagFRwFog/6axJhISEjhz5kyJ3fYAXpAktjk5Edi8OWD8O1SpUgUHBwdkWaagoACDwYBer8dgMBT7Jcuy+l2W5XtW5XHy+HFapqayqYTzGwBPnY433n+fmTNn3pN5CB5PhDEguOdkZWVR1c+POqmp/CXLRXoEXAXaabXUadeOlatXc+nSJS5dusTFixcJDQ0t1U0vSRLBJ0+SfP06zyuKmc7AD1ot5dzd2b57N7Vq1SInJ4djx46xZ88eDh06RG5u7m3dk62tbanPlWWZyMhIYiIjyS4Ut9dhdLvDv42EFIy7dS9fXypWrHjHtd05OTkc2L+ft4A5FG1YlAa0BmKdnGjSosUtn19RFPbs3MmHsszUEsadB+oBm4E2GA2H9ZJEk6ZNVZGk/Px8YmNjSYyJUQ2PCh4eeHt7W9QxkGWZg3v3MqSggOLU8qMxhmSq1aqFn58fWq0Wd3d38vPzycrKuqWckDtFkiQcHR1xcHDAyclJVcd0dHQ0+z0oKIhFX31FpKJYrIwBY6jmGeD48eMEBlrK6hAIbg9hDAjuOd988w1vDB/OVSwnfIFxJ/gC0LJly2J3qvDv7q527dr4+/vj7+9PlSpVyM3N5euvv2bJwoVcvbFzdy9fnmEjRzJ27FgqVSqqp5eXl8exY8fYu3cvBw8etJhMZor93qrbWJZlzgUHk5iYyFCM6no+QCiwGFiDUR54IEY1wgyMZY4HAI+KFalbv/5tVziAUUkwOSKCOMC+mDGbgF5As2bNbkuD/9y5c2jj4ghXlGITON/GWNp5DWN4pABoCCS5udGwUaNbvqZJxyE8PJzQ0FCWAMMxN3biML6ml62saN669V2RM9bpdOriXdqifvM4e3v7Mv0t09PT8fP2pnV2Nr/LcpFwUgzQXqejUmAg++9T3wbB44MwBgT3nCe7dEHasYOtJbzV8gFPrRZnPz+qV6+uPu7p6Ym/v7+6+FevXr1UxT1Twxt3d/cyq8nl5+dz4sQJ9uzZw4EDB8jKyioyxsrKShWySUhIUJvaWCIiIoIrly+zAeOCezPLMRoIa4H+hR7/7cbvvje6Cd4uxw4epG9WFt+VMMYAuEoS7tWqqfK8t0J6ejpHjxxhHDCXot6HHRjDIe8AnxR6fBnGXIK2t6FgaEJRFC5dukR0dDR1JYmXFQVn4DDGKgaNlRUBgYFmYRdbW1uLi3VZFnkbG5v7osS3bds2ej/9NDUMBt4yGOiMMZz2K/CVToeVmxt7Dx4UlQSCu44wBgT3nGaNGtHo9Gm+KWVcfSsr7Bs1YsyYMequ/0F0jSsoKODkyZPs3buX/fv3k5GRUWSMtbU1tWvXxsPDg/z8fE6fPk1KSgpgXKgO79/PM7m5/FjCdZ7AuFPee9PjH2BsqXwn8shH9+/ntZwc5pYyzluSsK5cuUS535KIiori0qVLtMIoURzAvy2kVwHtMcoXlwM8MBoMwTfG3a5HwoSiKCQnJ3MtKoqU5GQMioKDjQ0VbyQq+vr6MnHiRHx8fHB0dLzrDY/uFceOHeOjqVPZvGWLmp9ga23NwEGDmPnxx3h7Wyo8FAjuDGEMPGYYDAa2bt3KpUuXsLKyol27dve8NelT3bqRFxTEjhKa++QCHlotLTp3ZtGiRbe9ON1t9Ho9p0+fZu/evezbt4+0tLRSn5OTk8P+/fvZjnHBL45VwMsYRXrcCj0eDfgBderWxcuruOhxyZw6cYIayckcLGHMtRvX8a9T544WmKSkJCLDwkgu9Np4YKyVP4fxbwvQAGPVRG2MCYXNmzc3UxW8E9q1a8fRo0dJSkrCYDBgY2PDe++9R+/eve/K+R8EkZGRXLp0CZ1OR6NGjcyknwWCu40oLXyMWLlyJVMmTSIyJgYHrZYCWSZfUWjdogVfL116z4yCgYMH88o//3AJijTpMbEWSDMYyMjIYOTIkTRo0IC+ffvSunXruyruotfrycnJUb9yc3PJzc0t8piln2vWrElSUhLJyclkZmYW27nQlJzmUcpcTHUTGZgbAz6AsySVWSzoZmRZRi/LHAKOYpRftsRCQKvRWMynuBXc3Nxwc3Mztlk+dgz//HwuYdR9mMa/8s+rgTeByoDtjRj83UCWZX788UdiIiPJKpQYGBkWhoODA507d74r17nf+Pn54efn96CnIXhMEJ6Bx4QFCxYwbtw4BgDvAU0wZrRvBKZrtVy1sWHX3r33JEM5NzeXmlWrUjExkX8MBm5WEwgGOmm12FeqhH/dumbH3NzceOKJJ2jRogUajabYxbq4Bf3msbdaVng7ZGdnc+DAAX4Bnith3AKM8fRkzGvmszDq7Ff398fX1/eWr385JITIyEj8MOYFbMa4KzehAN8Bw4AqVaua5WjcKVeuXCEiLIzuGOPcN2d3bMGYQ+Hg7EyzZsWZKWVHlmXOnDpFanIygzA2e3IDTmF8fU8AA154gT59+uDh4YGHhweVKlVSOxs+CPR6PXFxcQB4eHjck06ZAsGtIoyBx4CIiAiqVavGOFm2WGaWCXTUainw9+fU2bO3/CFZUFBgcUEuvPO+cOECM6ZOxTo3l+GyTGeM7uNfgZ8k6f/tnXd4U+X7h++TpJuWDkoZLaNsKKvsKaAyZAk4AUFZgggoKl9ENiKIIIggsofIEPkxFAGRXfaeZZTZTUsX3U1yfn+c5tC0SdoiiMJ7XxcXTc57ZtO8z/uMz4ObuzutXnqJjIwM0tLS/vGOfY+bU8ePUyspib3kfd6gTNI1gQAgt8r8EpQM+abNmhVanTErK4tDBw4wVpYZgJJVfxmlc2NLIBXFC3MN8PTwoG5g4GOdFENCQoi+fdtih0gTXwAzNRqaPoaW0SEhIUTcvs0fQO71vxHFE7EIaNioUZ5kQpNhkPN/08+urq6P3ViIi4tj7ty5LPrhByJjYgDw8fJi4JAhjBgxgmLFiuVzBIHgySGMgeeAzz//nAXffEO4wYBlEVr4E2XimDp1Kv7+/oVypRe07C4tLY27d+8SHRFBZvY+Lvb2lPDzw8/P77GvkCRJwsnJCUdHR7P/c/9sem00GklLS+PBgweKsmFcHLGxsdy/f79Q59VqtURFRXHu3DnGApMxNwj0KNn0y1FaKDfOse020FiSkL28qJVdemc0GomJiVETGd3c3ChWrJjFcrXQ0FBuXL1KOIqiXxpKGeMiFAPADngBOAfEeXlRu27dQt2b0Wjk/v37ZGRkoNVq8fLyMmtXfDQoiJ7p6Sy0cYy7KKGCgIAASpSwHkzJr9GSwWDg8IEDDDcYmGFljB7wkyS0pUpRrVo1W7dmhrOzs2oYmBoS5fzZmpyzNcLDw2ndogURd+/yjsFAJ5TPxHYULQzv0qXZc+AAZcuWLdRxBYLHhTAGngMa1K1L9bNnWWljjBHw0WpxzVXa9yQwGAxkZGQgSRKOjo5IkoS9vb3FyRogJiaGqKioPKV87u7uNGrUiCZNmuDh4ZFn0rdUDpaZmUl4eDihoaHqv7CwMEJDQwvdm97Hx4cyZcrg7u5OYmIiN2/eJDa7/zyg1sJXkSQGyTJ+wHXgR5QkwcrADBTxnwcoJXGzJIlMBwfqNmiAg4MDkZGR3Lx2jbSsLEpJEjIQKcs42dlRsWrVPPH+69evI929y618/qw/BH52dqZ+06YFuldZlrlz5w7ht2+TptejQfnMaCWJ4j4+VK5SBTs7Ow7s2cOXRiOf5XM8e8D/EcMgJmJiYjh37hxXsJ6LAkoHw++dnVm4dClRUVFER0er/z9q2KhIkSJ5vAk5f3Z2fqjuIMsyTRs2JPzsWfbq9eT+67oDtNbpcK9WjVPnzj218IXg+UYEq54D0tPSrLpsTWgAN41G7UdvdZxGY3FVnfvn3GNM71l7P78kwZSUFP788082b96s9ghISEhg586dHDhwgHbt2tG1a1dKliyJLMvEx8dz9epVdbK/e/cuYWFhREdHW038s0Tu1WmJEiUYOHAg/v7+HD58mL1793LixAmL+5YrV46iRYsSevcun8bEIPNw8qzk5sa9yEi65ihb1EkSxUuUIKBSJezt7QkPDyc4OJi3UCa0GtnXcR6YlJXF/124gCzLZqtrjUZDIspEbUvmJgGQCpiYKcsyV4KDiYiIYAiKIVEVJddhhSzzZVQUZ5KSqNugAXY6HaH5JD5GoZRU/l1PkMk4zC/FrgyQlJrKpUuXqFmzJm3btqVixYrodDri4+PNDIScP9vSkkhOTiY5OZkbN25Y3O7m5qYaCMnJyRw9eZLtkMcQAMVLskyvp/WFC+zdu5c2bWzVoAgETwbhGXgO6Nq5MxHbt3PChjs/AigjSQwbMYLXXnvN6oRuZ2f3VFcuRqOR48ePs2nTJk6fPp1nu4uLCwaDoVAyw5Ik4ePjg5+fH76+vhQvXpyzZ89yLIfKm52dHW+88QYeHh7s27ePixcvWjyWg4ODRalbWZbx9fUlNDTUzL3/4MED0tLS0Gg0FC1aVK2Fz8rK4tDBg/Q1GllM3rwDGaUx069aLc1atlSNqYSEBE6ePMkOsNoaOAmlksGngMmDphX4MuA9C9uDUUIdRUqVIi42FvvMTKLImzxoYiowUZJo1rLl36r9j42N5ezZs1xAyb2IBlYBN1AqGV4EOgKfowj2NG/VSt3X3t6eKlWqEBAQQEBAANWrV89T3WAwGIiLiyM6OprIyEiio6PNjIZ79+4VyLC8cuUKdlFRhGR7VCwhA9V0Opr37cuSJUsK/SwEgr+LMAaeA7Zu3UrXrl05CDS3MmYMMNfRkfCoqKci9GMNWZZJSEgwc+ubVvuRkZGFSjR0cnLC19eXMmXK4Ovri192rkJODfxjx44xZ84cM3e/r68v7u7uXL582eKXv6+vL5mZmdy7d8/quevVq0dGRoZVIyI3d+/e5ca1a4RhvUTxDor+fpWqVfH19QWU53Xq2DF8k5MJAnL/JmUeJtU1bd5c7SBoi3OnT1MmPp6TNp71RGAKivtfjyKzvIy8rsfjQGvAo3TpQsXwLWE0Gjl84AD99HrsgB+yz1cNJexyHfBD8YK4+/lRpYr1YIIkSZQvX54aNWqoBkLuBkm5MRgM3L9/38xQMP0cFRVFTEwMsixz4cIFasbEsCsfw6EzIHXuzNatWwvxFASCx4MIEzwHdOzYkfp16/L6hQv8ptdTP8c2I0r2+nTgi08/fWqGgKlZjcmdn3PST05OfuTjOjg40LhxY7p37061atWsejUSExNZsGABu3fvVt8z9SUICwsjLCzMbLyfnx+1a9fmzp07XLhwwWxbtWrVuHnzppmHoH79+ixenJ8G40MSEhJogW2tgrJAfSA0IUE1BiRJompAAGdOnKCBwcB4lPJGBxSlwxnAtuxrLIghIMsysXFxjMtn3IsoiZKfohgc04GLwDDMdQaWAfaOjlSuXDnPMZKSkoiMjCQjIwOdTqfqF1jT9ddoNJT082PBrVtos88/GDBJ85zMvp6DQJlscaMSJUpQtmxZ7t69S2RkpNl93rx5k5s3b/Lbb78BULx4cdUwCAgIoGzZsmbXotVqKV68ON7e3kRHRxMcHExSUhKZmZnExcWphqpOpyNMo0E2Gi1WlpgI1Wqp5e5uY4RA8OQQnoHnhOjoaF5p25bT58/TRqPhBaORNOBXnY4QvZ6mTZty8ODBv9UcJz9Mq/yck73pX1RUVKFi+Y6OjurK3rTaL1WqFKGhofz+++95JmiNRkOTJk3o1q0btWrVUo0CWZbZv38/8+bNy1ddsHjx4rRq1YqAgAD27t3L3r17zbaXK1eOfv36kZaWxrRp08y21apVi/Pnz5tdj9FoRK/XExkZyf3oaPSZmWjt7SlesiQxMTE0iI3lj3yeQyvgio8PNWvWNHs/OTmZ61evcj9bItmU8Ofq5ES5ihULLDRkMBjYu3cvS1HUFB14KCuck3dQqhZyRtgdUXT1TV8wpbLfSyhalMAcGgNZWVlcOn+e2Ph4SkgS1WWZaEniUra8cPVatawaqXFxcZw+fZoVKBoDuclAeUbBLi7Ub9wYSZLQaDR07dqVzp07c/PmTS5evMilS5e4ceOGzc+gi4sL1atXp0qVKri6upKamsr169cJDg5Wpagtcf/+fc6cOUMQigzzzyiGigzURQn3hKAYTVu3bqVzZ0vdLASCJ4swBp4jMjMzWbduHdOmTuX2zZtKcpQk4eLiQll/f3799de/1RzHRFZWFhEREXmS98LCwizq/NuiePHi6qRvmvj9/PwoVqyYzdyFkJAQNm3axN69e/NkjPv7+6tGwTfffGPTde/u7k7Lli1p3bo1JUqUYM2aNfzxxx9m5ZQ+Pj707duXNm3aoNVq6d+/P3ezOycClC5dmvDwcLPj2tvbEx0dzcVz58jS6+mA0tHxOkrrZa1GQxGjkUjI073OxAOU2H9xG7H/lJQUEhISkGUZZ2dnPDw8CpXzkZyczIljx9DKMqa0wBoooYaBoLrnh6KEoD5CmeDuo8gtL0apmliAMtl9Cqx0cqJBs2aAYmycOXkS6cEDFqO05zW5K0+jrPTPajTUa9jQomLhxQsXcLl3j2uybDUevxNFZyF3LwRPT08GDx5Mq1atkCSJ1NRUgoODuXjxIhcvXuTKlSuP3OLaz8+PatWqUa1aNapUqULXjh1JCAnhgSyTmv2MNMAZlNCKuyTh6OfHtZs3H6vipkBQUESY4DkiLS2NxT/+yJVr12ij0dABMMoym5OTOXL+PB3atePchQsFqqGWZZnExESzyd60yo+MjCz0Kj9nDN806ZcuXbrQojsmDAYDsbGx6HQ6EhMTyczMxNXVFa1Wy82bN5k1a5bVfZ2dnWnWrBmtW7cmMDCQ9PR0fvnlF/7v//7PbHIoWrQoPXv2pFOnTmqtvel55MRSLkF8fDznz5yhidHIzygSxCZuA12NRs6jaBEMsXKdi1BEhGz1FXBxcSl0TbyJuLg4Lpw9SzFZZihKkmASSgnkcGArSp7AhyhGQM7Ohf4ok39PlBDCLygllGGANkfSYEREBEkPHnACyK19GQjsBgKNRm6GhKi6CzlJTkigjw1DAOBllGTGhIQEqlWrRnR0tJoc+NVXX7Fx40bee+89KlasiL+/P0ajEY1Gg1arJTg4uFAlp97e3tSpU4e6deuqOgqSJPH6228zefJkBgLjUHIZACKBr4HvZJmPuncXhoDgqSE8A88RHdq25eiePfxuMNAs17bdQBfghXbt+GPHDvV9vV6vrvJz1+UXdpXv7e2dx7Xv6+trMy5cWNLS0hjQrx9r1q2jmE5HoMHAA42GowYDTg4OVK1RA09PT4v71q5dm65du9KwYUMcHBzIzMxky5YtrF271uxenZyceO211+jRo0eeiXbKlCkcOHDA6vV5eXlx//59Ll68iH10NJdl2aIQVAKKWz0LJaejN2CaJvQ8NBJK+vpStWrVAj6dgpOZmcnRQ4dobjCwFfJc426UTP0KQCKKAWNtZTEemIMiEVwFKF+pkiquc/zwYVqnprLZxrUsBt4HAmrWJCY6moT799HLMs6OjmRlZDDSYODLfO7HDfCpWPGxtP51cXHB3t6erKysfPNZPD09qVixInNmzaJPRgYLrIz7HzBbpyM0LOxv94oQCB4FYQw8J5w4cYKGDRva1MtfDvQDJk2aRFZWFmFhYURERBR6lW9qH5vz399Z5RcUo9FIt65d2fXHH8w1GnkHJcYNcBMYidKLoVadOlalX6tWrUqXLl3IzMzk559/JiZbNhaURLBOnTrRs2dPix3kMjIyePXVV63Wptvb2/PGG2+wfPlygg4c4GtZ5hMb9zMO+Aol1u8rSXSUZWTgN0kiUpYpVaoUAQEBhfr9FJRbt24RduMG11Amew3KxJ8zZDE5+9/HwDc2jnUbpeohELig0dC0RQvs7OwwGo3s2bOHpSifO2tEohhGABUkiXdkGTfgKLARqIMSg7fGCaAhUMfG7/1JEhoaSsjVq9zl4X3kJh4ordEwdsoUxowZ8w9enUCgIMIEzwkrVqzAT6ejm5WJChSX7ieSxLJly/LNHTCt8nO79x/nKr+w7Nq1i62//84m4NVc2/xRJo62wMlr1yhbtiz9+vUjLi6Obdu2kZCQACg14VeuXDHbV5IkXnzxRfr06UPJkiWxxm+//WbVEAAYNWoUzs7OioSzLNMqn/t5CfgSRbY37v591iclAeBctCgNfX1xc3N7IoYAwL3wcMqi5AeY1r4eKDoD/0OROh6EUlJovaBSwRTEOAPUrlUrj7ZAfhkMpk/TAGCRLJuNX5r9/l6UksXcyCgGlaujI15euVtkWUer1aLRaB5LY6vExEQaarWUsqHz4QG8IMscP378b59PIHgUhDHwnHDn9m3q6vXYikg6ADVlmavZcXEHBwdKly6dpy7f19f3ia/yC0NaWhpHjhxhxLBhBEgSXa04u7QoLutWqam8//77dOjQAYCePXuyatUqNm/enEcwSJIktTTRliEA8Ouvv1rdVqNGDZo3b87atWtVYym/1LS07P+LFi1qU8P/cZOcnExaejpxKKv+9ijeia0oIYv/A/ahlDY6o3hdbGEyrSpWqmS2MtdoNLg5O/NHaqpFMSMT21AMhi/Iazi8C2ri4U8otfom4+E+iuDQZiCgYkWzCpLMzEw8PT2pXbs2NWvWxNPTk23btqkVHwaDATs7O3r16kXbtm3JyMjgwYMHJCcnk5KSoioQmv5Zei85OVk1DgvyRauV5Sdm3AkE+SGMgecEJ2dnojUayOfLJi679OqTTz6hbdu2T22Vnx9ZWVmcOHGCvXv3cvToUdLT0wm/c4fhuVaOuWkJFNFo+PLLL7l79y4VK1Zk165dnDp1yuJ4WZY5cuQIR44cISAggG7dutGsWTOzRC+9Xs/8+fPZs2sXaSkpaCQJFw8P/Pz8cHNzQ6vV8tZbbzF48GBu376Ns7Mzjjodv+r1eXI3crIBpZFTQfQAHhdGo5GLZ89SCWXCzym70xwlWbAV8DpKk500FBd9CnnzCkwsABx1OoxGI8HBwWg0Gjw9PSlWrBglfH35v2vXuIB5m2UTKSjaCC1Qqi1yo0WpFqiC4g0qL0k0k2WSst/XSxLVqlalbNmyuLq6cvr0ae5FRJCQHevft3s3ffv1Y+TIkcycOZO9e/fy448/Eh8fT3p6OitWrGDv3r0MGzaM2rVrF+whZmMyOqZNm8bXU6YQB1jOVlHu86BWy4c1LT0FgeDJI3IGnhOWLl3KwAEDuIESv7XEBZQ66Jo1a9KsWTPmz5//rzIGDAYD58+fZ+/evQQFBeVJYDx64ADDMzOZauMYMuAqSZSqWNFihzhHR0datGjBiy++yKlTp9i+fXueJDFvb2+6dOnCK6+8QlZWFl06duTwsWM0RKnFTwc2SBLhsoyfry+vdOyYR8M+JCSEmNu3OYmi85+bcyhxbr8KFShf3tpv7PFz7949zp8/z0mgnpUxplK9D1HKCiVJor0s8yt5yyDXAr2yf3YEKksSScCtbA2BStWqcev6dexSU1khy3Tg4cr+Ekri4FEUg6OOjev+Epii1eJVvDgZqalIGg0eXl60a9eODz74gNKlS9OhbVtOnDhBd+ANWcYZOAAs1ekwuLjw5+7d1KtXj5SUFFasWMHWrVvNVuovvfQSgwYNspgvYot79+7hW7o0/9PrmWJlzDfA/ySJW7duic6FgqeCMAaeE1JTU/EtWZLmDx6wUZbJrQifAXTUaDju4ECDJk3QaDSMGzeOli1bPo3LVZFlmatXr7Jnzx72799PXFxcnjGurq60bNmSLZs2EX/oEGcMBqvegf0oK9vAwECrVQU5sbe3x8HBAb1eT1paWp5tN65e5f7t22wyGMykng0oK+LhQHl/f/z9/c32TU5O5sKZMzhmZPAt8AbKZJkKrEGpx5eKFKFO/fqPvbWzNVJSUjh79iwV09I4b2OcEcWgjAS8S5akuI8PF8+doxgwRJZVnYGVKN4FDTANZWI3VfmfAD4BjkgSAbVrE3rrFvcTEykjSdSUZSJRdAYctFoyDQYeYN3zAMrzWmhvT2MLn1dHR0ceJCVx6tAhdhoM5O7TGA900Gq54+HB9Vu3VD2D69evM3fuXLMcEhcXF/r160fHjh0LVQY4YcIEJk+ezBSUMkyTYkIayufkM0lixEcf8e233xb4mALB40QYA88Rf/zxB127dKGRLDPaaFRjwb8D0zQazkkSrdq0UWVU/fz8WLx48VOpfb59+zZ79+5l3759apfCnDg6OpppAdjZ2bFjxw46dOjAFpQyydwYUFa0x5ycaNi06d9uuGRSltuN4hGwxP+A2RoNzVq2RKfTkZyczM2QEGJiY5F5qAzoAhSXJKJlmTTA08MD5yJF0Ov1aLVavL298fT0fGJNokyaAhqjkY4oyZa2aAac0Olo1ry5el+hd+8SHRWFPns17ebsTFJqKmuBtywcIx3F/R/i6kq9hg1JTExU5YhN91ykSBGOHT3KYqC/lWvJAvwkCV2pUhb7HWRkZHDo4EG+BUZYOcYdwF+S+GHBAt5//331faPRyB9//MGyZcvMPFGVKlVixIgRNvsd5ESWZcaNG8e0r76iiEZDG4MBDbBXqyXBaGT4sGHM+vZboTMgeGoIY+A5Y9++fYwaOZITZ86YvV+mVCl8SpemaNGiuLm5kZSduf7ZZ5/Rtm3bf+TaoqKi2LdvH3v37uXmzbxpaXZ2djRo0IDWrVvTuHHjPLF0o9FI186d2b1jB98bjfTmYWnhLZTV4yagdp06+Pn58frrr9OjRw+MRiOnTp3iwIEDXL9+nfv375OZTxtegAvnzuEdE8N5rGfEh6O00K1ctSqurq6cPXWKMkYjo4BO2WOWodThx0sSPiVKkJmezv34eDwkiUoo3fjuyDJuTk5Ur13bohLf3yEjI4Ojhw7R0mjEC7iGkvlvDSOKaI5kodmQ0WgkKysLrVbL5UuX8IqN5ZKNPI7fUAy3hg0b4uZmudH2uTNnsI+L47gsWyzNm4RS1dCoUSNcXV3zbL979y63r13jHnkbN+WkoyQRX78+hy1k9EdERDB16lSOHj2qdvCUJIlOnTrx3nvvWTyvJe7cucPixYs5eeIEstFIncBABg0aVKDukQLBk0QYA88pp06d4uzZs0iSRP369XFzc2P48OF5XOElSpRg2bJlf6vVrC3i4+PZv38/e/fu5fLly3m2azQa6tSpQ+vWrWnevHm+E2FaWhr933uPtevXU0yjoZ7RSCJwDLDTaqlRqxYDBgzg7bffthn7zcrK4tatWxw4cICTJ08SGRmZR4nu5JEj9ExJYX4+91hOkpD9/LgfFUX1zEx2A7mnjmSUUsLTkoSTLDMPJXTggJLncAhFAviaVktgw4aPrCpoiZs3bxJx8yYRKE19uqK48etbGb8D6IDSfMndRmOdw/v3MzIry2qcHBRvjSNQoUoV/Pz8LI5JT0/n9PHjFM3KYpws0xPl+Z0AZgPrgQo2citCQkLIvHOH8Hy+6kYCS52c6Pjqq1SuXJkqVapQunRpNm7cyE8rVhCfbSADeHl4ULZ8eTw9PXF3d2fQoEG89NJLT7W9t0DwdxDVBM8p9erVo1498xSx0aNHM2HCBLP3oqKi2L59O126WHK8PxopKSkcPHiQvXv3cvbsWYvlVNWqVaN169a88MILamzf1FRo9+7dpKenU6FCBd58802zCcnR0ZEPPvyQjKwsTp48yem0NDQaDVU9PenZsycDBgxQy/TS09OJjo7m3r173Lt3L8/PsbGxNku9NBoNtvXnlIk8FZDS00nJzGQReQ0BUGLIbYHjssyfQKMc2ySUTP79QF2DgRshIdQqQGZ7ZmYmiYmJGI1GnJ2dKVKkiMXJKjYykl4ote4dUXoJvIuiMphbC+8OMFCS8ChSJN8Ol7KF3JTcaFAqAmytSbRaLT6lSxNx9y7DDAaG87AhkouDA9X8/W1KMut0OjX8YqsgNhTQ6nTExMQQExPDvn37OHvyJPqUFIagtGU2iR19l5jI6dOnqR4QAMCMGTPYvn07w4cPfywqhwLBP43wDAjMWL16NStXrjR7z9PTk5UrV/6tEreMjAyOHj3K3r17OX78uEUxl3LlytGmTRtatWqVp6b/5MmTvNu7N5euXsVHp6OIJHFHr8fewYGRn37KpEmTuHDhAkuWLMkjGgTg4eFB69atzSb8/LoU2kKSJCWkcPs2kVhPbtuHIobj6elJqfh4Ltj4c6uL0qPgNxvnnY+SlNisRQscHBwsjsnIyCAkJIR7UVEYcpzPvUgRylaogLe3t9n4g3v3MtlgYFT262CUHAgDiqBPB5TQwBYUnQGjgwN1GzTI9/Nw9uRJKiUkcNjGmIMo5Z7WEjqTk5M5f/o0mZmZ9ECpsIgHVgF3gbJly1Ixh4aACUmSVAMjNTWVw4cPsxzFyLFEDIo4UrkcUskXL1wgPTqag0BArvGG7GOtlSQaN22q6m5otVp69OhB7969/1VaHAJBfghjQGCGLMtMmTKFgwcPmr3fr18/GjVqhCzL+Pr6Wp2IcqLX6zl9+jR79uzh8OHDeUIQoIQhWrduTevWra26eU+fPk3L5s2pnpnJdIOB1iir5Ujge2A6UKVqVXx9fS3u/yiYVtIODg7odDpkWSYpKYnbt28TevcuGampGGWZhAcP+AAshgrSUAyBYCcnHIoUoXZMDLusnC8TJSSQnzRvOIrBULt27TyTOiiGwOnjx3HMyOAzlMQ9V+AwMAvFOKlWrZrZSvrowYP0y8jguxzHCUOp71+J0pwIlBW8u5cXNWrUUBsz2SI6OpoLFy5wACVRMDdGlLyJIEdHGjZrlmdCz8rK4sSRI5TLzGQHD5v7mPadBYwCqtgIMZg4d+YMclwch2WZ3NqaGUAP4E+NhibNm2Nvb1+gpMMUlHbOxcqVo2LFimbbXF1d6dOnD507dxZJgYL/BMIYEOQhLS2Njz76iJs3b5KZmcndu3eJu3ePpOyYuWfRovQbOJBPPvkkjzKe0Wjk4sWL7N27lwMHDqiJiDnx8PDghRdeoHXr1lSrVs2i6zotLU1dwffp2RPHGzcIstLUZyFKq9v8Ytg5McnNyrKMnK38ZutPQa/Xc/HcOWLj46kgSbSQZZJR1PHSUTr0LUERzjGixNXHA+ckibr16xMVFYUhLIy7smxRBTIdxYW9Euhj47qjUNoWWzMGzp05gzYujqOyTO5qdSNK3sEioEnTpjg7OwNw7do1kkJDiZTlPDoBqSihgaUo8fnmLVui1+uJiooiIyMDnU6Ht7c3RYsWzfN7NBqNnD11CmNiIj8Br/BQQyAG+AxlhV+zVi2KFy9Obu7evcvNa9e4ibkhkJP3gF/s7WncvLlNTYzMzEzOnDgBaWkMQcnHMOkMzJYkQoCatWurConh4eFcCw4mFnC3elTlc7fG0ZFGzZtb3K7RaKhSpQo1a9ZU8xB8fHxEboHgX4cwBgQWiYyMpH///hzavx9jejrvGo2q1Ot2YJlWi2vx4uw9eBB/f39CQkLUUsCczX1MuLi40KJFC1q3bk2tWrVITk62Ga83GRFJSUkcP36czSiJbZYwopSFZfr4UCMgt0P37yPLMmdPnSIrIYHVKHF107STiDLpz81+7S5JZGb3rC/q4kLl6tUpWrSoeh+W+iaY8AVeAH62cS0rUdzTTXNM5iZSU1M5cvgwS7DuXUgFSkkS7mXKqP0nUlNTOXr4MH1RpH1zGytnyFZuLFECDAaiYmJwRUmMvAdEyzLuRYpQrWbNPImNWVlZXDx3jvsJCZSXJJrKMvHALsAoSVStXt2qzPOJw4dpn5rKOhvP4yxKeKUgTYhMSaHR4eFkZPcJkADvYsUo5+9vVs1w584dIkNCeJDP1+MUYIaDA/3ef5+EhASLZbC5KVq0KJUrV6ZcuXKkpqbi7u5OxYoVadq06b9K5EvwfCGMAYFFZFkmsFYt7gcHs89gwD/X9nCgjU5HVokStHzxRcLDw/Mcw87OjgoVKlCqVCns7OyIiYkhKiqK2NjYApXugbI6vHPtGsnYznYdBSywIjrzd4mJieHcuXPsQsn4z42M0uRps1ZLqbJl0Wg0eHh44ObmZrYCPHvyJHJiIrtlmdzpfxeAxijhgksoSXy5SUPJ8L/n6UmdwMA820NDQ7l59SoJKKteawwG1jk50aDZQzHkyMhILl+6RD2UfgQNUNoo/4ziSbAvUkRp3JOUxJzs+3VCMcR2AcOAUDs76jVsmCdWLssyiYmJhIeHk5maiqTV4uHlRcmSJW2GGw7s2cNXRqPNzo4yYAdUshAmcnJyUif4pKQkNUxlMBhITk5WEysthbxMzyMM650GQVFX3ObsTINs3YqK2cqW8fHxXLhwweLn3GAwcOvWLSJDQ1WjBMDTzY2uPXowdOhQqlSp8thLSAUCW4hqAoFFjhw5wtmLF/kD8hgCoCRbLdfraRYWRtFz5yyuyrKysix2ASwMsiyjI/8PqjO2M9JBCQ3Y29tjZ2eHg4MDjo6OFClSBGdnZyRJIiIigsjISLPjSJJETHQ0dSWJl6wcXwJGA+sMBooUKWLR5Q1QvVYtzp0+TWByMq+iNNWRUESfNgEuzs5ojEZaZ2SwRpZpyUP9gpvA+5LETZ2OVT/+yAsvvIC7uzuxsbGcOHGCpUuXotfrcZYknPN5DsUBfa4OeiVLlsTBwYHbt27RKz5efd9Rp6OEry92dnbcuH6dQyhGiwkN0A6l9LGOXs+NkBACcunrS5KEu7t7gUM4JrRaLfH59NJIRknmM+UM5PzdpaWlmeWpuLi4ULZsWYoVK4a9vT1xcXFcvXqVlJSUPMf19vZGp9Gw0GhkkpVzxwC/omh0mM59/fp1rl+/DoCbmxslSpTg7t276j6m3g+J8fEMQwlzlERJ2vwhKYnly5fz165dVK5SBV9fX6pUqUKVKlWoXLkyFStW/Ef7VAieL4QxIMhDSkoKixYtoqxORzsbLXmbAAFaLdHR0U+sT7yzszMpKNK0edfCD/kLcMyn9t5gMOSZIPJDlmWS4uPpnc8EWxvwkCSLE4sJe3t7Ahs0ICIigr9CQ/m/7BwMNycnKvj5Ubp0acWtfvYsrZKTqSpJ1M6W5j0I2Gu11KhZk5UrV7J+/Xp0Oh06nQ6tVouDgwMODg4kyTJhKCEHa5wF7C2shj09PfH09FSfkVarxdXVFY1Gw4nDh+mEuSGQE29gpCzzv3v3yMzMLFCCYX64e3nxU3Q0k6zkWQCsBjSSxHfffUfp0qX59NNPuXXrFmBeUQDK5zqnloWjoyPVq1enbNmyBAcHmxmtOp2Okr6+TLt7lyYoypU5SQK6oxgiJi9Dbhd/UlJSnpyZW7dukZSQwF+YJ1U2y/7XAhgSFoanlxeSJBEeHs6ePXsAJf+gXLlyau5BlSpVKF++/D8mVy14thFhgueQlJQUoqKiiI6OVv/lfP3gwQMuXrxI1ZgY9trowQ7QDQjy8qJO3bpP5FqNRiPHgoLolJnJWiwr/R1DmaRq1qyJj0/uyvi/z/GgIPqlpzPbxhgZRd3Op2LFAteZG7Kfbe5sc1mWiYuLIzIykqyMDDRaLd7Fi+Pj42MzM12v13PowAE+MxqtNmu6g+LpqVyI6guDwcDevXvzTW68CVQA6tati5eXV4GObUKj0aDX65EkSQ2tJCYmcuLECaajyDrnJgxoIEkYixWj5QsvMGjQIBo3bsynn36qKlj6+PjQvn17QkJCuHDhgsWEVhM6nQ5HR0e1MZXRaOTi+fPExMbSHujNQ52BxShJn++iVJL4lCxJ9Ro1bN6j0WjkyMGD9M/K4nsb4xpJElGlS1OjZk2LJbg5MYXicnoQ/Pz8RO6BoNAIk/IZxJScl3uSN/2cuwufJXQ6HXclCRnrUrsAd7RaHJ2cKFKkiNlK1fSz6bVGo0Gj0SBlt0jO/XPOf7nHeHp6sv7XXymNIj1riqTKKNngb2g0lC9dmsGDB2NnZ2d2jNjYWHbu3AkoJXWlSpXi3LlzxMbGmt2Hs7MzgYGBVK5cmR07dpglgrl4eLAxKoqZNlaou4EHQOV8hHhykntiL1u2LKVKlcJoNKLX6zEYDERHRxMZGWnzOJIkodVqkSSJ0mXKMP32beoCr+UaF40SmnC0t89TBWIL03ohPwEhky9AluU8q3JrpKenExYWRnR4OGlZWUhAMU9PSpcpg5eXF+XLl2f0rVtcQmnwUxflOa8GpkgSD+zsqFulCgkJCcyYMYM6deowbNgwvvnmGyIiIoiOjubIkSPMmDEDJycnQkNDOX/+PBcuXODChQtmnwO9Xm/2t6HRaKgeEEDQgQOcMBrZnv2+K9A3+3oqoFSQDIyMpEnTphQtWlQx4ixM4klJSaRlZdE3n2fST5YZHBbGhUuXiI6O5urVq1y9epVr165x+/ZtMyEsS6E4Z2dnKlWqpBoHooJBUBCEZ+A/SHJyssVJ3vS/LVd1QYmLi1M0AlBq5S1xGqXN7ebNm+na1Vqu/+Nh7ty5fPzxxxSRJLoYDMoKTavltMFA4wYN2Lptm8VSu8jISPr0UdazTk5OeUIEpUqVonv37gBs2bKF0NDQPMcwrVB/ROm8l5tMlGd00dmZBk2aFPpLV5IkevXqRe/evfMYCLdu3WLQoEGAUpIZnyOebwmj0cjlS5eIio6mqVbL2waDqjOwWqPBwcWFKjVqFCo5TZZljh48yBuZmSyzMW45ShVDs2bNCiS4k5iYyPnTp7EzGHgPJTkyHlghSZyVZVUOOCIigrs3b5Kamak2dtIAxby9qVS5MhkZGej1ejUHxM7Ojs6dO7Nv3z61y2Xt2rX56quvzMIXsiwTFRWlGgbnz5/PUw0QFRXFxYsXCUZRY8wAvDA3jPRAGUlCU7Ik9erX56WXXqJp06YYjUbCw8MJCwsjNDSUY8eOsX//fu6g9KuwxiaUEERMTEye8Ft6ejohISFcu3ZNNRIsJe/mxlTBYPIgVKlSpdCtmEEp0dy8eTOrVqwgIjQU16JF6dKtG++9916BuoAK/r0IY+BfhizL6so+9yRv+veok71Go6F48eK4urqSlZVFbGysVS9B5cqV+fOPP9CEhbFPryd38dd94EWtlmRfX66EhPwjccs7d+6wcOFCdu/cSUZ6Ov6VKjFg0CDatWtn0X2ekpLCli1bWL58eZ5tFSpUICAggODgYEJCQmzKDgMEBwcTGR7OWOBDlBi5jKKP/xlwSJKoExiIh4eHGmtPSEgo1P05OTlRpUoVqlevTrVq1ahWrRpFihShW7dupKWlUaxYMYYPH86CBQtsegtkWSYmJoYHCQncCQ3FKMt4e3jQs08fzp49m6fPRGZmJvHx8RgMBhwdHfHw8Mhj0Ny6dYuwGze4ApSzcM50HlY61LZQ6ZCbzMxMjh8+TB29nj9QpJBzsgylS+FLLyn1G0ajkbi4ONLT09FoNOoKPCosjPQceS3uRYpQxt+f4tlhlZxVBE2aNGHChAk2Qy3379/n4sWLqvdg165daMLDuZGPu34gsLFIEeo1fphVUbt2bTp37kzTpk2xs7PjwoUL1KpVi20omgvWmAxMd3Ag8cGDAvUESU5ONjMOrl27ZrG8Nzfe3t5m4YXKlSvbNBJDQkLo2K4d127epLlWS4DBQDSwTaPBzsGBn9eufeKLAsGTQxgD/zCyLPPgwQN1kr93716eVX7uhjgFRavVql+CJUqUwMfHBx8fH7y9vUlISOD8+fMcOXIkj4sclNVpQEAAzZs3p3nz5hQvXpyQkBBaNW9O5v37vK/X04WHOgMLdDqyXF3Zc+AAAU+gtv/vEB8fz6ZNm9i6dWsew6lcuXLIskxoaGi+BkBOZFnmxo0bhN65g0aWqSBJpAChsoyLgwNVAwLw8PB4mJV/+3aeYxRkZZ+bUqVKkZaWpu63evVqPDw82LhxI2vWrCE9PV0da2dnR1ZWFrIsc/v2bSLu3iUtxyTm4uiId4kS+Pv7o9FoyMzMJOT6daJzyRa7ODjgV748pUuXVo2CrKwsTh07RrH0dNajyAKbuIsyGe7JFljKr2cBPDQuQlEMK0sMAX5ycGD+woX8/PPPatjBYDBw7vRpUpOSGCTL9AWKAeeA71BCNpVyyAprtVo1P+Pll1+mXbt2LF26lJDr17F3cKBVq1a8++67FqsdPv74Y7bMn8/NfIyBAcD/5TIGTHh6etKhQwdeeeUV2r34IiUvX2ab0Wgx/JYBVNTpaN+3L4uXLLF5TluYKiVMxsHVq1dt5kuYMFUwmIwDUwVDXFwc9WrXxj4qil/0erPS2HvAB5LEFo2GPXv30qKFJb1Jwb+dZ8oYSEhIICgoiNTUVMqUKUOjRo3+8ThZ7sneUuz+USd7nU6nTvY5/5kmfi8vL3XVk5WVxdmzZwkKCuLw4cMWV6mmjoDNmzenWbNmFt184eHhTJs2jVXLl/Mg+7qdHBzo1bs3X4wd+69qyhIZGcmGDRvYuXOnWt+dnJxMWFgYKQkJyLKMk6srpX19LSrmFYTMzEzVYDPpCRQrVgxJkmjWrBlRUVHcuHHDbJ8yZcrQsWNHVq1aZWacDBkyhCpVqnD58mWCg4MJDg62aKjlxM7OjqpVq1K9enVKlSrFiRMnCAoKUrfLssylixe5Fx3NIBRNgQooE/YSFPlmD09PqlSvzrlTp9ClpTEGeAfF/X0GpZ3yGhTDKafMblpaGhfOnCEpNZW6KLHyCGAPoMvuCJkzcVCn02E0Gi0aXceCguiens4KG/d6CaUnQP369WnSpAnXr19Hr9dz7do17t29yx6UipacyMAYFInqBg0amBkmBoOBK8HBREZFUUKno7FeT7IksQ+lumLBwoVqSMnEL7/8wptvvskloLqV68wCymo0aEqWzNPSOScajQZXV1c2btzIRBSxqpyfwHSgtyTxu07HydOnH6uRLcuymn9gMg6uX7+e73eRqYIhLCyMPTt2cNVotBjiyAKaaTS4NGvG3gMHHtt1C/45ngljID4+ntGjR7N61SpSc6yUqlWqxNiJE+nZs+djO5dpsrfkwjf9XJjStZzknuxNk7zpf09PT5suzszMTE6ePElQUBBHjhyxGAKws7MjMDCQ5s2b07RpU6s95HNjckXKskylSpUKvN8/wY0bN1i/fj379+9XJx5Zlrl27RqhoaF4SxJdsjvo7ZAkbssyxb29qREQ8Fh047VaLd26dWPv3r3cv39ffd/e3p4+ffrg4+PDjBkz8iSVeXl5sXTpUjPVvpiYGDPj4Pr16/lmlHt6epKZmUlycjIREREEX77ML+RNIARFIKgD4Ozqiu7BA45BHq1+gG9QhJxySzwbjUbu379PZEQE+owMNDodxYoXp0SJEhZDRZUqVVLr7nOyf88ephuNjLRxXzJKhnPOyge9Xs/hgwf51GCwWjFhBMpLElk5FCllWebCuXMkx8Xxg9FITx7G/aOAz4EVwPr163njjTfUY2VmZlKmVCla3b9vtZrFJIfdqFEjXF0t9aQ059atW9y4cYPKGg39jEZKoegMLNVqSdRoWL9hwz/ibjcajYSGhpqFGG7cuGHx83bi8GF6pKay1Mbx1qF0drxy5QpVqlR5UpcteEL8542BuLg4XmjWjPDr1/nYYKA34AmcAr6TJLbKMtOnT+d//7NUnJQXU0Maa6v6vzPZ29nZ4e3tbebCzznhm+LNhSEtLY3jx49z8OBBjh8/bvHaHBwcaNCgAS1atKBRo0Z5JGP/i8iyzIULF1i3bh0nTpzIsz0kJIQ7t28zG0WP3/TFbwQ2AO9KEu7e3gTUqlWg81nLjvfy8qJmzZrs37/fbHuNGjUYM2YMhw8f5ocfflC3BQYGIkkSp06dAqBjx4589NFHVs+bmZnJ2bNn+eKLL4CHoQBLyLLM6ePHaZqczO82/qzfQfningpqp8LcGIFKkkRaASWerT0fa9d7aP9+hmdlMd3GMe+juP9r1KihShab1CCvAxVt7DsZ+FKj4YU2bYCHCbHW5KBllGZFp0qV4ubdu2Z/h2vWrKFXr170Bb7koYZDMooh8D9Jom27dkyYOJH9+/cTFBSU73dEfHw8YaGhxMbEYJBlXJ2c6NOvHx9++CFVq1a1ue+TJCsri9u3b5uFGG7cuMHu3btZhfLZscY9lCTLfyKhWPD4+c+XFo78+GMir1/nkMFATgddG6C1LDMBGD16NC+++CL169dXpVFtxexzxmELg52dXZ6Yfc6J39PT87HU/yYnJ3PkyBGCgoI4efKkRclTZ2dnGjVqRIsWLahfv/4z007VaDRy9OhR1q9fbyYgk5PMzExC79xhHHk7zmmAN4FMWabPvXuUffCgQKs5SxNd+fLlSUhIYN++fWbv9+jRg/fff59ly5axbt1DZf2XXnqJkSNHEh8fT//+/UlPT2fbtm20adOGWlaMEnt7exo2bEiJEiWIiopCq9WyYsUKrl27pnoPrl27RkZGhpII+OBBvqVr76KU5jW0MUYDvCvLfJkjEc1WuWBgYKBq4OTEmuHi4e3NyshIvsxWmLTECsBOq1VDDzqdjgoVKnDu3DmbEsGgSAhnZTefkiSJ8LAwqkoSXW2oSH4B1I+IYPv27XTq1End1rNnT/R6PUMHD2Z1ejqNNRocZZnjkkSK0Uip0qWRNBpKly7NqFGj+Oijjzhx4gT79u3j8OHDFv8+PTw88PDwUJtkmZpm3b59m3Llyj01pUE7OzsqVapEpUqV1Gfw4MED3NzcyO9b0bRdiCD9N/lPewZiY2MpXbIkX+r1fGZljAHw1+nwrl2bOnXqEB0d/bcm+9wretPPxYsXf2yTvSUSExM5dOgQQUFBnDlzBr0FZUBXV1eaNGlCixYtCAwMfCwqcE+a9PR01q1bx6IffuDq1avY2dnRsnVrPhg6lBdeeEGN6+v1evbs2cMvv/zCnTt3bB7zzp073Ll+nQiUOLgl9ICvJGFXujRVq1a1uILVaDQW492SJOHj40NUVFSebb169aJXr158++23/PXXX+r7b731Fv369VPvZ/PmzcyfrzQ+9vX1ZeHChTZ/X1OnTlWNjgULFpjF8vV6PTdv3mT37t188MEH7AVaWT2SkmhXBwhCUb2zxnxguCTR5sUXLZZl5sSaoWAwGIiKiiIuLg6j0YiTkxNNmzbl1q1bHDt2jP8B08jrfr8KNNVo6NizJzUCAtRnaRJAOolS1mqNT4CfPDyY/f33rFu3jgN//cXA9HRm2tgHoLhOx/AJExg7dmyebQ8ePGD16tUEBQWh1+upWrWqapyCEhKZM2eO2e/R5Ln7888/OXnyZIGSVosUKUK7du3o1KnTY23L/XdoVK8eHmfPssPG9X8LjNbpCAsPtyrJLfj38p82BtauXUvPnj2JRtFbt8ZYYI69PU3yaWJjZ2dncZI3vefh4fGPKnvFxsaqBsD58+ctfpG4u7vTrFkzWrRoQe3atf9TVnlkZCTtXnyRC8HBtNdoaGk0kgZs0Om4otczoH9/Zs+Zw59//skvv/xiFo+3hFarpUqVKty4cYPonTs5YUNKGeAtYI+nJ3Xr1y9wZYGDg4MqCJSb9u3bM3jwYKZMmaKukiVJYujQoXncpgaDgY8//pjg4GAA3n77bfr1s9ZrEP7v//6PBQsWADB8+HA6d+6cZ0xSUhJenp7MNBjyeERy8hOKkuBvQCcb4/oDGxwdefmVV9RMdAcHBx48eEBkZCQPHjwAFCPUUtOhe/fucfXSJTINBhqhKDSe0Wq5ZzBQonhxXFxduXHjBq+gCPiYdAZWo0wsWjc3roSEULRoUT799FOCg4MxGo2cPHqU11NTsZZrnwr4abW8O2IEs2bNIjY2loAqVegZF8e3Nu5XBorpdIycOFENy+RHWloaQ4cOVfUpXnvtNd5/35IahVLqeuDAATZt2qRKJudHYGAgnTt3pkmTJo8lv+VRWblyJe+++y67UbyuuYkG6ut0tHz9dX5es+YfvjrB4+A/bQwsXryYQYMGYeBhS1lLzAU+1Wp5uV27PKv6nBO/u7v7U5fxjI6O5uDBgxw8eJDg4GCLqy1vb2/VAKhRo8ZT/ZJ4VPR6PQ0DA7kXHMy2XKVKMoqAzUBJory/P+XLl7d6HI1GQ8WKFenatSsvvvgiWq2WDz74gINLlnAhn8S7LsBhT0/qFqAuHvLGv3N6Dho0aMBHH33EhAkTCAkJUcePGTOG5lZ63d++fZshQ4ag1+vRarXMnz+fChUqWBx7+fJlRoxQpvi2bdvy2WeWfWFvvvEG5zZt4qJeb9H9bgSaaLWcMRp5XZattkuOAfyASgEBqlph2bJlMRqNrF61CslopKEkYTQaOYHSjrh8hQo0aNCArl278vXXX3PuzBk6A7MB028wEyVfYTDg4ulJiVKluHvzJkk5strttVq8S5SgYsWKjB07lpdeeom4uDg+/PBDYmJiuHPnDtevX2cZSqOfnKSjJE7+ZWfH5StX8PdX2mz17tWLY+vXc9VgsPpdcQhoDvz555+8/PLLVkblJSQkhOHDh6ufja+++ooGDRrY3CcxMZHVq1fz119/FUgRtFixYnTs2JEOHToUWur5cZCVlUWnV17hYHbi57so0swGYBvwqU5HsocHR0+epEwZW5JKgn8r/2lj4I8//qBjx46cA2ylgQ0A9vr5EXLnzr9SkjMsLEw1ACxlXoNSb968eXNatGhBlSpV/pX3URg2bdpE9+7dOQo0sjJmLDBDo6FZy5ZmHg9JkihXrhydO3emQ4cOebwhpoSvy4C1Qq8EoARQ2t+fypUrWwy7WCO3qFClSpUYOXIkkyZNUkMHrq6uTJ48Od/ysFWrVvHTTz8BitDT3LlzLRp3mZmZdO3aFb1ej5+fH8uWWdYCPHHiBE2bNOFNg4GlQM52RHqUFfgPgK+fH6GhocxAcannnCBjgI7ABZ2OBk2a4ODggJ+fH2XLlmXixImMROnS6J1j/AxgJtC3b1+WL19OmVKlqBgVxS4sJyZtRxHeqVOnDl5eXiQlJdGtWzdq1aqFm5sbkydPBpTP/dKlS9HpdISEhPDxxx+TlpbGleBgwiMiaKbV0tdgUHUGfpQk7gMBtWszdOhQ+vXrh0aj4dChQzRv3txqEpwB6CBJ3CpThqs3bxZ6UZDTc+Ph4cHChQsLrPB36tQpli9fztWrV/Mdq9FoaN68OV26dKFWrVr/6PdAWloaQ4cMYdVPP+EAlNFqiZVlYvV6mjRowE9r11o1ZgX/fv7TxkBWVhZlSpWic2wsi6yMuQ/4aTR8PnEi48aN+ycvzyqmRCGTAWBJoAaUlZjJAPD39//PGwA56dyxI7E7d3LERiOkSLJXp9mlZX5+fnTo0IGuXbvajK9nZGTgV7IkTePj2QgW+wmMRBGo6T9wYB6Xra1Eudq1a5OVlaUmL5YoUYKhQ4fyzTffqK50b29vpk2bpore2CIzM5MhQ4aobW7ff/99XnvNUlEgfPjhh+qEsWnTJqtqcevXr+ed3r3xBN7T66mIojOwXKsl3GikcrbM740bN7h9+zb+ksS7sownisT0GgCdjlqBgbi5uVGqVCnGjBlDrYAAhuv1fGPlXkYB3+l0bNi4ka5du1p1KYPi/QmUJMI9Pamd3eSqZ8+evPeestYfNWoUZ86cARThn1deUTT7Dhw4wJQpU1SVRXutlpPZ41wcHamVfSxTxUyTJk0YPXo0Tk5O9HnnHdavWcPXsswAlB4DoOQnjEIJm7R58UWmTJlC48aNC/X3JssyY8eO5fjx44DiKfryyy8LZVTcu3ePtWvX8ueff1pMOsxNqVKl6NatGy+//HKeCqHz588zf/58ftu0iQfJyZQuVYo+/foxcOBAi7LdhSE8PJy1a9cSERFBkSJF6Nq1K/Xq2crgEPwX+E8bAwDffvstn3zyCT8CgzBPRIoHumg0XHZ15dKVK4VqzvK4MdW9BwUFcfDgQat64hUrVlQNgGfZ3RZQpQovXrvGd/mMK29nR0C7dvzyyy8FrogICgpi9OjRHD50iA4oZWamr6prKII0y4EuXboUWADK09OT999/n5MnT7Jr1y5AWf2/9957LFy4kIyMDAD8/f2ZOnVqoVo6X758mY8++ghZlnFwcGDx4sVqKV1O5s2bx5YtWwCYNm0a9evXt3rM4OBg5s2bx6ply0hOT0crSXh4eqKRJBycnChdujRFihQhISGBsNBQ4mJj0RsMFHFyonjp0pQqVQp7e3t8fHz49ttvWblyJeNGjybMaMTand1HScqsWrs2V86fJ9WKyp6JCcAsOzuavPACoJQQzpkzR30mprCIt7c3K1asUA3An376iVWrVgGKhPPXX3+Nt7c3RYsWRafTsWXLFhYsWKCGcMqXL8/kyZPx8vJixPDhLFy4EBeNhjpAsiRxRq/HUaejcvXqauJbYGAggwcPthmiyk18fDzvv/++qhY5ePBgevToUeD9TaSmprJjxw5+/fXXAskK63Q6WrVqRY8ePahYsSJz5szh448/ppROR2+9nuLABWC9RoOLmxvbduygUSNr/jjB88p/3hiQZZnhw4Yxb/586uh0vKPX44Gywlml1aJ1cWHbjh00aZJbq+zJYzQauXz5MkFBQQQFBREdHW1xXLVq1WjRogXNmze3OAk8i9SvU4ca586x0sYYI+Ct1TJi/HjGjx+f7zHj4uKYN28eBw8eBJSa9JDgYFIyMykhSdihyAcXdXGhboMGeUIPlv4UNBoN3bp145133mHDhg38/LMSZbezs6Nbt278+uuv6qRTp04dJk6c+Eg6Djkn+sDAQKZPn55nZbp7926mT1cq8/v27Uvv3r3zPe706dMZ98UXaGWZNrKME3BQkoiRZUr4+FCtenWrOScajYbly5dTqlQp3nzzTWJ+/ZU9+SRatgFOFCmCPiWFFFm2mcszHsUYaJptDBQpUoRNmzap28eOHcuxY8cAGDp0KK+++iqg/F1NnTqVA9lKdyVLluT77783Uxs8deoUU6ZMURUf3d3dmTBhAgEBAYSGhrJ8+XKuX7+Ovb09rVq1om7duixbtowLFy6Y3X+HDh3o27dvgV3+J0+e5PPPPweUSfr77783q/woDAaDgUOHDvHrr7+qiab5kZmZyYEDB/gMRUciZ2eDGOBVjYYrrq6cv3SJ0qVLP9J1CZ5N/vPGACgGwZ9//sn8779n+44d6A0GShQrRr9BgxgyZMg/Wp5jMBg4f/48Bw8e5NChQ2rXtJxoNBpq1qypygD/Xbfdf5ExY8Ywf8YMwg0GLDu7H8aVDx8+bNOYk2WZv/76iwULFqgZ7iZMinlJSUnIskyRIkUoXbq0xWqA3NSoUYPhw4fj7+/PH3/8wezZswHFcGjRooU6GQG0atWKzz777JHLOVNTUxkwYIC6Evzss89o27at2Zjw8HDeffddABo2bMjUqdY0+BSWLVtG//79+RCYyMMyyyyUjP0hgHvx4tSsVYt27dqprZ5NuLm50bt3b+7evcsPP/xA6WvX2JPPfbwInHZ3JyEhgV3AS1bGyUBdSSIiR5gAlJJLkzEVEhLCkCFDACUOv2rVKrX+Pj09nZEjR6o5NrVq1WL69OlmjX1CQ0MZP348YWFhgDI5jxgxgvbt21u+JlkmKCiIRYsWmZWNOjs707t373zDUyYWLVrEhg0bAPDz82P+/Pl/W+fj0qVLbNy4kUOHDlmtfJFlmZNHj9IsNZXfZdmiVyYeKKfV8uH//pfv50fwfPFMGAM5kWUZvV5foG5fj4usrCxOnz6t9gGw1BBEq9VSt25dWrRoQZMmTR6pfeizxJ07d6jg789Qo5E55K0zTwJaarVoqlfn1LlzVuO30dHRzJkzh5MnT+bZZhKYApTudpmZeHl7U7JkSZslmO7u7gwYMICXX34ZjUbDsWPHGD9+vPolXLVqVbP+8T169GDQoEF/uxLl2LFjan27q6srS5cuNfucyLLMa6+9RlJSEm5ubvz6669Wn0tGRga+JUrQISGBlViW0V0D9EKRHPb19bWZ1W5qLBRJ3g6DJhKAUpJEr/79Cdq3D5+QEP7CcgLh70BnFC9Izp4YM2fOpHbth7UlkydPVj09AwcONJMKvnfvHh9++KHqlu/YsSMjRowweyYPHjzgyy+/5PTp0+p7PXr0YODAgVY9IpmZmfzf//0fa9asMdNWKFWqFIMGDaJp06Y28wmysrIYMWKEaqi0b9+eTz75xOr4whAREcGmTZvYsWNHHr2UpKQkjh8/zk6greXdARgO/OLlRVQ+fTAEzxfPnDHwT5GRkaE2iTly5IjF2LOdnR3169enRYsWNG7cuEBKd88T8+fP58MPP6Q78CnQGKX07P+AqVotYU5OHDh0yKI6n9FoZOvWrSxdutSiiFRGRgY3r10jPDqaAI2GOkYj90CZnLRaqtesaTGu37lzZ9577z31d3X16lU+/fRT9RwmJUATthL+HoWvvvqKvXv3Aoq3IXe9+xdffKEmqa1YscKqq9ekwREMWBO3NQL+kkRmASSHMzIyOBwUxOeyzBQrY8YD07RaQsPCuHDhAu3btaODLDObh/0P0oGfUdpAu3p5UatOHbOJNXed/p07dxg4cCCyLOPm5saqVavMwjCXL1/m008/Vcv6coYTTBgMBhYsWKCGYUDxrIwZM8ZmSCcuLo4VK1awY8cOsxBSnTp1GDx4sM3M+bCwMIYMGaJ+bsaOHcsL2eGQx8GDBw/Ytm0bmzdvVvU3oqOjuXDhAnFYN9gAVgF9UbwrDg4ONkYKnieEMVAIUlNTOXbsGAcPHuTEiRMWJyFHR0caNmxIixYtaNiwIc7Ozk/hSv87rFmzhnGff87Nu3exlyT0sowRaNWiBd//8IPF0rzQ0FBmzZrFpUuXLB6zfPny7N21i/TQUH42GGjBw5VxOEq71W1AncBAdeVduXJlhg8fbtZgJTIykuHDh6slhK6urmoYws7Ojs8++4zWrVs/ngeRjUmq2HSeyZMnm4VIVq9ezcqVSqaFSWbbEp9//jlrZ83idj5aC0OAdS4u1LcQhnF1dWXgwIGUKVMGPz8/vv32WyZNmsR4lGoMU4Q+EUVLYBIwfvx4Jk2aRGxsLC+99BJXLl0iQ6+nkVaLm9HIGa2WWL3eLF/BaDQSGxtLXFwcRYsW5fXXX6dv375qR8zp06eze/duAPr06cM775gXB+7atYsZM2YASghu2rRpBFrQjvjtt9+YP3++GiIqW7YskydPplQp2+LGISEh/Pjjj5w7d059T5IkOnTowLvvvmvVy/fnn3/yzTdK7YWLiwsLFy7Ex8fH5rkKS1ZWFvv37+fXX3/l2LFjnD17lhuAv4195gIfazRkZWU9dV0Vwb+H58YYSE5OVidwf3//AnfVevDgAUeOHOHgwYOcOnXKota6i4sLjRs3VvsACGu7cBiNRvbs2cOVK1ews7OjRYsWVK+et2GsXq9nw4YNrFq1yqIugLe3N/379+fixYt88tFHXMCyzkAW0Fyj4YabG01btGDgwIG88sorZm7jxMRERowYoVZ92Nvbq+Vezs7OTJo0iTp16jyGu89LzsmtWLFiLFmyRF3B5kxQe/XVVxk6dKjFY3zxxRes+uYbQvMxBgYBvxYpQr3GjfNsK1euHIsXL1Zfy7LMxIkTmTplCvayTEsUI2s/yoq/U+fObNmyRW3ENHr0aAwGA35+fhgMBjIyMihfvjzdu3dn0qRJ6PV6EhISCL5wgZSMDCpJEsW0Wi7JMg+MRvq+8w4LFi7k/v379OvXD6PRiLOzMz/99FOerplLlixh/fr1gJKI+P3331vMFTp79iyTJ082U0+cMGGCWWjCErIsc/jwYRYtWkRERIT6vrOzMz179qRbt2558glkWWbatGmqp6dGjRrMmjXriYiEmfIdXmrdmrEGA7aKqBtqtRhr1eLIsWMWw6mmfg6C54tn3hiIj49nwoQJrFi6lAc5XPnNGjdm/KRJeZK0TPscPnyYgwcPcvbsWYvJZm5ubjRt2pQWLVpQt27dfzRH4XkkJCSEmTNncuPGjTzbnJyceOutt+jRowcPHjygRpUqtIiL41cbx9sAvIHl5MSMjAxGjRqlagnkVBr08vJi2rRphSo5KyyyLPP555+rksadO3dm+PDhgGLUduvWDYAqVaowb948i8fYsmULr776KqcAa/qKWYCfJGHv60uzZs2IzRVD9vf3Z+HChWbvxcfH89prr3H79m1SUlKoVq0ad+/epXTp0nTq1IlRo5Q+iDlFeD755JM8SXvh4eF0796d0ydO0FiWmcPD8s8UlCZFn2o0vNyhA5u3buW7777jjz/+AJQ+D/379zc7nsFgYOLEiWqfAD8/P+bOnWtRiyE8PJxx48apEsJarZbhw4erWga2yMzMZMuWLaxevdosNFiyZEkGDhxI8+bNzSbSlJQUBg8erIaW3nnnHfr06ZPveR6VwYMH88uSJRwxGLC03FkO9EPRy2jUqBGfffYZFSpUYO/evcz//nt27thBWmYmZUuXpt+gQQwaNEj0GXhOeKaNgfv37yvtjUNCGGow8DaKhOYx4DuNhkOyzPLly+nbty+xsbGqBsDFixctZux6enqqMsC1atX6T8oA/9fIzMzkp59+Yv369XlK/0ylX3369MHDw4O//vqLefPmsXXrVhairHqtkQi4k7d/vcFgYMqUKRw6dCjPPmXLluWrr776R74co6KiGDhwoBqKmj17thoy6devH6GhoWpNvaUMd71eT3k/P+pGR7PZSonffJTY/erVq3nhhRcYMGCAmeFboUIFfvzxR7N9Fi9ezC+//AIo8f0+ffrQpUsXAGrWrMm33yrq/3PmzGHbtm0AfPfddxY9PfXr1IGLFzloMGAp1/43FMnorVu30qhRI959912ysrJwdHRk1apVedzzKSkpfPTRR6qIV/369fnyyy8t/p2mpKQwdepUs/bXr776KoMHDy7Q33V8fDwrV65k+/btZt8VtWrVYsiQIWblhJcvX+bjjz9WuxPOnDmTmjVr5nuORyEuLo4WTZpw78YNPjcYeBclf+AKyu/7B5REyKrVqiFJEpIkodPp2L59OzWydQk8gBPAGo0GV3d3dvz1F3VzVHwInk2e6YDRh0OHEh0SwhGDgS+BGiiKdq8B+41G+ssyA/r1o2/fvrz99tvMnz8/T0MgHx8fevTowezZs1m7di3Dhw+nbt26whD4B7h48SIDBgxg3bp1eQyBevXq8eOPP/LRRx8BSqx6xowZpKSkIKGsem1h2p4zZirLMgsWLLBoCAQEBPDtt9/+Y6ukEiVKqGp8oIhrmcIU1aopwQ+9Xq/2QciNTqdj3o8/8rss8zqK2JKJeOBLlKzybq++Sq9evfD19c0zYeeuiklKSmLr1q2AkjPx2muv4eTkpNb350ysNCkqAhbFs86dO8epc+f4woohAEq1QQOtlgXz51O8eHE6duwIPOx0mRsXFxcmT56shhBOnjxpFubIPXbKlClmokCbN2/miy++KFCvAA8PDz766CMWLFhgNlGeP3+eDz74gFmzZqllxdWrV1e9AUajkWnTpuUpgX1ceHp6cuDwYdq/9RajdTq8AHtJojqw3N6eChUrqoYAKP0xtm/fzjzggl7PaOB9YAlw22ikTGIiHV5+Od8mYYL/Ps+sMRAREcGGDRuYYDBYzKbWoMjRukoS+/fvN9vm6+vLW2+9xfz58/npp58YPHgwAQEBItnmMWEwGPj999/p1asXbV96iTfffJMNGzao+RipqanMnj2bjz/+mMjISLN9y5Qpw1dffcX06dMpV64ce/bsYcCAAap7WJIkyvr6sjmf39Wm7LE5G8ps2LDBLOPcRPPmzfn666/zxKmfNF27dlVzW0JDQ1mT3Q2uatWHn+icJY65adOmDXXq1mWbTkcVoJYk0UiSKImi/vf6m2+y4deHwRRTUx8TMTEx6nMFxfVv8lTkbJhjSoqLjY1VDRZTm2kvLy+Lrvrjx48jYbtrIsCrBgPHjhwBlM6Opnyc3377zaI6X8mSJRk/frxqrG/cuJHt27dbPLZWq2Xw4MGMHDlSLTU9deoUw4cPV7UJ8sPf35+vv/6aSZMmqYmIsiyzY8cO3n33XdauXUtmZiZvvfWWmpcQExPD7NmzrUpe/128vLz4afVqQsPCWLVqFXPnz2fz5s3EJiTw888/q8mVRqOR8Dt3GAgMJW/5aXFgq8FAQny81V4YgmeHZ3Z227ZtG7LRaLEpiQln4G2DgaT79ylfvjx9+vRh0aJFqlhL5cqVRSLNYyYkJISa1arRuXNnLq1fj9vu3dz+9VfeeOMNKpYrx6pVq+jVq5caHzbh6urKiBEjWLRoEQ0aNCA+Pp7JkyebrbLc3d2ZOHEiU6ZN4y+jkb1WriER+EarpWOHDmr/gD179lhcRXbp0oWxY8c+spjQ30Gr1TJy5Eh1Ylu3bh23bt1SPQOATWW6cePG4eXlRdMWLQgICOB+yZKEliiBX8WKrF2/nnXr1pl5uHLW+5uYOnUqISEhpKSksHnzZvW63nzzTXWMSebb1C8gISFB9SpYk9Q2ZksV5+df02aPNV2fqRV0VlaWahzlpnbt2gwbNkx9PXfuXDNlwdx06NCBr7/+WvVwhIaGMnz4cDNtAltIkkTTpk1ZsmQJ77//vprsmZaWpn6XBAUFMWrUKLVk9eDBg2zfvh1ZlomPjyc2NrbAbbQLio+PD++88w5Dhgyha9euODk50bBhQ2bMmMGPP/5ImTJlSM3MZLiNY5QEXjcaWWHFwyJ4dnhmjYGkpCRctFq1/MkaJVFcqosWLeKdd96hfPnywgB4QkRFRdG6RQuMt25xFDhrMPArcMxo5BzgHR3N+wMGcO/ePXUf08Tz008/0alTJ7RaLfv372fgwIEEBQWp41q1asWSJUto1qwZb775Ji+1bk1njYaFKP3tQVG92w+0lCRinJ35ZtYsQMkwN5WA5aR///58+OGHTzUk5O/vz1tvvQUoHpVvv/2WMmXKqEp81jwD27dvV0svtVotJUqUoHr16tSoUYO5c+ea5UmYsNQaNz09nXHjxrF27VpV2vfll182C5fk7PkRFRWlegUAq82aatasiRHYbevmgZ1aLbVyZPq/+eabarnu9u3b83iOTHTs2FHVG9Dr9WYdJS1Rq1Ytvv/+e7Wc8cGDB3z++edqWKQgmEInK1asoHPnzqonMSoqii+//JJp06bx9ttvA8rv8rPPPqOKvz+enp54e3tT2seH8ePHF6gfwd+lQoUKNGzYEK0kUSOfsXWAUCu9VATPDs+sMVCiRAkeGAzczWfcZaBkPnXGgsfD7NmzSY6JYY9en6dtcS1gl8GAl9GodhFs3LgxK1euZMCAAbi4uJCYmMjUqVP58ssvVWXBokWLMnbsWL744gt1ZWdnZ8fm336j6xtvMESSKKXVUt/OjjKSRCvgtpMTe/bvp2rVqty6dYsJEyaYlSpqNBpGjRrFW2+99a8wDHv27Imfnx+gTP6///47lSopMj5RUVGqAp+JpKQk5s6da/FYw4YNo0OHDha35TYGTJNubGysKq+r0WjUCc1EbmMgv3wBULoJ1qxWjemShDVh6CPAXoOBwTnKJ93c3OjevTugTKim9s+WGDx4sOoST0xMZPz48WaKgrkpWbIkc+bMoXF2maXRaOT7779n7ty5hWpx7e7uzvDhw/nxxx/N9A4uXrzI4sWL8fb25vyZM1wLDibwzh3WARuBbrGxzP7qK+rXqWM1F+Rx4uLigkGWScxn3H3A5W/KKQv+/TyzxkCXLl1wdXZmoY0x0cBGjYZ3ciRqCZ4MmZmZLF24kH4GA9ZMLw/gQ4OB+zExTJ48mSlTpqjx6EOHDjFgwAD27dunjm/evDmLFy+2qOzm4uLCz2vXcuPGDUaOH0+5Ll3IKl4cV0dHtJLEZyNHsmzZMkaNGmVWIubo6MjUqVN5+eWXH+Pd/z3s7e0ZOXKk+nr58uVmk2zuUMGYMWMsTl6DBw9WM/8tkdsY8Pf3Vyd6kwu7VatWeUR6HsUYkCSJb2bPZh/QU5KIyLHNiFJJ0EmrpUnDhnk6/7322muqu3337t1m58uJVqtl7NixqkrjrVu3mD59uk13vIuLCxMnTjTznPz22298/vnnFmXGbVG+fHmmT5/Ol19+qWoeyLLMnr/+wvjgAUdlmXWyzJtAd5RM/2CDAcfoaDq1b18oA+RRePnll9FptVg3p8AArNbp6JgdnhE8uzyzxoCrqysfDBvGDElis4XtCUB3jQZXNzf69ev3z17cc0hERAT3ExNpl8+49kCmXq+65pOSkpg+fToTJ040UwL8/PPPGT9+fL49HsqVK0dGRgYbN25Ee/8+fdPTeT8lhfSDB+nfvz9/7dypJr25u7vz7bff2mwN/LQICAigc+fOgOK6zxkeyGkM/Pbbb1y9ejXP/u+9916+7XRzGwMODg6MGzfOzDtiSU/jUcIEAO3ateOXDRv4w8mJMpJEW+BNoKJGQxeguL8/23bsyJOv4eLiok7WRqPRpnfA1dWVKVOmqHH8w4cPs2LFCqvjQTEiBg4cyGeffabe79mzZxk2bJhVw8MakiTRqFEjFi1axJAhQ5BlmeiYGOYYDKquQk58gbUGA1dv3OC3334r1LkKS8mSJenRowdTdTpuWhkzBQjV6/nAiriV4NnhmTUGAKZMmcKr3brRDXhRo2EZ8CuKDr6/VktwkSJs27HDYuKU4PFiip/m1yvQtF2SJI4dO8bAgQNVKVpQQgeLFy+mTZs2BXLhf/vtt0r1AXBbr+d7YBoQZDBwFHBITeXCmTMUL16cuXPnqu73fyP9+/dX+ymYxJdkWebcuXNkZWWRkJDA/Pnz8+zXq1cvevbsme/xXV1dzRo4aTQagoODzbLed+7cqeoHmMgpsZvTM+Dm5oa7u7vNc/bo0YOwiAi+nTOHc97e7PbwILNkSerXr49fuXIWFT9BqbQwHXvfvn3cvGltOlMEiMaOHat+BteuXcuePfn1X4S2bdvyzTffqOeJiIhg+PDhZtoEBcXOzo7u3btTv359PLRa8mZsPCQQRSVwtQ0j53Ex9/vvcfX1pYlOxzdAFIqaZBDwOorE9NSpUy3KOwueLZ5pY8DOzo71GzawevVq0urXpz/KB3yZmxv9PvqIM+fP06hR7ui14ElQqlQpSnp7k1861hagiJMTO3fuZOzYsWqttouLC6NGjWLy5MkWE90skZaWxtTJk/kA+B/mvd0BGgGbDAbiHzygffv2lCxZsnA39Q/j4uKiZsmnpKRw9epVgvbv5/vvv8fR0ZEG9eqZJV8CvPHGG/Tt27dAx5ckyczTIkmSKvGbk7lz55pl2tvb26sGdWRkpFqTbssrkJOiRYsyfPhw3njzTerWq0e1atVwd3dHlmV+//13i/s4OTmZ5S6Y+jVYo379+mYNkGbOnGmzLNNEjRo1mDdvnlp2mZKSwtixY/m///u/RyoNTEhIoLxGg2M+46oaDERHROQz6u9TvHhxDh07Rru33mKsTkdJwAloAZwtV46VK1cyZsyYJ34dgqfPM20MgLK66dWrF4ePHSMlJYW4uDhi4uKYOXNmgb+sBH8fnU7HoA8+4CetlutWxkQAC7RaSvr6mmk/NGjQgCVLlvDyyy8XKqFv06ZNxCcl8bGNMU2Aplota/6BVdjjoGnTppQsWZJTx4+TGRHBp3o9a4HZRiNF7tzhzJkzXL9+HVmWefXVVxkwYEChnpm7uzvp6emkpqYSGRmpZrY3btxYDTMYjUYmT55sFg4whQpMiZ1gPV/AGjm9MqZV/B9//KGGcXLTqVMn1VNy+PDhfCf3bt26qcmTWVlZTJgwIY8EsyV8fHyYM2cOzZo1A5T7X7BgAbNnz7bqubBG0aJFicxuxmWLCEnC7R9qc168eHFW/fQTYRER/PLLL6xcuZL9+/dz9caNJyqdLPh38cwbAzlxdnbGw8NDqAc+JUaMGEGxEiVopdWyhYchASOwC2ip0ZCaXQYHyu/rk08+YerUqRbbDedHSEgIJezsqJjPuKYGAyEW4uz/Rq5fv86vv/xCB6ORW9nKmm+hqAmeNhiYjSL44+XlxQcffFBgQyAzM5PvvvuOLRs3EhQUxOHDh1m9ciXBly+TnJxMz549GThwoNrHwbRCNlUyWPKqFNYYqFy5svqzqfdDYmKiWdJoTuzt7enVq5f6Or9cAEmSGDZsmCoFHBcXx4QJE8jIyMj32pycnBg/fryZN2L79u2MHj3azADKj27duhGp17PTxpjbwG5Zpns+OR6PG29vb15//XX69OlDy5Ythcjac4b4bQv+MVJSUqhYtSpZbm68CpTV6Wih1eKv1dIWuO/sTJ3sro+BgYEsXryY9u3bP3J5n729PalGY755CimA/X+k0+T333+Pq8HAWlnOI+MrAR8Bb0oSZ06cKLAbOy0tjY7t2/PJxx/TPCaGzcAeYJLRiDY6mrOnThEeHo5Wq+Xzzz9XdfejoqKYOHEimZmZZkmEJgrrecvpGTCViYIiE2ztXtq1a6ee+9SpU5w/f97mOezs7Bg/fry6z7Vr15g5c2aBnpVGo6Ffv358/vnnamLh+fPn+fDDD9V+CPnRqFEjGtStywidDkuqB6lAf40GT3f3PCWcAsGTRBgDgn8Eo9HIrFmzkCSJ2vXqMWrUKLoPGUJ63boYS5WiXr161GvUCE9PT0aMGMH06dP/dh+A1q1bk2Qw2FyFZQIbdTpaW+he+W9DlmV+WrGCfnq9VT1/gKGyzPVbtzh27FiBjvvZp59yaP9+/pJl1ssyXYHWwOcopW6t9Hq6d+1KdHQ0Tk5OTJkyRfXUXL58mW+++QYvLy/i4uIIDw8nMjKS9PT0QhsDZcuWVSfZ6Oho1Ti4fv262kEyN3Z2drzzzkOd0RUrVuQ7sbu7uzN58mScsmvn9+3bZ1XN0BJt2rRh1qxZap5EVFQUI0aMKNDzliSJtRs2kOLpSV2djq+AYOAG8CNQT6vlqL09GzdvVisgBIJ/AmEMCP4Rtm7dysWLFwElmfC1114jPj4ed3d3qlSpgoeHB3Xq1GHRokV06tTpsYj9NGzYkMBatRir1WKt9cwM4J5ezwcffPC3z/ekSU9PJ+HBg3wV40zbIwqQgBYfH8+ypUsZYzTSysJ2Z2CNLKNPT2fJkiUAFCtWjClTpqgqiGvWrGFQv36cPn2a4OBgLl26xJFDhxg8aFCBNf5BySupUKECoLQZzimOZJJCtsSLL76oijJduHBBbf1si/LlyzN69Gj1c7ZixQozRcv8qFatGvPmzVMNltTUVMaNG8eGDRvyNUYqVKjAsVOn6NC7N1Ps7akOVASGShJVXnmFQ0eOWNTOEAieJMIYEDxWZFlm+/btdO7YkaJFiuDs6Eit6tUZN26cKqLi7+/PmDFjVHlYR0dHhg4dyowZMx5rRr8kSSxZsYLr9va01Gr5jYd5CldQurONAyZMmGCxxe6/DQcHB+x0OqLzGWdyP5uEeWyxZcsW0jMyGGhjjAfwptHI2lWr1PcqVqzImDFjuH37NpcvX+aF2FiOojzfeOB7WebYb7/RtGHDQhkEOUMFJUuWVMMFBw8etJrsp9VqzSomCuIdACUZM6fGyNdff62WbBYEb29vZs2aRYsWLQDls79o0SJmzpxpNenRhK+vL8uWLyciKoq9e/fy119/cTc0lM1bt1KnTp0CX4NA8LgQxoDgsaHX63mnd29eeeUVwnbuZHRKCl9lZFDxyhUuX7zI2ZMnkSTJbAUWEBDAjz/+yKuvvvpEEpbq1q3LgUOH0NasSRfAXauluE5HNeD/3N2ZO3cuEyZMeOznfRJoNBo6d+rEcp0OW1PdcsDDzU2dpGwRGxtLEa0Wn3zGVYA8mvnOzs6EhIQwHliHUqqpAdyBIcBRvR5iYvhg8OB8r8NETmPg1q1bvPLKK4AiPZxb3yAnLVq0UMv/rl69ypHsTof58eabb/Liiy8Ciudl/PjxeeSdbeHk5MTYsWPNQhV//vkno0aNKtBxPDw8aNWqFS+++KKqlCgQPA2EMSB4bIz+3/9Yt3Yta1Ay2z9HSWj7P1nmElA0LY2TR49iNBqxt7dnyJAhzJw584l/CdatW5cTZ85w/Phxxk+bxoiJE1m/fj1hUVEMGzbsX9F/oKAMGzGCS3o9X1vZfgSYr9Ew4P331Zi4LTw8PEgxGMivW/1d8nY1/OGHHyit0zHOyj6lgfF6Pb//8UeBE+xyVhRcu3bNrOHPtm3brJbyaTQaM+/AypUrC9QFUJIkPv74Y7Ut9L1795g0aVK+K/vc5+7Tp49Zd8tLly4xbNgwm2JIAsG/CWEMCB4LcXFxzJ83j3GyzNvk7Y1eFdiYLfDj4ODAjz/+SPfu3f/RMs8GDRrw2Wef8cUXX/DGG2/g8B+pIMhJkyZNCAwM5HOgmyTxF0qPjfPASBSlzfqNGzNp0qQCHa9Lly7odDqW2xjzAFin1fJ6LhXDHb/9xlt6PTrLuwEonwVZ5s8//yzQ9eRMIrx+/Tre3t5qfX98fDwHDhywum+TJk3USf3mzZs2x+bEwcGBiRMnqkmRly5dYu7cuYUWFXrhhRf49ttvVVGs6OhoRowYweHDhwt1HIHgaSCMAcFjYf369RiyshhiY0w9FIEf2WBQE74EhWPx4sV4enpSo0YN9jo78zJQAqgNrCxalOGffcbOv/4qkFcAlLh373feYbJWy0kL2zOBfpJEllbLoEGDzLalpqWRn5C3C+Cg0Zg1g7JF7iTClJQUtRUx2E4klCSJd999V329atUqDIb8CksVvLy8mDRpkmog7ty5k40bNxZo35xUqVKFefPmUaVKFUAJPUycOJG1a9cSHh7OxIkTqVi2LK7Ozvj6+DBs2LA8jaYEgqeBMAYEj4W7d+/iq9ORXzFgPYOB0AK6jAXmHD16lC1btgBKcl39xo1p2LAhtWvXZuTIkYRHRTF9+vQCGwIm5nz3HTUCA2mh0fA+cAA4i1LqFqjVslWrZe369WrnPRNlypThVD4hlmAgzWgslABRzryBkJAQatasqeYDXLlyxWIjJhOBgYGqqFBoaKhZX4v8qFy5Mp9++qn6evHixRw/frzA+5soVqwYs2bNolWrVoCSWDhz5kyqVKzIzClTaHP3LpPS0njz3j3WL1hAzYAAtVJDIHhaCGNA8FhwdnYmUZbzFfiJB5xF/XShuX//PjNnzjR7T5Ik3Nzc8Pb2pnHjxmqpX2FxdXVl9759jB4/nt+LF+cFoC5KqVvFV17hQFCQ2ercxHsDB7IFRTHPGnMBbw8POnbsWODryWkMXLt2DUmS6JqjhW5hvAM//fRToSSDW7VqpaoaGo1Gpk6daia7XFAcHBwYM2YM7777LqmpqVw6f54mmZmEGY0sQgnpzAJCDQYGGo0MGjSIHTt2FPo8AsHjQhgDgsdC+/btidPr2W5jTBKwWaulQ3YrXkHBMBqNzJgxI4/sbc6Evvy6A+aHs7MzEyZM4HZYGOfOneP48eNEREayeetWq828+vTpQ+mSJems1RKaa5sMzEPxLowaM6ZQ+Rk5jYHr15VOFm3atFFLJffv328zU79WrVrUq6c0CI6KimLnTluyU3np06cPzZs3BxT9gPHjx5OUlFSoY4BimPTq1YsSJUrgIctsNhpxzzXGAZgPNJMkvpoypdDnEAgeF8IYEDwWGjRoQIO6dRmt1WLpa1oGRqG0Rx040FZVuyA3GzduVLsE5pxUTbLAYC7f+3ews7OjVq1aNGjQwKw1sSXc3NzY8ddfJHh7U0GS6CVJfAdMBqrpdAwDPvroIz755JNCXUO5cuXMkghB0aLI2WTojz/+sHmM9957T/35559/LnR1wKhRo9TQREREBFOmTFF1MgpDVlYWf27fzgCDAWv+MA0wzGjk4OHD6v0KBP80whgQPDZW/vwzkUWK0EirZTmQDOhRdO47SRILgR8XLswTexZY59q1ayxbtgxQVpqmcjlnZ2ezVs5/1zPwqFSrVo0LwcF8PWsW5ypVYoyjI9+5uVG7Wzf279/P7NmzC126mTOJMCwsjJSUFACzMsPffvvN5uRcpUoVmjZtCihaCtZaIVvDJLtseq5nz55lwYIFgFIlcOrUKS5fvpxvgmJcXBzJaWk0yOd8pu2PEpIQCB4HwhgQPDaqVavGkePHqfjSS/SXJFwBO+BF4HalSmzcuJH+/fs/5av875CWlsZXX32lTnq1a9dW499t27YlOfmhyPLTMgZM5/7444+5ePUqKWlp3E9MZP0vv9CyZctHPmbuJEJQ2iSbuibev3+fQ4cO2TxGTt2BtWvXkpaWVqhrKF68OBMnTlS9FKtWraJp48ZK8mb9+tSoUYMKZcvy9ddfW+18aErmzE9+yLS9sMmfAsHjQhgDgsdK5cqV+WPHDkJCQli5ciVLliwhKCiIi1eu0L1796d9ef8pfvjhB8LDwwHluZrkm0FZJSckJKivn6Yx8CTInURooqCJhKDIXpsy+hMSEtRKjMJQo0YNRowYQVRUFKdPnSLl5EkWyjKngd1A6/Bwxo8Zwyvt2pGenp5nfzc3Nxo3aMDP+ahrrga8ihZVcx0Egn8aYQwIngj+/v706dOH/v3706xZs/+Uyt+/gf3796vZ5U5OTnTs2FE1BgIDAylTpoxqDDg7O6vKd88KlpIIAerUqUO5cuUAuHjxouo1sMY777yjhhZ++eUXM29KQalQoQJXg4PpJcucMhgYiFJt0QZF+nmX0cjhgwf5/PPPLe4/dPhwdhmNWFMtOAMs0mrp//77j1wRIhD8XYQxIBD8y4iOjmb27Nnq62HDhpn1czCtjk3GwLPmFQDLSYSg5E106dJFfZ2fd6BMmTK89NJLADx48OCRhITmz5+PG7AILKottgQ+MxpZsnAhDx48yLO9Z8+evPXmm7wpSXwKhKAk1N4DpgOttFqq1azJuHHWhJ0FgiePMAYEgn8RBoOBadOmqUlzrVu3plq1apw4cQIAHx8fGjVqhF6vVyeex1VJ8G9Cp9Op2fw5kwgBXnrpJVyytSr27NmTp+QyN71791Zlr1etWsXkyZMZN24c8+fPz9N8yRIb1q6lj8GArTX7QCA5Lc2iVoBGo2H1zz/zxbhxLHNzoxJgJ0n4AJPs7Xnj3XfZc+AARYoUyfdaBIInhTAGBIJ/EWvWrOHSpUuAkjA3YsQIs0z4zp07o9VqzSbAZ9EzAJaTCEEJm7Rv3x5QSve2b7elbqGoNTZp0oTzZ8+yZ88evpk8mZVff83Hw4bhW6oUQwYPthjvNxGXkEDZfK7VF6UfR1xcnMXtWq2WSZMmER4VxcaNG5k7bx6rV68mLCKCxUuWFKjdtEDwJBHGgEDwL+HixYusXr0aUFaTo0ePRqPRqKtNe3t7tdb+eTAGcnYwzF1/36VLFzUPZevWrTZL/KKjo1m+eDH28fGsBmINBu5mZREpy0zR61mxeDHduna1WqpYzNOTG/lc6x0U17+p2ZE1nJyc6N69Ox988AG9evUyKw8VCJ4mwhgQCP4FJCcnM336dFVH4J133qFGjRrs2bPHLGTg5uYGYFZJ8CyGCcB6EiFAqVKlaNiwIQAxMTE2OwOO/eILUqOjCTIY6IWi+gfghSKEtdVoZMeff6qGWG7e6t2bn7RaUixuVVgIFC1SRPVYCAT/NYQxIBA8ZWRZ5rvvviM6OhqAmjVr8vbbbyPLslk5XM7EuZzGgIeHxz92rf8kXl5eREREcO70aeZ9+y2tWrRgwYIFaq5EzjJDa2WDCQkJ/Lx6NcP1equu/peB9hoNP8yda3H7kCFDSNdq6StJWNIx3Al8q9Hw/gcfqLkMAsF/DWEMCARPmV27drFv3z4AXFxcGD16NFqtlosXL3Lr1i1AEXTK6TZ/ljUGAA4fPkzlChW4cvkyDePj6REbi+uhQ3w4dCj+Zcty+PBh6tWrp6pZnjt3Tn1WOTl58iRpGRm8kc/53jQaOXHmjEVhovLly7Pul1/4Taulhk7HbJTOjluA1ySJjpJE2/btmSJ6Cwj+wwhjQCB4ioSFhfH999+rrz/++GOKF1caQedc7eZcBcOzHSa4evUqHdq2pVpiIreB32WZucBvssxtWaZ6YiId2rbl+vXr+XoHTD0JnPM5p2m7tR4GXbt25cixY9Tv0YP/6XS8ALwKXK5Ykbnz5rFpy5ZnTutB8HwhjAGB4CmRlZXFtGnT1Ez29u3b88ILLwCKnr5JW8Dd3Z0WLVqY7fssewamT59O0YwMthmN+OXa5gf8bjRSNCOD6dOn8/LLL6sSvrt3785T52/ypgRhm4OAj5eXmpNhicDAQNauW0dMbCzBwcHcvn2bS1ev8sEHH6DTWVIgEAj+OwhjQCB4SqxcuVKV2vX19eWDDz5Qt23btk3NkO/YsWOeVeezagwkJSWxbs0ahuj1WCu2cwWG6PWsW7MGg8FA27ZtAUhPT89T51+xYkVat2zJtxoN1toa3QNWarUMHDKkQEqZRYsWpWrVqpQtW1YoawqeGYQxIBA8BU6fPs0vv/wCKAI7Y8aMUVe4WVlZbNu2DVBKDDt27Jhn/5ylhc9SmODu3bukZ2byQj7jWgHpmZncuXPHLFRgqcxw4pQpnJEkektSnoZBN4C2Wi0uHh4MHTr0MdyBQPDfRBgDAsE/TGJiIl9//TWyLAPQr18/szK6gwcPEh+vTFvNmjXD29s7zzFMngFXV9dnykVtkiDOr7+gabudnR1+fn7Ur18fgKioKI4fP242tmXLlqxbv54tdnaU1mjoBXwKvKLRUAm47+3Nrr17KVGixOO8FYHgP4UwBgSCfxBZlpk1a5aqVBcYGEiPHj3MxthKHDTxrPYl8Pf3p6S3N7/mM24DUNLbmwoVKgDw6quvqtss9Svo0aMHt+7c4YvJk7lWpw6/lStHatOmLFm6lKs3bhAQEPDY7kEg+C8ijAGB4B/k999/58iRI4Di3h81apTaVQ8U2d3Lly8DSrOeWrVq5TlGZmYmqampwLNnDNjZ2THogw9YpdVy0cqYi8Cq7Bi/yZPQoEEDSpUqBSghmDt37uTZr0SJEnzxxRecOHOGq7duse/gQfr164ezc361BgLBs48wBgSCf4hbt27x448/qq8//fTTPHK0uUWGLCWoPctlhQCffPIJlapWpZVWyzIgNfv9VJSWwa21WipVrconn3yi7qPRaMxEmayJEAkEAssIY0Ag+AfIyMjgq6++UuvYX331VRo3bmw2JikpiT179gDg7Oystt7NzbNaSWDC1dWVPQcO0OKVVxggSfhotVSys8NHq6W/JNH8lVfYc+BAnjLAdu3a4eio9BbctWuXWadDgUBgm2cn80gg+BezZMkSbt++DSju/4EDB+YZs3PnTtVYaNeunVpdkJtn3RgA8PT0ZNPWrdy8eZMNGzZw//59vLy8eP3119XWxrkpUqQIL730Er///jvp6ens3LmT7t27/8NXLhD8NxHGgEDwhDl69Kia1GZvb8+YMWPy6AYYDAa2bt2qvs7p8s7Ns1pWaAl/f3/+97//FXh8165d1ZbPW7Zs4dVXXzXLyRAIBJYRfyUCwRPk/v37zJw5U339/vvvU758+TzjTpw4QVRUFAD169dXNfct8Tw0KXpUypUrR506dQCIiIjg5MmTT/eCBIL/CMIYEAieEEajkRkzZqgr+SZNmtC5c2eLYwtSTmjieQgT/B3yKzMUCAR5EcaAQPCE2LhxI6dPnwaUGPgnn3xisTogLCxMXcGWKFGCBg0a2Dzus15N8Hdp3LgxPj4+gOJxCQsLe8pXJBD8+xHGgEDwBLh27RrLli0DQJIk/ve//1mduHPnCmi1WpvHFp4B22i1WjMPTM7nKxAILCOMAYHgMZOWlsZXX32FXq+0xnnjjTcIDAy0OvbPP/8ElOTCdu3a5Xt8kzGg0WhwdbXWzuf5pkOHDmqS5s6dO0lLy0/gWCB4vhHGgEDwmPnhhx8IDw8HlBa6ffv2tTp29+7daj18mzZtbLbQNWEyBtzc3PL1IjyvuLm50aZNGwBSU1PZtWvXU74igeDfjTAGBILHyP79+9U2uo6Ojnz++eeqZG5uZFnOoziYH7IsqwmJIkRgm5yJhFu2bFEbQwkEgrwIY0AgeExER0cze/Zs9fWHH35os0Tw/PnzqhBR9erVzToXWiM9PZ2MjAxAGAP5UaFCBWrWrAkorZHPnDnzlK9IIPj3IowBgeAxYDAYmD59uuryb9WqFW3btrW5T2HKCU2I5MHCIcoMBYKCIYwBgeAxsGbNGi5eVPrs+fj4MGLECItlhCZiYmI4dOgQoAgHtWjRokDnEWWFhaNZs2Z4e3sDihJkZGTkU74igeDfiTAGBIK/ycWLF1m9ejWgZPiPHj2aIkWK2Nxn27ZtGI1GADp27Gg1ryA3wjNQOLRaLZ06dQKUfAtRZigQWEYYAwLB3yAlJYXp06erE3vv3r0JCAiwuU9mZibbtm0DlMmqY8eOBT6fMAYKzyuvvKIaWzt27BBlhgKBBYQxIBA8IrIsM2fOHKKjowEICAigZ8+e+e4XFBSkTurNmzenWLFiBT6nCBMUHnd3d1q1agVAcnKy2iZaIBA8RBgDAsEjsmvXLvbt2weAi4sLo0ePLlDd/6MkDprI2bFQNCkqOLkTCUWZoUBgjjAGBIJHIDw8nO+//159/fHHH6t6+La4du0aly9fBqB8+fL5hhRyI8IEj0blypWpXr06ALdv3+b8+fNP+YoEgn8XwhgQCApJVlYWX331Fenp6QC0b9+eF154oUD75kxg69q1q82KA0vEx8erP4swQeHo2rUr6enp3Lhxg87t21OmZEka1K3LnDlzzJ6rQPA8IowBgaCQrFy5kmvXrgFQunRpPvjggwLtl5SUpMarXVxcVLncwmAKE2i12nwrFgTmxMTEcPzIEe7ducOLUVH0iYqi/LlzfDZyJJUrVODYsWNP+xIFgqeG7mlfgEDwX+L06dP88ssvAOh0OsaMGYOTk1OB9t2+fTtZWVmA4k0o6H45MYUJ3N3dC+1VeJ4JCgqid69e9DAaWSTLqB0gZJlI4LXERNq//DKnz52jfPnyT/FKBYKng/AMCAQFJDExkRkzZqjJZ++99x6VK1cu0L4Gg4HffvtNfZ2zxW5BEX0JHp0pkyZRC1id0xDIpiSwzWjELi2NOXPm/PMXJxD8CxCeAYHAApmZmWzatIlz586h0WioX78+p06d4v79+wAEBgby2muvFfh4x48fV0sQGzRoQOnSpQt9TSkpKWpbZJEvUHDu3LnDn3/9xQqsf+G5A/31en5YupSZM2cWWARKIHhWEMaAQJCLlStXMmrkSO7FxVHGzg4jMDUrCzdnZ8pVrEilSpUYNWoUGk3BHWt/p5zQRM5KAlFWWHBu3rwJQLN8xjUFpqekEBsbS8mSJZ/4dQkE/yZEmEAgyMHChQt59913eTkujkvAnawsQrOyOAW8kJbGhfPnqVu3Ll5eXgU+ZmhoKKdOnQKgZMmSNGjQ4JGuTZQVPhoODg4APMhnXHL2//b29k/0egSCfyPCGBAIsomNjWXEsGEMBn4CqufYFghslmV6SBLffvNNoSRtc5YTdunSpVAehZyIssJHo06dOri7urIun3HrJIla1avj6en5j1yXQPBvQhgDAkE2y5cvB4OBKYClPH0N8JUsE5eYqFYUWOP06dPMmzePGTNmsHr1amRZxsHBgXbt2j3y9eVUHxSegYLj7OzMewMGsFCr5YqVMX8BvwND8+k2KRA8q4icAYEgm4MHDtDaaMRWp4BKQKBOx4EDB+jbt2+e7SdOnODDwYM5fvo0dpKEVpJINxpxd3GhS48euLq6PvL1iTDBozN+/Hj+/OMPWoaEMNlgoDdQBLgHLAGmaDS0ffFF3nvvvad7oQLBU0J4BgSCbLKysihI5b+TLHPkyBGWLl3KmTNnyMzMBODIkSO0atkSw7lzbAZSZZlUo5HDQMuUFFatWsXSpUsf+fpEk6JHx93dnf2HDvFC164MlSS8NBqK63SUkiSm2NvT7/332bR1q6giEDy3SLLo2CEQAPDRRx+xbv587ur1WEshSwRKaTSULF9eFadxcHAgICCAtT/9hG9UFH8ZjXmMChkYDKyws+NuaGiB+hiYCAoKYv68efy+ZQtpmZm4OTszaOhQRo4cSfHixR/hTp9vQkND2bp1KwkJCfj4+NC9e3eRJyB47hHGgECQzaVLlwgICGAJ0N/KmGnAOI2Gps2aqVnqAPfv3+fMmTMEYb2ELR4ordHwxeTJfPHFF/lejyzLjB07lq+++opKOh299Xq8gNPAWo2GIkWL8seff1K/fv3C3KZAIBDkQRgDAkEOevfsycb161lmNPImD+NoemApMFSSGPHRR4wdN47Tp09z6tQpTp8+zdGjR5HDw7mt11tMPjTRA4hr0YK9Bw7key0LFy5k8ODBzAA+wTymFwN01mq56ebGxStXhIdAIBD8LYQxIBDkID09nT69e7Nh40Yq6HS00+sxANt0OsL0egYNHMgPCxag1WrVfWRZpl+/fpz6+WfOZ/cesEY/ILh+fY6cOGFznMFgwL9MGVpERLDaypgYoGwhPA0CgUBgDZFAKBDkwNHRkfUbNnD48GGavvUWh6pX51iNGnR4911Onz7NwkWLzAwBAEmSqFWrFtcMBuJsHFsGjul0lK9YMd/r2Lt3L3cjIhhuY4w38LbRyPJFiwpyawKBQGAV4RkQCB4D9+7dw7d0aSbq9YyxMuZPoB2we/fufNsXL1++nH79+pGF7frfecBInY7MfDwSAoFAYAvhGRAIHgPFixdn6NChTJAkVqN4AXJyBOil1dKiaVNat26d7/GcnZ0BuJ/PuDjA2dHxEa5YIBAIHiKMAYHgMfHNzJm83asX7wA1dDrGApOBF7RamgIVAwPZtHVrgRTuWrdujb1Ox082xhiB1Todr3Tq9FiuXyAQPL8IY0AgeEzodDpWrlrFnj17qNG1K8u9vfnB0xNts2asX7+eA4cOFbjBUfHixXnzrbeYodMRYmXMLOC6Xs/QDz98bPcgEAieT0TOgEDwLyU2NpbmjRsTd+cOo/R63gE8gTPAXOBn4IsvvuDLL798qtcpEAj++whjQCD4FxMbG8vIjz9m/bp1ZOr16vtlS5fm83HjGDRokGisIxAI/jbCGBAI/gPExMSwZ88eUlNTKVOmDK1atcpT4igQCASPijAGBAKBQCB4zhEJhAKBQCAQPOcIY0AgEAgEguccYQwIBAKBQPCcI4wBgUAgEAiec4QxIBAIBALBc44wBgQCgUAgeM4RxoBAIBAIBM85whgQCAQCgeA5RxgDAoFAIBA85whjQCAQCASC5xxhDAgEAoFA8JwjjAGBQCAQCJ5zhDEgEAgEAsFzjjAGBAKBQCB4zhHGgEAgEAgEzznCGBAIBAKB4DlHGAMCgUAgEDznCGNAIBAIBILnHGEMCAQCgUDwnCOMAYFAIBAInnOEMSAQCAQCwXOOMAYEAoFAIHjOEcaAQCAQCATPOcIYEAgEAoHgOUcYAwKBQCAQPOcIY0AgEAgEguccYQwIBAKBQPCcI4wBgUAgEAiec4QxIBAIBALBc44wBgQCgUAgeM4RxoBAIMndN/UAAAAxSURBVBAIBM85whgQCAQCgeA5RxgDAoFAIBA85whjQCAQCASC5xxhDAgEAoFA8Jzz/+HK1soY59RMAAAAAElFTkSuQmCC", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.line(x=resolutions, y=external_edges_fraction, log_x=True, log_y=True, labels={'x': 'Resolution', 'y': 'External Edges Fraction'})\n", + "pyo.iplot(fig)" + ] + }, + { + "cell_type": "markdown", + "id": "04ef87fc-fb9c-4f73-9eb7-9f44fb976b02", + "metadata": {}, + "source": [ + "*Note:* We can observe that there are three main plateaus in this case. The first is around $0.1$ with *two* generated clusters, the second at around $0.27$ with *three* clusters, and the third at $0.7$ with varying number of clusters. This means that if we run a clustering with one of these resolution parameters, we should get the corresponding number of clusters. We can try this out with $0.27$:" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "50e7ce3d-692b-4d08-86c4-178e01a736c7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "comms = g.community_leiden(objective_function=\"modularity\", resolution = 0.27)\n", + "ig.plot(comms);" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "myenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/test_significance_of_community.ipynb b/doc/source/community_detection_guide/notebooks/test_significance_of_community.ipynb new file mode 100644 index 000000000..99a32a6af --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/test_significance_of_community.ipynb @@ -0,0 +1,451 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "497b5ea9", + "metadata": {}, + "outputs": [], + "source": [ + "import igraph as ig\n", + "import numpy as np\n", + "import random\n", + "ig.config[\"plotting.backend\"] = \"matplotlib\"" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "721fe0d4", + "metadata": {}, + "outputs": [], + "source": [ + "%run -i functions.ipynb" + ] + }, + { + "cell_type": "markdown", + "id": "75e594c1-c51e-40cd-a4f2-15dbc2ef90de", + "metadata": {}, + "source": [ + "# Significance of community structure\n", + "There are multiple methods that we can use to test if a network has a significant community\n", + "structure. These methods are complementary and sometimes we need to use more than one\n", + "to gain confidence in our result." + ] + }, + { + "cell_type": "markdown", + "id": "f98cfa72-efb7-44e9-b943-f96bc315ca03", + "metadata": {}, + "source": [ + "## Method 1: Testing network structure with modularity \n", + "\n", + "__Idea__: Compare to a null model.\n", + "- Find communities in our network and measure the modularity.\n", + "- Randomize the network, by rewireing, while keeping some property (typically the degrees) fixed. Detect communities again. Did the modularity drop? If yes, then the original network has a significantly high modularity score." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "cf820a27", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "karate_club = ig.Graph.Famous(\"Zachary\")\n", + "\n", + "test_community_structure(karate_club, graph_name=\"Karate club network\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "8a256976", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "num_nodes = karate_club.vcount()\n", + "num_edges = karate_club.ecount()\n", + "\n", + "er_graph = ig.Graph.Erdos_Renyi(n=num_nodes, m=num_edges)\n", + "\n", + "test_community_structure(er_graph, graph_name=\"Erdős-Rényi Network\")" + ] + }, + { + "cell_type": "markdown", + "id": "e7117c11-4207-49a3-ac95-e87b74b8b6e7", + "metadata": {}, + "source": [ + "## Method 2: Testing network structure with NMI values\n", + "__Idea__: Do we get consistent results across different tries?\n", + "\n", + "Let’s use a stochastic community detection algorithm like Leiden method, run it 100 times to obtain 100 different groupings/partitionings, and compare the partitionings. Does the method tend to return roughly the same result? To answer this question, we will use a measure called “normalized mutual information” to compare partitionings to each other, pairwise. A value of 1 means that the two partitions are identical, a high value (close to 1) means that they are similar, a low value means that they are dissimilar." + ] + }, + { + "cell_type": "markdown", + "id": "bb118bb2-d152-4dc3-adf5-b2a1c16fd1d0", + "metadata": {}, + "source": [ + "### Pairwise comparisons" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6d2b8931-52a9-4338-ac29-2d2f3c89b244", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "title = f'Histogram of pairwise NMI Values for {karate_club.vcount()} nodes from stochastic runs using the Louvain algorithm (Karate club)'\n", + "all_partitions = run_stochastic_community_detection(karate_club, None, 500, community_detection_method=\"multilevel\", return_partitions=True)\n", + "pairwise_nmi_values = calculate_pairwise_nmi(all_partitions)\n", + "\n", + "plot_nmi_histogram(karate_club, pairwise_nmi_values, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "0e65de3e-0471-4d04-9ff9-0e65bae59c14", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "title = f'Histogram of pairwise NMI Values for {er_graph.vcount()} nodes from stochastic runs using the Louvain algorithm (Erdős-Rényi)'\n", + "all_partitions = run_stochastic_community_detection(er_graph, None, 500, community_detection_method=\"multilevel\", return_partitions=True)\n", + "pairwise_nmi_values = calculate_pairwise_nmi(all_partitions)\n", + "\n", + "plot_nmi_histogram(er_graph, pairwise_nmi_values, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "a52e07fc-01e6-454c-b780-22a4453ac02c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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dJ0n67bff1LZtW9WqVUtLliyRh4eHFixYkO+YFdLVbtxJSUn67LPPbL68v/YWsoIcZwcOHFCzZs1UtWpVzZ49W8HBwfr+++81YsQInTt3TpMmTSrsbsthyJAhWrx4sUaMGKFXX31VcXFxeumll9SsWTP9+uuvCgoKynU+wzDUrVs3bd26VS+++KLuuusu/fzzz+rQoUOOtoXdjvHjx6t58+Z6//33lZiYqOeff15dunTRwYMH5ejomOe2FPTvMjdr1qzRgw8+qPvuu08rV65Uenq6XnvtNZ0+fTrX7V6/fr3GjRune++9V7/99psmTZqkbdu2adu2bdbzkyT98ssvOnjwoCZOnKjq1avL09Mzx7rvvPNOLVq0yPqekHUb4LW9OdLS0tS1a1cNGDBAo0eP1k8//aSXX35ZPj4+evHFF22WV9zn6LVr1yotLU2tWrXK9flTp07pvvvu04kTJ7R27VrrBapr/f333woLC9Ojjz4qPz8/nTp1Sm+//bbuuusuHThwwJofsvTv31+dOnXS0qVLlZSUJGdn5wK9vvnty40bN6p9+/Zq2rSpFixYIB8fH61YsUI9e/bU5cuXr3tv942efwsqNjZWjz76qMaOHauXXnpJq1ev1tSpUxUfH5/js1DLli01btw4XbhwwZof8mWgSBYtWmRIuu6/0NBQm3lCQ0ONvn37Wh937tzZuOOOO667nlmzZhmSjKNHj9pMP3jwoCHJGDZsmM30HTt2GJKM8ePHG4ZhGHFxcYarq6vRs2dPm3bbtm0zJBktWrSwTtu4caMhybjvvvvy3f709HQjLS3NaN26tdG9e3fr9KNHjxqSjNtvv93IyMiwTn/99dcNSUbXrl1tljNy5EhDkpGQkJDnujIyMoyQkBCjfv36Nsu8ePGiERgYaDRr1izHNnz66af5bkPWa3ht/YZhGD///LMhyZg6dWqu82VmZhppaWnGsWPHDEnGV199lWOZ175eLVq0MCQZ69evt1lOUlKS4eLiYrz00kuGYRjGyZMnDUnG888/b7i7uxtXrlwxDMMwBg0aZISEhFjny9rHixYtsk4rV66cMXLkyDy3NSkpyfDz8zO6dOliMz0jI8O4/fbbjSZNmuQ577XrnDVrlmEYhvH4448bnp6exqlTpwzDMIxJkyYZkoyzZ89a5+nbt6/h6elpfT44ONhIS0szzp8/b7i6uhqLFy82zp49a0gyJk2aZJ2voK/h119/bUgy1q5da52Wnp5uhISEGA899FCe8+V17BqGkaOWrO3KLvvrfPz4ccPJyckYPny4TbuLFy8awcHBRo8ePQzDMIxz584ZkozXX3/9utuWm6x17tq1yzotPj7ecHd3Nzp27GjT9vjx44arq6vRq1cv67S+ffsakoyFCxcWar1DhgyxntNcXFyM+fPn52hz8uRJw8fHx3jnnXes0yQZTz75ZIHWIckICgoyEhMTrdNiY2MNBwcHY8aMGdZpd999txEYGGhcvHjROi09Pd2oV6+eUblyZSMzM9MwDMPo2bOn4e7ubsTGxtq0q127dql43Qwj7/PC2LFjDUnGjh07bKY/8cQThsViMQ4dOmQYRsmcawu6nbfddpvNe0dha//www8NScZ777133fUU9LjILj093UhNTTVq1qxpPPPMM9bpN/KeaxhXX7Nrt7ug25GbvF5/w8h5HsqS/TNE1rGV/XPAzJkzDUnW8/Nnn31mSDKio6MLXWdBa6lXr57RrVu36y4rt/NpaGio4ebmZhw7dsw6LTk52fDz8zOGDBlinfbII48Ynp6eNu8xGRkZRt26dfN8va715JNP5nouN4yCH2cRERFG5cqVc/wNPfXUU4abm5sRFxd33RpCQ0ONTp065fl81uey2bNn20w/ceKE4e7ubjz33HPWaX379rX5jPndd98Zkow33njDZt5p06bleA0Luh1Z78XZ318++eQTQ5Kxbdu2625vdnn9Xeb2meauu+4yqlSpYqSkpFinXbx40fD397d5HdesWWNIMmbOnGmzrpUrVxqSjHfffdc6LTQ01HB0dLSeh66V/XjetWtXjpqyZL2XfvLJJzbTO3bsaISFheXYruI8RxvG1fOpu7u79f0u+/qy/l372Sg/6enpxqVLlwxPT0+bYyjrHNOnT58CLSO31/d6+7J27dpGw4YNjbS0NJvpnTt3NipWrGiz37Ir6Pk3r/Nm9nNG1vG+ceNG67Ss8/S1n/MN4+rncgcHB5vzlmEYxrp16wxJxnfffXfdmq5F1/Qb9OGHH2rXrl05/uX2DVR2TZo00a+//qphw4bp+++/V2JiYoHXu3HjRknK8W1RkyZNVKdOHWt34+3btyslJUU9evSwaXf33XfnOeLmQw89lOv0BQsW6M4775Sbm5ucnJzk7Oys9evX5+gCK129qnLtt/t16tSRpBwDjGVNP378eB5bKh06dEgxMTGKjIy0WWa5cuX00EMPafv27fl2r7uerCunWZo1a6bQ0FDrPpakM2fOaOjQoapSpYp120NDQyUp1+3PztfXV/fff7/NNA8PD4WHh1u7j69bt07ly5e3DvawZcsWSVevkl/varh09XVfvHixpk6dqu3bt+fogrt161bFxcWpb9++Sk9Pt/7LzMxU+/bttWvXLiUlJeW7HVmmTp2qtLS0Ag9+069fP50+fVrfffedli1bJhcXFz3yyCMFXl9uOnTooODgYC1atMg67fvvv1dMTIy1i2eWwhy7RfH9998rPT1dffr0sdm/bm5uatGihbWrk5+fn2655RbNmjVLc+bM0d69e3N02S2Mbdu2KTk5Ocd5oEqVKrr//vtzve0gr7/vvIwfP167du3S6tWr1b9/fz311FM5RmUdOnSobr/9dg0aNKjQ25ClVatWNoOYBQUFKTAw0NpVLikpSTt27NDDDz9sM2Kto6OjIiMjdfLkSWt3yY0bN6p169Y2V48cHR2tV8yz2Ot1y5LbeWHDhg2qW7dujvvJo6KiZBiG9SpnluI8197odha09u+++05ubm45/k5zk99xIV29MjJ9+nTVrVtXLi4ucnJykouLi/7880+bv/Ebec/NTWG2Ize5vf5F0bVrV5vHDRo0kCTrPrrjjjvk4uKiwYMHa8mSJTm6OReHJk2a6LvvvtPYsWP1448/Kjk5ucDz3nHHHapatar1sZubm2rVqmXzGm/atEn333+/zZU6BweHHJ9tiiq/4+zKlStav369unfvLg8PD5vzRceOHXXlyhVt3779hmr45ptvZLFY1Lt3b5vlBwcH6/bbb8+1y2yWrM8r2T/PZL9XtSjbkd/xlZeC/l1ml5SUpN27d6tbt25ycXGxTi9Xrpy6dOli0zbrnJL9PfCRRx6Rp6dnjvfABg0aFMsAvhaLJUctDRo0yHWfFOc5Wrra06BChQp53qMdEREhV1dXjRo1ytqbNbtLly7p+eef16233ionJyc5OTmpXLlySkpKyvW1ye1zQ1Ff3yz/+9//9Mcff1iP2ezH4qlTp657C8SNnn8LysvLK8ffQK9evZSZmamffvrJZnpgYKAk6Z9//inw8gniN6hOnTpq3Lhxjn8+Pj75zjtu3Di99tpr2r59uzp06CB/f3+1bt06z59Eu1ZWd6/cRucOCQmxPp/139y6M+XVxSm3Zc6ZM0dPPPGEmjZtqs8//1zbt2/Xrl271L59+1zfcP38/GweZ51M85p+5cqVXGu5dhvy2tasbrNFFRwcnOu0rPVmZmaqXbt2+uKLL/Tcc89p/fr12rlzp/XNqiAfOPIaRb1Nmzbavn27kpKS9MMPP+j++++Xv7+/GjVqpB9++EFHjx7V0aNH8w3iK1euVN++ffX+++8rPDxcfn5+6tOnj2JjYyXJ2p3r4YcflrOzs82/V199VYZhWLtwF0S1atU0bNgwvf/++/rzzz/zbR8aGqrWrVtr4cKFWrhwoR599NEb7g7p5OSkyMhIrVq1ytq1dPHixapYsaIiIiKs7Qp77BZF1v696667cuzflStXWscSsFgsWr9+vSIiIjRz5kzdeeedqlChgkaMGFHge+6vVdDzQBYPD48C3a5xrapVq6px48bq2LGj3n77bQ0ePFjjxo2zvsF/9tlnWrNmjWbOnKmEhARduHDB+nqkpqbqwoULBRpl39/fP8c0V1dX62sUHx8vwzDy3FZJNue9vP6ur2Wv1y1Lbtty/vz5Am1jluI8197odha09rNnzyokJKRAXbHzOy6kq92iX3jhBXXr1k3//e9/tWPHDu3atUu33367Tbsbec/NTWG2IzfF9esa2fdRVlfcrG2/5ZZb9MMPPygwMFBPPvmkbrnlFt1yyy3We+OLw5tvvqnnn39eX375pVq1aiU/Pz9169atQO8PBXmNz58/X6jPMYWVXw3nz59Xenq65s6dm+Nc0bFjR0nKMWZMYZ0+fVqGYSgoKCjHOrZv337d5Z8/f15OTk45tiP7Oa8o25Hf8ZWXgv5dZpd1ri/I65213dkHybVYLDaf47IU19+ch4eH3NzcbKa5urrmen4tznO09H+DpeWlTZs2WrVqlf7880+1atUq1/vOe/XqpXnz5mngwIH6/vvvtXPnTu3atUsVKlTI9bXJbb8V9fXNkvX+O2bMmBzH4rBhwyRd/2/qRs+/BZXbcZj1d5X9+Mp6XQrz2ZJ7xO3IyclJo0aN0qhRo3ThwgX98MMPGj9+vCIiInTixInrBpWsE+OpU6dyjEIaExNj/dY4q132+2qkq/c95HZVPLdv2T766CO1bNlSb7/9ts30G/kQWlDXbmt2MTExcnBwkK+vb5GXnxVWs0+79dZbJUn79u3Tr7/+qsWLF6tv377WNoX5iaa8vrls3bq1XnjhBf30009av3699d6s1q1ba+3atapevbr18fUEBATo9ddf1+uvv67jx4/r66+/1tixY3XmzBmtWbPGejzMnTs3zxHXC/uBZuLEiVq4cKHGjx+v2267Ld/2/fv3V+/evZWZmZnjOCqqfv36adasWdZ7ir7++muNHDnS5r61Gzl2s06qKSkpNveZZX9zyNq/n332mbWnRF5CQ0P1wQcfSLo6yv8nn3yiyZMnKzU1tdCDfOT3t5H9Pq/iGOW0SZMmWrBggf766y9VqFBB+/btU3p6eq7H1Xvvvaf33ntPq1atUrdu3W5ovb6+vnJwcMhzWyXZnPfy+ru+lr1etyy5vR7+/v4F2saSciPbWdDaK1SooC1btigzM7NYPkRljX8xffp0m+nnzp2zuU/vRt5zc3Oj25HX36Orq6vNoE9ZCnK/dV7uvfde3XvvvcrIyNDu3bs1d+5cjRw5UkFBQdcdTbmgtXh6emrKlCmaMmWKtffT2LFj1aVLF/3xxx9FrjuLv79/np9jzODr62vtffPkk0/m2ibr/bqoAgICZLFYtHnzZpv3myy5Tcvi7++v9PR0nT9/3iY4Z98/ZmxHloL+XWbn6+sri8VSoNc7a7vPnj1rE8YNw1BsbKx1oLAsZWGk74CAAP3yyy/XbdOhQwd99dVX6tatm/WnM7M+4yUkJOibb77RpEmTNHbsWOs8KSkpeV6QySsXFOX1vXY7pKtfkOb1KyvXG0egqOffaz/XXSuv0H+94zD7l1RZ+68w79NcES8lypcvr4cfflhPPvmk4uLirKP55fXNY1Z3tuwDlezatUsHDx60BremTZvK1dU1x+84b9++Pd9uRdeyWCw53gR+++03U34TNCwsTJUqVdLHH39sMwheUlKSPv/8c+tI6kW1bNkym8dbt27VsWPHrIN4ZZ2Asm//O++8U+R1ZmnSpIm8vb31+uuvKzY2Vm3btpV09RvNvXv36pNPPlHdunWtV5QKomrVqnrqqafUtm1b68m6efPmKl++vA4cOJBrD47GjRvbdAErCH9/fz3//PP67LPPtHPnznzbd+/eXd27d1f//v2L7efX6tSpo6ZNm2rRokX6+OOPlZKSkmMk9hs5drO+qPrtt99spv/3v/+1eRwRESEnJycdOXIkz/2bm1q1amnixImqX79+vm+suQkPD5e7u3uO88DJkye1YcOGIo2Knp+NGzfKwcHBOoBRVFSUNm7cmOOfJHXr1k0bN24s0K06+fH09FTTpk31xRdf2JwPMzMz9dFHH6ly5crWLoetWrXS+vXrbd5AMzIycpwH7fW6XU/r1q114MCBHMv98MMPZbFY8hygpyTktZ3Zr1ZmKWjtHTp00JUrV4rtt8hz+xtfvXr1dbsHFvY9NzfFvR1ZqlWrluOcs2HDBl26dOmGl+3o6KimTZtaR8jO7/gtSi1BQUGKiorSY489pkOHDt3QrWNZWrRooQ0bNth8WM7MzNSnn35aoPkL87rmxsPDQ61atdLevXvVoEGDXM8VuV1VL4zOnTvLMAz9888/uS6/fv36ec6b9beV/fNM9gEqzdiOLEX5u5SunusbN26sL7/80uY3mS9dupRjJPus97js74Gff/65kpKSivweeKPHS0mqXbu2zp8/r4SEhOu2i4iI0FdffaW//vpLrVq1soZHi8UiwzByvDbvv/9+jpHAr6egr29e+zIsLEw1a9bUr7/+muf777W3i2RX1PNvXp/r8hok7+LFizme+/jjj+Xg4GAdTDJL1m0/hfmpS66I21GXLl1Ur149NW7cWBUqVNCxY8f0+uuvKzQ01DrScdaJ94033lDfvn3l7OyssLAwhYWFafDgwZo7d64cHBzUoUMH66jpVapU0TPPPCPpateXUaNGacaMGfL19VX37t118uRJTZkyRRUrVizwt0idO3fWyy+/rEmTJqlFixY6dOiQXnrpJVWvXr1AIy/fCAcHB82cOVOPP/64OnfurCFDhiglJUWzZs3ShQsX9Morr9zQ8nfv3q2BAwfqkUce0YkTJzRhwgRVqlTJ2jWmdu3auuWWWzR27FgZhiE/Pz/997//1bp162542xwdHdWiRQv997//VfXq1a2/Ddq8eXO5urpq/fr1GjFixHWXkZCQoFatWqlXr16qXbu2vLy8tGvXLuuoo9LVe6vmzp2rvn37Ki4uTg8//LB1NPxff/1VZ8+eLdJV6pEjR+qtt97Sd999l29bNzc3ffbZZ4VeR3769++vIUOGKCYmRs2aNcvxDeqNHLsdO3aUn5+fBgwYoJdeeklOTk5avHixTpw4YdOuWrVqeumllzRhwgT99ddfat++vXx9fXX69Gnt3LnTerXot99+01NPPaVHHnlENWvWlIuLizZs2KDffvvN5pvpgipfvrxeeOEFjR8/Xn369NFjjz2m8+fPa8qUKXJzc7uhUXwHDx4sb29vNWnSREFBQTp37pw+/fRTrVy5Us8++6z16kO1atXyHG+iUqVKxTYqvXR1hPi2bduqVatWGjNmjFxcXDR//nzt27dPy5cvt35pNnHiRH399de6//779eKLL8rDw0NvvfVWjnEQ7PW6Xc8zzzyjDz/8UJ06ddJLL72k0NBQrV69WvPnz9cTTzxRLPc35qWg21m/fn2tWLFCK1euVI0aNeTm5qb69esXuPbHHntMixYt0tChQ3Xo0CG1atVKmZmZ2rFjh+rUqVPo37vt3LmzFi9erNq1a6tBgwbas2ePZs2alaO32I285+b2gbC4tyNLZGSkXnjhBb344otq0aKFDhw4oHnz5hXolrfcLFiwQBs2bFCnTp1UtWpVXblyxfrzYPnd9lTQWpo2barOnTurQYMG8vX11cGDB7V06dIb/qI8y4QJE/Tf//5XrVu31oQJE+Tu7q4FCxZY/6bz+yyT9bq++uqr6tChgxwdHdWgQYNCfQH9xhtv6J577tG9996rJ554QtWqVdPFixf1v//9T//9739zjN+Qm9jY2FzfB6tVq6bmzZtr8ODB6tevn3bv3q377rtPnp6eOnXqlLZs2aL69evriSeeyHW57dq103333afnnntOSUlJaty4sX7++WctXbq0RLajIAr6d5mbl156SZ06dVJERISefvppZWRkaNasWSpXrpzNVdu2bdsqIiJCzz//vBITE9W8eXPrqOkNGza87k98Xc8tt9wid3d3LVu2THXq1FG5cuUUEhJSqIsiJaVly5YyDEM7duxQu3btrtu2Xbt2+vrrr/XAAw9Yr4xXrFhR9913n2bNmqWAgABVq1ZNmzZt0gcffFDwkb5V8Nf3evvynXfeUYcOHRQREaGoqChVqlRJcXFxOnjwoH755ZfrftFW1PPvXXfdpbCwMI0ZM0bp6eny9fXVqlWrrOMyZefv768nnnhCx48fV61atfTtt9/qvffe0xNPPGEztoV09SKnv7//db80y6HAw7rBRl4j4Wbp1KlTvqOmz54922jWrJkREBBguLi4GFWrVjUGDBhg/P333zbzjRs3zggJCTEcHBxsRvTLyMgwXn31VaNWrVqGs7OzERAQYPTu3ds4ceKEzfyZmZnG1KlTjcqVKxsuLi5GgwYNjG+++ca4/fbbbUaNvt5o1SkpKcaYMWOMSpUqGW5ubsadd95pfPnllzlG7sw+unZ+y85vP17ryy+/NJo2bWq4ubkZnp6eRuvWrY2ff/65QOvJTda6165da0RGRhrly5e3jkD9559/2rQ9cOCA0bZtW8PLy8vw9fU1HnnkEeP48eM5RiPNa9T02267Lc863njjDUOSMWjQIJvpbdu2NSQZX3/9tc307COMXrlyxRg6dKjRoEEDw9vb23B3dzfCwsKMSZMmGUlJSTbzbtq0yejUqZPh5+dnODs7G5UqVTI6deqU7/7K63U1DMN49913raN05jVqel5uZNT0LAkJCYa7u3ueo2cW9Ng1jNxHCN65c6fRrFkzw9PT06hUqZIxadIk4/3338911M0vv/zSaNWqleHt7W24uroaoaGhxsMPP2z88MMPhmEYxunTp42oqCijdu3ahqenp1GuXDmjQYMGxn/+8x8jPT39utt5vb+V999/32jQoIHh4uJi+Pj4GA888ICxf/9+mzYFeT2utXDhQuPee+81AgICDCcnJ6N8+fJGixYtjKVLlxZofhVy1PTc2mY/ZxqGYWzevNm4//77DU9PT8Pd3d24++67jf/+97855v3555+Nu+++23B1dTWCg4ONZ5991nqslobX7XrnhWPHjhm9evUy/P39DWdnZyMsLMyYNWuWzQiyJXGuLeh2/v3330a7du0MLy+vHL8QUpDaDePqyNgvvviiUbNmTcPFxcXw9/c37r//fmPr1q3WNgU9LuLj440BAwYYgYGBhoeHh3HPPfcYmzdvzjHK+Y2+52ZfXkG3IzfXe/1TUlKM5557zqhSpYrh7u5utGjRwoiOjs5z9N/sr2n20X+3bdtmdO/e3QgNDTVcXV0Nf39/o0WLFjneW26klrFjxxqNGzc2fH19DVdXV6NGjRrGM888Y5w7d87aJq9R03MbSTy3fb1582ajadOmNn/Tr776qiHJuHDhQr7bMXDgQKNChQqGxWKxOQ8U5vxz9OhRo3///kalSpUMZ2dno0KFCkazZs3y/JWV7MvLeq/M/u/a9SxcuNBo2rSp9Rx3yy23GH369DF2795tbZPb+9eFCxeM/v37G+XLlzc8PDyMtm3bGn/88Ueu72sF2Y68ziW5jXKem4L+Xea1vFWrVhn169e3/q2+8sorxogRIwxfX1+bdsnJycbzzz9vhIaGGs7OzkbFihWNJ554woiPj8+x//MatT6313r58uVG7dq1DWdnZ5t9mNd7afbju6Q+D2dkZBjVqlXL8WsJ1/uc9sMPP1g/G/7zzz/GyZMnjYceesjw9fU1vLy8jPbt2xv79u0r8DnGMAr++hpG3vvSMAzj119/NXr06GEEBgYazs7ORnBwsHH//fcbCxYsuO5+MIyCnX9ze20PHz5stGvXzvD29jYqVKhgDB8+3Fi9enWuo6bfdtttxo8//mg0btzYcHV1NSpWrGiMHz8+x0jvmZmZRmhoaI5fYcmPxTAK8IPXKHOOHj2q2rVra9KkSRo/fry9y7GLxYsXq1+/ftq1a1eeXVABAEDp1K5dO/399986fPiwvUtBCUtLS9Mdd9yhSpUqae3atfYux65mz56tadOm6Z9//pG7u7u9y4Gk9evXq127dtq/f79q165d4Pnomv4v8Ouvv2r58uVq1qyZvL29dejQIc2cOVPe3t4aMGCAvcsDAAC4rlGjRqlhw4aqUqWK4uLitGzZMq1bt846uCDKlgEDBqht27aqWLGiYmNjtWDBAh08eLBYR/u/WT355JOaN2+e3nrrLY0ZM8be5UBXf9a3f//+hQrhEkH8X8HT01O7d+/WBx98oAsXLsjHx0ctW7bUtGnTiu2nPwAAAEpKRkaGXnzxRcXGxspisahu3bpaunSpevfube/SUAIuXryoMWPG6OzZs3J2dtadd96pb7/9Nt9xDf4N3NzctHTpUu3du9fepUBXf3KvRYsW1rGlCoOu6QAAAAAAmIifLwMAAAAAwEQEcQAAAAAATEQQBwAAAADARAzWZrLMzEzFxMTIy8tLFovF3uUAAAAAAP4/wzB08eJFhYSEyMGh5K5bE8RNFhMToypVqti7DAAAAABAHk6cOKHKlSuX2PIJ4ibz8vKSdPWF9fb2tnM1AAAAAFB21a4tnTolVawo/fFH/u0TExNVpUoVa24rKQRxk2V1R/f29iaIAwAAAEAJyupd7uAgFSZ+lfRtxAzWBgAAAACAiQjiAAAAAACYiCAOAAAAAICJuEe8FMrIyFBaWpq9ywAKzNnZWY6OjvYuAwAAALBRrpzk5XX1v6UJQbwUMQxDsbGxunDhgr1LAQqtfPnyCg4OLvGBLQAAAICCKshI6fZAEC9FskJ4YGCgPDw8CDS4KRiGocuXL+vMmTOSpIoVK9q5IgAAAKB0I4iXEhkZGdYQ7u/vb+9ygEJxd3eXJJ05c0aBgYF0UwcAAACug8HaSomse8I9PDzsXAlQNFnHLuMbAAAAANfHFfFShu7ouFlx7AIAAKC0efZZKT5e8vWVZs2ydzX/hyAOAAAAACiTli+X/vlHqlSpdAVxuqYDAAAAAGAigjhuWFRUlCwWi4YOHZrjuWHDhslisSgqKsr8wrJZvHixLBaL2rdvbzP9woULslgs+vHHH63TLBaLLBaLtm/fbtM2JSVF/v7+ubb/8ssvC1VPfHy8IiMj5ePjIx8fH0VGRub703WnT59WVFSUQkJC5OHhofbt2+vPP/+0aRMbG6vIyEgFBwfL09NTd955pz777LMcy1q9erWaNm0qd3d3BQQE6MEHH8zRZvHixWrQoIHc3NwUHBysp556qlDbCAAAACAngjiKRZUqVbRixQolJydbp125ckXLly9X1apV7ViZLScnJ61fv14bN27Mt22VKlW0aNEim2mrVq1SuXLliqWWXr16KTo6WmvWrNGaNWsUHR2tyMjIPNsbhqFu3brpr7/+0ldffaW9e/cqNDRUbdq0UVJSkrVdZGSkDh06pK+//lq///67HnzwQfXs2VN79+61tvn8888VGRmpfv366ddff9XPP/+sXr162axvzpw5mjBhgsaOHav9+/dr/fr1ioiIKJZtBwAAAP7NCOIoFnfeeaeqVq2qL774wjrtiy++UJUqVdSwYUObtoZhaObMmapRo4bc3d11++2321yxzcjI0IABA1S9enW5u7srLCxMb7zxhs0yoqKi1K1bN7322muqWLGi/P399eSTT+Y7Yrenp6f69eunsWPH5rtNffv2zfHlwsKFC9W3b998583PwYMHtWbNGr3//vsKDw9XeHi43nvvPX3zzTc6dOhQrvP8+eef2r59u95++23dddddCgsL0/z583Xp0iUtX77c2m7btm0aPny4mjRpoho1amjixIkqX768fvnlF0lSenq6nn76ac2aNUtDhw5VrVq1FBYWpocffti6jPj4eE2cOFEffvihevXqpVtuuUW33XabunTpcsPbDgAAAPzbEcRRbPr162dzBXnhwoXq379/jnYTJ07UokWL9Pbbb2v//v165pln1Lt3b23atEmSlJmZqcqVK+uTTz7RgQMH9OKLL2r8+PH65JNPbJazceNGHTlyRBs3btSSJUu0ePFiLV68ON86J0+erN9//z3X7trXatSokapXr67PP/9cknTixAn99NNP171qnaVly5bX7Y6/bds2+fj4qGnTptZpd999t3x8fLR169Zc50lJSZEkubm5Wac5OjrKxcVFW7ZssU675557tHLlSsXFxSkzM1MrVqxQSkqKWrZsKUn65Zdf9M8//8jBwUENGzZUxYoV1aFDB+3fv9+6jHXr1ikzM1P//POP6tSpo8qVK6tHjx46ceJEvtsOAAAA4PoI4jeBOXOkypXz/9e1a855u3Yt2Lxz5tx4nZGRkdqyZYv+/vtvHTt2TD///LN69+5t0yYpKUlz5szRwoULFRERoRo1aigqKkq9e/fWO++8I0lydnbWlClTdNddd6l69ep6/PHHFRUVlSOI+/r6at68eapdu7Y6d+6sTp06af369fnWGRISoqeffloTJkxQenr6ddv269dPCxculCQtWrRIHTt2VIUKFfJdR9WqVVWxYsU8n4+NjVVgYGCO6YGBgYqNjc11ntq1ays0NFTjxo1TfHy8UlNT9corryg2NlanTp2ytlu5cqXS09Pl7+8vV1dXDRkyRKtWrdItt9wiSfrrr78kXf1CYuLEifrmm2/k6+urFi1aKC4uztomMzNT06dP1+uvv67PPvtMcXFxatu2rVJTU/PdfgAAAAB54+fLbgKJiVeH3M9PlSo5p509W7B5ExMLX1d2AQEB6tSpk5YsWSLDMNSpUycFBATYtDlw4ICuXLmitm3b2kxPTU216cK+YMECvf/++zp27JiSk5OVmpqqO+64w2ae2267TY6OjtbHFStW1O+//16gWp9//nm98847WrhwoXr06JFnu969e2vs2LH666+/tHjxYr355psFWv6HH36Yb5vcfnfbMIw8f4/b2dlZn3/+uQYMGCA/Pz85OjqqTZs26tChg027iRMnKj4+Xj/88IMCAgL05Zdf6pFHHtHmzZtVv359ZWZmSpImTJighx56SNLVLxkqV66sTz/9VEOGDFFmZqbS0tL05ptvql27dpKk5cuXKzg4WBs3buRecQAAAOAGEMRvAt7eV3/3Lj+5XaitUKFg83p7F76u3PTv3986svZbb72V4/msELh69WpVylaYq6urJOmTTz7RM888o9mzZys8PFxeXl6aNWuWduzYYdPe2dnZ5rHFYrEuPz/ly5fXuHHjNGXKFHXu3DnPdv7+/urcubMGDBigK1euqEOHDrp48WKB1nE9wcHBOn36dI7pZ8+eVVBQUJ7zNWrUSNHR0UpISFBqaqoqVKigpk2bqnHjxpKkI0eOaN68edq3b59uu+02SdLtt9+uzZs366233tKCBQusV+rr1q1rXa6rq6tq1Kih48ePS1KubSpUqKCAgABrGwAAAABFQxC/CYwadfVfUXz9dfHWkp/27dtbuy7ndtW0bt26cnV11fHjx9WiRYtcl7F582Y1a9ZMw4YNs047cuRIsdc6fPhwvfnmmzkGgsuuf//+6tixo55//nmbK/A3Ijw8XAkJCdq5c6eaNGkiSdqxY4cSEhLUrFmzfOf38fGRdHUAt927d+vll1+WJF2+fFmS5OBge9eJo6Oj9UuKRo0aydXVVYcOHdI999wjSUpLS9Pff/+t0NBQSVLz5s0lSYcOHVLlypUlSXFxcTp37py1DQAAAFDadeokxcVJfn72rsQWQRzFytHRUQcPHrT+f3ZeXl4aM2aMnnnmGWVmZuqee+5RYmKitm7dqnLlyqlv37669dZb9eGHH+r7779X9erVtXTpUu3atUvVq1cv1lrd3Nw0ZcoUPfnkk9dt1759e509e1beheg20KdPH1WqVEkzZszI9fk6deqoffv2GjRokPXe+MGDB6tz584KCwuztqtdu7ZmzJih7t27S5I+/fRTVahQQVWrVtXvv/+up59+Wt26dbN2H69du7ZuvfVWDRkyRK+99pr8/f315Zdfat26dfrmm28kSd7e3ho6dKgmTZqkKlWqKDQ0VLNmzZIkPfLII5KkWrVq6YEHHtDTTz+td999V97e3ho3bpxq166tVq1aFXg/AAAAAPb0/z9qlzoEcRS7/ALryy+/rMDAQM2YMUN//fWXypcvrzvvvFPjx4+XJA0dOlTR0dHq2bOnLBaLHnvsMQ0bNkzfffddsdfat29fzZ49WwcOHMizjcViyXGve36OHz+e46p0dsuWLdOIESOsIbpr166aN2+eTZtDhw4pISHB+vjUqVMaNWqUTp8+rYoVK6pPnz564YUXrM87Ozvr22+/1dixY9WlSxddunRJt956q5YsWaKOHTta282aNUtOTk6KjIxUcnKymjZtqg0bNsjX19fa5sMPP9QzzzyjTp06ycHBQS1atNCaNWty3BIAAAAAlDZnz55VYhEGwiqO21ALwmIYhmHKmiBJSkxMlI+PjxISEmwC65UrV3T06FFVr17d5uepgJsFxzAAAABKg7Nnz2pov366UoRQnZaernVbt+bIa8WNK+IAAAAAgDIjMTFRVy5e1FP33afK/v6FmvdwTIzWbd1aQpX9H4I4AAAAAKDMqezvr75vRup0gruCfJK1edrafOe5dOWKCZURxAEAAAAAZdTpBHfFxHnYu4wcrj+aFAAAAAAAKFYEcQAAAAAATEQQL2UyMzPtXQJQJBy7AAAAQMFwj3gp4eLiIgcHB8XExKhChQpycXGRxWKxd1lAvgzDUGpqqs6ePSsHBwe5uLjYuyQAAACgVCOIlxIODg6qXr26Tp06pZiYGHuXAxSah4eHqlatKgcHOtoAAAAA10MQL0VcXFxUtWpVpaenKyMjw97lAAXm6OgoJycnenEAAAAABUAQL2UsFoucnZ3l7Oxs71IAAAAAACWAPqQAAAAAAJiIK+IAAAAAgDJp6mPRupzqKA+X0nXrL0EcAAAAAFAm9Wh+zN4l5Iqu6QAAAAAAmIggDgAAAACAieiaDgAAAAAokw7HeCk90yInB0O1Qi7auxwru14R/+mnn9SlSxeFhITIYrHoyy+/tHneMAxNnjxZISEhcnd3V8uWLbV//36bNikpKRo+fLgCAgLk6emprl276uTJkzZt4uPjFRkZKR8fH/n4+CgyMlIXLlywaXP8+HF16dJFnp6eCggI0IgRI5SammrT5vfff1eLFi3k7u6uSpUq6aWXXpJhGMW2PwAAAAAAxafz9PvV5LlO6jz9fnuXYsOuQTwpKUm333675s2bl+vzM2fO1Jw5czRv3jzt2rVLwcHBatu2rS5e/L9vMkaOHKlVq1ZpxYoV2rJliy5duqTOnTsrI+P/RsXr1auXoqOjtWbNGq1Zs0bR0dGKjIy0Pp+RkaFOnTopKSlJW7Zs0YoVK/T5559r9OjR1jaJiYlq27atQkJCtGvXLs2dO1evvfaa5syZUwJ7BgAAAABQVtm1a3qHDh3UoUOHXJ8zDEOvv/66JkyYoAcffFCStGTJEgUFBenjjz/WkCFDlJCQoA8++EBLly5VmzZtJEkfffSRqlSpoh9++EERERE6ePCg1qxZo+3bt6tp06aSpPfee0/h4eE6dOiQwsLCtHbtWh04cEAnTpxQSEiIJGn27NmKiorStGnT5O3trWXLlunKlStavHixXF1dVa9ePR0+fFhz5szRqFGjZLFYTNhjAAAAAICbXakdrO3o0aOKjY1Vu3btrNNcXV3VokULbd26VZK0Z88epaWl2bQJCQlRvXr1rG22bdsmHx8fawiXpLvvvls+Pj42berVq2cN4ZIUERGhlJQU7dmzx9qmRYsWcnV1tWkTExOjv//+u/h3AAAAAACgTCq1g7XFxsZKkoKCgmymBwUF6dixY9Y2Li4u8vX1zdEma/7Y2FgFBgbmWH5gYKBNm+zr8fX1lYuLi02batWq5VhP1nPVq1fPdTtSUlKUkpJifZyYmChJSk9PV3p6eh5bDwAAAAAoiszMTDk6OSkzW6/ljDza28xrUk/nUhvEs2Tv8m0YRr7dwLO3ya19cbTJGqjtevXMmDFDU6ZMyTF99+7d8vT0vM5WAAAAAAAKKzk5WR26d1dsQIDSdDWrpcmi6Gt6N+flXIUKJV2epFIcxIODgyVdvdpcsWJF6/QzZ85Yr0QHBwcrNTVV8fHxNlfFz5w5o2bNmlnbnD59Osfyz549a7OcHTt22DwfHx+vtLQ0mzZZV8evXY+U86r9tcaNG6dRo0ZZHycmJqpKlSpq3LixvL2989kLAAAAAIDCOHr0qN6cMUMvd+0qZ129eOosQ3dc01M5L7+fPVvS5UkqxUG8evXqCg4O1rp169SwYUNJUmpqqjZt2qRXX31VktSoUSM5Oztr3bp16tGjhyTp1KlT2rdvn2bOnClJCg8PV0JCgnbu3KkmTZpIknbs2KGEhARrWA8PD9e0adN06tQpa+hfu3atXF1d1ahRI2ub8ePHKzU1VS4uLtY2ISEhObqsX8vV1dXmvvIsTk5OcnIqtbsfAAAAAG5KDg4OykhPl0O2n5p2LMi8Jv08tV0Ha7t06ZKio6MVHR0t6eo3F9HR0Tp+/LgsFotGjhyp6dOna9WqVdq3b5+ioqLk4eGhXr16SZJ8fHw0YMAAjR49WuvXr9fevXvVu3dv1a9f3zqKep06ddS+fXsNGjRI27dv1/bt2zVo0CB17txZYWFhkqR27dqpbt26ioyM1N69e7V+/XqNGTNGgwYNsl617tWrl1xdXRUVFaV9+/Zp1apVmj59OiOmAwAAAAAKxa6XZHfv3q1WrVpZH2d14e7bt68WL16s5557TsnJyRo2bJji4+PVtGlTrV27Vl5eXtZ5/vOf/8jJyUk9evRQcnKyWrdurcWLF8vR8f++71i2bJlGjBhhHV29a9euNr9d7ujoqNWrV2vYsGFq3ry53N3d1atXL7322mvWNj4+Plq3bp2efPJJNW7cWL6+vho1apRNt3MAAAAAAPJjMQyTrr1D0tV7xH18fJSQkMA94gAAAABQzI4cOaIR/fvrle7d5eESqoxMixwdDAX7Xsl33t+OHVOzceNKPK9xkzIAAAAAoEwqSPi2B7veIw4AAAAAwL8NQRwAAAAAABPRNR0AAAAAUCYtXH+Lkq44ydMtXf1bH7F3OVYEcQAAAABAmfTKqnqKifNQiN/lUhXE6ZoOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYiCAOAAAAAICJCOIAAAAAAJjIyd4FAAAAAABQEm4Nvihv9zQF+lyxdyk2COIAAAAAgDLp24kb7F1CruiaDgAAAACAiQjiAAAAAACYiCAOAAAAAICJuEccAAAAAFAm9Z8XrvMXXeXvlaKFT22zdzlWBHEAAAAAQJm05Y9AxcR5KMTvsr1LsUHXdAAAAAAATEQQBwAAAADARARxAAAAAABMRBAHAAAAAMBEBHEAAAAAAExEEAcAAAAAwEQEcQAAAAAATEQQBwAAAADARE72LgAAAAAAgJIQ1eqIEi87y9sjzd6l2CCIAwAAAADKpPEP7bN3CbmiazoAAAAAACYiiAMAAAAAYCKCOAAAAAAAJuIecQAAAABAmVTrqQcUE+ehEL/LOjzvK3uXY8UVcQAAAAAATEQQBwAAAADARARxAAAAAABMRBAHAAAAAMBEBHEAAAAAAExEEAcAAAAAwEQEcQAAAAAATEQQBwAAAADARARxAAAAAABM5GTvAgAAAAAAKAnvD9um1DQHuThn2rsUGwRxAAAAAECZdF/dM/YuIVd0TQcAAAAAwEQEcQAAAAAATETXdAAAAABAmfTTgUDrPeKlqZs6QRwAAAAAUCYNnB+umDgPhfhd1uF5X9m7HCu6pgMAAAAAYCKCOAAAAAAAJiKIAwAAAABgIoI4AAAAAAAmIogDAAAAAGAigjgAAAAAACYiiAMAAAAAYCKCOAAAAAAAJiKIAwAAAABgIid7FwAAAAAAQEk4PO8re5eQK66IAwAAAABgIoI4AAAAAAAmIogDAAAAAGAi7hEHAAAAAJRJ0z+vp8TLzvL2SNP4h/bZuxwrgjgAAAAAoExavPEWxcR5KMTvcqkK4nRNBwAAAADARARxAAAAAABMRBAHAAAAAMBEBHEAAAAAAExEEAcAAAAAwEQEcQAAAAAATEQQBwAAAADARARxAAAAAABM5GTvAgAAAAAAKAn31D6j8xdd5e+VYu9SbBDEAQAAAABl0sKnttm7hFzRNR0AAAAAABMRxAEAAAAAMBFBHAAAAAAAE3GPOAAAAACgTOo49X6dSXBToM8VfTtxg73LsSKIAwAAAADKpP/FeikmzkOJyc72LsUGXdMBAAAAADARQRwAAAAAABMRxAEAAAAAMFGpDuLp6emaOHGiqlevLnd3d9WoUUMvvfSSMjMzrW0Mw9DkyZMVEhIid3d3tWzZUvv377dZTkpKioYPH66AgAB5enqqa9euOnnypE2b+Ph4RUZGysfHRz4+PoqMjNSFCxds2hw/flxdunSRp6enAgICNGLECKWmppbY9gMAAAAAyp5SHcRfffVVLViwQPPmzdPBgwc1c+ZMzZo1S3PnzrW2mTlzpubMmaN58+Zp165dCg4OVtu2bXXx4kVrm5EjR2rVqlVasWKFtmzZokuXLqlz587KyMiwtunVq5eio6O1Zs0arVmzRtHR0YqMjLQ+n5GRoU6dOikpKUlbtmzRihUr9Pnnn2v06NHm7AwAAAAAQJlQqkdN37Ztmx544AF16tRJklStWjUtX75cu3fvlnT1avjrr7+uCRMm6MEHH5QkLVmyREFBQfr44481ZMgQJSQk6IMPPtDSpUvVpk0bSdJHH32kKlWq6IcfflBERIQOHjyoNWvWaPv27WratKkk6b333lN4eLgOHTqksLAwrV27VgcOHNCJEycUEhIiSZo9e7aioqI0bdo0eXt7m717AAAAAAA3oVIdxO+55x4tWLBAhw8fVq1atfTrr79qy5Ytev311yVJR48eVWxsrNq1a2edx9XVVS1atNDWrVs1ZMgQ7dmzR2lpaTZtQkJCVK9ePW3dulURERHatm2bfHx8rCFcku6++275+Pho69atCgsL07Zt21SvXj1rCJekiIgIpaSkaM+ePWrVqlWu25CSkqKUlBTr48TERElXu92np6cXy34CAAAAAFyVmZkpRycnZVosNtMz8mhvM2+2eUpKqQ7izz//vBISElS7dm05OjoqIyND06ZN02OPPSZJio2NlSQFBQXZzBcUFKRjx45Z27i4uMjX1zdHm6z5Y2NjFRgYmGP9gYGBNm2yr8fX11cuLi7WNrmZMWOGpkyZkmP67t275enped3tBwAAAAAUTnJysjp0767YgACl6WqwTpNF0a6u+c57rkKFki5PUikP4itXrtRHH32kjz/+WLfddpuio6M1cuRIhYSEqG/fvtZ2lmzfWhiGkWNadtnb5Na+KG2yGzdunEaNGmV9nJiYqCpVqqhx48Z0ZwcAAACAYnb06FG9OWOGXu7aVRO6/66kK07ydEvXHdf0VM7L72fPmlBhKQ/izz77rMaOHatHH31UklS/fn0dO3ZMM2bMUN++fRUcHCzp6tXqihUrWuc7c+aM9ep1cHCwUlNTFR8fb3NV/MyZM2rWrJm1zenTp3Os/+zZszbL2bFjh83z8fHxSktLy3Gl/Fqurq5yzeWbFycnJzk5lerdDwAAAAA3HQcHB2Wkp8vBMDSw9ZHCzWsYJVRVtvWYspYiunz5shwcbEt0dHS0/nxZ9erVFRwcrHXr1lmfT01N1aZNm6whu1GjRnJ2drZpc+rUKe3bt8/aJjw8XAkJCdq5c6e1zY4dO5SQkGDTZt++fTp16pS1zdq1a+Xq6qpGjRoV85YDAAAAAMqqUn1JtkuXLpo2bZqqVq2q2267TXv37tWcOXPUv39/SVe7io8cOVLTp09XzZo1VbNmTU2fPl0eHh7q1auXJMnHx0cDBgzQ6NGj5e/vLz8/P40ZM0b169e3jqJep04dtW/fXoMGDdI777wjSRo8eLA6d+6ssLAwSVK7du1Ut25dRUZGatasWYqLi9OYMWM0aNAgupgDAAAAAAqsVAfxuXPn6oUXXtCwYcN05swZhYSEaMiQIXrxxRetbZ577jklJydr2LBhio+PV9OmTbV27Vp5eXlZ2/znP/+Rk5OTevTooeTkZLVu3VqLFy+Wo6Ojtc2yZcs0YsQI6+jqXbt21bx586zPOzo6avXq1Ro2bJiaN28ud3d39erVS6+99poJewIAAAAAUFix8W7KyLTI0cFQsO8Ve5djZTEMkzrBQ9LVwdp8fHyUkJDAlXQAAAAAKGZHjhzRiP799Ur37mr/8mDFxHkoxO+yDs/7Kt95fzt2TM3GjSvxvFaq7xEHAAAAAKCsIYgDAAAAAGAigjgAAAAAACYiiAMAAAAAYCKCOAAAAAAAJiKIAwAAAABgIoI4AAAAAAAmIogDAAAAAGAigjgAAAAAACZysncBAAAAAACUhG/Gb1B6pkVODoa9S7FBEAcAAAAAlEm1Qi7au4Rc0TUdAAAAAAATEcQBAAAAADARXdMBAAAAAGXSJz+H6nKqozxcMtSj+TF7l2NFEAcAAAAAlEkTl9+hmDgPhfhdLlVBnK7pAAAAAACYiCAOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYiCAOAAAAAICJnOxdAAAAAAAAJSHIJ9nmv6UFQRwAAAAAUCZtnrbW3iXkiq7pAAAAAACYiCAOAAAAAICJCOIAAAAAAJiIe8QBAAAAAGXS8PfvUvwlF/mWS9XcgbvsXY4VQRwAAAAAUCZ9Hx2imDgPhfhdtncpNuiaDgAAAACAiQjiAAAAAACYiCAOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYyMneBQAAAAAAUBIeCT+mC0kuKu+Zau9SbBDEAQAAAABl0rTHo+1dQq7omg4AAAAAgIkI4gAAAAAAmIggDgAAAACAibhHHAAAAABQJjUc3UmxF9wVXD5Ze2evtnc5VlwRBwAAAACUSUkpTrqY7KyklNJ1DZogDgAAAACAiQjiAAAAAACYiCAOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYqHT9qjkAAAAAAMXkjf67lJzqKHeXDHuXYoMgDgAAAAAokzrcGWPvEnJF13QAAAAAAExEEAcAAAAAwER0TQcAAAAAlEl7//JVarqDXJwy1bBGvL3LsSKIAwAAAADKpJ5z7lNMnIdC/C7r8Lyv7F2OFV3TAQAAAAAwEUEcAAAAAAATEcQBAAAAADARQRwAAAAAABMRxAEAAAAAMBFBHAAAAAAAExHEAQAAAAAwEUEcAAAAAAATEcQBAAAAADCRk70LAAAAAACgJOyZtVqGIVks9q7EFkEcAAAAAFAmebmn27uEXNE1HQAAAAAAExHEAQAAAAAwEV3TAQAAAABl0tzVYUpMdpa3e5qGdzpk73KsCOIAAAAAgDJp7ne1FRPnoRC/y6UqiNM1HQAAAAAAExUpiB89erS46wAAAAAA4F+hSEH81ltvVatWrfTRRx/pypUrxV0TAAAAAABlVpGC+K+//qqGDRtq9OjRCg4O1pAhQ7Rz587irg0AAAAAgDKnSEG8Xr16mjNnjv755x8tWrRIsbGxuueee3Tbbbdpzpw5Onv2bHHXCQAAAABAmXBDg7U5OTmpe/fu+uSTT/Tqq6/qyJEjGjNmjCpXrqw+ffro1KlTxVUnAAAAAABlwg0F8d27d2vYsGGqWLGi5syZozFjxujIkSPasGGD/vnnHz3wwAPFVScAAAAAAGVCkYL4nDlzVL9+fTVr1kwxMTH68MMPdezYMU2dOlXVq1dX8+bN9c477+iXX3654QL/+ecf9e7dW/7+/vLw8NAdd9yhPXv2WJ83DEOTJ09WSEiI3N3d1bJlS+3fv99mGSkpKRo+fLgCAgLk6emprl276uTJkzZt4uPjFRkZKR8fH/n4+CgyMlIXLlywaXP8+HF16dJFnp6eCggI0IgRI5SamnrD2wgAAAAA+PcoUhB/++231atXLx0/flxffvmlOnfuLAcH20VVrVpVH3zwwQ0VFx8fr+bNm8vZ2VnfffedDhw4oNmzZ6t8+fLWNjNnztScOXM0b9487dq1S8HBwWrbtq0uXrxobTNy5EitWrVKK1as0JYtW3Tp0iV17txZGRkZ1ja9evVSdHS01qxZozVr1ig6OlqRkZHW5zMyMtSpUyclJSVpy5YtWrFihT7//HONHj36hrYRAAAAAFAy7qgWpya3ntMd1eLsXYoNi2EYhr2LyMvYsWP1888/a/Pmzbk+bxiGQkJCNHLkSD3//POSrl79DgoK0quvvqohQ4YoISFBFSpU0NKlS9WzZ09JUkxMjKpUqaJvv/1WEREROnjwoOrWravt27eradOmkqTt27crPDxcf/zxh8LCwvTdd9+pc+fOOnHihEJCQiRJK1asUFRUlM6cOSNvb+8CbVNiYqJ8fHyUkJBQ4HkAAAAAAAVz5MgRjejfX690764aQUGFmve3Y8fUbNy4Es9rTkWZadGiRSpXrpweeeQRm+mffvqpLl++rL59+xZLcV9//bUiIiL0yCOPaNOmTapUqZKGDRumQYMGSZKOHj2q2NhYtWvXzjqPq6urWrRooa1bt2rIkCHas2eP0tLSbNqEhISoXr162rp1qyIiIrRt2zb5+PhYQ7gk3X333fLx8dHWrVsVFhambdu2qV69etYQLkkRERFKSUnRnj171KpVq1y3ISUlRSkpKdbHiYmJkqT09HSlp6cXy34CAAAAAFyVmZkpRycnZVosysi/ue28FkuJ1JRdkYL4K6+8ogULFuSYHhgYqMGDBxdbEP/rr7/09ttva9SoURo/frx27typESNGyNXVVX369FFsbKwkKSjbtxxBQUE6duyYJCk2NlYuLi7y9fXN0SZr/tjYWAUGBua6Pde2yb4eX19fubi4WNvkZsaMGZoyZUqO6bt375anp2d+uwAAAAAAUAjJycnq0L27YgMClODiUqh5z1WoUEJV2SpSED927JiqV6+eY3poaKiOHz9+w0VlyczMVOPGjTV9+nRJUsOGDbV//369/fbb6tOnj7WdJdu3FoZh5JiWXfY2ubUvSpvsxo0bp1GjRlkfJyYmqkqVKmrcuDFd0wEAAACgmB09elRvzpihl7t2VfVcLrhez+9nz5ZQVbaKFMQDAwP122+/qVq1ajbTf/31V/n7+xdHXZKkihUrqm7dujbT6tSpo88//1ySFBwcLOnq1eqKFSta25w5c8Z69To4OFipqamKj4+3uSp+5swZNWvWzNrm9OnTOdZ/9uxZm+Xs2LHD5vn4+HilpaXluFJ+LVdXV7m6uuaY7uTkJCenIu1+AAAAAEAeHBwclJGeLgfD0GOv3atziW4K8L6iT8bkPvaYzbwmDaFWpFHTH330UY0YMUIbN25URkaGMjIytGHDBj399NN69NFHi6245s2b69ChQzbTDh8+rNDQUElS9erVFRwcrHXr1lmfT01N1aZNm6whu1GjRnJ2drZpc+rUKe3bt8/aJjw8XAkJCdq5c6e1zY4dO5SQkGDTZt++fTp16pS1zdq1a+Xq6qpGjRoV2zYDAAAAAIpH9N9+2vm/AEX/7WfvUmwU6ZLs1KlTdezYMbVu3dp6VTczM1N9+vSxdiMvDs8884yaNWum6dOnq0ePHtq5c6feffddvfvuu5KudhUfOXKkpk+frpo1a6pmzZqaPn26PDw81KtXL0mSj4+PBgwYoNGjR8vf319+fn4aM2aM6tevrzZt2ki6epW9ffv2GjRokN555x1J0uDBg9W5c2eFhYVJktq1a6e6desqMjJSs2bNUlxcnMaMGaNBgwbRxRwAAAAAUGBFCuIuLi5auXKlXn75Zf36669yd3dX/fr1rVeqi8tdd92lVatWady4cXrppZdUvXp1vf7663r88cetbZ577jklJydr2LBhio+PV9OmTbV27Vp5eXlZ2/znP/+Rk5OTevTooeTkZLVu3VqLFy+Wo6Ojtc2yZcs0YsQI6+jqXbt21bx586zPOzo6avXq1Ro2bJiaN28ud3d39erVS6+99lqxbjMAAAAAoGwr1b8jXhbxO+IAAAAAUHKu/R3x9i8PVkych0L8LuvwvK/ynbdU/454RkaGFi9erPXr1+vMmTPKzMy0eX7Dhg3FUhwAAAAAAGVNkYL4008/rcWLF6tTp06qV69evj8VBgAAAAAAripSEF+xYoU++eQTdezYsbjrAQAAAACgTCvSz5e5uLjo1ltvLe5aAAAAAAAo84oUxEePHq033nhDjPMGAAAAAEDhFKlr+pYtW7Rx40Z99913uu222+Ts7Gzz/BdffFEsxQEAAAAAUFTDO/yhxGRnebun2bsUG0UK4uXLl1f37t2LuxYAAAAAAIrN8E6H7F1CrooUxBctWlTcdQAAAAAA8K9QpHvEJSk9PV0//PCD3nnnHV28eFGSFBMTo0uXLhVbcQAAAAAAlDVFuiJ+7NgxtW/fXsePH1dKSoratm0rLy8vzZw5U1euXNGCBQuKu04AAAAAAArlYrKTDEOyWCQv93R7l2NVpCviTz/9tBo3bqz4+Hi5u7tbp3fv3l3r168vtuIAAAAAACiqRs92UsjAR9To2U72LsVGkUdN//nnn+Xi4mIzPTQ0VP/880+xFAYAAAAAQFlUpCvimZmZysjIyDH95MmT8vLyuuGiAAAAAAAoq4oUxNu2bavXX3/d+thisejSpUuaNGmSOnbsWFy1AQAAAABQ5hSpa/p//vMftWrVSnXr1tWVK1fUq1cv/fnnnwoICNDy5cuLu0YAAAAAAMqMIgXxkJAQRUdHa/ny5frll1+UmZmpAQMG6PHHH7cZvA0AAAAAANgqUhCXJHd3d/Xv31/9+/cvznoAAAAAACjTihTEP/zww+s+36dPnyIVAwAAAABAWVekIP7000/bPE5LS9Ply5fl4uIiDw8PgjgAAAAAAHko0qjp8fHxNv8uXbqkQ4cO6Z577mGwNgAAAAAArqPI94hnV7NmTb3yyivq3bu3/vjjj+JaLAAAAAAARbJy1E9KTXeQi1OmvUuxUWxBXJIcHR0VExNTnIsEAAAAAKBIGtaIt3cJuSpSEP/6669tHhuGoVOnTmnevHlq3rx5sRQGAAAAAEBZVKQg3q1bN5vHFotFFSpU0P3336/Zs2cXR10AAAAAAJRJRQrimZmlq389AAAAAADZffdLiJJTHeXukqEOd5ae26iL9R5xAAAAAABKi6cX3qWYOA+F+F1Whzu/snc5VkUK4qNGjSpw2zlz5hRlFQAAAAAAlElFCuJ79+7VL7/8ovT0dIWFhUmSDh8+LEdHR915553WdhaLpXiqBAAAAACgjChSEO/SpYu8vLy0ZMkS+fr6SpLi4+PVr18/3XvvvRo9enSxFgkAAAAAQFnhUJSZZs+erRkzZlhDuCT5+vpq6tSpjJoOAAAAAMB1FCmIJyYm6vTp0zmmnzlzRhcvXrzhogAAAAAAKKuKFMS7d++ufv366bPPPtPJkyd18uRJffbZZxowYIAefPDB4q4RAAAAAIAyo0j3iC9YsEBjxoxR7969lZaWdnVBTk4aMGCAZs2aVawFAgAAAABQlhQpiHt4eGj+/PmaNWuWjhw5IsMwdOutt8rT07O46wMAAAAAoEwpUtf0LKdOndKpU6dUq1YteXp6yjCM4qoLAAAAAIAb4umaLi/3NHm6ptu7FBtFuiJ+/vx59ejRQxs3bpTFYtGff/6pGjVqaODAgSpfvjwjpwMAAAAA7G7v7NX2LiFXRboi/swzz8jZ2VnHjx+Xh4eHdXrPnj21Zs2aYisOAAAAAICypkhXxNeuXavvv/9elStXtples2ZNHTt2rFgKAwAAAACgLCrSFfGkpCSbK+FZzp07J1dX1xsuCgAAAACAsqpIQfy+++7Thx9+aH1ssViUmZmpWbNmqVWrVsVWHAAAAAAARTVh2R168t0mmrDsDnuXYqNIXdNnzZqlli1bavfu3UpNTdVzzz2n/fv3Ky4uTj///HNx1wgAAAAAQKF9ui1UMXEeCvG7rGmPR9u7HKsiXRGvW7eufvvtNzVp0kRt27ZVUlKSHnzwQe3du1e33HJLcdcIAAAAAECZUegr4mlpaWrXrp3eeecdTZkypSRqAgAAAACgzCr0FXFnZ2ft27dPFoulJOoBAAAAAKBMK1LX9D59+uiDDz4o7loAAAAAACjzijRYW2pqqt5//32tW7dOjRs3lqenp83zc+bMKZbiAAAAAAAoawoVxP/66y9Vq1ZN+/bt05133ilJOnz4sE0buqwDAAAAAJC3QgXxmjVr6tSpU9q4caMkqWfPnnrzzTcVFBRUIsUBAAAAAFDWFOoeccMwbB5/9913SkpKKtaCAAAAAAAoy4p0j3iW7MEcAAAAAIDSIuKOGMVfcpFvuVR7l2KjUEHcYrHkuAece8IBAAAAAKXR3IG77F1CrgoVxA3DUFRUlFxdXSVJV65c0dChQ3OMmv7FF18UX4UAAAAAAJQhhQriffv2tXncu3fvYi0GAAAAAICyrlBBfNGiRSVVBwAAAAAA/wo3NFgbAAAAAACl1b0T2ul0gruCfJK1edpae5djRRAHAAAAAJRJpxPcFRPnYe8ycijU74gDAAAAAIAbQxAHAAAAAMBEBHEAAAAAAExEEAcAAAAAwEQEcQAAAAAATEQQBwAAAADARARxAAAAAABMRBAHAAAAAMBETvYuAAAAAACAkjD1sWhdTnWUh0uGvUuxQRAHAAAAAJRJPZofs3cJuaJrOgAAAAAAJiKIAwAAAABgIrqmAwAAAADKpMMxXkrPtMjJwVCtkIv2LseKIA4AAAAAKJM6T79fMXEeCvG7rMPzvrJ3OVZ0TQcAAAAAwEQEcQAAAAAATEQQBwAAAADARARxAAAAAABMRBAHAAAAAMBEBHEAAAAAAExEEAcAAAAAwEQEcQAAAAAATEQQBwAAAADARE72LgAAAAAAgJLw08vfKyPTIkcHw96l2CCIAwAAAADKpGDfK/YuIVc3Vdf0GTNmyGKxaOTIkdZphmFo8uTJCgkJkbu7u1q2bKn9+/fbzJeSkqLhw4crICBAnp6e6tq1q06ePGnTJj4+XpGRkfLx8ZGPj48iIyN14cIFmzbHjx9Xly5d5OnpqYCAAI0YMUKpqakltbkAAAAAgDLopgniu3bt0rvvvqsGDRrYTJ85c6bmzJmjefPmadeuXQoODlbbtm118eJFa5uRI0dq1apVWrFihbZs2aJLly6pc+fOysjIsLbp1auXoqOjtWbNGq1Zs0bR0dGKjIy0Pp+RkaFOnTopKSlJW7Zs0YoVK/T5559r9OjRJb/xAAAAAIAy46bomn7p0iU9/vjjeu+99zR16lTrdMMw9Prrr2vChAl68MEHJUlLlixRUFCQPv74Yw0ZMkQJCQn64IMPtHTpUrVp00aS9NFHH6lKlSr64YcfFBERoYMHD2rNmjXavn27mjZtKkl67733FB4erkOHDiksLExr167VgQMHdOLECYWEhEiSZs+eraioKE2bNk3e3t4m7xUAAAAAwPUsXH+Lkq44ydMtXf1bH7F3OVY3RRB/8skn1alTJ7Vp08YmiB89elSxsbFq166ddZqrq6tatGihrVu3asiQIdqzZ4/S0tJs2oSEhKhevXraunWrIiIitG3bNvn4+FhDuCTdfffd8vHx0datWxUWFqZt27apXr161hAuSREREUpJSdGePXvUqlWrXGtPSUlRSkqK9XFiYqIkKT09Xenp6Te+cwAAAAAAVpmZmXJ0clKmxaJXVtVTTJyHQvwuq28BgnimxWJChTdBEF+xYoV++eUX7dq1K8dzsbGxkqSgoCCb6UFBQTp27Ji1jYuLi3x9fXO0yZo/NjZWgYGBOZYfGBho0yb7enx9feXi4mJtk5sZM2ZoypQpOabv3r1bnp6eec4HAAAAACi85ORkdejeXbEBAUrT1WCdJouiXV3znfdchQolXZ6kUh7ET5w4oaefflpr166Vm5tbnu0s2b61MAwjx7TssrfJrX1R2mQ3btw4jRo1yvo4MTFRVapUUePGjenODgAAAADF7OjRo3pzxgy93LWrnHX1Z8ucZeiOa3oq5+X3s2dLujxJpTyI79mzR2fOnFGjRo2s0zIyMvTTTz9p3rx5OnTokKSrV6srVqxobXPmzBnr1evg4GClpqYqPj7e5qr4mTNn1KxZM2ub06dP51j/2bNnbZazY8cOm+fj4+OVlpaW40r5tVxdXeWayzcvTk5OcnIq1bsfAAAAAG46Dg4OykhPl4Nh+9vhjgWZ1zDn98ZL9ajprVu31u+//67o6Gjrv8aNG+vxxx9XdHS0atSooeDgYK1bt846T2pqqjZt2mQN2Y0aNZKzs7NNm1OnTmnfvn3WNuHh4UpISNDOnTutbXbs2KGEhASbNvv27dOpU6esbdauXStXV1ebLwoAAAAAALieUn1J1svLS/Xq1bOZ5unpKX9/f+v0kSNHavr06apZs6Zq1qyp6dOny8PDQ7169ZIk+fj4aMCAARo9erT8/f3l5+enMWPGqH79+tZR1OvUqaP27dtr0KBBeueddyRJgwcPVufOnRUWFiZJateunerWravIyEjNmjVLcXFxGjNmjAYNGkQXcwAAAABAgZXqIF4Qzz33nJKTkzVs2DDFx8eradOmWrt2rby8vKxt/vOf/8jJyUk9evRQcnKyWrdurcWLF8vR8f86JyxbtkwjRoywjq7etWtXzZs3z/q8o6OjVq9erWHDhql58+Zyd3dXr1699Nprr5m3sQAAAACAm57FMEzqBA9JVwdr8/HxUUJCAlfSAQAAAKCYHTlyRCP699cr3bur/cuDrT9fdnjeV/nO+9uxY2o2blyJ57VSfY84AAAAAABlzU3fNR0AAAAAgNzcGnxR3u5pCvS5Yu9SbBDEAQAAAABl0rcTN9i7hFzRNR0AAAAAABMRxAEAAAAAMBFBHAAAAAAAE3GPOAAAAACgTOo/L1znL7rK3ytFC5/aZu9yrAjiAAAAAIAyacsfgdbfES9N6JoOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYiCAOAAAAAICJCOIAAAAAAJjIyd4FAAAAAABQEqJaHVHiZWd5e6TZuxQbBHEAAAAAQJk0/qF99i4hV3RNBwAAAADARARxAAAAAABMRBAHAAAAAMBE3CMOAAAAACiTaj31gGLiPBTid1mH531l73KsuCIOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYiCAOAAAAAICJCOIAAAAAAJiIIA4AAAAAgImc7F0AAAAAAAAl4f1h25Sa5iAX50x7l2KDIA4AAAAAKJPuq3vG3iXkiq7pAAAAAACYiCAOAAAAAICJ6JoOAAAAACiTfjoQaL1HvDR1UyeIAwAAAADKpIHzwxUT56EQv8s6PO8re5djRdd0AAAAAABMRBAHAAAAAMBEBHEAAAAAAExEEAcAAAAAwEQEcQAAAAAATEQQBwAAAADARARxAAAAAABMRBAHAAAAAMBEBHEAAAAAAEzkZO8CAAAAAAAoCYfnfWXvEnLFFXEAAAAAAExEEAcAAAAAwEQEcQAAAAAATMQ94gAAAACAMmn65/WUeNlZ3h5pGv/QPnuXY0UQBwAAAACUSYs33qKYOA+F+F0uVUGcrukAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYiCAOAAAAAICJCOIAAAAAAJiIIA4AAAAAgImc7F0AAAAAAAAl4Z7aZ3T+oqv8vVLsXYoNgjgAAAAAoExa+NQ2e5eQK7qmAwAAAABgIoI4AAAAAAAmIogDAAAAAGAi7hEHAAAAAJRJHaferzMJbgr0uaJvJ26wdzlWBHEAAAAAQJn0v1gvxcR5KDHZ2d6l2KBrOgAAAAAAJiKIAwAAAABgIoI4AAAAAAAmIogDAAAAAGAigjgAAAAAACYiiAMAAAAAYCKCOAAAAAAAJiKIAwAAAABgIid7FwAAAAAAQEkY232fkq44ydMt3d6l2CCIAwAAAADKpP6tj9i7hFzRNR0AAAAAABMRxAEAAAAAMBFd0wEAAAAAZVJsvJsyMi1ydDAU7HvF3uVYEcQBAAAAAGXSfS9EKCbOQyF+l3V43lf2LseqVHdNnzFjhu666y55eXkpMDBQ3bp106FDh2zaGIahyZMnKyQkRO7u7mrZsqX2799v0yYlJUXDhw9XQECAPD091bVrV508edKmTXx8vCIjI+Xj4yMfHx9FRkbqwoULNm2OHz+uLl26yNPTUwEBARoxYoRSU1NLZNsBAAAAAGVTqQ7imzZt0pNPPqnt27dr3bp1Sk9PV7t27ZSUlGRtM3PmTM2ZM0fz5s3Trl27FBwcrLZt2+rixYvWNiNHjtSqVau0YsUKbdmyRZcuXVLnzp2VkZFhbdOrVy9FR0drzZo1WrNmjaKjoxUZGWl9PiMjQ506dVJSUpK2bNmiFStW6PPPP9fo0aPN2RkAAAAAgDKhVHdNX7Nmjc3jRYsWKTAwUHv27NF9990nwzD0+uuva8KECXrwwQclSUuWLFFQUJA+/vhjDRkyRAkJCfrggw+0dOlStWnTRpL00UcfqUqVKvrhhx8UERGhgwcPas2aNdq+fbuaNm0qSXrvvfcUHh6uQ4cOKSwsTGvXrtWBAwd04sQJhYSESJJmz56tqKgoTZs2Td7e3ibuGQAAAADAzapUXxHPLiEhQZLk5+cnSTp69KhiY2PVrl07axtXV1e1aNFCW7dulSTt2bNHaWlpNm1CQkJUr149a5tt27bJx8fHGsIl6e6775aPj49Nm3r16llDuCRFREQoJSVFe/bsKaEtBgAAAACUNaX6ivi1DMPQqFGjdM8996hevXqSpNjYWElSUFCQTdugoCAdO3bM2sbFxUW+vr452mTNHxsbq8DAwBzrDAwMtGmTfT2+vr5ycXGxtslNSkqKUlJSrI8TExMlSenp6UpPT89/wwEAAAAABZaZmSlHJydlWiw20zPyaG8zb7Z5SspNE8Sfeuop/fbbb9qyZUuO5yzZdpZhGDmmZZe9TW7ti9ImuxkzZmjKlCk5pu/evVuenp7XrREAAAAAblRqaqrN+FiF4ejoKBcXl2KuqGQlJyerQ/fuig0IUJquZrU0WRTt6prvvOcqVCjp8iTdJEF8+PDh+vrrr/XTTz+pcuXK1unBwcGSrl6trlixonX6mTNnrFevg4ODlZqaqvj4eJur4mfOnFGzZs2sbU6fPp1jvWfPnrVZzo4dO2yej4+PV1paWo4r5dcaN26cRo0aZX2cmJioKlWqqHHjxtxXDgAAAKBEnTt3TiOGDNGVS5eKNL9buXJ68513FBAQUMyVlZyjR4/qzRkz9HLXrnKWIUlylqE7rumpnJffz54t6fIklfIgbhiGhg8frlWrVunHH39U9erVbZ6vXr26goODtW7dOjVs2FDS1W97Nm3apFdffVWS1KhRIzk7O2vdunXq0aOHJOnUqVPat2+fZs6cKUkKDw9XQkKCdu7cqSZNmkiSduzYoYSEBGtYDw8P17Rp03Tq1Clr6F+7dq1cXV3VqFGjPLfB1dVVrrl88+Lk5CQnp1K9+wEAAADc5JKSkpR04YKeuu8+Vfb3L9S8J8+f17yfflJSUpL1IujNwMHBQRnp6XIwDJvpjgWZN9s8JaVUJ8Enn3xSH3/8sb766it5eXlZ78X28fGRu7u7LBaLRo4cqenTp6tmzZqqWbOmpk+fLg8PD/Xq1cvadsCAARo9erT8/f3l5+enMWPGqH79+tZR1OvUqaP27dtr0KBBeueddyRJgwcPVufOnRUWFiZJateunerWravIyEjNmjVLcXFxGjNmjAYNGsSVbQAAAAClWmV/f9W4Tk9emKtUB/G3335bktSyZUub6YsWLVJUVJQk6bnnnlNycrKGDRum+Ph4NW3aVGvXrpWXl5e1/X/+8x85OTmpR48eSk5OVuvWrbV48WI5Ov7fdyLLli3TiBEjrKOrd+3aVfPmzbM+7+joqNWrV2vYsGFq3ry53N3d1atXL7322msltPUAAAAAgBvxzfgNSs+0yMnBnCvdBVWqg7hRgG4BFotFkydP1uTJk/Ns4+bmprlz52ru3Ll5tvHz89NHH3103XVVrVpV33zzTb41AQAAAADsr1bIRXuXkKub6nfEAQAAAAC42RHEAQAAAAAwUanumg4AAAAAQFF98nOoLqc6ysMlQz2aH7N3OVYEcQAAAABAmTRx+R2KifNQiN/lUhXE6ZoOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYiCAOAAAAAICJCOIAAAAAAJjIyd4FAAAAAABQEoJ8km3+W1oQxAEAAAAAZdLmaWvtXUKu6JoOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIm4RxwAAAAAUCYNf/8uxV9ykW+5VM0duMve5VgRxAEAAAAAZdL30SGKifNQiN9le5dig67pAAAAAACYiCAOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYiCAOAAAAAICJnOxdAAAAAAAAJeGR8GO6kOSi8p6p9i7FBkEcAAAAAFAmTXs82t4l5Iqu6QAAAAAAmIggDgAAAACAiQjiAAAAAACYiHvEAQAAAABlUsPRnRR7wV3B5ZO1d/Zqe5djxRVxAAAAAECZlJTipIvJzkpKKV3XoAniAAAAAACYiCAOAAAAAICJCOIAAAAAAJiIIA4AAAAAgIkI4gAAAAAAmIggDgAAAACAiQjiAAAAAACYiCAOAAAAAICJStevmgMAAAAAUEze6L9LyamOcnfJsHcpNgjiAAAAAIAyqcOdMfYuIVd0TQcAAAAAwEQEcQAAAAAATETXdAAAAABAmbT3L1+lpjvIxSlTDWvE27scK4I4AAAAAKBM6jnnPsXEeSjE77IOz/vK3uVY0TUdAAAAAAATEcQBAAAAADARQRwAAAAAABMRxAEAAAAAMBFBHAAAAAAAExHEAQAAAAAwEUEcAAAAAAATEcQBAAAAADARQRwAAAAAABM52bsAAAAAAABKwp5Zq2UYksVi70psEcQBAAAAAGWSl3u6vUvIFV3TAQAAAAAwEUEcAAAAAAAT0TUdAAAAAFAmzV0dpsRkZ3m7p2l4p0P2LseKIA4AAAAAKJPmfldbMXEeCvG7XKqCOF3TAQAAAAAwEUEcAAAAAAATEcQBAAAAADARQRwAAAAAABMRxAEAAAAAMBFBHAAAAAAAExHEAQAAAAAwEUEcAAAAAAATOdm7AAAAAAAASsId1eJU2e+yAryv2LsUGwRxAAAAAECZ9MmYzfYuIVd0TQcAAAAAwEQEcQAAAAAATEQQBwAAAADARNwjDgAAAAAok3q8dq/OJbopwPtKqbpfnCAOAAAAACiTov/2U0ych0L8Ltu7FBt0TQcAAAAAwEQEcQAAAAAATEQQBwAAAADARATxIpg/f76qV68uNzc3NWrUSJs3l56b/gEAAAAApRtBvJBWrlypkSNHasKECdq7d6/uvfdedejQQcePH7d3aQAAAACAmwCjphfSnDlzNGDAAA0cOFCS9Prrr+v777/X22+/rRkzZti5OgAAAPs7e/asEhMTizy/t7e3KlSoUIwVAUDpQhAvhNTUVO3Zs0djx461md6uXTtt3brVTlUBAACUHmfPntXQfv105eLFIi/DzctLCxYtIowDKLMI4oVw7tw5ZWRkKCgoyGZ6UFCQYmNjc50nJSVFKSkp1scJCQmSpLi4OKWnp5dcsQAAAHZw8uRJXb54UZ1q15a/l1eh5z9/8aK++v13bdu2TVWqVCmBCoF/lxMnTig9I0OHYmOVeE0uKYhT8fFKTUvT/v37b6iXi9mu3ebU9HhJ6UpNv6joAtxOfOT0aUmSYRglWqPFKOk1lCExMTGqVKmStm7dqvDwcOv0adOmaenSpfrjjz9yzDN58mRNmTLFzDIBAAAAADfgyJEjqlGjRoktnyvihRAQECBHR8ccV7/PnDmT4yp5lnHjxmnUqFHWxxcuXFBoaKiOHz8uHx+fEq0XKE6JiYmqUqWKTpw4IW9vb3uXAxQYxy5uVhy7uJlx/OJmlZCQoKpVq8rPz69E10MQLwQXFxc1atRI69atU/fu3a3T161bpwceeCDXeVxdXeXq6ppjuo+PDycl3JS8vb05dnFT4tjFzYpjFzczjl/crBwcSvYHxgjihTRq1ChFRkaqcePGCg8P17vvvqvjx49r6NCh9i4NAAAAAHATIIgXUs+ePXX+/Hm99NJLOnXqlOrVq6dvv/1WoaGh9i4NAAAAAHATIIgXwbBhwzRs2LAizevq6qpJkybl2l0dKM04dnGz4tjFzYpjFzczjl/crMw6dhk1HQAAAAAAE5XsHegAAAAAAMAGQRwAAAAAABMRxAEAAAAAMBFBvJjNnz9f1atXl5ubmxo1aqTNmzdft/2mTZvUqFEjubm5qUaNGlqwYIFJlQI5Feb4/eKLL9S2bVtVqFBB3t7eCg8P1/fff29itcD/Key5N8vPP/8sJycn3XHHHSVbIJCHwh67KSkpmjBhgkJDQ+Xq6qpbbrlFCxcuNKla4P8U9thdtmyZbr/9dnl4eKhixYrq16+fzp8/b1K1wFU//fSTunTpopCQEFksFn355Zf5zlNSeY0gXoxWrlypkSNHasKECdq7d6/uvfdedejQQcePH8+1/dGjR9WxY0fde++92rt3r8aPH68RI0bo888/N7lyoPDH708//aS2bdvq22+/1Z49e9SqVSt16dJFe/fuNbly/NsV9tjNkpCQoD59+qh169YmVQrYKsqx26NHD61fv14ffPCBDh06pOXLl6t27domVg0U/tjdsmWL+vTpowEDBmj//v369NNPtWvXLg0cONDkyvFvl5SUpNtvv13z5s0rUPsSzWsGik2TJk2MoUOH2kyrXbu2MXbs2FzbP/fcc0bt2rVtpg0ZMsS4++67S6xGIC+FPX5zU7duXWPKlCnFXRpwXUU9dnv27GlMnDjRmDRpknH77beXYIVA7gp77H733XeGj4+Pcf78eTPKA/JU2GN31qxZRo0aNWymvfnmm0blypVLrEYgP5KMVatWXbdNSeY1rogXk9TUVO3Zs0ft2rWzmd6uXTtt3bo113m2bduWo31ERIR2796ttLS0EqsVyK4ox292mZmZunjxovz8/EqiRCBXRT12Fy1apCNHjmjSpEklXSKQq6Icu19//bUaN26smTNnqlKlSqpVq5bGjBmj5ORkM0oGJBXt2G3WrJlOnjypb7/9VoZh6PTp0/rss8/UqVMnM0oGiqwk85rTDc0Nq3PnzikjI0NBQUE204OCghQbG5vrPLGxsbm2T09P17lz51SxYsUSqxe4VlGO3+xmz56tpKQk9ejRoyRKBHJVlGP3zz//1NixY7V582Y5OfE2CPsoyrH7119/acuWLXJzc9OqVat07tw5DRs2THFxcdwnDtMU5dht1qyZli1bpp49e+rKlStKT09X165dNXfuXDNKBoqsJPMaV8SLmcVisXlsGEaOafm1z206YIbCHr9Zli9frsmTJ2vlypUKDAwsqfKAPBX02M3IyFCvXr00ZcoU1apVy6zygDwV5rybmZkpi8WiZcuWqUmTJurYsaPmzJmjxYsXc1UcpivMsXvgwAGNGDFCL774ovbs2aM1a9bo6NGjGjp0qBmlAjekpPIalwKKSUBAgBwdHXN8E3jmzJkc36JkCQ4OzrW9k5OT/P39S6xWILuiHL9ZVq5cqQEDBujTTz9VmzZtSrJMIIfCHrsXL17U7t27tXfvXj311FOSroYbwzDk5OSktWvX6v777zeldvy7FeW8W7FiRVWqVEk+Pj7WaXXq1JFhGDp58qRq1qxZojUDUtGO3RkzZqh58+Z69tlnJUkNGjSQp6en7r33Xk2dOpVeoCi1SjKvcUW8mLi4uKhRo0Zat26dzfR169apWbNmuc4THh6eo/3atWvVuHFjOTs7l1itQHZFOX6lq1fCo6Ki9PHHH3OfF+yisMeut7e3fv/9d0VHR1v/DR06VGFhYYqOjlbTpk3NKh3/ckU57zZv3lwxMTG6dOmSddrhw4fl4OCgypUrl2i9QJaiHLuXL1+Wg4Nt7HB0dJT0f1cXgdKoRPPaDQ/3BqsVK1YYzs7OxgcffGAcOHDAGDlypOHp6Wn8/fffhmEYxtixY43IyEhr+7/++svw8PAwnnnmGePAgQPGBx98YDg7OxufffaZvTYB/2KFPX4//vhjw8nJyXjrrbeMU6dOWf9duHDBXpuAf6nCHrvZMWo67KWwx+7FixeNypUrGw8//LCxf/9+Y9OmTUbNmjWNgQMH2msT8C9V2GN30aJFhpOTkzF//nzjyJEjxpYtW4zGjRsbTZo0sdcm4F/q4sWLxt69e429e/cakow5c+YYe/fuNY4dO2YYhrl5jSBezN566y0jNDTUcHFxMe68805j06ZN1uf69u1rtGjRwqb9jz/+aDRs2NBwcXExqlWrZrz99tsmVwz8n8Icvy1atDAk5fjXt29f8wvHv15hz73XIojDngp77B48eNBo06aN4e7ublSuXNkYNWqUcfnyZZOrBgp/7L755ptG3bp1DXd3d6NixYrG448/bpw8edLkqvFvt3Hjxut+fjUzr1kMg/4gAAAAAACYhXvEAQAAAAAwEUEcAAAAAAATEcQBAAAAADARQRwAAAAAABMRxAEAAAAAMBFBHAAAAAAAExHEAQAAAAAwEUEcAAAAAAATEcQBAKXejz/+KIvFogsXLkiSFi9erPLly5foOqOiotStW7cSXYeZWrZsqZEjRxbrMg3D0ODBg+Xn5yeLxaLo6OhiXX5J+fvvv02rNzU1Vbfeeqt+/vnnEl9Xdg8//LDmzJlj+noBAPkjiAPAv0hUVJQsFoteeeUVm+lffvmlLBaLnaoqvJ49e+rw4cN2rSHrywFfX19duXLF5rmdO3fKYrEUep/aM/wX5cuNNWvWaPHixfrmm2906tQp1atXr2SKuwG57dMqVaqYVu+7776r0NBQNW/e3DrNYrHIzc1Nx44ds2nbrVs3RUVFWR9n/b0OHTo0x3KHDRsmi8WSo/212/riiy9q2rRpSkxMvG6Ne/fuVefOnRUYGCg3NzdVq1ZNPXv21Llz5wq3sQCAAiOIA8C/jJubm1599VXFx8cX63JTU1OLdXnX4+7ursDAQNPWdz1eXl5atWqVzbSFCxeqatWqdqrIPEeOHFHFihXVrFkzBQcHy8nJqdDLMAzj/7V350FRHG8fwL8EEYRdCFc4BFkiESEihycogpZxLYliMB5REQURpQSMCCgJiiKCCBFCMJbIsSUGQqKAIQQ0MQgGI4oX6iKCWF4QUVNBEeTq9w+LeV13l8MY6pf4fKr2j+npnnm6Z1jo6Z4GHR0d/0B08ikqKr5yvP2VmJiIlStXSqUrKChg8+bNvZY3NjZGVlYWWlpauLTW1lZkZmb2eo+NHj0aAoEABw8elJvn/v37mD59OnR0dFBUVASxWIzU1FQYGBjg6dOnvcb3qtrb2/+xYxNCyL8BdcQJIeQNM336dOjr6yMqKqrHfIcOHcL7778PZWVlCAQCxMXFSewXCATYvn07li9fDg0NDXh7e3Ojqvn5+TA3N4eqqio+/vhjNDc3QyQSQSAQQFNTE35+fujs7OSOlZGRgbFjx4LP50NfXx+LFy/G/fv35cb28uitQCDgRqBf/HS7e/cuFi5cCE1NTWhra8PV1RU3b97k9nd2dmL9+vV4++23oa2tjeDgYDDG+tSeHh4eSE1N5bZbWlqQlZUFDw8PiXzh4eGwsbGRSIuPj4dAIOD2i0Qi5OXlcfEXFxdLTcsHgAsXLkBBQYGrw8OHD/HJJ5/AyMgIqqqqsLKyQmZmZp/il6c73gMHDkAgEEBDQwOLFi3C48ePATwfffXz88OtW7egoKDA1ePZs2fw9/fnRlcnT56MM2fOcMftrk9RURHGjh0LZWVllJaWwtnZGX5+fli3bh00NTWhp6eHffv2obm5GStWrACfz8fw4cPx008/ccfq7OyEl5cXTE1NMWTIEJibmyMhIUGiDrLaVNbU9BMnTmD8+PFQVlaGgYEBNm7cKPGAwNnZGf7+/ggODoaWlhb09fURHh7eYxueO3cONTU1cHFxkdrn5+eHjIwMVFZW9ngMOzs7DBs2DIcPH+bSDh8+DGNjY9ja2vZYFgDmzJnT471QVlaGpqYm7N+/H7a2tjA1NcW0adMQHx8v0dG/cuUKXFxcoK6uDj6fD0dHR9TW1gIAurq6sG3bNhgZGUFZWRk2NjYoLCzkyna3d3Z2NpydnaGiooKMjAwAQFpaGiwsLKCiooKRI0diz549vdaJEEL+C6gjTgghbxhFRUXs2LEDiYmJuHPnjsw8FRUVWLBgARYtWoTKykqEh4cjLCwM6enpEvl27dqFUaNGoaKiAmFhYQCAp0+f4ssvv0RWVhYKCwtRXFwMNzc3FBQUoKCgAAcOHMC+ffvw/fffc8dpa2tDREQELl68iNzcXNTV1UlMue3NmTNnUF9fj/r6ety5cwcTJ06Eo6MjF8/UqVPB4/FQUlKCkydPgsfjYebMmdwoflxcHFJTU5GSkoKTJ0/i0aNHUqPc8ri7u6O0tBS3bt0C8PwBhkAggJ2dXZ/jB4ANGzZgwYIFmDlzJlcXBweHPpVtbW3FmDFjkJ+fj8uXL2PVqlVwd3fH6dOn+xXDy2pra5Gbm4v8/Hzk5+fjxIkT3GsNCQkJXOervr6e62wHBwfj0KFDEIlEOHfuHMzMzCAUCvHo0SOJYwcHByMqKgpisRijR48GAIhEIujo6KC8vBx+fn5Ys2YN5s+fDwcHB5w7dw5CoRDu7u7cSG1XVxeMjIyQnZ2Nq1evYvPmzQgNDUV2dna/2vTu3buYNWsWxo0bh4sXL+Lrr79GSkoKtm/fLpFPJBJBTU0Np0+fRkxMDLZt24Zjx47Jbb+SkhKMGDEC6urqUvscHBzw4YcfYtOmTb1ehxUrViAtLY3bTk1NhaenZ6/lAGD8+PEoLy/Hs2fPZO7X19dHR0cHcnJy5D58unv3LqZMmQIVFRUcP34cFRUV8PT05B5UJCQkIC4uDrGxsbh06RKEQiHmzJmD69evSxwnJCQE/v7+EIvFEAqFSE5OxmeffYbIyEiIxWLs2LEDYWFhEIlEfaobIYT8qzFCCCFvDA8PD+bq6soYY2zixInM09OTMcZYTk4Oe/FXwuLFi9kHH3wgUTYoKIhZWlpy2yYmJmzu3LkSedLS0hgAVlNTw6X5+PgwVVVV9vjxYy5NKBQyHx8fuXGWl5czAFyZX3/9lQFgf/75J3ceDQ0NmWX9/f2ZiYkJu3//PmOMsZSUFGZubs66urq4PM+ePWNDhgxhRUVFjDHGDAwMWHR0NLe/vb2dGRkZcW0ly4sxzZ07l23dupUxxtjUqVNZQkKCVJtu2bKFWVtbSxxj9+7dzMTEhNt+8frIOk+38+fPMwCsrq5ObnyzZs1igYGB3LaTkxMLCAiQm//lNt2yZQtTVVVlTU1NXFpQUBCbMGGC3PifPHnClJSU2MGDB7m0trY2ZmhoyGJiYiTqk5ubK3F+JycnNnnyZG67o6ODqampMXd3dy6tvr6eAWCnTp2SWw9fX182b948bltWm9bV1TEA7Pz584wxxkJDQ6XukaSkJMbj8VhnZ6fM+BhjbNy4cSwkJERuLAEBAWzatGlS6QBYTk4Ou3LlClNUVGQlJSWMMcZcXV2Zh4eHVOyNjY1MWVmZ1dXVsZs3bzIVFRXW2NgoN/+LLl68yACwmzdvyo0zNDSUDRo0iGlpabGZM2eymJgY1tDQwO3ftGkTMzU1ZW1tbTLLGxoassjISIm0cePGMV9fX8bY/7d3fHy8RB5jY2P2zTffSKRFREQwe3t7ubESQsh/BY2IE0LIG2rnzp0QiUS4evWq1D6xWCyxuBQATJo0CdevX5eYUj527Fipsqqqqhg+fDi3raenB4FAAB6PJ5H24tTz8+fPw9XVFSYmJuDz+XB2dgYAbpS5r/bt24eUlBTk5eVBV1cXwPPR/ZqaGvD5fPB4PPB4PGhpaaG1tRW1tbX466+/UF9fD3t7e+44gwYNklk3eTw9PZGeno4bN27g1KlTWLJkSb/i/rs6OzsRGRmJ0aNHQ1tbGzweD0ePHu13+71MIBCAz+dz2wYGBj2+MlBbW4v29naJe0dJSQnjx4+HWCyWyCurfbtHxoHnMze0tbVhZWXFpenp6QGARAx79+7F2LFjoaurCx6Ph+Tk5H7XWywWw97eXuJ1hkmTJuHJkycSs0ZejA/ovT1aWlqgoqIid7+lpSWWLVuGkJCQHuPT0dGBi4sLRCIR0tLS4OLiAh0dnd6qBeD5egoAenzfOzIyEg0NDdi7dy8sLS2xd+9ejBw5kps2f+HCBTg6OkJJSUmqbFNTE+7duyfz+6Kna97Y2Ijbt2/Dy8uL+7nk8XjYvn07N+WdEEL+y/75VUoIIYT8T5oyZQqEQiFCQ0OlpoEzxqRW/GYypq2qqalJpb38x7qCgoLMtK6uLgBAc3MzZsyYgRkzZiAjIwO6urq4desWhEJhvxaAKy4uhp+fHzIzM2Ftbc2ld3V1YcyYMTIXrOrurP9ds2bNgo+PD7y8vDB79mxoa2tL5Xnrrbek2rAvC1a99dbzZ+Yvln25XFxcHHbv3o34+HhYWVlBTU0N69at+9sL6PV03WTpjlHWvfNy2qvcO93H6I4hOzsbn376KeLi4mBvbw8+n49du3b1e0p+T/f7i+n9bQ8dHZ1e3wHfunUrRowYgdzc3B7zeXp6Yu3atQCApKSkHvO+qPuVgN7udW1tbcyfPx/z589HVFQUbG1tERsbC5FIxHXme9Lfa97dbsnJyZgwYYJEPkVFxV7PRwgh/3Y0Ik4IIW+w6Oho/PDDDygrK5NIt7S0xMmTJyXSysrKMGLEiNf+R3JVVRUePHiA6OhoODo6YuTIkT2OMspSU1ODefPmITQ0FG5ubhL77OzscP36dbzzzjswMzOT+GhoaEBDQwMGBgb4/fffuTIdHR2oqKjo8/kVFRXh7u6O4uJiue/u6urqoqGhQaJD/fL/sR48eLDEjIPucgBQX18vt1xpaSlcXV2xdOlSWFtb491335V6P3cgmJmZYfDgwRL3Tnt7O86ePQsLC4vXfr7S0lI4ODjA19cXtra2MDMzkxpNldWmL7O0tERZWZnEtSkrKwOfz8fQoUNfOT5bW1tUVVX1uPCfsbEx1q5di9DQ0B7j7F7ToK2tDUKhsM8xXL58GUZGRn0eQQeet9nw4cPR3NwM4PlMgNLSUpkPjtTV1WFoaCjz+6Kna66np4ehQ4fixo0bUj+XpqamfY6VEEL+ragjTgghbzArKyssWbIEiYmJEumBgYH45ZdfEBERgerqaohEInz11VfYsGHDa49h2LBhGDx4MBITE3Hjxg0cOXIEERERfS7f0tKC2bNnw8bGBqtWrUJDQwP3AYAlS5ZAR0cHrq6uKC0tRV1dHU6cOIGAgABu2nFAQACio6ORk5ODqqoq+Pr6SqxS3hcRERFobGyU20lydnZGY2MjYmJiUFtbi6SkJIkVwIHnU8EvXbqEa9eu4cGDB2hvb4eZmRmMjY0RHh6O6upq/Pjjj1Ir2JuZmeHYsWMoKyuDWCyGj48PV/+BpKamhjVr1iAoKAiFhYW4evUqvL298fTpU3h5eb3285mZmeHs2bMoKipCdXU1wsLCJFZoB2S36ct8fX1x+/Zt+Pn5oaqqCnl5ediyZQvWr1/PzUh4FVOnTkVzczOuXLnSY75Nmzbh3r17+Pnnn+XmUVRUhFgshlgs7tfDsNLSUsyYMUPu/vz8fCxduhT5+fmorq7GtWvXEBsbi4KCAri6ugIA1q5di6amJixatAhnz57F9evXceDAAVy7dg0AEBQUhJ07d+Lbb7/FtWvXsHHjRly4cAEBAQE9xhYeHo6oqCgkJCSguroalZWVSEtLwxdffNHn+hFCyL8VdcQJIeQNFxERITViZ2dnh+zsbGRlZWHUqFHYvHkztm3b1q+VzPtKV1cX6enp+O6772BpaYno6GjExsb2ufwff/yBqqoqHD9+HIaGhjAwMOA+wPN31ktKSjBs2DC4ubnBwsICnp6eaGlp4VazDgwMxLJly7B8+XJuivNHH33Ur3oMHjwYOjo6UtNxu1lYWGDPnj1ISkqCtbU1ysvLpR5seHt7w9zcnHvn+bfffoOSkhIyMzNRVVUFa2tr7Ny5U2o177CwMNjZ2UEoFMLZ2Rn6+vqYO3duv+J/XaKjozFv3jy4u7vDzs4ONTU1KCoqgqam5ms/1+rVq+Hm5oaFCxdiwoQJePjwIXx9fSXyyGrTlw0dOhQFBQUoLy+HtbU1Vq9eDS8vL3z++ed/Kz5tbW24ubn1+H+8AUBLSwshISFobW3tMZ+6urrMFdjlaW1tRU5ODry9veXmsbS0hKqqKgIDA2FjY4OJEyciOzsb+/fvh7u7O1eP48eP48mTJ3BycsKYMWOQnJzMTdX39/dHYGAgAgMDYWVlhcLCQhw5cgTvvfdej/GtXLkS+/fvR3p6OqysrODk5IT09HQaESeEvBEUWE/zpQghhBBCyCurrKzE9OnTuQUDB1JSUhLy8vJw9OjRAT0vIYSQ3tGIOCGEEELIP8TKygoxMTG4efPmgJ9bSUlJ6rUTQggh/xtoRJwQQgghhBBCCBlANCJOCCGEEEIIIYQMIOqIE0IIIYQQQgghA4g64oQQQgghhBBCyACijjghhBBCCCGEEDKAqCNOCCGEEEIIIYQMIOqIE0IIIYQQQgghA4g64oQQQgghhBBCyACijjghhBBCCCGEEDKAqCNOCCGEEEIIIYQMIOqIE0IIIYQQQgghA+j/AIYS+ti0c7Z5AAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "num_runs = 500\n", + "params = {\n", + " \"objective_function\": \"modularity\",\n", + " \"resolution\": np.ones(num_runs),\n", + "}\n", + "title = f'Histogram of pairwise NMI values for {karate_club.vcount()} nodes from stochastic runs using the Leiden algorithm (Karate club)'\n", + "all_partitions = run_stochastic_community_detection(karate_club, None, num_runs, community_detection_method=\"leiden\", \n", + " return_partitions=True, params=params)\n", + "pairwise_nmi_values = calculate_pairwise_nmi(all_partitions)\n", + "\n", + "plot_nmi_histogram(karate_club, pairwise_nmi_values, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "3a98a197-e697-465a-9c5c-932d78360a2a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "num_runs = 500\n", + "params = {\n", + " \"objective_function\": \"modularity\",\n", + " \"resolution\": np.ones(num_runs),\n", + "}\n", + "title = f'Histogram of pairwise NMI values for {er_graph.vcount()} nodes from stochastic runs using the Leiden algorithm (Erdős-Rényi)'\n", + "all_partitions = run_stochastic_community_detection(er_graph, None, num_runs, community_detection_method=\"leiden\", \n", + " return_partitions=True, params=params)\n", + "pairwise_nmi_values = calculate_pairwise_nmi(all_partitions)\n", + "\n", + "plot_nmi_histogram(er_graph, pairwise_nmi_values, title)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "0bdd16f3-43e5-4ec0-8df0-c1d4504f25f0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "params = {\n", + " \"objective_function\": \"modularity\",\n", + " \"resolution\": [random.uniform(0., 3.) for _ in range(num_runs)]\n", + "}\n", + "title = f'Histogram of pairwise NMI Values for {karate_club.vcount()} nodes from stochastic runs using the Leiden algorithm (Karate club) - with different resolution values [0-3]'\n", + "all_partitions = run_stochastic_community_detection(karate_club, None, num_runs, community_detection_method=\"leiden\", \n", + " return_partitions=True, params=params)\n", + "pairwise_nmi_values = calculate_pairwise_nmi(all_partitions)\n", + "\n", + "plot_nmi_histogram(karate_club, pairwise_nmi_values, title)" + ] + }, + { + "cell_type": "markdown", + "id": "94db88ee-12f7-4e68-a2ab-d76136a6d983", + "metadata": {}, + "source": [ + "## Testing Significance of Community Structure on a Grid Graph" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4c310896-ef3d-405b-b3e6-a2236dcebc53", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "grid_cols = 10\n", + "grid_graph = ig.Graph.Lattice(dim=[grid_cols, grid_cols], nei=1, circular=False)\n", + "random.seed(13)\n", + "\n", + "# Clustering\n", + "resolution = 0.15\n", + "communities = grid_graph.community_leiden(objective_function=\"modularity\", resolution=resolution)\n", + "\n", + "plot_leiden_on_grid(grid_graph, grid_cols, communities, title=\"Grid Graph with Leiden Communities\", plot_size=(8, 8))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "1485045a-f610-46a0-a1f1-f73a2c1e6d10", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random.seed(44)\n", + "\n", + "# Clustering\n", + "resolution = 0.15\n", + "communities = grid_graph.community_leiden(objective_function=\"modularity\", resolution=resolution)\n", + "\n", + "plot_leiden_on_grid(grid_graph, grid_cols, communities, title=\"Grid Graph with Leiden Communities\", plot_size=(8, 8))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "039a7611-e4db-4112-a485-8ada1c12f176", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random.seed(60)\n", + "\n", + "# Clustering\n", + "resolution = 0.15\n", + "communities = grid_graph.community_leiden(objective_function=\"modularity\", resolution=resolution)\n", + "\n", + "plot_leiden_on_grid(grid_graph, grid_cols, communities, title=\"Grid Graph with Leiden Communities\", plot_size=(8, 8))" + ] + }, + { + "cell_type": "markdown", + "id": "669cb089-7ddc-40e0-a0d5-1e5d340ab916", + "metadata": {}, + "source": [ + "_Note:_ The previous plots show that the clustering can produce different outputs. However, one is not necessarily better than the other; their quality is essentially equivalent." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d83ee0a8-ec90-436a-889b-480ed03dec30", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "params = {\n", + " \"objective_function\": \"modularity\",\n", + " \"resolution\": 0.15,\n", + "}\n", + "test_community_structure(grid_graph, graph_name=\"Grid Graph\", community_detection_method=\"leiden\", params=params)" + ] + }, + { + "cell_type": "markdown", + "id": "4c270c84-6898-498c-a2cc-baa07d6859c9", + "metadata": {}, + "source": [ + "The modularity is significantly higher in both grids than in their randomized versions. This is because after randomization, it is no longer possible to find a grouping in which nodes mostly connect to other nodes within the same group. Yet grids/lattices are homogeneous, so we can’t say that they have a community structure. This is an example of a situation where only _Method 2_ could warn us that the community structure we find may not be valid." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "16c6b240-affa-4345-9cce-8abd84473c24", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "num_runs = 500\n", + "params = {\n", + " \"objective_function\": \"modularity\",\n", + " \"resolution\": [resolution for _ in range(num_runs)],\n", + "}\n", + "title = f'Histogram of NMI Values (Leiden vs. Reference Partition) for {grid_graph.vcount()} nodes (Grid Graph)'\n", + "all_partitions = run_stochastic_community_detection(grid_graph, None, num_runs, community_detection_method=\"leiden\", \n", + " return_partitions=True, params=params)\n", + "pairwise_nmi_values = calculate_pairwise_nmi(all_partitions)\n", + "\n", + "plot_nmi_histogram(er_graph, pairwise_nmi_values, title)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "myenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/community_detection_guide/notebooks/working_with_clusterings.ipynb b/doc/source/community_detection_guide/notebooks/working_with_clusterings.ipynb new file mode 100644 index 000000000..32e605be0 --- /dev/null +++ b/doc/source/community_detection_guide/notebooks/working_with_clusterings.ipynb @@ -0,0 +1,324 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "19a3658d-70df-472f-98bb-70e1b44b5c28", + "metadata": {}, + "source": [ + "# Working with clusterings" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "55444dc6-85b2-4d61-bbad-d2f858ae5911", + "metadata": {}, + "outputs": [], + "source": [ + "import igraph as ig\n", + "import matplotlib\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "ig.config[\"plotting.backend\"] = \"matplotlib\"" + ] + }, + { + "cell_type": "markdown", + "id": "b83622fd-0882-48f6-b084-9c01f97e1bf0", + "metadata": {}, + "source": [ + "Most `igraph` clustering methods return a `VertexClustering` object:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "a2284f24-47dc-4b98-a4a8-534ff63986a4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "g = ig.Graph.Famous(\"Zachary\")\n", + "communities_lpa = g.community_label_propagation()\n", + "print(type(communities_lpa))" + ] + }, + { + "cell_type": "markdown", + "id": "897f6fa6-441d-479b-9742-17f3db5727ec", + "metadata": {}, + "source": [ + "and even if they don't, you can always access this with the `as_clustering()` method:" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "aa1ddf36-85fd-45f5-8f53-a8ccbb35c159", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n" + ] + } + ], + "source": [ + "communities = g.community_fastgreedy()\n", + "print(type(communities))\n", + "communities = communities.as_clustering()\n", + "print(type(communities))" + ] + }, + { + "cell_type": "markdown", + "id": "a2a9a7ee-bcb5-4002-b798-5612a79656e5", + "metadata": {}, + "source": [ + "### Getting a usable list of groups\n", + "The `VertexClustering` object provides a `membership` list, which is a vector of numbers (e.g., `[0, 0, 1, 1, 0, 2]`). This is great for plotting, but not always for analysis." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "87166d8d-5466-49e9-a788-549ffb4e1107", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Raw membership vector: [0, 1, 1, 1, 0, 0, 0, 1, 2, 1, 0, 0, 0, 1, 2, 2, 0, 1, 2, 0, 2, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2]\n", + "\n", + "Communities converted to a list of lists:\n", + "Cover with 3 clusters\n", + "[0] 0, 4, 5, 6, 10, 11, 12, 16, 19\n", + "[1] 1, 2, 3, 7, 9, 13, 17, 21\n", + "[2] 8, 14, 15, 18, 20, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33\n" + ] + } + ], + "source": [ + "print(f\"Raw membership vector: {communities_lpa.membership}\")\n", + "\n", + "communities_as_lists = communities_lpa.as_cover()\n", + "\n", + "print(\"\\nCommunities converted to a list of lists:\")\n", + "print(communities_as_lists)" + ] + }, + { + "cell_type": "markdown", + "id": "62d69516-294e-4dcc-9635-5e341be8523f", + "metadata": {}, + "source": [ + "### Analyzing the properties of each community\n", + "We have the communities, but now you need to understand their characteristics. For example, which community is the largest? Which has the most connections?" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "53b33fe2-47ea-47df-bfe9-514075c749c8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Community 1:\n", + " - Size: 9 nodes\n", + " - Number of internal edges: 13\n", + " - Average degree (within community): 2.89\n", + "Community 2:\n", + " - Size: 8 nodes\n", + " - Number of internal edges: 12\n", + " - Average degree (within community): 3.00\n", + "Community 3:\n", + " - Size: 17 nodes\n", + " - Number of internal edges: 34\n", + " - Average degree (within community): 4.00\n" + ] + } + ], + "source": [ + "for i, community_nodes in enumerate(communities_as_lists):\n", + " # Get a subgraph for this community.\n", + " community_subgraph = g.induced_subgraph(community_nodes)\n", + " \n", + " num_nodes = community_subgraph.vcount()\n", + " num_edges = community_subgraph.ecount()\n", + " \n", + " if num_nodes > 0:\n", + " avg_degree = (2 * num_edges) / num_nodes\n", + " else:\n", + " avg_degree = 0\n", + "\n", + " print(f\"Community {i+1}:\")\n", + " print(f\" - Size: {num_nodes} nodes\")\n", + " print(f\" - Number of internal edges: {num_edges}\")\n", + " print(f\" - Average degree (within community): {avg_degree:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "e6f024b7-00b8-4035-8f1e-814a1d56f8f2", + "metadata": {}, + "source": [ + "### Comparing community partitions\n", + "We've run multiple algorithms (e.g., Fast Greedy and Label Propagation) or want to compare our result to a known \"ground truth.\" How do we quantify the similarity between two different partitions?" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "115f8627-c390-43d9-927a-b1c6138929aa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Label Propagation found 3 communities.\n", + "Fast Greedy algorithm found 3 communities.\n" + ] + } + ], + "source": [ + "print(f\"Label Propagation found {len(communities_lpa)} communities.\")\n", + "print(f\"Fast Greedy algorithm found {len(communities)} communities.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "5dab7dd3-b75a-4858-ad8f-96bae279ee80", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Normalized Mutual Information (NMI) score between the two clusterings: 0.9111\n", + " (A score of 1.0 means the partitions are identical)\n" + ] + } + ], + "source": [ + "nmi_score = ig.compare_communities(communities_lpa.membership, communities.membership, method='nmi')\n", + "\n", + "print(f\"\\nNormalized Mutual Information (NMI) score between the two clusterings: {nmi_score:.4f}\")\n", + "print(f\" (A score of 1.0 means the partitions are identical)\")\n" + ] + }, + { + "cell_type": "markdown", + "id": "b47d52aa-aa4f-4bcf-bad6-3c1fc883af68", + "metadata": {}, + "source": [ + "### Visualizing and evaluating a partition\n", + "We need a quick visual check and a quantitative measure of your partition's quality." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6753a533-a0bf-4f4e-b6fc-546391a1e3d5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The modularity score of the Label Propagation clustering is: 0.3813\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "modularity_score = communities_lpa.modularity\n", + "print(f\"The modularity score of the Label Propagation clustering is: {modularity_score:.4f}\")\n", + "\n", + "community_colors = matplotlib.colormaps[\"tab10\"]\n", + "node_colors = [community_colors(membership_id) for membership_id in communities_lpa.membership]\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(8, 8))\n", + "ig.plot(\n", + " g,\n", + " target=ax,\n", + " vertex_color=node_colors,\n", + " vertex_size=15,\n", + " edge_width=0.8,\n", + " layout=g.layout_kamada_kawai(),\n", + ")\n", + "\n", + "ax.set_title(f\"Karate club graph partitioned by Label Propagation (modularity: {modularity_score:.4f})\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "004b60b4-0e88-4496-a8d0-3419777ff73a", + "metadata": {}, + "source": [ + "
\n", + " \n", + "**NOTE:** You can find a more detailed explanation of **modularity** [here](./modularity.ipynb).\n", + "\n", + "**NOTE:** You can find more **visualization techniques** [here](./generating_and_visualizing_clusters.ipynb).\n", + "\n", + "
" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "myenv", + "language": "python", + "name": "myenv" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.5" + }, + "widgets": { + "application/vnd.jupyter.widget-state+json": { + "state": {}, + "version_major": 2, + "version_minor": 0 + } + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/doc/source/conf.py b/doc/source/conf.py index 2dcdfa5fe..96b67fcf6 100644 --- a/doc/source/conf.py +++ b/doc/source/conf.py @@ -65,10 +65,14 @@ def get_igraph_version(): "sphinx.ext.mathjax", "sphinx.ext.intersphinx", "sphinx_gallery.gen_gallery", - #'sphinx_panels', + # 'sphinx_panels', "pydoctor.sphinx_ext.build_apidocs", + "nbsphinx", + "sphinx_design", + "IPython.sphinxext.ipython_console_highlighting", ] + # If extensions (or modules to document with autodoc) are in another directory, # add these directories to sys.path here. If the directory is relative to the # documentation root, use os.path.abspath to make it absolute, like shown here. @@ -108,7 +112,7 @@ def get_igraph_version(): # List of patterns, relative to source directory, that match files and # directories to ignore when looking for source files. -exclude_patterns = ["include/*.rst"] +exclude_patterns = ["include/*.rst", "**.ipynb_checkpoints", "tutorials/*.ipynb"] # The reST default role (used for this markup: `text`) to use for all documents. # default_role = None @@ -137,7 +141,30 @@ def get_igraph_version(): # https://github.com/twisted/pydoctor/blob/master/docs/source/conf.py html_theme = "sphinx_rtd_theme" html_static_path = ["_static"] -html_css_files = ["custom.css"] +html_css_files = [ + "custom.css", + "https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.0/css/all.min.css" +] + +nbsphinx_execute = 'never' +nbsphinx_allow_errors = True + +nbsphinx_prolog = r""" +{% set full_path = env.doc2path(env.docname, base=None) %} +{% set docname = full_path | basename %} +.. raw:: html + +
+

Debug: full_path is {{ full_path }}

+

Debug: docname is {{ docname }}

+ + + + +
+""" # The name for this set of Sphinx documents. If None, it defaults to # " v documentation". @@ -228,7 +255,6 @@ def get_pydoctor_html_outputdir(pydoctor_url_path): ] pydoctor_url_path = "/en/{rtd_version}/api" - # -- Options for sphinx-gallery ------------------------------------------------ sphinx_gallery_conf = { diff --git a/doc/source/index.rst b/doc/source/index.rst index 58df00b41..d6326618c 100644 --- a/doc/source/index.rst +++ b/doc/source/index.rst @@ -67,8 +67,9 @@ Documentation - :doc:`Quick start ` - :doc:`Gallery of examples ` + - :doc:`Community detection guide ` - :doc:`Extended tutorial ` (:doc:`Español `) - + .. container:: **Detailed docs** @@ -110,7 +111,8 @@ Documentation for `python-igraph <= 0.10.1` is available on our `old website