{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"![\"Open](\"https://colab.research.google.com/assets/colab-badge.svg\")
"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "qvaXdF-3F34s"
},
"source": [
"# (Exercise) Graph Neural Networks with PyTorch"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Co3n4aqSF_gI"
},
"source": [
"\n",
"\n",
"Figure: An AI artwork on GNN and weather forcasting created by GPT4, 2024"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "r_rF-tpKRQof"
},
"source": [
"In the beginning, this notebook was designed to be run on Google Colab and we highly recommend clicking on the Google Colab badge to proceed. Aiming at covering the knowledge of Labonne's Chapters 01 + 02, this jupyter notebook builds on the related colab assignments in [*CS224W: Machine Learning with Graphs*](https://web.stanford.edu/class/cs224w/index.html), originally offered by Prof. Jure and his team Stanford University.\n",
"\n",
"As you see in the previous image, we hope you are inspired to get familiar with the basic concepts of graph mining and Graph Neural Networks through this notebook. All of them are mainly implemented through two libraries, [*NetworkX*](https://networkx.org/documentation/stable/) and [*PyTorch Geometric*](https://pytorch-geometric.readthedocs.io/en/latest/). In this notebook, we will write a full pipeline for **learning Node Embeddings** and introducing the **Graph Neural Networks**. We will go through the following 4 steps.\n",
"\n",
"To start, we will load a classic graph in network science, the [Karate Club Network](https://en.wikipedia.org/wiki/Zachary%27s_karate_club). Then we will offer the basic tutorial for **NetworkX** and then explore multiple graph statistics.\n",
"\n",
"With the help of **PyTorch Geometric** tutorial, we will then work together to transform the graph structure into a PyTorch tensor, so that we can perform machine learning over the graph.\n",
"\n",
"And we will finish the first learning algorithm on graphs: a **node embedding** model. For simplicity, our model here is simpler than classical algorithms applied in the research, such as DeepWalk or node2vec. But it's still rewarding and challenging, as we will write it from scratch via PyTorch.\n",
"\n",
"Finally, you can implement one of the most simple GNN operators, the **Graph Convolutional Networks** ([Kipf et al. (2017)](https://arxiv.org/abs/1609.02907)). We hope you can use this 3-layers GCN to learn embeddings that will be useful to classify each node into its community among the Karate Club Network."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "2EyBa_zKda9O"
},
"source": [
"# Graph Basics\n",
"To start, we will load a classic graph in network science, the [Karate Club Network](https://en.wikipedia.org/wiki/Zachary%27s_karate_club). We will explore multiple graph statistics for that graph."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "E2WufibBdQ_z"
},
"source": [
"\n",
"## NetworkX Tutorial\n",
"\n",
"NetworkX is one of the most frequently used Python packages to create, manipulate, and mine graphs.\n",
"\n",
"Main parts of this tutorial are adapted from https://colab.research.google.com/github/jdwittenauer/ipython-notebooks/blob/master/notebooks/libraries/NetworkX.ipynb#scrollTo=zA1OO6huHeV6\n",
"\n",
"You can explore more NetworkX functions through its [documentation](https://networkx.org/documentation/stable/)."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "rKHkGlbxdk2N"
},
"source": [
"### Setup"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "QDuWAkIi-k1B",
"outputId": "6cf4d41b-107c-4260-9668-59d12a754bcb"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (1.13.1)\n",
"Collecting scipy\n",
" Downloading scipy-1.14.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (60 kB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m60.8/60.8 kB\u001b[0m \u001b[31m1.4 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hRequirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (3.3)\n",
"Requirement already satisfied: numpy<2.3,>=1.23.5 in /usr/local/lib/python3.10/dist-packages (from scipy) (1.26.4)\n",
"Downloading scipy-1.14.1-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (41.2 MB)\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m41.2/41.2 MB\u001b[0m \u001b[31m10.6 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25hInstalling collected packages: scipy\n",
" Attempting uninstall: scipy\n",
" Found existing installation: scipy 1.13.1\n",
" Uninstalling scipy-1.13.1:\n",
" Successfully uninstalled scipy-1.13.1\n",
"\u001b[31mERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.\n",
"gensim 4.3.3 requires scipy<1.14.0,>=1.7.0, but you have scipy 1.14.1 which is incompatible.\u001b[0m\u001b[31m\n",
"\u001b[0mSuccessfully installed scipy-1.14.1\n"
]
}
],
"source": [
"# Upgrade packages\n",
"!pip install --upgrade scipy networkx"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "DFeTWdCOdvLl"
},
"outputs": [],
"source": [
"# Import the NetworkX package\n",
"import networkx as nx"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "kgjm-D5fefCy"
},
"source": [
"### Graph\n",
"NetworkX provides several classes to store different types of graphs, such as directed and undirected graph. It also provides classes to create multigraphs (both directed and undirected).\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "i6IfC82teiUw",
"outputId": "c2cf2a94-0f66-45c8-cf7b-890796e11708"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"False\n",
"True\n",
"{'Name': 'Bar'}\n"
]
}
],
"source": [
"# Create an undirected graph G\n",
"G = nx.Graph()\n",
"print(G.is_directed())\n",
"\n",
"# Create a directed graph H\n",
"H = nx.DiGraph()\n",
"print(H.is_directed())\n",
"\n",
"# Add graph level attribute\n",
"G.graph[\"Name\"] = \"Bar\"\n",
"print(G.graph)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZRJDaZnCejoW"
},
"source": [
"### Node\n",
"\n",
"Nodes (with attributes) can be easily added to NetworkX graphs."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mJDx6zOUenYs",
"outputId": "c88bd962-fed2-42f9-a5fb-e3665a1323d6"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Node 0 has the attributes {'feature': 5, 'label': 0}\n"
]
}
],
"source": [
"# Add one node with node level attributes\n",
"G.add_node(0, feature=5, label=0)\n",
"\n",
"# Get attributes of the node 0\n",
"node_0_attr = G.nodes[0]\n",
"print(\"Node 0 has the attributes {}\".format(node_0_attr))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "M06QgAiperQ4",
"outputId": "a7f6ba2b-8824-4623-8cea-2df5427c0da9"
},
"outputs": [
{
"data": {
"text/plain": [
"NodeDataView({0: {'feature': 5, 'label': 0}})"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"G.nodes(data=True)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "D1xxwEb1eun5",
"outputId": "aed9d64d-9c7b-4368-e2cb-0dd4fb299eec"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(0, {'feature': 5, 'label': 0})\n",
"(1, {'feature': 1, 'label': 1})\n",
"(2, {'feature': 2, 'label': 2})\n",
"G has 3 nodes\n"
]
}
],
"source": [
"# Add multiple nodes with attributes\n",
"G.add_nodes_from([\n",
" (1, {\"feature\": 1, \"label\": 1}),\n",
" (2, {\"feature\": 2, \"label\": 2})\n",
"]) #(node, attrdict)\n",
"\n",
"# Loop through all the nodes\n",
"# Set data=True will return node attributes\n",
"for node in G.nodes(data=True):\n",
" print(node)\n",
"\n",
"# Get number of nodes\n",
"num_nodes = G.number_of_nodes()\n",
"print(\"G has {} nodes\".format(num_nodes))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "WCQz2Cp-exFh"
},
"source": [
"### Edge\n",
"\n",
"Similar to nodes, edges (with attributes) can also be easily added to NetworkX graphs."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "pmFaAqoaeyVz",
"outputId": "b7e663a9-e9f3-4d49-dc0b-4ada3aa95a0a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Edge (0, 1) has the attributes {'weight': 0.5}\n"
]
}
],
"source": [
"# Add one edge with edge weight 0.5\n",
"G.add_edge(0, 1, weight=0.5)\n",
"\n",
"# Get attributes of the edge (0, 1)\n",
"edge_0_1_attr = G.edges[(0, 1)]\n",
"print(\"Edge (0, 1) has the attributes {}\".format(edge_0_1_attr))"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "P44oWtEDe1Hn",
"outputId": "26f5855e-fadb-4300-972d-988ff988bd5a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(0, 1)\n",
"(0, 2)\n",
"(1, 2)\n",
"G has 3 edges\n"
]
}
],
"source": [
"# Add multiple edges with edge weights\n",
"G.add_edges_from([\n",
" (1, 2, {\"weight\": 0.3}),\n",
" (2, 0, {\"weight\": 0.1})\n",
"])\n",
"\n",
"# Loop through all the edges\n",
"# Here there is no data=True, so only the edge will be returned\n",
"for edge in G.edges():\n",
" print(edge)\n",
"\n",
"# Get number of edges\n",
"num_edges = G.number_of_edges()\n",
"print(\"G has {} edges\".format(num_edges))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "oZ9szwWGe549"
},
"source": [
"### Graph Visualization\n",
"NetworkX also provides tooling to conventiently visualize graphs."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 516
},
"id": "6RNqlphte73T",
"outputId": "845abdaa-0ce0-410b-e5bf-68aebf9e1715"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw the graph\n",
"nx.draw(G, with_labels = True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "duh8rAZVfDLv"
},
"source": [
"### Node Degree and Neighbor"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "lO8KwHH4fEVe",
"outputId": "c8644d54-93ec-4efb-d3e1-67cfebac17c9"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Node 1 has degree 2\n",
"Node 1 has neighbor 0\n",
"Node 1 has neighbor 2\n"
]
}
],
"source": [
"node_id = 1\n",
"\n",
"# Degree of node 1\n",
"print(\"Node {} has degree {}\".format(node_id, G.degree[node_id]))\n",
"\n",
"# Get neighbor of node 1\n",
"for neighbor in G.neighbors(node_id):\n",
" print(\"Node {} has neighbor {}\".format(node_id, neighbor))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "5LUhdpVqfIht"
},
"source": [
"### Other Functionalities\n",
"\n",
"NetworkX also provides plenty of useful methods to study graphs. Here is an example to get [PageRank](https://networkx.org/documentation/stable/reference/algorithms/generated/networkx.algorithms.link_analysis.pagerank_alg.pagerank.html#networkx.algorithms.link_analysis.pagerank_alg.pagerank) of nodes."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 585
},
"id": "mKSElxOOfSTC",
"outputId": "c82a1676-7573-485d-ce2c-223f8d609eb9"
},
"outputs": [
{
"data": {
"text/plain": [
"{0: 0.17857162031103999,\n",
" 1: 0.32142837968896,\n",
" 2: 0.32142837968896,\n",
" 3: 0.17857162031103999}"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"num_nodes = 4\n",
"\n",
"# Create a new path like graph and change it to a directed graph\n",
"G = nx.DiGraph(nx.path_graph(num_nodes))\n",
"nx.draw(G, with_labels = True)\n",
"\n",
"# Get the PageRank\n",
"pr = nx.pagerank(G, alpha=0.8)\n",
"pr"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7l55YSfak5UL"
},
"source": [
"## Exercise"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3dq0rxQifx2R"
},
"source": [
"### Zachary's karate club network\n",
"\n",
"The [Karate Club Network](https://en.wikipedia.org/wiki/Zachary%27s_karate_club) is a graph which describes a social network of 34 members of a karate club and documents links between members who interacted outside the club."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 516
},
"id": "2MULTHzef4Ja",
"outputId": "66aa0b8a-aa6f-4631-e9ff-375f3ba3550e"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Find the karate club network from the NetworkX\n",
"G_karate = nx.karate_club_graph()\n",
"\n",
"# G is an undirected graph\n",
"type(G_karate)\n",
"\n",
"# Visualize the graph\n",
"nx.draw(G_karate, with_labels = True)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yBITxaHqgINJ"
},
"source": [
"### Question 1: What is the average degree of the karate club network?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mQw8VXMEgOYZ",
"outputId": "e768585c-85a4-4f1b-83da-a43330614aca"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average degree of karate club network is 5\n"
]
}
],
"source": [
"def average_degree(num_edges, num_nodes):\n",
" # TODO: Implement this function that takes number of edges\n",
" # and number of nodes, and returns the average node degree of\n",
" # the graph. Round the result to nearest integer (for example\n",
" # 3.3 will be rounded to 3 and 3.7 will be rounded to 4)\n",
"\n",
" avg_degree = 0\n",
"\n",
" ############# Your code here ############\n",
" #########################################\n",
"\n",
" return avg_degree\n",
"\n",
"num_edges = G_karate.number_of_edges()\n",
"num_nodes = G_karate.number_of_nodes()\n",
"avg_degree = average_degree(num_edges, num_nodes)\n",
"print(\"Average degree of karate club network is {}\".format(avg_degree))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ua4vHRxMgVv-"
},
"source": [
"### Question 2: What is the average clustering coefficient of the karate club network?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "K9if2jUTgUJU",
"outputId": "0ce7906f-ae37-4afa-b8a7-ed1dcb6409e1"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average clustering coefficient of karate club network is 0.57\n"
]
}
],
"source": [
"def average_clustering_coefficient(G_karate):\n",
" # TODO: Implement this function that takes a nx.Graph\n",
" # and returns the average clustering coefficient. Round\n",
" # the result to 2 decimal places (for example 3.333 will\n",
" # be rounded to 3.33 and 3.7571 will be rounded to 3.76)\n",
"\n",
" avg_cluster_coef = 0\n",
"\n",
" ############# Your code here ############\n",
" ## Note:\n",
" ## 1: Please use the appropriate NetworkX clustering function\n",
" #########################################\n",
"\n",
" return avg_cluster_coef\n",
"\n",
"avg_cluster_coef = average_clustering_coefficient(G_karate)\n",
"print(\"Average clustering coefficient of karate club network is {}\".format(avg_cluster_coef))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6VAF9ATRgfra"
},
"source": [
"### Question 3: What is the PageRank value for node 0 (node with id 0) after one PageRank iteration?\n",
"\n",
"Page Rank measures importance of nodes in a graph using the link structure of the web. A “vote” from an important page is worth more. Specifically, if a page $i$ with importance $r_i$ has $d_i$ out-links, then each link gets $\\frac{r_i}{d_i}$ votes. Thus, the importance of a Page $j$, represented as $r_j$ is the sum of the votes on its in links.\n",
"$$r_j = \\sum_{i \\rightarrow j} \\frac{r_i}{d_i}$$\n",
", where $d_i$ is the out degree of node $i$.\n",
"\n",
"The PageRank algorithm (used by Google) outputs a probability distribution which represent the likelihood of a random surfer clicking on links will arrive at any particular page. At each time step, the random surfer has two options\n",
"- With prob. $\\beta$, follow a link at random\n",
"- With prob. $1- \\beta$, jump to a random page\n",
"\n",
"Thus, the importance of a particular page is calculated with the following PageRank equation:\n",
" $$r_j = \\sum_{i \\rightarrow j} \\beta \\frac{r_i}{d_i} + (1 - \\beta) \\frac{1}{N}$$\n",
"\n",
"Please complete the code block by implementing the above PageRank equation for node 0.\n",
"\n",
"*Note: You can refer to more information from the [Stanford's slides](http://snap.stanford.edu/class/cs224w-2020/slides/04-pagerank.pdf)*\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "inUZtDu1gtgF",
"outputId": "bd70a3dd-773e-4bbe-db7c-62bce1f2848f"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The PageRank value for node 0 after one iteration is 0.13\n"
]
}
],
"source": [
"def one_iter_pagerank(G_karate, beta, r0, node_id):\n",
" # TODO: Implement this function that takes a nx.Graph, beta, r0 and node id.\n",
" # The return value r1 is one interation PageRank value for the input node.\n",
" # Please round r1 to 2 decimal places.\n",
"\n",
" r1 = 0\n",
"\n",
" ############# Your code here ############\n",
" ## Note:\n",
" ## 1: You should not use nx.pagerank\n",
" #########################################\n",
"\n",
" return r1\n",
"\n",
"beta = 0.8\n",
"r0 = 1 / G_karate.number_of_nodes()\n",
"node = 0\n",
"r1 = one_iter_pagerank(G_karate, beta, r0, node)\n",
"print(\"The PageRank value for node 0 after one iteration is {}\".format(r1))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "t3ylEZYrgy-b"
},
"source": [
"### Question 4: What is the (raw) closeness centrality for the karate club network node 5?\n",
"\n",
"The equation for closeness centrality is $c(v) = \\frac{1}{\\sum_{u \\neq v}\\text{shortest path length between } u \\text{ and } v}$"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "TVoiiCK-g0Tv",
"outputId": "42139d46-1ab9-416c-9294-0d359b995493"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The node 5 has closeness centrality 0.01\n"
]
}
],
"source": [
"def closeness_centrality(G_karate, node=5):\n",
" # TODO: Implement the function that calculates closeness centrality\n",
" # for a node in karate club network. G is the input karate club\n",
" # network and node is the node id in the graph. Please round the\n",
" # closeness centrality result to 2 decimal places.\n",
"\n",
" closeness = 0\n",
"\n",
" ## Note:\n",
" ## 1: You can use networkx closeness centrality function.\n",
" ## 2: Notice that networkx closeness centrality returns the normalized\n",
" ## closeness directly, which is different from the raw (unnormalized)\n",
" ## one that we learned in the lecture.\n",
" #########################################\n",
"\n",
" return closeness\n",
"\n",
"node = 5\n",
"closeness = closeness_centrality(G_karate, node=node)\n",
"print(\"The node 5 has closeness centrality {}\".format(closeness))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "IAjQIlSthaWF"
},
"source": [
"# Graph to Tensor\n",
"\n",
"We will then work together to transform the graph $G$ into a PyTorch tensor, so that we can perform machine learning over the graph."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YKWQrk_whgn0"
},
"source": [
"## PyTorch Geometric Tutorial\n",
"\n",
"PyTorch Geometric (PyG) is an extension library for PyTorch. It provides useful primitives to develop Graph Deep Learning models, including various graph neural network layers and a large number of benchmark datasets.\n",
"\n",
"Don't worry if you don't understand some concepts such as `GCNConv`, which totally depands on what algorithms you will use further :)\n",
"\n",
"This tutorial is adapted from https://colab.research.google.com/drive/1h3-vJGRVloF5zStxL5I0rSy4ZUPNsjy8?usp=sharing#scrollTo=ci-LpZWhRJoI\n",
"\n",
"You can explore more PyG functions through its [documentation](https://pytorch-geometric.readthedocs.io/en/latest/).\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "q99PDtfihpKC",
"outputId": "850fefec-9277-44cd-d42b-ce14e6150dce"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PyTorch has version 2.4.0+cu121\n"
]
}
],
"source": [
"import torch\n",
"\n",
"print(\"PyTorch has version {}\".format(torch.__version__))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "T3CcAuIFh3WZ"
},
"source": [
"### Installing dependencies\n",
"\n",
"The installation of PyG on Colab can be a little bit tricky. Execute the cell below -- in case of issues, more information can be found on the [PyG's installation page](https://pytorch-geometric.readthedocs.io/en/latest/notes/installation.html).\n",
"\n",
"_Note: This cell might take a while (up to ~30 minutes) to run_"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "PFWguzBrh3Fe",
"outputId": "0175ee98-35fe-4e03-d18c-d2aea2e4e3ee"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\u001b[?25l \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m0.0/108.0 kB\u001b[0m \u001b[31m?\u001b[0m eta \u001b[36m-:--:--\u001b[0m\r\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m108.0/108.0 kB\u001b[0m \u001b[31m3.7 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Building wheel for torch-scatter (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m210.0/210.0 kB\u001b[0m \u001b[31m5.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h Preparing metadata (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
" Building wheel for torch-sparse (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m64.2/64.2 kB\u001b[0m \u001b[31m2.2 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m1.1/1.1 MB\u001b[0m \u001b[31m23.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
"\u001b[?25h"
]
}
],
"source": [
"# Install torch geometric\n",
"!pip install -q torch-scatter -f https://pytorch-geometric.com/whl/torch-1.7.0+cu101.html\n",
"!pip install -q torch-sparse -f https://pytorch-geometric.com/whl/torch-1.7.0+cu101.html\n",
"!pip install -q torch-geometric"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "soG2jbUSi4gd"
},
"source": [
"### PyTorch tensor basics\n",
"\n",
"Recently, deep learning on graphs has emerged to one of the hottest research fields in the deep learning community.\n",
"Here, **Graph Neural Networks (GNNs)** aim to generalize classical deep learning concepts to irregular structured data (in contrast to images or texts) and to enable neural networks to reason about objects and their relations.\n",
"\n",
"This tutorial will introduce you to some fundamental concepts regarding deep learning on graphs via Graph Neural Networks based on the **[PyTorch Geometric (PyG) library](https://github.com/rusty1s/pytorch_geometric)**.\n",
"PyTorch Geometric is an extension library to the popular deep learning framework [PyTorch](https://pytorch.org/), and consists of various methods and utilities to ease the implementation of Graph Neural Networks.\n",
"\n",
"We can generate PyTorch tensor with all zeros, ones or random values."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "BvRi8p-ki3hD",
"outputId": "50e8f0a0-e28e-4cf9-e23b-b1c2dded5230"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[1., 1., 1., 1.],\n",
" [1., 1., 1., 1.],\n",
" [1., 1., 1., 1.]])\n",
"tensor([[0., 0., 0., 0.],\n",
" [0., 0., 0., 0.],\n",
" [0., 0., 0., 0.]])\n",
"tensor([[0.4820, 0.1941, 0.8239, 0.8437],\n",
" [0.3316, 0.3270, 0.7687, 0.9182],\n",
" [0.1079, 0.0475, 0.0798, 0.3385]])\n",
"torch.Size([3, 4])\n"
]
}
],
"source": [
"# Generate 3 x 4 tensor with all ones\n",
"ones = torch.ones(3, 4)\n",
"print(ones)\n",
"\n",
"# Generate 3 x 4 tensor with all zeros\n",
"zeros = torch.zeros(3, 4)\n",
"print(zeros)\n",
"\n",
"# Generate 3 x 4 tensor with random values on the interval [0, 1)\n",
"random_tensor = torch.rand(3, 4)\n",
"print(random_tensor)\n",
"\n",
"# Get the shape of the tensor\n",
"print(ones.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jw2jBp6mi8qi"
},
"source": [
"PyTorch tensor contains elements for a single data type, the `dtype`."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "bCnt-WYti-ez",
"outputId": "31e74cc7-9271-41a9-99fc-e9e37d588f3a"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.float32\n",
"torch.int64\n"
]
}
],
"source": [
"# Create a 3 x 4 tensor with all 32-bit floating point zeros\n",
"zeros = torch.zeros(3, 4, dtype=torch.float32)\n",
"print(zeros.dtype)\n",
"\n",
"# Change the tensor dtype to 64-bit integer\n",
"zeros = zeros.type(torch.long)\n",
"print(zeros.dtype)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "yox30Eexj1g0"
},
"source": [
"### Dataset\n",
"\n",
"Following [Kipf et al. (2017)](https://arxiv.org/abs/1609.02907), let's dive into the world of GNNs by looking at a simple graph-structured and previous example that we used, the well-known [**Zachary's karate club network**](https://en.wikipedia.org/wiki/Zachary%27s_karate_club). Here, we are interested in detecting communities that arise from the member's interaction.\n",
"\n",
"PyTorch Geometric provides an easy access to the dataset via the [`torch_geometric.datasets`](https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html#torch_geometric.datasets) subpackage:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "DsBIh_9Vj8q-",
"outputId": "5c79b1d2-c201-4390-e818-3ee61b050bcd"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dataset: KarateClub():\n",
"======================\n",
"Number of graphs: 1\n",
"Number of features: 34\n",
"Number of classes: 4\n"
]
}
],
"source": [
"from torch_geometric.datasets import KarateClub\n",
"\n",
"dataset = KarateClub()\n",
"print(f'Dataset: {dataset}:')\n",
"print('======================')\n",
"print(f'Number of graphs: {len(dataset)}')\n",
"print(f'Number of features: {dataset.num_features}')\n",
"print(f'Number of classes: {dataset.num_classes}')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-D0mmkctkBSC"
},
"source": [
"After initializing the [`KarateClub`](https://pytorch-geometric.readthedocs.io/en/latest/modules/datasets.html#torch_geometric.datasets.KarateClub) dataset, we first can inspect some of its properties.\n",
"For example, we can see that this dataset holds exactly **one graph**, and that each node in this dataset is assigned a **34-dimensional feature vector** (which uniquely describes the members of the karate club).\n",
"Furthermore, the graph holds exactly **4 classes**, which represent the community each node belongs to.\n",
"\n",
"Let's now look at the underlying graph in more detail:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "uiU_ZGE-kD7l",
"outputId": "08686346-6a19-4054-881e-e2ddd6a5f4e0"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data(x=[34, 34], edge_index=[2, 156], y=[34], train_mask=[34])\n",
"==============================================================\n",
"Number of nodes: 34\n",
"Number of edges: 156\n",
"Average node degree: 4.59\n",
"Number of training nodes: 4\n",
"Training node label rate: 0.12\n",
"Contains isolated nodes: False\n",
"Contains self-loops: False\n",
"Is undirected: True\n"
]
}
],
"source": [
"data = dataset[0] # Get the first graph object.\n",
"\n",
"print(data)\n",
"print('==============================================================')\n",
"\n",
"# Gather some statistics about the graph.\n",
"print(f'Number of nodes: {data.num_nodes}')\n",
"print(f'Number of edges: {data.num_edges}')\n",
"print(f'Average node degree: {(data.num_edges) / data.num_nodes:.2f}')\n",
"print(f'Number of training nodes: {data.train_mask.sum()}')\n",
"print(f'Training node label rate: {int(data.train_mask.sum()) / data.num_nodes:.2f}')\n",
"print(f'Contains isolated nodes: {data.has_isolated_nodes()}')\n",
"print(f'Contains self-loops: {data.has_self_loops()}')\n",
"print(f'Is undirected: {data.is_undirected()}')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "no-f0NoPkHXa",
"outputId": "444c4100-a3bc-4565-cc1e-768064e02606"
},
"outputs": [
{
"data": {
"text/plain": [
"tensor([[ 0, 1],\n",
" [ 0, 2],\n",
" [ 0, 3],\n",
" [ 0, 4],\n",
" [ 0, 5],\n",
" [ 0, 6],\n",
" [ 0, 7],\n",
" [ 0, 8],\n",
" [ 0, 10],\n",
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" [23, 33],\n",
" [24, 25],\n",
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" [24, 31],\n",
" [25, 23],\n",
" [25, 24],\n",
" [25, 31],\n",
" [26, 29],\n",
" [26, 33],\n",
" [27, 2],\n",
" [27, 23],\n",
" [27, 24],\n",
" [27, 33],\n",
" [28, 2],\n",
" [28, 31],\n",
" [28, 33],\n",
" [29, 23],\n",
" [29, 26],\n",
" [29, 32],\n",
" [29, 33],\n",
" [30, 1],\n",
" [30, 8],\n",
" [30, 32],\n",
" [30, 33],\n",
" [31, 0],\n",
" [31, 24],\n",
" [31, 25],\n",
" [31, 28],\n",
" [31, 32],\n",
" [31, 33],\n",
" [32, 2],\n",
" [32, 8],\n",
" [32, 14],\n",
" [32, 15],\n",
" [32, 18],\n",
" [32, 20],\n",
" [32, 22],\n",
" [32, 23],\n",
" [32, 29],\n",
" [32, 30],\n",
" [32, 31],\n",
" [32, 33],\n",
" [33, 8],\n",
" [33, 9],\n",
" [33, 13],\n",
" [33, 14],\n",
" [33, 15],\n",
" [33, 18],\n",
" [33, 19],\n",
" [33, 20],\n",
" [33, 22],\n",
" [33, 23],\n",
" [33, 26],\n",
" [33, 27],\n",
" [33, 28],\n",
" [33, 29],\n",
" [33, 30],\n",
" [33, 31],\n",
" [33, 32]])"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.edge_index.T"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NLXkVC94kFeQ"
},
"source": [
"### Data\n",
"\n",
"Each graph in PyTorch Geometric is represented by a single [`Data`](https://pytorch-geometric.readthedocs.io/en/latest/modules/data.html#torch_geometric.data.Data) object, which holds all the information to describe its graph representation.\n",
"We can print the data object anytime via `print(data)` to receive a short summary about its attributes and their shapes:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "kJcrr3RWkRKs",
"outputId": "e0dda097-e0d2-4e11-aca3-ef9044023a29"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data(x=[34, 34], edge_index=[2, 156], y=[34], train_mask=[34])\n"
]
}
],
"source": [
"print(data)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CPBcoxWikQH_"
},
"source": [
"We can see that this `data` object holds 4 attributes:\n",
"(1) The `edge_index` property holds the information about the **graph connectivity**, *i.e.*, a tuple of source and destination node indices for each edge.\n",
"PyG further refers to (2) **node features** as `x` (each of the 34 nodes is assigned a 34-dim feature vector), and to (3) **node labels** as `y` (each node is assigned to exactly one class).\n",
"(4) There also exists an additional attribute called `train_mask`, which describes for which nodes we already know their community assigments.\n",
"In total, we are only aware of the ground-truth labels of 4 nodes (one for each community), and the task is to infer the community assignment for the remaining nodes.\n",
"\n",
"The `data` object also provides some **utility functions** to infer some basic properties of the underlying graph.\n",
"For example, we can easily infer whether there exists isolated nodes in the graph (*i.e.* there exists no edge to any node), whether the graph contains self-loops (*i.e.*, $(v, v) \\in \\mathbb{E}$), or whether the graph is undirected (*i.e.*, for each edge $(v, w) \\in \\mathbb{E}$ there also exists the edge $(w, v) \\in \\mathbb{E}$)."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "0Hr1KlYhkbL2"
},
"source": [
"### Edge Index\n",
"\n",
"Next we'll print the `edge_index` of our graph:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 300
},
"id": "6etC4qNzkema",
"outputId": "74ec2f67-35f3-467b-8039-24ea8ea76db8"
},
"outputs": [
{
"data": {
"application/javascript": "google.colab.output.setIframeHeight(0, true, {maxHeight: 300})",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
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" [13, 33],\n",
" [14, 32],\n",
" [14, 33],\n",
" [15, 32],\n",
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" [16, 5],\n",
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" [28, 33],\n",
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" [29, 26],\n",
" [29, 32],\n",
" [29, 33],\n",
" [30, 1],\n",
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" [30, 32],\n",
" [30, 33],\n",
" [31, 0],\n",
" [31, 24],\n",
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" [31, 28],\n",
" [31, 32],\n",
" [31, 33],\n",
" [32, 2],\n",
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" [32, 14],\n",
" [32, 15],\n",
" [32, 18],\n",
" [32, 20],\n",
" [32, 22],\n",
" [32, 23],\n",
" [32, 29],\n",
" [32, 30],\n",
" [32, 31],\n",
" [32, 33],\n",
" [33, 8],\n",
" [33, 9],\n",
" [33, 13],\n",
" [33, 14],\n",
" [33, 15],\n",
" [33, 18],\n",
" [33, 19],\n",
" [33, 20],\n",
" [33, 22],\n",
" [33, 23],\n",
" [33, 26],\n",
" [33, 27],\n",
" [33, 28],\n",
" [33, 29],\n",
" [33, 30],\n",
" [33, 31],\n",
" [33, 32]])\n"
]
}
],
"source": [
"from IPython.display import Javascript # Restrict height of output cell.\n",
"display(Javascript('''google.colab.output.setIframeHeight(0, true, {maxHeight: 300})'''))\n",
"\n",
"edge_index = data.edge_index\n",
"print(edge_index.t())"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NX9rRnPIkhUe"
},
"source": [
"By printing `edge_index`, we can further understand how PyG represents graph connectivity internally.\n",
"We can see that for each edge, `edge_index` holds a tuple of two node indices, where the first value describes the node index of the source node and the second value describes the node index of the destination node of an edge.\n",
"\n",
"This representation is known as the **COO format (coordinate format)** commonly used for representing sparse matrices.\n",
"Instead of holding the adjacency information in a dense representation $\\mathbf{A} \\in \\{ 0, 1 \\}^{|\\mathbb{V}| \\times |\\mathbb{V}|}$, PyG represents graphs sparsely, which refers to only holding the coordinates/values for which entries in $\\mathbf{A}$ are non-zero.\n",
"\n",
"We can further visualize the graph by converting it to the `networkx` library format, which implements, in addition to graph manipulation functionalities, powerful tools for visualization:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "K9bYUtEnksMA"
},
"outputs": [],
"source": [
"# Helper function for visualization.\n",
"%matplotlib inline\n",
"import torch\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Visualization function for NX graph or PyTorch tensor\n",
"def visualize(h, color, epoch=None, loss=None, accuracy=None):\n",
" plt.figure(figsize=(7,7))\n",
" plt.xticks([])\n",
" plt.yticks([])\n",
"\n",
" if torch.is_tensor(h):\n",
" h = h.detach().cpu().numpy()\n",
" plt.scatter(h[:, 0], h[:, 1], s=140, c=color, cmap=\"Set2\")\n",
" if epoch is not None and loss is not None and accuracy['train'] is not None and accuracy['val'] is not None:\n",
" plt.xlabel((f'Epoch: {epoch}, Loss: {loss.item():.4f} \\n'\n",
" f'Training Accuracy: {accuracy[\"train\"]*100:.2f}% \\n'\n",
" f' Validation Accuracy: {accuracy[\"val\"]*100:.2f}%'),\n",
" fontsize=16)\n",
" else:\n",
" nx.draw_networkx(h, pos=nx.spring_layout(h, seed=42), with_labels=False,\n",
" node_color=color, cmap=\"Set2\")\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 576
},
"id": "pAQeZT5SkhvR",
"outputId": "27915019-4752-4f6c-90b4-31ffcd63fedd"
},
"outputs": [
{
"data": {
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KPy8UsgiP+Yg3sZlw7miMVmaa9eINqiHLzMwUS4gpxefzUVBQUC+27z927BgSExPx66+/SroU0kDRZF9C/qeomA9v30iERaYBqDjAlIdlAR5fiH8fvsfdoASxvgkS8cvKyhJ7H9nZ2WLvQ9z4fD7WrVuH4cOH16tbZaRuoREZQvAphJy7+QZpGQWVCjDleRaeChlpBl3bGnJTHKlRpfu+iFvpEQd12enTpxETE4Nz585JuhTSgFGQIQTAo9BEpH0sAFfjKE9fpMBYvxGM9Rtx1CKpb2rzqB3LssjLy0N2djZycnLA4/HAMAwUFBSgpqYGdXV1yMrKYs2aNfjhhx9ga2sr6ZJJA0ZBhjR4yel5CHqVymmbDAP4BrzDT0OsISsrzWnbRLwYhoGMjAz4fL5Y+5GVlRVr+1XB5/ORkJCAd+/eIT8/HwC+mu9VGsAEAgEUFBTw22+/1XidhHyOggxp8J48Ty53ZVJ1sCyQV8DD65gMtGlZ904wbujU1NTw8eNHsfaxYsUKtG7dGl26dIGtra3Eg82HDx8QGhqKoqKiLz7/rZGjVatWQUZGBkVFRVBQUBB3iYSUi4IMadBy8ooRkyC+SZchr1PRuoUWrWKqY9TV1ZGRkSG22z8CgQDR0dHw8vJCUVERlJSUYG9vj65du6JLly5wcHBAo0Y1c1uSZVm8efMGUVFRlXqetPSnkcb09HT4+/ujY8eOaNy4sThKJOSbaNUSadDexot35cjH7CJk5RaLtQ/CPQMDA7GFGIZh0KxZM9y9exfZ2dl49OgRVq5cCTU1NezZswf9+vWDhoYGbG1tMWvWLJw6dQpxcXFiqQUAIiIiKh1iPseyLPh8Ph4/foyMjAwOKyNENAwrwk9rTk4O1NTUkJ2dXWN/JRBSE3wD3uF1zEdObyv91w+OpmhpQn+p1jUBAQFiW4bdrVs3qKmpffV5lmURFRWFgIAAPHjwAAEBAWXnPRkZGaFLly5lozatW7cuGxWpqsTERISEhFSrjc/JysrCycmpzp/iTWoHUbMH3VoiDVrqx3yxhhgpBkjPLKAgUwdZWFjg8ePHnLbJMAx0dHTKDTGlj7do0QItWrTAlClTAABpaWl4+PBhWbA5d+4ceDweVFVV4eDgUBZs7O3tK7XBXlFREV68eMHJ6yrF5/Px4sULtG/fntN2CfkWCjKkQSvhCcXcA1MDfRBx0NLSQtOmTREbG8tZm9LS0mjTpk2lnqOjo4MhQ4ZgyJAhAD4d0BgYGIgHDx7gwYMH2Lp1K5YvXw5paWnY2dmVBZsuXbpAX1+/wnajoqIgEAiq83K+wrIsUlJSkJGRQfNlSI2hIEMaNClxz8FlACmxd0LExdLSEtnZ2ZzcYmIYBu3atav2bRdFRUU4OjrC0dERACAUCvH69euy21GXLl3C9u3bAQCmpqZf3I6ytLSElJRU2TJrccwDYhgG79+/pyBDagwFGdKgqarIITtPfDusskIWKkq1b78QIhoZGRm0atUKp06dgpGRUZVWn5U+p3379tDW5n4pvpSUFFq1aoVWrVrB1dUVAJCUlFQ2YhMQEAAvLy8IBAJoaGigc+fOGDhwIAwNxbPzNMuySE5OBp/Ph4wMvcUQ8aPvMtKg6WmpICk1H0IxTZRhAehqKomlbSJ+QqEQU6dOxZ07d3D16lVkZWVV+lTsRo0awdbWFqqqqmKs9EsGBgYYOXIkRo4cCQDIy8vDkydPyoLN69evoaenJ7agwbIssrOzoampKZb2CfkcBRnSoDXRVkEQmyK29qWkGOg0rvsnHDdUq1atwsWLF3Hx4kV07doV2dnZePv2LZKTk8Gy7DdDjYqKCkxMTGBkZAQpKcnudKGiooKePXuiZ8+eAIB79+4hJydHrH1SkCE1hYIMadCaGTaCorwMCou5346eYYCWzTQgL0dHFNRF58+fxx9//IHVq1dj8ODBAD7t+Nu2bVsUFxcjPT0dWVlZyMnJwcuXL6GkpAQrKyuoqamhcePGUFdXr7UbIRYXi3dvI4ZhxN4HIaUoyJAGTVpKCrYWOnj8PInzZdgsC9ha6HDbKKkRL168wMSJEzFy5MhyzxKSl5eHoaFh2TyT+fPnw9bWFuPHj6/pUmut2nwoJqlfaGdf0uC1b6ULFSU5cPnHM8MArZprQl9bhbtGSY348OEDfvzxR5iZmeHw4cMijarUxCGTXKqJc50kfXYUaTgoyJAGT1ZWGv26mnA2IsMwgKKCDLp3NOKmQVJjeDweRo0ahdzcXFy6dEnkDeakpaU535NFnNTU1MR624tl2Qo3/SOEaxRkCAFgpKeKXg5Nq90OwwCyMlIY3rsFFOTozm1ds3DhQty/fx/nzp1D06aifz/UtREZdXV1sd/6oSBDagoFGUL+p00LbfTr2gxSUkyVbjMxDKCsKIsx/S2hrUFLruuagwcPYteuXdi1a1fZZnOiqmtBRk9PT6ztN27cmM5bIjWG/mQk5DNWzbWgp6UC34B3SPmQD4bBd285CQUCSElLo7W5FhzbG0FOllYp1TUPHjzAjBkz4OrqCjc3t0o/v67dWlJUVISenh5SUsSz9YCJiYlY2iWkPDQiQ8h/NFZTgMsACwztZY5mBl8Oj0sxXx5rICMtBWl+Grb87gJzA4ZCTB0UHx+P4cOHo1OnTti5c2eV2qhrIzIAkJKSwnn4YhgGjRo1gq6uLqftEvItNCJDSDkYhoFJEzWYNFFDCU+A9IwCpGUUoriEDykpBkoKstDVVIKmuiIKC1tizW+Z2LJlS5XfCIlkFBYWYujQoZCXl8fZs2chJydXpXbqUpD5+PEjFixYgOPHj8PDwwP29vactm9rayvxDQBJw0JBhpDvkJOVRhNdVTTRLX+LeWVlZcyZMwcbNmzA8uXLoaWlVcMVkqpgWRZTp05FeHg4Hj58CB2dqu/5Iy0tXSc2gDt37hxmzpyJkpISHDlyBOPHj0dgYCA+fPjASfutW7dGo0aNOGmLEFFRbCaEA7NnzwbDMNi1a5ekSyEi2rRpE06dOoUjR47A1ta2Wm3V9hGZ1NRUjBw5EiNGjICDgwPCw8MxadIkSEtLo0OHDpwcZmltbQ1jY2MOqiWkcijIEMIBTU1NTJs2Dbt27UJeXp6kyyHfcf36dSxduhTLli3DqFGjqt2ejIxMrZzsy7IsvLy80KpVK/j7++P06dO4cOEC9PX1y64pDTMWFhZgGKbS+8soKCjAwcEBzZo147h6QkRDQYYQjri7uyM3NxcHDhyQdCnkGyIjI+Hi4oKBAwfizz//5KRNaWnpWjcik5iYiB9//BHjxo1D7969ER4ejtGjR5cbVKSkpGBmZgZHR0cYGBiUXVPetaWvU05ODi1btoSTkxMdDkkkiubIEMIRY2NjjB07Flu2bMHMmTOrPHGUiE9WVhYGDx4MQ0NDnDhxgrNJqbXp1hLLsjh8+DDc3d2hqKiICxcuYMiQISI9V1VVFXZ2dmjVqhVSU1ORlZWF7Oxs8Hg8MAwDRUVFXLt2DWlpafj7779pUi+pFRhWhO0dc3JyoKamhuzsbJrIRcg3vHr1CtbW1jhy5AgmTZok6XLIZwQCAQYOHIjHjx8jMDAQZmZmVW5LKBQiPT0dGRkZyMrKQlxcHPh8Ppo0aQI1NTWoqalBV1dX5CMOuBIbG4tp06bh5s2bmDx5MrZu3QoNDQ1O+1i/fj1Wr16NzMxMOk+JiJWo2YOCDCEc+/HHHxEVFYWXL1/SX6y1yJIlS7B582bcuHEDffr0qVIbAoEAMTExePfuHUpKSsAwzFdb/X/+OW1tbZibm6Nx48bVrv9bhEIh9u7diyVLlkBDQwP79+9H3759xdLX06dPYW9vj4cPH8LBwUEsfRACiJ496LcsIRxbsmQJXr9+jStXrki6FPI/J0+exMaNG7F58+Yqh5jMzEzcvXsXkZGRKCkpAYByzyv6/HPp6el4+PAhXr58KbZbT9HR0XB2dsasWbMwYcIEvHz5UmwhBgDatm0LVVVV3LlzR2x9EFIZNCJDiBg4OjqCx+Ph4cOHYj1lmHxfUFAQunXrhtGjR+Pw4cNV+vdISEhAaGhouSMwolJVVUWnTp04O4NIIBBgx44d8PDwgL6+Pg4cOABnZ2dO2v6eQYMGobCwELdu3aqR/kjDRCMyhEjQkiVL8PjxY9y/f1/SpTRoKSkpGDJkCGxsbLB3794qhZikpCSEhoYCKH8ERlR5eXl4/PgxeDxeldsoFR4eji5duuCXX36Bq6srnj9/XmMhBgCcnZ3x4MGDOrEJIKn/KMgQIgYDBgyAtbU1NmzYIOlSGqzi4mIMGzYMQqEQ58+fh4KCQqXbKCgoKAsx1cWyLHJzcxEeHl7lNng8HtauXQs7OztkZWUhICAA27Ztq/FJxT169EBRUREeP35co/0SUh4KMoSIAcMwWLp0Ka5fv47nz59LupwGh2VZzJw5E8+ePcOFCxdgYGBQpTbCwsKqNQpTnvj4eKSlpVX6eaGhobC3t8fy5cvh7u6O0NBQdO7cmdPaRNWmTRs0btyY5smQWoGCDCFiMnr0aDRt2pRGZSRg9+7dOHToEPbt21flQxEzMjLw8eNHzoMM8GlTPlEVFxdj+fLl6NChA/h8Ph4/fox169ZVaYSJK1JSUnBycoKfn5/EaiCkFAUZQsRERkYGv/zyC86cOYN3795JupwG4/bt21iwYAHc3d0xceLEKrfz/v17sU3Uzs7ORnZ29neve/r0Kdq1a4d169bBw8MDQUFBaN++vVhqqixnZ2c8fvwYBQUFki6FNHAUZOoZlmVRWMxHbn4JCot4YvlrkohuypQp0NDQwJYtWyRdSoMQExODUaNGoUePHtUaCRMIBEhJSRHbzw/DMEhKSqrw8cLCQixevBgODg5QUFBAcHAwVqxYUat2i3Z2dgaPx8ODBw8kXQpp4OiIgnqgqISP8Lcf8S4hG6kf8lFU8v+H18nKSEFXUwnG+o1gba4FFaXa84uwIVBSUsLcuXOxdu1aLF++HDo6OpIuqd7Kzc3F4MGD0bhxY5w5cwYyMlX/9ZabmyvWPwJYlkVWVla5jwUEBGDKlCmIi4vD2rVrsXDhwmq9FnGxsrKCjo4O7ty5g969e0u6HNKA0YhMHVbCE8DvaRw8z4TB/2k8YpNyvggxAMDjC5GQmodHYUnYf/Y5rt+LQX5h9Zd/EtHNmjUL0tLS2LVrl6RLqbeEQiEmTpyIuLg4XLp0qdrb8ufk5HBUWcX+e2spLy8Pc+fOhaOjI7S0tBAaGoolS5bUyhADfBpVcnZ2pnkyROIoyNRR8Sm5OHLxJUIj0iAQfv8vR5b99BH5PgOHL7zEm/cZNVAlAYDGjRtj+vTp2L17N3JzcyVdTr20cuVKXLp0CSdPnoSVlVW126uJAyA/7+P27dto3bo1Dh48iG3btuH+/fuwsLAQew3V1aNHDwQFBdVI8COkIhRk6qCo2Eyc/TcS+QU8VHb0m2U/jeRcvRuDZ+Gp4imQfMXd3R35+fnYv3+/pEupd86dO4c///wTq1evxqBBgyRdjsgYhkF2djamT5+OXr16wcTEBC9evMC8efMgLS0t6fJE4uzsDIFAQBs/EomiIFPHxKfk4Ordt59GWKrZln9gPF5Ff+CkLvJthoaGGDduHLZs2UK7oXLo+fPnmDhxIkaPHo1ff/2Vs3ZrYmkzy7Jo1aoVTp8+jb179+LWrVswNTUVe79cMjMzg6GhId1eIhJFQaYOKS4R4Po9bpfx3n4ci+w8emOtCYsXL0ZSUhJOnjwp6VLqhQ8fPuDHH39EixYtcPDgQU6XSqupqXHWVnkEAgEePXoEeXl57N27FxMmTKiTJ6WXzpOhjfGIJNW9n5wGLOBZAgqKKn876VsEQhY3H77nrkFSIUtLSwwZMgQbN26EUCiUdDl1Go/Hw8iRI5Gfn49Lly5xvkW/kpISZGVlOW3zcwzDIC8vD7m5uRg3bhw0NDTg6OiIFStWwN/fH0VFRWLrm2s9evRAaGgoMjIyIBQKwePxIBAIaOsHUmPo9Os6orCIB0+f5xCKMLG3KiYMsoJ2YyWxtE3+3+PHj+Hg4IDz589j6NChki6nzpo9ezY8PT1x584ddOvWTSx9hIeH4927d2J7Q+7Vqxfk5eXx6tUr+Pv7w8/PD/7+/sjIyIC8vDwcHBzg7OwMZ2dndOzYkbNTs7kkFArx8uVLHD16FE5OTl+MisnIyEBdXR2ampowNDSEoqKiBCsldZGo2YOCTB0R+DIFAcEJ1Z4XUx6GAVqba6OXQ1MxtE7+y8nJCYWFhXj8+LHYdo6tz/bv34/p06dj7969cHV1FVs/+fn5Ypn7wTAM9PT00K5du68eEwqFePHiRVmwuXv3LrKysqCoqIjOnTuXBZv27dtLdHM8lmXx7t07REdHo6SkBAKB4LsTlPX19WFlZUWBhoiMgkw9c+ZGBBLT8sTWvpKiLNxG2YitffL/bty4gQEDBsDPzw9OTk6SLqdOCQgIQI8ePfDzzz/j77//Fnt/r169QkxMDKeBU0pKCt27dxfpdphAIEBYWFhZsLl37x5ycnKgpKSErl27lgWbdu3a1dh+M/n5+QgJCalwQ7+KMAwDKSkpWFtbw8jISDzFkXqFgkw9wrIsdnuFgMcX77wKt1E2UFIU37wA8gnLsrC1tYW+vj58fX0lXU6dERcXhw4dOsDCwgK3bt0S6xwW4NMbtpubG7p16wY9PT3OJuNaW1ujWbNmVXoun89HSEhI2W2o+/fvIy8vDyoqKujWrVtZsLGzsxPLEu7s7Gw8evSo2nNgzMzM0LJlSxqRJN9EQaYeyc0vwf6zz8Xez8i+LWCkR/++NeHUqVMYO3YsQkJCYGtrK+lyar2CggJ069YNHz9+RGBgILS1tcXa35s3bzBs2DC8f/8ehw4dgpqaGvh8frXnyxgbG6N169acvYHzeDwEBweXBZuAgAAUFBSgUaNGcHR0LAs2bdq0qXawyc/PR0BAACdfBwCwsLCAmZlZtdsh9RcFmXokM6cIhy+8FHs/Q3uaw8RQvMtOySd8Ph8tWrSAvb09Tp06JelyajWWZTF27FhcvnwZDx8+hI2NeG+BXrhwAZMmTYKBgQHOnz8PKysr5OXl4fHjx9VaTWRiYgIrKyuxjkKUlJQgMDCwLNg8ePAARUVFZauiSoONtbV1pUaYWJbFw4cPkZWVxenk527duol9qTupu0TNHrT8ug6QlqqZ4VepGuqHfFrR8csvv8Db2xsxMTGSLqdW27BhA06fPo0jR46INcTw+XwsWbIEw4YNQ58+ffD06dOy4w5UVFTg5OQEY2NjAKhUGJGXl0fHjh3RqlUrsd9KkZOTQ5cuXeDh4YFbt24hKysLd+/exbx585CVlYXFixfDxsYGOjo6GD58OHbv3o1Xr159N5zExsYiMzOT0xDDMAxCQkJomTapNhqRqQMEAiF2eYWIbel1qanDWkNNtfYt8ayvCgsL0bRpU4wYMaJGJq7WRdeuXcOgQYOwbNkyrFq1Smz9pKamwsXFBffu3cOGDRvg7u5eYejIzs7G+/fvkZiYCKFQWPYhIyMDhmHK3piVlZVhYmICQ0PDWnPwY+lqOT8/P/j5+eHJkyfg8XjQ1taGk5NT2YjN5/NXWJbFrVu3xLYjdYcOHaCrqyuWtkndRreW6pkTV14hLaNQbO3LyUphlosdTb6rYWvWrMGqVasQGxtLv8z/4/Xr1+jUqROcnJxw4cIFse18++jRI4wYMQICgQBnzpxB9+7dv/uc8PBwuLq6IiMjA1OnTkWPHj0gIyMDGRkZqKqqQk1NDcrKyrX+56mgoAAPHz4sCzaBgYHg8/nQ09MrCzYdOnRAYmKiWPpnGAaampro1KmTWNondRsFmXrmXlA8gsNTOd3V9/+xMDVUx5Ce5uJonHxDZmYmjI2NMXfuXKxZs0bS5dQamZmZsLe3h6ysLB49eiSW3zssy+Kvv/6Cu7s7OnbsCG9vbxgYGHzzOTweD5s2bcLKlSthYmKCQ4cOoXPnzpzXJil5eXl48OBBWbAJDg6Gm5sbevfuLbaDLBmGQb9+/erMQZmk5tAcmXqmdQttMYUYAGCwbd0ibN++HTk5OeLqhJRDQ0MDrq6u+Ouvv+hr/z8CgQAuLi748OEDLl++LJYQk5+fj/Hjx2POnDmYOXMm/Pz8vhtiQkNDYW9vj+XLl8Pd3R2hoaH1KsQAn+YC9e3bF+vXr8eTJ0+QkZEh9pDBsix975NqoSBTR2g0UkCzJo3A9Ug1wwAKcoChrjIWLVoEQ0NDuLu74/3799x2RCq0YMECFBQUYN++fZIupVZYunQpbt68CW9vbzRv3pzz9t+8eYNOnTrh0qVLOHXqFLZv3/7NPWmKi4uxfPlydOjQAXw+H48fP8a6detq5IRsSWvUqFGN3B7Lzc0Vex+k/qIgU4f0sG/K+coilgV+7NESJ0+exLt37zBz5kwcOXIEzZs3x4gRI/DgwYM6t6qghCdAXHIOAl8m4+bD9/ANeIdbj2LxLDwViam54Atq14GNTZo0wYQJE7B161axTaisK44fP47Nmzdjy5Yt6NWrF+ftX7hwAR06dACPx8OTJ08wZsyYb17/9OlTtGvXDuvWrYOHhweCgoLQvn17zuuqrViWrZGff4FAIPY+SP1Fc2TqmOeR6bj1OJaz9tpZ6aJ7hy+3C8/Pz8fRo0exfft2REVFoUOHDnB3d8fw4cPFvptqdXzILERIRCrCoz9CIGTBMAADBixYMABKF33JyUqhtbk2bC10as0qrYiICFhZWWHfvn34+eefJV2ORAQGBqJbt25wcXHBoUOHOB0J4PP58PDwwIYNGzBs2DAcPnz4m7/LCgsLsWLFCmzZsgV2dnY4dOgQ2rRpw1k9dQXLsrh27ZrY+2ndujWaNqWz3siXaLJvPRbwLAFPX6RUu52WzTTQv5tphaM8QqEQ169fx7Zt23Dnzh0YGhpizpw5mDZtGjQ0NKrdP1f4AiEehSYh8GUKGAYizSVimE+TDLu2bYK2lrq1Yg+d4cOH4+XLlwgPD29wEx+Tk5PRvn17GBsbw9/fn9OTntPS0jBmzBjcu3cP69evx8KFC78ZkgICAjBlyhTExcVh5cqVWLhwYa1ZPi0Jt27dqtZGgKKwt7cX+27NpO6hyb71WBe7Juje3vB/b8aVe27p9W2tdL8ZYoBPh9sNHDgQt2/fRmhoKHr16oXff/8dRkZGmD17NqKioqrxKriRV1CCk1fCEfjyU7ATdRScZQGhkMW9oASc/TcSxSWSH9pesmQJ3rx5g4sXL0q6lBpVXFyMYcOGAQDOnz/PaYh59OgR2rZti1evXuH27dv45ZdfKgwxeXl5mDt3LhwdHaGlpYXQ0FAsWbKkQYcYAFBVVRX77SXa3ZdUBwWZOohhGLRrpYcJg1pBW0Ppf5/79nOEwk9v1KrKchjZtyWcOhhVahTCxsYGhw8fRmxsLBYuXAhvb2+0bNkSgwcPhp+fn0Tm0eQX8nD6RgQycqr312JiWh7O3XyDEp5kw0zHjh3h7OyMDRs21Ll5SVXFsixmzJiBkJAQXLx4Efr6+py1u3v3bnTv3h1NmzZFSEjIN/eHuX37Nlq3bo0DBw5g27ZtuH//PiwsLDippS4qKCjAuXPnMGbMGLF/PyorK0NOTk5s7ZP6j4JMHaaloYhxAy0xqm9LmBtrQFam/H9OaWkG8lIFOLjdHU42SjDSU61yn3p6eli5ciXi4uKwf/9+xMTEoEePHmjbti2OHj1aY5NVWZbFtbtvkZtfUu1l6SwLpH7Mx50ncdwUVw1LliwpOyunIdi5cycOHz6M/fv3o0OHDpy0mZ+fjwkTJmDOnDmYMWPGN5dWZ2dnY/r06ejVqxeaNWuGFy9eYN68eQ3u1h7waV7Q+fPn4eLiAh0dHYwYMQKRkZGwt7cX69ejqieBE1KK5sjUIyzLIjuvBBnZheDzhZCWkoJ6I3loNFJAcXERDAwMMH36dGzYsIHTPm/evIlt27bB19cXenp6mDVrFtzc3KClpcVZP/8VGpEmluAxpKcZTA3VOW9XVCzLom3bttDW1sa///4rsTpqwq1bt9CvXz/Mnz8fmzdv5qTNqKgoDBs2DDExMThw4ABcXFwqvPbatWtwdXVFTk4ONm3ahGnTpolt9+DaqrCwEL6+vvD29saVK1eQn58PGxsbjBo1CiNHjoS5+adNMp8/f474+HjOR2akpaXRq1evWr2IgEgOTfYlX5k/fz68vLwQHx/P6TyEUq9fv8b27dtx7NgxAMCECRMwf/78soP3uMLjCbDXOww8PvfLqBupyGHqsNYS3Vr+zJkzGDNmDIKDg9G2bVuJ1SFOb9++RYcOHdCxY0dcu3aNk7/4L168iEmTJkFPTw/nz59Hq1atyr0uIyMD8+fPx/Hjx9GvXz94enqWHQbZEBQVFX0RXvLy8tCmTZuy8NKiRYuvnlNSUgI/Pz/weDxOa2nTpk2D+tqTyqHJvuQrrq6uSE9Px4ULF8TSvqWlJTw9PREfHw8PDw9cvXoVrVq1Qr9+/fDPP/9w9tdcxLsMsYQYAMjJK0FcsmR3GR0+fDhMTU05HTmrTXJzc/Hjjz9CS0sLp06dqnaI4fP5WLp0KYYOHYpevXohMDCwwhBz/vx5WFlZ4cqVKzhy5AiuX7/eIN5Ii4qKcPHiRYwbNw7a2toYOnQoXr16hSVLliAiIgJhYWFYtmxZuSEG+HSqNpcnjzMMAy0tLRgZGX3/YkK+g4JMA2JpaQlHR0d4enqKtR8tLS0sW7YM79+/x7Fjx5CWloZ+/frB2toa+/fvR2Fh9Q6/fBn1gaNKv8YwwKvoj2JrXxQyMjJYtGgRzp49i+joaInWwjWhUIgJEyYgLi4Oly5dqvYy/rS0NPTt2xebNm3Cxo0bcfbs2XL/cktLS8OoUaMwfPhwdOrUCeHh4Zg0aVKtP9SxOoqKinDp0iWMHz8eOjo6GDp0KF68ePFFePHw8EDLli1Fak9PT4+z0VVVVVW0a9euXn/9Sc2hINPAuLm5wd/fHxEREWLvS05ODhMmTEBwcDD8/PxgZmYGV1dXGBsbY/ny5UhJqfxeOAKhEKkZBWKo9hOW/bSKSdImT54MbW1tzuaO1BZ//PEHLl++jFOnTsHS0rJabT1+/Bht27bFy5cvcfv2bSxatOirN0aWZeHl5QUrKyv4+fnh9OnTuHDhAmero2qboqIiXL58GRMmTICOjg6GDBmCsLAwLFq0CK9fv8bz588rFV7+y9TUFG3atIGUlFSVQ4i2tjYcHBxoXgzhDAWZBmbYsGHQ0tKq0XN9GIaBk5MTLl26hDdv3mDMmDHYunUrmjZtismTJyMsLEzktjKyiiAUindpcm5+CYpL+GLt43sUFBQwb948HDlypEqBrzby8fHBqlWrsHbtWvzwww9Vbqf01GpHR0c0bdoUz549g5OT01fXJSYm4scff8S4cePQu3dvhIeHY/To0fVuFKC4uBhXrlzBhAkToKurix9//BEhISH45ZdfEB4ejhcvXuD333/nbDm5sbExHB0doa6uDgAifz2lpaVhY2ODjh07UoghnKLJvg3Q4sWLceDAASQmJkJRUVEiNWRmZuLAgQPYtWsX4uPj4ezsjAULFuCHH3745sqR2KRsnLsp/o34fhpqDY1Gkj0UMCsrC8bGxpg1axbWrVsn0VqqKywsDJ07d8bgwYPh5eVV5TCRn58PNzc3nDhxAnPnzsWmTZu+2oOEZVkcPnwY7u7uUFRUxJ49ezBkyBAOXkXtUVxcjH///Rc+Pj64dOkScnJy0KpVK4wcORIjR47kfIJ9eViWRWZmJt6/f4+UlBQIheXPW1NVVUWzZs3QpEmTBr+5IKkcWrVEKhQdHQ1zc3McPXoUEydOlGgtPB4P58+fx7Zt2/DkyROYm5tj3rx5mDx5MpSVlb+6/n1iNs7fqoEgM8QaGmqSP9148eLF8PT0RFxcXJ3d/TQ9PR0dOnSApqYm7t+/DyUlpSq1ExUVheHDh+Pt27cVLq2OjY3FtGnTcPPmTUyePBlbt26tVcdpVEdxcTFu3rwJHx8fXLx4ETk5ObC0tMTo0aNrLLxUhGVZ5OfnIycnBwKBAAzDQFFREWpqahReSJXRqiVSITMzM/Tq1Uvsk35FISsri9GjR+Px48d4+PAhbG1tMXfuXBgZGWHp0qVISEj44noF+Zr5pSgvXzs2RJs/fz6Kiopqxb9VVfB4PIwcORKFhYW4cOFClUPMpUuX0L59exQXF+PJkydfhRihUIi///4b1tbWiIiIwI0bN3D48OE6H2JKSkpw7do1TJ48Gbq6uhg0aBACAwOxYMGCsnO5VqxYIdEQA3y6vaSiogIDAwMYGRnB0NAQmpqaFGJIjaARmWooLOYjOT0PqR8LkJ1bDIGQhYy0FDTVFKCjqQR9bZUKd9uVtHPnzmHEiBF4/vw5WrduLelyvvD+/Xvs2rULBw4cQEFBAUaOHIkFCxagQ4cO4PGF2O31rNq7+X6LooIMZoy2FV8HlTR9+nRcuXIF7969g4KC5EeJKmPWrFnYv38/7ty5g65du1b6+Xw+H7///jvWr1+PoUOH4siRI1/9DoqOjsbUqVNx7949uLm5YcOGDXX691RJSQlu3boFb29vXLp0CVlZWbCwsCjb56VVq1b1bp4PIeWhW0tilPIhHyGvUxH5PhNCIfvFOUcMABafVr/IyUqhtbk2bC10oKbK/QZ01cHj8WBsbIzhw4dj9+7dki6nXLm5uTh06BB27NiBd+/eoUuXLliwYAFypVsiI1s8p/EyDGDSRA1DepqLpf2qePPmDSwsLLB3715Mnz5d0uWIbN++fXB1dcW+ffswbdq0Sj8/LS0NLi4u8Pf3x/r167868FEgEGDHjh3w8PCAvr4+Dhw4AGdnZy5fQo0pKSnB7du34e3tjYsXLyIrKwstW7bEqFGjMGrUKAovpEGiICMGJTwB7gcnICwyHQwj2knLn06oZtCtbRPYWepW6qBGcfPw8MCuXbuQlJRU7nyU2kIgEODy5ctlh/kNGzcPXXqNq/zR3yIa4GgKC5PGYmm7qkaOHInQ0FBERETUiXOA7t+/jx49emD69On466+/Kv38J0+eYMSIESgpKcGZM2e+WpUUHh6OKVOm4OnTp5g3bx5Wr15dq7+Hy1MaXnx8fHDhwgVkZWWhRYsWZeHF2tqawgtp0GiODMeyc4tx7PIrPH+TDkC0EFN6nVDI4m5QQq04Yflz06ZNQ25uLk6fPi3pUr5JWloaQ4cOxb179xAUFARV2XwIBNx/HVmWhawMYG6sznnb1bVkyRJER0fj/Pnzki7lu+Li4jB8+HB07doV27dvr9RzWZbF33//jW7dusHY2PirpdU8Hg9r166FnZ0dsrKyEBAQgG3bttWZEMPj8eDr64upU6dCT08PAwYMwIMHDzB79myEhYUhIiICq1atQuvWkj0mg5C6hEZkRJCTV4xT1yNQUMSr1twMhgH0tJQxok8LyMrUjr+qf/jhB6SlpSEwMFDSpVTKdf/XeP0+j/Nf9hdObETHNkZYsWJFrfte79WrF7KyshAYGFhr3+QKCgrQtWtXZGRkICgoqFIHhxYUFMDV1bXCpdWhoaGYMmUKnj9/jkWLFmHFihV1Ys4Qj8fDnTt3ym4bZWRkwNzcvGzOS5s2bWrtvychkkQjMhwRCllc9n9b7RADfBqdSfmQD7+n8dwUxwE3NzcEBQUhODhY0qVUSp9uLaHRSIGzu0sMAxhoK2NADzvs3bsXLVu2xIkTJzg/7bc6li5diuDgYNy+fVvSpZSLZVlMmTIFkZGRuHTpUqVCTHR0NDp16oTz58/Dy8sLO3bsKAsxxcXFWL58OTp06AA+n4/Hjx9j3bp1tTrE8Hg8/Pvvv/j555+hp6eHfv36lU1GDgkJQWRkJFavXg0bGxsKMYRUEwWZ7wh6lYK0jwWcrZJh2U9nBb1PzOamwWrq378/DA0N69zyXhlpKQxybg4ZaalqhxmGAZQVZfFD9+b49ddfERERAUdHR0yYMAGOjo4IDQ3lpObq6tmzJ9q2bYv169dLupRyrV+/HmfOnMGxY8cqdcDg5cuXK1xa/fTpU7Rr1w7r1q2Dh4cHgoKC0L59e3GUX22l4WXatGnQ09ND3759cffuXbi6uiIkJARv3rzBmjVrYGtrS+GFEA5RkPmGomI+HoUmcd4uwwD+gfG14q99GRkZTJs2DV5eXsjJkeypz5WlraGEUf1aQk5WusphhmEAFSU5jOpnAVXlTyMARkZGOHPmDG7fvo2MjAy0a9cOs2fPRmZmJofVV6VWBkuXLsXt27cRFBQk0Vr+68qVK1i2bBmWL1+O4cOHi/QcgUCA3377DT/++CN69OiBwMBAWFtbAwAKCwuxePFiODg4QEFBAcHBwVixYsVXu/hKGp/Px82bNzF9+nTo6+ujb9++8PPzg6urK549e4Y3b95g7dq1FF4IESOaI/MNz8JT4R8ovttAo/q1hKGuqtjaF1ViYiKaNm2KXbt2YcaMGZIup9Jy80tw8+F7vE/KqdRqMpYFLE014dzRqMKN9ng8Hnbt2oU//vgD8vLyWL9+PX766advHqMgTgKBABYWFrC1tYWPj49Eaviv169fw97eHj179sS5c+dE+tqkp6fDxcUFfn5+Xy2tDggIwJQpUxAXF4eVK1di4cKFtWpjNT6fD39/f/j4+OD8+fP48OEDTE1Ny+a82NnZUWghhAO0/JoDRy+9xMcs8e1X0spMC306NxNL+5U1dOhQxMTEIDQ0tE7+EmZZFm9iMxH4IhlpGYVgWRZSUswXoUYo4IORkgLDSEEGeejf3RrmzUSbx5GcnIwlS5bg+PHj6NChA/766y906NBBTK/m2/bt2wc3NzdERkbC3Fyy+91kZmaiY8eOkJeXx6NHj6Cq+v1g/vnS6tOnT5ft/ZKXl4fffvsNu3fvRqdOnXDo0CHODjqsLj6fj7t378Lb27ssvJiYmJSFl7Zt29bJnxtCajOa7FtNPL5AbCEG+DQakJiaJ7b2K8vV1RXPnz/HkydPJF1KlTAMg5bNGkOdeYfNv4+FhbEcLEwaQ6exEjTVFaCrqYTWLXXRRL0ID65tx7zJznB0aI1Vq1YhPT39u+3r6+vj2LFjuH//PoqLi2Fvb49p06bhw4cPNfDqvjRx4kTo6upi06ZNNd735/h8PsaMGYOMjAxcvnz5uyGGZVns2bMH3bp1g5GREZ49e1YWYm7fvo3WrVvjwIEDZfsFSTrE8Pl83L59G25ubjAwMECvXr1w8+ZNTJkyBUFBQXj79i3Wr1+Pdu3aUYghRIJoRKYCSel5OH09Quz9zBnXtlYcYyAUCtG8eXN0794dR44ckXQ5VfbTTz/h0aNHeP369TffXF6/fo0dO3bg2LFjYFkW48ePx/z589GqVavv9sHn8+Hp6QkPDw8wDIPVq1fD1dW1Rjeq27BhA5YvX473799DX1+/xvr93C+//ILt27fjn3/+Qc+ePb95bUFBAdzc3HD8+HHMmTMHmzdvhpycHLKzs7Fo0SLs378fTk5OOHDgAJo3b15Dr+BrAoEAd+/ehY+PD86dO4f09HQ0a9YMI0eOxKhRoyi0EFKDaESmmgoL+TXST1FxzfTzPVJSUnB1dcWZM2ckPqm1qng8Hi5fvozhw4d/983G0tISe/fuRXx8PH7//Xdcu3YN1tbW6NevH/75559vTsSWkZHBrFmz8ObNGwwfPhyzZ89G+/bt8eDBA65fUoXc3NygoKBQ6Q3nuHLs2DFs2bIFW7du/W6IiY6OhoODA86dO4eTJ09i586dkJOTw7Vr19CqVSucPn0ae/fuxe3btyUSYgQCAfz8/DBz5kwYGBigZ8+euHHjBiZPnoynT58iJiYGGzduRPv27SnEEFILUZCpAAvJryiqaT/99BP4fD6OHTsm6VKq5O7du8jIyMCwYcNEfo6mpiZ+++03vH//HsePH0daWhr69esHa2tr7N+/H4WFhRU+V1tbG/v378fjx48hIyODrl27YuLEiUhOTubi5XyTmpoaZsyYgT179iArK0vs/X3u6dOnmD59OqZMmYI5c+Z889rSpdWFhYV48uQJxo4di4yMDEycOBEDBw6EtbU1Xr58CVdX1xqdQC0QCODv74+ZM2eiSZMm6NGjB65du4aJEyfiyZMnePfuHTZu3IgOHTpQeCGklqNbSxVISM2Ft2+k2Pu5fmIZTE2awszMDObm5jA3N0fz5s2hqKgo9r7LM3r0aDx//hzh4eF17hf4zJkzcf36dbx7967KtbMsi3v37mHbtm24fPkyNDU14ebmhlmzZkFPT6/C5wmFQhw6dAhLly5FSUkJVq5cidmzZ0NWVraqL+e7kpOTYWJigj/++ANLly4VWz+fS0pKQvv27dGsWTP4+flBXr78w1AFAgGWL1+OtWvXYujQoTh8+DDU1NRw/vx5zJw5E8XFxdi+fTsmTpxYY99nAoEAAQEB8Pb2xrlz55CamgpjY+Oy20YUWgipXWjVUjUVl/Dx16lQsfYh4OUj+NYeREVFISoqCrm5uQA+TVw1NDQsCzalH2ZmZmjevHmFbx5cuHPnDnr27Im7d+/C0dFRbP1wTSgUokmTJnBxccHWrVs5aTM6Oho7d+7EoUOHUFJSAhcXFyxYsAC2trYVPicjIwO///479u7dCwsLC+zatQs9evTgpJ7yuLm54eLFi3j37p3Yw29RURGcnJyQkJCAoKCgCoPd50ur161bh0WLFiE9PR2zZ8+Gj48PfvzxR+zZs6dG5vaUhpfSOS8pKSkwMjIqCy8dO3ak8EJILUVBhgMHz71Adl6xWNpmGKBFUw380P3TnACWZZGWlobo6OiyYPP5R35+/v+ex8DY2PirkGNubg4TE5NqbxjGsiwsLCzQrl07eHl5Vft11pQHDx6ga9euCAgIQJcuXThtOysrCwcOHMCuXbsQFxcHJycnuLu744cffqjwdkhISAhmz56Nhw8fYtSoUdi8eTOMjIw4rQv4FLZatmyJv/76C25ubpy3X4plWfz00084c+YM7t+/X+HuuqVLq4uLi8uWVp86dQpz584FwzDYvXs3Ro0aJdbwIBAI8ODBA/j4+ODs2bNfhJeRI0eiY8eOEtsHiBAiOgoyHHgUmoTHz5M4O57gv4b0MIOpkfp3r2NZFikpKWWh5vOwEx0djYKCAgCfJuw2bdq03JDTrFkzkW9zbNmyBb/99hsSEhKgra1dnZdYY9zd3XHq1CkkJiaK7U2Kz+fj/Pnz2LZtGx4/fgxzc3PMmzcPkyZNgoqKylfXsyyLEydOYNGiRcjNzYWHhwfc3d05H1EbPXo0goKCEBkZKbaN47Zv344FCxbgxIkTGDdu3FePsyyLvXv3Yt68eWjXrh18fHzAMAxmzJiBK1euYMyYMdi5c6fYvp+EQiEePHhQdtsoOTkZhoaGZeHF3t6ewgshdQwFGQ7kFZRg/9nnYgkyKkqy+Hl4G0hJVe8vU5ZlkZSUVO4oztu3b1FU9GkvHGlpaZiYmJTdovo85DRt2vSLN8APHz7A0NAQq1atwqJFi6pVX01gWRYmJiYYMGAA/v777xrp8/Hjx9i2bRvOnTsHVVVVTJ8+HbNnzy531CUnJwcrV67Ejh07YGpqip07d6Jfv36c1fLs2TO0a9cOp0+fxujRozlrt9TNmzfRr18/LFy4EBs3bvzq8c+XVs+ePRubN2/GyZMn4e7uDkVFRezZswdDhgzhvC6hUIiHDx+WhZekpCQ0adKkLLx06tSJwgshdRgFGY74B8YjJDyV8zVM/bqawKq5JsetfkkoFCIxMbHCkFNSUgIAkJWVLQs5pUHnwoULZSM/4pywyoXg4GC0b98et27d+u5SYK7FxsZi165d2L9/P/Lz8zFy5EgsWLAAHTt2/OraV69eYc6cOfDz88OPP/6Ibdu2wcTEhJM6+vTpgw8fPiA4OJjT2zbR0dHo2LEj7O3tcfXq1a/2yomOjsbw4cMRHR2Nffv2oWvXrpg2bRpu3ryJyZMnY+vWrdDQ0OCsntLwUnrbqDS8jBgxAqNGjaLwQkg9QkGGIzy+AEcvvUJufgknIzNCgQCxb0MxdaT9NyeNiptAIEB8fHy5c3JiYmLA4/EAfNoz5b8jOKUfhoaGteJN47fffoOnpydSUlIkFrpyc3Nx+PBh7NixAzExMejcuTMWLFiAIUOGfDHaxbIsfHx84O7ujo8fP2LJkiVYsmRJtSfqlk7S/ueff9CnT5/qvhwAn37uO3XqBIFAgCdPnkBdXf2Lxy9fvoyJEydCW1sbZ8+exYMHD7BkyRJoaGhg3759nI06CYVCPHr0qCy8JCYmwsDAoGzkxcHBoVZ8HxJCuEVBhkPpGQU4fSMCfIGwWmGGYQAleSkc3jEPz0ODsW/fPowfP567QjnC5/MRGxuLnj17QkNDA46OjmWB5927d+DzP23iJy8vj+bNm5cbcgwMDGrkzaV0cnKXLl1w6NAhsff3PQKBAFeuXMG2bdtw7949NGvWDHPnzsXUqVO/+NnJy8vD2rVrsXnzZjRp0gTbt2/H4MGDq7VsvGPHjlBVVcWdO3eq/TqEQiGGDBmCu3fv4smTJ18cF/D50uohQ4Zg+fLlmD9/Pu7duwc3Nzds2LCh2r8nhEIhHj9+DG9v77Lwoq+vXxZeOnfuTOGFkHqOggzHUj7k49y/b1DCF1QpzDAMoK4qjxF9WkKa4WPmzJk4evQoZs2aha1bt1Z7tZE47Nq1C+7u7oiLiytbKsvj8RAbG1vu7ar3799DKBQCABQVFSsMOfr6+pzd/nj16hWsra1x5coVDBw4kJM2uRIcHIzt27fj9OnTUFRUxNSpUzF37twvbie9efMG8+bNg6+vL/r164cdO3agRYsWVerv3LlzGDFiBJ48eVLura3K+P3337FmzRpcvXoVAwYMKPt8eno6xo4dizt37mD16tWQk5PD77//Dn19fRw4cKDs7KSqEAqFePLkSVl4SUhIgL6+PkaMGIGRI0eiS5cuFF4IaUAoyIhBbn4J/n34HrFJOWAYiBRoSq+zaamNbu0MISf7aY4By7Lw9PTE3Llz0a5dO5w9exZNmjQR8yuonKysLBgYGGDZsmVYtmzZd68vKSnB+/fvyw05sbGxZdv+Kysrl92u+u9tK11d3UqFnFWrVmHTpk1IT08X6/461ZGUlIS//voLe/fuRVZWFoYMGYIFCxagS5cuYBgGLMvi8uXLmD9/PhITE7Fw4UIsW7as3JVQ3yIQCGBpaYnWrVvj3LlzVa7Xx8cHo0aNwvr167FkyZKyzz99+hQjRoxAUVER1q9fj3379uHp06eYN28eVq9eDWVl5Ur3VRpefHx84OPjg4SEBOjp6ZXNeaHwQkjDRUFGTFiWRVRsJoJfpSL5w6e9XaQYQPjZV/Hz/9/cSA3tW+mhiW75JwOX7rtRUlKCM2fOwMnJScyvoHKmTJmCO3fu4O3bt9U6FLG4uBgxMTFfLR+PiopCfHx8WchRVVX9KtyU/n9tbe2vQo6trS2srKzqxJ43BQUFOHbsGLZv347IyEi0b98eCxYswMiRIyErK4vCwkJs3LgR69evh5aWFrZs2YKRI0dWKtgdOHAA06dPx+vXr9GyZUvkFZQg9WMBsvOKIRSykJWRgqa6InQaK5WF6s+FhoaiS5cu+PHHH3Hy5MmyoFUautu2bYvu3btj+/btMDExwaFDh9C5c+dKfR1Ylv0ivMTHx0NPTw/Dhw8vCy81eQAnIaR2oiBTAz5kFiI+JQepHwuQmVMEgeDTG4WWhiJ0NJXQzEANqsrfv2WUlpaGMWPG4N69e1i/fj0WLlxYa3Ybffr0Kezt7XHt2rUvbjFwqaioCG/fvv0i3JSGnYSEhLLrGjVq9EXAadSoERYtWoSDBw/ip59+qjVfs+8RCoXw9fXFtm3bcOvWLTRp0gRz5szB9OnToaGhgXfv3mHBggW4dOkSnJ2dsWvXLpFO5QY+BUbLVm0wctxsmLfujpz8krLH/juKaKirAlsLHTQ3Voe0lBTS09PRvn17aGlp4f79+1BSUkJBQQFmzJiBY8eOYfTo0YiIiMCLFy+wePFirFixAgoKCiLVxbIsnj59WhZe4uLioKurW3bbqGvXrhReCCFfoCBTx/D5fHh4eGDDhg0YMWIEDh06BFXV8kdxahLLsmjXrh0MDQ1x+fLlGu+/oKDgq5BT+vH54Yzq6urlzscxNzfndPkv1168eIHt27fj5MmTkJaWxuTJkzFv3jy0aNECN27cwLx58xATE4O5c+fijz/++ObPH8uyCItMx+3H78CyzHdvyZQGGzVVefTuZIgJLkMQGRmJwMBAGBkZ4e3btxg2bBiioqLQt29fXL16FZaWljh06FCFO/v+t57AwMCyOS+xsbHQ0dEpCy/dunWj8EIIqRAFmTrq/PnzmDx5Mpo0aYLz58/D0tJS0iXB09MTM2fOxPv378WyzX5VdezYESoqKpg5c+ZXISc1NbXsOk1NzXLn45ibm0NNTU2Cr+D/paWlYc+ePfj777+RlpaGgQMHYsGCBejcuTO2b9+OVatWQVVVFZs2bcL48eO/Gn0qKuHj8p1oJKTmVbpvhgGEQha3Lh/AMveJ6Nq1C65cuYIJEyZAVVUV8vLyiI2NhYeHB3799ddvTkxnWRZBQUHw9vaGj49PWXgpvW1E4YUQIioKMnVYZGQkhg0bhri4OBw+fBgjRoyQaD25ubkwMDCAu7s7Vq5cKdFaSiUkJMDIyAjHjx8vdwl7Tk5O2e2p/87JSU9PL7tOW1v7q7k4pR+SGBErKiqCl5cXtm/fjhcvXsDGxgbz589H165dsWzZMnh7e6NLly7YvXt32T5ERSV8eN+IxMfswmrvdWRnqY3bl/djzZo1MDMzw9u3b9G2bVscOnQIbdq0Kfc5peGl9LbR+/fvoa2tXRZeHB0dKbwQQiqNgkwdl5eXh6lTp8Lb2xu//PIL1q1bJ7ZzdETh5uaGK1euIDY2VqJ1lNq1axcWLlyItLS0rzZq+57s7OyvRnBKw87Hjx/LrtPV1S33BHIzM7NKryiqLJZlcfv2bWzbtg3Xr1+Hrq4uZs2ahVatWuH3339HREQE3Nzc8Oeff8Iv+CPiU3I4O0rj3LH1iAzzR25uLv78808sXLjwq39zlmURHBwMHx8feHt7fxFeRo4cCUdHx1rxfUIIqbsoyNQDLMti+/btWLRoEbp164bTp09DV1dXIrWEhISgbdu2uHDhgljOzaksZ2dnKCgo4MaNG5y2m5mZWe58nKioKGRlZZVdp6+vX+58nObNm0NJSYnTmiIiIrBjxw4cPXoUQqEQ48aNg5aWFvbs2YOO3QZjwKj5nPXFsiz4vGLc9FmP3Ts3f7ERHsuyePbsWdlto3fv3kFLS6ssvHTv3p3CCyGEMxRk6pF79+5h1KhRkJaWxtmzZ+Hg4CCROuzt7dG4cWPOw0NlpaenQ09PD56envj5559rpE+WZfHx48dyj3SIiopCTk5O2bVNmjSpMOSIusqnPB8/fsS+ffuwe/duJCUloUfPPug7ZjmkZWTBMBzutcIKYWqsgSE9zMGyLEJCQsrCS0xMDDQ1NcvCi5OTE4UXQohYUJCpZ5KSkjBy5EgEBgZi27ZtmDlzZo0vNz58+DCmTp2K6OhomJqa1mjfn9u/fz/c3NyQkpICbW1tidVRimVZpKenf3WbqvQjL+/TBFyGYWBkZFTufBxTU1ORN/QrKSmBj48PrtwMQgcnF25DzGc+Rl/Haa+jZeFl2LBhGDVqFIUXQkiNoCBTD5WUlGDRokXYuXMnxo8fD09PT85vY3xLQUEBDAwMMGPGDKxbt67G+v2v/v37o6ioCH5+fhKrQVQsyyI1NbXcUZzo6GgUFBQAAKSkpGBsbFzuRoAmJiblrhQ6duklPmQVAuA+0AoFAgTcPAkd1aKykZfafgo6IaR+oSBTj3l5eWHatGkwMzPD+fPn0bx58xrre+7cuThz5gzi4+Mlcj5UVlYWdHR0sHXrVsyePbvG++cSy7JITk6uMOQUFRUBAKSlpdG0adMvR3Cat8CbD1rirA6GuqoY1c/i+5cSQogYUJCp5168eIFhw4YhPT0dx48fx6BBg2qk39JDGo+fuoAWreyR+rEAHzILwBewkJZioNFIHrpayjDWa4Qmuiqc3/46ceIEJkyYgISEhFp3NhWXhEIhkpKSyg05b9++hUFTS8z+bb9Ya5CTlcIsF7s6s2MyIaR+oSDTAGRlZWHSpEm4fPkyPDw88Mcff4h9v47ouEwcOXMbjXWaofT97b/fQaU7xqqryqN9Kz1Ym2tBSoqbN8OhQ4ciJSUFjx494qS9ukggEOBhcDQCX+eKva85Y+0gW86ZTIQQIm6iZg86VrYOU1dXx4ULF7B27VqsXbsWP/zwwxf7oHCpoIiHy37RuOz3Fo11mgL4FFbKi8Gln8vKLcatx7E4fSMCmdlF1a4hLy8Pvr6+GDZsWLXbqstKSkogEAhrpC8hV5vTEEKImNDSgzpOSkoKv/76K9q3bw8XFxe0a9cO586dQ7t27TjrIzO7CN7/RKKgiPe/z1RudCX1Yz6OX3mFIT3NYaxf9RE9X19fFBUV1dsgU1xcjJSUFCQlJZX7kZycjKSkJGRmZqJ1O2dMnrNR7DXJyNDfOoSQ2o2CTD3Ru3dvBAcHY8SIEejSpQv+/vtvTJkypdrt5uQV44xvBAqL+VXeOZZlAYGAxYVbURjZryUMtKu2K+65c+dgY2NTo5ObucDj8ZCamlphQCn9+O9ompycHAwMDKCtrQ1FRUVoaGhATk4OysrKSE2KEXvd6qrykP7OwZOEECJpFGTqkaZNm+L+/fuYO3cupk6disePH2Pnzp1V3oSNZVlcv/+uWiGmrC18uk1x1f8tJg+xhlwl510UFRXh6tWrWLx4cfUK4RCfz0daWtoXoyXlfaSnp+PzqWgyMjIwMDCAvr4+DAwM4OjoWPb/ZWRkkJGRgcTERLx58wYhISEIDAwEACgqKqJNmzYYOHAgbGxtUcSwELLimYjLMIB+FQMnIYTUJAoy9YyCggL27dsHe3t7zJo1CyEhITh79iyaNm1a6bZCI9KRlFb505QrwrJAfiEP94Li0cuhWaWee+vWLeTl5WH48OGc1VMRoVCI9PT0cm/rfP6RmpoKofD/56pIS0tDT08PBgYGMDAwQKdOncr++/MPTU1NCAQCvH79GqGhoQgNDcXNmzcRGhpadgyClpYW7OzsMGbMGNja2sLOzg7m5uaQlpaGQCDAjRs3cO/Zc2gbtoK0NPc/xiwLNDdW57xdQgjhGq1aqseCg4MxfPhw5OXl4dSpU+jdu7fIzxUIhPD0eY6iYr5Yaps2og1UlUXfh2bKlCl4+PAhXr9+XeXlwKXHDFQ096T0IyUlBXz+/79uhmGgq6v7VSApHVEp/dDW1i531Vhubi7CwsIQGhqKkJAQhIaG4uXLlygpKQEANG/eHHZ2drC1tS0LLfr6+l+9zqSkJBw8eBAHDhxAXFwcevcfjn6jl1bpa/E9SgoymD7ShrPVZoQQUlmiZg8akanH2rVrh+DgYIwbNw79+vXDqlWrsHTpUkiJMO8hOi5LbCGGYYDnb9LRxU60fWB4PB4uXboENze3ckMMy7LIysr67iTZ5OTksvBQSltbuyyItG7dGn379v0qqOjq6oq0JT/LskhKSiobZSkNLdHR0QA+zXmxtraGra0tJk+eDDs7O7Rp0+abP6BCoRA3b96Ep6cnLl++DHl5ebi4uMDV1RXt2rXD2X/fIDEtj7OTr0vZt9GnEEMIqRMoyNRzmpqauHbtGlauXIlly5bh6dOnOHr0KNTU1L75vMj3GWX7wXCNZYGImI/fDTIsyyInJwfnzp1DRkYGFBQUsHHjxnKDSukuuKU0NTXLwkjLli3h7Oz81YiKrq5ulXcnFggEiIqK+iKwhIaGIi0tDcCnpfG2trYYOHBg2SiLhYWFyP2lpqbi8OHD2L9/P2JiYtC6dWvs2LED48eP/+Lfrm8XExy59BICATf/UAwD6Gkpw9ZCh5P2CCFE3OjWUgNy5coVTJgwAdra2jh//jxat25d4bWe3mHIL+RV+DgX+nZQRXpa8jcnypaeRVRKXV39u7d49PT0qnXK9H8VFBTg5cuXXwSW58+fl9VmbGz8xW0hW1tbNG3atNK3wFiWhZ+fHzw9PXHhwgVIS0tj1KhRcHV1hYODQ4XtPQ6JwcPnGdV+nQwDyMtKY+xAK6irinaAJSGEiAvdWiJfGTRoEIKCgjB8+HB06tQJBw4cgIuLy1fXFRXzxR5iAGDQ0DF49yYUAKCqqloWRIyMjGBvb18WSmbNmoUhQ4Zg165dYj8k88OHD1+NskREREAoFEJaWhqWlpawtbXFiBEjYGdnBxsbG2hqala7z6NHj2Lfvn148+YNLCwssHHjRkycOBGNGzf+5nNTUlIwZdxANG3RCb2HzoRQKBTp1uF/CQR8KCrIYmTflhRiCCF1Co3INEAFBQVwdXXFiRMnMHfuXGzatOmLWx7ZecU4eO6F2OtorlMEKzNd6OvrQ0Wl/KW+Dx48QNeuXREQEIAuXbpw1jfLsnj37t0XoSUkJASJiYkAAGVlZdjY2HwxytKqVSsoKipy1n9AQAA8PT3h4+MDlmUxYsQIuLq6wtHRUaTRnOTkZPTo0QM5OTnw8/PD2Uu3wZNvDlU1DVR208L4mBeIfHYFVy76iP2YC0IIEQWNyJAKKSkp4dixY+jUqRPmz5+P4OBgeHt7w8DAAEBl3wKrrk3r1jAx/PZcnXPnzkFPTw8ODg5V7qekpATh4eFfjLKEhoYiJycHAKCnpwdbW1tMmDChLLSYmZlVaWTjezIzM3H8+HF4enoiPDwcZmZmWL16NSZPngxtbW2R20lOToazszPy8vLg7++P3NxcrPhtLn79zQN2nX5CyOsUsCwDKYZBeX+pSDGAkAUaKcuhYxt9ZDTNR8/Vl7B69WqsWLGCuxdMCCFiRiMyDdzDhw8xcuRICAQCeHt7w9HRETy+ELtOPhN73+MGWkJXU7nCx1mWhYmJCQYMGIC///5bpDazs7O/CCshISEIDw8Hj8cDwzAwNzf/YpTF1tYWenp6XL2kCl/HkydP4OnpiTNnzoDH42HIkCFwdXVFjx49Kh2YkpKS4OzsjIKCAvj5+cHQ0BDt27eHnJwcHj9+DDk5OQwaPATqOuYYO2kGktPzkZNfApZlwbJCxMW8Rv/eXdHSRAtNDRqVjf6sXLkSf/75J+7cuYPu3buL40tBCCEioxEZIpLOnTvj2bNnGD16NHr06IFNmzZh/vz50GikgMyc6h/0WBEphoGW+rdv0zx79gyxsbHlboLHsiwSExO/uC0UGhqKd+/eAQDk5eXRunVrdOjQAdOnT4etrS3atGlT4S0sccjJycHJkyfh6emJsLAwNGvWDB4eHpgyZUqVw1NiYiKcnZ1RWFgIf39/NG/eHIsXL0ZUVBSCg4MhJyeHtLQ03Lh+Fbt370b/bqZfPP/p06ewnzwZEwYHoVmTL4968PDwgL+/P8aOHYvQ0NBKjRARQoikUJAh0NXVxa1bt/Drr7/C3d0dAQEBcBzwM4RSjSElJZ75EtqNFSEt/e2RiHPnzqFx48bo0qULXr169dX+LKVnE2loaMDOzg7Dhg0rG2WxsLAQae8XcQgODoanpye8vLxQWFiIQYMGYf369ejdu3e15p+UhpiioqKyEBMQEIDNmzdj/fr1sLa2BgD4+PiAYRiMGDHiqzYsLS0BAK9fv/7qYFFpaWmcPHkSNjY2mDx5Mq5cuSKW22uEEMIlCjIEwKdTtAcMGIDAwECcP38ewWFRmPv7IbH116ZF+X/t5+fn4/nz5wgJCcHff/8NWVlZaGholO0T06xZM9ja2mLu3LllocXIyKjKu/1yJT8/H6dOnYKnpyeCgoJgaGiIRYsWYerUqTA0NKx2+wkJCXB2dkZJSQn8/f1hamqKvLw8TJo0CZ07d8bChQvLrj158iT69u0LLS2tr9pRVVWFoaEhwsPDy+3HwMAAx44dw4ABA7Bt27Yv2iWEkNqIgoyE8AVCZGYXgccXgmEANRV5KCnK1ngd0dHROHbsGI4dO4bY2FiYmZlh7ty5uHbtGlIT30K3iSm4nv4rKyMFC5PGSE1N/Wqp85s3b8CybNmZQj179izbVM7GxgYaGhqc1lJdz58/h6enJ06cOIHc3Fz0798fly5dwoABAzgbEYqPj4ezszP4fD78/f1hYmICAFi0aBFSUlLwzz//lI30xMTE4NGjR/Dy8qqwPSsrqwqDDAD0798fv/zyC5YuXYpu3bqhY8eOnLwOQggRB5rsW4Ny80vw/E06omMzkZFT9NWuuUoKMjDSa4Q2LbVhqKsitlGGnJwceHt74+jRowgICECjRo0wevTosr/uGYZBbm4u5v2yHNadx3He/+ugy7h27gCSk5MBfBolKB1dKf24dOkStm3bhvT0dMjL1659TQoLC+Ht7Q1PT088evQIenp6mDp1Kn7++Wc0a9aM077i4uLg7OwMgUAAf3//svb/+ecf9OvXD3///TdmzJhRdv3atWuxdu1apKamQlm5/InUCxYswPXr1xEZGVlhvyUlJXB0dERaWhpCQkK+uxM0IYRwTdTsQUGmBhQW8+H/NB6vYz5+d9v/0scbqymgT+dmMNDhZnKqQCDAnTt3cOTIEVy4cAFFRUXo3bs3Jk+ejCFDhpS7PwrLsti69xJYBQNO5koIBHwkvg9H9LPzX+yEa2Ji8lX7tra2sLKy+ubIQk17/fo1PD09cfToUWRlZaF3795wdXXF4MGDISvL/WhaXFwcnJycynb8LQ0xmZmZsLa2hrW1NXx9fcsCL8uysLa2hp2dHU6cOFFhu/v27cOMGTNQUFDwzZD4/v172Nraok+fPjhz5ozEb98RQhoWWrVUS7xPzMb1++9QXPLpAMbvxcbSxzNzinD6RgTaW+uhq12TKh/gFxkZiaNHj+L48eNISEhAy5YtsXz5cowfP/67czcYhsG86YNx2OcpsgtRzTDDQl1VAbN/mwBFhSnfvPLt27cICwuDh4dHNfrjRnFxMc6dOwdPT0/cu3cP2tramD59OqZNmwYzMzOx9RsbGwtnZ2cAgL+/P5o2bVr22Jw5c5Cfn4+DBw9+ES6eP3+O8PBwbNq06ZttW1lZQSgUIioqqmyCcHmaNWuGgwcPYsSIEejZsydcXV2r+aoIIYR7FGTE6M37DFy7F1OlgxdLnxP0MgU5ucUY4GgqcpjJysrCmTNncOTIETx+/Bjq6uoYM2YMJk+ejI4dO1bqL2sZaSlMHtEBJy8FIyMPVd4CX7uxEob3agFFhe+PXJw/fx6Kioro379/pfvhSlRUFPbt24fDhw/j48ePcHJywunTpzFkyBCx3+p6//49nJ2dwTAM/P39YWxsXPbYuXPncPLkSRw/fvyrIHry5EloaWmhd+/e32y/dOVSeHj4N4MMAAwfPhwzZszA/Pnz0blz52+ez0UIIZJAQUZMElJyqxxi/utNbCaUnsahR6emFV4jEAhw8+ZNHDlyBBcvXgSPx0O/fv1w5swZDB48WORDFHk8HiIiIr7anyUrKwsdug7C0PG/QFZOHgwj9d1AJBB8GoWKeemHeZuXQFrEAHTu3Dn069evwjke4lJSUoJLly7B09MTt2/fhoaGBiZPnozp06fDwsKiRmp4//49nJycIC0tDX9/fxgZGZU9lpqaCldXVwwbNgzjxn05d0koFOLUqVMYNWrUd29zaWpqQkdH55sTfj+3detWPHjwAKNGjUJQUFCN/7sQQsi3UJARAx5PgBv3YzhtMzQyHc2N1dHU4MtJl+Hh4WW3jpKTk2FlZYVVq1Zh/Pjx0NfX/2abubm5CAsL+2J/lpcvX6KkpAQA0Lx5c9ja2mLhwoVlO+Gqa2jj+NlbSMmUQiP1T8t7pUoDDQMIhZ+Sm5ysFNJTIrFn+3Kkp8ThpzE9RVr9kpCQgCdPnuD48eOV/RJV2bt377B//34cOnQIqamp6NKlC44dO4YRI0ZwdraSqHU4OTlBVlYWfn5+X4QYlmUxffp0SEtLY+/evV+FyICAACQkJGDs2LEi9WVlZYXXr1+LdK2CggLOnDmDdu3aYc6cOTh0SHzL8gkhpLIoyIjBo7Ak5BXwyj3jpqoYBvANeI+fh7dGdnYWTp06haNHjyIwMBCNGzeGi4sLJk+ejHbt2n31JseyLJKTk7/aUC46OhoAICsrC2tra9ja2mLy5Mllu+BWtFLFbeIAhIaGYtqM+VBupIuffp4FI+NmkJZioK4qDx1NJWg3VkJSohbWLPt0COOYMWPw9u3b747iXLhwAbKyshg4cCAHX7WK8fl8XL16FZ6envjnn3/QqFEjTJgwAa6urt+93SIOMTExcHZ2hpycXNmxA587evQoLl++jIsXL5a74+7JkyfRrFkzdO7cWaT+LC0tcf/+fZHrs7CwwN9//43JkyejZ8+eX40IEUKIpNCqJY6V8ATw9A4Djy8US/uRwRdxxHMTBAIBBgwYgEmTJmHgwIFl8zYEAgGioqK+2p8lLS0NAKCmpvbFiiFbW1tYWlp+cfq1qDIzMzFx4kRcu3YNK1aswO+///7V/Jmff/4Zx48fR0lJCfbt24fRLhMR8S4DSWl5SPlYgOJiPlgA8nLS0NNUwo2rPviYGI5zPier/bUqT3x8PA4cOIADBw4gKSkJHTt2hKurK0aPHi2xWyZv376Fs7MzFBQU4OfnhyZNmnzxeFxcHFq3bo2hQ4fiyJEjXz2/pKQEenp6cHNzw9q1a0Xqc/fu3Vi4cCHy8/Mrtd/NxIkTceHCBTx79gzm5uYiP48QQiqLll9LyPM36bj1KFYsbQsFAqSnxEBPMQVjx46FqqoqXr58+UVoef78OQoKCgAARkZGXx2Q2KxZM06X0QqFQqxduxbLly9H//79cfz4cTRu3Ljs8ejoaLRs2RK6BiYYNHoeWrZ2AMMAYFHuiJVAIIC0tDSM9VXRta0h9LSqHy4EAgF8fX3h6emJa9euQUlJCePGjYOrqyvs7Oyq3X51vH37Fk5OTlBUVCw3xAiFQvTu3RtRUVF48eJFuaNkly9fxo8//oiXL1+iVatWIvV7+/Zt9OrVC5GRkWjRooXI9ebl5aFdu3ZQVlbGo0ePat0eP4SQ+oOCjIRc9X+LqLhMTib5lodlWYTc3oWQZ8GIiIiAUCiEtLQ0LCwsvggtNjY25W5RLy6+vr4YO3Ys1NXVce7cubKAIBSyWLR8J/RM7QEA0tKi/fVfGnY6tNZDJxsDyHznXKbyJCUl4dChQ9i/fz/i4uJgZ2cHNzc3uLi4QFVVtdLtcS06OhpOTk5QVlaGn58fDAwMvrpm165dmDt3Lm7duoWePXuW286YMWPw+vVrhIWFidx3cnIyDAwMcOHCBQwZMqRSdYeGhqJTp06YPn06du7cWannEkKIqGgfGQlJ/pAvthADfNrbJSuXj+7du2P+/PmwtbWFtbV1jU5KLU+/fv0QHByMESNGoHPnzti7dy/Gj5+Aa/di0MS8S6XbK/0aPn2RguT0fAzpaQZZme8fuCgUCnHr1i14enri0qVLkJOTg4uLC9zc3NC+fftas6lbVFQUnJ2doaKiAj8/v3InZr958wZLlizB7NmzKwwxubm5uHz5MlasWFGp/vX09KCuro7Xr19XOsjY2tpiy5YtmD17Nnr06FHp5xNCCJcoyHBIKGSRm18i9n42btkJq+Y1N9oiKhMTEwQEBGDWrFmYPHky3n9QhKqWabXbTUjNxWW/txja07zCvXTS0tJw+PBh7Nu3DzExMbC2tsb27dsxfvx4qKurV7sGLr158wbOzs5o1KgR7ty5U26I4fP5mDhxIgwNDbFhw4YK27p48SIKCwvh4uJSqRoYhoGlpaXIS7D/a+bMmbh9+zamTJmCtm3bfrHXDSGE1CQKMhwSCMU4FPMZvqBm+qkKRUVFHDx4EO27/IAimYr3vakMlgVik3IQ8joV7VrpffZ5Fv7+/vD09MT58+chJSWFUaNG4fjx43BwcKg1oy+fi4yMhLOzM9TV1XHnzh3o6emVe93GjRsRGBiIBw8eQElJqcL2vLy80K1btyoFCSsrK4SEhFT6ecCnIHTw4EHY2dnBxcUF/v7+YjmmgRBCvoeCDIekq3iMQGWtW7sGbFEKjIyMYGRkBENDw7L/1tHR4eRcpOrIL+RBoGAC8AXg8uTs+88SYWqkDiEvH0ePHoWnpyfevHmDli1bYuPGjZg4ceIXE41rm9IQo6GhgTt37kBXV7fc68LCwvDHH39gyZIl6NSpU4XtpaWl4ebNm/jrr7+qVI+lpSVOnTpV5d2aNTQ0cOrUKXTr1g0rVqwQecUUIYRwiYIMh6SkGKgqy4n99pKaiiwiY1MRFBSEhIQEFBcXlz0mJyeHJk2alAWb/wYdIyMjaGpqinW0IjQiDXyBEFyGGODT/JeNO72wbfVMCIVCDB8+HPv27YOjo2OtHH35XEREBJydndG4ceNvhpji4mJMmDABlpaW35334u3tDYZhMGLEiCrVZGVlhYKCAsTFxVX51G4HBwesWbMGv/76K5ydnb97PAIhhHCNggzH9LWVkVdQIrYJvwwD7Nq+AbIyn/6CZlkW6enpiI+PR3x8PBISEsr+OzY2FgEBAUhMTASfzy9rQ1FR8Ytw89+gY2RkBDU1tSqFA75AiLDIdDG9fgYaehZYtXotJk+aUO7GcLXR69ev4ezsDC0tLdy5cwc6OjoVXvvHH38gIiICQUFB313afPLkSfTv3x+amppVqsvKyqqsvqoGGQBYtGgR/Pz8MH78eISFhVV4u4wQQsSBggzHmho0wpv3mWJpm2EAA22VshDz6XMMdHR0oKOjg3bt2pX7PIFAgNTU1K+CTnx8PCIjI3Hr1i0kJydDKPz/TfxUVFS+GXSMjIygoqLyVV9JaXkoLhFw/+L/R0ZWDoNG/gRtbQ2x9cGl8PBw9OjRA9ra2rhz5843w9fDhw+xceNGrF69Gm3atPlmuzExMXj8+DFOnTpV5dqMjIygpKSE8PDwah3QKSUlhWPHjsHGxgYTJkzAP//8I/Hbm4SQhoOCDMcsmjWG/9N4sezsy7KAnWXFf81XRFpaGgYGBjAwMIC9vX251/D5fCQlJX0VdOLj4/H8+XNcu3YNqampXzxHXV39q6CjZWQLQBdc31YqJcUAqR/zYd609geZV69eoUePHtDV1cXt27e/GWLy8/MxadIkdOzYEYsWLfpu26dOnYKysjIGDRpU5fqkpKSqtXLpczo6Ojhx4gR69+6N9evX47fffqt2m4QQIgoKMhyTlZWGrYUOgl6mcHrWEsBCVUkOzY3VOW21lIyMDIyNjb+5+qW4uBhJSUlfBZ34+Hg8ffoU586dQ59hc2DXqa/IG99VlpAFPmQWiqVtLr18+RI9evSAvr4+bt++/d3NCZcsWYLExERcv379u0cGsCyLkydPYujQodU+VqEyh0d+T8+ePbFs2TIsX74c3bt3R5culd8/iBBCKouCjBh0stFH5PsM5OZzOVeGQVTIVfAGtYS0ggJXjVaKvLw8TExMYGJiUuE1F25F4l1irljrKBLjrSsulIYYAwMD3L59+7tzWG7duoW//voLu3btEun8orCwMLx+/Rpbtmypdq2Wlpa4fPkyWJblZML0ihUrcPfuXbi4uCAkJKTK83cIIURUdCNbDGRlpDGgmymnN1ekSpKxc+sqdOzYEa9eveKwZW7JVuIAwqqqqWXuVfHixQs4OzujSZMmIoWYrKws/PTTT+jZsydmzpwpUh8nT56EtrY2evXqVe16rayskJ2djZSUlGq3BXwa2fPy8kJ+fj6mTJkCEU5AIYSQaqEgIyYGOioY6NQcDFP92SIWJo0xd+pABAYGQigUon379tizZ0+tfJNQUZaDlBiXQjMM0Eil8id114Tnz5/D2dkZRkZGIoUYAJg3bx5ycnJw+PBhkSbICoVCnDp1CqNGjeJkAzpLS0sA4GSeTClDQ0McOXIEly9fprOYCCFiR0FGjMyMNTC8dwsoKsigsu/tpQHIvo0++nczgZQUg9atWyMwMBBTpkzBzJkzMXToUHz48EEstVeVrqYShGIMWCwL6GpW/0RsroWFhaFHjx5o2rQpbt26JdLGfBcvXsSxY8ewc+dOGBkZidTPvXv3kJiYiLFjx1a3ZACAqakp5OTkOA0yADBo0CDMnz8fixYtQnBwMKdtE0LI5yjIiJmxfiNMHmqNVmZan8LJdwJN6eNa6opw+cESXeyafDF3QVFREX/99RcuXbqEgIAA2NjY4M6dO2J8BZVjoPP1kmyuJcVFfLFUXNJCQ0PRo0cPNGvWTOQQk5aWhunTp+PHH3/ExIkTRe7Ly8sLzZo1g4ODQ3VKLiMjI4OWLVtyNuH3c+vXr0ebNm0wevRo5OTkcN4+IYQAFGRqhIKcDPp0bobpI23gYGMAncaK5R5+qKosB0tTTYwZYIHxg6ygp1XxyMPgwYMRFhYGCwsL9OrVC7/++it4PJ44X4ZI1FTkYaSnWukRKFGwLIv0lHf4oW93mJubY9WqVYiLi+O+o0oICQlBjx49YGpqips3b0JD4/vLwlmWhZubG1iWxb59+0SeZFtcXIyzZ89i7NixnO5kzNUS7P+Sl5fHmTNnkJaWVvZ6CSGEawwrwm+XnJwcqKmpITs7G40aNaqJuuo9gVCIrJxi8PhCSEsxUFWRg4Jc5SfKCoVCbNq0CR4eHrCzs4OXlxfMzMzEULHo3sZl4ZJftFja7tOlGTKTX+PQoUPw8fFBQUEBevXqhSlTpmDIkCFQqMEVXc+ePUOvXr1gZmaGf//9V+RTto8fP46JEyfi3LlzGDZsmMj9Xbp0CUOGDMGrV6/KduXlwsqVK/H3339/tU8QV06fPg0XFxccOHAAU6dOFUsfhJD6R9TsQSMyEiItJQVNdUXoaSlDu7FSlUIM8GlTsyVLluDhw4fIyMiAnZ0djh07JtG/fk2N1NDMoBGnozIMA+hrKcPKVBPdunXD4cOHkZycjAMHDqCwsBAuLi7Q19fHrFmzEBQUJPbXHxwcjJ49e8Lc3LxSISY+Ph5z5szB+PHjKxVigE+3lWxsbDgNMcCnEZm0tDSxzbcaM2YMfv75Z8yZM6dWr7gjhNRNFGTqiQ4dOiAkJATDhw/HpEmTMH78eGRnZ0ukFoZh0LtzM8jKSHG2BF2KYdCvq8kXt+RUVVUxZcoU3L9/H5GRkZgxYwYuXryIDh06wMbGBtu2bUN6ejpHFfy/oKAg9OrVCy1btqxUiGFZFlOnToWKigp27dpVqT5zcnJw+fJlzib5fu7zM5fEZceOHTA1NcXo0aNRUFAgtn4IIQ0PBZl6RFVVFUeOHIGXlxeuXr0KOzs7PHr0SDK1KMthaE9zSEkz1Q4zUgwwuIcZNNQqvm3UokULrF27FrGxsbh+/TpatmyJJUuWwMDAAMOGDcPVq1e/ODizqgIDA9GrVy9YWFjgn3/+gZqamsjP3bNnD27evIlDhw6JHH5KXbx4EUVFRXBxcalkxd9nbm4OaWlpsQYZJSUlnDlzBjExMZg/f77Y+iGENDwUZOohFxcXhIaGQk9PD926dcPq1ashENT8brhNdFUxsk9LKMhXfvk5AAgEfEhLAUN7mcOkiWiBQUZGBv3794ePjw+SkpKwZcsWxMTEYNCgQTAyMsKSJUsQERFR+WIAPH36FL1794aVlVWlQ0x0dDQWLVqEGTNmoE+fPpXu28vLC46OjiIv064MeXl5NG/eXCwTfj/XqlUr7Ny5E/v378eZM2fE2hchpOGgyb71GJ/Px59//ok1a9aga9euOHHihFjeCL+nsJgPvydxiHiXAYbBd49tEAj4kJaWwYtgf4Q98EFw0ONqr9IJCQnB4cOHceLECWRmZsLBwQE//fQTRo8eLdL39JMnT9CnTx9YW1vjxo0blfo5EAgEcHR0RGpqKsLCwip9PlJqaioMDAywZ88eTJ8+vVLPFdXQoUORn5+Pf//9Vyztl2JZFmPHjsW1a9cQEhKC5s2bi7U/QkjdRZN9CWRkZPDnn3/Cz88P7969g42NDc6fP1/jdSjKy2CAoykmDLKCpYkGSkqKyh777946fH4Jkt6F4u910/Di4WmEPHuKo0ePVrsGOzs77Ny5E8nJyfD29oaamhpcXV2hp6eHSZMmwd/fv8K9aR4/fow+ffqgdevW8PX1rXSY37x5Mx49eoSjR49W6ZBHb29vSEtLY8SIEZV+rqgsLS3FemupFMMw8PT0hI6ODsaMGYOSkhKx90kIqedYEWRnZ7MA2OzsbFEuJ7VQRkYGO3z4cBYAO23aNDYvL08idfzzzz+slJQ0+/BpGPsqOp0NfJnMPn2RzL54k86mfsxnFyxwZ9XU1FglJSV21qxZrJSUFKuioiKWeuPj49k1a9awZmZmLADW1NSU/fPPP9nY2Niyax4+fMiqqqqyXbt2ZXNycirdx/Pnz1k5OTl28eLFVa7T3t6eHTx4cJWfL4rjx4/X6M94YGAgKysryy5YsKBG+iOE1D2iZg8KMg2IUChk9+/fzyopKbEWFhZsSEhIjdewYMECtkmTJqxQKCz38cTERFZOTo51cHBgNTU12dmzZ7MAWDc3N7HVJBQK2Xv37rGTJ09mlZWVWYZh2N69e7MrV65kVVRU2G7durG5ubmVbre4uJi1sbFhra2t2aKioirVFh0dzQJgT58+XaXniyo4OJgFwD558kSs/Xxu27ZtLAD2ypUrNdYnIaTuEDV70K2lBoRhGPz8888IDg6GgoIC7O3tsW3bthrd7v+ff/5Bv379KpzzYmBggClTpiAyMhIZGRkwNzeHuro69u3bh5iYGLHUxDDMV3vTpKamYsWKFSgqKoKFhQUiIiIqvTfNn3/+iVevXuHYsWOQl5evUm2nTp2CiooKBg0aVKXni6ply5YAuD088nvmzZuHQYMGYdKkSUhISKixfgkh9QyXqYjUHUVFRay7uzsLgO3Xrx+bkpIi9j5jY2NZAKyPj883r4uJiWGlpaXZNm3asObm5uzZs2dZAGyHDh3EXiPLsuz9+/dZFRUVtkOHDuwvv/zCGhgYsADY1q1bs1u3bmXT0tK+28bjx49ZKSkpdtWqVVWuQygUshYWFuyECROq3EZlNGvWjF20aFGN9FXqw4cPrKGhIdutWzeWx+PVaN+EkNqNbi0Rkdy4cYPV0dFhdXR02Bs3boi1r3379rHS0tJsZmbmd6+dNGkSq6WlxQJgL126xLZv354FwF6+fFmsNd67d49VVlZmnZycyubl8Hg89vr16+yIESNYWVlZVkZGhh06dCh75cqVct988/Pz2RYtWrAdO3as1pvzs2fPWABi/3cpNWDAAHbgwIE10tfn7t27x0pJSbG///57jfdNCKm9KMgQkaWkpLD9+/dnAbDz58+v8nyO7xk2bBjbpUsXka6NiIhgGYZhTU1NWUdHR/bdu3eslJQUq6mpyZaUlIilvrt377LKysqss7Mzm5+fX+416enp7I4dO1gbGxsWAKunp8cuXryYff36ddk18+bNYxUUFL74XFUsXLiQ1dbWrrGRioULF7KmpqY10td/rVq1imUYhr19+7ZE+ieE1D4UZEilCAQCdvv27aycnBxrY2PDhoeHc9p+SUkJ26hRo0rdahk1ahSro6PDAmADAwPZWbNmsQDYpUuXcloby7Ksv78/q6SkxPbo0aPCEPNfz549Y+fMmcNqaGiwAFgHB4ey23Xbtm2rVj18Pp81MDBgZ8+eXa12KuPgwYMswzBsQUFBjfVZis/nsz169GD19PTY1NTUGu+fEFL7UJAhVRIaGspaWFiwioqK7L59+ypcXVRZ9+7dKwsklakFAKulpcW6uLiwRUVFrJqaGisjI8Ppm52fnx+rpKTE9urVS+QQ87mioiLW29ub7dWrFwuAlZKSYidMmMD6+fmxAoGgSjXduXOHBcA+fPiwSs+viocPH7IAJLKajWVZNikpidXW1mb79u1b5a8bIaT+oFVLpEpsbGwQHByMCRMmYPr06RgxYgQyMjKq3a6vry+0tLTQtm3bStUyaNAgSEtL48yZM0hNTcW+ffvA5/O/OHMoJ68Yke8zcC84Ab4B73Dj/jvceRKHF1HpSM8o+OZqIz8/PwwYMABdunTB5cuXoaSkVOnXJi8vj5EjR8LY2BjKyspwd3fHo0eP4OzsDHNzc6xatQpxcXGVatPLywsmJibo1KlTpeupKktLSwA1u3Lpc/r6+jh+/Dj++ecfbN68WSI1EELqHjqigFTo/Pnz+Pnnn6GsrIwTJ06ge/fuVW6rXbt2sLS0xIkTJyr1vCdPnqBTp05QUlLCjBkzsHnzZtja2uL58+e4cO0+ihlNJKTmAfh0QjaLT9/ODBgI//etra4qD1tLHVibaUFOVrqs7Tt37mDgwIHo1q0bLl68CEVFxSq/vitXrmDw4ME4cOAApk6dCpZlERAQgEOHDsHHxwcFBQXo1asXpkyZgiFDhkBBoeIDMIuLi6Gnp4dZs2Zh9erVVa6pKpo0aYIpU6Zg1apVNdrv55YuXYotW7bg/v37NRrkCCG1i6jZg4IM+aaEhASMHz8e9+7dw7Jly7B8+XLIyspWqo3U1FTo6enh+PHjGD9+fKVr6N27N54/f47CwkIkJCQgLiENe0/6wbSFnUhnN5VSUZJFv64mMNZvhNu3b2PgwIHo3r07Lly4UK0Q8+HDB1hbW6N9+/a4cuXKV3vk5ObmwsfHB4cPH0ZAQADU1dUxduxY/PTTT2jXrt1X11+8eBFDhw5FeHh42ShJTenVqxfU1NRw7ty5Gu33czweD927d0dSUhJCQkKgoaEhsVoIIZJDZy0RThgaGuL27dtYvXo11q1bB0dHx0pvTFd6EGFVTn0GgGXLliEtLQ35+fk4cOw87jzLhomZDQDRQwwA5BfycPbfNzh5/j4GDhwIJyenao/EsCyLmTNngsfjYf/+/eVu9KeqqoopU6bg/v37iIyMxIwZM3Dx4kV06NABNjY22LZtG9LT08uu9/Lygq2tbY2HGACwsrKqkTOXvkVWVhanTp1CdnY2fv7550pvREgIaVgoyJDvkpaWxm+//YaAgACkpqbC1tYWXl5eIj/f19cX7dq1g46OTpX67969Ozp37oz2nftAqGwJvoAFI1X5b93S98PUXEX8PGc1Lly48M1bPKI4ffo0fHx8sGfPHujr63/3+hYtWmDt2rWIjY3F9evX0bJlSyxZsgQGBgYYNmwYvL29cfnyZYwbN65adVWVpaUloqKiJH6YY9OmTXHw4EGcP38ee/bskWgthJDajYIMEVmnTp0QGhqKwYMHY9y4cZg4cSJyc3O/+RyBQFB2LEFVMQyDxb8ux9AJywCUf7RBZZm06o741MJqtZGUlIRZs2ZhzJgxGDVqVKWeKyMjg/79+8PHxwdJSUnYsmULYmJiMHr0aBQXFyMmJgYRERHVqq8qrKyswOfzER0dXeN9/9ewYcMwa9YsuLu7IzQ0VNLlEEJqKZojQ6rkxIkTmDFjBnR1deHl5YWOHTuWe11gYCA6duyIe/fuoVu3blXqi2VZ+PwTibjkbEhJSX//CSJSkJPGT0OtoahQuTk/pTUNGDAAYWFhePnyJRo3bsxJTQ4ODoiPj0dBQQEyMzPh4OCAn376CaNHjxb7z17axwK8eJOIE6cuwbZ9F8jLK0JKioF6IwXoaSnDSFcVTQ0aQUqKmzApiqKiIjg4OKCgoADBwcFQUVGpsb4JIZJFc2SIWI0fPx6hoaHQ1NREly5dsG7dOggEgq+u8/X1RaNGjaq1+uRdQjYSUvM4DTEAUMwT4OnLlCo9d//+/fD19cWBAwc4CzEpKSl4+vQpVqxYgeTkZHh7e0NNTQ2urq7Q09PDxIkT4e/vz/khn9FxmTh5NRwnrobjeVQ2Wtl1g4CVRUERH3kFPCSk5OLZq1RcuB2FA+eeI+hlCgSCmjloVEFBAWfOnEFiYiJmzZpVI30SQuoWCjKkypo3b46AgAAsXrwYy5YtQ+/evZGYmPjFNb6+vujVq1elVzp9LiQiDRUcll0tLAu8ePMBPH7l3pRjYmLg7u6OadOmYcCAAZzV4+3tDWlpaQwfPrxsb5obN24gLi4OHh4eZXvTmJmZVWlvmv8qKOLhiv9bXPZ7i7SMAgCfviblBcbSpex5BTzcC07AiavhZc8RtxYtWmDPnj04duwYjh07ViN9EkLqDrq1RDjh5+eHCRMmoLCwEAcPHsSQIUOQmZkJLS0t7N27F9OmTatSu/mFPHh6h3Fc7ZcGdjdFi2aijaoIBAI4OzsjISEBYWFhUFVV5awOe3t76Ovr4+LFi+U+XtHeND/99BOGDBlSqdVXmTlF8PknEvmFvEqt/CrFMJ/mLg3q3hzNjdUr30AVTJ48GWfPnkVwcDBatmxZI30SQiSHbi2RGuXs7IywsDA4Ojpi6NChmDFjBq5duwahUIi+fftWud3UD/kcVvk1KQZIrkQf27dvR0BAAI4cOcJpiImOjsbTp08xduzYCq9hGAbdunXD4cOHkZycjAMHDqCwsBBjx46FgYEBZs6ciaCgoO8uV87NL4G3b9VDDPBp5EYoZHHZPxqxSdlVa6SSdu/eDUNDQ4waNQpFRUU10ichpPajIEM4o6mpWbZc9siRI5gzZw5MTU1hbGxc5TZTMwrEcluplJAFUtJFCzKvXr3CsmXLsGDBAjg6OnJah5eXF1RUVDBw4ECRri9vb5pLly6hQ4cOaNOmzVd705RiWRa+Ae9QUFT1EPNle8C1uzEoLOJVv7HvUFFRgbe3NyIjI7Fw4UKx90cIqRsoyBBOMQwDNzc3BAUFIS8vD7Gxsdi1a1eVNzUrKOSVu8kcl/JFeBPm8XiYOHEiTE1NsWbNGk77Z1kWXl5eGDZsWJXOevrv3jQWFhZf7E1z5coV8Pl8AMCLqA+IT8nlJMSUKuYJcPtJ9ebriKo0pP39998S3X2YEFJ7UJAhYsGyLPh8PgYNGoS5c+di0KBB5Y4QiNgYt8V91f73L1mzZg3CwsJw7Nixam+i918hISGIjIz85m0lUVS0N83gwYNhZGSEJUuW4n4Q94GDZYE37zORkV29fXlE5ebmhuHDh2Pq1Kl4//59jfRJCKm9KMgQsfD19YWioiJOnTqFq1ev4unTp2jTpk3ZcQWiUpCTEVOFn/Uh/+0+goKCsHr1anh4eKB9+/ac93/y5Eno6OigZ8+enLWppaWFuXPnIjQ0FM+ePcPIkSNx99ELFPPEEwoZBgiLrGJQrXRfDA4cOAANDQ24uLiAxxP/bS1CSO1FQYaIha+vL5ydnaGgoIAffvgBYWFhaNOmDfr27YtFixaJvAW+dmNFCMU4ICPFMNDTUq7w8cLCQkycOBG2trZYtmwZ5/0LBAKcPn0ao0ePhoyMeEKbnZ0ddu7cCY8/d0Ck4acqYFkgIiZDLG2XR11dHadPn0ZQUBA8PDxqrF9CSO1DQYZwLi8vD/fv3//iWAJ9fX3cuHEDW7ZswY4dO+Dg4IA3b958ty3db4QMLghZFrqaFc9L8fDwQExMDI4dO1atvXAqcvfuXSQlJVX7tpIoUj8WgqsjHspTWMxHXkHNndFkb2+PtWvXYuPGjfD19a2xfgkhtQsFGcI5f39/lJSUfHW+kpSUFNzd3fH48WPk5eXBzs4Ohw4d+uZEYDUVeehpKYlt5ZK0FFPhPih3797Ftm3bsGbNGlhZWYmlfy8vL5iamsLe3l4s7Zfi8YXIzisWax8AkJ5ZM/NkSi1cuBD9+/fHxIkTkZSUVKN9E0JqBwoyhHO+vr4wNTWFmZlZuY+3bdsWwcHBcHFxwdSpUzFmzBhkZWVV2J6tha5Y5vsyDGBpqlnuPJzc3FxMnjwZXbt2xfz587nvHEBxcTHOnj2LsWPHin1lFo/39fER4lBSUjP9lJKSksLRo0chIyOD8ePHl3tMBiGkfqMgQzjn6+uLfv36ffPNWUVFBQcOHIC3tzf+/fdf2NjYICAgoNxrWzbTgKaaAuejMlIMg45t9Mt9bOHChUhPT8eRI0cgLc3tGU+lrl+/juzs7Bq5rSTuoPT//dRIN1/Q1tbGyZMn4e/vj7Vr19Z8AYQQiaIgQzgVHR2Nt2/ffnVbqSIjR45EWFgYjI2N0b17d/zxxx9le56UkpaWQv9uppzPU3VsbwR1VfmvPn/9+nXs378fW7duhampKbedfsbLywt2dnawtLQUWx+l5OWkIV0Dp1YrK3E/j0gUzs7O+P333/HHH3/g3r17EqmBECIZFGQIp3x9fSErKwtnZ2eRn2NsbAw/Pz+sWLECq1atgpOTE2JjY7+4RkdTCT06VX2H4P9q2UwDthbaX30+IyMDP//8M/r371/l86FEkZ2djStXrmDcuHFi6+NzUlIMtDREP4upqnQ0Kr+hH1d+//13dO3aFWPHjsWHDx8kVgchpGZRkCGc8vX1RdeuXaGiolKp58nIyGD58uW4d+8eEhISYGNjgzNnznxxjU1LHTh3/BRmqnMLo2WzxujXzaTc2y2zZs1CUVERDhw4INbbMRcuXEBJSQlGjx4ttj7+y1BXVay3fjTVFSArK57bcKKQkZGBl5cXioqK8NNPP1V5N2lCSN1CQYZwpqioCH5+fiLfVipPly5dEBoaiv79+2PMmDGYMmUK8vLyyh63s9TByL4toaIkV6mFxAwDyEgz6NWpKQY4mkBa6utvfW9vb5w+fRp//fUXDAwMqvwaROHl5YXu3bvD0NBQrP18rpWZllg3SW7TQkd8jYuoSZMmOHr0KK5evYrt27dLuhxCSA2gIEM4ExAQgIKCgmoFGeDTZmdeXl44fPgwvL29y1Y5lTLSU8XkH1uhs10TKCt+mpNR3kiD4H9zbRiGhZmxBgZ2bw5TI7Vy+0xOTsaMGTMwcuRIjBkzplr1f09KSgpu375dY7eVSmlpKMJAR0UsozIy0gysmjfmvuEq+OGHH+Du7o4lS5YgKChI0uUQQsSMYUUYf83JyYGamhqys7PRqFGjmqiL1EG//PILvLy8kJiYyNltmaioKLi4uOD58+dYs2YNFi5cCKnPRlOEQhbxKTlITs9Hyod8hIS9Ql5+AZo2bYb8giIw0nKQk/vybCQFeWkYaKuglZkWmhupg2GAQYMGISgoCC9fvoSWlhYntVdkx44dWLx4MVJSUqChoSHWvv4r7WMBTl4L53xkxrmjEewsdblttBpKSkrQtWtXfPz4Ec+ePYOaWvkBlhBSe4maPcR/kA1pMERZdl1Z5ubmePjwIX7//XcsXrwY//77L44dOwZ9/U/LpqWkGDQ1UENTAzUIhSxkkY+wqGzwhLKQV5Atd6imqFiAd4nZiEnIhpKCDNj8t7h27RquXLki9hADfDpbacCAATUeYoBPk6bt2+jjcVgyJ+0xDKCvrQJbC8nfVvqcnJwcTp8+DTs7O7i6uuLUqVM1tgSdEFKz6NYS4UR8fDxevXpV7dtK5ZGTk8OGDRtw8+ZNvHr1Cm3atMHVq1e/uCY7rxinb0QgMoEPBUXlT29a33jjKh2RKCjio1C6KVZs9kav3tzX/l9RUVEIDAyskb1jKtKpjQHMm1Y/RDEM0EhZDoOdmtfKkGBqaor9+/fjzJkzOHDggKTLIYSICQUZwol//vkHUlJS6NWrl9j66NWrF8LCwuDg4IBBgwZhzpw5KCwsRGZOEU5de43Uj/lVbltN2wRnfCNQWMT//sXV4OXlBVVVVQwcOFCs/XyLlBSDHxxN0aq5ZrXa0VJXxJgBllBSlMzeMaIYNWoUpk+fjrlz5+Lly5eSLocQIgY0R4ZwYsSIEUhKSsLDhw/F3hfLsvj777+xcOFCWLe2xU8LdqOEj2rP+2AYQKexEsYMsCh3VVN1sSwLCwsLODg44MiRI5y3XxVvYjNx8+F7FBXzADDfHVn5P/bOO6yps43DdxKGyBAQFBABxYkL9957W62i1i1q3aLWVu2wy9pWBbfinri1Tqx7b0HFhQgyBQFZsknO9wclnwjISgD13NfFhSYn7/sEyDm/88yMp5vVs6BJHTO1/JxUTWJiIk2aNEGhUHD79m1Kly6+XjciIiJ5J6/ao+SfhURKPGlpaZw5c0YtYaXskEgkTJ48mdu3b9O0w1ckJslVkrwqCBAWmcCth6GFXywb7t27h7e3d7GGld6nmrUR2gme/OPmjG6p/58OpBIJUqkE6TvCRktTRkO78oz+og7N61l8FCIGQEdHhz179uDn58e0adOK2xwREREVIyb7ihSamzdvEhMTU2RCJgM9Yyts7ZqrfN0b90OobmOMcZlSuR+cD3bu3En58uXp0KGDStctDIIg4Lx0MVWrVmWCQwOi45J5HZlAZEwiqakKZDIJZfS0KV9Wl7KGpZDJPg7x8j52dnasXLmSsWPH0rFjR4YMGVLcJomIiKgIUciIFBp3d3fKli1Lw4YNi3TfO16hSCSFDyllh+fT13RoqrqRCHK5nN27d+Pg4ICGRsn52Lm7u/P48WPWrl2LRCLByKAURgaqFXAlhdGjR3P27FnGjx9P48aNc5zOLiIi8nHxcd5eiZQo3N3d6dKli9qmRGdHVGwSgaFxahExggBezyNISZWrbM0LFy7w6tWrIm+ClxuLFy+mcePGtGrVqrhNUTsSiYS1a9diZmaGg4MDycnJxW2SiIiIChCFjEiheP36NXfu3CnysFJASKxa10+TKwiNKHgV1Pvs2rULW1tbGjdurLI1C4unpyfnzp1j9uzZJbJ8Wh3o6+uzZ88evLy8+Pbbb4vbHBERERUgChmRQnH69GkAunTpUqT7hr1JQKrGa69Ekp74qwqSkpI4cOAAQ4cOLVGCYcmSJVhbW9O/f//iNqVIadCgAX///TfLli3jyJEjxW2OiIhIIRGFjEihcHd3x97eHjMzsyLdNzI6EYUaByBKgDcxSSpZ68SJE8TExJSoaqWgoCB2797NjBkzSlTOTlExdepU+vbty+jRowkMDCxuc0RERAqBKGRECoxCoeDUqVNFHlaC9NCPOhEAuUI1e+zatYsGDRpQo0YNlaynClasWIGuri5jx44tblOKBYlEwqZNm9DV1WXIkCGkpam3EaKIiIj6EIWMSIHx8PAgPDy8WISMhprLgCWgkj4pMTExHDt2rEQl+cbFxbFu3TrGjx+Pvr5+cZtTbBgbG+Pm5saNGzdYsGBBcZsjIiJSQEQhI1Jg3N3d0dfXp3lz1fdyyQ3jMjpqzZERACMD7UKvc/DgQVJSUnBwcCi8USpi48aNxMfHi83hgJYtW/LLL7+wcOFCzpw5U9zmiIiIFABRyIgUGHd3dzp27IiWllaR712+bGm15sgIApQvq1vodXbu3Em7du2oUKGCCqwqPGlpabi4uDB48GAsLS2L25wSwXfffUfHjh0ZNmwYYWFhxW2OiIhIPhGFjEiBiI6O5vr168USVgKwMlfvzC+ZTIK5aeGEzKtXrzh37lyJCisdPHgQf39/Zs2aVdymlBikUinbt29HEARGjBiBQkW5USIiIkWDKGRECsTZs2eRy+V07dq1SPeVy+UcOnSIfr278OLpXRQK1TWt+/8eaTzxOM+d2zcLtc6ePXvQ1NRkwIABKrKscAiCwOLFi+nQoQP29vbFbU6JwszMjB07dnD69Gn++uuv4jZHREQkH4hCRqRAuLu7U6NGDWxsbIpkv7i4OJYtW0a1atXo378/CoWCZvYVkUpV301YKpFyePdqWrZsSZ06dTh79ix5GBKfhZ07d9KzZ08MDQ1VbmNBuHLlCrdv3xa9MTnQuXNnvvvuO77//vsimeIuIiKiGkQhI5JvBEHA3d29SMJK/v7+zJ49G0tLS2bNmkXTpk25desWV65cYbhDD6paG6HaHnMCzepV4MDe7dSpUwcvLy86depEzZo1OXr0aI6CRiEoULzznLe3N3fu3ClRvWOWLFlCzZo1iy0c+DHwyy+/0LRpU4YMGcKbN2+K2xwREZE88Pl1whIpNI8fPyYoKEitF8Tr16/j7OzMgQMHMDAw4Ouvv2bKlClUrFgx03Edm1kRHBZHYnJaoecuCQoFIUE+/Ot7ggULfuTBgwdcvHiRKVOm4OXlRZ8+fahcuTILFy6kSbcO3I0MxDc2gsD4KFL+C3GVkmlio29MkMdjLKrb0rNnz8IZpSKeP3/OkSNHWL9+PVIVlJV/qmhoaODm5oa9vT1jx47l4MGDJaobs4iISFbEM5pIvnF3d6dUqVK0adNGpeumpaWxZ88emjVrRosWLfD09GT58uUEBgby559/ZhExAKVLaTKwa3W0tTQK5ZmRSMDYUAcTrRB++WUBgwcPJjExkbZt2/LgwQP+/fdf7OzsSDLUYU/scxY9OM2ZoCe8iItQihiAJHkqT6PDiLUyotf6X1j7/BoBb4v/zt7Z2RlTU9MSlXhcUrGysmLTpk0cPnyYVatWFbc5IiIiuSAR8hD8j42NpUyZMsTExGBgoN5qEZGST+fOndHQ0ODkyZMqWS86Opr169ezYsUKAgMDad++PU5OTvTs2TPP3oOo2CSOXXhBeFRigWywtjCgR+tK6JTS5MCBAwwfPpw6depw+PBhzM3NSZKnsv/FPS6HvUBQKJDk0S4pEgSgh1UtelrVRiYp+nuHiIgIrKysmDt3Lj/88EOR7/+xMn36dNauXcuNGzeoX79+cZsjIvLZkVftIQoZkXwRHx+PsbExf/31F9OnTy/UWi9evGDZsmVs2rSJlJQUhg4dyowZMwpcUaNQCNz2CuXmgxDS5B/+s5aQ3vROgpzOLWypVaVsphDC3bt36dOnD1KplP1HDnOWcALeRiFQ8PhVXeMKTKjZCg01JCh/iF9//ZU//viDgIAATExMinTvj5nk5GRatGhBXFwcd+/e/ay7IIuIFAd51R5iaEkkX1y8eJGUlJQC58cIgsDFixfp168fVatWxc3NjZkzZxIQEMCWLVsKVRYslUpoWtecrx3s6djUCnNTXWTZtP/V1JBS0Vyfa6c2cuvUcmpXNcmSB9GwYUNu3bqFmYUFf905SUDcm0KJGICHb4LZ+PRagSqgCkpSUhIrV65k5MiRoojJJ9ra2uzevZtXr14xadKkIv29iYiI5B0x2VckX7i7u2NjY0O1atXy9bqUlBT27NmDs7MzHh4e2NnZsW7dOoYNG4aOjo5KbdTSlFGvRjnq1SiHQiEQHZdEUrKcWbNmoUhLYveuLUgkEh5dN8PZ2Y3U1FQ0NTWzrFOhQgW+3bGKf189Q1BBvqcA3IsM5PprP1qUr1z4BfPAzp07CQ8Px8nJqUj2+9SoWrUq69at46uvvqJjx46MGjWquE0SERF5D9EjI5Iv3N3d6dq1a54rOSIjI1m4cCE2NjaMGDGCcuXK4e7ujpeXF+PGjVO5iHkfqVSCcRkdLMrpoS1LJtD/udL2Xr16ERMTw9WrV7N9beDbKM6Eequ8amW3zx1iUgqWy5MfBEFg6dKl9OnTJ9/CU+T/DB06lDFjxjB58mSePHlS3OaIiIi8hyhkRPLMixcveP78eZ7CSk+fPuXrr7+mYsWK/Prrr/Tq1YtHjx7lWwipElNTU8LDw5X/r1+/Pubm5hw7dizb408FPUaC6u1MUci5GPJc5eu+j7u7O48fPxYb4KmA5cuXY21tjYODA4mJ6hehIiIieUcUMiJ55tSpU2hoaNChQ4dsnxcEgdOnT9OjRw9q1qzJP//8w7x58wgICMDV1RU7O7sitjgz7wsZqVRKjx49OH78eJZjY1OSuBsegKKQeTHZISBwNugJaWoYr/AuixcvpnHjxrRq1Uqt+3wO6OrqsnfvXp4/f87MmTOL2xwREZF3EIWMSJ5xd3enZcuWWbLHk5KS2LhxI3Xr1qVLly6EhISwZcsWXr58yffff4+pqWkxWZwZU1NTYmJiSElJUT7Wq1cvnj59io+PT6ZjH0e9UouIySBJkDN48nhu3bqllvU9PT05d+4cs2bNEhu6qYjatWuzbNky1q5dy759+4rbHBERkf8QhYxInkhOTubcuXOZwkphYWH89NNPWFlZMW7cOCpVqsS5c+fw8PBg5MiRaGtrF6PFWckQVBEREcrHOnXqhJaWVhavjP/bSGRqFACCQkFA/BuaNm1K586duXDhgkqrYpYsWYK1tXWJGVj5qTBu3DgGDRqEo6Mjfn5+xW2OiIgIopARySNXr14lPj6ebt268fDhQ8aMGYOVlRWLFy9m0KBBPHv2jCNHjtC+ffsS6wHIEDLvhpf09PRo3759ljyZoPho5Gost5UgQb+iGdra2jx48ID27dvTqlUrTpw4UWhBExQUxO7du5kxYwYaGmJhoiqRSCS4urpiYmLC4MGDM3n3REREigdRyIjkiZMnT2JoaMjs2bOpW7cu//77L7/++itBQUGsXLmSqlWrFreJuZIhZF6/fp3p8V69enHx4kViY2OVjyWlparVFolUygCHQcycOZP4+Hh0dHQICAigZ8+eNGzYkP3796NQKAq09ooVK9DV1WXs2LEqtloEoEyZMuzevRsPDw/mz59f3OaIiHz2iEJG5IPEx8ezZs0aVqxYQXR0NLGxsezatQs/Pz/mzJmDkZFRcZuYZ7LzyAD07NmT1NRUTp8+rXxMpubBihJAR7sUCxcuxNfXl0mTJhEREYGenh4xMTEMHDiQWrVqsW3bNlJT8y6q4uLiWLduHePHjxc70aqRxo0bs2jRIhYvXqyyUR0iIiIFQxQyItkSHBzM3LlzqVixIlOmTCE5OZkFCxZw8+ZNhgwZkm0DuZKOnp4e2traWYRMpUqVqFWrFseOHSMtLY379+8TExSGUECPSJ6QQFltXQDKlSvH4sWL8fX1ZfTo0QQFBWFoaIhEImHkyJFUq1aNtWvXkpSUlOuyGzduJD4+nmnTpqnPdhEA5TywESNGEBwcXNzmiIh8tohCRiQTd+/eZdiwYdjY2LBq1SpGjRrFwoULkUgkTJkypcTmv+QFiUSSqQRbEAT8/PzYs2cPpUuXZufOnejr62Nvb8+JHXvUaotCELDSN870mLm5OcuXL8fHx4dBgwbx/PlzypYti5GRERMnTqRy5cosXbqU+Pj4bNdMS0vDxcWFwYMHY2lpqVb7RdL/nrZs2YK2tjbDhg1DLn+nnD41GN5shpBZ4NsVnjeH5y3AtweEzIGo7ZAWnvPiIiIieUYcGilCWloaW9wP437/Fsn6WphUsUa7tA7amlqUK22A97U7hN5/yvG1W4t84KEqCQ8Pp1mzZhgaGlK+fHlu376trGAyNzfn1atXTJs2jYEDB1K2mg0uzy6pzRYJ8FfTLzDQyrmzsa+vL7/++ivbtm3D1NSUypUrc+vWLQwNDZkxYwZTpkzB0NBQefzevXtxcHDAw8OjUDOrRPLHpUuXaN++PT/++CM/fesAESsh4Soomym+79l75/5RryOYTAEt6yKyVkTk40Gcfi2SK7GxsTj/s4vnpVLQNTNBkMuRSGW838xWkZaGVEMDXQ0t2ltUp6tlTbRkJbsaJiEhgXv37nHr1i3lV0a5rJaWFh07dqRJkyY0adKExo0bY2RkRPny5Zk0aRK//vorgiDwy70TvEqIUXk3GalEQj3jCnxt1yZPx3t7e/PLL7+wa9cuLCwsqFatGlevXkVbW5vJkyfj5OSEqakpTZs2RV9fn7Nnz6rYYpHc+O3XBSgi1vHDJDMkEimQ12aHMkAKptPA8CuQiE5yEZEMRCEjkiP+/v64rF+Db3ktzOxrIAhCnkNGEsCklB6jqzfH1qBkNLpLS0vj8ePHmUSLl5cXcrkcHR0dGjRooBQtu3fvJiIigitXrmRZZ9iwYTx69AgPDw8Aroa+YNvzm2qxeWadjlQ3LJ+v1zx+/JgFCxawb98+bGxssLOz4+LFiygUCnr06MGBAwc4fvw4PXr0UIvNIjmgSEIIdkKIv06hcsT1u4PZryAp2TcJIiJFRV61h/iJ+Yy4fv06zs7OnPe4RU+XeZjppSeb5ifvRQAik+JZfP8MjjVa0tDUSk3W5rC/IPDy5Utu376tFC13794lISEBqVRK7dq1adKkCZMmTaJJkybUqlUrU2LyrVu3ePr0abZr9+rVi507dxIUFISlpSXNy1ficqgP/m/foFBRTxkpEhqZWuVbxADY2dmxd+9ePD09+emnnzhy5AhVq1albt26/PPPPwAcPHiQ6tWrY2trqxJ7RXJBkEPIbCSJNwvvTIlzB4kmlP8ZPuJcNBGRokb0Y37ipKWlsWfPHpo1a0aLFi14GuzPQNffKGWgB9KCnSwVCCgQWP/0Cg/fqLdaIyIigpMnT/Lzzz/Ts2dPypUrR+XKlXFwcODAgQOYm5vzyy+/cOnSJWJjY7l//z7r169n/Pjx2NvbZ6muen/e0rt07doVmUym7PIrlUgZXa05UhWNjpQiQVdTCwfbRoVax97enn/++Ydbt25ha2vLgQMHSEtLo1mzZhw9epRq1arx1Vdf8ejRIxVYLfJBondBwhWy5sEUBAFij6QLGhERkTwjhpY+UaKjo1m/fj0rVqwgMDCQ9u3b4zTTCa8KmgTER6nMw1BaQ5OfG/bGQKtUoddKSEjAw8MjU4jI19cXAGNjY2V4KCOvpVy5cvneY8OGDYwbN47U1NRsu962a9cOfX19jh49qnzscdQrVj66gEIQCpwvI0WClkyDb+p1wlJXtb13+vfvz7Fjx0hNTcXe3p6mTZty/PhxgoKC6NevH/Pnz6dRo8KJJ5FsSAmAlwMAVTZPlIBUF2yOgIZx7oeLiHzC5FV7iB6ZTwwfHx+mTp2KpaUl8+fPp0OHDnh4eHDu3DlK2VfhpQrDJABJaWm4+dzO9+vS0tJ48OABGzZsYMKECdSvXx8DAwNatWrFvHnzCAwMpG/fvri5ueHj45OtZ6YgZDTFi4yMzPb5Xr16cebMGRISEpSP2RmZM712B3Q0tJAWwDcjAQy1SzOnXmeVi5iMn8sPP/zA+fPn0dPTY926dVSoUIFZs2bh5eVF48aN6dq1K5cuqa8K67Mkajuq8cS8iwCKBIhWb/m/iMinhOiR+QQQBIFLly7h7OzMkSNHKFu2LBMnTmTSpEmYmZkBkKqQ8+3NQ8SnqWc2zIKGPTEvXSZH+/z9/TN5Wt7Na6lVq1Ymb8v7eS2q5Nq1a7Rs2ZKHDx9Su3btLM8/ffqUmjVrcuzYMXr27JnpubepSezyucPdiACkSHKdjp1xTAeLavSzsUdbDZVev/76K3/88QcBAQGYmJggCAKnT5/mhx9+4NatW7Rq1YoOHTpw+PBhHjx4QKtWrZg/fz5du3b9qHsCFTvyt+DbEYRk9awvM4LK/6bnzIiIfKaIVUufASkpKezZswdnZ2c8PDyws7PDycmJr776Ch2dzP1Jbr1+ycZn19RihxQJbS2qMvi/3I/IyMhMybi3bt1S5qVYW1tnEi0NGjRAT09PLXZlx/Pnz6lWrRrnzp2jffv2WZ4XBIGqVavSuXNn1qxZk+0aQfFRXAx5zo3XfqQo5JlemyEOdDW0aGlmSxuzqpjqqOf9JSUlYW1tTf/+/bPYKggCx48f58cff8TDw4OOHTvStWtXDhw4wM2bN2nYsCHz5s2jX79+SNU8juGTJO40vPpGvXtYboLSDdS7h4hICUYMLX3CRERE8Pvvv2NjY8OIESMoV64c7u7ueHl54ejomEXEANyLCFRRympWFAhc8n/K0KFDqVKlCiYmJnTv3p1ly5Yhl8uZOHEiR48eJTQ0lJcvX7J3715mz55NmzZtilTEQM7zljKQSCT06tWLY8eO5TiF2lLXiK+qNmGYhg17hs6ig6Y5A63tubJkEzXC5Cxs3JclzQYwoFJ9tYkYgJ07dxIeHo6Tk1OO7+Pu3bscOHCAsLAw5syZg7GxMatXr8bAwIABAwZQp04dduzYQVpammqMEgQQ1DjaoaSQ9Bj1Fn1KIPmxGtcXEfl0EIXMR8STJ0+YMGECFStW5LfffqNXr148evQId3f3XEMFvnERFDxVNXfkmlKCI8Pp3bs3u3btypLX0qtXL8qXz3/JsaopU6YMmpqaOQoZSB8iGRQUxMOHDz+4lqenJ29fhdPXvjmdrOzwPXUVzdAYypbSVXvYRqFQsGTJEvr06UO1atVyPE4ikdC/f3/u37+Pm5ubckClgYEB27Zto1KlSgwfPpzq1avj6upKcnI+QyVp4emt+IOnwYsO8LzBf19NIWA4vP4LEj3SBc6nRLI3eW96VxCkkPxcjeuLiHw6iEKmhJOR89CjRw/s7Ow4cuQI8+fPJyAgAFdXV+zs7HJdIyktlZiURLXbumb3NpydnRkyZAi2trYlMgdDIpFgYmLyQSGT4Sk6duzYB9fy8PCgZs2alCqVXrFlYGBATEyMSu3NCXd3d548ecKsWbPydLxUKmXw4MF4eXmxdetWHj58yIgRIyhdujT79++nYcOGfP3119ja2uLi4pLjPCclqcEQ8k36HKGIFRB/BeRvIEMsC8mQ9DA9aTVwNPj3h7gzhXvTJQlFHKjxxgAUoMjldyAiIgKIQqbEkpSUxMaNG6lbty5dunTh1atXbN26lZcvX/L9998rQyR5IVGuyvLQnEkqon0Ky4d6yQBoa2vTpUuXPAmZ+vXrK/+fEcstCpYsWULjxo1p1apVvl6noaHBiBEjePr0KevXr+fmzZsMHDgQLS0tTpw4QadOnZg9ezY2NjYsXLgw6/sRBIjeBy/7w9tzpFftZHxlx39ei5SX8Go2hMwGeVT+3mwJREDdM8ckYodfEZE8IgqZEkZYWBg//fQTVlZWjBs3jkqVKnH+/Hnu3bvHiBEj0NbWzveasiLyjEg/kjkxuQkZSC/DvnHjRo7HZZSPF4eQ8fT05Ny5c8yaNavAXi9NTU0cHR3x9vZm5cqVnD9/nl69eiGVSrlw4QIDBw7kl19+wcrKivnz56f/HAQBXv8Jr3//r1onP6GV/7wXb8+nh5xSwwpkd1Hz9u1b7t27x86dO/nhhx8YOHAgderUYde+C6SmqdMjIwWNgrUYEBH53Pg4rjyfAQ8ePGD06NFYWVmxePFiBg0axLNnzzhy5Ajt2rUrVJhGV1MbWRGIDMMPTHIuSeRFyPTo0QNBEDh58mS2z3t7e5OUlJRpynRRCZklS5ZgbW3NgAEDCr2WtrY2kyZNwsfHh8WLF3P8+HHat2+PQqHgypUrjBs3jmXLlmFjY8OZPX0hZnchd5RD6isIGgvy2ELbrwoEQeDVq1ecO3eO1atXM23aNLp06YKVlRX6+vo0bNiQYcOGsXHjRiIjI2ndujUVq3RGQ6bOz1Qal26GExb2cQg+EZHiRPRdFiMKhYKTJ0/i7OzM2bNnsbS05Ndff2XcuHEYGamucZpMIqVC6TIExKvPpS+VSKiga6i29VWJqalprom85cuXp0mTJhw7dowRI0ZkeT5jsOS7QsbAwIDYWPVenIOCgti9ezd///13tp2JC4qOjg4zZsxg3LhxrFq1ir/++ovNmzczYcIEbt68ya0Lq+jUQFXl+3JIDUn37pj/rqI1cyc1NRUfHx+ePn2a5Svj96ahoUGVKlWoUaMGw4YNo0aNGtSoUYPq1atTpsz/+yQpEh4iCRquVntHfL0E/+BFNGjQgO7du9O9e3eaNm2q0t+7iMingPiJKAbi4+PZtm0by5Yt49mzZzRp0gQ3NzcGDBigtkZwVQ3LERQfnWsTt4IgASrqGqEpVXfegGrIi0cG0sNLixcvJiUlBS0trUzPeXp6YmNjk0lwlilThufP1Vtpsnz5cnR1dRk7dqxa1tfV1WXOnDlMnDiRZcuWsWTJEnZs38iLs7URkCBR2d+PAuKOg3430GutojXTiY6OzlasvHjxQllmXqZMGWrWrImdnR39+/dXCpbKlSt/8DMYGRnJihUrWLFiBZe2mVLDVhtZAWeW5URamsCNB2mMcpyHmZkZly5dYs2aNfz+++8YGRnRpUsXunfvTrdu3UpEJaCISHEjCpkiJDg4mJUrV7Ju3TpiYmLo378/mzZtonnz5mqv8GlV3pazwc/UsrYAtDWvqpa11YGpqSmRkZEoFIoPNoPr1asXP/74I1euXKFDhw6Znns/0RfUH1qKi4vD1dWV8ePHo6+vr7Z9APT19fn++++ZMmUK5/+ZgaGuhxr6EEnhzfoCCRmFQkFgYGC2giU0NFR5nLW1NTVq1KBbt25KsVKjRg3Kly+f58+cIAjcvHmThQsXcuLECeRyOTKZjIsP7LGrkv2oi8KgoSHhjk8VFi5ciLa2NqNHj+b69eu8efOGkydPcvLkSUaPHo0gCKK3RkSEz1DIvE1IISIqkdQ0BVKJBH1dLcoalUKmxu6md+/exdnZmT179qCjo4OjoyNTp06lUqVKatvzfSx0DaliYIpvbIRqvTKCQCkNLRqbWqtuTTVjamqKXC4nKiqKsmXL5nicvb09FhYWHDt2LJOQEQQBDw8Ppk+fnul4dQuZjRs3Eh8fz7Rp09S2x/sYGhryRbsEhGQpqi83VkDSg/SeLNrZ98JJTEzk+fPnmYTKkydPePbsGYmJ6S0FtLW1qV69OjVq1KBNmzbUqFGDmjVrUrVqVXR1dQts3du3b9m5cyd//fWXcnipvr4+U6dOZebMmZQ1LgMBw/7r96KqnjIyKN2EGfNX4zA2lFWrVrF27VpWrlxJnz59cHJyYsGCBURERHDq1ClOnjzJ2rVr+f333zE0NMzkrckYTyIi8qnzWQiZ8KgEHjwLx/tlFInJWTuYSqUSzMrqUre6KdVsjFSSxCeXyzly5AjOzs5cvnyZSpUq8ffffzNmzJhiG/MwpEojfr/nrtpFJRK8thzmkU6VLB6Kksq73X0/JGTe7fK7dOlS5eNBQUG8efOmSD0yaWlpuLi44ODggKWlpVr2yJbUMEj2VlNPaAAZwtsLRMQaZRErT58+5eXLl8oOy6amptSoUYPGjRszYsQIpXfFysoKmUx1Yc3Hjx+zYsUKtmzZQlJSEgC2trb8+OOPDB48OHOY0ew38B9MeoC1sEJPChJtKL8AJBLMzc357bffmD9/Ptu3b8fFxYV27dpRv359nJyccHBwYNiwYcjlcu7cuaP01owZMwZBEKhfv77SW9OsWTPRWyPyyfJJz1p6m5DC6ev++AXFIJF8uLloxvOltGR0bG5NdRvjAu0ZFxfHpk2bWL58Ob6+vrRq1QonJyf69u2r0pNtQTke4MUR/wcqWUuKhAqy0uyf9BNeXl7MnTuX77//vkAl4kXJkydPsLOz49KlS7Ru/eGwxtGjR+nTpw/Pnj1TdtA9cuQIffv2JTAwMJOoWL9+PePHj0cul6t8ftHevXtxcHDg3r17RSsY316AkBlqW16uAPfLCfQan55bJJVKqVy5MjVr1swUCqpevfoHRWdhSUlJ4eDBgyxbtowbN24gkUgQBIEuXbowf/58WrdunXMo6u259P44CBRczEhBIoMKa6F0w2yPEASBU6dO4eLiwqlTpzA3N2fy5MlMmDABExMT5XHh4eFKb82pU6eIjIzE0NCQzp07K7015ubmBbRTRKTo+OyHRj73j8L9ih9pckWBuqNXtTakW8tKaGrmTXz4+/uzfPlyNmzYQEJCAgMHDsTJyYnGjRvnf3M1ohAEtjy7zs3wl4VbRy5HGpeEc7cRaAgSFi1axK+//kqNGjXYvHkzjRo1Uo3BaiAiIgJTU1MOHDhA//79P3hsQkICZcuW5ffff2fmzJkA/Pzzz6xYsYLw8PBMF7cMsREdHZ2pwqWwCIJA06ZN0dfX5+zZsypbN09EboDINaizHX9MvA5nfGdTo0YNqlSpUqRC2N/fH1dXV9auXcubN2+QSCRoaWnh6OiIk5MTtra2eVvo7SV49S0IKeT/ZyUDqS5UWAY6eROpjx49YtmyZWzfvh2AESNGMGPGDGrWrJnpuPe9Nbdv3xa9NSIfDZ/10MhHPhEcvfCC1LSCiRgAn4Bo9v/rTUrqh09K169fZ9CgQVSuXJnNmzczceJE/Pz82LVrV4kTMZBeJj2qejPa/ZecW9CQQZlk2DJ0Bn/9/gdaWlr8+OOP3LlzB01NTZo1a8b8+fPzP7eniDA2NkYqleapcql06dJ06NAhU5ffjETf9+/QM8SLqsNLV65c4fbt23keR6BShAQK/leSN8roazFgwABq1apVJCImo+1Br169qFy5Mn/++Sdv3rzBzMyMv//+m9DQUFauXJl3EQOg1wZsDkPpJv89kJcboP+O0esAlf7Js4gBqFWrFq6urgQEBDB//nyOHDmCnZ0d3bt35/Tp08pwnEwmo2nTpixYsICbN28SFhbGjh07sLOzw9XVldatW2NqasqgQYPYvHkzr169yvt7FhEpIXxyQibgVSynrr4s9DqCAKGR8Ry/6JtlCnJaWhp79uyhWbNmtGjRAk9PT1asWEFgYCCLFi0q2hyGAiCVSBlSpTFTa7VDXzN9TlBeLlUSQEMixaFyQ/7qMoxfvv9R6Z0AqFevHjdv3mTBggX8/fffNGjQgNu3b6vvjRQQqVRK2bJl8yRkIL166fLly0RHRwPppdfZhXfUJWSWLFlCzZo16datm0rXzRtFcKcuKZqQa3h4OH/++Se2trb06NGD06dPo1AoaNiwIXv37iUwMJBZs2ZhaGhYsA00y0OF1WC5IV2cKMWMhPSf47vvUxMMeoHVDrD4G2QF6xtlamrK999/z8uXL9m6dSuhoaF06dKFunXrsnHjRmWOz7vHf/XVV+zYsYPQ0FBu3rzJjBkzCAgIYOzYsVhYWFC/fn3mzZvH5cuXVTcVXUREjXxSoaWUVDlbDnsRn5iq0mG7XVvaUKuKCdHR0axfv14pWjp06ICTkxM9evRQeU5EUZEsT+N2uD/ngp8SnJB+AZYiUeYMZVQ4ldEsRTuLarQ0s6XMfx18BUFgzpw5LF68mJ07dzJ06FDlug8fPmT06NF4eHjwzTffsGDBAuVwxZJArVq16NSpE8uWLcv12ICAAKytrdmzZw+dOnWibNmyWd4vpCeJ1qpViytXrtCyZUuV2Pn8+XPlZGpHR0eVrJkvYg5B2M9qW14QQK5VE41KbmpaX+DatWusWbOGffv2KfOX5HI5X375JTNnzqRp06Zq2RtFUnpFU/ITkMcAknTBUqomaFUBqVauS+QXQRC4ePEizs7OHD16FBMTEyZOnMikSZNy7TkTERHBv//+y4kTJzh16hQRERGUKVMmU26NhYWFym0WEcmJzzJH5uKdQO49DlOpiAGQSeHF3V1s2uBKamoqQ4YMwcnJiXr16ql2o2ImNiUR/7dveJUQS4o8DQ2pFNNS+ljpGWNSSjfbZEdBEBg7dizbt2/nyJEjdO/eXflcWloaf//9NwsWLFCG3po1a1aUbylH2rdvj7m5Obt27crT8fXq1aNevXqMGjWKjh078vjx4yz5CMHBwVhaWnL8+HF69OihEjsnTZrEgQMH8Pf3Lx4hmPQUAgarbfmUVIHNB+MISvmK6dOnZ0paLQxxcXHs2LGDNWvW8PDhQ/T09IiPj0dPT48JEyYwdepUrKysVLJXSeX58+csX76czZs3k5qaytChQ5kxY0aezlsKhSJTbs2tW7cQBIF69erRvXt3evToQfPmzcXcGhG18tnlyKSmynnwLFzlIgYgLU2B98sYZs6cib+/P1u2bPnkRAyAgZYOdYwr0MWyJr2s69CtYi0amlphqqOXY8WGRCLB1dWVnj17MmDAAK5d+38bew0NDebOncu9e/fQ19enZcuWfPPNN8r+H8VJXrv7ZtCrVy9OnDjBvXv30NHRUVYwvYuqQ0sRERFs3ryZKVOmFJ83S9sWJKXVtryWpoRSRi1YunQpNjY2zJo1i5CQkAKv9/DhQyZNmoSFhQWTJ08mKCgIgHLlyrFs2TJCQkL4+++/P3kRA1C1alWl9/i3337j7Nmz2Nvb07FjR44dO4ZCkdPE8vTwa5MmTfjpp5+4ceMGr1+/ZufOndSpU4cNGzbQpk0bTExMGDhwIJs2bSrU70xEpLB8MkLm2csoUtNy/mAWBolEwsDh0/nll1/EJlPZoKGhgZubG02aNKFnz55Z5hjVqlWLa9eu8ccff7BixQrs7e0zCZ7iwNTUlNevX+f5+F69ehEZGcmZM2eoW7dutqX0urq6yGQylQmZNWvWIJFImDhxokrWKxASTSjTn7wlrxYAaRlGTtqEv78/M2bMYOPGjVSqVImJEyfy8uXLPC2RnJzMrl27aNWqFXXr1mXHjh3IZDIEQaBu3bocPnwYb29vpk6dip6ennreRwnGyMiIb775hhcvXrB7927i4+Pp3bs3NWvWZPXq1cTHx+e6homJCUOHDmX79u2EhYVx69YtZs6cSVBQEI6OjlSoUAF7e3vmzp3LpUuXSE1NLYJ3JiKSzicjZAJD41Bbl3+JhJi3KSQkih/OnNDR0eGff/6hUqVKdO3aFT8/v0zPa2hoMGfOHDw8PDAyMqJVq1bMnDmThISEYrE3vx6ZJk2aYGJiwt27d3Ps4yKRSDAwMFCJkElKSmLlypWMHDlSZeGWAmM4EAF13CRIwXAQSLUwMTHht99+w9/fnwULFrB//36qVKnCyJEjefr0abav9vPz47vvvqNixYp89dVXyvBbYmIiffr04e7du1y4cKHE9HAqbjQ1NXFwcODGjRtcu3aNevXqMXXqVCpWrMh3332n9F7lhlQqpXHjxvz4449cv349k7dm48aNtG3bFhMTE7788ks2btwoemtE1M4nI2Rehb9VS1jpXcIii+ei+7FQpkwZTp48ia6uLp07dyYsLCzLMTVr1uTq1av89ddfrFmzhnr16nH58uUit9XU1JSIiIgsFWk5IZPJ6NKlCxERER9sSKeqCdg7d+4kPDwcJyenQq9VWMKiSrH/rB4KhSo/YFLQKAfGozM9WqZMGebOnYu/vz9Llizh7Nmz2NnZMXDgQDw8PJDL5Rw9epQePXpga2vLqlWrlHOnEhMTmTVrFv7+/mzbto0GDRqo0N5Pi+bNm7N37158fX0ZM2YMa9aswcbGhiFDhnDr1q18rfWutyY0NJRbt24xa9YsgoODGTdunOitEVE7n4yQiY1PUfseMW9LZl+UkkT58uU5ffo0iYmJdO3aNVvvhEwmY/bs2Xh6elKuXDnatm3L9OnT8+TiVhWmpqakpqbmy3tSq1YtgA+GF1UxpkChULBkyRJ69+6dbS5OUXLkyBHq1KnDzN+fEZ9qiupCTAKY/QrS7PNvSpcuzfTp03nx4gXr1q3j1q1bNGjQAH19ffr06cPTp0+xsrLi7du3aGtrs27dOgICAvjtt9/Eypp8YG1tzeLFiwkKCmLp0qXcunWLpk2b0rJlS/bv35/v8uv3vTXh4eHs2rVLWQ7+vrcmODhYTe9M5HPikxEyqr1bzIpEAnK5enJwPjVsbGw4deoUAQEB9OnTJ8fk3urVq3Pp0iWWLl3K+vXrqVu3LhcvXiwSG9+dt5RXSpdOv+i+HzZ7F1UIGXd3d548ecLs2bMLtU5hiIuLw9HRkb59+9K8eXPu3vNCv8Z2kBmjEjFT/ico/eGGkRlTp8+dO8erV6/Q1NRUetD8/PwwMTHhxIkTeHl5MX78eOXvRyT/6OvrM23aNLy9vTl06BAaGhoMHDiQqlWrsnTp0gL/TZctW5YhQ4awbds2QkNDuX37NrNnzyYkJITx48djaWlJvXr1+O6777h48aLorREpEJ+MkJHJ1Nt9VBBAQ+OT+XGpndq1a3P8+HHu3LmDg4NDjnd2MpmMGTNmcP/+fSwsLGjXrh1Tp07l7du3arWvIELG29sbXV1d/v333xyPUYWQWbJkCY0bN6ZVq1aFWqegXL16FXt7e3bv3s369es5fPgw5cqVA01zsNoOWpUoWLdfWfpQRLM/oEy/HI+KiYlh5cqV1KlTh7Zt23Ljxg0aN26sTODt2LEjdnZ23L17lwULFuRagSOSd2QyGf369ePixYvcuXOHVq1a8e2331KxYkVmzJihnAJeEKRSKY0aNeKHH37g2rVrvH79Gjc3N+rVq8emTZto164dJiYmDBgwgA0bNojeGpE888lcmcuWUX956uULp7h//z5yufrmznxKNG/enAMHDnDy5EkcHR0/eLGpWrUqFy9eZNmyZWzatIm6dety/vx5tdlWECHj4eFB9erVOXv2bI5hsDJlyhQqR8bT05Nz584xa9asnIcUqomUlBTmz59PmzZtKF++PPfv38fR0TGzHZpmYO0GZb8m3TOTl1PIfx4cHXuwOQgG3bM9ytPTkwkTJlChQgVmzJiBsbExTZo04eXLl7x48YK5c+cSEBDAmTNn8PLywt3dHW1tbfr27asUXuJnU3U0bNiQ7du34+/vz9SpU9m+fTtVq1alf//+XL58Oc/5ZTlRtmxZBg8enMVb8+rVKyZMmIClpSV169bl22+/Fb01Ih/kkxEyZiZ6SNV43hcEgW9nTcHe3h4jIyM6d+7MggUL+Pfff1Xekv5Tolu3bmzbto1t27bxzTfffPDkJ5VKmTZtGg8ePMDKyooOHTowadIk4uLiVG5XxiTlvAoZuVzOgwcP6Ny5M8nJyZw7dy7b4wpbtbRkyRKsra0ZMGBAgdcoCI8fP6ZZs2b89ddf/Prrr1y6dCnnWUMSTSg7ASqfhLLjQfZuVZWEzN4aTdDrBJab0lv3a1bItFRSUhLbtm2jefPm1K9fn6NHj9KxY0eqVq3K5cuXSUpKYvPmzfj7+/Pjjz+me4ZIrxDr2rUrly5d4tKlS1hYWDBkyBBq1qzJpk2bSElRf87c54KFhQW///47gYGBrF69midPntCmTRuaNGnCzp07VSIw3vfWhIeH4+bmRv369dmyZUsWb01eK6xEPg8+GSFTqUIZ1JUmIwEqlNcnIjyUS5cuMX/+fHR0dFi5ciVdu3bFyMiIunXrMnHiRLZv386LFy8KfbfyKTFkyBCWL1/O0qVL+fPPP3M93tbWlnPnzrFy5Uq2bdtGnTp1VD71WUNDA2Nj4zwLGW9vbxISEujSpQtVq1bNNETyXQoTWgoKCmL37t1Mnz69yDqmKhQKli1bRoMGDUhKSuLmzZvMmzcvb/trlEv3zFQ+DZVOgYULlJsLpt+C2W9gvQeqXgOLP6F0A97tj/DixQu++eYbLC0tGTlyJNra2gwaNIi0tDSOHDlClSpVOHv2LJ6enowaNeqDwyRbt26Nu7s7t2/fpnbt2owdO5YqVaqwYsWKEtF88VOhdOnSTJgwgUePHnHixAmMjIwYNmwYNjY2/PHHH7x580ZlexkbGzN48GC2bt3Kq1evuHPnDt988w2hoaFMmDCBihUrKr01Fy5cEL01nzmfzIgChUJg/f4HxKup10vPNpWpXsk402OCIPD8+XOuXr3KtWvXuHbtGo8fPwbSq3datGih/GrYsGGRTPYtyfz8888sWLAAV1dXxo0bl6fX+Pr64ujoyPnz55kwYQJ//fWXyv4Ga9SoQY8ePVi6dGmux7q5uTF06FAiIyP57bff2LNnD0FBQVnCP4sWLeLvv/8mMjIy3/bMmTMHV1dXAgMDlSXF6iQoKIhRo0Zx9uxZpk+fzh9//IGOjo7a9ktLS+P48eOsXr2af//9FyMjI3r37s3bt285duwYGhoajBo1iunTpxeqWuvRo0f88ccfuLm5YWJiwsyZM5k4caLK/m4EQSAoPpqXcZEExkcRn5qMRCJBT1MbKz1jKumXxbx0GZXsVdLx8vLCxcWFHTt2IJVKGTlyJDNmzKB69epq2/PNmzecPn2akydP4u7uTlhYGPr6+nTq1Inu3bvTvXv3Ej+4VyRvfJazlu49CePCrUCVrimRgH5pLUZ/URuZLHcHVlRUFNevX1cKm5s3b5KQkICWlhaNGjWiRYsWtGzZkubNm+c6xO1TQxAEpk2bxurVq9m7d2+ewycKhQJXV1e++eYbjIyM2LBhA126dCm0Pa1bt8bGxobt27fneuycOXPYs2cP/v7+nDt3jo4dO3Lv3r0sPWXWrFnD1KlTSU1NzVeOS1xcHBUrVmT8+PH89ddf+X4v+WX37t1MnDgRXV1dtmzZQqdOndS216tXr9iwYQOurq4EBQXRpEkTWrZsiaenJ+fPn6dChQpMnTqVcePGYWxsnPuCeeTFixf8+eefbNmyBV1dXaZNm8a0adOUYcX8kiJP42qYL+dDnhGWmB7ulEkkKP47hUolEuT//buirhEdKlSnqakNso90oGx+eP36NWvXrmXVqlW8fv2aHj164OTkRMeOHdWa66VQKPDw8FDOhLpx4wYKhYLatWsrRU3Lli3R0lL9gE4R9fNZChmFQmD3ySeERSaotDneoK7VsTQr2B1yWloa9+/fVwqbq1evEhiYLrZsbW2VwqZFixbY2dl98h1IFQoFw4YNUyYBd+jQIc+vffnyJY6Ojpw9e5axY8eyZMkS5XyjgtC/f38SEhJwd3fP9djOnTujq6vL4cOHSUlJwdTUlNmzZ/PDDz9kOm7nzp0MGzaM+Pj4fJUDu7i48M033+Dn56fWu8moqCgmT56Mm5sbgwcPZvXq1RgZGal8H0EQuHDhAqtXr+bw4cNoaWkxaNAgzM3NOXjwIM+ePaNRo0bMnDmTL7/8Ek1NTZXbkEFQUBCLFy/G1dUVqVTKxIkTmTVrVr7GjTyPec2mZ9d5k5y3XkcSQAAsSpdhTPUWVNRT/c+4JJKcnIybmxvOzs48ePCAOnXq4OTkxJAhQ4pkXpjorfm0+CyFDEBUTBI7jz8mNU2hEjHTuLYZrRuq9g8/MDBQ6bW5evWqsmOpgYEBzZs3V4ajmjZtWiQhhqImJSWFPn36cPXqVc6fP0+jRo3y/FpBEFi/fj2zZ8+mTJkyuLq6Zpq4nR8mTJjAnTt3uHv3bq57litXjilTpvDTTz8BMGjQIPz9/bl582amY48dO0bv3r0JCQnB3Nw8T3akpaVRpUoVWrVqxY4dOwr0XvLCmTNnGDVqFG/fvmXNmjUMGTJE5XtER0ezdetW1q5dy9OnT6lRowZDhgxRPh4dHU2/fv1wcnKiZcuWRVqZ9fr1a1xcXFi1ahXJycmMHTuWOXPmYG1t/cHXnQp6zEE/TyRIEMjfSUX6X+LziGpNaV6+coFt/9gQBIHz58/j7OzMsWPHKFeuHJMmTWLixInKhG11o1Ao8PT0VHprrl+/LnprPjI+WyED6eMK9v/rTZq8cGKmTjUTOjWzVvvJNj4+njt37iiFzbVr14iKikIqlVK3bt1MuTY2NjZFXparDuLj4+nUqRM+Pj5cvnyZGjVq5Ov1AQEBjBs3jn///ZfRo0ezdOlSDA0N87XG999/z7Zt2wgICPjgcUFBQVSsWJHDhw/Tt29fALZt28bIkSMJDQ3NFCK8fPkybdq04cmTJ3l+T3v27GHw4MHZhqpUQWJiInPnzmXZsmV06NCBLVu2ULFiRZXucffuXdasWcOuXbtITU2lf//+dOjQgUuXLrF37150dHQYO3Ys06ZNo1KlSirdO79ER0ezcuVKXFxciImJYdiwYXz33XfZ5nW4Bz7m0EtPlew7qlqzz0rMZODt7c2yZcvYsmULcrmcr776ihkzZlCnTp0itSMqKorTp09z4sQJpbdGT08vk7dG1Z8LkcLxWQsZgIioRE5c8iUiOn9VCxJJemlnq/oVaFirfLGIBoVCgbe3dyZhkzE4z9zcPJOwadCgwUd7R/HmzRvatGlDbGwsV69ezfdJRBAENm3axMyZM9HT08PV1ZWePXvm+fXLli3ju+++IyEh4YO/56NHj9KnTx/8/f2xsrIC0su2y5cvz8aNGxk9+v/zgh48eEC9evW4ceMGTZs2zdN7yPC8qboyC+DevXsMGzYMX19fFi1axLRp05CqKGcjISGBPXv2sGbNGm7fvk3FihVxdHTE0tKSLVu2cPnyZWxsbJg2bRpjx44tceeOt2/f4urqyuLFiwkNDWXgwIHMmzePevXqAfAkKhQXr+zL7AuCFAnz6nf7bMJM7/PmzRvWr1/PihUrCA4OplOnTjg5OdGtWzeV/U3mlZy8NbVq1aJ79+706NFD9NaUAD57IQMgVyi44xXKba8wUlLlyrh1dkgk6d17rcz16dDUCuMy6qveKAiRkZHcuHFDKWxu3bpFYmIi2traNG7cOJO4yWj29jEQHBxMy5Yt0dHR4fLlywWa9BwYGMiECRM4efIkI0aMwMXFJU95H7t27eKrr74iLi4OPT29HI/79ddfcXFxISIiIpPgadGiBebm5hw4cED5mL+/v3JEQ14SkjM8OMePH6dHjx65Hp9X5HI5f/75Jz/99BO1a9dmx44dyllRhcXb25u1a9eyZcsWoqKi6Nq1K6NHjyY4OJhVq1bh6+tLy5YtcXJyom/fvkVWSl5QkpKS2LJlC3/++ScvX76kV69ezJk3l6PSMGJTEvMZTMoZKRLMShvwff3un0UCcE6kpqayb98+nJ2duXPnDtWrV2fGjBmMGDGi2MZMZHhrMnJrQkNDRW9NCUAUMu+QmqbA++UbfAKieRURT8I7JdoyqQQTIx0szfSpU9UU4yLoEKwKUlNT8fT0zJREnNHSu2rVqpmSiGvWrFnkdzz54fnz57Rs2RIbGxvOnj1boLwgQRDYunUrM2bMoHTp0qxdu5Y+ffp88DWnT5+mS5cu+Pr6fjDc0b9/f2JiYrJ4TBYuXMgff/xBRESEsrQ+KioKY2Nj9u3bx5dffpmr3f369cPb2xsvLy+V/Y58fX0ZPnw4N27c4Ntvv2XBggWFvrPM6O+yevVqzp49S9myZRkzZgy9evXiyJEjrF+/nvj4eAYNGoSTkxONG394jlJJJDU1FTc3t/Qy9CY1aDRmABI1fG5GVG1KS7Mcmg1+RgiCwNWrV3F2dubw4cMYGhoyYcIEJk+eTIUKFXJfQE0oFAru37+fyVsjl8uV3pru3bvTqlUr0VtTBIhC5gMkpaSRmqpAKpWgo62BVJ0tgYuQgIAApbC5du0anp6eyOVyypQpQ/PmzZXCpkmTJh/0QBQHHh4etGvXjiZNmnDs2LEC99wJDg5mwoQJHD9+nK+++oply5blWG7r6elJ/fr1uXnzJk2aNMlxzUqVKjFgwAAWL16c6fGMMNK///5L586dgXRPiIaGBhs2bGDs2LEftNXb25saNWrg6uqKo6NjPt9pVjJCbTNmzMDU1JRt27YVel5TcHAw69evZ/369YSEhNC8eXMmTZqEpaUlq1ev5sCBAxgYGDBhwgSmTJnySVSEpMrTmHl5L8lSQeWhZQlgqWvE9w0KlqD+qeLn58fy5cvZuHEjiYmJODg44OTkRMOGDYvbNKKiojhz5oxS2GR4azp27KgUNhkh5xJBahgk3oPkx5ASCEIKSHVAywa07aB0I5B9HH2ORCEjwtu3b7l9+7bSY3P9+nWio6ORSqXUq1dPKWxatGiBlZVVsScRX7x4ka5du9KnTx/c3NwKXIouCAI7duxg2rRpaGtrs3btWvr165fluODgYCwtLTl27FiOuTUZHpYdO3bw1VdfZdnH2tqaL774gmXLlikf19fX5+eff2bmzJkftHPixIkcPHgQf3//Qpemvn79mvHjx/PPP/8wZswYXFxcClzxplAoOHfuHGvWrOGff/6hVKlSDBs2jHHjxuHj44OzszM3b96katWqzJgxg5EjR6Krq1so+0sSqs6NyY6fGvTEQvfjuJgUJbGxsWzcuJHly5fz8uVLWrdujZOTE3369CkRrSkEQeD+/fucOHEik7fGzs5OKWpat25dPN6ahNsQtR3iL5OeRKEBZAzrlZDeyF+e/rh+dzAeBtrqa1yoCvKqPUpuvEGk0Ojp6dG+fXvmz5/PiRMniIyM5NGjR6xbt07pSRg6dCg2NjZUrFiRQYMG4eLiwq1bt4ql5Xfbtm3Zs2cPBw4cYPLkyQUe8yCRSBg+fDiPHz+madOmfPHFFwwdOpSIiIhMx2Xk43xoTMH9+/cBsLe3z3afnj17cuzYsUy25mVMQUREBFu2bGHKlCmFFjFHjx6lTp06XL16lUOHDrFx48YCiZg3b96wdOlSatSoQefOnXn27BnLly/n8ePH2Nra8sUXXzB48GBKly7N0aNHefr0KZMmTfqkRAyAX1yksmxaXbx8m//Oz58DBgYGODk54ePjw/79+1EoFPTv359q1aqxbNkytcxdyw8SiQR7e3vmzZvH5cuXiYiIYO/evTRt2pRdu3bRqVMnjI2N6devH+vWrcu1IlIlyGPh1fcQNA7ir/L/TNC0dw4SSBcx/z0edwL8h0DEclB8/HPJRCHzGSGVSrGzs8PR0ZHNmzfz7NkzXr9+zZEjRxg2bBihoaHMnTuXpk2bUqZMGdq2bcvcuXM5evRogVruF4S+ffuyYcMG1q1bl6XZXH4xNzfn8OHD7Ny5k1OnTlGrVq1Mibna2toYGBh8UMh4eHhQqlSpHFuu9+rVC19fX549e6Z8zMDAINcJ2GvWrEEikTBx4sR8vqv/8/btW8aPH0+fPn1o0qQJXl5e2XqePoQgCNy6dYvRo0dToUIFvvvuOxo1asSlS5c4dOgQT548wc7Oju+//54OHTrg4eHBuXPn6NWrV4nOuyoMAW/fqCzBNztkEgkBb1U3l+hTRCaTMWDAAK5cucKtW7do2rQps2fPxtLSklmzZvHy5cviNhEAQ0NDBg4cyKZNmwgODsbDw4P58+fz5s0bJk+ejLW1NbVq1WL27NmcPXuW5ORk1RqQ8hJeDkgXJsD/xUpuyAEFvNkMgcMh7eP+e/w0z0QiecbU1JTevXuzaNEiLl26RExMDDdu3OD333+nXLlybN26lT59+mBiYkKNGjUYM2YMGzZs4MmTJygUCrXYNHr0aP7++29+//13XFxcCrWWRCJh6NChPHr0iBYtWvDll1/i4OCgFC/lypXLVcjUrVs3x8qbDh06oKOjk2mIZG4emaSkJFauXMnIkSMLVKUFcO3aNerVq8euXbtwdXXlyJEj+Rp5ER8fz4YNG2jUqBFNmzbl/Pnz/PjjjwQEBDB+/HgWL15M9erV2b17NzNnzsTf358tW7Zk65n61IhJScx347v8oBAE3qaq+IL2CdO4cWN27dqFn58fEydOZPPmzdja2jJw4ECuXbtWYgb0Znhr5s6dy6VLl4iIiGDfvn00a9ZM6a0pW7Ysffv2Ze3atfj7+xduw5RACBwF8jdAQc/FAiT7QJBjumfnI0UUMiKZ0NLSomnTpjg5ObFv3z6Cg4Px8/Nj586ddOrUCU9PTyZMmICdnR0mJib07NmT33//nQsXLhAfn7f27Xlh9uzZfPvttzg5OeVpFlJumJmZcfDgQdzc3Dh79ix2dnbs27cPU1PTDwoZT0/PD168dXR06NixY76EzM6dOwkPD8fJySnf7yM1NZXvv/+e1q1bU65cOTw9PRk3blye85uePHnC9OnTqVChAuPHj8fc3Jxjx47x5MkTKlSoQI8ePWjfvj0+Pj64uroSEBDAL7/8kq92/h876hQxkN7mISY2hoSEBLXu86lhaWnJokWLCAwMZOXKlTx48ICWLVvSrFkzdu/eXeImYBsaGvLll1+yceNGgoOD8fT0ZP78+URFRTFlyhRsbGyws7Nj1qxZnDlzJn/eGiEVQmaCPI68e2FyQg4p/hD2SyHXKT7EZF+RfBMXF8etW7eU1VHXr18nJiYGmUyGvb19piTiwvReEASBcePGsWXLFg4fPkyvXr1UYn9YWBiTJ0/mwIEDmJubU6tWLU6fPp3luKSkJPT09Fi5ciVff/11juutW7eOyZMnEx4ejpGREQ4ODkRGRnLmzJksx2a0SK9atSr//PNPvux+8uQJw4cP5/79+yxYsIBvv/02Tz1aUlJSOHz4MGvWrOHChQuYmpoyduxYxo8fj76+PuvWrWPlypWEhobSrVs3nJyc6Ny5c7Enf6sThULBq1evePHiBT4+Prx48UL5b7PBHTFvXEdtoTN5ahrPjl/gytLNmJiYYGVlhbW1dbbfTU1NP+nfQ2FQKBScPHkSZ2dnzp49i6WlpXL4qDrmh6mS6OjoTJVQr169QldXlw4dOiiThm1sbHJeINIVIteQc2e0AmL+F+gXfiCvqhCrlkSKDIVCwePHjzN1Ivbx8QHS76LeFTb16tXL14DAtLQ0Bg0axMmTJ/n3339p3bq1yuzet28fI0aMIC0tjW3btjF48OBMF407d+7QuHHjXLv0ZowwyBjEOH78eDw8PLh9+3aWY0+cOEHPnj25ePEibdq0yZOdCoWCVatWMWfOHGxsbNixY0eeylIDAwNxdXVlw4YNhIaG0qpVKyZNmkT//v3x9fXFxcWFbdu2ATBixAimT5+OnZ1dnmz6GEhNTSUgIEApVN4VLC9evCApKUl5rKWlJba2ttja2lK2Q0NiKxoiqFE/NFEYohUQSUBAAP7+/srv/v7+JCb+vxt5qVKlshU4Gf+2tLQU+5mQ3grBxcWFnTt3oqGhwejRo5k+fTpVq1ZVz4ZCKiS/gORnoIgDJKBhAto1QLMiSPIuggVB4MGDB0pRc/XqVeRyOTVr1sxUCaVsSSGPgRedAFV7oCSgUQ4qncyX/epEFDIixcrr16+5fv26UtjcuXOH5ORkSpcuTZMmTZTCpnnz5hgbG39wraSkJHr06MG9e/e4ePGisoW8Kpg+fTobN24kPj6efv36sWbNGmUYZcOGDUyYMIG4uLhcO47Wr1+fWrVqsWPHDmbPns3Ro0czJQBn0LFjR+Li4rh582ae7rSDg4MZPXo0p0+fZurUqSxatOiDtigUCk6fPs2aNWs4evQourq6DB8+nK+//pratWtz+vRpnJ2dcXd3x8zMjClTpjBhwoQC5+oUNwkJCfj6+mbrWfH390cuT3e7a2hoYGNjQ5UqVZSCJePflSpVQkfn/528H74JZuWji2q1e379bljpZf27FwSByMisAufd769fv1YeL5FIMDc3/6BXJ78zyD5mwsLCWLNmDatXryYiIoJevXrh5OREu3btCu/ZEgRIegDReyDuNP8XEhkX/f/yVKT6UKYflPkStD48kDQ7YmJiMnlrQkJCMnlrHLqkYCzfgsq9MRlUWAm6hes/pSpEISNSokhOTubevXuZOhGHhYUBULNmTaWwadmyJdWqVcty0omNjaV9+/YEBwdz9epVbG1V0xl16dKl/PTTT2zZsoVJkyaRmprKihUrGDp0KFOmTOH8+fM8fvw413W+/+EHdp86iuvB3Ry7eoHnAX706tULfc1SWOkZU0m/LK+9/WjQoAG7d+/GwcEh1zX37NnDxIkT0dHRYfPmzR8ceRAREcHmzZtZt24dL168oG7dukyaNImhQ4eioaHBzp07cXFx4dGjR9jb2+Pk5ISDg0OBGw8WJVFRUVlESsa/Q0JClMeVLl06i0jJ+HfFihXzPCohVSFnzs2DJKSpJ+eiXCl9fmnUq8AX1sTERAIDA3MUO4GBgZnyRQwMDDJ5cd7/bm5uXiJ6tKiSpKQkdu3ahbOzM15eXtSrVw8nJycGDx5csL/51DAIWwAJ1wEZueelyAAFGA4Gk2npDekKgCAIPHz4UNm35urVq9w7ZEvtqqXU1MhVBnqdwWKRGtbOP6KQESnRCIKAn59fpk7EDx48QBAEypYtS/PmzZXCplGjRpQuXZrXr1/TunVr0tLSuHLlCubm5oW2Y/v27YwYMYLExETevn3LtGnTcHNzo3fv3oSEhFC9enV27tyZ4+uT5KlcCX3BSd8HvM3o26AQEBCQSqVIJRLk/33EFJGxPD50mrPrd1FKK+eTaUYy4K5duxg4cCBr167N1mslCAI3btxgzZo17N27F0EQGDRoEBMnTqR58+aEhYWxevVq1qxZQ2RkJL1798bJyYm2bduWqLwLQRCU+SrvCpWM71FRUcpjjY2NsxUqtra2mJmZqex9HfLz5N+gJyjUcNfrULkhHSqorxGZQqEgNDSUgICAHMVOdHS08ngNDQ0sLS2zDV1l/Ptj7RUkCAJnz57F2dmZEydOUL58eSZPnszXX3+d95l0by/Aq3kgJJP/xFpperimwkrQrpLP12YlJvo1BmFdkUjUmJCuYQaV3dW3fj4QhYzIR0dsbCw3b95Uemxu3LhBXFwcGhoa1K9fnxYtWlCtWjV+/fVXTE1NuXjxYqGT+tzd3enevTsBAQHKxORDhw4xceJEwsLCcHBwwM3NLdsL5NPoULY8u0F0SkKeLncKhQKpRIKFriFjqrfIdgryuXPnGDlyJHFxcaxatYqhQ4dm2fvt27fs3LmTNWvWcP/+fSpVqsTXX3/N6NGjMTU15f79+zg7O+Pm5oampqYyX6BKlcKfSAtKWlpapnyVd4WKr69vpgqeChUqZOtZsbW1LbIkzriUJH68e1SlXhkJEoy0S/Nzw55oyYp3kGZsbGyOQicgIIDg4OBM7RXKli2bY+jK2tr6o0hKfvr0KcuWLWPr1q0IgsCwYcOYMWPGh4epxp2BV3NID+MUVDzI0j0yFTeDdiFzdpK8IGBY4dbIC7aXQVawzuCqRBQyIh89crmcR48eZUoi9vX1BdKb+xkbGzN37lzatWv3wV4vH+Lu3bs0atSIu3fv0qBBA+XjN27coHnz5gD07NmTdevWKQfZCYLAicBHHPF/8MGJ6jmR0TV2RLWmNC9fGUh3hc+bNw9nZ2fat2/Pli1bssxvefToEWvWrGHbtm3Ex8fTq1cvJk6cqAw5HT9+HGdnZ86fP0/FihWZOnUqjo6ORXbxT0xMVOarvO9Z8ff3Jy0t3WMlk8lyzFepXLlypnyV4uRueACuT6+odM3ZdTtRtUw5la6pDlJTUwkJCckxT8ff3z+T+CxVqhQVK1bMUexUrFixxCQlR0ZG4urqysqVKwkJCaFLly44OTnRtWvXzGIs6SkEfEV67kthPSAykBmCzSGQFeIaGn8FgqcU0pY8UOk4aBbf4M4MRCEj8kkSGhrK9evX2b9/P7t370YQBARBQFdXl6ZNmypzbZo1a5anC3hAQADW1ta4u7vTtWtX5eO7d+9myJAh7Nixg2+++YaEhAScnZ0ZNWoUxwO8OBrwUCXvZ1S1Zui8imXYsGH4+Pjwxx9/MH36dGXpb0pKCgcPHmT16tVcvnyZ8uXL4+joyPjx47GysiI+Pp6tW7eybNkyvL29lT2A+vfvn6/qsLwSHR2dbWLtixcvlNPXIb2/Tk75KlZWVgUSncXBnhd3OReSNWm7IPSvZE9Xy0+jKkwQBN68efPBpOSMHDhIT0o2MzPLNnT1blJyUXp1UlJS2LdvH87Ozty9e5eaNWsyY8YMhg8fjk4pDfB3SO+vUug+LRlIQb8nmP9a8CWKSsjYHAOt4h8AKwoZkU+ef//9l169etGhQwfat2/PjRs3uHbtmrKqo1atWpmSiKtUqZLlRJmYmEjp0qXZvn07w4b932X77bffsmvXLgIDA4mKisLJyYmtW7fSb/IYyjl0VN2bEAQOj/8B81IG7Nixg9q1awPw8uVLXF1d2bhxI69fv6Zt27ZMmjSJfv36oaWlRVBQECtXrsTV1ZWYmBgGDBiAk5OT0otUcHMEwsLCsi1Z9vHx4c2b/7cyNzIyyiRU3hUs5ubmJT7UkBcUgsA+33sFFjMZHrsvbOrRreIHQhifIElJSQQGBmYbuspISk5J+f+cH319/Q9WX5mbm6tFAAuCwJUrV3B2dubw4cMYGxuzdVkXejR+gkQdlUEVt4COfb5eolAo8PHxIcD7JJ2qbVa9Te8jhpZERIqOPXv2MGTIEKZNm4azszMAvr6+ylDUtWvX8PLyQhAETExMMgmbhg0boqOjg56eHr/88kumadVdu3ZFW1ubI0eOKB87fPwYhxTBaOnrIpWpps+CIk2ORkIKSzoMRVtLi1OnTrF69WpOnDiBvr4+I0eO5Ouvv1b2d7l9+zbOzs7s27eP0qVLM27cOKZOnYq1dd7LPNPS0ggMDMxWqPj6+mbq0GxhYZFjvkpuZfOfEnfDA9jhc5OktLQ8JQALgoBUIsFAS4fR1ZpT0+jz6YycVxQKBWFhYR/06ryb6C2TybIkJb//vbBJyb6+vqxYvowZfc9Q0VxDDZVBMtDvDOY5VwXFxcXx8OFD7t+/r/x6+PAh8fHxlNKW8NajDjKZGm8SxGRfEZGiZ82aNUyaNInffvuN+fPnZ3k+OjpamUR87do1bty4wdu3b9HU1KRBgwY8efKEDh06sHr1aszNzREEgfLlyzNx4kR+/vln5TpH/B9wIsBLLd0bTLwj2fXbUl6+fEn9+vWZOHEiQ4cORVdXF7lczuHDh3F2dubq1atUqlSJGTNmMHr06BynXCclJWWbr/LixQv8/Pwy5atYW1vnmK+SW/+cz4m4lCTOBD/lUqgPCWkpSJEgvDPQQIIECaBAICEyGou3sGDwOHQ0VB/i+1yIi4v7YPXV+0nJxsbGH0xKLleuXO6ewoTb6ZOk1YYMbM8jSPXx9/fPJFju37/Pixcv0o+SyTA0NEShUBAdHa08L93aZ03Fcsmox+EpA71OYPGnOhbPN6KQEfms+PXXX/nxxx9Zs2bNB8cJQLpHwsvLSyls9u3bp3Rx29jYUL9+fQ4dOsTSpUuZNm0aMpkMuULBnJuHeJum+mF/CrmCNy/80b/8nIkTJ9KkSRMkEgmxsbFs3LiR5cuX8/LlS1q3bo2TkxN9+vRBJpMRExOTY8lycHCwcpheqVKlPpivoo5cmk+ZVIWcp9GhvIyLJOBtFHGpSUiQYKBVCms9Y2z0y7J49vecPXMGX1/fT65HS0kiLS2N4ODgbENXGd/f9TBqa2vnmKOTkZSs/XYrRK5DdbkxWZnlXJqNbo+VM9mMjIywsLBAQ0ODyMhIgoKCALC2tqZt27bKr8qVKyOJ3gHhSxEb4v0fUciIfBIIgsCMGTNYsWIFu3fvZtCgQXl+bc+ePUlLS2P8+PFcvXqVEydOKLvy6unp0axZMxr27kxUffUmv/3csBdmpQ3w8/Nj+fLlbNy4kcTERDp06ECLFi2UcfIM8RIREaF8raGhYbZelYx8FXXNDRLJnozxFv/88w99+vQpbnM+WwRBICoqKsfQVUBAAKGhoZlec3JjdTq3KIWKosdZSJMLuJ0y5Nh1M2JjY3n+/LnSC1OlShXatGmjFC7ZhozFEQVZEIWMyCeDQqFgxIgR7N27l+PHj9O5c+c8vW7UqFF4e3tz7do1AH777TeWLFnCkSNHlF6bN5YG1PiyC1IN9d1d63j4c2LlZp4/f45MJkMqlWbq0Gpubp6jZ+Vzylf5WGjatCmGhoacOnWquE0R+QBJSUkEBQUpxU2PWpsobxintv1S0wQ27o9k4k/B1KhRQyla2rRpo2zxkCuR6yByLaofGvkn6HfN/bgiIq/a4+OogRQRyQNSqZTNmzfz5s0bvvjiC86ePfvBYY8ZmJqacvXqVeX/PTw8qF+/Pq1bt1YOqVz56AJeb0LU5cxFnprGreePefnyJTVq1KBly5bUqFEjU77Kx9pd9XNl8uTJjBw5Em9vb6pVq1bc5ojkQKlSpahSpcr/G0b6/QOp6hMyUomUrl06ETrhT8qXL1+wRYzHpM97SvFDNSEwGei1K1EiJj+UDP+RiIiK0NTUZP/+/djb29OjRw+ePHmS62tMTU0JDw9X/t/T0xN7e/tMx8SmJKlNxABIZVK69u1NUlIST548YcOGDcyePZt+/fpRp04dUcR8hAwaNIiyZcuydu3a4jZFJD9I1ftZk8lkVKpsV3ARAyDRBIul6QMqKayXWAaaVlD+x0KuU3yIQkbkk6N06dIcPXqUChUq0LlzZ/z9/bMckz4jyYfNz64R3NCCAftdmHjZjWlX91DnmxEYdGzAk6hQ8hB5VQlSqRRLywpiLssnRKlSpRg7diybN2/O1AVXpIRTqgbqDVakFX5UAYCWFVhtBpkRBb+US0DLFipuBFmZwttUTIg5MiKfLCEhIbRq1QpNTU2uXLmCqakpCWkpHPV/yJVQH1IUcqRIsvQFEQQBmUSCAjCQaGIWkYKvPI5UE30kapk4CygEasgMGF+/g+h9+YTw8/PD1tYWV1dXHB0di9sckbwQvR9e/47aqoIArHb/J5hUgDwGXv8JcSfI22RuUE7nNhoNZSeAtAATwYsAMdlXRATw8fGhVatWWFpasvqf3ewNvE98akqepxoLCgGJVELC60h0TIyQqMljIggCFxe54nPqCtWrV6dBgwbUr19f+d3Q0FAt+4qon969exMUFMS9e/c+iW7HnzppSSHI/Huqb8K0Rnn1VAYl3IKo7eljDBBI9yql/fekhHSvjTz9cf1uYDRMdWJKTYhCRkTkPzw9PRn75w80mjSkwGsUZDhkfhmkUwn/B0+4d+8e9+7dw9PTk8TERAAqV66cSdw0aNCAcuVK/vBBETh58iQ9evTg2rVrhR4hIaJ6UlJSuHPnDhcvXuTixYtcvXqVLX+UpW+HMmhoqFp4SsBkOhiPUvG675AaCol3IekJpAaAkAKSUqBdGbTtoHTD/8JRJR9RyIh8tgiCwOvXr/Hy8kr/SghH2qrww/oEQVDLHbUEMCtdhp8a9Mi0vlwu59mzZ3h4eCjFjYeHh7KJVoUKFbKIG0tLS/Guv4ShUCioVq0azZo1Y8eOHcVtzmdPUlISN2/eVAqX69evk5iYiJ6eHq1ataJt27b06GBNHcO/VDxrSQJSA6h05KPORylKRCEj8lkQHR3No0eP/i9a/vvKaBZnUqki/Tb8hkRDVqIv8EOrNKatee4JgIIg4OfnpxQ2GV8ZVVcmJiaZhE2DBg2oXLmymERczCxZsoR58+YRGBgoetKKmPj4eK5fv86lS5e4ePEiN2/eJDk5GUNDQ1q3bq3s42Jvb595KGW4C0RtRaW+WPMloK/CobOfOKKQEfmkSEhI4MmTJ1kES0Yrb5lMRvXq1aldu7byq1atWhxOeIlfXGSec2KKGkGhwKSUHj837o2mtGBllIIgEBISkknYeHh4EBgYCICBgQH29vaZxE316tXVMklYJHvevHlDhQoV+PHHH5k7d25xm/NJExcXx9WrV5Uel9u3b5OWloaJiQlt2rRRds6tU6fOh8dHKJIhcDQkP6PwvVokYPAFmH28Jc7FgShkRD5KUlNT8fb2ziJYXrx4oSyFrly5cibBUrt2bapVq4a2dubMe5+Y1/z94ExxvI08IygU3F24kQ2LllK/fn2Vrh0eHp4lLOXj4wOklwbXq1dPKWzq169P7dq1s/wMRVTHmDFjOHv2rDh/ScVER0dz+fJlLl68yKVLl7h37x5yuZzy5ctnmlNUs2bN/Hsm5bEQNOE/MaPI9fAc0e8JZr+ARPy95wdRyIiUaBQKBX5+flkEy7Nnz5Rt+c3NzTOJlTp16lCzZk309PTytMf6p1e4FxGIooh6wRSEDgZW/DVmOo8ePcLFxYUJEyaoNQQWExODp6dnJnHz5MkTFAoFGhoa1K5dO5O4qVevnlgOriLu3r1Lo0aNOHz4MH379i1ucz5aIiIilMLl4sWL3L9/H0EQsLS0VLb6b9u2LdWqVVPNZ0mRkD6kMWY/6ZU/eRU0svTjTaamVwiVkPlFHxOikBEpEWSEPd4XLI8fP1Y2CTMyMsriYalVqxZly5Yt8L4KQcG0a/tIVahvgi2QHj7P57kyowLq+sod/Dx4HD169GD27NmsXLkSBwcHXF1di/RzlpCQwIMHD5TC5t69ezx8+JDU1FSkUqlYDq5CmjVrRpkyZcT5S/kgLCxMKVouXrzIo0ePgPRJ9e96XCpVqqTePLiEmxCxEpIeknO/lgyxIoBuWzCdAVo26rPpE0cUMiJFTmRkZBbB4uXlRXR0NJDecbdWrVpZRIu5ubnKT0CvEmJYcPe4Std8nzKapYiIikKjtHae+8tIACPt0oys2owFE2dw+PBhzpw5Q6tWrdi/fz9jx46lXLly7N27V+WhpvyQkpLCo0ePMoWmxHLwwrNt2zZGjhzJs2fPxPlLORAUFKQME128eFE5ib5q1aqZBixaWVkVj4HJzyD2VLqgSX4KinhAAjJDKFUbdOqCfi/QLMQIAhFAFDIiaiQuLo7Hjx9nESyhoaFA+ryjGjVqZBEsNjY2RVY9czXIm21+d9S7iSCws/8UnE/u40laNPFpKUiRICD8P7VYISCRShEQMNQqTXuLarS3qIa2TIPk5GS6d++Op6cnV65cwc7OjhcvXjBo0CAePXqEs7MzX3/9dYmpthLLwQtPUlISFStWZNiwYTg7Oxe3OSWCly9fZvK4+Pr6AmBnZ6cME7Vp0wYLC4titlSkqBGFjEihSU5O5unTp1kEy8uXLwGQSCRUqVIli2CpWrUqmpqaRW6vIAjcvXuXDRs2cCPiJU2nj1D7nrJ911m9fAVpCjlPo8Pwf/uGgLdveJuajKenJzrIGNihGzb6ZalaxhTpe3HymJgYWrduTXR0NNevX6dChQokJycrQ02DBg1i/fr1JfZzJ5aD55/vvvuOtWvXEhwc/NnlHwmCgI+PTyaPS0BAABKJhDp16ig9Lq1btxY9fCKikBHJO3K5HB8fnyyC5fnz58jl6XHgihUrZhEsNWrUoHTp0sVuu7e3N5s3b2bfvn28fPkSfX19mgzuje3wnmrf//H3a7G0qED58uUxMzPL9P27775DQ0ODEydOfHCN4OBgWrRoQZkyZbh8+TJlyqQ3yypJoab8IJaDf5jPaf6SIAg8ffo0k8fl1atXSKVS6tevr/S2tG7dGmNj4+I2V6SE8VkLmaS0VALiowh4+4a4lCQEQFdDi4p6RljpGaOn+XmWmAqCQGBgYLaJt8nJyUD6HXSdOnWyJN5mXFyLktjYWIKDgwkJCSE4OFj5lfF/Pz8/IiIiMk2olslkWFhYUK1NU2wnfKFW++SJSSRsOUNoaCihoaGEhYXx5s2bLMeZmJhkETnvf4+NjaVv377Uq1cPd3d3ZRl0RqjJy8sLFxeXEhVqyi9iOfj/eX/+klxQEJ2cSJpCjoZUhqG2DrKPsMpFoVDg5eWlFC2XLl0iPDwcmUxGo0aNlB6Xli1bFss5ReTj4rMTMoIg8Dw2nAsh3nhEBKJASB+T9d/JQBAEZVO0moZmtLeoRh1jiyyu/k+FTC363/mKi4sDQF9fP4uHpXbt2kXizk1NTSU0NDSLMHn//2/fvs30OmNjY8qXL49cLic0NJTY2FhMTU3p3r07X331FfXq1cPU1BSpVEpCWgpO1/er7T0ICgV2RubMqJu5S2dKSgqvX78mNDSURYsWcenSJWbMmJFJ7GR8z8gtyUAikSAIAoaGhjRu3Bhzc3PKly+PiYkJZ86c4fTp03Tt2pU1a9ZgbW39SYRnPtdycHd3d74c8RV/HdxGjJ4GQW+jSBP+X9arIZFiqWtIbWMLWplVwUi7eD2fOSGXy7l//75SuFy+fJk3b96gpaVFkyZNlMKlefPmeW6bICKSwWclZGJSEtn5/Bb33wQjRZJrF9eMY2z0jBldvQVmpUvee8orMTEx2bboz8hR0NbWxs7OLotgqVixosrv7AVBICoq6oPiJDg4mNevX2fyomhra2NhYUGFChWUX+/+38zMjMePH7Nt2zaOHDmCTCbjyy+/xNHRkbZt22Z6H4Ig4OnpiZubG8ENLNA1N1HPxGoB+trUpYdV7RwP+fvvv/ntt9+yCJYMkpKSMgmb0NBQzp07x549e6hSpQrly5dXPve+qJPJZB/08JiZmSn/bWho+FF5cT71cvDYlET2vLjL7dcvAQkSac6/G8l/xfoNTa1wqNwQAy2dojIzW1JTU7l3755SuFy5coXY2FhKlSpFs2bNlMKlWbNm6OgUr60iHz+fjZB5Fh3GmseXSJan5bsNvRQJEomEEdWa0qxcJTVZqBoSExOzbdGfkXcgk8moVq1aFsFSuXJlleQeJCUl8erVqxzFSca/k5KSMr2uXLlyWYTJ+/83NjbO9kIbEBDA5s2b2bRpEwEBAdSpU4dx48bx1VdfZYmne3t74+bmhpubG8+ePcPExIQB86cjNKxc6PeeHYJCYEipSrRv2iLHYzZv3syYMWNITk5GS0srz2uvWrWKKVOmsGTJEmbOnAmkz4sJCwvjzp07zJ07l4CAALp06YKlpSVhYWFKIRQaGprld6ClpZWr2Mn4rq+vXyJFT0Y5+Lvi5mMsB78XEcA275v5Pl9JkaAt02B41aY0NC26suPk5GRu376tDBNdvXqV+Ph4SpcuTcuWLZXCpXHjxp9sGFCk+PgshMyz6DCWeZ1HIRR+ks7Ias1oUV49F738kJqayvPnz7MIFh8fH6UXo1KlSlkES/Xq1Qt0IlEoFEREROTqRYmMjMz0utKlS+coTDL+b25unq8LeMb7P3r0KOvXr+fUqVPo6uoyZMgQHB0dady4caaLbGBgIHv27MHNzY179+6hr69P//79GTx4MB07diRVIjDn5iHVN8VTCLy+95jDMxfSqVMn5s2bR7t27bIIgGPHjtG7d29CQkIwNzfP1xbz5s3jjz/+YNeuXQwZMiTTcx+qahIEgbi4uEzC5n2vz7vfU1JSMq2to6OTq9jJ+F7cIZ7sysHv3btHbGwsUPLKwS+EeOP2ovAtAQbbNqK9hXp60CQmJmaZDJ2UlISBgYFyMnSbNm1o2LBhsVQminxefPJC5k1yPAvuHCdFkaaScYAS4Nt6XahkYKKC1XJHoVDw8uXLLILl6dOnObbor127NnZ2dnmONcfHx39QnISEhBASEqLcD0AqlWJmZparF8XAwEClFwRvb282bNjA1q1bef36NU2bNmXcuHE4ODhker/h4eHs378fNzc3Ll++jLa2Nr1792bIkCH06NGDUqVKZVrX3fcBh4K9VGYngoCWTIMf7Ltz8cQpFi5ciKenJ82aNWP+/Pn07NlT+XO5ceMGzZs35/79+9StWzef2wiMGjUKNzc33N3d6dChQ5ZjMqqaTE1N2bdvX76rmgRBIDo6Os+iJ6OCLQM9Pb08i573fy/qImP0xfviprjLwe+E+7P+6VWVredYoyWNTa0LvU58fDzXrl1TCpdbt26RkpKCkZFRlsnQ4nwokaLmkxYygiCwzOs8z6LDVDbVWIoEk1K6/NiwZ4GnEGeHIAi8evUqi2B59OiRskW/oaFhtpVCObXol8vlhIWFfTDEExwcnCU3w8DAIFcvSvny5YusDDYxMZEDBw6wfv16Ll26hJGRESNGjGDs2LHUqVNHeVxsbCyHDx/Gzc2N06dPA9ClSxeGDBlC3759c/ybvH//Pl8OHEit6UMwrVUFqYpOxMOqNKG1eRUg/fd78uRJfv/9d65du0bdunWZN28eX375JX5+flStWpWzZ89mK0RyIzU1ld69e3P9+nUuXbpEvXr1shxTVFVNCoWCN2/e5Cp2QkNDCQ8PR6HIPI+mTJkyuYodMzMzypUrl28vXm7kVg6ur6+fRdyoshw8JiWRH+4cJVmeppL1ALRlGvzSsBeG+UwCjo2NzTQZ+s6dO6SlpWFqaqpsPte2bVtq1679SSSTi3zcfNJC5kFkMKseX1T5uhJgQKX6dLasWaDXv3nzJttKoaioKCDdbf9+i/46deooW/QLgkBsbOwHvSjBwcGEhoZmulBoaGgoRUlOXhQLC4sSUzVw//591q9fz44dO4iJiaFDhw44OjryxRdfKO/cExMTOXHiBG5ubhw/fpykpCTatGnDkCFD+PLLLzExydlzJggCmzZtYvLkyZQrV47oxHj6rvoJXXOTQsvezhVqMqCSfRaxIAgCly5dYuHChfz7779UrVqVqVOnMm3aNPbs2cOgQYMKtN/bt29p164dISEhXL9+HWvrrHfhJa2BnlwuJyIiIk+iJyIiIsvrjY2Ncy1XNzMzw9TUtFBio6jKwdc8vsSDyGCV3XRB+o1XHWMLJtVq+8HjoqKiMg1Y9PDwQKFQYGZmlmUydEnMjRL5vPmkhYzLw3Mq9ca8i7F2aX5v3BfpBz7Ub9++zbZF/6tXr4B0YfF+i/7q1atTqlQpZcJsTmIlPj4+sz3Gxrl6UTJKjksysbGx7N69m/Xr13Pnzh3MzMwYPXo0Y8aMoUqVdO9GamoqZ86cYffu3Rw6dIi4uDgaNmzIkCFDcHBwwNLSMtd94uPjmTRpEtu2baNy5cr4+voyfvx4fl/8F5t9b+ETG55v2wW5AiQSelvXppd13VxP+Hfu3GHhwoUcOnQIgC+//JKtW7cWuHlgWFgYLVq0QEtLi6tXr+bYOKywoabiIDU1lfDw8A+KnYx/Z9wQZCCRSPLUo8fMzIyyZcvmKTSi6nLw8MQ4vr9ztNA/p5z4tVFvyuno/3+/8HAuXbqk7Jr74MEDBEGgYsWKmYRLlSpVROEiUuL5ZIVMVHIC3906rNY9ZtbpSHXD8iQnJ/Ps2bMsgsXPzw9IP5Ha2tpSrVo1KlSoQNmyZdHR0SEtLY3Xr19nEirh4eFZSo5zy0OxsLAostwCdSAIAjdu3GDDhg3s3r2bpKQkevTogaOjIz169EBTUxOFQsHVq1fZtWsX+/fvJyIigho1ajBkyBAGDx6cr8F6T548YeDAgfj4+FCmTBmSkpJYv3690huiEATOhzzjoJ8nqXI5SPjgyVwhlyOVyYgJCuWLcjVx6Ng9X+//0aNHNGrUiOTkZExMTHBycmLSpEkFagT2/PlzWrRoQbVq1Thz5kyOpa0vXrzAwcGBhw8ffvQN9N4nOTlZ2aMnJ7GT8T0j4TcDqVRKuXLl8lSu/n4VXWHKwff7enA2+KlabrqkSGhmaEmpxyFKj8vjx4+B9CqujMTctm3bYmNj88n8HYh8PnyyQuZueACuT6+obwNBIPHGE+5sOYi3t7cywdHY2Jhy5cqhq6uLTCYjJSWF6OjobMtdM0qOcxInHyo5/hSIiIhgx44dbNiwgUePHmFjY8PYsWMZNWoUlpaWCILAvXv3cHNzY8+ePQQFBWFlZcXgwYMZMmQI9erVy/fPZteuXYwbNw49PT3evHlD/fr12b17N5UrZ61E8/LxZtiC2bQe60CKRvo+EtJ7drx7wUnyD+X6lgPU1Dfln0OHC/SzqFu3Lvb29pQuXZrNmzejo6PDlClTmDFjxgfDY9lx69Yt2rdvT5cuXdi/f3+OHobk5GS++eYbVqxYUSJCTcVBYmJirmIn47GMXLUMNDU1cxU9xsbGREVF4e3trfTgZFcOXs6xJ2mlVZvz8y7R/iHsHf4N1apVyzQZumLFimrbU0SkqPhkhcyhl578G/QERe5mFwiFXE7QjfucX7BS2bY/A11d3Vy9KGZmZipPVvwYUCgUnD9/nvXr13Po0CEEQeCLL77A0dGRjh07IpVKefr0KW5ubuzevRtvb29MTU0ZNGgQQ4YMoXnz5gUKjyUlJeHk5MTatWuxsLAgJCSE2bNn8/vvv+f4e5g3bx6rV68mODiYFA0J/m/fEJH0FrmgoJRUE3PdMljpGjFmxEjc3Nw4fPgwffv2LdDPpUOHDpQrV47du3cTEhLCkiVLWLt2LQDjx49n1qxZeQqZZXD8+HH69u3L+PHjWbVq1QcF34EDBxgzZsxHFWoqDt6+fZunyq3Q0NAs5wRtbe1MicqlSpUiNTWVuLg4wt9E0sxltnoaMmYgwPwqbbGyqKC+PUREiolPVshsfnadW69fqsVVq+TNW6wfRWQRKqouOf4UCAkJYfPmzWzcuBE/Pz9q1KjBuHHjGD58OKampgQEBLB7927c3Nzw9PTEwMCA/v37M2TIEDp06FCoZE1fX18GDhzIw4cP0dXVRUNDg61bt9KjR48cX5OamkrFihUZOHAgK1asyPG44OBgqlatikwmY9iwYaxZs6ZANjo4OBAZGcmZM2eUj0VGRrJ8+XKWL19OfHw8o0aNYs6cOcpcodzYuHEjjo6O/P7778ybN++Dx74banJ2dmbixIni33AByUjGz2u5ul5FMwZuWaR2u76v352KekZq30dEpKjJq/b46MbNKgRBnRIGSJ/0PK/veDXv8vGSlpbGyZMnWb9+PcePH0dbWxsHBwe2b99OixYtCA8PZ+/evbi5uXH16lVKlSpF7969+fHHH+nevbtK8n4OHTrEqFGjkMlkyOVy7O3t2bFjBxUqfPjO9OjRo4SFhTF+/Id/v9999x16enqMGjWKtWvX8vfffxeo6svExIRnz55leqxs2bL8/PPPzJo1i7Vr17JkyRI2btzI4MGDmTt3LrVr5zz2AGDs2LEEBwczf/58LCwsGDVqVI7H2tracvXqVb755hsmT57MhQsXWL9+vTiwrwBIJBLKlClDmTJlcs3dEgSBB8F+rPa7oXa7VN7wUUTkI6Nkl7pkQ2kNTT4wmkRFe3x+oaG84Ovry/fff4+1tTV9+vQhJCSEVatW8erVK1xcXHj+/DndunXDwsKCGTNmUKZMGbZv387r16/Zu3dvpvLqgpKamsqsWbPo378/WlpaxMTE8NNPP3HmzJlcRQzAunXraN68eaY+Ne9z48YNduzYwW+//cbkyZN5+/Ytu3fvLpC9JiYmymZs72NgYMCcOXN4+fIly5cv58qVK9SpU4d+/fpx69atD677ww8/MH78eBwdHTl58uQHj9XW1mb58uXs37+fU6dO0bBhQ+7du1eg9yOSNyQSCcaGReMl0SjhFYsiIurmo/sEVNA1Qq6m/BgAmUSCleimVZKcnMyePXvo1KkTtra2rFixgn79+nHv3j0uX75M2bJlGT16NOXLl1fOFcoQN8ePH2fYsGHo6+vnvlEeCAwMpG3btri4uKCrq4uWlhbnzp3jxx9/zFNprZ+fH//+++8HvTEKhYIZM2ZQr149xo4di7W1Nd27d2fdunUFstnU1JSIiAg+FMHV0dFh8uTJ+Pj4sHnzZp48eULTpk3p3Lkz58+fz/a1EomEVatW0bNnTwYOHMjt27dztWXAgAHcu3cPQ0NDmjdvzurVqz9ol0jhMClVNH2bTItoHxGRkspHJ2Rs9LPvoaEq5IKAlZ569/gYePToEU5OTlSoUIHBgweTnJzM1q1bCQgIoGfPnixdupRy5coxaNAgAgMDWbhwIYGBgVy4cIEJEybkuyInN06dOoW9vT1eXl4oFAratWvH/fv3adv2ww3B3mXDhg2UKVPmg83pdu3axc2bN3FxcVGKowkTJnDnzp0CeTFMTExISUnJMr06OzQ1NRk1ahSPHz9m7969RERE0KFDB1q0aMGxY8eyiA4NDQ3c3NyoU6cOPXv25MWLF7nukRFqmjBhApMnT8bBwSHH6dwihUNHQxMTbfXOoyqrrYuO6EEW+cz56ISMpa4Rxmo8OWhIpNQ2tlDb+iWZ+Ph4Nm3aRIsWLahduzY7d+5k9OjRPHr0iN9++41r165ha2tLz549uXv3LnPmzMHb25vbt28zc+bMPIV28otcLueHH36gW7duyOVykpKSWLp0KUePHs2XWEpNTWXTpk0MHz48x8Z08fHxfPfdd/Tv35927dopH+/RowcVKlTA1dU13/Zn2JhTeCk7ZDIZAwcO5N69exw/fhypVErv3r2xt7dnz549mWYelS5dmqNHj2JkZETXrl15/fp1ruuLoaaiw87IHCnqiYVLJRLsjMzUsraIyMfERydkpBIJHSyqqeXUIEVCs/KVPqscGUEQuHPnDhMmTMDc3BxHR0cMDAzYu3cv//zzDwqFgi5dutCuXTvc3d1xdHTE09OTR48e8cMPP1C1alW12RYaGkrnzp35/fff0dbWpmzZsly7dg0nJ6d8V94cPXqU0NDQD4aV/vzzT8LDw/n7778zPa6hocHYsWPZuXMncXFx+drX1NQUINtW/LkhkUjo0aMHV65c4cKFC5iZmTF48GBq1qzJxo0blZOrTUxMOHXqFPHx8fTq1StP3h9IDzV5eHiIoSY10sa8qtoqLBWCQFtz9UzBFhH5mPjohAxAKzNb9DS1VS5mpBIJXS3tVLxqySQqKopVq1ZRv359GjduzIkTJ3BycuLff/+lSZMmzJs3jxYtWrBjxw6++OILrl69ip+fH4sWLSpQw7r8cvHiRezt7blx44ayJ42HhweNGjUq0Hqurq40a9YsxyRff39//v77b2bOnJltE72xY8eSkJCQ76Tfgnhk3kcikdC2bVtOnTrF7du3qV27No6Ojtja2rJ8+XISEhKwsbHhxIkTPHnyhEGDBmWaaP4hKleuLIaa1ERERAR/z/uJ0AfPUMhVW1kkRYKtvolYdi0iwkcqZHQ0tBhZrZnK73O+qGSfaW7Jp0bGYMPhw4djYWHB9OnTqVy5Mps3b2bSpEn8888/dO7cmeXLl9O6dWv+/fdfgoODWbFiBS1atCiS/iMKhYI//viD9u3bExcXhyAIrF+/nl27dhW4h1FGku+ECRNyPObbb7/F0NAwx74sVlZWBUr6zRAyBfHIZEejRo04ePAgXl5etGvXjpkzZ2JjY8Mff/xB5cqVOXjwIKdPn+brr7/Os3dFDDWplqSkJP766y9sbW3ZunUrjeQGaKp4orxEAsOrNVXpmiIiHysfpZABqGNcgc4VaqhkLQlQx9iCDhafpps2LCyMv/76ixo1atC2bVtu3LjBrFmz+OWXXwgLC2P06NH8+uuvVK9enUOHDhEWFsamTZvo3LlzoRrW5ZfIyEh69erFvHnzkMlkVKpUiTt37uDo6FgoEbVhwwYMDAxyVcaRdAAAJvNJREFUTPK9cuUKe/bsYeHChR+ssJowYQJ3797l7t27ed5bW1sbfX19lQmZDGrVqsX27dvx9vamf//+LFiwAGtray5evMjy5cvZtGkTP/30U77WFENNhUOhULBr1y5q1KjB/PnzGTFiBD4+PvwwbRb9K6m2q/IXNvaYlxZ7AYmIwEfY2fddFILA3hd3Of/Ku1Dr1Day4Gu71mhKcy/h/ViQy+WcPn2a9evXc+TIEWQyGX369MHGxgYPDw/OnTuHVCqla9euDBkyhL59+xao4ZuquHnzJl9++SWvX78mJSWF8ePH4+zsXOCJ0RmkpqZiZWXFgAEDWLlyZZbnFQoFTZo0AdJnGX1oTEJaWho2Njb07NkzX56ZypUrM2jQIBYtUl+X15CQEJYuXcratWsRBIEGDRpw5coV1q5d+0FPVHa8O6vpyy+/VFZ7ieTMpUuXmDVrFnfu3KFfv34sWrSI6tWrK58XBIEDfp6cDn5S6L06VajBl5Xqix2aRT558qo9PlqPDKTntDjYNmRktWZoSzXyVR0gRYJUIqGfTT0m1WrzyYiYgIAAFixYQKVKlejevTvPnj1j2LBhdOjQgX/++YfFixeTlpbGmjVrCA0N5dixY3z11VfFJmIEQWDZsmW0bNmS8PBwtLW12b17N+vWrSu0iIH/J/nmdDHfunUrd+/excXFJddZTxoaGjg6OrJr1658Jf2amJio3CPzPhYWFixevBh/f39mz56Nl5cXUqmUr7/+WjnbKa9khJoOHDjA6dOnadCggRhqygFvb2/69etH27ZtkUgkXLx4kUOHDmUSMZCe5zSgkj0DKtVPP/fkM8Mv4zX9K9mLIkZE5D0+ao/Mu0QlJ3A8wIvrYb6kCQqkEkmWwZJSJAgISJBgb2JJb6s6WOgaFo/BKiQ1NZWjR4+yfv16Tp06ha6uLi1btkQQBK5cuUJCQgJNmjRh8ODBDBo0SC1l0gUhJiaGMWPGcPDgQaRSKfXr12fv3r3ZJtsWlG7duhETE8P169ezPBcXF6ecGpzXJN7AwEBsbGxYs2ZNrmMOMujZsyeampocPnw4P6YXitjYWFavXs2CBQtITk6mc+fOLF26NNfxB+/j6+uLg4MDDx48EGc1vUN4eDi//PILa9eupUKFCvzxxx84ODjkafBpcHw0W7xvEPD2DdL3Jq6/T8bzVrpGjKrenAqfwPlKRCSvfLJDI3MjMS2FuxGBvIyLxC8ugtiUJAQEdDW0sdEvi7WeMQ1NrSijpVOofaKSE7gbEcDLuEhexkWSkJZeCquvWYpKBiZU0i9LIxMrdDW1VfG2ssXb25sNGzawdetWXr9+Tc2aNTExMcHLy4uoqCjs7OwYOnQogwcPxtbWVm12FARPT0/69+9PYGAgaWlpzJo1i4ULF6p0crifnx+2trZs3LiR0aNHZ3l+7ty5uLi48OzZM6ysrPK8bu/evQkJCclzrszIkSPx8fHh6tWred5DVURFRdGkSRN8fX1RKBT07duXefPmKcNpeSE5OZk5c+awfPnyzz7UlJiYyPLly1m4cCESiYT58+czderUfI/eEAQB37gILoQ851FUCPH/nT/eRVdDi1pG5rSzqEZlfRNRQIp8dny2QkbdBMdHc8T/AfcjgwCQZHNHlXEXJZNIaWJqTR/ruhiXUk0Tv8TERA4cOMD69eu5dOkSBgYGVK5cmaCgICIiIrCxsWHIkCEMGTKE2rVrl7iTnyAIbNiwgcmTJwOgp6fH9u3b6dmzp8r3mj9/PqtWrSIkJCRLmMrX15eaNWvy7bff8ssvv+Rr3WPHjtG7d2/u3LlDw4YNcz1+1qxZHDt2LMvwyKIiKiqKVq1aERYWRpkyZfD19aVTp07MmzePdu3a5flv5ODBg4wZM4ayZcuyb98+GjRooGbLSw4KhQI3NzfmzZtHSEgIkyZN4ocfflBJB2tBEIhOSeR1YhypCjmaUhnldPQx1NIpcZ9fEZGi5LPIkSlK5AoFxwMe8tu9kzyIDEYABMjWLZzxmFxQcPP1S366e4xLr3wKVQFy//59pkyZgrm5OcOHDycgIIBy5coRGxvLq1evGDp0KNevX8fX15eFCxdSp06dEncSjI+PZ/jw4YwfP560tDSaNWvGw4cP1SJiMjr5Dhs2LNtcm2+++QZTU1O+/fbbfK/drVs3LC0t85zwmzFvqbgwMjLi1KlT6OjooKenx5YtW3Idf5Ad/fv35969exgbG9O8eXNWrVr1WVQ1XbhwgSZNmjBs2DAaNWrE48ePWbZsmcrGcEgkEoy0S1PdsDy1jS2oblgeI+3SJe7zKyJSUhGFTB5IVchZ9fgiR/wfokDIV6dOBQIpCjk7fW6x0+d2lrydDxEbG4urqyuNGzfG3t6ebdu2KUMv0dHR9O7dmzNnzhAcHMyyZcto1qxZiT35PX78mPr16+Pm5oZEIuGnn37i/PnzasvXOXbsWI6dfC9cuMDBgwdZtGgRurr595TlN+nXxMSEN2/ekJaWlu+9VIWlpSUnT54kICCA7du3c+PGjVzHH2RH5cqVuXLlCl9//TVTpkxh0KBBn2wDvadPn9K3b1/at2+PTCbj8uXLHDhwQK3drEVERPKPKGRyQSEoWPfkMo+jXhV6rcuhPux98eG8CkEQuH79OmPHjsXMzIyvv/4aHx8fIL38t2PHjvzzzz+EhoayYcMGOnbsmKfJz8XJzp07adCgAb6+vpiYmHD+/Hl++ukntdq9bt06mjVrRt26dTM9LpfLmTFjBk2bNmXo0KEFXn/s2LEkJiaya9euXI/NuHN/8+ZNgfdTBbVr1+aff/7h8uXLjBkzhm7dunHlyhUuXryYafzBpk2blOMPskNbW5tly5ZlqmrKT2+dks7r16+ZPHkytWvX5sGDB+zevZsbN27QqlWr4jZNREQkG0Qhkwtng5/x8E2IyroIn3/ljed/+TXvEhERgYuLC3Z2drRo0YJdu3aRlJSETCajdevW7Nq1i9evX+Pm5kafPn3Q1lZfErGqSEpKwtHRkWHDhpGcnEynTp3w8vLK18TqgpDRyTc7b8ymTZu4f/8+y5Yty1OFSU5YWloq+8nkFl4pzLwlVdOmTRt27NiBm5sb3333HRKJhDZt2mQafzB27NhM4w9y4t1QU4sWLT76UFNiYiJ//PEHVapUYdeuXfz55588ffoUBweHEuvpFBEREYXMBwlLjOXQy/sqXVMCbPO+QXxqCgqFgrNnz/Lll19ibm7OzJkzlQmhzZs3x9XVlbCwMI4cOcKQIUOKtWFdfnnx4gUNGjRg06ZNyGQyFi9ezIkTJ5QXdXWyYcMG9PX1s3TyjYmJYf78+QwbNoymTQvf3n38+PF4eHjk6o1QxbwlVTJw4EBcXFz4+++/WbZsmfLxD40/yCl89CmEmhQKBdu3b6datWr89NNPjB07Fh8fH2bNmvVR3DCIiHzuiELmA/wb9ETld5gCkJCWwoKda7GwsKBTp04cPHiQtLQ06tevj7OzMyEhIZw7dw5HR0eMjY1Vun9RcPDgQerUqcOzZ8+oUKEC169fZ9asWYXygOSVjCTf4cOHZ8l/+e2334iPj1dZh93u3btTsWLFXJN+VT1vSRVMmzaNOXPm4OTkxN69ezM99+74gwEDBijHH3z//ffZvoePOdR07tw5GjVqxIgRI2jatCmPHz/G2dmZsmXLFrdpIiIieUQUMjmQkJbCjTC/fCX25hWFIBCiL+F1+GsqVarEr7/+yosXL7h79y7Tp0/H3Nxc5XsWBSkpKUydOpUBAwaQmJhIv3798PLyonHjxkVmQ0aS77hx4zI9/vz5c5YtW8Z3332nsgRjmUyGo6Mjbm5uxMbG5nickZERUqm0RAkZgD/++IOhQ4cyfPhwLly4kOX5ypUrs2bNGvz8/HB0dMTFxQVra2ucnJwICsoaHv2YQk1Pnjyhd+/edOzYES0tLa5cucL+/fupUqVKcZsmIiKST8Q+MjlwO9yfDU/V28BskH4VOtrnvTFZSSYgIIDevXvz4MEDNDU1WblyJePGjSvy3IJu3boRHR3NjRs3Mj3et29fPD09efr0KTo6hWuG+C5BQUFYW1uzatUqvv766xyPK1euHNOmTeP7779X2d6qICUlhZ49e3L79m0uX75MnTp1cjw2MjKS5cuXs3z5cuLj4xk1ahRz5szJcvEvTAO9VwkxvIgNxz/uDVHJCcgR0JFpUkHXEGs9Y6qVKYeWrOCDTMPCwliwYAHr16/HysqKRYsWMXDgQDEHRkSkBCI2xCsk+309OBfyFLka7yiH2jamrcXHX8p54sQJBg0aREJCAjY2Nhw5ciTfrfBVQU6dfM+cOUPnzp3ZvXs3Dg4OKt+3b9++BAQEcO/evRwviHZ2dnTp0gUXFxeV719YYmNjadu2LeHh4Vy/fp2KFSvmevzatWtZunQp4eHhDB48mLlz52b5nb/bQG/v3r05Ng9UCAJ3wv05F/IMv7hIAGQSifKzJ+H/jSdLyTRoaWZLJ4sa+WoymZCQgLOzM4sWLUJDQ4MffviByZMnizkwIiIlGLEhXiEJjI9Sq4iRSSQExUepbf2iIC0tjdmzZ9OzZ0/i4+P56quv8PLyKhYRA7Bx48YsSb5paWnMmDGDVq1aZUn+VRXjx4/H09OTO3fu5HhMcTfF+xAGBgacPHkSTU1NunXrRlTUh/8uDQwMmDNnDn5+fixfvpwrV65Qp04d+vXrx61bt5THvR9qWrlyZZZQU3jiW5Y8OMPGZ9d4Gff/8vR3P3vvNp5MkqdxPtibH+8e4+Kr57mGrhQKBVu3bqVatWr8/PPPjBs3jhcvXjBz5kxRxIiIfCKIQiYHElKT1bq+QhBIkqeqdQ91EhoaSrNmzViyZAna2trs3LmT7du3q2RidUFITU1l48aNDBs2LFOSr6urK48fP8bFxUVt4YNu3bphZWX1waRfExOTElO1lB1mZma4u7sTFhZG3759SUpKyvU1Ojo6TJ48GR8fHzZv3syTJ09o2rQpnTt35vz58wiCoKxqmjhxIlOnTmXgwIHKqqbHUa/4+d5xfGPTBZ6Qx3w0BQKpCjm7fG6z7sllUhXZN/E7e/YsDRs2ZNSoUbRo0YInT56wdOnSjzKBXkREJGdEIZMDUol6fzQSJEg/0rj8+fPnqVq1Knfv3qV69eo8evSoUM3lVEF2nXyjoqL48ccfGTVqVJ5mIhWUvCT9mpiYlFiPTAbVq1fn2LFj3Llzh2HDhuXa5TcDTU1NRo0axePHj9m7d2+W8QdaWlq4uLhw4MABzpw5Q4MGDTh66zIrH10gTSEvVEK9Z2QQ655cRi4olI89evSInj170qlTJ3R0dLh27Rp79+4tcYNTRUREVIMoZHLAuFRp1CozJFBGq3i8FwVFoVDw/fff06FDB96+fcuECRN48OBBibhAuLq60rRpU+rVq6d87OeffyY5OZmFCxeqff8xY8aQnJzMzp07s32+JIeW3qVZs2bs3r2bQ4cOMWPGjHxVHclkMgYOHMi9e/c4ceIEMpks0/iDvn374uHhQTkrSw5EPkWuKHxNoAA8fBOCe+BjQkNDmTBhAnXr1uXp06fs27ePq1ev0rx580LuIiIiUpIRhUwOWOuVRaJGKaMQBKz1Ph4Xd2RkJC1atOD3339HR0eHw4cPs3btWuXsp+Lk5cuX/K+9O4+Pqjz3AP57z5kkk21C9mSyhyUkLE0AoQ2LIFtYBBWrSC1VC1Ra9ROx7UWlLErRa0Wv1Soqttal9aq9+hGUoLQoIBFQNgEhBgJkgRC2yUIymck594+QiELCJDln5hz4ff9MZt55E0Lml3Oe93nWrl37vasx+/fvx1/+8hc8/PDDiIuL030PCQkJmDx5cpudfo1+a+lCU6ZMwQsvvIDnnnsOTzzxRIefL4TAhAkTsHHjxovGH6xfvx4znlmEgKAgQMMrkh+U7MKgMdfinXfewfLly7Fv3z7cfPPNPI1EdBVgkGlDd1uULj1kLpRmM0fTrU2bNiE9PR1btmxB3759UVRUhKlTp/p6W61aOvleeCJp3rx5SEpKQn5+vtf2MWfOHOzatQvbtm276HNRUVGor69vt+W/kcyZMwcLFy7E/Pnz8frrr3dqjUuNP5j/5DLscRwHJG0DhqIomLIoHwcPHkR+fj4LeYmuIgwybehui0ZkQMcnI3tCgkBmtzhE6LS+VlRVxZIlSzBixAhUV1cjPz8fO3fuRGJioq+31qqlk++FRb5r1qzBmjVr8OSTT8JqtXptL+PHj2+z6NdI85Y8tXjxYvzyl7/EXXfdhY8//rhLa7WMP3jwb89CVZTLP6GDJIsMJS4MSqDvrxASkXcxyLRBEgLXJWTocnNJgYpR9l46rKwdh8OBYcOGYfHixQgKCsInn3yCp59+2nCTtlevXo1jx4613lZyuVyYN28eRo4ciRtvvNGre5FlGbNnz8Zbb7110bwho81b8oQQAitWrMC4ceMwbdo0bN++vUvruZQmfOtyQOg2qkJgW9VhndYmIqNikGnHtfE9ERtog6RhnJEgkBUej/4R2rTJv9A5dyP2nz2OLypLsLnyELafLEVVfU2H28Rv3boVKSkp2Lx5MwYMGICSkhKMGTNG8/1q4YdFvs8//zyKiop0PW7dnraKfs14RQYALBYL3n77bWRlZWHixIk4dOhQp9eqqHN873SRHloa6hHR1aPzvb6vAn6SjLsycvH4zrWarCfOrzmz5xDN3mTrXE5srjyEDceLcaK+5pKPCZAtGBSVjJH2Xkhup8BYVVUsW7YMf/jDH6CqKh588EEsXbrUK8MeO6OlyHflypUAmkPC4sWLMWvWrO+dXvImu92O66+/Hi+++CLmzp3b+u9sxMGRngoODsbq1auRm5uLvLw8bN68ufXr6YjSutOXf1AXqFBxmEGG6KpjzHcoA0kJjcAdGT/u8joCzb1p7ulzLcIDun7sWlEVrCvfj99veQ//KtnRZogBAGeTG4UnSvDHHQV4ds+nOOO8uOC0trYW1157LRYsWICQkBBs2LABy5YtM2yIAS4u8l20aBEURcGjjz7q033NmTMHu3fv/l6X26CgIAQGBprq1tKFoqOjsXbtWjgcDkyePBl1dXUdXqPW5dT06ualnHM36ro+ERmPcd+lDGRITBpm9R4Ki5A69YtYgoBV9kN+v+vQq1tsl/dT3ViPJ3Z9gncObYdb9exslXL+9tK+M8ew6MvV2HmytPVz27dvR1JSEjZu3IghQ4agtLQUw4cP7/I+9fTDIt89e/ZgxYoVWLhwIWJiYny6t3HjxiElJeWiol+z9JJpS3p6Oj766CPs2bMH06dPh9vt7vgiPA1NRBpjkPHQNdEpWDRwUuuRaU8CTctjfhSZgEcGXY9eYV1/g3U01uO/d32CIzWdu0yvQIVTcWPFNxux9cRhPP744xg0aBAcDgeWLFmCwsJCjycV+9KHH37YWuSrqiruv/9+dO/eHffee6+vt9Zm0a8ZuvtezsCBA/Huu++ioKAAc+fO7VD9VYhfQGug1kuQhaeWiK42DDIdEBMYit/2H4t7+4xEVnh868cFmodAyuK7FnqSEBgUnYzf/2gsfpU5HDb/rh8DblIUPLvnU5xuqOtyjxsVwMpvNuF/3vwrbDYbCgsLsXDhQtM0EHvxxRdbi3xXrVqFdevWYfny5YZo0AcAd955JxobG/HGG2+0fsxMTfHak5eXh5UrV2LlypV45JFHPH5eUrC+DSAFBFJDzdGbiYi0w2LfDpKEQN8IO/pG2FHvbsTR2jM4Wnsade5GSBAI8QtASmgEEoPDESBr++0tKNuLUg0nZquqiglL5+GpUbch3Gb8qzAtLizydTqdeOCBBzB27FhMnjzZ11trZbfbMWXKFLy08mUMmz4Vh2tOIXHmBLgtEh7d/hFC/axIDolAamgE+obb4a/xz4refvGLX6CiogIPPfQQ7HY7Zs+efdnn2IPDIAtJ15NLaQwyRFcdc/32NJhAiz8yusUiQ4O6l8s52VCL1Uf2aLqmJMsIiLBh05mjuN7WT9O19fTKK6+0Fvk+++yzKCkpwfvvv2+oq0l1rkYM+83tCK2vwvP7NkASApakaFiEQFndWQDAAUclFFVFgGzBsLjuGJ+YhTD/QN9uvAPmz5+PsrIy3H333YiPj79skPSTZAyKTsa2qiM63WJScU10qg7rEpGR8daSSWw8VqzLuiqATyuK4FY8m3Tsay6XC6+88gpuv/121NXV4dFHH8Xdd9+NPn36+HprrXadKsPCr1ahyN8Ja1gogPPF1j8IWi1v5s4mN9aXF2Hhl6vwxYmSDvf98RUhBP785z9j6tSpuOWWW7Bly5bLPmdUfC9dQowEgb7hdkRajd0tm4i0xyBjAk2qgg3Hi3Wb/VTrdmL36XJd1tbahUW+CxYsgCzLWLJkia+3BaD5Vt2qI7vx/L4NqHM5oXbg30uBioYmN/52oBD/KN6me1GsVmRZxptvvokBAwZg0qRJKCoqavfxabYo5EQm6nIM+8a0bM3XJCLjY5AxgePnqnXtjyELgW8dJ3RbX0svvfQSBg8eDFVVsXLlSixevBiRkcaoi/jw6B6sPtp8+68rMWTD8WK8dfBL01yZCQwMxAcffICYmBjk5eXh+PHj7T5+Ro9rECBbNI0yk1P6ISG4m4YrEpFZMMiYwNFafTuiNqmqKVq7Hz58GAUFBZgzZw7y8/PRu3dvzJ0719fbAgB8c+Y4Vh39WrP1Pjv2Lb6sOqLZenqLiIhAQUEBnE4nJk2ahJqaths02vwDMTdrBKQLTvl1lgDQPyIBeUlZXVyJiMyKQcYETjbUQta5kLWqoVbX9T1V52qeF7X1xGFsPXEYX58uh6OxHkBzkW9ISAisVis+++wzPPXUU/Dz8/PxjoEGtwuvFhWi62/L3/dm8TZUn//azSA5ORlr1qxBcXExbr75ZjQ2tn0VMaNbLO7tMwoWSe7SbabsyETMyRwGWfBXGdHViqeWTKDJC7cYFJ2H+bWnprEBn1cexKbjB9sMVCGWAOxyVmL67DuxYMECTJw4EXl5eV7e6aVtqjwIR2O95hVMziY31pUfwE0mqv3o378/3n//fYwfPx6zZs3C3//+9zZPk2WGx2HRgEl4tagQxdVVEBAe1RVJEJAlCbekD8DwuB6GOq1GRN7HIGMC/pIFemcZf8n7PwpNioI1pXvxYekeqGr7b2G1bifSJgyHsMhIDXBi2c9938EXaD559J/yA7qUYStQsfH4t7g+pR/8JFmHV9DHqFGj8Nprr+G2225DQkICHnvssTYfGx0Yggf6j8GXVUfwn4oDrbc4ZSG+C/AqoChNkGQZVtmCYXE9MNqegQieUCIiMMiYgj04TLcTS0BznUFicLhu61/KyYZaPL93A8rPnfX4OZKl+c281/jheMNxAMGOGPQIi9Zph545Wnsap5wdH6DoqXNuF/afPY5+EQm6vYYepk+fjmPHjmHevHlISEjAPffc0+ZjJSEwOCYVg2NSceycAwerT+JIzSmccZ5DE1SojS689swL+PWtP8fM8VNM1zyQiPTF3wgmkBKif2v3lFB9X+NCVfW1eGLXx6h1OTu3gCRQ42rA01//G/f1HeWVhoRt6ezMK09JEDhcc9p0QQYA7r//fpSVleG+++5DfHw8pk2bdtnnxAeFIT4oDMPiurd+TFVVLP1wBiq658B/4k16bpmITIgVcibQzT8Q9qAw3QYHK1DR30tvlA1NLjz99b9R63J26SqTiub+Os/u/RSV9dXabbCDSuvO6FqIrUJFqc6n1vT0pz/9Cbfeeit+9rOfYePGjZ1aQwiB7Oxs7Ny5U9vNEdEVgUHGBIQQuM6eocvNJQEgKTjca8P2/q9kJ047uz70EjgfZhQFrx74wmcN5M65G3V9bRXo/JUrA5AkCa+++ipyc3MxZcoU7N27t1Pr5OTkMMgQ0SUxyJjE4JhU2Pysml+VUQFMTPZOe/8jNafx2bFvNQ1kClQcqjmJzZWHNFzVWMx+KicgIADvvfcekpOTkZeXh7Kysg6vkZ2djZKSEpw9e1b7DRKRqTHImESAbMEdGT/WNARIEMiJTEROZJKGq7ZtfcUBXVrTCwDryvf7pBNuqJ8Vko5BQwCmGiTZlrCwMKxZswaSJGHChAkdDiTZ2dkAgF27dmm/OSIyNQYZE+kTbsd19l6arCVBwOZvxYweg73yF3+9uxFbq47ocvpKBXDsnAOHfdCdOCU0Quc+PwLJOhd7e4vdbkdBQQHKy8txww03wOn0/JZZRkYGrFYrby8R0UUYZEzmp+kDkRub3qU1JAiE+lvx2/5jYPO3arSz9pXUnEKTjk33BASKfDAvKk3n2iIVqu6v4U2ZmZlYtWoVtmzZgpkzZ0JRPPuZsFgs6NevH3bs2KHzDonIbBhkTEYSAjN7DsG0tBzIQnTqVk3vbrF4KHs8ogNDddjhpR2tPa15C/8fOuKD0z3xQWFIDg7X7SsLDwhCTx/3ytHa0KFD8c9//hPvvvsu5s2b5/EtQZ5cIqJLYZAxISEExiVmYuGAicgMjwOAdgNNSw1HeEAQZvYcgvv6jkK3gCCv7LVFVUMtJB1zjArVZ8ewr0vQ70TZyPhekK7AOUI33HADnnvuOTzzzDNYvny5R8/Jzs7Gvn372p3hRERXHzbEM7G4oDDc13cUquprsbnyIIqrq3Ck9jScTW4AzW+EcYE2pNmiMDAqGVnh8boWpranSVV1H7Og562r9gyOScW68v2oqHNoVgMkIBAeEIRRGtVEGdHcuXNRVlaG3/3ud7Db7ZgxY0a7j8/JyYHL5cK+fftai3+JiBhkrgDRgSGYmvojAM1dUF1KExRVhZ8sG2YqcIAkQwhAx0kLCPDBvCgAkIWEuzJysXTHGs2+PhUq7sz4CQKu8Hb8S5cuRXl5Oe644w7ExsZi9OjRbT62X79+EEJgx44dDDJE1MoY73KkGSEE/GULrBY/w4QYoLmWRM/TPZIQSAzx7ryoCyUEd8OdvX6i2Xq3pA9Ar7AYzdYzKiEEXn75ZYwePRo33nhjuzUwISEh6NmzJ+tkiOh7ruw/98gw9J7lpKiqz48pD45JBQD8raiweWJzBy/PSBBQoeLW7gMxyp6hww6Nyc/PD++88w5GjhyJCRMmoLCwEKmpqRc9TlVVDBiRi+JGBwpK98GtNMFPlhEXaENKSITX676IyBiE6sGRgerqaoSFhcHhcMBms3ljX3SFaVIU/H7re7q22//jNVMQZQ3RbX1PVdQ58NcDm1FadwbifDhpT8sdt9jAUNyVkeu1cRFGU1lZiaFDh8JiseDzzz9HZGTz96HW5cTmykNYX3EAp53nADSHPiEA9YLAGBdowyh7L/w4Jg1Wi5/Pvg4i0oan2YNBhrzmgyO78dHRvZd9Y+8oCQJZ4fG4t+9ITdftiiZVwVdVR7G+ogiHak4CAGQhWguehUDrrbaEoDBcl5CBITFp8JNkX23ZEIqLi5Gbm4sePXpg3bp12F59DP978Cu4FLfHPzXBFn/c3nMIBkR5p2M1EemDQYYMx9FYjwXbPkCj0qT52r/tPwY9DVpTUlVfi8M1J3G07gxqXE6oqopgP38kB0cgNTQCsYE2089T0tLWrVsxJm88bnr6YQSk2zv8/JYrXD+JScPPew6BLBmnVoyIPOdp9mCNDHlNmH8gbu0+EK9/u1WzNQWAEfE9DRtigOZTZdGBIbgGqb7eiilkDxyAX/9rBU6JzvWLafnL7IsTJTjnbsSvsoYbqvCdiLTF/93kVUNjuyM7MlGTTrgSBGIDbbgpLVuD1cgoXv92C85aFEhy126zqQB2ny7H+4c5aJLoSsYgQ14lhMCs3kORGR7fpTAjQSDKGoJ5/UfDKrOw80qx82QptlYd0ayOSgXwcdk3OFhdpcl6RGQ8DDLkdX6SjN9kjcDYxEwItD9eoS3ZkYn4r+xxCPMP1H6D5BNNioI3i7dpPrdKgsA/ird5PNOJiMyFNTLkExZJxrS0HOREJuHtQ1+hpOYUJCGgtPFm0/K5KGsIbkrNxsDoZC/vmPS263QZql0Nmq+rQEVZ3VmU1JxCui1K8/WJyLcYZMin0m1RmJ89HqW1Z1BYeQgHq6tQVncW7vNzkyQIxAaFIj00GtdEp6B3t1ie8LlCbThWDAlCs3lVF5IgsOn4QQYZoisQgwwZQlJIOJJCBgIAFFVBQ5MbqgpYZQuPz14FFFXFweqTuoQYoPmqTJGjUpe1ici3GGTIcCQhIcji7+ttkBedbKhFo+LW9TWqGmrR4Hax6y/RFYZ/6hKRz505P3pAb47Geq+8DhF5D4MMEflcW0XeWtNzAjsR+QaDDBH5nNXinbvc3nodIvIeBhki8rn4oDDdX8MqWxDuH6T76xCRdzHIEJHPWWU/xASG6voaKSGRPLpPdAVikCEiQxgUlQyheV/f77CJItGViUGGiAxheHwPQKc+Mv6SjCHRqbqsTUS+xSBDRIYQERCM3NjuulyVGZuQyf4xRFcoBhkiMoyfpucg1C9AsygjQSAu0IaJyX00WpGIjIZBhogMI9Dij9m9h0ISXb8uI9A8aX1O5jBYJFmL7RGRATHIEJGh9OoWi19nXQtJSJA6GWckCATIFuT3uw4Jwd203SARGQqDDBEZTt8IO+Znj0NskK1Tz08JjcBDOXmcdk10FWCbSyIypOSQCCzIycO68gP4d/l+VLsaIAtxyTEDLR+PCAjG+MRMjIjvAUnw7zSiqwGDDBEZlkWSkZeUhbGJvfH1qXLsd1SipPokKutr0KQqsEgy4oNsSAuNQlZ4HDK7xUNi0zuiqwqDDBEZniwkZEclITsqyddbISKD4bVXIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItBhkiIiIyLQYZIiIiMi0GGSIiIjItiycPUlUVAFBdXa3rZoiIiIiA7zJHSwZpi0dBpqamBgCQlJTUxW0RERERea6mpgZhYWFtfl6ol4s6ABRFQUVFBUJDQyGE0HSDRERERD+kqipqampgt9shSW1XwngUZIiIiIiMiMW+REREZFoMMkRERGRaDDJERERkWgwyREREZFoMMkRERGRaDDJERERkWgwyREREZFr/D0Uu/vkHfoBEAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from torch_geometric.utils import to_networkx\n",
"\n",
"G = to_networkx(data, to_undirected=True)\n",
"visualize(G, color=data.y)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "zhcUjoaik_yH"
},
"source": [
"## Exercise"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "c-mz_0wRlBuf"
},
"source": [
"### Question 5: Get the edge list of the karate club network and transform it into `torch.LongTensor`. What is the `torch.sum` value of `pos_edge_index` tensor?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "6IREOmpnlFJE",
"outputId": "cd1cb464-cbda-462c-9c89-d1d157733753"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The pos_edge_index tensor has shape torch.Size([2, 78])\n",
"The pos_edge_index tensor has sum value 2535\n"
]
}
],
"source": [
"def graph_to_edge_list(G_karate):\n",
" # TODO: Implement the function that returns the edge list of\n",
" # an nx.Graph. The returned edge_list should be a list of tuples\n",
" # where each tuple is a tuple representing an edge connected\n",
" # by two nodes.\n",
"\n",
" edge_list = []\n",
"\n",
" ############# Your code here ############\n",
" #########################################\n",
"\n",
" return edge_list\n",
"\n",
"def edge_list_to_tensor(edge_list):\n",
" # TODO: Implement the function that transforms the edge_list to\n",
" # tensor. The input edge_list is a list of tuples and the resulting\n",
" # tensor should have the shape [2, len(edge_list)].\n",
"\n",
" edge_index = torch.tensor([])\n",
"\n",
" ############# Your code here ############\n",
" #########################################\n",
"\n",
" return edge_index\n",
"\n",
"pos_edge_list = graph_to_edge_list(G_karate)\n",
"pos_edge_index = edge_list_to_tensor(pos_edge_list)\n",
"print(\"The pos_edge_index tensor has shape {}\".format(pos_edge_index.shape))\n",
"print(\"The pos_edge_index tensor has sum value {}\".format(torch.sum(pos_edge_index)))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7Tx9onTElGxg"
},
"source": [
"### Question 6: Please implement following function that samples negative edges. Then answer which edges (edge_1 to edge_5) are the negative edges in the karate club network?\n",
"\n",
"\"Negative\" edges refer to the edges/links that do not exist in the graph. The term \"negative\" is borrowed from \"negative sampling\" in link prediction. It has nothing to do with the edge weights.\n",
"\n",
"For example, given an edge (src, dst), you should check that neither (src, dst) nor (dst, src) are edges in the Graph. If these hold true, then it is a negative edge."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "ygiYZN2GlKHa",
"outputId": "5912e279-7d92-4265-daaf-5380cebd76f3"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"The neg_edge_index tensor has shape torch.Size([2, 78])\n",
"No\n",
"Yes\n",
"No\n",
"No\n",
"Yes\n"
]
}
],
"source": [
"import random\n",
"\n",
"def sample_negative_edges(G_karate, num_neg_samples):\n",
" # TODO: Implement the function that returns a list of negative edges.\n",
" # The number of sampled negative edges is num_neg_samples. You do not\n",
" # need to consider the corner case when the number of possible negative edges\n",
" # is less than num_neg_samples. It should be ok as long as your implementation\n",
" # works on the karate club network. In this implementation, self loops should\n",
" # not be considered as either a positive or negative edge. Also, notice that\n",
" # the karate club network is an undirected graph, if (0, 1) is a positive\n",
" # edge, do you think (1, 0) can be a negative one?\n",
"\n",
" neg_edge_list = []\n",
"\n",
" ############# Your code here ############\n",
" #########################################\n",
"\n",
" return neg_edge_list\n",
"\n",
"# Sample 78 negative edges\n",
"neg_edge_list = sample_negative_edges(G_karate, len(pos_edge_list))\n",
"\n",
"# Transform the negative edge list to tensor\n",
"neg_edge_index = edge_list_to_tensor(neg_edge_list)\n",
"print(\"The neg_edge_index tensor has shape {}\".format(neg_edge_index.shape))\n",
"\n",
"# Which of following edges can be negative ones?\n",
"edge_1 = (7, 1)\n",
"edge_2 = (1, 33)\n",
"edge_3 = (33, 22)\n",
"edge_4 = (0, 4)\n",
"edge_5 = (4, 2)\n",
"\n",
"############# Your code here ############\n",
"## Note:\n",
"## 1: For each of the 5 edges, print whether it can be negative edge\n",
"#########################################"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "N3B8y86QlO3g"
},
"source": [
"# Node Emebedding Learning\n",
"\n",
"Now, we will finish the first learning algorithm on graphs: a node embedding model.\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CpPtQtSZlWW5"
},
"source": [
"## Setup"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "GzMORqFymO8S",
"outputId": "8ccd2a8c-de19-469c-c5de-73781a5f13f5"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.4.0+cu121\n"
]
}
],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.decomposition import PCA\n",
"\n",
"print(torch.__version__)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DOeyU2IsmT3n"
},
"source": [
"To write our own node embedding learning methods, we'll heavily use the [`nn.Embedding`](https://pytorch.org/docs/stable/generated/torch.nn.Embedding.html) module in PyTorch. Let's see how to use `nn.Embedding`:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "XZG2GviOmUMh",
"outputId": "78e30955-1f8c-4ea3-ea94-4b69bcdd7a6d"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sample embedding layer: Embedding(4, 8)\n"
]
}
],
"source": [
"# Initialize an embedding layer\n",
"# Suppose we want to have embedding for 4 items (e.g., nodes)\n",
"# Each item is represented with 8 dimensional vector\n",
"\n",
"emb_sample = nn.Embedding(num_embeddings=4, embedding_dim=8)\n",
"print('Sample embedding layer: {}'.format(emb_sample))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "YIrawm80mVSn"
},
"source": [
"We can select items from the embedding matrix, by using Tensor indices"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "8oHdx2LLmWnV",
"outputId": "54821d30-576a-4a09-c5e3-ddae961ab6da"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"tensor([[ 0.0101, 0.8362, 1.2051, -0.0683, -0.4875, -0.4971, 1.4690, 0.0375]],\n",
" grad_fn=)\n",
"tensor([[ 0.0101, 0.8362, 1.2051, -0.0683, -0.4875, -0.4971, 1.4690, 0.0375],\n",
" [ 0.6357, -0.7775, -0.0557, -0.0443, 2.0859, 0.1051, 0.0199, -0.6802]],\n",
" grad_fn=)\n",
"torch.Size([4, 8])\n",
"tensor([[1., 1., 1., 1., 1., 1., 1., 1.],\n",
" [1., 1., 1., 1., 1., 1., 1., 1.]], grad_fn=)\n"
]
}
],
"source": [
"# Select an embedding in emb_sample\n",
"id = torch.LongTensor([1])\n",
"print(emb_sample(id))\n",
"\n",
"# Select multiple embeddings\n",
"ids = torch.LongTensor([1, 3])\n",
"print(emb_sample(ids))\n",
"\n",
"# Get the shape of the embedding weight matrix\n",
"shape = emb_sample.weight.data.shape\n",
"print(shape)\n",
"\n",
"# Overwrite the weight to tensor with all ones\n",
"emb_sample.weight.data = torch.ones(shape)\n",
"\n",
"# Let's check if the emb is indeed initilized\n",
"ids = torch.LongTensor([0, 3])\n",
"print(emb_sample(ids))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "C4uem6RLm39q"
},
"source": [
"## Exercise"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Y4J1Jo4RmXln"
},
"source": [
"### Question 7: Following the below requirements, please create the node embedding matrix\n",
"\n",
"Now, it's your time to create node embedding matrix for the graph we have!\n",
"- We want to have **16 dimensional** vector for each node in the karate club network.\n",
"- We want to initalize the matrix under **uniform distribution**, in the range of $[0, 1)$. We suggest you using [`torch.rand`](https://pytorch.org/docs/stable/generated/torch.rand.html)."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "cFcKJ4hjmZMC",
"outputId": "b2b79320-4876-4f3e-b9c3-de25f5487d5e"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Embedding: Embedding(34, 16)\n",
"tensor([[0.2114, 0.7335, 0.1433, 0.9647, 0.2933, 0.7951, 0.5170, 0.2801, 0.8339,\n",
" 0.1185, 0.2355, 0.5599, 0.8966, 0.2858, 0.1955, 0.1808],\n",
" [0.7486, 0.6546, 0.3843, 0.9820, 0.6012, 0.3710, 0.4929, 0.9915, 0.8358,\n",
" 0.4629, 0.9902, 0.7196, 0.2338, 0.0450, 0.7906, 0.9689]],\n",
" grad_fn=)\n"
]
}
],
"source": [
"# Please do not change / reset the random seed\n",
"torch.manual_seed(1)\n",
"\n",
"def create_node_emb(num_node=34, embedding_dim=16):\n",
" # TODO: Implement this function that will create the node embedding matrix.\n",
" # A torch.nn.Embedding layer will be returned. You do not need to change\n",
" # the values of num_node and embedding_dim. The weight matrix of returned\n",
" # layer should be initialized under uniform distribution.\n",
"\n",
" emb = None\n",
"\n",
" ############# Your code here ############\n",
" #########################################\n",
"\n",
" return emb\n",
"\n",
"emb = create_node_emb()\n",
"ids = torch.LongTensor([0, 3])\n",
"\n",
"# Print the embedding layer\n",
"print(\"Embedding: {}\".format(emb))\n",
"\n",
"# An example that gets the embeddings for node 0 and 3\n",
"print(emb(ids))"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "69Gofu8mmffN"
},
"source": [
"### Question 8: Visualize the initial node embeddings\n",
"One good way to understand an embedding matrix, is to visualize it in a 2D space.\n",
"Here, we have implemented an embedding visualization function for you.\n",
"We first do PCA to reduce the dimensionality of embeddings to a 2D space.\n",
"Then we visualize each point, colored by the community it belongs to."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 522
},
"id": "w3FkSC5kmhVl",
"outputId": "df2be3ae-1b81-4dbd-ae6f-9300b9bd7977"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def visualize_emb(emb):\n",
" X = emb.weight.data.numpy()\n",
" pca = PCA(n_components=2)\n",
" components = pca.fit_transform(X)\n",
" plt.figure(figsize=(6, 6))\n",
" club1_x = []\n",
" club1_y = []\n",
" club2_x = []\n",
" club2_y = []\n",
"\n",
" ############# Your code here ############\n",
" ## Note:\n",
" ## 1: You need to visualize each node's club (i.e. \"Mr. Hi\" or \"Officer\")\n",
" #########################################\n",
"\n",
" plt.scatter(club1_x, club1_y, color=\"red\", label=\"Mr. Hi\")\n",
" plt.scatter(club2_x, club2_y, color=\"blue\", label=\"Officer\")\n",
" plt.legend()\n",
" plt.show()\n",
"\n",
"# Visualize the initial random embeddding\n",
"visualize_emb(emb)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "suw2A_QimkS3"
},
"source": [
"### Question 9: Training the embedding! What is the best performance you can get? Please report both the best loss and accuracy on Gradescope.\n",
"\n",
"We want to optimize our embeddings for the task of classifying edges as positive or negative. Given an edge and the embeddings for each node, the dot product of the embeddings, followed by a sigmoid, should give us the likelihood of that edge being either positive (output of sigmoid > 0.5) or negative (output of sigmoid < 0.5).\n",
"\n",
"Note that we're using the functions you wrote in the previous questions, _as well as the variables initialized in previous cells_. If you're running into issues, make sure your answers to questions 1-6 are correct."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "3ENwmSUPmn8U",
"outputId": "dad5623b-af26-4e39-935b-3e59b4670944"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"torch.Size([2, 78])\n",
"torch.Size([2, 156])\n",
"Epoch: 0 Loss: 2.0010430812835693 Acc: 0.5\n",
"Epoch: 1 Loss: 1.9884600639343262 Acc: 0.5\n",
"Epoch: 2 Loss: 1.964735984802246 Acc: 0.5\n",
"Epoch: 3 Loss: 1.931316614151001 Acc: 0.5\n",
"Epoch: 4 Loss: 1.8896243572235107 Acc: 0.5\n",
"Epoch: 5 Loss: 1.841033935546875 Acc: 0.5\n",
"Epoch: 6 Loss: 1.7868558168411255 Acc: 0.5\n",
"Epoch: 7 Loss: 1.7283258438110352 Acc: 0.5\n",
"Epoch: 8 Loss: 1.6665958166122437 Acc: 0.5\n",
"Epoch: 9 Loss: 1.6027268171310425 Acc: 0.5\n",
"Epoch: 10 Loss: 1.5376862287521362 Acc: 0.5\n",
"Epoch: 11 Loss: 1.4723446369171143 Acc: 0.5\n",
"Epoch: 12 Loss: 1.407472848892212 Acc: 0.5\n",
"Epoch: 13 Loss: 1.343743085861206 Acc: 0.5\n",
"Epoch: 14 Loss: 1.2817271947860718 Acc: 0.5\n",
"Epoch: 15 Loss: 1.221899151802063 Acc: 0.5\n",
"Epoch: 16 Loss: 1.1646374464035034 Acc: 0.5\n",
"Epoch: 17 Loss: 1.1102285385131836 Acc: 0.5\n",
"Epoch: 18 Loss: 1.0588724613189697 Acc: 0.5\n",
"Epoch: 19 Loss: 1.0106909275054932 Acc: 0.5\n",
"Epoch: 20 Loss: 0.9657337665557861 Acc: 0.5\n",
"Epoch: 21 Loss: 0.9239897131919861 Acc: 0.5064102411270142\n",
"Epoch: 22 Loss: 0.8853950500488281 Acc: 0.5064102411270142\n",
"Epoch: 23 Loss: 0.8498445153236389 Acc: 0.5064102411270142\n",
"Epoch: 24 Loss: 0.8172003626823425 Acc: 0.5\n",
"Epoch: 25 Loss: 0.7873010635375977 Acc: 0.5064102411270142\n",
"Epoch: 26 Loss: 0.7599697709083557 Acc: 0.5192307829856873\n",
"Epoch: 27 Loss: 0.7350209951400757 Acc: 0.5320512652397156\n",
"Epoch: 28 Loss: 0.7122665643692017 Acc: 0.5384615659713745\n",
"Epoch: 29 Loss: 0.6915203928947449 Acc: 0.5512820482254028\n",
"Epoch: 30 Loss: 0.6726014614105225 Acc: 0.557692289352417\n",
"Epoch: 31 Loss: 0.6553373336791992 Acc: 0.557692289352417\n",
"Epoch: 32 Loss: 0.6395652890205383 Acc: 0.5705128312110901\n",
"Epoch: 33 Loss: 0.625133752822876 Acc: 0.6089743375778198\n",
"Epoch: 34 Loss: 0.61190265417099 Acc: 0.6153846383094788\n",
"Epoch: 35 Loss: 0.5997437238693237 Acc: 0.6089743375778198\n",
"Epoch: 36 Loss: 0.5885403156280518 Acc: 0.6217948794364929\n",
"Epoch: 37 Loss: 0.5781866312026978 Acc: 0.6410256624221802\n",
"Epoch: 38 Loss: 0.5685875415802002 Acc: 0.6666666865348816\n",
"Epoch: 39 Loss: 0.5596577525138855 Acc: 0.7051281929016113\n",
"Epoch: 40 Loss: 0.5513209104537964 Acc: 0.7243589758872986\n",
"Epoch: 41 Loss: 0.5435088872909546 Acc: 0.7307692170143127\n",
"Epoch: 42 Loss: 0.5361612439155579 Acc: 0.7435897588729858\n",
"Epoch: 43 Loss: 0.5292242169380188 Acc: 0.75\n",
"Epoch: 44 Loss: 0.5226502418518066 Acc: 0.7628205418586731\n",
"Epoch: 45 Loss: 0.5163971185684204 Acc: 0.7628205418586731\n",
"Epoch: 46 Loss: 0.5104278326034546 Acc: 0.7756410241127014\n",
"Epoch: 47 Loss: 0.5047093629837036 Acc: 0.7948718070983887\n",
"Epoch: 48 Loss: 0.4992128908634186 Acc: 0.8012820482254028\n",
"Epoch: 49 Loss: 0.4939127564430237 Acc: 0.807692289352417\n",
"Epoch: 50 Loss: 0.4887866973876953 Acc: 0.8205128312110901\n",
"Epoch: 51 Loss: 0.48381468653678894 Acc: 0.8205128312110901\n",
"Epoch: 52 Loss: 0.4789794981479645 Acc: 0.8205128312110901\n",
"Epoch: 53 Loss: 0.47426581382751465 Acc: 0.8333333134651184\n",
"Epoch: 54 Loss: 0.4696601927280426 Acc: 0.8397436141967773\n",
"Epoch: 55 Loss: 0.4651508927345276 Acc: 0.8461538553237915\n",
"Epoch: 56 Loss: 0.46072760224342346 Acc: 0.8525640964508057\n",
"Epoch: 57 Loss: 0.456381231546402 Acc: 0.8589743375778198\n",
"Epoch: 58 Loss: 0.45210394263267517 Acc: 0.8653846383094788\n",
"Epoch: 59 Loss: 0.44788870215415955 Acc: 0.8782051205635071\n",
"Epoch: 60 Loss: 0.44372960925102234 Acc: 0.8910256624221802\n",
"Epoch: 61 Loss: 0.43962129950523376 Acc: 0.8910256624221802\n",
"Epoch: 62 Loss: 0.43555939197540283 Acc: 0.8974359035491943\n",
"Epoch: 63 Loss: 0.43153974413871765 Acc: 0.8974359035491943\n",
"Epoch: 64 Loss: 0.427558958530426 Acc: 0.9038461446762085\n",
"Epoch: 65 Loss: 0.4236142635345459 Acc: 0.9038461446762085\n",
"Epoch: 66 Loss: 0.4197029173374176 Acc: 0.9038461446762085\n",
"Epoch: 67 Loss: 0.41582298278808594 Acc: 0.9038461446762085\n",
"Epoch: 68 Loss: 0.41197243332862854 Acc: 0.9102563858032227\n",
"Epoch: 69 Loss: 0.4081498980522156 Acc: 0.9102563858032227\n",
"Epoch: 70 Loss: 0.4043539762496948 Acc: 0.9102563858032227\n",
"Epoch: 71 Loss: 0.4005836844444275 Acc: 0.9102563858032227\n",
"Epoch: 72 Loss: 0.39683812856674194 Acc: 0.9166666865348816\n",
"Epoch: 73 Loss: 0.39311665296554565 Acc: 0.9166666865348816\n",
"Epoch: 74 Loss: 0.38941866159439087 Acc: 0.9166666865348816\n",
"Epoch: 75 Loss: 0.3857438862323761 Acc: 0.9166666865348816\n",
"Epoch: 76 Loss: 0.3820918798446655 Acc: 0.9230769276618958\n",
"Epoch: 77 Loss: 0.37846261262893677 Acc: 0.9230769276618958\n",
"Epoch: 78 Loss: 0.3748558759689331 Acc: 0.9230769276618958\n",
"Epoch: 79 Loss: 0.3712717592716217 Acc: 0.9294871687889099\n",
"Epoch: 80 Loss: 0.3677101731300354 Acc: 0.9294871687889099\n",
"Epoch: 81 Loss: 0.3641713857650757 Acc: 0.9294871687889099\n",
"Epoch: 82 Loss: 0.36065542697906494 Acc: 0.9294871687889099\n",
"Epoch: 83 Loss: 0.3571624755859375 Acc: 0.9294871687889099\n",
"Epoch: 84 Loss: 0.35369282960891724 Acc: 0.9294871687889099\n",
"Epoch: 85 Loss: 0.35024669766426086 Acc: 0.9294871687889099\n",
"Epoch: 86 Loss: 0.3468242883682251 Acc: 0.9294871687889099\n",
"Epoch: 87 Loss: 0.3434259593486786 Acc: 0.9294871687889099\n",
"Epoch: 88 Loss: 0.34005188941955566 Acc: 0.9358974099159241\n",
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"Epoch: 372 Loss: 0.0327838771045208 Acc: 1.0\n",
"Epoch: 373 Loss: 0.03261268883943558 Acc: 1.0\n",
"Epoch: 374 Loss: 0.03244297578930855 Acc: 1.0\n",
"Epoch: 375 Loss: 0.032274726778268814 Acc: 1.0\n",
"Epoch: 376 Loss: 0.032107915729284286 Acc: 1.0\n",
"Epoch: 377 Loss: 0.031942542642354965 Acc: 1.0\n",
"Epoch: 378 Loss: 0.031778573989868164 Acc: 1.0\n",
"Epoch: 379 Loss: 0.031616002321243286 Acc: 1.0\n",
"Epoch: 380 Loss: 0.03145480155944824 Acc: 1.0\n",
"Epoch: 381 Loss: 0.03129497915506363 Acc: 1.0\n",
"Epoch: 382 Loss: 0.031136494129896164 Acc: 1.0\n",
"Epoch: 383 Loss: 0.030979346483945847 Acc: 1.0\n",
"Epoch: 384 Loss: 0.030823517590761185 Acc: 1.0\n",
"Epoch: 385 Loss: 0.030668988823890686 Acc: 1.0\n",
"Epoch: 386 Loss: 0.030515752732753754 Acc: 1.0\n",
"Epoch: 387 Loss: 0.030363788828253746 Acc: 1.0\n",
"Epoch: 388 Loss: 0.030213089659810066 Acc: 1.0\n",
"Epoch: 389 Loss: 0.030063634738326073 Acc: 1.0\n",
"Epoch: 390 Loss: 0.029915418475866318 Acc: 1.0\n",
"Epoch: 391 Loss: 0.02976842038333416 Acc: 1.0\n",
"Epoch: 392 Loss: 0.029622631147503853 Acc: 1.0\n",
"Epoch: 393 Loss: 0.029478026553988457 Acc: 1.0\n",
"Epoch: 394 Loss: 0.02933460846543312 Acc: 1.0\n",
"Epoch: 395 Loss: 0.029192356392741203 Acc: 1.0\n",
"Epoch: 396 Loss: 0.02905125543475151 Acc: 1.0\n",
"Epoch: 397 Loss: 0.028911296278238297 Acc: 1.0\n",
"Epoch: 398 Loss: 0.028772473335266113 Acc: 1.0\n",
"Epoch: 399 Loss: 0.02863476239144802 Acc: 1.0\n",
"Epoch: 400 Loss: 0.028498154133558273 Acc: 1.0\n",
"Epoch: 401 Loss: 0.02836264669895172 Acc: 1.0\n",
"Epoch: 402 Loss: 0.028228215873241425 Acc: 1.0\n",
"Epoch: 403 Loss: 0.028094854205846786 Acc: 1.0\n",
"Epoch: 404 Loss: 0.02796255238354206 Acc: 1.0\n",
"Epoch: 405 Loss: 0.0278313010931015 Acc: 1.0\n",
"Epoch: 406 Loss: 0.027701083570718765 Acc: 1.0\n",
"Epoch: 407 Loss: 0.027571888640522957 Acc: 1.0\n",
"Epoch: 408 Loss: 0.02744371071457863 Acc: 1.0\n",
"Epoch: 409 Loss: 0.027316533029079437 Acc: 1.0\n",
"Epoch: 410 Loss: 0.027190357446670532 Acc: 1.0\n",
"Epoch: 411 Loss: 0.027065154165029526 Acc: 1.0\n",
"Epoch: 412 Loss: 0.026940928772091866 Acc: 1.0\n",
"Epoch: 413 Loss: 0.02681766077876091 Acc: 1.0\n",
"Epoch: 414 Loss: 0.02669535204768181 Acc: 1.0\n",
"Epoch: 415 Loss: 0.02657397650182247 Acc: 1.0\n",
"Epoch: 416 Loss: 0.0264535341411829 Acc: 1.0\n",
"Epoch: 417 Loss: 0.026334023103117943 Acc: 1.0\n",
"Epoch: 418 Loss: 0.02621541917324066 Acc: 1.0\n",
"Epoch: 419 Loss: 0.026097716763615608 Acc: 1.0\n",
"Epoch: 420 Loss: 0.025980906561017036 Acc: 1.0\n",
"Epoch: 421 Loss: 0.025864986702799797 Acc: 1.0\n",
"Epoch: 422 Loss: 0.025749940425157547 Acc: 1.0\n",
"Epoch: 423 Loss: 0.02563575655221939 Acc: 1.0\n",
"Epoch: 424 Loss: 0.025522436946630478 Acc: 1.0\n",
"Epoch: 425 Loss: 0.025409964844584465 Acc: 1.0\n",
"Epoch: 426 Loss: 0.025298327207565308 Acc: 1.0\n",
"Epoch: 427 Loss: 0.025187531486153603 Acc: 1.0\n",
"Epoch: 428 Loss: 0.02507755346596241 Acc: 1.0\n",
"Epoch: 429 Loss: 0.02496838942170143 Acc: 1.0\n",
"Epoch: 430 Loss: 0.024860035628080368 Acc: 1.0\n",
"Epoch: 431 Loss: 0.024752484634518623 Acc: 1.0\n",
"Epoch: 432 Loss: 0.024645715951919556 Acc: 1.0\n",
"Epoch: 433 Loss: 0.02453973889350891 Acc: 1.0\n",
"Epoch: 434 Loss: 0.0244345273822546 Acc: 1.0\n",
"Epoch: 435 Loss: 0.02433009073138237 Acc: 1.0\n",
"Epoch: 436 Loss: 0.024226410314440727 Acc: 1.0\n",
"Epoch: 437 Loss: 0.024123484268784523 Acc: 1.0\n",
"Epoch: 438 Loss: 0.024021297693252563 Acc: 1.0\n",
"Epoch: 439 Loss: 0.023919852450489998 Acc: 1.0\n",
"Epoch: 440 Loss: 0.02381914108991623 Acc: 1.0\n",
"Epoch: 441 Loss: 0.023719146847724915 Acc: 1.0\n",
"Epoch: 442 Loss: 0.023619869723916054 Acc: 1.0\n",
"Epoch: 443 Loss: 0.0235213004052639 Acc: 1.0\n",
"Epoch: 444 Loss: 0.02342342957854271 Acc: 1.0\n",
"Epoch: 445 Loss: 0.023326264694333076 Acc: 1.0\n",
"Epoch: 446 Loss: 0.023229777812957764 Acc: 1.0\n",
"Epoch: 447 Loss: 0.023133980110287666 Acc: 1.0\n",
"Epoch: 448 Loss: 0.02303885854780674 Acc: 1.0\n",
"Epoch: 449 Loss: 0.02294440194964409 Acc: 1.0\n",
"Epoch: 450 Loss: 0.022850608453154564 Acc: 1.0\n",
"Epoch: 451 Loss: 0.02275746315717697 Acc: 1.0\n",
"Epoch: 452 Loss: 0.022664977237582207 Acc: 1.0\n",
"Epoch: 453 Loss: 0.02257312834262848 Acc: 1.0\n",
"Epoch: 454 Loss: 0.022481918334960938 Acc: 1.0\n",
"Epoch: 455 Loss: 0.022391345351934433 Acc: 1.0\n",
"Epoch: 456 Loss: 0.022301387041807175 Acc: 1.0\n",
"Epoch: 457 Loss: 0.02221205085515976 Acc: 1.0\n",
"Epoch: 458 Loss: 0.02212333120405674 Acc: 1.0\n",
"Epoch: 459 Loss: 0.02203521691262722 Acc: 1.0\n",
"Epoch: 460 Loss: 0.021947702392935753 Acc: 1.0\n",
"Epoch: 461 Loss: 0.021860789507627487 Acc: 1.0\n",
"Epoch: 462 Loss: 0.02177446335554123 Acc: 1.0\n",
"Epoch: 463 Loss: 0.02168872207403183 Acc: 1.0\n",
"Epoch: 464 Loss: 0.02160356380045414 Acc: 1.0\n",
"Epoch: 465 Loss: 0.021518975496292114 Acc: 1.0\n",
"Epoch: 466 Loss: 0.021434959024190903 Acc: 1.0\n",
"Epoch: 467 Loss: 0.02135150320827961 Acc: 1.0\n",
"Epoch: 468 Loss: 0.021268609911203384 Acc: 1.0\n",
"Epoch: 469 Loss: 0.021186266094446182 Acc: 1.0\n",
"Epoch: 470 Loss: 0.021104469895362854 Acc: 1.0\n",
"Epoch: 471 Loss: 0.021023215726017952 Acc: 1.0\n",
"Epoch: 472 Loss: 0.020942501723766327 Acc: 1.0\n",
"Epoch: 473 Loss: 0.02086232416331768 Acc: 1.0\n",
"Epoch: 474 Loss: 0.020782670006155968 Acc: 1.0\n",
"Epoch: 475 Loss: 0.020703542977571487 Acc: 1.0\n",
"Epoch: 476 Loss: 0.020624930039048195 Acc: 1.0\n",
"Epoch: 477 Loss: 0.02054683305323124 Acc: 1.0\n",
"Epoch: 478 Loss: 0.020469246432185173 Acc: 1.0\n",
"Epoch: 479 Loss: 0.02039216458797455 Acc: 1.0\n",
"Epoch: 480 Loss: 0.020315583795309067 Acc: 1.0\n",
"Epoch: 481 Loss: 0.02023949660360813 Acc: 1.0\n",
"Epoch: 482 Loss: 0.02016390673816204 Acc: 1.0\n",
"Epoch: 483 Loss: 0.020088791847229004 Acc: 1.0\n",
"Epoch: 484 Loss: 0.020014168694615364 Acc: 1.0\n",
"Epoch: 485 Loss: 0.019940022379159927 Acc: 1.0\n",
"Epoch: 486 Loss: 0.019866356626152992 Acc: 1.0\n",
"Epoch: 487 Loss: 0.019793150946497917 Acc: 1.0\n",
"Epoch: 488 Loss: 0.0197204127907753 Acc: 1.0\n",
"Epoch: 489 Loss: 0.01964813843369484 Acc: 1.0\n",
"Epoch: 490 Loss: 0.019576316699385643 Acc: 1.0\n",
"Epoch: 491 Loss: 0.019504951313138008 Acc: 1.0\n",
"Epoch: 492 Loss: 0.019434038549661636 Acc: 1.0\n",
"Epoch: 493 Loss: 0.01936357468366623 Acc: 1.0\n",
"Epoch: 494 Loss: 0.019293542951345444 Acc: 1.0\n",
"Epoch: 495 Loss: 0.019223947077989578 Acc: 1.0\n",
"Epoch: 496 Loss: 0.01915479637682438 Acc: 1.0\n",
"Epoch: 497 Loss: 0.019086072221398354 Acc: 1.0\n",
"Epoch: 498 Loss: 0.019017772749066353 Acc: 1.0\n",
"Epoch: 499 Loss: 0.018949899822473526 Acc: 1.0\n"
]
}
],
"source": [
"from torch.optim import SGD\n",
"import torch.nn as nn\n",
"\n",
"def accuracy(pred, label):\n",
" # TODO: Implement the accuracy function. This function takes the\n",
" # pred tensor (the resulting tensor after sigmoid) and the label\n",
" # tensor (torch.LongTensor). Predicted value greater than 0.5 will\n",
" # be classified as label 1. Else it will be classified as label 0.\n",
" # The returned accuracy should be rounded to 4 decimal places.\n",
" # For example, accuracy 0.82956 will be rounded to 0.8296.\n",
"\n",
" accu = 0.0\n",
"\n",
" ############# Your code here ############\n",
" #########################################\n",
"\n",
" return accu\n",
"\n",
"def train(emb, loss_fn, sigmoid, train_label, train_edge):\n",
" # TODO: Train the embedding layer here. You can also change epochs and\n",
" # learning rate. In general, you need to implement:\n",
" # (1) Get the embeddings of the nodes in train_edge\n",
" # (2) Dot product the embeddings between each node pair\n",
" # (3) Feed the dot product result into sigmoid\n",
" # (4) Feed the sigmoid output into the loss_fn\n",
" # (5) Print both loss and accuracy of each epoch\n",
" # (6) Update the embeddings using the loss and optimizer\n",
" # (as a sanity check, the loss should decrease during training)\n",
"\n",
" epochs = 500\n",
" learning_rate = 0.1\n",
"\n",
" optimizer = SGD(emb.parameters(), lr=learning_rate, momentum=0.9)\n",
"\n",
" for i in range(epochs):\n",
"\n",
" ############# Your code here ############\n",
" #########################################\n",
"\n",
"loss_fn = nn.BCELoss()\n",
"sigmoid = nn.Sigmoid()\n",
"\n",
"print(pos_edge_index.shape)\n",
"\n",
"# Generate the positive and negative labels\n",
"pos_label = torch.ones(pos_edge_index.shape[1], )\n",
"neg_label = torch.zeros(neg_edge_index.shape[1], )\n",
"\n",
"# Concat positive and negative labels into one tensor\n",
"train_label = torch.cat([pos_label, neg_label], dim=0)\n",
"\n",
"# Concat positive and negative edges into one tensor\n",
"# Since the network is very small, we do not split the edges into val/test sets\n",
"train_edge = torch.cat([pos_edge_index, neg_edge_index], dim=1)\n",
"print(train_edge.shape)\n",
"\n",
"train(emb, loss_fn, sigmoid, train_label, train_edge)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "BtC4U7vGmr7p"
},
"source": [
"## Visualize the final node embeddings\n",
"Visualize your final embedding here!\n",
"You can visually compare the figure with the previous embedding figure.\n",
"After training, you should oberserve that the two classes are more evidently separated.\n",
"This is a great sanitity check for your implementation as well."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 522
},
"id": "U6JHd9bZmslI",
"outputId": "a346b40f-a015-4e6e-c117-301da1c06776"
},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize the final learned embedding\n",
"visualize_emb(emb)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "dtDssKyDm6-U"
},
"source": [
"# Implementing Graph Neural Networks (GNNs)\n",
"\n",
"After learning about PyG's data handling, it's time to implement our first Graph Neural Network!\n",
"\n",
"For this, we will use one of the most simple GNN operators, the **GCN layer** ([Kipf et al. (2017)](https://arxiv.org/abs/1609.02907)).\n",
"\n",
"PyG implements this layer via [`GCNConv`](https://pytorch-geometric.readthedocs.io/en/latest/modules/nn.html#torch_geometric.nn.conv.GCNConv), which can be executed by passing in the node feature representation `x` and the COO graph connectivity representation `edge_index`.\n",
"\n",
"### What is the output of a GNN?\n",
"\n",
"The goal of a GNN is to take an input graph $G = (\\mathbb{V}, \\mathbb{E})$ where each node $v_i \\in \\mathbb{V}$ has an input feature vector $X_i^{(0)}$. What we want to learn is a function $f \\to \\mathbb{V} \\times \\mathbb{R}^d$, a function that takes in a node and its feature vector, as well as the graph structure, and outputs an _embedding_, a vector that represents that node in a way that's useful to our downstream task. Once we've mapped nodes and their initial features to their learned embeddings, we can use those embeddings to do a variety of different tasks including node-level, edge-level, or graph-level regression/classification.\n",
"\n",
"In this colab, we want to learn embeddings that will be useful to classify each node into its community.\n",
"\n",
"With this, we are ready to create our first Graph Neural Network by defining our network architecture in a `torch.nn.Module` class:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "izyNjLHNm9-F",
"outputId": "14818fe3-2d54-4f93-866b-661aef6fb081"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GCN(\n",
" (conv1): GCNConv(34, 4)\n",
" (conv2): GCNConv(4, 4)\n",
" (conv3): GCNConv(4, 2)\n",
" (classifier): Linear(in_features=2, out_features=4, bias=True)\n",
")\n"
]
}
],
"source": [
"import torch\n",
"from torch.nn import Linear\n",
"from torch_geometric.nn import GCNConv\n",
"\n",
"class GCN(torch.nn.Module):\n",
" def __init__(self):\n",
" super().__init__()\n",
" torch.manual_seed(1234)\n",
" self.conv1 = GCNConv(dataset.num_features, 4)\n",
" self.conv2 = GCNConv(4, 4)\n",
" self.conv3 = GCNConv(4, 2)\n",
" self.classifier = Linear(2, dataset.num_classes)\n",
"\n",
" def forward(self, x, edge_index):\n",
" h = self.conv1(x, edge_index)\n",
" h = h.tanh()\n",
" h = self.conv2(h, edge_index)\n",
" h = h.tanh()\n",
" h = self.conv3(h, edge_index)\n",
" h = h.tanh() # Final GNN embedding space.\n",
"\n",
" # Apply a final (linear) classifier.\n",
" out = self.classifier(h)\n",
"\n",
" return out, h\n",
"\n",
"model = GCN()\n",
"print(model)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "7J6m6ZOOnBo9"
},
"source": [
"Here, we first initialize all of our building blocks in `__init__` and define the computation flow of our network in `forward`.\n",
"We first define and stack **three graph convolution layers**. Each layer corresponds to aggregating information from each node's 1-hop neighborhood (its direct neighbors), but when we compose the layers together, we are able to aggregate information from each node's 3-hop neighborhood (all nodes up to 3 \"hops\" away).\n",
"\n",
"In addition, the `GCNConv` layers reduce the node feature dimensionality to $2$, *i.e.*, $34 \\rightarrow 4 \\rightarrow 4 \\rightarrow 2$. Each `GCNConv` layer is enhanced by a [tanh](https://pytorch.org/docs/stable/generated/torch.nn.Tanh.html?highlight=tanh#torch.nn.Tanh) non-linearity.\n",
"\n",
"After that, we apply a single linear transformation ([`torch.nn.Linear`](https://pytorch.org/docs/stable/generated/torch.nn.Linear.html?highlight=linear#torch.nn.Linear)) that acts as a classifier to map our nodes to 1 out of the 4 classes/communities.\n",
"\n",
"We return both the output of the final classifier as well as the final node embeddings produced by our GNN.\n",
"We proceed to initialize our final model via `GCN()`, and printing our model produces a summary of all its used sub-modules."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 593
},
"id": "8Ko6o692nB-5",
"outputId": "00411935-f154-4f7a-dd0d-a799f6e3eb5b"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Embedding shape: [34, 2]\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"model = GCN()\n",
"\n",
"_, h = model(data.x, data.edge_index)\n",
"print(f'Embedding shape: {list(h.shape)}')\n",
"\n",
"visualize(h, color=data.y)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "uMqjQ4MGnDgw"
},
"source": [
"Remarkably, even before training the weights of our model, the model produces an embedding of nodes that closely resembles the community-structure of the graph.\n",
"Nodes of the same color (community) are already closely clustered together in the embedding space, although the weights of our model are initialized **completely at random** and we have not yet performed any training so far!\n",
"This leads to the conclusion that GNNs introduce a strong inductive bias, leading to similar embeddings for nodes that are close to each other in the input graph."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "MrqEVz6SoMec"
},
"source": [
"## Exercise"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "udjHCumMnGhU"
},
"source": [
"### Question 10: Training GCN on the Karate Club Network! What is the best performance you can receive? Please report both the best loss and accur on gradescope.\n",
"\n",
"But can we do better? Let's look at an example on how to train our network parameters based on the knowledge of the community assignments of 4 nodes in the graph (one for each community):\n",
"\n",
"Since everything in our model is differentiable and parameterized, we can add some labels, train the model and observe how the embeddings react.\n",
"Here, we make use of a semi-supervised or transductive learning procedure: We simply train against one node per class, but are allowed to make use of the complete input graph data.\n",
"\n",
"Training our model is very similar to any other PyTorch model.\n",
"In addition to defining our network architecture, we define a loss critertion (here, [`CrossEntropyLoss`](https://pytorch.org/docs/stable/generated/torch.nn.CrossEntropyLoss.html)) and initialize a stochastic gradient optimizer (here, [`Adam`](https://pytorch.org/docs/stable/optim.html?highlight=adam#torch.optim.Adam)).\n",
"After that, we perform multiple rounds of optimization, where each round consists of a forward and backward pass to compute the gradients of our model parameters w.r.t. to the loss derived from the forward pass.\n",
"If you are not new to PyTorch, this scheme should appear familar to you.\n",
"Otherwise, the PyTorch docs provide [a good introduction on how to train a neural network in PyTorch](https://pytorch.org/tutorials/beginner/blitz/cifar10_tutorial.html#define-a-loss-function-and-optimizer).\n",
"\n",
"Note that our semi-supervised learning scenario is achieved by the following line:\n",
"```\n",
"loss = criterion(out[data.train_mask], data.y[data.train_mask])\n",
"```\n",
"While we compute node embeddings for all of our nodes, we **only make use of the training nodes for computing the loss**.\n",
"Here, this is implemented by filtering the output of the classifier `out` and ground-truth labels `data.y` to only contain the nodes in the `train_mask`.\n",
"\n",
"Let us now start training and see how our node embeddings evolve over time (best experienced by explicitely running the code):"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 430
},
"id": "cTE624p3nNqo",
"outputId": "c8b18052-36d7-4f79-9c01-8955c99c3c19"
},
"outputs": [
{
"data": {
"application/javascript": "google.colab.output.setIframeHeight(0, true, {maxHeight: 430})",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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MoxHf5u1B/l6Ye2kywkPa4fBpV2mDgMBL0LK3iLb+aozW+e8Pkdmg8K6Y7USYUVA/EeGf+45GXAt+N6hK5U4g65Zmzrr9+/68Z4Ci91q7MqI2p4g0HSlKSkoQFBSEs2fPIjDQtfVgTp4uxYfftHypAY0C3DgrFT7e9RPIrTi6E99m7WveuVAQ4uWLv6ZegFAvv0aPzS+qxO4DZ7DncAHqjNajmbrHBGJQUiR6xAZ1rH4x5zKWACeuBGqz0Pyh2FpA3wXo9k59GCJy0U9njuOdwz+jylgLBbZTNmmgwARBiMEXC5Mz0DMw3BNlth1TJXB0EmAqhXOzbgOAAnR/r1Mv7Erq0dzs0eZB5rMNR3D4RFGLRwcpANIHx2LYgC6WbZtzj+LDoztQXlfT6C+6AaExWJAwAv5672Y/Xk2tEcUl1aiurYNOq0GAnwH+vp1oWvnaXODUjUDtCTT9S1ML6OOAuJfrwwyRm9QY6/BzXibWZx/EyfIiq33JwdE4LyYBA0JjOseK12c/BnIfauHJWiBwChD9dzcWRNQ62m2QeWH5TtTUuraCdbcuAZhxofVfFHUmI3YWnML6rAM4VlpgGbbppzMgPboXxkT3RoRPgEuP22kZS+s7Dp5dAZjKAau4+Pv/K75A0DQgbCGg5SrO1HrKaqtRXlcNraKBn86r/S3v0doyZwPVh+D81ZjfKQag5xr+nFK719zs0aY9VEXE5RADAJXVtjN26jRaDI3ojqER3esfx2SETqOBtjP8hdbatAFAxB1A2J+B0m+Asg2AseD3faGA/3lAwERA0wH7ClG746/3apWZvlWh5nj9EGtXSA1Qtp6d8anDaPOhNhpFsUx611JaTePhRFEUeGk72Cii9kDjAwRNrf8iorZXl+eGRrRuaoeofWjTyxWKorg8TFlRAH/fTnYpmYgIqL+a4jLFTe0QtQ9tft+lb68wh8Oam0MESIp3fuI6IiLV07ijX4up/nYxUQfR5vdfUhIi8PNvp1t8vo+XruMszEhE5Ayv3vXLD0ilC42YAJ/BbiuJ2jFTJVC6+velK8rruwfoY4GAiwFdx7kg0OZBJijAC/GxQTiefbZFQ7AHJkc22UeGiKhD0vgAQZcDxe+j+XM7WTVQP4eMdz93V0btSW0OULwcOLvy95GmOtSPNFUAGIG8Z+sHaIRcBXgne7ZWN/BIIpgwqjt8vfVO3WJSFCA20h9D+0c3fTARUUcVPAstCzEAYAKC57izGmpvKncCmTOBouW/hxgAqEP9e6YOliUsSr8BTswDzn7isVLdxSNBxt/XgFmTEhHga2h2mImN9MfU83tDp+XVGCLqxAw9gKDZcH5RVy3g1Q8ImNQKRVG7ULWnfgJTUwWat3SFCch9sH6xURXzWCoICfTGvEuTMSg5CnpdfRkNfyzNAcffV4+MwbGYPiEBXgYOqSYiQuRiwH+8EydoAH1XIPZ5QNOJZibvTEzVQNatgNTB6ckSTz9YP0eRSnk0Gfh46zFuaFekD4rBgWNFOJ51FpXVddBoFPh665HQIwTxHX09IyIiZyk6oMuTQP5zQNHbqL9dYO/DSwvACPhlANGPcjbfjqxsNWAsbPn5xR8AkXe5r5421OZLFBARkRvVFQIlnwDF7wJ1Z/7YrvjWdwwOnll/O4o6tsx5QPU+tHzpCh+g17p2NUN7u1yigIiI3EwXCoReA4QsAExl9atia3wBTQCgaD1dHbWFmkygeo9rbUhl/fIzgRe5paS2xCBDRNQRKEr9RHec7K7zqWv53Gx/0LqpnbbHIUBERERqZqp2QyMKIO5op+0xyBAREamZW67CGetvR6oQgwwREZGaGXoDiqvD6gXwTnFLOW2NQYaIiEjNtAFA4KWoH27f0jbC6ke6qRCDDBERkdoFubJ0BernoDkxHTh5LVC6Bi1aDNFDGGSIiIjUzjsJCLgIzi9dYfZ7cKncBeT8FTh9H2CqcVNxrYtBhoiIqCOIehjwGYKWhxnAMqFe6VfA6XsAaeEEe22IQYaIiKgj0BiA2BeBwMmoDzOufMQLULYWKHrLTcW1HgYZIiKijkJjAKIfBuI/B0LmAxp/19or+t/vC1G2XwwyREREHY0+Foj4CxB2s2vtGAuA8u/dU1MrYZAhIiLqqEo+gWt9ZjTA2Y/dVEzrYJAhIiLqqGpzYBmR1CImoDbLXdW0CgYZIiKijsod6yeZKl1voxUxyBAREXVUGj/X22jnK6ozyBAREXVU3ilwaekCaAHvVHdV0yoYZIiIiDqq4NlwaekCGIHgWe6qplUwyBAREXVUvsMAfRxaNnJJA3gPBLx6u7ko92KQISIi6qgUDRB+O1o8cin8FreW0xoYZIiIiDqygPOBiDudOEGp/4r+B+A7pLWqchsGGSIioo4u5Kr6RSUVAyxBxcbv2xRfIOZZIPDSNiyw5XSeLoCIiIjaQNAUwH88UPI5ULwcqD1pvd/QGwiZCwRMAjQ+nqmxBRhkiIiIOgttABAyBwi+on7GXlMxAA2gDQZ0XQDFleUMPINBhoiIqLNRFMAQByDO05W4jH1kiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItXSeLqClyipqkJ1XjurqOmi1Gvj76hEb5Q+thtmMiIios1BVkBERnDxdil37z+DIiWLIOft9vXVITYrEgD7h8Pc1eKRGIiIiajuqCTK1dSZ8+f0RHDl5FooCmxADABVVddiyOxtbf8nBxWN6IqF7SJvXSURERG1HFfdh6owmrFx9EEdPnQUAiL0U8zsRwGQSfL7hCPYdLWijComIiMgTVBFk1m05gawzZY0GGHu+3ngMp/PLW6coIiIi8rh2H2RKy2uw53B+i8//+bfTbqyGiIiI2pN2H2R+PZQHKC07VwQ4fKIIZRU17i2KiIiI2oV2HWREBLv35zl9S+lcew6zrwwREVFH1K6DTE2tEZXVdS63U3i2yg3VEBERUXvTzoOMyeU2ROoDEREREXU87TrIGPSul6cogEGvdUM1RERE1N608yCjhY+X63P2hQZ5uaEaIiIiam/adZBRFAWpSRFQWjhqyaxf73D3FERERETtSrsOMgAwoE+E/fUImkFRgN7dQrjuEhERUQfV7oNMgJ8B/XqHt3QqGQztH+3WeoiIiKj9aPdBBgDGj+iGLpH+Tt9impgej+hwv9YpioiIiDxOFUFGp9Vg+oQ+6BkXBACNBhpFATQaBZeO7Ym+vcLaqEIiIiLyBNeHBLURvU6Lyef1xsnTpdi1/wyOnCi26Trj463DwMRI9O8TjgA/9oshIiLq6FQTZID6UUzdugSiW5dAlJbXICevDFU1Rui0Cvx89IiLDoBWo4qLTEREROQGqgoyDQX4GRDgF+rpMoiIiMiDePmCiIiIVEu1V2Rag9FoQlllLWpqjNDrNPDz1UOv4/IGRERE7RWDDIDikirsPpiHXw/mWy0wqdUoSO4ZhoFJkYgM8/VghURERGRPpw4ydUYTVm/KxL6jBVCU+pWyGzKaBHuO5OO3w/noFh2AS8b1csvaT0REROQenbaPTG2dCSu+PYj9RwsA2IYYM/P2k7mlePeLfSivrG2jComIiKgpnTLIiAi+3ngU2WfKmr2Mkwhwtqwaq9YeQp3R1Kr1ERERUfN0yiBzOr8chzJtJ9RrighwpqACB48XtUpdRERE5JxOGWR27T/j9LpNZooC7Nyf696CiIiIqEU6XZCprKrDgeNFDvvENEUEyM2vwJnCCvcWRkRERE7rdEEmr6gCJlMLU0wDOXllbqiGiIiIXNHpgkx1jbHpg5qgKO5ph4iIiFzT6YKMVtvCzjENCaDTdrqXjoiIqN3pdJ/GAX4Gl9sQAP5uaIeIiIhc0+mCTHiwD8KCvV1qw6DXomdckJsqIiIiopbqdEFGURQMSo5y4XwgJSGct5aIiIjagU75aZwcHwpvL22L5pJRoCAlMdL9RREREZHTOmWQ0eu1mDq+DxRFcTrMXDQmHsEBXq1TGBERETmlUwYZAIiJ9Mf0CQnQaTVNhhlFqf+6aHQ8EnuEtk2BRERE1CSdpwvwpK7RAbh6cj/s2JeL3w7lo7bOBI1GgYhAURSYTAKNRkFSfCjS+kYhItTX0yUTERFRA506yABAUIAXzhvWDRmDYnHgeBHyiypQXWuEXqdFcKAXkuPD4OPd6V8mIiKidomf0L/T67Xo3yfc02UQERGREzptHxkiIiJSPwYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItnacLcEVldR1Ky2tQW2eEQa9FkL8XDHqtp8siIiKiNqK6ICMiOJVbhl37z+DwiSKI/LFPp1XQr3c4UhIjEBHi67kiiYiIqE2oKsiUVdTgk3WHkVtQAUWBVYgBgDqj4JeDedh9IA+9uwXjotHx0Ot4hYaIiKijUk0fmZKyaiz/Yh/OFFYAsA0xZubtR04W44OvD6C21thGFRIREVFbU0WQqa0zYuWaQyivrHUYYM4lApwprMDn3x+FNPckIiIiUhVVBJl9RwtReLaq2SHGTAQ4duoscvLLW6cwIiIi8qh2H2REBDv35bb4fEUBdu8/48aKiIiIqL1o90EmJ78cBcVVLT5fBDhwrBCVVbVurIqIiIjag3YfZHLzK1xuwyRAfnGlG6ohIiKi9qTdB5nqmjpoFHe0w9FLREREHU27DzJ6nQbuGHOk17X7p0pEREROavef7gH+Xk6PVrLbjp+X640QERFRu9Lug0zPuCB4ubB+kqIA0eG+CA3ydmNVRERE1B60+yCj02owIDECSgv7yYgAA5Oi3FsUERERtQvtPsgAQGpiBDQtSDKKAvj56JDQI6QVqiIiIiJPU0WQCfL3wiVjezp1jqIAWo0G0y5IgE6riqdJRERETlLNJ3zvbiG4bFwvaDRKk7eZFAXwMugwa1IiIkJ926ZAIiIianM6TxfgjD7dQ3D15H7YuS8Xew4XoM5ogsY8yYwITAL4eOmQkhiBgUmR8PPRe7ZgIiIialWqCjIAEBrkjfNHdMfotDgcPF6E4tIq1NaZYNBrERHig15dg6HlrSQiIqJOQXVBxsyg16J/n3BPl0FEREQexEsXREREpFoMMkRERKRaDDJERESkWgwyREREpFoMMkRERKRaDDJERESkWgwyREREpFoMMkRERKRaDDJERESkWgwyREREpFoeXaJARHDydCn2HC6wrJnkbdAhOsIPKQkRCA7w8mR5RERE1M55JMiICH47lI+ffzuN4tJqKAog8sf+rDOl2PbbaXSPCcSogTHoEuHviTKJiIionWvzIGMyCdZsycRvh/It2xqGmIb/PpFTgpOnS3Hx6Hgk9AhtwyqJiIhIDdq0j4yIYMNPJ6xCTOPH1wefL747iuNZZ1u5OiIiIlKbNg0ymdkl2HUgz+nzBMDn3x1FbZ3R/UURERGRarVpkNmxLxeK0rJza2qNOHCsyL0FERERkaq1WZA5W1aN41klNv1hnLFjXy7ElQaIiIioQ2mzIHM4swgtvBhjkV9UiZKyGrfUQ0REROrXZkGmoqoOisbVKANUVNW6oRoiIiLqCNosyJhM7rklZOKtJSIiIvpdmwUZH2+dW/q3eBs8OhkxERERtSNtFmS6xwS61NEXAPx99QgJ9HZPQURERKR6bRZkosL8EBnq2+IOvwqAgUmR0Lihnw0RERF1DG06j8yg5Ei09KKMoijo3zvcrfUQERGRurVpkEnqGYqu0QEtmhRvzJA4+Pro3V8UERERqVabBhmtRoPJ5/VCVJivU2Fm+IAuGNw3qvUKIyIiIlVq0yADAF4GHWZOTEL/PuHQaBS7fWbMIcfHW4cJo7ojfXBsm9ZIRERE6uCRscx6nQYTRvZAxqBY/Ha4AL8ezENpeQ2MJoFep0FUmC8GJkehV9cgaDVtnrWIiIhIJTw6KYuPtx5D+0djaP9oAICIQGnpqpJERETU6bSryx0MMUREROSMdhVkiIiIiJzBIENERESqxSBDREREqsUgQ0RERKrFIENERESq5dHh1/bkFVZg14EzOHKiGNU1RigK4O2lQ2KPUKQkRnD1ayIiIrJoN0Emr7ACazZnIie/HIoCSIPVJcsqarFjXy62781Fty6BmDCqO4L8vTxXLBEREbUL7eLW0omcErz75X6cLigHYB1izMzbTp4uwTuf70NeYUUbVkhERETtkceDTF5hBT5eexh1RpPdAHMuEaC6pg4frT6IkrLq1i+QiIiI2i2PB5m1WzJhNJmcOkcEqKquww/bs1qpKiIiIlIDjwaZvKIKZOeVN+tKzLlEgIOZhaiorHV/YURERKQKHg0yvxzIg0vLKwnw2+F8t9VDRERE6uLRIHPkZHGLrsaYye9tEBERUefk0SBTVWN0uY3K6jo3VEJERERq5NEg48pdpT/acEcrREREpEYeDTI+3q7Px+fn027m9CMiIqI25tEgkxQf6lpnXwCJPULdUwwRERGpjkeDTEpChEudfXVaBcm9wtxXEBEREamKR4NMoL8X4uOCWnRVRlGAfr3DYdBr3V8YERERqYLHZ/a9YER3+HjpnAozigKEBHojY3Bs6xVGRERE7Z7Hg0yAnwEzJybC11vfrDCjKEBwgDemT0iAl4EdfYmIiDozjwcZAAgL9sG8S5PRt2cYNBrHaUav0yA1MRJzLklCgJ+hDSskIiKi9qjdXNLw9zVgYkY8xgztir2H83HkZDEqquqgURT4+uiQ0CMUSfGh7BNDREREFu0myJj5eOmQ1i8aaf2iPV0KERERtXPt4tYSERERUUswyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWrpPF1Ae1NbZ8LhE0UoKqlCbZ0JBr0WYcE+6NU1CFoNcx8REVF7wiDzu7Nl1di1/wx+PZiPmlojNIoCKABEYBLAx0uH1KQIpCREwN/X4OlyiYiICAwyAIDjWWfx6fojMJpMEKnfZhIB5I9jKqvrsPWXHOzcdwbTLuiDLhH+nimWiIiILDr9vZLM7BKsWnsIdcY/QowjIkBNrREffnMAuQXlbVMgEREROdSpg0x5ZS0+XX+4yQDTkAhgNAlWrj6E2lpj6xVHRERETerUQea3Q3moqzM5fZ5I/a2m/ccKW6EqIiIiaq5OG2RMJsGu/Xlw4mKMjZ37ciHOXM4hIiIit+q0QeZETgnKK2tdaiO/uAp5RZVuqoiIiIic1WmDTElZjZvaqXZLO0REROS8ThtkauuMUBR3tON8HxsiIiJyj04bZAwGrVOjlRzxMmhdb4SIiIhapNMGmegwP7e0ExHi65Z2iIiIyHmdNshEhPoiKtzX5dtLG346gZOnSzh6iYiIyAM6bZABgEFJUS7fXjp8shgffnMQb3y8B3mFFe4pjIiIiJqlUweZhB4hCA/2dumqjDkIFZdW4d0v9yMrt9Q9xREREVGTOnWQ0Wk1mDYhAf4+epdvMdUvXWDCqrWHUHS2yj0FEhERUaM6dZABAH9fA+Ze2heRYfWddl29OlNbZ8KmXVluqo6IiIga0+mDDAD4+egx9+JkzJqYiN7dQuDKxRkR4GBmkcuzBhMREVHTGGR+pygK4qIDcNm4XujWJcC1xgT47VC+ewojIiIihxhk7MjOK3fpfAFw8nSJe4ohIiIihxhkziEibll2oKra6IZqiIiIqDEMMnZo3LAIk1brhoWciIiIqFEMMudQFAW+PjoX2wACfA1uqoiIiIgcYZCxo2+vMJeHYSf3DHNfQURERGQXg4wdKQkRLi1d4OejR3xckPsKIiIiIrsYZOwI9PdC727BLb4qM7hvJDQa9pEhIiJqbQwyDkwY2R0BfganwoyiAD1iA5HWN7r1CiMiIiILBhkHfLz1mDUxEcEBzV9UskdMEC4b24tXY4iIiNqIa8NzOrhAfy/MvSQJ2/fmYvf+PFRW10GjAKbf+8+Y/z8k0BuDkyMxICGCIYaIiKgNMcg0wcugw6iBsRie0gVHThTjeHYJqqrroFEU+HjrkNgjFLFR/lDcMPcMEREROYdBppm0Gg0SeoQioUeop0shIiKi37GPDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakW55Fxk4qqWuw5nI8zhZWoqamDXqdFYIAX+vcOR2iQt6fLIyIi6pAYZFyUX1SJn37NwcHjhTAJoAD4fQUDKAqw7bfTiIvyx9ABXRAfG+TJUomIiDocBhkXHD1VjM82HIHJJJDf04s02G/elnWmDKfWHEL6oFgMGxDN5QyIiIjchH1kWujk6VJ8uu4wjMY/Qowj5v0/7szC9r25rV8cERFRJ8Eg0wK1tUZ8uv4wmsgvdn2/7RRyC8rdXhMREVFnxCDTAvuPFaK6xtjklRh7FAXYue+M+4siIiLqhBhknCQi2Lmv5beHROqDUGVVnRurIiIi6pwYZJxUVFKF/OIql9owmQSHTxa5qSIiIqLOi0HGSWUVtS63oVGAcje0Q0RE1NkxyDjJZGpJF99zKTC6pR0iIqLOjUHGSd5erk+9IyLwNmjdUA0REVHnxiDjpLBgHxj0rr1sAiAuOsA9BREREXViDDJO0us0GNAnAi2dnFdRgKgwX0SF+bm3MCIiok6IQaYFUhIjWjSHDFA//HpQcpR7CyIiIuqkGGRaICTQG2l9nQ8jigLERPghsUdIK1RFRETU+TDItNCYIXFIig9t9vGKAoQFeWPK+X2g1fJlJyIicgeuft1CiqLgotHxCA70ws+/nnY4nFpR6m8n9ekWggvTe8Cg52glIiIid2GQcYGiKBg1MBaD+0Zh75EC7Np3BsWl1Zb9XgYtUhIikJIYgSB/Lw9WSkRE1DExyLiBt0GHwclRGJwchTqjCdU1Rhh0Guh0GigtHd5ERERETWKQcTOdVgOdD/vAEBERtQV+4hIREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFq6TxdABFRcxWercSJnFJUVddBo1Hg661Hr67B8PHmrzKizoo//UTUrplMgsMni7FrXy5O5ZYBADQKIABEAI1GQVJ8KAYmRSI63M+zxRJRm2OQIaJ2q6bWiM83HMHx7BIoyh/bTdLg/02CfUcLsPdIAUYNjMHwlC5QGh5MRB0agwwRtUt1RhNWrD6I0/nlAOqvvjhi3rdpVzaMRkH64Ng2qJCI2gN29iWidmn9TydwOq+80QBjz9Zfc3Aos6h1iiKidodBhojanYrKWuw5lA8nMwwAQAHw06857i6JiNopBhkiand+O5zv9JUYMwGQW1CB3IJyt9ZERO0TgwwRtTu/HMhr0dUYM0UBfjuU77Z6iKj9YpAhonZFRFBSXuNiG0BxabWbKiKi9oxBhojalTqjK9di/lBTa3RLO0TUvjHIEFG7otMqcMc0MN4Gzi5B1BkwyBBRu6IoCsKDfVxsA4gIda0NIlIHBhkiancGJkW6dL4IMCAhwk3VEFF7xiBDRO1OUs9Q6HUt+/WkKEB8bBCC/L3cXBURtUcMMkTU7uh1WgxP6dLi84entvxcIlIXBhkiapeG9o9G/95hTp83KSMeMRH+rVAREbVHDDJE1C4pioIJo3pgaP/o3//d+PE6rQZTzuuN5J7Ohx8iUi+OTySidktRFIxOi8OAPuHYfTAPvx7Mt5kfJijAC4OSI9GvVxi8OOSaqNPhTz0RtXvBgd4YO6QrRg2MRV5hBapq6qBRFPj66BER4gPFHRPPEJEqMcgQkWrodRrERLL/CxH9gX1kiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1GGSIiIhItRhkiIiISLUYZIiIiEi1dJ4uwB1EBIVnq1BZVQeBwNtLh7AgH2g0iqdLIyIiolak6iBTVVOHvUcKsHPfGZwtrbba5++rx8CkSPTvEw5fb72HKiQiIqLWpNogc+BYIb758RjqjGJ3f1lFLX7ckYVNO7Nx3rCuSE2KbOMKiYiIqLWpMsj8cjAPazZnNnmcoP6209qtJ1BVU4fhKTGtXxwRERG1GdV19s3MPtusEHOuH3dmY//RglaoiIiIiDxFdUFm486sFp/7w44siNi/FUVERETqo6ogc6agArn5FS0+v7S8BpnZJW6siIiIiDxJVUFm94EzUFwYUa0owK79Z9xXEBEREXmUqoLM6fxyuHJnSKS+DSIiIuoYVDVqqbrG6HIbtXUmN1RCRESkDiKC/Px8HDp0COXl5TCZTNBoNPDx8UGvXr0QHR0NxZXbHR6mqiCj07l+AUmrVe83i4iIqLlEBMeOHcOhQ4dQW1trs7+6uhrbt2+HVqtFz549kZCQoMpAo6pbSyGBXi71kQGAIH8v9xRDRETUTplMJmzbtg179+61G2IaMhqNOHToEDZt2gSj0fU7H21NVUGmf58Il/rIAEBKQoR7iiEiImqHRAQ7d+5Ebm6uU+cVFRVhy5YtMJnU1QVDVUEmPjYIfj4tXzdJr9MgKT7UjRURERG1Lzk5OcjJyWnRuUVFRTh27JibK2pdqgoyGo2Cof2jW3z+wKRI6PVaN1ZERETUvhw6dMil848cOdLo5LFGoxGVlZWorq5uF1dvVNXZFwAGJUfidH459h8rbPY5CoBuMYEYNYhrLRERUcdVUlKC0tJSl9qoqalBXl4eIiP/WGzZaDQiJycHx44dw9mzZy3bFUVBly5d0KNHD4SEhHiks7DqgoyiKJiUEQ+dToPfDuVDUeCw34x5X69uwbhodE9oNaq6AEVEROSUrKyWL+PT0KlTpyxB5tSpU/jtt99QV1dnc5yIICcnB9nZ2QgICEBaWhr8/f3dUkNzqS7IAPW3mCaM7I4+3UOwc18ujmfVLzugURRAAcQkEACxkf4YlByF3t2CVTmkjIiIyBlVVVVuaaeion45oCNHjmDfvn2NHmu+DVVWVoaNGzdixIgRCA4OdksdzaHKIAPUX5mJjw1CfGwQzpZV48iJYlRW1wECeHtpER8XhNAgH0+XSURE1GbctTCyyWRCVlZWkyHm3Meuq6vD1q1bMXr0aPj6+rqllqaoNsg0FOTvhcF9ozxdBhERkUcZDAa3tbNnz54WnVtXV4fDhw8jJSXFLbU0hZ1GiIiIOojw8HC3tKPT6VBTU9Oic0UEp06danIiPndhkCEiIuogIiMjodO5frPl9OnTLp1vMplw6tQpl+toDgYZIiKiDkKj0aBnz56eLgMAUFjY/GlSXMEgQ0RE1IHEx8fDy8vz6wq29NaUsxhkiIiIOhC9Xo/09HTo9S1f0scdtNq2mUmfQYaIiKiD8fX1xbhx4xAYGNis4729vd36+IqitNlVIQYZIiKiDsjLywtjxozBmDFjEBVlf4qS0NBQjBw5El26dHHrY4sI4uLi3NqmIx1iHhkiIiKyLzAwEEOHDgVQv2ZSVVUV9Ho99Hq9Zdb7AwcOuPUx/fz8EBoa6tY2HWGQISIi6iS0Wi38/PxsthuNRrc+Ts+ePdtsaSDeWiIiIurk3DH3jFmXLl3QrVs3t7XXFAYZIiKiTi4gIMAt7URGRmLgwIFtulAzgwwREVEnl5iY6HIbOp0OQ4cObbNh12YMMkRERJ2cXq9HcHCwS20kJSW16ZUYMwYZIiIiQr9+/Vp8rlarbdN+MQ0xyBARERFCQkKQnJzs9HmKomD06NHQaDwTKRhkiIiICADQq1cvp67MaDQajB49Gv7+/q1YVeM4jwwRERFZxMfHIyIiAnv37kVeXh5ExOYYnU6Hbt26ISEhwa1Dt1uCQYaIiIis+Pv7Y9iwYTAajcjMzERpaSmMRiP0ej0iIyMdLnngCQwyREREZJdWq0XPnj09XUaj2EeGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVKtZq1+LCACgpKSkVYshIiIiAv7IHOYM4kizgkxpaSkAoGvXri6WRURERNR8paWlCAoKcrhfkaaiDgCTyYTs7GwEBARAURS3FkhERER0LhFBaWkpYmJioNE47gnTrCBDRERE1B6xsy8RERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMuUWPHj2gKEqTX2+88YanS3WKue628sYbbzTrdXTUg99kMmHp0qUYPnw4AgICEBAQgOHDh2PZsmVNzsXgrAULFkBRFCxYsMCt7apJTU0NnnjiCaSmpsLPzw8hISEYN24cPvrooxa198477+Dqq69GamoqIiMjodfrERQUhGHDhuHxxx9HWVmZ3fNOnjyJpUuXYuHChUhLS4OXlxcURcH111/f5GOWl5fj8ccfx5AhQxAYGAi9Xo/o6Ghceuml+PTTTx2eV1dXh//+97/IyMhASEgI9Ho9wsPDcf755+PNN9+EyWRq0WtA5KxmzSND1Fzp6eno3bu3w/2N7aP612f+/PkO969btw4nT57EeeedZ7PPaDRi1qxZWLlyJXx9fXH++ecDANasWYMbb7wRa9aswXvvvdfoMEZqvoqKCkyYMAGbNm1CcHAwJk2ahLKyMqxbtw7fffcd7rzzTjz99NNOtfnSSy9h06ZNSE5OxuDBgxEaGorc3Fxs3rwZP//8M1577TV89913iImJsTpvxYoVuP32251+DgUFBRgzZgz27t0Lf39/jBo1CsHBwTh8+DC++OILfPHFF1i0aBH+85//WJ1XXV2NCy+8EN9//z0MBgMyMjIQERGBkydPYv369Vi3bh0+/vhjrFy5klN2UOsTIjfo3r27AJDXX3/d06W4FQBpLz8mlZWVEhISIgDknXfesdn/7LPPCgCJjY2Vo0ePWrYfPXpUYmJiBIA8//zzbqtn/vz5AkDmz5/vtjbV5C9/+YsAkAEDBkheXp5l+7Zt28Tf318AyGeffeZUm1u2bJGCggKb7fn5+ZKRkSEA5IorrrDZ//HHH8utt94qr7/+uuzevVvuu+8+ASDXXXddo4+3aNEiASBpaWk2j/vFF1+ITqcTALJ582arfUuWLBEA0r17d8nMzLTa9/PPP0tAQIAAkHfffbe5T52oxdrHb2hSPQaZ1rd8+XIBIMHBwVJZWWm1z2g0SnR0tACQt99+2+bc//3vfwJAYmJixGg0uqWezhxkCgsLxWAwCADZuHGjzf5HHnlEAMiIESPc9pjff/+9AJDQ0NAmj33wwQebFWT69+8vAOSDDz6wu3/ChAkCQJYsWWK1/dJLLxUA8uSTT9o974YbbhAAsmjRoiZrJXIVrzGTRzXsg/LKK68gLS0Nfn5+CA4OxsUXX4wtW7Y4PLewsBD33nsv+vXrB19fXwQEBCAtLQ1PPvkkKisrHZ6XlZWFxYsXY8CAAQgICICfnx8SEhKwYMECbNq0yeF5K1asQEZGBgIDA+Hn54f09HR8+eWXLX/yTnrttdcAAPPmzYO3t7fVvs2bN+P06dPw8vLC9OnTbc6dPn06DAYDsrOzsXXr1jap156Kigr861//wuDBgxEQEABfX1/069cP999/P4qKiuyes337dsyePRtxcXEwGAwIDAxEz549MX36dHzyySdWx5pMJixbtgzp6ekIDg6GXq9HZGQkUlNTceutt+L48eNueR5ffvklampq0K1bN6Snp9vsnzt3LgBgy5YtyM7Odstj6nT1PQG8vLzc0h4Am/eRI+Hh4W45j6hVeDpJUcfQ0isy+P2Kx+233y6KokhGRobMmTPH8peiTqeTlStX2px35MgRy2NGRETI9OnTZfLkyZZL2oMHD5bCwkKb89asWSPBwcECQCIjI2XKlCkyc+ZMGTp0qOj1epurC+b6/v73v4uiKJKeni6zZ8+W1NRUASCKotitb/369W69mpOZmSkajUYAyI4dO2z2P//885bn7cigQYMEgLz44otuqcnZKzIFBQUycOBAASCBgYEyefJkmT59uoSHhwsAiY+Pl2PHjlmds2bNGtHr9QJAUlNTZcaMGXL55ZfLsGHDxMvLS6ZMmWJ1/DXXXCMAxNvbWy644AKZM2eOTJw4Ufr06SMAZNWqVVbHt/T7dOeddwoAmTZtmsNjQkNDBYB88cUXTrVtT0lJiVx44YUCQG688cYmj2/uFZkHHnigyVtL0dHRUlxcbLXv1VdfdXhradu2bRIQECA+Pj4230+i1sAgQ27hapDx8fGRtWvXWu178sknBYAEBQVJbm6u1b7hw4cLAJk8ebKUlZVZtp85c0YGDx4sAGTu3LlW55w4cUKCgoIEgNx9991SXV1ttT83N1d++OEHu/UFBwfLli1brPaZPywSEhJsnpe7g8xDDz0kAGTQoEF2999xxx0CQKZOneqwjcmTJwsA+etf/+qWmpwNMrNnzxYAMnz4cMnPz7dsLy0tlYsuukgAyKhRo6zOOe+88xzeLisuLrbqu5GZmSkAJC4uTnJycmyO37t3r82Hbku/T9OmTRMActtttzk8JiUlRQDICy+84FTbIiLffPONzJ8/X6666iq58MILLQF90qRJNqHCnuYGmbKyMpk4caIAEH9/f5k4caLMnj1b0tLSBICkp6fL/v37bc4zGo1y9dVXCwAxGAwyfvx4ueKKKyQ9PV0URZGUlBTZtGmT08+bqCUYZMgtzEGmqa+ioiKr88zbHX0gDBkyRADIY489Ztn2ww8/CADx9fWV06dP25yzbds2ASAajUZOnjxp2X7bbbcJALnsssua/bzM9T333HM2+6qqqizB6MSJE1b7tm7dKomJiZKYmNjsx3LEZDJJjx49Gv1QNPdJmDdvnsN25s6dKwBk4cKFLtck4lyQMV9RUhRFdu/ebbP/1KlT4u3tLQDkxx9/tGzv27evALB7de1cP/30kyXcNldLv0/mviP33Xefw2NGjRolAOSf//ynU22L/NFxu+HX3Llz7b7f7WlukBERqampkb/+9a+iKIrV44WFhcmDDz4opaWlds8zmUzy9NNPW66Ymb98fX3ljjvusPnjg6i1sI8MuVV6ejrmz5/v8MtgMNg9z9GQ46uvvhoAsGHDBss28/9PmjQJUVFRNuekpaUhNTUVJpMJ3333nWX7119/DQBYuHCh08/rsssus9nm5eWFnj17Aqjvd9PQsGHDsH//fuzfv9/pxzrX2rVrcfz4cXh7e1v6XqjN999/D5PJhEGDBiElJcVmf2xsLCZOnAgAWL9+vWX7sGHDANT3C9q4cSPq6uocPkZSUhICAgLw5Zdf4rHHHsOxY8earMud3yd3uu222yAiqKmpweHDh/HMM8/gq6++Qt++ffH999+77XFycnKQnp6O559/Ho8++iiOHj2KsrIy/PTTT0hLS8PDDz+MjIwMlJaWWp1XUlKCSy+9FIsXL8Ytt9yCgwcPory8HL/++iumTp2KJUuWYNiwYTh58qTbaiVyhPPIkFtdf/31LZogLT4+vtHtp06dsmwzhwZH5wBAr169sHv3bquAkZmZCaD+A89Z3bp1s7s9MDAQAFBVVeV0m81l7uR7+eWXIyQkxO4xAQEBAOonN3PEPJmauea21NzvWcNjAeDxxx/HL7/8gq+++gpfffUVfHx8MHjwYIwbNw7z5s1DcnKy5diAgAC8/vrruOaaa3D//ffj/vvvR5cuXTBixAhMmjQJc+fOhb+/v1ueT1u93nq9Hr169cIdd9yB9PR0jBw5EldeeSUOHDgAHx+fFrdrNn/+fPz888948sknsXjxYsv2oUOH4vPPP0daWhp2796Np59+Gg8//LBl/5133okvv/wSN910E5YsWWLZ3r9/f7zzzjsoKCjAN998g/vvvx9vvvmmy3USNYZXZEgVxM2z0jrLU5PIFRcXY9WqVQCA6667zuFxPXr0AACcOHHC4THmv47Nx6pBdHQ0tm3bhvXr1+O+++7D8OHDsWPHDjz22GPo168fnnjiCavjp0+fjpMnT+Ktt97CDTfcgJCQEKxatQo33ngjevfujV9//dUtdTXn9TaHb3e93sOHD0ffvn1x8uRJbNu2zeX2srKysHr1agDAnDlzbPbr9XrMmDEDQP2kimZGoxH/+9//HJ4H/DFqq+F5RK2FQYbaBUe3AczDZePi4izbYmNjAQBHjx512J55n/lY4I+rKu3tNkJjli9fjqqqKsTHx2P8+PEOjxs8eDAAYM+ePXavDlVWVmLPnj1Wx7alln7PgPoh+uPGjcOjjz6K9evXo7CwEC+99BIURcG9996LI0eOWB0fFBSEq666CsuWLcOePXtw4sQJTJkyBbm5ubjlllvc8nzMr6GjQHH06FEUFhYCAAYNGuSWxwQAPz8/AMCZM2dcbqthCHN01SgoKAgALM/F/NjV1dVOn0fUWhhkqF0w/4XnaPu4ceMs28z///XXXyM3N9fmnJ07d2LXrl3QaDQYM2aMZfukSZMA1M9XoxavvvoqAOCaa65pdKr3kSNHIjo6GtXV1VixYoXN/hUrVqCmpgYxMTEYPnx4q9XryJgxY6DRaLBr1y7s3r3bZn9OTo6lD5O95Rca8vb2xp/+9CekpKTAZDLhl19+afT4rl27Wm6L7Nq1q2VP4BwXX3wxDAYDTpw4gR9//NFm//LlywEAI0aMsFlOoKXy8/Mtr11CQoLL7TUMjI7mFjLP49TwlmBYWJhlLhtnziNqNZ7ubUwdgzuGX69fv95qn3ka9ICAAJvhtObh11OmTJHy8nLL9ry8PBk6dKjd4deZmZmWYaz33Xef1NTUWO1vbPi1I2PHjhUANrW7Y9TS7t27LaOvzh0VZU9jSxTExsYKYH+JgpYOQXbX8OuysjLLTLHnDr9+6qmnbIZMi4js27dP/Pz8BIBs375dRER27Ngh7733nlRUVNgcb55pd8CAAVbbXfk+mZcoSElJsXo+27dvb3SJgrvvvlsSExPl7rvvttq+Z88eefvtt21mbRYROXDggIwbN06A5s0W3NxRS+afleTkZJs5X/73v/9ZRjL973//s9o3c+ZMASBRUVE2o9DWrFljGYH2yCOPNFkrkasYZMgtzEEmPT1d5s+f7/Dr3DWCzB+gt912myiKImPGjJE5c+bIgAEDBIBotVr58MMPbR6v4YR4kZGRMmPGDJkyZYoEBgZaJoazN2T3m2++sYSZqKgomTp1qsycOVOGDRvW6IR4jjgKMu6YR8a8Ds6kSZOadXxdXZ1cfvnlliGwkydPlsmTJ4uvr68AkBkzZthdnmDt2rUC1E8+6AxzkAkPD5fhw4c7/HrllVdEpH69IPNEgkFBQTJ16lSZMWOGRERECBxMiGce3p6UlCSXX365zJ07V8aNG2dZA+jqq6+2HLtq1SpLKE5PT5crrrhCZsyYIYmJiZb5Tr766iur9l35PpWXl8vIkSMFgISEhMj06dNl0qRJluHId9xxR6Ov27nvNXMtfn5+kpGRIVdccYVMmzZNhgwZYpkMMTk52W6wy87OtnrNzcE1IiLCars59Jn9+uuvlgkJvb29Zdy4cTJjxgzp16+f5XW58sorxWQyWZ136tQp6dmzp+VnND09XWbNmmWZLgGAjB8/3m4oI3I3Bhlyi+bOI/OXv/zF6ryGHyIvvfSSDBw4UHx8fCQwMFAmTZpkNafIuQoKCuSee+6R5ORk8fb2Fl9fXxk0aJD861//svtXuVlmZqb85S9/kcTERPH29hZ/f39JSEiQa6+91mZxPE8FmerqagkLCxPA8To49hiNRnn55ZdlyJAh4ufnJ35+fjJ06FB5+eWXbT6MzMwTDzZnxtiGzB/ITX09+OCDlnPKy8vl8ccfl4EDB4qvr694e3tLcnKy3HvvvXaD59tvvy3XXHON9O/fX0JDQ8XLy0u6d+8uF110kaxatcrqOeXk5Mi//vUvufjiiyU+Pl58fX0lMDBQ+vbtKzfffLPdid3c8X16/PHHpX///uLj4yNBQUEyZsyYRr9njoLMmTNn5LHHHpNJkyZJjx49xM/PTwwGg0RHR8uECRPkpZdekqqqKrttHjt2rFnfi3PfpyIip0+flr/97W+SkpIifn5+otPpJCIiQiZOnCjvv/++w+dRUlIijz76qAwdOlQCAwNFq9VKaGiojB07VpYuXSp1dXXNeg2JXKWIeHg4CHVq5n4ffBt6zoQJE7Bp0yYcOXIE0dHRni6HiMgp7OxL1IlVVlZi48aNuP322xliiEiVeEWGPIpXZIiIyBW8IkNERESqxSUKyKN4JYaIiFzBKzJERESkWgwyREREpFoMMp2IoihOfzVcGsCdHnroISiKgoceesgt7R0/fhyKoqhqQUQAWLJkieW1fv755z1dDjnh5MmTWLp0KRYuXIi0tDR4eXlBURRcf/31zTp/+/btmDlzJqKiouDt7Y34+HjceuutTa6jZF4zKj4+Hl5eXoiKisLMmTOxY8eOFj+XmpoaPPHEE0hNTYWfnx9CQkIwbtw4fPTRR02e++GHH2LcuHEICQmBn58fUlNT8eSTT6K2ttbu8eXl5bj55pstz3v48OFYt26dw/Y///xzKIqCf/7zny1+ftSxsY9MJzJ//nybbadPn8Y333zjcH9SUlKr19WZmddSAoDXXnsNt956qwerIWesWLECt99+e4vO/eijjzBnzhzU1dVh6NChiI+Px7Zt2/DCCy/gww8/xMaNG9G7d2+b8w4ePIjRo0fjzJkz6NmzJ6ZOnYpjx47ho48+wscff4wPPvgAl19+uVO1VFRUWOYSCg4OxqRJk1BWVoZ169bhu+++w5133omnn37a7rm33XYb/vOf/0Cn02H8+PHw9/fHunXr8Le//Q2fffYZvv32W/j4+FidM3/+fKxYsQL9+/fHiBEjsHr1akycOBE//PADRowYYXVsWVkZbrrpJgwYMACLFy926nlRJ+LByfioHXDHVPotkZeXJ/v27ZO8vDy3tFdTUyP79u2Tw4cPu6W9trB582YBIMHBwTbrBlH79/HHH8utt94qr7/+uuzevVvuu+++Zq1vlJWVZVk2YunSpZbtdXV1cuWVVwoAGTp0qM1MzCaTSQYNGiQA5KqrrrKaOXfp0qUCQPz9/W3WJWuKec2oAQMGWP08btu2rdE1o8xLQvj7+1u9b/Py8ixLjNx5551W5+zcuVMAyPnnn2+pf82aNQJALrnkEpvHWLRokWg0GpsZt4kaYpDp5DwVZEjk+uuvFwDy5z//WRYsWCAA5KabbvJ0WdRCzV2ocfHixQJALrjgApt9paWllvWlvv76a6t9X3zxhSX4lpaW2px7/vnnCwCbxSgbU1hYKAaDQQDIxo0bbfabF9u0t1ClecHJRx991GbfDz/8IADEy8tLiouLLdv/7//+TwDYrLnWu3dvCQkJsdr2008/iUajkVtuuaXZz4c6J/aRIYca9mM5ceIErrvuOnTt2hV6vR4LFiywHLdy5Upcf/316N+/P0JCQiz3+6+99locOHCgybYbeuONN6AoChYsWIDy8nLcc8896N27N7y8vBAdHY358+cjKyvLpr3G+siY+6AA9bcDMjIyEBgYCD8/P6Snp+PLL790+BpkZmZiwYIFiI6Ohre3N/r06YMHH3wQVVVVGDduHBRFwYYNG5p8Lc9VXl6O999/HwBw3XXX4brrrgMALF++HFVVVQ7PExGsXLkSl156KaKjo2EwGBAdHY2MjAw88cQTqKystDln+/btmD9/PuLj4+Ht7Y3Q0FCkpqZi8eLFyMzMtBzX8LW3x9Fr3HC70WjEkiVLMGjQIPj7+1tedwDYu3cvHnzwQaSnpyM2NhYGgwFhYWG44IIL8MEHHzT6emVlZWHx4sUYMGAAAgIC4Ofnh4SEBCxYsACbNm0CABw5cgRarRYhISGoqKhw2Fa/fv2gKEqj3/fWtGrVKgDA3Llzbfb5+/tj8uTJAOp/ruydN3nyZPj7+9uca27v3PMa8+WXX6KmpgbdunVDenq6wza3bNmC7Oxsy/asrCz8/PPPDp9HRkYGunbtiurqaqvXuaCgAAAQGhpqdXxYWBjKysos/66rq8PChQsRExPDvjHUJAYZatKhQ4cwaNAgfPnllxg+fDgmT56M8PBwy/5Zs2bh3XffhY+PD8aPH4+JEydCo9Hg9ddfR1pamuWDxhlnz57FqFGj8PLLL6Nv37646KKLICJ46623kJ6ejrNnzzrd5oMPPoiZM2cCAC6++GL06dMHmzZtwqWXXmr5kGho7969GDJkCN58801otVpMmTIFiYmJeOaZZzBhwgSHnRmb4/3330dpaSlSUlKQlpaGjIwMJCQkoLi42OEHUW1tLWbMmIHp06fjq6++Qnx8PGbMmIGUlBQcP34cd999N3Jzc63OeeqppzBs2DC89dZbMBgMmDJlCjIyMlBbW4unn34a69evb/FzOJeIYNq0abjnnnsQFhaGyZMnIyUlxbJ/yZIl+Mc//oHCwkIMGDAA06ZNQ2JiItavX4/Zs2fjjjvusNvu2rVr0b9/fzz99NM4c+YMzj//fFxyySUIDg7G8uXLsWzZMgBAr169cMkll6C4uBjvvPOO3bbWr1+PvXv3olevXrjooosAAD169ICiKHjjjTfc9lo4UlpaisOHDwMAhgwZYvcY8/adO3dabTf/u6nzDh06hPLy8mbV01SbPXv2tISOXbt22ZwXGhqK+Pj4Rutp+DzMIXjfvn2WbbW1tTh8+DBiY2Mt25YsWYJdu3bhxRdfREBAQLOeC3ViHr4iRB7W2K0l86VyAHLllVc6XHn3vffek7KyMqttJpNJXnzxRQEg/fr1s7nfb2674crIIiKvv/665TEnTpwoZ8+etewrLCyUgQMHCgD55z//aXWeefXf7t2729Rnbi84OFi2bNlit46EhASb8wYPHiwA5IorrrB67qdOnZLExMRGVxRuyqhRowSA/Pvf/7Zse/zxxwWAjB8/3u45d9xxhwCQHj16yK5du6z2mUwmWbNmjdVl/E8++UQAiLe3t91VjPfs2SN79+61/Nv82p+7KrOZo9e44crLcXFxcuDAAbvnb9iwQY4cOWKzff/+/RIXFycAZOvWrVb7Tpw4YbnVcvfdd0t1dbXV/tzcXPnhhx8s/169erUAkNTUVLs1TJ8+XQDIM888Y9lmXrn99ddft3tOczXn1tIvv/xiea0afq8aWrlypQCQ8PBwq+2hoaECQD7++GO75xUWFlra/u2335pV87Rp0wSA3HbbbQ6PSUlJEQDywgsvWLY999xzAkAGDhzo8LxFixYJAJkxY4ZlW15engQEBEhsbKz89NNPUlRUZHlfL1q0SEREjh49Kr6+vlbnETWGQaaTa06QCQ0NdfhLtykjR44UALJnzx67bTsKMn5+fpKdnW3T3nvvvWf3w745Qea5556z2VdVVWX5oDxx4oRl+/fff2/pyFhQUGBz3ueff97iILNv3z4BIAaDQfLz8y3bs7OzRavViqIocvToUatzcnNzLX0Ztm3b1qzHMYe+hh/ajXFHkHnrrbea9VjnMndWXbx4sdX22267TQDIZZdd1uy2+vXrJwCsAo6IyMmTJ0Wn04mvr68UFRVZto8fP14SExNl5cqVLardrDlB5scff7S8VrW1tXaP+fbbby3vj4b0er0AkNWrV9s9r6amxtL2pk2bmlXzhAkTBIDcd999Do8xh+6Gfzw89thjAkDS09MdnnfvvfcKALnwwguttv/3v/+11Gn+Sk5OlsLCQhERmThxogQFBdn8/JeXlzfrOVHnw+HX1KQLLrgAQUFBjR5z+PBhfP311zh8+DBKS0thNBoBwHKr48CBA+jbt2+zH3PIkCHo0qWLzfbk5GQAsNtPpimXXXaZzTYvLy/07NkTO3fuRFZWFrp27QoA+O677wAAkyZNsrmfD8Bya6O4uNjpOv7v//4PADBlyhSEhYVZtnfp0gUXXXQRPv/8c7z22mt45JFHLPvWr1+PmpoapKWlIS0trcnHOH36NHbt2gWNRmPpf9MWpk+f3uj+srIyfPXVV9i5cyfy8/NRU1MDAMjJyQEAmz5VX3/9NQBg4cKFza5h0aJFuPHGG/HCCy8gIyPDsn3p0qWoq6vDNddcg+DgYMv2tWvXNrttct2f//xnDBo0CCtWrEBJSQlSU1OxYMEC+Pr64p133sE333yDpUuXokuXLqioqMDixYvx9ttvo6SkBOHh4fjzn/+MBx98EFqt1tNPhdoJBhlqUmOTzBmNRtxyyy1YunRpo+smlZSUOPWY3bp1s7s9MDAQABrtEOuONk+dOgWg8efevXt3p4NMbW0t/ve//wEArr32Wpv91157LT7//HO8+eabePjhh6HR1HdjM3fKbe68PidOnABQH46aCqHuEhkZCV9fX4f7P/vsM1xzzTWWDp/2nPs+cfZ5A8CVV16Ju+++GytXrkROTg66dOmCmpoavPLKKwCAW265pdltuVvD/h7l5eV2vzfmTq/m92XDcwsLCx32f2nYWfbcc5uqp7E+Nfbqael5ZiNGjLCZM6awsBC33347Ro8ejRtuuAFA/ffyk08+wV//+ldkZGTg448/xiOPPILy8nI888wzzXmK1Amwsy816dwJrRr6z3/+g5dffhlRUVFYvnw5jh8/jsrKSkj9bUvMmTMHgPOLQ5o/wN2pJW02HHXjzD5HPvvsM8vMrf/4xz+QkZFh9fXEE08AqJ819ttvv3W6/dZkMpka3d/Y+yQrKwuzZ89GQUEB7rrrLuzevRtnz56F0WiEiFgmZXT2fWKPr68vbrjhBtTW1lo6Aq9YsQK5ubkYPXq0VQfktta9e3fL/5vD5rlOnjwJwDZEm//d1HmKolg9TmOaahOwH+rN/29+zMbqae5s23feeSdKSkqwbNkyKIqCAwcOYNWqVbjiiivwxBNP4LLLLsOrr76K4cOH44UXXrAKbtS5MciQS8zDZpcuXYo5c+age/fu8Pb2tuw/dOiQp0pziXkExfHjxx0e03DocnM1nMl38+bN+PHHH62+tm7davdY89Wk/fv3N+txzMfn5OQ0e4SXwWAAUD+yxp6WPF+zzz77DJWVlbj88svxxBNPICUlBYGBgZZw6eh94uzzNrv55puh1WqxbNky1NbW4oUXXgDg2asxQP3VCfOMvdu2bbN7jHn74MGDrbab/93UeX369LE7PNuepto8evQoCgsLAQCDBg2ybDf/f0FBAY4dO+bU87Bn/fr1eOONN3DPPfdYrr6ZR0mNGjXK6tiMjAzU1NRg7969TbZLnQODDLnE/EvO3l+Ae/bssRqyqSZjxowBUN9Ho6ioyGb/V199ZXd7Y06dOmW58rBv3z7LVatzv8y/oD/99FPk5+cDAMaPHw+DwYDt27c3a02d6OhopKamwmQy4bXXXmtWfebw5ig0fPHFF81qx57G3iciguXLl9s9b9KkSQBguS3UXN26dcPUqVORnZ2Nv//979i0aRNiYmIwbdo0Jyt3P/MSAvaec1lZGT777DMAsKnVfN6nn35q95aOuT1nnuPFF18Mg8GAEydO4Mcff3TY5ogRIxATE2PZHhcXh6FDhzp8Hhs3bsTJkyfh5eWFiy++uNEaqqur8ac//QnJycm45557LNvNVzzPfa7mf7fkiih1UB7pYkztRnNGLZ07sqihyZMnCwC54YYbxGg0WrZnZ2dbhi/DztDWpkYttXTkTGOjlhwZO3aszegjk8kkqampAkDmzZtnNew3KytLkpOTnR61ZJ4lddiwYU0eO2TIEAEgzz77rGWbeSr5nj17yq+//mp1vMlkkrVr11qNLjMP4/Xx8ZGPPvrI5jHOHX5dUVEhgYGBdkcfffDBB5ZRM8689ufWEhcXZzUapa6uTu6//37Lazl27Fir8zIzMyUgIMAysqampsZq/7nDrxsyjzwzfz388MN2j2vLUUsi1ksULFu2zLK9rq5OrrrqKgGaXqLg6quvdmqJgsaeo/l9lZKSYjWKbvv27S1aoiA/P9/hEgX23HfffaIois3MwocOHbLUVVFRISL1w7cjIyPF29vbZsoH6rwYZDo5V4PMli1bLMOCe/fuLbNmzZJJkyaJj4+P9OvXTy6//HJVBhkRkV9//dUyd0dsbKzMmjVLLr30UvHz85P09HTL0PIff/zRYdtmJpNJevbsKQDkxRdfbPJ48zwd/fv3t2yrrq62BEeNRiMjR46UuXPnyoUXXiixsbECQI4dO2bVzmOPPSaKoggASUpKktmzZ8vkyZOlb9++dr8vzz77rOX1GjlypMyYMUP69esniqLIAw880OIgU1tbK2lpaZYPvksuuURmzZol3bt3F71eL3/729/sBhkRkW+++cYSZqKiomTq1Kkyc+ZMGTZsmOj1eofvFRGxfPDr9XqHaxC1dB6Z7OxsGT58uOXL/D2IiIiw2m5v/awPPvhAtFqtAJDhw4fL7NmzLe+PqKgoOXTokN3H3L9/v0RERFgC7ezZs2XYsGECQHQ6ncMw1thzLC8vt7yXQ0JCZPr06TJp0iRLcL3jjjscvgbmuWL0er1MmjRJpk+fLsHBwZah2eYA4shvv/0mer1e/vSnP9ndP2fOHAEg8fHxMn36dImOjhYAcs899zTaLnUuDDKdnKtBRqR+kq/JkydLly5dxNvbW/r06SN33XWXlJSUyPz581UbZMztXnXVVRIZGSkGg0F69eol9957r1RUVFg+eBxNANfQ2rVrLXOD2JuX5lx5eXmWD5KGk8SZTCZZvny5XHjhhRIWFiZ6vV6io6Nl9OjR8tRTT0llZaVNW5s3b5Y5c+ZIbGys6PV6CQ0NldTUVLnrrrskMzPT5vg333xTBg8eLN7e3hIYGCjjx4+X1atXt+i1b6i0tFTuvfdeSUxMFG9vb4mMjJSpU6fKtm3bLO9De0FGpP7KzF/+8hfLuf7+/pKQkCDXXnttowsKmgPSnDlzHB7T0iDTcP6cxr4cXbHbtm2bTJs2TSIiIsRgMEj37t3l5ptvltOnTzf6uDk5OXLzzTdL9+7dxWAwSEREhEybNq3RBUebeo7V1dXy+OOPS//+/cXHx0eCgoJkzJgx8sEHHzT5Orz//vsyZswYCQwMFB8fH+nfv7/861//spm88Fwmk0lGjRolMTExDuepqq6ulr/97W8SFxcner1eevbsKU8++aTN1Srq3BQRNwwTIOpkjh07ht69e1uGxLbGKCtyjdFoRK9evZCZmYlNmzZh5MiRni6JiFoBf/sSOVBeXo49e/bYbM/MzMS8efNgMpkwf/58hph2atmyZcjMzMTIkSMZYog6MF6RIXLg+PHjiI+PR69evZCQkIDAwECcOHECO3bsQHV1NVJTU/H99983e/Ixan0HDhzAU089hdOnT+Prr7+GiOCHH36wGcJLRB0HgwyRA2VlZXj44Yexbt06nDhxAsXFxfD19UViYiKmT5+OW2+9tdGZbKntbdiwAeeddx4MBgOSkpLw0EMPWYYtE1HHxCBDREREqsWb+0RERKRaDDJERESkWgwyndTf//53KIpiswKtI6tWrYKiKAgNDW3RytMAsGDBAiiKgjfeeMNq+xtvvAFFUbBgwQKn2jt+/DgURWn2onTu4Og5tGdLliyBoihQFAXPP/+8p8shJ5i/b019vfXWW1bnbdq0CTfddBNGjhyJ2NhYeHt7w8/PD3379sWtt97a6BpijmzYsKHJOl5++WWb80pKSvDAAw/gkksuQa9evRAUFASDwYCYmBhMmTKl0aUvVq9ejaFDh8Lb2xvR0dFYtGgRKisr7R5rMpkwbNgwREdHO718CKmbztMFkGdcc801ePTRR7F161bs3bsXffv2bfR483o98+bNs1oUsiN54403cM0112D+/PmqCipNabj45GuvvYZbb73Vg9WQM+bPn+9w34kTJ7B+/XooioKxY8da7fvyyy/x0ksvoVu3bkhMTERUVBTOnj2LHTt24IUXXsDrr7+Ozz//HOPGjXO6pqioKMsaWOdKTEy02XbmzBk8+uij8Pf3R//+/ZGamgqNRoPDhw/j008/xaeffoqbbroJL774otV5u3btsqwFNXHiRBw5cgTPP/88jh07ZlmPqqHnn38eP//8M959912EhIQ4/bxIxTw2FR953Pnnn9+s9VBycnJEp9MJANm5c2eLH8/RLL/FxcWyb98+qzV4mqO5M8o2V1OzCovUT0u/b98+hzORtjebN28WABIcHCx+fn4CoNEZYEk9/vznPwsAmTBhgs2+vXv32ixXIVI/U655baW4uDir9Zqa0tTsy46UlpbK5s2bpba21mbfunXrLOtOff3111b7pk6dajUzcm1trYwbN04AyM8//2x17IkTJ8Tf318uvvhip2qjjoG3ljqx6667DgDw9ttvo66uzuFxb731Furq6jBo0CAMHDjQ7XUEBQUhKSkJXbp0cXvb7talSxckJSUhKCjI06U0i/lqzJw5czBz5kyrbaReVVVVePfddwH88XPcUHJyst1brgaDAU899RS8vb1x6tQpy0rrrcnf3x8jRoyATmd7A+C8887DFVdcAQD49ttvrfZt27YNffr0sVw10ul0uP766wHU3zpr6Oabb4aI4L///W8rPANq7xhkOrFp06YhNDQUubm5jd6nfv311wH88QuztrYWb7/9NubNm4ekpCQEBgbCx8cHiYmJWLRoEbKzs52qo6k+Mp9//jnGjh2LgIAABAUFYfTo0fjkk08abXPNmjW49dZbMXDgQISHh8PLywtxcXGYPXs2fv75Z5vje/TogWuuuQYA8Oabb1rd9294+b2pPjLvvfcezj//fISGhsLLywvdu3fHtddei4MHD9o9vkePHlAUBcePH8f69etx4YUXIiQkBD4+Phg8eLBN3wdnlJeX4/333wdQ/70zf/+WL1/eaD8nEcHKlStx6aWXIjo6GgaDAdHR0cjIyMATTzxht4/C9u3bMX/+fMTHx8Pb2xuhoaFITU3F4sWLkZmZaTmuqe+1o35PDbcbjUYsWbIEgwYNgr+/PxRFsRy3d+9ePPjgg0hPT0dsbCwMBgPCwsJwwQUX4IMPPmj09crKysLixYsxYMAABAQEwM/PDwkJCViwYIHlg/PIkSPQarUICQlBRUWFw7b69esHRVHw5ZdfNvqYLbVixQoUFxcjNDQUU6dOdepcRVEss1F7eXm1QnXOMQecc2spKChAaGio1bawsDAA9XM8mX300Uf47LPP8Oijj6J79+6tXC21S56+JESedeuttwoAmTx5st39P/74owAQb29vKSoqEhGRkydPCgAJCgqSESNGyMyZM+Xiiy+WmJgYy+q/9lbvdXRrqbFbOkuWLLEsvjds2DCZM2eODBkyxLIqLxzcWurVq5cYDAYZNGiQTJ48WaZNm2ZZ8Vmn08lHH31kdfydd94p6enpAkB69eol8+fPt3w9/vjjTT4Hk8kkV199taX98ePHyxVXXCEJCQkCQHx9feWrr76yqdO8mN8DDzwgiqJIWlqaXHHFFTJixAjL83722Wftfm+a8uqrrwoASUlJsWwz1/POO+/YPaempkamTZtmWWF7xIgRMmfOHJkwYYLDFbaffPJJ0Wg0AkASEhJk1qxZctlll0lycrLNa+XqoqDdunWTyZMni8FgkPPPP1/mzJlj9fyuu+46y0rfEydOlNmzZ8vIkSMt9d1+++12H3fNmjWWVZsjIyNlypQpMnPmTBk6dKjNCtuXXXaZAJBly5bZbWvdunWW95F5ccOWLkzpyPjx4wWALFq0yKnz6urq5P777xcA0rdvXzEajc0+13xrKSkpSR5++GFZuHChLFq0SP773//aXXy0OX766ScJCgoSRVFk06ZNVvuSk5MlPDxcampqLNvMvw/eeOMNEam/Ld2lSxcZMmSIU8+FOhYGmU5u165dlg9fe6vuXn/99QJA5s6da9lWUlIin3zyic3qtjU1NXLPPfcIALv3qp0NMrt37xatVisajUY+/PBDq31vv/22KIriMMisWrVKCgsL7W7X6XQSFhYmFRUVzaqjOc/hpZdeEgASHh5u1Y/IZDJZVvoODg6WM2fOWJ1n/oDT6/Xy2Wef2a0nKCjIptbmGDVqlACQf//735Ztjz/+uACQ8ePH2z3HHA579Oghu3btstpnMplkzZo1Vv2DPvnkE0vQff/9923a27Nnj+zdu9fmObU0yOD3vh2OVhzfsGGDHDlyxGb7/v37JS4uzmY1cZH6/hVBQUECQO6++26b93Vubq788MMPln+vXr1aAEhqaqrdGqZPny4A5JlnnrFsc2eQOXbsmOW9v3v37kaPzczMtATyyy67zPIa9O7dW3777TenHtccZOx96XQ6uf322+32g2nogQcekPnz58usWbNk6NChlhXhn3/+eZtj7777bssfLEVFRfLTTz9JTEyMGAwGycnJERGRG2+8UXQ6nUt990j9GGRI0tLSBIA89dRTVtvLy8slICBAAMiaNWua3V5MTIxoNBopKSmx2u5skDGHqNmzZ9t9nClTprSos++cOXMEgHzxxRfNqqM5z6FXr14CQJ577jmbc0wmk6SkpAgAeeyxx6z2mT/g7rjjDruPl5SUJADk+++/b96T+92+ffssHxL5+fmW7dnZ2aLVakVRFDl69KjVObm5uWIwGASAbNu2rVmPM3DgQJsP7ca4I8i89dZbzXqscy1dulQAyOLFi62233bbbQJALrvssma31a9fPwFgFXBE6q9W6nQ68fX1tVzBFKm/gpKYmCgrV65sUe0N/f3vfxcAMmTIkCaP3blzp03oGDx4sE1IbY4dO3bIbbfdJt99953k5ORIeXm5/PLLL3L77beLXq8XAHLDDTc02kZqaqpVLf7+/rJs2TK7nY6Li4slMTHR6nhFUeS///2viIhs3LhRFEWRu+66y+q86urqJgMVdSzsI0OWDnTmvjBmH374IUpLSxEfH4/x48fbnLd7924sWbIEt956K6699losWLAACxYsQF1dHUwmEw4fPuxSXRs2bAAAXHnllXb3NzY0FQCys7Pxyiuv4M4778T1119vqc+8ovWBAwdcqs/s1KlTOHLkiMOaFEWx9L9Zv3693TYuu+wyu9uTk5MB1PffcMb//d//AQCmTJli6VcA1HdWvuiiiyAiliH1ZuvXr0dNTQ3S0tKQlpbW5GOcPn0au3btgkajsdvhtLVMnz690f1lZWX48MMPce+992LhwoWW7/uKFSsA2H7fv/76awDAwoULm13DokWLAAAvvPCC1falS5eirq4O8+bNQ3BwsGX72rVrsX//fpfXfTKZTJb+Wddee22Txw8cOBAiApPJhFOnTuGDDz5ARUUF0tLS8Nxzzzn12IMGDcKzzz6LMWPGIDo6Gr6+vhgwYACWLFmC9957DwDwyiuvYNeuXQ7b2LVrF0QEZ8+exU8//YTJkydj4cKFuPDCC1FaWmp1bFBQELZt24bnn38eCxcuxOLFi7F161b8+c9/Rm1tLW688Ub07NkTDz30EID613jw4MHw8vKCl5cXxowZg507dzr1HEmlPBykqB0oLi4WHx8fASCbN2+2bB8zZowAkH/84x9Wx5eVlcnll1/u8DKz+WvDhg1W5zl7Rcbb21sAOLwEbv5r094VmYceesjyV6Kjr4ceeqhZdTT1HLZs2SIAJCwszOF5n376qQCQ5ORkq+3mKzL2boc4erym1NTUSGRkpACw2y9n5cqVAkC6du1q1a/giSeeEAAyb968Zj3O1q1bBYDExsY2uzZXr8hERkY22v6nn34qYWFhjX7fx40bZ3WO+b1vr1+XI+Xl5RISEiJ6vd4ybUB1dbVERUU165ZPS33zzTcCQHx8fFo8BUBRUZHlqmlLrsw4Yr46d+7vi6bcdNNNAjQ9DURD//jHPwSArF69WkREfv75Z9Hr9dK3b19577335PXXX5eYmBgJCgqSkydPOlUPqQ+vyBCCgoIwY8YMAH9clTly5Ah++OEHaDQamxEm99xzD1atWoWkpCR8/PHHyMrKQnV1NaT+ViVGjhwJABAPrUe6cuVKPPTQQ/Dy8sLSpUtx6NAhlJeXw2QyQURwzz33eLQ+e8yjSNzhs88+w5kzZwAA//jHP5CRkWH19cQTTwAATp48aTPk1dNMJlOj+318fBzuy8rKwuzZs1FQUIC77roLu3fvxtmzZ2E0GiEi+OabbwC45/vu6+uLG264AbW1tVi2bBmA+pFEubm5GD16NFJSUlx+DHvMV9GmT5/e4ikAgoODcfnll8NkMuHTTz91W23mq4enTp1y6jzz1cpVq1Y16/iDBw/isccew9VXX40LLrgAAPDMM8+gtrYWq1atwuzZs7FgwQK8+uqrOHv2LIdkdwIMMgTgj6HV7733HiorK/H6669DRDBhwgR07drV6ljzMNb3338fU6ZMQUxMDAwGg2X/oUOH3FJTbGwsADicTt3RdnN9jz32GBYuXIjevXvD19fXMkzXXfWdW2dBQQFKSkrsHnP06FGrY1tTw3liNm/ejB9//NHqa+vWrXaP7datGwBg//79zXoc8/E5OTk4e/Zss84xv0/OvY1g1nCotrM+++wzVFZW4vLLL8cTTzyBlJQUBAYGWkKio++7s8/b7Oabb4ZWq8WyZctQW1truc10yy23tPg5NKawsBAff/wxAPtzxzjDz88PACyB1x0KCgoAAAEBAa1ay4033oiAgAAsWbLEsm3Xrl0IDw9HQkKCZVtGRoZlH3VsDDIEABg7diz69OmDkpISfPDBB3jzzTcB2P+FWVhYCAB252z45ptvkJ+f77aaAOCdd96xu9/RHCuN1XfmzBmsXr3a7nnmD9nGJge0Jy4uDr169QIAu/PLiIhl+3nnnedU2846deqU5crDvn37LFfJzv0yT4T26aefWr5f48ePh8FgwPbt27Fjx44mHys6OhqpqakwmUw2/W0cMQc5R6GhsfmMmtLY911EsHz5crvnmafbf+WVV5x6vG7dumHq1KnIzs7G3//+d2zatAkxMTGYNm2ak5U3zzvvvIPq6mr06tXLZkkCZ61btw4ArD74XZGVlYUffvgBADBs2DCnzl27dm2za3nttdewYcMGPPvss1Z9vxRFQUVFhdXVtvLycss+6uDa/GYWtVvmobkRERGWPh/nDkUVEcsInEceecRq+/79+6VHjx6WvgjmqcXNnO0js3PnTtFqtaLVam1Ge7z77rsOh18vWrRIgPoh4A3rLy4ulkmTJlnqe/DBB63O++677wSADBo0yOFr1Jzh1w37HZhMJsv9/MaGX9ubTr6xx3PkkUceEaB+zp2mmOfjaThPjXn6+p49e8qvv/5qdbzJZJK1a9da9c0w97fx8fGxmZtHxHb4dUVFhQQGBtodffTBBx9Y+jU56iPT2Ag1cy1xcXFWy100nDsFsJ1iPzMz0zI677777rOat0TEdvh1Q99//71V/5uHH37Y7nHuGLVk7oNy7sg3e/75z3/avNdERAoLC+WWW24RoH5Y/7lTLmzdulUSExMlMTHR5tx///vfkpeXZ7N99+7dMmjQIAHq586pqqqy2v/OO+/YHQVnMplkxYoVlqHvL7/8cqPPKTc3V0JDQ+XCCy+02Tdv3jwBrOdHMv/c3X///Y22S+rHIEMW5qG55l/Kt912m93jVqxYYQkRAwYMkCuuuELGjx8ver1exo8fb5m/xNUgI1I/2Zq5nuHDh8vcuXMt80/cfvvtdj/cjh49apncLDY2VqZPny6TJ0+WoKAg6dKli1x77bV2g0x1dbVlUr9BgwbJ1VdfLdddd508+eSTTT4Hk8kkV111lQD1c2qYJ2szDx/18fGRL7/80ub5uTPImEwm6dmzpwCQF198scnjn3vuOQEg/fv3t3oNJk+eLED9hHgjR46UuXPnyoUXXuhwQrzHHnvM8n5ISkqS2bNny+TJky0TEJ5b+7PPPmv5no4cOVJmzJgh/fr1E0VR5IEHHmhxkKmtrbVMJeDv7y+XXHKJzJo1S7p37y56vV7+9re/2Q0yIvWdaM1hJioqSqZOnSozZ86UYcOG2UyIdy7zh7her7fMb3IuV+eR2bFjhwAQrVYrWVlZTR5vPnbgwIEyffp0mT17tmRkZFjW2woKCpJvv/3W5ryGc8WcKygoSLRaraSlpcmMGTNk1qxZkpaWZplssFu3blah1cz8Ho6Li5OLL75Y5s6dKxMnTrS8JgDk5ptvtkwe6MicOXPE19fXZtoAkfr5sLy9vUWr1cqkSZPkvPPOs/wx5uwabqQ+DDJkxTxrKQD55ZdfHB73/fffy/nnny/h4eHi6+sr/fv3l8cee0yqq6tl7NixbgsyIvWTrpl/Cfv7+8uoUaPko48+avTD7dixYzJv3jzp1q2beHl5Sffu3eVPf/qTnD592jJB3blBRkTk119/lcmTJ0tERITlF3TDD76mgsXy5ctl3LhxEhwcLHq9Xrp27SoLFiyQ/fv32z3enUFm7dq1AtTPHVNQUNDk8Xl5eZYrIA0niTOZTLJ8+XK58MILJSwsTPR6vURHR8vo0aPlqaeeksrKSpu2Nm/eLHPmzJHY2FjR6/USGhoqqampctddd9md9fXNN9+UwYMHi7e3twQGBsr48eNl9erVTY5aamrOoNLSUrn33nslMTFRvL29JTIyUqZOnSrbtm1rctHDzMxM+ctf/mI519/fXxISEuTaa6+1Gs13LnNAmjNnjsNjXA0y5qsozV0U8YUXXpDZs2dLQkKCBAcHi06nk5CQEBkxYoQ8+OCDdie/FGk8yDz55JMyZcoU6d27twQFBYlOp5PQ0FDJyMiQp556ymbeKLONGzfKokWLZMiQIRIdHS16vV58fX0lISFB5s+f7/BqV0Nff/21ALD6o+JcmzZtkrFjx4qPj48lyNoLVtTxKCLtaOgGEZGKGI1G9OrVC5mZmdi0aZNlxB4RtR129iUiaqFly5YhMzMTI0eOZIgh8hDbddWJiMihAwcO4KmnnsLp06fx9ddfQ6PR4Omnn/Z0WUSdFoMMEZETcnJy8Oqrr8JgMKBfv3546KGHMGrUKE+XRdRpsY8MERERqRb7yBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRajHIEBERkWoxyBAREZFqMcgQERGRav0/6EqLFcddDuYAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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kb+uHPisAenULRY/YDnDZNHw+nBu1pAECxgN6N9yeImoj/j56LBhwCa7vORzR/iEA6iep1J7/Mq84nhAUid/1TsOtyaPU0b/NFeKO+XEUN7VDbleypn5eoFaR+iszhe+2RUVu0+63lkrKqvHJd0dRU1vnUMhToCA2NwaZMZkw6m3P/9ISDRT0C+tiNcfGxUPjUFldiwPp+Q6307VLECaNSfDeYdPu5D8U6PQwkPdyK07SAvoeQPSf26oqIrfx0WhxcZeeGBOdiOOl57C3IBsVtUYoAAJ1BgyO7IrYgFBPl9l+tEFuaMQEaNzRDrmVCJC/BE4P4ih4Bwi9HtB459qA7R5kft57BtXG2lZdqdKatOiW3Q1ZMVmo1LduuQIFgF6rxcyEVOvtioLL03ogPMSAbb/mNNv5V6tRkNK7E8YMifPuYdPuFnY9oOiAs8+j+XllzncONPQDYv/JuWNIVRRFQWJwJ8utpg5Lnwgo/oBUuNCICfBLbfkwal+V24GaU86fbyoBytYCwZPdV5MbtWuQqTbWYn/6Oadut2lNWnQ93RVdUjX4vviwQ5lSAwU+Gi3u7jcOXc5fPm5IURQMH9AFqX2icPhEIXYfOov8okrUmQQajYKQQD1SkqPQt2cEDHqvGeDVvkKvAfwGn+/h/tn5Hu5a1EfEOgBSH2BC5wJBE+qDDxGpj8avvpNu0Ydw7rayUh+GDAPcXRm5qmgFmnbubQ0NUPQxgwwAHEgvQF2d852GNIoCbVYAHh09Ee8c/hG5laU2L5SZF86LDQjFzckjW7w8rPPRon+vSPTvVT/rr+l8kKHzfHsCnZ8EIu+rX926Nq9+dIImCPBPBXyTPV0hEblD6Oz6RV+dIkDYdVyWxBsZ0+HSTO0wAcbj7qrG7do1yJzOtR08HCUCZJ0tQ4/AZDw75Cqkl5zDxpwj2JN/GkZT/TfJV+ODwZFdMS4mCT2CIpx6HIYYO7SBQPCVnq6CiNqKvkf9kNvi5Wjdb2ot4NsLCPLOv9g7PJMrtwvNbRQDZ1+snyfIy668t2uQqaqudcvkdsYaE3z1WvQM6YSeIfX3tWtNdVCgdKw+LERE7hb1MFCXB5Std/AELaDrAsS+AWgMbVoaOUnjpsVkiz4EjCeAmNe9quNvu37qa7XuudJhqx0fjZYhhojIVYoP0OVlIPQm1PersPd79fxwdP/hQLcPAB/nroBTO/BNgvPzgjUkQMU2r5tbpl0/+QP99S7fPtXrNPDRMrAQEbUZRQtEPQAkfAtE/AHQRjbabwBCZgHdVwBxbwLapoMpyIuEzoJrfWQaEqDsG6Bqt5vac1273lrqkxCOfUfPOX2+ogB9EyNbPpCIiFznEwFE/A4Iv6V+CG5daf3oJm2I1/WToGYYBgH6hPrbQm7p4KEFCj/0mqH27XppI65zEEKDnF+jSKR+eQEiImpHigbQhtbP2O0TyRCjNopSf2XNfUsw188rU+v4hLJtqV2DjKIoGNKv9UsD1J8LdI0OQkSon5urIiIiusAFXQZE3OXGBuuAyt1ubM957d7ZZGBSJ/TqHtaqtZMUBfA36HDFmPg2q4uIiOiCFnEb0OkR97VnKnFfWy5o9yCjKAquGBOPXj3CHDweCPLX45pJyQj0957hXkRERKoTdh0QucA9bXnJLUaPzLvvo9XgyosT0CMmHzsOnEF+URU0Sn0fGEF9eBEBfPVaDEzqhKH9OsPP4B0vGBERkar59nJPO1rvGHLvsQWEFEVB/16R6NczAjl55Th0ogAVVTWoqxMYfH3QNToIST3CONSaiIjInfyHA5qQ+tl6naUNBfyHuq0kV3h8JURFURATFYiYKK6YTERE1OYUXf26WgVvAzA50YAGCLnGa24t8XIHERFRRxMyE2jVsBszBfVBZqabC3IegwwREVFHo+sCRD/rxIkCRP8Z0Dk3lUpbYJAhIiLqiIKvAqL+hPoo0NJaTOfX3er8NBDsXauce7yPDBEREXlI6EzANwHI/w9QsQX1t47k/Jfy278DRtUvVeElyxI0xCBDRETUkfmlAnGLgJosoHgVYDwJmMoATSCgjwdCpgO6WE9XaReDDBEREdWHlci7PV1Fq7GPDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREakWgwwRERGpFoMMERERqRaDDBEREamWj6cLcISIIPtsGY6fLkZldS0UBfD31aFn91B0jgjwdHlERETkIV4dZOrqTNh37Bx2HTyLguIqaBQAUAAAAsG2vTmICvdHap8o9EmIgKb+ACIiIuogvDbIVBlr8dn6YzidW2bZZhIAEKvj8goq8M2WkziWWYjJFydA56Nt30KJiIjIY7yyj0xNrQkrvzuKrLNlLR5rjjXHTxdjzcZ0mEzS7PFERER04fDKIPPDjtPIPVcOaUUmEQFOZpXg5705bVcYEREReRWvCzLVxlrsPZoHZ6+r7DyYi7o6k1trIiIiIu/kdUHmQHoB6uqcvz1UVV2HY5lF7iuIiIiIvJbXBZn9x/JcOl8BsO/YOfcUQ0RERF7N64JMSbnRpfMFQEmZa20QERGROnhdkHHltpJZLfvIEBERdQheF2T0OtfngTHoOZcMERFRR+B1QSa2cyAUFyboVRQgtnOQ+woiIiIir+V1QWZQclSr5o9pTARISe7kvoKIiIjIa3ldkIntHIiwYINT5yoKEBsViIhQPzdXRURERN7I64KMoigYOyzOuXMBjBni3LlERESkPl4XZAAgIS4Ul13UvVXnKApwxcUJiIkKbKOqiIiIyNt47erXA5M7weCrxbdbT8JYY3s4taLU94kx+Ppg8ph49IgNaecqiYiIyJO8NsgAQFKPcMTHheDwiULsOpiLvMJKq/3RkQFI7dMZvbqFQqv1yotLRERE1Ia8OsgAgM5Hi/69ItG/VyTKK2tQVV0LAPAz+MDfoPNwdURERORJXh9kGgrw0yHAj+GFiIiI6qkqyLiqsqoG+9PzkV9UiZoaE3Q6DcKCDejXM5IBiYiISIU6RJDJK6jA9v1ncPhEQf1ke+c7CZtnEN6yKwu9uodhWP9odI4I8GitRERE5LgLPsgcySjEl98fh4j8NmPw+f82nEH4aEYhjmYU4vK0ePRNjGj3OomIiKj1Luggc/xUET7fmO7QseZQ8/XmE/DRKkjqEd6GlREREZE7XLBjliuqavD5JsdCTGNf/nACpeVGN1dERERE7nbBBpl9R8+hts651SdFBL8eyXNzRURERORuF2SQMZkEuw+ddfp8EeDXw3moq7M9ozARERF5hwsyyGTnlaGsosalNiqra5GZU+qmioiIiKgtXJBBxtUQY2mnkv1kiIiIvNkFGWTcdUuozsk+NkRERNQ+LsggY9C7Z1S5r17rlnaIiIiobVyQQSa6U4Bl1l5XxEQFut4IERERtZkLMsgE+OnQs1uY02FGUYAescEICfR1b2FERETkVhdkkAGAQb2jrJYgaA2R+vOJiIjIu12wQSaucyASu4W2+qqMogDdugQjPjakbQojIiIit7lgg4yiKJg8JgExnRzv56IoQFS4P6ZekgjFHZ1siIiIqE1dsEEGAHQ+GsycmIR+PetXs7aXTczbk3qE4ZpJydDrOFqJiIhIDS7o1a8BwEerweVp8RiZEoO9R89hz+E8VFXXWvb76rQYmNwJA5M6ISSInXuJiIjU5IIPMmbBgb5IS43FyJQYVBtrUV1jgl6ngUHvA42Gt5GIiIjUqMMEGTONRoGfQQc/g6crISIiIldd0H1kiIiI6MLGIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESq5ePpAhwhIsg+W4ajGYWoqKqFCGDw1SI+NgQ9YkOg0SieLpGIiIg8wKuDjMkk2Hf0HHYezEVBcRU0CiDn9ykA9hzOQ6C/DoN6RyG1dxR0Oq0nyyUiIqJ25rVBpqamDp9vOo4TWcWWbSb5bb/5f8sqarBlZxYOnyjAjAlJCPDTtW+hRERE5DFe2UfGZBJ8tjEdJ7OLWz4Y9aHmXFElPv7mMKqNtW1bHBEREXkNrwwyv+w7g4zsEoi0fKyZCFBYUoX12zLbrjAiIiLyKl4XZOpMJuw8mOvUuSLAoRMFKK+scXNVRERE5I28LsiknypGZZVrt4f2HT3npmqIiIjIm3ldkDmYng/FhdHUIsD+YwwyREREHYHXBZmS8upW9Y2xhbeWiIiIOgavCzJ1dS6mGAB1JtfbICIiIu/ndUHG4Ov61DZ6ndc9LSIiImoDXveJ37VzkEt9ZBQFiOsc5L6CiIiIyGt5XZAZkBTpUh8ZEWBQ7yj3FURERERey+uCTHCgLxLiQpy+KhMS5Iuu0bwiQ0RE1BF4XZABgLTBsdA6uaL1JcO7QnHl3hQRERGphlcGmU5h/pg2vie0GqVVV2YmjOyOhLjQNquLiIiIvItXBhkA6B4TgmsmJSPIXw8ANgONeZuvXosp4xIxIKlTO1ZIREREnub6WOc21KVTIG6dOQAns0qw61AuTmaVWO2PjgxAau8o9OweBh+t12YyIiIiaiNeHWQAQFEUxMeFID4uBDW1JlRV10JEYPD1gV6n9XR5RERE5EFeH2Qa0vlooPPRe7oMIiIi8hK8H0NERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESq5ePJBy8pq8avR/JwLLMIlVW1AAB/gw969QjDgF6dEBSg92R5RERE5OU8EmSKSquxYVsmTmQVQ1EAkd/2VVbXouDXHGzbk4Oe3UIxbng3BhoiIiKyqd2DTG5+OT759giqa+oAWIcYM/O2Y6eKkJVXhtkTkxER6teOVRIREZEatGsfmaLSaqw4H2JsBZjGRIDKqlp8/O1hlJYb275AIiIiUpV2DTLrt2XA6GCIMTOHme+3n267woiIiEiV2i3IFJdW42RWSatCjJkIcCSjABWVNe4vjIiIiFSr3YLMr0fyoCguNCDAvmPn3FYPERERqV+7BZmjGYVOXY0xk/NtEBEREZm1W5CprK51vY0q19sgIiKiCwdn9iUiIiLVarcg4+fr+pQ1fgaPTkRMREREXqbdgkxSjzDXOvueb4OIiIjIrN2CzMCkTi519tVoFPTvGem+goiIiEj12i3IBAf6IiEuxKmrMooCJPcIg59B5/7CiIiISLXatbPv+BHdYND7tCrMKAoQ4KfDxUO7tl1hREREpErtGmSCA30xa2ISDL6OhRlziJk9MRkBfrwaQ0RERNbaffh1p3B/XH9lH/TsGgoFsBlozNuTe4Tj+qv6IizE0N5lEhERkQp4ZDxzcKAvplzSE6XlRuw7eg7HMgstE+b5G3yQ1CMc/XtGwp9XYYiIiKgZHp2YJShAj5GDYjByUIwnyyAiIiKV4sy+REREpFoMMkRERKRaDDJERESkWgwyREREpFpeswqjySQ4froIGdklqKquhaJR4G/QIal7GLp0CoDi6kJNREREdMHxeJAx1tRh18Fc7D6Uh/LKGmgUwLwkkwJg54FcRIQaMLhvZ/RLjIRGw0BDRERE9TwaZMoqjPjkuyMoKKqyhBdTg4Ulzf+bX1SF77Zm4PjpYkwekwCdD++IERERkQf7yFRV12L514dRUPxbiGnJ8cwifLEpHSaTC8toExER0QXDY0Fm7Y8ZKC6rhrQikwiA46eLsfNAbpvVRUREROrhkSBTWm7E0YzCVoWYhnYezOVVGSIiIvJMkNl7NK++J6+TyipqcDKr2H0FERERkSp5JMjsP3bO6asxQP3K2AfS891XEBEREamSR4JMeWWtS+eLAKUVRjdVQ0RERGrV7kFGRNzSv6W21uSGaoiIiEjN2j3IKIoCvc71hzX4enwuPyIiIvIwj9xaio0KgisrDigKEBcd5L6CiIiISJU8EmQG9Y5yqbMvAAzoFemeYoiIiEi1PBJkesQGI8hf59S5igL07BaGQH+9m6siIiIitfFIkFEUBZeM6Nb68wD4aDUYNSjG/UURERGR6nhsiYKe3cIwvhVhRlEAjVbBtPE9ERHq14aVERERkVp4dOjPoN5R8Df44LsfM1BtrIOioEnfGfO2oAA9poxLROeIAM8US0RERF7H42OYk3qEI6FrKI6cLMSuQ7nIPVdhtT8+NgSDekehe0wwFFeGOhEREdEFx+NBBqjv99I3MQJ9EyNgrKlDVXUtFEWBwdcHOh+P3f0iIiIiL+cVQaYhvU4LvU7r6TKIiIhIBXi5g4iIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVMvH0wW0t6LSauQXVcJYUwedjwahQQZEhvl5uiwiIiJyQocIMiaT4MTpYuw6lIvMnNIm+6Mj/TGod2ck9QiDj5YXqYiIiNTigg8yZRVGrFp3FHkFlVAU28fk5lfg680nsGVXFmZO6IXwEF6hISIiUoML+vJDeWUN/vfFQZwrrAQAiNg+zry9rMKIZV8cQn5RZTtVSERERK64YIOMySRYtfYoyipr7AaYxkSAmto6fPLdEVQb69q2QCIiInLZBRtkTmYX42xBhcMhxkwEKKuowYH0/LYpjIiIiNzmgg0yuw+etdsnxhG7DuZCWpuCiIiIqF1dkEGmpKwaJ7NLWn01pqGi0mpk5Za5rygiIiJyuwsyyOQXV7mnHXb6JSIi8moXZJCpqXG9o66iANVuaIeIiIjazgUZZHQ+WpfbEAH0OtfbISIiorZzQQaZ0GBft7QT5qZ2iIiIqG1ckEEmLNiA2M6BLo1aAoDTuaUoLTe6pygiIiJyuwsyyABAau8ol0YtAcDPe8/gnVX7cDKr2D1FERERkVtdsEEmsVsoQoN8XboqIwLU1pmwat1RhhkiIiIvdMEGGa1GgxkTkuCr07p8i0kE+GzDMZSUVbunOCIiInKLCzbIAEBokC/mXtkHQQF6l9uqMwn2HM5zQ1VERETkLhd0kAHqO/7Om9oPE0Z2h87H+acrAvx6JA+1dSY3VkdERESuuOCDDADodFrEx4Wgpta1EFJtrEP6qSL3FEVEREQu6xBBBgCK3dC/RaMARSXsJ0NEROQtOkyQqalxwy0hRUFNLZctICIi8hYdJsjo9e5YtkC4bAEREZEX6TBBJizYAI0bhmFHhvm5pyAiIiJyWYcJMn6+PkiKD3dpTplAfx16xIS4rygiIiJySYcJMgAwKNn5ZQsUAIN6R0Hj6mUdIiIicpsOFWS6dApAty5Brb4qoyiAn8EHA3pFtk1hRERE5JQOFWQURcGUcYkIDzE4HGYUBfDRajBzQhL8DLq2LZCIiIhapUMFGQDw1ftgzhW9Edc5CADsBhrz9gA/HeZO7oNO4f7tVCERERE5ysfTBXiCQe+DWROTcDq3DLsPncWxzMImfWeiIwKQ2icKPbuHwUfb4fIeERGRKnTIIAPU32bqGh2ErtFBKK+sQX5RJaqNddD5aBAc6IvwEIOnSyQiIqIWdNgg01CAnw4Bfuz/QkREpDa8Z0JERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrF4dc2VBlrceBYPtJPFaGiqgYKFPj7+aBXtzD0SYyAXqf1dIlEREQEBhkr5ZU12LIrCwfT81FnajTVbxGQmVOKTdtPo3+vSIwaFAODL18+IiIiT+In8XmFxVVY8e1hlFXWNFmuoKHaOhP2HD6Lk9nFmDUhCcGBvu1XJBEREVlhHxkAZRVGfOxAiDETAYpLq7Hi2yOorK5t+wKJiIjIJgYZABt+PoVyB0OMmQhQXFaNH3acbrvCiIiIqFkdPsiUVRhxLKPp6teOEAEOpuejysirMkRERJ7Q4YPM3iPnAMX58+tMggPp+e4riIiIiBzW4YPMoRMFTl2NaejwiQL3FENERESt0uGDTGVVjcttVFS63gYRERG1XocPMi5ejAEANJ5yhoiIiNpHhw8yBr3rU+n4cWI8IiIij+jwQSahawgUFzr7KgqQ2DXUbfUQERGR4zp8kElJjnKts68AA5Ii3VYPEREROa7DB5nwEAPiogOduiqjKEBit1AE+uvdXxgRERG1qMMHGQAYP7w7fLSaVk0noyiAXqfFxUO7tlldRERE1DwGGQCRYX64+tJe8PHROHRlxhxiZk5IQmgQF40kIiLyFAaZ8+Kig3Dt5N6IjgwAAJuBxrwtrnMQrruyj+VYIiIi8gyOG26gU5g/5k7ug7zCCvx6OA9HMwpRbawDABh8fZDUIwwpyVEIDzF4uFIiIiICAEWk5TE7JSUlCAkJQXFxMYKDg9ujLiIiIurAHM0evLVEREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESq5ePpAohIncora1BRVQMIYPD1QaC/DoqieLosIupgGGSIyGG1dSYczSjEroNnceZcudW+sGADUvtEoU9CBHz1Wg9VSEQdDYMMETkkI7sEX3x/HFXVtbB14aWwpArrt2Xi++2ncelF3dCvZ2T7F0lEHQ6DDBG16GhGIT7flA6R+n+b/2tLbZ0J32w5iarqWgzpF90+BRJRh8XOvkTUrJy8Mnzx/fFmw4stm7afxpGTBW1TFBHReQwyRNSsLbuyIa1NMedt2n7a6XOJiBzBIENEdhWWVCEzp6TVV2PMSsuNyMgucW9RREQNMMgQkV2/Hs6z2bHXUYoC7D501n0FERE1wiBDRHZl55U5fTUGqO8UnJ1X5r6CiIgaYZAhIruqqutcbsNYY3JDJUREtjHIEJFdPj6uz9Sr1XC2XyJqOwwyRGRXSKCvS31kACAoQO+eYoiIbGCQISK7+vWMdKmPDAAM6MUZfomo7TDIEJFd8bEhCPDTOX2+RqOgL5cqIKI2xCBDRHZpNAqG9uvs1LmKAvTrGQE/X66EQkRth0GGiJo1uG9n9Ooe2qpzFAWICvfHuGFd26YoIqLzGGSIqFmKouCKMQnoHR9+/t8tnxPTKRAzJyZB56Nt4+qIqKPjNV8iapGPVoMrxsSjZ7dQ7Dx4Ftlny6AogAIFQH1vYJMAESEGpPbtjH6JEdBq+XcSEbU9BhkicoiiKEjqEY6kHuE4V1iJoxmFqKyuhYjAoPdBfFwIunQKgOLqeG0iolZgkCGiVosM80NkmJ+nyyAiYh8ZIiIiUi8GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItBhkiIiJSLQYZIiIiUi0GGSIiIlItH08X4CiTSXAyuxh7j+ShsKQaNbUm6HUaREcEYGByJ0RHBkBRFE+XSURERO3I64OMiGDP4Tz8vDcHZRU1UBRA5Lf9BcVV2J+ej8gwP4xOjUVC11CP1UpERETty6tvLZlMgu+2nsT6bZkoq6gBYB1iGv77XGElPl1/DDsP5LZzlUREROQpXhtkRASbtp/CvmP5rTpv4y+nsO/ouTaqioiIiLyJ1waZ07ll2HXwrFPnrv0xAxWVNW6uiIiIiLyN1/aR2X3obJP+MI4SEew7dg7DB3Rxf2FEREQqZjQacezYMWRnZ6Ompv6Pfq1Wi9DQUPTp0wdBQUEerrB1vDLIlFUYcSyz0KkQAwCC+iA0tF80NBqOZCIiIqqursbOnTuRn9+0y0ZdXR3Onj2Ls2fPwt/fHwMHDkRkZKQHqmw9r7y1dPx0sdMhxqysogZnCyrcUxAREZGKlZaWYv369TZDTGMVFRX46aefkJGR0Q6Vuc4rg0xlVS3ccSGlsqrW9UaIiIhUrKqqCps3b0ZdXV2rztu7dy9ycnLaqCr38cogU39zyB2tuKcdIiIitdqxY0erQ4zZzp07UVv720WB6upq5OTkIDMzE6dPn0ZeXh5MJpO7SnWKV/aRMfj6wOSGDOLn65VPj4iIqF1UVFSgsLDQ6fNFBJmZmQgNDcXJkyeRk5MDadT3Q6fToXv37ujevTv8/PxcLbnVvPKTPj42xOU2/Hx9EBXh74ZqiIiI1On48eMut3Ho0CGYTCYoitIkxABATU0Njh07hvT0dKSkpCAuLs7lx2wNr7y1FBzoi/jYEDi7dJKiACm9O0Gr8cqnR0RE1C6ysrJcbsN868hWiGlIRLB79+527yTstZ/0g/pEuTRyaUCvTu4rhoiISIUa9m9pL3v37nVodJS7eG2Q6RETjD4J4U6de/GQOAQF6N1cERERkbq0dBWlrRw7dqzdHstrg4yiKJg4qgcSu7auv8yIgV0wuG/nNqqKiIhIPbRarUceNy8vD+Xl5e3yWF4bZABAq9VgyrieGDkoBnpd/TejcbcZcz+aIH8dLk/rgbTUWCjOdq4hIiK6gERERHjkcRVFQWZmZrs8lleOWmpIo1EwMiUGQ/tF42hGAfYczkNRaTVqa03Q67SICvdHSu9O6BETwuUIiIiIGkhKSsLZs84twOwKEUFZWVm7PJbXBxkznY8GfRMj0TdRHWs/EBEReVpoaCj8/PxQWVnZ7o/dXh2NvfrWEhEREbkmNTXVI4/r49M+10oYZIiIiC5g4eHhGDx4cLs+pqIoCAwMbJfHYpAhIiK6wMXExOCiiy5qt6skIoJu3bq1y2MxyBAREXUAkZGRuPzyyzF8+HAEBwe3+WMFBAS06WOYqaazLxEREblGURRERUUhKioKQP3yAyICrVaLtWvXoqqqyi2P07NnT7e04whekSEiIuqgNBqNZdI8d61c3b9/f0RGtt8IYwYZIiIiQu/evV1uIzAwED169HC9mFZgkCEiIiJERERAp9O51IYnhnozyBARERGA+pmAnRUQEICQkNatj+gODDJEREQEAIiPj0dMTEyrz/Px8cHo0aPboKKWMcgQERGRxeDBg9G1a1eHj9fr9bjkkktcvi3lLA6/JiIiIispKSmIi4vDwYMHUVRUZPMYvV6PhIQEJCQkQKPx3HURBhkiIiJqIiIiAqNHj0ZNTQ2OHz+OiooKmEwm6PV6xMXFISwszNMlAmCQISIiombodDokJyd7ugy72EeGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVItBhoiIiFSLQYaIiIhUi0GGiIiIVMuh1a9FBABQUlLSpsUQERERAb9lDnMGscehIFNaWgoA6Nq1q4tlERERETmutLQUISEhdvcr0lLUAWAymZCdnY2goCAoiuLWAomIiIgaExGUlpYiJiYGGo39njAOBRkiIiIib8TOvkRERKRaDDJERESkWgwyREREpFoMMkRERKRaDDLkFj169ICiKC1+vfvuu54utVXMdbe3rVu3Ys6cOejatSv0ej0CAgIwYMAAPProozh79qzd80wmExYvXowRI0YgKCgIQUFBGDFiBJYsWdLiXAytNX/+fCiKgvnz57u1XTUxGo148cUXkZKSgoCAAISFhWHcuHFYsWJFq9uqqanBunXr8PDDD2PYsGEIDQ2FTqdDdHQ0pk6dii+++MLuuc8880yLP3uHDh1yqI49e/ZAr9dDURT07NnT7nEigg8++ACXXXYZIiMjodPpEBoairS0NLz++uswGo2tfg2InOHQPDJEjkpLS2v2l19z+6je//3f/+Huu++GiKB///4YOXIkysrK8NNPP+Gll17Cu+++i02bNqF3795W59XV1eGaa67BypUr4e/vj0svvRQAsHbtWtxxxx1Yu3YtPvzww2aHMZLjKioqMGHCBGzduhWhoaGYNGkSysrKsH79emzatAkPPvgg/va3vznc3qZNmzBhwgQAQHR0NEaPHo2AgAAcOHAAa9aswZo1a3D77bfjrbfeshuuU1JSMGjQIJv7mpuHw8xoNOKmm25CbW1ti8fOnTsXH330ETQaDUaNGoXY2Fjk5uZiy5Yt2Lp1K/73v/9h/fr18PPza7EtIpcIkRt0795dAMg777zj6VLcCoC054/JmTNnRK/XCwB59913rfaVlJTIxIkTBYBcfvnlTc599dVXBYDExsbK8ePHLduPHz8uMTExAkD++c9/uq3WefPmCQCZN2+e29pUk/vuu08AyIABAyQvL8+yffv27RIYGCgAZM2aNQ63t27dOpk5c6Z8//33TfZ9+OGHotVqBYC89957TfY//fTTAkCefvppp56L2ZNPPikA5O677xYAkpiYaPO4lStXCgAJCQmR3bt3W+1LT0+X2NhYASDPP/+8S/UQOYJ/mhF5kc2bN8NoNKJv376YN2+e1b6goCA8/fTTAIAff/zRap/JZMKLL74IAHjxxRcRHx9v2RcfH2/Z9/zzz8NkMrXlU+gQCgsL8eabbwIA3nzzTURGRlr2DRkyBI8++igAYOHChQ63OX78eKxYsQJjxoxpsm/OnDmWW3hLly51oXL7fvnlF7zwwguYPXs2Zs6c2eyx69evBwBcf/31SElJsdqXkJCAP/zhDwCavk+J2gKDDHlUwz4o//rXvzBkyBAEBAQgNDQUkydPxk8//WT33IKCAjzxxBPo168f/P39ERQUhCFDhuCll15CZWWl3fOysrLw8MMPY8CAAQgKCkJAQACSkpIwf/58bN261e55n3zyCUaPHo3g4GAEBAQgLS0NX375pfNP3gaDweDQcQ0/OIH6D4wzZ87A19fX5ofQzJkzodfrkZ2djW3btrmlVmdUVFTghRdewODBgxEUFAR/f3/069cPf/zjH1FYWGjznB07dmDOnDmIi4uDXq9HcHAwEhISMHPmTKxevdrqWJPJhCVLliAtLc3SxyQqKgopKSm45557cPLkSbc8jy+//BJGoxHdunVDWlpak/3XXXcdAOCnn35Cdna2Wx4zNTUVAHDq1Cm3tNdQVVUV5s2bh7CwMCxatKjF4519nxK1CU9fEqILg7O3lnD+1s39998viqLI6NGjZe7cudK/f38BID4+PrJy5com56Wnp1ses1OnTjJz5kyZOnWqBAUFCQAZPHiwFBQUNDlv7dq1EhoaKgAkKipKpk2bJrNnz5Zhw4aJTqdrcpvEXN9TTz0liqJIWlqazJkzR1JSUgSAKIpis74NGzY4dVsqPz9fQkJCbN5aKi0ttdxaevHFF632/fOf/7Q8b3tSU1MFgLzxxhutqsme1t5ays/Pl0GDBgkACQ4OlqlTp8rMmTMlMjJSAEh8fLycOHHC6py1a9eKTqcTAJKSkiKzZs2Sq6++WoYPHy6+vr4ybdo0q+NvvvlmASAGg0Euu+wymTt3rlx++eXSq1cvASCrVq2yOt7Z79ODDz4oAGTGjBl2jwkPDxcA8sUXX7SqbXvMt7LGjh3bZJ/51tKUKVPk0Ucfldtuu00eeugh+eCDD6SkpKTFth966CEBIMuWLROR314Xe7eW1q1bJwAkNDTU5q2luLg4URRFfvzxx9Y/UaJWYpAht3A1yPj5+cm6deus9r300kuW+/C5ublW+0aMGCEAZOrUqVJWVmbZfvbsWRk8eLAAkOuuu87qnMzMTEtIeOyxx6S6utpqf25urvzwww826wsNDZWffvrJap/5wyMpKanJ83L2A1JE5NNPP5WAgAABIP3795fZs2fL5MmTJSwsTMLCwmThwoViMpmsznnggQcEgEyfPt1uu1OnThUA8tBDD7W6JltaG2TmzJkjAGTEiBFy7tw5y/bS0lK54oorBICMGjXK6pxLLrlEAMj777/fpL2ioiKrD8qMjAwBIHFxcZKTk9Pk+AMHDkhGRobVNme/TzNmzBAAsmDBArvHDBw4UADIokWLWtW2LTk5OZb37uuvv95kv/m9aOsrJCTEZr8asy1btohGo7EKhS0FGZHf+tNoNBoZM2aMXHvttXLJJZeITqeThIQE+eyzz1x6zkSOYpAhtzAHmZa+CgsLrc4zb7f3gTB06FABIAsXLrRs++GHHwSA+Pv7y5kzZ5qcs337dssv2FOnTlm2L1iwwPJXq6PM9dn68KiqqrJ8uGRmZlrt27ZtmyQnJ0tycrLDj9X4OSQmJjZ5/SZOnCgbN25scvxtt90mAOT666+32+Z1110nAOT22293qqbGWhNkMjIyRKPRiKIosmfPnib7T58+LQaDQQDIli1bLNv79u0rAGxeXWvs559/toRbRzn7fZowYYIAkCeffNLuMaNGjRIA8te//rVVbTdWU1Mjl156qaVjceMALiKydOlS+etf/yq7du2SgoICKSgokM2bN8tVV11lee/YCoPl5eXSq1cvCQsLk+zsbMt2R4KMiMj7779v6dhs/vLx8ZHbb79d0tPTXXreRI5iHxlyq7S0NMybN8/ul16vt3le446tZjfddBMAYOPGjZZt5v+fNGkSOnfu3OScIUOGICUlBSaTCZs2bbJs//rrrwEAt99+e6uf15QpU5ps8/X1RUJCAoD6fjcNDR8+HIcOHXJ47o6G3nzzTYwcORIRERHYuHEjiouLcerUKbzxxhv46aefMH78eNXNx/P999/DZDIhNTUVAwcObLI/NjYWl19+OQBgw4YNlu3Dhw8HUN+pdPPmzc0OC+7duzeCgoLw5ZdfYuHChThx4kSLdbnyfWovd955J9atW4eIiAisWLHC5s/QjTfeiMcffxyDBg1CWFgYwsLCkJaWhjVr1uCee+4BANx///1N5nZ57LHHcPToUbz22mvo0qWLwzXV1NTglltuwQ033IDp06dj7969KC8vx5EjR3D33XfjX//6F4YNG4bdu3e79NyJHOLpJEUXBldvLRUVFdncv2bNGgEgffr0sWy78847BYA8+OCDdts1X/pv2JfEz89PAMjRo0dbXV9dXZ3N/WPHjhUAsmHDBofbbM7mzZsFgHTp0sXma/K///3Pcrug4dUtb7+19MILLwgAmTlzpt1jzM/h97//vWVbTk6O5VYhzt+CTEtLkyeffFIOHDjQpI0VK1ZY+kmZX8err75aFi9eLKWlpU49T1va69bSvffeKwAkLCxMdu7c6VQb+fn5lqHbDYd2b9iwQRRFkcmTJzc5p6UrMn/5y18EgM1zRUTuuOMOASAXX3yxUzUTtQavyJAqiJtnpW2t9ppEznylZfLkyTYnMJs1axb0ej2Ki4vxyy+/WLb36NEDAJCZmWm3bfNoF/OxahAdHY3t27djw4YNePLJJzFixAjs3LkTCxcuRL9+/SzDys1mzpyJU6dOYenSpbjtttsQFhaGVatW4Y477kDPnj2xd+9et9TlyOt9+vRpq2Nb68EHH8Trr7+O0NBQfPvtt5ZRS60VHh6OqKgoq5oA4NNPP4WIIDMzE+PGjbP6WrBgAYD6K43mbQ2vrpjfp3PnzrX5mOZRW5s3b0Z1dbVTdRM5ijP7klc4ceKEzRlJzcNl4+LiLNtiY2MBAMePH7fbnnmf+VgA6NatGw4fPoxDhw557QzD5g/G4OBgm/t9fHwQEBAAo9GIgoICy/bBgwcDAPbv34+qqqomw2MrKyuxf/9+q2Pbk7PfM6B+iL75wxSoHyr87rvv4q677sITTzyBWbNmITEx0XJ8SEgIbrzxRtx4440A6gPcPffcg9WrV+Puu++2ut3oLPNruH37drvPxfz9cSaAPPLII3jllVcQEhKCb7/9FkOHDnW61rq6OhQXFwOon4uosX379tk9t6qqyvJ6FRUVWba39D41h3CTyYSioiKbt4CJ3IVXZMgr/Pe//212u/lDrOH/f/3118jNzW1yzq5du7B7925oNBpcfPHFlu2TJk0CUD9fjbcyf4jbm+vl8OHDlvlWGk56N3LkSERHR6O6uhqffPJJk/M++eQTGI1GxMTEYMSIEW1QefMuvvhiaDQa7N69G3v27GmyPycnx9KH6ZJLLmm2LYPBgDvvvBMDBw6EyWTCr7/+2uzxXbt2xbPPPgsAbuuzMXnyZOj1emRmZmLLli1N9i9btgwAcNFFFyEmJqZVbT/22GN4+eWXERISgu+++w7Dhg1zqdbPPvsMFRUVUBTFKhC99tprkPoBH02+zP2UEhMTLdsa/gy29D41z/8UFBTEuWSo7XnqnhZdWNwx/LpxP5NXXnlFAEhQUFCT4bTm4dfTpk2T8vJyy/a8vDwZNmyYzeHXGRkZlv4TTz75pBiNRqv9zQ2/tsdeHxlnR8N88cUXlsd86aWXrIZZ5+bmSlpammXId+N+O80tUWCeMt7WEgXODkF21/DrsrIyy+iaxsOvX3755SZDpkVEDh48aBmivmPHDhER2blzp3z44YdSUVHR5PjnnnvOMuqnIVdGl5nndRk4cKDV89mxY0ezSxQ89thjkpycLI899liTfeYhzaGhofLzzz87VEdGRob897//lcrKyib7Vq1aZZnP5oYbbnD4ubXUR+bhhx+2+3O7a9cu6dSpkwCQW2+91eHHJHIWgwy5hTnIpKWlybx58+x+ffDBB1bnmT9AFyxYIIqiyMUXXyxz586VAQMGCADRarXy8ccfN3m8hhPiRUVFyaxZs2TatGkSHBwsgP0J8b755htLmOncubNMnz5dZs+eLcOHD292Qjx77AUZV+aRMXeUBCA9e/aUGTNmyIQJEyzPLTQ0VLZt29bkvNraWrn66qstQ9OnTp0qU6dOFX9/fwEgs2bNstlp2Ty5mY+PT6vqNAeZyMhIGTFihN2vf/3rXyIicu7cOctEgiEhITJ9+nSZNWuW5UPP1oR45uHtvXv3lquvvlquu+46GTdunPj4+AgAuemmmyzHrlq1yqpD8LXXXiuzZs2S5ORkASB6vV6++uorq/Zd+T6Vl5fLyJEjLZ1xZ86cKZMmTbJM4PfAAw80+7o1fq+tXr3aUsvQoUPt/gw17uS+a9cuASCBgYGW+VymTZtmmQQQgFxyySWt6uzcUpApKSmx/MEAQIYNGybXXHONjBo1ytKxeMCAAVYBj6itMMiQWzg6j8x9991ndV7DD5E333xTBg0aJH5+fhIcHCyTJk2ymlOksfz8fHn88celT58+YjAYxN/fX1JTU+WFF16w+Ve5WUZGhtx3332SnJwsBoNBAgMDJSkpSW655ZYmM5F6IsiI1E+KN2XKFOnSpYvodDrx8/OTvn37yv333281N05jdXV18tZbb8nQoUMlICBAAgICZNiwYfLWW281mUTPzDzx4B133NGqGs0fyC19NVzIsLy8XJ5//nkZNGiQ+Pv7i8FgkD59+sgTTzxhM3i+//77cvPNN0v//v0lPDxcfH19pXv37nLFFVfIqlWrrJ5TTk6OvPDCCzJ58mSJj48Xf39/CQ4Olr59+8pdd90lhw4datK+q9+n6upqef7556V///7i5+cnISEhcvHFF8vy5ctbfN0aB5l33nnHodeze/fuVuedO3dOHn30URk/frx069ZNAgICRKfTSZcuXeSqq66SZcuW2R11Z48j88hUV1fLP/7xDxk9erSEhYWJVquV4OBgueiii+Tll19u9meQyJ0UEQ8PB6EOzbzOEt+GnjNhwgRs3boV6enpiI6O9nQ5REStws6+RB1YZWUlNm/ejPvvv58hhohUiVdkyKN4RYaIiFzBKzJERESkWpwQjzyKV2KIiMgVvCJDREREqsUgQ0RERKrFINOBKIrS6q+G05K70zPPPANFUfDMM8+4pb2TJ09CURRVLYgIAK+88orltf7nP//p6XKoFU6dOoXFixfj9ttvx5AhQ+Dr6wtFUfC73/3OofN37NiB2bNno3PnzjAYDIiPj8c999yDs2fPNntebm4u7r77bsTHx8PX1xedO3fG7NmzsXPnTqefi9FoxIsvvoiUlBQEBAQgLCwM48aNw4oVK1o89+OPP8a4ceMQFhaGgIAApKSk4KWXXkJNTY3N48vLy3HXXXdZnveIESOwfv16u+1//vnnUBQFf/3rX51+fnRhYx+ZDmTevHlNtp05cwbffPON3f29e/du87o6sv/85z+W/3/77bdxzz33eLAaao1PPvkE999/v1PnrlixAnPnzkVtbS2GDRuG+Ph4bN++HYsWLcLHH3+MzZs321zY9MiRIxgzZgzOnj2LhIQETJ8+HSdOnMCKFSvw6aefYvny5bj66qtbVUtFRYVlLqHQ0FBMmjQJZWVlWL9+PTZt2oQHH3wQf/vb32yeu2DBAvzjH/+Aj48Pxo8fj8DAQKxfvx6PPvoo1qxZg2+//RZ+fn5W58ybNw+ffPIJ+vfvj4suugjfffcdLr/8cvzwww+46KKLrI4tKyvDH/7wBwwYMAAPP/xwq54XdSAenIyPvICrM5s6Ky8vTw4ePCh5eXluac9oNMrBgwfl2LFjbmmvPfz444+WJQcarxtE3u/TTz+Ve+65R9555x3Zs2ePZZ2kltYXysrKsiwbsXjxYsv22tpaueGGGyxT/jeeidlkMklqaqoAkBtvvFFqa2st+xYvXmxZpqDxumQtMa8ZNWDAAKufx+3btze7ZpR5SYjAwECr921eXp5liRF7yylceumllvrXrl0rAOTKK69s8hj33nuvaDSaJjNuEzXEINPBeSrIkMjvfvc7ASC///3vZf78+QJA/vCHP3i6LHLS008/7VCQMS+4eNlllzXZV1paallf6uuvv7baZ15QNDQ01Oa6SZdeeqkAsLkYpT0FBQWi1+sFgGzevLnJfvNimxdddFGTfea1lv7yl7802ffDDz8IAPH19ZWioiLL9n//+98CoMmaaz179pSwsDCrbT///LNoNBq5++67HX4+1DGxjwzZ1bAfS2ZmJm699VZ07doVOp0O8+fPtxy3cuVK/O53v0P//v0RFhZmud9/yy234PDhwy223dC7774LRVEwf/58lJeX4/HHH0fPnj3h6+uL6OhozJs3D1lZWU3aa66PjLkPClB/O2D06NEIDg5GQEAA0tLS8OWXX9p9DTIyMjB//nxER0fDYDCgV69eePrpp1FVVYVx48ZBURRs3LixxdeysfLycnz00UcAgFtvvRW33norAGDZsmWoqqqye56IYOXKlbjqqqsQHR0NvV6P6OhojB49Gi+++CIqKyubnLNjxw7MmzcP8fHxMBgMCA8PR0pKCh5++GFkZGRYjmv42tti7zVuuL2urg6vvPIKUlNTERgYaHndAeDAgQN4+umnkZaWhtjYWOj1ekREROCyyy7D8uXLm329srKy8PDDD2PAgAEICgpCQEAAkpKSMH/+fGzduhUAkJ6eDq1Wi7CwMFRUVNhtq1+/flAUpdnve1tatWoVAOC6665rsi8wMBBTp04FUP9zZeu8qVOnIjAwsMm55vYan9ecL7/8EkajEd26dUNaWprdNn/66SdkZ2dbtmdlZeGXX36x+zxGjx6Nrl27orq62up1zs/PBwCEh4dbHR8REYGysjLLv2tra3H77bcjJiaGfWOoRQwy1KKjR48iNTUVX375JUaMGIGpU6ciMjLSsv+aa67B//73P/j5+WH8+PG4/PLLodFo8M4772DIkCGWD5rWKC4uxqhRo/DWW2+hb9++uOKKKyAiWLp0KdLS0lBcXNzqNp9++mnMnj0bADB58mT06tULW7duxVVXXWX5kGjowIEDGDp0KN577z1otVpMmzYNycnJ+Pvf/44JEybY7czoiI8++gilpaUYOHAghgwZgtGjRyMpKQlFRUV2P4hqamowa9YszJw5E1999RXi4+Mxa9YsDBw4ECdPnsRjjz2G3Nxcq3NefvllDB8+HEuXLoVer8e0adMwevRo1NTU4G9/+xs2bNjg9HNoTEQwY8YMPP7444iIiMDUqVMxcOBAy/5XXnkFf/7zn1FQUIABAwZgxowZSE5OxoYNGzBnzhw88MADNttdt24d+vfvj7/97W84e/YsLr30Ulx55ZUIDQ3FsmXLsGTJEgBAYmIirrzyShQVFeGDDz6w2daGDRtw4MABJCYm4oorrgAA9OjRA4qi4N1333Xba2FPaWkpjh07BgAYOnSozWPM23ft2mW13fzvls47evQoysvLHaqnpTYTEhIsoWP37t1NzgsPD0d8fHyz9TR8HuYQfPDgQcu2mpoaHDt2DLGxsZZtr7zyCnbv3o033ngDQUFBDj0X6sA8fEWIPKy5W0vmS+UA5IYbbpCqqiqbbXz44YdSVlZmtc1kMskbb7whAKRfv35N7veb2264MrKI9QrAl19+uRQXF1v2FRQUyKBBgwSA/PWvf7U678SJEzZXBhb5bQXr0NBQ+emnn2zWkZSU1OS8wYMHCwC59tprrZ776dOnJTk52dJu45WvHTFq1CgBIK+99ppl2/PPPy8AZPz48TbPeeCBBwSA9OjRQ3bv3m21z2Qyydq1a60u469evVoAiMFgkI8++qhJe/v375cDBw5Y/m1+7Ruvymxm7zU2bwcgcXFxcvjwYZvnb9y4UdLT05tsP3TokMTFxQkA2bZtm9W+zMxMy62Wxx57TKqrq6325+bmyg8//GD593fffScAJCUlxWYNM2fOFADy97//3bLNvHL7O++8Y/McRzlya+nXX3+1vFYNv1cNrVy5UgBIZGSk1fbw8HABIJ9++qnN8woKCixt79u3z6GaZ8yYIQBkwYIFdo8ZOHCgAJBFixZZtr3++usCQAYNGmT3vHvvvVcAyKxZsyzb8vLyJCgoSGJjY+Xnn3+WwsJCy/v63nvvFRGR48ePi7+/v9V5RM1hkOngHAky4eHhdn/ptmTkyJECQPbv32+zbXtBJiAgQLKzs5u09+GHH9r8sHckyLz++utN9lVVVVk+KDMzMy3bv//+e0tHxvz8/Cbnff75504HmYMHDwoA0ev1cu7cOcv27Oxs0Wq1oiiKHD9+3Oqc3NxcS1+G7du3O/Q45tDX8EO7Oe4IMkuXLnXosRozd1Z9+OGHrbYvWLBAAMiUKVMcbqtfv34CwCrgiIicOnVKfHx8xN/fXwoLCy3bx48fL8nJybJy5UqnajdzJMhs2bLF8lrV1NTYPObbb7+1vD8a0ul0AkC+++47m+cZjUZL21u3bnWo5gkTJggAefLJJ+0eYw7dDf94WLhwoQCQtLQ0u+c98cQTAkAmTpxotf3//u//LHWav/r06SMFBQUiInL55ZdLSEhIk5//8vJyh54TdTwcfk0tuuyyyxASEtLsMceOHcPXX3+NY8eOobS0FHV1dQBgudVx+PBh9O3b1+HHHDp0KLp06dJke58+fQDAZj+ZlkyZMqXJNl9fXyQkJGDXrl3IyspC165dAQCbNm0CAEyaNKnJ/XwAllsbRUVFra7j3//+NwBg2rRpiIiIsGzv0qULrrjiCnz++ed4++238dxzz1n2bdiwAUajEUOGDMGQIUNafIwzZ85g9+7d0Gg0lv437WHmzJnN7i8rK8NXX32FXbt24dy5czAajQCAnJwcAGjSp+rrr78GANx+++0O13DvvffijjvuwKJFizB69GjL9sWLF6O2thY333wzQkNDLdvXrVvncNvkut///vdITU3FJ598gpKSEqSkpGD+/Pnw9/fHBx98gG+++QaLFy9Gly5dUFFRgYcffhjvv/8+SkpKEBkZid///vd4+umnodVqPf1UyEswyFCLmptkrq6uDnfffTcWL17c7LpJJSUlrXrMbt262dweHBwMAM12iHVHm6dPnwbQ/HPv3r17q4NMTU0N/vvf/wIAbrnllib7b7nlFnz++ed477338Oyzz0Kjqe/GZu6U6+i8PpmZmQDqw1FLIdRdoqKi4O/vb3f/mjVrcPPNN1s6fNrS+H3S2ucNADfccAMee+wxrFy5Ejk5OejSpQuMRiP+9a9/AQDuvvtuh9tyt4b9PcrLy21+b8ydXs3vy4bnFhQU2O3/0rCzbONzW6qnuT41tupx9jyziy66qMmcMQUFBbj//vsxZswY3HbbbQDqv5erV6/GQw89hNGjR+PTTz/Fc889h/Lycvz973935ClSB8DOvtSixhNaNfSPf/wDb731Fjp37oxly5bh5MmTqKyshNTftsTcuXMBtH5xSPMHuDs502bDUTet2WfPmjVrLDO3/vnPf8bo0aOtvl588UUA9bPGfvvtt61uvy2ZTKZm9zf3PsnKysKcOXOQn5+PRx55BHv27EFxcTHq6uogIpZJGVv7PrHF398ft912G2pqaiwdgT/55BPk5uZizJgxVh2Q21v37t0t/28Om42dOnUKQNMQbf53S+cpimL1OM1pqU3Adqg3/7/5MZurx9HZth988EGUlJRgyZIlUBQFhw8fxqpVq3DttdfixRdfxJQpU/Cf//wHI0aMwKJFi6yCG3VsDDLkEvOw2cWLF2Pu3Lno3r07DAaDZf/Ro0c9VZpLzCMoTp48afeYhkOXHdVwJt8ff/wRW7Zssfratm2bzWPNV5MOHTrk0OOYj8/JyXF4hJderwdQP7LGFmeer9maNWtQWVmJq6++Gi+++CIGDhyI4OBgS7i09z5p7fM2u+uuu6DVarFkyRLU1NRg0aJFADx7NQaovzphnrF3+/btNo8xbx88eLDVdvO/WzqvV69eNodn29JSm8ePH0dBQQEAIDU11bLd/P/5+fk4ceJEq56HLRs2bMC7776Lxx9/3HL1zTxKatSoUVbHjh49GkajEQcOHGixXeoYGGTIJeZfcrb+Aty/f7/VkE01ufjiiwHU99EoLCxssv+rr76yub05p0+ftlx5OHjwoOWqVeMv8y/ozz77DOfOnQMAjB8/Hnq9Hjt27HBoTZ3o6GikpKTAZDLh7bffdqg+c3izFxq++OILh9qxpbn3iYhg2bJlNs+bNGkSAFhuCzmqW7dumD59OrKzs/HUU09h69atiImJwYwZM1pZufuZlxCw9ZzLysqwZs0aAGhSq/m8zz77zOYtHXN7rXmOkydPhl6vR2ZmJrZs2WK3zYsuuggxMTGW7XFxcRg2bJjd57F582acOnUKvr6+mDx5crM1VFdX484770SfPn3w+OOPW7abr3g2fq7mfztzRZQuUB7pYkxew5FRS41HFjU0depUASC33Xab1NXVWbZnZ2dbhi/DxtDWlkYtOTtyprlRS/aMHTu2yegjk8kkKSkpAkCuv/56q2G/WVlZ0qdPn1aPWjLPkjp8+PAWjx06dKgAkFdffdWyzTyVfEJCguzdu9fqeJPJJOvWrbMaXWYexuvn5ycrVqxo8hiNh19XVFRIcHCwzdFHy5cvt4yaac1r37iWuLg4q9EotbW18sc//tHyWo4dO9bqvIyMDAkKCrKMrDEajVb7Gw+/bsg88sz89eyzz9o8rj1HLYlYL1GwZMkSy/ba2lq58cYbBWh5iYKbbrqpVUsUNPccze+rgQMHWo2i27Fjh1NLFJw7d87uEgW2PPnkk6IoSpOZhY8ePWqpq6KiQkTqh29HRUWJwWBoMuUDdVwMMh2cq0Hmp59+sgwL7tmzp1xzzTUyadIk8fPzk379+snVV1+tyiAjIrJ3717L3B2xsbFyzTXXyFVXXSUBAQGSlpZmGVq+ZcsWu22bmUwmSUhIEADyxhtvtHi8eZ6O/v37W7ZVV1dbgqNGo5GRI0fKddddJxMnTpTY2FgBICdOnLBqZ+HChaIoigCQ3r17y5w5c2Tq1KnSt29fm9+XV1991fJ6jRw5UmbNmiX9+vUTRVHkT3/6k9NBpqamRoYMGWL54Lvyyivlmmuuke7du4tOp5NHH33UZpAREfnmm28sYaZz584yffp0mT17tgwfPlx0Op3d94qIWD74dTqd3TWInJ1HJjs7W0aMGGH5Mn8POnXqZLXd1vpZy5cvF61WKwBkxIgRMmfOHMv7o3PnznL06FGbj3no0CHp1KmTJdDOmTNHhg8fLgDEx8fHbhhr7jmWl5db3sthYWEyc+ZMmTRpkiW4PvDAA3ZfA/NcMTqdTiZNmiQzZ86U0NBQy9BscwCxZ9++faLT6eTOO++0uX/u3LkCQOLj42XmzJkSHR0tAOTxxx9vtl3qWBhkOjhXg4xI/SRfU6dOlS5duojBYJBevXrJI488IiUlJTJv3jzVBhlzuzfeeKNERUWJXq+XxMREeeKJJ6SiosLywWNvAriG1q1bZ5kbxNa8NI3l5eVZPkgaThJnMplk2bJlMnHiRImIiBCdTifR0dEyZswYefnll6WysrJJWz/++KPMnTtXYmNjRafTSXh4uKSkpMgjjzwiGRkZTY5/7733ZPDgwWIwGCQ4OFjGjx8v3333nVOvfUOlpaXyxBNPSHJyshgMBomKipLp06fL9u3bLe9DW0FGpP7KzH333Wc5NzAwUJKSkuSWW25pdkFBc0CaO3eu3WOcDTIN589p7sveFbvt27fLjBkzpFOnTqLX66V79+5y1113yZkzZ5p93JycHLnrrruke/fuotfrpVOnTjJjxoxmFxxt6TlWV1fL888/L/379xc/Pz8JCQmRiy++WJYvX97i6/DRRx/JxRdfLMHBweLn5yf9+/eXF154ocnkhY2ZTCYZNWqUxMTE2J2nqrq6Wh599FGJi4sTnU4nCQkJ8tJLLzW5WkUdmyLihmECRB3MiRMn0LNnT8uQ2LYYZUWuqaurQ2JiIjIyMrB161aMHDnS0yURURvgb18iO8rLy7F///4m2zMyMnD99dfDZDJh3rx5DDFeasmSJcjIyMDIkSMZYoguYLwiQ2THyZMnER8fj8TERCQlJSE4OBiZmZnYuXMnqqurkZKSgu+//97hyceo7R0+fBgvv/wyzpw5g6+//hoigh9++KHJEF4iunAwyBDZUVZWhmeffRbr169HZmYmioqK4O/vj+TkZMycORP33HNPszPZUvvbuHEjLrnkEuj1evTu3RvPPPOMZdgyEV2YGGSIiIhItXhzn4iIiFSLQYaIiIhUi0Gmg3rqqaegKEqTFWjtWbVqFRRFQXh4uFMrTwPA/PnzoSgK3n33Xavt7777LhRFwfz581vV3smTJ6EoisOL0rmDvefgzV555RUoigJFUfDPf/7T0+VQK5i/by19LV261G4bq1evxtSpUxEdHQ29Xo+oqCiMGjUKf/7zn12ub8+ePdDr9VAUxbKGVGPmn5mWvsaPH9/k3GXLlqFfv37w9fVFt27d8Mwzz6Curs7m45SXl6NHjx7o378/jEajy8+N1MPH0wWQZ9x88834y1/+gm3btuHAgQPo27dvs8eb1+u5/vrrrRaFvJC8++67uPnmmzFv3jxVBZWWNFx88u2338Y999zjwWqoNebNm2d3X2ZmJjZs2ABFUTB27Ngm+41GI2644QZ8/PHH8PPzw8iRI9G5c2ecOXMG+/fvx+uvv46nnnrK6dqMRiNuuukm1NbWNnvc6NGjm92/bNky1NTU4JJLLrHa/vnnn+P6669HWFgYrrzySuzevRvPPvss8vPzbQbyP/7xj8jMzMTmzZstC6BSB+GxqfjI4y699FKH1kPJyckRHx8fASC7du1y+vHszfJbVFQkBw8etFqDxxGOzijrqJZmFRapn5b+4MGDdmci9TY//vijAJDQ0FAJCAgQAM3OAEvq8fvf/14AyIQJE2zuv+mmmwSATJ8+XfLy8qz21dXVNTsjsiOefPJJASB33323AJDExMRWt7Ft2zbLkhuZmZlW+wYNGiR6vd4yc3ZZWZn07t1btFptk+UmfvnlF9FqtfKHP/zB+SdEqsVbSx3YrbfeCgB4//33m/2raunSpaitrUVqaioGDRrk9jpCQkLQu3dvdOnSxe1tu1uXLl3Qu3dvhISEeLoUh5ivxsydOxezZ8+22kbqVVVVhf/9738Afvs5bmjdunVYunQp+vfvj+XLlyMyMtJqv0ajcfi2si2//PILXnjhBcyePRszZ850uh3ze3HixIno2rWrZbvRaMTevXsxduxYJCUlAQACAgJwww03oK6uDj///LPl2Lq6Otx+++2Ijo7G888/73QtpF4MMh3YjBkzEB4ejtzcXHzxxRd2j3vnnXcA/PYLs6amBu+//z6uv/569O7dG8HBwfDz80NycjLuvfdeZGdnt6qOlvrIfP755xg7diyCgoIQEhKCMWPGYPXq1c22uXbtWtxzzz0YNGgQIiMj4evri7i4OMyZMwe//PJLk+N79OiBm2++GQDw3nvvWd27HzdunOW4lvrIfPjhh7j00ksRHh4OX19fdO/eHbfccguOHDli8/gePXpAURScPHkSGzZswMSJExEWFgY/Pz8MHjy42b4PLSkvL8dHH30EoP57Z/7+LVu2rNl+TiKClStX4qqrrrL0q4iOjsbo0aPx4osvorKyssk5O3bswLx58xAfHw+DwYDw8HCkpKTg4YcfRkZGhuW4lr7X9vo9NdxeV1eHV155BampqQgMDISiKJbjDhw4gKeffhppaWmIjY2FXq9HREQELrvsMixfvrzZ1ysrKwsPP/wwBgwYgKCgIAQEBCApKQnz58/H1q1bAQDp6enQarUICwtDRUWF3bb69esHRVHw5ZdfNvuYzvrkk09QVFSE8PBwTJ8+vcl+862XBQsWQKfTufWxq6qqMG/ePISFhWHRokVOt1NZWYkPP/wQQNMwVlRUhLq6OoSHh1ttj4iIAFA/x5PZq6++il27dmHRokWcnLKj8vQlIfKse+65RwDI1KlTbe7fsmWLABCDwSCFhYUiInLq1CkBICEhIXLRRRfJ7NmzZfLkyRITE2NZ/dfW6r32bi01d0vnlVdesSy+N3z4cJk7d64MHTrUsiov7NxaSkxMFL1eL6mpqTJ16lSZMWOGZcVnHx8fWbFihdXxDz74oKSlpVkukc+bN8/y9fzzz7f4HEwmk+VSvo+Pj4wfP16uvfZaSUpKEgDi7+8vX331VZM6zYv5/elPfxJFUWTIkCFy7bXXykUXXWR53q+++qrN701L/vOf/wgAGThwoGWbuZ4PPvjA5jlGo1FmzJhhudx/0UUXydy5c2XChAl2V9h+6aWXRKPRCABJSkqSa665RqZMmSJ9+vRp8lq5uihot27dZOrUqaLX6+XSSy+VuXPnWj2/W2+91bLS9+WXXy5z5syRkSNHWuq7//77bT7u2rVrLas2R0VFybRp02T27NkybNiwJitsT5kyRQDIkiVLbLa1fv16y/vIvLihswtT2jN+/HgBIPfee2+TfbW1tRIYGCgA5MiRI5KTkyOvvvqq3HnnnXLffffJu+++K6WlpU4/9kMPPSQAZNmyZSLy28Kzrb21tHTpUgEgkZGRNheY9Pf3t/reivy22vbGjRtFpP594e/vL1dffbWTz4YuBAwyHdzu3bstH762Vt393e9+JwDkuuuus2wrKSmR1atXN/nlYzQa5fHHHxcAMnny5CZttTbI7NmzR7RarWg0Gvn444+t9r3//vuiKIrdILNq1SopKCiwud3Hx0ciIiKkoqLCoToceQ5vvvmm5Zdyw35EJpPJstJ3aGionD171uo88wecTqeTNWvW2KwnJCSkSa2OGDVqlACQ1157zbLt+eefFwAyfvx4m+eYw2GPHj1k9+7dVvtMJpOsXbvWqn/Q6tWrLUH3o48+atLe/v375cCBA02ek7NBBoDExcXZXXF848aNkp6e3mT7oUOHJC4urslq4iIimZmZEhISIgDksccea/K+zs3NlR9++MHy7++++04ASEpKis0aZs6cKQDk73//u2WbO4PMiRMnLO/9PXv2NNl/5MgRy2u1dOlSS6hp+NWpUydZt25dqx97y5YtotFoZNq0aZZtzgaZcePGNRsur732WsvrWFxcLN98840EBQVJVFSUVFVViYjIpEmTJDg4WLKyslr9XOjCwSBDMmTIEAEgL7/8stX28vJyCQoKEgCydu1ah9uLiYkRjUYjJSUlVttbG2TMIWrOnDk2H2fatGlOdfadO3euAJAvvvjCoToceQ6JiYkCQF5//fUm55hMJhk4cKAAkIULF1rtM3/APfDAAzYfr3fv3gJAvv/+e8ee3HkHDx4UAKLX6+XcuXOW7dnZ2aLVakVRFDl+/LjVObm5uaLX6wWAbN++3aHHGTRoUJMP7ea4I8gsXbrUocdqbPHixQJAHn74YavtCxYsEAAyZcoUh9vq16+fALAKOCL1Vyt9fHzE39/fcgVTpP4KSnJysqxcudKp2ht66qmnBIAMHTrU5n5zB29zQB47dqz88ssvUlpaKrt375bJkycLAAkMDJQjR444/Ljl5eXSq1cvCQsLs+qY70yQSU9Pt4Sxffv22TzmxIkT0rlzZ6sAptPpZPXq1SIismzZMgEg//d//2d1XmVlpdTW1jpcC6kfh18Tfve732HHjh1455138NBDD1m2f/zxxygtLUV8fLzNOR727NmDdevW4cSJEygvL4fJZAIA1NbWwmQy4dixY0hNTXW6ro0bNwIAbrjhBpv7582b12xfmezsbHzxxRc4dOgQiouLLR2azStaHz58GJMnT3a6PrPTp08jPT3dUlNjiqLg5ptvxv33348NGzbgiSeeaHLMlClTbLbdp08fHDp0CFlZWa2q6d///jcAYNq0aZZ+BUB9Z+UrrrgCn3/+Od5++20899xzln0bNmyA0WjEkCFDMGTIkBYf48yZM9i9ezc0Go3NDqdtpaXOpWVlZfjqq6+wa9cunDt3zjKnSE5ODoD673tDX3/9NQDg9ttvd7iGe++9F3fccQcWLVpkNbx48eLFqK2txc0334zQ0FDL9nXr1jncdnNMJpOlf9Ytt9xi8xhpsOpMbGwsvvnmG/j6+gIAUlJS8Nlnn2HQoEHYt28fXnjhBYc7fz/22GM4evQo3nvvPZc75r/99tsQEQwfPhz9+vWzeUyPHj2wb98+vP322zh27Bg6d+5s6ZdXWFiIBQsWIC0tDXfeeScA4KOPPsJTTz2FI0eOQKfTYcKECVi0aBHi4+NdqpW8H4MMYe7cuXjggQdw4MAB/PTTT5bRDOa5Y26++WarDpXl5eW48cYbsWrVqmbbLSkpcamu06dPA4DdX0TN/YJ69tlnsXDhQtTU1LRZfWbmkBEREWG3s2FiYqLVsY1169bN5nZze62ZhLCmpgb//e9/Adj+sLvlllvw+eef47333sOzzz4Ljaa+z7+5U27v3r0depzMzEwA9eGovUZxRUVFNbtQ55o1a3DzzTcjPz/f7jGNv++tfd5Afbh+7LHHsHLlSuTk5KBLly4wGo3417/+BQC4++67HW6rNdauXYvMzEz4+fnhuuuus3lMUFCQ5f/nz59vCTFmWq0Wd9xxB+655x6sXbvWocfduHEjFi1ahMmTJ+Omm25y/gmgPoy99957AGyPuGooMjISjzzySJPtDz30EIqKirBkyRIoioLVq1fj2muvxejRo/H8888jJycHTz75JC655BLs27cPgYGBLtVM3o2jlgghISGYNWsWgN9GKKWnp+OHH36ARqNpMsLk8ccfx6pVq9C7d298+umnyMrKQnV1NaT+ViVGjhwJwPovw/a0cuVKPPPMM/D19cXixYtx9OhRyxUjEcHjjz/u0fpsMYcJd1izZg3Onj0LAPjzn/+M0aNHW329+OKLAIBTp07h22+/ddvjuoP5qp49fn5+dvdlZWVhzpw5yM/PxyOPPII9e/aguLgYdXV1EBF88803ANzzfff398dtt92GmpoaLFmyBED9SKLc3FyMGTMGAwcOdPkxbDH/cTFz5ky74dE8Eg4AEhISbB5j3m6+StWSTz/9FCKCzMxMjBs3zuprwYIFAOpff/O23bt3223r22+/xenTp+Hv749rr73WocdvaNOmTXjnnXfw2GOPWSbyfOGFFxAQEIDPPvsMM2bMwF133YUXXngBGRkZWLZsWasfg9SFV2QIQP1fRv/973/x4Ycf4rXXXsM777wDEWkyvwMAyzDWjz76yOYv7KNHj7qlptjYWKSnp+PkyZM2Lz+fPHnS5nnm+hYuXGjzdoG76mtYJwDk5+ejpKTE5lWZ48ePWx3blhreKvjxxx9bPHbSpEkAfrsqdOjQIYcex3x8Tk4OiouLHboqY55xtbS01Ob+hkO1W2vNmjWorKzE1VdfbQlrDdn7vnfr1g2HDx/GoUOH7E6zb8tdd92Fv//971iyZAmeeOIJy1DktroaU1BQgE8//RRA81cyAgMDkZycjEOHDuHcuXM2jzFvb+2Vin379tndV1VVhU2bNgGoHz5tjzmMzZ49u9XDpaurq3HHHXcgOTnZ6hbt7t270b9/f4SFhVm2mW/5NReq6MLAKzIEABg7dix69eqFkpISLF++vNlLvwUFBQCA7t27N9n3zTff2P3l6UxNAPDBBx/Y3G9vjpXm6jt79iy+++47m+eZP2RbmnK9sbi4OMutI1vzy4iIZXvjadjd7fTp05YrDwcPHrRcJWv8deDAAQDAZ599Zvl+jR8/Hnq9Hjt27MDOnTtbfKzo6GikpKTAZDJZPpxaYg5y9sJSc/MZtaS577uI2P3L3BzkzLeFHNWtWzdMnz4d2dnZeOqpp7B161bExMRgxowZrazcMR988AGqq6uRmJhoc0mChsyTH9q7dWT+GRg+fLhDj/3aa6/ZfS9t2LABQP3tU/O2hnMvNZSfn2/p1+ZMv6qFCxfiyJEjWLx4sdUtM0VRUF5ebnWs+d8Nb4vTBaqdOhWTCpiH5nbq1EkASEREhM35HcwjcJ577jmr7YcOHZIePXpYRhhs2LDBan9rRy3t2rVLtFqtaLXaJqM9/ve//9kdfm2ea2Ly5MlW9RcVFcmkSZMs9T399NNW523atEkASGpqqt3XyJHh1w2HLZtMJvnzn//c4vDrxnOztPR49jz33HOC83PutMQ8H0/DeWruu+8+ASAJCQmyd+9eq+NNJpOsW7fOavj1ypUrBYD4+fk1mZtHpOnw64qKCgkODrY5+mj58uWi0+maHbXU3Ag1cy1xcXFWo2pqa2vlj3/8o+X7PnbsWKvzMjIyLKPznnzySTEajVb7Gw+/buj777+3GlXz7LPP2jzOHaOWzCPEGo98syUvL0/CwsIEgLz11ltW+xr+7DQeubdt2zZJTk6W5ORkh+tqzail1157TYD6+YZaa//+/aLX6+W2225rss88B9TmzZst22655RYBIP/+979b/VikLgwyZGEemmv+pbxgwQKbx33yySeWX4QDBgyQa6+9VsaPHy86nU7Gjx9vmb/E1SAjUj/ZmrmeESNGyHXXXSfDhg2zzD9h68Pt+PHjlsnNYmNjZebMmTJ16lQJCQmRLl26WH7BNQ4y1dXVlkn9UlNT5aabbpJbb71VXnrppRafg8lkkhtvvFGA+jl5zJO1JScnWz7ov/zyyybPz51BxmQySUJCggCQN954o8XjX3/9dQEg/fv3t3oNpk6dKkD9hHgjR46U6667TiZOnGh3QryFCxda3g+9e/eWOXPmyNSpUy0TEDau/dVXX7V8T0eOHCmzZs2Sfv36iaIo8qc//cnpIFNTU2OZSiAwMFCuvPJKueaaa6R79+6i0+nk0UcftRlkRMQyRwkA6dy5s0yfPl1mz54tw4cPbzIhXmOpqamWocGN1wAyc3UemZ07dwoA0Wq1Ds+Z8u2334rBYBAA0q9fP5k1a5alVqB+EsbGzKGkNX/jtibIpKSkCAB54YUXHG5fpP69nZaWJtHR0VbD2s2++uorURRF/Pz8ZOrUqTJ8+HABID179pTy8vJWPRapD4MMWTHPWgpAfv31V7vHff/993LppZdKZGSk+Pv7S//+/WXhwoVSXV0tY8eOdVuQEamfdG306NESEBAggYGBMmrUKFmxYkWzH24nTpyQ66+/Xrp16ya+vr7SvXt3ufPOO+XMmTOWCeoaBxkRkb1798rUqVOlU6dOltlgG37wtRQsli1bJuPGjZPQ0FDR6XTStWtXmT9/vhw6dMjm8e4MMuvWrbPMHZOfn9/i8Xl5eZYrIA0niTOZTLJs2TKZOHGiREREiE6nk+joaBkzZoy8/PLLUllZ2aStH3/8UebOnSuxsbGi0+kkPDxcUlJS5JFHHpGMjIwmx7/33nsyePBgMRgMEhwcLOPHj5fvvvuuxXlkWpozqLS0VJ544glJTk4Wg8EgUVFRMn36dNm+fbvlA9dWkBGpvzJz3333Wc4NDAyUpKQkueWWW5pdYNEckObOnWv3GFeDjHlhRlsTTTbn8OHDMm/ePMv3JSIiQiZPnizffPONzePbMshs377dEsZau0DsW2+9JQBk+fLldo9Zs2aNDBs2TPR6vYSGhsq1117LifI6CEXEi4ZuEBGpSF1dHRITE5GRkYGtW7daRuwRUfthZ18iIictWbIEGRkZGDlyJEMMkYdw+DURUSscPnwYL7/8Ms6cOYOvv/4aGo0Gf/vb3zxdFlGHxSBDRNQKOTk5+M9//gO9Xo9+/frhmWeewahRozxdFlGHxT4yREREpFrsI0NERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqsUgQ0RERKrFIENERESqxSBDREREqvX/HI6P2BTfh8UAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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RaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpVoCvKwAANpvgyLFCHD5WgPJKCxRFQXBgADq0iUJSqwgoiuLrKhIREZEf8mmQMZut+G1vHnbsy0NpuRk6BbBJ1TqdAvx+4BQiQo1I7xSHnmlx0Ot5A4mIiIj+x2dBprTcjE/WH8Dp/HL8mV3UEFP9/4tKTfhu6zEcOlqACcM7IMjoFzeRiIiIyA/45BaHyWzF8q/34/TZ/4WY2uTklWDV+gxYrLZGrRsRERFph0+CzLe/HkV+YQXE0xQDQAQ4fqoUP+7IbbyKERERkaY0eZApr7Rgz6EzdQoxdgJg5/5TMFt4V4aIiIh8EGR2HzwNm60eKeZPJrMVBzLzvVgjIiIi0qomDzJ7Dp3xizKIiIhI+5o8yJSUmRpcRrEXyiAiIiLta/Ig05DHSnZWa8PLICIiIu1r8iBjNOgbXEaQseFlEBERkfY1eZBp0zICDZlxQFGqyiAiIiJq8iDTMy2uXl2v7USA7qnNvVchIiIi0qwmDzLxzULRPDq4Xvva78ZERwR5uVZERESkRT4Z2XdYvzb1eryk0ym4uHei9ytEREREmuSTINM6PhxjhrT3OMwoSlWImXBJB8TFhjRu5YiIiEgzfDaVdGq7GAQFBuCrzUdQWm6GosCp7Yx9WXioEWOGtEeruDDfVJaIiIj8ks+CDAAktYrATdO648ixQmzfdxLZx4sd1rdLiETPtDgktYqA0pCuTkRERHRe8mmQAaoeGSW3iUJymyhYrDZUmqxQAAQa9dDrffLki4iIiDTC50GmugC9DgHBDC9ERETkGaYGIiIi0iwGGSIiItIsBhkiIiLSLL9qI3MuEcHRE8X4ff8pnDpbDrPFCkOADjFRweie0hxt2ZuJiIjogua3QWbf4TPYsiMXBcWVTmPMFBRX4lB2ASJCjejfoyW6dmjGQENERHQB8rsgIyLYsiMXP/9+vNqyc7ep+m9RqQnrtmThVH45LunXmmGGiIjoAuN3bWS27j7pEGI8sWNfHrZsz22kGhEREZG/8qsgU1BUgU3bjtVr35//OI68/DIv14iIiIj8mV8FmZ0HTtVrVmygal6mnfvyvFshIiIi8mt+E2TMFhv+OHDaqT2Mp0SAPYfOoMJk8W7FiIiIyG/5TZDJOVkMk9naoDKsNkF2bpGXakRERET+zm+CTHmld+6keKscIiIi8n9+E2S8pp6PpoiIiEh7/CbIBAV6Z0iboCC/GxqHiIiIGonfBJnEuDAYAhpWHZ1OQZv4CC/ViIiIiPyd3wQZg0GPrh2bNaj7dVq7GATzjgwREdEFw2+CDAD0SI1rUPfrnmlx3q0QERER+TW/CjIxkUEY0KNlvfbt1bkF4puFerlGRERE5M/8KsgAwMAerZDeqW53Vrp0iMXQPomNVCMiIiLyV37XoERRFAzr2xqxUcH4aWcuSsrMUBTHGbDtPwcHBaB/t5ZI7xTHma+JiIguQH4XZICqMNM9pTm6dmiGIzmF2Lk/D6fPlsNktsFo0CEmMgjdU+OQ3DoSep3f3VQiIiKiJuKXQcZOp1OQ3DoKya2jfF0VIiIi8kO8nUFERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaFeDrCgCAxWrDgcyzyMwtRHmFBYoChAYZ0DEpGm0TIqHTKb6uIhEREfkhnwaZCpMFv/5xAr8fOIVKkxWKAohUrVMUYPehMwgLMaBnWhx6d24BvZ43kIiIiOh/fBZkikoqsfzrAygsqVTDi/2/1f+/pMyMzb/lIDOnEBOGd0CQ0S9uIhEREZEf8MktjrIKM5at3e8QYmqTk1eCVRsOwmK1NW7liIiISDN8EmQ2/JSF4lKTxyEGqLpDczyvBD//frzxKkZERESa0uRBprjUhINZBXUKMXYCYMe+PN6VISIiIgA+CDJ/ZJwCGtAJqdJkRUbWWe9ViIiIiDSryYPMnkNn6nU3xk4BsO/wGa/Vh4iIiLSryYNMWbmlQfsLqnoyERERETV5kLE15HbMn6y2hpdBRERE2tfkQSbQoG9wGUGBHEuGiIiIfBBk2rSMgNKAxr6KAiS1jPBehYiIiEizmjzI9OzUvEGNfQGgW0oz71SGiIiINK3Jg0yr5mGIjQyq176KAnRoE42wEKOXa0VERERa1ORBRlEUDB/Qps6PlxQAhgA9BqcnNEq9iIiISHt8MkVB6/gIjBnS3uMwoyhAQIAOky/tgOh63s0hIiKi84/Puv+ktotBcFAA1m4+guIyMxQFTm1n7MtiI4Mx5uL2aBYd7JvKEhERkV/yaT/mNi0jcOO07sjMKcL2fSeRlVukhhm9TkHHttHomRqHls1DoTSkqxMRERGdl3w+IIuiKGiXGIl2iZEQEZjMNigKYAjQMbwQERFRjXweZKpTFAWBxoYPmEdEREQXBp809iUiIiLyBgYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSrABfHdhmE2TmFmLHvjwcP1UKs9kGvV5BRKgR3VKao3NyLIICfVY9IiIi0gCfJIV9h8/g+23HUFJmhqIAIlXLbRbBmcIKfPvrUWzadgxdOzbD0L6tEaDnjSMiIiJy1uRB5pc/jmPzbznqz/YQcy6rTfD7/lPIyy/DlEtTEGjUN1ENiYiISCua9FbH7wdOOYSY2giAE6dLsXrjQVhttsarGBEREWlSkwWZikoLNv6cXef9RICjJ4qx73B+I9SKiIiItKzJgszug6dhtbl5jlQLBcD2vXnerRARERFpXpMEGRHB9n31DyICIC+/DCdOl3qvUkRERKR5TRJkCosrUVRialAZigJk5hR6qUZERER0PmiSIFNeaWlwGQoUVHihHCIiIjp/NEmQURTFC4V4qRwiIiI6bzRJkAkJavhwNSKCYC+UQ0REROePJgkyEWGBaB4d3KAyRICObaK9VCMiIiI6HzRZ9+v0Ti3qva+iAK3jwxEdGeTFGhEREZHWNVmQSW0XDaOhftMMiADpneK8XCMiIiLSuiYLMoYAPcZe3B71aa7bpUMskltHebtKREREpHFNOtdSu8RIjLm4PXRK1eMiT6S2jcGlA5PYY4mIiIicNHk3oNR2MQgPNeKH7Tk4eqIYiuI4A7b95/AQA3p3jUd6WhxDDBEREbnkk/7MreLCMP2yVJwtrMDOA6dw/FQJKiqtMAToEBkeiK4dmqFtQgQDDBEREdXIpwOzREcGYVjf1r6sAhEREWlYk7aRISIiIvImBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsvwkyIgKbTWrfkIiIiOhPPh0Q7/TZcuzcn4f9R/JRYbICAIwGHdolRKJnWhxaxYVxdF8iIiJyyydB5mxRBdb+kIncvBKnuZZMZhsOZJ3F/syziIkMwqiL2qJVXJgvqklERER+rskfLZ08U4qln+/F8VMlABxDjJ192dnCCixbux+HjhY0XQWJiIhIM5o0yBSVVGLFugyYzFaXAeZcAsBmE6z59hBy80oavX5ERESkLU0aZDb/loNKk8WjEFOdiGDDT1mNUykiIiLSrCYLMmXlZhzIzK9ziAGqHjWdOluOE6dLvV8xIiIi0qwmCzK7Dp6uV4ixUxRgx74871WIiIiINK/JgkxmTiEaMkqMCHAkp9Br9SEiIiLta7pHSxWWBpdR+edYM0RERERAEwYZna7hA9t5oQgiIiI6jzRZkAkLNqChOSQ4yKcDERMREZGfabIgk9oupkFtZBQF6NQ+1mv1ISIiIu1rsiCT0jYGRoO+3vuLAN1TmnuxRkRERKR1TRZkDAE6dE9tjvrMAakoQLvESESEBXq/YkRERKRZTTqy78AeLdE8OqROYUZRgJAgA0YOTGq8ihEREZEmNWmQMQToMWVkR8TFeBZmFKWqkfD0y1IRFmJs/AoSERGRpjT57NchQQbMGJ2Kfl1bIshY1WbGVaYJ0CvontIcV4/rjJjIoKatJBEREWmCT/ozGwL0GNQrAQN6tERGdgEOZOajtNwMESAkKADtEiLRKTm2QY2DiYiI6Pzn04FZ9Hod0trFIK1djC+rQURERBrV5I+WiIiIiLyFQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINMun3a9rU1Fpwe6Dp7E/8yzKys0QAEFGPdq3jkL3lOYID+Vov0RERBcyvwwy5ZUWbNp6DHsPn4HVJg7rikuB0wXl+OX342jfOhJD+7RGVARH/iUiIroQ+V2QKSqpxMdfH0BRSSVEXG9jX374WCGOnSzB1JEpiG8W2nSVJCIiIr/gV21kKiotWF5LiKlOBDCZrVjx9QGcLaxo/AoSERGRX/GrILNlRy4KPQwxdiKAyWLFuh8zG61eRERE5J/8JsiYzFbsyjhdpxBjJwIcO1mCMwXl3q8YERER+S2/CTJ7D5+BxWqr9/6KAvx+4JQXa0RERET+zm+CTEZWQYP2FwH2Z571TmWIiIhIE/wmyJSVmxtcRmWlxQs1ISIiIq3wmyDjDfVoXkNEREQa5jdBJji44UPaBBn1XqgJERERaYXfBJkOraMatL8CoEObaK/UhYiIiLTBb4JM5+RY6HVKvfcXAAEB9d+fiIiItMdvgkygMQCdk2OhNCCL/LYnD0dPFHmvUkREROTX/CbIAMCg9AQEB9a/rYyiANt2n/RijYiIiMif+VWQCQk2oFVcWL33F6maSLKopNKLtSIiIiJ/5VdBxmK14fCxwgaVoShVowQTERHR+c+vgkxZuRk2W8NGg1GgoKjE5KUaERERkT/zqyBjsTZ8SDuBNGjOJiIiItIOvwoygV4Y0E6BAqOBA+MRERFdCPwqyIQEBSA02NCgMmwiiG8W6qUaERERkT/zqyCjKAp6psWhIcPaGQ06pLSN8VqdiIiIyH/5VZABgK4dm6G+SUZRgG4dm8MQ4HenRURERI3A7674ocEG9OkSX+f9FAUINOjRq3OLRqgVERER+SO/CzIAMLhXAlLaej4BpKIAAXodpoxMQXiosRFrRkRERP7EL4OMoigYM6Q9ev95d8Xd/Ev25eEhRswc04mNfImIiC4w9Z/YqJHpdAqG9m2N9E5x+P3AKezcfwqVJqvDNq3jI5CeFod2iZHQNWDmbCIiItImvw0ydhFhgRjcKxEDe7RCQXElKk1WBOh1CA0xNLirNhEREWmb3wcZO71eh9ioYF9Xg4iIiPyIX7aRISIiIvIEgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaZYmul9brTZkZBdgx748nD5bBrPFhgC9DlHhgeiRGoe09jEwGvS+riYRERE1Mb8OMiKC7fvy8NOOXFSYrFAUQKRqndliw6mz5Vj/Uxa+/fUoenWOw0U9EzjCLxER0QXEb4OMiOCbn7Oxc/+pastcb2ux2vDLHyeQl1+GCZd0QICeT8yIiIguBH57xf9xZ65DiPFEVk4R1m7OhLhLPERERHRe8csgc7aoAj/tPF7n/QTA/sx8ZOUWeb9SRERE5Hf8Msj8vv8UlHo2dVEUYMe+PO9WiIiIiPyS3wUZs8WGPzJOuW0PUxsR4PCxQhSVVHq3YkREROR3/C7InDxdCpPZ1uByso7z8RIREdH5zu+CTIXJ0uAyFAWoqLR6oTZERETkz/wuyCjwzjgwHE6GiIjo/Od3QSY4qOFD24gAwUEGL9SGiIiI/JnfBZn4ZqEIDW5YCNHpFLRLiPRSjYiIiMhf+V2Q0ekU9ExrXu8HTIoCpLWL8cqdHSIiIvJvfhdkAKBrx+ZQ6tnIRQTomRbn5RoRERGRP/LLIBMabMCoi5Lqte+AHi0R3yzUyzUiIiIif+SXQQYAOic3w/D+bQDA48dMvTu3wMAerRqvUkRERORX/LohSc+0OESFB+LHnbk4fqoUiuI4A7b955jIIPTr1hKdk2N9V1kiIiJqcn4dZACgbUIk2iZE4lR+GX4/cAp5+WWoNFlhNOgRHRGI7inN0SouDEp9J2ciIiIizfL7IGPXPCYEIwbUr90MERERnZ/8to0MERERUW0YZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMCfF0Bajir1YaD2QXYsT8PeWfKYLbYEKDXITLciO4pzdE5ORaBRn7URER0/uHVTeN27s/Dlu25KK+0QFEAkarlFqsNZwoqsPGXo/h+6zH0TIvD4F4J0Ot5E46IiM4fDDIaJSL4fusxbNtzstoy19tabYJte04iL78Mk0Z0gCFA30S1JCIialz881yjft11wiHEeOLYyWJ88f1hiLvEQ0REpDEMMhpUXGrC5t9y6ryfCHDoaCEOZhd4v1JEREQ+wCCjQb8fOAVFqd++igLs2Jfn3QoRERH5CIOMxlitNuzcn+e2PUxtRICjJ4pxtrDCuxUjIiLyAQYZjTl1thwVldYGl5OZW+iF2hAREfkWg4zGVFRaGlyGToFXwhAREZGvMchoTH3bxjRWOURERL7EIKMxIUGGBpdhEyAkuOHlEBER+RqDjMY0iw5GZJixQWUoCpDcOso7FSIiIvIhBhmNURQF6Z1aNGB/oGNSNEJ5R4aIiM4DDDIa1Dk5FgH6+jVyEQHS0+K8XCMiIiLfYJDRoKDAAIwe3K5e+/bpGo+EFuFerhEREZFvMMhoVErbGIy6qC0UeN4DqWdqcwzpldCo9SIiImpKnP1aw7p2bIbI8ED8uCMHx06WQFEcZ8C2/xwdEYh+3Vqic3IsFPa7JiKi8wiDjMa1jg9H69FpOFNQjt8PnMLJM2WoNFlgDNAjKiIQ3To2R0KLMAYYIiI6LzHInCdio4JxSb82vq4GERFRk2IbGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSrABfVwAAikoq8ceB0zh0tADllRYoChASZEBqu2h07dAMwUEGX1eRiIiI/JBPg0xBUQW+/fUoDh8rhKIAIv9bV1Jmxqn8MvywPRepbaMxtG9rhDDQEBERNQmLxYIDBw4gJycHFosFIoKAgABER0ejc+fOCA0N9XUVAfgwyJw4XYoV6w7AZLYCcAwxdgJAbIJ9R/KRc7IE0y5LRVR4YNNWlIiI6AJiNpuxdetWnDlzxmmdyWTCyZMncfLkSRgMBiQlJaF9+/YwGo0+qGkVn7SROVtUgRVfV4UYVwHmXCJAcZkJy7/ej/IKc+NXkIiI6AJUVlaGDRs2uAwx5zKbzTh48CDWrVuHHTt2oKCgoPEr6IJPgsz6H7NgsngWYuxEgOJSEzZvz2m8ihEREV2gzGYzvv/+e1gsljrtJyI4duwYNm/ejIMHD0LqcnH3giYPMvmF5Th6orhOIcZOBNhz8AwqTXV7k4mIiKhm27Ztq3OIOde+fftw4MABL9XIM00eZHbuPwVFqf/+Vptgz6Hab3kRERGRZywWC06fPu2VsjIyMnDixAmvlOWJJg8yGVln63U3xqGM7LPeqQwRERF5/S7KoUOHvFpeTZo8yFRUNvyxUFk5Hy0RERF5S25urlfLO3v2LIqKirxapjsc2ZeIiOgC19C2Ma4cPXrU62W60uRBJiiw4UPXhAT5xYDERERE54XG6GlUUlLi9TJdafIg06FNdIMa+9rLICIiIu/Q6/VeL7OiosLrZbrS5EGmR2rzBjX21esUdO4Q670KERERXeBiY71/XdXpmiZiNHmQiY0KRmKLsHrdlVEUoFP7WAQZ+WiJiIjIWzp37uz1MsPCwrxepis+aex76cC2MAToUJcsoyhAWIgRg3slNFq9iIiILkTBwcFeDx7t27f3annu+CTIxEQGYcrIFBgMeo/uzCgKEBpswLRRKQgJ5gzYRERE3paenu61snQ6HSIjI71WXo3HapKjuNCqeRiuHtsJSa0iAMBloFGUqldKUgyuHtcZ0RFBTVxLIiKiC0NkZCT69u3rlbI6duzolXI84dPGJtGRQZhyaQoKiyux88ApHMouQEWlBYoChAQZkNouGl07Nkco78IQERE1uhYtWmDQoEH46aefYLVa61WGXq9v0iCjiAedx4uKihAZGYnCwkJEREQ0Rb2IiIjIh7Zu3VqvOZMuueQShIaGNvj4nmYPjuxLRERETvr06VOnOys6nQ5Dhw71SoipC/ZjJiIiIpdSU1PRokUL7NmzB/n5+S630ev1aNOmDVJTUxEQ0PSxgkGGiIiI3IqKisJFF10Ei8WCQ4cOoaysDBaLBUajES1atEB8fLxP68cgQ0RERLUKCAhAamqqr6vhhG1kiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLM8mv1aRAAARUVFjVoZIiIiIuB/mcOeQdzxKMgUFxcDAFq3bt3AahERERF5rri4GJGRkW7XK1Jb1AFgs9mQm5uL8PBwKIri1QoSERERnUtEUFxcjFatWkGnc98SxqMgQ0REROSP2NiXiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhjzWtm1bKIpS6+vtt9/2dVXrxF7vplJYWIiPP/4YN9xwAzp37oyQkBAEBQWhffv2mDNnDv74449ayyguLsbTTz+NPn36IDIyEsHBwUhKSsLkyZOxfv16t/t9/PHHGDZsGKKjoxEaGooePXrg+eefh9ls9uYp4vHHH4eiKBg2bJhXy9USm82GRYsWoX///ggPD0d4eDj69++PxYsX1zouRk3Wr1+PMWPGoFmzZggODkZaWhoeeeQRlJSUeFzGzp07YTQaoSgKOnTo4HKbzMzMWv+tP/TQQ26P8fPPP2PatGmIj4+H0WhEQkICrrnmGuzZs6fO50xUE4/GkSGqbtCgQW5/+QGocR0BL7zwAp5++mkAQEpKCi6//HJYrVZs27YNS5Yswfvvv4833ngDs2bNcrn/rl27MHr0aOTk5CAxMRHDhw9HQEAAsrOz8fnnnyM5ORmXXnqp03733HMP/vWvfyEgIADDhw9HWFgYvvnmGzz44INYs2YNvv76awQHBzfquV8orFYrZsyYgU8++QQhISEYMWIEgKoQcsstt2D9+vX48MMPa+xS6spLL72E++67D4qiYMiQIWjRogU2bdqEf/zjH1ixYgU2b96MZs2a1ViGyWTCddddB4vF4tExQ0NDMW3aNJfrevfu7XL54sWL8Ze//AVWqxWdOnXC4MGDkZGRgQ8++ADLly/HqlWrMHr0aI+OT1QrIfJQUlKSAJAlS5b4uipeBUCa8p/CP/7xD7nvvvvkwIEDDstNJpPce++9AkCMRqNkZGQ47XvixAmJi4uTgIAA+c9//iM2m81h/dmzZ2X37t1O+61cuVIASFhYmGzbtk1dfurUKenWrZsAkPvvv99LZygyf/58ASBDhw71Wpla8tJLLwkASUhIkMOHD6vLDx8+LK1atRIA8uqrr9apzN9++00URRG9Xi9ffPGFury0tFRGjBghAGTq1Km1lvPII48IALnjjjsEgCQnJ7vc7siRIwJAkpKS6lTPnTt3il6vFwCyYMECh3VvvfWWAJDIyEg5depUncolcodBhjzGINP4rFarpKSkCAB58sknndZfe+21AkD+8Y9/1Kncvn37CgB56qmnnNZt2rRJAEhgYKAUFBTUu+7VXchBxmq1Snx8vACQ999/32n9e++9JwCkVatWYrVaPS53+vTpAkBuvPFGp3WZmZmi0+kEgOzdu9dtGb/88ovo9XqZPn26bNy4sVGCzM0331zjZz958mQBII8++midyiVyh21kqNFVb4PyxhtvoHfv3ggNDUVUVBTGjBmDn376ye2++fn5ePjhh9GlSxeEhIQgPDwcvXv3xvPPP4/y8nK3++Xk5GDu3Lno1q0bwsPDERoaipSUFMyePRtbtmxxu9+KFSswePBgREREIDQ0FIMGDcIXX3xR/5OvI51Oh+7duwMAjh496rAuLy8PH374IYKDg3HHHXd4XGZOTg5+/fVXAMBVV13ltH7w4MFo3bo1Kisrm/Rcz2WxWPD666/joosuQmRkJIKCgtCxY0fcddddyMnJcblPRkYG5syZg3bt2iEwMBBhYWFISkrC2LFjsWTJEqftP/74Y1x66aWIjY2FwWBAbGwsOnfujJtuugm///67V87jxx9/xIkTJxAYGIipU6c6rZ86dSqMRiNyc3Px888/e1SmyWTC559/DsD1Z5iUlIRBgwYBAFauXOmyjIqKCsyaNQvR0dFYuHChp6dTZ/bvmqvHm9WXL1++vNHqQBcWBhlqMvfddx9uueUWhISEYOLEiWjdujW+/PJLDBkyxOUv38OHD6NXr1545plncOrUKYwZMwbDhw9HRkYGHnzwQQwePBhnz5512m/Dhg3o2rUrXnzxReTl5WHEiBEYO3YsoqKisHTpUixevNhl/ebPn4/p06cDAMaMGYOOHTtiy5YtGDdunMv6ffvtt43SUDgjIwMA0LJlS4flGzduhNlsRnp6OsLDw7FlyxY88sgjuOWWW/DYY4/hu+++c1ne9u3bAQAxMTFo166dy2369OnjsG1Tq6ysxOWXX47bbrsN27dvx6BBgzBp0iRUVlbi1VdfRc+ePfHbb7857LNr1y706dMHS5YsQWBgIMaNG4cxY8YgISEB33//Pf71r385bP/EE09gxowZ+O6779C1a1dMnz4dAwYMgF6vx5tvvolvvvnGYfvqjV0zMzM9Phf7e9ilSxcEBQU5rQ8ODkaXLl0ctq3NgQMHUFZWBuB/n9W5avsMH3vsMezduxevvPIK4uLiPDouAJSWluLZZ5/FrbfeijvvvBMvv/wy9u/f73Z7e6Pj2NhYl+vtbXj279+P0tJSj+tB5JavbwmRdtT30RL+fHQTHBwsGzZscFj3/PPPq8/MT5486bCuf//+AkAmTJggJSUl6vK8vDzp1auXAJCrrrrKYZ/s7GyJjIwUAPLQQw9JZWWlw/qTJ0/Kpk2bXNYvKipKfvrpJ4d19kckKSkpTudlvzXvzX9GX375pQAQRVFk586dDusefvhhASBTpkyRa665Rj129dell14q+fn5Dvu98sorAkB69uzp9rh33XWXAJBp06Z55Tzq+mjpwQcfVB9zHDlyRF1uMpnkhhtuEADSrl07h8/z+uuvd/u4rKysTL777jv154qKCgkODpawsDDZt2+f0/aZmZlOj2Tsj1YAONSpNvfdd58AkEmTJrndZsKECQJA/vrXv3pU5urVq9XvqDsLFiwQANKnTx+ndT/88IPodDqZOHGiuszTR0uuXoqiyDXXXCPFxcVO+w0aNKjGc3vmmWfUcnbt2lXLmRPVjkGGPGYPMrW9zp4967Cfffk999zjstw+ffoIAHn66afVZfZ2GyEhIXLixAmnfbZu3SoARKfTydGjR9Xl99xzjwCQ8ePHe3xe9vq98sorTusqKirUYJSdne2w7ueff5bU1FRJTU31+Fg1ycnJURuC3nzzzU7rb7nlFgEgBoNB9Hq9PP7443LkyBHJz8+XTz75RFq2bCkAZNSoUQ77Pf300wJABg0a5PbY9pB07r71VZcgU15eLmFhYQJAVq9e7bS+tLRUWrRoIQDkgw8+UJePGTNGAMhvv/1W6zHy8vIEgHTv3t3jczh27Jj6+R47dszj/W666SYBIFdffbXbba666iq3n7MrH3zwgdp42J3Fixe7DN2lpaXSsWNHiY6OltzcXHV5bUEmNzdXbrrpJlm7dq0cPXpUysrKZPfu3fLkk09KaGio+n05t8H5Y489JgCkZcuWUlpa6rDOZDJJx44d1X9zW7Zs8ej8iWrCR0tUZ4MGDcKsWbPcvoxGo8v93HUnvu666wBUPaqxs///6NGj0aJFC6d9evfujR49esBmszk8Uvnqq68AADfffHOdz2v8+PFOywIDA9G+fXsAcGqn0a9fP+zbtw/79u2r87HOVVRUhHHjxiE3Nxf9+vVzeiwCQB17xGw244EHHsD8+fPRtm1bREdHY/LkyVi5ciUURcHXX3+NTZs2NbhOTWXr1q0oKSlBTEyMy88gJCQEV155JYCqx2t2/fr1AwDcdtttWLt2LSoqKtweo3nz5mjbti1+//133H///R6NZZKQkKB+vgkJCXU9Lb/x0EMPISMjAy+//LLT48qatGzZEosXL8aoUaOQmJiI4OBgdO7cGY8++ii++eYb6PV6fP311/j0008d9rv99tvRrFkzHD9+HJdddhl+/fVXlJaWYufOnRg3bpzDY7q6dj8ncoXjyFCd3XjjjZg9e3ad93PXPsO+/NixY+oye2hwtw8AJCcnY+fOnQ4BIysrCwCQlpZW5/q1adPG5fKIiAgAqPFC2RAlJSW4/PLLsX37dqSnp+Orr75y2bYiPDxc/f9bbrnFaX3//v3Rq1cvbNu2DevXr8eQIUMc9qupPYK9XYP9XJuSp5919W0BYO7cudi8eTPWr1+P0aNHw2AwoEePHrj44otx5ZVXom/fvg5lvPvuu5g2bRoWLFiABQsWICYmBv3798fIkSNx7bXX1jr+iqca4/2ub5nffvstFi5ciDFjxqh/MHhDv379MH78eKxatQpr1qzBpEmT1HUtWrTA559/jilTpmDz5s1q4ASq2gf95z//wY033gigqt0WUUMxyJDfkAaMduoNvvjrsLS0FGPHjsWWLVvQvXt3rFu3DtHR0S63td8ZCggIQOvWrd1us23bNhw/flxd1rZtWwDOvaCqs6+zb6sFISEhWLduHX799Vd89dVX2LJlC7Zs2YKtW7diwYIF+Mtf/oLXXntN3X7IkCHIzMzE559/ju+++w5btmzB2rVr8eWXX2L+/PlYuXKlOnBdQ9jfw+zsbLfb1PX9tm9XUFCA4uJih1BbU5mrVq2CiCA7O9tplOWCggIAVeHQvu7ll19Gz549PapTp06dsGrVKoc/QOz69euHjIwMrFy5Er/++ivKy8uRnJyMK6+8Uu1tGBoaqn6niRqCQYaazJEjR1z+krTfak5MTFSX2W/lHz582G159nXVb/u3adMG+/fvx759+/x+hOGysjKMHTsW33//Pbp3744NGza47ekB/G8UVYvFgqKiIkRFRTltc/r0aQBAWFiYuiw9PR0AcObMGRw5csTlnY+tW7cCAHr16lXv86kv++d35MgRt9u4+qzt+vbtq959sVgsWLVqFa677jr8+9//xrRp03DJJZeo2wYHB2PatGnqSLWnTp3Co48+isWLF2POnDnqHb2GsL+Hu3fvRkVFhdPdtfLycuzevdth29qkpqYiJCQEZWVl2Lp1q8M52dX0Ge7atctt2RUVFerjWXu48cSZM2cAwGWoAqre66uuusqpu/ibb74JALjkkkug1+s9Ph6RO3xASU3mvffeq3F59b8Y7f//1Vdf4eTJk077bN++HTt27IBOp8PFF1+sLrcPe/7GG294qdaNo7y8HOPGjcN3332nhpjaHm3069dPffy1bt06p/X5+fnYtm2buq1dYmKieqFfunSp036bN2/G0aNHERgYiDFjxtT7nOqrT58+CAsLQ35+PlavXu20vry8HB9++CEAuLyAVxcQEIBp06bhsssuAwDs2LGjxu2bN2+O559/HkDVHRRX3fnrauDAgYiPj0dlZSVWrFjhtH7FihUwmUxo1aoV+vfv71GZRqMRY8eOBeD6M8zKylLHR5o8ebK6/OWXX4ZUdepwetnbGyUnJ6vLPJ0bq7S0FGvWrAHg+F2rjcViUdt/1WUsJKIa+aiRMWmQN7pfb9y40WGdvctoeHi4HD9+3GGdvfv1xIkTHXo/nDp1Sh2p9tzu11lZWRIeHi4A5JFHHhGTyeSwvqbu1+4MHTpUADjVvb69lsrLy+XSSy9Ve9HUZaj2N998UwBI27ZtHboRl5aWyrRp0wSAtGnTRsrLyx32czdFwenTp2ucoqC+XZDr2/26Q4cOkpmZqS43mUxqL6Bzu1+/9tprLrtSHz9+XBITEwWArFixQkSqule/8cYbUlhY6LS9faTd6OhosVgs6vL69loSqXmKgoSEBAFcT1Hw6quvSmpqqlx77bVO67Zt26ZOUfDll1+qy+s6RYFdbb2WFi1a5NRTz34O9uNFRUW5/P7++uuvYjabHZadOXNG/Y7OnDnT43oS1YZBhjxmDzKDBg2SWbNmuX1V7yIr4tj9WlEUufjii2XmzJnqBVSv18vHH3/sdLxDhw6px4yLi5Np06bJxIkTJSIiQgBIr169nMZMERFZu3atGmZatGghkyZNkunTp0u/fv3EYDDIrFmzXNbPHXdBpr7jyNjnUwIg48aNc/s+vvHGGy73v/HGGwWABAUFybBhw2TixInqkPgxMTHyyy+/uNzPPlaMwWCQ0aNHy9SpUyUqKkr9TMvKypz2OXTokFrXulzM7UEmPDxc+vfv7/b1xBNPiEhVN3f7xTE4OFjGjBkjV1xxhbRp00YASGxsrGzdutXhGD169FADzvjx4+Xqq6+WUaNGSXBwsACQ4cOHqxfT7du3q+fet29fmTFjhsyYMUPS09PVcVH++9//OpRf3xAnImKxWNSh+ENCQmTChAkyYcIECQkJUcfrcTU9QW0B0B78FUWRYcOGyYwZM9Ru96mpqXUKxbUFmR49eoiiKNK1a1eZMmWKXHnlldK/f38JDAxUP5PqY/Wcu2+zZs1k+PDhMnPmTBk5cqTaZXvcuHFOQZuoIRhkyGOejiNz9913O+xX/WL/n//8R3r27CnBwcESEREho0ePlh9++MHtMc+cOSPz5s2TTp06SVBQkISEhEh6ero8++yzLi+8dllZWXL33XdLamqqBAUFSVhYmKSkpMicOXPkxx9/dFs/V7wdZGbNmuXR+3hu4Kru//7v/2To0KESGRkpRqNRkpOT5Y477nAYU8eVjz76SC6++GKJiIiQ4OBg6dq1qzz77LNOAwfaLVu2TADIZZddVqdztF+Q63KOZrNZ/v3vf8uAAQMkPDxcPa8777zTZYj67LPP5LbbbpP09HRp3ry5GI1GSUxMlGHDhsk777zjcDeuqKhIXn75ZZk8ebJ07NhRwsLCJDQ0VFJSUuS6665zCkkiDQsyIlVzLr3++uvSp08fCQ0NldDQUOnbt6+8/vrrTmOvnPu+1XQna926dTJ69GiJiYmRwMBA6dixo8ybN0+KiorqVL/agsybb74pM2bMkLS0NImJiZGAgACJioqSvn37yvz5850GsKzu1VdflWHDhklcXJwYDAZp1qyZXHbZZfLhhx/WqY5EnlBEfNxVhM579iH8+VXTnptuuglvvvkmfvvtN497sxARNSUGGWp0DDLa1bZtWwwePBjvv/++r6tCROQSgww1OgYZIiJqLOx+TURERJrFAfGo0fFODBERNRbekSEiIiLNYpAhIiIizWKQuYAoilLnl6dDltfV448/DkVR8Pjjj3ulvMzMTCiKoqlJDwFgwYIF6nv96quv+ro6VAdHjx7FokWLcPPNN6N3794IDAyEoijqzM612bZtG6ZPn44WLVogKCgI7dq1w5133om8vLwa9zt58iTuuOMOtGvXDoGBgWjRogWmT5+O3377rd7nYjKZ8Nxzz6FHjx4IDQ1FdHQ0hg0bhuXLl9e678cff4xhw4YhOjoaoaGh6NGjB55//nmYzWaX25eWluL2229Xz7t///745ptv3Jb/2WefQVEU/OMf/6j3+dH5jW1kLiCzZs1yWnbixAmsXbvW7fq0tLRGr9eFzD6BHgC89dZbuPPOO31YG6qLFStW4N57763XvsuXL8fMmTNhsVjQt29ftGvXDlu3bsXChQvx8ccfY/PmzS4nPT1w4ACGDBmCvLw8tG/fHpMmTcKRI0ewfPlyrFq1CsuWLXOYa8kTZWVlGDlyJLZs2YKoqCiMHj0aJSUl+Oabb/Ddd9/h/vvvx4svvuhy33vuuQf/+te/EBAQgOHDhyMsLAzffPMNHnzwQaxZswZff/01goODHfaZNWsWVqxYga5du2LAgAFYt24dLrvsMmzatAkDBgxw2LakpAR/+ctf0K1bN8ydO7dO50UXEF+NxEf+ob6j0zbUqVOnZO/evXUaUr0mJpNJ9u7dKwcPHvRKeU3hxx9/VOersQ/fXn0eJPJvq1atkjvvvFOWLFkiO3fulEceeUQAyA033FDjfjk5OepUBYsWLVKXWywWueaaawSA9O3b12n0X5vNpk6pcO211zrMC7Vo0SJ1Lq1z5yyrzd133y0ApFu3bg7/Hrdu3SphYWECQNasWeO0n7v5u06dOuV2/i77VBEjRoxQ679+/XoBIGPHjnU6xl133SU6nc5pNG6i6hhkLnC+CjL0vzmTbrvtNpk9e7YAkL/85S++rhbVk316gdqCzNy5cwWAXHrppU7riouLJTIyUgDIV1995bDu888/V4NvcXGx0772uaoeeughj+ucn58vRqNRAMjmzZud1j/55JMCQAYMGOC0zj5x61NPPeW0btOmTQJAAgMDpaCgQF3+3//+VwA4zcfWoUMHiY6Odlj2yy+/iE6nkzvuuMPj86ELE9vIkFvV27FkZ2fjhhtuQOvWrWEwGDB79mx1u08++QQ33ngjunbtiujoaPV5/5w5c7B///5ay67u7bffhqIomD17NkpLSzFv3jx06NABgYGBiI+Px6xZs5CTk+NUXk1tZOxtUICqxwGDBw9GREQEQkNDMWjQIHzxxRdu34OsrCzMnj0b8fHxCAoKQseOHTF//nxUVFRg2LBhUBQF3377ba3v5blKS0vx0UcfAQBuuOEG3HDDDQCApUuXoqKiwu1+IoJPPvkE48aNQ3x8PIxGI+Lj4zF48GA899xzKC8vd9pn27ZtmDVrFtq1a4egoCDExMSgR48emDt3LrKystTtqr/3rrh7j6svt1qtWLBgAdLT0xEWFqa+7wCwZ88ezJ8/H4MGDUJCQgKMRiNiY2Nx6aWXYtmyZTW+Xzk5OZg7dy66deuG8PBwhIaGIiUlBbNnz8aWLVsAAIcOHYJer0d0dDTKysrcltWlSxcoilLj596YVq5cCQC46qqrnNaFhYVhwoQJAKr+Xbnab8KECQgLC3Pa117eufvV5IsvvoDJZEKbNm0waNAgt2X+9NNPyM3NVZfn5OTg119/dXsegwcPRuvWrVFZWenwPp85cwYAEBMT47B9bGwsSkpK1J8tFgtuvvlmtGrVim1jqFYMMlSrjIwMpKen44svvkD//v0xYcIENGvWTF0/Y8YM/N///R+Cg4MxfPhwXHbZZdDpdFiyZAl69+6tXmjqorCwEBdddBFef/11dO7cGZdffjlEBO+++y4GDRqEwsLCOpc5f/58TJ8+HQAwZswYdOzYEVu2bMG4cePUi0R1e/bsQZ8+ffDOO+9Ar9dj4sSJSE1NxT//+U+MHDnSbWNGT3z00UcoLi5G9+7d0bt3bwwePBgpKSkoKChweyEym82YNm0apk6dii+//BLt2rXDtGnT0L17d2RmZuKhhx7CyZMnHfZ54YUX0K9fP7z77rswGo2YOHEiBg8eDLPZjBdffBEbN26s9zmcS0QwZcoUzJs3D7GxsZgwYQK6d++url+wYAGeeOIJ5Ofno1u3bpgyZQpSU1OxceNGXHHFFbjvvvtclrthwwZ07doVL774IvLy8jBixAiMHTsWUVFRWLp0KRYvXgwASE5OxtixY1FQUIAPPvjAZVkbN27Enj17kJycjMsvvxxA1TQMiqLg7bff9tp74U5xcTEOHjwIAOjTp4/LbezLt2/f7rDc/nNt+2VkZKC0tNSj+tRWZvv27dXQsWPHDqf9YmJi0K5duxrrU/087CF479696jKz2YyDBw8iISFBXbZgwQLs2LEDr732GsLDwz06F7qA+fiOEPlYTY+Wqs9gfM0110hFRYXLMj788EMpKSlxWGaz2eS1114TANKlSxen5/32sufPn++wfMmSJeoxL7vsMiksLFTX5efnS8+ePQWA/OMf/3DYzz5TcVJSklP97OVFRUXJTz/95LIeKSkpTvv16tVLAMiVV17pcO7Hjh2T1NRUtdxzZ8X2xEUXXSQA5OWXX1aXPfPMMwJAhg8f7nKf++67TwBI27ZtZceOHQ7rbDabrF+/3uE2/qeffioAJCgoSD766COn8nbv3i179uxRf7a/9+5m3Xb3HlefJToxMVH279/vcv9vv/1WDh065LR83759kpiYKADk559/dliXnZ2tPmp56KGHnGbpPnnypGzatEn9ed26dQJAevTo4bIOU6dOFQDyz3/+U11mn9V9yZIlLvfxlCePln7//Xf1var+WVX3ySefCABp1qyZw/KYmBgBIKtWrXK5X35+vlr2rl27PKrzlClTBIDcc889brfp3r27AJCFCxeqy1555RUBID179nS731133SUAZNq0aeqyU6dOSXh4uCQkJMgvv/wiZ8+eVb/Xd911l4iIHD58WEJCQhz2I6oJg8wFzpMgExMT4/aXbm0GDhwoAGT37t0uy3YXZEJDQyU3N9epvA8//NDlxd6TIPPKK684rauoqFAvlNnZ2ery77//Xm3IeObMGaf9Pvvss3oHmb179woAMRqNcvr0aXV5bm6u6PV6URRFDh8+7LDPyZMn1bYMW7du9eg49tBX/aJdE28EmXfffdejY53L3lh17ty5DsvvueceASDjx4/3uKwuXboIAIeAIyJy9OhRCQgIkJCQEDl79qy6fPjw4ZKamiqffPJJvepu50mQ+eGHH9T3ymw2u9zm66+/Vr8f1RkMBgEg69atc7mfyWRSy96yZYtHdR45cqQAkEceecTtNvbQXf2Ph6effloAyKBBg9zu9/DDDwsAGTVqlMPyf//732o97a9OnTpJfn6+iIhcdtllEhkZ6fTvv7S01KNzogsPu19TrS699FJERkbWuM3Bgwfx1Vdf4eDBgyguLobVagUA9VHH/v370blzZ4+P2adPH7Rs2dJpeadOnQDAZTuZ2owfP95pWWBgINq3b4/t27cjJycHrVu3BgB89913AIDRo0c7Pc8HoD7aKCgoqHM9/vvf/wIAJk6ciNjYWHV5y5Ytcfnll+Ozzz7DW2+9hSeffFJdt3HjRphMJvTu3Ru9e/eu9RgnTpzAjh07oNPp1PY3TWHq1Kk1ri8pKcGXX36J7du34/Tp0zCZTACA48ePA4BTm6qvvvoKAHDzzTd7XIe77roLt9xyCxYuXIjBgweryxctWgSLxYLrr78eUVFR6vINGzZ4XDY13G233Yb09HSsWLECRUVF6NGjB2bPno2QkBB88MEHWLt2LRYtWoSWLVuirKwMc+fOxfvvv4+ioiI0a9YMt912G+bPnw+9Xu/rUyE/wSBDtappkDmr1Yo77rgDixYtqnFOpaKiojods02bNi6XR0REAECNDWK9UeaxY8cA1HzuSUlJdQ4yZrMZ7733HgBgzpw5TuvnzJmDzz77DO+88w7+/ve/Q6erasZmb5Tr6bg+2dnZAKrCUW0h1Fvi4uIQEhLidv2aNWtw/fXXqw0+XTn3e1LX8waAa665Bg899BA++eQTHD9+HC1btoTJZMIbb7wBALjjjjs8Lsvbqrf3KC0tdfnZ2Bu92r+X1ffNz8932/6lemPZc/etrT41talxVZ/67mc3YMAApzFj8vPzce+992LIkCG46aabAFR9lp9++in++te/YvDgwVi1ahWefPJJlJaW4p///Kcnp0gXADb2pVqdO6BVdf/617/w+uuvo0WLFli6dCkyMzNRXl4OqXpsiZkzZwKo+8SR9gu4N9WnzOq9buqyzp01a9aoI7c+8cQTGDx4sMPrueeeA1A1auzXX39d5/Ibk81mq3F9Td+TnJwcXHHFFThz5gweeOAB7Ny5E4WFhbBarRARdVDGun5PXAkJCcFNN90Es9msNgResWIFTp48iSFDhjg0QG5qSUlJ6v/bw+a5jh49CsA5RNt/rm0/RVEcjlOT2soEXId6+//bj1lTfTwdbfv+++9HUVERFi9eDEVRsH//fqxcuRJXXnklnnvuOYwfPx5vvvkm+vfvj4ULFzoEN7qwMchQg9i7zS5atAgzZ85EUlISgoKC1PUZGRm+qlqD2HtQZGZmut2metdlT1UfyffHH3/EDz/84PD6+eefXW5rv5u0b98+j45j3/748eMe9/AyGo0AqnrWuFKf87Vbs2YNysvLMXnyZDz33HPo3r07IiIi1HDp7ntS1/O2u/3226HX67F48WKYzWYsXLgQgG/vxgBVdyfsI/Zu3brV5Tb25b169XJYbv+5tv06duzosnu2K7WVefjwYeTn5wMA0tPT1eX2/z9z5gyOHDlSp/NwZePGjXj77bcxb9489e6bvZfURRdd5LDt4MGDYTKZsGfPnlrLpQsDgww1iP2XnKu/AHfv3u3QZVNLLr74YgBVbTTOnj3rtP7LL790ubwmx44dU+887N27V71rde7L/gt69erVOH36NABg+PDhMBqN2LZtm0dz6sTHx6NHjx6w2Wx46623PKqfPby5Cw2ff/65R+W4UtP3RESwdOlSl/uNHj0aANTHQp5q06YNJk2ahNzcXPztb3/Dli1b0KpVK0yZMqWONfc++xQCrs65pKQEa9asAQCnutr3W716tctHOvby6nKOY8aMgdFoRHZ2Nn744Qe3ZQ4YMACtWrVSlycmJqJv375uz2Pz5s04evQoAgMDMWbMmBrrUFlZiVtvvRWdOnXCvHnz1OX2O57nnqv95/rcEaXzlE+aGJPf8KTX0rk9i6qbMGGCAJCbbrpJrFarujw3N1ftvgwXXVtr67VU354zNfVacmfo0KFOvY9sNpv06NFDAMjVV1/t0O03JydHOnXqVOdeS/ZRUvv161frtn369BEA8tJLL6nL7EPJt2/fXv744w+H7W02m2zYsMGhd5m9G29wcLAsX77c6Rjndr8uKyuTiIgIl72Pli1bpvaaqct7f25dEhMTHXqjWCwWefTRR9X3cujQoQ77ZWVlSXh4uNqzxmQyOaw/t/t1dfaeZ/bX3//+d5fbNWWvJRHHKQoWL16sLrdYLHLttdcKUPsUBdddd12dpiio6Rzt36vu3bs79KLbtm1bvaYoOH36tNspClx55JFHRFEUp5GFMzIy1HqVlZWJSFX37bi4OAkKCnIa8oEuXAwyF7iGBpmffvpJ7RbcoUMHmTFjhowePVqCg4OlS5cuMnnyZE0GGRGRP/74Qx27IyEhQWbMmCHjxo2T0NBQGTRokNq1/IcffnBbtp3NZpP27dsLAHnttddq3d4+TkfXrl3VZZWVlWpw1Ol0MnDgQLnqqqtk1KhRkpCQIADkyJEjDuU8/fTToiiKAJC0tDS54oorZMKECdK5c2eXn8tLL72kvl8DBw6UadOmSZcuXURRFHnsscfqHWTMZrP07t1bvfCNHTtWZsyYIUlJSWIwGOTBBx90GWRERNauXauGmRYtWsikSZNk+vTp0q9fPzEYDG6/KyKiXvgNBoPbOYjqO45Mbm6u9O/fX33ZP4PmzZs7LHc1f9ayZctEr9cLAOnfv79cccUV6vejRYsWkpGR4fKY+/btk+bNm6uB9oorrpB+/foJAAkICHAbxmo6x9LSUvW7HB0dLVOnTpXRo0erwfW+++5z+x7Yx4oxGAwyevRomTp1qkRFRalds+0BxJ1du3aJwWCQW2+91eX6mTNnCgBp166dTJ06VeLj4wWAzJs3r8Zy6cLCIHOBa2iQEaka5GvChAnSsmVLCQoKko4dO8oDDzwgRUVFMmvWLM0GGXu51157rcTFxYnRaJTk5GR5+OGHpaysTL3wuBsArroNGzaoY4O4GpfmXKdOnVIvJNUHibPZbLJ06VIZNWqUxMbGisFgkPj4eBkyZIi88MILUl5e7lTWjz/+KDNnzpSEhAQxGAwSExMjPXr0kAceeECysrKctn/nnXekV69eEhQUJBERETJ8+HBZt25dvd776oqLi+Xhhx+W1NRUCQoKkri4OJk0aZJs3bpV/R66CjIiVXdm7r77bnXfsLAwSUlJkTlz5tQ4oaA9IM2cOdPtNvUNMtXHz6np5e6O3datW2XKlCnSvHlzMRqNkpSUJLfffrucOHGixuMeP35cbr/9dklKShKj0SjNmzeXKVOm1DjhaG3nWFlZKc8884x07dpVgoODJTIyUi6++GJZtmxZre/DRx99JBdffLFERERIcHCwdO3aVZ599lmnwQvPZbPZ5KKLLpJWrVq5HaeqsrJSHnzwQUlMTBSDwSDt27eX559/3uluFV3YFBEvdBMgusAcOXIEHTp0ULvENkYvK2oYq9WK5ORkZGVlYcuWLRg4cKCvq0REjYC/fYncKC0txe7du52WZ2Vl4eqrr4bNZsOsWbMYYvzU4sWLkZWVhYEDBzLEEJ3HeEeGyI3MzEy0a9cOycnJSElJQUREBLKzs/Hbb7+hsrISPXr0wPfff+/x4GPU+Pbv348XXngBJ06cwFdffQURwaZNm5y68BLR+YNBhsiNkpIS/P3vf8c333yD7OxsFBQUICQkBKmpqZg6dSruvPPOGkeypab37bff4pJLLoHRaERaWhoef/xxtdsyEZ2fGGSIiIhIs/hwn4iIiDSLQYaIiIg0i0HmAvW3v/0NiqI4zUDrzsqVK6EoCmJiYuo18zQAzJ49G4qi4O2333ZY/vbbb0NRFMyePbtO5WVmZkJRFI8npfMGd+fgzxYsWABFUaAoCl599VVfV4fqwP651fZ69913nfYtKyvDM888g549eyI0NBTh4eHo27cvXn31VVitVq/Ub+fOnTAajVAURZ1D6lxWqxXLly/HvHnzMGrUKMTGxkJRFAQEBNRa/tKlS9GlSxcEBgaiTZs2ePzxx93WvbS0FG3btkXXrl1hMpkadF6kLbV/k+i8dP311+Opp57Czz//jD179qBz5841bm+fr+fqq692mBTyfPL222/j+uuvx6xZszQVVGpTffLJt956C3feeacPa0N1MWvWLLfrsrOzsXHjRiiKgqFDhzqsy8/Px/Dhw7Fz506Eh4dj0KBB0Ov1+Omnn3DXXXdhzZo1+Oyzz9SJQuvDZDLhuuuug8ViqXG74uJiTJ8+vc7lf/bZZ7j66qsRHR2NsWPHYseOHfj73/+OM2fOuAzkjz76KLKzs7F58+YGnRdpkM+G4iOfGzFihEfzoRw/flwCAgIEgGzfvr3ex3M3ym9BQYHs3bvXYQ4eT3g6oqynahtVWKRqWPq9e/e6HYnU3/z4448CQKKioiQ0NFQA1DgCLGnHbbfdJgBk5MiRTuumT5+uTnGRnZ2tLj9x4oQ6pcHDDz/coOM/8sgjAkDuuOMOASDJyckutyspKZGrr75aXnzxRfnmm29kx44dAkD0en2N5ffs2VOMRqM6cnZJSYmkpaWJXq93mm7i119/Fb1eL3/5y18adE6kTQwyF7ClS5eqc7uYzWa32z333HMCQNLT0xt0PHdBpr58EWS05sYbbxQActttt8ns2bMFAH/ZnwfKy8vVOY0+/PBDh3U5OTnq/FqupkfYuXOnOploUVFRvY7/yy+/iF6vl+nTp6vTS7gLMuey/7utKchUVlaKXq93CmlPPfWUAJBPP/1UXWaxWCQ9PV0SEhKksLCwXudD2sY2MhewKVOmICYmBidPnsTnn3/udrslS5YAAG644QYAgNlsxvvvv4+rr74aaWlpiIiIQHBwMFJTU3HXXXchNze3TvWorY3MZ599hqFDhyI8PByRkZEYMmQIPv300xrLXL9+Pe6880707NkTzZo1Q2BgIBITE3HFFVfg119/ddq+bdu2uP766wEA77zzjkP7g2HDhqnb1dZG5sMPP8SIESMQExODwMBAJCUlYc6cOThw4IDL7du2bQtFUZCZmYmNGzdi1KhRiI6ORnBwMHr16uWy7YOnSktL8dFHHwGo+uzsn9/SpUtrbOckIvjkk08wbtw4xMfHw2g0Ij4+HoMHD8Zzzz2H8vJyp322bduGWbNmoV27dggKCkJMTAx69OiBuXPnIisrS92uts/aXbun6sutVisWLFiA9PR0hIWFQVEUdbs9e/Zg/vz5GDRoEBISEmA0GhEbG4tLL70Uy5Ytq/H9ysnJwdy5c9GtWzeEh4cjNDQUKSkpmD17NrZs2QIAOHToEPR6PaKjo1FWVua2rC5dukBRFHzxxRc1HrO+VqxYgYKCAsTExGDSpEkO67Zu3QoRgdFoxMUXX+y0b/fu3dG8eXOUl5fXq34VFRWYNWsWoqOjsXDhwvqeQo0KCgpgtVoRExPjsDw2NhZA1RhPdi+99BK2b9+OhQsXcnDKC5WvkxT51p133ikAZMKECS7X//DDDwJAgoKC5OzZsyIicvToUQEgkZGRMmDAAJk+fbqMGTNGWrVqpc7+62r2Xnd3ZGq6E7JgwQJ18r1+/frJzJkzpU+fPuqsvHBzRyY5OVmMRqOkp6fLhAkTZMqUKeqMzwEBAbJ8+XKH7e+//34ZNGiQ+pflrFmz1NczzzxT6znYbDa57rrr1PKHDx8uV155paSkpAgACQkJkS+//NKpnvbJ/B577DFRFEV69+4tV155pQwYMEA975deesnlZ1ObN998UwBI9+7d1WX2+nzwwQcu9zGZTDJlyhR1hu0BAwbIzJkzZeTIkW5n2H7++edFp9MJAElJSZEZM2bI+PHjpVOnTk7vVUMnBW3Tpo1MmDBBjEajjBgxQmbOnOlwfjfccIM60/dll10mV1xxhQwcOFCt37333uvyuOvXr1fvcMTFxcnEiRNl+vTp0rdvX6cZtsePHy8AZPHixS7L+uabb9TvkX1yw/pOTOnO8OHDBYDcddddTus++OAD9TzcsX82c+fOrfOx//rXvwoAWbp0qYhIo9yREREJCQlx+GxF/jfb9rfffquWFRISIpMnT67zedD5g0HmAmd/Xh0QEOBy1l37o4mrrrpKXVZUVCSffvqp0+y2JpNJ5s2bJwBkzJgxTmXVNcjs3LlT9Hq96HQ6+fjjjx3Wvf/+++rtc1dBZuXKlZKfn+9yeUBAgMTGxkpZWZlH9fDkHP7zn/8IAGnWrJlDOyKbzabO9B0VFSV5eXkO+9kvcAaDQdasWeOyPpGRkU519cRFF10kAOTll19Wlz3zzDMCQIYPH+5yH3s4bNu2rezYscNhnc1mk/Xr1zu0D/r000/VoPvRRx85lbd7927Zs2eP0znVN8gAkMTERLczjn/77bdy6NAhp+X79u2TxMREp9nERUSys7MlMjJSAMhDDz3k9L0+efKkbNq0Sf153bp1AkB69Ojhsg5Tp04VAPLPf/5TXebNIHPkyBH1u79z506n9fb6AZDi4mKn9VarVUJCQgSATJs2rU7H/uGHH0Sn08nEiRPVZY0VZK688kr1fSwsLJS1a9dKeHi4xMXFSUVFhYiIjB49WiIiIiQnJ6dO50HnFwYZkt69ewsAeeGFFxyWl5aWSnh4uACQ9evXe1xeq1atRKfTOT1/r2uQsYeoK664wuVxJk6cWK82MjNnzhQA8vnnn3tUD0/OITk5WQDIK6+84rSPzWaT7t27CwB5+umnHdbZL3D33Xefy+OlpaUJAPn+++89O7k/7d27VwCI0WiU06dPq8tzc3NFr9eLoihy+PBhh31OnjwpRqNRAMjWrVs9Ok7Pnj2dLto18UaQeffddz061rkWLVrk8i7EPffcIwBk/PjxHpfVpUsXAeAQcESq7lYGBARISEiIegdTpOoOSmpqqnzyySf1qnt1f/vb3wSA9OnTx+X6oqIiNai4uptn/wwAyKhRozw+bmlpqXTs2FGio6MdGuY3VpA5cuSItGjRQq2rPfDb28fY2/j9+9//dtivvLxcLBaLx+dF2sfu14Qbb7wR27Ztw5IlS/DXv/5VXf7xxx+juLgY7dq1w/Dhw53227lzJzZs2IAjR46gtLQUNpsNAGCxWGCz2XDw4EGkp6fXu17ffvstAOCaa65xuX7WrFk1tpXJzc3F559/jn379qGwsFDtJmqf0Xr//v0YM2ZMvetnd+zYMRw6dEit07kURcH111+Pe++9Fxs3bsTDDz/stM348eNdlt2pUyfs27cPOTk5darTf//7XwDAxIkT1XYFANCyZUtcfvnl+Oyzz/DWW2/hySefVNdt3LgRJpMJvXv3Ru/evWs9xokTJ7Bjxw7odDq1/U1TmDp1ao3rS0pK8OWXX2L79u04ffq0OqbI8ePHAVR97tV99dVXAICbb77Z4zrcdddduOWWW7Bw4UIMHjxYXb5o0SJYLBZcf/31iIqKUpdv2LDB47JrYrPZ1PZZc+bMcblNeHg47r//fjz55JOYN28edDodpk+fDr1ej9WrV+Pee++FwWCA2Wyu08ztDz30EDIyMvDOO++gZcuW3jidGrVt2xa7du3CW2+9hYMHD6JFixZqu7yzZ8/innvuwaBBg3DrrbcCAD766CP87W9/w4EDB2AwGDBy5EgsXLgQ7dq1a/S6ko/5OkmR7xUUFEhwcLAAkB9//FFdfvHFFwsAeeKJJxy2LykpkcmTJzv8peTqZX+ObVfXOzJBQUECQHbt2uWy3tu3b3d7R+bxxx8Xg8FQY/0ef/xxj+pR2zn89NNPAkBiY2Pd7rd69WoBIJ06dXJYbr8j4+pxiLvj1cZkMklcXJwAcNku55NPPhEA0rp1a7Farepye++0q6++2qPj/PzzzwJAEhISPK5bQ+/I1NTuQ6TqfY6Nja3xcx82bJjDPvbvvqt2Xe6UlpZKdHS0GAwG9e5EZWWlegfB1SMfb1i7dq0AVT2OahoCwGKxyK233ury/C+++GK55ZZbnB4Z12Tjxo2iKIrLR8aNdUemJnPmzBGj0Si7d+8WEZFVq1YJABk8eLCsWLFCFi5cKJGRkZKUlOTy8RqdX9hriRAZGYlp06YB+F8PpUOHDmHTpk3Q6XROPUzmzZuHlStXIi0tDatWrUJOTg4qKyshVY8qMXDgQACA+Gg+0k8++QSPP/44AgMDsWjRImRkZKh3jEQE8+bN82n9XKnLX8a1WbNmDfLy8gAATzzxBAYPHuzweu655wAAR48exddff+2143qD/a6eO8HBwW7X5eTk4IorrsCZM2fwwAMPYOfOnSgsLITVaoWIYO3atQC887mHhITgpptugtlsxuLFiwFU9SQ6efIkhgwZgu7duzf4GK7YB6acOnUqIiMj3W6n1+vxn//8B7///jueeuop3HzzzbjvvvuwevVqbNy4EUVFRQCAbt26eXTcVatWQUSQnZ2NYcOGObzuueceAFXvv33Zjh07GnSeNfnuu++wZMkSPPTQQ+pAns8++yxCQ0OxevVqTJkyBbfffjueffZZZGVlYenSpY1WF/IPfLREAKq657733nv48MMP8fLLL2PJkiUQEYwaNQqtW7d22NbejfWjjz5y+Qs7IyPDK3VKSEjAoUOHkJmZiS5dujitz8zMdLmfvX5PP/20y8cF3qpf9XoCwJkzZ1BUVOSyC+jhw4cdtm1M1Ufy/fHHH2vddvTo0QCANm3aAAD27dvn0XHs2x8/fhyFhYU1Xljt7COuFhcXu1xfvat2Xa1Zswbl5eWYPHmyGtaqc/e5t2nTBvv378e+ffvcDrPvyu23345//vOfWLx4MR5++GG1K/Idd9xRvxOoRX5+PlatWgUAHj/K69atm1NYERH88MMPAICRI0fWqQ67du1yu66iogLfffcdgKru042hsrISt9xyC1JTUx0e0e7YsQNdu3ZFdHS0usz+yK8xQxX5B96RIQDA0KFD0bFjRxQVFWHZsmV45513ALj+hZmfnw8ASEpKclq3du1anD592mt1AoAPPvjA5Xp3Y6zUVL+8vDysW7fO5X72i2xtQ66fKzExEcnJyQDgcnwZEVGXX3LJJXUqu66OHTum3nnYu3evepfs3NeePXsAAKtXr1Y/r+HDh8NoNGLbtm347bffaj1WfHw8evToAZvNpt4pqI09yLkLSzWNZ1Sbmj53EXH7l7k9yL3xxht1Ol6bNm0wadIk5Obm4m9/+xu2bNmCVq1aYcqUKXWsuWc++OADVFZWIjk52WlKgrpYtmwZsrOzMXDgQI/aQgHAyy+/7Pa7tHHjRgBAcnKyuqz62Eve9PTTT+PAgQNYtGgRAgMD1eWKoqC0tNRhW/vP1ccZovMTgwyp7I0H586di2PHjiE2NhYTJ0502q5Tp04A4DTfyf79+9WGd95w5513Qq/XY9myZVi5cqXDug8//FD969Rd/RYvXuwweVxhYSFmzZqFwsJCl/slJiYCgHqRrwt7I+knn3wSO3fuVJeLCJ566ins2LEDUVFRuOmmm+pcdl28/fbbsFqt6NevH9LS0txu16lTJ/Tp0wcmkwnvv/8+ACAuLg633XYbAGD69OlOf32LCL755huH92/+/PkAgEceeQQrVqxwOs6ePXuwd+9e9ed+/fohIiICe/bswXvvveew7ccff4xXXnmljmfseE4AsHz5crVhL1A1aaE9aLhy3333ITw8HKtXr8ajjz4Ks9nssD4vLw+bN292ue/dd98NoOrRBgDccsstLidDHDFiBNLS0py+x3VhD4tz5syp9eKcm5uLo0ePOi3/7LPPcPPNNyMwMBCvv/660/pffvkFaWlpNX53fGXPnj147rnncOONNzoN9NerVy/s3btXvdMEQH3k16tXryatJ/lA0zTFIS2wd83Fn40C77nnHpfbrVixQh3Holu3bnLllVfK8OHDxWAwyPDhw9XxS84dHr0+A+I9//zzan369+8vV111lfTt21eAqsHN4KJh6OHDh9XBzRISEmTq1KkyYcIEiYyMlJYtW8qcOXMEgMyfP99hv8rKSnVQv/T0dLnuuuvkhhtukOeff77Wc7DZbHLttdcKUDUmj32wttTUVLVx5hdffOF0fvbGvucOMlfb8Vyx2WzSvn17ASCvvfZardu/8sorAlTNx1P9PZgwYYIAVQPiDRw4UK666ioZNWqU2wHxnn76afX7kJaWJldccYVMmDBBHYDw3Lq/9NJL6mc6cOBAmTZtmnTp0kUURZHHHnusxsa+NXW1N5vN6lACYWFhMnbsWJkxY4YkJSWJwWCQBx98UADI0KFDnfa1j1ECVE3ZMWnSJJk+fbr069fPaUC8c6Wnp6tdg8+dA8iuoePI/Pbbb2oDWU/GTFm5cqUoiiI9e/aUyZMny4wZM9Su/GFhYS4bgYv8r+FuXS4NnjT2ve2226R///7Sv39/tcu+/d+0/XVup4LqbDabDBo0SOLj4x26tdt9+eWXoiiKBAcHy4QJE9T5pDp06CClpaUenwtpE4MMObCPWgpAfv/9d7fbff/99zJixAhp1qyZhISESNeuXeXpp5+WyspKGTp0qNeCjEjVoGuDBw+W0NBQCQsLk4suukiWL19e48XtyJEjcvXVV0ubNm0kMDBQkpKS5NZbb5UTJ06oA9SdG2RERP744w+ZMGGCNG/eXB0NtvqFr7ZgsXTpUhk2bJhERUWJwWCQ1q1by+zZs2Xfvn0ut/dmkNmwYYMAVWPHnDlzptbtT506pfbsqj5InM1mk6VLl8qoUaMkNjZWDAaDxMfHy5AhQ+SFF16Q8vJyp7J+/PFHmTlzpiQkJIjBYJCYmBjp0aOHPPDAA5KVleW0/TvvvCO9evWSoKAgiYiIkOHDh8u6detq7bVU25hBxcXF8vDDD0tqaqoEBQVJXFycTJo0SbZu3apecF0FGRGRrKwsufvuu9V9w8LCJCUlRebMmePQm+9c9oA0c+ZMt9s0NMjYJ2Z01WvIlYyMDJk1a5akpKRIWFiYBAcHS2pqqtx7771y7Ngxt/s1VpCx/06o6VVTWHz99dcFgCxbtsztNmvWrJG+ffuK0WiUqKgoufLKKzlQ3gVCEfGjrhtERBpitVqRnJyMrKwsbNmyRe2xR0RNh21kiIjqafHixcjKysLAgQMZYoh8hN2viYjqYP/+/XjhhRdw4sQJfPXVV9DpdHjxxRd9XS2iCxaDDBFRHRw/fhxvvvkmjEYjunTpgscffxwXXXSRr6tFdMFiGxkiIiLSLLaRISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLN+n/oqxEnzY8CpAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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NYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLN8vF0BQAgt6Acuw/mIKegHFVVJhgNekSE+qFnSjSiIwI8XT0iIiLyUh4NMplZRfjh1yyczi6BogAi/9t36lwxfj2Qg7ioQAzo2QYdk8I8Vk8iIiLyTh57tLRzfzZWrj+IrJwSANYhpu6/z+WW4qONh/Hj7jNuriERERF5O48EmT2Hz2PjthMAbANMfZb93/1yGr/sPXeBa0ZERERa4vYgU1xahS+3HG/WuV//dBJ5hRWurRARERFpltuDzO5DOc0+V1GAXw9ku7A2REREpGVuDTImsxm/7s9p9HGSIyLAb4fOo7ra5NqKERERkSa5NcicPleC8sqaFpVRXWPG8awiF9WIiIiItMytQaa8omUhxtXlEBERkba5NciYm/tMqR6T2TXlEBERkba5Ncj4GvUuKcfP1zXlEBERkba5NcjExwRBr1NaVIaiAElxwS6qEREREWmZW4OMn9EHXZMjoTQzyygK0KltOIICjK6tGBEREWmS2+eRSU+LadHw6/TUaNdWiIiIiDTL7UEmJiIAvZoZRtI6RPCxEhEREak8stbSiH5tkdo+vEnntE8IwZjB7aE097kUERERXXR8PHFRnU7BuGEdERF2Btt/O4vqGrPDY/V6BRldYjEkIwG6FnYUJiIioouLR4IMACiKgoHp8ejdNRb7j+Vh5/5s5BVWwGwW6HQKwoJ9kZ4ag67JEfA1eqyaRERE5MU8nhCMBj16pkSjZ0ptvxmT2Qy9ziNPvIiIiEhjvC4xMMQQERGRs5gaiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLM8PmrJEZPJjEMnCrDvaC5KSqtgMgv8fX3Qtk0IeqREcb0lIiIi8r4gYzKZsW33Gezcl42KKhMUAHWXZsrKKcEPv2YhuW0YhlySiIhQP09VlYiIiDzMq4JMZZUJH288hFPnStRt9deXtCw4eeRkATKzinD1ZZ2RGMv1l4iIiFojr+kjYzKZ8fGmQzidXdL4wagNNDUmM1atP4ScvLILXDsiIiLyRl4TZHbuz8apsyVqi4szRGpnAv7026OQppxIREREFwWvCDIigh37spt5LpBXWIEsJ1tyiIiI6OLhFUEmM6sIRaVVzT5fUWpbdIiIiKh18YogczAzH4rS/PNFgEOZBXy8RERE1Mp4RZApK69uUt8Ye8wiqKw2uaZCREREpAleEWRc1Y7CBhkiIqLWxSuCjL+vT4seLVn4GvQtL4SIiIg0wyuCTPuE0Ba1pigK0LZNCHQ6F6QhIiIi0gyvCDKd24bBz9j81hQRIKNLjAtrRERERFrgFUFGr9chPTWm2Y+XAv0N6JAQ6tpKERERkdfziiADAH26xyIs2K/JYUYBMGZwez5WIiIiaoW8Jsj4Gn0wdXQKQgKNTocZRQHGDu2A9myNISIiapW8JsgAQHCgEdeO74rObcOhAHYDjWVbRKgfplyegi4dI91aRyIiIvIePp6uQH3+fj64ckQyikur8Nuh89h75DxKy2tgFoHRoEPbNiHISItBfEwQFFeM2SYiIiLN8rogYxEcaMTAXvEY2Cve01UhIiIiL+VVj5aIiIiImoJBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0y8fTFbAwmcwoLa9GdY0ZBh8dAvwN8NEzZxEREZFjHg8y+YUV+PVgDnYfzEF1jVndbvDRoXvnKKSnRiMi1N+DNSQiIiJv5bEgU11twrrvj+NgZj4UBRCpt7/GjJ37s7FjXzY6tQ3D2CEdYDToPVNZIiIi8koeeXZTVW3C8nUHcOhEPgDbEGNh2X7kZAE++Hw/Kqtq3FRDIiIi0gK3BxkRwdqvjyA7r8xhgLE9BzhfUI41m47AbHbyJCIiIrrouT3InDhThMysIqdDjIUIcPJsMY5nFV6YihEREZHmuD3I7NyfDUVp3rmKUns+EREREeDmIFNcWoUjJwub3BpjIQIcP12EwuJK11aMiIiINMmtQebs+VKXlHPGReUQERGRtrk1yFRWmVxUDkcvERERkZuDjF7fzM4x9XDGXyIiIgLcHGSCA4wuKSfIReUQERGRtrk1yMTHBCE4wNCiMgL9DUiKC3ZRjYiIiEjL3BpkdDoFvbrEoLkPmBQAvdKiodO55hEVERERaZvbO5t07xQFvU/zLqvTK+jeOdrFNSIiIiKtcnuQ8fczYOKI5Ga1ykwYnoxA/5Y9miIiIqKLh0eG/7RPCMXEkZ2g1ymNzvKrKLWPpCaMSEbHpDC31I+IiIi0wcdTF05OCsN1E7ril73nsPdILkxmgU6nQESgKArMZoFep6BLxwhc0jUOUeH+nqoqEREReSmPBRkAiAzzx+WD2mNon0TsP5qH3IJyVNeYYfDRISLUD106RsLP16NVJCIiIi/mFSnBz+iDXmkxnq4GERERaQynyCUiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizfLxdAWyc8twNrcUlVUmGHx0CAk0ol18CPR6ZiwiIiJqmEeCTI3JjIPH87BjXzbO5ZYBABQFEKnd7+/rg56p0eiZEo3gQKMnqkhEREQa4PYgU1JWhVXrD+F8QTmUOtstIQYAyitr8OPuM9i+5ywmjEhGx8Qwd1eTiIiINMCtz2/Kyqvx3mf7kVtYDgCQBo4VAUwmwUcbDuPIiQK31I+IiIi0xW1BRkTw8abDKCmrsmp9ccYn3xxBflHFhakYERERaZbbgkxWTgnO5JQ2OcQAgFkEO/Zlu75SREREpGluCzI79+VAURo/zh4RYM/h86iqNrm2UkRERKRpbgkyFVU1OJiZ16zWGIvqGjMOHs93XaWIiIhI89wSZIpLmt4vpj6doqCgmP1kiIiI6H/cEmSqa8wtL0QBqqpdUA4RERFdNNwSZIwGfcsLEcDX6IJyiIiI6KLhliATEmSEXt/Mnr6/M4sgKszfRTUiIiKii4HbWmS6JUc1e9QSAPgZ9UhuG+ayOhEREZH2uW34dXpqdLM7/CoK0DM1Gj5cSJKIiIjqcFsyiI4IQMek0Ca3yihKbYtOemrMhakYERERaZZbmzjGDe2I6PAAp8OMogA6nYKrR3XmKthERERkw61BxmjQY/rYVLRtEwIAjQYaP6MPZoxNQ3xMkBtqR0RERFrj4+4LGg16TL6sM06dK8HO/dk4fCLfpu9MVJg/MrrGIK19BAyuGLpNREREFyW3BxkAUBQFSXHBSIoLRml5NXLyylBZbYJBr0NwoBFR4f5QWjLEiYiIiFoFjwSZugL9DQhMCPV0NYiIiEiDOJ6ZiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINMuj88jUmMw4eDwfR08VoKyiBgqAAD8DktuGoXPbMOi52jURERE1wCNBprLKhB93n8GugzmorDJBUaAuU6AowIHjefDzrV3xul/3OC5TQERERHa5PcgUl1Zh5fqDyC+qUMNL3bWWLP9fUVkbdo6eLMDky1MQ6G9wd1WJiIjIy7n12U1FZQ0+/PKAVYhpiAhwvqAcK788gKpq04WvIBEREWmKW4PMNz+dRGFxpVMhxkIEyC2swOafT124ihEREZEmuS3IlFdUY9+xvCaFGAsRYM/h86isYqsMERER/Y/bgsxvh3Mh5makmN/VmAT7jua6sEZERESkdW4LMvuP5qL5MaYWgwwRERHV5bYgU1pe7RVlEBER0cXDbUHG3ILHSq4sg4iIiC4ebgsyvsaWT2rnZ/ToRMRERETkZdwWZNonhEJRmn++ogDtEkJcVyEiIiLSPLcFmfTUmGYNvbYQAdJTol1XISIiItI8twWZqHB/xMcENatVRlGAdvEhCAvxc33FiIiISLPcOrPvpf2SoGtGkvHR6zC8T9IFqBERERFpmVuDTGxkICaO7AS9TnGqZUZRAB+9gqtGdkJUuP+FryARERFpiluDDAB0SAjF9LGpCP/9MZG9QGPZFhHqh2uu6IK2bdjJl4iIiGx5ZDxzm+ggzL6qG05nl2Dn/mwcPVmAGlNtT2AfvYJO7cLRKzUGbaIDobRkqBMRERFd1Dw2MYuiKEiMDUZibDAAoMZkrq2Q3u2NRERERKRRXjPDHAMMERERNRXTAxEREWkWgwwRERFpFoMMERERaZbX9JGpz2wWHDtViMwzRaioqoFOURDob0Bq+wjERAZ4unpERETkBbwuyFRWmbBzfzZ27s9GaXk1dIoCwf8Wafrpt7OIjQzAJV1jkdYhgsOziYiIWjGvCjLFpVVYuf4g8gsr1OhitrPSZHZeGT7ffAzHTxdi9KD20HPEExERUavkNQmgvKIaH3yxH/lFFWhskWxLttl3NA9ffHcM0pJltYmIiEizvCbIrNtyHMWlVWhqJjlwPB+7DuRcmEoRERGRV/OKIFNYXImjJwubHGIsft57jq0yRERErZBXBJldB3OcWg3bkYLiSpw8W+y6ChEREZEmeEWQ+e3w+Wa3xgC1q2XvO5LrugoRERGRJng8yJjNgvKKmhaVIQIUlVW5qEZERESkFZ4PMi7q21JTY3ZJOURERKQdHg8yPnoddLqWT2rn7+tVU+IQERGRG3g8yABAfHRgizr7AkB8TJBrKkNERESa4RVBpleX2BZ19gWA0CBf11SGiIiINMMrgkxyUigC/Fr2aGjDD5moMbGfDBERUWviFUFGr9NheN+kFpVRUWXCocx8F9WIiIiItMArggwARIT6teh8RQF27st2UW2IiIhIC7wmyBw+UdCiDr8iwJnzpSgrr3ZdpYiIiMireU2QKa+oQcsHYQNlLZxcj4iIiLTDa4KMgIs+EhERUdN4TZDx9/VxSZTx89W7oBQiIiLSAq8JMh0Tw1o8l0xUuD8C/Q2uqRARERF5Pa8JMm2iAxEZ1rKRSxldYqC0dIpgIiIi0gyvCTKKoiCjS2yzzzf46JDWIcKFNSIiIiJv5zVBBgC6dYpEUlxws4ZhjxncHgYf9o8hIiJqTbwqyOh1Oky8NBlxUYFNGoo9akBbpLRnawwREVFr41VBBgB8jT6YNiYVvbrEwEdvP85YWmzCQ/wwaVQnpKfGuLGGRERE5C1atlLjBeKj1+HSfm0xqFcC9h3NxW+HclBcWo0akxlGgx4JsUHolRaDhJggdu4lIiJqxbwyyFj4GvXolRaDXmlscSEiIiJbXvdoiYiIiMhZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFlePfwaAIpLq7DrYA6OnipARaUJigIE+huQ2j4CXTtFws/o9bdAREREF4jXpoD8ogp8u/0kjpwshKIAIv/bV1RShTM5pdj88yl0TY7E0D6JDDREREStkFd++p/JKcGq9YdQVWMCYB1i6jKZBb8dPo9T54oxdXQqggONbqwlEREReZrX9ZHJK6zAyvUHUVVjchhg6hIBCoorseLLg6ioqrnwFSQiIiKv4XVB5sstx1FdY3YqxFjUhpkKbN2ZdeEqRkRERF7Hq4LM+fxyZGWXNCnEWIgAvx06j+pqk+srRkRERF7Jq4LMrwey0ZLFrKtrzNh/LM91FSIiIiKv5lVB5uDx/Ga1xtR16ES+aypDREREXs9rgoyIuKSzblk5O/wSERG1Fl4TZFxF0MImHSIiItIMrwkyiqLA16hvcTkBfgYX1IaIiIi0wGuCDAB0SgpvUWdfAEhOCnNJXYiIiMj7eVWQSU+LblFnXx+9gi4dI11XISIiIvJqXhVkYiMDERsZ0KxWGUUBunWKcsnjKSIiItIGrwoyADB6UHvodTo0JcsoChAcaMSgXvEXrF5ERETkfbwuyERHBODqyzrBx0fnVMuMogBBAUZMvTwF/uzoS0RE1Kp4XZABgKS4EMwc1wUJMUEAYDfQKL9v79wuHLPGd0FYiJ97K0lEREQe5+PpCjgSFe6P6WPTkFdYjl8P5ODoyUJUVNVApyjw9/NBWocI9EiJRqA/W2GIiIhaK68NMhYRof64tF9bXNrP0zUhIiIib+OVj5aIiIiInMEgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmuX1q1+3BiKCc7llKC2rhslshq/RB7GRAfDz5beHiIioIfyk9KCKqhrsPZKLnfuyUVBcabVPr1OQ1jECvdJiEBsZ6KEaEhEReTcGGQ/JzCrEmk1HUF1jtrvfZBbsPZKLPYdz0aVjBEYPag+9nk8CiYiI6uInowccOVmAVV8dchhiLERq/7vvaB4+2ngYJnPDxxMREbU2DDJudj6/HJ98fUQNKc7KzCrCNz+evDCVIiIi0igGGTf76bczMDc1xfzu14M5KC2vdnGNiIiItItBxo3KK6px4Hh+k1tj6tp9MMd1FSIiItI4Bhk32nskF2JufooRAXYeyIa0JAkRERFdRBhk3Oh8fjmgtKyMsvIaVFaZXFMhIiIijWOQcaPKalOLHitZVFUzyBAREQEMMm5l8NFDaWGLjKUcIiIiYpBxq/AQ3xaX4WvQw9fIIENERAQwyLhVt05RLXq0pChAj5Qo6HQuaNYhIiK6CDDIuFFwoBHJSaHNfrwkAvRMjXFtpYiIiDSMQcbN+nZvAzSjVUZRgJR24QgLbvnjKSIioosFg4ybxccEYdSAdk06R1GAyDB/jB7c/sJUioiISKO4+rUH9EyNhk6nYP3W4wDgsN+MotTuS4gJwsSRnWA0sJMvERFRXQwyHtK9cxQSYoOw60AOdh3MQXWNuXauPOV/wSYhJggZXWKRnBTGDr5ERER2MMh4UHiIH4b3TcKgjHgcO1WIkvJqmE0CX6MeCbFBiAj193QViYiIvBqDjBcw+OiR0j7C09UgIiLSHHb2JSIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLN8vF0BSxMJjPKKmpQVW2C0aBHgL8P9DrmLCIiInLM40Emr7ACuw5kY/eh86iuMavbjQYdenSORs/UaISH+HmwhkRERK1XaWkpsrKyUFlZCZ1Oh8DAQCQlJUHnJY0NiohIYwcVFRUhNDQUhYWFCAkJccmFq6pN+OK7Yzh8ogCKAtirhWV7SvtwjBncHgYfvUuuTURERA07deoUDh06hNLSUrv7w8LC0KlTJ8TGxkJRFJdf39ns4ZEWmcqqGixfdwDn88sB2A8xdbcfysxHYXElpo1JhdHAMENERHSh1NTUYPPmzQ4DjEVBQQG2b98Og8GAtLQ0JCQkwMfH/bHC7e1CZrNgzaYjOJ9f7jDA1CcCZOeV4ZNvjsCJBiQiIiJqBpPJhI0bNzYaYuqqrq7G7t27sX79euTk5FzA2tnn9iBzPKsQJ88WOx1iLESA46eLcOJM8YWpGBERUSu3ZcsWVFVVNetck8mEbdu24cyZMy6uVcPcHmR27stGcx+lKQqwc/8511aIiIiIUFJSgsLCwhaX88svv7ikHGe5NcgUFlfieFZRk1tjLESAIycLUVzavLRIRERE9u3du9cl5YgIDh486JKynOHWIHPmvPPP3Bpy1kXlEBERUW34cGX/lnPnzqGiosJl5TXErUGmsqrGReWYXFIOERER1Y5UcvVgmhMnTri0PEfcGmRcNVOvXu/68epEREStVWVlpcvLPH/+vMvLtMetQSY40OCacgKMLimHiIiIAIPBNZ/PdV2Uj5aS4kIQ4NeyyXKCAwyIjwlyUY2IiIjIaNRuA4Fbg4xOp6BXWkzzh18D6NUlBjodHy0RERG5iqIoiIyMdGmZvr6+Li3PEbfPI9O9c1Szg4jeR4dunaJcXCMiIiLq2rWrS8tLSkpyaXmOuD3IBAUYceXw5CafpwCYOCIZAX6uf45HRETU2oWGhiIgIMBl5bVt29ZlZTXEI2twJyeF4crhHaHTKY0+ZlIUQK9TMPHSTmifEOqeChIREbVCQ4YMgV7f8sWZ4+LiXFAb53gkyABASvsIzLqyC7p2jFQfNemU2uBi+bdep6BbchSum9AVyW3DPFVVIiKiVsFoNOLSSy9t8SrWvXr1ck2FnKCIEzPgFBUVITQ0FIWFhQgJCXF5Jcora7DvaC7yCytQVW2C0aBHRKg/unSMgJ+v+5cEJyIias3MZjO2b9+O7OzsJp87YMAAREW1vD+rs9nDK1KCv68PLukS6+lqEBEREQCdTod+/frhxIkT2LVrl9PnuSrENIVXBBkiIiLyPm3btkVkZCT27NmDnJwcu8sYKIqChIQEdO3a1SPz0TDIEBERkUOBgYHo168fzGYzjh07hqKiItTU1MBgMCAyMhKJiYlQmjtBnAswyBAREVGjdDodkpObPn3KheaxUUtERERELcUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmuXU6tciAgAoKiq6oJUhIiIiAv6XOSwZxBGngkxxcTEAICkpqYXVIiIiInJecXExQkNDHe5XpLGoA8BsNiMrKwvBwcFQFMWlFSQiIiKqT0RQXFyM+Ph46HSOe8I4FWSIiIiIvBE7+xIREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMciQ09q3bw9FURr9evPNNz1d1Sax1NtdRASPP/44rr76aqSmpiIiIgIGgwExMTEYPXo03n777UbnTahr+vTp6j28/fbbDR774YcfYsSIEQgPD0dgYCDS09Px1FNPobq6uqW3ZeWRRx6BoigYMWKES8vVErPZjCVLlqB///4IDg5GcHAw+vfvj6VLlzbp+1vfV199hXHjxiEqKgr+/v5IS0vDQw89hJKSErvH7927F3fffTeGDRuGtm3bIiAgAP7+/ujUqRNuuukm7N692+55JpMJK1aswMKFCzF69GhERkZCURT4+DQ8a0d2djaWLVuGa6+9Fp07d4afnx8CAgKQlpaG+fPn4/jx482+dyJ7OGqJnNa+fXtkZmZi8ODB6NSpk8Pjbr75ZgwZMsSNNWsZS4hx149CTU0NDAYDfH190aNHD7Rp0wb+/v7IzMzEjz/+CBHBhAkTsHr1auj1+gbL+uCDD3DNNddAURSICP773//iuuuus3vs3XffjX/961/w8fHByJEjERQUhI0bN6KgoABDhgzBl19+CX9/f5fc4yOPPIJHH30Uw4cPx9dff+2SMrXEZDJh+vTpWLVqFQICAjBq1CgAtSGkvLwc06ZNw/vvv9/gkFJ7nnvuOdxzzz1QFAVDhw5FbGwsNm/ejLNnzyI1NRXfffcdoqKirM75z3/+g3nz5iE2NhapqamIi4tDWVkZdu/ejczMTPj4+GDZsmWYOXOm1XkFBQUIDw+3qYNer0dNTY3DOl533XV45513oNPp0L17d6SmpqK0tBQ//fQTcnJyEBgYiNWrV+Pyyy9v0r0TOSRETmrXrp0AkDfeeMPTVXEpAOLOHwWz2SybNm2S8vJym327du2SmJgYASCvvPJKg+WcPXtWIiMjJSMjQwYPHiwA5L///a/dY1evXi0AJCgoSH7++Wd1e05OjvTo0UMAyL333tuyG6vj4YcfFgAyfPhwl5WpJc8995wAkISEBDl69Ki6/ejRoxIfHy8A5IUXXmhSmb/88osoiiJ6vV4+++wzdXtpaamMGjVKAMiUKVNszjt27Jjs27fPZrvJZJKnn35aAEhAQIDk5eVZ7S8pKZFZs2bJM888Ixs3bpSdO3cKANHr9Q3W884775RHH31UTp06ZbW9uLhYrrnmGgEgERERNtcjai4GGXIag4x7PPbYYwJAJk+e3OBxEydOFIPBIDt37pThw4c3GGT69u0rAORvf/ubzb7NmzcLAPH19ZWCggKX3ENrDjImk0ni4uIEgLz99ts2+//73/8KAImPjxeTyeR0udOmTRMAcvPNN9vsO378uOh0OgFgN7Q0pGPHjgJA1qxZ0+Bxx44dcyrINKS0tFSCg4MbfK8SNRX7yNAFV7cPyquvvorevXsjMDAQYWFhGDduHH744QeH5+bl5eHBBx9Et27dEBAQgODgYPTu3RtPPfUUysvLHZ53+vRpLFiwAD169EBwcDACAwORkpKCOXPmYMuWLQ7PW7lyJYYMGYKQkBAEBgZi8ODB+Oyzz5p/881g6YPg6+vr8Jhly5ZhzZo1WLhwIdLT0xss7/Tp0/jpp58AANdee63N/iFDhiApKQmVlZVuv9e6ampq8Morr2DQoEEIDQ2Fn58fOnfujPnz5+P06dN2zzl06BDmzp2LDh06wNfXF0FBQWjXrh3Gjx+PN954w+b4Dz/8EJdddhkiIyNhMBgQGRmJrl27Yt68edi1a5dL7mPr1q04e/YsfH19MWXKFJv9U6ZMgdFoRFZWFrZt2+ZUmVVVVfj0008B2P8etmvXDoMHDwYArF69ukn1deb95ioBAQFITU0FAJw8efKCX49aCU8nKdKO5rbI4PcWjz/+8Y+iKIoMGTJEZs6cKd27dxcA4uPjI6tWrbI578iRI+o1o6OjZcqUKTJx4kT1L7pLLrnEbvP0V199JWFhYQJAYmJi5KqrrpJp06ZJ3759xWAwyOzZs+3W769//asoiiKDBw+WGTNmSHp6ugAQRVHs1m/Tpk0ub805fPiwJCYmCgB577337B5z6tQpCQsLk+7du0tlZaWISIMtMmvXrlWb8x25+uqrBYAsWLDAJffR1BaZiooKueyyywSA+Pn5yRVXXCEzZsyQpKQkASBRUVFWj8RERHbv3i0hISECQFJTU2Xy5Mkybdo0GThwoAQFBUl6errV8Y8++qj6fhs2bJjMnDlTxo0bJ927dxdFUeS5556zOt7SAgFAjh075vS9v/DCC+r705GMjAwBIC+99JJTZe7evVutS1FRkd1j/vjHPwoAmTZtmtN1XbJkifpzUlhY2OCxrmiRqaqqkqioqIuyZZc8h0GGnNbSIOPv7y8bNmyw2vfUU08JAAkNDZVz585Z7evfv78AkIkTJ0pJSYm6PTs7Wy655BIBINdee63VOSdOnJDQ0FABIA888ID6QW9x7tw52bx5s936hYWFyQ8//GC1z/KBnJKSYnNfrggy//rXv2T27Nkyc+ZMGTJkiOj1etHpdPLAAw84PGfs2LGi1+vlp59+Urc1FGSef/55ASC9evVyWOb8+fMFgEydOrXZ91JXU4PMn/70JwEgycnJVqGhqqpKbrrpJgEgHTp0sPp+3njjjQ4fl5WVlck333yj/ruiokL8/f0lKChI9u/fb3P88ePHbR7JNDfI3HPPPQJAJk2a5PCYiRMnCgC57777nCpzzZo16nvUkcWLFwsA6dOnj939paWlMnv2bJk9e7ZMmjRJOnXqJAAkNjZWvv3220br4Iog8+9//1v9XXD27Nlml0NUF4MMOc0SZBr7ys/PtzrPsv3uu++2W26fPn0EgCxatEjdZum3ERAQYPcX3vbt2wWA6HQ6OXnypLr97rvvFgAyYcIEp+/LUr/nn3/eZl9FRYUajE6cOGG1b9u2bZKamiqpqalOX6u+q666yuq1MxgM8ve//13KysrsHr906VI1pNXVUJBZtGiRAJDBgwc7rMeDDz4oAGT06NHNvpe6mhJkysvLJSgoyGE/jdLSUomNjRUA8s4776jbx40bJwDkl19+afQa2dnZAkB69uzp9D2cOnVK/f7W77jakHnz5gkAmTVrlsNjrr32WgEgt9xyi1NlvvPOO2rnYUcs7w17oVtEJD8/3+ZntWPHjrJp0yan6tDSILNr1y71+/z3v/+9WWUQ2cM+MtRkgwcPxuzZsx1+GY1Gu+fNnj3b7vYbbrgBAKyG6Vr+f+zYsYiNjbU5p3fv3khPT4fZbMY333yjbv/iiy8AALfcckuT72vChAk223x9fdGxY0cAsOmn0a9fP+zfvx/79+9v8rUsPvroI4gISktLsWvXLtxyyy3485//jIEDByIrK8vq2MzMTNx7773o0qULHnnkkWZf09ts374dJSUliIiIsPs9CAgIwDXXXAMA2LRpk7q9X79+AIDbbrsN69atQ0VFhcNrREdHo3379ti1axfuvfde7N27t9F6JSQkqN/fhISEpt6W1wkLC4PU/vGKs2fP4rPPPkN0dDQuvfRSLFiw4IJe+9SpU5gwYQJKSkowceJEPPDAAxf0etS6NDyzEZEdN998M+bMmdPk8zp06NDg9lOnTqnbLKHB0TkAkJycjF9//dUqYGRmZgIA0tLSmly/tm3b2t0eEhICAA1+ULZUQEAAevTogRdffBHt2rXD/fffj/nz52PFihUAABHB3LlzUVpaitdff71JHTODg4MBAKWlpQ6PsUymZrlXd3L2e133WABYsGABvvvuO3z11VcYO3YsDAYD0tPTMWzYMFxzzTXo27evVRnLli3D1KlTsXjxYixevBgRERHo378/Lr/8clx//fU2868014V4vV1dZmxsLK644gqMGjUK/fv3xzPPPIPhw4fjyiuvdKo+TXH27FmMGjUKmZmZGDNmDJYvX+7WCSjp4scWGfIa4uG5GZs6OdmFcuONNwIA1q5dC5PJBAAoLCzExo0bERAQgAceeAAjRoyw+tq5cycAYNGiRRgxYgTuvvtutbz27dsDaHiUiGWf5VgtCAgIwPr16/Hjjz/isccew6hRo3Dw4EEsXrwY/fr1w+233251/NChQ3H8+HF8+OGHuOOOO9C+fXusW7cO99xzDzp27IgNGza4pF6W1/DEiRMOj2nq6205rqCgAMXFxS4pEwCMRiNmzZoFoOmjnZyRnZ2NkSNH4uDBg7jsssvw0UcfuWV0FLUubJEhtzl27Bh69epls90yZXliYqK6zdKUf/ToUYflWfbVbfZv27YtDhw4gP379zc4+7A3CwwMBFA75LagoACRkZHqvpKSEqtHafXZe9SVkZEBAMjNzcWxY8fstnxs374dAHDJJZe0uP5NZfn+HTt2zOEx9r7XFn379lVbX2pqavDRRx/hhhtuwMsvv4ypU6fi0ksvVY/19/fH1KlTMXXqVABATk4O/vznP2Pp0qWYO3eu2qLXEpbXcM+ePaioqICfn5/V/vLycuzZs8fq2MakpqYiICAAZWVl2L59u9U9WTT3e2h5v2VnZzfpvMbk5ORg5MiR2LdvH0aNGoU1a9bYvBZEruAdf4JSq/Df//63we111+Wx/P8XX3yBc+fO2ZyzY8cO7Ny5EzqdDsOGDVO3jx07FkDtfDVaZWkZiIyMREREBADr/g32voYPHw6g9rUUEav+RomJieoH/bvvvmtzve+++w4nT56Er68vxo0bd4HvzlafPn0QFBSEvLw8rFmzxmZ/eXk53n//fQCw+wFel4+PD6ZOnYoxY8YAgNpS5Uh0dDSeeuopALUtKPn5+c24A2sDBw5EXFwcKisrsXLlSpv9K1euRFVVFeLj49G/f3+nyjQajRg/fjwA+9/DzMxMdX6kq6++ukn1tbzfUlJSmnReQ86fP4+RI0diz549GDVqFNauXeuy5S+IbHikizFpkiuGX9cfIWEZMhocHCxnzpyx2mcZfn3VVVdJaWmpuj0nJ0edqbb+8OvMzEx1npmHHnpIqqqqrPY3NPzaEcuIoPp1b+6opbVr18qmTZvEbDbb7NuwYYM6j0xDQ7Ad1bGpSxScP3++wSUKmjsEubnDrzt16iTHjx9Xt1dVVamjgOoPv37ppZfsDqU+c+aM+hquXLlSRGqHV7/66qt250qxzLQbHh4uNTU16vbmjloSaXiJgoSEBAHsL1HwwgsvSGpqqlx//fU2+37++Wd1iYLPP/9c3d7YEgXPPfeczYg7y3mPP/64OrfO7t27G7wnZ0ct5ebmSs+ePQWAXHbZZQ5H4BG5Ch8tUZP95z//aXAhwNGjR9udffTWW2/FyJEjMXToUCQkJOC3337D7t27odfr8frrryMuLs7q+HfffRcjR47Exx9/jA4dOmDYsGGorq7Gpk2bUFRUhEsuuQQvvvii1Tlt27bFihUrMHXqVCxatAj/+c9/MHDgQBgMBmRmZmLHjh249tprXbKoZVlZGQ4cONDk87Zv345HH30U0dHRyMjIQHR0NAoKCnDo0CEcPHgQQO1f1a4cmTRp0iTMnz8fzz//PAYMGIBRo0YhMDAQGzZsQEFBAQYPHozHH3/c5jyz2az+v8FgaPJ1f/nlFwwYMMDh/vHjx+Mvf/kLHn30UWzfvh0bNmxAly5dcOmllyI4OBhbt27FiRMnEBkZiQ8//NBqRNzSpUtx++23o0OHDujevTtCQkKQk5ODzZs3o7y8HCNHjsTEiRMBAPn5+Zg3bx7+8Ic/oFevXurjtUOHDmHHjh1QFAVPP/201SKd1dXV6ve3qauD33nnnfj222+xevVqdO/eHZdddhmA2kUjy8rKMHXqVPzhD3+wOe/8+fM4cOCAzc8CUPvI6Nlnn8U999yDcePGYfjw4YiJicHmzZtx5swZpKam4pVXXrE575///CfuuecedOnSBampqfDz88OZM2fw66+/Ij8/H76+vnj11VfRvXt3m3P/8Ic/4JdffgEAVFZWAqhdELPu99TyPbS4+eabsWvXLiiKgoiICNx22212X6NJkyZh0qRJDbyKRE7ydJIi7XB2Hpm77rrL6jzUafH497//Lb169RJ/f38JCQmRsWPHyvfff+/wmrm5ubJw4ULp0qWL+Pn5SUBAgGRkZMg//vGPBv/Sy8zMlLvuuktSU1PFz89PgoKCJCUlRebOnStbt251WD97HLXINHdCvF27dsn9998vgwYNkoSEBPH19RU/Pz/p0KGDTJ8+XdauXduk8urWsbH1az744AMZNmyYhISEiL+/v3Tv3l3+8Y9/2EwcaLF8+XIBIGPGjGlSfSwtMo191Z1lubq6Wl5++WUZMGCABAcHi9FolOTkZLnzzjvttoh88sknctttt0lGRoZER0eL0WiUxMREGTFihLz11ltWrXFFRUXyz3/+U66++mrp3LmzBAUFSWBgoKSkpMgNN9wg27dvtym/ua1RFiaTSV555RXp06ePBAYGSmBgoPTt21deeeUVu61xdV+3hlqy1q9fL2PHjpWIiAjx9fWVzp07y8KFCx3O+PvOO+/I7NmzpVu3bhIZGSl6vV5CQkIkIyND7rvvPjly5IjDa1neV85+D509B4A8/PDDjb2ERE5RRDw8VIQuepahlnyrac+8efPw2muv4ZdffrHbUZuIyNMYZOiCY5DRrvbt22PIkCF4++23PV0VIiK7GGTogmOQISKiC4XDr4mIiEizOGqJLji2xBAR0YXCFhkiIiLSLAYZIiIi0iwGmVZEUZQmf9VdNsCVHnnkESiK4rJJ344fPw5FUTS16CEALF68WH2tX3jhBU9Xh5rg5MmTWLJkCW655Rb07t0bvr6+UBQFN998s1Pn//zzz5g2bRpiY2Ph5+eHDh064M4772x0zaNz587hjjvuQIcOHeDr64vY2FhMmzZNnbiuOaqqqvDkk08iPT0dgYGBCA8Px4gRI9TV1xvy4YcfYsSIEQgPD0dgYCDS09Px1FNPOZxEsLS0FLfffrt63/3798fGjRsdlv/JJ59AURT8/e9/b/b90cWNfWRakdmzZ9tsO3v2LNatW+dwf1pa2gWvV2v22muvqf//+uuv48477/RgbagpVq5ciT/+8Y/NOnfFihWYOXMmampq0LdvX3To0AHbt2/Hiy++iA8//BDfffed3UVPDx48iKFDhyI7OxsdO3bEpEmTcOzYMaxYsQIfffQRli9f3uS1lsrKynD55Zdjy5YtCAsLw9ixY1FSUoKNGzfim2++wb333otnnnnG7rl33303/vWvf8HHxwcjR45EUFAQNm7ciD/96U9Yu3YtvvzyS5s1lmbPno2VK1eie/fuGDBgANavX48xY8Zg8+bNNrNAl5SU4A9/+AN69OiBBQsWNOm+qBXx1Ex85B2aOzttS+Xk5Mi+ffskJyfHJeVVVVXJvn375PDhwy4pzx22bt0qACQsLEwCAwMFgNU6SOTdPvroI7nzzjvljTfekF9//VUeeughASA33XRTg+edPn1aAgICBIAsWbJE3V5TUyPXXXedAJC+ffvazP5rNpslIyNDAMj1119vtS7UkiVL1LW06q9Z1pi77rpLAEiPHj2sfh63b98uQUFBAsDubNOO1u/KyclxuH7Xjh07BICMGjVKrf9XX30lAGT8+PE215g/f77odDqb2biJ6mKQaeU8FWRI5OabbxYActttt8mcOXMEgPzhD3/wdLWomSzLCzQWZBYsWKAuqFhfcXGxhIaGCgD54osvrPZ9+umnavAtLi62OdeycGRTFhvNy8sTo9EoAOS7776z2W9ZVHLAgAE2+ywLt/7tb3+z2bd582YBIL6+vlJQUKBu/89//iMA5J133rE6vlOnThIeHm617ccffxSdTid33HGH0/dDrRP7yJBDdfuxnDhxAjfddBOSkpJgMBgwZ84c9bhVq1bh5ptvRvfu3REeHq4+7587d67DRRUd9ZF58803oSgK5syZg9LSUixcuBCdOnWCr68v4uLiMHv2bJw+fdqmvIb6yFj6oAC1jwOGDBmCkJAQBAYGYvDgwfjss88cvgaZmZmYM2cO4uLi4Ofnh86dO+Phhx9GRUUFRowYAUVRGlxA05HS0lJ88MEHAICbbroJN910E4DahTIrKiocniciWLVqFa688krExcXBaDQiLi4OQ4YMwZNPPony8nKbc37++WfMnj0bHTp0gJ+fHyIiIpCeno4FCxYgMzNTPa7ua2+Po9e47naTyYTFixcjIyMDQUFB6usOAHv37sXDDz+MwYMHIyEhAUajEZGRkbjsssuwfPnyBl+v06dPY8GCBejRoweCg4MRGBiIlJQUzJkzB1u2bAEAHDlyBHq9HuHh4SgrK3NYVrdu3aAoSoPf9wtp9erVAGB3YdWgoCB1octVq1bZPW/ixIkICgqyOddSXv3zGvLZZ5+hqqoKbdu2xeDBgx2W+cMPPyArK0vdfvr0afz0008O72PIkCFISkpCZWWl1eucm5sLAIiIiLA6PjIyEiUlJeq/a2pqcMsttyA+Pp59Y6hRDDLUqEOHDiEjIwOfffYZ+vfvj4kTJyIqKkrdP336dLz33nvw9/fHyJEjMWbMGOh0Orzxxhvo3bu3+kHTFIWFhRg0aBBeeeUVdO3aFVdccQVEBMuWLcPgwYNRWFjY5DIffvhhTJs2DQAwbtw4dO7cGVu2bMGVV16pfkjUtXfvXvTp0wdvvfUW9Ho9rrrqKqSmpuLZZ5/F5Zdf3uQVkev64IMPUFxcjJ49e6J3794YMmQIUlJSUFBQ4PCDqLq6GlOnTsWUKVPw+eefo0OHDpg6dSp69uyJ48eP44EHHsC5c+esznn66afRr18/LFu2DEajEVdddRWGDBmC6upqPPPMM9i0aVOz76E+EcHkyZOxcOFCREZGYuLEiejZs6e6f/HixXjssceQl5eHHj16YPLkyUhNTcWmTZswY8YM3HPPPXbL3bBhA7p3745nnnkG2dnZGDVqFMaPH4+wsDC8++67WLp0KQAgOTkZ48ePR0FBAd555x27ZW3atAl79+5FcnIyrrjiCgC1yzAoioI333zTZa+FI8XFxTh8+DAAoE+fPnaPsWzfsWOH1XbLvxs779ChQygtLXWqPo2V2bFjRzV07Ny50+a8iIgIdSVxR/Wpex+WELxv3z51W3V1NQ4fPoyEhAR12+LFi7Fz50689NJLCA4OdupeqBXzcIsQeVhDj5bqrmB83XXXSUVFhd0y3n//fSkpKbHaZjab5aWXXhIA0q1bN5vn/Zay66+A+8Ybb6jXHDNmjBQWFqr78vLypFevXgJA/v73v1udZ1mpuF27djb1s5QXFhYmP/zwg916pKSk2Jx3ySWXCAC55pprrO791KlTkpqaqpZbf1VsZwwaNEgAyD//+U912xNPPCEAZOTIkXbPueeeewSAtG/fXnbu3Gm1z2w2y1dffWXVjP/xxx8LAPHz85MPPvjAprw9e/bI3r171X9bXvv6qxlbOHqN664SnZiYKAcOHLB7/tdff213peX9+/dLYmKiAJBt27ZZ7Ttx4oT6qOWBBx6wWaX73LlzsnnzZvXf69evFwCSnp5utw5TpkwRAPLss8+q2yyrur/xxht2z3GWM4+Wdu3apb5Wdb9Xda1atUoASFRUlNX2iIgIASAfffSR3fPy8vLUsn/77Ten6jx58mQBIHfffbfDY3r27CkA5MUXX1S3Pf/88wJAevXq5fC8+fPnCwCZOnWqui0nJ0eCg4MlISFBfvzxR8nPz1ff1/PnzxcRkaNHj0pAQIDVeUQNYZBp5ZwJMhEREQ5/6TZm4MCBAkD27Nljt2xHQSYwMFCysrJsynv//fftftg7E2Sef/55m30VFRXqB+WJEyfU7d9++63akTE3N9fmvE8++aTZQWbfvn0CQIxGo5w/f17dnpWVJXq9XhRFkaNHj1qdc+7cObUvw/bt2526jiX01f3QbogrgsyyZcuculZ9ls6qCxYssNp+9913CwCZMGGC02V169ZNAFgFHBGRkydPio+PjwQEBEh+fr66feTIkZKamiqrVq1qVt0tnAky33//vfpaVVdX2z3myy+/VN8fdRkMBgEg69evt3teVVWVWvaWLVucqvPll18uAOShhx5yeIwldNf942HRokUCQAYPHuzwvAcffFAAyOjRo622v/zyy2o9LV9dunSRvLw8EREZM2aMhIaG2vz8l5aWOnVP1Ppw+DU16rLLLkNoaGiDxxw+fBhffPEFDh8+jOLiYphMJgBQH3UcOHAAXbt2dfqaffr0QZs2bWy2d+nSBQDs9pNpzIQJE2y2+fr6omPHjtixYwdOnz6NpKQkAMA333wDABg7dqzN83wA6qONgoKCJtfjP//5DwDgqquuQmRkpLq9TZs2uOKKK/DJJ5/g9ddfx+OPP67u27RpE6qqqtC7d2/07t270WucPXsWO3fuhE6nU/vfuMOUKVMa3F9SUoLPP/8cO3bswPnz51FVVQUAOHPmDADY9Kn64osvAAC33HKL03WYP38+br31Vrz44osYMmSIun3JkiWoqanBjTfeiLCwMHX7hg0bnC6bWu62225DRkYGVq5ciaKiIqSnp2POnDkICAjAO++8g3Xr1mHJkiVo06YNysrKsGDBArz99tsoKipCVFQUbrvtNjz88MPQ6/WevhXyEgwy1KiGJpkzmUy44447sGTJkgbXVCoqKmrSNdu2bWt3e0hICAA02CHWFWWeOnUKQMP33q5duyYHmerqavz3v/8FAMydO9dm/9y5c/HJJ5/grbfewqOPPgqdrrYbm6VTrrPz+pw4cQJAbThqLIS6SkxMDAICAhzuX7t2LW688Ua1w6c99d8nTb1vALjuuuvwwAMPYNWqVThz5gzatGmDqqoqvPrqqwCAO+64w+myXK1uf4/S0lK73xtLp1fL+7LuuXl5eQ77v9TtLFv/3Mbq01CfGnv1ae55FgMGDLCZMyYvLw9//OMfMXToUMybNw9A7ffy448/xn333YchQ4bgo48+wuOPP47S0lI8++yzztwitQLs7EuNqj+hVV3/+te/8MorryA2Nhbvvvsujh8/jvLyckjtY0vMnDkTQNMXjrR8gLtSc8qsO+qmKfscWbt2rTpz62OPPYYhQ4ZYfT355JMAameN/fLLL5tc/oVkNpsb3N/Q++T06dOYMWMGcnNzcf/99+PXX39FYWEhTCYTRESdlLGp7xN7AgICMG/ePFRXV6sdgVeuXIlz585h6NChVh2Q3a1du3bq/1vCZn0nT54EYBuiLf9u7DxFUayu05DGygTsh3rL/1uu2VB9nJ1t+95770VRURGWLl0KRVFw4MABrF69Gtdccw2efPJJTJgwAa+99hr69++PF1980Sq4UevGIEMtYhk2u2TJEsycORPt2rWDn5+fuv/QoUOeqlqLWEZQHD9+3OExdYcuO6vuTL5bt27F999/b/W1bds2u8daWpP279/v1HUsx585c8bpEV5GoxFA7cgae5pzvxZr165FeXk5rr76ajz55JPo2bMnQkJC1HDp6H3S1Pu2uP3226HX67F06VJUV1fjxRdfBODZ1higtnXCMmPv9u3b7R5j2X7JJZdYbbf8u7HzOnfubHd4tj2NlXn06FHk5eUBADIyMtTtlv/Pzc3FsWPHmnQf9mzatAlvvvkmFi5cqLa+WUZJDRo0yOrYIUOGoKqqCnv37m20XGodGGSoRSy/5Oz9Bbhnzx6rIZtaMmzYMAC1fTTy8/Nt9n/++ed2tzfk1KlTasvDvn371Far+l+WX9Br1qzB+fPnAQAjR46E0WjEzz//7NSaOnFxcUhPT4fZbMbrr7/uVP0s4c1RaPj000+dKseeht4nIoJ3333X7nljx44FAPWxkLPatm2LSZMmISsrC3/961+xZcsWxMfHY/LkyU2suetZlhCwd88lJSVYu3YtANjU1XLemjVr7D7SsZTXlHscN24cjEYjTpw4ge+//95hmQMGDEB8fLy6PTExEX379nV4H9999x1OnjwJX19fjBs3rsE6VFZW4v/+7//QpUsXLFy4UN1uafGsf6+WfzenRZQuUh7pYkxew5lRS/VHFtU1ceJEASDz5s0Tk8mkbs/KylKHL8PO0NbGRi01d+RMQ6OWHBk+fLjN6COz2Szp6ekCQGbNmmU17Pf06dPSpUuXJo9assyS2q9fv0aP7dOnjwCQ5557Tt1mmUq+Y8eOsnv3bqvjzWazbNiwwWp0mWUYr7+/v6xYscLmGvWHX5eVlUlISIjd0UfLly9XR8005bWvX5fExESr0Sg1NTXy5z//WX0thw8fbnVeZmamBAcHqyNrqqqqrPbXH35dl2XkmeXr0UcftXucO0ctiVgvUbB06VJ1e01NjVx//fUCNL5EwQ033NCkJQoaukfL+6pnz55Wo+h+/vnnZi1RcP78eYdLFNjz0EMPiaIoNjMLHzp0SK1XWVmZiNQO346JiRE/Pz+bKR+o9WKQaeVaGmR++OEHdVhwp06dZPr06TJ27Fjx9/eXbt26ydVXX63JICMisnv3bnXujoSEBJk+fbpceeWVEhgYKIMHD1aHln///fcOy7Ywm83SsWNHASAvvfRSo8db5uno3r27uq2yslINjjqdTgYOHCjXXnutjB49WhISEgSAHDt2zKqcRYsWiaIoAkDS0tJkxowZMnHiROnatavd78tzzz2nvl4DBw6UqVOnSrdu3URRFPnLX/7S7CBTXV0tvXv3Vj/4xo8fL9OnT5d27dqJwWCQP/3pT3aDjIjIunXr1DATGxsrkyZNkmnTpkm/fv3EYDA4fK+IiPrBbzAYHK5B1Nx5ZLKysqR///7ql+V7EB0dbbXd3vpZy5cvF71eLwCkf//+MmPGDPX9ERsbK4cOHbJ7zf3790t0dLQaaGfMmCH9+vUTAOLj4+MwjDV0j6Wlpep7OTw8XKZMmSJjx45Vg+s999zj8DWwzBVjMBhk7NixMmXKFAkLC1OHZlsCiCO//fabGAwG+b//+z+7+2fOnCkApEOHDjJlyhSJi4sTALJw4cIGy6XWhUGmlWtpkBGpneRr4sSJ0qZNG/Hz85POnTvL/fffL0VFRTJ79mzNBhlLuddff73ExMSI0WiU5ORkefDBB6WsrEz94HE0AVxdGzZsUOcGsTcvTX05OTnqB0ndSeLMZrO8++67Mnr0aImMjBSDwSBxcXEydOhQefrpp6W8vNymrK1bt8rMmTMlISFBDAaDRERESHp6utx///2SmZlpc/xbb70ll1xyifj5+UlISIiMHDlS1q9f36zXvq7i4mJ58MEHJTU1Vfz8/CQmJkYmTZok27dvV9+H9oKMSG3LzF133aWeGxQUJCkpKTJ37twGFxS0BKSZM2c6PKa5Qabu/DkNfTlqsdu+fbtMnjxZoqOjxWg0Srt27eT222+Xs2fPNnjdM2fOyO233y7t2rUTo9Eo0dHRMnny5AYXHG3sHisrK+WJJ56Q7t27i7+/v4SGhsqwYcNk+fLljb4OH3zwgQwbNkxCQkLE399funfvLv/4xz9sJi+sz2w2y6BBgyQ+Pt7hPFWVlZXypz/9SRITE8VgMEjHjh3lqaeesmmtotZNEXHBMAGiVubYsWPo1KmTOiT2QoyyopYxmUxITk5GZmYmtmzZgoEDB3q6SkR0AfC3L5EDpaWl2LNnj832zMxMzJo1C2azGbNnz2aI8VJLly5FZmYmBg4cyBBDdBFjiwyRA8ePH0eHDh2QnJyMlJQUhISE4MSJE/jll19QWVmJ9PR0fPvtt05PPkYX3oEDB/D000/j7Nmz+OKLLyAi2Lx5s80QXiK6eDDIEDlQUlKCRx99FBs3bsSJEydQUFCAgIAApKamYsqUKbjzzjsbnMmW3O/rr7/GpZdeCqPRiLS0NDzyyCPqsGUiujgxyBAREZFm8eE+ERERaRaDDBEREWkWg0wr9de//hWKotisQOvI6tWroSgKIiIimrXyNADMmTMHiqLgzTfftNr+5ptvQlEUzJkzp0nlHT9+HIqiOL0onSs4ugdvtnjxYiiKAkVR8MILL3i6OtREubm5WLhwIXr06IHAwEAYjUYkJiZi2rRp+Pbbb+2es2PHDjzxxBMYNWoUYmNjYTAYEB4ejqFDh+Kll15CdXV1k+uxd+9e3H333Rg2bBjatm2LgIAA+Pv7o1OnTrjpppuwe/duu+dZfk4b+nrggQfsnrt+/Xr07dsXfn5+iIuLw/z581FeXm73WLPZjH79+iEuLq7Jy4eQtvl4ugLkGTfeeCP+9re/Ydu2bdi7dy+6du3a4PGW9XpmzZpltSjkxeTNN9/EjTfeiNmzZ2sqqDSm7uKTr7/+Ou68804P1oaa4siRIxg2bBiysrIQGRmJESNGICAgAHv27MGKFSuwYsUKPPvss7jnnnvUc2pqatSFGoOCgtC3b1/Exsbi1KlT2Lp1K7777jssW7YM69atQ1hYmNN12bJlC/71r38hNjYWqampGDhwIMrKyrB79268/vrrWLZsGZYtW6aueF9fYGAgpk6dandf7969bbbt3LlTXQtqzJgxOHLkCF544QUcO3ZMXY+qrhdeeAE//fQT3nvvPYSHhzt9X3QR8NhUfORxo0aNcmo9lDNnzoiPj48AkB07djT7eo5m+S0oKJB9+/ZZrcHjDGdnlHVWY7MKi9ROS79v3z6HM5F6m61btwoACQsLk8DAQAHQ4Ayw5F0sS1KMHz/eZm0hy/pKPj4+cvLkSXW7ZTmI5cuXS0VFhdU5u3btkjZt2ggAufHGG5tUl2PHjsm+fftstptMJnn66acFgAQEBEheXp7Nec35OZ00aZLVzMjV1dUyYsQIASA//fST1bEnTpyQoKAgGTduXJOuQRcHPlpqxW666SYAwNtvv42amhqHxy1btgw1NTXIyMhAr169XF6P0NBQpKWloU2bNi4v29XatGmDtLQ0hIaGeroqTrG0xsycORPTpk2z2kbeb+PGjQCAhx9+GIGBgVb7brnlFnTu3Bk1NTX46aef1O0+Pj7Yvn07pk2bBl9fX6tzevTogaeeegoA8P777zfpEVP79u2RlpZms12n0+G+++5Dx44dUVZWhu+++87pMhuyfft2dO7cGSNGjABQe18333wzgNrWobpuv/12iAhefvlll1ybtIVBphWbPHkyIiIicO7cOXz66acOj3vjjTcA/C/4VFdX4+2338asWbOQlpaGkJAQ+Pv7IzU1FfPnz0dWVlaT6tFYH5lPPvkEw4cPR3BwMEJDQzF06FB8/PHHDZb51Vdf4c4770SvXr0QFRUFX19fJCYmYsaMGVa/9C3at2+PG2+8EQDw1ltvWT2/t/wiBRrvI/P+++9j1KhRiIiIgK+vL9q1a4e5c+fi4MGDdo9v3749FEXB8ePHsWnTJowePRrh4eHw9/fHJZdcgmXLljV4nw0pLS3FBx98AKD2e2f5/r377rsN9nMSEaxatQpXXnkl4uLiYDQaERcXhyFDhuDJJ5+020fh559/xuzZs9GhQwf4+fkhIiIC6enpWLBgATIzM9XjGvteO+r3VHe7yWTC4sWLkZGRgaCgICiKoh63d+9ePPzwwxg8eDASEhJgNBoRGRmJyy67DMuXL2/w9Tp9+jQWLFiAHj16IDg4GIGBgUhJScGcOXPUD84jR45Ar9cjPDwcZWVlDsvq1q0bFEXBZ5991uA1G+PsY9yoqCiny8zIyAAAlJeX4/z5882qlz0+PrU9FeqHp+bKzc1FRESE1bbIyEgAtXM8WaxYsQJr167F3/72N7Rr184l1yaN8XSTEHnWnXfeKQBk4sSJdvd///33AkD8/PwkPz9fREROnjwpACQ0NFQGDBgg06ZNk3Hjxkl8fLy6+q+91XsdPVpq6JHO4sWL1cX3+vXrJzNnzpQ+ffqoq/LCQZN1cnKyGI1GycjIkIkTJ8rkyZPVFZ99fHxkxYoVVsffe++9MnjwYAEgycnJMnv2bPXriSeeaPQezGaz3HDDDWr5I0eOlGuuuUZSUlLUJvfPP//cpp6Wxfz+8pe/iKIo0rt3b7nmmmtkwIAB6n0/99xzdr83jXnttdcEgPTs2VPdZqnPO++8Y/ecqqoqmTx5srrC9oABA2TmzJly+eWXO1xh+6mnnhKdTicAJCUlRaZPny4TJkyQLl262LxWLV0UtG3btjJx4kQxGo0yatQomTlzptX93XTTTepK32PGjJEZM2bIwIED1fr98Y9/tHvdr776Sl21OSYmRq666iqZNm2a9O3b12aF7QkTJggAWbp0qd2yNm7cqL6PLIsbNndhyuuvv159tFRaWmq1b+nSpQJAevToIdXV1U6XuXr1anUB0/qPnprL8pgrJiZGCgsLrfZZvndRUVHyxBNPyK233ip33HGHPPfcc7J//36HZXbp0kWioqKkqqpK3Wb5ffDmm2+KSO1j6TZt2kifPn3EZDK55F5IexhkWrmdO3eqH772Vt29+eabBYBce+216raioiL5+OOPbVa3raqqkoULFwoAu8+qmxpkfv31V9Hr9aLT6eTDDz+02vf222+LoigOg8zq1attntVbtvv4+EhkZKSUlZU5VQ9n7uHf//63+su6bj8is9msrvQdFhYm2dnZVudZPuAMBoOsXbvWbn1CQ0Nt6uqMQYMGCQD55z//qW574oknBICMHDnS7jmWcNi+fXvZuXOn1T6z2SxfffWVVf+gjz/+WA26H3zwgU15e/bskb1799rcU3ODDABJTEx0uOL4119/LUeOHLHZvn//fklMTLRZTVyktn9FaGioAJAHHnjA5n197tw52bx5s/rv9evXCwBJT0+3W4cpU6YIAHn22WfVbc0NMmfPnpXevXsLAImMjJTx48fLtGnTpGvXrqLT6WT8+PFN6ltmNptl4MCBAkAmT57cpLpYlJaWqiF/0qRJ0qlTJwEgsbGx8u2339oc39Aq4YqiyHXXXSfFxcU25z3wwAPqHyz5+fny448/Snx8vBiNRjlz5oyIiNx6663i4+PTor57pH0MMqT+onz66aettpeWlkpwcLAAkK+++srp8uLj40Wn00lRUZHV9qYGGUuImjFjht3rXHXVVc3qRDhz5kwBIJ9++qlT9XDmHpKTkwWAPP/88zbnmM1m6dmzpwCQRYsWWe2zfMDdc889dq+XlpYmAOx+QDRk37596l/d58+fV7dnZWWJXq8XRVHk6NGjVuecO3dOjEajAJDt27c7dZ1evXrZfGg3xBVBZtmyZU5dqz5Lq8GCBQustt99990CQCZMmOB0Wd26dRMAVgFHpLa10sfHRwICAtQWTBGRkSNHSmpqqqxatarJ9S4uLpbrrrvOJgQkJSXJs88+26TWGEuoDgoKkoMHDza5LiIi+fn5NnXp2LGj2im3vqysLJk3b56sW7dOTp48KWVlZbJnzx55/PHH1Q7oo0ePVluvLAoKCiQ1NdUm+Lz88ssiIvLdd9+Joihy//33W51XWVnZpNeEtI9BhtTWhK5du1ptf/PNNwWAdOjQweaXjEhta86zzz4rd9xxh9x4443qX2kxMTECQH755Rer45saZCx/6dVvqbBYtWpVg0Hm9OnTsnTpUrnnnnvkpptuUutnCRWLFy92qh6N3YPlURsAm2Z1i+eee04AyGWXXWa13RJkHH0IXH311QJA3nvvPYd1sufee+8VADJt2jSbfVdeeaUAkD//+c9W299//30BIL1793bqGmfOnFEfQTk7issVQab+I5b6iouLZfny5bJw4UKZN2+e+n0fPXq0ALaPUS1h0dH7zB5LKKofsv/85z8LAJk3b57TZTVk37590qlTJwkNDZWXX35ZTp48KYWFhfL111+rj1gvv/xyqampabSst956SxRFEZ1OJ8uXL3dJ/c6ePSufffaZ9O/fXwDIfffd16Tzt23bJnq9XgDI6tWrbfYXFxfLCy+8ILfccossWLBAfvzxRxGpbf3t1q2bJCcnq62VX331lWRkZKjvyaFDh9r8DqKLE4MMSUFBgfj7+wsA2bp1q7p92LBhAkAee+wxq+NLSkrUD9iGvr7++mur85oaZPz8/ASA/Pbbb3brvWPHDodB5pFHHhGDwdBg/R555BGn6tHYPfzwww9q078ja9asEQDSpUsXq+2WIGPvcYij6zWmqqpKDZP2+uVYAmBSUpJVv4Inn3xSAMisWbOcus62bdsEgCQkJDhdt5YGmZiYmAbLX7NmjURGRjb4fR8xYoTVOZb3vr1+XY6UlpZKeHi4GAwG9dFOZWWlxMbGCgD59ddfnS7LkerqarVfl73gkZeXJ3FxcQJAXn/99QbLWr58udoS99prr7W4bvVVVlaqrXNNCYQi/xtmPXfuXKfPeeyxxwSArF+/XkREfvrpJzEYDNK1a1d5//335Y033pD4+HgJDQ21GppOFyeOWiKEhoaqE1VZRigdOXIEmzdvhk6nsxlhsnDhQqxevRppaWn46KOPcPr0aVRWVkJqgzEGDhwIABAPrUe6atUqPPLII/D19cWSJUtw6NAhlJaWwmw2Q0SwcOFCj9bPHp3OdT+Ka9euRXZ2NgDgsccew5AhQ6y+nnzySQDAyZMn8eWXX7rsuq5gNpsb3O/v7+9w3+nTpzFjxgzk5ubi/vvvx6+//orCwkKYTCaICNatWwfANd/3gIAAzJs3D9XV1Vi6dCkAYOXKlTh37hyGDh2Knj17tvgalskqfX19MXnyZJv94eHhuOKKKwDUjtJzZNWqVbj22mthNpuxZMkSzJ07t8V1q89oNGLWrFkAamcBb4ouXboAAE6dOuXU8QcPHsSiRYtwww034LLLLgMAPPvss6iursbq1asxY8YMzJkzB6+99hoKCws5JLsVYJAhAP8bWv3++++jvLwcb7zxBkQEl19+OZKSkqyOtQxj/eCDD3DVVVchPj4eRqNR3X/o0CGX1CkhIQFA7dBbexxtt9Rv0aJFuOWWW9CpUycEBASow3RdVb/69czNzUVRUZHdY44ePWp17IVUd56YrVu34vvvv7f62rZtm91j27ZtCwDYv3+/U9exHH/mzBkUFhY6dY7lfVJcXGx3f92h2k21du1alJeX4+qrr8aTTz6Jnj17IiQkRA2Jjr7vTb1vi9tvvx16vR5Lly5FdXU1XnzxRQDAHXfc0ex7qOvEiRMAakOTXq+3e4xlPqO8vDy7+z/66CNcc801MJlM+Pe//4158+a5pG72WOa5sYRoZ+Xm5gIAgoODnTr+1ltvRXBwMBYvXqxu27lzJ6KiopCSkqJuGzJkiLqPLm4MMgQAGD58ODp37oyioiIsX74cb731FoD/BZy6LL807c3ZsG7dOpfNTTF8+HAAwDvvvGN3v6M5VhqqX3Z2NtavX2/3PMuHbEOTA9qTmJiI5ORkALA7v4yIqNsvvfTSJpXdVKdOnVJbHvbt26e2ktX/2rt3LwBgzZo16vdr5MiRMBqN+Pnnn/HLL780eq24uDikp6fDbDarS1g0xhLkHIWGhuYzakxD33cRwbvvvmv3vLFjxwIAXn311SZdr23btpg0aRKysrLw17/+FVu2bEF8fLzd1pPmsLxW+fn5DkOYJZR26NDBZt/atWsxffp01NTU4N///jduvfVWl9TLkQ0bNgCAVZhoTGlpqbrcQL9+/Ro9/vXXX8fXX3+N5557Tp1TBgAURUFZWZlVa1tpaam6jy5ybn+YRV7LMjQ3Ojpa7fNRfyiqiKidZR9//HGr7fv375f27durfRHqd2Btah+ZHTt2iF6vF71ebzPa47333nM4/Hr+/PkC1A4Br1v/goICGTt2rFq/hx9+2Oq8b775RgBIRkaGw9fImeHXdYctm81m9Xl+Q8Ov68/N0tj1HHn88ccFqJ1zpzGWzqJ156m566671FEou3fvtjrebDbLhg0brDr2Wvrb+Pv728zNI2I7/LqsrExCQkLsjj5avny52q/JUR+ZhkaoWeqSmJhoNSS5pqZG7YQLQIYPH251XmZmpjo676GHHrKat0TEdvh1Xd9++61V/5tHH33U7nHNGbVUVVWlzt0zbNgwq/eOyWRSf14B21Ftn376qRiNRlEURZYsWeL0Nbdt2yapqamSmppqs++5556TEydO2GwvLS1V33c+Pj4275slS5bYPe/o0aPqMilhYWGSk5PTYN3OnTsnERERMnr0aJt9s2bNEsB6fiTLz139Tu108WGQIZVlaK7ll+Pdd99t97iVK1eqIaJHjx5yzTXXyMiRI8VgMMjIkSPV+UtaGmREaidbs9Snf//+cu2110rfvn0FqJ3czN6H29GjR9XJzRISEmTKlCkyceJECQ0NlTZt2sjcuXPtBpnKykp1Ur+MjAy54YYb5KabbpKnnnqq0Xswm83q5GU+Pj7qZG2W4aP+/v7y2Wef2dyfK4OM2WyWjh07CgB56aWXGj3++eefFwDSvXt3q9fAsr6PTqeTgQMHyrXXXiujR492OCHeokWL1PdDWlqazJgxQyZOnKh2VK1fd8sILgAycOBAmTp1qnTr1k0URZG//OUvzQ4yljWGgNrhxePHj5fp06dLu3btxGAwyJ/+9Ce7QUZEZN26dWqYiY2NlUmTJsm0adOkX79+NhPi1WcZKWMwGNT5Tepr7jwyGzZskICAAAEgISEhcvnll8vkyZPV4f4A5MEHH7Q659y5c+Lr66uGurqTO9b/qh8eNm3apJZr7x4URZGuXbvK1VdfLTNnzpQRI0ZIeHi4ABBfX1+7Q+PT09NFURTp3r27TJ48Wa655hrp37+/WsfIyEj55ptvGn0tZs6cKQEBATbTBojUjqD08/MTvV4vY8eOlUsvvVQtu6lruJH2MMiQFcuspQBk165dDo/79ttvZdSoURIVFSUBAQHSvXt3WbRokVRWVsrw4cNdFmREaiddGzJkiAQGBkpQUJAMGjRIVqxY0eCH27Fjx2TWrFnStm1b8fX1lXbt2sn//d//ydmzZ9W5NOoHGRGR3bt3y8SJEyU6OlqdDbbuB19jweLdd9+VESNGSFhYmBgMBklKSpI5c+Y4nMHUlUFmw4YNAtTOHZObm9vo8Tk5OWoLSN1J4sxms7z77rsyevRoiYyMFIPBIHFxcTJ06FB5+umnpby83KasrVu3ysyZMyUhIUEMBoNERERIenq63H///ZKZmWlz/FtvvSWXXHKJ+Pn5SUhIiIwcOVLWr1/f6KilxuYMKi4ulgcffFBSU1PFz89PYmJiZNKkSbJ9+3b1Q9pekBGpbZm566671HODgoIkJSVF5s6dazWarz5LQJo5c6bDY5obZEREjhw5IrfffrukpaWJv7+/GAwGiY+Pl6uvvlq+/PJLm+MbmoCu/lf9911DQeadd96R2bNnS7du3SQyMlL0er2EhIRIRkaG3HfffQ5H3r322msyffp0SUtLk4iICPHx8ZGwsDDp27evPPzww3Lu3LlGX4MvvvhCAFj9UVHfli1bZPjw4eLv768G2bqtgXTxUkS8aOgGEZGGmEwmJCcnIzMzE1u2bFFH7BGR+7CzLxFRMy1duhSZmZkYOHAgQwyRh/h4ugJERFpy4MABPP300zh79iy++OIL6HQ6PPPMM56uFlGrxSBDRNQEZ86cwWuvvQaj0Yhu3brhkUcewaBBgzxdLaJWi31kiIiISLPYR4aIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINOv/AVMKGZzNzzM3AAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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IiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDTLy9MFWBSXVqG4rBq1tWZ4G/UIC/aFt1Hv6bKIiIioHfNokDGZzTh2qhA7D+bibE6p1WN6nYIeXcKRlhKFqDA/D1VIRERE7ZnHgkx+YQVWrTuCkrJqKIrt4yazYO+RPPxyOA8pnUJx9bAkeOl5JYyIiIh+45FkkFtQjhWfHUBpeTUAQMT+fpbth09ewIdfH0atyeymComIiEgL3B5kyitqsGptXShxFGAaEgBZuaX4evPJtiyNiIiINMbtQWbXoVxUVNU6HWIsBMDBEwXIL6xok7qIiIhIe9waZExmM3YfPN/sEGOhKMCew+ddWxQRERFplluDzPHTRaioqm3x8SLA3iN5qKk1ubAqIiIi0iq3BpncgnLo7N2i1Aw1tWYUl1a7qCIiIiLSMrcGmapqE9C6HPNbO0RERHTJc2uQMXjp6kbtuqIdIiIiuuS5NREEB3rD3NKRvr9SAAT4GV1TEBEREWmaW4NMt06h0Otafm1JUYAuHUPg69NulogiIiIiD3JrkPExeqF7crjdJQmcIQKkpUa5tigiIiLSLLcPNunXPbpF430VBYgM9UVCTKDLayIiIiJtcnuQiQj1xdXDkpp1jKIAvt5emDymK5RW3r5NREREFw+PDDbp3jkcCoAvN52AwPGikRZBAd6YflU3BPpzkC8RERH9xmOjZlM7hyMq3B+7D+X+OluvGXXjgBUIBCJASKA30rtHoWeXCBgNek+VSkRERO2UR2//CQv2wRWDOmJoejyOnipESVk1amvNMBr1iInwQ4foQF5KIiIiIofaxX3MRoMePZLDPV0GERERaQynyCUiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWoXdy3ZU2sy42jmBeQXVaK6xgSjlx6hwT7omhgCgxfnlCEiIqJ2GGRKyqqx62Au9hw+j6pqE3SKAsviTGazYMM2HXp3jUTf1CgEB3p7tlgiIiLyqHYVZM6cK8Hq9UdQazKryxaYRYB6SxhU15jx84Ec7D50HpNGJyMxLtgzxRIREZHHtZsxMlm5pfhg7WGrEOOISN2lp1XrjuBUdrF7CiQiIqJ2p10EmarqWqxefwRiliZDjBUBPt5wFOWVNW1WGxEREbVf7SLI7D9WgKpqE5qTYYC6K041tWbsPZLXFmURERFRO+fxICMi2Hkgp1Vt7DqYC7O5uTGIiIiItM7jQeZcXhkKS6pa1UZpeQ3O5JS4qCIiIiLSCo8HmeKyate0U+qadoiIiEg7PB5kamvNrmnH5Jp2iIiISDs8HmSMBtfM0uuqdoiIiEg7PB5kosP9XNJOTIRr2iEiIiLt8HiQCQrwRqf4IChKy45XFCA+OgBhwb6uLYyIiIjaPY8HGQBIT41u3kR49YgA6alRri2IiIiINKFdBJlO8UGIiwpodq+MotRdmkruGNImdREREVH71i6CjKIomDy6C0KDfJwOM4pSd1lqypiu0OvaxWkQERGRm7WbBODj7YWM8anoGBsEAA4DjWV7XFQAbhjfHX6+BjdVSERERO2Nl6cLqM/b6IVpV3XDubwy7D6YiwMnCqyWHtApQEpSGNJSoxAb4Q+lpSOEiYiI6KLQroKMRUyEP2KGJWHUoI4oLq1CdY0JRoMegQFG+BjbZclERETkAe06FXgb9YgM4/wwREREZF+7GSNDRERE1FwMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWV6eLqCmxoSDJwrwy5E8FJdWwWQWGA16xEb6o29qFOKjAqAoiqfLJCIionbIY0HGZDJjy64s7DqYi5pas9VjVdUmlJZX4/DJCwgL9sGIAR3QuUOIZwolIiKidssjl5ZqakxYte4Iftp7zibEWIjU/begqBIfrT+KXQdz3VghERERaYHbg4zZLFjz7TGcySlp1nEbtp3CweP5bVQVERERaZHbg8zBEwU4ebZY7XFpjq+3ZqK6xuT6ooiIiEiT3B5kdh7IQUvH7tbWmnGAvTJERET0K7cGmZz8MuTkl7eoN8Zi54FcSGsaICIioouGW4PM8TNFLe6NsSgoqkRxWbVrCiIiIiJNc2uQqayqdcmcMJVVtS6ohoiIiLSOM/sSERGRZrk1yPh6e7lkfIuvt8cnJCYiIqJ2wK1BJrljSKsG+gJARIgvAv2NrimIiIiINM2tQSYy1A9xkf6tGvCb3j2Kay8RERERAA+MkUnvHt3iXhmjQYfUpDDXFkRERESa5fYg061TKLomhqIlfSpXD02CwaB3eU1ERESkTW4PMoqi4JrhSegUH+z8MQDGXt4JXRND264wIiIi0hyP3H7tpddh0uguuLxvHHy863pYGvbQWIbBREf4YdrYbujVNcK9RRIREVG757H7mHU6BZelxWFgrxgcOVWIvUfyUFxahVqTGUaDHnGRAUhLjUR0uL+nSiQiIqJ2zuMTsuj1dQN4OYiXiIiImosz+xIREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmeXm6AAAwmcyoqjHBoNfBy0sHRVE8XRIRERFpgMeCTHWNCQeO52PngVwUFFWq270NevTqGoG0lEiEBPl4qjwiIiLSALcHGRHB9n3nsHVXNmpNZpvHq2pM+PlADnbsz0HnhGCMG5oEH+920XFERERE7Yxbx8iICNb/cArf7zhrN8T8tl/df0+cKcKKzw6grKLGTRUSERGRlrg1yPywJxt7Dp93en8RoKi0CqvWHkZNrakNKyMiIiItcluQKS2vxg+7s5p9nAhw/kIF9h/Nb4OqiIiISMvcFmR+OZLXquN3HsyFWK45EREREcFNQcZsFuw+mIvW5JCCokqczSl1XVFERESkeW4JMoUllSivrG1VG4oCnD5X4qKKiIiI6GLgliBTWdX6gbqKoqCqunVhiIiIiC4ubgkyer1rZurV6bmiAhEREf3GLcnAz8fQ6jbELPD34cR4RERE9Bu3BJlAfyPiogLQ2iWUunUKc01BREREdFFw27Wa9NSoFt+1pChAcscQBPobXVsUERERaZrbgkyXjiHw8/FqUa+MCJDePcr1RREREZGmuS3I6PU6TBrdBTpFQXOzzOA+sUiICWqTuoiIiEi73HobUGxkAKZc2RVeXrome2YsDw/sFYPL+8a1eW1ERESkPW6/n7ljbBBuvK4HuncOh05XF1fqZxpLwImJ9MeEUckY3r8DlNaOEiYiIqKLkkfuZw4L9sG4YUkYOSAB+4/l4VxeOaqqa2Ew6BHob0TP5HBEhvl5ojQiIiLSEI9OzOLr44X+PWM8WQIRERFpGKfKJSIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs3y6DwyIoLsvDKcPFuEispaKIoCPx8vdOkYiohQX0+WRkRERBrgkSBjMpux/1g+du7PRV5hBRQFUKAASl242bIrC3FRAejXPQpdE0O5RAERERHZ5fYgU1Vdi483HsWZc6XqNhFAIID8tl/2+VJ8mluK1KQwXD20E/R6XgUjIiIia25NBzW1ZqxaewRnc0qb3Fd+DTUHTxTg8+9PQEQaP4CIiIguOW4NMt9vP41zeWVobiY5knkBO/bntE1RREREpFluCzKV1bX45UgeWtqvsmNfDsxm9soQERHRb9wWZPYfzYepFUGkrKIGJ84UubAiIiIi0jq3BZlfjpxv1fGKAuw92ro2iIiI6OLitiBTUlbdquNFgKLS1rVBREREFxe3BRmTqfXjW2przS6ohIiIiC4WbgsyRoO+1W34eHt0ImIiIiJqZ9wWZGIj/dGaCXoVpa4NIiIiIgu3BZm+qVHNnj+mPhEgLSXKdQURERGR5rktyCTGBSHI39iiYxUF6BATgLBgHxdXRURERFrmtiCjKApGDExo2bEAhqV3cG1BREREpHluXaKgW2IoRgxoXiBRAFwzojPiogLapigiIiLSLLffBjSgZwx8vb2w/odM1Dq4JVtB3ULY3kY9rh3RGZ3ig91aIxEREWmDR+5n7tklAl06huLA8XzsPJCDC8VVVo9HhfshvXs0unUKhZferZ1GREREpCEem5jF26hH39QopKVEorisGpVVtdApCny8vRDYwkHBREREdGnx+AxziqIgOMAbwQHeni6FiIiINIbXbYiIiEizGGSIiIhIszx+acmR4tIqHDxRgJKyapjMAm+DHrFRAUhOCIZex/xFRERE7TDInMouxo59OThxtgiKUjeGRkSgANixPwd+Pl5IS4lC39Qo+Pq0u/KJiIjIjdpNEhAR/LA7G1t3Z6mLS4rUbQfq5pUBgPLKWvywJwt7j5zHtLEpXLaAiIjoEtZurtFs3Z2FrbuzAKDJxSVFgNKKGrz3xUEUl1Y1vjMRERFdtNpFkMnMKsIPu7ObdYwIUFldi082HlN7bYiIiOjS0i6CzI59OerlpOYQAXILypF9vsz1RREREVG75/EgU1hShZNZxU1eTnJEUYBdB3NdWxQRERFpgseDzIHj+S3qjbEQAQ6fvICaWpPriiIiIiJN8HiQKSmrRityDADALIKKylqX1ENERETa4fEgYzIJXDFUt9ZkdkErREREpCUeDzLeRj2U1lxbUttpN1PiEBERkZt4PMjERvrDbG5dn0yAnwF+nOWXiIjokuPxINM1MRTeRn2r2lAUBWbOJUNERHTJ8XiQ8dLr0KdbZKvuXCopq8axU4Uuq4mIiIi0weNBBgD69YiGTtfyJKMowM8HOJcMERHRpaZdBBmdTmnVOBkRICu3FHkXKlxYFREREbV37SLI5OaXtXhm3/qyzpe2vhEiIiLSjHYRZKqqWz8rr6K4ph0iIiLSjnYRZPT61pchAuj1rZ+PhoiIiLSjXQSZAD+Di9oxuqQdIiIi0oZ2EWSiwvwQGuTdqjaMBh2S4oNdVBERERFpQbsIMoqiIL17dCuOB3p3jYTBq12cDhEREblJu/nk7945HEaDrsUrYfdJiXRpPURERNT+tZsg423UY+IVXdCSJHP10CSEBvm4vigiIiJq19pNkAGAjrFBmDy6K/R6pcklCxSl7mvs5Z3QIzncPQUSERFRu9LuloxO6hCMmyf0wPa9OThwPB8ms0CnKBAIFACWefO6dAzFgJ7RiI0M8GS5RERE5EHtLsgAQFiwL8YO7YQRAzvgwLF85BVWoLraBINBj5BAb/RIDuet1kRERNQ+g4yFj9GrVXczERER0cWtXY2RISIiImoOBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSrHZ91xIAXCiqxJFTF1BRWQsRgY+3FzrFByMmwt/TpREREZGHtcsgIyI4droQOw/k4vS5kl9n8VUAAQSCLbuyEBXmh/TuUUjtHAa9jh1LREREl6J2F2RMZjPWb83E3qP56jIFInXhpr7cgnJ8tfkk9h/Lx8QrusDbqPdAtURERORJ7aorQ0Tw1aaT2Hs0/9d/N33MmZwSrFp7GLUmcxtXR0RERO1Nuwoyuw6ex8ETBc06RgQ4l1eGb3863UZVERERUXvVboKMiGD73uyWHQtg75E8VFbVurYoIiIiatfaTZA5ebYYJeU1LT7eZBbsP5bvwoqIiIiovWs3QWbv0Tx1cG9L7Tl83jXFEBERkSa0myBTVFLl1ODexpSUVbumGCIiItKEdhNkampbf9eRydTKJERERESa0m6CjI936+eBMRjazekQERGRG7SbT/64yIBWjZFRFCCWyxYQERFdUtpNkOnTLbJVY2REgL7do1xXEBEREbV77SbIhAb7ICEmsMW9MgF+BnSKC3ZtUURERNSutZsgAwBD0+PR0qtLw/t3gE7Xyvu3iYiISFPaVZCJiwrANcM7NzvMDE2PR/fO4W1SExEREbVf7W7165SkMBiNenz27XFU15ga3VenUzB6cEf06RbppuqIiIioPWl3QQYAkuKDcefMPjh04gJ2HsjB+QsVVo8H+RuR3j0KPbpEwNe7XZ4CERERuUG7TQEGLz16dY1Ar64RKC6tQnllLUQEPt5eCAn0htLa9QyIiIhI89ptkKkvKMAbQQHeni6DiIiI2pl2NdiXiIiIqDkYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhk3EhEPF0CERHRRUUTSxRoVa3JjMMnL2DXwVzkF1agptYML70OIUHeSOsWie7J4TAa9J4uk4iISLMYZNqAiODn/Tn4YU82qqpNUBTA0hlTazIj70IF1m87hW+3n0Z692gMTY+HTsdFMImIiJqLQcbFRATrtmbilyN59bbZ37fWJPhp7zmcv1COiVd0gZeeV/qIiIiag5+cLrbp57NWIcYZmWeL8dWmkxxDQ0RE1EwMMi5UUFSJn/aea/ZxAuDQyQKcyi52fVFEREQXMQYZF9p9KBdKC4e6KAqw62CuawsiIiK6yDHIuEhNjQl7j+Q5HA/TFBHg2OkilJRVu7YwIiKiixiDjItk55Whptbc6nZ4eYmIiMh5DDIuUlltanUbigJUVtW6oBoiIqJLA4OMi7hkFhgBlJYOsiEiIroEMci4iJ9v66fkEQC+Ppzah4iIyFkMMi4SGxHQ6jCj1ylI6hDsooqIiIgufgwyLqLTKeibEtWq26+7dw6Hj5E9MkRERM5ikHGh3t0iobRwtIwI0Ld7lIsrIiIiurgxyLiQv68BV12e2KJjL+8bh6gwPxdXREREdHFjkHGxnl0iMHpwRwDO38k0sFcMBveJbbuiiIiILlIckNEG+qZGITTIG1t3ZyMrtxSKYr0CtuXf4SE+uKxPHFKSwjxXLBERkYYxyLSRxLhgJMYFI+9CBfYcPo/zBeWorK6Ft0GP0GAf9O4WidgIf84bQ0RE1AoMMm0sItRXvdRERERErsUxMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWV6eLsBsFpw4U4R9x/JQXFqNWpMZPt5eiI8KQJ9ukQgO9PZ0iURERJe06upqlJWVwWw2w9fXF76+vlAUxdNlAfBgkDGbBT/vz8GO/Tkoq6iBogAivz2efb4UP+09h07xQRiaHo/ocH9PlUpERHTJMZvNOH78OE6cOIGqqiqrxxRFQVRUFLp3746AgAAPVVjHI0Gm1mTGZ98ew7HTReq2+iGm/r8zs4pxOrsE141KRnJCiPuKJCIiukRlZWVh586dkIYfzr8SEeTk5CAnJwfe3t7o3bs3oqOjPdJL4/YxMiKCL74/geP1Qkzj+wMms2DNxqM4c66kjasjIiK6tJ08eRI///yzwxDTUFVVFbZv347169ejsLCwbYuzw+1B5sDxAhzJvADnXp7fCIBPvz0Gk9ncFmURERFd8s6fP4+9e/e26NjKykps3rwZ+fn5Lq6qcW4PMjsP5KAlPU8iQHllrdM9OURERNQ8e/bsadXxIoIff/wRpaWlLqqoaW4NMjn5ZcjJL7cZD+MsRakLQkRERORapaWlqKioaHU7JpMJhw8fdkFFznFrkDmSeaFFvTEWIsCZnFJUVNW6rigiIiLC/v37XdZWVlYWqqurXdZeY9waZMora6Gg9SOaKysZZIiIiFypqMi1QzdOnz7t0vYccWuQEQGk2cN8bZlbem2KiIiI7DKZTC5t79y5cy5tzxG3Bhlfb70L+mMAH2+PT0hMRER0UXH1HDCuGG/jDLcGmU7xwTC3sjMlItQXfj4MMkRERK5kMBg8XUKLuDXIJMQEtnrtpPTuUe1mfQciIqKLRadOnVzanruCkVuDjKIoSO8e1eLjDV46pCaFubAiIiIiAuqCjCs7CuLi4lzWVmPcPiFen26RiInwb9Ft2FcOSYTBS+/6ooiIiC5xOp0OsbGxLmuvS5cuLmurMW4PMl56HaaM6YLwEN9mhZlRAxPQvXN42xVGRER0ievbty98fHxa3U5YWJjbhoG4PcgAgK+PAddfk4qeyeHQOThPy/kH+RsxYVQy+vWIdl+BRERElyCdToeRI0fC27t141n79+/vooqapogTy1sWFxcjODgYRUVFCAoKcmkB5ZU12Hc0D78cyUNZeQ1MJoHBoEN8VAD6pkYhMS6Ig3uJiIjcyGw248cff0ReXl6zjx04cCCio1vf+eBs9vB4kCEiIqL26ezZs9i5c6fT+/fv399l42yczR6ckIWIiIjsio+PR2hoKPbv39/oTL1xcXHo0aOHS8bXNBeDDBERETnk5+eHAQMGwGw2IzMzE0VFRaipqYHBYEBoaCgSEhKg03lkyC0ABhkiIiJygk6nQ1JSkqfLsOG5CEVERETUSgwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWU6tfi0iAIDi4uI2LYaIiIgI+C1zWDKII04FmZKSEgBAQkJCK8siIiIicl5JSQmCg4MdPq5IU1EHgNlsRlZWFgIDA6EoiksLJCIiImpIRFBSUoK4uDjodI5HwjgVZIiIiIjaIw72JSIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCGnderUCYqiNPm1fPlyT5faLJa6PclkMmHIkCFqLZs2bXK4r9lsxtKlSzF48GAEBgYiMDAQgwcPxrJly5qcb2HdunUYP348IiIi4Ovri9TUVDz88MMoLS116fksX74ciqKgU6dOLm1Xa95//32MGjUKoaGh8Pf3R1paGp555hnU1NS0uM0dO3ZgxowZiI6Oho+PD5KSknDPPfcgNzfX7v6nTp3C0qVLMXXqVCQmJsLb2xsBAQFIS0vDQw89hPPnzzv93KWlpejcubP6Pj1z5kyj++fm5mLBggXo1asXAgIC4O/vj+TkZGRkZGDHjh3NOm8ih4TISYmJiQJAhg4dKrNnz3b49f3333u61GYBIJ7+UfjHP/4hAERRFAHg8DWsra2VqVOnCgDx8/OTCRMmyIQJE8TX11cAyIwZM8RkMtk9dsmSJepzjBgxQmbMmCExMTECQFJSUuT8+fMuO5833nhDAEhiYqLL2tSa++67TwCIl5eXjB07VqZOnSohISECQIYNGybl5eXNbvP9998XLy8vASADBw6UmTNnSufOnQWAREdHy5EjR2yOGTp0qFrHwIEDZdasWXLVVVdJUFCQAJDIyEjZuXOnU8//u9/9Tn2PApDTp0873HfDhg3q+Xbp0kWmTZsmU6ZMkfT0dNHpdPLCCy80+/yJ7GGQIadZgswbb7zh6VJcytNBZu/eveLt7S3XXXed+ho7CjLPPfecAJD4+Hg5fvy4uv348eMSFxcnAOx+QPz888+iKIro9Xr5/PPP1e1lZWUyZswYASDTpk1z2Tld6kFm9erVAkACAgJkx44d6vbz589L7969BYD88Y9/bFabZ8+eFT8/PwEgS5cuVbfX1tbKTTfdpIYbs9lsddzMmTPlueeek7y8PKvtubm5MmrUKAEgXbt2ldra2kaf/+uvvxYAcvfddzcZZPbt2ye+vr4SEBAgq1atsnk8Oztbjh075uypEzWKQYacxiDjejU1NdK/f38JCQmRs2fPNhpkTCaT2oPy9ttv2zz+3//+VwBIXFycTa/MjBkzBIDcdtttNsedPHlSdDqdAJADBw645Lwu9SAzcOBAASB/+9vfbB77/vvvBYB4e3tLYWGh023Onz9fAMiVV15p81hJSYkEBwcLAPnyyy+dbvP06dPq+7+xntSioiJJSEiQpKQkKS0tbTLIDB8+XADIihUrnK6FqKU4RobaXP0xKP/5z3/Qv39/+Pv7IyQkBOPHj8cPP/zg8NiCggI89NBD6NmzJ/z8/BAYGIj+/fvjmWeeQUVFhcPjzp49i/nz56N3794IDAyEv78/unXrhjlz5mDLli0Oj/vwww8xbNgwBAUFwd/fH0OHDsXnn3/e8pNvwt///nfs2LEDS5YsQVxcXKP7bt26FefOnYO3tzemTZtm8/i0adNgNBqRlZWFbdu2qdurq6vx2WefAQBuuOEGm+MSExMxdOhQAMDq1atbczqt9u6772LMmDEICwuDt7c3EhMTMW/ePBw+fNju/tnZ2bjvvvvQrVs3+Pj4wM/PDwkJCRgzZgz++c9/2uy/bt06TJgwAdHR0TAYDAgNDUXXrl1x00034bvvvnPJOZw9exY//fQTAPuv97Bhw5CQkICqqqpmvbcs3xt7bQYEBGDixIkAgFWrVjndZocOHRAREQEAOH36tMP97r//fpw5cwavvvoq/P39G21z165d+P7775GQkIDrr7/e6VqIWszTSYq0o6U9Mvj1r7c//OEPoiiKDBs2TDIyMqRXr17qtXt73c/Hjh1TnzMyMlKmTZsmEydOlMDAQAEg/fr1k4KCApvj1q1bp16bj4qKkkmTJsmMGTNk4MCBYjAYZPbs2Xbre+SRR0RRFBk6dKjMmjVL0tLS1DEl9urbuHFjq3pzdu7cKQaDQa6++mp1W2M9Mi+88IJ63o6kp6cLAHnppZfUbb/88otaZ3Fxsd3j/vCHP6hjbFyhuT0yZrNZbrnlFvX9MHr0aLn++uulW7du6nigL774wuqY7Oxs9XJax44dZdKkSTJr1iwZPny4hIWFSXBwsNX+y5cvF0VRRFEUGTx4sMyaNUsmTpwo/fr1E71eL/fdd59NXZbXbePGjU6f+5o1awSAhIWFOdxnypQpAkDmz5/vVJvFxcVqLXv27LG7z/PPP69eXnLW+fPnRa/XN3qOn376qQCQO+64Q91mqcVej4xlvNcNN9wgIiJffvmlzJ8/X+644w55/PHHZfv27U7XR+QMBhlyWmuDjK+vr6xfv97qsWeeeUYASHBwsOTk5Fg9NnjwYAEgEydOlNLSUnV7bm6u9OvXz+qXpcWpU6fULvYFCxZIVVWV1eM5OTk2IcFSX0hIiPzwww9Wjy1atEgASLdu3WzOqzVBpqqqSvr06SOBgYGSmZmpbm8syDzwwAMCQCZPnuyw3YkTJwoA+dOf/qRu++STT9Tzc8QyEHjAgAHNPhd7mhtkXnnlFQEgERERVgNPzWaz+j0ICQmR3Nxc9bHHHntM/YBtOC6kurpa1q1bZ7UtKSnJ4Wubk5MjP//8s832lgSZf/3rXwJA+vbt63Cfe++9VwDI9OnTnWpzz549ai2OLketWrVKfQ2d9ec//1kASGxsrM3PiohIQUGBxMbGSkJCghQVFanbGwsyN9xwgwCQ//u//5Mrr7xS3bf+14033iiVlZVO10nUGF5aomabO3duo7dfFxYW2j3uzjvvxOjRo622zZ8/HwMGDEBRURFeffVVdfumTZuwbds2+Pn5YdmyZVbd2ZGRkVi2bBmAuksR9W8BXbJkCYqKijBhwgQ89dRTMBqNVs8XFRWFYcOG2a3v8ccfx+DBg622LVy4EMHBwTh8+LBN17ufnx9SUlKQkpLi4JVy7LHHHsOePXvw7LPPomPHjk4dY1mFvrGu/YCAAABAcXFxq49zJ8tloEceeQR9+/ZVtyuKgkWLFqFPnz4oLCzEf/7zH/WxnJwcAMC4ceNsbp83GAwYM2aM1bacnBwEBwfb/f5HRUUhPT3dZrvl++vn5+f0ubTF621ps7F2m9vmunXr1Nd98eLFNj8rAHD33XcjOzsby5YtQ1BQkFPt5ufnA6i7jLxlyxa88MILOHv2LHJzc/H6668jKCgI77zzDu69916n2iNqCoMMNdvQoUMxe/Zsh1/2fiECwOzZs+1uv+WWWwAA33zzjbrN8v/jxo1DdHS0zTH9+/dHWloazGYzvv32W3X7l19+CQC44447mn1eEyZMsNnm7e2Nzp07A6gb+1DfoEGDcPDgQRw8eLBZz/Pjjz/i6aefxujRo1tU58XmzJkzOHbsGAD77xFFUTB37lwAwMaNG9XtgwYNAgAsWLAAq1atanIunEGDBqGoqAi33HILduzYAbPZ3GRtlu+v5bkuFr/88gtmzJgBk8mEe+65BxkZGTb7rFq1CitWrMDcuXMxbtw4p9uWX+cyqqmpwXPPPYe7774bcXFxiIyMxNy5c9Uw+uqrr+LkyZMuOR+6tHl5ugDSnttuuw1z5sxp9nFJSUmNbq/fs2IJDY6OAYDk5GTs3r3bKmBkZmYCAFJTU5tdn6OeEctfopWVlc1us6HKykrMmTMHPj4+ePXVV5s1EV9gYCAAoKyszOE+lg/z+n89t/Q4d7F8/8LDwx0+f3JystW+AHDzzTdj7dq1eOeddzBt2jTo9Xr06NEDw4YNw/Tp0216/15++WVcd911+O9//4v//ve/CAwMxMCBAzF69GjcfPPNTveMNaUtXm9Lm5Z2g4ODW9zmwYMHceWVV6KwsBBz587F888/b7NPXl4efv/73yMuLg5LlixxqsaGtRoMBsybN8/m8ZkzZ+Kuu+5CXl4eNm7cqIZUopZikKF2w/KXnKfodG3fQXnw4EEcOHAAERERdn+Bnzt3DgBwzz33IDg4GOPGjcOCBQsAQJ0l99SpUw7bt1z+qj+jruX/CwsLUVJSYvWh2Nhx7Z1Op8Pbb7+Nhx56CJ999hk2b96MzZs345VXXsErr7yCCRMmYPXq1dDr9QCA7t2749ChQ/j666+xYcMGbNmyBd9//z02bNiAxx9/HK+99hpuuummVtdleQ0buwuoua93YmKi+v+nTp1C7969W9Tm4cOHMXr0aOTm5uKWW25xGKY3bdqE3NxcdOjQAZMnT3bY3owZM+Dt7Y05c+aof9xYejATEhLg5WX/IyYpKQl5eXnIzs522DaRsxhkyG1OnDhhNf7BwtK93KFDB3VbfHw8AOD48eMO27M8ZtkXqOtVOXToEA4ePIguXbq4oOq2kZeXZ3VJrKFdu3YBsP5Q6tevHwBg3759qKyshI+Pj9UxFRUV2Ldvn9W+ANQxHuXl5di+fTuuuOIKm+fbvn27zXHuYvn+5efno7i42G6Pgr3vtUWPHj3Qo0cPzJ8/HyKCDRs24IYbbsCaNWvw1ltvWQVGLy8vjB8/HuPHjwdQN55kyZIleOyxx3DnnXdiypQpTd5e3BTLWJv8/HycOHHCbq9ic1/voKAgdOnSBUePHsX27dvtBpmm2jxy5AiuuOIKZGdn46abbsIbb7zRZHg/c+ZMo8sQWKZOGDVqlLqtf//+AH4bK2NPXl4egN/G9RC1iocHG5OGtPaupQceeMDu44MGDbKZPMwyaZivr6+cO3fO5piff/5ZAIhOp5NTp06p2y3Twk+cOLHZ9TkycuTIZt+50lKemhDPcguupybES05OFgDy/PPP2zxmNpulb9++AkCefPJJp9q7//77BYDce++9Tu1vuV3f3p1LLeGJCfEs52BvQryjR49KfHy8AJCbbrrJ4TIWzrL8zNi7a6m4uFidgfjHH3+0efzQoUPqBIxbt25tVR1EIrz9mprBFbdfNwwDltt+AwMDJTs72+oxy+3XkyZNkrKyMnX7+fPn1Q+KhrdfZ2ZmqvPMPPzww1JdXW31eGO3XzviKMhs27ZNUlJSJCUlpamXwGmtWaLA8kFlb4mCHTt2qEsU1J+PxZklCiyvT3OCXGtuv961a5e63Ww2y+OPP2739us333zT7pwkxcXFavBZvHixep6LFy+2Ot7iu+++EwCi1+ttHrd8f7dt2+bUeVg4WqIgLy+v0SUKVq1aJSkpKTJ69Gibx+ovUbBs2TJ1e21trdx8883qHDINb0U/fvy4JCQkCAC5+eabWx1iRBoPMiIif/3rXwWA9O/fX86ePatuz8vLU2f9HTRoUKvrIBJhkKFmcHbRyHfeecfqOMsvvfvvv19dsDAjI0P9ha7X6+X999+3eb76E+JFRUXJ9OnTZdKkSepid44mxPvqq6/UMBMdHS2TJ0+WGTNmyKBBgxqdEM8RR0GmtRPi2dNUkKmtrVUnU/Pz85OJEyfKxIkT1Q+46dOnO7Vo5KhRo2TmzJkSGxsrgONFI00mk3qOmzZtcvo8LEHGaDTK4MGDHX79/ve/F5G6wGL5MPby8pIxY8ZIRkaGpKSkqCG4/hpRIiKTJk1Se6DGjx8vN954o4wfP16dR6hXr17qBIAXLlxQe/DS0tJk+vTpkpGRIUOGDFEXQXzkkUdszqMlIc7CMleMwWCQcePGybRp09Rek6FDh9pdNLKpALhy5Uq198wyqV9Ti0ZaJkn09vaWm2++2SWLvTYVZKqqquSaa64RABIUFCRjx46V8ePHS1hYmHp+9YM4UWswyJDTLB+yTX01nCG1/of9K6+8In379hVfX18JCgqScePGyebNmx0+Z35+vixcuFC6d+8uPj4+4ufnJ+np6fKPf/yj0dWDMzMz5b777pOUlBTx8fGRgIAA6datm8ybN8+mO1tLQUakLlz8+9//lgEDBoi/v7/4+/vLwIED5d///rfNX+MNrV27VsaNGydhYWHi7e0tXbt2lYULFzqc8ffHH38UANKzZ88mFxWsz/KB3NTXyJEjrY5bsWKFjBo1SkJCQsRgMEhCQoLMmTNHDh48aPMc3333ndx///0yaNAgiYmJEaPRKDExMTJkyBB54YUXrCZRrKmpkX//+9+SkZEhqampEhwcLL6+vpKcnCzTpk2zmajRojVBRkTkvffekxEjRkhQUJD4+vpKr1695B//+Ifdyefqv26N9WRt375dpk6dKpGRkWI0GiUxMVHuuusuu5dgRZz/uW1OT2tTQUak7n368ssvy6BBgyQgIEB8fHyke/fu8tBDD0l+fr7Tz0XUFEXEw7eK0EXPclcE32ra8+STT+Ivf/kLPv74Y3UtHyKi9oRBhtocg4x2jRw5EiaTCZs2bfJ0KUREdjHIUJtjkCEiorbCJQqIiIhIszghHrU59sQQEVFbYY8MERERaRaDDBEREWkWg8wlRFGUZn/VX0PFlR599FEoioJHH33UJe2dPHkSiqJoatFDAFiyZIn6Wr/wwgueLoea4fTp01i6dCnuuOMO9O/fH97e3lAUBbfddptTx+/YsQMzZsxAdHQ0fHx8kJSUhHvuuQe5ubmNHpeTk4O7774bSUlJ8Pb2RnR0NGbMmIGff/65xedSXV2Np59+GmlpafD390doaChGjRqFDz74oMlj33//fYwaNQqhoaHw9/dHWloannnmGdTU1Njdv6ysDHfddZd63oMHD8aGDRsctv/pp59CURT8/e9/b/H50cWNY2QuIbNnz7bZdu7cOXz11VcOH09NTW3zui5lr732mvr/r7/+Ou655x4PVkPN8eGHH+IPf/hDi4794IMPkJGRgdraWgwcOBBJSUnYvn07XnzxRbz//vvYtGmT3UVPDx8+jOHDhyM3NxedO3fG5MmTceLECXzwwQf46KOPsHLlSkyZMqVZtZSXl+Oqq67Cli1bEBISgnHjxqG0tBQbNmzAt99+iz/+8Y/45z//affY+++/H88//zy8vLwwevRoBAQEYMOGDfjzn/+MNWvW4Ouvv4avr6/VMbNnz8aHH36IXr164bLLLsPatWtx9dVX4/vvv8dll11mtW9paSn+7//+D71798b8+fObdV50CfHUTHzUPrTF7LTOOH/+vBw4cMDutPgtUV1dLQcOHJCjR4+6pD132Lp1q7qGkL+/vwCwWpeH2rePPvpI7rnnHnnjjTdk9+7d8vDDDwsAufXWWxs9rv6aSUuXLlW319bWyk033eRwzSSz2awuN3DzzTdbzbS8dOlSdW2nhmuWNcWy0Grv3r2tfh63b98uAQEBAkDWrFljc5yj9aTOnz/vcD2pnTt3CgAZM2aMWv+6desEgFx77bU2z3HvvfeKTqfj4pLUKAaZS5ynggyJ3HbbbQJAfv/738ucOXMEgPzf//2fp8uiFlq0aJFTQaapVawta0U1XMX6s88+U4NvSUmJzbGWxT8XLFjgdM0FBQViNBodrqX1xBNPCAC57LLLbB5ryQrfr776qgCwWY+tS5cuEhoaarXtxx9/FJ1OJ3fffbfT50OXJo6RIYfqj2M5deoUbr31ViQkJMBgMGDOnDnqfqtWrcJtt92GXr16ITQ0VL3eP2/ePBw6dKjJtutbvnw5FEXBnDlzUFZWhoULF6JLly7w9vZGTEwMZs+ejbNnz9q019gYGcsYFKDucsCwYcMQFBQEf39/DB06FJ9//rnD1yAzMxNz5sxBTEwMfHx80LVrVyxatAiVlZUYNWoUFEXBN9980+Rr2VBZWRnee+89AMCtt96KW2+9FQCwYsUKVFZWOjxORLBq1Spcd911iImJgdFoRExMDIYNG4ann34aFRUVNsfs2LEDs2fPRlJSEnx8fBAWFoa0tDTMnz8fmZmZ6n71X3t7HL3G9bebTCYsWbIE6enpCAgIUF93ANi/fz8WLVqEoUOHIj4+HkajEeHh4bjyyiuxcuXKRl+vs2fPYv78+ejduzcCAwPh7++Pbt26Yc6cOdiyZQsA4NixY9Dr9QgNDUV5ebnDtnr27AlFURr9vrel1atXAwBuuOEGm8cCAgLUpSBWrVpl97iJEyciICDA5lhLew2Pa8znn3+O6upqdOzYEUOHDnXY5g8//ICsrCx1+9mzZ/HTTz85PI9hw4YhISEBVVVVVq9zfn4+ACAsLMxq//DwcJSWlqr/rq2txR133IG4uDiOjaEmMchQk44cOYL09HR8/vnnGDx4MCZOnIiIiAj18ZkzZ+J///sffH19MXr0aFx99dXQ6XR444030L9/f/WDpjmKiopw+eWX49///jd69OiBa665BiKCt956C0OHDkVRUVGz21y0aBFmzJgBABg/fjy6du2KLVu24LrrrlM/JOrbv38/BgwYgDfffBN6vR6TJk1CSkoKFi9ejKuuusrhYEZnvPfeeygpKUGfPn3Qv39/DBs2DN26dUNhYaHDD6KamhpMnz4d06ZNwxdffIGkpCRMnz4dffr0wcmTJ7FgwQLk5ORYHfPss89i0KBBeOutt2A0GjFp0iQMGzYMNTU1+Oc//4mNGze2+BwaEhFMnToVCxcuRHh4OCZOnIg+ffqojy9ZsgSPP/44CgoK0Lt3b0ydOhUpKSnYuHEjZs2ahQceeMBuu+vXr0evXr3wz3/+E7m5uRgzZgyuvfZahISEYMWKFVi2bBkAIDk5Gddeey0KCwvxzjvv2G1r48aN2L9/P5KTk3HNNdcAADp16gRFUbB8+XKXvRaOlJSU4OjRowCAAQMG2N3Hsn3nzp1W2y3/buq4I0eOoKyszKl6mmqzc+fOaujYtWuXzXFhYWFISkpqtJ7652EJwQcOHFC31dTU4OjRo4iPj1e3LVmyBLt27cJLL72EwMBAp86FLmEe7hEiD2vs0pKlqxyA3HTTTVJZWWm3jXfffddqpWGRuuv5L730krpycsPr/Za2Fy1aZLW9/qrJV199tRQVFamPFRQUSN++fQWA/P3vf7c67sSJEw5XDba0FxISIj/88IPdOrp162ZzXL9+/QSAXH/99VbnfubMGUlJSWnVysiXX365AJD/9//+n7rtqaeeEgAyevRou8c88MADAkA6deoku3btsnrMbDbLunXrrLrxP/74YwEgPj4+8t5779m0t2/fPtm/f7/6b8trP3v2bLvP7+g1tmwHIB06dJBDhw7ZPf6bb76RY8eO2Ww/ePCgdOjQQQDItm3brB47deqUeqllwYIFNqtG5+TkWK0UvnbtWgEgaWlpdmuYNm2aAJDFixer2yyrQzdn9Wd7nLm0tGfPHvW1qv+9qm/VqlUCQCIiIqy2h4WFCQD56KOP7B5XUFCgtr13716nap46daoAkPvvv9/hPn369BEA8uKLL6rb/vWvfwkA6du3r8Pj7r33XgEg06dPV7edP39eAgMDJT4+Xn788Ue5cOGC+r6+9957RUTk+PHj4ufnZ3UcUWMYZC5xzgSZsLAwh790mzJkyBABIPv27bPbtqMg4+/vL1lZWTbtvfvuu3Y/7J0JMv/6179sHqusrFQ/KE+dOqVu/+6779SBjPn5+TbHffrppy0OMgcOHBAAYjQaJS8vT92elZUler1eFEWR48ePWx2Tk5OjjmXYvn27U89jCX31P7Qb44og89Zbbzn1XA1ZBqvOnz/favv9998vAGTChAlOt9WzZ08BYBVwREROnz4tXl5e4ufnJxcuXFC3jx49WlJSUmTVqlUtqt3CmSCzefNm9bWqqamxu8/XX3+tvj/qMxgMAkDWrl1r97jq6mq17S1btjhV81VXXSUA5OGHH3a4jyV01//j4cknnxQAMnToUIfHPfTQQwJAxo4da7X95ZdfVuu0fHXv3l0KCgpEROTqq6+W4OBgm5//srIyp86JLj28/ZqadOWVVyI4OLjRfY4ePYovv/wSR48eRUlJCUwmEwColzoOHTqEHj16OP2cAwYMQGxsrM327t27A4DdcTJNmTBhgs02b29vdO7cGTt37sTZs2eRkJAAAPj2228BAOPGjbO5ng9AvbRRWFjY7DpeffVVAMCkSZMQHh6ubo+NjcU111yDTz/9FK+//jqeeOIJ9bGNGzeiuroa/fv3R//+/Zt8jnPnzmHXrl3Q6XTq+Bt3mDZtWqOPl5aW4osvvsDOnTuRl5eH6upqAEB2djYA2Iyp+vLLLwEAd9xxh9M13Hvvvbjzzjvx4osvYtiwYer2pUuXora2FnPnzkVISIi6ff369U63Ta33+9//Hunp6fjwww9RXFyMtLQ0zJkzB35+fnjnnXfw1VdfYenSpYiNjUV5eTnmz5+Pt99+G8XFxYiIiMDvf/97LFq0CHq93tOnQu0Egww1qbFJ5kwmE+6++24sXbq00TWViouLm/WcHTt2tLs9KCgIABodEOuKNs+cOQOg8XNPTExsdpCpqanBf//7XwDAvHnzbB6fN28ePv30U7z55pt47LHHoNPVDWOzDMp1dl6fU6dOAagLR02FUFeJioqCn5+fw8fXrFmDuXPnqgM+7Wn4PmnueQPATTfdhAULFmDVqlXIzs5GbGwsqqur8Z///AcAcPfddzvdlqvVH+9RVlZm93tjGfRqeV/WP7agoMDh+Jf6g2UbHttUPY2NqbFXT0uPs7jsssts5owpKCjAH/7wBwwfPhy33347gLrv5ccff4w//elPGDZsGD766CM88cQTKCsrw+LFi505RboEcLAvNanhhFb1Pf/88/j3v/+N6OhorFixAidPnkRFRQWk7rIlMjIyADR/4UjLB7grtaTN+nfdNOcxR9asWaPO3Pr4449j2LBhVl9PP/00gLpZY7/++utmt9+WzGZzo4839j45e/YsZs2ahfz8fDz44IPYvXs3ioqKYDKZICLqpIzNfZ/Y4+fnh9tvvx01NTXqQOAPP/wQOTk5GD58uNUAZHdLTExU/98SNhs6ffo0ANsQbfl3U8cpimL1PI1pqk3Afqi3/L/lORurx9nZtv/4xz+iuLgYy5Ytg6IoOHToEFavXo3rr78eTz/9NCZMmIDXXnsNgwcPxosvvmgV3OjSxiBDrWK5bXbp0qXIyMhAYmIifHx81MePHDniqdJaxXIHxcmTJx3uU//WZWfVn8l369at2Lx5s9XXtm3b7O5r6U06ePCgU89j2T87O9vpO7yMRiOAujtr7GnJ+VqsWbMGFRUVmDJlCp5++mn06dMHQUFBarh09D5p7nlb3HXXXdDr9Vi2bBlqamrw4osvAvBsbwxQ1zthmbF3+/btdvexbO/Xr5/Vdsu/mzqua9eudm/PtqepNo8fP46CggIAQHp6urrd8v/5+fk4ceJEs87Dno0bN2L58uVYuHCh2vtmuUvq8ssvt9p32LBhqK6uxv79+5tsly4NDDLUKpZfcvb+Aty3b5/VLZtaMmLECAB1YzQuXLhg8/gXX3xhd3tjzpw5o/Y8HDhwQO21avhl+QX9ySefIC8vDwAwevRoGI1G7Nixw6k1dWJiYpCWlgaz2YzXX3/dqfos4c1RaPjss8+caseext4nIoIVK1bYPW7cuHEAoF4WclbHjh0xefJkZGVl4ZFHHsGWLVsQFxeHqVOnNrNy17MsIWDvnEtLS7FmzRoAsKnVctwnn3xi95KOpb3mnOP48eNhNBpx6tQpbN682WGbl112GeLi4tTtHTp0wMCBAx2ex6ZNm3D69Gl4e3tj/PjxjdZQVVWF3/3ud+jevTsWLlyobrf0eDY8V8u/W9IjShcpjwwxpnbDmbuWGt5ZVN/EiRMFgNx+++1iMpnU7VlZWerty7Bza2tTdy219M6Zxu5acmTkyJE2dx+ZzWZJS0sTAHLjjTda3fZ79uxZ6d69e7PvWrLMkjpo0KAm9x0wYIAAkOeee07dZplKvnPnzvLLL79Y7W82m2X9+vVWd5dZbuP19fWVDz74wOY5Gt5+XV5eLkFBQXbvPlq5cqV610xzXvuGtXTo0MHqbpTa2lr5y1/+or6WI0eOtDouMzNTAgMD1TtrqqurrR5vePt1fZY7zyxfjz32mN393HnXkoj1EgXLli1Tt9fW1srNN98sQNNLFNxyyy3NWqKgsXO0vK/69OljdRfdjh07WrREQV5ensMlCux5+OGHRVEUm5mFjxw5otZVXl4uInW3b0dFRYmPj4/NlA906WKQucS1Nsj88MMP6m3BXbp0kZkzZ8q4cePE19dXevbsKVOmTNFkkBER+eWXX9S5O+Lj42XmzJly3XXXib+/vwwdOlS9tXzz5s0O27Ywm83SuXNnASAvvfRSk/tb5uno1auXuq2qqkoNjjqdToYMGSI33HCDjB07VuLj4wWAnDhxwqqdJ598UhRFEQCSmpoqs2bNkokTJ0qPHj3sfl+ee+459fUaMmSITJ8+XXr27CmKoshf//rXFgeZmpoa6d+/v/rBd+2118rMmTMlMTFRDAaD/PnPf7YbZEREvvrqKzXMREdHy+TJk2XGjBkyaNAgMRgMDt8rIqJ+8BsMBodrELV0HpmsrCwZPHiw+mX5HkRGRlptt7d+1sqVK0Wv1wsAGTx4sMyaNUt9f0RHR8uRI0fsPufBgwclMjJSDbSzZs2SQYMGCQDx8vJyGMYaO8eysjL1vRwaGirTpk2TcePGqcH1gQcecPgaWOaKMRgMMm7cOJk2bZqEhISot2ZbAogje/fuFYPBIL/73e/sPp6RkSEAJCkpSaZNmyYxMTECQBYuXNhou3RpYZC5xLU2yIjUTfI1ceJEiY2NFR8fH+natas8+OCDUlxcLLNnz9ZskLG0e/PNN0tUVJQYjUZJTk6Whx56SMrLy9UPHkcTwNW3fv16dW4Qe/PSNHT+/Hn1g6T+JHFms1lWrFghY8eOlfDwcDEYDBITEyPDhw+XZ599VioqKmza2rp1q2RkZEh8fLwYDAYJCwuTtLQ0efDBByUzM9Nm/zfffFP69esnPj4+EhQUJKNHj5a1a9e26LWvr6SkRB566CFJSUkRHx8fiYqKksmTJ8v27dvV96G9ICNS1zNz3333qccGBARIt27dZN68eY0uKGgJSBkZGQ73aWmQqT9/TmNfjnrstm/fLlOnTpXIyEgxGo2SmJgod911l5w7d67R583Ozpa77rpLEhMTxWg0SmRkpEydOrXRBUebOseqqip56qmnpFevXuLr6yvBwcEyYsQIWblyZZOvw3vvvScjRoyQoKAg8fX1lV69esk//vEPm8kLGzKbzXL55ZdLXFycw3mqqqqq5M9//rN06NBBDAaDdO7cWZ555hmb3iq6tCkiLrhNgOgSc+LECXTp0kW9JbYt7rKi1jGZTEhOTkZmZia2bNmCIUOGeLokImoD/O1L5EBZWRn27dtnsz0zMxM33ngjzGYzZs+ezRDTTi1btgyZmZkYMmQIQwzRRYw9MkQOnDx5EklJSUhOTka3bt0QFBSEU6dO4eeff0ZVVRXS0tLw3XffOT35GLW9Q4cO4dlnn8W5c+fw5ZdfQkTw/fff29zCS0QXDwYZIgdKS0vx2GOPYcOGDTh16hQKCwvh5+eHlJQUTJs2Dffcc0+jM9mS+33zzTe44oorYDQakZqaikcffVS9bZmILk4MMkRERKRZvLhPREREmsUgQ0RERJrFIHOJeuSRR6Aois0KtI6sXr0aiqIgLCysRStPA8CcOXOgKAqWL19utX358uVQFAVz5sxpVnsnT56EoihOL0rnCo7OoT1bsmQJFEWBoih44YUXPF0ONVN+fj4WLlyI3r17w9/fH0ajER06dMCMGTPw3Xff2T1m586deOqppzBmzBhER0fDYDAgNDQUw4cPx0svvYSamppm17F//37cf//9GDFiBDp27Ag/Pz/4+vqiS5cuuPXWW/HLL7/YPc7yc9rY14IFC+weu3btWgwcOBA+Pj6IiYnBvffei4qKCrv7ms1mDBo0CDExMc1ePoS0zcvTBZBnzJ07F3/729+wbds27N+/Hz169Gh0f8t6PTfeeKPVopAXk+XLl2Pu3LmYPXu2poJKU+ovPvn666/jnnvu8WA11BzHjh3DiBEjkJWVhfDwcIwaNQp+fn7Yt28fPvjgA3zwwQdYvHgxHnjgAfWY2tpadaHGgIAADBw4ENHR0Thz5gy2bt2KTZs24a233sJXX32FkJAQp2vZsmULnn/+eURHRyMlJQVDhgxBeXk5fvnlF7z++ut466238NZbb6kr3jfk7++P6dOn232sf//+Ntt27dqlrgV19dVX49ixY3jhhRdw4sQJdT2q+l544QX89NNP+N///ofQ0FCnz4suAh6bio88bsyYMU6th5KdnS1eXl4CQHbu3Nni53M0y29hYaEcOHDAag0eZzg7o6yzmppVWKRuWvoDBw44nIm0vdm6dasAkJCQEPH39xcAjc4AS+2LZUmKa6+91mZtIcv6Sl5eXnL69Gl1u2U5iJUrV0plZaXVMXv27JHY2FgBIHPnzm1WLSdOnJADBw7YbDeZTPLss88KAPHz85OCggKb41ryczp58mSrmZFrampk1KhRAkB++uknq31PnTolAQEBMn78+GY9B10ceGnpEnbrrbcCAN5++23U1tY63O+tt95CbW0t0tPT0bdvX5fXERwcjNTUVMTGxrq8bVeLjY1FamoqgoODPV2KUyy9MRkZGZgxY4bVNmr/NmzYAABYtGgR/P39rR6744470LVrV9TW1uKnn35St3t5eWH79u2YMWMGvL29rY7p3bs3nnnmGQDAu+++26xLTJ06dUJqaqrNdp1Ohz/96U/o3LkzysvLsWnTJqfbbMz27dvRtWtXjBo1CkDded12220A6nqH6rvrrrsgInj55Zdd8tykLQwyl7CpU6ciLCwMOTk5+Oyzzxzu98YbbwD4LfjU1NTg7bffxo033ojU1FQEBQXB19cXKSkpuPfee5GVldWsOpoaI/Ppp59i5MiRCAwMRHBwMIYPH46PP/640TbXrVuHe+65B3379kVERAS8vb3RoUMHzJo1y+qXvkWnTp0wd+5cAMCbb75pdf3e8osUaHqMzLvvvosxY8YgLCwM3t7eSExMxLx583D48GG7+3fq1AmKouDkyZPYuHEjxo4di9DQUPj6+qJfv3546623Gj3PxpSVleG9994DUPe9s3z/VqxY0eg4JxHBqlWrcN111yEmJgZGoxExMTEYNmwYnn76abtjFHbs2IHZs2cjKSkJPj4+CAsLQ1paGubPn4/MzEx1v6a+147GPdXfbjKZsGTJEqSnpyMgIACKoqj77d+/H4sWLcLQoUMRHx8Po9GI8PBwXHnllVi5cmWjr9fZs2cxf/589O7dG4GBgfD390e3bt0wZ84c9YPz2LFj0Ov1CA0NRXl5ucO2evbsCUVR8Pnnnzf6nE1x9jJuRESE022mp6cDACoqKpCXl9eiuuzx8qobqdAwPLVUfn4+wsLCrLaFh4cDqJvjyeKDDz7AmjVr8Le//Q2JiYkueW7SGE93CZFn3XPPPQJAJk6caPfxzZs3CwDx8fGRCxcuiIjI6dOnBYAEBwfLZZddJjNmzJDx48dLXFycuvqvvdV7HV1aauySzpIlS9TF9wYNGiQZGRkyYMAAdVVeOOiyTk5OFqPRKOnp6TJx4kSZOnWquuKzl5eXfPDBB1b7//GPf5ShQ4cKAElOTpbZs2erX0899VST52A2m+WWW25R2x89erRcf/310q1bN7XL/YsvvrCp07KY31//+ldRFEX69+8v119/vVx22WXqeT/33HN2vzdNee211wSA9OnTR91mqeedd96xe0x1dbVMnTpVXWH7sssuk4yMDLnqqqscrrD9zDPPiE6nEwDSrVs3mTlzpkyYMEG6d+9u81q1dlHQjh07ysSJE8VoNMqYMWMkIyPD6vxuvfVWdaXvq6++WmbNmiVDhgxR6/vDH/5g93nXrVunrtocFRUlkyZNkhkzZsjAgQNtVtieMGGCAJBly5bZbWvDhg3q+8iyuGFLF6a8+eab1UtLZWVlVo8tW7ZMAEjv3r2lpqbG6TZXr16tLmDa8NJTS1kuc0VFRUlRUZHVY5bvXUREhDz11FNy5513yt133y3PPfecHDx40GGb3bt3l4iICKmurla3WX4fLF++XETqLkvHxsbKgAEDxGQyueRcSHsYZC5xu3btUj987a26e9tttwkAueGGG9RtxcXF8vHHH9usbltdXS0LFy4UAHavVTc3yOzevVv0er3odDp5//33rR57++23RVEUh0Fm9erVNtfqLdu9vLwkPDxcysvLnarDmXN45ZVX1F/W9ccRmc1mdaXvkJAQyc3NtTrO8gFnMBhkzZo1dusJDg62qdUZl19+uQCQ//f//p+67amnnhIAMnr0aLvHWMJhp06dZNeuXVaPmc1mWbdundX4oI8//lgNuu+9955Ne/v27ZP9+/fbnFNLgwwA6dChg8MVx7/55hs5duyYzfaDBw9Khw4dbFYTF6kbXxEcHCwAZMGCBTbv65ycHPn+++/Vf69du1YASFpamt0apk2bJgBk8eLF6raWBplz585J//79BYCEh4fLtddeKzNmzJAePXqITqeTa6+9tlljy8xmswwZMkQAyNSpU5tVi0VZWZka8idPnixdunQRABIdHS3fffedzf6NrRKuKIrcdNNNUlJSYnPcggUL1D9YLly4ID/++KPExcWJ0WiU7OxsERG58847xcvLq1Vj90j7GGRI/UX57LPPWm0vKyuTwMBAASDr1q1zur24uDjR6XRSXFxstb25QcYSombNmmX3eSZNmtSiQYQZGRkCQD777DOn6nDmHJKTkwWA/Otf/7I5xmw2S58+fQSAPPnkk1aPWT7gHnjgAbvPl5qaKgDsfkA05sCBA+pf3Xl5eer2rKws0ev1oiiKHD9+3OqYnJwcMRqNAkC2b9/u1PP07dvX5kO7Ma4IMm+99ZZTz9WQpddg/vz5Vtvvv/9+ASATJkxwuq2ePXsKAKuAI1LXW+nl5SV+fn5qD6aIyOjRoyUlJUVWrVrV7LpLSkrkpptusgkBCQkJsnjx4mb1xlhCdUBAgBw+fLjZtYiIXLhwwaaWzp07q4NyG8rKypLbb79dvvrqKzl9+rSUl5fLvn375IknnlAHoI8dO1btvbIoLCyUlJQUm+Dz8ssvi4jIpk2bRFEUefDBB62Oq6qqatZrQtrHIENqb0KPHj2sti9fvlwASFJSks0vGZG63pzFixfL3XffLXPnzlX/SouKihIA8vPPP1vt39wgY/lLr2FPhcWqVasaDTJnz56VZcuWyQMPPCC33nqrWp8lVCxZssSpOpo6B8ulNgA23eoWzz33nACQK6+80mq7Jcg4+hCYMmWKAJD//e9/Dmuy549//KMAkBkzZtg8dt111wkA+ctf/mK1/d133xUA0r9/f6eeIzs7W70E5exdXK4IMg0vsTRUUlIiK1eulIULF8rtt9+uft/Hjh0rgO1lVEtYdPQ+s8cSihqG7L/85S8CQG6//Xan22rMgQMHpEuXLhIcHCwvv/yynD59WoqKiuSbb75RL7FeddVVUltb22Rbb775piiKIjqdTlauXOmS+s6dOyeff/65DB48WADIn/70p2Ydv23bNtHr9QJAVq9ebfN4SUmJvPDCC3LHHXfI/Pnz5ccffxSRut7fnj17SnJystpbuW7dOklPT1ffk8OHD7f5HUQXJwYZksLCQvH19RUAsnXrVnX7iBEjBIA8/vjjVvuXlpaqH7CNfX3zzTdWxzU3yPj4+AgA2bt3r926d+7c6TDIPProo2IwGBqt79FHH3WqjqbO4YcfflC7/h355JNPBIB0797darslyNi7HOLo+ZpSXV2thkl743IsATAhIcFqXMHTTz8tAOTGG2906nm2bdsmACQ+Pt7p2lobZKKiohpt/5NPPpHw8PBGv++jRo2yOsby3rc3rsuRsrIyCQ0NFYPBoF7aqaqqkujoaAEgu3fvdrotR2pqatRxXfaCR0FBgcTExAgAef311xtta+XKlWpP3Guvvdbq2hqqqqpSe+eaEwhFfrvNet68eU4f8/jjjwsAWbt2rYiI/PTTT2IwGKRHjx7y7rvvyhtvvCFxcXESHBxsdWs6XZx41xIhODhYnajKcofSsWPH8P3330On09ncYbJw4UKsXr0aqamp+Oijj3D27FlUVVVB6oIxhgwZAgAQD61HumrVKjz66KPw9vbG0qVLceTIEZSVlcFsNkNEsHDhQo/WZ49O57ofxTVr1iA3NxcA8Pjjj2PYsGFWX08//TQA4PTp0/j6669d9ryuYDabG33c19fX4WNnz57FrFmzkJ+fjwcffBC7d+9GUVERTCYTRARfffUVANd83/38/HD77bejpqYGy5YtAwB8+OGHyMnJwfDhw9GnT59WP4dlskpvb29MnTrV5vHQ0FBcc801AOru0nNk1apVuOGGG2A2m7F06VLMmzev1bU1ZDQaceONNwKomwW8Obp37w4AOHPmjFP7Hz58GE8++SRuueUWXHnllQCAxYsXo6amBqtXr8asWbMwZ84cvPbaaygqKuIt2ZcABhkC8Nut1e+++y4qKirwxhtvQERw1VVXISEhwWpfy22s7733HiZNmoS4uDgYjUb18SNHjrikpvj4eAB1t97a42i7pb4nn3wSd9xxB7p06QI/Pz/1Nl1X1dewzvz8fBQXF9vd5/jx41b7tqX688Rs3boVmzdvtvratm2b3X07duwIADh48KBTz2PZPzs7G0VFRU4dY3mflJSU2H28/q3azbVmzRpUVFRgypQpePrpp9GnTx8EBQWpIdHR9725521x1113Qa/XY9myZaipqcGLL74IALj77rtbfA71nTp1CkBdaNLr9Xb3scxnVFBQYPfxjz76CNdffz1MJhNeeeUV3H777S6pzR7LPDeWEO2s/Px8AEBgYKBT+995550IDAzEkiVL1G27du1CREQEunXrpm4bNmyY+hhd3BhkCAAwcuRIdO3aFcXFxVi5ciXefPNNAL8FnPosvzTtzdnw1VdfuWxuipEjRwIA3nnnHbuPO5pjpbH6cnNzsXbtWrvHWT5kG5sc0J4OHTogOTkZAOzOLyMi6vYrrriiWW0315kzZ9SehwMHDqi9ZA2/9u/fDwD45JNP1O/X6NGjYTQasWPHDvz8889NPldMTAzS0tJgNpvVJSyaYglyjkJDY/MZNaWx77uIYMWKFXaPGzduHADgP//5T7Oer2PHjpg8eTKysrLwyCOPYMuWLYiLi7Pbe9ISltfqwoULDkOYJZQmJSXZPLZmzRrMnDkTtbW1eOWVV3DnnXe6pC5H1q9fDwBWYaIpZWVl6nIDgwYNanL/119/Hd988w2ee+45dU4ZAFAUBeXl5Va9bWVlZepjdJFz+8Usarcst+ZGRkaqYz4a3ooqIupg2SeeeMJq+8GDB6VTp07qWISGA1ibO0Zm586dotfrRa/X29zt8b///c/h7df33nuvAHW3gNevv7CwUMaNG6fWt2jRIqvjvv32WwEg6enpDl8jZ26/rn/bstlsVq/nN3b7dcO5WZp6PkeeeOIJAerm3GmKZbBo/Xlq7rvvPvUulF9++cVqf7PZLOvXr7ca2GsZb+Pr62szN4+I7e3X5eXlEhQUZPfuo5UrV6rjmhyNkWnsDjVLLR06dLC6Jbm2tlYdhAtARo4caXVcZmamenfeww8/bDVviYjt7df1fffdd1bjbx577DG7+7XkrqXq6mp17p4RI0ZYvXdMJpP68wrY3tX22WefidFoFEVRZOnSpU4/57Zt2yQlJUVSUlJsHnvuuefk1KlTNtvLysrU952Xl5fN+2bp0qV2jzt+/Li6TEpISIicP3++0dpycnIkLCxMxo4da/PYjTfeKID1/EiWn7uGg9rp4sMgQyrLrbmWX47333+/3f0+/PBDNUT07t1brr/+ehk9erQYDAYZPXq0On9Ja4OMSN1ka5Z6Bg8eLDfccIMMHDhQgLrJzex9uB0/flyd3Cw+Pl6mTZsmEydOlODgYImNjZV58+bZDTJVVVXqpH7p6elyyy23yK233irPPPNMk+dgNpvVycu8vLzUydost4/6+vrK559/bnN+rgwyZrNZOnfuLADkpZdeanL/f/3rXwJAevXqZfUaWNb30el0MmTIELnhhhtk7NixDifEe/LJJ9X3Q2pqqsyaNUsmTpyoDlRtWLvlDi4AMmTIEJk+fbr07NlTFEWRv/71ry0OMpY1hoC624uvvfZamTlzpiQmJorBYJA///nPdoOMiMhXX32lhpno6GiZPHmyzJgxQwYNGmQzIV5DljtlDAaDOr9JQy2dR2b9+vXi5+cnACQoKEiuuuoqmTp1qnq7PwB56KGHrI7JyckRb29vNdTVn9yx4VfD8LBx40a1XXvnoCiK9OjRQ6ZMmSIZGRkyatQoCQ0NFQDi7e1t99b4tLQ0URRFevXqJVOnTpXrr79eBg8erNYYHh4u3377bZOvRUZGhvj5+dlMGyBSdwelj4+P6PV6GTdunFxxxRVq281dw420h0GGrFhmLQUge/bscbjfd999J2PGjJGIiAjx8/OTXr16yZNPPilVVVUycuRIlwUZkbpJ14YNGyb+/v4SEBAgl19+uXzwwQeNfridOHFCbrzxRunYsaN4e3tLYmKi/O53v5Nz586pc2k0DDIiIr/88otMnDhRIiMj1dlg63/wNRUsVqxYIaNGjZKQkBAxGAySkJAgc+bMcTiDqSuDzPr16wWomzsmPz+/yf3Pnz+v9oDUnyTObDbLihUrZOzYsRIeHi4Gg0FiYmJk+PDh8uyzz0pFRYVNW1u3bpWMjAyJj48Xg8EgYWFhkpaWJg8++KBkZmba7P/mm29Kv379xMfHR4KCgmT06NGydu3aJu9aamrOoJKSEnnooYckJSVFfHx8JCoqSiZPnizbt29XP6TtBRmRup6Z++67Tz02ICBAunXrJvPmzbO6m68hS0DKyMhwuE9Lg4yIyLFjx+Suu+6S1NRU8fX1FYPBIHFxcTJlyhT5+uuvbfZvbAK6hl8N33eNBZl33nlHZs+eLT179pTw8HDR6/USFBQk6enp8qc//cnhnXevvfaazJw5U1JTUyUsLEy8vLwkJCREBg4cKIsWLZKcnJwmX4Mvv/xSAFj9UdHQli1bZOTIkeLr66sG2fq9gXTxUkTa0a0bREQaYjKZkJycjMzMTGzZskW9Y4+I3IeDfYmIWmjZsmXIzMzEkCFDGGKIPMTL0wUQEWnJoUOH8Oyzz+LcuXP48ssvodPp8M9//tPTZRFdshhkiIiaITs7G6+99hqMRiN69uyJRx99FJdffrmnyyK6ZHGMDBEREWkWx8gQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWb9fwhtTqr7ouAFAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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REZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWYxyBAREZFmMcgQERGRZjHIEBERkWb5eLsAK7PZgooqE8xmga9RD1+jHoqieLssIiIiasG8HmTO5pdhT0YuMo4XwGIRdXtosC/SUmPQrXMk/IxeL5OIiIhaIK8lhJKyaqz/6ijO5pdBUQAR2/1FJVX46sdT+HbnaQzpE4cBPWJ5hYaIiIhseCXInC+uxDufZqCiygTAPsTUZbYItuw6g5KyaqQPas8wQ0RERCqPd/atqDLhvc8PoaLKVG+AudBPB/Pw4y9nL15hREREpDkeDzJ7DuSipLy6USHGauueLFRUmtxfFBEREWmSR4OM2WLBnoO5TQoxAGCxCPYdyXdvUURERKRZHg0yR08VNfuKyu6MXEhTkxARERFdUjwaZLJySqBrZmfdkrJqlFXUuKkiIiIi0jKPBpmqajMEzb+aUlVtdkM1REREpHUeDTJ6vQ7uGDyt13EINhEREXk4yAQFGJp9PUZRgAB/g1vqISIiIm3zaJBJTYpo8ogloDbEdEoIg9Ggd19RREREpFkeDTJhIX5o3zYETe3vKwL0SY1xb1FERESkWR6fEK9f9zZNuiqjKEBEqB8SYoPdXxQRERFpkseDTFJ8KAb0iG3UOYoCGHz0mHJ5Z661RERERCqvLBo5rG88BMCOX846XPm6LkUB/H19MG1sMsJD/TxWIxEREbV8XgkyiqJgRL92aBcThB37zuJ0TqlNvxkFgEUAo0GHnl2i0a97GwQFGL1RKhEREbVgXgkyVh0TwtAxIQwFRRU4cLQAJeXVMJkt8DXqERcdhOQOETD4ePzuFxEREWmEV4OMVUSoP4b2jfd2GURERKQxvNxBREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrVIkYtOVNdY0ZZeQ1MZguMRj2CAgzQ65i9iIiIqFaLCzIigqy8Uuw5kIdDmQU2s/76+fqgd0o0eiVHIziQE+QRERG1di0qyJSUVeODzUeQe67c4dIFlVUm/PBzNrbvzUaf1GiMGtAeOh3XXiIiImqtWkyQKSypwtufHEBFlQmA8/WXrNv3ZOShuLQaky/vzDBDRETUSrWIDidV1Sa8t/EQKqpM9S4geaFjp4uw+YeTF68wIiIiatFaRJD5+XA+ikqqGhVirH46mIfC4kr3F0VEREQtnteDjIhgz4HcJp+vKMDeQ3lurIiIiIi0wutBJjOrGMVl1U0+XwTYeygfJrPFjVURERGRFng9yGTnl0FpZl/d6hozzvP2EhERUavj9SBTXW2G0twk82s7RERE1Lp4Pcjo9e4ZOu3j4/WnQkRERB7m9U//4AAjLJYmDFe6QKC/wQ3VEBERkZZ4Pcgkd4ho1oR2igK0bxuCoAAuWUBERNTaeD3I+Pv5IDUposkdfkWAtK4x7i2KiIiINMHrQQaoDSJNmQxPUYCQICOS4kPdXxQRERG1eC0iyLSJDET6oPaNOkdRAB+9DleN7sK1loiIiFqpFrNoZJ/U2qsym3846XDl67oUBfDz9cH0McmIDPP3XJFERETUorSYIAPU3mJqExWAXftzcDjzPADUzjEjAigKLBaBr1GP3inR6JMaww6+RERErVyLCjIAEBcdhLiRQSirqMGBY+dQXFoNk9kCX4MeMZEB6JIYDh99i7gjRkRERF7W4oKMVaC/Af27x3q7DCIiImrBeGmDiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINMvH2wUAQF5BOfYfPYfS8mqYzAJfox5x0UFI7RgBo0Hv7fKIiIiohfJakBERHM48jx37cnA2vwyKYt0OKAqw/+g5fPXjKfToEoUBPWIRHGj0VqlERETUQnklyIgIvvrxFHYfyLUJML/tr/1/k9mCnw7mIuN4AaaP7YI2kYGeL5aIiIhaLK/0kfn61xAD2AYYR0SAqmoTVn92EOcKKzxQHREREWmFx4PM0ZOF2PVriHGVSO3VmQ83H4E0lHyIiIio1fB4kNm5/6x6O6kxRIDzxVU4dbbE/UURERGRJnk0yBQUVeB0TmmDt5OcURRgd0bjruYQERHRpcujQSbjeEGTrsZYiQDHThWiusbsvqKIiIhIszwaZMrKa9CMHAOgNsxUVJrcUg8RERFpm0eDjNkicEdXXbPF4oZWiIiISOs8GmR8jXoozb4mA/gaW8SExERERORlHg0y7doEw9LM4dOhQUYE+DHIEBERkYeDTKeEsGaHkLSubaA0p8cwERERXTI8GmR0OgW9U2OaPHJJr1PQrXOke4siIiIizfL4hHhpqTEICTQ2KcwM6xsPP/aPISIiol95PMj4+fpg+rgUBPgZGhVm+nVvg77d2ly8woiIiEhzvLJoZFiwL+Ze2RVxMUEAUG+gMfjoMGpgAkb2T2DfGCIiIrLhtfs0QQFGzBqfiryCcvx0MA/7j+bDZP5tRFNkmB/SurZBalIEjAa9t8okIiKiFszrHU6iIwIwZkgi0ge1R3WNGSazBb5GPQw+DC9ERERUP68HGSudToGfb4sph4iIiDTAK31kiIiIiNyBQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDTLx9sF1NSYcb64CpXVJhh8dAgONCIowOjtsoiIiEgDvBZk8s9X4KeDudh35BxMZovNvvZtQ5CWGoOkdqHQ6RQvVUhEREQtnceDjMlswcatJ3DgWAEUBRCxP+bU2WKczC5GaLAvpo3ugvBQP0+XSURERBrg0T4yJrMFazcewoFjBQAch5i624tLq/DWxweQf77CQxUSERGRlng0yGzcmokzOaUuHy8C1JjMeG/jIVRU1lzEyoiIiEiLPBZkCooqcODYOTi5COOUCFBeUYO9h/IuSl1ERESkXR4LMj8dzIPSxH67AmBPRh4slsbGICIiIrqUeSTI1Jgs+OVwvtM+Ma4oq6jBsdOFbquJiIiItM8jQaaopAo1JkvDB9ZDpyjILSh3U0VERER0KfBIkKmqMTW/EQWoqjY3vx0iIiK6ZHgkyBj0eve048MVFYiIiOg3HkkGwYGGZrdhsQhCgnzdUA0RERFdKjwSZPz9DOiUENrkUUsAoNcpSO4Q7r6iiIiISPM8dq+mT2pMk0ctKQrQtVMk/IxeX+OSiIiIWhCPBZn2bUMQGebX5KsyaV1j3FsQERERaZ7HgoyiKJg6ugt8jT6NDjNXDO2A6PCAi1MYERERaZZHhwGFBvlizu9SERRgbPBYRan9Gj8sCd06RXmgOiIiItIaj3c6CQ/1w3WTu+GXw/nYcyAXxWXVv4YWBRDAIgIfvYJunaLQJzUGUeH+ni6RiIiINMIrvWf9jD7o3z0W/bq1QWZWMXLOlaGq2gwfHx1CAn3RJTEcvkb3zD1DREREly6vDgNSFAUd4kPRIT7Um2UQERGRRnGqXCIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsr84jU1FZg1+O5OPY6SJUVJqgKECgvwHJHSKQmhQBo4GT4hEREZFzXgkyJWXV2LLrNA6eOA+LRWz2nSusxMnsEnz94yn06BKFy/rEc5ZfIiIicsjjQSbvfDne+/wQKqpMEHF+XI3Jgj0ZuTiZVYzp45JdWmiSiIiIWheP9pEpLq3Cmg0NhxgrEaCguBLvfX4IVdXmi18gERERaYpHg8zGbZmorHYtxFhZw8zWPWcuXmFERESkSR4LMoXFlcjMKm5UiLESAX45nI+aGl6VISIiot94LMj8dCgPitL082tMFmQcL3BfQURERKR5HgsyB48XNOlqjE0bJ867pxgiIiK6JHgsyFRUmZrdRnlFjRsqISIiokuF5zr7NvNqTG0TbmiEiIiILhkeCzLumNTO39erExETERFRC+OxINMxIaxZnX2tbRARERFZeSzI9EmNaVZnX51OQfdOUe4riIiIiDTPY0EmJiIAbaICmnRVRlGA1KQI+Pvx1hIRERH9xqMz+44d3AF6XeOSjKIA/n4+GJoWf5GqIiIiIq3yaJCJiQzAlPQu8NErLl2ZUZTaDr4zxqYgOJCLRhIREZEtjwYZAEiMC8Hs33VFm8hAAHAYaKzbEuNCMPfKbogK9/dghURERKQVXul0EhMZgGsmdkVuQTl+OpiLo6cKUVVthgIF/n56pCRFoldyNMKCfb1RHhEREWmEV3vPxkQEYOyQDhg7xJtVEBERkVZ5/NYSERERkbswyBAREZFmteiJWSoqTaioqoHFAvj56hHob4DS3OmBiYiI6JLR4oKM2WLB0ZOF2JORi9M5pTb7IkL9kNY1Bl07RsJoaP7aTURERKRtLSrInMkpwfqvjqK80uRwWHZBUSU2fX8SX+84jTGD26MblywgIiJq1VpMkDl2uhAfbj4KsdQuyFTfukwmkwWfbTmB8koT+neP9VCFRERE1NK0iM6+uQXlWL/5KCwWQWPWlfxmx2kcPFFw0eoiIiKilq1FBJnvdp2BpYlLY3/94ylYLM1YVpuIiIg0y+tBpri0CsfPFNV7K6k+peU1OJFV5N6iiIiISBO8HmT2HspzaQFJZxQF2JOR676CiIiISDO8HmSyckubfDUGqO0UnJVb2vCBREREdMnxepCprDI3u43qGgukOWmIiIiINMnrQcbHp/kl6PUKZ/wlIiJqhbweZEKCjM3qIwMAQf5G9xRDREREmuL1INOtU2Sz+sgAQHxMoHuKISIiIk3xepDpEBeK4ABDs9o4lHke1TXN72tDRERE2uL1IKPTKejXzGUGTGbBgWPn3FQRERERaYXXgwwAdG4f1uw2dh/I5cglIiKiVqZFBJmjp5o/M29BUSXOF1e5oRoiIiLSihYRZMora6Bzw/Dp8soaN1RDREREWtEigoyIAG6YBoaLRxIREbUuLSLI+Pn6uKV/i7+vjxuqISIiIq1oEUEmMS6k2XPJBPj5IDLM3z0FERERkSa0iCATHR6AttGBTZ7hV1GAPqkx0Om4TAEREVFr0iKCDACkdW3TrKsyPbpEua8YIiIi0oQWE2SSE8ORGBfSpKsyw/q2Q1AA11siIiJqbVpMkNHpFEwa1QltowIbNYCpf49Y9O/e5qLVRURERC1XiwkyAGA06DHjihT0Tol22t/FesXG39cHY4YkYkS/dlDcMAcNERERaU+LG6/so9chfXAihqTFY/+RfOw9lIfismqYzQKDjw4xEQFI6xqDTu3DoNe1qBxGREREHtbigoyVv68P+nWPVReUFBFeeSEiIiIbmrmkwRBDREREF9JMkCEiIiK6EIMMERERaRaDDBEREWkWgwwRERFpVosdtWRVWW1Cdm4ZKqtN0OsUBPgZEBcTxHWViIiIqOUGmZxzZfgpIxcHjhXAbLFdhCnA3wd9UmLQMzkagf4GL1VIRERE3tbigozFIti0PRM/H8qHosDhQpLlFSZs25OF7/dmY/ywJKQmRXi+UCIiIvK6FhVkLBbBR18fxZGThQAchxgrASAWwSffHIPJZOHq10RERK1Qi+rsu21PlhpiGmPj1hM4k1Pi/oKIiIioRWsxQaaq2oQd+8427WQF+H5vtnsLIiIiohavxQSZ/UfP2XXqdZUIkJlVjMKSKjdXRURERC1ZiwkyezLymnW+ogA/H2peG0RERKQtLSLIiAjOF1c2sw3gXGGFmyoiIiIiLWgRQabGZHFLO5XVZre0Q0RERNrQIoKMwcc9Zfga9W5ph4iIiLShRQQZRVEQEmRsZhtAeIifmyoiIiIiLWgRQQYAeqfENOt8EaAnJ8UjIiJqVVpMkOnRObLJC0EqChDfJgiRYf5uroqIiIhashYTZPz9DOiVHN2kc0WAQT3burkiIiIiaulaTJABgJH92yEhNhiNvS4zon87dIgPvSg1ERERUcvVooKMXq/D1NFd0Kl9GIDaW0bOWPelD2qP/t1jL35xRERE1OK0qNWvgdqh2JNGdcLJ7GLsycjF0VNFAAAFtSteW4/p2SUKvVJiEBHKkUpEREStVYsLMkDtcOzEuFAkxoWipKwap86WoLLaBL1OQYCfAR3iQmAwcM4YIiKi1q5FBpm6ggON6NYp0ttlEBERUQvUovrIEBERETUGgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaVaLn9lXq84XVyLjeAHKymtgtljgZ/RBuzbBSGoXCp2uset7ExERkSMMMm527HQhdu3PwcnsEijKb4tdKlCwc38OAv0N6JMagz6p0fA18uUnIiJqDn6SuomI4Jsdp7Fzfw4UxbrttxW75df/KquowdbdZ7DvSD6mj01GaLCvdwomIiK6BLCPjJt8/eMp7NyfA6A2wNRHABSVVuGdzzJQVlFz8YsjIiK6RDHIuMGhEwXYdSC3UeeI1F6d+fjroxepKiIioksfg4wb7Nz32+2kxhABTueUIv98hfuLIiIiagUYZJopr6Ac2fllDd5OckZRgJ8ONu5qDhEREdVikGmm/UfPNelqjJUIsO/IOUhTkxAREVErxiDTTCXl1b8NTWoik9mCqmqzewoiIiJqRRhkmslslubmGAC1YYaIiIgah0GmmXyN+mbdWqrbDhERETUOg0wztY0KbHJHX6vIMD8YfBhkiIiIGotBppm6doqEj755l2TSurZxUzVEREStC4NMMxkNenTvHNXk20sGHx1SkyLcWxQREVErwSDjBgN6xMJoaFpfmaFp8TAaeFuJiIioKRhk3CAkyBfTxnSBj17XqDCT1jUGaV1jLl5hRERElzgGGTdpGx2EORO6IiSodjXr+gKNTqdgRL92GDUgAYo7hjwRERG1Uj7eLuBSEhXujwVX9UBmVjH2ZOTi2Okim/0hgUakdY1Bt85R8PflS09ERNRc/DR1M0VR0CE+FB3iQ1FVbUJ5pQlms8DXqEdQgIFXYIiIiNyIQeYi8jX6wNfIl5iIiOhiYR8ZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwfbxcgIjiTW4qMYwUoLa+GyWyBv68P4tsEo2vHSPga9d4ukYiIqFWzWCyorq6GyWSCn58ffHy8Hh9UXqtERPDL4Xzs3J+DgqJKKAog8tv+gyfO45sdp9CtUxQG9WqL4ECjt0olIiJqlbKzs3Ho0CGUlJTYbFcUBbGxsejatSsCAgK8VF0trwQZs9mCz7acwMETBeq2uiHGymQW/Hw4D4czz2Pa2C5oExnowSqJiIhap8LCQnz//fcwmUwO94sIsrOzkZ2dDT8/P/Tq1QvR0dFQFMXDlXqhj4yIYMN3tiGm/uOBymoT3t1wCOeLKi9ydURERK1bXl4etmzZ4jTEXKiyshI//PADvvzySxQXF1/k6ux5PMjsP3oOGcddCzFWIkCNyYz1Xx2FOLp0Q0RERM1WVlaGH374oUnnVlRUYMuWLSgoaNxnfHN5NMiICHbuz2niuUB+YQWy8krdXBUREREBwJ49e5p1wcBisWD79u0oKytzY1X182iQOZtfhvzzFU0+X1GAnzLy3FgRERERAUBNTQ3Onz/f7HbMZjMOHTrkhopc49Egc/B4AXTN6AckAhw6cR5mi8V9RREREREOHjzotrbOnDmD6upqt7VXH48GmbIKE5rbw8Uigqoqs1vqISIiolr5+flube/06dNubc8ZjwYZi4jDYdaNZbawwy8REZE7uTpKyVXZ2dlubc8ZjwYZX6O+WbeWrPw42y8REZFb6XTujQQVFU3vE9sYHg0yCbHBaM7FFAVATEQADAYGGSIiIncyGAxubc9T06V4NMh0SQxv1tpJAiCta4z7CiIiIiIAQMeOHd3anruDkTMeDTI+eh16p0SjqTMYGw16JHeIcG9RREREhPj4eOj17rvj0bZtW7e1VR+Pz+zbr1ssggOMTQozlw9MgMHH4yUTERG1CgkJCW5rq0uXLm5rqz4eTwX+fj6YPi4Z/n4+jQozw/vFo3vnqItXGBERUSvXrVs3t6xmHR4e7vbOw8545fJGeIgfrr2yG+JjggDAYaCxbvIz6jF+WBIG9PDMJSoiIqLWSqfTYcSIEfDz82tWO/3793dTRQ1TxIVuxcXFxQgNDUVRURFCQkLcWkD++Qr8dDAX+4+eQ43ptxl746ID0adrG3RpHwa9nreTiIiIPMW6ZtK5c+cafW7fvn0RFxfX7BpczR5eDzJ11ZgsMFss8DXooTS1RzARERG5RVZWFnbt2uXy8f369XNbJ19Xs4ePWx7NTQw+Ohi8c7eLiIiILhAXF4fw8HDs27cPZ8+edXpc27Zt0b1792bfkmqKFhVkiIiIqGXx9/dH//79YbFYcPLkSRQWFqKmpgYGgwFhYWFo3769xzr2OsIgQ0RERA3S6XTo0KGDt8uww/s4REREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkMMkRERKRZDDJERESkWQwyREREpFkurX4tIgCA4uLii1oMEREREfBb5rBmEGdcCjIlJSUAgISEhGaWRUREROS6kpIShIaGOt2vSENRB4DFYkFWVhaCg4OhKIpbCyQiIiK6kIigpKQEcXFx0Omc94RxKcgQERERtUTs7EtERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDLuvQoQMURWnw6/XXX/d2qY1irdubzGYzhgwZotayZcsWu2PKy8vx0Ucf4fbbb0fv3r0RHBwMo9GIhIQEzJ49G999912Dj/Puu+9i1KhRCA8PR2BgIHr37o0nnngCNTU1bn0+Dz30EBRFwahRo9zarpZYLBYsX74cgwYNQnBwMIKDgzFo0CCsWLGiwXkx6vPFF19gwoQJiIqKgr+/P1JTU/Hggw+itLTU4fEHDx7Ev/71L0yYMAHx8fEwGo0ICQnBgAED8Nhjjzk97+TJk1i+fDmmTZuGxMRE+Pr6IigoCL1798YDDzyAvLy8euvcsGGDWqevry86dOiA3//+9zh9+nSTnzuRQ0LkosTERAEgQ4cOlXnz5jn9+vbbb71daqMAEG//KPzzn/8UAKIoigBw+Br+97//VWtNTEyUKVOmyPTp06Vz587quX//+9+dPsadd94pAMTHx0fGjRsn06ZNk7CwMAEgw4YNk/Lycrc9n6VLlwoAGTlypNva1BKTySTTpk0TABIQECCTJk2SSZMmib+/vwCQmTNnitlsbnS7y5YtU7/XI0aMkJkzZ0psbKwAkJSUFMnLy7M7Jz4+XgCIn5+fDBs2TGbPni2XX365+Pn5CQDp1KmTZGZm2p03dOhQ9f0yYMAAmTVrlowdO1ZCQkIEgERHR8vu3bsd1vnnP/9Zfa/27dtXpk+fLsnJyQJAwsLCZNeuXY1+7kTOMMiQy6xB5rXXXvN2KW7l7SDzyy+/iK+vr1x55ZXqa+woyLz++uuyYMECuw8Bi8UiTz/9tPo8vvrqK7tz161bJwAkKChIdu7cqW7Py8uTnj17CgC555573PacWnuQeeaZZwSAxMfHy7Fjx9Ttx44dk7i4OAEgzz33XKPa3LVrlyiKInq9Xj755BN1e1lZmYwePVoAyPTp0+3OS09Pl1deeUVKSkpsth8/fly6d+8uAOTyyy+3O+/qq6+WZ555RvLz82225+bmyqhRowSAdOnSRUwmk83+jz/+WACITqeTd999V91usVjkoYceEgCSlJQklZWVjXr+RM4wyJDLGGTcr6amRvr16ydhYWFy5syZeoNMQ6wfZjfeeKPdvgEDBggAh1dsvv32WwEgvr6+UlhY2KTncaHWHGTMZrN6leTNN9+02/9///d/AkDi4uIadVVm5syZAkBuuukmu30nTpwQnU4nAOTAgQMut2n93gOQU6dOuXzeqVOn1PMufK+OGzdOAMi8efPszrNYLNK3b18BIC+//LLLj0dUH/aRoYuubh+U//73v+jXrx8CAwMRFhaGCRMm4Pvvv3d6bkFBAR544AF0794dAQEBCA4ORr9+/fDEE0+goqLC6XlnzpzB4sWL0bNnTwQHByMwMBDJycmYP38+tm7d6vS89957D8OGDUNISAgCAwMxdOhQfPLJJ01/8g34xz/+gZ07d2LZsmWIi4trVltpaWkAgFOnTtlsP3PmDH788UcAwDXXXGN33rBhw5CQkICqqqqL+lwbYjKZ8NJLL+Gyyy5DaGgo/Pz80KVLF9xxxx04c+aMw3MOHz6MBQsWICkpSe3DkZiYiIkTJ+K1116zO/7dd9/FmDFjEBkZCYPBgMjISHTr1g0LFy7E3r173fI8tm3bhrNnz8LX1xfTp0+32z99+nQYjUZkZWVh+/btLrVZXV2Njz/+GIDj72FiYiKGDh0KAFi3bp3LtVrfM4D9+6Y+7dq1Q1RUlMPzrO+1MWPG2J2nKApGjx4NAFizZo3Lj0dUHwYZ8pi7774bt9xyCwICAjBlyhQkJCTg008/xfDhwx3+8j127Bj69u2Lxx57DHl5eZgwYQLS09Nx+PBh3HfffRg2bBjOnz9vd96mTZvQo0cPPPXUU8jNzcXo0aMxceJEhIWFYdWqVVixYoXD+pYuXYqZM2cCACZMmIAuXbpg69atuPLKKx3W99VXXzWro/CePXvw97//HVdccQVuuOGGJrVR1+HDhwEAbdu2tdm+e/duAEBERASSkpIcntu/f3+bYz2tqqoKv/vd73Drrbdi9+7dGDp0KKZOnYqqqio899xz6NOnD3bt2mVzzi+//IL+/fvjtddeg6+vL6688kq1Q+s333yDf//73zbHP/zww7j66qvx9ddfo0ePHpg5cyYGDx4MvV6PV155BV9++aXN8SdOnFC/vydOnHD5uVhfw+7du8PPz89uv7+/P7p3725zbEMOHTqE8vJyAL99ry7UlO+h9T0D2L9v6pOfn6/+7F14nrXzcGRkpMNzrQFo586dLj8eUb28fUmItKOpt5bw6yVof39/2bRpk82+J554QgBIaGio5OTk2OwbNGiQAJDJkydLaWmpuj03N1e9PH3NNdfYnHPy5EkJDQ0VAHL//fdLVVWVzf6cnBy7S+HW+sLCwuT777+32We9RZKcnGz3vDZv3tzk21JVVVXSq1cvCQ4Otulo2dRbS3v37hUfHx8BIB9++KHNvmeffVYASJ8+fZyef8cddwgAmTFjRuOeiBONvbV03333qR1Pjx8/rm6vrq6WG2+8Ue1XUff7ecMNNzi9XVZeXi5ff/21+u/Kykrx9/eXoKAgycjIsDv+xIkTdrdkjh8/rn5/69bUkLvvvlsAyNSpU50eM3nyZAEgf/rTn1xq88MPP1Tfo85YOwL379/f5VpnzZqldshtDOv3q23btnY/Y9bOxc8//7zDc2+55Rb1da37c03UVAwy5DLrh2xDX+fPn7c5z7r9rrvucthu//79BYA8+uij6jbrvfuAgAA5e/as3Tk7duxQOxTWvbd/1113CQCZNGmSy8/LWt+zzz5rt6+yslINRidPnrTZt337dklJSZGUlBSXH8vqgQceEADy0ksv2WxvSpApKSmRHj16CAC54oor7PY/+uij6mizhuoZN26c60+iHo0JMhUVFRIUFOQwhInUdmZt06aNAJC33npL3T5hwgQB4NIImNzcXAEgvXr1cvk5nD59Wv3+nj592uXzFi5cKABk7ty5To+55pprBIDcfPPNLrX51ltvqZ2HnVmxYoXT0O3Ia6+9JgBEr9c36v22ceNG0ev1AkBWrVplt/+6664TAJKWliYWi8VmX0FBgYSHh6s/c1lZWS4/LpEzvLVEjTZ06FDMmzfP6ZfRaHR43rx58xxuv/766wHU3qqxsv73+PHj0aZNG7tz+vXrh969e8NiseDrr79Wt3/22WcAgJtvvrnRz2vSpEl223x9fdGxY0cAsOunMXDgQGRkZCAjI6NRj/PDDz/g8ccfR3p6epPqrKumpgYzZ87EL7/8go4dO+L//u//mtWeN+zYsQOlpaWIiIhw+D0ICAjA7NmzAQCbN29Wtw8cOBAAcOutt2LDhg2orKx0+hjR0dHo0KED9u7di3vuuQf79+9vsK74+Hj1+xsfH9/Yp9Wibdq0CbfccgsA4IknnsCwYcNcOu/nn3/GzJkzYTabsWjRIsyZM8fumPvuuw9+fn7YvXs3pk2bhl9++QWlpaXYtm0bxo4dazNvTX0rGhO5ysfbBZD23HTTTZg/f36jz3PWP8O6ve5EWdbQ4OwcAOjUqRN++uknm4CRmZkJAEhNTW10fe3bt3e4PSQkBADq/aB0VWVlJebPnw8/Pz+8/PLLzZqIz2QyYfbs2fjss8+QmJiIL7/8EtHR0XbHBQcHAwDKysqctmX9cLE+V09y9Xtd91gAWLx4MbZs2YIvvvgC48ePh8FgQO/evTFixAjMnj0bAwYMsGlj5cqVmDFjBpYtW4Zly5YhIiICgwYNwtixY3HdddepfTea62K83u5sc8uWLZgyZQqqq6uxdOlS3H333S7VkJGRgTFjxqCwsBA33HCDXR8kq+7du+O9997D3Llz8f777+P9999X90VERGDZsmVYtGgRFEVBeHi4S49NVB8GGWoxpBmznbqDJ/46zMjIwIEDBxAVFeWwg+/Zs2cBAIsWLUJoaCjGjx+P+++/3+44s9mMuXPnYu3atUhISMDmzZuRmJjo8DE7dOgAoP5RKdZ91mO1ICAgABs3bsSPP/6Izz77DFu3bsXWrVuxY8cOLFu2DH/4wx/wwgsvqMcPHz4cJ06cwMcff4yvv/4aW7duxYYNG/Dpp59i6dKlWLdunTqipjmsr+HJkyedHtPY19t6XGFhIUpKStRg09g2t27digkTJqCsrAwPPvggHnroIZce/9ChQ0hPT0dubi6uv/76BkP4hAkTcPz4caxZswZ79+6FyWRCt27dMHv2bLXTdnJystOrt0SNwSBDHnP8+HH06dPHbrt1REi7du3UbdZL+ceOHXPannVf3cv+7du3x8GDB5GRkYHOnTu7oeqLIz8/3+aW2IX27NkDwPGHktlsxrXXXovVq1erIaa+qxnWIbbnzp3D8ePHHR67Y8cOAEDfvn0b8Szcw/r9O378uNNjHH2vrQYMGKBefTGZTHj//fdx/fXX48UXX8SMGTNw+eWXq8f6+/tjxowZmDFjBgAgLy8Pf/7zn7FixQosWLBAvaLXHNbXcN++faisrLQbuVRRUYF9+/bZHNuQlJQUBAQEoLy8HDt27LB5TlYNfQ+///57jB8/HiUlJXjggQfw97//3aXHPnz4MC6//HJkZ2fj2muvxWuvveZS6A8LC8NNN91kt/3bb78FAIwdO9alxydqkLc76ZB2NHfU0t133+1w/8CBA+1Gn1g7+/r7+zvs7Ltr1y61s2/dTrjWafgnT57c6PqcGTlypACQzZs3u9xmUzXU2ddsNqsdRRMSEuTIkSMutduSJ8Sr29n3gw8+sNtfXl6uTjBXt7NvfaZOnSoAZNmyZQ0eW1hYqL4HCgoKXGq/Pt6aEM/aAdfRhHjbt29XlxZ44IEHXH7MI0eOqKOQrr322iYtq1BXYWGhxMbGil6vl3379jWrLSIrBhlymTuGX18YBqxDRoODgyU7O9tmn3X49ZQpU6SsrEzdnpeXp34wXzj8OjMzU4KDgwWAPPjgg1JdXW2zv77h1844CzLNGbXkTH1Bxmw2y/XXX9/oECPifImC/Pz8epcoaOoQ5KYOv+7cubOcOHFC3V5dXa2OArpw+PULL7zgcCh1dna2tGvXTgDIe++9JyK1H/T//e9/paioyO54a7AIDw+3mW6/qaOWROpfosAaDBwtUfDcc89JSkqKXHfddXb7du7cqS5R8Omnn6rbG1qi4Mcff1RH3jUmxBw7dkwSEhIEgFx33XWNCjHbt2+3G7F06tQpGTFihACQJUuWuNwWUUN4a4ka7eWXX7YZYXShcePGOZx99JZbbkF6ejqGDx+O+Ph4/PLLL/j555+h1+vx6quvIjY21ub4VatWIT09HR988AGSkpIwYsQI1NTUYPPmzSguLkbfvn3x/PPP25zTvn17rFmzBjNmzMCjjz6Kl19+GUOGDIHBYEBmZiZ2796Na665xuVRGvUpLy/HwYMHm92Oq55//nmsXLkSQG3n10ceecThcampqXb9aqZOnYo77rgDzz77LAYPHozRo0cjMDAQmzZtQmFhIYYOHeqwPYvFov63wWBodM27du3C4MGDne6fOHEi/vKXv+Bvf/sbduzYgU2bNqFr1664/PLLERwcjG3btuHkyZOIjIzEu+++a9OnYsWKFbjtttuQlJSEHj16ICQkBHl5efj2229RUVGB9PR0TJ48GQBw/vx5LFy4EH/4wx/Qp08f9fba4cOHsXv3biiKgieffBJ6vV5tv6amRv3+NnZ18EWLFuGbb77BunXr0KNHD3WW2y+++ALl5eWYMWMG/vCHP9idl5+fj4MHD9r9LAC1t4yefvpp3H333ZgwYQJGjhyJmJgYfPvtt8jOzkZKSgpeeuklu/PGjRuHoqIihIWF4cyZM0476t9///02neSnT5+OU6dOwdfXFwCwYMECh+fddNNNdj9P48aNQ2BgIHr06IGoqChkZWVh69atqK6uxs033+zybS0il3g7SZF2uDqPzJ133mlzHupc8fjPf/4jffr0EX9/fwkJCZHx48fLd9995/Qxz507J0uWLJGuXbuKn5+fBAQESFpamvzzn/+sd7XmzMxMufPOOyUlJUX8/PwkKChIkpOTZcGCBbJt2zan9Tni7IpMcybEc6a+KzLWqxwNfdV3FeSdd96RESNGSEhIiPj7+0uPHj3kn//8p92kZlarV692Oj9NfVytte56PDU1NfLiiy/K4MGDJTg4WIxGo3Tq1EkWLVrk8IrIRx99JLfeequkpaVJdHS0GI1GadeunYwaNUreeOMNm6txxcXF8q9//Uuuuuoq6dKliwQFBUlgYKAkJyfL9ddfLzt27LBrv6lXo6zMZrO89NJL0r9/fwkMDJTAwEAZMGCAvPTSS3ZXKy583er7Hm7cuFHGjx8vERER4uvrK126dJElS5ZIcXGxw+Nd+T44en+7+vPu6ArtX//6Vxk8eLBERUWJwWCQ2NhYueqqq2TDhg2uvnxELlNEvDxUhC551tENfKtpz8KFC/HKK69g165dDjtqExF5G4MMXXQMMtrVoUMHDBs2DG+++aa3SyEicohBhi46BhkiIrpYOD80ERERaRZHLdFFxysxRER0sfCKDBEREWkWgwwRERFpFoNMK6IoSqO/Ro0adVFqeeihh6AoisuL1jXkxIkTUBRFU4seAsCyZcvU1/q5557zdjnUCKdOncLy5ctx8803o1+/fvD19YWiKA7XF3Jk586dmDlzJtq0aQM/Pz8kJSVh0aJFyM3Nrfe8nJwc3H777UhKSoKvry/atGmDmTNnqosxNkV1dTUef/xx9O7dG4GBgQgPD8eoUaOwZs2aBs999913MWrUKISHhyMwMBC9e/fGE0884XQSwbKyMtx2223q8x40aBC+/PJLp+1/9NFHUBQF//jHP5r8/OjSxj4yrci8efPstp09exYbNmxwur/uTJ/kfq+88or636+++ioWLVrkxWqoMd577z388Y9/bNK5a9aswZw5c2AymTBgwAAkJSVhx44deP755/Huu+9iy5YtDhc9PXToEIYPH47c3Fx07NgRU6dOVVeZfv/997F69WpcddVVjaqlvLwcY8eOxdatWxEWFobx48ejtLQUX375Jb7++mvcc889eOqppxyee9ddd+Hf//43fHx8kJ6ejqCgIHz55Ze47777sH79enz++efw9/e3OWfevHl477330KNHDwwePBgbN27EFVdcgW+//dZuFujS0lL84Q9/QM+ePbF48eJGPS9qRbw1Ex+1DBdjdlpX5OXlyYEDByQvL88t7VVXV8uBAwcatf6Qt23btk0ASFhYmAQGBgoAm3WQqGV7//33ZdGiRfLaa6/JTz/9JA8++KAAkBtvvLHe886cOSMBAQECQJYvX65uN5lMcu211woAGTBggN3svxaLRdLS0tS1j+quC7V8+XJ1La0L1yxriHWh1Z49e9r8PO7YsUNdzHP9+vV25zlbvysvL8/p+l27d+8WADJ69Gi1/i+++EIAyMSJE+0e44477hCdTmc3GzdRXQwyrZy3ggyJ3HTTTQJAbr31Vpk/f74AkD/84Q/eLouayLq8QENBZvHixQJAxowZY7evpKREXeDxs88+s9n38ccfq8G3pKTE7lzrwpH333+/yzUXFBSI0WgUALJlyxa7/Y888ogAkMGDB9vta8qK6i+//LIA9quYd+7cWcLDw222/fDDD6LT6eT22293+flQ68Q+MuRU3X4sJ0+exI033oiEhAQYDAabhefWrl2Lm266CT169EB4eLh6v3/BggVOF1V01kfm9ddfh6IomD9/PsrKyrBkyRJ07twZvr6+iI2Nxbx583DmzBm79urrI2PtgwLU3g4YNmwYQkJCEBgYiKFDh+KTTz5x+hpkZmZi/vz5iI2NhZ+fH7p06YKlS5eisrISo0aNgqIo9S6g6UxZWRneeecdAMCNN96IG2+8EUDtQpmVlZVOzxMRrF27FldeeSViY2NhNBoRGxuLYcOG4fHHH0dFRYXdOTt37sS8efOQlJQEPz8/REREoHfv3li8eDEyMzPV4+q+9o44e43rbjebzVi2bBnS0tIQFBSkvu4AsH//fixduhRDhw5FfHw8jEYjIiMjMWbMGKxevbre1+vMmTNYvHgxevbsieDgYAQGBiI5ORnz58/H1q1bAQBHjx6FXq9HeHg4ysvLnbbVvXt3KIpS7/f9Ylq3bh0AOFxYNSgoSF3ocu3atQ7Pmzx5MoKCguzOtbZ34Xn1+eSTT1BdXY327dtj6NChTtv8/vvvkZWVpW4/c+YMfvzxR6fPY9iwYUhISEBVVZXN63zu3DkAQEREhM3xkZGRKC0tVf9tMplw8803Iy4ujn1jqEEMMtSgw4cPIy0tDZ988gkGDRqEyZMnIyoqSt1/9dVX43//+x/8/f2Rnp6OK664AjqdDq+99hr69eunftA0RlFRES677DK89NJL6NatG373u99BRLBy5UoMHToURUVFjW5z6dKlmDlzJgBgwoQJ6NKlC7Zu3Yorr7xS/ZCoa//+/ejfvz/eeOMN6PV6TJkyBSkpKXj66acxduzYRq+IXNc777yDkpIS9OrVC/369cOwYcOQnJyMwsJCpx9ENTU1mDFjBqZPn45PP/0USUlJmDFjBnr16oUTJ07g/vvvR05Ojs05Tz75JAYOHIiVK1fCaDRiypQpGDZsGGpqavDUU09h8+bNTX4OFxIRTJs2DUuWLEFkZCQmT56MXr16qfuXLVuGhx9+GAUFBejZsyemTZuGlJQUbN68GbNmzcLdd9/tsN1NmzahR48eeOqpp5Cbm4vRo0dj4sSJCAsLw6pVq7BixQoAtSuCT5w4EYWFhXjrrbcctrV582bs378fnTp1wu9+9zsAtcswKIqC119/3W2vhTMlJSU4cuQIAKB///4Oj7Fu3717t812678bOu/w4cMoKytzqZ6G2uzYsaMaOvbs2WN3XkREhLqSuLN66j4Pawg+cOCAuq2mpgZHjhxBfHy8um3ZsmXYs2cPXnjhBQQHB7v0XKgV8/IVIfKy+m4t1V3B+Nprr5XKykqHbbz99ttSWlpqs81iscgLL7wgAKR79+529/utbS9dutRm+2uvvaY+5hVXXCFFRUXqvoKCAunTp48AkH/84x8251lXKk5MTLSrz9peWFiYfP/99w7rSE5Otjuvb9++AkBmz55t89xPnz4tKSkpTlcNdsVll10mAORf//qXuu2xxx4TAJKenu7wnLvvvlsASIcOHWTPnj02+ywWi3zxxRc2l/E/+OADASB+fn7yzjvv2LW3b98+2b9/v/pv62tfd0Xqupy9xnVXiW7Xrp0cPHjQ4flfffWVHD161G57RkaGtGvXTgDI9u3bbfadPHlSvdVy//33263SnZOTY7NS+MaNGwWA9O7d22EN06dPFwDy9NNPq9usqzw7WsW5MVy5tbR37171tar7vapr7dq1AkCioqJstkdERAgAef/99x2eV1BQoLb9yy+/uFTztGnTBIDcddddTo/p1auXAJDnn39e3fbss88KAOnTp4/T8+644w4BIDNmzFC35eXlSXBwsMTHx8sPP/wg58+fV9/Xd9xxh4iIHDt2TAICAmzOI6oPg0wr50qQiYiIcPpLtyFDhgwRALJv3z6HbTsLMoGBgZKVlWXX3ttvv+3ww96VIPPss8/a7ausrFQ/KE+ePKlu/+abb9SOjOfOnbM776OPPmpykDlw4IAAEKPRKPn5+er2rKws0ev1oiiKHDt2zOacnJwctS/Djh07XHoca+ir+6FdH3cEmZUrV7r0WBeydlZdvHixzfa77rpLAMikSZNcbqt79+4CwCbgiIicOnVKfHx8JCAgQM6fP69uT09Pl5SUFFm7dm2TardyJch899136mtVU1Pj8JjPP/9cfX/UZTAYBIBs3LjR4XnV1dVq21u3bnWp5rFjxwoAefDBB50eYw3ddf94ePTRRwWADB061Ol5DzzwgACQcePG2Wx/8cUX1TqtX127dpWCggIREbniiiskNDTU7ue/rKzMpedErQ+HX1ODxowZg9DQ0HqPOXLkCD777DMcOXIEJSUlMJvNAKDe6jh48CC6devm8mP2798fbdu2tdvetWtXAHDYT6YhkyZNstvm6+uLjh07Yvfu3Thz5gwSEhIAAF9//TUAYPz48Xb38wGotzYKCwsbXcfLL78MAJgyZQoiIyPV7W3btsXvfvc7fPTRR3j11VfxyCOPqPs2b96M6upq9OvXD/369WvwMc6ePYs9e/ZAp9Op/W88Yfr06fXuLy0txaeffordu3cjPz8f1dXVAIDs7GwAsOtT9dlnnwEAbr75ZpdruOOOO3DLLbfg+eefx7Bhw9Tty5cvh8lkwg033ICwsDB1+6ZNm1xum5rv1ltvRVpaGt577z0UFxejd+/emD9/PgICAvDWW29hw4YNWL58Odq2bYvy8nIsXrwYb775JoqLixEVFYVbb70VS5cuhV6v9/ZToRaCQYYaVN8kc2azGbfffjuWL19e75pKxcXFjXrM9u3bO9weEhICAPV2iHVHm6dPnwZQ/3NPTExsdJCpqanB//3f/wEAFixYYLd/wYIF+Oijj/DGG2/gb3/7G3S62m5s1k65rs7rc/LkSQC14aihEOouMTExCAgIcLp//fr1uOGGG9QOn45c+D5p7PMGgGuvvRb3338/1q5di+zsbLRt2xbV1dX473//CwC4/fbbXW7L3er29ygrK3P4vbF2erW+L+ueW1BQ4LT/S93Oshee21A99fWpcVRPU8+zGjx4sN2cMQUFBfjjH/+I4cOHY+HChQBqv5cffPAB/vSnP2HYsGF4//338cgjj6CsrAxPP/20K0+RWgF29qUGXTihVV3//ve/8dJLL6FNmzZYtWoVTpw4gYqKCkjtbUvMmTMHQOMXjrR+gLtTU9qsO+qmMfucWb9+vTpz68MPP4xhw4bZfD3++OMAameN/fzzzxvd/sVksVjq3V/f++TMmTOYNWsWzp07h3vvvRc//fQTioqKYDabISLqpIyNfZ84EhAQgIULF6KmpkbtCPzee+8hJycHw4cPt+mA7GmJiYnqf1vD5oVOnToFwD5EW//d0HmKotg8Tn0aahNwHOqt/219zPrqcXW27XvuuQfFxcVYsWIFFEXBwYMHsW7dOsyePRuPP/44Jk2ahFdeeQWDBg3C888/bxPcqHVjkKFmsQ6bXb58OebMmYPExET4+fmp+w8fPuyt0prFOoLixIkTTo+pO3TZVXVn8t22bRu+++47m6/t27c7PNZ6NSkjI8Olx7Een52d7fIIL6PRCKB2ZI0jTXm+VuvXr0dFRQWuuuoqPP744+jVqxdCQkLUcOnsfdLY52112223Qa/XY8WKFaipqcHzzz8PwLtXY4DaqxPWGXt37Njh8Bjr9r59+9pst/67ofO6dOnicHi2Iw21eezYMRQUFAAA0tLS1O3W/z537hyOHz/eqOfhyObNm/H6669jyZIl6tU36yipyy67zObYYcOGobq6Gvv372+wXWodGGSoWay/5Bz9Bbhv3z6bIZtaMmLECAC1fTTOnz9vt//TTz91uL0+p0+fVq88HDhwQL1qdeGX9Rf0hx9+iPz8fABAeno6jEYjdu7c6dKaOrGxsejduzcsFgteffVVl+qzhjdnoeHjjz92qR1H6nufiAhWrVrl8Lzx48cDgHpbyFXt27fH1KlTkZWVhb/+9a/YunUr4uLiMG3atEZW7n7WJQQcPefS0lKsX78eAOxqtZ734YcfOrylY22vMc9xwoQJMBqNOHnyJL777junbQ4ePBhxcXHq9nbt2mHAgAFOn8eWLVtw6tQp+Pr6YsKECfXWUFVVhd///vfo2rUrlixZom63XvG88Lla/92UK6J0ifJKF2NqMVwZtXThyKK6Jk+eLABk4cKFYjab1e1ZWVnq8GU4GNra0Kilpo6cqW/UkjMjR460G31ksVikd+/eAkDmzp1rM+z3zJkz0rVr10aPWrLOkjpw4MAGj+3fv78AkGeeeUbdZp1KvmPHjvLzzz/bHG+xWGTTpk02o8usw3j9/f1lzZo1do9x4fDr8vJyCQkJcTj6aPXq1eqomca89hfW0q5dO5vRKCaTSf785z+rr+XIkSNtzsvMzJTg4GB1ZE11dbXN/guHX9dlHXlm/frb3/7m8DhPjloSsV2iYMWKFep2k8kk1113nQANL1Fw/fXXN2qJgvqeo/V91atXL5tRdDt37mzSEgX5+flOlyhw5MEHHxRFUexmFj58+LBaV3l5uYjUDt+OiYkRPz8/uykfqPVikGnlmhtkvv/+e3VYcOfOneXqq6+W8ePHi7+/v3Tv3l2uuuoqTQYZEZGff/5ZnbsjPj5err76arnyyislMDBQhg4dqg4t/+6775y2bWWxWKRjx44CQF544YUGj7fO09GjRw91W1VVlRocdTqdDBkyRK655hoZN26cxMfHCwA5fvy4TTuPPvqoKIoiACQ1NVVmzZolkydPlm7dujn8vjzzzDPq6zVkyBCZMWOGdO/eXRRFkb/85S9NDjI1NTXSr18/9YNv4sSJcvXVV0tiYqIYDAa57777HAYZEZENGzaoYaZNmzYydepUmTlzpgwcOFAMBoPT94qIqB/8BoPB6RpETZ1HJisrSwYNGqR+Wb8H0dHRNtsdrZ+1evVq0ev1AkAGDRoks2bNUt8fbdq0kcOHDzt8zIyMDImOjlYD7axZs2TgwIECQHx8fJyGsfqeY1lZmfpeDg8Pl+nTp8v48ePV4Hr33Xc7fQ2sc8UYDAYZP368TJ8+XcLCwtSh2dYA4swvv/wiBoNBfv/73zvcP2fOHAEgSUlJMn36dImNjRUAsmTJknrbpdaFQaaVa26QEamd5Gvy5MnStm1b8fPzky5dusi9994rxcXFMm/ePM0GGWu71113ncTExIjRaJROnTrJAw88IOXl5eoHj7MJ4OratGmTOjeIo3lpLpSXl6d+kNSdJM5isciqVatk3LhxEhkZKQaDQWJjY2X48OHy5JNPSkVFhV1b27Ztkzlz5kh8fLwYDAaJiIiQ3r17y7333iuZmZl2x7/xxhvSt29f8fPzk5CQEElPT5eNGzc26bWvq6SkRB544AFJSUkRPz8/iYmJkalTp8qOHTvU96GjICNSe2XmzjvvVM8NCgqS5ORkWbBgQb0LCloD0pw5c5we09QgU3f+nPq+nF2x27Fjh0ybNk2io6PFaDRKYmKi3HbbbXL27Nl6Hzc7O1tuu+02SUxMFKPRKNHR0TJt2rR6Fxxt6DlWVVXJY489Jj169BB/f38JDQ2VESNGyOrVqxt8Hd555x0ZMWKEhISEiL+/v/To0UP++c9/2k1eeCGLxSKXXXaZxMXFOZ2nqqqqSu677z5p166dGAwG6dixozzxxBN2V6uodVNE3DBMgKiVOX78ODp37qwOib0Yo6yoecxmMzp16oTMzExs3boVQ4YM8XZJRHQR8LcvkRNlZWXYt2+f3fbMzEzMnTsXFosF8+bNY4hpoVasWIHMzEwMGTKEIYboEsYrMkROnDhxAklJSejUqROSk5MREhKCkydPYteuXaiqqkLv3r3xzTffuDz5GF18Bw8exJNPPomzZ8/is88+g4jg22+/tRvCS0SXDgYZIidKS0vxt7/9DV9++SVOnjyJwsJCBAQEICUlBdOnT8eiRYvqncmWPO+rr77C5ZdfDqPRiNTUVDz00EPqsGUiujQxyBAREZFm8eY+ERERaRaDDBEREWkWg0wr9de//hWKotitQOvMunXroCgKIiIimrTyNADMnz8fiqLg9ddft9n++uuvQ1EUzJ8/v1HtnThxAoqiuLwonTs4ew4t2bJly6AoChRFwXPPPeftcqiRzp07hyVLlqBnz54IDAyE0WhEu3btMHPmTHzzzTcOz9m9ezcee+wxjB49Gm3atIHBYEB4eDiGDx+OF154ATU1NY2uY//+/bjrrrswYsQItG/fHgEBAfD390fnzp1x44034ueff3Z4nvXntL6v+++/3+G5GzduxIABA+Dn54fY2FjccccdqKiocHisxWLBwIEDERsb2+jlQ0jbfLxdAHnHDTfcgL///e/Yvn079u/fj27dutV7vHW9nrlz59osCnkpef3113HDDTdg3rx5mgoqDam7+OSrr76KRYsWebEaaoyjR49ixIgRyMrKQmRkJEaNGoWAgADs27cPa9aswZo1a/D000/j7rvvVs8xmUzqQo1BQUEYMGAA2rRpg9OnT2Pbtm3YsmULVq5ciQ0bNiAsLMzlWrZu3Yp///vfaNOmDVJSUjBkyBCUl5fj559/xquvvoqVK1di5cqV6or3FwoMDMSMGTMc7uvXr5/dtj179qhrQV1xxRU4evQonnvuORw/flxdj6qu5557Dj/++CP+97//ITw83OXnRZcAr03FR143evRol9ZDyc7OFh8fHwEgu3fvbvLjOZvlt7CwUA4cOGCzBo8rXJ1R1lUNzSosUjst/YEDB5zORNrSbNu2TQBIWFiYBAYGCoB6Z4CllsW6JMXEiRPt1hayrq/k4+Mjp06dUrdbl4NYvXq1VFZW2pyzd+9eadu2rQCQG264oVG1HD9+XA4cOGC33Ww2y5NPPikAJCAgQAoKCuzOa8rP6dSpU21mRq6pqZFRo0YJAPnxxx9tjj158qQEBQXJhAkTGvUYdGngraVW7MYbbwQAvPnmmzCZTE6PW7lyJUwmE9LS0tCnTx+31xEaGorU1FS0bdvW7W27W9u2bZGamorQ0FBvl+IS69WYOXPmYObMmTbbqOX78ssvAQBLly5FYGCgzb6bb74ZXbp0gclkwo8//qhu9/HxwY4dOzBz5kz4+vranNOzZ0888cQTAIC33367UbeYOnTogNTUVLvtOp0Of/rTn9CxY0eUl5djy5YtLrdZnx07dqBLly4YNWoUgNrnddNNNwGovTpU12233QYRwYsvvuiWxyZtYZBpxaZNm4aIiAjk5OTg448/dnrca6+9BuC34FNTU4M333wTc+fORWpqKkJCQuDv74+UlBTccccdyMrKalQdDfWR+eijjzBy5EgEBwcjNDQUw4cPxwcffFBvm1988QUWLVqEPn36ICoqCr6+vmjXrh1mzZpl80vfqkOHDrjhhhsAAG+88YbN/XvrL1Kg4T4yb7/9NkaPHo2IiAj4+voiMTERCxYswKFDhxwe36FDByiKghMnTmDz5s0YN24cwsPD4e/vj759+2LlypX1Ps/6lJWV4Z133gFQ+72zfv9WrVpVbz8nEcHatWtx5ZVXIjY2FkajEbGxsRg2bBgef/xxh30Udu7ciXnz5iEpKQl+fn6IiIhA7969sXjxYmRmZqrHNfS9dtbvqe52s9mMZcuWIS0tDUFBQVAURT1u//79WLp0KYYOHYr4+HgYjUZERkZizJgxWL16db2v15kzZ7B48WL07NkTwcHBCAwMRHJyMubPn69+cB49ehR6vR7h4eEoLy932lb37t2hKAo++eSTeh+zIa7exo2KinK5zbS0NABARUUF8vPzm1SXIz4+tT0VLgxPTXXu3DlERETYbIuMjARQO8eT1Zo1a7B+/Xr8/e9/R2JiolsemzTG25eEyLsWLVokAGTy5MkO93/33XcCQPz8/OT8+fMiInLq1CkBIKGhoTJ48GCZOXOmTJgwQeLi4tTVfx2t3uvs1lJ9t3SWLVumLr43cOBAmTNnjvTv319dlRdOLll36tRJjEajpKWlyeTJk2XatGnqis8+Pj6yZs0am+PvueceGTp0qACQTp06ybx589Svxx57rMHnYLFY5Prrr1fbT09Pl9mzZ0tycrJ6yf3TTz+1q9O6mN9f/vIXURRF+vXrJ7Nnz5bBgwerz/uZZ55x+L1pyCuvvCIApFevXuo2az1vvfWWw3Oqq6tl2rRp6grbgwcPljlz5sjYsWOdrrD9xBNPiE6nEwCSnJwsV199tUyaNEm6du1q91o1d1HQ9u3by+TJk8VoNMro0aNlzpw5Ns/vxhtvVFf6vuKKK2TWrFkyZMgQtb4//vGPDh/3iy++UFdtjomJkSlTpsjMmTNlwIABditsT5o0SQDIihUrHLb15Zdfqu8j6+KGTV2Y8rrrrlNvLZWVldnsW7FihQCQnj17Sk1Njcttrlu3Tl3A9MJbT01lvc0VExMjRUVFNvus37uoqCh57LHH5JZbbpHbb79dnnnmGcnIyHDaZteuXSUqKkqqq6vVbdbfB6+//rqI1N6Wbtu2rfTv31/MZrNbngtpD4NMK7dnzx71w9fRqrs33XSTAJBrrrlG3VZcXCwffPCB3eq21dXVsmTJEgHg8F51Y4PMTz/9JHq9XnQ6nbz77rs2+958801RFMVpkFm3bp3dvXrrdh8fH4mMjJTy8nKX6nDlOfznP/9Rf1nX7UdksVjUlb7DwsIkNzfX5jzrB5zBYJD169c7rCc0NNSuVldcdtllAkD+9a9/qdsee+wxASDp6ekOz7GGww4dOsiePXts9lksFvniiy9s+gd98MEHatB955137Nrbt2+f7N+/3+45NTXIAJB27do5XXH8q6++kqNHj9ptz8jIkHbt2tmtJi5S278iNDRUAMj9999v977OycmRb7/9Vv33xo0bBYD07t3bYQ3Tp08XAPL000+r25oaZM6ePSv9+vUTABIZGSkTJ06UmTNnSrdu3USn08nEiRMb1bfMYrHIkCFDBIBMmzatUbVYlZWVqSF/6tSp0rlzZwEgbdq0kW+++cbu+PpWCVcURa699lopKSmxO+/+++9X/2A5f/68/PDDDxIXFydGo1Gys7NFROSWW24RHx+fZvXdI+1jkCH1F+WTTz5ps72srEyCg4MFgHzxxRcutxcXFyc6nU6Ki4tttjc2yFhD1KxZsxw+zpQpU5rUiXDOnDkCQD7++GOX6nDlOXTq1EkAyLPPPmt3jsVikV69egkAefTRR232WT/g7r77boePl5qaKgAcfkDU58CBA+pf3fn5+er2rKws0ev1oiiKHDt2zOacnJwcMRqNAkB27Njh0uP06dPH7kO7Pu4IMitXrnTpsS5kvWqwePFim+133XWXAJBJkya53Fb37t0FgE3AEam9Wunj4yMBAQHqFUwRkfT0dElJSZG1a9c2uu6SkhK59tpr7UJAQkKCPP300426GmMN1UFBQXLo0KFG1yIicv78ebtaOnbsqHbKvVBWVpYsXLhQNmzYIKdOnZLy8nLZt2+fPPLII2oH9HHjxqlXr6wKCwslJSXFLvi8+OKLIiKyZcsWURRF7r33XpvzqqqqGvWakPYxyJB6NaFbt242219//XUBIElJSXa/ZERqr+Y8/fTTcvvtt8sNN9yg/pUWExMjAGTXrl02xzc2yFj/0rvwSoXV2rVr6w0yZ86ckRUrVsjdd98tN954o1qfNVQsW7bMpToaeg7WW20A7C6rWz3zzDMCQMaMGWOz3RpknH0IXHXVVQJA/ve//zmtyZF77rlHAMjMmTPt9l155ZUCQP785z/bbH/77bcFgPTr18+lx8jOzlZvQbk6issdQebCWywXKikpkdWrV8uSJUtk4cKF6vd93LhxAtjfRrWGRWfvM0esoejCkP3nP/9ZAMjChQtdbqs+Bw4ckM6dO0toaKi8+OKLcurUKSkqKpKvvvpKvcU6duxYMZlMDbb1xhtviKIootPpZPXq1W6p7+zZs/LJJ5/IoEGDBID86U9/atT527dvF71eLwBk3bp1dvtLSkrkueeek5tvvlkWL14sP/zwg4jUXv3t3r27dOrUSb1a+cUXX0haWpr6nhw+fLjd7yC6NDHIkBQWFoq/v78AkG3btqnbR4wYIQDk4Ycftjm+tLRU/YCt7+urr76yOa+xQcbPz08AyC+//OKw7t27dzsNMg899JAYDIZ663vooYdcqqOh5/D999+rl/6d+fDDDwWAdO3a1Wa7Ncg4uh3i7PEaUl1drYZJR/1yrAEwISHBpl/B448/LgBk7ty5Lj3O9u3bBYDEx8e7XFtzg0xMTEy97X/44YcSGRlZ7/d91KhRNudY3/uO+nU5U1ZWJuHh4WIwGNRbO1VVVdKmTRsBID/99JPLbTlTU1Oj9utyFDwKCgokNjZWAMirr75ab1urV69Wr8S98sorza7tQlVVVerVucYEQpHfhlkvWLDA5XMefvhhASAbN24UEZEff/xRDAaDdOvWTd5++2157bXXJC4uTkJDQ22GptOliaOWCKGhoepEVdYRSkePHsW3334LnU5nN8JkyZIlWLduHVJTU/H+++/jzJkzqKqqgtQGYwwZMgQAIF5aj3Tt2rV46KGH4Ovri+XLl+Pw4cMoKyuDxWKBiGDJkiVerc8Rnc59P4rr169Hbm4uAODhhx/GsGHDbL4ef/xxAMCpU6fw+eefu+1x3cFisdS739/f3+m+M2fOYNasWTh37hzuvfde/PTTTygqKoLZbIaIYMOGDQDc830PCAjAwoULUVNTgxUrVgAA3nvvPeTk5GD48OHo1atXsx/DOlmlr68vpk2bZrc/PDwcv/vd7wDUjtJzZu3atbjmmmtgsViwfPlyLFiwoNm1XchoNGLu3LkAamcBb4yuXbsCAE6fPu3S8YcOHcKjjz6K66+/HmPGjAEAPP3006ipqcG6deswa9YszJ8/H6+88gqKioo4JLsVYJAhAL8NrX777bdRUVGB1157DSKCsWPHIiEhweZY6zDWd955B1OmTEFcXByMRqO6//Dhw26pKT4+HkDt0FtHnG231vfoo4/i5ptvRufOnREQEKAO03VXfRfWee7cORQXFzs85tixYzbHXkx154nZtm0bvvvuO5uv7du3Ozy2ffv2AICMjAyXHsd6fHZ2NoqKilw6x/o+KSkpcbi/7lDtxlq/fj0qKipw1VVX4fHHH0evXr0QEhKihkRn3/fGPm+r2267DXq9HitWrEBNTQ2ef/55AMDtt9/e5OdQ18mTJwHUhia9Xu/wGOt8RgUFBQ73v//++5g9ezbMZjP+85//YOHChW6pzRHrPDfWEO2qc+fOAQCCg4NdOv6WW25BcHAwli1bpm7bs2cPoqKikJycrG4bNmyYuo8ubQwyBAAYOXIkunTpguLiYqxevRpvvPEGgN8CTl3WX5qO5mzYsGGD2+amGDlyJADgrbfecrjf2Rwr9dWXm5uLjRs3OjzP+iFb3+SAjrRr1w6dOnUCAIfzy4iIuv3yyy9vVNuNdfr0afXKw4EDB9SrZBd+7d+/HwDw4Ycfqt+v9PR0GI1G7Ny5E7t27WrwsWJjY9G7d29YLBZ1CYuGWIOcs9BQ33xGDanv+y4iWLVqlcPzxo8fDwD473//26jHa9++PaZOnYqsrCz89a9/xdatWxEXF+fw6klTWF+r8+fPOw1h1lCalJRkt2/9+vW4+uqrYTKZ8J///Ae33HKLW+pyZtOmTQBgEyYaUlZWpi43MHDgwAaPf/XVV/HVV1/hmWeeUeeUAQBFUVBeXm5zta2srEzdR5c4j9/MohbLOjQ3Ojpa7fNx4VBUEVE7yz7yyCM22zMyMqRDhw5qX4QLO7A2to/M7t27Ra/Xi16vtxvt8b///c/p8Os77rhDgNoh4HXrLywslPHjx6v1LV261Oa8r7/+WgBIWlqa09fIleHXdYctWywW9X5+fcOvL5ybpaHHc+aRRx4RoHbOnYZYO4vWnafmzjvvVEeh/PzzzzbHWywW2bRpk03HXmt/G39/f7u5eUTsh1+Xl5dLSEiIw9FHq1evVvs1OesjU98INWst7dq1sxmSbDKZ1E64AGTkyJE252VmZqqj8x588EGbeUtE7Idf1/XNN9/Y9L/529/+5vC4poxaqq6uVufuGTFihM17x2w2qz+vgP2oto8//liMRqMoiiLLly93+TG3b98uKSkpkpKSYrfvmWeekZMnT9ptLysrU993Pj4+du+b5cuXOzzv2LFj6jIpYWFhkpeXV29tOTk5EhERIePGjbPbN3fuXAFs50ey/txd2KmdLj0MMqSyDs21/nK86667HB733nvvqSGiZ8+eMnv2bElPTxeDwSDp6enq/CXNDTIitZOtWesZNGiQXHPNNTJgwAABaic3c/ThduzYMXVys/j4eJk+fbpMnjxZQkNDpW3btrJgwQKHQaaqqkqd1C8tLU2uv/56ufHGG+WJJ55o8DlYLBZ18jIfHx91sjbr8FF/f3/55JNP7J6fO4OMxWKRjh07CgB54YUXGjz+2WefFQDSo0cPm9fAur6PTqeTIUOGyDXXXCPjxo1zOiHeo48+qr4fUlNTZdasWTJ58mS1o+qFtVtHcAGQIUOGyIwZM6R79+6iKIr85S9/aXKQsa4xBNQOL544caJcffXVkpiYKAaDQe677z6HQUZEZMOGDWqYadOmjUydOlVmzpwpAwcOtJsQ70LWkTIGg0Gd3+RCTZ1HZtOmTRIQECAAJCQkRMaOHSvTpk1Th/sDkAceeMDmnJycHPH19VVDXd3JHS/8ujA8bN68WW3X0XNQFEW6desmV111lcyZM0dGjRol4eHhAkB8fX0dDo3v3bu3KIoiPXr0kGnTpsns2bNl0KBBao2RkZHy9ddfN/hazJkzRwICAuymDRCpHUHp5+cner1exo8fL5dffrnadmPXcCPtYZAhG9ZZSwHI3r17nR73zTffyOjRoyUqKkoCAgKkR48e8uijj0pVVZWMHDnSbUFGpHbStWHDhklgYKAEBQXJZZddJmvWrKn3w+348eMyd+5cad++vfj6+kpiYqL8/ve/l7Nnz6pzaVwYZEREfv75Z5k8ebJER0ers8HW/eBrKFisWrVKRo0aJWFhYWIwGCQhIUHmz5/vdAZTdwaZTZs2CVA7d8y5c+caPD4vL0+9AlJ3kjiLxSKrVq2ScePGSWRkpBgMBomNjZXhw4fLk08+KRUVFXZtbdu2TebMmSPx8fFiMBgkIiJCevfuLffee69kZmbaHf/GG29I3759xc/PT0JCQiQ9PV02btzY4KilhuYMKikpkQceeEBSUlLEz89PYmJiZOrUqbJjxw71Q9pRkBGpvTJz5513qucGBQVJcnKyLFiwwGY034WsAWnOnDlOj2lqkBEROXr0qNx2222Smpoq/v7+YjAYJC4uTq666ir5/PPP7Y6vbwK6C78ufN/VF2TeeustmTdvnnTv3l0iIyNFr9dLSEiIpKWlyZ/+9CenI+9eeeUVufrqqyU1NVUiIiLEx8dHwsLCZMCAAbJ06VLJyclp8DX47LPPBIDNHxUX2rp1q4wcOVL8/f3VIFv3aiBduhSRFjR0g4hIQ8xmMzp16oTMzExs3bpVHbFHRJ7Dzr5ERE20YsUKZGZmYsiQIQwxRF7i4+0CiIi05ODBg3jyySdx9uxZfPbZZ9DpdHjqqae8XRZRq8UgQ0TUCNnZ2XjllVdgNBrRvXt3PPTQQ7jsssu8XRZRq8U+MkRERKRZ7CNDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJrFIENERESaxSBDREREmsUgQ0RERJr1//cW8P/tpE3JAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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IiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINMvg6wIqq8z45cBp7DpYiLMVZlgsAj+THsnxoejTNQZx7YJ8XSIRERG1UT4LMtU1dVj7Qw52HyqCxSI268y1Fuw+dBq7Dp5GdGQALh2QjKTYEB9VSkRERG2VT24tlVeasfjz3dh18LRdiLGSXxcXFlXigy/3Yt+RIi9WSERERFrg9SBjNtdh6cp9KCqtUsNKUwSARYDP1h1CTl7pOa+PiIiItMPrQWbrrnwUnql0KcQ0JAKs2HDY6RUcIiIiuvB4NchYLILtewrgbhQ5W2HGkRMlHq2JiIiItMurQebgsWJUVNW6vb+iANv2FHiwIiIiItIyrwaZwydKoCju7y8CHM0tRZ3F4rmiiIiISLO8GmQqq2pb/GyMI9U1da1vhIiIiDTPq0GmNVdjbNrxTDNERESkcV4NMgF+BuhamUIUBfAz+XxAYiIiImoDvBpkOidHoDW9pxUF6JQUBl1r0xARERGdF7waZDokhiIk0Oj2/iJAn66xHqyIiIiItMzLz8goyOzmXhBRFCAs2ITkeM65RERERPW8PrJvn24xSIwJbvGDvzpFwZhhnaB46olhIiIi0jyvBxmDXocJIzsjrl2QS72PFAUw6BVMyOqM+Ojgc14fERERaYdPZr/2Nxkw9Yp09OsZB5PRcQnWCy/J8aHIHtMNHRLDvFghERERaYHP+jEb9DoM65eEQRkJ2HekCLsOnkZZRQ0sdQI/Pz2S40ORkRaN8FB/X5VIREREbZzPB2QxGnTo0bkdenRu5+tSiIiISGN8cmuJiIiIyBMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIs3ze/dqZvFNnse/oGVRW1cIiAn+TAR0SQ9EhgbNfExERUb02FWREBLsOnsaPu/Jx6kwldAogv65ToGD7ngKEBBrRp1sM+qTHwGjU+7ReIiIi8q02E2TMtRZ8sf4QDuQUq8ss8tt6+TXSlFWYsWHrCew+VITJl6chKMDo5UqJiIiorWgTz8hYLILPvjmIg8eKXdpeAJwursSSFXtRVVN7TmsjIiKitqtNBJkfd+fj0PESiDS/rZUIUFxWha+/yzl3hREREVGb5vMgY7EIftyV79a+IsDeI0U4W1Hj4aqIiIhIC3weZI6cKMHZCnOr2vhlf6GHqiEiIiIt8XmQ2XXwNJRW9KYWYZAhIiK6UPk8yJSW17To2RhHyitbd0WHiIiItMnnQaa2ztLqNuosAmltGiIiIiLN8XmQ8fdr/VA2JqMOSmvuTxEREZEm+TzIJMUGt+oZGUUBEmNCPFcQERERaYbPg0yvLtG/zUPgBhGgT7cYzxVEREREmuHzIBMSZEKn5HC3r8qEBJnQISHUs0URERGRJvg8yADA4D6J0OvcK2VE//Z8PoaIiOgC1SaCTLuIAEzI6gy9TmnRlZlLBySjS0rEuSuMiIiI2rQ2EWQAICUhFNNGpyM40AQADgONdZHJqMeYYZ2QyWdjiIiILmit7/vsQfHRwbhpUi8cyS3B9t0FOJJbarM+OjIQfbvHoEtKJIyGNpPBiIiIyEfaVJABAJ1OQaekcHRKCkeNuQ5V1bWwCODvp4e/qc2VS0RERD7UppOByaiHyaj3dRlERETURvH+DBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFpFoMMERERaRaDDBEREWkWgwwRERFplsHXBZSV1+Dnfaew6+BpVFSaYRGByahH+7gQ9Okag/ZxIVAUxddlEhERURvksyBTWWXGqu+OYv/RYigKIPLbuuqaOhw8VowDOcUID/FD1sBkdEgM81WpRERE1Eb55NZS6dlqvPvZbhzIKQZgG2KsrMuKy6qxbNV+7DxQ6L0CiYiISBO8HmSqa2rx4cr9KCuvcRhgHBEAX248gkPHi89laURERKQxXg8yW3bmo7isyuUQ09BXm47AYnFjRyIiIjoveTXI1NVZ8NPeArdCDABUVNbyqgwRERGpvBpkDuQUo6q6zu39FQXYtrvAgxURERGRlnk1yBw5UYLW9KQWAY6dLEOdxeK5ooiIiEizvBpkKqtr3b6t1FB1jftXdYiIiOj84dUgo9N5ZmA7HQfIIyIiIng5yAT6G9HaLKMogMmo90xBREREpGleDTJdUiLQmt7TilLfhqeu7BAREZG2eTXIJMeHICzY5Pb+IkCfrjEerIiIiIi0zKtBRlEUZHaLdXNfIDLMH4kxwR6uioiIiLTK6yP7ZnSNRkpCaIu6YSsADHodxg7vxJmwiYiISOX1IKPX6TBuRCqSYkNc2l5RAKNRh0mXdUF0ROA5ro6IiIi0xCezX5uMeky6vAsu6ZOAAH8DANhdoVF+XdYlOQLXju2ORBeDDxEREV04DL46sF6nw8UZCejfKw4Hj5Vg98HTOFtRg7o6gb+/AclxIeiVFo2gAKOvSiQiIqI2zmdBxkqv0yEtJQJpKRG+LoWIiIg0xie3loiIiIg8gUGGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDTL4MuDV1SZsfNAIfILK1BZUwuTQYfQYD/0SG2HmKhAX5ZGREREGuCTIHO6uBKbd+Rh3+EiWMR2naIA23YXIDYqEP17xiGtQ6QvSiQiIiIN8HqQOZpbgo+/Pog6iwUi9uutywqKKvDpN4fQr7Acw/olQVEU7xZKREREbZ5Xn5HJLTiLZasPoLbOcYhpyLp+6858bNx24twXR0RERJrjtSBTW2fBx2sOQBrfS3LB9ztOIiev9BxURURERFrmtSBz4OgZVFbVouUxxvrcTL7HayIiIiJt81qQ2banAO4+5iICHDxWgrLyGs8WRURERJrmlSBTVl6DvFPlzT4X0xQFwL4jRR6riYiIiLTPK0GmvNLc6jYUnYLyqloPVENERETnC68EGYsbD/g6bKfO4pF2iIiI6PzglSDj76dvdRsiAj8/nw5ETERERG2MV4JMeIg/Av1bF0JEgPZxIR6qiIiIiM4HXgkyOp2CPl1j3O61BACRYf5IjAn2XFFERESkeV7rft2zS7tW7Z/ZLYbTFBAREZENrwWZ4EATBmUktHg/RQFiogLRPbV1QYiIiIjOP16da2lg73j0SY92eXtFqX++ZtLILjAavFoqERERaYBXuwEpioJLByYjLMQPm7bnwlzruDu1otQ/3JvaPhyjBneAv4m9lYiIiMie1xOCoijo1yMOvdOisedwEbbtKUDhmUp1vb9Jj15p0eidFo2wED9vl0dEREQa4rNLHUZjfWDplRYNi0VQY66DwaCDQc9bSEREROSaNnHPRqdT4M/B7oiIiKiFePmDiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0y+d9niurzDiWfxZV1bXQKQoC/Q1oHx8Co0Hv69KIiIiojfNZkMk7dRbb9xRg75EzsFjEZp3RoEOvtGhkpEUjIszfRxUSERFRW+f1IGOxCFZvPood+wrVOZUaM9dasG13Pn7clY8R/dujb/dYb5dJREREGuDVICMi+HzdIew7eubXfze1bf1/1/5wDObaOgzsneCFComIiEhLvPqw7+af89QQ0xIbt+XiQE7L9yMiIqLzm9eCjNlchx9+OenWvgqA737K82xBREREpHleCzJ7jhTBXGtxa18BUFBUgZOF5Z4tioiIiDTNa0Hmpz2nWrW/ogA79rWuDSIiIjq/eC3InCmtatX+IkBhcaWHqiEiIqLzgfeekXHztlJDNeY6D1RCRERE5wuvBRmjofWH8jNytF8iIiL6jdeCTGQrR+hVFCAqIsBD1RAREdH5wGtBJiM9plX7iwC906I9VA0RERGdD7wWZNI7RsBkdO9wCoDYqEDERgV5tigiIiLSNC8+I6NH/57xbu0rAC7O4BQFREREZMurUxQM6BWHrh0jW7zf0H6JSG0f7vmCiIiISNO8GmQURcHoIR3Rp2v0r/9uatv6/2YNTHb7Sg4RERGd37w6+zUA6HQKsgamoEfndvhpTwF2HypCncV2Gmw/ox690qPROy0a4SF+3i6RiIiINMLrQcYqNioIowZ3xLCL2uN4fhmqquug0ykI8DegfVwIDHqvXiwiIiIiDfJZkLHy9zOgc3KEr8sgIiIiDeJlDyIiItIsn1+RcUZEUFpeg6rqWugUBYEBRgQFGH1dFhEREbUhbS7IVFXXYueBQmzbU4DSszU26xJigpHZLQad24dDz2doiIiILnhtKshs31OAtT8cg6VRLyarvFNnkVtwFoH+Boy7NBWJMSFerpCIiIjakjZzWWPT9hP4enOO0xAD1M+3BACVVbV4/8t9OHyixEvVERERUVvUJoLML/sL8d1PeS5vLwAsFsEnaw7g1JmKc1cYERERtWk+DzJ1dRas23rcrX0tFmlRACIiIqLzi8+DzIGcYlRV17q1rwhwIOcMzlbUNL8xERERnXd8HmS27Slocs4lV+zYX+iZYoiIiEhTfB5kThaWqw/xukMEOHmq3HMFERERkWb4NMjU1Vma7KXkqko3b00RERGRtvk0yOh0rbyn9CujwecXloiIiMgHfJoAFEVBcCunHVAUIDTY5KGKiIiISEt8fimjZ1q7Vj3sKwLERwd7riAiIiLSDJ8HmV5doutHuGuFn/YUeKYYIiIi0hSfB5mQIBM6J4e3qo1TZypxspA9l4iIiC40Pg8yABAXHdSq/RWFV2WIiIguRG0iyOTklbVqfxHg4LFizxRDREREmtEmgkxFlbnVbVSb6yCtGVmPiIiINKdNBBkFrR9PxhNtEBERkba0iSAT1MqxZADA308PpbWTNhEREZGmtIkg0yUlolX7KwqQ1iHSQ9UQERGRVrSJIJPeMQImo/uliAAZ6dEerIiIiIi0oE0EGaNBj15dot0a4VdRgMTYYESFB3i+MCIiImrT2kSQAYBBfRIQFebfojCjKIDJqMeoSzqcs7qIiIio7WozQcZk1GPS5WmIdDHMKArgZzJgyqg0RIT6n/sCiYiIqM1pM0EGAIIDTbj6d92QkR4Dg95xaQrqQ0yX5Ahce2U3xEa1blRgIiIi0i6DrwtozM+kR9bAZAzpm4g9h4uw93ARyivNsFgEAf4GdEoKQ88u0R7psk1ERETa1uaCjJXJqEfvtGj0TmNvJCIiInKsTd1aIiIiImoJBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSrDbbawkAzlbUYOeBQhQWV6HGXAeTQYfwUH/07NIOYcF+vi6PiIiIfKxNBpn80+X4fsdJHMg5oy4TgTri7+af89AhMRQDesUjKTbER1USERGRr7W5ILP3cBG+WH8Igvrw0lDDfx/NLcWRE6UYOTAZGV1jvFojERERtQ1t6hmZgznF+GzdIVjEPsQ0Zl2/enMOftlfeO6LIyIiojanzQSZyiozPlt30K19V357BGdKqzxcEREREbV1bSbI/HLgNOrqmrkM04Sf957yYDVERESkBW0iyIgItu/Oh7sxRgTYsf8UzLUWj9ZFREREbVubCDJ5p8pRVmFuVRs1ZguOnCjxUEVERESkBW0iyJytbF2IsSr3UDtERESkDW0iyFgs7j8bY6V4qB0iIiLSjjYRZPxM+la3IR5qh4iIiLSjTQSZuHZB0OmUVreTyFF+iYiILihtIsgE+BnQtWOkOgVBSykKkJIQivAQzr9ERER0IWkTQQYA+nSNaXY0X2dEgExOU0BERHTBaTNBJq5dELp1imrxfooCdEgIRceksHNQFREREbVlbSbIAMCoS1LQITHU5e0VALFRQbhyRCoUd+9LERERkWa1qSCj1+swMasLMrvFQKfUBxVHlF/XdUuNwtQr0mEysrcSERHRhcjg6wIa0+kUXDogGQN7x+OX/YXYvqcAZxuM+hvgZ0BG12j06hKNkCCTDyslIiIiX2tzQcYq0N+IAb3i0b9nHGrrLKgxW2A06GA06HgbiYiIiAC04SBjpSgKjAY9jAbePiIiIiJbbeoZGSIiIqKWYJAhIiIizWKQISIiIs1ikCEiIiLNYpAhIiIizWKQISIiIs1ikCEiIiLNavPjyGhNbZ0F1TV1EBH4mQwwGpgViYiIzhUGGQ8QERzJLcX23QU4fKLEZl1SbDAyu8UitX04dDqOSExERORJDDKtlHvqLD7/5hBKy2vgaOaEEwVncTz/LAL9DbhiSEd0TAzzfpFERETnKd73aIUjJ0qwZMVelFXUAABE7LexLquoqsVHq/Zj96HTXqyQiIjo/MYg46aCogp8vOYALBZxGGAcEQArNhxGTl7pOa2NiIjoQsEg46b1W4/DYnExwTQgAqz5PgfiavohIiIipxhk3FBcWoWjuaUuX4lp7HRxFfJOlXu2KCIiogsQg4wbft53yuGDva5SFGD73gLPFURERHSBYpBxw7GTZW5fjQHqby8dyyvzXEFEREQXKAYZN1RV17a6jRpznQcqISIiurAxyLhBr2/9y8bB8YiIiFqPQcYNIUGmVj0jAwBBAUbPFENERHQBY5BxQ7dOUa16RgYAenRu55liiIiILmAMMm5I6xABP5Pe7f11OgU9O0d5sCIiIqILE4OMGwx6Hfqkx7i1r6IA3TpFIsCft5aIiIhai0HGTQMz4pEYE9yiZ2UUBYgM88eI/snnrjAiIqILCIOMmwx6HSaO7IKk2BCXtlcAREcEYsqo9FbdliIiIqLfGHxdgJb5mfSYdHkX/Lz3FH7cXYCSsmrolPoB7wSATgEsAgQHGtGnawwyu8bAaGSIISIi8hQGmVbS63TI7BaLPl1jcOxkGfYfPYOq6lqIAP5+BnRMCkPHxDCOG0NERHQOMMh4iKIoSI4PRXJ8qK9LISIiumDwGRkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLAYZIiIi0iwGGSIiItIsBhkiIiLSLIOvCwCAopIq7DtShPJKMywi8DcZkBwfiuT4ECiK4uvyiIiICIDFYoFO17augfgsyIgIDh4rxo+78nE8/ywUBfWhRerX//DLSYQFm5DZLRa90trBaND7qlQiIqILUllZGXbt2oXCwkKIiLpcr9cjISEB3bp1g8lk8mGFgCINK3OitLQUYWFhKCkpQWhoaKsParEIVm8+ih37CqEoQHMVREcEYNLlaQgKMLb62ERERNS0mpoabNy4EeXl5c1u6+/vj8zMTERGRnr0Loqr2cPr14dEBKu+PYId+wp//Xfz+xQWV2LJij2oqqk9x9URERFd2CorK7F69WqXQgwAVFVV4dtvv8XatWtx9uzZc1ydPa8HmZ0HTuOXA6dbtI8IUFxWjZUbj5ybooiIiAi1tbX45ptvUFdX1+J9y8vLsX79ehQXF3u+sCZ4NciICLbsPOnmvsD+nGKUnq32cFVEREQEALt27UJtrft3P+rq6vDdd9+hoqLCg1U1zatB5kTBWRSVVLm9v6JAvSVFREREnnXixIlWt1FbW4t9+/Z5oBrXeDXI7Dp4GrpWPAckAuzYf8pzBRERERGA+hDjzi0lR44fPw6z2eyRtprj1SBTVl4DiwsP9zaloqoWLnS0IiIiohY4fvx4m27PGa8GGbPZ4pF2ausYZIiIiDyppqbGo+154jaVK7waZPz9Wj+onaIABj1H+yUiIvIkT4+kX1lZ6dH2nPFqkImPDkZrXiZFAeLbBXHaAiIiIg/z8/PzdQlu8WqQ6dmlHVqTZESAPt1iPVcQERERAQBSU1M92p7B4J1ZkLwaZIICjEhLiYC7F1T8TXp0SQ73aE1EREQEREZGenTepNhY71x48PrIvhdnJEDv5syZQy9Kgl7ftmbdJCIiOl906tTJY22lp6d7rK2meD0VRIUHYEJWZ+h1SouuzAzsHY9eXaLPXWFEREQXuNTUVI9MDh0WFga9vvUdfFzhk8sbKQmhmDY6HYH+9bNZNxVo9DoFWQOTMTgz0UvVERERXZgURcGQIUMQGBjYqnYuuugiD1XUPEVcGF3O1am0W8piERw8Voztewpw7GSZzbqwYBMyu8Wie+co+Ju888AQERERARaLBZs3b8bp0y2b5BkAMjMzkZjY+osPrmYPnwaZhiqrzKioqoXFIvD3MyA40Mhu1kRERD6Um5uLH3/80eXt+/bti4SEBI8c29Xs0WYudQT4GxHw660mIiIi8r2EhARERkZi586dyMvLc7pdbGwsevbsiYCAAC9WV6/NBBkiIiJqe/z9/dGvXz9YLBbk5OSguLgYZrMZRqMR4eHhSE5Ohs7N3siewCBDREREzdLpdOjQoYOvy7DDQVmIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGSIiIhIs1ya/VpEAAClpaXntBgiIiIi4LfMYc0gzrgUZMrKygAA7du3b2VZRERERK4rKytDWFiY0/WKNBd1AFgsFuTm5iIkJASKoni0QCIiIqLGRARlZWVISEiATuf8SRiXggwRERFRW8SHfYmIiEizGGSIiIhIsxhkiIiISLMYZIiIiEizGGTIZR06dICiKM1+vfnmm74utUWsdftSXV0dBg0apNayYcMGh9uNGDGiydc+Li6uyeOsWrUKY8aMQbt27RAQEICuXbvioYcewtmzZz16Pm+++SYURUGHDh082q7WvP/++xgxYgQiIiIQFBSEjIwMPPXUUzCbzW63uXXrVkydOhWxsbHw9/dHx44dMXv2bBQUFDjcPicnBwsWLMCkSZOQkpICPz8/BAcHIyMjAw8++CBOnTrV5PHKysrw4IMPIj09HQEBAWjXrh3Gjh2Lr7/+utlay8rK8Pjjj+Oiiy5CWFgYAgICkJKSgquuugqrVq1y6/yJGnNpHBmihgYPHozOnTs7Xd/UOnLsmWeewXfffQdFUZod/AkArrjiCoehpamxFp577jncc889UBQFQ4cORWxsLNavX4+///3v+PDDD7Fhwwa0a9euVedBv7n77rvx/PPPw2AwICsrC8HBwfj6669x//33Y/ny5fjqq68QEBDQojY/+OADZGdno7a2Fv3790fHjh2xZcsWvPTSS3j//fexYcMGu5+/a665Bhs3boTBYEBmZiYGDRqEoqIibN68GU888QT+85//4KuvvkKfPn3sjldQUIChQ4di3759iI+Px7hx45Cfn48vvvgCX3zxBZ5//nnMnj3bYa2//PILRo8ejRMnTiApKQlZWVkwGAzIycnBZ599htTUVFx22WUtOn8ih4TIRSkpKQJA3njjDV+X4lEAxJc/Cr/88ov4+fnJlVdeqb7G69evd7jt8OHDBYCsWbOmRcf48ccfRVEU0ev18vnnn6vLy8vLZeTIkQJAJk+e3JrTsPHGG28IAElJSfFYm1qybNkyASDBwcGydetWdfmpU6ekV69eAkDuvffeFrV54sQJCQwMFACyYMECdXltba1cd911AkD69+8vFovFZr9p06bJc889J4WFhTbLCwoKZMSIEQJAunTpIrW1tXbHnDBhggCQkSNHSnl5ubr8s88+E71eLzqdTn766Se7/U6ePCkxMTFiMBjk1VdftavpzJkzsnPnzhadP5EzDDLkMgYZzzObzdKvXz8JDw+XEydOnLMgM3XqVAEgN998s926I0eOiE6nEwCye/dud07DzoUeZPr37y8A5G9/+5vduvXr1wsA8fPzk+LiYpfbnDNnjgCQyy67zG5dWVmZhIWFCQBZsWKFy20eO3ZMff83fs/t3LlTAIher5cjR47Y7XvTTTcJALn66qvt1l1//fUCQP7+97+7XAuRu/iMDJ1zDZ9B+fe//41+/fohKCgI4eHhGDNmDL777jun+xYVFeHBBx9Ejx49EBgYiJCQEPTr1w9PPfUUKisrne534sQJzJkzB7169UJISAiCgoKQlpaGmTNnYtOmTU73+/DDDzFkyBCEhoYiKCgIgwcPxueff+7+yTfj73//O7Zu3Yr58+cjISHhnByjpqYGn332GYD62wyNpaSkYPDgwQCAZcuWnZMaXLV48WKMHDkSkZGR8PPzQ0pKCmbNmoV9+/Y53D4vLw933XUX0tLS4O/vj8DAQLRv3x4jR47EM888Y7f9qlWrMG7cOMTGxsJoNCIiIgJdunTBddddh3Xr1nnkHE6cOIEffvgBgOPXe8iQIWjfvj2qq6tb9N6yfm8ctRkcHIzx48cDAJYuXepym0lJSertxGPHjjk83uDBg5GSkmK3r7WO5cuX2zzzU1BQgMWLFyMgIAB33HGHy7UQuc3XSYq0w90rMvj1L74//vGPoiiKDBkyRLKzs6Vnz54CQAwGgyxdutRuv4MHD6rHjI6OlsmTJ8v48eMlJCREAEjfvn2lqKjIbr9Vq1ZJeHi4AJCYmBiZMGGCTJ06Vfr37y9Go1FmzJjhsL6//OUvoiiKDB48WKZPny4ZGRkCQBRFcVjfmjVrWnU1Z9u2bWI0GuWKK65Ql7l6RebOO++Uu+66S2699Vb585//LF988YXU1dU53GfHjh1qnaWlpQ63+eMf/ygAZOrUqW6dS2MtvSJjsVjkhhtuUN8PWVlZcvXVV0taWpoAkMDAQPniiy9s9snLy5OEhAQBIMnJyTJhwgSZPn26DB06VCIjIyUsLMxm+zfffFMURRFFUWTgwIEyffp0GT9+vPTt21f0er3cdddddnVZX7eWXAFbvny5AJDIyEin21x11VUCQObMmeNSm6WlpWotP//8s8Ntnn/+efX2kqtOnToler3e4TlOnjxZAMg999zjcN+SkhK1poa3iRYvXiwA5JJLLhERkY0bN8qDDz4ot956qzz88MOydu1al+sjcgWDDLmstUEmICBAVq9ebbPuqaeeEgASFhYm+fn5NusGDhwoAGT8+PFy9uxZdXlBQYH07dtXAMg111xjs09OTo56if2BBx6Q6upqm/X5+fl2IcFaX3h4uHz33Xc26+bNmycAJC0tze68WhNkqqurpXfv3hISEiJHjx5Vl7saZBx9paWlyffff2+3zyeffKKenzPz588XAHLRRRe1+FwcaWmQefXVVwWAtGvXTrZt26Yut1gs6vcgPDxcCgoK1HV//etfBYDceuutds9g1NTUyKpVq2yWdezY0elrm5+fLz/++KPdcneCzAsvvCAApE+fPk63ufPOOwWATJkyxaU2f/75Z7UWZ7ejli5dqr6Grrr//vsFgMTHx9v9rFh/xv75z3863T80NFQAyKeffqoue/DBBwWATJo0SX12p/HXZZdd5vCPECJ3MMiQy6wfss19nTlzxmY/6/K7777bYbsXXXSRAJDHH39cXWZ9jiAwMFBOnjxpt8+WLVsEgOh0Ojl27Ji6/O677xYAMm7cOJfPy1rfCy+8YLeuqqpKDUY5OTk26zZv3izp6emSnp7u8rGsrL/s//Wvf9ksby7IPPzww/Lvf/9b9u7dK+Xl5XL8+HFZtmyZ9OjRQwBIaGio7Nq1y2afd999VwBIYmKi03oWLlzoNLC5o6VBJjU11en3wGKxSO/eve3eI3/4wx8EgMOrZY4EBgbaXaVpjvX7u3nzZpf3efzxxwWADB482Ok21u//qFGjXGpz48aN6vvUbDY73Oarr74SAGIymVxqc+XKlerVmEWLFtmt79KliwCQf//7307bsF4Ra7j/bbfdJgDEaDSKXq+XRx55RA4fPixFRUWydOlSiY+Pb9G5EzWHz8hQiw0ePBgzZsxw+mUymRzuN2PGDIfLb7jhBgDA2rVr1WXW/x89ejRiY2Pt9unXrx8yMjJgsVjwzTffqMtXrFgBALj11ltbfF7jxo2zW+bn54dOnToBqH/2oaEBAwZgz5492LNnT4uO8/333+PJJ59EVlZWi+t87LHHcPPNNyMtLQ2BgYFITEzExIkTsXXrVvTv3x+lpaWYO3dui9r0tePHj+PgwYMAHL9HFEXBjTfeCABYs2aNunzAgAEAgAceeABLly5tdiycAQMGoKSkBDfccAO2bt0Ki8XSbG3W76/1WOeLHTt2YOrUqairq8Ps2bORnZ3tsbbl1+EDzGYz7rvvPsybNw8dOnRAREQErrrqKixbtgyKouCrr77C+vXrPXZcunBxHBlqsZtvvhkzZ85s8X4dO3Zscvnx48fVZdbQ4GwfAEhNTcVPP/1kEzCOHj0KAOjatWuL60tOTna4PDQ0FABQVVXV4jYbq6qqwsyZM+Hv74///Oc/HhuIz8/PDw899BAmTpyIFStWwGw2w2g0AgBCQkIAAOXl5U73t4YA67l6k/X7FxUV5fT4qampNtsCwPXXX4+VK1fi3XffxeTJk6HX69G9e3cMGTIEU6ZMQVZWlk0br7zyCq688kr897//xX//+1+EhISgf//+yMrKwvXXX+/0+99S5+L1trZpbdfReEGutrlnzx5cdtllKC4uxo033ojnn3++yWO29Dwa1nrbbbfZ7TNw4ED07dsXW7duxapVqzB06NAm6yVqDq/IUJth/UvOV3S6c//jsGfPHuzevRsBAQG48cYbMWLECJuvkydPAgBmz56NESNG4B//+IfLbXfr1g0AUF1djcLCQnW5dXTd4uJilJWVOdzX2mNFSyPx6nQ6vPPOO9i5cyeeeuopXHnllcjLy8Orr76KkSNHYvz48airq1O379atG/bu3YvPPvsM9957L3r27In169fj4YcfRpcuXfDOO+94pC7ra9i4F1BDLX29G/YaysnJcbvNffv2ISsrCwUFBbjhhhuaDNPWdpwdr7S0FKWlpXbHtF7BNBgMaN++vcN9rdvk5eU5rZXIVQwy5DWHDx92uPzIkSMA6ruCWiUmJgIADh065LQ96zrrtsBvV1VaervH2woLC/HNN9/YfVVXVwMAtm/fjm+++aZF53H69Gn1/xv+VZyeno7AwEAAwJYtWxzua13et2/fFp9La1m/f6dPn1Y/GBtz9L226t69O+bMmYOPPvoIBQUFWLVqFWJiYrB8+XK8/fbbNtsaDAaMGTMGzzzzDDZt2oTCwkLMmzcPNTU1uO2225q8+uCqzMxM9Xycvedb+nqHhoaqI/a6+z3cv38/Lr30UuTl5eG6667DG2+80WR4t7bT3PGsQxtY9evXDwBQW1vr9PtpDdrBwcFOj0/kKgYZ8pr//ve/TS4fMWKEusz6/ytWrEB+fr7dPtu2bcP27duh0+kwbNgwdfno0aMB1I9X0xb16dMHUv+QvcMv61/e69evh4i0aN6qxYsXA6i/8tDwA8JkMmHs2LEAgEWLFtntd/ToUXVsnauuusrdU3NbUlKSeuvI0fk2fB0uvfTSJttSFAUjR45UxzjZvn17k9uHhobikUceQXh4OCoqKpyOV9MSSUlJ6N+/PwDHr/eGDRtw7Ngx+Pn5YcyYMS63a/3eOGrz7NmzWL58OQBg0qRJdusPHjyISy+9FLm5ubjuuuvw1ltvNXsFcuLEiQCAjRs3OrwqY61j3Lhx6m1MoP5ZJOsfFCtXrrTbr6ioCFu3blW3JWo1Hz1kTBrkie7XjbuxWrv9hoSESF5ens06a/frCRMm2AyPfurUKXXk1Mbdr48ePaqOM/PQQw9JTU2Nzfqmul8742w03db0WnKmqV5LX3/9taxZs8auq3F1dbU88cQToiiKAJD//Oc/dvtu3bpVnaKg4XgsrkxRYH19WtIFuTXdr7dv364ut1gs8uijjzrsfv3WW2/Jli1b7NoqLS2VPn36CAB59tln1fN89tlnbfa3WrdunQD1I9g2Xu9OryUR51MUFBYWNjlFwdKlSyU9PV2ysrLs1jWcomDhwoXq8traWnUkXUdTFBw6dEjat28vAOT66693Ot6QI9YpCi677DKpqKhQl3/++edNTlHw2muvCQDp0KGD7NmzR11eXl4uU6ZMEfw69k9lZaXLtRA5wyBDLrN+yA4ePFhmzJjh9Ovdd9+12c/6QXj33XeLoigybNgwyc7OVn+h6/V6ef/99+2O13BAvJiYGJkyZYpMmDBBHbvC2YB4X375pRpmYmNjZeLEiTJ16lQZMGBAkwPiOeMsyLR2QDxHmgoyzz33nHpOV1xxhVxzzTVy+eWXS2xsrFrHn/70J6dtW0OjoigyYsQImTZtmtoVNj09XU6dOmW3T11dndr2hg0bXD4Pa5AxmUwycOBAp1+///3vRaQ+sFg/jA0Gg4wcOVKys7MlPT1dDcEN54gS+e1DNiEhQcaMGSPXXnutjBkzRu0u37NnT3UAwDNnzqjd9TMyMmTKlCmSnZ0tgwYNUgPgX/7yF7vzcCfEWVnHijEajTJ69GiZPHmyOlDj4MGDbYJB49fNWQBcsmSJ2mXaOqhfp06d1PfF/v377fbJzMwUoH5KhOuvv97pz62z8XWs3bDj4+Nl2rRpMmLECPU1e/75552e/8033ywAxN/fX0aMGCETJkyQuLg4AeoHC3Q05hGROxhkyGWujiPTeITUhh/2r776qvTp00cCAgIkNDRURo8eLRs3bnR6zNOnT8vcuXOlW7du4u/vL4GBgZKZmSn/+Mc/HH4QWB09elTuuusuSU9PF39/fwkODpa0tDSZNWuWfPvtt07rc6StBJkff/xRfv/738uAAQMkPj5e/Pz8JCAgQFJTU+WGG25o8nW0WrlypYwePVoiIyPFz89PunTpInPnznU64u/3338vAKRHjx4OJxV0xvqB3NzX8OHDbfZbtGiRjBgxQsLDw8VoNEr79u1l5syZNn/VW61bt07uvvtuGTBggMTFxYnJZJK4uDgZNGiQvPjiizaDKJrNZvnXv/4l2dnZ0rVrVwkLC1Nfu8mTJ9sN1GjVmiAjIvLee+/JsGHDJDQ0VAICAqRnz57yj3/8w27wucavW1NXsrZs2SKTJk2S6OhoMZlMkpKSIrfffrvD8ZZEXP+5dXaltaSkRB544AHp0qWL+Pn5SWRkpIwePdpuwEFH/ve//8nw4cMlLCxMTCaTpKamyh133GEz9hNRaykiPu4qQuc9a68IvtW05/HHH8fDDz+Mjz/+WJ3Lh4ioLWGQoXOOQUa7hg8fjrq6OmzYsMHXpRAROcQgQ+ccgwwREZ0r7H5NREREmsUpCuic45UYIiI6V3hFhoiIiDSLQYaIiIg0i0HmAqIoSou/Gk4b4EmPPPIIFEXBI4884pH2jhw5AkVRNDXpIQDMnz9ffa1ffPFFX5dDLXDs2DEsWLAAt956K/r16wc/Pz8oioKbb77Zpf23bt2KqVOnIjY2Fv7+/ujYsSNmz56NgoKCJvfLz8/HHXfcgY4dO8LPzw+xsbGYOnUqfvzxR7fPpaamBk8++SQyMjIQFBSEiIgIjBgxAh988EGz+77//vsYMWIEIiIiEBQUhIyMDDz11FMwm80Oty8vL8ftt9+unvfAgQPx9ddfO23/008/haIo+Pvf/+72+dH5jc/IXEBmzJhht+zkyZP48ssvna7v2rXrOa/rQvbaa6+p///6669j9uzZPqyGWuLDDz/EH//4R7f2/eCDD5CdnY3a2lr0798fHTt2xJYtW/DSSy/h/fffx4YNG9RJIhvat28fhg4dioKCAnTq1AkTJ07E4cOH8cEHH+Cjjz7CkiVLWjxfVkVFBS6//HJs2rQJ4eHhGD16NM6ePYuvv/4a33zzDe69914888wzDve9++678fzzz8NgMCArKwvBwcH4+uuvcf/992P58uX46quvEBAQYLPPjBkz8OGHH6Jnz564+OKLsXLlSlxxxRVYv349Lr74Ypttz549iz/84Q/o1asX5syZ06LzoguIr0bio7bhXIxO64pTp07J7t27HQ6L746amhrZvXu3HDhwwCPtecO3336rziEUFBQkAGzm5aG27aOPPpLZs2fLG2+8IT/99JM89NBDAkBuuummJvdrOGfSggUL1OW1tbVy3XXXOZ0zyWKxqNMNXH/99TYjLS9YsECd26nxnGXNueuuuwSA9OrVy+bnccuWLRIcHCwAZPny5Xb7OZtP6tSpU07nk9q2bZsAkJEjR6r1r1q1SgDI2LFj7Y5x5513ik6nsxuNm6ghBpkLnK+CDP02F83vf/97mTlzpgCQP/zhD74ui9w0b948l4LMnDlz1IkYGysrK1PnilqxYoXNus8++0wNvmVlZXb7Wif/fOCBB1yuuaioSEwmk9O5tB577DEBIBdffLHdOuvErX/729/s1q1fv16d36m4uFhd/p///EcA2M3H1rlzZ4mIiLBZ9v3334tOp5M77rjD5fOhCxOfkSGnGj7HkpOTg5tuugnt27eH0WjEzJkz1e2WLl2Km2++GT179kRERIR6v3/WrFnYu3dvs2039Oabb0JRFMycORPl5eWYO3cuOnfuDD8/P8TFxWHGjBk4ceKEXXtNPSNjfQYFqL8dMGTIEISGhiIoKAiDBw/G559/7vQ1OHr0KGbOnIm4uDj4+/ujS5cumDdvHqqqqjBixAgoioK1a9c2+1o2Vl5ejvfeew8AcNNNN+Gmm24CACxatAhVVVVO9xMRLF26FFdeeSXi4uJgMpkQFxeHIUOG4Mknn0RlZaXdPlu3bsWMGTPQsWNH+Pv7IzIyEhkZGZgzZw6OHj2qbtfwtXfE2WvccHldXR3mz5+PzMxMBAcHq687AOzatQvz5s3D4MGDkZiYCJPJhKioKFx22WVYsmRJk6/XiRMnMGfOHPTq1QshISEICgpCWloaZs6ciU2bNgEADh48CL1ej4iICFRUVDhtq0ePHlAUpcnv+7m0bNkyAMA111xjty44OFidCmLp0qUO9xs/fjyCg4Pt9rW213i/pnz++eeoqalBcnIyBg8e7LTN7777Drm5ueryEydO4IcffnB6HkOGDEH79u1RXV1t8zqfPn0aABAZGWmzfVRUFM6ePav+u7a2FrfeeisSEhL4bAw1i0GGmrV//35kZmbi888/x8CBAzF+/Hi0a9dOXT9t2jT873//Q0BAALKysnDFFVdAp9PhjTfeQL9+/dQPmpYoKSnBJZdcgn/961/o3r07fve730FE8Pbbb2Pw4MEoKSlpcZvz5s3D1KlTAQBjxoxBly5dsGnTJlx55ZXqh0RDu3btwkUXXYS33noLer0eEyZMQHp6Op599llcfvnlTh9mdMV7772HsrIy9O7dG/369cOQIUOQlpaG4uJipx9EZrMZU6ZMweTJk/HFF1+gY8eOmDJlCnr37o0jR47ggQceQH5+vs0+Tz/9NAYMGIC3334bJpMJEyZMwJAhQ2A2m/HMM89gzZo1bp9DYyKCSZMmYe7cuYiKisL48ePRu3dvdf38+fPx6KOPoqioCL169cKkSZOQnp6ONWvWYPr06bjnnnsctrt69Wr07NkTzzzzDAoKCjBy5EiMHTsW4eHhWLRoERYuXAgASE1NxdixY1FcXIx3333XYVtr1qzBrl27kJqait/97ncAgA4dOkBRFLz55pseey2cKSsrw4EDBwAAF110kcNtrMu3bdtms9z67+b2279/P8rLy12qp7k2O3XqpIaO7du32+0XGRmJjh07NllPw/OwhuDdu3ery8xmMw4cOIDExER12fz587F9+3a8/PLLCAkJcelc6ALm4ytC5GNN3VqyXioHINddd51UVVU5bGPx4sU2Mw2L1N/Pf/nll9WZkxvf77e2PW/ePJvlDWdNvuKKK6SkpERdV1RUJH369BEA8ve//91mv8OHDzudNdjaXnh4uHz33XcO60hLS7Pbr2/fvgJArr76aptzP378uKSnp7dqZuRLLrlEAMg///lPddkTTzwhACQrK8vhPvfcc48AkA4dOsj27dtt1lksFlm1apXNZfyPP/5YAIi/v7+89957du3t3LlTdu3apf7b+trPmDHD4fGdvcbW5QAkKSlJ9u7d63D/tWvXysGDB+2W79mzR5KSkgSAbN682WZdTk6OeqvlgQcesJs1Oj8/32am8JUrVwoAycjIcFjD5MmTBYA8++yz6jLr7NDOZn92lSu3ln7++Wf1tWr4vWpo6dKlAkDatWtnszwyMlIAyEcffeRwv6KiIrXtX375xaWaJ02aJADk7rvvdrpN7969BYC89NJL6rIXXnhBAEifPn2c7nfnnXcKAJkyZYq67NSpUxISEiKJiYny/fffy5kzZ9T39Z133ikiIocOHZLAwECb/YiawiBzgXMlyERGRjr9pducQYMGCQDZuXOnw7adBZmgoCDJzc21a2/x4sUOP+xdCTIvvPCC3bqqqir1gzInJ0ddvm7dOvVBxtOnT9vt9+mnn7odZHbv3i0AxGQySWFhobo8NzdX9Hq9KIoihw4dstknPz9ffZZhy5YtLh3HGvoafmg3xRNB5u2333bpWI1ZH1adM2eOzfK7775bAMi4ceNcbqtHjx4CwCbgiIgcO3ZMDAaDBAYGypkzZ9TlWVlZkp6eLkuXLnWrditXgszGjRvV18psNjvc5quvvlLfHw0ZjUYBICtXrnS4X01Njdr2pk2bXKr58ssvFwDy0EMPOd3GGrob/vHw+OOPCwAZPHiw0/0efPBBASCjRo2yWf7KK6+odVq/unXrJkVFRSIicsUVV0hYWJjdz395eblL50QXHna/pmZddtllCAsLa3KbAwcOYMWKFThw4ADKyspQV1cHAOqtjr1796J79+4uH/Oiiy5CfHy83fJu3boBgMPnZJozbtw4u2V+fn7o1KkTtm3bhhMnTqB9+/YAgG+++QYAMHr0aLv7+QDUWxvFxcUtruM///kPAGDChAmIiopSl8fHx+N3v/sdPv30U7z++ut47LHH1HVr1qxBTU0N+vXrh379+jV7jJMnT2L79u3Q6XTq8zfeMHny5CbXnz17Fl988QW2bduGwsJC1NTUAADy8vIAwO6ZqhUrVgAAbr31VpdruPPOO3HbbbfhpZdewpAhQ9TlCxYsQG1tLW688UaEh4ery1evXu1y29R6v//975GZmYkPP/wQpaWlyMjIwMyZMxEYGIh3330XX375JRYsWID4+HhUVFRgzpw5eOedd1BaWop27drh97//PebNmwe9Xu/rU6E2gkGGmtXUIHN1dXW44447sGDBgibnVCotLW3RMZOTkx0uDw0NBYAmH4j1RJvHjx8H0PS5p6SktDjImM1m/Pe//wUAzJo1y279rFmz8Omnn+Ktt97CX//6V+h09Y+xWR/KdXVcn5ycHAD14ai5EOopMTExCAwMdLp++fLluPHGG9UHPh1p/D5p6XkDwHXXXYcHHngAS5cuRV5eHuLj41FTU4N///vfAIA77rjD5bY8reHzHuXl5Q6/N9aHXq3vy4b7FhUVOX3+peHDso33ba6epp6pcVSPu/tZXXzxxXZjxhQVFeGPf/wjhg4diltuuQVA/ffy448/xp/+9CcMGTIEH330ER577DGUl5fj2WefdeUU6QLAh32pWY0HtGro+eefx7/+9S/ExsZi0aJFOHLkCCorKyH1ty2RnZ0NoOUTR1o/wD3JnTYb9rppyTpnli9fro7c+uijj2LIkCE2X08++SSA+lFjv/rqqxa3fy5ZLJYm1zf1Pjlx4gSmT5+O06dP47777sNPP/2EkpIS1NXVQUTUQRlb+j5xJDAwELfccgvMZrP6IPCHH36I/Px8DB061OYBZG9LSUlR/98aNhs7duwYAPsQbf13c/spimJznKY01ybgONRb/996zKbqcXW07XvvvRelpaVYuHAhFEXB3r17sWzZMlx99dV48sknMW7cOLz22msYOHAgXnrpJZvgRhc2BhlqFWu32QULFiA7OxspKSnw9/dX1+/fv99XpbWKtQfFkSNHnG7TsOuyqxqO5Pvtt99i48aNNl+bN292uK31atKePXtcOo51+7y8PJd7eJlMJgD1PWscced8rZYvX47KykpcddVVePLJJ9G7d2+Ehoaq4dLZ+6Sl5211++23Q6/XY+HChTCbzXjppZcA+PZqDFB/dcI6Yu+WLVscbmNd3rdvX5vl1n83t1+XLl0cds92pLk2Dx06hKKiIgBAZmamutz6/6dPn8bhw4dbdB6OrFmzBm+++Sbmzp2rXn2z9pK65JJLbLYdMmQIampqsGvXrmbbpQsDgwy1ivWXnKO/AHfu3GnTZVNLhg0bBqD+GY0zZ87Yrf/iiy8cLm/K8ePH1SsPu3fvVq9aNf6y/oL+5JNPUFhYCADIysqCyWTC1q1bXZpTJy4uDhkZGbBYLHj99dddqs8a3pyFhs8++8yldhxp6n0iIli0aJHD/UaPHg0A6m0hVyUnJ2PixInIzc3FX/7yF2zatAkJCQmYNGlSCyv3POsUAo7O+ezZs1i+fDkA2NVq3e+TTz5xeEvH2l5LznHMmDEwmUzIycnBxo0bnbZ58cUXIyEhQV2elJSE/v37Oz2PDRs24NixY/Dz88OYMWOarKG6uhr/93//h27dumHu3LnqcusVz8bnav23O1dE6Tzlk0eMqc1wpddS455FDY0fP14AyC233CJ1dXXq8tzcXLX7Mhx0bW2u15K7PWea6rXkzPDhw+16H1ksFsnIyBAAcu2119p0+z1x4oR069atxb2WrKOkDhgwoNltL7roIgEgzz33nLrMOpR8p06dZMeOHTbbWywWWb16tU3vMms33oCAAPnggw/sjtG4+3VFRYWEhoY67H20ZMkStddMS177xrUkJSXZ9Eapra2Vhx9+WH0thw8fbrPf0aNHJSQkRO1ZU1NTY7O+cffrhqw9z6xff/3rXx1u581eSyK2UxQsXLhQXV5bWyvXX3+9AM1PUXDDDTe0aIqCps7R+r7q3bu3TS+6rVu3ujVFQWFhodMpChx56KGHRFEUu5GF9+/fr9ZVUVEhIvXdt2NiYsTf399uyAe6cDHIXOBaG2S+++47tVtw586dZdq0aTJ69GgJCAiQHj16yFVXXaXJICMismPHDnXsjsTERJk2bZpceeWVEhQUJIMHD1a7lm/cuNFp21YWi0U6deokAOTll19udnvrOB09e/ZUl1VXV6vBUafTyaBBg+Saa66RUaNGSWJiogCQw4cP27Tz+OOPi6IoAkC6du0q06dPl/Hjx0v37t0dfl+ee+459fUaNGiQTJkyRXr06CGKosif//xnt4OM2WyWfv36qR98Y8eOlWnTpklKSooYjUa5//77HQYZEZEvv/xSDTOxsbEyceJEmTp1qgwYMECMRqPT94qIqB/8RqPR6RxE7o4jk5ubKwMHDlS/rN+D6Ohom+WO5s9asmSJ6PV6ASADBw6U6dOnq++P2NhY2b9/v8Nj7tmzR6Kjo9VAO336dBkwYIAAEIPB4DSMNXWO5eXl6ns5IiJCJk+eLKNHj1aD6z333OP0NbCOFWM0GmX06NEyefJkCQ8PV7tmWwOIM7/88osYjUb5v//7P4frs7OzBYB07NhRJk+eLHFxcQJA5s6d22S7dGFhkLnAtTbIiNQP8jV+/HiJj48Xf39/6dKli9x3331SWloqM2bM0GyQsbZ7/fXXS0xMjJhMJklNTZUHH3xQKioq1A8eZwPANbR69Wp1bBBH49I0durUKfWDpOEgcRaLRRYtWiSjRo2SqKgoMRqNEhcXJ0OHDpWnn35aKisr7dr69ttvJTs7WxITE8VoNEpkZKRkZGTIfffdJ0ePHrXb/q233pK+ffuKv7+/hIaGSlZWlqxcudKt176hsrIyefDBByU9PV38/f0lJiZGJk6cKFu2bFHfh46CjEj9lZm77rpL3Tc4OFjS0tJk1qxZTU4oaA1I2dnZTrdxN8g0HD+nqS9nV+y2bNkikyZNkujoaDGZTJKSkiK33367nDx5ssnj5uXlye233y4pKSliMpkkOjpaJk2a1OSEo82dY3V1tTzxxBPSs2dPCQgIkLCwMBk2bJgsWbKk2dfhvffek2HDhkloaKgEBARIz5495R//+Ifd4IWNWSwWueSSSyQhIcHpOFXV1dVy//33S1JSkhiNRunUqZM89dRTdler6MKmiHigmwDRBebw4cPo3Lmz2iX2XPSyotapq6tDamoqjh49ik2bNmHQoEG+LomIzgH+9iVyory8HDt37rRbfvToUVx77bWwWCyYMWMGQ0wbtXDhQhw9ehSDBg1iiCE6j/GKDJETR44cQceOHZGamoq0tDSEhoYiJycHP/74I6qrq5GRkYF169a5PPgYnXt79+7F008/jZMnT2LFihUQEaxfv96uCy8RnT8YZIicOHv2LP7617/i66+/Rk5ODoqLixEYGIj09HRMnjwZs2fPbnIkW/K+tWvX4tJLL4XJZELXrl3xyCOPqN2Wiej8xCBDREREmsWb+0RERKRZDDJERESkWQwyF6i//OUvUBTFbgZaZ5YtWwZFURAZGenWzNMAMHPmTCiKgjfffNNm+ZtvvglFUTBz5swWtXfkyBEoiuLypHSe4Owc2rL58+dDURQoioIXX3zR1+VQC50+fRpz585Fr169EBQUBJPJhKSkJEydOhXr1q1zuM+2bdvwxBNPYOTIkYiNjYXRaERERASGDh2Kl19+GWazucV17Nq1C3fffTeGDRuG5ORkBAYGIiAgAJ07d8ZNN92EHTt2ONzP+nPa1NcDDzzgcN+VK1eif//+8Pf3R1xcHO68805UVlY63NZisWDAgAGIi4tr8fQhpG0GXxdAvnHjjTfib3/7GzZv3oxdu3ahe/fuTW5vna/n2muvtZkU8nzy5ptv4sYbb8SMGTM0FVSa03Dyyddffx2zZ8/2YTXUEgcPHsSwYcOQm5uLqKgojBgxAoGBgdi5cyc++OADfPDBB3j22Wdxzz33qPvU1taqEzUGBwejf//+iI2NxfHjx/Htt99iw4YNePvtt/Hll18iPDzc5Vo2bdqE559/HrGxsUhPT8egQYNQUVGBHTt24PXXX8fbb7+Nt99+W53xvrGgoCBMmTLF4bp+/frZLdu+fbs6F9QVV1yBgwcP4sUXX8Thw4fV+agaevHFF/HDDz/gf//7HyIiIlw+LzoP+GwoPvK5kSNHujQfSl5enhgMBgEg27Ztc/t4zkb5LS4ult27d9vMweMKV0eUdVVzowqL1A9Lv3v3bqcjkbY13377rQCQ8PBwCQoKEgBNjgBLbYt1SoqxY8fazS1knV/JYDDIsWPH1OXW6SCWLFkiVVVVNvv8/PPPEh8fLwDkxhtvbFEthw8flt27d9str6urk6effloASGBgoBQVFdnt587P6cSJE21GRjabzTJixAgBID/88IPNtjk5ORIcHCxjxoxp0THo/MBbSxewm266CQDwzjvvoLa21ul2b7/9Nmpra5GZmYk+ffp4vI6wsDB07doV8fHxHm/b0+Lj49G1a1eEhYX5uhSXWK/GZGdnY+rUqTbLqO37+uuvAQDz5s1DUFCQzbpbb70VXbp0QW1tLX744Qd1ucFgwJYtWzB16lT4+fnZ7NOrVy889dRTAIDFixe36BZThw4d0LVrV7vlOp0Of/rTn9CpUydUVFRgw4YNLrfZlC1btqBLly4YMWIEgPrzuvnmmwHUXx1q6Pbbb4eI4JVXXvHIsUlbGGQuYJMmTUJkZCTy8/Px2WefOd3ujTfeAPBb8DGbzXjnnXdw7bXXomvXrggNDUVAQADS09Nx5513Ijc3t0V1NPeMzKefforhw4cjJCQEYWFhGDp0KD7++OMm21y1ahVmz56NPn36oF27dvDz80NSUhKmT59u80vfqkOHDrjxxhsBAG+99ZbN/XvrL1Kg+WdkFi9ejJEjRyIyMhJ+fn5ISUnBrFmzsG/fPofbd+jQAYqi4MiRI1izZg1GjRqFiIgIBAQEoG/fvnj77bebPM+mlJeX47333gNQ/72zfv8WLVrU5HNOIoKlS5fiyiuvRFxcHEwmE+Li4jBkyBA8+eSTDp9R2Lp1K2bMmIGOHTvC398fkZGRyMjIwJw5c3D06FF1u+a+186ee2q4vK6uDvPnz0dmZiaCg4OhKIq63a5duzBv3jwMHjwYiYmJMJlMiIqKwmWXXYYlS5Y0+XqdOHECc+bMQa9evRASEoKgoCCkpaVh5syZ6gfnwYMHodfrERERgYqKCqdt9ejRA4qi4PPPP2/ymM1x9TZuu3btXG4zMzMTAFBZWYnCwkK36nLEYKh/UqFxeHLX6dOnERkZabMsKioKQP0YT1YffPABli9fjr/97W9ISUnxyLFJY3x9SYh8a/bs2QJAxo8f73D9xo0bBYD4+/vLmTNnRETk2LFjAkDCwsLk4osvlqlTp8qYMWMkISFBnf3X0ey9zm4tNXVLZ/78+erkewMGDJDs7Gy56KKL1Fl54eSSdWpqqphMJsnMzJTx48fLpEmT1BmfDQaDfPDBBzbb33vvvTJ48GABIKmpqTJjxgz164knnmj2HCwWi9xwww1q+1lZWXL11VdLWlqaesn9iy++sKvTOpnfn//8Z1EURfr16ydXX321XHzxxep5P/fccw6/N8157bXXBID07t1bXWat591333W4T01NjUyaNEmdYfviiy+W7Oxsufzyy53OsP3UU0+JTqcTAJKWlibTpk2TcePGSbdu3exeq9ZOCpqcnCzjx48Xk8kkI0eOlOzsbJvzu+mmm9SZvq+44gqZPn26DBo0SK3vj3/8o8Pjrlq1Sp21OSYmRiZMmCBTp06V/v37282wPW7cOAEgCxcudNjW119/rb6PrJMbujsx5fXXX6/eWiovL7dZt3DhQgEgvXr1ErPZ7HKby5YtUycwbXzryV3W21wxMTFSUlJis876vWvXrp088cQTctttt8kdd9whzz33nOzZs8dpm926dZN27dpJTU2Nusz6++DNN98Ukfrb0vHx8XLRRRdJXV2dR86FtIdB5gK3fft29cPX0ay7N998swCQa665Rl1WWloqH3/8sd3stjU1NTJ37lwB4PBedUuDzE8//SR6vV50Op28//77NuveeecdURTFaZBZtmyZ3b1663KDwSBRUVFSUVHhUh2unMOrr76q/rJu+ByRxWJRZ/oODw+XgoICm/2sH3BGo1GWL1/usJ6wsDC7Wl1xySWXCAD55z//qS574oknBIBkZWU53McaDjt06CDbt2+3WWexWGTVqlU2zwd9/PHHatB977337NrbuXOn7Nq1y+6c3A0yACQpKcnpjONr166VgwcP2i3fs2ePJCUl2c0mLlL/fEVYWJgAkAceeMDufZ2fny/r169X/71y5UoBIBkZGQ5rmDx5sgCQZ599Vl3mbpA5efKk9OvXTwBIVFSUjB07VqZOnSrdu3cXnU4nY8eObdGzZRaLRQYNGiQAZNKkSS2qxaq8vFwN+RMnTpTOnTsLAImNjZV169bZbd/ULOGKosh1110nZWVldvs98MAD6h8sZ86cke+//14SEhLEZDJJXl6eiIjcdtttYjAYWvXsHmkfgwypvyiffvppm+Xl5eUSEhIiAGTVqlUut5eQkCA6nU5KS0ttlrc0yFhD1PTp0x0eZ8KECW49RJidnS0A5LPPPnOpDlfOITU1VQDICy+8YLePxWKR3r17CwB5/PHHbdZZP+Duueceh8fr2rWrAHD4AdGU3bt3q391FxYWqstzc3NFr9eLoihy6NAhm33y8/PFZDIJANmyZYtLx+nTp4/dh3ZTPBFk3n77bZeO1Zj1qsGcOXNslt99990CQMaNG+dyWz169BAANgFHpP5qpcFgkMDAQPUKpohIVlaWpKeny9KlS1tcd1lZmVx33XV2IaB9+/by7LPPtuhqjDVUBwcHy759+1pci4jImTNn7Grp1KmT+lBuY7m5uXLLLbfIl19+KceOHZOKigrZuXOnPPbYY+oD6KNGjVKvXlkVFxdLenq6XfB55ZVXRERkw4YNoiiK3HfffTb7VVdXt+g1Ie1jkCH1akL37t1tlr/55psCQDp27Gj3S0ak/mrOs88+K3fccYfceOON6l9pMTExAkB+/PFHm+1bGmSsf+k1vlJhtXTp0iaDzIkTJ2ThwoVyzz33yE033aTWZw0V8+fPd6mO5s7BeqsNgN1ldavnnntOAMhll11ms9waZJx9CFx11VUCQP73v/85rcmRe++9VwDI1KlT7dZdeeWVAkAefvhhm+WLFy8WANKvXz+XjpGXl6fegnK1F5cngkzjWyyNlZWVyZIlS2Tu3Llyyy23qN/3UaNGCWB/G9UaFp29zxyxhqLGIfvhhx8WAHLLLbe43FZTdu/eLZ07d5awsDB55ZVX5NixY1JSUiJr165Vb7FefvnlUltb22xbb731liiKIjqdTpYsWeKR+k6ePCmff/65DBw4UADIn/70pxbtv3nzZtHr9QJAli1bZre+rKxMXnzxRbn11ltlzpw58v3334tI/dXfHj16SGpqqnq1ctWqVZKZmam+J4cOHWr3O4jOTwwyJMXFxRIQECAA5Ntvv1WXDxs2TADIo48+arP92bNn1Q/Ypr7Wrl1rs19Lg4y/v78AkF9++cVh3du2bXMaZB555BExGo1N1vfII4+4VEdz5/Ddd9+pl/6d+eSTTwSAdOvWzWa5Ncg4uh3i7HjNqampUcOko+dyrAGwffv2Ns8VPPnkkwJArr32WpeOs3nzZgEgiYmJLtfW2iATExPTZPuffPKJREVFNfl9HzFihM0+1ve+o+e6nCkvL5eIiAgxGo3qrZ3q6mqJjY0VAPLTTz+53JYzZrNZfa7LUfAoKiqSuLg4ASCvv/56k20tWbJEvRL32muvtbq2xqqrq9Wrcy0JhCK/dbOeNWuWy/s8+uijAkBWrlwpIiI//PCDGI1G6d69uyxevFjeeOMNSUhIkLCwMJuu6XR+Yq8lQlhYmDpQlbWH0sGDB7F+/XrodDq7HiZz587FsmXL0LVrV3z00Uc4ceIEqqurIfXBGIMGDQIAiI/mI126dCkeeeQR+Pn5YcGCBdi/fz/Ky8thsVggIpg7d65P63NEp/Pcj+Ly5ctRUFAAAHj00UcxZMgQm68nn3wSAHDs2DF89dVXHjuuJ1gslibXBwQEOF134sQJTJ8+HadPn8Z9992Hn376CSUlJairq4OI4MsvvwTgme97YGAgbrnlFpjNZixcuBAA8OGHHyI/Px9Dhw5F7969W30M62CVfn5+mDRpkt36iIgI/O53vwNQ30vPmaVLl+Kaa66BxWLBggULMGvWrFbX1pjJZMK1114LoH4U8Jbo1q0bAOD48eMubb9v3z48/vjjuOGGG3DZZZcBAJ599lmYzWYsW7YM06dPx8yZM/Haa6+hpKSEXbIvAAwyBOC3rtWLFy9GZWUl3njjDYgILr/8crRv395mW2s31vfeew8TJkxAQkICTCaTun7//v0eqSkxMRFAfddbR5wtt9b3+OOP49Zbb0Xnzp0RGBiodtP1VH2N6zx9+jRKS0sdbnPo0CGbbc+lhuPEfPvtt9i4caPN1+bNmx1um5ycDADYs2ePS8exbp+Xl4eSkhKX9rG+T8rKyhyub9hVu6WWL1+OyspKXHXVVXjyySfRu3dvhIaGqiHR2fe9pedtdfvtt0Ov12PhwoUwm8146aWXAAB33HGH2+fQUE5ODoD60KTX6x1uYx3PqKioyOH6jz76CFdffTXq6urw6quv4pZbbvFIbY5Yx7mxhmhXnT59GgAQEhLi0va33XYbQkJCMH/+fHXZ9u3b0a5dO6SlpanLhgwZoq6j8xuDDAEAhg8fji5duqC0tBRLlizBW2+9BeC3gNOQ9ZemozEbvvzyS4+NTTF8+HAAwLvvvutwvbMxVpqqr6CgACtXrnS4n/VDtqnBAR1JSkpCamoqADgcX0ZE1OWXXnppi9puqePHj6tXHnbv3q1eJWv8tWvXLgDAJ598on6/srKyYDKZsHXrVvz444/NHisuLg4ZGRmwWCzqFBbNsQY5Z6GhqfGMmtPU911EsGjRIof7jR49GgDw73//u0XHS05OxsSJE5Gbm4u//OUv2LRpExISEhxePXGH9bU6c+aM0xBmDaUdO3a0W7d8+XJMmzYNtbW1ePXVV3Hbbbd5pC5nVq9eDQA2YaI55eXl6nQDAwYMaHb7119/HWvXrsVzzz2njikDAIqioKKiwuZqW3l5ubqOznNev5lFbZa1a250dLT6zEfjrqgioj4s+9hjj9ks37Nnj3To0EF9FqHxA6wtfUZm27ZtotfrRa/X2/X2+N///ue0+/Wdd94pQH0X8Ib1FxcXy+jRo9X65s2bZ7PfN998IwAkMzPT6WvkSvfrht2WLRaLej+/qe7Xjcdmae54zjz22GMC1I+50xzrw6INx6m566671F4oO3bssNneYrHI6tWrbR7stT5vExAQYDc2j4h99+uKigoJDQ112PtoyZIl6nNNzp6RaaqHmrWWpKQkmy7JtbW16kO4AGT48OE2+x09elTtnffQQw/ZjFsiYt/9uqF169bZPH/z17/+1eF27vRaqqmpUcfuGTZsmM17p66uTv15Bex7tX322WdiMplEURRZsGCBy8fcvHmzpKenS3p6ut265557TnJycuyWl5eXq+87g8Fg975ZsGCBw/0OHTqkTpMSHh4up06darK2/Px8iYyMlFGjRtmtu/baawWwHR/J+nPX+KF2Ov8wyJDK2jXX+svx7rvvdrjdhx9+qIaIXr16ydVXXy1ZWVliNBolKytLHb+ktUFGpH6wNWs9AwcOlGuuuUb69+8vQP3gZo4+3A4dOqQObpaYmCiTJ0+W8ePHS1hYmMTHx8usWbMcBpnq6mp1UL/MzEy54YYb5KabbpKnnnqq2XOwWCzq4GUGg0EdrM3afTQgIEA+//xzu/PzZJCxWCzSqVMnASAvv/xys9u/8MILAkB69uxp8xpY5/fR6XQyaNAgueaaa2TUqFFOB8R7/PHH1fdD165dZfr06TJ+/Hj1QdXGtVt7cAGQQYMGyZQpU6RHjx6iKIr8+c9/djvIWOcYAuq7F48dO1amTZsmKSkpYjQa5f7773cYZEREvvzySzXMxMbGysSJE2Xq1KkyYMAAuwHxGrP2lDEajer4Jo25O47M6tWrJTAwUABIaGioXH755TJp0iS1uz8AefDBB232yc/PFz8/PzXUNRzcsfFX4/CwZs0atV1H56AoinTv3l2uuuoqyc7OlhEjRkhERIQAED8/P4dd4zMyMkRRFOnZs6dMmjRJrr76ahk4cKBaY1RUlHzzzTfNvhbZ2dkSGBhoN2yASH0PSn9/f9Hr9TJ69Gi59NJL1bZbOocbaQ+DDNmwjloKQH7++Wen261bt05Gjhwp7dq1k8DAQOnZs6c8/vjjUl1dLcOHD/dYkBGpH3RtyJAhEhQUJMHBwXLJJZfIBx980OSH2+HDh+Xaa6+V5ORk8fPzk5SUFPm///s/OXnypDqWRuMgIyKyY8cOGT9+vERHR6ujwTb84GsuWCxatEhGjBgh4eHhYjQapX379jJz5kynI5h6MsisXr1agPqxY06fPt3s9qdOnVKvgDQcJM5isciiRYtk1KhREhUVJUajUeLi4mTo0KHy9NNPS2VlpV1b3377rWRnZ0tiYqIYjUaJjIyUjIwMue++++To0aN227/11lvSt29f8ff3l9DQUMnKypKVK1c222upuTGDysrK5MEHH5T09HTx9/eXmJgYmThxomzZskX9kHYUZETqr8zcdddd6r7BwcGSlpYms2bNsunN15g1IGVnZzvdxt0gIyJy8OBBuf3226Vr164SEBAgRqNREhIS5KqrrpKvvvrKbvumBqBr/NX4fddUkHn33XdlxowZ0qNHD4mKihK9Xi+hoaGSmZkpf/rTn5z2vHvttddk2rRp0rVrV4mMjBSDwSDh4eHSv39/mTdvnuTn5zf7GqxYsUIA2PxR0dimTZtk+PDhEhAQoAbZhlcD6fyliLShrhtERBpSV1eH1NRUHD16FJs2bVJ77BGR9/BhXyIiNy1cuBBHjx7FoEGDGGKIfMTg6wKIiLRk7969ePrpp3Hy5EmsWLECOp0OzzzzjK/LIrpgMcgQEbVAXl4eXnvtNZhMJvTo0QOPPPIILrnkEl+XRXTB4jMyREREpFl8RoaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINItBhoiIiDSLQYaIiIg0i0GGiIiINOv/AYeB4YQoTlQzAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import time\n",
"from IPython.display import Javascript # Restrict height of output cell.\n",
"display(Javascript('''google.colab.output.setIframeHeight(0, true, {maxHeight: 430})'''))\n",
"\n",
"model = GCN()\n",
"criterion = torch.nn.CrossEntropyLoss() # Define loss criterion.\n",
"optimizer = torch.optim.Adam(model.parameters(), lr=0.01) # Define optimizer.\n",
"\n",
"def train(data):\n",
" optimizer.zero_grad() # Clear gradients.\n",
" out, h = model(data.x, data.edge_index) # Perform a single forward pass.\n",
" loss = criterion(out[data.train_mask], data.y[data.train_mask]) # Compute the loss solely based on the training nodes.\n",
" loss.backward() # Derive gradients.\n",
" optimizer.step() # Update parameters based on gradients.\n",
"\n",
" accuracy = {}\n",
"\n",
" # Calculate training accuracy on our four examples\n",
" predicted_classes = torch.argmax(out[data.train_mask], axis=1) # [0.6, 0.2, 0.7, 0.1] -> 2\n",
" target_classes = data.y[data.train_mask]\n",
" accuracy['train'] = torch.mean(\n",
" torch.where(predicted_classes == target_classes, 1, 0).float())\n",
"\n",
" ############# Your code here ############\n",
" # Calculate validation accuracy on the whole graph\n",
"\n",
" #########################################\n",
"\n",
" return loss, h, accuracy\n",
"\n",
"for epoch in range(500):\n",
" loss, h, accuracy = train(data)\n",
" # Visualize the node embeddings every 10 epochs\n",
" if epoch % 10 == 0:\n",
" visualize(h, color=data.y, epoch=epoch, loss=loss, accuracy=accuracy)\n",
" time.sleep(0.3)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "FqaXFFaNnQAO"
},
"source": [
"As one can see, our 3-layer GCN model manages to separate the communities pretty well and classify most of the nodes correctly.\n",
"\n",
"Furthermore, we did this all with a few lines of code, thanks to the PyTorch Geometric library which helped us out with data handling and GNN implementations.\n"
]
}
],
"metadata": {
"colab": {
"collapsed_sections": [
"rKHkGlbxdk2N"
],
"provenance": [],
"toc_visible": true,
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}