Notebooks/Author-disam-clustering.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7ef8878e",
   "metadata": {},
   "source": [
    "# Author Disambiguation by Clustering & Community Detection Approach\n",
    "\n",
    "## Author: Mitodru Niyogi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "id": "dda16dba",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import xml.etree.ElementTree as ET\n",
    "import re\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "from sklearn.manifold import TSNE\n",
    "\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.metrics import silhouette_score\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "from sklearn.metrics import pairwise_distances\n",
    "\n",
    "\n",
    "from src.preprocess import extract_article_title_xml, extract_bibliography_of_article, standardize_author_names\n",
    "from src.preprocess import extract_all_cited_authors_of_paper, preprocess_author_names_article\n",
    "\n",
    "# Define the directory path containing the A++ files\n",
    "#dir_path = '/path/to/folder/containing/xml/files'\n",
    "dir_path = '../test-articles/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ad013bbc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Loading A++ data\n",
    "articles = []\n",
    "\n",
    "for i in range(1, 51):\n",
    "    file_name = f'{dir_path}/article-{i}.xml'\n",
    "    tree = ET.parse(file_name)\n",
    "    root = tree.getroot()\n",
    "    articles.append(root)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "7b488099",
   "metadata": {},
   "outputs": [],
   "source": [
    "authors, titles, bibliography =[], [], []\n",
    "cited_authors_dict = {}\n",
    "# appending the titles, authors, and ref authors\n",
    "for article in articles:\n",
    "    title = extract_article_title_xml(article)\n",
    "    author = preprocess_author_names_article(article)\n",
    "    bib, cited_authors_dict = extract_bibliography_of_article(article)\n",
    "    titles.append(title)\n",
    "    bibliography.append(bib)\n",
    "    authors.append(author)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "367fc174",
   "metadata": {},
   "outputs": [],
   "source": [
    "cited_authors_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "3a66a73e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# p is a list where each index contains the names of all ref authors cited in the article\n",
    "p = extract_all_cited_authors_of_paper(bibliography)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "cb56a275",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Vectorize author, article, and bibliography information using TF-IDF\n",
    "vectorizer = TfidfVectorizer()\n",
    "author_vectors = vectorizer.fit_transform([\" \".join(author_list) for author_list in authors])\n",
    "title_vectors = vectorizer.fit_transform(titles)\n",
    "bib_vectors = vectorizer.fit_transform([\" \".join(bib_list) for bib_list in p])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "15b050d2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(50, 182)\n",
      "(50, 418)\n",
      "(50, 5069)\n"
     ]
    }
   ],
   "source": [
    "print(author_vectors.shape)\n",
    "print(title_vectors.shape)\n",
    "print(bib_vectors.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "e50acc2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# concatating the various TF_IDF matrix\n",
    "author_feature = author_vectors.toarray()\n",
    "title_feature = title_vectors.toarray()\n",
    "bib_feature = bib_vectors.toarray()\n",
    "author_title_feature = np.concatenate((author_feature, title_feature), axis=1)\n",
    "\n",
    "author_title_bib_feature = np.concatenate((author_title_feature, bib_feature), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "3d3db3e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50, 5669)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "auth_title_bib_feature.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "7204ae3c",
   "metadata": {},
   "outputs": [],
   "source": [
    "def TSNE_plot(features, clusters, authors):    \n",
    "    # Apply t-SNE for dimensionality reduction\n",
    "    tsne = TSNE(n_components=2)\n",
    "    X_tsne = tsne.fit_transform(features)\n",
    "    \n",
    "    # Plot the points and color them according to their assigned cluster labels\n",
    "    fig, ax = plt.subplots(figsize=(20,20))\n",
    "    scatter = ax.scatter(X_tsne[:,0], X_tsne[:,1], c=clusters, cmap='rainbow')\n",
    "    # Add legends\n",
    "    legend1 = ax.legend(*scatter.legend_elements(),loc=\"best\", title=\"Clusters\")\n",
    "    \n",
    "    ax.add_artist(legend1)\n",
    "    l = [\" \".join(author_list) for author_list in authors]\n",
    "    # Display author names along with the cluster label\n",
    "    for i, txt in enumerate(l):\n",
    "        ax.annotate(txt, (X_tsne[i,0], X_tsne[i,1]))\n",
    "        \n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b682ef3b",
   "metadata": {},
   "source": [
    "## K-Means Clustering\n",
    "For author disambiguation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "eaece1e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mitodru/Documents/interviews/springer/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "/home/mitodru/Documents/interviews/springer/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "/home/mitodru/Documents/interviews/springer/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "/home/mitodru/Documents/interviews/springer/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "/home/mitodru/Documents/interviews/springer/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "/home/mitodru/Documents/interviews/springer/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n",
      "/home/mitodru/Documents/interviews/springer/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "range_n_clusters = [5, 10, 20, 30, 35, 40, 45]\n",
    "silhouette_avg = []\n",
    "for num_clusters in range_n_clusters:\n",
    "    # initialise kmeans\n",
    "    kmeans = KMeans(n_clusters=num_clusters)\n",
    "    kmeans.fit(auth_title_bib_feature)\n",
    "    cluster_labels = kmeans.labels_\n",
    "    \n",
    "    # silhouette score\n",
    "    silhouette_avg.append(silhouette_score(author_title_bib_feature, cluster_labels))\n",
    "    \n",
    "plt.plot(range_n_clusters,silhouette_avg,'bx-')\n",
    "    \n",
    "plt.xlabel('Values of K') \n",
    "plt.ylabel('Silhouette score') \n",
    "plt.title('Silhouette analysis For Optimal k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "9d243826",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/mitodru/Documents/interviews/springer/lib/python3.9/site-packages/sklearn/cluster/_kmeans.py:870: FutureWarning: The default value of `n_init` will change from 10 to 'auto' in 1.4. Set the value of `n_init` explicitly to suppress the warning\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Silhouette score: 0.06754950568938548\n"
     ]
    }
   ],
   "source": [
    "# Apply K-Means clustering to the feature matrix\n",
    "kmeans = KMeans(n_clusters=30, random_state=42)\n",
    "clusters = kmeans.fit_predict(auth_title_bib_feature)\n",
    "\n",
    "# Evaluate the clustering results using Silhouette score\n",
    "silhouette_avg = silhouette_score(author_title_bib_feature, clusters)\n",
    "print(\"Silhouette score:\", silhouette_avg)\n",
    "\n",
    "cluster_labels = kmeans.labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "7601a973",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Article 1 authors:\n",
      "['anita brandstätter', 'rachel klein', 'nina duftner', 'peter wiegand', 'walther parson']\n",
      "Cluster label: 9\n",
      "\n",
      "Article 2 authors:\n",
      "['i. a. tsekmes', 'p. h. f. morshuis', 'j. j. smit', 'r. kochetov']\n",
      "Cluster label: 16\n",
      "\n",
      "Article 3 authors:\n",
      "['m dutta choudhury', 's tarafdar']\n",
      "Cluster label: 12\n",
      "\n",
      "Article 4 authors:\n",
      "['joost j smit', 'maarten t pennings', 'karina willemsen', 'manon van roest', 'els van hoffen', 'raymond h pieters']\n",
      "Cluster label: 2\n",
      "\n",
      "Article 5 authors:\n",
      "['joost j smit', 'maarten t pennings', 'karina willemsen', 'manon van roest', 'els van hoffen', 'raymond h pieters']\n",
      "Cluster label: 2\n",
      "\n",
      "Article 6 authors:\n",
      "['p. gal', 'j. j. j. smit', 'a. adiyaman', 'a. r. ramdat misier', 'p. p. h. m. delnoy', 'a. elvan']\n",
      "Cluster label: 18\n",
      "\n",
      "Article 7 authors:\n",
      "['a. ghani', 'p. p. h. m. delnoy', 'a. r. ramdat misier', 'j. j. j. smit', 'a. adiyaman', 'j. p. ottervanger', 'a. elvan']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 8 authors:\n",
      "['m. i. chumakov']\n",
      "Cluster label: 17\n",
      "\n",
      "Article 9 authors:\n",
      "['luca modenese', 'andrew t. m. phillips']\n",
      "Cluster label: 24\n",
      "\n",
      "Article 10 authors:\n",
      "['arun s. mujumdar', 'li-xin huang', 'xiao dong chen']\n",
      "Cluster label: 13\n",
      "\n",
      "Article 11 authors:\n",
      "['clémence bernard', 'bertrand broyart', 'jean vasseur', 'pablo granda', 'perla relkin']\n",
      "Cluster label: 22\n",
      "\n",
      "Article 12 authors:\n",
      "['gloria lee', 'reina bendayan']\n",
      "Cluster label: 6\n",
      "\n",
      "Article 13 authors:\n",
      "['patrick t. ronaldson', 'gloria lee', 'shannon dallas', 'reina bendayan']\n",
      "Cluster label: 6\n",
      "\n",
      "Article 14 authors:\n",
      "['priyamvada chandra', 'kim l. r. brouwer']\n",
      "Cluster label: 7\n",
      "\n",
      "Article 15 authors:\n",
      "['matthew d. troutman', 'dhiren r. thakker']\n",
      "Cluster label: 20\n",
      "\n",
      "Article 16 authors:\n",
      "['kazutoshi horie', 'fuxing tang', 'ronald t. borchardt']\n",
      "Cluster label: 4\n",
      "\n",
      "Article 17 authors:\n",
      "['m. kenzelmann', 'r. coldea', 'd.a. tennant', 'd. visser', 'm. hofmann', 'p. smeibidl', 'z. tylczynski']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 18 authors:\n",
      "['m. i. chumakov', 'i. v. kurbanova', 'g. k. solovova']\n",
      "Cluster label: 17\n",
      "\n",
      "Article 19 authors:\n",
      "['t. geel', 'b. roep']\n",
      "Cluster label: 19\n",
      "\n",
      "Article 20 authors:\n",
      "['f. salord']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 21 authors:\n",
      "['liette connolly-boutin', 'barry smit']\n",
      "Cluster label: 11\n",
      "\n",
      "Article 22 authors:\n",
      "['h. carolyn peach brown', 'barry smit', 'olufunso a. somorin', 'denis j. sonwa', 'johnson ndi nkem']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 23 authors:\n",
      "['tara holland', 'barry smit']\n",
      "Cluster label: 23\n",
      "\n",
      "Article 24 authors:\n",
      "['thomas a. okey', 'hussein m. alidina', 'veronica lo', 'sabine jessen']\n",
      "Cluster label: 15\n",
      "\n",
      "Article 25 authors:\n",
      "['mark andrachuk', 'barry smit']\n",
      "Cluster label: 21\n",
      "\n",
      "Article 26 authors:\n",
      "['tristan pearce', 'james d. ford', 'amanda caron', 'bill patrick kudlak']\n",
      "Cluster label: 26\n",
      "\n",
      "Article 27 authors:\n",
      "['brenda parlee', 'chris furgal']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 28 authors:\n",
      "['matthew j. larcombe', 'joaquim s. silva', 'rené e. vaillancourt', 'brad m. potts']\n",
      "Cluster label: 14\n",
      "\n",
      "Article 29 authors:\n",
      "['tristan pearce', 'harold wright', 'roland notaina', 'adam kudlak', 'barry smit', 'james ford', 'christopher furgal']\n",
      "Cluster label: 8\n",
      "\n",
      "Article 30 authors:\n",
      "['adam lindgreen', 'josé-rodrigo córdoba']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 31 authors:\n",
      "['bridget martin']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 32 authors:\n",
      "['ben bradshaw', 'holly dolan', 'barry smit']\n",
      "Cluster label: 10\n",
      "\n",
      "Article 33 authors:\n",
      "['barry smit', 'mark w. skinner']\n",
      "Cluster label: 10\n",
      "\n",
      "Article 34 authors:\n",
      "['-m. jischa']\n",
      "Cluster label: 3\n",
      "\n",
      "Article 35 authors:\n",
      "['ferdinand buer']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 36 authors:\n",
      "['r. scharf']\n",
      "Cluster label: 27\n",
      "\n",
      "Article 37 authors:\n",
      "['nicole s. rogalla', 'michael r. w. amler']\n",
      "Cluster label: 1\n",
      "\n",
      "Article 38 authors:\n",
      "['nicole s. rogalla', 'michael r. w. amler']\n",
      "Cluster label: 29\n",
      "\n",
      "Article 39 authors:\n",
      "['nicole s. rogalla', 'michael r. w. amler']\n",
      "Cluster label: 1\n",
      "\n",
      "Article 40 authors:\n",
      "['nicole s. rogalla', 'michael r. w. amler']\n",
      "Cluster label: 1\n",
      "\n",
      "Article 41 authors:\n",
      "['michael r. w. amler', 'nicole s. rogalla']\n",
      "Cluster label: 1\n",
      "\n",
      "Article 42 authors:\n",
      "[]\n",
      "Cluster label: 0\n",
      "\n",
      "Article 43 authors:\n",
      "[]\n",
      "Cluster label: 5\n",
      "\n",
      "Article 44 authors:\n",
      "['d. hartevelt']\n",
      "Cluster label: 5\n",
      "\n",
      "Article 45 authors:\n",
      "['p. korteweg']\n",
      "Cluster label: 5\n",
      "\n",
      "Article 46 authors:\n",
      "['a. heertje']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 47 authors:\n",
      "['i. faminski']\n",
      "Cluster label: 5\n",
      "\n",
      "Article 48 authors:\n",
      "['rabah boukra', 'sébastien lahaye', 'jean-louis boimond']\n",
      "Cluster label: 28\n",
      "\n",
      "Article 49 authors:\n",
      "['yanfeng geng', 'christos g. cassandras']\n",
      "Cluster label: 0\n",
      "\n",
      "Article 50 authors:\n",
      "['zineb hassainia', 'taoufik hmidi']\n",
      "Cluster label: 25\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# Output results\n",
    "for i, label in enumerate(cluster_labels):\n",
    "    print(f\"Article {i+1} authors:\")\n",
    "    print(authors[i])\n",
    "    print(f\"Cluster label: {label}\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "b8a960e5",
   "metadata": {},
   "outputs": [
    {
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      "text/plain": [
       "<Figure size 2000x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "TSNE_plot(author_title_bib_feature, cluster_labels, authors)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c4561454",
   "metadata": {},
   "source": [
    "## Community detection\n",
    "Author disambiguation using community detection Louvain algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3c47afe8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.cm as cm\n",
    "\n",
    "def create_coauthor_graph(author_lists):\n",
    "    # Create an empty graph\n",
    "    G = nx.Graph()\n",
    "\n",
    "    # Add nodes for each author\n",
    "    for author_list in author_lists:\n",
    "        G.add_nodes_from(author_list)\n",
    "\n",
    "    # Add edges between co-authors\n",
    "    for author_list in author_lists:\n",
    "        for author1 in author_list:\n",
    "            for author2 in author_list:\n",
    "                if author1 != author2:\n",
    "                    if G.has_edge(author1, author2):\n",
    "                        G[author1][author2]['weight'] += 1\n",
    "                    else:\n",
    "                        G.add_edge(author1, author2, weight=1)\n",
    "\n",
    "    return G\n",
    "\n",
    "\n",
    "import community\n",
    "\n",
    "def detect_communities(G):\n",
    "    # Louvain algorithm to detect communities\n",
    "    partition = community.best_partition(G)\n",
    "\n",
    "    # Create a dictionary where the keys are the community IDs and the values are lists of authors in that community\n",
    "    communities = {}\n",
    "    for author, community_id in partition.items():\n",
    "        if community_id not in communities:\n",
    "            communities[community_id] = []\n",
    "        communities[community_id].append(author)\n",
    "\n",
    "    return communities, partition\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "03af481c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Community 0: ['anita brandstätter', 'rachel klein', 'nina duftner', 'peter wiegand', 'walther parson']\n",
      "Community 1: ['i. a. tsekmes', 'p. h. f. morshuis', 'j. j. smit', 'r. kochetov']\n",
      "Community 2: ['m dutta choudhury', 's tarafdar']\n",
      "Community 3: ['joost j smit', 'maarten t pennings', 'karina willemsen', 'manon van roest', 'els van hoffen', 'raymond h pieters']\n",
      "Community 4: ['p. gal', 'j. j. j. smit', 'a. adiyaman', 'a. r. ramdat misier', 'p. p. h. m. delnoy', 'a. elvan', 'a. ghani', 'j. p. ottervanger']\n",
      "Community 5: ['m. i. chumakov', 'i. v. kurbanova', 'g. k. solovova']\n",
      "Community 6: ['luca modenese', 'andrew t. m. phillips']\n",
      "Community 7: ['arun s. mujumdar', 'li-xin huang', 'xiao dong chen']\n",
      "Community 8: ['clémence bernard', 'bertrand broyart', 'jean vasseur', 'pablo granda', 'perla relkin']\n",
      "Community 9: ['gloria lee', 'reina bendayan', 'patrick t. ronaldson', 'shannon dallas']\n",
      "Community 10: ['priyamvada chandra', 'kim l. r. brouwer']\n",
      "Community 11: ['matthew d. troutman', 'dhiren r. thakker']\n",
      "Community 12: ['kazutoshi horie', 'fuxing tang', 'ronald t. borchardt']\n",
      "Community 13: ['m. kenzelmann', 'r. coldea', 'd.a. tennant', 'd. visser', 'm. hofmann', 'p. smeibidl', 'z. tylczynski']\n",
      "Community 14: ['t. geel', 'b. roep']\n",
      "Community 15: ['f. salord']\n",
      "Community 16: ['liette connolly-boutin', 'barry smit', 'h. carolyn peach brown', 'olufunso a. somorin', 'denis j. sonwa', 'johnson ndi nkem', 'tara holland', 'mark andrachuk', 'tristan pearce', 'james d. ford', 'amanda caron', 'bill patrick kudlak', 'harold wright', 'roland notaina', 'adam kudlak', 'james ford', 'christopher furgal', 'ben bradshaw', 'holly dolan', 'mark w. skinner']\n",
      "Community 18: ['thomas a. okey', 'hussein m. alidina', 'veronica lo', 'sabine jessen']\n",
      "Community 20: ['brenda parlee', 'chris furgal']\n",
      "Community 21: ['matthew j. larcombe', 'joaquim s. silva', 'rené e. vaillancourt', 'brad m. potts']\n",
      "Community 22: ['adam lindgreen', 'josé-rodrigo córdoba']\n",
      "Community 23: ['bridget martin']\n",
      "Community 25: ['-m. jischa']\n",
      "Community 26: ['ferdinand buer']\n",
      "Community 27: ['r. scharf']\n",
      "Community 28: ['nicole s. rogalla', 'michael r. w. amler']\n",
      "Community 29: ['d. hartevelt']\n",
      "Community 30: ['p. korteweg']\n",
      "Community 31: ['a. heertje']\n",
      "Community 32: ['i. faminski']\n",
      "Community 24: ['rabah boukra', 'sébastien lahaye', 'jean-louis boimond']\n",
      "Community 17: ['yanfeng geng', 'christos g. cassandras']\n",
      "Community 19: ['zineb hassainia', 'taoufik hmidi']\n"
     ]
    }
   ],
   "source": [
    "# Create a graph of co-authors\n",
    "G = create_coauthor_graph(authors)\n",
    "\n",
    "# Detect communities\n",
    "communities, partition = detect_communities(G)\n",
    "\n",
    "# Print the communities\n",
    "for community_id, authors in communities.items():\n",
    "    print(f'Community {community_id}: {authors}')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "8d0398f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(\"Degree of a random graph\", figsize=(8, 8))\n",
    "node_color=list(partition.values())\n",
    "# Draw the graph with the community colors\n",
    "pos = nx.spring_layout(G)\n",
    "nx.draw_networkx_nodes(G, pos, node_color=node_color, cmap=cmap)\n",
    "nx.draw_networkx_edges(G, pos, alpha=0.5)\n",
    "nx.draw_networkx_labels(G, pos, partition, font_size=10, font_color=\"whitesmoke\")\n",
    "fig.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "4f9d282e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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GxqKurg6nT59GQUEBACArKwsA8MMf/hB79+6Fu7s7Nm/ejPj4ePz0pz/F97//fdTV1WHbtm3w8fFBbW0tjh49ii9/+cv427/9W7i7u+OnP/0p/uqv/gorV67Enj17UFtbiz/84Q8jWoOQkJCAH/7wh/jJT36CJUuWYMeOHVAoFLh37x7Cw8Pxv//3/0ZQUBC+//3v48c//jHWrVuHLVu2oLy8HL/5zW8wZ84cfOYzn3H697m2thZbtmzBunXrcOvWLfzpT3/Cm2++KY6ITMTvwHe/+12cOHECmzZtwttvv42srCz09PSgqKgIhw4dQl1dHQIDA0d1TvvP9xvf+AbWrl0LmUyGvXv34otf/CLa2tqwcuVKREZGor6+Hu+++y5mzZrlMCLS1+bNm7FixQr88Ic/RF1dHWbOnIkLFy7g+PHj+Na3viWOcI3W3//936O0tBTvvPMOLly4gJ07dyIyMhLt7e3Iy8vDwYMHERwcDKVSOabzE9EU54LKSUREI1ZRUSF86UtfEmJiYgS5XC74+PgIixYtEt59913BYDCIx5nNZuHHP/6xEBsbK7i7uwtRUVHC97//fYdjBOF5icuNGzf2u86yZcscSoDay5zeu3fP4bjLly8LAITLly/3e37t2rWCSqUSlEqlEB8fL7z99ttCbm6uw3HFxcXC9u3bBbVaLSiVSiE5OVn4h3/4B4djfvKTnwgRERGCVCrtV/L08OHDwuLFiwUvLy/By8tLSElJEb761a8K5eXlDuf4zW9+I8TGxgoKhULIzs4Wrl271u89DuW9994TZs+eLSgUCsHPz09YtmyZcPHiRYdjfvWrXwkpKSmCu7u7EBISIvyP//E/HPZjEITBS2sO9nMAIHz1q18VP7eXOS0pKRF27dol+Pj4CH5+fsLXvvY1Qa/XO7zW2b8DgvC8jO33v/99ISEhQZDL5UJgYKCwcOFC4ec//7m4v4G9zOk777wz4Pv5x3/8R/Fzi8UifP3rXxeCgoIEiUQiljw9dOiQsGbNGiE4OFiQy+VCdHS08Fd/9VfC06dP+52zr66uLuHb3/62EB4eLri7uwuJiYnCO++8068E6UjLnPZ29OhRYcOGDUJQUJDg5uYmqNVqYfHixcI777wjlvolopePRBA4TkhERFPTj370I/z4xz9GS0vLqO/WExHR2HANAhERERERiRgQiIiIiIhIxIBAREREREQirkEgIiIiIiIRRxCIiIiIiEjEgEBERERERCIGBCIiIiIiEjEgEBERERGRiAGBiIiIiIhEDAhERERERCRiQCAiIiIiIhEDAhERERERiRgQiIiIiIhIxIBAREREREQiBgQiIiIiIhIxIBARERERkYgBgYiIiIiIRAwIREREREQkYkAgIiIiIiIRAwIREREREYkYEIiIiIiISMSAQEREREREIgYEIiIiIiISMSAQEREREZGIAYGIiIiIiEQMCEREREREJGJAICIiIiIiEQMCERERERGJGBCIiIiIiEjEgEBERERERCIGBCIiIiIiEjEgEBERERGRiAGBiIiIiIhEDAhERERERCRiQCAiIiIiIhEDAhERERERiRgQiIiIiIhIxIBAREREREQiN1c3gIieq2npRn2bDjEBXogN9HJ1c4iIiOgVxYBA5GIdOhO+sa8A1ypbxOeWJgbh3TdmQ+Xh7sKWERER0auIU4yIXOwb+wrwSZXG4blPqjT4+p/zXdQiIiIiepVxBIHIhWpauh1GDuysgoBrlS0498l9JIf7w8fHB97e3lAqlS5oJREREb1KGBCIXKS5uRmnrxcPeczVvFI0PNSJn7u5uYlhofdH+589PDwgkUgmuulERET0EmNAIJpEJpMJVVVVKC0tRWtrKwR3XwA+gx7/5Te2I8xbhu7ubnR1daGrq0v887Nnz1BVVQWTySQeL5PJ4O3tPWiA8PLyYoAgIiKiITEgEE2ClpYWlJaWoqqqClarFdHR0ZgzZw6ioqKQ+4d7+KRKA6sgiMdLIGBxQqBYzUipVCIwMHDAc5tMJofgYP+o0WhQV1cHg8EgHiuVSuHl5SUGhr4BwtvbG1IplyYRERG9yiSC0KtXQkROYzabxdECjUYDb29vpKSkIDk5GV5en5Yx1erN+Pqf8x3WIsR7GvGdBf7YsHr5uNthsVgGDBD2P+t0OofjhwsQbm68r0BERPQyY0AgcjKNRoOSkhKH0YLp06cjKipqyOk9tZoe1LX2ICbAC+a2J7hy5QpWr16NuLi4CW2v1WpFd3f3oAGip6cHvf+Z8PDwGHAdhP2juztLsxIREb3IGBCInKDvaIGXl5c4WuDt7T2mc166dAmPHz/Grl27xnwOZ7DZbOjp6REDQ98A0d3dDZvNJh6vUCiGDBAKhcJl74WIiIiGx4BANA4ajUZcW2CxWBAVFSWOFox3Lr/RaMShQ4fg6+uLTZs2TdnFxYIgQKfTDTiNyf7RarWKx7u7uw+4gNr+uYeHhwvfDRERETEgEI2S2WxGdXU1SktL0dLSAk9PT6SkpCAlJcXpd/obGxtx6tQpzJ07F7NmzXLquSeTXq8fMkCYzWbxWDc3t0HXP/j4+MDT03PcYammpRv1bTrEBHiJC8GJiIjoOQYEohFqbW1FaWkpKisrYTabHdYWTGTln7t376KwsBBbt25FUFDQhF3HlYxG45ABwmg0isdKpdIBA0TvUq6D/Tw6dCZ8Y1+Bw4LwpYlBePeN2VB5cO0EERERwIBANCSLxYKqqiqUlZWhubl5QkcLBmOz2XD8+HGYTCbs2LHjlVwEbDabB1xAbf9cr9eLx0okEnh5eQ0YIL57ug536rQOJWVlEgkWJQTig8/PdcVbIyIimnIYEIgGYB8tsG9EZl9bEB0d7ZJ9ArRaLQ4fPoyEhAQsXbp00q8/1VksFjEwtLW1obW1Fa2trWhra0NHRwe0Wi3azG44Kxs8BFz+znJONyIiIgI3SiMSWSwWcW2BfbRgxowZSElJgY/P4LsdTwaVSoWFCxfi2rVriIqKQmxsrEvbM9lMJhP0ej30ej10Op3454Ges1gsDq/18/NDaGgoKrvlwKPBr1HX2sOAQEREBAYEIrS1tYlrC0wmEyIjI7FmzRqXjRYMJiUlBY8ePcK1a9cQHBzssNnai8hoNA7aye/7XO8qSMDzdQgeHh7iw8/PD+Hh4eLnnp6e4p8VCgUkEglqWrrx4b9dHbQ9MQEv9veTiIjIWTjFiF5JFosFNTU1KCkpEUcLkpOTp8RowVDspU9VKhU2btw45UqfGgyGIe/u936u994JwPNOf++Ofe8/931urHspvPXeXdyoaoGt1796XINARETkiAGBXikDjRZMnz4d06ZNm1KjBUOxlz6dN28eZs6cOaHXEgQBRqNx2Gk9Op0OBoOhX6dfJpP16+wP1vGXy+UT+l4AQKs3Y+8vz6O049NgxSpGREREjjjFiF569tGC0tJSPHv2DB4eHkhNTUVKSgp8fX1d3bxRCw8Px8yZM3Hv3j1EREQgMDBwVK8XBEG80z9cx1+v16PvPQQ3NzeHjn1QUNCgHf/J6PSPhq/SDXtCNAhemAaP4Gjug0BERDQABgR6abW3t6O0tBQVFRXiaMHq1asRExPzwowWDGbOnDl48uQJcnJysGPHDkilUofpPUN1/A0GQ79Ov7u7u0Mn39fXd9A7/i9ymdWuri6YTCZkxIYiMjLY1c0hIiKakhgQ6KVisVhQW1uL0tJSNDU1vdCjBTabbci7+yaTCVevXsWDBw8wbdq0fq+Xy+UOnXyVSjXgfH4PDw+4ub0a/xRoNBoAGPWoCxER0avk1egV0EvPPlpQWVkJo9GIiIiIKTlaYLVa+3X6B5rPr9frHXYPtpPL5WLHPjAwEEuWLEFJSQni4+ORkJDg0PGXyWQueIdTm0ajgbe3N5RKpaubQkRENGUxINALy2q1imsLmpqaoFQqkZKSgunTp0/qaIG90z+Shbwmk6nf65VKpcOdfX9//wHn8w/W6b9w4QKePHmCBQsWwNPTczLe8gtLo9Fw9ICIiGgYrGJEL5yOjg5xbYHRaER4eDhSU1Mxbdo0p901t1gsg87n7/v5YJ3+ocp09n6Md4TDYDDg0KFD8PPzw4YNG6Zc6dOp5I9//CPS09ORmZnp6qYQERFNWRxBoCmnpqUb9W06hwozVqtVXFvw9OlTcbQgJSUFKpVqROc1m83DTuuxP8xms8NrJRKJeKff09MTPj4+CA4OHrDjr1QqJ3Vak1KpxPLly3HmzBkUFRUhIyNj0q79Iunu7obRaOQIAhER0TAYEGjK6NCZ8I19BbhW2SI+tzBWjc+nSNBYVwWDwYDw8HCsWrUKMTExkMlkMJlM0Gq1I+r4WywWh+tJJBKHO/kqlQqhoaED3vFXKpVT+s58ZGQkMjIycPfuXURERCAgIMDVTZpyuECZiIhoZDjFiKaMt967i0+qNLD2+pWUQECErAtfiDcgJCQEMpnMoeNvtVodziGVSkc0rcfT0xMKhWJKd/pHy2q14tixY7BardixY8crU5lopHJzc1FWVobPfOYzrm4KERHRlMYeBE0JNS3dDiMHdgIkeGz1RRckUBuN8PDwgJ+fH8LDwwfs+L9snf7RkMlkWLlyJY4cOYLbt29j8eLFrm7SlMIFykRERCPDgEBTQn2bbsivpy9ciRXJ3NhqOH5+fliwYAFu3LiBqKioAfdHeFVpNBqkpKS4uhlERERT3tQpEE+vtGn+Q5fnbCwvQHd39yS15sWWmpqK6OhoXL16FTrd0MHrVaHT6aDT6TiCQERENAIMCDQlxAV5Y2liEGR9pgfJJBJkR3hC6GzG/v37kZub26/CEPW3bNkySCQSXLlyBVxmxAXKREREo8GAQFPGu2/MxqIExw7cooRA/P4Li7Fnzx6kp6fjwYMH2L9/PyorK9nxHYKHhweWL1+Ox48f4+HDh65ujstpNBooFAp4e3u7uilERERTHqsY0ZRTq+lBXWuPwz4Idl1dXbhz5w5qamoQHByMBQsWICQkxEUtnfpu3ryJkpIS7NixA/7+/q5ujstcuHABZrMZGzdudHVTiIiIpjwGBHohPX36FDdv3kRraysSEhIwd+5c3h0egNVqxdGjRyEIArZv3/7Klj796KOPEB8fj3nz5rm6KURERFMepxjRCyksLAw7duzA0qVL8eTJExw4cAD379/vtxnaq85e+rSzsxN37951dXNcwmAwoLu7G0FBQa5uChER0QuBAYFeWBKJBCkpKdizZw9mzJiB/Px87N+/H1VVVa5u2pTi7++PefPmobi4GA0NDa5uzqTjAmUiIqLRYUCgF55cLse8efOwe/duBAUFIScnB8eOHUNzc7OrmzZlpKWliaVP9Xq9q5szqTQaDeRyOXx8fFzdFCIiohcCAwK9NHx9fbFmzRps2rQJFosFx44dw+XLl9HT0+Pqpk0Jy5YtAwBcvXrVxS2ZXBqNBgEBAa/sDttERESjxYBAL53w8HDs3LkTS5YswaNHj7B//37k5eW98usTPDw8sGzZMjQ0NLxSpU81Gg2nFxEREY3Cq1nShF56EokE06dPR3x8PPLy8pCXl4eysjLMmzcP8fHxrm6ey0RHR2PGjBm4ffs2wsPD4efn5+omTSiTyYTOzk4GBCIiolHgCAK91ORyOebPn4/XX38dAQEB+Pjjj3HixAlx4eqraN68efD19cXHH38Mq9Xq6uZMKC5QJiIiGj0GBHolqFQqrF27Fhs2bIDRaMSRI0dw5coV6HQ6Vzdt0rm5uWHVqlXo6Oh46UufajQauLm5Qa1Wu7opRERELwwGBHqlREZGYufOnVi8eDEaGhqwf/9+FBQUvPR30vuylz4tKirCo0ePXN2cCcMFykRERKPHgECvHKlUitTUVOzZswcpKSnIzc3FgQMHUFNT4+qmTaq0tDRERkbiypUrMBgMrm7OhOACZSIiotFjQKBXlkKhwIIFC7Br1y74+fnh0qVLOHny5CuzPkEikWD58uUQBOGlLH1qsVjQ0dHBgEBERDRKDAj0ylOr1Vi3bh3Wr18PvV6PI0eO4Nq1a6/EhmKenp5YtmwZ6uvrUVJS4urmOFVraysALlAmIiIaLZY5Jfp/oqKiEBERgZKSEty/fx/V1dXIzMxEWloaZDKZq5s3YaZNm4bU1FTcunUL4eHhL82CXo1GA6lU+tKXciUiInI2jiAQ9SKVSpGWloY9e/YgOTkZd+/excGDB1FXV+fqpk2o+fPnw8fH56UqfarRaODv7w+plP/MERERjQb/5yQagFKpxMKFC7Fr1y74+vriwoULOHXqFNra2lzdtAlhL33a3t6Oe/fuubo5TsEFykRERGPDgEA0BD8/P2zYsAHr1q1DT08PDh8+jOvXr7+UVX8CAgIwd+5cFBYW4vHjx65uzrhYrVa0t7czIBAREY0BAwLRCERHR+P111/H/PnzUV1djX379qGwsBA2m83VTXOq9PR0REREvPClT9va2mCz2RgQiIiIxoABgWiEpFIp0tPTsXfvXiQkJODOnTs4ePAg6uvrXd00p5FIJFixYgWsViuuXbvm6uaMmUajgUQigb+/v6ubQkRE9MJhQCAaJaVSicWLF2Pnzp3w9vbG+fPncebMmZdmfYK99GldXR1KS0td3Zwx0Wg08PPzg5sbC7URERGNFgMC0Rj5+/tj48aNWLt2LTo7O3H48GHcuHHjhZ6aYxcTE4Pp06fj1q1b6OjocHVzRo0LlImIiMaOAYFonKZNm4bXX38d8+bNQ1VVFfbt24fi4uIXfn3CggUL4O3tjZycnBfqvdhsNrS1tTEgEBERjREDApETyGQyZGRkYM+ePYiPj8fNmzdx6NAhNDQ0uLppY+bm5oaVK1eira3thSp92tHRAavVyoBAREQ0RgwIRE7k4eGBJUuWYOfOnfD09MS5c+dw9uzZF3KaDgAEBgZizpw5ePDgARobG13dnBHRaDQAnpdtJSIiotFjQCCaAAEBAdi0aRPWrFkDrVaLgwcP4ubNmzAaja5u2qhlZGQgPDwcly9ffiHWV2g0GqjVari7u7u6KURERC8kBgSiCRQTE4PXX38dc+bMQXl5Ofbt24eHDx++UHP67aVPLRYLrl+/7urmDKulpYXTi4iIiMaBAYFogslkMsyaNQt79uxBbGwsPvnkExw+fPiF2q3Yy8sLS5cuRW1tLcrKylzdnEEJgoDW1lYGBCIionFgQCCaJJ6enli6dCl27NgBhUKBM2fO4Ny5cy/M+oTY2FikpKTg5s2b0Gq1rm7OgLRaLSwWCwMCERHRODAgEE2ywMBAbNmyBatXr0ZbWxsOHTqEW7duvRDrExYsWAAvL68pW/rUvkCZAYGIiGjsGBCIXCQuLg579uxBVlYWSktLsX//fpSUlEzJjredu7s7Vq5cidbWVuTm5rq6Of1oNBr4+vpCLpe7uilEREQvLAYEIheSyWSYPXs29u7di+joaNy4cQNHjhzBkydPXN20QQUFBSE7OxsFBQVTrvQpd1AmIiIaPwYEoinA09MTy5cvx/bt2yGXy3H69GmcP39+ys71nzlzJsLCwnD58uUpMzVKEAQGBCIiIidgQCCaQoKCgrBlyxasWrUKra2tOHjwIG7fvg2TyeTqpjmwlz41m81TpvRpV1cXTCYTAwIREdE4MSAQTUHx8fHYvXs3MjMzUVJSgn379qG0tBSCILi6aSJvb28sXboUNTU1qKiocHVzuIMyERGRkzAgEE1Rbm5uyMzMxJ49exAVFYXr16/jyJEjU2ref1xcHJKSkvDJJ5+gs7PTpW3RaDTw8vKCh4eHS9tBRET0omNAIJrivLy8sGLFCmzbtg0ymQynTp3ChQsXXN4ht1u0aBE8PDxcXvqU6w+IiIicgwGB6AURHByMrVu3YuXKlWhpacGBAwdw9+5dl69PsJc+bWlpQV5ensvawYBARETkHG6ubgARjZxEIkFCQgJiYmJQUFCABw8eoLy8HHPmzEFycjIkEolL2hUcHIysrCzcv38fkZGRCA0NndTrd3d3w2AwMCAQERE5AUcQiF5Abm5uyM7Oxp49exAREYFr167h6NGjaGpqclmbZs+ejZCQEOTk5Ez6qAZ3UCYiInIeBgSiF5i3tzdWrlyJrVu3QiKR4MSJE7h06RK6uromvS0SiQQrV66EyWSa9NKnGo0GHh4e8PLymtTrEhERvYwYEIheAiEhIdi2bRuWL1+OpqYmHDhwAPfu3YPZbJ7Udnh7e2Px4sWorq5GZWXlpF2X6w+IiIich2sQiF4SEokESUlJiI2NRUFBAQoLC1FeXo65c+ciMTFx0tYnJCQk4NGjR7hx4wZCQkLg6+s74dfUaDRITk6e8OsQERG9CjiCQPSScXd3x5w5c7Bnzx6EhobiypUrOHbs2KSuT1i0aBGUSiUuX7484aVPdToddDodRxCIiIichAGB6CXl7e2N1atXY8uWLRAEASdOnMDHH3+M7u7uCb+2XC7HypUr0dzcjPz8/Am9FhcoExERORcDAtFLLjQ0FNu3b8eyZcvQ2NiI/fv3Izc3FxaLZUKvGxISgszMTOTl5U3o6IVGo4FCoYCPj8+EXYOIiOhVwoBA9AqQSCRITk7G3r17kZ6ejoKCAuzfvx+VlZUQBGHCrjt79mwEBwfj8uXLE1b6lAuUiYiInIsBgegV4u7ujrlz52L37t1ix/348eNobm6ekOtJpVKsXLkSBoMBn3zyyYRcgwGBiIjIuRgQiF5Bvr6+eO2117Bp0yZYrVYcO3YMOTk56Onpcfq1fHx8sHjxYlRWVqKqqsqp5zYYDOju7mZAICIiciIGBKJXWHh4OHbs2IGlS5fi8ePH2L9/P/Ly8py+PiExMREJCQm4ceOGUzdxa21tBcAFykRERM7EgED0ipNIJEhJScHevXsxY8YM5OXl4cCBA06/27948WLI5XKnlj7VaDRwd3eflL0WiIiIXhUMCEQE4Hlp0nnz5mH37t0IDAxETk4Ojh8/jpaWFqedf+XKlXj27BkKCgqcck6NRoOAgIBJ2wSOiIjoVcCAQEQOfH19sWbNGmzcuBFmsxlHjx7FlStXoNPpxn3u0NBQzJ49G/fv33fKwmguUCYiInI+BgQiGlBERAR27NiBxYsXo6GhAfv27UN+fv641ydkZmYiKCgIOTk54yp9ajKZoNVqGRCIiIicjAGBiAYllUqRmpqKvXv3IjU1Fffv38eBAwdQU1MzrnOuXLkSer0eN2/eHPN5uECZiIhoYjAgENGw5HI55s+fj9dffx3+/v64dOkSTpw4AY1GM6bz+fr6YtGiRaioqEB1dfWYzqHRaCCTyaBWq8f0eiIiIhoYAwIRjZhKpcK6deuwYcMGGI1GHDlyBFevXh3T+oSkpCTExcXh+vXr6O7uHvXr7QuUpVL+M0ZERORM/J+ViEYtMjISO3fuxKJFi1BXV4f9+/ejoKAAVqt1VOdZsmQJ5HI5cnJyIAjCqF7LBcpEREQTgwGBiMZEKpVixowZ2Lt3L5KTk3Hv3j0cOHAAtbW1Iz6HQqHAihUr0NTUNKrSpxaLBR0dHQwIREREE4ABgYjGRaFQYOHChXj99dehVqtx8eJFnDp1SlxEPJywsLBRlz5ta2uDIAgMCERERBOAAYGInEKtVmP9+vVYv349dDodDh8+jGvXrkGv1w/72qysLAQEBCAnJwdms3nY41taWiCVSuHn5+eMphMREVEvDAhE5FRRUVHYtWsXFi5ciJqaGuzfvx+FhYVDrk+wlz7V6XQjKn2q0Wjg7+8PmUzmzKYTERERGBCIaAJIpVKkpaVh7969SExMxJ07d3Dw4EHU1dUN+hqVSoVFixahvLx82H0WuECZiIho4jAgENGEUSqVWLRoEXbt2gVfX19cuHABp0+fRltb24DHJycnIzY2FteuXRu09KnVakV7ezsDAhER0QRhQCCiCefn54cNGzZg3bp16O7uxuHDh3Hjxg0YDIZ+xy5duhTu7u64cuXKgKVP29vbYbPZGBCIiIgmCAMCEU2a6OhovP7665g3bx6qqqqwb98+FBUVwWazicfYS582NjbiwYMH/c6h0WggkUjg7+8/mU0nIiJ6ZTAgENGkkkqlyMjIwN69e5GQkIDbt2/j4MGDaGhoEI8JDw/HrFmzkJubC41G4/B6jUYDtVoNNze3yW46ERHRK4EBgYhcQqlUYvHixdi5cye8vLxw7tw5nDlzBu3t7QCA7Oxs+Pv74+OPP4bFYhFfxwXKREREE4sBgYhcyt/fH5s2bcKaNWvQ2dmJQ4cO4ZNPPoHJZMLKlSvR09Mjlj612WxobW1lQCAiIppAHKMnoikhJiYGUVFRKC4uRl5eHqqqqpCVlYX58+fjxo0biI6ORrvFHRVdbkh383F1c4mIiF5aEmGgMiFERC6k1+tx7949lJWVQa1WQ6u3YN8jD1T3yMVjliYG4d03ZkPl4e7ClhIREb18GBCIaMpqbW3FzZs38a/3Dag3eECQSMSvySQSLEoIxAefn+vCFhIREb18uAaBiKasgIAAzJi/AnVGT4dwAABWQcC1yhbUanpc1DoiIqKXEwMCEU1p9W26Ib9e/qR1klpCRET0auAiZSKa0qb5ew759QefXILQGIbk5GRMmzYNMplsklpGRET0cmJAIKIpzah5hDgPA2r1CgjoNc1IsCHO04RNy57vynzp0iUoFAokJiYiOTkZAQEBrms0ERHRC4yLlIloympoaMD58+cRnZCCf7+jRZn204AQYHoGn6JD+MJn38DevXvR09OD8vJyVFRUQK/XIzAwEMnJyUhISIBCoXDhuyAiInqxMCAQ0ZTU3NyMU6dOITIyEitWrMAf//hHTEubAze/MMQEeMHd0I5/+Id/QEtLC/bu3Ytdu3ZBqVTCZrPh0aNHKC8vR0NDAwAgNjYWycnJiIiIgKTPYmciIiJyxIBARFOOVqvF8ePHoVKpsHHjRjQ1NeHMmTPYvXs31Gq1eFxhYSH+9V//FXq9Hps2bcLOnTvh5eUlfl2v16OyshLl5eVob2+Hl5cXkpOTkZSUBF9fXxe8MyIioqmPAYGIphS9Xo9jx45BJpNhy5YtUCqVuHv3LioqKvCZz3ym3/GXL1/G+++/D6lUimXLlmH79u1QqVT9jmtubkZ5eTmqq6thMpkQHh6O5ORkxMbGws2Ny7GIiIjsGBCIaMowm804efIkdDodtm3bBm9vbwDAsWPH4OPjg1WrVvV7jc1mw9GjR3Hq1Cl4eXkhKysLW7ZsGXSRssViQW1tLcrLy9HY2Ah3d3ckJCQgOTkZwcHBE/r+iIiIXgS8bUZEU4LNZsOlS5eg1WqxZcsWMRyYzWa0tLQgOTl5wNdJpVJs3rwZWq0Wt27dQllZGQRBwIYNGxAaGtrveDc3NyQmJiIxMRFdXV3iwubS0lKo1WqkpKQgMTERHh4eE/p+iYiIpiqOIBDRlHDlyhVUVVVh/fr1iIiIEJ9vaGjAuXPnsGfPngGnDtlptVq8//77qKqqQkBAACIiIrB27VpER0cPe21BEPDkyROUl5ejrq4ONpsN06ZNQ1JSEqKjoyGVck9JIiJ6dTAgEJHL5ebmIi8vDytWrEBiYqLD127fvo2qqqoB1x/09eTJE3z44Ydob29HYGAg1Go1VqxYgYSEhBG3xWg0oqqqCuXl5dBoNPDw8BD3VvDz8xv1eyMiInrRMCAQkUuVlJTgxo0bmDdvHmbOnNnv60eOHIFarcbKlStHdL6HDx/i6NGjsFgsCA4OhpubGxYvXozU1NRRt621tRXl5eWoqqqCwWBAcHAwUlJSEBcXB7lcPurzERERvQgYEIjIZerq6nDx4kXMmDEDCxcu7Pd1k8mEP/7xj1iyZAlSUlJGfN4bN27g448/hoeHB0JCQmA0GpGdnY3MzMwxtdNqtaK+vh7l5eV4/PgxZDIZ4uLikJSUhLCwMO6tQERELxUuUiYil3j27BlycnIQExODBQsWDHjM06dPIQgCwsPDR3XuhQsXoqOjA/fv34dWq0VERARyc3NhNBoxf/78UXfo7YEgLi4OPT09qKysRFlZGSoqKuDr64ukpCQkJSWJC6uJiIheZBxBIKJJ19HRgRMnTkCtVmPjxo2QyWQDHnfr1i3U1tbizTffHPU1DAYDjh07hurqavj7+yM2NhYNDQ1ISkrC0qVLnbLwuKmpCWVlZaipqYHFYkFkZCSSk5MRExMz6HsiIiKa6hgQiGhS6XQ6HD9+HDKZDFu3boVCoRj02MOHDyMgIADLly8f07Xa29tx9OhRtLS0wN/fHykpKSgvL0d0dDRWrVrltE682WxGdXU1Kioq0NTUBIVCIe6tEBgY6JRrEBERTRYGBCKaNINthDYQo9GIP/7xj1i+fDmSkpLGfM2GhgacOXMGRqMRPj4+mDVrFvLz8xESEoK1a9fC3d19zOceSEdHByoqKlBRUQGdToeAgAAkJycjISEBSqXSqdciIiKaCAwIRDQpbDYbzp07h+bmZmzZsgX+/v5DHl9XV4cLFy7gzTffHPfc/sLCQnzyySeQSCTw8PDAvHnzcPv2bahUKqxfv35COu42mw2PHz9GWVkZGhoaAAAxMTFITk5GZGQkFzYTEdGUxYBARJPCvhHahg0bRrTo+ObNm2hoaMDevXuddv3y8nK4ublBoVBg8eLFuHbtGpRKJTZu3AgvLy+nXGcger0eVVVVKCsrQ3t7O7y8vJCUlITk5GT4+vpO2HWJiIjGggGBiCbcvXv3kJ+fj5UrV45407JDhw4hODgYS5cudUobrFYrTp06BY1GA5lMBqVSieXLlyMnJwcAsHHjxiF3anaWlpYWcW8Fk8mEsLAwJCcnIy4uDm5uLCxHRESux4BARBPKvhHa/PnzkZGRMaLXGAwGfPDBB6MKFCOh1+tx9OhRCIIAi8UCb29vrFy5EhcvXoTRaMSGDRsQEBDgtOsNxWKxoK6uDuXl5Xjy5Anc3d0RHx+P5ORkhISETEobiIiIBsKAQEQTxr6OIC0tbcCN0AZTU1ODS5cu4TOf+Qw8PT2d2qbW1lYcP34carUanZ2dCAgIwIoVK3Dx4kVotVqsW7cOoaGhTr3mcLq6ulBRUYHy8nJ0d3dDrVYjOTkZiYmJTn//REREw2FAIKIJ8ezZM5w6dQrTpk3DqlWrRrUo98aNG3jy5An27NkzIW2rra3FxYsXERsbi0ePHiEiIgLLly/HxYsX8ezZM7z22muIjo6ekGsPRRAENDY2ory8HLW1tbDZbIiOjkZycjKio6OdsncDERHRcBgQiMjpOjo6cPz4cfj7+2PDhg2j3m/gwIEDCAsLw5IlSyaohUBeXh5yc3ORmpqKsrIyxMfHY8mSJcjJyUFDQwOWL1/u1OlNo2U0GlFdXY3y8nK0tLTAw8MDiYmJSE5Ohp+fn8vaRURELz+uiCMip9LpdDhz5gw8PT2xZs2aUYcDnU6Hjo4OZGVlTVALn8vMzER7ezsqKiowc+ZM5OfnQ6lUYvXq1bh27RpycnJgMpmQmpo6oe0YjEKhQGpqKlJTU9HW1oby8nJUVFSgsLAQwcHBSE5ORnx8PORyuUvaR0RELy+OIBCR05hMJpw8eRIGgwFbt24d0/4FVVVVyMnJmZD1B31ZLBZx47aUlBTcv38fc+bMwaxZs3D79m0UFRUhOzsbmZmZE9qOkbLZbKivr0d5eTkePXoEmUyG2NhYJCcnIywsjHsrEBGRU3AEgYicwmaz4eLFi+jq6sKWLVvGvLlZY2Mj1Gr1pCzOdXNzw5o1a3D06FE8evQIs2fPxr1796BQKLBgwQIoFArk5ubCaDRi/vz5Lu+AS6VSxMbGIjY2FjqdTlzYXFlZCR8fHyQnJyMpKWncG8sREdGrjSMIROQUly9fRnV19Yg3QhvMvn37EBkZicWLFzuxdUNrbm7GyZMnxSk7xcXFWLVqFeLj48UyrUlJSVi6dOmUXCjc1NSE8vJyVFdXw2KxIDIyEsnJyYiJiRn1FC8iIiKOIBDRuN29exeVlZVYtWrVuMJBT08POjs7x3WOsQgODsayZcuQk5ODuXPnIjExEZcvXxbXAcjlcly5cgUmkwmrVq2acp3u0NBQhIaGYuHChaipqUF5eTk+/vhjyOVycWFzYGCgq5tJREQvCAYEIhqXhw8foqCgAAsWLEB8fPy4ztXY2AgAkx4QACAhIQHt7e24e/cu1qxZA6PRiAsXLmDjxo1ISEiAXC7HxYsXcfbsWaxduxbu7u6T3sbhuLu7Izk5GcnJydBqteLC5ocPHyIgIADJyclISEiAUql0dVOJiGgK4xQjIhoz+34C6enpWLBgwbjPd/XqVbS0tGDXrl1OaN3oCYKAixcv4smTJ9i4cSNu376N9vZ2bN68Gf7+/mhqasK5c+egUqmwfv36F6KjbbPZ8PjxY5SXl6O+vh4AEBMTg+TkZERGRrp8XQUREU09DAhENCZNTU04ffr0mDZCG8yf//xnTJs2bVS7Ljub2WzG8ePHYTabsXHjRly8eBF6vR5bt26Fj48PNBoNzpw5A6VSiY0bN8LLy8tlbR0tg8GAyspKlJeXo62tDV5eXkhKSkJycjJ8fX1d3TwiIpoiGBCIaNTsG6EFBARg/fr1TpmT393djY8++ghr1qxBTEzM+Bs5zrYcOXIEfn5+WLlyJU6ePAkA2Lp1Kzw8PKDVanH69GkAwMaNG6FSqVzZ3DFpaWlBeXk5qqqqYDKZEBoaipSUFMTGxk7J6VNERDR5GBCIaFR0Oh2OHTsGuVyOLVu2OG2jroqKCly5cgWf+9znoFAonHLO8WhqasKpU6eQlJSE2bNn4/jx4/Dw8MDmzZshl8vR09OD06dPw2g0YsOGDQgICHB1k8fEYrGgrq4O5eXlePLkCdzd3REfH4/k5GSEhIS4unlEROQCDAhENGImkwknTpyA0WjEtm3bnDq95sqVK2hra8OOHTucds7xKi8vx9WrV7Fw4UKEh4fj5MmT8PPzw4YNG+Dm5gaDwYCzZ89Cq9Vi3bp1CA0NdXWTx6Wrq0vcW6G7uxtqtRrJyclITEyclH0piIhoamBAIKIRsdlsOHPmDDQaDbZu3Qo/Pz+nnv+jjz5CXFwc5s+f79TzjtetW7dQXFyM9evXQy6X49SpUwgPD8eaNWtQ16pDTXMnGkryIHQ+w2uvvYbo6GhXN3ncBEHA06dPUVZWhtraWthsNkRFRSElJQXR0dFTci8IIiJyHgYEIhqWIAi4fPkyampqsHHjRoSFhTn1/J2dndi3bx/Wrl2LadOmOfXc42Wz2XD+/Hk8e/YM27dvR1dXF46ePo/zXeEobrWJx6X6S7De9ynWr1qGhIQEF7bYuUwmE6qqqlBeXo6WlhYolUokJSUhKSkJ/v7+rm4eERFNAO6DQETDunv3LqqqqrB69WqnhwPg+f4HEolkQs49XlKpFKtWrcKxY8dw7tw5bNu2Ddcs8XjY2g3g08pN5e2AVBIORU4OTCYTUlNTXddoJ5LL5UhNTUVqaira2trEvRUKCwsRFBQk7q3grLUoRETkehxBIKIhFRcX4+bNm1i4cCHS0tIm5Bo5OTnQarXYvn37hJzfGbRaLY4dOwabVyB+fH/w4/5poRzax1WYN28eMjMzJ6+Bk8hms6GhoQFlZWV49OgRpFIpYmNjkZKSgrCwMO6tQET0guMIAhENqqamBjdv3kRGRsaEhQPg+QhCYmLihJ1/rAwGAzo6OqDVatHR0QF3d3ccunIb8Bl8ncSD6ka4a57gP/7jPxATE4MZM2ZAqVRCoVD0eyiVSsjl8n4fp/ocf6lUipiYGMTExECn04kLm6uqquDj44Pk5GQkJSXB29vb1U0lIqIx4AgCEQ3o6dOnOHPmDGJjY7FixYoJuyvc0dGBAwcOYP369YiKipqQawzFarWis7PTIQjY/2w0GsXjfHx8oFKp8KC2Cf/1ePDynx+9mYxgD6CkpAR3795FWFgYpk+fDrPZDKPR6PCwWq0DnsPd3X3QIDFQ0LA/XL1/wbNnz1BeXo7q6mqYzWZEREQgOTkZMTExcHPj/SgiohcF/8Umon7a29tx/vx5hISEYNmyZRM6ZcS+/mCiS4T29PT0CwAdHR3o7u6G/T6JXC6HWq2GSqXCtGnToFKpoFar4evrC4lEgvz8fAQ1NiJCqkWjzRdCrzUIEsGGWE8Twn3cEBMTg4SEBKSmpuLKlSuwWCxYvXp1vw3lLBZLv9Aw2KOrq8vh84FIpdIRBYmBHs4YtQgJCUFISAgWLFiA2tpalJWVIScnB3K5HAkJCUhJSUFgYGC/19W0dKO+TYeYAC/EBr44O1MTEb2sOIJARA56enpw7NgxKBQKp26ENphLly6hu7sb27ZtG/e5zGaz2PHv+9FisQB43on29fWFSqUSA4A9FHh4eAx43qdPn+LatWvo6urCrFmzEJOUis/+nxyUdnwaEOI8DFjqVo2wABVmzZqFOXPmQCqVoqGhARcvXkRISAjWrl3rlLv8giDAZDKNOFwYjUYYDAaYTCbx+9BX31GLkT6G+/3QarXiwmadTgd/f39xbwWDTYpv7CvAtcoW8filiUF4943ZUHlwN2ciIldhQCAikX0jNJPJhK1btzp1I7TBfPjhh0hOTsbcuXNHdLwgCOjq6hI7/71HBXQ6nXich4eH2PHv/dHHx2fEd8uNRiPu3LmDsrIyhIaGYsmSJeL+DwaDAb/bfxztFnfs3bgScqMW58+fh1qthlarRWhoKFatWgVPT080NTXh3LlzUKlUWL9+PZRK5ei/UU5itVpHFCQMBoPD8yaTCQP9dyGRSIYMEPbpUXK5HK2trXj06BEaGxvh5uaG49pIlLYLsPU6rUwiwaKEQHzw+ZH9PhARkfMxIBARgOcdx7Nnz07YRmgDaW9vx8GDB7FhwwZERkY6fM1gMAw4GqDVamGzPd9/QCaT9RsFsH8+3pGP6upq3Lx5E1arFfPmzUNKSkq/qVbt7e04duyYuHHa/fv3kZeXh6ysLJSWlgIAVq9ejdDQUGg0Gpw9exYKhQIbN26clPDlTIIgwGw2iwFCr9dDr9eju7sbOp1OfNift//ZfrzVaoXNZhMDSl2bDoVRg1etuvyd5ZxuRETkIgwIRARBEJCTk4O6ujps3LhxwtcD2BUWFuLy5cvYuHEjuru7HUKAwWAQj/P29h5wNMDLy8vp6yO6urpw48YNPHr0CHFxcVi4cCE8PT0HPb6hoQHnzp0TpxWdPXsWLS0tWLduHe7cuYPm5mbMmzcP6enp0Gq1OH36NABg48aNUKlUTm17X1arFRaLBRaLBWaz2el/HgmpVAqbzQatVovOzk7x0WDxQXXk2kFf94e352BFcrCzvhVERDQKDAhEhNu3b6OwsBCvvfYaYmNjnX5+nU7Xb3GwVqvFnTt3YDKZMHPmTMjl8n4BwL5AeDIq4NhsNhQXFyM3NxcKhQKLFy8e8a7OhYWFuH37NlasWIHo6GgcOXIECoUCmzZtQl5eHgoLCxEXF4dly5bBZDLh9OnTMBqNWL9+PVQq1YR03s1m84BTgvqSSCRwc3ODu7s73NzcxIf989E+L5FI0NnZifb2drS2tkKj0aCzsxMAoFQqIZVK8ezZM2iMUvy5K2nQdnEEgYjIdRgQiF5xRUVFuHXr1rg3QrMvEB5oWpDZbAbwvDPae4Hw1atXMWvWLCxbtmzQBcKTQaPR4Nq1a9BoNEhLS8OcOXPExcT2DnfvDnjvjrj981u3bqG+vh4LFiyAzWbD1atXERISghkzZuDRo0coLCyEu7u7uMNyQUEBenp6MGPGjGFHEnp3xMfTeR/o+b6VlUZLq9WiublZfLS2tsJms0EqlSIwMBDBwcEIDg6GzWZDeXk5nj59iuDgYGRnZ+MHFxpxo6qFaxCIiKYYBgSiV5C9rKRM14aye9cwc+ZMzJs3b9jX2RcI910crNVq0dPTIx7n4eHRbzRApVLB19dXXCDc1taGQ4cOYdOmTQgPDx/ze7HZbMN23gd73mAwoKSkBDU1NfD09ERSUhI8PT0djh8JqVQKqVSK4uJiGI1GLFy4EJ2dnSgpKUFGRgYSEhKg1+uRn58Po9GIuXPnIiIiAnfu3EF7ezuWLVsm7hXQt1Nvvys/FRgMBrS0tDgEAnvJVZVKJYaB4OBgBAQEiKMFubm5ePLkCQIDA5GdnY3o6GgAgFZvxl/+32vIe/rpdDJWMSIicj0GBKJXSIfO1K+sZFqAFH/6yiqoPT9d1Gs0GgcsFdrZ2Slu7mVfIDxQEFAoFOK5BEEYcAqMfTrPtm3bxE7+SDr1fZ+3L1geTt+76O3t7SgvL4fNZkNKSgoSExOhUCgG7KAP92d76NHr9Th69CiUSiW2bNmCO3fuoLS0FFu2bEFwcDDMZjOuXbuG6upqpKenIzs7G5cvX0ZDQwOWL1+OhIQEZ/yYncJms0Gj0TiEAftUIYVC4RAGgoODHX7mANDS0oLc3Fw8evQI/v7+yM7ORkxMTL/r3LlzB/fK6jBj/grug0BENEUwIBC9Qt567y4+qdLA2uuvvVQCZATL8ZVUAe3t7Whra4Ner4fVaoXVaoVSqYSnpyc8PDzEj0qlEu7u7gMugu3bqR/sLnxJSQnMZjNmzpwJ4HngcNY8+L7P917DoNfrcfPmTVRXVyMyMhKLFy+Gr6+v077Hra2tOH78OKKjo7FixQqcOnUKXV1d2LlzpziNqri4GLdv30ZwcDBWrlyJ3NxcVFRUYPHixeIUpMnW2dnpEAY0Gs2AU4WCgoKGnBLV2tqK3Nxc1NfXQ61WIzs7G7GxsYOOguTk5KCnpwebN2+eqLdGRESjxIBA9IqoaenGyn+7OujX5zw7g1AvqbhhmP1hn6MulUqHvaM+0s67TCbDgQMHkJGRgblz507KNBpBEFBeXo7bt29DKpVi4cKFE3bHvq6uDhcuXEBWVhamT5+Ow4cPQ61WY+PGjeJow7Nnz3Dx4kUIgoBVq1ahvr4eRUVFyM7ORmZm5oS0y85oNPabKmSvGuXr69tvqtBI1im0t7fj/v37qKmpga+vL7KyspCQkDDsz/XUqVPw8PDAqlWrnPLeiIho/Ca+NAgRTQn1bbohvx4Qk4JIhc6hmpD94e/vD7VaDW9vb6dUFNJoNJDJZIiLi3PKzsLD6ejowPXr1/H06VMkJSVh/vz5E7pZWUxMDLKzs5Gbmws/Pz+89tprOHXqFO7cuYMFCxYAAEJCQrBz5058/PHHOH36NObNm4c5c+bg3r17MBqNmD9/vlNCk81mQ2trq0MY0Gq1AJ5PFQoKCkJqaqoYCEb7fdFqtbh//z6qqqrg4+ODZcuWITExccSb0fX09CAwMHDU74uIiCYOAwLRK2Ka/+C1/AFg5Zx0ZCZGQq/Xo7OzE11dXdBoNKitrRXXHQCAp6cnfH19xYePj4/4caj9AnprbGyETCZDcPDE1rm3Wq148OAB8vLy4O3tPe4F0aORmZmJ9vZ2XLlyBVu2bMH8+fNx8+ZNBAcHIz4+HsDzxdwbNmxAbm4ubt++jdjYWMybNw937tyB0WjE0qVLR9zRtuvq6uo3VchqtUIqlSIgIACRkZHIzMxEcHDwuPZh6OzsRF5eHiorK+Hp6YklS5YgOTl51O3V6XQj/r0hIqLJwYBA9IqIC/LG0sSgfmsQJBAQLu1EU2U1bmkeYdasWZg/f744rUQQBOh0OjE02De60mq1ePToEfR6vXguNzc3MTD0Dg++vr4Oow+NjY0IDQ0dd4nNoTQ1NeHatWvo7OzEzJkzMXv27EnZT6G3ZcuW4eTJkzh//jy2b9+O5uZmXL16FX5+fvD39wfwfOrW3LlzERwcjCtXrqCtrQ2ZmZkoKCiAyWTCqlWrBv0+mUwmhzDQ0tIi/jx8fHwQHByMuLg4BAcHIzAw0Cnf7+7ubuTl5aGiogJKpRILFizA9OnTx3Ruk8kEs9n8wu0qTUT0suMaBKJXiFZvxtf/nO9QxWhhrBprvJ/A0NmGgIAAdHR0wNPTE7Nnz0ZKSsqwd4QtFosYGuwBovfHvqMP3t7euHXrFmbOnIk5c+aMevRhOCaTSaweFBwcjKVLl4qdcVfo6enB0aNH4e3tjfXr1+PkyZOwWCzYsWMH5HK5w7FarRYXL15EZ2cnEhISUFlZiZCQEKxduxYymQxtbW0OgaCjowMAIJfLHdYNBAUFOX1fiZ6eHuTn56OsrAxyuRyzZs1CamrquEJXR0cHDhw4gC1btkza7t1ERDQ8BgSiV1Ctpgd1rT1iWUmTyYScnBw8evQIqampMJlMqKyshLe3N7KyskY1p7w3++hD75GH+vp6fPzxx0hNTXXoII909GEoNTU1uHnzJsxmM+bNm4fp06dPiT0EmpubcfLkScTFxSErKwtHjhxBWFgY1qxZ0699FosF169fR1FREZRKJerr62Gz2RATEwOJRAKpVAp/f3+HQKBSqSbsfer1ehQUFKCkpARubm6YOXMmZsyY4ZS1I42NjTh16hT27t3r1EpSREQ0PgwIRATgeWf+3r17KCgoQGJiItLT01FQUDDqqjTDKSgoQF5eHt5++23YbLZ+U5eGGn0YbO2DzWbDjRs30NDQgJiYGCxatGjKTVupqqpCTk4O5s2bBz8/P5w7d06sWGQymfpVFaqurkZNTQ28vLzg4eGBsLAw7Ny5E9HR0ZMyVcpgMODBgwd4+PAhpFIpMjIykJaW1m/UYzwqKytx+fJlfP7zn5/06V9ERDQ4BgQiclBVVYWrV68iICAAa9asgV6vH1Vd++GcOXMGALBhw4Yhjxto9KF3gNDr9RAEAY2NjWhoaIC3tzeys7ORmJjoECScVXnJGe7du4f79+9j/vz5qKqqwu3btxEfHy/O33d3d3cYGRAEATdv3kRnZycsFgv8/f2xcePGcS0uHo7RaERhYSGKi4sBAOnp6UhPT++3EZozFBQU4MGDB/jc5z7n9HMTEdHYMSAQUT8tLS24cOECBEHA2rVrERQU5LAzbkBAALKzszFt2rRRnddms+H9999HZmYmZs2aNa42Pnv2DOfPn8eTJ08QERGB6OhoGAyGYUcf+k5jmugKOt3d3eKowLNnz3Dt2jVoNBrMmjULra2tsNls2LlzJ+Li4qBWq/sFL4PBgJycHNTU1KCnpwdhYWHYuHEjAgICnNpOk8mE4uJiFBYWwmazYcaMGZg5c+aEloO9efMmnjx5gtdff33CrkFERKPHgEBEA9LpdLhw4QJaW1uxdOlSJCYmAnheHSg3NxeNjY0ICgpCdnY2oqKiRnTOZ8+e4fjx49i2bduYS5xaLBbcv38fhYWF8PPzw9KlS/uda6DRh95/HqzyUu/wMJbRB7PZ3G+qkE73fP8Jb29vBAcHw8/PD3l5efDw8MDmzZtx9uxZuLu7Y+vWrYNeSxAE3L9/H3fu3MGzZ88QHR2NTZs2OWVhr9lsxsOHD/HgwQNYLBakpqZi1qxZTl/kPJCLFy/CbDYPO5pERESTiwGBiAZltVpx/fp1VFRUYObMmZg7d654h7uxsRH37t3Ds2fPEBoaiuzs7GH3GMjPz0dBQQE+97nPjWnR8+PHj3H9+nXodDpkZWUhIyNjTOexV17qW3VppKMPPj4+8PHxgdFodAgD7e3tEAQB7u7uCAoKcpgu1Hukoru7G0eOHIGfnx8WLFiAEydOIDY2FitWrBiy3Q0NDbhw4QIqKioQERGB7du3Izo6etTv3/49KCkpEcupTp8+HbNnz57UPQmOHTsGtVqN5cuXT9o1iYhoeAwIRDSsoqIi3L59G1FRUVi5cqXDQtVHjx4hNzcXLS0tCA8PR3Z29qB3tk+fPg2ZTIZ169aN6vp6vR63bt1CVVUVwsPDsWTJkgmbhz/Y6ENzczOePHmClpYWdHZ2oru7GwCgVCoRFBSE8PBwREZGIiYmBlFRUfDx8Rly9KGpqQmnTp1CUlISwsPDkZOTg0WLFmHGjBlDtq+rqwvnzp3DrVu3EBAQgD179iAhIWHE789qtaK0tBQFBQUwGAxISkpCZmYmvL29R3wOZ/noo4+QmJiIOXPmTPq1iYhocAwIRDQijx8/xqVLl+Dp6Ym1a9f266DX1dUhNzcXbW1tiIqKQnZ2NoKCgsSvW61WvP/++5gzZw4yMjJGfN2KigrcunULALBgwQIkJSU55w0NwWKx9Jsq1NPTA+B5IPDy8oKnpycUCgXc3NwcNpIbyeiDr68vPD09UV5ejqtXr2LhwoXo7OxESUkJNm/ejJCQkGHbd/36dZw6dQpSqRRvvfUW0tPTh3yNzWZDWVkZ8vPzodPpkJiYiMzMTJeVFxUEAb///e+xcOFCpKamuqQNREQ0MAYEIhoxrVaL8+fPQ6fTYfXq1YiMjHT4uiAIqK2tRW5uLjo6OhATE4Ps7Gz4+/ujqakJJ06cwI4dOxAYGDiia12/fh2NjY1ITEzEggULJmTBrCAIaG9vH3CqkJubW7+pQkOVTx3L2ocnT56gqakJq1atQkNDAywWC954440RddxLS0vx4Ycfor29HX/xF3+BxYsXo6alG/VtOnGPC5vNhsrKSuTl5aGrqwsJCQnIzMyEWq12xrdvzPR6PT788EOsWbMGMTExLm0LERE5YkAgolHpvanavHnzBhwNEAQBVVVVuH//Pjo7OxEXFwd3d3fU1tbic5/73JAlUm02Gx48eIC8vDx4eXlh8eLF/YLIeOh0Oocw0NLSArPZDAD9NiBTq9VjWuMwmIHWPmi1Wly7dg3Pnj1DSkoKysrK4OHhgXnz5kGtVg86+mCn0Wjwf//v/8XDylpokjajTPtpe7MjPLFB/QwWXae4SZufn5/T3s94tLa24vDhw9i+fbvDSBMREbkeAwIRjZogCLh79y4ePHiApKQkLFmyRKzl35vNZkNFRQXy8vJw69YtREVF4a//+q8HvTtuLwPa0dGBmTNnIjMzc1x7GFgsFmg0GodAYF874Onp6RAGgoKCnLI78FiYTCYcPXoUBoMBqampOH/+PMLCwhAXFycGCXs1JKB/5SWlUolvHCnHY4s3IPk0IEggYLqfBB9+Yb7Ty6KOV0NDA86dO4e/+Iu/mHKb2hERveqmxu5BRPRCkUgkmDdvHvz9/cUO/Zo1a/pVwJFKpUhJSUFcXByqq6thtVqxf/9+JCcnOyyMNZlMuHv3LkpKShAUFIQdO3aMukMrCAI6OjocwkBbW5s4VSgwMBBxcXFiIHDFotzByOVyrF+/HkePHkVLSwu2bt2KW7duISIiAvPnz4fRaERPTw9aW1vR2tqKtrY2dHR0oL6+HlqtFo1dFjz2WAz0GZgRIEFJO9ApKDG14sHzkRyJRDIp5VSJiGh0GBCIaMwSExOhVqtx/vx5HD16FGvWrBlwuohGo0FISAi2bt2K5uZmFBQUoKKiAikpKfD390deXh7MZjMWLlyIGTNmjGiXZr1e32+qkMlkAgD4+fkhODgYqamp4t4DzpwqNFo2mw0GgwFGo1F8DPS5RCLByZMnERoaip6eHnzyySeYNWtWvzvs7u7u8PDwgFqthkKhQEW3Oz5+YBn0+nWtPYgNnFp36Xt6euDh4eHSnwsREQ2MAYGIxsV+x//ChQs4ceIEli1b1q/sZmNjI5RKJYKDgxESEoLp06fj3r17OHLkCJ49e4bZs2fjM5/5zKBz0YeaKuTh4YHg4GDMnDlTnCrUuwyrM1mt1n6d+74d/YG+brEM3HmXy+VQKBTiIzw8HAsXLkRpaSnmzZuHxsZGAMDatWvh6+srHtd3OldNSzd++eDqoO2OCZha4QB4HhA4tYiIaGpiQCCicfP09MTmzZtx/fp15OTkoK2tDXPmzIFEIkFNSzcuPWxEpDoUEokEgiCgvLwcZWVlmDFjBpYuXYrW1lacPHkSaWlpSE9P77cBWVtbG2w2G2QyGYKCgsY9VchisQzamR/qLv9QHX2lUil24D08PODn5+fQ+e/9dftjsLvnN27cQFlZGdauXYtbt26htLQUa9euHXRkJS7IG0sTg/BJlQbWXsvKpBJgcULQlBs9AJ5PMZrMTdmIiGjkuEiZiJyqsLAQd+7cgX9oJI4988P16lbxawtiVNgcoEF3WzNSU1Mxd+5c2Gw2PHr0CDdv3kR+fj66uroQEhKCyMhIBAYGOiwk9vf3d+hUm83mEd/F7/213nsV9DZQZ36gjn3f50YyJWo0bDYbzpw5Iwat69evIysrC1lZWYO+Rqs34+t/zse1yhbxuSQfC/Z/cx38vBRObZ8zHD58GCEhIVi8eLGrm0JERH0wIBCR0z169Ahvv38PNTo5hF4rZyUQEOthxD8s8YfNZkNzczO6urpgsVggk8ng5eWFlpYWPHv2DJ6enkhMTERUVNSgd/xtNlu/a0skkkE783079r0/l8vlTu/oj4fBYMCxY8cgk8kQHR2NBw8eYN26dYiOjh7ydbWaHtS19kAtM+FezpkR7c7sCh9++CFmzJiBzMxMVzeFiIj6YEAgIqeraenGyn8bfE788u6rCFIK8PDwgEKhEEt12plMJjx+/BgtLS1QKpVITk5GQkKCuHvxUB1/d3f3KdXRH4+Ojg4cO3YMISEhkEgkaGpqwo4dO0a8+/HVq1dRX1+PvXv3Tti6jLGw2Wz43e9+h2XLliE5OdnVzSEioj64BoGInK6+TTfk12cvWYN50d5Ddvbd3d3R3d2N/Px8lJeXo62tDdHR0Zg+ffqAey68jNRqNVatWoVz584hNTUVHR0duHDhArZt2zai/SHmzJmD6upq5OfnY968eZPQ4pGx7+nARcpERFMTAwIROd00/6EXn8YFeSMjI2PYRare3t5YsmQJZs6cKW629uDBA2RmZiI5OfmVKJEZFRWFefPm4fbt25g9ezaKiopw7do1rFy5ctjXenp6YtasWcjLy8P06dNHPPIw0Xp6egCAi5SJiKaol/9/VyKadPaqOrI+U31kEiAjyA0ttSX46KOPcPXqVbS1tQ17Pl9fXyxfvhyvv/46wsLCcP36dezfvx8VFRUDrkN42WRkZCA5ORkPHjxAWloaqqqqUFxcPOLXenh44O7duxPcypGzjyAwIBARTU1cg0BEE2KgqjpLE4Pw7huz4SETUFpaiuLiYvT09CAyMhIZGRmIjIwc0bnb2tpw//591NbWQqVSISsrC/Hx8S/N2oOBWK1WnDp1Cp2dnQgPD0dtbS02bdqE0NDQYV9bUVGBK1euYMuWLSM6fqIVFxfjzp07+MIXvuDqphAR0QAYEIhoQtmr6sQEePWrx2+z2VBTU4PCwkJoNBr4+/sjPT0dCQkJI1pnoNFokJubi4aGBvj5+SE7OxsxMTEvbVDQ6/U4evQo5HI53Nzc0NXVhZ07dw57J14QBBw9ehRSqRRbt251+ffn7t27qK6uxhtvvOHSdhAR0cAYEIhoSmhsbERRURHq6+vh4eGBGTNmIDU11aG60WCam5uRm5uLx48fIyAgAHPmzBm2HOiLqrW1FcePH0dISAja2trg6+uLzZs3D7se4+nTpzh58iRWrlzZb6fryXb58mV0dXVhy5YtLm0HERENjAGBiKaUjo4OFBcXo7y8HBKJBElJSUhPT4dKpRr2tU+fPkVubi6ePn2K4OBgZGdnj3ja0oukrq4OFy5cQExMDBoaGjB9+nQsWrRo2NdduHABGo0Gu3fvHlEVpIly6tQpKJVKrF692mVtICKiwTEgENGUZDAYUFJSgocPH0Kv12PatGnIyMhAWFjYsK998uQJ7t27h+bmZoSGhmLOnDkjet2LJD8/H/fu3cO0adNQX1+PFStWIDExccjXaLVaHDx4ENnZ2Zg1a9bkNHQABw4cQFRUFBYsWOCyNhDR1FbT0o36Nt2A01Np4jEgENGUZrVaUVVVhaKiIrS1tSEwMBAZGRmIi4sbdlpNQ0MDcnNzodFoEBERgezsbISEhExSyyfexx9/jPr6egQEBECj0WDbtm0ICAgY8jW3bt1CWVkZ9u7dCw8Pj0lqqaM//OEPyMrKQkZGhkuuT0RTV4fOhG/sKxiwwIXKw92FLXu1MCAQ0Qvj8ePHKCwsxOPHj+Hl5YW0tDRMnz592F2C6+rqkJubK262lp2djcDAwElq9cSxWCw4efIkurq64O7+/D/OHTt2QKFQDPoao9GIffv2IS4uDkuWLJmsporMZjP+8Ic/TIm1EEQ09bz13l18UqWBtVf3VCaRYFFCID74/FwXtuzVwn0QiOiFERkZiQ0bNmDXrl2IjIzEvXv38N///d+4efMmurq6Bn1dTEwMdu7ciVWrVqGzsxNHjhzBhQsXRrQHw1Tm5uaGtWvXiiMpBoMBOTk5GOq+j0KhQFZWFsrKylzy/rmLMhENpqq5C9cqWxzCAQBYBQHXKltQq+lxUctePRxBIKIXlk6nE9cpmEwmxMbGIiMjA8HBwYO+xmazoaqqCvfv30dXVxfi4+ORlZUFtVo9eQ13spaWFpw4cQI+Pj7o6OhAZmYmsrOzBz3eZrPh4MGD8PHxwYYNGyaxpc+rVZ06dQp79uwZ0cJzInr5CIKAzs5OtLW1ob29Xfx4v9GAfU3+g77uD2/PwYrkwf99J+dhQCCiF57FYkFFRQWKioqg1WoREhKCjIyMIfdEsNlsqKioQF5eHnp6epCYmIjMzEz4+vpOcuudo6qqCjk5OVCpVNBqtVi7di2mTZs26PH2Skjr169HVFTUpLfz85//vEsrKRHRxBMEAd3d3Q4hoK2tDR0dHbBarQAApVIJf39/+Pn5oUfmjS8ffzzo+S5/ZzkXLE8SBgQiemkIgoCGhgYUFhbi6dOn8PHxQXp6OpKTk8U5+n1ZrVaUlZUhPz8fBoMBSUlJyMzMhLe39yS3fvzu3buHvLw8eHp6wmq1Yvv27UPepT916hT0ej127tw57IJvZ3nw4AHy8/Px9ttvT8r1iGhy6HQ6tLW1iUHAHgYsFgsAQC6Xw8/PD35+fvD39xdDQd9iCVyDMDUwIBDRS6mlpQVFRUWorq6Gu7s7pk+fjrS0tEHnvlssFpSUlKCgoAAmkwnTp0/H7Nmzh92leCoRBAEXL15EfX09pFIpVCoVtm3bNuideo1GgyNHjmDx4sVITU2dlDbevHkTjx8/xu7duyflekTkXAaDoV8IaGtrg8lkAvB8bVTvIGD/ONJ1R1q9GV//cz6rGLkYAwIRvdS6u7tRXFyMsrIyWCwWxMXFISMjY9AqRmazGQ8fPsSDBw9gsVgwY8YMzJw502UlQUfLbDbj+PHjaG9vh81mQ0JCAlatWjXo8VeuXEFDQwP27t07bDUoZ7h06RKMRiM2btw44dciorEzmUz9pga1t7dDr9cDAKRSKdRqtUMI8PPzg4+Pz6BTO0ejVtODutYe7oPgIgwIRPRKMJvNKC8vR1FREbq6uhAeHo6MjAxERUUN+J+ZyWRCUVERCgsLIQgC0tLSMHPmzCFLiE4V3d3dOHLkCIxGI6xWKxYtWoT09PQBj+3p6cH+/fuRlpaGuXMnfvj++PHjUKlUWL58+YRfi4iGZ7FYHEYD7B97ep5XDJJIJFCpVP1GBHx9fSdtaiJNPgYEInql2Gw21NXVobCwEM3NzVCr1UhPT0diYuKAU3EMBgMKCwtRXFwMqVSK9PR0pKenT8rd9vFoamrCqVOnYDab4ebmhk2bNg26m/T9+/eRn5+PPXv2wMfHZ0Lb9ec//xnx8fGTEkaI6FNWqxVarbbfiEBnZ6d4jK+vb7/pQWq1GjKZzIUtJ1dgQCCiV9azZ89QWFiIuro6KBQKpKamYsaMGQNOJ9Lr9Xjw4AEePnwINzc3zJw5EzNmzBh08fNUUFFRgZycHFitVvj6+mLHjh0DzgO2WCzYt28fwsLChpyO5Ay/+93vsGDBAsyYMWNCr0P0qrLZbA4lRO1hQKvVinukeHl59VssrFarp/S/ZzS5GBCI6JXX2dkprlOw2WxITExERkYG/Pz8+h2r0+mQn5+P0tJSyOVyzJo1C6mpqVO2ZOft27dx//592Gw2REVFYfPmzQPeDayoqMCVK1ewdetWhISETEhbDAYDPvjgA6xZswYxMTETcg2iV4UgCOjq6uq3WLijowM2mw0A4OHh4TAaYP/zVB8BJddjQCAi+n+MRiPKyspQXFyMnp4eREZGIiMjA5GRkf2O7e7uRl5eHsrLy+Hh4YHZs2cjJSVlyg3FC4KAc+fOobKyEgCQmZmJxYsXD3jc0aNHIZVKsW3btglpS2trKw4fPoxt27YNuZkdETnq6enpNzWovb3doYRo38XCA5UQJRopBgQioj5sNhuqq6tRWFiI1tZW+Pv7IyMjA/Hx8f0CQGdnJ/Ly8lBZWQkvLy9kZmYiKSlpSi3eM5lMOHbsGB4/fgyFQoHXXnsNSUlJ/Y6z73K8atUqxMfHO70djx49wtmzZ/Hmm2++kPtMEE00vV4/YOWgviVE+4aBkZYQJRopBgQioiE0NjaisLAQDQ0N8PT0xIwZMzB9+nQolUqH4zo6OnD//n1UV1fD19cXmZmZSExMdEq5P2fo7OzE0aNH0dTUBH9/f2zfvn3AUq/nz59Ha2sr9uzZ4/TRkLKyMly7dg1f/OIXp1SAIppsRqNxwMpBBoMBwPMSogPtJeDt7T1l/k2hlxsDAhHRCHR0dKCoqAgVFRWQSCRISkpCenp6v52K29rakJubi7q6OqjVamRlZSEuLm5K/Kfe2NiIkydPorW1FTExMdixY8eAQefQoUPIzs7GrFmznHr9vLw8PHz4EJ/97Gedel6iqcpsNotBoHcY6FtCtO+IAEuIkqsxIBARjYLBYEBJSQkePnwIvV6PadOmISMjo18JUY1Gg9zcXDQ0NMDf3x/Z2dlTYmFuSUkJLl26BJ1Oh4yMDKxfv75feLl58ybKy8uxd+9ep85hvn79OlpaWrBjxw6nnZNoKrBarejo6HBYLNze3o6uri7xGF9f336LhVUq1ZRbt0QEMCAQEY2J1WpFZWUlioqK0N7ejqCgIKSnpyMuLs7hzt+zZ8+Qm5uLJ0+eIDAwENnZ2YiOjnZhy4EbN27g1q1bkEgkWLZsGebMmePwdYPBgH379iEhIWHABc1jde7cOQDAunXrnHZOoslks9mg1Wr7LRbuXULU29vbIQT4+/tDrVZP2UpnRANhQCAiGqdHjx6hqKgIjx8/hre3N9LS0pCSkuJQSrCxsRG5ubloampCcHAw5syZg4iICJe012az4cyZM8jPz4evry+2bt3ab3SjqKgIt2/fxq5duwYs9zoWR44cQVBQEJYsWeKU8xFNFHsJ0b6LhfuWEB2ochBLiNLLgAGBiMhJ2traUFhYiKqqKshkMqSkpCAtLc1hd+LHjx8jNzcXzc3NCAsLw5w5cxAaGjrpbTUajTh69CgePnyI6OhovP7661Cr1eLXbTYbDhw4AJVKhfXr1zvlmh9++CFmzJiBzMxMp5yPyBm6u7v7LRbu6OgQS4gqFIoBKwf1Xb9D9DJhQCAicjKdToeHDx+ipKQEJpMJsbGxyMjIcKj9X19fj9zcXLS2tiIyMhLZ2dmTvjeAfUFyTU0NZs2ahe3btzvspFpbW4uLFy9iw4YNA+4FMRo2mw2/+93vsHTpUqSkpIy36USjptPp+i0W7l1C1N3dfcDKQZ6eni5uOdHkY0AgIpogFosFFRUVKCoqglarRUhICDIyMhATEwOJRAJBEFBXV4fc3Fy0t7cjOjoa2dnZA5YfnSiPHj3CkSNHoNFosGzZMqxevdrh6ydOnIDRaMTOnTvHVVWlu7sbH330EdavX4+oqKjxNptoUPYSor0XC7e3t4slRGUymRgEeocBlhAl+hQDAhHRBBMEAfX19SgqKsLTp0/h6+uLtLQ0JCcnw93dHYIgoLq6Grm5uejs7ERsbCyys7OdNvd/OIWFhTh16hSsViu2bt2KjIwM8WstLS04evQolixZgunTp4/5Gs3NzTh27Bh27tyJgIAAZzSbXnH2EqK9Q0BbWxt0Oh2A53sJqFQqh8XC9hKiDAJEQ2NAICKaRC0tLSgqKkJ1dTXc3d2RmpqKGTNmwMvLCzabDZWVlbh//z66u7uRkJCArKysfnstTISrV6/i/PnzCAgIwBtvvIHw8HDxa5cvX8bjx4+xZ8+eMS/ArKurw4ULF/DWW29x7jaNisVicSghav/Y3d0tHtM7CNhHBtRqNfcSIBojBgQiIhfo7u5GcXExysrKYLFYEB8fj4yMDAQEBMBms6GsrAz5+fnQ6XRITExEVlaWw2JnZ7NarTh58iSuX7+O5ORkvPnmm/D29hbbeuDAAaSlpWHu3LljOv/Dhw9x69YtfPGLX3Rms+klYi8h2rdyUGdnp0MJ0b6LhVlClMj5GBCIiFzIZDKhvLwcRUVF6O7uRnh4ODIyMhAVFQWbzYbS0lLk5+fDaDQiOTkZs2fPFjvuzqbX67F//348ePAAixcvxrZt28RNnHJzc/HgwQPs2bNnTNe/e/cuqqqq8Oabbzq72fSCEQQBnZ2d/UYEtFqtWELU09Oz32JhtVrNEqJEk4QBgYhoCrDZbKirq0NhYSGam5uhVquRnp6OxMREAM/vwD948AAmkwmpqamYNWvWhFRXaW1txZ/+9CfU19dj27ZtWLp0KYDn873379+P8PBwrFy5ctTnvXLlCrRaLbZu3ersJtMU1t3d3W+xcHt7O6xWK4DnJUQH2kuA09CIXIsBgYhoimlqakJRURFqa2uhVCrFdQpubm4oKipCYWEhbDabGBSc3Zmqq6vDBx98AKPRiM9+9rNiWdKysjJcu3YN27ZtG3VJ1tOnT0OhUPSrkkQvB51O12+xcHt7O8xmM4BPS4j2DQMsIUo0NTEgEBFNUZ2dnSgqKkJ5eTkEQUBiYiLS09Ph6emJoqIiFBUVAQDS0tKQkZEBhULhtGvn5+fjv//7vxEYGIgvfOELCAoKgiAIOHz4MNzd3Uc9EnDgwAFERkZi4cKFTmsjTT6DweAQAuxBwGg0Avi0hGjv0QB/f/8JmxZHRBODAYGIaIozGo0oLS1FcXExdDodoqKixAXNDx48wMOHDyGVSpGRkYG0tDSnzdO+cOECTpw4gfT0dHzuc5+DUqnEkydPcPr0aaxevRpxcXEjPtf777+P2bNnY+bMmU5pG00sk8k04KZivUuIqtVqhxDg7+8PHx8flhAlegkwIBARvSBsNhuqq6tRWFiI1tZW+Pv7IyMjA2FhYSgqKkJpaSnc3Nwwc+ZMpKWljbuyi8ViwYEDB3Dt2jWsWbMG27Ztg1Qqxblz59De3o7du3eLi5iHO897772HFStWiGsqaGqwlxDtWznIXkJUIpHA19e339QglUrFEqJELzEGBCKiF1BjYyMKCwvR0NAAT09PzJgxA9OmTUNJSQnKysqgUCgwa9YspKamjqgTPxidToff//73KC0txWc/+1ksWLAAHR0dOHjwIObOnTuiEQGtVov9+/dj06ZNDvsr0OSx2WwOQcAeBjo7O8VjfHx8BqwcNJ7fHyJ6MTEgEBG9wDo6OlBUVISKigpIJBIkJSUhJiYG1dXVqKiogIeHBzIzM5GSkjLmO74tLS349a9/ja6uLnzta19DbGwsPvnkE1RWVmLv3r3DLpJ++vQpTp48id27d0OtVo+pDTQyNptNLCHae51AZ2enQwnRgSoHubu7u7j1RDRVMCAQEb0EDAYDSkpKUFxcDIPBgJiYGMTExODx48eoqqqCt7c3MjMzkZSUNKagUF1djV/96ldQq9X45je/CaVSiX379iEhIQGLFy8e8rVVVVXIycnBX/7lX7IT6iSCIKC7u7vfYuGOjg6xhKhSqey3WNjPz8+pi9mJ6OXEgEBE9BKxWq2orKxEYWEhOjo6EBQUhOjoaLS2tqKurg6+vr7IyspCQkLCqBeT3r59G++99x5mzpyJL3/5yygtLcWdO3fw+uuvDzkyUFhYiPv37+Mv//Ivx/nuXk09PT39Fgu3tbXBYrEAAORyeb/Fwn5+fvDw8HBxy4noRcWAQET0EhIEAY8fP0ZhYSGePHkCb29vREZGorOzE42NjVCr1cjOzkZsbOyIg4IgCDh69ChOnTqFjRs3Ytu2bTh48CDUajXWrVs36Otu3bqFR48eYffu3c56ey8lg8HQb7FwW1sbTCYTAMDNza3faICfnx9LiBKR042vxAUREU1JEokEUVFRiIqKQmtrq7hOQSaTISIiAnq9HpcuXYK/vz+ys7MRExMzonNu3rwZTU1NOHv2LKKiojB37lxcunQJjx8/RmRk5ICv6+np4YZYvdhLiPYNA3q9HsCnJUT9/f0RFRUlhgGWECWiycIRBCKiV4ROp0NxcTFKS0thMpmgUqlgMpmg0+kQFBSE7OxsREVFDXue7u5uvPPOO2htbcXf/d3fIT8/HyaTCTt37hywA3vixAn4+PhgxYoVE/G2piyLxdJvL4G2tjb09PQAeB64VCpVv8pBvr6+LCFKRC7FgEBE9IqxWCwoLy9HUVEROjs74e7uDrPZDEEQEBoaijlz5gxbjvTp06f453/+Z3h5eeFLX/oSLl68iKVLlyIlJaXfsX/+858RHx+PuXPnTtRbcimr1QqtVuuwWLi9vb1fCdG+lYNYQpSIpioGBCKiV5QgCKivr0dhYSGamppgNpthNpuhUCgQFRWF7OxshIaGDvr6oqIi/OIXv0B6ejpSU1PR1NSEvXv39qtU9Pvf/x7z5s1DWlraRL+lCWUvIdp3sbBWq4X9v1IvL68B9xJg9SYiepFwDQIR0StKIpGI5VCbm5tRVFSEmpoaaLVaFBUVoa6uDvHx8cjOzkZQUFC/16enp2PXrl3485//jICAAJhMJhQUFGDOnDniMQaDAVarFV5eXpP51sZFEAR0dXX1mxrU0dEh7iVgLyEaGRmJ9PR0MQzI5XIXt56IaPw4gkBERKLu7m4UFxejpKQEz549g8FggEqlwowZM5CdnY2AgACH4wVBwO9+9zt88sknWL58OaxWK/bs2SNW1mlra8OhQ4ewdetWhISEuOItDamnp6ffYuH29naHEqID7SXAEqJE9DJjQCAion5MJhPKy8tRWFiImpoadHV1wd/fH1lZWcjOzoafn5/Dsf/8z/+MhoYGpKWlYebMmeKC5EePHuHs2bN48803XVqOU6/XD1g5qG8J0b7rBF6kkQ8iImdhQCAiokHZbDbU1taioKAADx8+hEajQWBgIBYuXIi5c+fC19cXANDe3o5//Md/RHd3N2bNmoU33ngDQUFBKC8vx9WrV/HFL35xUirzGI3GATcVMxgMAJ6XEO07GuDv7w9vb2+WECUi+n8YEIiIaESampqQn5+PO3fu4OnTpwgKCsKyZcuwYMECeHt7o6qqCv/0T/8Es9mMnTt3Ytu2bcjLy0NxcTHeeustp7bFbDaLAcAeAtra2qDT6QB8WkK074gAS4gSEQ2PAYGIiEals7MT+fn5uHr1KhoaGuDv748VK1Zg6dKlyM3NxS9/+Uv4+fnhhz/8IXLLG1De2Ia/2LIGsYGjn65jtVrR0dHRb2pQV1eXeIyvr2+/dQIqlYolRImIxogBgYiIxsRoNKKoqAjnz59HVVUVVCoVVq5ciaamJnx06DjMc/4CT2wq8filiUF4943ZUHn0L/lps9mg1Wr7rRPo7OwUS4h6e3v3mx7k5+cHNzcW5CMiciYGBCIiGhebzYaSkhKcOXMGJSUl8PDwwCduM9HpFQFIPp3OI5NIsCghAL/aNb3fiEDvEqIeHh79pgb5+fmxhCgR0SRhQCAiIqew2WwoLy/HB0fP4c9dSYMe99eRTfB3t4olRPuGAaVSOYmtJiKivjguS0T0irPZbDCZTDCZTDCbzQP+uffnAz3f2dkJrVaL7u5u1OiVwBB9/BsF5UgLkCIgIABmsxkGgwF6vR56vR4GgwE+Pj7w9PSEUqnkgmIiIhdgQCAiekHZO/Zj6dT3fs5qtQ56DYlEArlcDrlcDnd3d7i7u4ud+p6eHvT09KC7uxtWqxVubm6QSqXwFvRDtrvjcSWKn5qhUqng7u4OiUQCQRDEzcnc3NygUCggl8vh7e0NX19fqFQqqNVqqNVq+Pn5Qa1Ww8PDw+Hh7t5/bQMREY0epxgREU0ym802ok79cB1+e4d6IH079vY/9/58sOftf3Zzc0N3dzc0Go34aG1thdlsBvB80XBgYCACAgKg1+vR0NCA7u5uhIWF4XdVShQ2GyHg070FZBIgI0SBLb6PUF5ejvb2dri5uSEwMBBhYWEICgqCQqGAm5sbdDodOjo6oNVqodVq0dXV5fA9sFqtYlsVCgUUCgU8PDygUqmgUqng5+cHlUoFLy+vfkHCw8MDCoWC+x4QEQ2CAYGIaIR6d+zH0qkfTcd+uM77cB3+0Vb2sVgsaGtrE0OARqNBW1ubOLqgUqkQGBgoPgICAqBQKFBbW4u8vDy0tbUhPDwcWVlZCAkJwYf7D2NfgwdKOz7thKf6AX/++hqoPNxhNBpRV1eH0tJSlJaWor29HQDg6emJwMBAhISEIDw8HOHh4QgLC4NCoYBer0d3d7c4atF7gbM9TBgMBvH7bf8+SyQSuLu7i6MSCoUCSqVSDBPe3t4DhojeD051IqJXCQMCEb307B378XTqe3c4B2LvhI6nUz+Wjv1YmEwmtLa2ikFAo9Ggvb0dgiBAIpHAz8+vXxjoPX1HEATU1NQgLy8P7e3tiIiIQFZWFkJDQwEAJSUluHHjBnbs2IEueKCutQfuhnaU3LmKZcuWITk52aE99rBQXV2Nuro6tLe3QyaTwc3NDUqlEnK5HAEBAQ6BYbCKRkajUQwQOp1O/Nje3i6WUe3p6RF/rmazGYIgQCqVQiKRQCKRQCqVOoQJ+1Sn4UIEpzoR0cuCAYGIpixBEMbdqR+uYw9g1J16V3Xsx8JgMPSbIqTVagEAMpkM/v7+DmHA399/0A3GBEFAdXU18vLy0NHRgcjISHHEwM5kMmHfvn2Ijo7G8uXLHV5/5coV1NbW4vXXX4e3t/eg7a2rq0NNTQ2ePHkCg8EgdtTt55dIJP0Cw2g65RaLRVw/MdCjq6sLHR0dsFgsDlOa3NzcxADRm7199vUU9mBjX2g90EdOdSKiqYwBgYicbqiO/Wg6/CPt2I+1U29fdPuy6OnpcQgCGo0G3d3dAAB3d3cEBAQ4hAG1Wj2iqTM2m00cMejo6EBUVBSysrIQHBzc79g7d+7g4cOH2LNnD7y8HHdONplMOHToEHx9fbFx48ZhO8Z9wwLwfKqTp6cnZDIZWltbodPpIJFIEBQUJAaG0NDQcQc2m80GnU43ZJDo6emB1WoVg4TVaoVMJoNMJoNUKhVHJYDnfycEQRC/ZieRSKBUKgcciegbLDw8PLg7NBFNCgYEIhL17diPdb69fRHrYMbbqbffsX+V77x2dnY6jAxoNBoYDAYAgFKpdJgeFBgYCF9f31F/v2w2G6qqqpCfnw+tVovo6GhkZmYOGAzsbTpw4ABmz56NrKysAY9pbGzEqVOnsGDBAqSnp4+4LQOFhbCwMAQGBkIul6OtrQ1Pnz6FXq+HVCpFcHCwGBhCQkImpGMtCIJDNafBHr3/PlitVkilUri7u4thou+ohP3vodFo7HdNuVw+4qlO3FiOiMaKAYHoJdC7Yz+SspZD3d0fymgq4Az2tVe9Yz9aNpsNWq223zQhk8kEAPDy8nIIAoGBgYNO3xnNNauqqpCXl4fOzk5MmzYNWVlZCAwMHPJ1ly5dQlNTE/bu3TvkHfybN2+itLQUO3fuhFqtHnX7BgsLcXFxUKvVaG9vR2NjIxobG2E0GiGTyRwWPQcHB0/qomOTyeSwHsK+0Lr3wx7u7Nzd3cX1DG5ubuLIg32dhEQigdVqFfeP0Ov16PvfuUwmG3GYUCqV/HtJRCIGBCIXsnfsx7o5Ve8/D2W8nXr7VBx2ICaW1WpFe3u7Qxhoa2sTp1r5+vr2Wzzs4eHhtOvbbDZUVFSgoKAAnZ2diImJQWZm5rDBAACamppw4sQJLF++HElJg++iDDxfA3DkyBG4u7tj69at4+qsDxYW4uPjERMTA51OJ4aFp0+fwmQywc3NDSEhIYiIiEB4eDgCAwNdXqXIarUOOqXJHix6enocQoBUKoWXlxe8vLzg6ekphone05sEQYDRaHQIEnq9vt/0vaGmOg304FQnopcbAwLRGNg3dRrP5lT2j0Oxd8x7d9xHexefHfupyWKxOFQRslcSstlskEgkUKvV/UYGJmrKiD0Y5Ofno6urC7GxscjMzERAQMCIXi8IAo4fPw6bzYbt27eP6PetpaUFx44dQ2Zm5qDTkUbLHhaqq6vR2NgIAAgPD0dcXBxiY2OhUCig0WjEwNDU1ASz2Qx3d3eEhoaKIwyBgYFT8u+MIAjQ6/XDTmnq2/n39PQUg4T9oVAoHIKE2WzuFyLsD051Inr1MCDQK2c8dex7Pz+UgTr2o72Lz479y8NoNPYLAx0dHQCe3wUeqJLQZFRFslqtYjDo7u5GXFwcMjMz4e/vP6rzVFVVIScnB5s3b0ZYWNiIX5ebm4v8/Hxs27YNQUFBo23+kAwGA2pra1FTUzNgWFAqlbDZbP0Cg8VigVwuR1hYmBgY/P39X6i/i/ZSr0M9+nb67aVc+wYJ+0ZzMpkMVqsVBoMBOp2u30d7mDAYDLDZbA7ntk91GkllJ3twISLXYkCgF4Yz6tgP17F3c3Mbdx17duxfbTqdrl8Y6OrqAvD896tvJSE/P79J7xBZrVaUl5ejoKAA3d3diI+PR2ZmJvz8/EZ9LovFgv379yMoKAhr1qwZ1WttNhuOHTsGi8WCHTt2TFgoGklYsLenublZDAzPnj2D1WqFQqFAWFiYOCVpLN+nqWa4Uq89PT3Q6XQOr5HJZA7BwdvbG56eng4flUrlkKMRer3eIVgMVKlsJFOd7MFiqpYXJnrRMSC8pGpaulHfpkNMgBdiA72Gf8EE6j0VZ6ydevtmRoPp3bEfa6fe3d2dd65oVLq6uvqFAXunSi6XOwSBwMBAqFQql4ZHq9WKsrIyFBQUQKfTIT4+HrNnzx5Xhzc/Px/379/H7t274evrO+rXt7e348iRI0hNTcWCBQvG3I6RGmlYAJ5/v549eyYGhubmZthsNnh4eDiMMIxlofWLwF7qte8C674LrXuPGEgkkgGnNPV92NcwWCyWIcNE70ffhdzAp4u5R/Kw76VBRMNjQHjJdOhM+Ma+AlyrbBGfW5oYhHffmA2Vx+jqvQ82x360d/FH0rEfbx17duxpIgmCIFYS6h0I7NM0PDw8+oUBHx8fF7f6UxaLRQwGer0eCQkJmD179rg7tjqdDvv27UNqairmz58/5vMUFRXh1q1b2LRpE8LDw8fVptHQ6/XiAufeYcG+wLl3WACefx+bmprEwNDS0gJBEODp6SmGhfDw8DEFpRfZSEq99h29VSqVw4aIvmsXbDYbDAbDiANF36lOUql0VFWd+P8KvcoYEF4yb713F59UaWDtXelCAmRFeOF/vRY+qg7/cB378daxZ8eepiKbzYb29naHINDa2ipWivL29u4XBjw9PV3c6oFZLBaUlpbiwYMH0Ov1SExMxOzZs6FSqZxy/mvXrqG2thZ79+4d191ZQRBw6tQpdHV1YdeuXS5Z1GoPC9XV1Xj69CkAICIiAnFxcQOGBeD5tMfegUGj0UAQBHh7ezsEhvGWnX0ZmM3mYUOEXq93eI27u/uwIWKo8qwDVW8a7DFQJbjRVHVy1VSnqTRbgF4uDAgvkZqWbqz8t6uDfv2vI5sQpBx499nR3sVnx55eBhaLBW1tbQ5BoLW1VbzzqFarHdYMBAQEDNhRnGosFgtKSkrw4MEDGAwGJCUlYfbs2U69s93a2orDhw9j4cKFSEtLG/f5urq6cOjQIcTFxWHZsmVOaOHY6fV6cRrSSMMC8Hy/g6dPn4qBobW1FcDz8rS9A8NUDZSuNlSp197rInqPDEil0n7rIAb6ONz/WRaLpd+C69FMdXJzc+u34Hoipzo5c7YA0UAYEF4il8ub8Zfv3xv06++9lY2V00MmsUVEU4fJZBJHBewf29vbIQgCpFKpWFa0dxhwd3+x/qM1m81iMDCZTEhKSsKsWbMmZMrLqVOnoNPpsGvXLqfdMCgvL8fVq1exdu1aTJs2zSnnHK+xhgXg+dSb3oGhvb0dAKBSqRwCgzP3snjZjbXUq4eHx7CjESP9+26f6jRYRae+Hwea6jRcRafeHwf6+zXQbAGZRIJFCYH44PNzx/CdJXLEgPASGW4E4dK3FiMhxDlTC4imMoPB4LBwWKPRoLOzE8DzSiz2UQH7R39//xd64yez2YyHDx+isLAQJpMJycnJmDVr1oStg6ivr8f58+exbt06REdHO/Xc586dQ0tLC15//fUpN1oznrBgf33vwGAvdevn5yeGhbCwsCn3vl9EJpNpwIXVvT/2HQmQy+UjmtI0lrYMNyphb89AlfYUCoXDCESHVY6/vdI16PUuf2c5pxvRuDEgvGQGW4MQ62HElxJNWLFiBUJCOIpAL4+enp5+YaCnpwfA8znMfTcbU6vVL80UOZPJJAYDs9mMlJQUzJo1a0LnvNtsNhw8eBDe3t7YuHGj08+v0+lw6NAhhIWF4bXXXnP6+Z2lb1iQSCRiNaSRhAUADrs8NzY2iiE2ICDAITBwo7GJYbFYRjSlqXc3qW+p18H2jRjrvzH2qU5DhYm8JiN+XzX4NKUfLFRhRUoI/Pz8oFarWQqWxoQB4SWj1Zvx9T/n95uX+L82xuP+retoaWnBrFmzkJWV9dJ0kujVIAgCurq6+oUB+11ApVLZb4qQr6/vS7knhclkQnFxMYqKimA2mzF9+nTMnDlzUhbDFhcX4+bNm9i5c+eId1oerdraWly8eBErVqxAYmLihFzDmXQ6nUM1JKlU6lANaaRzzru7ux0CQ3d3NyQSSb/A8KJNfXuR2Wy2EU1pslqt4mskEgk8PDwc1kH0DRGenp5j7rjfKq7GG/9dNujXv53YCQ/LpyMM3t7eUKvVYmCwf+RIFQ2FAeElVavpQV1rj0NlA5vNhgcPHuD+/fvw8/PDihUrRr1jKtFksNlsYlnR3guI7cPvXl5eDkEgMDDwlagUYzKZUFRUhKKiIlitVjEYeHlNznQCo9GIffv2ITY2FkuXLp3Qa12+fBn19fXYtWvXC/WzHSgs9J6GNJoFqp2dnQ6BQafTQSKRICgoSAwMoaGhvEM8BYyl1KtCoRhwBKJ3sOg9emSxWHD37l0UFxfjaHsEKrSAtVcPTiYBFiUE4YPPz4XJZEJHR4f4aG9vR0dHBzo7O8UREaVS2S80qNXqF+rvG00cBoRXkEajweXLl6HVajF37lykp6e/lHdZ6cVgtVrR3t7uEAba2trERYa+vr79RgZetUWdRqMRRUVFKC4uhtVqRWpqKmbOnDnp1XBu3bqF0tJS7N27d8KvbTKZcPDgQajVamzYsOGF/DfKHhbspVPHExYAQKvVorGxEU+ePMHTp0+h1+shlUoRHBwsBoaQkJAXej3Ny8xe6nWwDecGKvXq5uYGLy8vWCwWVFRUwGq1Ijs7G3EpafinK09xu75TPDbJ14o/f+01BPgM/u+j1WqFVqt1CA7t7e3QarXiKIi7u7sYFnoHB19fX848eIUwILyirFYr7t27h8LCQoSFhWH58uVTamMnejmZzWaxlKg9DLS3t8Nms0EikQxYSehVnn9tMBjEYCAIAlJTU5GRkeGSMplarRYHDx5EVlYWZs+ePSnXfPz4Mc6cOYNFixZhxowZk3LNiaLT6RzWLIw3LADPd6HuPcJgNBohk8kQEhIiBobg4GB26l4g9t2r7YGhu7sbBQUFKCgogFwuR3x8PCQSiVgZqc0sQ4dFDj93Mx6X5iMmJgYLFy4ccGRiqN8D+xTO3qMN9o/2kQ+pVAqVSuUQGvz8/KBSqTiK9RJiQHjFNTY24sqVKzAajVi4cCGSk5Nd3SR6SRiNRocgoNFoxKotUqkU/v7+DmHA39+f/8n8PwaDAYWFhXj48KEYDGbOnOnSkZMLFy5Ao9Fg9+7dk/pz+uSTT1BeXo6dO3c6bYM3V5uIsCAIAtra2sSw8PTpU5hMJri5uSEkJAQREREIDw9HYGAgA8MLoqurC5cvX0ZTU5O4dlAmk0EQhAGnNJWXl+POnTuIi4uDSqVyWqlXnU7nMNpgH33Q6XTiMT4+Pv2Cg5+f3yt9g+dFx4BAMJlMuHXrFsrLyzFt2jQsXbr0lZvCQeOj0+kc1gpoNBp0dT1fJOfm5uZQRSgwMBB+fn7spAxAr9eLwQAA0tLSkJGR4fLFhI2NjTh16hRWrlyJhISESb22xWLBoUOHoFQqsWXLlpfu92awsBAfH49p06aNeVMtQRDQ2trqEBjMZjPc3d0RGhoqjjAEBga+kNO3XnYVFRX45JNPoFAosHLlSoSGho7oddevX0dFRQW2bdsGHx+fYddF9C31at+9eqiN5+z/HplMpn6jDfZ1Dnaenp79piv5+flxs8AXAAMCierq6nDt2jUAwNKlSxETE+PaBtGUZK8k1Ht0wH4nSS6XOwSBwMBAqFQqdkCGodfr8eDBA5SUlEAikWDGjBlTIhgAzzuaR48ehVQqxdatW13ys3z27BlOnDiB7OzsSZve5Ar2sFBdXY2mpiZIpVJERkYiLi5uXGEBeD51RaPRiIGhqakJFosFcrkcYWFhYmDw9/fn31cXMhgMuH79Ompra5GUlISFCxeO6i681WrF8ePHYTKZsGPHjmFfa7Vahw0RfUu9SqXSIUchFAoFzGYzOjs7HQKEVqsVp0bJ5fIBg4OPjw9//6YIBgRyoNfrcf36ddTV1Y3pHyd6eQiCMGAlIaPRCOD5cHVQUJDD6ADXsYyOTqfDgwcPUFpaColEgrS0NKSnp0+JYGBXUVGBK1euYMuWLSO+izkR7t27hwcPHmDbtm0IDAx0WTsmi06nQ01NDWpqavqFhZiYmHH/u2yz2dDc3CwGhmfPnsFqtUKhUCAsLEyckuTn5+ekd0TDefToEa5evQqr1YqlS5ciNjZ2TOfp7OzEkSNHEBER4ZS9ROy7Vw+18VzfUq/A89GDvvtDAM/XoplMJphMJnR2dqKjowNmsxnA830meq9zsH9UqVRcfD/JGBBoQL2HN5cvX47w8HBXN4kmkM1mc6gkZB8dsM9h9fHx6TdNiEPEY6fT6VBQUIDS0lLIZDIxGIznDvFEsFgs2LdvH/7/9u48LKp6/wP4exhg2EFkX0VRXGIRXEJFwSW3XEIry5tLm5WWZrZYme1k91aUt7Rbt7Su5opmlpa54b6AuOSKogKyCQKyw8z5/TE/To7sMMyZ5f16nnlgzpyZ8zmDzsx7vpuHhweGDx8uaS0qlQqbNm2CIAh44IEHTOrDQnuHBUD9TXJOTo4YGHJzc6FSqWBtba3RwuDk5NT2EyINNTU1OHz4MM6ePQtfX18MGTKkza+vV69exR9//IHIyEgEBwdrqdLGVVZWNtoSUVJS0uBUr3K5HEqlEkqlUgwQFRUVEAQBFhYWkMlkGuMc7hzv0Np//1fySnCtoExjOnj6GwMCNaikpAR79uzBjRs3EBwcjL59+3IQqRGoqalBQUFBnWlFa5t+75xJqDYU6NsHV0NVWlqKlJQUnD9/HnK5HMHBwQgODtbbVrqkpCScOHECDz/8sF60DhUUFCAhIQHBwcHo37+/1OVIorS0VByz0F5hAVC/TmRnZ4uBIS8vD4IgwMbGRgwLXl5ecHBw0MrxTFVeXh527dqFkpIS3HvvvVqdrevw4cM4c+YMxo0bB3d3d609blvU1NQ0q0tTrdqwoFKpIAgCqqurUVNTg5qaGigUCigUCnTo0AFubm5wdnbW6LbU0FjKwrIqvLAmpc6Csksf6Q1Hay5CWIsBgRolCALOnDmDo0ePwt7eHkOHDjWJ5n1jUVVVVe9MQoIgwMzMDB06dNAIAh07duQqre2gdqrC8+fPw8LCAsHBwbjnnnv0NhgA6g+ia9euRa9evfTqw/jJkydx5MgRybs86QNdhQVA/UHtzsBw8+ZNCIIAOzs7jcDARbaaR6VSISUlBcnJyXB2dsbQoUO13jqjUqnwyy+/oKSkBJMmTdKrrouNuXuq1/ouxcXFGmtHlJWVQalUQqVSwcLCAgqFAnZ2dnB1dYW7u7s49W/Hjh0xe/1ZHEjNh/KOj79ymQwDA13ww+P9JDxz/cKAQM1y69Yt7N69GwUFBQgPD0dYWJjRzSZi6CoqKjSCwM2bN8XZJORyeb0zCZlSNw0plJSU4MSJE7hw4QIsLCwQEhKCXr166XUwqLVnzx5cv34dU6ZM0at6BUHAL7/8gtLSUkyePJmB9v/pMiwA6i8fsrKyxMCQn58PQL2w4Z2BgV0R6youLsbu3buRm5uL3r17Izw8vN3eT0tLS7Fx40a4uLhg9OjRRjMAWBAEVFZW1llo7vbt28jLy0NeXp74HlhWVoby8nJ19yWrDjjiOqrBx939UjS7G/0/BgRqNpVKheTkZJw4cQIuLi6IiYlhf1SJlJaW1gkDpaWlANSzQ9wZBjp27AgnJycGOh26ffs2Tpw4gYsXL8LS0lIMBobyYfbmzZtISEjAoEGD0LNnT6nLqaO4uBgbNmxA165dERUVJXU5eqehsFA7dWp7BL6KigqNwHDr1i0AgKOjo0ZgMPUptM+fP4+DBw/CxsYGMTExOun6U7vgYJ8+fRAeHt7ux9MnBQUFyMzMxI0bN5CWlobD14qxBw134/p+Rl/EBLnpsEL9xYBALZabm4vdu3ejtLQU/fv3R8+ePY3mWwl9U7u65d1hoHbuaisrqzrTinKaOOkUFxfjxIkTuHTpEiwtLREaGoqePXsaTDCo9csvv6CiogKTJk3S22B57tw57Nu3D6NHj4avr6/U5eit2rBw+fJl5OTkwMzMDL6+vuLUqe3VOlReXq4RGGoXSezQoYMYFjw9PQ2m20tblZeXIzExEdeuXUP37t0RGRmp09eF48eP48SJExg7dqxRTjpSVVWFgoKCOpfaQdGWlpbo0KEDSmQ2eONQVYOPwxaEvzEgUKvU1NTgyJEj+Ouvv+Dt7Y0hQ4aw72kbqVQqFBYWaowZyM/PF1/gbG1t64QBW1u+kOmD4uJiJCcn49KlS7CyshKDgSEO6q+d/cQQPnhv27YN+fn5mDx5ssl80GyL0tJScTYkXYYFQD0TU21YuHHjhtj9sWPHjhqBQZ+6s2nLtWvXkJiYCEEQJFtjSBAE/PbbbygoKMCkSZMMtutX7fvk3UGgpKQEgHqNBicnJzg7O2tc7OzskJmZiT179uC7K9ZIK1dAdcenX45BqIsBgdokIyMDe/fuRXV1NQYNGqTzVVYNlVKp1JhWtDYM1M4j7eDgUCcM8AOQ/ikqKhJbDKytrREaGooePXoYZDAA1G++69atg4ODA8aMGSN1OU0qKyvD+vXr4ePjg2HDhkldjkEpKSkRuyHpOizUHv/OwFBSUgKZTFYnMBha69udqqurcfjwYZw7dw5+fn4YMmSIpF2sysvLsXHjRjg4OOD+++/X29bBWiUlJRohID8/X2OxNTs7uzpBoL7utDU1NTh69CjOnDkDb29v9O4/EK9tuchZjJrAgEBtVllZiQMHDiA1NRWdO3fGoEGD+GH2DtXV1WKrQO3PW7duQaVSQSaTaUwrWjtmwBi/RTMmhYWFSE5OxuXLl2FtbY2wsDB0797dYINBrVOnTuHIkSOYPHmywSyQdfnyZezcuRPDhg1Dly5dpC7HIN0dFuRyuThmwc/PTyevR8XFxRqBoaysDDKZDK6urmJg8PDwMJj/Y7m5udi1axfKysoQGRmJHj16SF0SACA7Oxu//PILQkJC9GZ2ssrKyjotArdu3dLoHnR3EHB2dm7Wv8u8vDzs3r0bt2/fRv/+/dGrVy+xC27azVJczS/lOggNYEAgrbly5Qr27dsHuVyOwYMHw8/PT+qSdK6yslIjCNROKwqomz6dnZ01woCzs7PBvOGRejavEydOIDU1Fba2tmIwMIbZoCoqKrBmzRoEBgZi0KBBUpfTIjt37kRGRgYefPBBg+06oS9qw8Lly5eRm5sLuVwutizoKiwA6ta5OwNDeXk5zMzM4ObmJgYGd3d3vfu/d+dkHq6uroiJiYGjo6PUZWk4deoUDh8+jJEjR8Lf319nx1UqlfV2D6qdYKOx7kEtpVKpcOLECSQnJ3NSlVZiQCCtKisrw969e5Geno4ePXrg3nvvNegm4saUlZXVGTxc2w/S3Ny8zmJjHTp00PsmXapfQUEBkpOTceXKFdjZ2SEsLAxBQUF69+GkLQ4ePIgLFy5gypQpBjfTTEVFBTZs2ICOHTti9OjRUpdjNEpKSsQxC3eHBX9/f52+tt+6dUsjMFRWVkIul4vz23t5ecHNzU3S19iioiLs2rULN2/eRHh4OHr37q23r/l//PEHbty4gUmTJml9EURBEOp0DyooKBDX4AGa3z2oNQoLC7F7926D+DvoMwYEahfnzp3DoUOHYGNjg+joaINf0OjumYTy8/PF1R4VCkWdNQYcHR05k5ARuDsY9O7dG926dTOqYACo31DXr1+Pvn37IiwsTOpyWiU9PR3btm1DVFSU3nTnMCb6FBYEQUBBQYEYFrKyslBVVQVzc3O4u7vD29sbXl5ecHFx0dkHw7Nnz+Lw4cOwtbVFTEwM3Nz0e6rMqqoqbNy4EVZWVhg/fnyrX9Pu7h6Un5+PW7duobq6GkDbuge1lCAI+Ouvv3DkyBHY2dkZxN9BnzEgULupXQwmJycHYWFhiIiI0PsPVoIgoKioqE4YqKysBADY2NjUaRnQ9rcvJL38/HwkJSXh6tWrsLe3F4OBsX4LtX37dty6dQsPPfSQ3v8fbcy+fftw6dIlTJ48GQ4ODlKXY7T0KSwA6tft/Px8jcBQXV0NCwsLeHh4iC0MLi4uWv/ipqysDImJibh+/Tp69uyJe++912C6jd68eRObN29G9+7dm+xWWDuxxt2tArVflJmZmaFDhw51goCuZtorLS3Fnj17kJmZKa7+bih/B33FgEDtShAEnDx5EsePH4eTkxOGDh0KZ2dnqcsCoO6jWN9MQjU1NQAAe3v7OmGA/ZuN282bN5GcnIyrV6/CwcEBvXv3RteuXY02GABAZmYmfv31VwwfPhydO3eWupw2qa6uxsaNG2FjY4Nx48axFU8H9C0sAOrX9ps3b4qBITs7GzU1NbC0tISnp6cYGJydndv0b+Tq1atITEyETCbDkCFDDHLc3dmzZ7F//35xkH/t2jt3B4GioiKxe5C9vX2dIODo6CjZ62Rqair2798PCwsLDBkyBD4+PpLUYWwYEEgn8vPzsXv3bhQWFqJPnz4IDQ3V6Zt3TU0NCgoKNMJAQUGBOF1afTMJKRQKndVH0srLy0NSUhKuX78OBwcHhIeHIzAw0KiDAaAO8Bs3boSFhQUmTJggdTlakZ2djS1btqB///4IDQ2VuhyToo9hAVAHhtzcXDEw5OTkQKlUQqFQwNPTU+yS1NyZu6qrq8UxO506dcLgwYMNcua+iooKFBQUYNu2bbh48SJCQkJQVVUldg9SKBR1gkCHDh30Zpa9yspK7Nu3D1euXEFgYCAGDhzI920tYkAgnVEqlTh+/DhOnjwJDw8PREdHt0s3gKqqKo1ZhGpnEhIEQWwGvXsmIWMdSE2Ny83NRXJyMq5fvw5HR0eEh4ejS5cuRh8Map0/fx6JiYmYOHGiUfXVPXLkCE6fPo3Y2Fi9abE0Nbdv3xanTr0zLNROnSrla65SqUROTo4YGHJzc6FSqWBtba3RwlDfrDfZ2dnYvXs3KioqMGDAAAQFBen+BFqoqe5BKpUKly5dgp2dHcaPHw83Nzeddg9qjfT0dOzduxdKpRKDBg3iFMftgAGBdK72Bba8vFxjfugreSW4VlDWojmJy8vL64SB2hU6zc3N60wr2qFDB4PuY03akZubi6SkJKSnp8PJyUkMBqbUJaW6uhpr1qyBt7c3hg4dKnU5WqVUKrFp0ybIZDI88MADJhP49FVtWLh8+TLy8vIgl8vh5+cnTp0q9Rc0NTU1YmDIzMxEXl4eBEGAjY2NxhoMly5dQkpKCtzd3dvtC662aE73IAcHhzqtAg4ODigqKsKmTZvQuXNnREdHS3sijaipqcHhw4dx9uxZ+Pj4YMiQIXodZAwZAwJJorq6GocOHcL58+fR0dMXCTlOOHC5QLy9vlUNS0pK6qwxUDt/sqWlZb0zCfGDAd0pOzsbycnJyMjIQIcOHRAeHo7OnTubVDCodezYMZw6dQoPP/xwq+YZ13f5+fnYtGkTQkND0bdvX6nLof93+/ZtsRuSPoYFQP3+lJ2dLbYwXL9+HefOnYNSqUS/fv0wePBgeHt7S/r/prZ70N2X2jF0VlZW9XYPauz5vXTpEnbv3o3Bgweje/fuujqVZsvNzcXu3btRWlqKe++9Fz179pS6JKPGgECSun79Oh7/IQmXSy0g4O8PaXIZEO5ti5f72ohhoKKiAoD6he/OIFA7k5Apfsij5snOzkZSUhIyMzPh7OyM8PBwBAQEmOy/mZKSEqxduxYhISFG/eH5xIkTOH78OMaPHw93d3epy6G73B0WzM3NNRZlkzos1E6beeDAAdTU1KBz584oKytDfn4+APW38bUtDF5eXu0yiUVNTU293YPKy8sBAHK5vN7Zg1pby759+3Dx4kVMnDgRHTt21OaptJohLD5njBgQSFJX8kow9NO9Dd4+v9ttBHlpjhlgcyI1140bN5CcnIwbN27A2dkZERER6NSpk8kGg1q7du1CZmYmpkyZIvmHsPakUqmwZcsWVFZWYtKkSZz2UI81FBZqxyzo+m9XWlqKvXv3IiMjA/fccw/69esn1lBZWYmsrCyxhaGgQN367ejoqBEYWrLgoCAIKC4urhMEiouLm+wepM2WcqVSiZ9//hlVVVWIjY2VfEDyrVu3sHv3bhQUFCA8PBxhYWHsGaAjDAgkqd0XcjFzxbEGb/9+Rl/EBBnP4EnSjRs3biApKQlZWVno2LEjIiIi4O/vb/LBAFA302/evFlvuxFoW1FRETZu3IigoCAMHDhQ6nKoGYqLi8UBzrVh4c5uSO0dFq5cuYJ9+/ZBLpcjOjq6yWkzy8vLNQJDYWEhAKBDhw5iWPD09BRnOiovL68TBG7dutVo9yBnZ2edhaTi4mIkJCTA29sbI0aM0Mkx7yYIAs6cOYOjR4/C3t4eQ4cOhYuLiyS1mCoGBJJUUy0Iu1+KbvaAZaKMjAwkJycjOzsbLi4uYjCgv/3888+orq7GpEmTTCYw1XYTGTNmDOdINzC1YeHy5cu4efNmu4aFqqoqHDhwAJcuXULnzp0xaNCgVk1fWlZWJo5dSE1NRXZ2NkpLSyGXy2Fubg5ra2s4OjpCoVBotXuQNl29ehV//PEHIiMjERwcrNNjl5SUYM+ePbhx4waCg4PRt29ftv5JgAGBJDftu6M4kHoTyjv+KcplMgwMdMEPj/eTsDIyFBkZGUhKSkJOTg5cXV0RERFhkIsWtbcrV67gzz//xNixY+Ht7S11OTojCAJ+++03FBYWYvLkyZwr3UAVFxeL3ZC0HRaysrKwe/duVFVVYeDAgejatWuz7ysIAoqKiurtHgSoBxSrVCrU1NSgsrISMpkMtra28PHxEddg8PT01LvufocPH8aZM2cwbtw4nY3huXjxIg4ePAhLS0tER0fDy8tLJ8eluhgQSHJF5dV4/qcTSLyUJ26rbxYjorulp6cjKSkJubm5cHNzQ3h4OINBA5RKJdatW4cOHTpg1KhRUpejcyUlJdiwYQP8/f0RExMjdTnURq0NC3dPp33n+jyenp6IiYlpdHaisrKyersHKZVKAIC1tXW9swfdWU9xcbHYHenGjRsoKyuDTCaDq6urxrSqUn9rrlKp8Msvv6CkpASTJk1q18XgKioqsG/fPqSlpaFr164YOHCg5OMfTB0DAumNtJuluJpf2qJ1EMg0Xb9+HUlJScjLy4O7uzsiIiLYdaQJJ0+exNGjR/Hggw/WuwCUKaidxnH48OHo3Lmz1OWQljQnLBSWVeGFNSkaX0RFdnLEGKccVN6+hb59+yIkJETsdlddXV3v7EG1s+mZm5vX2z2oJQOTaxUVFWkEhvLycpiZmcHNzU0MDO7u7pKs4VNaWoqNGzfCxcUFo0ePbpduidevX8fevXshCAKioqIQEBCg9WNQyzEgEJHBuHbtGpKSknDz5k14eHggPDycwaAZysvLsXbtWvGbOVO2Y8cOZGVlYfLkyXrR15u0q6Gw8PUFcyRnlml0ZZVBQFd7JZZPUfexr697kEwma3D2oPYaw3Pr1i0xLGRlZaGiogJyuRzu7u5iYHBzc9PZbD4ZGRn47bff0KdPH4SHh2vtce9cD8nPzw+DBw/m/0k9woBARHpNEAQxGOTn58PT0xMRERHsm9oC+/fvR2pqKqZMmdKu3QQMQUVFBdavXw83NzeMHDlS6nKoHdWGhcNn0/DR6Ya7qzzjkw1nC6XYPahjx45iEHBycpK0q48gCLh16xYyMzPFwFBVVQVzc3O4u7uLYxhcXFzaNTAkJSUhKSlJa+OXsrOzsWfPHpSVlSEyMhI9evTQQpWkTQwIRKSXBEHA1atXkZSUhIKCAnh5eSE8PJzBoIVu3bqFDRs2oH///ggJCZG6HL1w7do1/P777xgyZAiCgoKkLofaWVPTaY93yEAfb2s4OTnB1tYWNjY2sLGx0fjdxsZGL/rEC4KA/Px8jRaG6upqWFhYwMPDQ2xhcHFx0WoLR+1A/4KCAkyaNKnV3/SrVCpxzIebmxtiYmLg4OCgtTpJexgQiEivCIKAtLQ0JCcno6CgAN7e3ggPD4enp6fUpRmkbdu2oaioCA8++KAkfZj11d69e3HlyhVMnjwZ9vb2UpdD7aip6bS/vt8TTubVKC0tRVlZmXipqqrS2M/c3LzRAFF7XZezEalUKty8eVMMDNnZ2aipqYGlpSU8PT3FwODs7NzmwFBeXo6NGzfCwcEB999/f4tbLAoKCrB7927cunULffr0QWhoqMlMtWyIGBCISC8IgoArV64gOTkZt27dgo+PD8LDw+Hh4SF1aQYrPT0d27Ztw4gRIzjw7y5VVVXYsGED7O3tcf/99/ODipFrzXTaNTU1KCsrE4PD3QGi9np1dbXG/SwsLOoEiPp+b4+uSyqVCrm5uWJgyMnJgVKphEKhgKenp9glqUOHDq16/OzsbPzyyy8ICQlB//79m3UfQRBw+vRpHD16FI6Ojhg6dCg6duzYquOT7jAgEJGkBEHA5cuXkZycjMLCQvj6+iI8PFxn824bK5VKhY0bN8LKygrjxo2Tuhy9dOPGDWzdulWSxaBIt9pzOu3q6upGA0Ttz9qVkmtZWlo2GiBqL20JEkqlEjk5OWJgyM3NhUqlgrW1tUYLQ0tmNjt16hQOHz6MkSNHNrkQ5e3bt7Fnzx5kZWUhJCQEffv2ZUumgWBAICJJqFQqMRgUFRXBz88P4eHhcHNzk7o0o3D27Fns378fsbGxcHFxkbocvXXo0CGcPXsWsbGxrf5WlQyHlNNpV1VVNRogai/1BYmmWiNsbGya9cG7pqZGIzDk5eVBpVLBxsZGDAteXl5Njgv4448/cOPGDUyaNKnBLnoXLlzAwYMHoVAoEBMTw26iBoYBgYh0SqVSITU1FcnJySguLoafnx8iIiLg6uoqdWlGo6qqCmvWrIGfnx+io6OlLkev1dTUICEhAebm5pg4caLOpo4kakhVVZVGaGioZaJ2cbZaCoWiwXERtb9bW1trBInq6mpkZ2eLgeHmzZsQBAF2dnYageHuxeOqqqrEFsrx48fjWkG5uACdh60Z9u3bh6tXryIoKAiRkZF6McCbWoYBgYh0QqVS4dKlSzhx4gSKi4vRqVMnhIeH89vtdnD06FGcOXMGDz/8MGxtuehgU/Ly8rB582aEh4cjIiJC6nKImqWysrJZXZtUKpXG/aysrBoMEObm5iguLsatW7eQnZ2N/Px8AICDg4NGYLCxscHNmzfx08af8UepD07n/d3qEWhbhQe9SzAyJgqdOnXS5VNCWiTtOt5EZPRUKhUuXryIEydO4Pbt2+jUqRNGjBjBQWrt5Pbt2zh16hR69+7NcNBMrq6uCA8PR3JyMvz8/NiaRQZBoVBAoVA02TWuoqKi3taI0tJScY2FhoKEg4MDKioqkJ+fj2vXrqG8vByWlpZwdXWFv78/thV54NytagB/D/K/UmqJfcpAzGI4MGhsQSCidqFSqXDhwgWcOHECJSUl6Ny5M8LDw+Hs7Cx1aUbtzz//RHZ2NqZMmSLpAk+GRqVS4eeff0Z1dTViY2P53JFJEQQBlZWVTXZtKiwsRGFhIYqKipBZXI0DHYY3+Ji7X4rW+TgP0h6+AhKRVimVSly4cAEpKSliMBg1ahSDgQ7k5OTgypUriI6O5gfcFjIzM0NMTAw2btyIo0ePYsCAAVKXRKQzMpkMVlZWsLKyarR1VxAEsUVi59lsHPjtaoP7Xs0vZUAwYHwHISKtUCqVOH/+PFJSUlBaWorAwED07t2bM8PoiCAIOHToEFxcXNC1a1epyzFITk5O6NevHw4dOoROnTpx1W6iu8hkMlhbW8Pa2hp9uiuARgJCp44MB4aMAYGI2qSmpkYMBuXl5ejSpQvCw8NbNK82td3ly5eRm5vLRb/a6J577sG1a9ewZ88eTJ48mbOvEDWgs6sdBnd1bXABOrYeGDaOQSCiVqmpqcG5c+dw8uRJlJeXIzAwEOHh4XB0dJS6NJNTU1ODdevWwcXFBffdd5/U5Ri8kpISrF+/HgEBAZwmlqgR7bkAHUmLLQhE1CI1NTU4e/YsTp48iYqKCnTt2hW9e/dmMJDQ6dOnUVZWhv79+0tdilGws7PDgAEDsHfvXnTq1IlTNRI1wNHaAj883k/SBeiofTAgEFGz1NTU4K+//sKpU6dQWVkpBoOmVtyk9lVWVoaUlBT06tWLIU2LgoKCcPXqVSQmJsLd3R3W1tZSl0SktwJcGAyMDbsYEVGjqqurxWBQVVWFbt26oXfv3rC3t5e6NAKQmJiItLQ0TJkyBQqFQupyjEp5eTnWr18PDw8Pdt0iIpPCFgQiqldVVRX++usvnD59GlVVVQgKCkLv3r1hZ2cndWn0//Lz83H+/HkMGDCA4aAdWFtbIyoqCjt27MDFixfRrVs3qUsiItIJBgQi0lBVVYUzZ87g9OnTqK6uRvfu3REWFsZgoIcOHz4MR0dH9OzZU+pSjFZAQAC6du2KgwcPwsvLi/8PiMgkMCAQEQB1MDh9+jROnz4NpVIpBgNbW/Yr1UfXr19HZmYmRo4cCTMzM6nLMWoDBw7EjRs3sHfvXowZM4bTyBKR0WNAIDJxlZWVOH36NM6cOQOlUokePXogLCwMNjY2UpdGDVCpVDh8+DC8vLzg7+8vdTlGz9LSEtHR0fj111/x119/4Z577pG6JCKidsWAQGSiKioqxGAgCAJ69OiB0NBQBgMDcO7cORQWFmLYsGFSl2IyvL290atXLxw9ehQ+Pj5cCJCIjBoDApGJqaiowKlTp/DXX39BEAT07NkToaGhnMbRQFRWVuL48ePo3r07OnbsKHU5JqV///7IyMjAnj17MH78eHbtIiKjxYBAZCJqg8GZM2cAAL169UJISAiDgYE5ceIElEol+vTpI3UpJsfc3BwxMTH4+eefkZKSgvDwcKlLIiJqFwwIREauvLwcJ0+exNmzZyGTyXDPPfcgJCQEVlZWUpdGLVRcXIwzZ84gPDycXcEk4ubmhrCwMCQnJ8PPzw8uLi5Sl0REpHUMCERGqqysDKdOnRKDQXBwMIKDgxkMDNiRI0dgY2ODkJAQqUsxaREREbh+/Tp2796N2NhYyOVyqUsiItIqBgQiI1NWVia2GMjlcoSEhCA4OJgLaRm4rKwspKWlYejQoTA350u3lMzMzBATE4OEhAQcO3YM9957r9QlERFpFd9liIxEaWkpTp48iXPnzkEulyMsLAz33HMPg4EREAQBhw4dgqurK7p06SJ1OQTA2dkZ/fr1w+HDh+Hv7w9PT0+pSyIi0hoGBCIDcSWvBNcKytCpoy0CXP5evKykpEQMBhYWFujduzfuueceWFpaSlgtadOlS5dw8+ZNjB8/not06ZHg4GBcvXoVe/bsweTJk2FhYSF1SUREWiETBEGQuggialhhWRVeWJOCxEt54rbBXV0RN64r0i78hfPnz8PCwgIhISHo1asXg4GRqampwZo1a+Dh4YHhw4dLXQ7dpbi4GBs2bEBgYCAGDx4sdTlERFrBgECk56Z9dxQHUm9Cecd/VTMZ0MmqAjM6lYrBgN9eGqekpCScOHECDz30EBwcHKQuh+px/vx5JCYmYtSoUfDz85O6HCKiNuMqL0R67EpeCRIv5WmEAwBQCcCVcitE3jceYWFhDAdGqnZcSXBwMMOBHuvevTt8fX2RmJiIiooKqcshImozBgQiPXatoKzR2zOKqnRUCUnh2LFjMDc3R+/evaUuhZowZMgQKJVK7N+/X+pSiIjajAGBSI/5Oze+GFanjraN3k6G6+bNm7h48SL69OnDcSUGwMbGBlFRUbhy5QpSU1OlLoeIqE0YEIj0WGdXOwzu6gr5XTPXyGUyDO7qqjGbERmXQ4cOwcnJCd27d5e6FGqmzp07IzAwEPv370dpaanU5RARtRoDApGeW/pIbwwMdNHYNjDQBUsfYbcTY3X16lVkZWUhMjISZmZ8mTYkAwcOhLm5Ofbu3St1KURErcZZjIgMRNrNUlzNL62zDgIZF5VKhXXr1sHBwQFjxoyRuhxqhfT0dGzbtg2DBg1Cz549pS6HiKjF+NUUkYEIcLFFTJAbw4GR++uvv3D79m3ce++9UpdCreTr64uePXvi8OHDKC4ulrocIqIWY0AgItITFRUVSEpKQvfu3eHs7Cx1OdQG/fv3h42NDXbv3g021BORoWFAICLSE8nJyRAEAX369JG6FGojCwsLREdHIycnBydPnpS6HCKiFmFAICLSA4WFhTh79ix69+4Na2trqcshLfDw8EBYWBiOHz+OgoICqcshImo2BgQiIj1w5MgR2NjYIDg4WOpSSIsiIiLg5OSEXbt2QalUSl0OEVGzMCAQEUksMzMT165dQ//+/SGXy6Uuh7RILpcjJiYGhYWFSEpKkrocIqJmYUAgIpKQIAg4fPgw3N3d0aVLF6nLoXbQsWNH9OnTBydPnkROTo7U5RARNYkBgYhIQhcuXEB+fj4iIyOlLoXaUUhICNzc3LB7925UV1dLXQ4RUaMYEIiIJHAlrwR//nUD2w8kIzAwEG5ublKXRO3IzMwM0dHRKCsrw5EjR6Quh4ioUeZSF0BEZEoKy6rwwpoUJF7K+/8tjhioskJEZDUcrS0krY3al6OjI+69917s378fnTp1QpXCCdcKyrg6OhHpHZnAFVyIiHRm2ndHcSD1JpR3vPTKZTIMDHTBD4/3k7Ay0pX1P/+Kr09XI7X070A4uKsrlj7SmyGRiPQCuxgREenIlbwSJF7K0wgHAKAUBCReykPazVKJKiNd2pzbAZdLNRvwD6TexPM/nZCoIiIiTQwIREQ6cq2grNHbr+YzIBi7K3klOHDlFgTINLYzJBKRPmFAICLSEX9nm0Zv79SR/dCNHUMiERkCBgQiIh3p7GqHwV1dIZdpfnssl8kwuKsrB6qaAIZEIjIEDAhERDq09JHeGBjoorFtYKALlj7SW6KKSJcYEonIEHAWIyIiCaTdLMXV/FJOcWmCisqr8fxPJ+6Y6pazGBGRfmFAICIikgBDIhHpKwYEIiIiIiIScQwCERERERGJGBCIiIiIiEjEgEBERERERCIGBCIiIiIiEjEgEBERERGRiAGBiIiIiIhEDAhERERERCRiQCAiIiIiIhEDAhERERERiRgQiIiIiIhIxIBAREREREQiBgQiIiIiIhIxIBARERERkYgBgYiIiIiIRAwIREREREQkYkAgIiIiIiIRAwIREREREYkYEIiIiIiISMSAQEREREREIgYEIiIiIiISMSAQEREREZGIAYGIiIiIiEQMCEREREREJGJAICIiIiIiEQMCERERERGJGBCIiIiIiEjEgEBERERERCIGBCIiIiIiEjEgEBERERGRiAGBiIiIiIhEDAhERERERCRiQCAiIiIiIhEDAhERERERiRgQiIiIiIhIxIBAREREREQiBgQiIiIiIhIxIBARERERkYgBgYiIiIiIRAwIREREREQkYkAgIiIiIiIRAwIREREREYkYEIiIiIiISMSAQEREREREIgYEIiIiIiISMSAQEREREZGIAYHICEVHR+Oee+5p12O8/fbbkMlk7XoMIiJDMmPGDNjZ2TVrX5lMhrfffrt9CyJqJQYE0qoVK1ZAJpOJFysrK3h5eWHkyJH44osvcPv2balL1InaD8+1FwsLC3Tq1AkvvPACCgsLpS6vUTNmzNCo3cHBAaGhofjkk09QWVmplWN89dVXWLFihVYei4ikx9d+3Vi9ejXi4+OlLoNMgLnUBZBxevfddxEQEIDq6mpkZ2djz549mDdvHj799FNs2bIFISEhUpeoE8uWLYOdnR1KS0uxc+dOLF26FMnJydi/f7/UpTVKoVDg22+/BQAUFhZi48aNWLBgAY4dO4Y1a9a0+fG/+uoruLi4YMaMGW1+LCLSH3ztb77y8nKYm7fsY9jq1atx5swZzJs3r32KIvp/DAjULkaPHo0+ffqI1xcuXIhdu3bh/vvvx/jx43Hu3DlYW1vrrB5BEFBRUaHTYwLA5MmT4eLiAgCYNWsWpkyZgrVr1+Lo0aPo16+fTmtpCXNzc/zjH/8Qrz/33HPo378/1q5di08//RReXl4SVkdE+oqv/c1nZWUldQktVlpaCltbW6nLIB1gFyPSmaFDh2LRokW4du0a/ve//2ncdv78eUyePBnOzs6wsrJCnz59sGXLljqPcerUKQwZMgTW1tbw8fHB+++/j++//x4ymQxXr14V9+vUqRPuv/9+/P777+jTpw+sra3x9ddfA1B/Iz5v3jz4+vpCoVAgMDAQS5YsgUql0jiWSqVCfHw8evXqBSsrK7i7u2PWrFm4detWq5+DqKgoAMDly5fFbQUFBViwYAGCg4NhZ2cHBwcHjB49GidPntS47549eyCTybBu3Tp88MEH8PHxgZWVFYYNG4bU1NQmj/3HH3/AxsYGjzzyCGpqalpUt5mZGaKjowFA43m+W01NDd577z106dIFCoUCnTp1wuuvv67RNalTp07466+/sHfvXrE7Qu1jE5HxMcXX/szMTEycOBF2dnZwdXXFggULoFQqNfa5ewzC7du3MW/ePHTq1AkKhQJubm4YMWIEkpOTAajHlv3666+4du2a+NrZqVMn8f65ubl44okn4O7uDisrK4SGhmLlypV1asvPz8djjz0GBwcHODk5Yfr06Th58iRkMplG18/a8RSXL1/GmDFjYG9vj6lTpwIA9u3bhwcffBB+fn5QKBTw9fXFiy++iPLyco1j1T7G9evXcf/998POzg7e3t748ssvAQCnT5/G0KFDYWtrC39/f6xevbrZzzG1L7YgkE499thjeP311/HHH3/gqaeeAgD89ddfGDhwILy9vfHaa6/B1tYW69atw8SJE7Fx40Y88MADANQvuDExMZDJZFi4cCFsbW3x7bffQqFQ1HusCxcu4JFHHsGsWbPw1FNPISgoCGVlZRgyZAgyMzMxa9Ys+Pn54eDBg1i4cCGysrI0+nbOmjULK1aswMyZM/HCCy8gLS0N//73v3HixAkcOHAAFhYWLT7/2jeyDh06iNuuXLmCzZs348EHH0RAQABycnLw9ddfY8iQITh79mydb+s/+ugjmJmZYcGCBSgqKsLHH3+MqVOn4siRIw0ed+vWrZg8eTIefvhhfPfdd5DL5S2uvTbUdOzYscF9nnzySaxcuRKTJ0/GSy+9hCNHjiAuLg7nzp3Dpk2bAADx8fF4/vnnYWdnhzfeeAMA4O7u3uJ6iMhwmNJrv1KpxMiRI9G/f3/861//wp9//olPPvkEXbp0wbPPPtvg/Z555hls2LABc+bMQc+ePZGfn4/9+/fj3LlzCA8PxxtvvIGioiJkZGTgs88+AwBxQHR5eTmio6ORmpqKOXPmICAgAOvXr8eMGTNQWFiIuXPnAlCHn3HjxuHo0aN49tln0b17d/z888+YPn16vTXV1NRg5MiRGDRoEP71r3/BxsYGALB+/XqUlZXh2WefRceOHXH06FEsXboUGRkZWL9+fZ3nY/To0Rg8eDA+/vhjrFq1CnPmzIGtrS3eeOMNTJ06FbGxsVi+fDmmTZuGyMhIBAQENPockw4IRFr0/fffCwCEY8eONbiPo6Oj0Lt3b/H6sGHDhODgYKGiokLcplKphAEDBghdu3YVtz3//POCTCYTTpw4IW7Lz88XnJ2dBQBCWlqauN3f318AIGzfvl3j2O+9955ga2srXLx4UWP7a6+9JsjlcuH69euCIAjCvn37BADCqlWrNPbbvn17vdvvtnjxYgGAcOHCBSEvL0+4evWq8N133wnW1taCq6urUFpaKu5bUVEhKJVKjfunpaUJCoVCePfdd8Vtu3fvFgAIPXr0ECorK8Xtn3/+uQBAOH36tLhtyJAhQq9evQRBEISNGzcKFhYWwlNPPVXnOPWZPn26YGtrK+Tl5Ql5eXlCamqq8OGHHwoymUwICQmpc461UlJSBADCk08+qfF4CxYsEAAIu3btErf16tVLGDJkSJO1EJFh4Gu/2vTp0wUAGq/dgiAIvXv3FiIiIjS2ARAWL14sXnd0dBRmz57d6OOPHTtW8Pf3r7M9Pj5eACD873//E7dVVVUJkZGRgp2dnVBcXCwIgvr9AIAQHx8v7qdUKoWhQ4cKAITvv/++zrm89tprdY5XVlZWZ1tcXJwgk8mEa9eu1XmMDz/8UNx269YtwdraWpDJZMKaNWvE7efPn6/znJB02MWIdM7Ozk6c0aKgoAC7du3CQw89hNu3b+PmzZu4efMm8vPzMXLkSFy6dAmZmZkAgO3btyMyMhJhYWHiYzk7O4tNnncLCAjAyJEjNbatX78eUVFR6NChg3ismzdvYvjw4VAqlUhMTBT3c3R0xIgRIzT2i4iIgJ2dHXbv3t2scw0KCoKrqys6deqExx9/HIGBgdi2bZv4LQygHhBsZqb+r6hUKpGfnw87OzsEBQWJTct3mjlzJiwtLcXrtd2Wrly5Umffn376CQ8//DBmzZqFr7/+WjxOU0pLS+Hq6gpXV1cEBgbi9ddfR2RkpNgKUJ/ffvsNADB//nyN7S+99BIA4Ndff23WsYnIOJnSa/8zzzyjcT0qKqre1+g7OTk54ciRI7hx40azjnGn3377DR4eHnjkkUfEbRYWFnjhhRdQUlKCvXv3AlA/lxYWFmIrDqDuQjp79uwGH7u+Vo87x3SUlpbi5s2bGDBgAARBwIkTJ+rs/+STT4q/Ozk5ISgoCLa2tnjooYfE7UFBQXBycmryeSLdYBcj0rmSkhK4ubkBAFJTUyEIAhYtWoRFixbVu39ubi68vb1x7do1REZG1rk9MDCw3vvV10R56dIlnDp1Cq6urg0eq3a/oqIisc6G9mvKxo0b4eDggLy8PHzxxRdIS0urM1hOpVLh888/x1dffYW0tDSNfqr1defx8/PTuF7bXenu/rFpaWn4xz/+gQcffBBLly5tVr21rKys8MsvvwBQB5iAgAD4+Pg0ep9r167BzMyszt/Dw8MDTk5OuHbtWotqICLjYiqv/VZWVnWO06FDhybHMHz88ceYPn06fH19ERERgTFjxmDatGno3Llzk8e8du0aunbtWudLoB49eoi31/709PTU+JIKaPi5NDc3r/e1//r163jrrbewZcuWOudVVFSkcb2+58PR0RE+Pj511tJxdHRs0zg/0h4GBNKpjIwMFBUViS9GtYPDFixYUOcbn1oNvXA1pb5ZK1QqFUaMGIFXXnml3vt069ZN3M/NzQ2rVq2qd7+G3mTuNnjwYHEWo3HjxiE4OBhTp05FUlKS+EL+4YcfYtGiRXj88cfx3nvvwdnZGWZmZpg3b16dwXMAGhw/IAiCxnVPT094enrit99+w/HjxzVmFmmKXC7H8OHDm73/nbh4GhHdzZRe+1szxgsAHnroIURFRWHTpk34448/8M9//hNLlixBQkICRo8e3arHbKs7W7hrKZVKjBgxAgUFBXj11VfRvXt32NraIjMzEzNmzKjzvtXQ89Hc9zKSBgMC6dSPP/4IAOIbQu03IxYWFk1+IPX39693tp7mzOBTq0uXLigpKWnyWF26dMGff/6JgQMHam16PDs7OyxevBgzZ87EunXrMGXKFADAhg0bEBMTg//+978a+xcWForhojWsrKywdetWDB06FKNGjcLevXvRq1evNp1DY/z9/aFSqXDp0iXxWysAyMnJQWFhIfz9/cVtDBFEpsWUX/tbwtPTE8899xyee+455ObmIjw8HB988IEYEBp67fT398epU6egUqk0PtCfP39evL325+7du1FWVqbRitCS5/L06dO4ePEiVq5ciWnTponbd+zY0fwTJb3HMQikM7t27cJ7772HgIAAse+om5sboqOj8fXXXyMrK6vOffLy8sTfR44ciUOHDiElJUXcVlBQ0OA3PfV56KGHcOjQIfz+++91bissLBSn/3zooYegVCrx3nvv1dmvpqam1ashT506FT4+PliyZIm4TS6X1/nGZP369WL/27ZwdHTE77//Lk6Xd+f0qto2ZswYAKizyuenn34KABg7dqy4zdbWVu9XlCYi7eBrf9OUSmWdrjlubm7w8vLSmCba1ta2zn6A+vU3Ozsba9eu1ah36dKlsLOzw5AhQwCon8vq6mp888034n4qlUqcdrQ5ar/5v/N9SxAEfP75581+DNJ/bEGgdrFt2zacP38eNTU1yMnJwa5du7Bjxw74+/tjy5YtGgvEfPnllxg0aBCCg4Px1FNPoXPnzsjJycGhQ4eQkZEhrgfwyiuv4H//+x9GjBiB559/Xpzqzs/PDwUFBc36Vvrll1/Gli1bcP/992PGjBmIiIhAaWkpTp8+jQ0bNuDq1atwcXHBkCFDMGvWLMTFxSElJQX33XcfLCwscOnSJaxfvx6ff/45Jk+e3OLnxcLCAnPnzsXLL7+M7du3Y9SoUbj//vvx7rvvYubMmRgwYABOnz6NVatWNavfaXO4uLhgx44dGDRoEIYPH479+/fD29tbK499p9DQUEyfPh3/+c9/UFhYiCFDhuDo0aNYuXIlJk6ciJiYGHHfiIgILFu2DO+//z4CAwPh5uaGoUOHar0mItItvva3zu3bt+Hj44PJkycjNDQUdnZ2+PPPP3Hs2DF88skn4n4RERFYu3Yt5s+fj759+8LOzg7jxo3D008/ja+//hozZsxAUlISOnXqhA0bNuDAgQOIj4+Hvb09AGDixIno168fXnrpJaSmpqJ79+7YsmULCgoKADSvdbd79+7o0qULFixYgMzMTDg4OGDjxo0cO2BspJtAiYxR7VR3tRdLS0vBw8NDGDFihPD555+LU63d7fLly8K0adMEDw8PwcLCQvD29hbuv/9+YcOGDRr7nThxQoiKihIUCoXg4+MjxMXFCV988YUAQMjOzhb38/f3F8aOHVvvsW7fvi0sXLhQCAwMFCwtLQUXFxdhwIABwr/+9S+hqqpKY9///Oc/QkREhGBtbS3Y29sLwcHBwiuvvCLcuHGj0eehdgrQvLy8OrcVFRUJjo6O4jSfFRUVwksvvSR4enoK1tbWwsCBA4VDhw4JQ4YM0ZgKtHaa0/Xr12s8XlpaWp3p6e6c5rRWamqq4OnpKfTo0aPeumrVTnPalLunORUEQaiurhbeeecdISAgQLCwsBB8fX2FhQsXakxjKAiCkJ2dLYwdO1awt7cXAHDKUyIDx9d+tYZeP+t7vcQdU3pWVlYKL7/8shAaGirY29sLtra2QmhoqPDVV19p3KekpER49NFHBScnJwGAxpSnOTk5wsyZMwUXFxfB0tJSCA4O1nhfqJWXlyc8+uijgr29veDo6CjMmDFDOHDggABAY9rRxt4Lzp49KwwfPlyws7MTXFxchKeeeko4efJkvVOl1vcY9b1HCULjfz/SLZkgcDQIGbZ58+bh66+/RklJSasHhxERkWHha7/2bN68GQ888AD279+PgQMHSl0O6QGOQSCDcvcy7vn5+fjxxx8xaNAgvkEQERkpvvZrz93PpVKpxNKlS+Hg4IDw8HCJqiJ9wzEIZFAiIyMRHR2NHj16ICcnB//9739RXFzc4DzaRERk+Pjarz3PP/88ysvLERkZicrKSiQkJODgwYP48MMPJZm5ifQTuxiRQXn99dexYcMGZGRkQCaTITw8HIsXL271nP1ERKT/+NqvPatXr8Ynn3yC1NRUVFRUIDAwEM8++yzmzJkjdWmkRxgQiIiIiIhIxDEIREREREQkMvoxCCqVCjdu3IC9vT1XbyUikyYIAm7fvg0vLy+N1ValFBcXh4SEBJw/fx7W1tYYMGAAlixZgqCgIHGf6Oho7N27V+N+s2bNwvLly5t1DL4PEBGpNfd9wOi7GGVkZMDX11fqMoiI9EZ6ejp8fHykLgMAMGrUKEyZMgV9+/ZFTU0NXn/9dZw5cwZnz56Fra0tAHVA6NatG959913xfjY2NnBwcGjWMfg+QESkqan3AaNvQahdPTA9Pb3ZbyZERMaouLgYvr6+4uuiPti+fbvG9RUrVsDNzQ1JSUkYPHiwuN3GxgYeHh7NeszKykpUVlaK12u/B+P7ABGZuua+Dxh9QKhtTnZwcOAbAxERoNfdbIqKigAAzs7OGttXrVqF//3vf/Dw8MC4ceOwaNEi2NjY1PsYcXFxeOedd+ps5/sAEZFaU+8DRt/FqLi4GI6OjigqKuIbAxGZNH1/PVSpVBg/fjwKCwuxf/9+cft//vMf+Pv7w8vLC6dOncKrr76Kfv36ISEhod7HubsFofYbM309byIiXWnu+4DRtyAQEZFhmD17Ns6cOaMRDgDg6aefFn8PDg6Gp6cnhg0bhsuXL6NLly51HkehUEChULR7vURExko/prEgIiKTNmfOHGzduhW7d+9ucgB1//79AQCpqam6KI2IyOSwBYGIiCQjCAKef/55bNq0CXv27EFAQECT90lJSQEAeHp6tnN1RET6R6lUorq6ut7bLCwsIJfL23wMBoQGKJXAvn1AVhbg6QlERQFaeL6JiOgOs2fPxurVq/Hzzz/D3t4e2dnZAABHR0dYW1vj8uXLWL16NcaMGYOOHTvi1KlTePHFFzF48GCEhIRIXD0Rke4IgoDs7GwUFhY2up+TkxM8PDzaNCEFA0I9EhKAuXOBjIy/t/n4AJ9/DsTGSlcXEZGxWbZsGQD1Wgd3+v777zFjxgxYWlrizz//RHx8PEpLS+Hr64tJkybhzTfflKBaIiLp1IYDNzc32NjY1AkAgiCgrKwMubm5ANrWyirpGITExESMGzcOXl5ekMlk2Lx5c519zp07h/Hjx8PR0RG2trbo27cvrl+/3m41JSQAkydrhgMAyMxUb29g0gwiImoFQRDqvcyYMQMA4Ovri7179yI/Px8VFRW4dOkSPv74Y85GREQmRalUiuGgY8eOsLa2hpWVlcbF2toaHTt2hJubGwoLC6FUKlt9PEkDQmlpKUJDQ/Hll1/We/vly5cxaNAgdO/eHXv27MGpU6ewaNEiWFlZtUs9SqW65aC+iV9rt82bp96PiIiIiEgXasccNLT+y51q92lonEJzSNrFaPTo0Rg9enSDt7/xxhsYM2YMPv74Y3FbfVPa3am++a+ba9++ui0HdxIEID1dvd9dreFERERERO2qOeMKtLEYpt5Oc6pSqfDrr7+iW7duGDlyJNzc3NC/f/96uyHdKS4uDo6OjuLF19e32cfMytLufkREREREhkZvBynn5uaipKQEH330Ed5//30sWbIE27dvR2xsLHbv3o0hQ4bUe7+FCxdi/vz54vXaFTSbo7ljOTizHhERtUSn135t1f2ufjRWy5UQETVNbwOCSqUCAEyYMAEvvvgiACAsLAwHDx7E8uXLGwwIbVlBMypKPVtRZmb94xBkMvXtUVGtengiIiIiIr2nt12MXFxcYG5ujp49e2ps79GjR7vNYiSXq6cyrU9td674eK6HQERERETGS28DgqWlJfr27YsLFy5obL948SL8/f3b7bixscCGDYC7u+Z2Hx/1dq6DQERERERSqO1h09Z9miJpF6OSkhKkpqaK19PS0pCSkgJnZ2f4+fnh5ZdfxsMPP4zBgwcjJiYG27dvxy+//II9e/a0a12xsUDPnkCPHoC1NfDbb1xJmYiIiIikYWlpCTMzM9y4cQOurq6wtLSsd6G0qqoq5OXlwczMDJaWlq0+nqQB4fjx44iJiRGv1w4unj59OlasWIEHHngAy5cvR1xcHF544QUEBQVh48aNGDRoULvXZm2t/qlScUpTIiIiIpKOmZkZAgICkJWVhRs3bjS6r42NDfz8/GBm1vqOQpIGhOjoaAj1jQa+w+OPP47HH39cRxX9rXacc1WVesCyFqaUJSIiIiJqFUtLS/j5+aGmpqbBVZLlcjnMzc3bvBaC3s5iJLXagCAIQE0NYGEhbT1EREREZNpkMhksLCxg0c4fTPV2kLLU7pwp9Y6FmYmIiIiIjBoDQgMYEIiIiIjIFDEgNEAu/3vWIgYEIiIiIjIVDAiNqJ0digGBiIiIiEwFA0Ij7pzJiIiIiIjIFDAgNKI2ILAFgYiIiIhMBQNCIxgQiIiIiMjUMCA0ggGBiIiIiEwNA0IjOEiZiIiIiEwNA0Ij2IJARERERKaGAaERnMWIiIiIiEwNA0Ij2IJARERERKaGAaERDAhEREREZGoYEBrBgEBEREREpoYBoRGcxYiIiIiITA0DQiPYgkBEREREpoYBoRGcxYiIiIiITI2kASExMRHjxo2Dl5cXZDIZNm/e3OC+zzzzDGQyGeLj43VWH1sQiIiIiMjUSBoQSktLERoaii+//LLR/TZt2oTDhw/Dy8tLR5WpMSAQERERkakxl/Lgo0ePxujRoxvdJzMzE88//zx+//13jB07VkeVqTEgEBEREZGpkTQgNEWlUuGxxx7Dyy+/jF69ejXrPpWVlai84xN9cXFxq4/PWYyIiIiIyNTo9SDlJUuWwNzcHC+88EKz7xMXFwdHR0fx4uvr2+rjswWBiIiIiEyN3gaEpKQkfP7551ixYgVkMlmz77dw4UIUFRWJl/T09FbXwFmMiIiIiMjU6G1A2LdvH3Jzc+Hn5wdzc3OYm5vj2rVreOmll9CpU6cG76dQKODg4KBxaS22IBARERGRqdHbMQiPPfYYhg8frrFt5MiReOyxxzBz5kyd1MCAQERERESmRtKAUFJSgtTUVPF6WloaUlJS4OzsDD8/P3Ts2FFjfwsLC3h4eCAoKEgn9TEgEBEREZGpkTQgHD9+HDExMeL1+fPnAwCmT5+OFStWSFTV3ziLERERERGZGkkDQnR0NARBaPb+V69ebb9i6sEWBCIiIiIyNXo7SFkfMCAQERERkalhQGgEpzklImpfcXFx6Nu3L+zt7eHm5oaJEyfiwoULGvtUVFRg9uzZ6NixI+zs7DBp0iTk5ORIVDERkfFjQGgEWxCIiNrX3r17MXv2bBw+fBg7duxAdXU17rvvPpSWlor7vPjii/jll1+wfv167N27Fzdu3EBsbKyEVRMRGTe9neZUHzAgEBG1r+3bt2tcX7FiBdzc3JCUlITBgwejqKgI//3vf7F69WoMHToUAPD999+jR48eOHz4MO69914pyiYiMmpsQWgEZzEiItKtoqIiAICzszMAICkpCdXV1Rrr4nTv3h1+fn44dOhQvY9RWVmJ4uJijQsRETUfA0Ij2IJARKQ7KpUK8+bNw8CBA3HPPfcAALKzs2FpaQknJyeNfd3d3ZGdnV3v48TFxcHR0VG8+Pr6tnfpRERGhQGhEQwIRES6M3v2bJw5cwZr1qxp0+MsXLgQRUVF4iU9PV1LFRIRmQaOQWgEZzEiItKNOXPmYOvWrUhMTISPj4+43cPDA1VVVSgsLNRoRcjJyYGHh0e9j6VQKKCofQEnIqIWYwtCI2rfX2pqAJVK2lqIiIyRIAiYM2cONm3ahF27diEgIEDj9oiICFhYWGDnzp3itgsXLuD69euIjIzUdblERCaBLQiNuPMLqMpKwNpaulqIiIzR7NmzsXr1avz888+wt7cXxxU4OjrC2toajo6OeOKJJzB//nw4OzvDwcEBzz//PCIjIzmDERFRO2FAaETtLEYAAwIRUXtYtmwZACA6Olpj+/fff48ZM2YAAD777DOYmZlh0qRJqKysxMiRI/HVV1/puFIiItPBgNCIuwMCERFplyAITe5jZWWFL7/8El9++aUOKiIiIo5BaIRMxrUQiIiIiMi0MCA0gTMZEREREZEpYUBoAtdCICIiIiJTwjEITWBAICIiY9LptV9bdb+rH43VciVEpK/YgtAEjkEgIiIiIlPCgNAEtiAQERERkSlhQGgCAwIRERERmRJJA0JiYiLGjRsHLy8vyGQybN68Wbyturoar776KoKDg2FrawsvLy9MmzYNN27c0GmNnMWIiIiIiEyJpAGhtLQUoaGh9S5+U1ZWhuTkZCxatAjJyclISEjAhQsXMH78eJ3WyBYEIiIiIjIlks5iNHr0aIwePbre2xwdHbFjxw6Nbf/+97/Rr18/XL9+HX5+fvXer7KyEpV3fJovLi5uU40MCERERERkSgxqDEJRURFkMhmcnJwa3CcuLg6Ojo7ixdfXt03H5CxGRERERGRKDCYgVFRU4NVXX8UjjzwCBweHBvdbuHAhioqKxEt6enqbjssWBCIiIiIyJQaxUFp1dTUeeughCIKAZcuWNbqvQqGAovZTvRYwIBARERGRKdH7gFAbDq5du4Zdu3Y12nrQHjiLERERERGZEr0OCLXh4NKlS9i9ezc6duyo8xrYgkBEREREpkTSgFBSUoLU1FTxelpaGlJSUuDs7AxPT09MnjwZycnJ2Lp1K5RKJbKzswEAzs7OsKwdPdzOGBCIiIiIyJRIGhCOHz+OmJgY8fr8+fMBANOnT8fbb7+NLVu2AADCwsI07rd7925ER0frpEbOYkREREREpkTSgBAdHQ1BEBq8vbHbdIUtCERERERkSgxmmlOpMCAQERERkSlhQGgCZzEiIiIiIlPCgNAEtiAQERERkSlhQGgCAwIRERERmRIGhCZwFiMiIiIiMiUMCE1gCwIRERERmRIGhCYwIBARERGRKWFAaAJnMSIiIiIiU8KA0AS2IBARERGRKWFAaAIDAhERERGZEgaEJnAWIyIiIiIyJQwITWALAhERERGZEgaEJjAgEBEREZEpYUBoAmcxIiIiIiJTwoDQBLYgEBEREZEpYUBowp0BQRCkrYWISB8kJyfj9OnT4vWff/4ZEydOxOuvv44qNrcSERk8BoQm1M5iBADV1dLVQUSkL2bNmoWLFy8CAK5cuYIpU6bAxsYG69evxyuvvCJxdURE1FYMCE2obUEA2M2IiAgALl68iLCwMADA+vXrMXjwYKxevRorVqzAxo0bpS2OiIjaTNKAkJiYiHHjxsHLywsymQybN2/WuF0QBLz11lvw9PSEtbU1hg8fjkuXLum0RgYEIiJNgiBApVIBAP7880+MGTMGAODr64ubN29KWRoREWmBpAGhtLQUoaGh+PLLL+u9/eOPP8YXX3yB5cuX48iRI7C1tcXIkSNRUVGhsxrlcvUF4ExGREQA0KdPH7z//vv48ccfsXfvXowdOxYAkJaWBnd3d4mrIyKitjKX8uCjR4/G6NGj671NEATEx8fjzTffxIQJEwAAP/zwA9zd3bF582ZMmTJFZ3UqFEBZGVsQiIgAID4+HlOnTsXmzZvxxhtvIDAwEACwYcMGDBgwQOLqiIiorSQNCI1JS0tDdnY2hg8fLm5zdHRE//79cejQoQYDQmVlJSrv+CRfXFzc5losLRkQiIhqhYSEaMxiVOuf//wn5LVNrkREZLD0dpBydnY2ANRprnZ3dxdvq09cXBwcHR3Fi6+vb5tr4VoIRESaCgsL8e2332LhwoUoKCgAAJw9exa5ubkSV0ZERG2ltwGhtRYuXIiioiLxkp6e3ubHZEAgIvrbqVOn0LVrVyxZsgT/+te/UFhYCABISEjAwoULW/RYTU1WMWPGDMhkMo3LqFGjtHQmRERUH70NCB4eHgCAnJwcje05OTnibfVRKBRwcHDQuLQVAwIR0d/mz5+PmTNn4tKlS7CyshK3jxkzBomJiS16rKYmqwCAUaNGISsrS7z89NNPra6diIiaprdjEAICAuDh4YGdO3eK820XFxfjyJEjePbZZ3VaS21A4CxGRETAsWPH8PXXX9fZ7u3t3WgX0Po0NllFLYVC0egXQ3drj7FoRESmRNIWhJKSEqSkpCAlJQWAemBySkoKrl+/DplMhnnz5uH999/Hli1bcPr0aUybNg1eXl6YOHGiTutkCwIR0d8UCkW9H7ovXrwIV1dXrR9vz549cHNzQ1BQEJ599lnk5+c3un97jEUjIjIlkgaE48ePo3fv3ujduzcAdbN179698dZbbwEAXnnlFTz//PN4+umn0bdvX5SUlGD79u0aTdq6YGmp/smAQEQEjB8/Hu+++y6qq6sBADKZDNevX8err76KSZMmafVYo0aNwg8//ICdO3diyZIl2Lt3L0aPHg2lUtngfdpjLBoRkSmRtItRdHQ0BEFo8HaZTIZ3330X7777rg6rqostCEREf/vkk08wefJkuLm5oby8HEOGDEF2djYiIyPxwQcfaPVYd05pHRwcjJCQEHTp0gV79uzBsGHD6r2PQqGAovaFm4iIWkxvxyDoEwYEIqK/OTo6YseOHdi/fz9OnTqFkpIShIeHa6xb0146d+4MFxcXpKamNhgQiIiobVodEH788UcsX74caWlpOHToEPz9/REfH4+AgABx5WNjwYBARFTXoEGDMGjQIJ0eMyMjA/n5+fD09NTpcYmITEmrAsKyZcvw1ltvYd68efjggw/EvqBOTk6Ij483uoBQOwbh4EGgWzcgKgrgYqFEZEq++OKLZu/7wgsvNHvfkpISpKamitdrJ6twdnaGs7Mz3nnnHUyaNAkeHh64fPkyXnnlFQQGBmLkyJEtqp+IiJqvVQFh6dKl+OabbzBx4kR89NFH4vY+ffpgwYIFWitOHyQkAL/9pv595Ur1xccH+PxzIDZW2tqIiHTls88+07iel5eHsrIyODk5AVCvrGxjYwM3N7cWBYTjx48jJiZGvD5//nwAwPTp07Fs2TKcOnUKK1euRGFhIby8vHDffffhvffe4xgDIqJ21KqAkJaWJs48dCeFQoHS0tI2F6UvEhKAyZOBu8dRZ2aqt2/YwJBARKYhLS1N/H316tX46quv8N///hdBQUEAgAsXLuCpp57CrFmzWvS4TU1W8fvvv7euYCIiarVWTXMaEBAgrl1wp+3bt6NHjx5trUkvKJXA3Ll1wwHw97Z589T7ERGZkkWLFmHp0qViOACAoKAgfPbZZ3jzzTclrIyIiLShVS0I8+fPx+zZs1FRUQFBEHD06FH89NNPiIuLw7fffqvtGiWxbx+QkdHw7YIApKer94uO1llZRESSy8rKQk1NTZ3tSqUSOTk5ElRERETa1KqA8OSTT8La2hpvvvkmysrK8Oijj8LLywuff/65xpzVhiwrS7v7EREZi2HDhmHWrFn49ttvER4eDgBISkrCs88+q5OpTomIqH21eprTqVOnYurUqSgrK0NJSQnc3Ny0WZfkmjuDHmfaIyJT891332H69Ono06cPLCwsAAA1NTUYOXKk0bQi66tOr/3aqvtd/WislithLUTGrNUBoaamBnv27MHly5fx6KOPAgBu3LgBBwcH2NnZaa1AqURFqWcrysysfxyCTKa+PSpK97UREUnJ1dUVv/32Gy5evIhz585BJpOhe/fu6Natm9SlERGRFrQqIFy7dg2jRo3C9evXUVlZiREjRsDe3h5LlixBZWUlli9fru06dU4uV09lOnly3dtkMvXP+Hiuh0BEpqtbt27o2rUrAEBW+8JIREQGr1WzGM2dOxd9+vTBrVu3YG1tLW5/4IEHsHPnTq0VJ7XYWPVUph4emtt9fDjFKRGZth9++AHBwcGwtraGtbU1QkJC8OOPP0pdFhERaUGrWhD27duHgwcPwrJ2ieH/16lTJ2RmZmqlMH0RGwvExADOzurrv/0G3HcfWw6IyHR9+umnWLRoEebMmYOBAwcCAPbv349nnnkGN2/exIsvvihxhURE1BatCggqlQrKehYAyMjIgL29fZuL0jdOToC1NVBeDgQFMRwQkWlbunQpli1bhmnTponbxo8fj169euHtt99mQCAiMnCt6mJ03333IT4+Xrwuk8lQUlKCxYsXY8yYMdqqTW/IZH93M8rOlrYWIiKpZWVlYcCAAXW2DxgwAFmc+5mIyOC1KiD861//woEDB9CzZ09UVFTg0UcfFbsXLVmyRNs16gUGBCIitcDAQKxbt67O9rVr14qDlomIyHC1qouRr68vTp48ibVr1+LkyZMoKSnBE088galTp2oMWjYmDAhERGrvvPMOHn74YSQmJopjEA4cOICdO3fWGxyIiMiwtDggVFdXo3v37ti6dau4WJopYEAgIlKbNGkSjhw5gs8++wybN28GAPTo0QNHjx5F7969pS2OiIjarMUBwcLCAhUVFe1Ri15jQCAi+ltERAT+97//SV0GERG1g1aNQZg9ezaWLFmCmpoabdejQalUYtGiRQgICIC1tTW6dOmC9957D0J9Sxu3s9qAkJOj80MTEREREelMq8YgHDt2DDt37sQff/yB4OBg2NraatyekJCgleKWLFmCZcuWYeXKlejVqxeOHz+OmTNnwtHRES+88IJWjtFcbEEgIlNnZmbW5IrJMpms3b88IiKi9tWqgODk5IRJkyZpu5Y6Dh48iAkTJmDs2LEA1Aux/fTTTzh69GiD96msrERlZaV4vbi4WCu1MCAQkanbtGlTg7cdOnQIX3zxBVQqlQ4rIiKi9tCqgPD9999ru456DRgwAP/5z39w8eJFdOvWDSdPnsT+/fvx6aefNnifuLg4vPPOO1qvxd1d/TM7GxAE9doIRESmZMKECXW2XbhwAa+99hp++eUXTJ06Fe+++64ElRERkTa1agyCrrz22muYMmUKunfvDgsLC/Tu3Rvz5s1rdOakhQsXoqioSLykp6drpZbagFBVBRQWauUhiYgM1o0bN/DUU08hODgYNTU1SElJwcqVK+Hv7y91aURE1EatakHo3bt3vf1QZTIZrKysEBgYiBkzZiAmJqZNxa1btw6rVq3C6tWr0atXL6SkpGDevHnw8vLC9OnT672PQqGAQqFo03HrY2UFODmpw0F2NtChg9YPQUSk94qKivDhhx9i6dKlCAsLw86dOxEVFSV1WUREpEWtakEYNWoUrly5AltbW8TExCAmJgZ2dna4fPky+vbti6ysLAwfPhw///xzm4p7+eWXxVaE4OBgPPbYY3jxxRcRFxfXpsdtLY5DICJT9vHHH6Nz587YunUrfvrpJxw8eJDhgIjICLWqBeHmzZt46aWXsGjRIo3t77//Pq5du4Y//vgDixcvxnvvvVdvn9XmKisrg5mZZoaRy+WSDYLz8ADOn2dAICLT9Nprr8Ha2hqBgYFYuXIlVq5cWe9+2prJjoiIpNGqgLBu3TokJSXV2T5lyhRERETgm2++wSOPPNLoYOLmGDduHD744AP4+fmhV69eOHHiBD799FM8/vjjbXrc1mILAhGZsmnTpjU5zSkRERm+VgUEKysrHDx4EIGBgRrbDx48CCsrKwCASqUSf2+tpUuXYtGiRXjuueeQm5sLLy8vzJo1C2+99VabHre1GBCIyJStWLFC6hKIiEgHWhUQnn/+eTzzzDNISkpC3759AagXT/v222/x+uuvAwB+//13hIWFtak4e3t7xMfHIz4+vk2Poy1cTZmIiIiIjF2rAsKbb76JgIAA/Pvf/8aPP/4IAAgKCsI333yDRx99FADwzDPP4Nlnn9VepXqALQhEREREZOxaFRAAYOrUqY2uR2Btbd3ah9ZbDAhEREREZOxaHRAKCwuxYcMGXLlyBQsWLICzszOSk5Ph7u4Ob29vbdaoN1xd1T/T0oCdO9W/5+YCbm51f8/OBvLy1Pfx9gaiogC5XPc1ExERERG1RKsCwqlTpzB8+HA4Ojri6tWrePLJJ+Hs7IyEhARcv34dP/zwg7brlFxCAjBnjvr34mJg+PCW3d/HB/j8cyA2Vvu1ERG1t/DwcOzcuRMdOnTAu+++iwULFsDGxkbqsoiIqB20aqG0+fPnY8aMGbh06ZLGTEVjxoxBYmKi1orTFwkJwOTJQFZW6x8jI0P9GJwenIgM0blz51BaWgoAeOedd1BSUiJxRURE1F5a1YJw7NgxfP3113W2e3t7I9vIOugrlcDcuYAgaOfx5s0DJkxgdyMiMixhYWGYOXMmBg0aBEEQ8K9//Qt2dnb17ivVVNRERKQdrQoICoUCxcXFdbZfvHgRrrUd9Y3Evn3qb/+1QRCA9HT1Y0ZHa+cxiYh0YcWKFVi8eDG2bt0KmUyGbdu2wdy87luITCZjQCAiMnCtCgjjx4/Hu+++i3Xr1gFQvyFcv34dr776KiZNmqTVAqXWlm5FunxMIqL2FBQUhDVr1gAAzMzMsHPnTrjVzspARERGpVVjED755BOUlJTA1dUV5eXlGDJkCAIDA2Fvb48PPvhA2zVKytPTMB6TiEhXVCoVwwERkRFrVQuCo6MjduzYgQMHDuDkyZMoKSlBeHg4hrd0ah8DEBWlnoEoM7Pt4xBkMvVjRUVppzYiIqlcvnwZ8fHxOHfuHACgZ8+emDt3Lrp06SJxZURE1FYtDggqlQorVqxAQkICrl69CplMhoCAAHh4eEAQBMhksvaoUzJyuXp60smT1R/w2xoS4uM5QJmIDNvvv/+O8ePHIywsDAMHDgQAHDhwAL169cIvv/yCESNGSFwhERG1RYsCgiAIGD9+PH777TeEhoYiODgYgiDg3LlzmDFjBhISErB58+Z2KlU6sbHAhg3q2YxaO2DZ3R346iuug0BEhu+1117Diy++iI8++qjO9ldffZUBgYjIwLUoIKxYsQKJiYnYuXMnYmJiNG7btWsXJk6ciB9++AHTpk3TapH6IDZWPT3pvn3qQcb1rZ5c30rK330HnD4NLF7McEBExuHcuXPiJBV3evzxxxEfH6/7goiISKtaFBB++uknvP7663XCAQAMHToUr732GlatWmWUAQFQdw1q6fSk2dnqgHDqVLuURESkc66urkhJSUHXrl01tqekpHDwMhGREWhRQDh16hQ+/vjjBm8fPXo0vvjiizYXZUzCwtQ/U1KkrIKISHueeuopPP3007hy5QoGDBgAQD0GYcmSJZg/f77E1RERUVu1aJrTgoICuLu7N3i7u7s7bt261eaijEltQDh1Sr0qMxGRoVu0aBHeeustLF26FEOGDMGQIUPw73//G2+//TbefPPNFj1WYmIixo0bBy8vL8hksjrj2ARBwFtvvQVPT09YW1tj+PDhuHTpkhbPhoiI7taigKBUKutdObOWXC5HTU1Nm4syJl27AtbWQFkZcPmy1NUQEbWdTCbDiy++iIyMDBQVFaGoqAgZGRmYO3dui2eyKy0tRWhoKL788st6b//444/xxRdfYPny5Thy5AhsbW0xcuRIVFRUaONUiIioHi2exWjGjBlQKBT13l5ZWamVooyJXA7ccw9w7Bjw5ZfA+PHq7fUNaHZ1BTw86t7envt6eqrXZeDUq0TUGvb29m26/+jRozF69Oh6bxMEAfHx8XjzzTcxYcIEAMAPP/wAd3d3bN68GVOmTGnTsYmIqH4tCgjTp09vch9tD1DOzMzEq6++im3btqGsrAyBgYH4/vvv0adPH60ep70kJABnz6p//+IL9UXf+Pio13rgLEtEpE/S0tKQnZ2tsQino6Mj+vfvj0OHDjUYECorKzW+sCouLm73WomIjEmLAsL333/fXnXU69atWxg4cCBiYmKwbds2uLq64tKlS+jQoYNO62ithAT1AmttXVytvWVmquvcsIEhgYj0R3Z2NgDUGfvm7u4u3lafuLg4vPPOO+1aGxGRMWvxSsq6tGTJEvj6+moEk4CAAAkraj6lUr2wmr6HA0Bdo0wGzJunXuuB3Y2IyJAtXLhQYzal4uJi+Pr6SlgREZFhadEgZV3bsmUL+vTpgwcffBBubm7o3bs3vvnmm0bvU1lZieLiYo2LFPbta/2qy1IQBCA9XV03EZE+8Pj/wVM5OTka23NycsTb6qNQKODg4KBxISKi5tPrgHDlyhUsW7YMXbt2xe+//45nn30WL7zwAlauXNngfeLi4uDo6ChepPrWKCtLksO2maHWTUS6NWfOHBQUFLTrMQICAuDh4YGdO3eK24qLi3HkyBFERka267GJiEyZXgcElUqF8PBwfPjhh+jduzeefvppPPXUU1i+fHmD91m4cKE47V5RURHS09N1WPHfPD0lOWybGWrdRNT+Mu5oFl29ejVKSkoAAMHBwa1+rS0pKUFKSgpS/n81ybS0NKSkpOD69euQyWSYN28e3n//fWzZsgWnT5/GtGnT4OXlhYkTJ7b1dIiIqAF6PQbB09MTPXv21NjWo0cPbNy4scH7KBSKBqdh1aWoKPXsQJmZhjEOQSZT1xsVJXUlRKSvunfvjo4dO2LgwIGoqKhAeno6/Pz8cPXqVVRXV7fqMY8fP46YmBjxeu3YgenTp2PFihV45ZVXUFpaiqeffhqFhYUYNGgQtm/fDisrK62cExER1aXXLQgDBw7EhQsXNLZdvHgR/v7+ElXUfHK5eupQQP3hW5/V1hcfzwHKRNSwwsJCrF+/HhEREVCpVBgzZgy6deuGyspK/P7773XGCjRHdHQ0BEGoc1mxYgUA9aJs7777LrKzs1FRUYE///wT3bp10/KZERHRnfQ6ILz44os4fPgwPvzwQ6SmpmL16tX4z3/+g9mzZ0tdWrPExqqnDvX2lrqSxvn4cIpTImpadXU1+vXrh5deegnW1tY4ceIEvv/+e8jlcnz33XcICAhAUFCQ1GUSEVEb6XUXo759+2LTpk1YuHAh3n33XQQEBCA+Ph5Tp06VurRmi41VTx26b596ALAuVkduzr7Z2cA//gGYmwMXLgDW1u37PBCR4XNyckJYWBgGDhyIqqoqlJeXY+DAgTA3N8fatWvh7e2NY8eOSV0mERG1kV4HBAC4//77cf/990tdRpvI5UB0tNRVaBIEYPZsoKgIuHQJCAmRuiIi0neZmZk4dOgQDh48iJqaGkRERKBv376oqqpCcnIyfHx8MGjQIKnLJCKiNtL7gEDtQyYDQkOBxEQgJYUBgYia5uLignHjxmHcuHFYvnw5EhMTce7cOUybNg0LFizAY489hn79+mHv3r1Sl6pVnV77tVX3u/rRWC1XQkSkG3o9BoHaV1iY+uf/zy5IRNQijo6OeOihh2BhYYFdu3YhLS0Nzz33nNRlERFRG7EFwYTVBoTdu4FVq9o+tsHTUz1NKmdCIjJ+p06dgvf/z8Dg7+8PCwsLeHh44OGHH5a4MiIiaisGBBOWn6/+mZKiHrCsDT4+6uldOSMSkXG7c5X6M2fOSFgJERFpG7sYmaiEBOCVV7T/uJmZwOTJ6scnIiIiIsPDgGCClEpg7tz2WeG59jHnzVMfh4iIiIgMCwOCCdq3D8jIaL/HFwQgPV19HCIiIiIyLAwIJigry7iOQ0RERETaw4Bggjw9jes4RERERKQ9DAgmKCpKPdtQe5HJAF9f9XGIiIiIyLAwIJgguVw9FalMpv3Hrn3M+Hiuh0BERERkiBgQTFRsLLBhg/ZbEnx81I/LdRCIiIiIDBMXSjNhsbHAhAnq2YYyM1u/knJNDTB2rHpa0127gMBAac6HiIiIiNqOAcHEyeVAdHTbHyc4WL0i85kzDAhEREREhoxdjEgrwsLUP1NSpKyCiIiIiNqKAYG0ggGBiIiIyDgwIJBWMCAQERERGQeOQSCtCA1V/7x2Dfj2WyAgQH397gHNQPMHP2tr39xc9aJtUVGcepWIiIioKQYVED766CMsXLgQc+fORXx8vNTl0B127VJ/+FYqgaeekrqa+vn4qNd/4BSsRERERA0zmC5Gx44dw9dff42QkBCpS6G7JCQAkyerw4E+y8xU15mQIHUlRERERPrLIAJCSUkJpk6dim+++QYdOnSQuhy6g1IJzJ0LCILUlTSttsZ58/Q/zBARERFJxSC6GM2ePRtjx47F8OHD8f777ze6b2VlJSorK8XrxcXF7V2eSdu3D8jIkLqK5hMEID1dXbc21n8gIqLW6/Tar62639WPxmq5EiK6k94HhDVr1iA5ORnHjh1r1v5xcXF455132rkqqpWVJXUFrWOodRMRERG1N73uYpSeno65c+di1apVsLKyatZ9Fi5ciKKiIvGSnp7ezlWaNk9PqStoHUOtm4iIiKi96XULQlJSEnJzcxEeHi5uUyqVSExMxL///W9UVlZCfte8lQqFAgqFQtelmqyoKPXsQJmZhjEOQSZT1xsVJXUlRERERPpJrwPCsGHDcPr0aY1tM2fORPfu3fHqq6/WCQeke3K5eurQyZPVH771OSTIZOqf8fFcD4GIiIioIXodEOzt7XHPPfdobLO1tUXHjh3rbCfpxMYCGzaoZzPS5wHLPj7qcMB1EIiIiIgaptcBgQxHbCwwYYJ6dqCsrPZfHbm5+27dqg4FffsChw6x5YCIiIioKQYXEPbs2SN1CdQAuVz/pg61s1MHhOvXGQ6IiIiImkOvZzEiaqvgYMDMDMjJUbc6EBEREVHjGBDIqNnYAN26qX9PSZG0FCIiIiKDwIBARi80VP2TAYGIiIioaQY3BoGopUJCgLVrgS1b1IOVAd0OlG6PfT091Ws5cFwFERERaRsDAhm1hATgs8/Uvx86BAwfLm092uTjo16DgtO2EhERkTaxixEZrYQE9QJuN29KXUn7yMxUn19CgtSVEBERkTFhQCCjpFSqF27T55Wd26r23ObNU58vERERkTYwIJBR2rdPv1d11hZBANLT1edLREREpA0MCGSUsrKkrkC3TO18iYiIqP0wIJBR8vSUugLdMrXzJdPy9ttvQyaTaVy6d+8udVlEREaLsxiRUYqKUs/yk5lp3OMQZDL1eUZFSV0JUfvq1asX/vzzT/G6uTnfvoiI2gtfYckoyeXqKUAnT1Z/iDbGkCCTqX/Gx3M9BDJ+5ubm8KhdGKQJlZWVqKysFK8XFxe3V1lEREaJAYGMVmwssGGDejYjYxyw7OOjDgdcB4FMwaVLl+Dl5QUrKytERkYiLi4Ofn5+9e4bFxeHd955R8cVkqHr9Nqvrbrf1Y/GarkSIukxIJBRi40FJkxQz/KTlVX/ysX6sjpyc/YtLwfGjVNvO3r079uJjFn//v2xYsUKBAUFISsrC++88w6ioqJw5swZ2Nvb19l/4cKFmD9/vni9uLgYvr6+uiyZiMigMSCQ0ZPLgehoqavQnsBAIDUVOHOGAYFMw+jRo8XfQ0JC0L9/f/j7+2PdunV44okn6uyvUCigUCh0WSIRkVHhLEZEBiY0VP0zJUXSMogk4+TkhG7duiE1NVXqUoiIjBIDApGBCQtT/zx5UtIyiCRTUlKCy5cvw5Pz+xIRtQt2MSIyMLUBYf9+YNUq/Roz4e2tnnKVsyqRNi1YsADjxo2Dv78/bty4gcWLF0Mul+ORRx6RujQiIqPEgEBkYGpXTb56FfjHPyQtpV4+PuopZjm7EmlLRkYGHnnkEeTn58PV1RWDBg3C4cOH4erqKnVpRERGSe+7GMXFxaFv376wt7eHm5sbJk6ciAsXLkhdFpEkEhKAWbOkrqJxGRnq9ScSEqSuhIzFmjVrcOPGDVRWViIjIwNr1qxBly5dpC6LiMho6X1A2Lt3L2bPno3Dhw9jx44dqK6uxn333YfS0lKpSyPSKaVSvaaDoSz6Nm+eumYiIiIyLHrfxWj79u0a11esWAE3NzckJSVh8ODBdfbnCppkrPbtM5wF3wQBSE9X12xMU8wSERGZAr1vQbhbUVERAMDZ2bne2+Pi4uDo6CheuDgOGYvasQeGxBBrJiIiMnUGFRBUKhXmzZuHgQMH4p577ql3n4ULF6KoqEi8pKen67hKovZhiDM6GmLNREREpk7vuxjdafbs2Thz5gz279/f4D5cQZOMVVSUeoYgQ+hmJJOpa42KkroSIiIiaimDaUGYM2cOtm7dit27d8PHx0fqcoh0Ti5XTx8qk0ldSfPEx3M9BCIiIkOk9wFBEATMmTMHmzZtwq5duxAQECB1SUSSiY0FNmxQfzuvr1xc1DVyHQQiIiLDpPddjGbPno3Vq1fj559/hr29PbKzswEAjo6OsLa2lrg6It2LjQUmTFDPEJSZqT8rKa9fDxw8CDz/PMMBERGRIdP7gLBs2TIAQPRdcyV+//33mDFjhu4LItIDcrn+TR9aU6MOCKdOSV0JERERtYXeBwTBUFaFIjJxYWHqnydPSloGERERtZHej0EgIsMQGqr+mZoK3L4tbS1ERETUegwIRKQVrq6At7f6d3YzIiIiMlx638WIiAxHaKh64PS33wIVFeptrR38rMsB1treNzdXvUhcVBSneiUiIsPDgEBEWpGQoJ5ZCQBWrFBfTJ2Pj3rtCs7qREREhoRdjIiozRISgMmTOfbgbpmZ6uclIUHqSoiIiJqPAYGI2kSpBObOBTjhWF21z8m8eerniYiIyBAwIBBRm+zbB2RkSF2F/hIEID397+5XRERE+o4BgYjaJCtL6goMA58nIiIyFAwIRNQmnp5SV2AY+DwREZGhYEAgojaJilLP1iOTSV2JfpLJAF9f9fNERERkCBgQiKhN5HL1VJ4AQ8Ldap+P+Hiuh0BERIaDAYGI2iw2Ftiw4e+VlEnNx0f9vHAdBCIiMiRcKI2ItCI2FpgwQT1bT1aWdlYj1qfVkZu773ffAatXA2PGAFu2sOWAiIgMDwMCEWmNXA5ER0tdhbRu3VIHhNxchgMiIjJM7GJERKRFYWHqn6dPAzU1kpZCRETUKgwIRERa1LkzYGcHVFYCFy5IXQ0REVHLMSAQEWmRmRkQEqL+PSVF0lKIiIhahWMQiIi0LCQEOHgQWLOm/QZKe3ur11bgOAciItI2gwgIX375Jf75z38iOzsboaGhWLp0Kfr16yd1WUREdSQkAGvXqn/fulV9aS8+Puo1KDiNKhERaZPedzFau3Yt5s+fj8WLFyM5ORmhoaEYOXIkcnNzpS6NiEhDQgIwebJ6JiNdyMhQHy8hQTfHIyIi06D3AeHTTz/FU089hZkzZ6Jnz55Yvnw5bGxs8N1330ldGhGRSKkE5s4FBEH3x543T318IiIibdDrgFBVVYWkpCQMHz5c3GZmZobhw4fj0KFD9d6nsrISxcXFGhciova2b5/6G31dEwQgPV19fCIiIm3Q64Bw8+ZNKJVKuLu7a2x3d3dHdnZ2vfeJi4uDo6OjePH19dVFqURk4rKyTPv4RERkPAxikHJLLFy4EPPnzxevFxcXMyQQUbvz9DTt4xORdnV67ddW3e/qR2O1XAm1J339O+t1QHBxcYFcLkdOTo7G9pycHHjUzgd4F4VCAYVCoYvyiIhEUVHqWYUyM3U7DkEmUx83Kkp3xyQiIuOm112MLC0tERERgZ07d4rbVCoVdu7cicjISAkrIyLSJJerpxwF1B/adSk+nushEBGR9uh1QACA+fPn45tvvsHKlStx7tw5PPvssygtLcXMmTOlLo2ISENsLLBhg3oRM13w9VUfj+sgEBGRNul1FyMAePjhh5GXl4e33noL2dnZCAsLw/bt2+sMXCYi0gexscCECepZhbKy6l8RmSspExGRPtP7gAAAc+bMwZw5c6Qug4ioWeRyIDpa6iqIiIhaR++7GBERERERke4wIBARkd778ssv0alTJ1hZWaF///44evSo1CURERktBgQiItJra9euxfz587F48WIkJycjNDQUI0eORG5urtSlEREZJQYEIiLSa59++imeeuopzJw5Ez179sTy5cthY2OD7777TurSiIiMkkEMUm4L4f9XLCouLpa4EiIiadW+Dgq6XMmtjaqqqpCUlISFCxeK28zMzDB8+HAcOnSo3vtUVlaisrJSvF5UVASg9e8DqsqyVt3vzuNp4zFYi2HUoi36Vg+1D13/nZv7PiATDOmdohUyMjLg6+srdRlERHojPT0dPj4+UpfRLDdu3IC3tzcOHjyosUDmK6+8gr179+LIkSN17vP222/jnXfe0WWZREQGpan3AaNvQfDy8kJ6ejrs7e0ha+HypsXFxfD19UV6ejocHBzaqUJp8NwME8/NMOnLuQmCgNu3b8PLy0uyGnRh4cKFmD9/vnhdpVKhoKAAHTt2bPH7QGP05e9qjPjcti8+v+1Ln5/f5r4PGH1AMDMza/M3ZQ4ODnr3B9YWnpth4rkZJn04N0dHR0mP31IuLi6Qy+XIycnR2J6TkwOP2pXl7qJQKKBQKDS2OTk5tVeJevF3NVZ8btsXn9/2pa/Pb3PeBzhImYiI9JalpSUiIiKwc+dOcZtKpcLOnTs1uhwREZH2GH0LAhERGbb58+dj+vTp6NOnD/r164f4+HiUlpZi5syZUpdGRGSUGBAaoVAosHjx4jpN1caA52aYeG6GyZjPTRcefvhh5OXl4a233kJ2djbCwsKwfft2uLu7S1oX/67th89t++Lz276M4fk1+lmMiIiIiIio+TgGgYiIiIiIRAwIREREREQkYkAgIiIiIiIRAwIREREREYkYEBrw5ZdfolOnTrCyskL//v1x9OhRqUtqsbi4OPTt2xf29vZwc3PDxIkTceHCBY19KioqMHv2bHTs2BF2dnaYNGlSnQWJDMFHH30EmUyGefPmidsM+dwyMzPxj3/8Ax07doS1tTWCg4Nx/Phx8XZBEPDWW2/B09MT1tbWGD58OC5duiRhxc2jVCqxaNEiBAQEwNraGl26dMF7772HO+dKMJRzS0xMxLhx4+Dl5QWZTIbNmzdr3N6c8ygoKMDUqVPh4OAAJycnPPHEEygpKdHhWVBrGcN7hD56++23IZPJNC7du3eXuiyDpY3XKapfU8/tjBkz6vxbHjVqlDTFtgIDQj3Wrl2L+fPnY/HixUhOTkZoaChGjhyJ3NxcqUtrkb1792L27Nk4fPgwduzYgerqatx3330oLS0V93nxxRfxyy+/YP369di7dy9u3LiB2NhYCatuuWPHjuHrr79GSEiIxnZDPbdbt25h4MCBsLCwwLZt23D27Fl88skn6NChg7jPxx9/jC+++ALLly/HkSNHYGtri5EjR6KiokLCypu2ZMkSLFu2DP/+979x7tw5LFmyBB9//DGWLl0q7mMo51ZaWorQ0FB8+eWX9d7enPOYOnUq/vrrL+zYsQNbt25FYmIinn76aV2dArWSsbxH6KtevXohKytLvOzfv1/qkgyWNl6nqH5NPbcAMGrUKI1/yz/99JMOK2wjgero16+fMHv2bPG6UqkUvLy8hLi4OAmrarvc3FwBgLB3715BEAShsLBQsLCwENavXy/uc+7cOQGAcOjQIanKbJHbt28LXbt2FXbs2CEMGTJEmDt3riAIhn1ur776qjBo0KAGb1epVIKHh4fwz3/+U9xWWFgoKBQK4aefftJFia02duxY4fHHH9fYFhsbK0ydOlUQBMM9NwDCpk2bxOvNOY+zZ88KAIRjx46J+2zbtk2QyWRCZmamzmqnljPW9wh9sHjxYiE0NFTqMoxSa16nqHnufm4FQRCmT58uTJgwQZJ6tIEtCHepqqpCUlIShg8fLm4zMzPD8OHDcejQIQkra7uioiIAgLOzMwAgKSkJ1dXVGufavXt3+Pn5Gcy5zp49G2PHjtU4B8Cwz23Lli3o06cPHnzwQbi5uaF379745ptvxNvT0tKQnZ2tcW6Ojo7o37+/3p/bgAEDsHPnTly8eBEAcPLkSezfvx+jR48GYNjndqfmnMehQ4fg5OSEPn36iPsMHz4cZmZmOHLkiM5rpuYx5vcIfXHp0iV4eXmhc+fOmDp1Kq5fvy51SUbJWF5v9dmePXvg5uaGoKAgPPvss8jPz5e6pGbjSsp3uXnzJpRKZZ0VOt3d3XH+/HmJqmo7lUqFefPmYeDAgbjnnnsAANnZ2bC0tISTk5PGvu7u7sjOzpagypZZs2YNkpOTcezYsTq3GfK5XblyBcuWLcP8+fPx+uuv49ixY3jhhRdgaWmJ6dOni/XX929U38/ttddeQ3FxMbp37w65XA6lUokPPvgAU6dOBQCDPrc7Nec8srOz4ebmpnG7ubk5nJ2dDepcTY2xvkfoi/79+2PFihUICgpCVlYW3nnnHURFReHMmTOwt7eXujyjYiyvt/pq1KhRiI2NRUBAAC5fvozXX38do0ePxqFDhyCXy6Uur0kMCCZi9uzZOHPmjNH05UxPT8fcuXOxY8cOWFlZSV2OVqlUKvTp0wcffvghAKB37944c+YMli9fjunTp0tcXdusW7cOq1atwurVq9GrVy+kpKRg3rx58PLyMvhzI6K2q21NBICQkBD0798f/v7+WLduHZ544gkJKyNqmSlTpoi/BwcHIyQkBF26dMGePXswbNgwCStrHnYxuouLiwvkcnmd2W5ycnLg4eEhUVVtM2fOHGzduhW7d++Gj4+PuN3DwwNVVVUoLCzU2N8QzjUpKQm5ubkIDw+Hubk5zM3NsXfvXnzxxRcwNzeHu7u7wZ6bp6cnevbsqbGtR48eYjN7bf2G+G/05ZdfxmuvvYYpU6YgODgYjz32GF588UXExcUBMOxzu1NzzsPDw6POoNaamhoUFBQY1LmaGmN8j9BnTk5O6NatG1JTU6UuxegYy+utoejcuTNcXFwM5t8yA8JdLC0tERERgZ07d4rbVCoVdu7cicjISAkrazlBEDBnzhxs2rQJu3btQkBAgMbtERERsLCw0DjXCxcu4Pr163p/rsOGDcPp06eRkpIiXvr06YOpU6eKvxvquQ0cOLDOdLQXL16Ev78/ACAgIAAeHh4a51ZcXIwjR47o/bmVlZXBzEzzZUcul0OlUgEw7HO7U3POIzIyEoWFhUhKShL32bVrF1QqFfr376/zmql5jOk9whCUlJTg8uXL8PT0lLoUo2Msr7eGIiMjA/n5+Ybzb1nqUdL6aM2aNYJCoRBWrFghnD17Vnj66acFJycnITs7W+rSWuTZZ58VHB0dhT179ghZWVnipaysTNznmWeeEfz8/IRdu3YJx48fFyIjI4XIyEgJq269O2cxEgTDPbejR48K5ubmwgcffCBcunRJWLVqlWBjYyP873//E/f56KOPBCcnJ+Hnn38WTp06JUyYMEEICAgQysvLJay8adOnTxe8vb2FrVu3CmlpaUJCQoLg4uIivPLKK+I+hnJut2/fFk6cOCGcOHFCACB8+umnwokTJ4Rr164JgtC88xg1apTQu3dv4ciRI8L+/fuFrl27Co888ohUp0TNZCzvEfropZdeEvbs2SOkpaUJBw4cEIYPHy64uLgIubm5UpdmkLTxOkX1a+y5vX37trBgwQLh0KFDQlpamvDnn38K4eHhQteuXYWKigqpS28WBoQGLF26VPDz8xMsLS2Ffv36CYcPH5a6pBYDUO/l+++/F/cpLy8XnnvuOaFDhw6CjY2N8MADDwhZWVnSFd0GdwcEQz63X375RbjnnnsEhUIhdO/eXfjPf/6jcbtKpRIWLVokuLu7CwqFQhg2bJhw4cIFiaptvuLiYmHu3LmCn5+fYGVlJXTu3Fl44403hMrKSnEfQzm33bt31/v/a/r06YIgNO888vPzhUceeUSws7MTHBwchJkzZwq3b9+W4GyopYzhPUIfPfzww4Knp6dgaWkpeHt7Cw8//LCQmpoqdVkGSxuvU1S/xp7bsrIy4b777hNcXV0FCwsLwd/fX3jqqacM6ksEmSDcsYQpERERERGZNI5BICIiIiIiEQMCERERERGJGBCIiIiIiEjEgEBERERERCIGBCIiIiIiEjEgEBERERGRiAGBiIiIiIhEDAhERERERCRiQCDSMzKZDJs3b5a6DCIiIjJRDAhEzTRjxgzIZDLIZDJYWFggICAAr7zyCioqKqQujYiItODu13l3d3eMGDEC3333HVQqldTlEekMAwJRC4waNQpZWVm4cuUKPvvsM3z99ddYvHix1GUREZGW1L7OX716Fdu2bUNMTAzmzp2L+++/HzU1Ne123KqqqnZ7bKKWYkAgagGFQgEPDw/4+vpi4sSJGD58OHbs2AEAyM/PxyOPPAJvb2/Y2NggODgYP/30k8b9o6Oj8cILL+CVV16Bs7MzPDw88Pbbbzd6zMWLF8PT0xOnTp1qr9MiIqL/V/s67+3tjfDwcLz++uv4+eefsW3bNqxYsQIAUFhYiCeffBKurq5wQcgieQAABmNJREFUcHDA0KFDcfLkSY3Hef/99+Hm5gZ7e3s8+eSTeO211xAWFibePmPGDEycOBEffPABvLy8EBQUBABIT0/HQw89BCcnJzg7O2PChAm4evWqxmN/++236NGjB6ysrNC9e3d89dVX7fmUkAliQCBqpTNnzuDgwYOwtLQEAFRUVCAiIgK//vorzpw5g6effhqPPfYYjh49qnG/lStXwtbWFkeOHMHHH3+Md999VwwZdxIEAc8//zx++OEH7Nu3DyEhITo5LyIi0jR06FCEhoYiISEBAPDggw8iNzcX27ZtQ1JSEsLDwzFs2DAUFBQAAFatWoUPPvgAS5YsQVJSEvz8/LBs2bI6j7tz505cuHABO3bswNatW1FdXY2RI0fC3t4e+/btw4EDB2BnZ4dRo0aJLQyrVq3CW2+9hQ8++ADnzp3Dhx9+iEWLFmHlypW6e0LI+AlE1CzTp08X5HK5YGtrKygUCgGAYGZmJmzYsKHB+4wdO1Z46aWXxOtDhgwRBg0apLFP3759hVdffVW8DkBYv3698Oijjwo9evQQMjIytH8yRERUx/Tp04UJEybUe9vDDz8s9OjRQ9i3b5/g4OAgVFRUaNzepUsX4euvvxYEQRD69+8vzJ49W+P2gQMHCqGhoRrHcnd3FyorK8VtP/74oxAUFCSoVCpxW2VlpWBtbS38/vvv4nFWr16t8djvvfeeEBkZ2eLzJWqIudQBhciQxMTEYNmyZSgtLcVnn30Gc3NzTJo0CQCgVCrx4YcfYt26dcjMzERVVRUqKythY2Oj8Rh3twR4enoiNzdXY9uLL74IhUKBw4cPw8XFpX1PioiImiQIAmQyGU6ePImSkhJ07NhR4/by8nJcvnwZAHDhwgU899xzGrf369cPu3bt0tgWHBwstkIDwMmTJ5Gamgp7e3uN/SoqKnD58mWUlpbi8uXLeOKJJ/DUU0+Jt9fU1MDR0VEr50kEAAwIRC1ga2uLwMBAAMB3332H0NBQ/Pe//8UTTzyBf/7zn/j8888RHx+P4OBg2NraYt68eXUGnllYWGhcl8lkdWbHGDFiBH766Sf8/vvvmDp1avueFBERNencuXMICAhASUkJPD09sWfPnjr7ODk5tegxbW1tNa6XlJQgIiICq1atqrOvq6srSkpKAADffPMN+vfvr3G7XC5v0bGJGsOAQNRKZmZmeP311zF//nw8+uijOHDgACZMmIB//OMfAACVSoWLFy+iZ8+eLX7s8ePHY9y4cXj00Uchl8sxZcoUbZdPRETNtGvXLpw+fRovvvgifHx8kJ2dDXNzc3Tq1Kne/YOCgnDs2DFMmzZN3Hbs2LEmjxMeHo61a9fCzc0NDg4OdW53dHSEl5cXrly5wi+PqF1xkDJRGzz44IOQy+X48ssv0bVrV+zYsQMHDx7EuXPnMGvWLOTk5LT6sR944AH8+OOPmDlzJjZs2KDFqomIqCGVlZXIzs5GZmYmkpOT8eGHH2LChAm4//77MW3aNAwfPhyRkZGYOHEi/vjjD1y9ehUHDx7EG2+8gePHjwMAnn/+efz3v//FypUrcenSJbz//vs4deoUZDJZo8eeOnUqXFxcMGHCBOzbtw9paWnYs2cPXnjhBWRkZAAA3nnnHcTFxeGLL77AxYsXcfr0aXz//ff49NNP2/25IdPBFgSiNjA3N8ecOXPw8ccf48SJE7hy5QpGjhwJGxsbPP3005g4cSKKiopa/fiTJ0+GSqXCY489BjMzM8TGxmqxeiIiutv27dvh6ekJc3NzdOjQAaGhofjiiy8wffp0mJmpv1f97bff8MYbb2DmzJnIy8uDh4cHBg8eDHd3dwDqD/pXrlzBggULUFFRgYceeggzZsyoM6vd3WxsbJCYmIhXX30VsbGxuH37Nry9vTFs2DCxReHJJ5+EjY0N/vnPf+Lll1+Gra0tgoODMW/evHZ9Xsi0yARBEKQugoiIiMiYjRgxAh4eHvjxxx+lLoWoSWxBICIiItKisrIyLF++HCNHjoRcLsdPP/2EP//8s941b4j0EVsQiIiIiLSovLwc48aNw4kTJ1BRUYGgoCC8+eab7CZKBoMBgYiIiIiIRJzFiIiIiIiIRAwIREREREQkYkAgIiIiIiIRAwIREREREYkYEIiIiIiISMSAQEREREREIgYEIiIiIiISMSAQEREREZHo/wAsuUBggFdKZwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x800 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# using the code from https://networkx.org/documentation/stable/auto_examples/drawing/plot_degree.html\n",
    "degree_sequence = sorted((d for n, d in G.degree()), reverse=True)\n",
    "dmax = max(degree_sequence)\n",
    "\n",
    "fig = plt.figure(\"Degree of a random graph\", figsize=(8, 8))\n",
    "# Create a gridspec for adding subplots of different sizes\n",
    "axgrid = fig.add_gridspec(5, 4)\n",
    "\n",
    "ax0 = fig.add_subplot(axgrid[0:3, :])\n",
    "Gcc = G.subgraph(sorted(nx.connected_components(G), key=len, reverse=True)[0])\n",
    "pos = nx.spring_layout(Gcc, seed=10396953)\n",
    "nx.draw_networkx_nodes(Gcc, pos, ax=ax0, node_size=20)\n",
    "nx.draw_networkx_edges(Gcc, pos, ax=ax0, alpha=0.4)\n",
    "ax0.set_title(\"Connected components of G\")\n",
    "ax0.set_axis_off()\n",
    "\n",
    "ax1 = fig.add_subplot(axgrid[3:, :2])\n",
    "ax1.plot(degree_sequence, \"b-\", marker=\"o\")\n",
    "ax1.set_title(\"Degree Rank Plot\")\n",
    "ax1.set_ylabel(\"Degree\")\n",
    "ax1.set_xlabel(\"Rank\")\n",
    "\n",
    "ax2 = fig.add_subplot(axgrid[3:, 2:])\n",
    "ax2.bar(*np.unique(degree_sequence, return_counts=True))\n",
    "ax2.set_title(\"Degree histogram\")\n",
    "ax2.set_xlabel(\"Degree\")\n",
    "ax2.set_ylabel(\"# of Nodes\")\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "springer",
   "language": "python",
   "name": "springer"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}