14_networkx_bipartite_graph.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b81da3d9",
   "metadata": {},
   "source": [
    "# Networkx Bipartite Graph\n",
    "\n",
    "Turn matrix to bipartite graph:\n",
    "\n",
    "https://petamind.com/create-bipartite-graph-from-a-rating-matrix/\n",
    "\n",
    "\n",
    "\n",
    "Sources: \n",
    "\n",
    "https://networkx.org/documentation/stable/reference/algorithms/bipartite.html#bipartite-graph-algorithms\n",
    "[DONE]\n",
    "\n",
    "https://ericmjl.github.io/Network-Analysis-Made-Simple/04-advanced/01-bipartite/\n",
    "\n",
    "https://towardsdatascience.com/matching-of-bipartite-graphs-using-networkx-6d355b164567\n",
    "\n",
    "https://doc.sagemath.org/html/en/reference/graphs/sage/graphs/bipartite_graph.html\n",
    "\n",
    "https://stackoverflow.com/questions/35472402/how-do-display-bipartite-graphs-with-python-networkx-package\n",
    "\n",
    "https://github.com/marblet/BiMLPA\n",
    "\n",
    "\n",
    "\n",
    "Papers about community detection in bipartite graph:\n",
    "\n",
    "https://journals.aps.org/pre/abstract/10.1103/PhysRevE.76.066102#fulltext\n",
    "\n",
    "https://royalsocietypublishing.org/doi/full/10.1098/rsos.140536\n",
    "\n",
    "https://besjournals.onlinelibrary.wiley.com/doi/10.1111/2041-210X.12139\n",
    "\n",
    "\n",
    "Algorithms for community detection in bipartite graph:\n",
    "\n",
    "https://louvain-igraph.readthedocs.io/en/latest/multiplex.html\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a22f3cd9",
   "metadata": {},
   "source": [
    "### SW: network visualization is also really important! Network is a fancy stuff visually.\n",
    "\n",
    "https://ericmjl.github.io/Network-Analysis-Made-Simple/01-introduction/03-viz/\n",
    "\n",
    "https://plotly.com/python/network-graphs/\n",
    "\n",
    "https://stackoverflow.com/questions/60100006/visualize-bipartite-network-graph-created-using-pandas-dataframe\n",
    "\n",
    "https://stackoverflow.com/questions/27084004/bipartite-graph-in-networkx/27085151\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "b67f07ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bbeefdfc",
   "metadata": {},
   "outputs": [],
   "source": [
    "from networkx.algorithms import bipartite"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "686756bd",
   "metadata": {},
   "source": [
    "### Networkx Documentation\n",
    "\n",
    "Source: https://networkx.org/documentation/stable/reference/algorithms/bipartite.html#bipartite-graph-algorithms\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "id": "cc564176",
   "metadata": {},
   "outputs": [],
   "source": [
    "B = nx.Graph()\n",
    "B.add_nodes_from([1, 2, 3, 4], bipartite=0)\n",
    "B.add_nodes_from([\"a\", \"b\", \"c\"], bipartite=1)\n",
    "B.add_edges_from([(1, \"a\"), (1, \"b\"), (2, \"b\"), (2, \"c\"), (3, \"c\"), (4, \"a\")])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "49ba597a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f547851a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.is_connected(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "65349b97",
   "metadata": {},
   "outputs": [],
   "source": [
    "bottom_nodes, top_nodes = bipartite.sets(B) # separate the two sets. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "59955130",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "({1, 2, 3, 4}, {'a', 'b', 'c'})"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bipartite.sets(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7d0d6208",
   "metadata": {},
   "outputs": [],
   "source": [
    "# sw: syntax to get node data.\n",
    "top_nodes = {n for n, d in B.nodes(data=True) if d[\"bipartite\"] == 0}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "31451c3b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 {'bipartite': 0}\n",
      "2 {'bipartite': 0}\n",
      "3 {'bipartite': 0}\n",
      "4 {'bipartite': 0}\n",
      "a {'bipartite': 1}\n",
      "b {'bipartite': 1}\n",
      "c {'bipartite': 1}\n"
     ]
    }
   ],
   "source": [
    "for n, d in B.nodes(data=True):\n",
    "    print(n, d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "47cc2963",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'a', 'b', 'c'}"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3330b33f",
   "metadata": {},
   "outputs": [],
   "source": [
    "bottom_nodes = set(B) - top_nodes"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "03f7a12f",
   "metadata": {},
   "source": [
    "Density measures the number of existing edges divided by all possible number of edges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "cd2258b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.5\n"
     ]
    }
   ],
   "source": [
    "print(round(bipartite.density(B, bottom_nodes), 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "398eb4e5",
   "metadata": {},
   "source": [
    "The following projection folds the bipartite graph and maintain the adjacency matrix."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1fa64b49",
   "metadata": {},
   "outputs": [],
   "source": [
    "# project to only top nodes\n",
    "G = bipartite.projected_graph(B, top_nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "b80b3708",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeDataView([('c', 'b', {}), ('b', 'a', {})])"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G.edges(data = True) # no weights here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "88298f60",
   "metadata": {},
   "outputs": [],
   "source": [
    "# project to only bottom nodes\n",
    "G_ = bipartite.projected_graph(B, bottom_nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "279fadff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeView([(1, 2), (1, 4), (2, 3)])"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_.edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "fa80c220",
   "metadata": {},
   "outputs": [],
   "source": [
    "G_w = bipartite.weighted_projected_graph(B, top_nodes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "71eb6ed8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "EdgeDataView([('c', 'b', {'weight': 1}), ('b', 'a', {'weight': 1})])"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "G_w.edges(data = True) # You see the weights here."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f9595fa3",
   "metadata": {},
   "source": [
    "Generate a random bipartite graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "14d84d37",
   "metadata": {},
   "outputs": [],
   "source": [
    "RB = bipartite.random_graph(5, 7, 0.2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "996b55cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "RB_top = {n for n, d in RB.nodes(data=True) if d[\"bipartite\"] == 0}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "893c7e41",
   "metadata": {},
   "outputs": [],
   "source": [
    "RB_bottom = set(RB) - RB_top"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8cda107d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[0, 1, 2, 3, 4]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(RB_top)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ae3eeed5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[5, 6, 7, 8, 9, 10, 11]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(RB_bottom)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01307193",
   "metadata": {},
   "source": [
    "### Boston Activity - Matrix to a Bipartite Graph\n",
    "\n",
    "My own data, but learn from the source here:\n",
    "\n",
    "https://petamind.com/create-bipartite-graph-from-a-rating-matrix/#The_rating_data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "63277d6b",
   "metadata": {},
   "outputs": [],
   "source": [
    "from networkx import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "26ea5b3d",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('./data/boston_activities/sample_2000.pickle', 'rb') as f:\n",
    "    df = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "40f0f257",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>duration</th>\n",
       "      <th>ini_dat</th>\n",
       "      <th>lon_medoid</th>\n",
       "      <th>lat_medoid</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>home_lon_med</th>\n",
       "      <th>home_lat_med</th>\n",
       "      <th>GEOID_home</th>\n",
       "      <th>quant</th>\n",
       "      <th>fsq_id</th>\n",
       "      <th>cat</th>\n",
       "      <th>distPOI</th>\n",
       "      <th>disthome</th>\n",
       "      <th>hour_of_day</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>weekday</th>\n",
       "      <th>weekend</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...</td>\n",
       "      <td>720</td>\n",
       "      <td>1.479658e+09</td>\n",
       "      <td>-71.119389</td>\n",
       "      <td>42.419606</td>\n",
       "      <td>250173392004</td>\n",
       "      <td>-71.119387</td>\n",
       "      <td>42.419602</td>\n",
       "      <td>250173392004</td>\n",
       "      <td>2</td>\n",
       "      <td>4e04d889e4cd4839a4d50178</td>\n",
       "      <td>Financial / Legal</td>\n",
       "      <td>0.000512</td>\n",
       "      <td>0.000461</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...</td>\n",
       "      <td>1082</td>\n",
       "      <td>1.480092e+09</td>\n",
       "      <td>-71.119313</td>\n",
       "      <td>42.419536</td>\n",
       "      <td>250173392004</td>\n",
       "      <td>-71.119387</td>\n",
       "      <td>42.419602</td>\n",
       "      <td>250173392004</td>\n",
       "      <td>2</td>\n",
       "      <td>4e04d889e4cd4839a4d50178</td>\n",
       "      <td>Financial / Legal</td>\n",
       "      <td>0.000425</td>\n",
       "      <td>0.009584</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...</td>\n",
       "      <td>1605</td>\n",
       "      <td>1.481216e+09</td>\n",
       "      <td>-71.133725</td>\n",
       "      <td>42.421113</td>\n",
       "      <td>250173393003</td>\n",
       "      <td>-71.119387</td>\n",
       "      <td>42.419602</td>\n",
       "      <td>250173392004</td>\n",
       "      <td>2</td>\n",
       "      <td>52c32ef8498eedc2905632b3</td>\n",
       "      <td>Desserts</td>\n",
       "      <td>0.000146</td>\n",
       "      <td>1.188870</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...</td>\n",
       "      <td>480</td>\n",
       "      <td>1.481303e+09</td>\n",
       "      <td>-71.206795</td>\n",
       "      <td>42.427230</td>\n",
       "      <td>250173581003</td>\n",
       "      <td>-71.119387</td>\n",
       "      <td>42.419602</td>\n",
       "      <td>250173392004</td>\n",
       "      <td>2</td>\n",
       "      <td>4a7efa56f964a52063f21fe3</td>\n",
       "      <td>Grocery Store</td>\n",
       "      <td>0.000183</td>\n",
       "      <td>7.224559</td>\n",
       "      <td>13</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...</td>\n",
       "      <td>9082</td>\n",
       "      <td>1.481733e+09</td>\n",
       "      <td>-71.117717</td>\n",
       "      <td>42.400757</td>\n",
       "      <td>250173505001</td>\n",
       "      <td>-71.119387</td>\n",
       "      <td>42.419602</td>\n",
       "      <td>250173392004</td>\n",
       "      <td>2</td>\n",
       "      <td>55295069498ea157a1d3ef10</td>\n",
       "      <td>Ice Cream</td>\n",
       "      <td>0.000063</td>\n",
       "      <td>2.099991</td>\n",
       "      <td>13</td>\n",
       "      <td>3</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1996</th>\n",
       "      <td>00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...</td>\n",
       "      <td>471</td>\n",
       "      <td>1.480956e+09</td>\n",
       "      <td>-71.204587</td>\n",
       "      <td>42.150327</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>-71.203287</td>\n",
       "      <td>42.149734</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>3</td>\n",
       "      <td>5087aa5ce4b0543814034b15</td>\n",
       "      <td>Factory</td>\n",
       "      <td>0.000583</td>\n",
       "      <td>0.125783</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1997</th>\n",
       "      <td>00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...</td>\n",
       "      <td>6056</td>\n",
       "      <td>1.480957e+09</td>\n",
       "      <td>-71.203566</td>\n",
       "      <td>42.149856</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>-71.203287</td>\n",
       "      <td>42.149734</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>3</td>\n",
       "      <td>5087aa5ce4b0543814034b15</td>\n",
       "      <td>Factory</td>\n",
       "      <td>0.000748</td>\n",
       "      <td>0.026655</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...</td>\n",
       "      <td>733</td>\n",
       "      <td>1.481042e+09</td>\n",
       "      <td>-71.204772</td>\n",
       "      <td>42.150417</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>-71.203287</td>\n",
       "      <td>42.149734</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>3</td>\n",
       "      <td>5087aa5ce4b0543814034b15</td>\n",
       "      <td>Factory</td>\n",
       "      <td>0.000756</td>\n",
       "      <td>0.144090</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1999</th>\n",
       "      <td>00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...</td>\n",
       "      <td>4672</td>\n",
       "      <td>1.481043e+09</td>\n",
       "      <td>-71.203334</td>\n",
       "      <td>42.149593</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>-71.203287</td>\n",
       "      <td>42.149734</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>3</td>\n",
       "      <td>5087aa5ce4b0543814034b15</td>\n",
       "      <td>Factory</td>\n",
       "      <td>0.001098</td>\n",
       "      <td>0.016160</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000</th>\n",
       "      <td>00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...</td>\n",
       "      <td>894</td>\n",
       "      <td>1.481214e+09</td>\n",
       "      <td>-71.205005</td>\n",
       "      <td>42.150174</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>-71.203287</td>\n",
       "      <td>42.149734</td>\n",
       "      <td>250214112001</td>\n",
       "      <td>3</td>\n",
       "      <td>5087aa5ce4b0543814034b15</td>\n",
       "      <td>Factory</td>\n",
       "      <td>0.001025</td>\n",
       "      <td>0.149780</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2001 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   user  duration  \\\n",
       "0     00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...       720   \n",
       "1     00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...      1082   \n",
       "2     00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...      1605   \n",
       "3     00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...       480   \n",
       "4     00033a3bb5f07e32dc00a69de6c8b4f73d05e5d08d14a8...      9082   \n",
       "...                                                 ...       ...   \n",
       "1996  00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...       471   \n",
       "1997  00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...      6056   \n",
       "1998  00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...       733   \n",
       "1999  00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...      4672   \n",
       "2000  00b473f99b0c02ad7e9197e43e7d19011ada6997ba8f6e...       894   \n",
       "\n",
       "           ini_dat  lon_medoid  lat_medoid         GEOID  home_lon_med  \\\n",
       "0     1.479658e+09  -71.119389   42.419606  250173392004    -71.119387   \n",
       "1     1.480092e+09  -71.119313   42.419536  250173392004    -71.119387   \n",
       "2     1.481216e+09  -71.133725   42.421113  250173393003    -71.119387   \n",
       "3     1.481303e+09  -71.206795   42.427230  250173581003    -71.119387   \n",
       "4     1.481733e+09  -71.117717   42.400757  250173505001    -71.119387   \n",
       "...            ...         ...         ...           ...           ...   \n",
       "1996  1.480956e+09  -71.204587   42.150327  250214112001    -71.203287   \n",
       "1997  1.480957e+09  -71.203566   42.149856  250214112001    -71.203287   \n",
       "1998  1.481042e+09  -71.204772   42.150417  250214112001    -71.203287   \n",
       "1999  1.481043e+09  -71.203334   42.149593  250214112001    -71.203287   \n",
       "2000  1.481214e+09  -71.205005   42.150174  250214112001    -71.203287   \n",
       "\n",
       "      home_lat_med    GEOID_home  quant                    fsq_id  \\\n",
       "0        42.419602  250173392004      2  4e04d889e4cd4839a4d50178   \n",
       "1        42.419602  250173392004      2  4e04d889e4cd4839a4d50178   \n",
       "2        42.419602  250173392004      2  52c32ef8498eedc2905632b3   \n",
       "3        42.419602  250173392004      2  4a7efa56f964a52063f21fe3   \n",
       "4        42.419602  250173392004      2  55295069498ea157a1d3ef10   \n",
       "...            ...           ...    ...                       ...   \n",
       "1996     42.149734  250214112001      3  5087aa5ce4b0543814034b15   \n",
       "1997     42.149734  250214112001      3  5087aa5ce4b0543814034b15   \n",
       "1998     42.149734  250214112001      3  5087aa5ce4b0543814034b15   \n",
       "1999     42.149734  250214112001      3  5087aa5ce4b0543814034b15   \n",
       "2000     42.149734  250214112001      3  5087aa5ce4b0543814034b15   \n",
       "\n",
       "                    cat   distPOI  disthome  hour_of_day  day_of_week  \\\n",
       "0     Financial / Legal  0.000512  0.000461           13            0   \n",
       "1     Financial / Legal  0.000425  0.009584           13            5   \n",
       "2              Desserts  0.000146  1.188870           13            4   \n",
       "3         Grocery Store  0.000183  7.224559           13            5   \n",
       "4             Ice Cream  0.000063  2.099991           13            3   \n",
       "...                 ...       ...       ...          ...          ...   \n",
       "1996            Factory  0.000583  0.125783           13            1   \n",
       "1997            Factory  0.000748  0.026655           13            1   \n",
       "1998            Factory  0.000756  0.144090           13            2   \n",
       "1999            Factory  0.001098  0.016160           13            2   \n",
       "2000            Factory  0.001025  0.149780           13            4   \n",
       "\n",
       "      weekday  weekend  \n",
       "0       False     True  \n",
       "1        True    False  \n",
       "2        True    False  \n",
       "3        True    False  \n",
       "4        True    False  \n",
       "...       ...      ...  \n",
       "1996     True    False  \n",
       "1997     True    False  \n",
       "1998     True    False  \n",
       "1999     True    False  \n",
       "2000     True    False  \n",
       "\n",
       "[2001 rows x 18 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "b2930095",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Unique users:  166\n",
      "Unique locations:  575\n",
      "Shape of the dataframe is:  (2001, 18)\n"
     ]
    }
   ],
   "source": [
    "# Print basics\n",
    "print(\"Unique users: \", len(np.unique(df.user)))\n",
    "print(\"Unique locations: \", len(np.unique(df.GEOID)))\n",
    "print(\"Shape of the dataframe is: \", df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ef08f736",
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a graph\n",
    "G = nx.Graph()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "24e78818",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add nodes. (SW: leant how to add nodes to the graph!)\n",
    "G.add_nodes_from(df.user, bipartite=0)\n",
    "G.add_nodes_from(df.GEOID, bipartite=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "1ae71f71",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add weights for edges.\n",
    "count_df = df.groupby(['user', 'GEOID']).count().iloc[:, 0].reset_index()\n",
    "count_df = count_df.rename(columns = {'duration':'activity_counts'})\n",
    "# count_df\n",
    "\n",
    "# sw: weights are added through a list of tuples.\n",
    "G.add_weighted_edges_from([(user, GEOID, activity_counts) \n",
    "                           for (user, GEOID, activity_counts) in count_df[['user', 'GEOID', 'activity_counts']].to_numpy()])\n",
    "\n",
    "# len(list(G.nodes))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "72ff1abb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: \n",
      "Type: Graph\n",
      "Number of nodes: 741\n",
      "Number of edges: 770\n",
      "Average degree:   2.0783\n"
     ]
    }
   ],
   "source": [
    "print(info(G)) # sw: info comes from the networkx.*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "73ff9f9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.is_bipartite(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "36a47b13",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.is_connected(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "8adc3201",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "density: 0.002808476492687019\n"
     ]
    }
   ],
   "source": [
    "# print graph descriptions.\n",
    "# SW: the first five cannot be printed since the graph is not connected.\n",
    "# Question: What are the first five parameters in a graph?\n",
    "# print(\"radius: %d\" % nx.radius(G))\n",
    "# print(\"diameter: %d\" % nx.diameter(G))\n",
    "# print(\"eccentricity: %s\" % nx.eccentricity(G))\n",
    "# print(\"center: %s\" % nx.center(G))\n",
    "# print(\"periphery: %s\" % nx.periphery(G))\n",
    "print(\"density: %s\" % density(G))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d648e771",
   "metadata": {},
   "source": [
    "Visualize the bipartite graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "24e4f122",
   "metadata": {},
   "outputs": [],
   "source": [
    "color_map = []\n",
    "for node in G.nodes:\n",
    "    if len(str(node)) > 12: # separate user id and geo id.\n",
    "        color_map.append('yellow') # first user\n",
    "    else:\n",
    "        color_map.append('green') # then geo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "bbbd83d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization 1\n",
    "pos = nx.spring_layout(G)\n",
    "plt.figure(3,figsize=(12,12)) \n",
    "nx.draw(G, pos, node_color=color_map) # use node color to separate node categories. \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "225270e3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualization 2\n",
    "# Separate two types of node\n",
    "user_nodes = {n for n, d in G.nodes(data=True) if d[\"bipartite\"] == 0}\n",
    "geo_nodes = set(G) - user_nodes\n",
    "\n",
    "pos = dict()\n",
    "# sw: (1, i) seems to be the location on the visualization. n is the indicator for nodes.\n",
    "pos.update((n, (1, i)) for i, n in enumerate(user_nodes)) # put nodes from user at x=1\n",
    "pos.update((n, (2, i)) for i, n in enumerate(geo_nodes)) # put nodes from geo at x=2\n",
    "nx.draw(G, pos=pos, node_color=color_map)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "00c02196",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<networkx.classes.graph.Graph at 0x13f08fd90>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "ba027163",
   "metadata": {},
   "source": [
    "#### Network analysis made simple - Bipartite graph\n",
    "\n",
    "https://ericmjl.github.io/Network-Analysis-Made-Simple/04-advanced/01-bipartite/\n",
    "\n",
    "SW: Hmm, this single person wants to develop a new network analysis package. Unfortunately, I cannot run the first line."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "dc4823c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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lpSWnT5/+bqIHv4abE0SLT+Q7YW6ki4Za0C/fV00ke54+fcrx48fx8PBIt+327dvpKpTkdI3va7p3786LFy/o0aMH169fzzLtRCqVcvz4cRYtWoSenh6rVq2iffv2BRL8dPPmTfr27cvChQsZNWqU0sfPjl9F+ESLT+S70Msy//3Qfua+aiI5QxAExo8fz8KFCylevHi67d8GtkDO1/i+Zc6cOZQtW5axY8eSUQErqVTKoUOHqF69Ops2bWLdunXcu3ePDh06FIjo7d27l969e3Pw4MF/RfTg10hlAFH4RL4TaX3V8nq9+Fn7qonkjoMHD5KYmMiIESPSbUtMTOTJkyc0aNBA4XldXV2io6MzFK+sUFFRYe/evTx58oT169fLn09NTeXAgQNUrVqVbdu2sXHjRu7cuUO7du0KRPBkMhmzZ89m0aJF3Lx5kzZt2ij9HDnlV7H4RFenyHfjV+qrJpJ7Pn/+zIwZMzhz5kyG6SYPHz7E3NwcHR1Fd7e6ujoaGhrExcXlej3s67JmVapUISQkhMWLF1O6dGm2bt1Ky5YtCzSfMz4+niFDhvDp0ycePHiAgYFBgZ0rJ/wqwidafCLfjbS+alrqufvaaamr/BR91UTyx4IFC7C2tk5n0aWRkZszjazKlmVH6dKlGTx4MJ07d2bLli3s3LmTmzdv0qpVqwIVvaCgIFq0aIGGhgYuLi7/uujFxsYSERGBsbHxvzqP74EofCLflYFWpsy2tkBLXRWEbAJdZDJITaKW7N0PVaBaRPm8fPmSQ4cOsWxZ5qkqaRVbMiK3kZ3wJWftn3/+oUqVKri7uzN58mRiYmK+S5L48+fPsbKyonPnzhw4cOCHqOn69u1bzMzMfolOIP/9VyjywzHQypTtfcxJef+IQqoSVATFHD9NNRU01FRoZFKEuHNLub1nKadOnfqXZitS0KQFtMyfPz9Tq0cmk3H37l2lCF9ycjI7duygUqVKHD16lH379nHt2jVWr15NixYt+P3335FK81ZTNic4OjrSpk0bli9fzrx5836Y0ni/ipsTROET+Ze4eeYAHXUCuP9Xa/T975L05hZNK+jTvXYZprStzL0ZrThs2xK7ob0oW7YsY8aM4dmzZ//2tEUKgKNHj/L582fGjBmT6T6vXr3CwMAAQ0PDDLfnJKUhKSmJbdu2UalSJU6ePMmhQ4dwcXFRcJ+uX7+emJgYeecHZbNx40aGDx+Og4MD/fr1K5Bz5JVfSfgQRES+MwkJCYKhoaHw6tUrQRAEoWzZsoKKioqQnJycbt+UlBShXr16wvDhwwVTU1MhJCTke09XpACJjo4WypQpI9y9ezfL/TZv3iwMHTo00+19+/YVDh8+nOG2xMREYfPmzYKxsbHQvn174d69e1meKyQkRDA1Nc10vLyQkpIijBs3Tqhatarw7t07pY2rTH7//Xdh7969//Y0vguixSfy3Tl48CCWlpZUrVqVuLg4wsPD0dTUzLC3mJqaGnv37sXBwQFra2t69epFcnLyvzBrkYJg4cKFtGnThkaNGmW5X1bre5CxqzMxMZFNmzZhZmbGhQsXOHHiBJcuXaJhw4ZZnsvAwICzZ88yceJEHj16lPMXkwnR0dF06dKFt2/fcu/ePcqXL5/vMQuCX8niE4VP5Lsik8lYs2YNdnZ2wJcF9XLlymXZRbpq1arY2dnx5s0bdHV1mTRp0vearkgB8vr1a/bu3ZujTglZRXSCovAlJCSwYcMGzMzMuHTpEqdOncLR0THTaNGMqFWrFtu2baN79+4EBQXl+Lhv+fDhA40bN8bU1JSLFy8WeC/AvCIIgih8IiIFhZOTE5qamrRs2RL4UimiXLly2V4Q/vzzT2JiYmjdujU3b95k27Zt32O6IgWEIAhMmDCBOXPmZLpul8aHDx9ISkrKsmOAvr4+YWFhrFu3DjMzM65evYqDgwMXLlygfv36eZpjz549GTZsGD179iQpKSnXx7u6utKwYUOGDx/Oli1bUFP7cdOmQ0JCUFNTy7Bazn+RH/eTEPlPsnr1auzs7OSRbF5eXhgZGREXF5flcWkuz+bNm3PixAn69u2LhYUFzZs3/x7TFlEyJ0+eJCQkhHHjxmW777eNZ78lPj6ehw8f4uzsTLt27bhw4YJC94b8MG/ePJ4/f46trS3//PNPjiMwjx8/zrhx49i9ezddunRRylwKkl/J2gPR4hP5jjx+/Bhvb2/69Okjf87T05MSJUrkyAWU5vJcvHgxBw4coG/fvvj6+hbgjEUKgtjYWOzs7Ni0aVOOrKDM3JxxcXGsWrWKihUr4u/vT/PmzTlz5ozSRA++lDXbv38/7u7ubNy4Mdv9BUFgyZIl/Pnnn1y5cuWnED0QhU9EpMBYvXo1EydOVAhi8fT0RE9PD319/RyNkebyfP/+PTNnzsTGxobY2NgCmrFIQbBkyRKaNWtGs2bNcrT/tx0ZYmNj+fvvv6lYsSKurq44Ozszb968Aku8LlKkCA4ODixdupSrV69mul9SUhJ//PEHZ86c4cGDB9SuXbtA5lMQeHl5/RLFqdMQhU/ku+Dn58elS5cYOXKk/Lm0BXVtbe0cC5+amhp79uxhzpw5dO3aFUtLS/744w9ksvx1dxf5Pnh5ebFz507+/vvvHO0fERGBn58ftWvXJiYmhuXLl1OxYkUePXqEi4sLJ06coGbNmvkqWZYTypcvz9GjR/n999/x8fFJtz0sLIy2bdsSExPDzZs3KV26dIHNpSDw9PQULT4REWWzYcMG/vjjDwWXZnBwMOrq6qSkpOQq2i3N5Tly5Ei2bNlCYGAgixYtKohpiygRQRCYOHEiM2fOzLEw3L17F0tLS7mF9+zZM65du8axY8eoXr26fL+8lCzLLS1atGDevHnY2NgQExMjf97T0xMrKysaNWrEyZMnKVy4cIHOoyD41VydYgK7SIETFRUlFCtWTPjw4YPC8zdv3hQaNWokTJ8+XVi+fHmuxkxJSRHq168vbN26Vfj06ZNgbGwsnDp1SpnTFlEyp0+fFqpWrZphoYKM+Pz5s9CkSRNBW1tbGDBggODh4ZHpvr6+voKxsbGyppopMplMGDVqlNC1a1dBKpUK165dE0qWLCns2rWrwM9dUKSmpgqamppCfHz8vz2V74YY1SlS4Pzzzz+0b9+ecuXKKTyf5l6JioqiQoUKuRozzeXZvHlzOnTowJkzZ+jQoQOVKlWiRo0aypy+iBKIj49nypQp7NmzJ8NCBV/z+fNn1q9fz8aNG5FIJGzZsoUhQ4ZkeUxeurDnBYlEwsaNG2nTpg1du3bF3d2do0ePytNzfkZ8fX0xNDRES0vr357Kd0N0dYoUKCkpKaxfv16esP41aQvqUVFReUrsrVq1Kn/++ScjRoygbt26bNiwARsbG8LCwpQxdRElsmzZMqysrLIUiKioKBYsWEDFihXx8fHh6tWrxMXF0atXr2zH19HRITY2tkCLS6ehpqZGrVq1cHZ2ZubMmT+16MEv6OZEFD6RAubEiRNUrFgRS0vLdNs8PT2pUqUKnz9/znFwy7fY2dkRExPD9u3b6d+/P3379qV3796kpKTkc+YiysLb25utW7eyatWqDLdHRkYyf/58zMzM+PDhAw8ePGDfvn1ERUVRrVq1HK2ZqaioUKRIEYW1t4IgTYifPXvG5cuXWbJkCU+ePCnQcxY0ovCJiCgRQRDkCesZkfYPFxUVlWfhS3N5zp07F19fXxYvXkzhwoWZPHly3icuolQmT57MtGnTKFu2rMLzERERzJ07l0qVKhEQEICrqyt79uyRV2jJrkzZtxR0gEtgYCDNmzdHR0eHK1eu0LJlS7Zs2UK3bt0IDg4usPMWNL9aKgOIwidSgNy4cYP4+Hisra3TbUtJScHX1xczMzM+f/6crxqGX7s8VVRUOHToENeuXWP79u35mb6IEjh//jze3t5MmTJF/lx4eDizZ8+mUqVKBAUF4e7uzq5du6hYsaLCsd/m72VHQaY0PH36FCsrK3r06MHevXvR0NAAoHfv3gwePJiePXv+tMXTf7VUBkCM6hQpODp16iTs2LEjw21eXl5C+fLlBUEQBCMjIyEwMDBf5/o6yjNt/JIlSwo3b97M17gieSc+Pl4oX768cPnyZUEQvrT7mTFjhlCsWDFh1KhRwvv37zM9NjU1VdDT0xOCg4NzfL4mTZoUyOd97tw5oUSJEsKxY8cy3C6VSgUbGxth5MiRgkwmU/r5CxpjY+MftlVSQSEKn0iB4OHhIRgaGgoJCQkZbj9//rzQoUMHQRAEQVNTU4iLi8v3OV+9eiWUKFFCfkF1dnYWjIyMBF9f33yPLZJ77O3thZ49ewrBwcHCtGnThKJFiwpjxozJ0efx5MkToUqVKrk6X6dOnYRz587ldbrpkMlkwpo1a4TSpUsLDx48yHLf6OhooVq1asKmTZuUdv7vQVxcnKCpqSmkpqb+21P5roiuTpECYc2aNdja2qKpqZnh9rT1vaSkJKRSqVJCqdNcnsOHD0cQBNq1a8f06dOxsbHJtgi2iHJ5//4969evp1ixYpibmxMXF8ezZ8/YunUrJiYm2R6fXf+9jFDmGl9KSgq2trbs3r2be/fuZdvSSEdHh3PnzrFo0SKuX7+ulDl8D96+fUvFihVRVVX9t6fyXRGFT0TpBAcHc/LkSWxtbTPd59uIzpxWvc8OOzs7YmNj5et7kydPpk6dOvzxxx8IgqCUc4hkTVBQEG3btiU+Ph4NDQ2eP3/O5s2bMTY2zvEYuQ1sAeWt8UVFRdGpUyc+fPjA3bt3cyTUABUqVODw4cP079+fd+/e5Xse34NfMaITROETKQA2b95Mv379KFGiRKb7fJ28rszmnN9GeUokErZt20ZAQACLFy9W2nlE0vPp0ycmT55MpUqVCAsLw8PDg40bN6aL5swOQRByHdgCyrH43r9/T6NGjahSpQrnzp1DV1c3V8e3atWKOXPmpCtr9qMiCp+IiBKIj49n27ZtClF8GZEWQp2fHL7M+NrlKZPJ0NDQ4PTp0+zYsYMzZ84o9Vwi8PHjRyZOnEi1atWQSqUYGBhw5MgRypcvn6fxfH19kclkua7mk1/hu3fvHo0aNWLs2LFs3Lgxz41jx40bh5WVFYMHD/7hi6eneV5+NUThE1Eq+/bto1GjRlneRUZHR/P582fKlCmTrxy+rEhzee7YsQOAUqVKcfr0aUaNGsWLFy+Ufr5fkYCAAMaPH0+NGjVQV1fHw8ODUqVKUaNGDTp27JjncdPcnLl1f+fH1XnkyBG6devGrl27mDBhQp7GSEMikbB582ZCQ0Oxt7fP11gFza9q8Ym1OkWUhlQqZc2aNezZsyfL/d6+fUulSpVQUVFRuqszjbSO7c2aNaNDhw6YmppSr1491q9fj42NDW5ublm6Yv+rhMUmcfJRAG+CoolOTEVXUw1zI116W5aleBGNHI3h7+/PsmXLOHr0KMOHD+f169cYGhri5+fHmjVrcHd3z9cc8+LmhLxZfIIgsHDhQvbs2cPVq1eVVue1UKFCnDp1ivr161OjRo0clV373giC8Gvm8CEKn4gSOX/+PMWKFaNx48ZZ7vf1P1tBuDrTsLCwkLs8r1y5goqKCgMGDODZs2f06dMHZ2fnbAsm/1d45h/F5hve3PQKBSAp9X8uOE21INa6eNGiigG2zc2oZayf4RgfPnxg2bJlHD9+nJEjR/LmzRtKliwp3z516lQmTJiQZxdnGnfu3GHMmDG5Pi63wpeYmMiIESN4+/YtDx48wMjIKNfnzApDQ0POnDlD+/btMTMz++Ea04aHhwP8kjeAoqtTRGmsXr2aP//8M1sX1dclkgrK1ZnGt1GeAEuXLkVLSyvbdcj/Cgcf+NJv5wOuvA4mKVWmIHoAif//3GWPYPrtfMDBB74K2319fRk1ahR169alaNGieHl5sWLFCgXRu3LlCk+ePGH69On5mmtYWBgfP36kZs2auT42N8IXGhpK69atSU5O5saNG0oXvTTq1q3Lpk2b6N69O6GhoQVyjryStr6nrIjqnwnR4hNRCq6urgQEBNC9e/ds9/X09KRTp04A+S5Xlh1fuzw7duyIqakpqqqqHD58GCsrK3bu3KnQFf6/xsEHvixxfE1CSvZBFoIACSlSlji+BqBRSRlLly7lzJkzjBkzBi8vL4oXL57uuOTkZCZMmMC6devynY959+5drKys8hRYktM1vtevX9O5c2f69evHokWLUFEp2Pv/vn378vz5c3r16sWVK1coVKgQoBy3c374Vdf3QBQ+ESWxevVqpkyZkqMLlpeXl9zaioqKKvB/PgsLC6ZNm6bg8tTT08PBwYGmTZtibm6e65yxn4Fn/lEscXyTI9H7moQUGfPOPiPmzCLG9OnI27dvKVasWKb7r1u3jooVK9K5c+f8TjlPietp5MTic3FxYcCAAaxcuTLbHn/KZNGiRXTr1o1JkyYxZtayfLudlcGvLHyiq1Mk37x//55r164xbNiwbPcVBEHhH66gglu+ZerUqelcnpUrV2b//v306dOHDx8+FPgcvjebb3iTmJq3/nQyiSpd/trIokWLshS9gIAA/v77b9avX68Ul9nt27fzfBOSnfDt2LGDgQMHcuLEie8qevClbdLBgwe5+iGZnltv59ntrEx+1VQGEIVPRAmsW7eOESNGUKRIkWz3/fTpE9ra2vJ1vYIMbvmaNJfn3Llzef/+vfz59u3bM23aNLp16/afKmsWFpvETa9Q8l6sRsLdd1GExyZludeff/7J2LFj5a2E8kN8fDwvXrygfv36eTq+cOHCJCUlpevFKJVKsbOzY/Xq1dy+fZvmzZvne6554ZxHBJK6PUkVVLL9XL52OxeU+IkWn4hIHomMjOTAgQM5zn369i6zoINbvsbCwoLp06fLE9vTmDJlCjVr1mTo0KH/mbJmJx8F5HsMCXDycebjXL9+nQcPHjBz5sx8nwvAzc2NGjVqoK2tnafjJRJJOqsvNjaWHj168PjxY+7fv0+lSpWUMtfckuZ2TpLm7vuVkCJjieMbngdEKXU+UqkUHx8fpdyw/IyIa3wi+WL79u106dKFMmXK5Gj/b+8yv5erMw07OztOnz7N9u3bGTt2LPDlgrl9+3ZatGjBkiVLmDNnznebT0HxJig6nRsttySmythx/CL3dj1CW1sbLS0ttLS00NbWplChQqxdu5ZevXpx4cIFhW0Z/a6lpZVtIeT8uDnTSBO+EiVKEBAQQJcuXahbty4nTpyQB5X8G+TH7ZyYKmXLDW+2DfxNafPx9/enRIkSOepu/19EFD6RPJOcnMzGjRtxcnLK8THfWnzfy9WZhqqqKnv27KFp06Z06NBBnnOmqanJ6dOnadCgATVq1MDGxua7zakgiE5MVco4JcuY0LKULgkJCSQkJBAfH098fDyXL19GVVWVqKgoTp48Kd/29X5pv6f9ra6unqkoamtr8+TJE6pUqcKIESPSbcvquK9/L1KkCCEhIURGRtKtWzcmTJjA9OnT/9WQ/fy6nQUBrnuGEh6bpLRoz195fQ9E4RPJB0eOHKFatWq5yrny9PRUWGP5nq7ONL52ebq4uMjD2UuXLs3p06fp1KkTFStWpHr16t91XspAEARevHiBv48nUDTf45lXMOGPvoo3AZ8+fWL79u3cu3cvx2tEgiCQnJycqUDGxsbSp08fBgwYgJqamsK2iIiIDIU0o99DQkJo0qQJMpmMQoUKsXLlSjZt2pQr8czLtqyimZXpdh7drGK2++aEX3l9D0ThE8kjgiCwevVqVq1alavjvk5el0qlxMbGoqOjUxBTzJKMXJ4A9erVY82aNfKyZhnlrf1oxMTEcPXqVRwdHXF0dERDQ4PKNraoaxYlJR9LlqqCFEPN9JbjtGnTGDlyZK4unBKJBA0NDTQ0NDK80Xn8+DEmJiZ5qtiShiAI1KhRg0+fPuHo6Ej16tUzFcishDQiIiJHIvv176qqqpmKYpRFN5KKm+f5dcEXt/ObT8rr9iAKn4hIHrhy5QoAbdu2zfExycnJ+Pv7y6vux8TEoKOjU+AJxBmRmcsTYODAgTx//pw+ffpw6dKlH66sWVqNxTShc3V1pWHDhlhbW2NnZ0flypUJj0um0fKrkMtgCoXzAKtse+G2ry4TJ06kefPm3L59m1u3bvH69WvlvSDyl78H/2scGxgYyJw5c+SNY7/HGpYgCKSkpGQqiitdY3gRkf/zRCemZL9TDvH09MTa2lpp4/1siMInkidWrVqFnZ1drtZO3r17h7GxsTzI4HsHtnxLZi5PgGXLltGlSxfs7OzYsGHDvzbHNOLj47lx44Zc7FJSUujUqRMTJ06kVatW6VJJrjudI8brJYXK/4YkDzcWgkyGuV4qx9684ODBg9ja2qKqqkpkZCTLly9XuqDcvn2brl275unYyMhIevfujaamJn369Pnu3cQlEgmFChWiUKFCCtZscHAwrq6uRIWGgGqpfJ9HV1N5N2C/usUnpjOI5Jrnz5/z6tUr+vfvn6vjvq0E/70DWzLCzs6O+Ph4hcR2QF7W7PLly/zzzz//ytzevXvHpk2bsLa2xsjIiL///pty5cpx7tw5/Pz82LZtG127dlUQvdDQUDp27MjAgQMpF/sarUJ5u7fVVFfl/cXtjBgxgr59+/Lq1SuaNWtGUlISkydPZsaMGUpL+hcEIc8Wn4+PDw0bNqRGjRo4ODhQsmRJpXRhzy3Jycm4ubmxYcMG+vfvT5kyZTA1NWXIkCG8vHMZUvNnrWmqqWBeSjlLAgkJCQQFBeW4s/x/EdHiE8k1q1evZsKECbkOD/96fQ/+ncCWb8nK5amvr69Q1iw/rrickJSUxO3bt+VWXVRUFNbW1gwbNozDhw9n+V4JgsDRo0cZPXo0qamprFmzBltbWw65fshxrc40tNRVmG1tQc/ZZ5k5cya1atVi7dq1HD9+nFu3blGoUCE2b95M3bp1adGiBRMmTKB58+Z5jpx89+4dKioqmJqa5uq4O3fu0KtXL+bPny9fp9XT0+Pjx495mkdOEQSBgIAAHjx4IH88efKE4sWLU6hQIYKCgihTpgz9+vXD2NiYq3fdeI5AfuJKBaBX3dx1ss8MHx8fypcvn+dGu/8Fft1XLpInPn78yPnz51m3bl2uj/X09KRevXry4rwu7tFE1OjD5GNPvmtx3m/JyuVZpUoVeVmzBw8eUK5cOaWe28/PDycnJ5ycnLh+/TrVqlXD2tqaw4cPU7t27RytfwYGBjJ8+HDu3LlD2bJlOXv2rPwGY6CVKQBLHN+QmCrNMqReIgFNNVVmW5vLj1u3bh2dOnWiW7duWFhYUL58eTQ1NVmzZg0LFy7kwIEDjB07FnV1dSZOnMiAAQNynYCelr+XG+E8ePAgU6dO5cCBA7Rv317+vJ6eHh4eHrk6f3bEx8fz6NEjBaFLSUmhQoUKqKioEBAQgLa2Ns2aNaNdu3Y0b96cu3fvsm7dOqKiopg0aRLFtQy58TYcJLl3skkk0LKKgZjKoEREV6dIrti4cSODBg2iaNHch8q/CIzGOb4cjVdcY62LFw/DVYjRMeXs00DWuXjRaMU1Rh98yDP/KOVPPBvSXJ7btm1Lt61Dhw5MnTqVbt26ER8fn6/zpKSkcPPmTWbMmEGNGjWoW7cut2/fpk+fPvj4+HDv3j3mzJlD3bp1sxU9QRDYs2cPFhYW8h52z549S3dRG2hlyrFRVrSvaohEloqaRFH9NNVU0FBToX1VQ46NspKLXhqFCxdGT0+PMmXKUK9ePZ4/fw5AkSJFGDt2LB4eHqxevZpz585hYmKSazdobtycgiAwb9485s6dy/Xr1xVED74IX35cnYIg4O3tzcGDBxk/fjyWlpYYGBjw559/8uTJE9TV1SlXrhzx8fFoaWnRpUsXzp49S0hICOvXrycgIIDGjRuze/du5s2bh6enJx06dODJwWWoCHkrKKChqoJtC+VVWPnV1/cAJMJ/pUaTSIETGxuLqakp7u7uuW42evCBL7NPPUZFTYOsvnAZWR3fizdv3tCkSZMMX58gCAwZMoTk5GSOHDmSK+vk06dPXLp0CUdHR1xcXKhYsSLW1tZYW1tTr169PAVjfPjwgeHDh/P8+XNUVVU5cuQILVq0yPKY5ORkShpXYN5eR/yjZbzw8iY2PJShPdrRq27G1rZUKuW3335j2rRp9O/fn/379/Pnn38yc+ZMJk+enE6cfXx82Lx5M/v27cuxG9Tc3JyjR49m26g1ISGBoUOH8uHDB/l63rdcuXKFFStW4OLikuVYaURHR+Pm5qZgzWlra2NlZUXVqlWRyWR4eXlx7do1ihYtSvv27WnXrh0tWrSQr62+fPmS9evXc/LkSXr27MnEiRPlua3Hjh1jwoQJzJ8/H926nVjqlDu3s4qQitYbJ67vWJjh680LQ4cOpXHjxowYMUIp4/2MiMInkmM2bNjAnTt3OH78eK6OO/jAl8UXX5OYixJaaetM31v8Vq5ciZOTUzqXJ3zp2N28eXNsbGyYNWtWpmNIpVLc3Nzka3Xv3r2jbdu2WFtb06FDh3w1PZXJZGzfvp1Zs2ahoaFBkyZN2LlzZ44s8Bs3bjBt2jTc3d0BOHPmDPv27ePs2bOZHrNlyxaOHz/O9evX5eL17t07Bg8ejIaGBvv27aNs2fRrT7GxsRw4cIANGzZk6QYNCQn5kn4RHp7lDUBwcDDdunXD1NSU3bt3Z9r3z83NjXHjxslf49fIZDJev37N/fv35SLn6+tL3bp1sbKyom7dugA8evSIy5cv4+fnR+vWrWnXrh3t2rVTWIOUyWQ4OTmxbt06Xr16ha2tLaNHj8bAwAD4ItJTpkzh6tWrHD9+nDp16gBp/RFz7nae1dEc70t7OHLkCJcvX871OmhGNGrUiBUrVvwnW3HlFFH4RHJEamoqlSpV4ujRo/IcqZzwzD+KfjsfkJCS+zqFWuqqHBtlRc2y+rk+Nq9IpVIaN27M4MGDsbW1Tbc9MDCQ+vXrs2XLFoXw+7CwMJydnXF0dMTZ2ZnSpUvLrbqGDRsqJRfQ29ub4cOH8+HDB6Kjo1m7di2DBw/OsfU5c+ZMVFVVWbx4MfBlbW3mzJncuXMnw/1DQ0OpVq0a165dS1fFJjU1lRUrVrB+/Xo2bdpEnz59MhxDEARcXFzYuHEj9+/fZ9iwYdja2sojCs+cOcOOHTuyLHv38uVLunTpwuDBg1mwYEGWr9fT05MuXbrg5eVFWFgYrq6ucpFzc3OjZMmSNGzYECsrKxo0aICamhrXrl3j8uXL3L17l+rVq8utunr16qULAImNjWXfvn2sX78eHR0dpkyZQp8+fRQCvTw9PenTpw9Vq1Zl+/bt6OrqKozxPCCKLTe8ue4ZigQUbgg11VQQ+LKmZ9vCTP7d37hxI3///TdOTk75rihUokQJXr16haGhYb7G+ZkRhU8kR5w4cYL169dnepHMjFEHHnLldXCe6hRKJNC+qqFSi/PmhKxcnvCl23yXLl3YtGmTPJHcw8ODVq1a0bFjRzp27IixsbHS5iOVSlm/fj2LFy+mZMmS6OnpcfjwYSpWzF35qrp167J+/Xr5nf7r16/p3r07b968yXD/ESNGoKOjw9q1azMd093dnYEDB1K/fn02bdqUZV5mRm5QBwcHSpQowezZszM8xtnZmUGDBrFmzRoGDhyY6dgpKSk8f/6cy5cvY29vj7GxMSEhIdSvXx8rKyu50EkkElxcXHB2duby5cuoqanJha5169aZRs5++PCBTZs2sWfPHlq0aMHkyZNp3LhxOhE+ePAgU6ZMYenSpYwYMSJLkQ6PTeLk4wDefIrh0UsPVFIT6d+xeaZu5yNHjjB58mTOnDlDo0aNMh03K8LDw6lQoQJRUVH/av3SfxsxqlMkWwRBYNWqVbluP/MjFufNCebm5syYMYNhw4Zx9epVucszKiqKK1eu4OjoSFJSEgMHDmTEiBEsXryYJk2aoKGh/Dl6eHgwbNgwYmNjUVVVpW/fvsyZMyfXFmRwcDDv3r3DyspK/lyJEiUICwvLcH9XV1ccHR2zrdBSr149Hj9+zJ9//kmtWrXYv38/zZo1y3DfihUrMmvhMkw7juDSgxcM2+tGfFQh6hXSISA0irIG+gr7b926FXt7e06fPp0u+CUwMFBhXe7x48eYmppSr149pFIpZ8+exdzcHJlMxoMHD3B2dsbe3p43b97QvHlz2rVrx19//UWlSpUyFQBBELh37x7r1q3j2rVrDB06lIcPH2boboyPj2fChAncvXuXq1ev5qh+bfEiGvLam3vin3Dr1m1GN8u8mXP//v0pWrQo3bp1Y+/evXmqvPL27VsqV678S4seiBafSA64c+cOQ4cO5c2bN7kKxNh204e1Ll75ao+jqabClLaVlVacN6dIpVKaNGlCq1at0NXVxdHRkSdPntC0aVOsra3p2LEjW7Zs4enTp1y6dEnpOVEpKSmsXLmSNWvWULVqVfz9/Tl48CCNGzfO03gHDx7k1KlTnDlzRv5camoqmpqaJCUlKXyuUqmUBg0aMHHiRAYPHpzjc1y8eJGRI0cyZMgQ7O3tFdx/z/yj2HzDm5teoQAK3wmJLAWZTKCs6mfm9mxA27qVsbOzw9nZmQsXLlCmTBkeP36sIHTx8fFyS87Kyop69erJrc204tTXr1/nxo0bVKxYUW7VNWrUKNv80+TkZE6cOKGQjjBkyJBMa8q+evWKPn36YGlpyZYtW3LUkPlbnJyc2LBhQ446nTx48IBu3bqxatWqLK3gjNi3bx9Xrlzh4MGDuZ7jfwnR4hPJllWrVjF16tRcRx8qqyfchdtP0P/0kCJFimT4KFy4sNKEJzY2Vl7w+f379yxfvpyBAwfy119/0aJFC4WgihUrVtC5c2fs7OxYv369Us4P8PTpU4YOHYqWlhb6+vqYmJhw/vz5fJV3c3Z2Thf6r6amhp6eHpGRkZQoUUL+/K5du9DU1GTQoEG5OkenTp14+vQpI0aMwMrKikOHDmFhYZFtQIegoo5EBT4KxRl97DXJdvPR9Henbdu29O/fn1evXmFhYYGVlRVdu3Zl6dKlVKxYUW61fP78mevXr8vdl1KplHv37tGnTx927twpDzjJjtDQUHbs2MGWLVuwsLBg/vz5WFtbZ5pWIggCe/fuZfr06fz999/88ccfebakDA0NCQoKytG+VlZWXLt2jQ4dOhAWFsbkyZNzfB4xleELovCJZImXlxf37t3j8OHDuT5WWT3hAsOjOP38CrGxsZk+ChUqlE4QdXR0MhXLr0UzKiqKp0+f4urqyvPnz/ntt9/o1KkTN2/exMHBAScnJ9q3b5/uApiWRtCgQQN2797NsGGZu6lyQlJSEosXL2bbtm20atWK69evs27dOgYMGJCvcWUyGZcvX2bhwoXptqW5O9OELzw8nLlz53L58uU8XcRLliyJg4MDO3fupFmzZnT7cxW340qSmJMQfokKEnUN1Ov3JSY5hfPnzzN48GAcHR0VhFkqleLu7i4XuqdPn9KwYUPatWvH2bNn6dmzJwsXLsxxkva36QiXLl2iRo0aWR4TGxuLra0tjx8/5ubNm1StWjVH58oMIyOjHAsfQNWqVblz5w7t2rUjNDSUxYsX5+jz8vLyomfPnvmZ6n8CUfhEsmTt2rWMGTMm19U4AHQ1lfP1atbgN9b2zTznSBAEEhMTsxTGrx++vr68ffuWd+/eERAQgFQqRVdXF01NTYoWLcrz58+5e/cus2fPpnDhwsTHx1O6dGnKlSuXoXi2bt2aiRMn8urVK2rVqpXhPmkirKmpmeEFytXVlWHDhlG2bFnMzc0JDAzEzc1NKeHrz549Q09PL8NAnW/X+WbPnk2fPn2oVatWns8nkUgYNWoUpapZMcHBB1RzZ/WrqGti0G40U2uN4fy+zVhYWNCrVy/Kly/Po0ePcHFxoVSpUrRv3545c+bQtGlThe9nWhf2rMgoHcHLyytH1mFa547GjRvj5uaWp/+NbzEwMCA8PBypVJpjz0q5cuW4ffs21tbWhIaGsnXr1myPFau2fEEUPpFMCQ0N5ejRo5lG/WWHuZEuGmpB+XJ3CqnJnNu/FfVHetjY2GBlZZXun1sikch7n2V24Xr37h1OTk7cuHGD27dvU6dOHYYNG4a1tTXVq1fPUIySk5OJjY3l6dOn9OzZk1mzZqGrq5uhmHbo0IFt27bRoUMHBEHIVHSTkpIUBFFbW5uwsDBCQkIwMTHh1q1b1KlTh+bNm3PkyJFsLdY0qzWrKi8ZuTnT+Fr4Hj58yNmzZ/P8eX/L6TexSFTVsyxYkBmJKVIuvocKFSrg4eHB3r17kclk1KhRg+3bt9OzZ89MLZyshC8n6QiZIQgCO3fuZPbs2axduzbX62tZoa6ujr6+PuHh4blKVDcwMODatWv06NGDPn36cOjQITQ1NTPcVyaT4e3tTaVKlZQ17Z8WMbhFJFMWLlyIv78/O3fuzNPxYbFJNFzmQi4KVaRDQ02FLR2Kc+PSeRwcHAgODqZz587Y2NjQtm3bTBOZvy747OTkRGRkJB07dsTa2pq2bdvmujj2ypUrcXR0VIjyzGifo0ePcvv27UytAKlUSlxcHLGxsVy/fp2//vpLXvPx9evXjBgxgpIlS8qFMiYmJlsLNj4+Hk1NzUyF8e7du1haWlK9evV0LuDdu3dTq1YtevfuzciRIxk0aBAjRoygcOHCuYocTU1N5dWrV/Lk8PuPX5LYfjYStdwVMldAlspAndd069CGOnXqkJCQwP79+9m4cWOWSfE9e/akX79+9O7dW/6cr68vmzZtYu/evVmmI2RGdHQ0o0ePxsPDg+PHjxeI1VSzZk0OHjyYo4jQb0lKSmLQoEGEhYVx9uzZdLmD8KUubMOGDQu8iPfPgCh8IhmSmJiIqakp169fx8LCItfHx8fHM3v2bE4GF0O1XO28FecF2ldTzON79+4d586dw8HBgcePH9OyZUtsbGzo3LkziYmJODk54ejoyPXr16latao8ibxOnTr5anibFuU5aNCgDBPb4YtFMHjwYFJTUzl8+HCmF9WYmBhmzpzJmTNnmDx5Mjt27KBZs2asW7cuT93oZTIZCQkJGYpiaGgow4cPZ9myZaSkpKTb7u7ujkwmQxAEgoKCKF68OHFxccTExKCmppapmKqpqREbG0tkZCTBwcF8+vSJokWLUrlyZapXr06CaRPufNbL101PZhG9aUnxGzZs4MGDB+mS4ocPH07Dhg0ZPny4vFj09evXGTp0KOPHj8+1+/jx48f07duXNm3asGbNmkxvtvJLu3bt+PPPP2nXrl2ejpdKpYwfPx43NzecnJzSWY4uLi4sWbKE69evK2O6PzWi8IlkyM6dO3FwcODChQu5PvbGjRvyyL6Rfy3mj/1PEVTzULlEmsz23ha0r2ee4eagoCA2btzIyZMn8fb2RkVFhRo1avD7778zZMgQhYAIZfDmzRuaNm2Km5tbprVKExISaN68Od27d88w7/HKlSuMHDmSFi1aYGxszI4dO9i8eTO9evVS6lzTOHfuHOvXr+fq1asZbl+1ahW+vr6cPHmSixcvYmlpCXwRlzRXb0REBI8ePcLV1ZWnT5/y6tUr4uLiMDU1pUyZMpQsWRJ9fX1SU1OJjY0lOjqatyUak2CYvwojAN1rl2Ft39qZbv82KX7ixImcPn2a0NBQvLy8+Pz5c7bpCJkhCAKbN29m4cKFbNy4kb59++bz1WTN4MGDadOmTa5SSL5FEATs7e3lvSS/FvnNmzfz4sWLDAux/2qIa3wi6ZDJZKxZs4YtW7bk6riYmBhmzJjBuXPn2Lp1K126dAFAeDIXjQb9SZLm/B5LS12FBkUiGNKlBQcPHqRNmzbAF7FLK/h85coVKlasSN++fWndujXR0dFcuHCBVatWsXv3bmxsbLCxsaFevXr5svbSyCyxXWHeWlqcOXOGBg0aUL16dfl7EBUVhZ2dHS4uLixatIh//vkHPz8/Hj16lGGtS2WR1foefFnj++eff+jevTuWlpYIgoC/v79CztyzZ8+oWLEitWrVokWLFvTr1w9VVVVCQkIIDg4mKCiIly9fyn+Pi4vDqE9DpbR+iU7MuoFrxYoV5S2SNm/eTO/evQkPD6do0aJs27aNHj165Omzj4qKYsSIEbx//5579+5hZqa87giZkZuUhsyQSCQsWLCAEiVK0LRpUxwdHeURqmIqw/8QhU8kHY6Ojmhra2db7f9rLl++zKhRo2jdujUvX76Ur6ElJSURdPsE/Vq04Obn4qCmnnUlF0EGslT+6lyTIY074tLAhH79+lGrVi2ioqIUCj5v2LAhXcHnLl26sHXrVtzc3HBwcGDo0KFERUXRpUsXbGxsaNWqVaaL/zlhypQpnDp1iq1btzJu3LgM9ylTpgwnT56ka9eu3LhxAx8fH8aOHUvXrl2ZP38+f/75J3/++Sd2dnZ56syQG5ydnTl16lSG21JTU/Hx8cHHx4fffvsNS0tL3r59S2pqKsWKFUNDQwOpVIqGhgavX78mLCyMly9fYmRkhKGhIUZGRpiammJlZSX/29DQkKJFizL1xDPOPg3M9/x1NbP3FHydjtCjRw9iY2Nxc3Nj7NixPHz4EFtb21z1UXR3d6dv37507tyZQ4cOFUhFnowwMjJS2vrb+PHjKV68OG3atOH06dM0btwYLy8v2rZtq5Txf3ZE4RNJx+rVq7Gzs8vRwv/XlszOnTvTrU94e3tjbGzMxXV/sfP0ZS59kGZanFcmCMR5P8I4+jUO3ge4slUbZ2dnSpQowevXr6lcuTI+Pj4UK1YsyzmpqKjIK3osW7aMt2/f4uDgwLJly+jfvz9t27bFxsaGTp06ZTvWt6R1bG/SpAkdO3akQoUKGe5nZWXFvHnzaNCgASVKlGD79u0cO3ZMXmg4zaWobKRSKWFhYQQFBfHkyRN58ez9+/fLy5b5+/sTFhZGYmIi8MVKuH37NiYmJvTv359KlSpRqlQpBTErXrx4riwnZUT0aqqpYF4qY/ekTCbD0dGRdevW4eHhoZCOsHfvXjQ1NZk3bx6bN2+mTp06cjdos2bNsixRtn79epYtW8bWrVvp0aNHnueeF4yMjHj8+LHSxuvfvz/FihWje/fu7NmzR0xl+ApxjU9EgUePHtG9e3d8fHyyjeq7cOECY8aMoWvXrixfvjzDSLIzZ84wZcoUbGxs5NVNvi7O+/D5K9RkKTStWQGp9z12b1lPeHg4KioqTJo0ifHjx2NsbExiYiITJ07kzp07nD59GnPzjNf9siM0NJQLFy7g4ODAtWvXsLS0lLtEc9NjcNWqVVy8eDFDl6cgCJw8eZKJEydSpkwZBEEgMjKSdu3asXr1agoXLpyrOctkMsLDwwkKCpK7EzP6GRwcLHfzGRoakpSURExMDBUqVCAiIgJ/f3+0tbWpU6cOjRs3Jjk5mbNnz5KQkICPj0+u5pQdYbFJNF5xLV/Cp6Gmwr0ZrRTqtMbGxrJ37142bNiArq4ukydPTpeO8G27pdjYWHk0aKFChZgwYUK6aNCIiAiGDh3Kp0+fOHbsWK77TSqDq1evsnTp0kzXY/OKq6srXbt2JTIykri4OKV0CvnZEYVPRIEBAwZgaWmJnZ1dpvuEh4czefJk7t27x65du7J0iU6cOJFdu3YREBCg0DPu8+fPXLlyhY0bN+Lm5oaJiYm8hc/o0aNZtmwZf//9N0+fPlUISti5cyezZs1i586ddOvWLV+vNT4+HhcXF3kQj6GhoVwELS0ts7R406I8Bw4cqODyDAoKwtbWljdv3rB9+3Z5Y9T27dtz7tw5+X6CIBAREaEgWpkJWmhoKLq6ugouxm9/lihRgpiYGLy8vHB3d+f+/ft4enpSqVIlunbtKu9OULp0afn7b2FhwYEDB+jZs2e+upZnRGJiIi3mHuaTigGSPKyxfduZIy0dYc+ePbRq1YrJkyfTqFGjDD+ja9eusXDhQm7cuKHw/LfRoMOHD8fW1paPHz/Sr18/evXqxbJly3KU01cQpNX8fPXqldLHPn/+PD169ODvv/9mypQpSh//Z0MUvl+UsNgkTj4K4E1QNNGJqehqqmGkKWOVbU/evX6eofUGcOrUKSZMmEDfvn1ZvHhxltaLIAiUKlWKNm3acODAAV69eiVvzvr48WOaNGmCubk5165d4+nTp/LjFixYgI+PD5qamshkMnbt2qUwrpubG7169WLQoEEsXLhQKetkUqmUBw8e4ODggIODA3FxcXTt2hUbGxtq1muMw4tghffK3EiX2nqJdG7TXB7luX//fuzs7OjZsyeNGjViyZIlqKio0KxZM44dO4aJiQnq6uoEBwcTEhJC4cKFsxSztJ8GBgbpLsahoaEKvebc3d0xNDSUu3gtLS1p164d3t7eGSb1T548mbi4OHbs2EGhQoWIi4tT2gX/7du39O3bF0lxE8JqDUKinvs1Mi11VY6ObEDMh1e5Tkd4/Pgxw4cP58mTJ5nu4+Pjw6ZNm9ixYwdSqZT58+fz119//atdC8LDw+VNeZXN2bNn2bRpEx8/fqR79+4sWbLkl+7QIArfL0ZWVfJVBSkC0LZ6aWybm1HLWF++LSQkhHHjxvH8+XN2796doy4BBw4cYOTIkbRr146nT5+iqqpKp06dsLa2pkWLFmhraxMUFETNmjUJCQmRHxcTE0OlSpU4c+YMgwYN4u+//0633hISEkK/fv1QV1fn8OHDFC9ePH9vzDe8efOGnacuc/F9CglFvySYCyr/WxJX5f8LLn/yIOL2ERIDPUlOTkZLSwtdXV3CwsKoVq0aTZo0oVSpUshkMlavXs3q1atp27YthoaGOQ6aSOs193Xn8LCwMIVec/Xr11dI37h58yZ2dnY8fPgw3XgvXrygdevWvHr1CgMDA4yMjHjy5AmlSpXK9/t2+PBhJk2aROvWrbl16xaTNp5g77NoEnKR0KeprkLbEjHc3/93ntIRfHx8aNu2Le/evct0n9DQUIYMGUJ4eDhdunTh0KFDmbpBvxcymQwtLS2io6OVHlCzYsUKQkND+euvv7C2tqZWrVps3bpV6V1FfhZE4fuFyK5KfhoSCWiqqTLb2pzfG5hw5MgRpkyZwtChQ5k/f36mCbyCIPD27VscHR05f/48169fR0VFhTlz5tCvXz+qVKmS7i5TEASKFClCUFCQwoVt06ZNODo6Mm/ePLp165bhhTk1NZWZM2dy6tQpTp06RZ06dXL0PqSVFPt2fexrF+M71TLEVGzz/50DsnDVCTJkqcmUDLjDqRWTmTFjBi9fvuTw4cPpKnA4OjoycuRIXF1ds0xh+Pjxo0I6wZMnTyhfvjxWVlby7uHm5uZZBpvMmjULiUTCkiVL0r32Fi1a0LdvX3kifvXq1Tly5Ei2hZmzIj4+nokTJ3L79m1atmyJi4sLly9fpkKFCjn/3vHlhiLx/hEs1MOYNGlSlt0RMiMsLIwqVapkajndvn2bAQMG8Pvvv7No0SLU1dUzdYPmJhpUGRgbG3Pv3j2lNjKGL0n9DRo0YNSoUcTGxtKjRw+KFCnC4cOH8xXl/LMiCt8vwpeLz+vc3XmrSSjud4voxxfZvXs39erVS7dPQkICN2/elLswk5KS6NixIzExMURHR3Pnzp1suz1Xr149nVAkJydjYWHBrl27uH79Om5ubjg6OmY4zrFjxxg/fjxLly6ldevWWa6Xpf0EMnUtelOKcwFqJEtz/FYhpCQifXiSHjUNWLFiRaY3BytWrODEiRPcvn0bLS0tEhIS0vWaS0xMTNdrLjPXc2ZYWlqydu3adE1hDx8+zKpVq3B3d5e7iFu0aMH8+fNp2bJlrs6RxqtXr+jbty+1a9emcOHCuLq6cunSJYVUk+cBUWy54c3ll4EIgqBgPatJBFJSUkj58JQmxeOZazs4XyKckpKClpYWKSkpCt8XmUzGsmXL2LhxI3v27KFjx44ZHp9RUnxW0aDK5LfffmPr1q0Z/q/lh6ZNm7Jo0SL5enxSUhKDBw8mJCQEBweHXH+/fnZE4fsFeOYfRb+dD0hIycWV/P9RRcqxkQ35rcL/1onev38vLw2WVlQ5rTRY9erV8ff3p27duuzYsYNly5bh7u6e5TlsbGwYOnRoumCVI0eOsGbNGg4dOkT37t1p0qQJlpaWGUYzfvz4kcTERIoUKYK5uTmlSpXKdN3M0NCQIkWKZHghy897JUtJpFnyI/7o2ormzZuni54TBIF3794xePBgwsLC0NXVxcPDQ95rLs2aq1ChQr4usiEhIVSuXJnQ0FCFOURHR2NhYcHJkydp2LCh/PlevXrRt29fhdqWOUEQBPbs2cOMGTNYtmwZV69e5ePHj5w7dy7TWqjN2lpTyLwZSVol0CthxOMHd5BFBlAixocBPbowa9asPL3mbylcuDDBwcHyprDBwcEMGjSIxMREjhw5QpkyZbIdIyfRoMqmc+fOjB49Wl74QFmULFmSZ8+eKXhNpFIpEyZM4MGDBzg5OWFoaKjUc/7I/JoO3l+MzTe8SUzN/YUcQCZRZccdX6J9X8ituoiICDp27MiQIUM4ePBguovcjBkzGDduHDExMRnmDSUlJckFKzg4mPj4eLZv387Vq1fTWWcxMTE0btyYUqVKsXfvXsLDwzE3N8fc3JwWLVooCJpMJpOv22zdulUewfi93isV1UI8Ty3F7Nmzefv2La1bt8bc3ByJRMLTp0958OAB6urq1K9fHz8/P1q1asXNmzeVfiG9cuUKLVq0SCe8CxcupF27dgqiB+lbE+WEmJgYxowZw/Pnz3FycmLu3Lmoq6vj7OycqbUrk8l45naX2slxvH71ClNTU2qXLEnDVg1p0WI0I0eOZObMmUqxrNI6NBQpUoRr164xaNAghg0bxvz583O8rlWkSBFsbW0ZO3as3A06c+bMAnWDGhkZyT0SyiIyMpKEhIR0xR5UVVXZvHkz9vb2NGnShMuXL/8raRz/BqLw/ccJi03ipldo1tVSskAQwPlFAE//2USXti04cOBAhgWfU1JSCAkJwcnJCRcXF5o1a8aePXtISkqiX79+CmIWFxdHyZIl5aIVExNDSkoKHTp0oEmTJgpi5ubmxsSJE3n06BF79uxh+/btHD58ONMIxLNnz7JkyRLq1avHsWPHaNKkyXd7r1BR4XPhslQ2syAmJoZz585x9epV4uLisLCwYPLkyQwZMoQyZcoQEBBAgwYN6NSpE507d87jCTMmozJlHh4e7Nu3j5cvX6bbP7fC9+TJE/r27UuLFi1wcnKiT58+VKpUiX/++SfTHDFfX1/s7e2JjY3Fz8+P4cOHs3z5co4cOcLp06eZM2cO6urqXL9+nVatWuXuBWeAnp4e4eHh7Ny5kx07drB//3552bvcIpFIaNu2LW3btpW7QXOaFJ9bctuQNie8ffuWypUrZzjHtBJnBgYGNG3aFCcnp3y5mX8WROH7j3PyUUC+xyhUqBBNBtlhrB6Ci4sLBw8eTOdq/Pz5MwYGBkRFRVG5cmVcXV359OkTDRo0oGPHjulKWn0tnBcvXmTTpk1MmjQp3bnbtWuHsbExu3fvZtSoUZw/f54FCxawdOnSDOeqoqLC3LlzsbS0pGfPnsydO5dx48bl6MKkjPdKIpHwOLIQR/bsoU6dOhQqVIiYmBicnZ1xcHCgZs2aVKhQARsbG1asWMHQoUO5detWnjpgZERat/UFCxbInxMEgQkTJjB37twM3VklSpTg/fv32Y4tCAJbtmzB3t6eDRs20LRpU9q3b0/79u1ZuXJlhon8X3dHaNCgAdbW1qiqqmJlZYVEIsHS0pLZs2cjkUiwtbVly5YtShG+woUL88cff1C0aFEePXqklIhVUKwNun//fsaMGUOhQoXkLZLy27nByMhIaf0Q08hJjc5x48bJS5ydOnUqVzeMPyOi8P3HeRMUna/qGQApMjh38yH3fZzQ09NDV1cXHR0dateujY6ODrq6umhra3P37l3u37/P6NGjgS8ut7JlyxIZGUlkZCSvX78GvlwQv/756dMnHj9+LK/s8u32GjVqMH36dCIiIrC0tGTNmjVERUXJ3TLf7p/2c9CgQSxZsoRdu3ZhY2Mjt0Yy2/9GkglJsnx2dFBVR8OwAu7u7jRo0AAAHR0devXqRa9evUhJSeHOnTs4ODiwa9cuJBIJDRs25MCBA3Ts2DHf4eXPnj1DR0dHoZTaiRMnCAsLy7SdUokSJbJdh42KimL48OH4+vpy7949BEGgSZMmjB49mhkzZijcWCQnJ3P8+HHWrVtHdHQ0kyZNYu/evcycORNTU1POnDkjT72oVKkS4eHhhIeHM3DgQGbPnk1gYGCe3NRpXL58mZcvX9K7d2/27t1bIPVQ09ygY8aMwcXFhY0bNzJz5kx5i6S8ukGNjIzSJd7nl5yWKuvXrx/FihWjR48e7N69W+meiB8JZRRQF/mBiU5MVco4WnrFMTU1pXTp0ujq6iKRSIiJiSEwMBBPT09cXV05ffo0tWvX5tmzZzx9+pSQkBBCQkJ48eIFL1++5NWrV3h4ePD69WvevHmDp6cnXl5eREZGEh4eztu3b3n37h3v37/H19eXDx8+4OfnB3y5IFy8eJGYmBhat27NoUOH8PPzIyQkhNDQUMLCwggPDyciIoLIyEiioqJQU1NjwIABJCcns23bNj5+/Eh8fDwJCQkkJiaSlJREcnIyKSkppKamkpCqHHdVKZMKzJkzh0ePHvFt7Ji6ujotW7Zk3bp1vHv3DhcXF6pWrcrvv/+OkZERgwcP5tSpU8TGxubp3M7OznTo0EH+d2xsLHZ2dmzatClTUc3O1enq6kqdOnUoW7Ys9+7dIyYmhubNmzNr1iyFpO/Q0FAWL16Mqakp+/btw97enjdv3jBu3DiKFCmCu7s79erVIywsTJ53qaKiQu3atXny5Ak6Ojr069cvz42PU1NTmT17NsOGDaNhw4Z06tSpwIuAq6io0K5dO86fP8+9e/dISkqiTp069OrVi5s3b6b7/LOjIFyduenKkPZaRowYwf79+5U6jx8JMarzP86Eww85/yL/i+WFAp8S6biOmJgYypYtS7ly5RQeTk5OSCQS9u3bR+HChfH19aVp06b4+/vnaPwyZcrw4MGDTPOXvL29sbKywtPTk+LFizNmzBgSEhLYt29ftmMLgsCGDRtYunQp+/fvp2nTprx+/Vouxi9fvuTly5ckW/ZH07xZtuNlR6HAp3y+tIHw8HC0tLQwNTWlfPnymJqapnsULVoUqVSKtbU1JiYm1KlTBwcHB+7fv0/Tpk2xsbGhS5cuOXbVtWzZEjs7O/nd+l9//cXHjx85cOBApsc8fPiQ0aNH8+jRI4Xn09pTrVy5ku3bt9OtWzdu3LhBnz592Lp1Kz179gS+JMSvX7+eU6dO0atXLyZNmkT16oq9+JKTkylatCjBwcGYmpri4eEhb5Q6ZcoUjIyMmDFjBi9evKBDhw74+vrmqqZkQEAA/fv3R1tbmwMHDjBnzhzq1q3LmDFjcjyGsoiJieHAgQPyaNDcuEHfvn1Lx44d8fb2Vtp86tSpw86dO/ntt9+y3/n/ef36NR06dGDSpElMnTpVaXP5URBdnf9BPn78yMWLF7lw4QIPPhdBu0EfyEsj2P9HU02FKcP7MXrfbOLj4wkICMDPz0/+cHJy4vz58xgbG1OiRAm0tbXR19cnMTGRCRMmpBNJIyOjdHfiFStWxMfHJ1PhMzMzo2/fvixdulReAaVOnTqcOHEi0zD8lJQUvLy8ePnyJWFhYVSuXJlOnTohkUiwsLCgRo0aVK9enbFjx5KYmMiMvS4IslSFHLPcooYMIw0piRoaSCQSypUrR6tWrTA0NERNTQ0/Pz9u3bqFr68v79+/RxAEeUPXEydOEBsby5gxY+SRoVevXmXGjBlUqVJFXkfUwsIiwzXL2NhYHj58KM/V8vT05J9//uHFixdZzjkjiy8sLIwhQ4YQEREhr6V69uxZRo0axdGjR2nRogUXLlyQd0cYN26cvDtCRrx8+ZLy5cujpaVFVFSUQlcMS0tLeR3TGjVqULFiRc6dOycX1uxwdHRk2LBhTJo0iRkzZqCiooK+vj6fP3/O0fHKRkdHJ89uUGVbfDKZLE99+CwsLLhz5w7t2rUjJCSEZcuW/adKnIkW338AmUzGo0ePuHDhAhcuXMDX15cOHTrQuXNn6jVpRacdj/O1zieRpbK4voR+3TJ2HVlbW9OmTRumTp2KIAiEhoaycuVKXrx4QceOHRVE0s/Pj4iICEqXLo2xsbFcDNOCH0aMGEG5cuUyTKgNCgqiWrVqPH78GBMTE9zc3OjSpQvu7u4kJycrWG8vX77E29ubcuXKUb16dfnDwMCAv/76i1KlSrFv3z5UVVWZNWsWx44do2lba9yMuiBRy3vNyq87Cty4cYMuXbrQq1cvXr16xatXr6hRowaNGjWSP7S1teWuXVdXVzZs2IClpSXR0dG8f/9eLp46OjrEx8fz4cMHtLS0aNOmDf369aN9+/byz+T8+fOsXbuWa9euIQgCHTp0oH379tnescfGxmJoaEhcXBwAt27d4vfff2fAgAEsXrwYdXV19uzZI3+fnj9/zvr169HT02PKlCn07t072zqf27dv58GDB6xatYpKlSoREREh3+bh4UHXrl3lVs7Ro0fZuXNntl0KUlJSmD17NkePHuXw4cMKARlLliwhLi4u0yCo7423tzebN29m//79tGzZkokTJ9K0adNMKxl9nYOYHwICAqhXrx6fPn3K0/FhYWF06tSJGjVqsG3btv9MiTNR+H5SYmNjuXLlChcuXODixYsUK1aMzp0706VLFxo2bKjwBR114CFXXgfnKUxfApjrJBF1fiUfP35k9OjRDB8+XJ4TdPHiRezs7Hj+/LnCxW/8+PGYmZkxefLkdGMmJSWlsxodHByIjIxEQ0ODDx8+oK6urmAlGhsbY2xsjIODA4GBgXTt2pXXr19z5coVgoKCKFu2rNyCS3uYm5tnWI4pKSmJyZMnc+HCBaRSKSVKlODjx4/UrFkT71KtUC1XGyT57ygAX3obnj9/nmvXrpGYmMjDhw+5d++e/FGkSBEFIfT398fW1hY3NzdKly5NVFSUXBjTrMTnz5/z5s0bwsLCEAQBfX19KlWqREJCAiYmJowYMQIfHx/++ecfnj17lq3LUBAEtLW1CQkJYf369WzevJk9e/bI1wpXrlzJunXraN++PQ4ODtl2R8iIESNGULduXVq3bk2XLl3w8vKSb5NKpejr6+Pv74++vj7JycmUK1eOGzduZNp+6sOHD/Tr14/ixYuzd+9ehTql8KXknYeHB1u2bMnR/L4XaW7QDRs2oKGhkaEbtGLFily+fJmKFSvm+3zXrl3D3t6emzdv5nmMtBJnhQsX5siRI/+JEmf/Dfn+RfD19ZVbdffu3cPKyorOnTsza9asLP9JxrUw4/bbsDxVI9FUV2XF4FbUnNWDx48fs3XrViwsLGjfvj0jRoxgypQprF+/Pt0dv5eXF506dcpwTA0NDSpWrKgw5/Lly+Po6Mjhw4flNT9v3bqFu7s7z58/59y5c4SEhCAIAqmpqTx48AA9PT3KlClDYmIiZmZmdOzYUS6S5cqVy7TQb2JiIjExMYSGhpKUlISZmRmlS5fG29ubuePrs/aZkKf3SkWQMqaZ4ucwefJkTp06xZYtWxg/fjzNmjWTlxETBAEvLy+5CG7duhU/Pz9KlixJvXr12Lx5M82bN6du3brUrVs33fkEQeDZs2ccOnSIS5cu8erVK8LDw5kzZw5v3rxBTU2NkiVLytcTM1pnTAtUKlasmDyq9NGjR5QuXRqZTMbAgQO5cOECqqqqFC9eXG5t5xZ3d3dGjx6tENiShqqqKrVq1eLx48e0atWKQoUKMXz4cLZt28a6devSjeXg4MCoUaOYNm0aU6dOzbCWZ1oC+4/Gt27QtKT4r92gae5OZQhfXtyc31KkSBEuXLjA4MGD6dChAw4ODujp6eV7bv8mosX3A5N2gU8Tu9DQUKytrencuTPt2rXLcbV6yFutTi11FWZbWzDQylTh+aioKPbv38/ixYtJSEhg+fLlDBo0SME9aWJiwrVr17L9542OjubVq1c4ODiwd+9eqlWr9iXQJDlZwXqrVq0a1apVw8DAgA0bNnDp0iW5ULi7uzN37lw6d+4sT5D28/NDKpWmW198//49hw8flld5UVVVZceOHTRo0ABnZ2d0dHTyWNdUBW1PJ8om+nLw4EGF98LT05PGjRvj6uqa7fsRGRnJ/fv3mT59OmFhYcTFxVGuXDkFqzCjZOR3795hZWXF6tWrWbZsGd7e3tSrV482bdpQs2ZNBEGQW41fPwoVKkTx4sXx8fGhevXqDB8+HGNjYzw8PFi7di3x8fEsWLBAHpmZF+Lj4zEwMCAiIoJLly7xzz//cP78eYV9Jk6ciLGxMdOmTQO+WHR169bFz89P3voqOTmZ6dOnc/bsWY4ePYqVlVWm5zx//jzbt2/nwoULeZrz9+RbN2hoaCgTJkygV69eeRrv65ZjDx49Q1dLnR6trOhtWVahqW9ukUqlTJo0ibt373Lp0qWfusSZKHw/GFFRUTg7O3PhwgWcnJwwNjamc+fOX9br6tXLdaX6rzn4wJfFF1+TkJyaZccBQSajkKqE+V2rpxO9NIKDg6lWrRpr1qzh/PnzuLi40LdvX8aOHUvlypUpWrQocXFx8vWnhIQE3rx5o7AGlxZ0UrVqVSpUqMDFixc5deoU1atXp3Tp0pm60ZKSkrCwsGDPnj00b94cgF27drFx40ZcXV3llt7nz5/x9/fHz8+PmzdvsmPHDqKiojAwMEAikchrWVasWJHw8HA0NTUZNWoUVatW5XVKcfa/iCNJKstxJ4s+dUszadIkbt26xblz5xRE7muXZ04+w/j4eJo1a0bPnj3p0KEDd+/elVuGsbGxNGzYUC6E9erVY9++fdy/f5958+ZhZWWFq6srb9++xcHBgXPnzqGjo4ONjQ3dunWjQYMGqKiokJKSwvTp0zl48CA6Ojo0btwYLy8vnj17RmpqKoIgoKenp2Apfv27iYlJjm6+7t69y+TJk3F3d2f37t3cvn2bPXv2KOyzb98+Ll26xJEjR+TPpUW0jhgxgnfv3tG3b1/KlCnDnj17FJoaZ8StW7eYPXs2t2/fznZ+PwppbtDZs2dTuHBh7O3tc5UUn1XLMU01FQSgRRWDdC3HcoMgCCxcuJADBw7Iu2/8jIjC9wPg6ekpt+oePXpEs2bN6NKlC9bW1kpvTzJjxWZcAlWJ1TVBAiR+888hEwRivVxJfX6RR1fOZHr+4cOHU7RoUVatWgVAYGAg//zzD9u3b0dHR4eQkBDGjBkjFzt/f3/MzMwUrLjq1atTvnz5L73uMmlPlBmHDh1i48aN3L9/H4lEgiAI9OjRg8qVK7NixQr5fk+ePJGvmTVo0IC9e/eybds2Dh06xJIlS2jXrh0BAQH4+vqyc+dOHj16RJ06dYiOjiYgXhXVGh3RrGCJBBC+ioxVV/lSpaV5pRJMaF2ZmmX15du2bt3KggULOHz4MK1btwa+3C03bdqUAQMGMH78+Bx9VmllzXbu3Im1tbX8+Zdvfdnq/JTnfmGERMbwOSwIIfIj1bRjiAryp2PHjgrtiNKCn9Ka7IaGhtKyZUuePXtG6dKlmTNnDsOHDycoKIhevXrx+vVrypcvz759+4iJiVFYX/zWYtTW1lZwnX4rjEWKFGHdunV4eXmxZcsW/v77b3nw09e8fPmSHj16KKz9OTs7M3PmTGbOnMm4ceOYPXs2EydOzNG64rNnzxg4cGC2Ea0/IgsWLMDLy4vo6Gjc3NxyFA2al5Zjmd3U5oQtW7awdOlSHB0d07Xf+hkQhe9fIDk5mTt37sjFLj4+Xm7VtWrVqsCqv8tkMqpUqcL+/fupXKMuJx8H8OZTDNGJKehqqmNeSodedcuybf0qDh8+jKGhIS4uLukslIcPH9K5c2ecnZ358OGDggX39u1bNDU1iY+PR01NjTZt2jBu3DhatmyZbZBFjRo1OHjwILVq1crRa6lbty7z58+ne/fuwJcE6tq1a3Po0CHU1dWZN28e9+7dQ0dHh8OHDxMXF8eECRNo1aoVK1euzDD0/tSpU4wZM4a///6boUOHEhsby4u3vuy9+Zrztx5RzsyCd54vKVMYop9e5uM7T3R1ddO5VKOjo9m4cSNTpkxh5syZqKqq5srlmca9e/fo1q0bt27dIqmwUaZ39EJKEiqqqiS+f4zshRMacUEK7tFatWrJ3/+dO3cydepUChcuTFhYGOrq6pQpU4YuXbpw8+ZNrKys2LhxY7bJ32kRvJkJ44cPHyhcuDAymQzTKjUo3aQH7yOT0SiiR02LStQpb8jvDStQvIgGqamp6OnpERgYKF8/io+Pp1SpUhQpUgQHB4dc5aF9+PCBpk2bygsg/Ezs2LEDd3d3du7cmaNoUGUuY+SGY8eOMXHiRE6ePEnTpk3zPM6/gSh834nQ0FCcnJy4cOECV65coXLlyvIozFq1an2XHJnLly8zffp0njx5kuX5EhMTqVatGpqamgwdOpT+/fsriNvJkydJSUmhZMmS6Sw4c3Nz1q5dS0xMDMOGDWPbtm3s37+fBg0aYGtrS4cOHTK9oNrY2PDHH3/IhSw7nJ2dmTRpEi9fvkRNTQ1BEFi6dCmLFi2iSJEiJCcnM3r0aHkgxOvXr9m2bVu2fec8PDzo3r07rVq1kgfuPH/+nAEDBvDy5UuKFy/OmzdvMDAwQCaTERISki5lw8/PD29vbzw8PBAEARMTE0xMTORBNbNmzcLU1FQejJPV+tnu3btZcuwW6vX7Zu96BTTUVRj1WwmKR3rI3aPv37/H0tKS2NhYPD090dHRoWzZsgwfPpxChQqxbNkyeR7lxIkT6datW76DKwRB4Mbz9/zx92HUyn25mZF+VSxKlpKERCJBI8IHs2Qfnl51oG/fvrRr1w6AmTNnIpPJqFatmoILNCdERUVhYmLyQwa4ZMe5c+fYuXOnwjpoZtGgXmFJeW6jpaWuyrFRVgreitxy5coVBgwYwO7du5XeSqkgEYWvgBAEgZcvX8qtulevXtG6dWs6d+5Mx44d07UI+R5069YNa2trRo0aleH28PBwubhdvHiRa9eukZycjL6+PnXq1KF69erExcVx+/Zt7t+/r5CE/DVDhgyhefPmDBs2DPhy537s2DG2bNlCWFgYo0ePZtiwYfLKHWlMmTKFsmXLYmdnl6PXIwgCbdq0oU+fPhgZGbF06VJ5XdCUlBQuXbrE/fv3WbJkCRMmTOCvv/7KNNLzW6Kjoxk8eDDBwcGcPHkSHx8f+ZpRw4YNWbVqFY0bN852nJiYGH7//XcCAwP566+/+Pz5M/b29pQpU4YiRYrIRVJbW1shr/Hrx6Nobdbd8EMqyXn5rW/v6C9evMigQYP4/PkzxYoVIz4+Xh40Y2JiwqpVq6hevTqzZ8/GwcGB8+fPU7x4cXnS/G+//Zbr9eWcrilL+NKMVsvTicKBj4mPj+fVq1dIJBKKFi1KREQEnTt3pkqVKgouVRMTk0zXv6RSKYUKFSIlJSVf6+L/Bm5ubowfPx43N7d022QymTwa1M3NjUrDVxJICfJyEc8o/Sav8+3atSsrVqxgyJAh+RrreyEKnxJJTEzk+vXrcrFTVVWVW3XNmjXL8UW3IPD396d27dp8+PABQRAUkr3Tfo+Pj1ew3g4dOvSlI7m3Nw8fPkQqlWJubs7Ro0ezvOinRRdmtI+7uztbt27l9OnTdOrUCVtbW3k+2MaNG3nz5g2bN2/O0WuSSqUsW7YMe3t7qlWrRsOGDTlx4gSjR4/m0KFDSCQSypcvz9atW3NUpPdbZDIZy5cvZ9OmTYwfP5779+9z/vx5hgwZQosWLRg6dGiOx1mwYAH79+/n7NmzaGlpKbg8BUEgPDw8Q6vRJzKFsNqDkKjl/rujpa7KzPqabFn8F25ubrRo0YLdu3djamqKVCrl5cuXHDhwgE2bNqGhoUFCQgJt27alUaNGWFlZoaKiwuXLl3FwcCAqKoquXbtiY2NDq1atsv0u58X9piaRIXt0ErX39zl+/Dg1a9YkODiY4cOHo6+vT40aNRRcqn5+fujr62dYCq58+fLUq1dPvs/PhJ+fH02aNMnWTev+4g19D3khy8UN0bd8XXAhP6SVOJs4cWKOb1z/TUThyyeBgYE4Ojpy4cIFrl+/Tq1ateTrdZmVlvpeJCYmyoNLtmzZwqdPn+TrMhYWFvI0gTShK1u2rMJ83759K+8MXqlSJYoUKYKPjw+HDx/O9JyCIFCsWLEsy1cBREREsG/fPrZu3Yqmpia2trYUL16c3bt34+TklOXrSk5O5sCBAyxfvhxDQ0OSkpKIjIxEX1+fDRs2cOTIEQ4fPkxKSgovX77Md8NQZ2dn+vTpQ+XKlXFzc2Pp0qXExsaybNmyXI1z/Phxxo0bx5YtW/Dz8+PcuXNcv349S4skP8UHBJmMpHduJF7ZyPbt2+nRo4fCOuulS5cYNGgQ+/btQ0NDg3nz5mFnZyd3jz579gxzc3MaNWpE+fLlCQ8P59atW7x48YK2bdtiY2NDp06d0kVY5qeLvZCSxLFRVlhV/l93Bjc3N/r378/bt28V3iuZTEZQUFC6gJs0YfT29sbAwICKFStmKI4mJiY/ZDJ2UlISurq6JCYmZnn92HbTh7UuXvmqyqSppsKUtpUZ3Sz/OYP+/v60b9+eLl26sHz58h+6xJkofLlEJpPx+PFjuVX37t072rdvT+fOnenQoUO65NzvQWpqKm/fvk1nwX348IGKFStiYWHBpUuXWLp0KR07dqR8+fI5rlo/e/ZsPD09uXv3LnFxcXh4eFC2bNlM9w8NDaVKlSqEh4fn6Isvk8m4du0aW7Zs4erVq0gkEu7cuZOuyDF8SYn4559/WLlyJRYWFsycOZOXL18yd+5ckpOTWb9+PQsWLKB9+/b8/fffbN++HRcXlwwDdHLLnDlz2L59O+3ataNDhw6cPXuWU6dO5XqcJ0+e0K1bNwYPHsy1a9fo168fEyZMyHDfsNgkGq+4lq8LmyBNwfDBRoJ83xIUFETJkiUpV64cgiDw/PlzRo8eTYsWLUhISMDe3l7uYoQvN06PHz+WC+Hdu3dRV1fH0tISbW1tAgMDefr0KZaWlnKXqKmpab7Fuo2FAbv++F+OniAI1KtXj8WLFyt0nsiOGjVqsGbNGrS1tTMURn9/f4oXL56hKKYJ47/lpSlWrBje3t7plhNkMhmJiYkkJCTw17k3XPGKyve5utcuw9q+tfM9DnxZLunUqRPVqlVj+/btP2yJM1H4ckBcXBwuLi7y8mB6enpyq65Ro0a5qiKfH2QyWbooypcvX+Ll5UWZMmXSBZpUrlyZQoUKcezYMbZv3861a9dyfc607uH6+vp8+PCB9+/fZ7q2B19ytuzs7Hjw4EGuz+Xt7Y25uTkGBgZUrlyZsWPH0qNHDxITE9m6dSvr1q3DysqKWbNmoaenx/Dhw5HJZCxcuJBhw4YRGxvLmTNn5JVRpFIpzZs3p0ePHvmuMD9v3jykUin+/v64urrKq67kheDgYHr27ImWlhaPHz/Gzc0tw0ASZd/Rp6amEhgYyNq1a9m3bx+DBw8mOTkZf39/fHx8ePPmDVpaWhmuM6YF4SQnJ/Po0SO5GHp7e2Nqaoqqqip+fn6ULl+ZxA5zkeWj45m6CjyY2UbB/bZr1y55TmJOadKkCUuXLpV/H75FKpXy6dOnDBP7379/T0BAACVKlMhUGNOqAwmCQHJysrzl1dc/M3ouJ9vu379PuXLlkMlkCtsSExPR0NBAS0uLItbTUDHOfypBa/OS7BpSL9/jpBEbGyv/fh85ciTfzXkLgh9Tjn8APnz4ILfq7t69S/369encuTMzZszAzMysQM8tCAKfPn1K1zbHw8MDfX19ubC1a9eOqVOnYmFhkWUKxJYtWzK1KrKjcOHCDB06lGXLljFy5EhGjx7N8ePHM7Xmctr0MiPMzMwwMjLi5s2bPHnyhPXr1zNixAhkMhnt2rXjypUr8qjRFStWMHv2bJKTk+nbty8jRoxgx44dmJqaysdTVVXlwIED1K9fX17BJK9ERkZiZmbG4sWLWbNmDX/++ScXLlzIU7NOQ0NDrl69yrhx43j58iUDBgzg/v376axSZTQRTkyV8eZTDPDl/di9e7c8XzStkS98se50dXUJDAxMV0fVxcVF/ntgYCDFihWjXLlyVK5cmSZNmiCTyYiMjERbW5u3aqYUSU3J05pkGjKZjJOPAxTcb/3792f69On4+voqfMZZoaury6dPnwgKCsqR6KSldRQtWhRzc3NiY2OJiIggIiKCZ8+ecefOHWJjY+W9HKVSqTyHVCKRUKhQITQ0NNDW1pY3aC5SpAhaWlpoa2ujra0t/z3tp76+fobbpk+fLrfGv96mqalJSkoKDx8+ZIHze96m5Plt/t/7pKncG/ciRYrI18I7dOjAuXPnfrgSZ6Lw/T9SqRRXV1e52AUFBWFtbc3w4cM5evRogX1wERER6Sy4ly9foqKiIi+6XL9+fYYNG0a1atVyvVCflltnY2OTp/mlpqZy+vRpKleuTKVKlbh58yYHDhxg8ODBGe7v6emZr9qAFSpU4OnTp7i6uuLh4UHHjh3R1tbmwoULTJgwgcDAQMqWLcv27dtZuHAhhoaGPHjwADMzM9TV1Zk/f75CVZDy5cuzatUqBg4ciJubW57XdCIjIylatCgSiQQ7OztWrFjBiBEj5InVuXWlamhosHPnTjZs2MC0adOYPHkyf//9Nx8/fuTjx48EBATw5LUKkPOydJkRnZiCTCZj4sSJ3L17lzt37qQrN6WpqYnG/7dSSisPlxFSqZTg4OB0QTiJiYkkJyejWbZCvkQPvqQ8XLjzhNQXlxREqly5cnTr1o1q1arlyGpKTU3l2rVr6OnpZSg6mQmSgYFBlmKV9rNQoUJERUURHByMv79/OqvxxYsX8lqpGVmOxsbGmXa1qFKlCjo6OlSpUoXY2Fju37/P7du3uXXrFg8fPqRKlSoYtRyIWiF9UoW8r6VpqqlgXir/37FvKVSoEIcOHWLSpEk0b96cS5cu/SuR7JnxS7s6P3/+rFAerHTp0vIozHr16im1e3NsbCweHh7pBC42Njadi7JatWqULFlSKYvD48ePp3jx4tjb2+fp+K1bt3L8+HE2btxIy5YtOX78OH369MHNzU1uMXxdG/Da7fuYmZShXf3qua4N+OHDB9q3b4+/vz8jRozgzz//xNjYmJSUFBYuXMi6devQ1dUlJuaLBbNq1SpGjhwpf5+io6OpVKkSLi4u1KhRQz6uIAj07t0bExMTVq9enaf3oXPnzowePVqeq9S6dWtGjhzJpk2bKFasGPv378/ypiQ6OpqAgAC5qH39+/Pnz/H390dVVRVjY2PKli1L2bJl+ViuDX4q+b9Y2NQ0IuTcKgIDA7O8+y5fvjxXr17NsgyVIAjEx8cTFRWV4ePop6L4S/N/k6ge4kkZny+l1vT09NDT00Mmk3HgwAHWrl1L8eLFsxWwtIa448aNy/d88kJqaiofP37M0JXq6+tLYGAghoaGGTYn3rRpEykpKSQmJuLh4UGdOnVo1qwZTZs2pVGjRhQuXJh/Dh5j2SvtfPXaVFZUZ2YIgsCiRYvYv39/piXOvr5+RCemoquphrmRbr5ri2bFLyd8b9++lVt17u7uNG3alM6dO9OpU6d8R//Bl4isjGpSBgcHY25unk7kjI2NCyz6KSYmBhMTE54/f55lQEpmREREYGFhweXLl6lVqxZTpkwhNjYWc3Nzzpw5w8ZD59h6612+awN6enqyfPlyzp07R9WqVbG0tJRX5X/8+DHDhg2jTJkyWFtbs2TJEho0aICGhgaXLl2ia9eu2Nra0qBBAyQSCevWrePq1avpiiCHh4dTq1Yt9u3bJy8jlhsaN27M8uXL5RUqxo4dS/Xq1eVW3+XLl5kxYwaqqqoZiptMJpMLWtmyZSlTpozC7/v27WPnzp0MHjyYjRs3oq6urpQ1Pg01FXQ/3KL0Zw+OHj2KpqYmiYmJREZGphOtmTNn0qlTJ4oUKaLw/Lf7qquro6+vn+HDQ68evpTMfmLZUDY1EIsoN4VzR0ZG4u/vj1QqRUtLi6JFi8rPm/b718+5uLigr6/PyJEjFZ7X0dH5IXL7UlNTCQgIwN3dnatXr/Lw4UN8fHyIiYlBIpEglUrl690VKlSQryu+f/+eI0eOULJkSYx6z+NpWNZFDTJDWXl8OWHr1q0sXrwYR0dHeWWm71FbNDP+88KXkpLC3bt3OX/+PBcuXCAmJkYemNK6dWt55ffckpqaio+PTzqB8/X1pUKFCgrWW/Xq1alYsaJSLcicsG3bNq5cuZKn6EP4UjE/JSWFrVu3Al8sZHNzc86ePYvtmiN8rtAaqUQlz7UBnz17xtKlS7l+/ToTJkxg/Pjx8tSQPXv2sHDhQnbt2sX06dO5fPkygYGBbN++nUaNGgFfmmTu3buXrVu3oqenx9ixY+nZsyeWlpbs378/XRmly5cvM2LECJ49e5ZtkWP48hkHBwcTEBBAz549GTRoEFKplICAAFxdXQkLCyMpKYnChQtTuHBhgoKCaNq0Kc2bN08nbmntfzJDKpXSuHFjYmNjKVGiBCdPngRNnfxHdaYmE3dkKsULF5ILCEDRokUVxEBfX5+7d+9iZWWFpaVlOkFL21dPTy/LSEdliDXSFAZU12Hp4PQ3KKdPn2bNmjU4OjpmKMxpv0dGRnLnzh2io6MpVaqUwvaEhAR0dXUzFM7Mfv/6ufwEa6S13EpzW96+fZuYmBiaNm1K06ZNadasGbVq1eLQoUO4uLiwcOFCfH19effuHU5OTri4uCCTyeSd7I2qNkCl7VSFOrI5RRmVW3LD8ePHGT9+PKdOneKDuvF3rS2abtyCFr5/w4wNDw+Xlwe7fPkyZmZmcrGrU6dOriwsmUyGn59fOoHz9PSkdOnSGUZS/puJ6mkIgkCtWrVYu3Ztniycly9f0rJlS16/fq3Q5HPv3r2sdnAluXoXklJz/tX5upLIgwcPWLJkCY8fP2bq1KmMHj1aXrLr/v378oAWc3NzLCws2L59O9OnT2fq1KkZRtDKZDKuXLnCli1buHPnDr/99hshISE8fvw43Wc9adIkgoOD2bNnD58+fUrnfvz675CQEEqUKEHZsmV5/vw5/fv3x9zcnDJlyuDv74+TkxPOzs7yC+GTJ0/o0aMHPXv2ZPny5ZmGciclJWXoJvT09GTFihVUqVIFb29vGjdujJ9JB2L1KmRZ+SQzBJmMBG9Xklw2MnLkSEaNGkW5cuUyXeccNGgQbdu2zXT9NieExSbRcJkLuchbT4eKIGW0kT8zJqd3UaampmJqapqj4sjbtm3jyZMnbN++Pd0Ynz9/zlAwvxXPjJ6TSCQ5FkldXV3CwsJ48+YNz549k3cPSXNbNmvWDHNz83TfU2dnZ9asWYOTkxOnT5/G3t4eLS0t7O3t6dChAxKJhJSUFPz9/dlz+y2HXyflqrKPhpqEWR3MGdL4+3ZXcHFxYdDCHRRpOpgUWc6vw8qoLfo1BSZ839OMFQQBDw8PuVX34sULWrVqRefOnbG2tqZUqVI5GiM4ODidwL169Qo9PT2FRO/q1atjYWGR5/5k34M7d+4wYsQIXr9+nWtXqiAItG3blq5duzJx4kSFbU/8Iui+6SaoZrwonxWFVMDgxSECX3zpNzd06FCFi3B8fDxTpkxh586dLFy4kKNHj2JsbMyWLVsUIhCzws/Pjw0bNrBu3TqMjY2xtramZMmSfPr0iY8fP+Ln5yfPVfvWKvv2byMjI7nQampqEhERgba2NsnJyTx58oTevXtz6tQphYvjx48fOXDgAElJSTRo0IDExMR0ApeSkpLO2kp7vH37Fl9fX5o3b86JEycoUdkSSdspeXq/1ZAxoWoq6+fbyaMRR48ezaRJkzJ0fU+ZMgVjY+M8p37cvHmThQsX4lOqFZStmecu9pW04inzzjFd66I0Fi5cyKdPn+SeiMw4cuQIZ8+e5dixY7meR1YkJCRkKpjh4eG8efOGt2/fEhAQQGhoKGpqahQqVEiemqCtrZ2tYEZHR7Np0yZ0dHTQ0NBg2rRp9OjRI0PPQVRUFDV7jEOz4QBSBLJ2ewoyJDIp0ofHCb57itKlS2fapLhMmTJK91I984+i9/a7JOe+toFSLdQCEb7v0SIjMTGRmzdvytfrBEGgS5cudO7cmebNm2cZvRcZGZmhwAmCII+k/NpVmRO32I/GgAEDqF+/PpMnT871sWfPnmX27Nk8ffo0nYU16sBDrngE56k2IDIZFropnJveJd24N27cYMSIEdSuXZuzZ89iYGDA+vXr6d27t/wfPa20V2ZBImkPqVRK0aJFCQ0NRV9fn7i4OJo1a0avXr2oXbs2ISEh/P7775w+fZrChQtnGqiRdjGLiIjA1dVV7jJLSkpCX1+f8PBw6tatm+4ipqury507d3j48CGzZ8+mQYMGCuKmra2d6c2IVCqlWbNmNGjQgEOHDpGQkECnSct4kFQmV+4sdYmM+V1rMNDqS3myQ4cOMWfOHFRUVIiIiKB79+78+eefCkFAS5YsIS4ujqVLl+b4PIIg4OLiwqJFiwgMDGTWrFl4hSdxJLgkEvXcR9Bqqasyv6keS+1G8/z58wz3CQwMpHr16vj6+io0/P0WR0dHedPigiKziMs0a65JkyYKNWllMhmxsbGZWpORkZE8efKEO3fu8PnzZywsLFBRUZHvm5CQgJ6ensJ3ztvbG21tbRp26oePRkX8pLpIU1ORqP3vZklDVQISCS2rGGDbwoyaZfXlOZwZtZvy9fUlNDSUMmXKZCqMpUuXzrUw5qe4gTLXJJUufAXZIiMoKIiLFy9y4cIFrl27Ro0aNeQuzGrVqqW7mKRVGvlW5KKjo9NZcNWrV8fQ0PCHLrOTU0JCQqhSpQrv3r3LtWindWbYtm0bbdu2VdimjEoi30aRRUdHM2PGDM6dO0enTp04deoUycnJDBs2DE1NTQVBCwwMRFtbmzJlymBoaEjx4sXR19eX50qpq6ujoqIit7JOnjyJoaEhampq+Pr6EhkZiaqqKjKZDE1NTWQyGVWrVs00UCPtIZVKGTFiBE+fPkVfX5/ChQsjkUioUqUKZ8+excLCIsPXeubMGUaNGsWyZcsYMWJEjt+jRYsWMX/+fLZt20anTp2oWbMmySYNKNluDKmCJPsmwmoS5ndJ30Q4OTmZXbt2sWjRIooVK0ZwcDD16tVj2rRptGjRgh07dvDo0SN27NiR7RwFQcDJyYmFCxfy+fNnZs+eTfv27Rk9ejR+fn4kGdcjqWpnknPxVUm7DvSuU4qiRYsSHh6e6Xpa7969admyJba2tpmOd+/ePezs7Lh//37OJ5EN4eHh3LlzRy50aRGXaULXqFGjLMU4MwRB4MKFCyxYsACpVMq8efPo06cPiYmJCi7zlJQUPn/+LBfKS5cusWnTJmbPni0PWnrw9BU+0uLom1YjSVAlJT6apCAfwh86IkmOy7GbtnDhwiQlJcndwmlpLGnCGBYWRtmyZTPsxWhqakqpUqUUhLEgrh95RanCl58afRmZsYIg8OTJE7lV9/btW4XyYGlrT0lJSXh6eqYr2fXp0yeqVKmSYSTljxDVVVCktZj5559/8nSsq6srZ8+eTbdNGYELahKBehrB6H1y59GjRzx79ky+XiGRSChRogTx8fEUL15cXiEmNTWVpKQk4uLiiI6OJi4uDl1d3UwDMNIeERERbNy4kSNHjmBkZISamhrOzs7s3r2bxMREZDIZgwcPZv78+VnO2cPDg549e/L69WuF59O6g2eVI/nmzRu6d+9O06ZN2bhxY5brv4mJiUyYMIF79+7RtWtXbt68iYqKCq6urrRo0YL7XoGUbv0HUkMLZDIpgsr/LohCahIg4bfSmszv3TBLd1B8fDybN29m5cqVmJmZERwcTNGiRWnWrBnv3r3L8LNPQyaTce7cORYvXkxSUhJz586lZ8+ePHr0iL59+8rrNBoZGfH3mQesv+mXJ89PnTp12LZtGw0aNMjwmLSAqBcvXmR6s/rq1St69+6Nh4dH5ifPhoCAAIVAFD8/Pxo2bChfo6tfv36+6n2m3UDMnz+fpKQkFixYQLdu3VBRUcHIyIgnT55kulQTHh5OzZo1OXz4MM2bN5c/v2DBAlJTU1m8eHG6c30b0ZvTtc2oqCiio6MV3LR6enoUKlQIFRUVZDIZSUlJxMfHEx0dTXh4ODExMRgZGWFiYkLFihWJN2nMk9TS+c47VEZtUaUmsG++4U1iah6ct0BiqpQtN7xZ06OqQnmwIkWK0LlzZ1asWEHDhg3lgSZbtmyRC927d+8oX768XNgGDx4sj6T8UWvFFRRSqZRt27Zx5syZXB8bGBjIqlWrMmyHAsqpJJIqSLji7kGk007gS2WY+Ph4LCwssLS0pFixYri6ulKyZEm6d++e4VpYbsLRX758yZMnT5gxYwYAVatWZfLkydy7d4+VK1dib2/P48ePmTNnDvXqZVy2Ka0A9rdUrlw527Jl5ubmuLm5MXToUJo1a8bJkycz7Grv7+9Pz549MTExwdXVFVdXV1avXo2GhgYbN26kefPmVK1alYhzK6hS05LqXUegXcqE6MQUQgI+cP/SSazNi7F/5ZZs3xNtbW2mTZvGqFGjWLNmDZs2bcLc3BwnJyfev3/Pxo0bGTZsmELEs0wm49SpUyxevBhVVVXmzp2LjY0NEomEtWvXsnz5crZv30737t3x8PDAwMCAMa2r0qhKabbc8MbFI4iU5GQk6v8T/rS1/q/db2lYWlry6NGjTIWvRYsWSKVSbt++nWlJMj09PXkUa07ILOKySZMmNGvWjOHDh1O7dm2lXFMEQcDZ2ZkFCxYQGxvLggUL6NGjh8L32sjIiODg4EyFb+LEifTu3VtB9ODLzVZGFYUkEglaWlpoaWlRunTpdNuzQyaTERMTk6U4fi2eERERhIWF4enpycOHD9FpZ0DhamVyfd6v+boSUX5QmiqExSZx0ys0T75b+LIg6/ziI6Wm2mBZvQqNGzdm/vz58vU4Ozs73rx5g5GRkVzgunXrxuzZs6lSpcoPWWX938DR0ZFSpUpRt27dXB/7119/MWrUqEwbkEYnpuZ3egBo6RenmY0Nr169okqVKmzcuBETExP59k2bNuHh4cEff/yR73MtWbKEJk2aMHLkSLkFKZFIaNy4MY0bN2bLli3Y29vTq1cvSpYsia2tLX379lUoAZdWteVbKleuzMOHD7Odg46ODidOnGDlypXUr1+fw4cPKzTDvXHjBv3792fKlClMnTqVJUuWsG3bNho1asT9+/dp06YNo0ePxszMjHXr1tGlSxd6dm7P1L69+fvvv7m6cws7167Fzs5OXj4rJ+jp6WFvb8/48eNZvnw5d+/eRUNDg8uXL7Nw4ULGjBmDra0t169fZ/Hixejo6LBkyRI6deqERCIhPDycP/74g5CQENzc3OSlxNzd3eU3ETXL6rNt4G/06D+YWwHJ9Bk1hXNOV+jSvg21yxvQq27G0d2WlpZZvrcSiQRbW1u2bNmSpfBl1YhWKpXy4sULBaErVKiQ3G05Y8YMpXdYEQSBK1euMH/+fD5//sz8+fPp3bt3hjdyRkZGBAUFZTjO6dOnefjwIU+ePEm37fXr10ybNk1pc05DRUVFXkzg6//XzIiPj1eo7rPbR4NAJcwjOjH/ddqU5upUhhtMIk1B+911/C/voUiRIulclFWrVv2hIyl/BDp27Ej//v1zHZL+4MEDevbsyZs3b9DRybiE0eRjTzj7NP9f3UKBT4m9spnNmzfTrVu3dBcWZQcljBkzBl1dXf7+++902wRBoH///hgaGtKuXTu2bNmCq6srgwcPZsyYMVSuXJkDBw5w6dIlDh06pHDs9evXWbBgATdv3szxXFxcXBg4cCDTpk1jypQprF+/nhUrVnDw4EGqVq3KwIEDkUgk9O7dm1WrVjFs2DAuXLiAq6srx48fx8DAgLFjx5KamkrhwoVJTEzkypUrlC5dGgsLC/bu3YuVlVX2E8mAp0+f0rBhQwoXLsyAAQN48uQJ9+7dw8DAgGXLlvHHH3/IP6t79+7Rv39/evfuzdKlSxVKb40fP57y5cvL+7KlpqZSsmRJPn/+THJyMsbGxri7u1OmTOZ3/66urowZMybDC3sanz9/xtTUlNevX2dYDksQBNTV1UlISEBdXZ3k5GQePnwoF7m7d+9iZGSkkFqQkwt6XhAEgWvXrjF//nzCwsKYP38+ffr0yTI45I8//qBFixbpbgBDQ0OpWbMmp0+fpmHDhgrbpFIpOjo6hIaG5jlHOScIgkBYWBgfPnzAz88vw58xMTEKRc59SzXnnaxE9oNngzK6SSjN4lOGG0xQVad2c2tubZ/3r7T3+dnx8fHh4cOHuXZzymQyJk2axLJlyzIVPQBzI1001ILy9TnLUpII935OQlQUtra2HDp0iHr16lG/fn0sLS3R1dWlQoUKvHv3Ls/n+JZ58+ZRo0YNJkyYkM7NKJFI2Lp1KzVr1qRz585cvHiR9+/fs337dpo0aUKtWrUwMTHJsMxXTlyd39KmTRtcXV2xsbFhw4YNFC1alAcPHuDp6YmlpSW2trb06dOHJk2a4OzsTK1atVi/fj2ampr06NGDOXPm0KVLF/z9/bl48SI1a9ZEU1MTiUTCgAEDOHLkSJ6Fr3r16qSkpDBp0iRWrFhBSkoKQ4YMwdDQkBkzZnD+/Hns7Oy4c+cOa9as4Z9//pGXcPsad3d3+vTpI//bzc1NHuigqqqKuro6qalZew9q1qyJp6cniYmJmXpz9PT06N27N7t27WL27NnptsfFxaGtrc3MmTN59OgR7u7uVK5cmWbNmjFs2DB2796drmZpQXDjxg3mzZtHUFAQ8+bNo3///jmKhszI4hMEgbFjxzJ48OB0ogdfyv4ZGBjkW/SSk5PlxcrTxOzb37W0tDAxMaFcuXLyn40bN5b/bWBgoGDJKqvbiDJqiypN+JTlBtPULSaKXh7Zvn07f/zxR67dvgcOHABg4MCBWe7Xy7Isa13y1oonDVVVVcZZWxJUTU9eieLVq1fs2rWLjx8/YmJiQt26dXn//j3379+nbt26+S4IULp0acaMGcP8+fPZvXt3uu1FixZl7969DBkyhGfPnlG+fHmWL1+Ovb09J0+eZObMmV+qZBgZMWLECPn6SOnSpYmJiSE6OjpXkXypqanIZDLU1dVJSkpi6dKlODk5cfToUaysrGjUqBHz5s2jbt26JCcnExkZiZqaGj4+Pjg5OaGtrU2RIkXw8/Nj0aJFNGjQAAcHB/r370/Tpk1ZvXp1rtehEhMT2bVrFzKZjOvXr3Pp0iX09PSYO3cuV65cYd68eXz+/Jm2bduipqbG2rVr6dSpU7pxkpOTefHihYKr3cnJCSsrK+7duweAmpoaKSlZu6u0tLSoVKkSL168yHTtFcDW1pauXbsyY8YMPn/+nC7iMjU1lbi4OGbMmEHDhg2/a5eAW7duMX/+fPz9/Zk3bx4DBgzI1ediZGSEr6+vwnNHjx7l9evXHDx4MMNjXr9+jbm5ebZjf/78OUtrLSwsjFKlSimI2m+//UbPnj3lFlxuvW/KuH4IQK+6uS+/+C1KEz5dTeUMdfXSBdocmEn58uXTPZRVuPm/SEJCAnv27Ml1H7yYmBhmzZrF6dOnsw0YKVFEg+aVDfKcxyfIZKiHvGHP4U2UKlWKJUuW8Ntvv3H79m2uXLlCaGgoSUlJBAUFoaqqytChQ/H396dq1arUr19fbhlWqVIl1/lD06dPp3Llyrx69SrDzgOtW7emT58+jB49mhMnTiCRSNDQ0OD333/H3d0dNTU1AgMDqVatGm3atMHW1pYWLVpQqVIl3r59i6WlZY7m4eTkxB9//MG8efPo1KkTrVq1Yt++fezatYvmzZszadIkTExMGD9+PAArVqxARUWFhQsXMmDAAJ49e0avXr04cOAAhQoVYuXKldSsWZOWLVuya9cujI2NuX79erpUlMyIj49nx44drFy5krp161K2bFm2bdsm77Bx9uxZHjx4wPjx43n27BkdO3akT58+rF+/npUrV2JnZ8egQYPkN1svXrygQoUKChfFS5cu/R97Vx0W1dp9FymSkhIiJa2EgKJIGSgGYiOIXWCBLYri1Wt3gh2IqJiIARiUioCUpAiSEtI1MMy8vz/4OJ8jHcb9fnc9zzziyXfOzJx19n73Xgtz5syhomMuLq52iQ8ABg8ejKioqFaJLycnB0lJSaivr4eSkhJKS0sxbNgwGBsb49ChQxgyZAiGDRuGJUuWdGnOu6sIDQ3Fjh07kJGRge3bt2POnDldKohpch5pwtevX+Hk5AQ/P79WH26TkpKgqqraLFr7MWpjMpnNojVtbW3q/1JSUj1eGEjdP7rRx2euKt4jil899s56Ig0GBh0aUoIYM2QCuLm5kZWVhfv37yM9PR0ZGRmg0WgtEmLTqyv9M/8ruHPnDvT19VstTGkNf//9N0aPHt1q9dyPUKhNBZPOw1Kd11H05ubEWHlOeNbUQExMDJcuXcL69euxePFiHDlyBDIyMoiKikJAQAAiIyORmZkJPT09qKmpgYuLC8+fP8fff/+NgoIC6OnpUURoYGCA/v37t/lQJCQkhM2bN8PFxQUPHz5scZs9e/bAwMAA165dw7x586jlZWVlMDU1xYIFC3DgwAFcv34dK1eupDQTo6Oj2yU+JpOJPXv24OzZs7h79y6Ki4sxdOhQrF+/HsOHD4eNjQ18fX3x/v17SmqNEIIjR47Azs4Otra22LZtG/r06YObN2+yPKTY29tDRUUF06ZNg7a2Nry8vNolvqqqKpw9exaHDx/G8OHD4evri8GDB2P48OH49u0bRXwMBgOBgYHIzc3FX3/9hYcPH+LgwYPYtWsXBAQEcPDgQWzfvh2rVq2Cg4MDS2EL0NhTmpqaCikpKSqT01Hi09PTw4cPHwCwVlw2RXQVFRUwNjbGqFGj8PnzZ3z+/LnZzbq9ApeexJs3b7Bjxw6kpaVh27ZtmDt3brdMqr9PdRJCsGzZMixduhQaGhpITk5ukdiioqJAo9Hg4+PDQmrq6uoYN24ctaxPnz6/JYhYYTYAIZ++danljYeTA45mPeOF2mPE1xNhLCcXFwaQYly54oesrCyMHDkSFhYW2LdvHxQVFVFRUYGMjAyW18uXL6m/eXh4oKio2CIpysnJ/REamj8LZ86caXGeoy2kpaXhwoULrSpkfA9CCPbu3Ytz585BfdJSpLCrg3RCRuu/IgWWcF0xD3v37sWVK1cwc+ZMlJaWQldXF6ampli5ciVcXFyQlpYGAwMDKCgoICAgAIGBgcjOzoa5uTmWLl0KMTEx5OTk4Pr161i1ahWYTCYLERoYGLBojAKNjgrHjh1DaGgoRowY0WyMPDw8uHHjBkaNGgUTExNKJu37dgZBQUGsWLECjo6OCAkJgYODA1atWoXw8HA4ODi0GFmUl5dj3rx5KCwsRGhoKI4fP46HDx/i4cOH1HzcvXv3YGRkBH39/6pS3Lx5E5WVlVi5ciVMTU0hLy+PnJwcpKenNzNDHjp0KMLDwzFhwgQEBgbi8OHDVBXrj2M5deoUjh8/DnNzcwQEBLCot4iJieHbt28AGp3i7ezsKONTGRkZbN68Gb6+vti6dSv4+fmxZ88eiIuL49ChQ1BSUoKUlBRsbGyo4/n7+8Pc3Bzl5eXU59ER4msq0nj69ClmzJiBkJAQcHFxwcTEBCYmJti4cSPU1NQowYL+/fvjy5cvza5LZ1sauoLw8HDs2LEDycnJ2Lp1K+bNm9eqz157IISgqKgIWVlZiIuLQ1JSEpycnBAaGorExES8ffsWhw4dgqysLAuxjRw5Ev3798eGDRuwb9++Dkf8vxrasn2wdbxaF0VO1HpMULtHG9h7Uo7m69evCAwMREBAAPz9/cHPzw8LCwtYWFjA3Ny8Wa6eEILCwsJmxNj0ysnJgbi4OBQUFFokx67I7/wpiIqKwtSpU5Gent6p9zB58mQMGzYMmzdvbnO7hoYGrFixAu/fv8e8efMazVPPPcKJ4JxuydJlZWXBzc0Njx8/hpOTEwQEBODh4QEmkwklJSWoqanh4MGD1Pb5+fnUdyIgIADc3NwYM2YMRo8eDXV1daSlpSEiIgLv379HZGQkREVFWYhw8ODBuHfvHs6dO4eQkJBWn3gPHz6M+/fvIygoCBwcHDAxMcFff/0FMzOzZttev34d9+/fh56eHjw8PCAtLU0VqPDw8CApKQnW1tYYNWoUVq5cCXt7e8jJyeHixYtUiwSdToeJiQmsra2Rn58PX19f3Lt3D5MnT4akpCSys7OxadMm7NmzBwsXLkRISAhev37dYmq6trYWCgoK4OPjQ1BQEKXJWVpaiuPHj+PUqVOwtLSEi4tLi4ozCxcuhJGREeTl5TF37lwsWrQI27dvbxZJMRgM3Lp1C9u3b4eCggL+/vtvyMjIQEdHB/X19ZgwYQI2bNiAw4cPw9jYGCUlJSgvL8e+ffswZMgQnDx5kiXL0FRx2RTNvXnzBhISEvj8+TPOnTuHkSNHQk5OrtXPbNOmTWAwGDh06BDL8rlz52LkyJE90hrzIyIiIrBjxw58/PgRW7duxYIFC9olvJaKRr7/Nzs7G7y8vOjfvz+kpaUREBCATZs24fjx4zh9+jTGjBnTrGikCYQQiIqKIjk5mUUm7U/Er5C1bAt/tHJLEwghiI+Ph7+/P/z9/fH27VtoaWlRRGhgYNBuPrrJFLIpbfrjq6SkBLKysixk+D1BioqK/rHzi4sXL4aSkhK2bNnS4X38/f3h4OCAhISENothqqqqYGNjg4aGBjg7O8Pe3h6vX7+GhoYGorNKsP6iP9JqeoENAL7TBuTmYAPbD9qArSEhIQHbtm1DVFQUduzYAXl5eWzZsgUxMTFYvnw5VqxYAVVVVZZ9CCFISkqiSDA4OBjKysoYM2YMxowZQ4kdNBFhREQENf+Um5uLWbNmYcmSJRg0aFCzdBSTycTo0aMxZswYbNmyBYMGDYKnpyflI/Y9wsPDsXLlSkRERKChoQFPnjzBmTNnEBUVheHDhyMkJASHDx8GLy8vVq5ciR07dmDFihUs36VNmzbh48eP8PX1BTs7O7y8vODo6IiKigrKlFRDQwPTpk1DSkoKTE1NMXPmzGYC4k1ocnYvKSnBhQsXEBoaCnd3d0yePBlbtmyBsrJyq5/F+vXrERMTg8TERFy7dg2jR49udVugkbSbLKR0dXUREBCArKwsXL16FcePH0dhYSEuXLiAmJgYSEtLY/369VSPLjs7O9VaEBkZCWVlZaq1YMSIEejbty8GDhyIa9eutTtHl56ejqFDh1LVhk1YvXo1lJSUsGbNmjb37wyavqcxMTFwcXHBokWLqGxSWVlZq6SWlZXVYtHI9//KyspS86OEEPDw8FBRrqura5vjKiwshLq6Or59+/bH3qu+R1xOGSVuwGA0gLD/93fYlrhBT+CP0Ork5gC2T9TsMKPX1tYiNDSUIsKsrCyYm5tTRNiWg3Rbx8zMzERGRkaL5NjQ0NBiCrWJHH9mz0xbKC0thaKiIlJSUjr8lEen06GtrY29e/e2KbdVUFCACRMmQFtbG+vXr4e5uTmuXr2KsWPHIjExEQsWLEB+fj6q6MDEVbshrDgQlbQGZH5KAi0/HQ+PbenURPTbt2+xefNmFBUVYe7cubh16xYmTJiA8+fPQ1tbGytXrsSECRNajGrr6+vx7t07KiL8+PEjhg8fThGYlpYWGhoaEB8fj0uXLsHLywsyMjLIyMiAlpYWS5pUWVkZubm50NPTw9OnTzF58mS8efOmRaPikpISKCgooKysjLrZMBgMrFy5Ejdu3AA7OzsEBATAYDDw8OHDZoUaT58+xdKlSxEdHc2SmpWXl0dmZiasra1x+/ZtHD16FJmZmTh9+jRSU1MxfPhwvHv3rllqD2j8TvTv3x/m5uZ4/PgxTExMcPny5XYdLvLy8jBixAgwGAyEh4e32BvXGmpra7FhwwZ4eHjAxsYGbm5uKCgowPTp0yEqKoqcnBwMGTIEGhoauHjxIuh0OvT09FhcxVuquJw3bx4lQNAeJkyYgBkzZrBEd66uruDi4sL27ds7/F5aQ2RkJFxcXBAdHY0JEyZgwIAByMvLYyG2pqKRlkitf//+nS4aERUVpea+25svDAoKgouLC8LCwrr7Vn8p/tp/BOFFbFAxMEcFjQ5BHi6oSQm0Km7QE/jt7gxcbEBVyDU8O7W1XX+t1tCUAmsiQn5+fowZMwYWFhYYOXJkj5Qwl5WVsRDh9+T45csXCAgItFp0079//y7n/NvD8ePHER4eDi8vrw7vc+LECfj6+sLf37/VJ8OUlBRYWlpi3rx5WLVqFYYPH47Vq1djyZIlOHjwIA4cOAAuLi6YmZnh+PHjLBJINBoNGhoa8PDw6PRcAyEEz549w/r165GamoqAgAAMGzYMd+7cwalTp5Cfnw8HBwcsWrSo2Rze9ygrK8OrV6+o+cGysjKMHj2aetnb22PevHmYMWMGPnz4wBIZlpaWQl9fH/z8/IiMjMS3b99QVFTUao+juLg4Pn78iL59+6K4uBi2trZoaGig1E/4+PjQ0NCAoqIiLF26FIsXL0bfvn0pcr19+zaL+sjx48fh5OSEnTt34t27d6iurgaDwcDGjRthZWUFADh69Cju37/fLOWZm5uLgwcPUoomLi4uWLZsGSZNmoQDBw60etN9/vw55s+fD0NDQwgJCeHKlSud+tyaxpSQkID+/fvj2LFjEBYWRq9evcDOzo6kpCTw8vKCg4MDAgICOHToEGbNmtXuMU+cOIHExES4u7u3u62fnx927tzJIrl36NAh5OXl4ciRI+3uX11djezs7GZRWmJiIpKSklBTUwNBQUGoqqpSv+sfia0ni0a+fPkCZWVlXLt2DbNnz253e3d3d0RGRnZJo/d3YuHChTA0NMTSpUt/3UnJT0JsdilZdj2CqGx7QlS3PSFymx9TL9VtT4jKtidk2fUIEptdSm7dukWkpaXJp0+fun1eJpNJ4uLiyKFDh4iFhQXh5+cnw4cPJzt27CBhYWGETqf3wLtjBYPBIHl5eSQsLIx4enqSXbt2kYULFxJzc3MiJydHuLm5Sf/+/YmpqSmZP38+2blzJ7l27RoJCQkhOTk5hMFgdOm8TCaTqKiokJCQkA7vU1hYSMTExMjHjx9b3SY0NJT07duXXLp0idTX15PRo0eT1atXk+joaDJw4EAiKSlJ+vXrR/z8/Fo9xsOHD4mamhqpq6vr1HtqQkNDA+nVqxeRl5cnY8eOJR8+fCCEEPL+/Xsyb948IiQkRObPn08iIyM7dLwvX76Q8+fPk5kzZxJRUVHSv39/ws/PT27fvk3Ky8tZti0sLCR+fn5kx44dREpKigAgUlJSZPLkyWT37t3E39+flJSUUNsPHz6cBAcHk+joaKKgoEDWr19PLl68SMTExMj58+cJk8kkhBASFRVFFi9eTPr06UNmzpxJtLW1yV9//cVy7hMnThAeHh4iIiJCmEwmYTAYZPPmzYSNjY0EBASwXB8jIyNy/PhxQgghmZmZxMHBgQgLCxNnZ2fi7u5OLCwsCCGElJSUkDFjxhALCwuWcRNCCJ1OJ5s3byYyMjLk9evX5OHDh2TixIkduqZNYDKZJDU1lQwZMoQYGRkRBQUFIiwsTHh4eEivXr2InZ0d0dXVJW/evCERERFESkqKCAoKkk2bNpHc3Nw2jx0SEkIMDAw6NI6GhgYiLy9PIiIiqGXnzp0jCxcuJEwmkxQUFJD3798THx8fcvjwYbJmzRoyZcoUMnjwYCImJkZ4eHiIsrIyGT16NFm4cCFxdHQkenp6RFhYmLi4uDS7dj8TDAaDmJubE3V1dfLgwYMO7bN69Wpy6NChnzyynoehoSEJDg7+pef8acTXhG+VNOIelEacvKPJwivviZN3NHEPSiPfKmks23l4eBAFBQWSk5PTo+evqakh/v7+ZMOGDURbW5v06dOHTJkyhZw9e5akpaX16LlaQ319Pfn8+TMJDAwk58+fJy4uLmT27NnE0NCQ9O3bl/Dw8BBVVVUybtw44uDgQA4cOEDu3LlDIiMjSXFxMXXj/BGBgYFk0KBBra5vCcuXLyerVq1qdf2dO3eIuLg4efbsGWEymWTZsmVk7NixxMXFhQgICBABAQGyYcMGUlVV1eZ5mEwmGTduXLd+iIMGDSLv378np06dIpKSksTGxoZ6OCosLCR79+4l/fv3J4aGhsTT05PQaLR2jtgIBoNBoqKiiKamJhkwYADh4+OjHo5CQ0NJfX09tW1qaiphZ2cnly9fJrdu3SLr168nJiYmhJ+fnygrKxNbW1tiYGBAJk6cSMTExMiVK1eIvb090dDQIPHx8S2ev7S0lIwdO5bw8vISDQ0NcurUKVJWVkZcXV2JoqIi4eTkJEePHqW2f/z4MdHU1CTi4uLk7Nmz1OedmppKkaiIiAhZs2kbOfg4hqzx/kDmXnxLpKZsJgcfR5NvlTRCp9OJk5MTUVZWJklJSYQQQrKysoiRkREZO3YsKSgoIIQQEhYWRgwNDdu8fg0NDSQmJoacOHGCzJgxg/Tt25f069eP8PPzE1dXV5KQkECKioqIgIAA+fz5M3F0dCTs7Oxk5cqVpLy8nEyaNIm4u7uTlStXEmFhYbJgwQKSkJDQ4rkqKysJLy8vy2fSEurq6sjnz5/J4sWLibGxMdm5cydZtGgRGTRoEOHn5yc8PDxEVFSU6OrqEmtra7J69Wpy+PBhcufOHfL+/XuSn59PXdePHz9S7+vQoUOkurq6zXP/DJw8eZIMGzaMLFq0iLi7u3doHwsLizYfRv9EMJlMIiQkRIqKin7peX868XUGe/fuJZqamqS4uPinnSM/P594enqSuXPnEklJSaKoqEiWL19O7t27R0pLS3/aedtCVVUV+fjxI/H19SUnTpwgzs7OxNrammhraxNBQUEiKChItLW1ibW1NVm7di05efIkefz4MRk9ejT1xN8RxMTEEAkJiVav79GjR4mMjAwVXR09epQoKSlRT/CDBw8msbGxHT5fSkoKERUVJXl5eR3e53tMnjyZ3L17lxDSeAPctWsXERUVJQ4ODuTr16+EkMab8IMHD8jo0aNJ3759ybZt20h2dnaHjp+UlETExMRIbm4u9XCko6NDBAUFyaRJk8iJEyfIkydPiLS0NJGWlmb5cTY0NJD4+Hhy7tw50rdvX8LBwUG4ublJr169iKqqKjl16hSJiYlpMcMQGBhIpKSkSF5eHnnx4gWZNm0a4ebmJmJiYmTatGmkd+/eLJHyqlWryJ49e0hqairR1NQkCxYsIHFxcWTevHmEj4+PyGqPIPMuhBKV/2RSvs+uKG1+RFS2PSFLr0eQmKxScvHiRSIuLk7c3NxI3759yd69e1kyDikpKWTAgAEs462rqyNhYWFk3759ZMKECaRPnz5EVVWVLF68mFy7do1kZGSQ4uJiws/PTxoaGgghhNy6dYuMHz+eOoaAgACxsbEhEhISZODAgcTT05MQQsi3b9/IX3/9Rfr27UsmTpxIgoKCmj3IqampkeDgYBITE0MePXpETp48STZs2EBmzpxJDA0NibS0NOHm5iZycnJk2LBhhIuLi6xbt454eHiQv//+mxgaGrb7oEYIIYmJidQY9+/f36F9fgY+ffpEREVFSUpKCnF1dSU7d+7s0H6ysrLk8+fPP3l0PYu8vDwiJib2y8/7RxEfk8kk69evJ0OHDiWVlZW/5HxNadGxY8cSfn5+MmzYsJ+aFu3KGIuLi0lERAS5ffs22b9/P1m+fDkxNTUl7OzshJubm/Tt25cYGhqS2bNnExcXF3L+/Hny4sULkp6eTr0HJpNJTE1NyZkzZ5qdg8FgECcnJ6Kurk6+fPlCCCHEx8eH8PHxkd69exMBAQFy9uzZLqVkN2/eTOzt7bv03p2dncnBgwdZlhUVFZG1a9cSERERsnXrVlJWVkatS0xMpKKI6dOnk9evX7cbDS9ZsoRs2rSJZVlBQQHx8vIiCxcuJBISEoSLi4sMHDiQ6Ovrk/z8fGq7/Px8YmJiQnR1dcnAgQOJqKgo2bFjBzlx4gSxt7cnqqqqhI+PjxgZGRFnZ2fi5eVF3r17R6Slpam0ZV1dHZk1axYZNmwY2bhxIwFAJCUlWSJYFRUVEhUVRQhpTPX279+fcHJyEmdnZ3I2MIHIb7hP5Db7shDejy/5LY+JmutTciU0jdjY2BAODg7i6OjY7PoUFxcTISEhEhAQQLZv307MzMwIHx8f0dXVJatXryY+Pj4s16AJ/v7+xNjYmPr/ggULyIkTJwghjRkPTk5OwmAwyMePH0m/fv2IsLAwOXv2LKmrqyMNDQ0kNTWVrF+/nkqjW1hYEEtLSzJw4EDCyclJeHh4yMCBA8n48ePJ8uXLyd69e8mNGzdIaGgoycrKogiXEELs7OzIkSNHCCGEvHv3jujr67f5HUhOTia2trZEXFyc7Nmzh1RUVLS5/c9EUwq7KeI/ffo0cXBwaHe/yspK0rt3b5br8E/AixcvWL43vwo/pbilOyCEYMmSJcjMzMTjx49/adM5jUZjqRbNzMyEmZkZVS3aWVWUn4kdO3aguLgYJ06cwNevX1ssusnIyEBBQQGkpaXBx8eHvLw8ODk5QUlJiapIFRISwty5c1FUVIT79+9DWFgYly9fxuLFi8HNzQ1LS0ucOXOmUxV+36Oqqgrq6uq4efNmi03jbaHJnujMmeYec9/3AG7atAkrVqyg2jIqKipw/fp1nDp1CpycnFi5ciXs7Oxa1BbMzc2FlpYWYmNjqZ637/HkyRPs2bMH06ZNg5ubG+h0OlRUVKCpqQl/f3/Y29tT1jZxcXGU4kkTysvLERkZiYiICISHh+Pp06dgY2ODqakptLW14e/vD0lJSdy/fx/nzp3DunXrcPHiRVy/fh1xcXGYMmUKfHx8EBAQgD179iA4OBhOTk5gMpk44x8HvhFzO+VyDkY9pPPfwX29HRYsWAANDQ3s37+fpYfu/fv3GD58OExNTdusuPwee/bsQXFxMQ4fPgxCCGRkZBAcHIwBAwYgPT0d+vr6uHnzJjIzM3Hy5EmwsbEhJycHlZWVIIRAXFwc8vLy6NevH+h0OuLi4lBbW0v1xhUWFrb4PWgJb968wfz58xEaGQsP/1hcuvcc5mPHQ5CHE2qSgpih11gt+OnTJ+zatQtPnz6Fk5MTVq1a9dvVnw4fPoxHjx7h1atXYGdnx7179+Dp6Yl79+61uV9UVBQWLVqEmJiYXzPQHsLp06cRGxuLc+fO/dLz/nHEBzSWgzdVfN26deu3NZYXFBSwVIvy8vKyVIu2ZE76K0Cn0yEvLw9/f/8WdSe/R319PVJTUzFq1CjMmTMH3NzcFEGmp6ejtLQU/Pz8GD58OPr374/w8HDExsaCj48P165dw9SpU7s9Xm9vb+rm2pnP8smTJzh+/DieP3/e6jbf9wC6ublh7ty5VOUi+Y8VzKlTpxAcHIy5c+fC0dGxWR/bli1bUFRU1GI1nJeXFx49egRvb298/PgR5ubmmDJlCm7cuAEJCQlkZmZCUlISRUVFCAsLg76+fquap3v27KHsjYKCgrBp0yawsbGhpqYGfHx8KCwshKKiIk6fPg19fX3k5+fDzs4OUVFR4Obmhp2dHY4ePQpBQUHEZpdhhntY50jvP+jFyYYlClVIfReI27dvU2arY8aMgbGxMaZPn05VqbYH8h/hiFmzZkFXVxeysrKIiorCw4cPoaqqiszMTFRVVYEQQtn+REVFYfDgwZgzZw6+fv2KkydPorKyErt27WKxqQoLC8OBAwcQEhICXl5exMTEtFnJ24SY7FLM2H4eRFoT7GxsqGf89xbHw8kOJiEQrMpG9vOLWGk7CatXr/6l4tWtISkpCSYmJggPD6dast68eYP169dTAt+twdPTE48fP4a3t/evGGqPYeXKlVBSUoKzs/MvPe8fSXwAUFdXh4kTJ0JOTg7nz5//7Q2ZhBAkJCRQJBgWFoZBgwbBwsICY8aMwdChQ3+Z27uPjw9OnjzZYR+4Xbt2ITY2Fj4+PtSyjIwMWFpaYty4cViwYAHu37+PAwcOoLa2FsLCwlSPGzc3d6ttGvLy8h1ygiCEwNzcHLNmzYKDg0OH32dycjImTZqET58+tbvt9z2Af//9dzOfv8zMTLi7u+PixYvQ09PDihUrYGlpCQ4ODpSVlUFFRYVqzP8ep0+fxsePH3H27FnQaDSYm5sjNjYWq1atwuXLl3H48GH06dMHtra2lOfcyJEjqUb6JnPWkJAQzJgxgzJXtbCwwKRJk7Bv3z4AwLlz5+Do6Ig5c+YgLS0NHz58AAcHB2g0GnR0dDBq1CgEBASgtLQUy5cvR5LYCAR9LuuSShJhMtGnKhPzlOop+yMPDw/cu3eP6rW7c+cONDU1UV9fj+zs7DaVRvj4+FBRUQEzMzNoaGggLS0NDAYDf/31F+Tk5JCYmIjt27cjODgYALB06VLo6elh2bJljeMhBE+fPoWLiwu4ubkp/dimzy8yMhKGhoYQFBTE7NmzsXbt2lazL02tVLX0BgBt3TMIeDg5sG2Ceo8qgnQVDQ0NMDIywvz581l+I+np6Rg9enS7Nl1bt24FNzc3duzY8bOH2qMYNWoUNmzYgHHjxv3S8/6xxAc0pslGjx4NExOTFk1EfydoNBrCwsIoIszIyKCa6MeMGQMlJaWfRtYjR47EsmXLOtQHlZ2dDR0dHURFRVE34cjISFhZWWHr1q2ws2tMefn5+aF3794YMWIEHj9+TIkkf/v2rVUZuKysLIiKirYqA9evXz8qwouPj8eoUaOQmJjYoad2oPEaCwkJoaampkORIvlPD+CWLVvAw8ODffv2NZMZo9FouH37Nk6ePIni4mI4Ojpi4cKFuHz5MkJDQ5t5Ge7evRs1NTVwcHDAtGnTICkpibCwMPTu3RshISFQUFDAt6o6jF2+HUp6puDsLYDKkkJUZCUh+ekVCHKzUdf01KlT0NHRwdixY7FixQoWl2x1dXXw8PDg+PHj2LVrFz59+gQbGxscP34c06ZNw8ePH5Gamgp5eXkwufhQa+ECNs6u94b24mRH2EZzcDTUIisrC7dv38aJEydgYmKC9+/fQ0JCAqWlpSguLoa0tHSbSiMVFRUYOHAgpRhiZmaGDRs2ULZFd+/exY0bN6h03YoVK6Curk45UDSByWTCx8cHrq6ukJaWxp49eyjPOVVVVbi7uyMwMBAeHh4wNzfHhg0bMGTIEGr/rohn/FdDVr7L17InsHfvXrx8+bJZb211dTXExcVRXV3d5v1k2rRpmDVrFosP4j8B0tLSePv27U8zAG4NfzTxAUBxcTFMTU1hb2+PTZs2/e7htIqmtGiTtigPDw81N9iTadGkpCSMHDkSmZmZVFP8t6o6+ETlIDm/AhW0Bpa5jFVLF0BJSQm7du0C0Njku2DBApw/fx51dXVYtGgRGAwGTExMUFFRgZcvX3bYz4/BYCA3N7dVYiwqKkK/fv0oIkxISAAvLy/+/vtvKCgoQFxcvN2HA1lZWYSGhnbqh8FkMuHt7Q1XV1coKytj79690NXVbbbd+/fvcerUKfj6+sLa2hrPnj3D3bt3MXz4cGqb9evXo6qqCg8fPsSUKVPg6+uL8ePH48GDBzh67R5eF/ZCUGoR6PR6MNn+G/E3SS7p9OVGjNd+1H/9hIKCAjQ0NGDs2LHYsGEDDA0Nwc3NjaioKAwdOhTq6uqoqamBi4sL7O3tER4ejjVr1lAOBTU1NYiOjsbZ158QViEMwt6NDENDPWrCb4MW40cRmYCAAKWB6ujoiAULFlAGsm3h0aNHOH36NJ4/f46KigrIyMggPz+fUjPy8PBAVFQUNY/j5OQEeXl5ODk5tTy0hgZcu3YNO3fuhJaWFnbv3o39+/fDwsIC8+fPR2VlJS5evIijR49CXl4eGzduhPSgYbC98L7H5RJ/BeLj4zFy5EhERUW1qA4kICCA3NzcNucfNTQ04O3t3WURkN+B8vJyyMjIoKKiol1LtJ7GH098wH+llDZv3vxru/u7iO/TogEBAQgNDcXAgQMpIhwyZEiX7Uqa5iN27dqF2OwynH6dhqDUIgBgsYTi4WQHg8lE3Zdo3HZbBENlKZw7dw47duzA5cuXsW/fPoSFhcHc3BzW1tY4ePAgwsPDe1Tctq6ujkUGLikpCefOnYOCggIKCwtRV1cHeXn5VvVRBQQEYGpqCjc3N5ibm3f6/PX19Th//jx2794NMzMz7N69u8UUWZOe5KFDh8BgMODu7o5p06aBi4sLhoaGSE5OxrRp0/DkyRNcuHABEydOhPOZe7ifwQY2Tu52vAkJwKDDVo0H5zfNxapVq1BbW4uAgACkpKRATU0N8fHxaGhowMWLF2FnZ0elzLds2YKamhqsWbMGFRUVqKioQFFREU5GVuALuv85TdAUx+k5Q1iWFRcXQ0tLCyIiIggNDe3Q3JerqysIIdi9ezcePHiA06dPIyAggFq/Z88eVFVVYc+ePQAaHyb69u3LEvG2hLq6Onh4eGDPnj2QkpLCwIEDKdNkoHGu+86dOzh48CAqtGaBIT0Qbac3W8aPAvm/EnQ6HUOHDsWKFSuwaNGiFrdRVlaGn59fs8Kp748hKCiI0tLSTptQ/06Eh4fD0dERUVFRv/zc/wjiAxotdExNTXH06NF/XDjfUlr0x2rRjqRFq6qqICcnh5iYGATlMjomCweCXlwc0Gr4hOg7J2Fvb489e/agd+/e8PT0RJ8+fWBtbY1Xr15h4MCBPfiuW8alS5dw/vx5hIWFoaqqqk0ZuCaxYXl5eYwaNarLNlNVVVU4evQojh8/jlmzZsHV1bXFKtW6ujooKytDWFgYBQUFEBcXx5cvX9CvXz+IiYnh5s2b6NevX5dSaoReB33OLJjJcKC8vBwfPnxAcHAwqqurQaPRwMHBATY2Nuo919fXo76+Hvz8/OjduzeYTCZoNBpqamogOdMNXPLdN1YdpSaBi/Oam7xu3rwZQUFBKCsrw8OHD1u94TZh3LhxcHBwwOTJk7Fs2TKoqqpi7dq11Pq1a9dCRkYG69atA9BI6AICAnBxcenQOKuqquDk5ISrV69SJr6ysrLU+qJKGobte4HuWIH24mTHm00jf5o2ZGtwc3NDREQENb3QEoyNjbFnzx4YGxu3uD4lJQUTJkxAWlrazxxqj+PKlSsIDAxs1U3+Z+LXxpfdwIABA/D06VOsWrWqzSq/PxE8PDwYNWoU9u/fj+joaKSmpmLmzJl4//49TE1NoaioiGXLluHu3bsoLS1t9Tg3b96EsbHxf0gvCbX0tkkPAAjYQKMz8b5BFmzKJpST99evX6Gurk65ef8K0gOA+fPng8lk4vr16xAUFIS2tjasra3h7OyMkydP4vHjx0hISEBVVRUSEhIwdepUyMjIQEhICFFRUThw4ADGjRsHQUFByMrKwsTEBPPmzYObmxuuXr2K4OBgZGdng8H4b8qLn58frq6uSE5ORq9evaCpqYlt27axGJTS6XRUV1djx44dKCsrAzc3N75+/YqqqioUFhZi4MCBOHfuHOav3YHtD2I7RXoAwMbVC9FEAXdfReLkyZN49+4dpkyZAj09PfTq1Qt+fn7w8fHB0qVLoaSkBCaTCUIIamtrKZ9JRUVF8PHxgQsNPfJZCPK0nHXo27cvDA0N4ezsDGNjY/j7+7d6DEIIZT7bNMf6Y6HCt2/fWOZ1O2pE2wR+fn4cOnQI3NzcEBUVhY6ODpydnVFYWAgAuPw6CUxG51Oc34MNgM+HnG4do7P48OEDzpw5027x3veGtC0hKSkJampqP2OIPxVJSUktWmP9CvyaMsQegpaWFu7duwdra2s8fPiQZS7mnwQJCQnY2trC1tYWhBAkJibC398fFy5cwPz58zFw4ECqbWLo0KHg4uICIQRnzpyBw9a9/6la6+TjLQc36jQnwHvDckw3N0B5eTkmTpyIrVu3/tKKKnZ2dpw6dQpWVlawtrZuNZXGxsaGvn37wtTUFL6+vs2ig4aGBmRnZyM5ORnJycn49OkTwsPDkZ2djby8PFRVVaFPnz7o06cP+Pj4wMPDQ6WXFRQUcPbsWezbtw+9e/dGQ0MDlS7i5OREUVERevfuDQaDAV5eXsjIyODWrVvg5uaG5IztYPbqWnsNE+zIEx6ICxemY+LEiSgrK4OkpCTMzc3h6emJV69eoaysDBISElTqSkhICLW1tYiJiYGamhpWrVoFqJvBJ4XGktruLHg42aEm1bLotpiYGD58+IClS5dCTU0Ns2bNwqZNm7BmzZpmN+gmA2hpaWkkJSWBENLsZtYS8dXV1XVqvH369IGUlBTmzp0LJycn7NmzB2pqalBWVka2zEhwq3auR/RH0BqYSP5a2a1jdAZ1dXWYN28ejhw5wiLw3hI6Qny/i0C6g6SkpJ/ik9gR/KOIDwCMjIxw/fp1TJkyBQEBAf+oydyWwMbGBk1NTWhqasLZ2Rk0Gg1v3ryBv78/Vq9ejfT0dJiZmWHAgAEoLS1FRI0oaA2FXToXO1cvBOaywbqhATNnzsTIkSObVdb9CgwePBgWFhZYt24dnJycqPmriooKVFZWsvw/LS0NoaGhsLS0bHEbbm5uCAoKQlBQEAICAhAXF4eSkhJ4eXkBNBbg0Gg0VFdXo6KiAiUlJSgsLASTyUS/fv1QW1uLmpoaTJ48GRwcHHj+/DmUlJSQk5NDed89fPgQcnJyuPckABtCaOjKPBIAgJ0dRFIDcamfcXzMGISEhKC+vh7h4eGoqamBrKwsrK2toa+vj2fPnmH06NFYv349gMZ0X3BwcGPx1NEtoI3c1K2qTnpDA0YptGyl9b0Lu4mJCd69ewcrKyvExsbC3d2dJcXcFO0BjRZLlpaWzcjxR+Lj5OREdXV1p8esp6eHqKgoWFhYgIuLCwwGozFDosjb6WO1hApax6PQ7mLnzp0YMGAA7Ozs2t22PeJLTk6GqalpTw7vl+DfiK+TGDduHE6cOAFLS0sEBwf/UYoq3QUPDw9GjhyJkSNHYt++fSgsLERgYCBcXV1RRmMg4GMuwNG1whhCgFcpRVi2Zj3Y2Nhw7NixTuxLUFdXx0JKbRFWW9vU1taCj48P1dXVeP36NSQkJCAgIEARWNNLWloa0tLSePXqFaWq8f1LQECgy0VCpaWl1Hzi8+fPcf36dSoKKSsrAzs7O0xMTPD161ecOHECGhoaSGGXBRcXF0tDdGdRV1eHgz7BEMhJAZPJhLa2Ns6cOQNtbW2qCpIQggMHDuDUqVPUfvz8/Bg/fjzGjx8PAJh3PhTB6WUgXSnmANCnJhf6g+wxefJkODo6YsiQIRRhfU98ACAnJ4ewsDDMnz8f5ubmuHfvHjVH+j3xPXv2rMU+zeLi4i6nOul0Or58+YLPnz+joqIC69atQ2lpKfj4+FBTU4OvX7+Cv67zJNoSWkv99jTCw8Nx6dIlxMbGdmhuX1JSss0G9qSkJCxfvrwnh/jTQaPRkJ2d3aKf5K/AP5L4AGDWrFkoLS2FhYUFQkJC2k0X/FMhISGBMWPGYMWKFdjuFQz3sCzUd2M6o4FOR+DnSvw1ezauXbvWKcJiZ2dvRj5NBPT9/yUlJdtcz8fHBzY2Npw6dQr37t3DixcvWr0BEEKwY8cOGBkZNUuLEkKoubDWXq2tBxqLZurq6vDy5UsoKSkhLy8PQkJCEBYWxpQpU3DgwAEwGAyws7MjMDAQsby6qJcc1PWLj8aoe+7qLRhU9QErV66El5dXs6b5+Ph49O7du82bwtpxA/H+/Lsule/34mLH5Q02kHadjsuXL2P27Nno06cPHB0dMXv27GbEBzQS7+3bt7Fr1y4MGTIE9+/fh56eHiIiIrB161ZUV1fj7du3LCIJTfj27RtERUWp//9IfLW1tUhPT0daWho+f/6MtLQ06u+cnByIi4uDTqdTfYK8vLzg5OSkhCOKJQbjSTZBA+l632xbqd+eRG1tLebNm4cTJ050SBkHaJxzbS3iI4QgOTn5HzfH9+nTJ8jLy3f5wbW7+McSHwAsX74cpaWlGDt2LIKCgiAiIvK7h/RTcOnSJUyZMgVZFQ3dIj0AYLBxoI5HDGvWrAEHBwfY2dlZXmxsbM3+FRISovoQm8iktLQUJSUlbZJOe+TDZDJRXV2N3r17g5OTs9X96XQ69dl+T1xNYGNja/HVNP7WXnQ6HbW1tQAa028CAgKoqqpCSUkJdu7cSY3b29u78XjmOj1SDVZVz6R61H4kPaDRFHbs2LFtHkNbtg+2jlfDbr8k0Dox18ek0zBCqIrqWduwYQPWrVsHf39/nDlzBps2bcLMmTOpwpHvwc7Ojh07dmDQoEEYN24cjh8/jg8fPkBfXx+vX7+Gnp4e1WvW1FuamFcGHgtnbPVNhQgHDYoowMuXL5GamgozMzOkpaXh27dvkJeXx4ABA6i+wb59+6K2thYFBQXIy8tDv379sGjRIly/fh0JCQno168fysvLcenSJVw5sRVk0l9dzoQAAAEwfXBzrdaexrZt26Ctrd2pyvS2Up15eXng5eWFsLBwTw3xl+B3z0v+o4kPaCy9Li4uxoQJExAQENCiEPE/GQwGAx4eHrh9+zbOJPRMNZ/RyDHYun1Wm6TQU6/2yOfNmzdYtmwZIiIiwM/P3+I2M2bMgJ2dHaZNm9ZsXVevqaurK86fPw9ubm64urrC2dmZ5Xj19fXYtGkTjh07BgMDAxw+fBgnIyvwICav29e/qqQQxcXFuHTpUovrnz9/3ljE0g7mGMrj+PHjqJUxBjtXr3b7CTkIA1WhnrgY/gAl7x/CysoKY8aMgYyMDMaNG4dx48YhMzMTHh4eqKmpgampKVatWoXJkyezPJlPnToVSkpKGD9+PLi4uNCnTx88ffoUxsbGuPE0FJ7RRUit5Gx8cGDnRO8BBvBLLAIa6sHGzg0+qZEQqOPGmmW2qKqqQmZmJj58+IDIyEiEhYVBW1ubEqqeNGkS9u7dS6kOBQYGIjY2Fnv27IG3tzfGjx8P7yvncTGVAwFJBV2ScGNjA8xVxX96K0NoaChu3ryJuLi4Tu0nKSmJgoKCFtf9bgLpKn73uP8xfXxtgRCCxYsXIzs7G76+vr/U0eFn48mTJ9ixYwciIiLgdCu6R268krWZcB4mCmNj4z8iRWxnZwd5eXn8/fffLa5fu3YtpKSk2m147giKi4thY2ODpKQkcHBw4M6dOyyyV98jIiICEydOhKysLL58+QJ9+81I51PvVtTNzQ6wJz5FdeRDZGVlNSPv6upqSEpKtqvUATSq8FhbW+PQpdtIYpPFq5QisAEsESAPJztqaTSI0L7i6iZbyAmwQUJCAmJiYjAwMEBoaCgkJCQwevRojBkzBmZmZhAQEICMjAxcXFxw69YtfP78GYsXL8bixYvBwcFBpSJv3bqFoKAg8PDwoLKyEsIGVuA3mQuwcwJsbcTGTCYIg46asOvQ7FUKfX196OvrQ0VFBQ8ePMCZM2dgbW2NrVu3QkFBAUDjw8qTJ0+wePFi1NXVwcnJCcuWLYOUlBQAIDa7DDZdTP1yEAZ8HIygKyfa/sZdRHV1NXR0dHDo0CFMnjy5U/s29XPSaLRmCicnT55EYmIizp4925PD/emwsbHBhAkTYG9v/1vO/4/p42sLbGxs8PDwAD8/P+bMmcPSw/VPx5kzZ+Do6AgAUJMURC/O7n1kbAw6PkUEYfny5VBSUoKMjAzmzp2L8+fPU+XovxoHDx6Eh4dHqw24SkpK7Yr0dgQxMTHQ0dFBXFwchgwZgtjY2FZJD2gsgFFXV0dmZibc3NzwOdALdXX13RpDHZ2ONH9PaGtrtyi+HRQUhMGDB7dLejU1NbC3t4eBgQHW2E+B+xx9vNk0Es5jVDBFRwaj1CQwRUcGzmNUsEDkMxI8nKAgxAEhISFMnDgRGhoaKCwsREZGBq5fvw5paWkcO3YMUlJSMDAwQE1NDd6/fw99fX2oqanh1KlT6N+/PxQVFeHg4IDXr1+jtLQUU6ZMwZAhQ8CvMw6io5cAHNxtkx4AsLODjasXxMYsxeJ9V+Dq6oqUlBRYWFggOzsb4eHhuHDhAhQUFFBWVoYjR45AWVkZu3btgqmpKebPnw83NzeK9ID/pn57c3Xu98HDyQ6x7GCsnT+9xfRuT2Hz5s0wNDTsNOkBoCqXS0pKmq1LTk7+R0Z8v3vc/xPEBzTO0Xh5eVHq9f8DgSwyMjLw7t07Sox6ul735yC4e/VCwuOLuHfvHlasWIHevXvjwYMH2LdvH0xNTSEmJgZra2scPnwY4eHhnWo07iqkpaWxcePGVrUbFRUVu018np6eMDExQXl5OXbs2IG7d++2q5+ak5NDVXi6uLjAafkiDJMXAkjX+ufY2ADBqiz0Ah0KCgowNTWFvr4+jh49iry8xkj+2bNn7c7vAYCzszOqq6vh5eVFLRPl74VlJko4OksHF+cZ4OgsHSwzUcImpxVgZ2fH3r17AQAzZsxAZWUl+Pj4YGBggEuXLiE4OBg5OTloaGhAZmYmamtrcf/+fZw9exaVlZVYunQpgoODcfToUXBwcCA8PBz5+fmYMWMGZLSGQ3jkItR1stq1ls6E28M4qBg2ug+8e/cOly9fhpKSEhITE+Ho6AgFBQVERUXh5s2beP/+PRYvXtyq59wcQ3lsHa+O3lwcaC8LTphMsDMbsFhPGG+u7YeRkRH09fXx7t27Tr2HjuDly5e4f/8+Tpw40eVjtDbP97tThl0Bg8FAamrqby3I+Z8hPqCxFeD+/fuIi4vD5s2bf/dwug0PDw/MmzeP6kkT4+8FUxXxdn/UraFpLkNSmB/m5uY4dOgQ0tLSEBcXh/Xr12Po0KGor69HcnIyfHx8MHfuXAgLC2PkyJHYvn07AgICUFn5c5p8nZyc8OnTJzx+/LjZuu4QH51Oh6OjIxwdHSEiIoLg4GA4Ojq2OT8YGRmJRYsWYeXKlaiqqoKnpyeEhISgp6eHLVaD0Zu7a0UU3BxsyPDzwKpVq3Dy5Enk5ORg3759iI+Px8CBAzFq1Cjcvn0bRkZGbR4nKioKV69epcSeW0J1dTXi4+Nx//59nDp1CnJycjhw4ADk5eUxb948REREgE6ng06nIyQkBEuXLsX9+/dRWlqKwsJCTJ48GefOncOXL1/g7OyMgoICzJ49G25ubpSMWnZ2dqOG6RcGwN61a9JA2DB69UFcvXoVCgoK8PX1xZgxYzBy5EiIi4sjISEBN27cwNChQwE09oBGR0eDyWz54WOOoTxuLTXEWI2+6MXJDp4fMiQ8nOzoxcmOMRoSmCqUiQNLrag07smTJ2FlZQUPD48ee3CuqKjAwoULcf78+W4VoLRFfP+0is7MzEyIiYn91nqM/4k5vh9RXFwMExMTzJ079492dGgLNBoN/fv3R1hYGItxanfmMjqiQk+j0RAUFAQ/Pz/4+fmhtrYWWlpa4OPjw9evXxEXFwdVVVUYGxtjxIgRGDFiRJfd2X+Ev78/HB0d8fHjRxax3SZ7ourq6k55HhYUFGDixIlITk7GuHHjcOnSJQgItFyyXlNTg1u3buHMmTMoKirCsmXLUFVVBTqdjgMHDuDy5cu4fPkygoKCcCM8s9NanTxc7FAsj8FLj53IzMxsVspOo9Fw+fJlODs7o1evXhg9ejRsbW0xYcIElmtBp9Ohrq6OyspKxMbGIicnp1kLQFpaGkpLS6GoqAglJSUMGDAAwsLCcHNzw65du7BhwwYsXboU2tracHBwwKRJk9CvXz9cuHCBmkNycHCAoKAgBgwYgMjISERGRiIpKQn9+/eHsLAwvn37hs+fP0NlkF63LZK4OdgwTzgNl84ch4iICNasWYMZM2a0OlcvJyeHwMDAZobCP6K4qg4+H3JwxushZBVVoSwnAzUpAUwf3I8qZCkvL8fhw4dx+vRp2NrawsbGBsuWLcOQIUNw+vRpSju1q1i6dCmYTGaLJsedgZ2dHSwtLTFnzhxqWVlZGWUL9bv9SjsDPz8/nDhx4rdKT/5PEh8A5ObmYsSIEXBxccGSJUt+93A6DU9PT1y/fr3FL8ev8h0jhODTp0948uQJnjx5grdv30JfXx8DBw4ENzc3kpOT8ebNG4iJibEQobKycpd/iFOmTIG+vj62bt3KslxWVhYhISGtRjg/4u3bt5gwYQJoNBpOnjyJhQsXtjimlJQUuLu74/r16zA0NISDgwPGjRsHDg4ObNq0CX369MGWLVvAYDCgpaWFAwcOYMKECZThabsi4WwAG7MBfXNDEeNzCpMnT27VJdvDwwMhISFUf+ONGzcQFRUFIyMj6pr7+voiPj4efHx8IIRgwIABGDBgAEVwTX/LyMg0K4QYMWIEvnz5guzsbAQGBmLr1q14//49ysvLYWpqCgkJCSgrKyMqKgpRUVHo06cPxo8fTxWfaGtrU9mHs2fPIjw8HA3KZggpE+oW8RF6HeQrE7B/QWNfXnvfnalTp2LmzJmwsbHp0PEtLS2xevVqWFpatrpNYWEh9u3bRwlhf/78GdnZ2bh7926Hv3M/4vnz51i2bBni4uLanbNtD+vWrYOUlBSl5AMA7969w6pVqxAREdGtY/9qHDp0CDk5OZ0S0Ohp/OPbGVqDjIwMAgICYGpqij59+mDGjBm/e0idwtmzZ1utYmwir47ceMFkgouTrUtmm2xsbFBRUYGKigqcnJxQVVWFly9f4smTJ3jw4AG4uLhga2sLTU1N0Ol0vHjxAm5ubqirq8OIESMoMtTR0elwpHbkyBEYGBjA3t6e8ib7VlUH0RE22PwwGbx9ilj8BlsqQT9x4gQ2btwICQkJhIaGNuuVo9PpePjwIc6ePYuPHz9i4cKFiIiIoCoIm1BaWkot4+DgwN69e7FlyxaMGzcOcwzlodWvD868TmuxmpKNSQcnJxdGqffF4uFymD5yDRoaGrBt2zaWczCZTOTm5uLz58/w8PCAtLQ0lixZQkVwXFxc+PjxI969ewcajQYajUa5xUtISHTqAePvv/+GhYUFLl26BE5OTiQkJEBPTw8pKSmQkpJCREQE2NnZKYuqL1++sKjHfI+IiAgMHToUXhkN3SI9oFHAe/DISTA01OnQ9k3SZR0lPiaT2e51kpCQwJEjR+Ds7Ixdu3YhLCwMBgYGMDAwgJeXF8aMGdOhczWhrKwMixcvxuXLl7tNekDLqc5/4vwe0DjutorKfgX+Z4kPaHR0ePLkCSwsLCAkJAQLC4vfPaQOISYmBllZWZg4cWKr27R3420yQtUUZkf0jX2Ytu1Zt8fFz88PKysrWFlZUZ6Dfn5+uHXrFj58+ABjY2Ns3LgROjo6yMzMRGhoKC5evIjMzEwMHTqUIsOhQ4dS8lw/QkFBAatWrcL69eux9fA5ym+Q3n8E3uUzgPzC/7y/fBwNTIWZqjgcTQdAW7YPaDQabG1t4efnBysrK1y9epWKUIDGYpVz587hwoULGDBgABwcHDB16tRWU2qlpaUs8zKTJk3CgQMHcOPGDcydOxda/frAfY4+lVJL/lqJChod/NzsKP2SgACPXagYboBe2luoirxDhw5BRESESkump6dDWFgYSkpK+PjxI8aOHQsdHR0oKSlBSUmJOj8hBIMHD8bHjx9RW1sLY2NjSui8NdsgQgg+f/5MpSojIyOpOU9ra2vo6upCWVkZL1++hJCQEAoKCjBixAhER0dDRkYGkZGRrX4XIiIi4OjoiIPvXwGSUq1u11F0Ridz8ODBOHToUIe3J4R02OhUVlYW586dw4YNG+Dm5gYGg4Fp06Zh/fr1cHV17fCDhpOTEyZNmoTRo0d3eJxtQVJSsln/3z9xfg9oHPfcuXN/6xj+Z1Od3yM0NBRTpkzBo0ePMGzYsN89nHaxbNkyyMrKNosOWkNxVR1uR2ThrPcj9BLogxEGg6EmJUjNZUybNg26urodPl5XUFZWhoCAADx58gRPnz6FsLAwpS2poaGBqKgohISEIDQ0FLGxsdDU1KRSoyNGjIC4uDh1rNraWqhPWgruoTagE7SbSuTh5ICDYV8ccZyCr1+/4uzZs1i4cCGAxqf9wMBAnDlzBsHBwbC1tcXy5cs7ZMM0evRobNy4keWBKSwsDLa2tkhJSWk2D5mRkcEy15aSkoIPHz5QpKekpITc3FwsWrQIo0aNwoABAyirodDQUKxatQrR0dEtjuXSpUtYt24dVq1ahZ07dyIyMhJeXl7w9vZGv379MHv2bBgZGSE7O5siuaioKAgKClKpSn19fcTHx8PFxQXh4eGora3F/PnzkZSURN3QMzMzYWxsjFmzZiE6OhqBgYHNxlJdXQ1xcXHExsbCfMsVcCp33yXFQJzAY/7wDqkvFRYWQlVVFSUlJR0iotGjR2Pz5s1dIqG4uDisW7cOwcHB0NDQwIsXL9od46NHj+Ds7IzY2NgeK+AICAjAgQMHWAx+rayssGDBAkyZMqVHzvErQAiBiIgIUlJSetT0urP4f0F8QKNy/Pz58xEYGIhBg7qnt/gzUV5eDnl5eSQlJXWqaGT16tVITk6Gn59fM/27L1++QF9fHx8+fKDShz8TTCYT0dHR1NxgYmIiRo4cifHjx8PS0hKioqKIiIhAaGgoQkJC8PbtW0hKSlKp0RIRTZx5lw86s+NpPCadBmaUD1567ISKigqKi4tx+fJluLu7Q0BAAA4ODrC1te3UjUhPTw/u7u6UCHNlZSU+f/6MJUuWoG/fvpCSkqKKSQoLCyEnJ9dsvk1RURFjxoxBeXk5pS8ZHByM8PBwls/C1dUVdDod+/btazaO/Px8qKmpgZ+fH58+fQIPDw9yc3MRGRmJ9+/fIyAgAPHx8aivr4eoqCiMjIxgZ2dHzdt9j9raWoiLi2PUqFF48OABlJSUcPfuXejq6lLbJCcnY8SIERAQEEBGRkaz8YSEhGDdunVYtGgRvKKL8FVMt1tN/RxgoE92GD49Oov+/fuzPBDJycm1SG6ysrJ4/fp1hwTqR44ciW3btmHkyJFdHmNwcDBmz56NoqIi7NmzB2vXrm0xiiwuLsagQYPg7e0NExOTLp/vR8THx8PW1hbx8fHUMmVlZfj6+v6jor78/HxoampSuqu/C/9T7QxtwdLSEseOHYOlpWWPNEP/LFy7dg1jx47tFOmdPn0agYGBuH37douir/Ly8lT68FeAnZ0denp6cHV1xdu3b5GWloZp06bh1atX0NbWhqGhISVx5evri+LiYty6dQva2tq48+I9jgVndYr0AICdiwf8xnPx/nMB5s6dCyUlJcTFxeH69euUt1xHSK+kpATv37+Hl5cX0tPTsXfvXhgZGUFSUhKSkpKwt7eHoKAgXr16BQ0NDbi4uFBO6ikpKVTF2urVqzF+/HhkZGSgoqICBw8eRHR0NHh5eVFZWYlhw4ahuLiYOm9b+pxLliwBg8GAiYkJZs6cCWlpaejq6uLcuXPg5OSEq6sr0tPTUV1dDXd3d7Czs2Px4sVwcHDA3bt3QaPRqGP17t0bS5YswfPnz5GTk4PZs2ez9AICgJqaGq5evYqsrKwWI76IiAjo6+vD09MTxZF+3W7q5+Tkgr/7XygpKcHVq1ehrq6Ohw8fYtiwYZCVlYWNjQ1OnTqFmJgYSpxi8ODB+PDhQ4eOz2QyO5zqbA0mJibIzc3FmjVrsGXLFigqKuLx48fN2h5WrVqFWbNm9SjpAc3n+JrcDf5pzjRN85K/uwr1/03E14SzZ8/i0KFDCA0NZVF++BNACIGmpibc3d07/MN59uwZ5s+fjzdv3kBRUbHV7Wpra6Guro5Lly5168m3u2AwGAgPD6eiwS9fvsDCwgLjx4/HuHHjsO15Vpc1F8Fkgi0vDiu0e2HBggUsjgBNIIQgPz+/RSeAtLQ0qlJSSUkJjx49wv79+6Gjo0MJKDf9YBctWgRJSclWZdaaYGhoiMTERBQUFFCl8R8/fsSECRNQVFSEEydOYOLEiVBRUcG3b99QUVGBqKgoKl0ZEhKCkpISiIiIYOnSpVTKUlZWts2bR1lZGe7evQsvLy9ER0fD2toadnZ2MDMzQ25uLlRUVLB06VIsW7aM0uj8nhxqamogLCwMQUFB+Pr6wtDQ8D+XmAlTU1Pk5OQgKysL5ubmSBQdAW4FvfYVW1oAGxswVqMv3Ofot/hZpaenIzQ0lHrl5eVh2LBhoNPp6Nu3Ly5cuMAyj9sSTExMsHv37h4jo8jISEyYMAEMBgPKysrYu3cvzMzMcPfuXbi4uCAmJqbbbRA/gslkgoeHB9XV1VTB04wZM5CUlNSj5/nZOHv2LD58+IDz58//1nH8vyM+oLG6zdvb+49zdHj9+jVWrlyJ+Pj4Dj0RJSQkUP5oI0a070B97949bN++HdHR0b/NDuRH5OXl4dmzZ3jy5AlehL2HkP2Jbqns9+JkR8gGM9SWFjYjtbS0NKSnp4OXl7fVNgBRUVGwsbGByWRSTuEtVaRmZ2dDR0cH8fHxreqdRkVFwdTUFKtXr8aePXtY1tXV1UFPTw+FhYWoq6sDBwcH5bqup6cHfX19aGhoYNOmTaitrUV0dHSXn+7z8vLg7e0NLy8v5OXlYdasWXj//j2io6Px9etXmJiY4OTJk82IgY+PD9euXYOjoyOePHmCmJgYHDx4EF++fMGoUaPg7+8PMTExEOH+4Ju8FQx03pm+I72l36OoqAhv3rzB1atX8fLlS9DpdAwaNIhKjRoZGbHMFwONbRx79+6FsbFxp8fXGpo0X3Nzc1FTUwN5eXnEx8fDz8+PekjoaUhLSyMiIgIyMjK4c+cObt68iXv37v2Uc/0srF69GvLy8li7du1vHcf/m1Tn93BxcYGFhQUmTpzYJSfon4UzZ87AwcGhQ6RXWFiISZMm4dChQx0iPaCxR05KSuqPErSVlpbGwoUL4ePjg903ArtNyLTaWqiOm4thw4Zh9+7diIiIgIiICGxtbXH16lXk5eWhsLAQb968wbVr17Bjxw7Y2dlh6NChEBMTo659RUUF+Pj4Wm3DkJWVxaJFi7Bz585Wx/L333+DyWRi1apVqKysRFBQEA4fPozZs2dj4MCB+PLlC8rLy6n3LCwsjAcPHuDly5c4cOAAIiIiwMfHB2dn526ltKSlpbF27VpERkbi1atXEBQURGZmJmg0GqZPnw4LC4tm6U4AEBcXh4qKCsaMGYMhQ4bgypUrWLFiBeh0Op4+fQpBQUEcOHAAmdHB2DlZq9M6mY29pWodJr2mMU2ePBmnT58GBwcHCgsLsX//fggLC8PDwwPKyspQU1PD4sWLceXKFSqK726q80eIiori2bNnmDJlChgMBr5+/Yr6+nocOHAACQkJPXquJnyf7vwnV3T+CS0Y/y8jPqAxjbJw4ULk5eXh0aNHv93RIS8vD5qamsjMzGy374dGo2HUqFEwNzfH7t27O3WepKQkmJiYICEh4bdWVbWEnnKfECn/hLx7+8DFxUVFAsbGxhg4cGCHb4AZGRkwMzNDZmZmq9uUlJRAVVUVoaGhUFVVpZbX1NTg6dOnmD17NmRkZMDDw4OsrCxoaWmxVFiqqakhISEBurq68PLyQkNDA1xdXaGqqopZs2Zh/fr14OXlRUpKyk9JnSkoKKCwsBACAgIoKSnBvn37YGdnBykpKRQUFEBHRwe1tbWwtLSEgIAArl27hrq6OvDy8kJKSgpXrlxheejqaFM/SKM7w9/TBne6t/R7SEtL482bNywN5gwGAx8/fqRSoyEhISgsLISRkREmT57c6b7SjmDt2rU4ceIEDh06BAaDgQMHDmDs2LFwc3Nrc/qhsxg/fjxWrlyJ8ePHw9bWFpaWlr/N3aCr6NevH0JDQ7ssCtBT+H8Z8QGNzdnnz58HLy8v7O3tf7ujw4ULF2BjY9Mu6TVZMElLS+Ovv/7q9HnU1dUxd+5cuLi4dHWoPw0VtJ7xG9QdaoSvX7/i1atXGDt2LD58+IAZM2ZAVFQUEyZMwN69exEaGspS9PEjfuzhawkiIiJwcnKCg4MDzpw5g4ULF0JLSwtiYmJwcHAAIQTz5s2Dt7c3ysrK8PbtW5w8eRLz5s2DpqYmODg4wMbGBnFxcTg7O8PExATJycmwsLDA4sWLUVNTAxcXlx4nPeC/prL8/PzYu3cv1NTU8OzZM6ipqaFfv35QVFQEBwcH5s+fj/T0dFy+fBm8vLyUGERJSUmzlF5HdTLZ8uJR/XB3t0gP+G8j+/fg4OCAtrY2VqxYgZs3byI7OxsaGhowMzNDSkoKFixYAGFhYYwePRpubm4IDAxEVVVVl8eQl5eHGzdu4NatW5TDSXx8PAYMGIAhQ4bAwcEBubm53XqfTfgx4vsTIqfOoKKiAqWlpb+ksrw9/L+N+JpAo9EwYcIEKCkpwcPD47dUG9HpjWr9T548gZaWVpvb7tq1C76+vnj9+nW7k/qtoby8nKqcayrV/xPQUxHfFB0ZHJ2l02x5QUEBwsLCqEggMTERurq6VBuFkZER5djw4sUL7N69G69evaL2r6+vx8ePH1kawpOTk9HQ0ABLS0tK3ktGRgZKSkrQ1dVFaGhom2M9ePAg0tPToaCggJs3byI0NBQHDx7ErVu30NDQgNLSUtjY2GDbtm09ponahNraWkhJSUFCQgLTpk3DzZs3UVlZieHDh+Pz58+UZ2GvXr1w8uRJLFiwAKqqqigrK4ORkRHu37/f6rF/bOoX5OGidDID/R7A1tYWtbW14ObuuuqLm5sb6HR6uwVGBgYGOHPmDPVdLy0txZs3b6ioMDo6GmpqaizzhB0pfCOEwMrKCrq6uvjrr79QVVWFhQsXIiMjA3fv3gUfHx/279+PixcvYuHChdi0aRPExMS6/H5dXFzAz8+PzZs3Q0BAAPn5+a1qz/6JeP/+PZYvX97hatyfif+3EV8TeHh48ODBA8TExPy2KMjX1xcKCgrtkt6tW7dw4cIFPHz4sMukBwBCQkLYs2cPVq5c2arK/e9Aj/gNMumoK0xHTU1Ns3V9+/bF1KlTceTIEURERKCgoABubm7o1asXjh49CllZWWhpacHR0REPHz4EnU7HpUuX4OjoiCFDhkBYWBjz5s3D27dvoa2tjbNnz6K4uBhnz55FeXk5li5dCj09PVy+fBk8PDwdcghpamPYsGEDtLS0YG1tjZMnTyI/Px9Pnz5FUlISuLm5oampCVdXV5SXl3fr+nwPHh4eWFpa4suXL/Dw8EB+fj6srKwQFhYGAQEBcHNzQ0FBAfr6+li/fj0WL16MkpIS8PDwIDExEbW1ta0euzWLJFH+Xhg7dizY2dlblUPrKAYPHtws4msJP7YzCAsLU5F/SEgIvn37huPHj0NKSgpXr16FpqYmBgwYgPnz5+PChQtITk5u0a3h6tWryM7OpoQh+Pn5cevWLdjY2GDIkCGIjo7GgQMHEB8fj+rqaqipqWHnzp2oqKjo0vttiviysrIgIiLyjyI94M+KUv/fR3xN+PbtG0xMTLBgwYIecfruDMaMGYOFCxdi9uzZrW4THh6OiRMnIjAwENra2t0+J5PJhJGREZYtW4b58+d3+3g9gW9VdTDa/xJ1DV0nY9JQD7ZHrij5moVJkybBxsYGY8eObTOyYDAYSElJwbt37/D8+XOEh4cjKysLAMDLyws1NTWYmZlh1qxZ0NPTazZP2NDQAC0tLRw+fBgjR46EtLQ0BAQEkJ6e3uac4o9u67W1tejbty/4+PiwaNEilvnbJjPcJ0+eYNOmTXB0dGRRjukMGAwGHj58iH379qG4uBhZWVng5+dHTU0NjI2NqRuznp4eREVFsXv3buTm5uLcuXNUwY6ioiKkpKTw4sWLTkdt1dXVEBUVhYCAABITE5tVYXYUubm50NHRQWFhYZuZGl1dXVy8eBGDBw/u0HGZTCaSkpJY2igqKyubKQ0ZGhq2+nt89eoVbG1t4eTkhI0bN4KNjQ3p6elwc3PD8+fPsXHjRjg6OnY4jf2tqg7bL/shPCUH0nJK+PIpCSvsprSqV/snYvPmzeDj44Orq+vvHsq/EV8TxMTE4O/vjzNnznTbQqQzSElJQVxcHKZOndrqNpmZmZgyZQouXbrUI6QHNM7xnDx5Ei4uLj0aRXQHPeE3aKIshlnWE8DFxYW4uDi4uLhASkoKixcvxosXL0Cn0/Hp0yfcvHkT69atg6mpKYSFhWFlZQV/f38YGBjgypUr2LlzJ5ycnBAVFQUHBwd8+/YNs2fPhri4OKysrHDgwAG8efMG9fX14OTkxJ49e7Bp0yZ4enqCk5MTmzZtareQ5ke39UuXLkFGRgaFhYUYMGAAy7ZycnK4fPkyXr58ieDgYKioqODy5ctoaOj4vGhdXR0uXLgADQ0N/P333xg0aBDY2dnBz8+P+vp66OvrIzg4GPPnz6ei2m/fvgFoFH0fPHgw9PT0oKysDBsbG3z48AFiYmJwc3Nr0U2+NXBxcYHBYMDOzg7bt2/v8H4/QlpaGhwcHMjJyWlzu85WdbKzs0NTUxPLli3D9evXkZGRgZiYGMyePRuZmZlwcHCAqqoq+Pn5cefOHTx79qzZb8jc3Bzv37/HvXv3MH36dFRUVEBRURHXrl3Dy5cvKbsxDw+PNs2eY7PLsPR6JIz2v0RAfi8UCyghvgSoFFXHscBUDN//Ess8IxGbXdbh9/e78CdFfP8S33fo168f/P39sX37dvj4+PySc7q7u2PRokWtVpVWVlZi0qRJWL9+PSZNmtSj59bX18eECRPaLMn/1VhhNgA8nJ3vBwMaNTs3jB+E/fv3Izs7G6tXrwadTgc3NzdCQkJgbW2NXr16QU9PD+fOnYOYmBhcXV3x5csXpKWlwdvbG+vXr4eZmRlqa2shIiICVVVVLFq0iCqN//jxI+zt7ZGbm4uVK1dCREQEpqamiIiIQH19PbZs2YK6uroOifB+r9aSnZ2NHTt2gE6n4+DBg9iwYQPev3/fbB9NTU08ePAA3t7euHz5MrS0tPDgwYM2jVOblGMUFRVx5coVaGhoICMjAzU1Nbh69So2bNgAGo2GrKws8PDwYNasWeDg4ICYmBhFfECjYgs3Nzesra2xe/duFBUVQUlJCffu3YOxsTGGDBmCY8eO4evXr22+b05OTqqC9d69e83ElzsKNja2DqU7e0K5pV+/fpg1axZOnjyJ5cuXY9CgQTh9+jTY2Niwf/9+yMjIQEdHBytXroS3tzdycnIgKyuL4OBgiIuLY+jQoVSzuaamJu7du4f79+/j7t27UFdXh6enZ7MCO893X2Bz/h0CkgpQ18DEjy5ktAYm6hqY8E8sgM35d/B896Vb7/Fn408ivn9TnS0gJiYGFhYWuHHjRqftSDqD6upq9O/fHx8+fICcnFyz9QwGA5MnT4aMjAzc3d1/SuFNUVERNDQ0EBQU1My+53ehq36DDsOkIEvLYCk+6d27N+Tl5VFaWko5XkhKSuL58+eorq6GjY0NbGxsoKOjw3J9HRwcMHDgQKxYsaLN81ZUVODdu3cICQmhZM7ExcUxa9YsqmimtQZ3NTU13LhxA4MHD4aVlRX15P/06VP4+vrC0dER7969Q79+/VrcnxCCp0+fYsuWLeDl5cW+fftgampKrS8oKMDx48fh4eGBQYMGgU6nIy0tDUuXLsXy5cvR0NBAabzW19dTBs5WVlZYunQpXr9+jR07diAoKAgAMHbsWKSnp+P8+fMwMzOj3v/IkSMp13QvLy88ePAA+vr6sLW1xdSpUyEkJNRs7BwcHKirq4OHhwfu3buHwMDALn2/m9Jmu3btanWbgQMHwtvbu0PC5O0hIyMDQ4YMafZ7qa+vR3R0NEt6lI+PjyqWKSoqwsmTJ+Hu7o5p06axHPP169dwcXFBRUUFdu/ejcmTJ3fJ7Lgrnpu/CnV1dRASEkJFRUW3Cpp6Cv9GfC1AR0cHd+/eha2tLd69e/fTzuPt7Q0jI6MWSQ8A1q9fDxqNhlOnTv20alNxcXG4urpi9erVbUYNvxJzDOWxdbw6enNxtJ/2ZDLBxqSj/PUV/D1/LC5evAguLi6sWrUKHz9+RE5ODkJDQ5GQkICPHz+if//+8PT0hKKiIlxcXMDOzo6pU6dCXV0dbm5uSElJAdCxdgYAEBQUhIWFBXbt2gUpKSlwcHDAysoK/fv3x40bNzBo0CAoKipi3rx5OH/+PFUokZmZiZKSEujq6uL27dv49OkTIiMjceLECbCxscHKygqrVq3C5MmTWxVZYGNjw/jx4xEdHY2VK1diwYIFsLS0hK+vLxwcHKCmpobg4GAICAigsrISy5YtQ2ZmJrZv3w5PT0/o6enBwMAAcXFxcHV1pebamprZv4/4CCF4//49CgoKMHz4f90YBAUF8ezZMzx8+BAxMTG4fPky8vLysGzZMvj6+qJ///6YPn067t27x9I+wsXFBTqdjmXLliE/Px+PHj1q91q3BD09vXarBHsi4ms6zsKFC7Fx48ZmD4nc3NwYOnQo1q1bh/v376OwsBDPnz+nUp7Xr18HjUbDnDlzYGpqilevXlHXw8zMDGFhYdi/fz/c3NygN2Yq/vJN6BTpAUAtnYm/nyQjLqes2++1p5GWlgY5Obk/gvSAfyO+NuHn54eFCxfixYsXPfK0+D0IIdDX18fff/+NcePGNVvv7u6OY8eO4e3btx26AXcHDQ0N0NXVxc6dO9uca/zViMspw5nXaXiZXAhCCEuqh9DrADY20DNjYK3SG1uW2aFfv34dekCoqamBl5cXTpw4gYaGBqxcuZJq77h9+zb69u2L6upquLi4dLjwJzIyEqNHj4aRkREiIyORmpoKISEhMJlMJCcnUy0UoaGhqKqqohzS9+3bh3nz5kFLSwt6enos0maEEMyfPx81NTW4detWuzfvpnLxmJgYCAsLg06nY/z48Vi9ejWGDRsGNjY2hISEwMHBAbKysjh16hSlCFNbW4t+/fqhoaEBHBwciI2NBRcXF7S1tVFQUIDPnz/DwMAAJiYmePDgQbNz5+TkwNjYGC4uLliyZAm1vLS0lHKTj4mJwZQpU2BnZwcrKyvk5eVBUFAQ/v7+cHR0REJCQqeFJLKysjBkyBB8/fq11c9eTU0NDx486LbSycmTJ3Hz5k2EhISAg6Pz6fimSl03NzeUlpZSv7umgpnhw4dDWFgYkw74IqGUHegCWbelffo74ePjA09Pzxa/O78D/0Z8bWDChAk4duwYxo0b1+OODhERESgrK2vRHDcgIABubm54/PjxTyc9oHHO5eTJk1i7dm2LbQC/EqWlpQgMDMS+ffvwl9NiPNs2HUUXlkHgSxDkSAHUBRswZoAQtkzShoN0LsRTHiD4gSeLgHR74OXlxeLFixEbG4szZ87gxYsXmD59OtjZ2fH69WscOXIEZWVlWLNmDYyMjKj2grZw4MABAI0pt/Hjx1NGqezs7NDQ0MDSpUupQono6Ghwc3NDREQENjY2KCoqQlBQEAghCAgIQGVlJYDGiM7DwwO5ublwc3Nr8byEELx8+ZIS+q6pqYGIiAgGDhxIzdMpKiri27dvWLBgAWxtbanq0O9l0Hr37o2lS5dCRkYGioqKuHXrFkRFRVFSUgImk0nJp1laWrY4jn79+lHf21u3blHLhYWFsWjRIrx8+RLx8fHQ1NTEhg0bUFNTg82bNyMqKgpjxoyBuro6Tpw40aHP73vIysqCwWAgL6/1/s+OOLC3h0+fPmHnzp24cuVKl0gPaGxHWLBgAdLT07FixQqIiYnB1tYWvLy8OHHiBBQUFDBQzxBJZWxdIj2g0bvyVUoRiqvqurT/z8KfNL8HACD/ol2cPn2aKCkpkby8vB475rx588jBgwebLU9MTCTi4uIkKCiox87VUcycOZPs2LHjl52vvLycvHr1ihw8eJDMmjWLKCkpEX5+fmJiYkLWrl1LvLy8SGpqKmEwGC3uT6fTiaamJtHQ0CAeHh7dGsuXL1/Ixo0biZiYGJk4cSKRkZEhsbGxxM/Pj9jb25M+ffqQUaNGkfPnz5OSkhKWfTMyMggfHx8xMjIihBCSmZlJREREWv2+0Ol00qdPH3Lr1i0iKytLVFRUyJYtW8iWLVuIsbEx4ePjI3p6emTNmjXEx8eHxMfHEzk5OXLz5k3qGA0NDcTHx4fo6uoSCQkJIiEhQXR1dcmVK1dIbW0tIYSQwsJCsmbNGsLHx0d4eXmJo6MjqaioaPUaZGZmEkFBQSIsLEy0h44gZ1+nEakpm8mc82FkxIbzRHTELBKd+KnN6xgbG0skJCSIn59fm9sJCwsTZ2dnoqSkRFRUVMiqVatInz59SH5+fpv7tYSxY8eShw8ftrp+wIABJDU1tdPHbUJDQwMZPnw4OXbsWJeP0RLu3r1LxMTEyPnz5wkhjd+LrTdeE8XNj4jc5sddfqlue0Lcg9J6dKzdxezZs8nVq1d/9zAo/Jvq7CB2796N27dvIygoqNtRWHFxMQYMGIC0tDQW65xv375h6NChcHV1/S29ddnZ2dDV1UVkZGSPa+lVV1cjOjqapfAkJycH2traLPqVKioqnXqiDgoKgo2NDQghSE1NbVfyrT00pUGXL18ORUVFODk5Ye7cueDg4ICfnx+8vb0REBAAExMTzJ49G1ZWVnBxccGdO3fg7u6OyZMnA2icn62ursbZs2fxraoOPlE5SM6vQAWtAXWVpYgMfAh6aihGGQ3Bly9f4O/vT0UlNBqNxbE+LCwMgoKCKCgogLOzM/j5+XHu3DnU1dWhuroa48ePx5o1a6h0ZhPi4uKwfPly1NbWQlZWFu/evcPmzZvb7AG0nLMcKRzyYEioolevXqhn/Pf2QBrqwcPDAzNVcTiaDoC2bJ8Wj/H27VtYWVlR1Z4tQUZGBuHh4ZCRkUFERARu3LiBCxcugI+PDy4uLrCxsemwUo2Liwu4ublbjYqVlJTg7+/fZaHvQ4cO4fHjx3j58mWPiV0TQkCj0RAZGYl58+ZBVVUVkyZNgk8eP9IZze20OovW1It+F5r8I/8Upah/ia+DIIRg3bp1CA8Ph7+/P/j4+Lp8rEOHDiE+Ph5Xr16lltXV1WH06NGUhcrvwu7du/Hhw4du2Z3U1tYiNjaWheTS09MxcOBAiuAMDAygrq7eI2LBs2fPRkJCAiZNmtSufFVHQAgBNzc3nj59irNnz+L169eYN28eVqxYASUlJVRUVODhw4fw9vZGSEgIamtrISwsjIyMDOp7UVxcDI0Rlhi1+gCi8hoVTlga8xl0sP1njvL0ysmYPEKn1fEwmUyEh4fDyckJ79+/Bzs7OwghUFFRgY2NDSZOnMgivFxVVQU3Nzdcu3YNu3fvxuLFi8HOzo6PHz9i69atiI6Oxs6dO2Fvb89y/T3ffcFfvgmoa2CCrY0bPBtbY+vI1vFqrVYQBgQEwM7ODs+ePWuxcVxeXh6vXr2CgoICtezbt29QVlaGsbExQkJCoK+vDzs7O0yZMqXFytAm3L17F1euXIGvr2+L6xUUFPDy5UuWc3UUiYmJMDExwfv371kEpxsaGlBRUYHy8nKUlZWhvLwcJSUl+Pr1K75+/YrCwkJ8+/YNxcXFKCsrQ2VlJaqqqlBbW4u6ujo0NDSAEAI2NjbqXwDoO9MNvRT0Oj3OHzFKTQIX5/0ZJMNkMv84ibV/ia8TaKrqaqpC60qFEpPJhLKyMry8vDB06FAAoMSMq6urcefOnR63UOkMaDQaZYbbkVaO+vp6xMfHUwQXERGB1NRUqKmpsURyAwcO/GkVXTk5ORg0aBAAIDY2ttsiuJWVlZCUlKSqKTMzM3H27FlcvHgRhoaGWL16NUaPHg02NjZs27YNZ8+ehYiICIqLi2FlZYXZs2cjn38Adj1ORANB2wathKA3N2erJJKfn48DBw7Aw8MDHBwc4OHhAR8fHx4+fIj4+HiqaCYrKwtDhw6FqKgoXr58idGjR+PYsWMtOnC8efMGmzdvxrdv37Bnz56fVj5/7949rFixAq9evWpWWKKsrIwnT55AWVmZZbm7uztu3boFPz8/+Pn5wcvLCy9fvsSYMWNgZ2cHS0vLZtHqly9fMHz48Fbn+eTk5BAcHExVTxNCUFNTQxFWS/8WFhaioKAAjx8/hoiICLi5uSnyotFooNPp4OTkpH6rTCYTDAYDnJyc6N27N/j4+CAgIIA+ffpAREQEYmJikJCQgJSUFKSkpMDLy4vi4mJkZGQgKSkJMTExyM3NhdC41eDVMOvwZ9Aa/qSILyMjA8bGxu0KDfxK/Et8nURDQwOmT5+OXr16wcvLq9MT3c+ePcPWrVsRGRlJPeXt2bMH9+7dQ1BQULciyZ7Co0ePsHnzZqqyrwl0Oh2JiYkskVxCQgIGDBjAQnJaWlpdltPqKvbt24dLly5hyJAh8PT07NaxsrKyMHz48GY/1B+rQZctW4bdu3ejoaEB2dnZqKiowO3bt3ExOBUViqPBxtXxCsUfSSQtLQ3btm2jquBGjx6NLVu2YNiwYZg/fz5oNBq8vb2pG290dDSWLl2KjIwMSElJISMjA5qampQl048GreS7HkDOvkqoNFiE+i4oxbVnJHvlyhVs374dISEhLG076urquHv3brO2gJYqjEtLSyk3+djYWEyePBmTJk2ChoYGqqqqUFpaiilTplBuJd+TWHFxMZ4/fw5ZWVnU1NSgsrISNTU1YGdnR69evVjIi8FggE6nU8bATb9tFRUViIqKUuQlLS0NSUlJiIuLQ0REBKKiohAVFYWwsHCzDAaTyURaWhqio6OpV0xMDBgMBnR1dVleysrK2HQlAHeSa8HG2fWHRB5OdjiPUcEyk657OPYknjx5gqNHjyIgIOB3D4XCv8TXBdBoNIwfPx4qKio4e/ZspyrGrKysMHnyZCxatAhAY5mvs7MzwsPDW210/tUghMDS0hJaWlrQ1NSkSC4uLg5ycnIsJKejo9MtweyeQl1dHTQ1NVFaWopnz551ay4hNjYWc+bMQXx8fIvrCSEIDg7G2rVrERMTA11dXdy6dQtKSkqIzS6Dzfl3qKV33uaqNxcHdhgL4cyuTXj37h24ubmxZMkSrFu3jqWJnUajwdzcHGPHjoWLiwsOHTqEI0eOYP369Vi7di24ublRW1uLiIgIKiJ8+/YtJCUlqaZ6Y2NjKCgogBCCCfseIqmc86eVzx8/fhynT59GSEgIJCQkUFlZiSFDhmD37t2QlJRsFm3FxcXhyZMnGDduHEs6saSkBOXl5aivr6d+c71794aAgABKS0shJCQEbm5uirxqamqoSExWVhYSEhIQFxeHpKQkxMTEKMJqIq/v/01NTcWoUaMQFRXV4QxCXV0dEhISWEguLi4OoqKizUhORkamxfvGt6o6DN/3gmVutbPoxcmON5tG/jEanocPH0ZmZmaXqnZ/Fv4lvi6isrKSUqz4vveqLWRmZkJPTw9ZWVng5eVFREQExo8fD39/f+jq6v7kEbcOJpNJNVA3vT58+AAajUaZd+rr60NXV/ePydG3hGfPnmHu3LlQUVFBSEhIl0vYX79+je3btyM4OLjVbZhMJtTV1ZGXlwd7e3vcuXMHhoaG4DRzQEwxaduItfWDoubTO3C/v4pt27Zh/vz5rUbOBQUF0NLSAicnJwYPHkyVw7cGBoPBkhoNCQkBAAw1HY04+RlgdKOziZONYJVcIRqqSpulDZv+/vLlCyorK0EIAS8vL+rq6iAhIQEhISFwcXGBk5OTmu9iMBj4/PkzuLm5qRQjjUaDkJAQREREqEiLg4MDBQUF+PTpE2g0GhQUFCiXiyYS4+Pjg4yMDCIjIzv8YFlfX4+hQ4di1apVWLhwYYvbVFRUICYmhiWKS0lJoeyoml7a2toQERHp1PVcej0SAYkF6MpX6E/s41u8eDH09PTg4ODwu4dCoedsiP+fQUBAAE+fPoWxsTFERESwfv16lvU/VvIJ8nDiS8wbzJizALy8vMjOzoa1tTUuXLjwS0mPEIKMjAxERESwkJyIiAgVxbm5uWHw4MHYu3cvCgsLsXbt2l82vu5g3LhxMDQ0REREBO7fv9/lZvyysjLKl681PH36FNXV1Zg4cSLOnDmDQ4cO4fw1bxxNrwc4uNrct1Wws0NIfTjeXnWFmEDrqeLCwkJs2LAB7OzsqKyshKura7uFGxwcHNDS0oK8vDwmTZqE0tJSpKSk4FpEHpgMBsDRdeJjNDTAM+wTJIrjKPJqaGhAfX096urqwGQyISIigrq6OtBoNEqrU1BQEP3792dJFzb9TaPRsHbtWvj5+UFVVRVCQkKtzn0TQrBnzx5cunQJmzZtgpycHGxtbTFr1izw8/N3Wrnl77//hrS0NBYsWAAA+Pr1a7NU5devXzFo0CDo6upi+PDhWLFiBQYOHNgjpsErzAYg5NO3LmUNeDg54Gg2oP0NfyGSk5MxZ86c3z0MFvwb8XUTOTk5GDFiBFxdXbFo0SLEZpfh9Os0BKUWAWCt5CMNdeDuxQOTAaIIv/wX5k8yb0aYPQlCCLKzs1kiucjISPDx8bGkK/X09Fo0yKysrISamhru3r3bzG37T0V6ejp0dHQgKiqKlJSULhXUXL58Ga9fv2apuv0RpqamSExMhJ+fH4YMGQIAcA/6jKOBqd2yVerFwYa1FqrN5meaCjJOnz6Nffv2wdLSEjNmzEBISAjlGQig1WKN8vJyVFVVgZ+fH3369IGQkBD69OmDcs0pKO+j0uXxNoG/KBEaFREtkljT38LCwti4cSPy8/NRWVmJ/fv3t9ruAAAbNmxAaWlph9xSPn/+DDMzM2RkZODly5fw8vKijJbfvXuHDx8+NHO8+BFMJhOPHj3C3LlzMW/ePHz69AkxMTGg0+ksUZyOjg5UVVW73MjeEXRFrxYNdTDrU4orWxf9tHF1FoQQiImJITExEX379v3dw6HwL/H1AFJTU2FmZobZ28/gSR4PaA2MtlNdhAl2MLFzsjbsh8n32Djy8vKakRw7OzsMDAxYSK4zTt6enp44fvw4wsPDf2u1aWewfft2XLhwARs3boSTk1On9z9y5AiysrJw7NixFtc3pahVVFQQFhZGLe8pB3n6pzAIfLwHHh4eVFdXo6ysDGVlZVTVoIyMDCQkJCgCy8jIQHZ2NpYtWwZxcXGK1L7/V0hICAICAs1u1guvRuBlcmG3x9zR8vmGhgbMnDkToaGh7YrAl5eXQ1VVFU+fPm03K0IIgYiICFJSUqhK1traWjx+/Bh2dnbg4eHB2LFjYWtri/Hjx4ONjY1lPi4mJgaxsbGg0WjQ0tLCpEmTKJKTlZX9aVq5baGR/JLbvZ80tZc4DJPEiVXTsWLFCjg7O/+6gbaBwsJCqKmpobi4+Ldcw9bwL/H1EPbeCYV7eGG3Kvk6g8LCwmYkV19fz0Jy+vr6kJaW7tYXjhACY2NjzJ8/H4sXL+7ycX4lampqMGDAANTU1CA9Pb3dOZamZuLq6mrU1NRg7969YDKZsLOzQ3V1NbW86e8rV64gOzsbw4cPh5SUFLU8vZ8FaoS7X0knxfwGnvdXEBERQfXnffz4Efv378eCBQuaPYAQQmBvbw86nQ5vb+9Ofd49Rdaqvcrxl2Xj/FZ7UXZdXR2kpaWhr6+PZ8+etTnec+fOwdPTE0FBQe2+r1GjRmHDhg3NtG+FhYXh7u6OBw8e4PXr1ygqaszG9OvXD0ZGRhg8eDB0dXXx6NEjZGZm4t69e3/MTbpJr/ZVShHY0GhF1AQeTnYQAOaq4nA0GwCtfn2QnZ0NMzMzrFy58o8gv6CgILi4uLA8IP4J+Jf4egDdreRrqxwcaGyGjoqKYiG5yspK6OnpsTSE9+/f/6f8YKOjo2FpaYmkpKRfoh36I5qI6Xvyae/v6OhoPH36FIqKihg0aFCb29fU1ICbmxu8vLzg4+NDZWUl+Pn5oaCgAD4+Pmo5Hx8f6HQ6PD09wcvLix07dkBAQIDa5kY6F97ld/478COm6MjgyExteHp6Ys2aNeDn50dZWRnGjBlDNaz/OJdEo9FgZmYGS0tL7Nixo0Pnyc7OxvqLzxFeLQZwdnFeEo3FLcq1yfj6yhNpaWnQ19eHkZERRowYgWHDhrU4Xzp27FhkZmZiwoQJOHToUKvfWwaDgcGDB8PV1RXTp09vcxwbNmwABwcHTE1NWSK5tLQ0DB48GAYGBtDV1YW0tDTi4+Ph4+ODgoIC2NjYQEtLCxs3bkRcXNwflZJrQnFVHXw+5CD5ayVSMrIQG/kOloZa2L98SrPqzaysLJibm2PVqlVdynj0JNzd3REZGflLzb07gn+Jrwew9HokApIKulTJ92MVVnl5OT58+MDSEP7t2zcMHjyYJZJTUlL6pU+ly5cvBzc3d4slyV0hps78XVNTAy4uLop8viei1v7u3bs3Ll68iOzsbOzbtw8DBgxotk3T/3l5eVlSgHZ2dhg3bhzs7e2bvdfVq1cjICAAy5Yta3ZT6Yk5Pg4wMUmeHUn3TiA3Nxfu7u4YMWIE5XLg7e2NiIgITJw4EbNnz8aYMWOoCCs/Px9Dhw7FoUOHMGPGjBaPX1FRAR8fH1y/fh1xcXGYNMMWYaLjmpmcdgbfl8+Xl5fj3bt3CAsLQ2hoKCIiIiAvL0/50o0YMQJycnKwtrbGjBkzcODAAcycORPbtm1r9fivXr3CwoULkZSURFW5MplMpKensxDc27dvUV1dDWNjY5b5uGHDhiE7O7tF9ZekpCRcvXoVR44cgbi4OJYtWwZbW9t25wN/N5KSkjBlyhSYmprixIkTzVwtsrKyYGZmhtWrV/9W8luzZg369++PdevW/bYxtIR/ia+b+FZVB6P9L7t9s9PLuY/Y92HIzc2Fjo5OM/3K7syvEUIoXceukk9paSlevXoFVVVVAGiVmDpCSl35uyuFBElJSdDX14eZmRn8/Pw6vN/48ePh6OiIiRMnsiwvKSmBgoIC2NnZkZmZ2UwXtCe+C2DQkXtmAQS42WBra4vJkyfD1NSUJX1YUFCAO3fuwNvbG8nJyZg6dSpsbGxgamqK+Ph4jBkzBs+ePYOeXqP0FZ1Ox/Pnz3H9+nU8e/YMI0eOhL29PcaPHw8eHh4svPQWL1O/ta0w0woIkwkZ8g3+22eAn5+/2Xo6nY7Y2FhKczQ0NBTs7OxgZ2fH6NGjMXv2bDg4OMDJyQmrVq1q8Rz19fUYN24chIWFISMjQ83HCQkJsRBcnz59MG/ePGRmZrLsLyAggLy8vFZbcdauXYvc3FysXbsWN27cwK1btyAvL09VhnZmTvxXoqKiAvPnz0dubi7u3r3bzLA4MzMT5ubmWLNmDdasWfNbxmhhYQEnJyeMHz/+t5y/NfxLfN1ETzzls5MGmIlWY+Gw/pCWlkZ9fX2PRk5NxNRd8gkMDERYWBguXboEfn5+luiqJzQ3fwacnJxw4cIFPHnyBCYmJh3aZ/jw4Thw4ABGjBjBsnzPnj3w8vLC2LFjcfjw4Rb37U70DyYTQlWZeLRxEiorK+Hr64tHjx4hKSkJFhYWsLKygqWlJYuweWZmJm7fvo2bN2/i69evmDlzJqSkpHDy5EmcO3cOz549w61bt6CsrAx7e3vMmDGDZf+oqCjMWLYebKOdwGDr/GfIw8kO9bxn+BD4ACdOnKBEultDUzuNra0t+Pj4kJ+fj6ysLNDpdFhaWmLBggXg4eFBSkoK1SeXnJwMaWlpZGdnY9OmTTAxMYGOjk6zSmQmkwlhYWGkp6ezvEc+Pj4UFha2qIoUEhKCWbNmIT4+ntqnoaEBL1++xI0bN/Do0SMYGBhQmqHdFUHvaRBCcODAARw7dgxeXl4wNzdnWZ+ZmQkzMzM4Oztj9erVv3x8srKyCAoKYtE5/RPwL/F1Ez1VHFCT+BoNIRd7NFL6PpXXE8TEYDCgp6cHFxcXzJw5s9vH+xWoqKiAnJwcpKSk8PHjxw5Fzurq6vDx8YGmpia1jEajQU5ODnV1dYiJiWnVvSI2uwyzzr8FrQu5Qy52grsOI5rN9xYUFMDPzw+PHj3Cq1evoKOjAysrK0yaNAkqKv9tRUhJScHZs2fh6emJ0tJSsLGxUY7hP6buCCE4c+YM3NzccPr0adT3H9Itrc5Xr15h+fLllK9ee2onc+fOpbIZYWFhePLkCaKjowE0+hA2eQqOGjUKNjY2GDBgADZt2oTCwkJcvny51eOamZnBxcWFxeeyd+/eKCkpaTYvWl1dDW1tbRw+fLhVwq6trYWvry+8vLzw6tUrWFhYUJqhnTXN/ZkIDAzEnDlzsH79eqxbt45lGuTLly8wNzfH2rVrW42qfwYqKyvRt29fVFZW/tTWj67gX+LrJnqqHHykqjguzR/SAyP6uQgJCYGdnR2SkpL+CF3RjuDatWtwcHDA2bNnMXfu3Ha3l5SUxIcPH1iUPi5evIjDhw9j4MCBuH37dpv7z3Y9g3f10iDsHS8Y4eFix7YOVPjW1tbi5cuXePToEXx9fSEoKIjRo0eDh4cHb9++RWpqKmbOnImhQ4di3759yMzMRP/+/TF79mzY2NhARUUF5eXlWLx4MT5//ozbt29TpNjZ8vkfhbXr6uqwf/9+nDhxAlu2en+fxwAAL/tJREFUbMGaNWvAyckJQgg1H9cUxb169QpsbGwYOnQolark4uLCqlWrcP36dQgKClKp0bCwMPDz82Po0KF49uwZzp07hxkzZrT4ELNu3TqIi4tj8+bN1LJevXqhoqKiGVGtXLkSFRUVuHbtWvsfEBo1Q318fODl5YW4uDhMnToVtra2MDEx+SNu7JmZmZg2bRoUFRWprEwTmshv3bp1WLly5S8ZT0REBJYsWYKYmJhfcr7O4F/i6yZ6KuKrTQqCTFYgNDQ0oKmpCQ0NDWhoaEBRUfGP+FF9Dzs7OygoKGD37t2/eygdAiEE2trayMnJQW5ubpvqGoQQ8PDwoKysjNqOyWRCQ0MDFRUVuHv3LoYNG9bq/k02NtuvB+Ls2/z2SQQAD1fbFj8toa6uDo8fP8apU6fw9u1b9O7dGwwGA1ZWVrC2tsbYsWPByckJU1NTaGtro3fv3rh9+zaEhYVRVFSE8ePH49y5c80k0doqn0cDHZzcXBit3pcqn/8RdDodT58+xebNm1FUVIR+/fohPT0dgoKCFMHp6urizp07MDY2biZjFRQUhBkzZsDX15fFvSQ1NRWhoaG4fPkyoqKiwMPDg2HDhlEFMwYGBo2VtTdu4MGDB7hz5w51TC4uLlRXV7PMk7548QLz589HXFxclyqVc3Jy4O3tDS8vL6oy1M7ODrq6ur+1FYJGo2HlypV4+/Yt7t27R83JA43kZ2Zmhg0bNmDFihU/fSzXr1/HkydPcPPmzZ9+rs7iX+LrJnpijo+Hkx2OxnIw7FOFxMREJCQkUP8WFhZCRUWFIsOmf5WUlH4bIebm5kJbWxvh4eFdNvf81YiJiYGhoSHWr1/fJmHX1NRAREQENBqNWvb48WOsWbMGEhISePv2bav7MplMGBsbw9bWFitWrGiTRDjZCDg4OFh6sNoDIQRhYWHw9PSEj48PBg0ahDlz5mD69OkQEhJCVlYWHj9+jEePHuHNmzcYNmwYTE1NcerUKRw7dgyFhYVwdXXF4MGDERMTA3V1dcyePRvTp09vVsL/ffl8BY0OQR4uVGYnIyfEB88e+gBo9P2LjY1l0axMSkqCnJwcdHV1QQjB8+fPYWVlhWPHjrG0NaxcuRKqqqotpt78/PywaNEiBAYGYuDAgSzrGAwG9PX1sXz5ckhISFBRYXx8PAYNGgR1dXU8efIE8fHxVCM7JycnJZUGNKa/tbS04O7u3qznrytISkqCl5cXvLy8wMXFBTs7O8yePfu3VoaeP38eW7duxblz52BtbU0tbyK/jRs3Umo/PwsuLi7g4eHB9u3bf+p5uoJ/ia+b6IlKvrbU1KuqqpCUlNSMEPPz81slxF9RaLJv3z68ffsWDx8+/Onn6inMmTMHPj4++PLlS6uVerm5udDX18fXr1+pZaampigoKMBff/3V5tzm2bNncf36dapysQnfKmlwveSHx2HRkJRVgIHOQGjLiWH64H4dUtBPTU2Fp6cnPD09wcPDA3t7e9jZ2bU5j1ZZWQl/f3/4+vriwYMHqKiogLCwMM6fPw9ra2s0NDTA398f3t7eePz4MYYMGQIbGxtMnTq1xb67wsJCvHv3Dra2tjAzM8OnT5+QnZ0NTU1NlkhOS0uLJQVeWlqKLVu24NGjRzh8+DBsbGzAxsYGZ2dnyMrKtqoDe/PmTWzYsAFBQUHNHq6CgoIwd+5cJCcnU1F5TU0N5UaxY8cO8PPzQ0JCAkZGRrhy5QoSEhKgrq4ONjY2LFmyBEAjOfQkCCEIDw+Hl5cXVRlqZ2eHmTNn/pbK0Pfv32P69Omwt7fHX3/9RT0oZ2RkwNzcHJs2bfqpwtFTpkyBra1tq601vxP/El8PoCf7+DqK6upqJCcns5BhYmIi8vLyoKyszEKGmpqaUFJSYvHW6y7q6uowaNAgnDhxokeemn8FSkpK0K9fP4wfPx4+Pj4tbvPx40fMnDkTiYmJABpvHpMnTwY3Nzc+f/7c6kNFTk4OdHV1ERQUxOIx9+nTJzg6OqKwsBDu7u5tpkm/R1FREby9veHp6YmsrCzMnj0bc+bM6XQq7cOHD5g5cyZERUWRkJBAKc1MnDgRVlZWGDVqFAgh8PPzg7e3NwICAjBkyBBoaWmBi4uLkvWqrq6Grq4uqqqqICIigkOHDkFNTa3D36m3b99i+fLl6Nu3L86cOYNz585BTEwMGzdubHUfd3d3HDhwAKGhoc2cFaZPnw4dHZ0W+/+MjY2xfft2SEpKIjQ0FI6OjpCXl0dlZSWUlZWRnJyM27dvw8TE5KcVqDQ0NODFixfw8vLCo0ePMGTIENja2v7yytDCwkLY2NiAi4sLXl5eVOVqeno6zM3NsWXLFixfvvynnFtNTQ0+Pj7NovY/AuRfdBsxWaVEzfUpkdv8uNMvNdenJDa7tMfGUl1dTaKiosi1a9fI5s2biZWVFVFSUiI8PDxk4MCBZObMmWTnzp3kzp07JDExkdTX13f5XH5+fkRFRYXU1dX12Ph/No4cOUK4uLhIXFxci+tDQkLIsGHDqP/PmDGDDB48mBw6dKjVYzKZTDJp0iSyY8cOalltbS3Zvn07ERUVJYcPHyZ0Or3dsdXU1BBvb28yceJEIiQkROzs7MizZ886tG9LYzp9+jQRExMj3t7ehBBCdu3aRQwMDEhcXBw5fPgwMTY2Jry8vERXV5eMHj2aDBs2jAgKChJhYWEiLi5OuLm5iZGREfHw8CC1tbWEEEIyMzOJiIgIqaio6PSY6uvrycGDB4moqCgxNjYmbm5u7e6zd+9eoqGhQb59+8ayPD09nYiIiJCcnJxm+6xZs4bs37+fEEIIg8EgbGxshBBCEhISiIiICJkyZQoZPHgw4ePjIyNGjCCbNm0ivr6+pLi4uNPvqSOorq4mt27dIlZWVkRQUJDMmDGD3L9/n9BotJ9yvh9Bp9PJhg0biLy8PImKiqKWf/78mfTv35+4u7v3+Dnr6upIr169ftl77Cz+jfh6CF1RU++OVmdnUVtbi+Tk5GYp05ycHCgpKVHFNE1RorKycoecDSZNmgRjY+M2n9z/JDAYDMjLy0NYWBhxcXHN1vv6+sLd3R1+fn5IT0+nmsC/fPnSovIHANy5cwc7duxAdHQ0evXqBX9/f6xYsQLa2to4duxYs8bi78FkMhEUFARPT0/cv38f+vr6sLe3x5QpU1psCO8IKioqsGTJEqSmpuL27dtQVlZGdXU1YmNjsWbNGpSUlEBYWBiJiYmQkZGBmJgYampq8PnzZ6iqqmLq1KmwsrJC3759KbWYuLg4WFtbw8bGBu7u7hg1alSXCyQyMzNhYWGB4uJi+Pj4wMzMrM3tN23ahFevXuHFixcsTehbtmxBXl5eMxeN69evUxFsQ0MDeHh40NDQgHnz5oGfnx+nT58G0JgODg8Pp+YJw8PDISsrSxXMGBkZQVFRsUeLVUpKSig3+e8rQ01NTX+6CPydO3fg6OiIgwcPYv78+QAaXS1GjhyJrVu3YunSpT12rsTERFhbWyM1NbXHjtmT+Jf4ehDdLQf/HaitrUVKSgoSExNZSDEzMxOKiorN5hBVVFRYCDEtLQ2GhoaIi4v7Yxzk20NISAjMzc1x584dTJkyhWXdtWvX4O/vD09PT6xatQqRkZEYOnRoq04NpaWl0NTUhI+PD+Tl5eHs7IyIiAicOnWqTbWKhIQEXL9+HTdu3ICoqCjs7e0xe/bsbl/D6OhoTJs2DZqamjA0NMTHjx8RHR2NrKwsqKurY9CgQXj16hXGjh2LI0eOsJBrfX09goODqcZ5oPHBxsrKCoqKinj48CFu3ryJtLQ0EELw8OFDjBgxoks37F27diE2Nhbv37+Hubk5Dh06BHFx8Ra3JYRg+fLl+PTpE548eUJVolZWVkJVVRUPHjygrKGAxmtrbW2NT58+ob6+Hnx8fLh79y7Wrl2LmJiYVh8oGhoaEBcXRxFhaGgomEwmjIyMKDJsarvoCWRnZ+PWrVu4ceMGioqKqMpQHR2dn1YZmpiYiClTpmDUqFE4duwYlcI3NzfHtm3beoz87t69i2vXrv2xNQD/El8Po7Nq6n8qaDQaUlNTm80hfvnyBQoKCiwtF4GBgaipqYGXl9fvHnaHMXLkSMTHx+Pr168s83bHjx9HWloa3NzcMGDAALCxsSEyMrJV5YnFixeDm5sbampq+Ouvv7B8+XK4uLiAl5e32bZfv37FzZs3cf36dRQVFcHOzg5z5szBoEGDuvQeCCHIzMxEdHQ0Pnz4gAcPHiAxMRG9evWiBJmbXurq6tQN++vXrxg6dCiOHj2KadOmtXrshIQEPHr0CI8ePUJKSgosLCwwadIkqKmpYdKkSeDh4QGDwcCsWbNgY2ODwYMHd/iGvX//fpSUlGDbtm3YsWMHbty4gT179rToPgE0Rup2dnaora2Fj48P9V4uX76M8+fPIywsjDo3g8GAkJAQcnNzwcPDA0FBQYiKiuLWrVtt+v+1dn2/7yfMyMiAgYEBRYSGhoatZgI6g8TERNy8eRNeXl7g5uaGra0tbG1tf0rVdHl5OebPn4/8/Hz4+PhARkYGaWlpGDlyJFxdXanin+5g9+7dlOfiH4nflGL9n8e3ShpxD0ojTt7RZOGV98TJO5q4B6WRb5V/Zs67o6DRaCQuLo54e3sTV1dXMm3aNKKiokIAkP79+5MpU6aQbdu2ES8vLxIbG0vNDf1p+Pr1K+Hk5CQ7d+4kRZU0cvZ1Glnj/YEYbblOzLZcITO2exAD45Fk6tSprR7jxYsXREJCgmhpaREzMzOSmJjYbJuqqipy/fp1MnbsWNKnTx8yf/588uLFC9LQ0NCp8dLpdBIfH0+uXbtGnJ2diZmZGenTpw+RkpIiFhYWRF1dncjJyZHAwEDCZDLbPV5UVBQRExMjHz586ND5v379Si5cuEAmT55MBAQEiIqKClFXVyePHz8mW7duJYqKikRZWZm4urq2eB1+xKFDh4izszP1/w8fPpAhQ4aQESNGkI8fP7a4T11dHRk/fjyZM2cOYTAYhJDGObzBgwcTLy8vlm2HDx9OXr16RWpqaggHBwfLubqD0tJS8uTJE7J161ZiampK+Pj4iLa2NnF0dCReXl4kMzOzW8dnMpnk7du3ZOXKlURCQoIMHTqUHD9+nOTn5/fI+JvAYDDInj17iJSUFHn9+jUhhJBPnz4RWVlZcv78+W4f39bWlly+fLnbx/lZ+Dfi+xc9Ak9PT+zevRtubm4s7RcZGRno379/s8Z8NTW1Zs3Tvxrz1+3A00wmhNSGgY2NjaUlhTTUAWzs0Jf+v/bOPS7GtP/jn0knoSUhlc2pmkIkld1I8SwblqRJJ2H50WYtu+vZtnV6WB57aEWtFcqqsKvsZivHdSjr6SgdVEooUaGkmqbpMM31+8PT/RgdzKma1vV+veb12pm57uu+5t7cn/v7vb6Hvti62BoTRwwUObasrAwmJiZQUlJCUFAQPDw8RCyOy5cvIyIiArGxsbCxscHSpUuxYMGCdi3BV6mvr0d2djaTG5eRkYHc3Fzo6+u36QReVlYGFxcX/OMf/0BAQIBE1/TUqVP47LPPkJKSguHDh4t9HJ/Px9mzZ+Hp6QlNTU0MGjSIKZ+Wm5uLqKgoaGtrw9XVFa6urhg1alSbOQIDA1FYWIigoCDms5aWFhw8eBDbtm3DqlWrsGXLljbXq76+Hu+//z7MzMwQFBQEFovFVBPKz89nxn/yyScwMDDAsGHD4OXlBR6P12nhAmlpampCRkaGiFWopqYmsk84YcIEqXJuWyNDjx8/jtjY2C6JDP3zzz+xdOlS+Pr6YsOGDYzl969//QsrV0rfyX3y5Mk4cOAAU4RA0aDCR5ELhJAXXejd3ETCo5uamlBYWNhmD/HevXvQ19dvs4fIZrO75Ab1KseSi7Hz7G3wGwVgdbJH9ep+LCEEx48fh7e3N3R0dJCWloZBgwaBEIKsrCxERETgl19+gb6+Pjw9PeHq6sokUrfHs2fPRAQuIyMDxcXFMDExERE5MzMzkcAOQgiCg4OxdetWBAUFwdXVVarrsGPHDpw5cwbx8fESX3c/Pz/w+Xx4enoyLtHS0lI4ODhg7NixKCkpwR9//IExY8bAzc2NKaANvMh5zMrKQnBwcJt5y8vL8emnnyI1NRX79++Hg4ODyPc1NTWYOXMmHBwcmGIES5Yswbhx45hk6aNHjyImJgbXr19nirZ3B4QQ3L17V0QIy8rKMHXqVEYMra2tJS73V19fz9QMjY+Px5w5c5j2WbKmZBQXF2Px4sUwNDRESEgIysvLMXPmTGzfvh0ffvihxPMJhUKmI4Y83MBdARU+itzIysrC7NmzkZeXJ1Idvz2am5tx9+7dNnuId+/ehZ6eXruCKI61JA7SRuCunKyFs4EvIgmfPn2K27dvo7m5GcePH0dERAR4PB48PT3h4eEBNpstcjwhBCUlJW1Erqamhkn+fnk/rrOI2taozYKCAkRGRooUqpYUQgjc3NygpKSE48ePSxRUUVJSAnNzcxQXFzOiXFJSgtjYWMTGxiIxMRFTp06FoaEhnj59ikuXLsHc3Byurq6or6/HrVu3EBoa2uH8Fy5cgI+PDyZPnox9+/aJBP5UVFTA1tYWK1euxMaNG1FcXAwLCwtkZWVBX18f2dnZsLGxwapVq3DkyBHU1NRIfY1kpbKyEomJiYwQZmZmwtTUVMQqlMTirqqqYmqG3rp1C05OTvDw8ICtra3UkaF8Ph9r165FamoqoqOjQQjBzJkzsWPHDonF78GDB3j33XdRWloq1Vq6Ayp8FLny8ccfgxDChIxLSnNzM+7du9cm7aKwsBC6urptEvPZbLZET89ZD6vhejgZ/GbJO6WT5ka4DX2M8ycOYfLkySguLkZWVhacnZ3h6ekJGxsbKCkpQSAQoKCgQETgMjMzoaamJiJw5ubmTH8/ccnIyICLiwtmzZqFgIAAuVjHfD4ftra2cHR0xKZNmyQ61tnZGfb29u2mNrRWj4mJicGZM2egq6sLNpuNqqoqJCYmQktLC9988w0WLlzYYa88Pp+PXbt2ITg4GNu2bYOPjw/jNnz48CGmT5+OzZs3Y9WqVdi8eTOKi4tx7NgxhIeHY/ny5SgoKIClpSWqq6slvi5dRUNDA27cuMFYhYmJiRg4cKCIELa60V/Hw4cPmZqhFRUVcHNzg7u7u1SRoYQQHDp0CFu2bEFoaCiMjY0xc+ZMfP3111ixYoXY85w/fx7+/v64dOmSROfvTqjwUeRKVVUVTE1NceHCBUycOFFu8woEgjaCmJeXhzt37kBHR6ddQWwvbF2mKjsgUH6ci6KITZg/fz68vLyY8l2v7sfp6uq22Y+TpWwVIQQHDx7Eli1bZHJtdkRZWRmsra2xb98+ODk5iX3ctWvXsGbNGuTm5nZ6o25paUFSUhLTVaK8vBxqamowMDBgIkZdXV0xd+7cdsX89u3b8Pb2Bo/Hw8GDB5n8ysLCQtjZ2SEgIABz586FsbExgoODsXLtBgw0fx8TZzggMS0DHMf5YOtogmMhXpm47kQoFCI/P1/EPVpVVYV3332XEUJLS8vX7t/m5eUxNUPV1NSYmqGSRoYmJyeDw+Fg+fLlcHNzw+zZs7Fz504m9+91BAQE4P79+yL7t4oGFT6K3Dl06BCOHTuGhISELq9ULxAIUFRU1MZlWlBQgKFDh4qIod4YNtZeqEJTi/R/8kTQBIem/4BbWY7MzEwUFRXB2Ni4zX6cPMtS1dbWYvXq1UypLVlcm51x48YNODg44OLFizA3NxfrGEIIzM3N8d1334n0wHsde/fuxc8//4xBgwYhPT0dY8eORUNDA8rLy7FgwQK4urrivffeE8mZI4QgLCwMvr6+cHV1xddffw1NTU3GxR4WFob0okrsj78L9dEWACEQsv4XVNKaTmRnPAQ+M8a2CVhSJB4/fiwihLm5uZg4cSJjFb777rud5j0mJyfjxIkTiIyMxOjRo+Hu7g4XF5c2xcg74smTJ1iyZAnU1dWxfft2ODk54d///jeWLVv22mNXr16NSZMmdXkRbFmgwkeROy0tLbCyssLnn38Od3f3HltDUVGRiBje4A1C/Wg7sFRkeOIXNMG05T44E7QwadIkjBs3TqwKN9KSmZkJDocjV9dmZ0RFRWHjxo1ISUkR20INDQ1FdHQ04uLixD5PdHQ0wsLCcPr0aTx79gznzp1DbGwszp07By0tLRBCwOVy4ezsDHd3d0yfPp1xcVZWVsLX1xcXL17E3r174eTkhKSkJCz23QsNG08ICEuigKXeAI/HQ2pqKiOEycnJ0NHREXGPGhoatnnQFAgEuHTpEk6cOMG0enJ3d4ejo+NrH84EAgF8fX0RHR0Nf39/rFu3rl3xq6xrxKn0R8h/XIvaBgGSr13BPJtJ+NLFTuGs61ao8FG6hMTERLi4uCA/P1/q0lvyRl69EycPasbKcSoine5ffqmrq8ts6bbut2zevBmBgYFwc3OTed3isn37dpw7dw7x8fFipUfw+XwYGBggMTFR7FY8cXFxCA4ObiOWrdVjYmJi8Pvvv6O+vh59+vQBIQTu7u7w8PCAlZUVWCwWrl27Bm9vb4waNQrv+XyN/f8pQzMR/7p3Z8lAedPS0oKcnBwRq5DP54sI4eTJk0Ueyl6ODE1ISMCcOXPg7u4OBweHTh/eTp48iY8//hiff/45goKCsHv3bnh5eSHrYTX2x99Fwp0KABBJB1LrwwJYLIW1rqnwUboMLy8v6OnpYffu3T29FADAh2FpuJL/VOZ53qorge7dGPB4PNTX1zPh8q2v5uZmaGhoQENDo0NxfPX18lgWi4XDhw/j0aNH+OGHH2BqaioyrqvbThFCmIr+ERERYom4n58fGhoaEBAQINY5zp8/j4CAAFy4cKHTdeTk5CAmJgaRkZEoKCiAqqoq1NXV4eHhgQ8//BBGRkbw/e4nRNcYSGXJ91Xpg5Orpyp0FSVxefjwoYgQFhYWwsLCghHCd955h2m6++zZM6ZmaE5Ojkg3+fb2anNzc7Fo0SJMmTIFCQkJWPRFAC4/0+xV5RlfhgofpcsoLy+HmZkZEhMTYWho2NPLkZvFt2iSHgKWTOrwe4FA0K4gtvfZq69Hjx7h+vXreOutt6Cvrw8+n99mDmVlZYnFVNyxrdZqfX09ZsyYAScnJ/j5+b32mrSmNjx48EAsC//y5cvYtWsXrly5IvZ1f/z4MeLi4nDs2DEkJiZCSUkJAwcOxCiv3ShX0gZYkofyS9sWrDdQW1uL5ORkRghTU1MxcuRIEatw5MiRTDf548ePo7KyssPI0JqaGixbtgwFLUNRb/y+RA8aimZdU+GjdCn+/v64evUqzpw509NLQXDCPQRcuiNT02DS3AjtxynwnjEWixYtgra2tlzW9rJrc9++fR3ujRJC0NDQIJGYSjJWIBCIiGBpaSlGjx6NESNGvFZMDx8+DHNzc3A4nA7Htu7TXbt2DZs2bcJff/0l1fXi8/n4888/EfzzMeSOdQNLWfp91s4aQf+daG5uRlZWFiOErQ2TXxZCZWVlREVF4cSJE1BXV4e7u7tIZGhGSRU4B/4DASR/yFAk65oKH6VLaWpqgpmZGfz9/TF//vweXUtlXSNsvr0ik/Cp9lHCV+N4OHc6CufPn4e1tTU4HI5MIlhbW4s1a9YgLy8PkZGRMDY2lnp9siIQCEREMiUlBWvXrsU333wDHR2dTsW0qKgIqampsLKy6lB4VVVV0a9fP6ioqKCmpgbjxo2TyDp9ddzpgjocTCwF+kjfMUFdWQmfvmeENbbyLwityBBCUFRUJOIeLSkpgZWVFWxsbKClpYXc3FycPn0aY8aMgbu7O9L7TkbC/epubbrdFVDho3Q5Fy9ehI+PD3Jycnq8PqdMeXyv/MPl8Xg4d+4cIiMjceHCBVhbW8PFxQWLFi16beWaVjIzM+Hi4gJ7e3vs3bu3W8q1ScrJkyfxxRdfvDbS83WpDS9bq4mJifDz88PRo0eltk55PB64452gajRN5t84ps8zzB7wIrdQnJeqqmqH33V1Ck9XUlVVhaSkJEYIb968CUNDQ7z99tuo4Dag1ML7b2FdU+GjdAuOjo6wtrYWa7+oK5Glcktnrhoej4ezZ88iKioKFy5cwNSpUxlLsD0RfNm1uXfvXnh4eEjzc7qNbdu24eLFi7h69WqnDy/ipjZkZmZi2bJlyMrKknpNd+7cwcx/RULZQLycw87QY1XBRnALjY2NEr2ampravFdRUZFJOOV9rKqqqtRi3NjYiJs3b+L69ev4/TYXZYMngaUsvWgpinVNhY/SLdy/fx9WVlbIzMzstCN5dyBtrU5xN+dbRTAyMhIXL17E1KlT4eLiAkdHRwwePBhcLhdr1qxBTk4OoqKietS1KS5CoRCurq5QU1NDeHh4hzdScVMbcnNzweFwkJeXJ9V6WlpaMH36dGjO+QT5De2XO5OE1wUsiQshpI0YSiKcsohuR6/m5mYRsZRWdNOUTVFE2k+a74lrLQtdGxdNofyX0aNHw8fHB//85z/xyy+/9OhaWsVry++ZQB9lEHT8NCxNOHa/fv3A4XDA4XDA4/Fw5swZREVF4bPPPsO4ceNw//59zJ49GykpKQrp2mwPJSUlHD16FLa2tvj222/x5Zdftjuub9++WLlyJfbv399paoOKigoEAoHU69mzZw/U1NSwcMYUFF0ulGnfVl1ZCezhsosnALBYLEYoFAWhUNiuSEoquoJaFUAOZlJtQ7Psk8gItfgo3UZ9fT1MTEwQHh6OGTNm9OhakpOT4erji9mf+iPhTiVYABpeunmq9mGBxWLB3ngIfOzGyhyJRgjBjz/+iE2bNoHNZqOgoADvvPMOYwlqaWnJ9oO6idLSUlhbW2P//v1YuHBhu2PESW24f/8+Zs2ahaKiIonXkJeXB1tbW6SlpWHAEF2ZA5YUZd9J0emudKDuQLoeFhSKFGhoaOCHH37AunXrZHralwf+/v74bPliHFpqiUTfmfj0PSM4TtKF+rNCmPTl4vPZxkj0nYlgzykyix6Xy4WHhwcOHz6MtLQ0pKamorS0FCtWrMDZs2cxatQoODg44MiRI6iqqpLPD+wi9PT0EB0djVWrVnW4P/f222/D3t4e4eHhHc6joqKC5mbJn/wFAgGWLVuGnTt3YtSoUdDur4YZRkMgbTwJiwXYGw+hoicGbB1NqCnLJhnytK5lgQofpVtZvHgxtLW1cfDgwR5bw71795CQkMD0GRvcXw1rbMfApDoVg26dRNwmDtbYjpHLzTA7OxtTpkxB//79kZKSwuzn9e/fH0uWLMGpU6dQWlqK5cuXi4jgzz//jOfPn8t8/q7A0tISQUFBWLhwIZ48edLumE8++QRBQUEQCtu3xKQVvm+//RaDBg3CmjVrmM/W2o2FqpJ0yqeu3Ac+duKVWXvTcbaQfW+eAHCe3LN7/AAVPko3w2KxEBQUhO3bt6OysrJH1rBnzx6sXr1axA1XWlqKzZs3IyQkhEmyloXWqM1Zs2Zh69atOHToUIf7ee2JYFxcHEaOHIm5c+cqpAi6urrCy8sLTk5OaGhoaPP99OnToaqq2mFPNmmELysrC3v37kVoaKhocE3VA9T9FQYVlmS7Ni8CltgKkVDdG/g7Wdd0j4/SI2zYsAF8Pr/bLb/KykoYGhoiLy+P6XpNCMGiRYtgZmaGHTt2yHyO1qjNW7duISoqqk03dnGpq6tDXFwcoqKicOnSJdjY2IDD4cDR0ZGpudiTCIVCuLi4QENDA2FhYW0iPUNDQ3H69GnExsa2ObampgYjRoxAbW2tWOdqamqClZUV1q9fL9IUNSsrC3PmzEFgYCCa3rbCrrP5vbZ+ZG+gq9KBuhsqfJQeobq6GiYmJoiLi2OainYHO3bsQElJCUJCQpjPfvvtN2zevJnpki4L2dnZ4HA4sLW1xb59+6ChoSHrkgG8ENMzZ84gMjISly9fho2NDVxcXLBw4cIeFUEej4fp06djyZIl8PX1Ffmus9SG+vp6DB48GHw+X6zzbN26FRkZGYiJiWEENjMzE++//z6CgoLA4XAAANmPqvFT/F1cLahoE7DU2o9PXgFLbypdnQ7UHVDho/QYR44cQUhICFMzsKvh8/kYOXIk4uPjYWJiAgB4/vw5xo8fj5MnT2LaNOkrgBBCEBISgq+++goBAQHw9PSU17LbwOVyGUvw8uXLmDZtGjgcTo+J4KNHj2BtbY0DBw5gwYIFIt911LWhubkZffv2FSvIKT09HQ4ODsjMzISuri4AICMjAw4ODiKi9zLP6hpx6uYj5JdzUdvQDE11FbCHD4DzZMXrwN4beSF+vde6psJH6TGEQiGmTp2KdevWYenSpV1+vkOHDiE2NlbE9bZ69WooKyvjp59+knpeLpcLb29vZGdny+TalPbccXFxiIyMxJUrVzBt2jTGEhw4cGC3rSMlJQXz58/H5cuXYWZmxnzeUWoDIQRKSkoQCoWdVhVpbGyEhYUF/Pz8mOo2raL3448/wtnZuet+FKVTerV1TSiUHiQ5OZno6uqSmpqaLj1PS0sLMTIyIvHx8cxnV69eJfr6+qS6ulrqebOysoiRkRFZuXIl4fF48liq1NTW1pLjx48TR0dHoqmpSebNm0eOHj1Knj9/3i3nP3HiBDEwMCBPnjwR+Xzx4sVk//79bcb36dOHNDU1dTqnr68vWbRoEREKhYQQQm7evEmGDRtGTp06Jb+FU2SikttAghPukg2/ZpAPj6aSDb9mkOCEu6SS29DTS+sQKnyUHmfFihVk48aNXXqO06dPE0tLS+YGWl9fTwwNDcnp06elmk8oFJLDhw8TbW1tEh4eLs+lyoWampo2IhgWFtblIrh582ZiY2NDGhr+d9NLSEggbDabtLS0iIxVV1fv9GEhKSmJDBs2jBHS9PR0MnToUPLbb791zeIpbwxU+Cg9zuPHj4m2tja5fft2l53DxsaGnDx5knnv5+dHnJ2dpZqLy+USDw8PMn78eJKXlyevJXYZrSK4cOFCoqmpSebPn0/CwsJksnQ7oqWlhSxevJgsW7aMecgQCoXEzMyMXLhwQWTsgAEDOlwDj8cjRkZGJCoqihBCRY8iX6jwURSCgIAAMnv2bOZmKU8SExPJqFGjSHNzMyGEkMzMTDJkyBBSXl4u8VxZWVnE2NhYIVyb0lBTU0OOHTsmIoLh4eFyFcG6ujpibm5OvvvuO+azkJAQMn/+fJFxWlpapKKiot05NmzYQFxdXQkhhNy4cYMMHTqU/P7773JbI+XNhgofRSFoamoipqamUrseO8PJyYkEBgYSQggRCARkypQpJCQkRKI5FN21KQ2tIrhgwQKiqalJPvjgA7mJYElJCdHV1SUxMTGEkBeu5SFDhpDCwkJmzLBhw9p9+EhISCDDhw8nlZWVJC0tjYoeRe5Q4aMoDJcuXSKjRo0i9fX1cpuzsLCQaGtrEy6XSwghZM+ePcTOzk4iy5LL5RJPT89e49qUhurqahIRESEighERETIFHSUnJxNtbW2SnZ1NCHkRqLJhwwZSwW0gB+LvkhEum4nbgQSy/teb5ED8i2AILpdLRo8eTf744w+SlpZGhgwZQqKjo+X0KymUF9B0BopC4ezsjIkTJ2LLli1ymc/HxwdaWlrYuXMnioqKYGlpiaSkJBgaGop1/K1bt8DhcDBt2jQEBgbKLSFdkampqUFsbCwiIyORkJAAOzs7cDgcLFiwAJqamhLNdeLECWzatAkpKSnIKKnCh/4n0W+sJVgslkhHhdbw94H8MuhW38JXazwwb948HD58uMMuEBSKtFDhoygUDx48gIWFBdLT02FgYCDTXBUVFTAyMsLt27cxbNgwODg4wM7OrsNeci9DCEFoaCj8/Pzwww8/wMvLS6a19FZqamoQExODqKgoRgRdXFzwwQcfiC2CmzZtwpmCGjSYzkNDkwBgdVysgAiFUFNWAvevMBzc6NkmIZ5CkQdU+CgKx44dO5g6l7Kwfft2PHr0CIcPH8axY8fg7++PtLQ0qKiodHpcXV0dPvroI2RkZCAqKoqp8vKm86oI2tvbg8PhvFYEw5OKsO10FohS59f9ZVSUCLZ9MF6hqn1Q/j5Q4aMoHHw+H6ampggJCcGsWbOknqO1PJm2tjbGjx+PM2fOYMqUKZ0e1+ratLGxQVBQ0Bvh2pSGVhGMjIzEtWvXOhTBv0tRY8rfC9qWiKJw9O3bF3v27MH69eul6tkGAOHh4bC2toaJiQk+/fRTeHp6dip6ra7NmTNn4quvvkJoaCgVvU546623sHTpUsTGxuLBgwdwcnLCr7/+ihEjRsDR0REnTpwAl8vF/vi7aBBILnoA0CBowU/xd+W8cgqFWnwUBYUQgjlz5mDevHlYv369RMe2tLTAxMQEISEhqK+vx0cffYScnBz069ev3fGtrs2bN28iKioKpqam8vgJbyTV1dWMJXj9RhYGLfsRRElZ6vnUlJWQ6DuTFpamyBVq8VEUEhaLhcDAQOzcuRNPnz6V6NjY2FgMGjQI5ubm8Pb2xsGDBzsUvZycHFhaWkJFRQWpqalU9GRk4MCB8PLyQlxcHLYdPSdzU18WgFM3H8lncRTKf6HCR1FY2Gw2li1bBj8/P4mO+/7777Fx40Zs3boVM2bMwOzZs9uMIYTgyJEjsLe3x5dffokjR450KI4U6XhQ0wwBkbJd939pEAiRX86V04oolBdI74OgULqBrVu3gs1mIzU1FVZWVq8dn5iYiPLycujp6eGXX35BTk5OmzF1dXXw8fFBeno6EhISqJUnJwghqKqqQllZGUpLS5F7hwdAXeZ5axuk2+elUDqCCh9FodHU1MTu3buxbt06JCUlvbZhrb+/P9avXw9vb2/s2bMH2traIt/n5OSAw+Fg6tSpSE1NpVaemHC5XJSVlTGv0tLSNu/Ly8uhoaEBXV1d6OnpodZkIdBXtlxMANBUFz8NgkIRByp8FIVn6dKlCA4ORlhYGFasWNHhuMLCQvz1118wMzODvr4+3NzcmO8IITh69Ci++OILfP/991i+fHk3rFzxaWxsFBGw9kStrKwMLS0t0NPTg66uLiNsBgYGeOedd5j3w4cPR9++fZm5gxPuIeDSHZEKLZKirqwE9vAB8vipFAoDjeqk9ArS09Mxf/585Ofno7mPOk6lP0L+41rUNgigqa4Mto4mUk8GQh3NiIyMFKn88rJrMzIyEuPGjevhX9P1CAQCPH36tEPrrPW/uVwudHR0REStVchefq+pqdlpp/T2qKxrhM23V2QSPhrVSekKqMVH6RVYWFjA1nEp3t/1O6rUdABA5IaqplyOhn52UH9+H//35U5G9P5urk1CCJ49e/Zat2NlZSUGDx7cRshettB0dXUxePDg17qPpUW7vxpmGA3Bn7efQJrHaxYLsDceQkWPIneo8FF6BceSi5GlbQ9+kwCsdiyIRgEBS1kVjYONEF2rDNOkYgjyr/Yq1yaXy+3UOisrK2P20V61yCZMmIA5c+Yw73V0dKCs3PP/vNfajcVfhZVSVW5RV+4DH7uxXbAqypsOdXVSFJ5jycXYdfY2+M3iu8yUhAIo34pB9Pef9bhrs6GhAeXl5a91OwqFQkbQOnI9vrqP1huQ5v9fXxUlbJprQmt1UrqEnn8kpFA6IethNXadzZfopgkAQiVlKE1xRstbel20shf7aE+ePOnU5VhWVoa6ujoMHz68jZBNmDBB5P2AAQMk3kfrDbSK166z+WgQtHTq9mSxXlh6m+ayqehRugxq8VEUmtURN2TaI5pjOgzBnp0Xpn6V1n2017kdKyoqoK2t3amF1tX7aL2J7EfV+Cn+Lq4WVICFF8nprbT247M3HgIfu7G0MDWlS6HCR1FY5B0VSAhh8tHaC9lv/ay8vBz9+/fvNMpRT08Pw4YNU4h9tN7Gs7pGnLr5CPnlXNQ2NENTXQXs4QPgPFmfBrJQugUqfBSFRR55YCyhAAMfXgfvxh8oKysDgDYi9qqw9cZ9NAqFIj70cZWisOQ/rpVJ9ACAKCmDbT0L27auhK6u7t92H41CoYgPFT6KwlLbIJDLPBoDB4PNZstlLgqF0vuhO+4UhUVTXT7PZbTWI4VCeRkqfBSFha2jCTVl2f5Eaa1HCoXyKlT4KAqLs4W+zHMQAM6TZZ+HQqH8faDCR1FYWms9ShuLQms9UiiU9qDCR1Fo1tqNhbpyH6mOpbUeKRRKe1Dhoyg0E0cMxKa5bPRVkexP9UWtRzatAEKhUNpA0xkoCg+t9UihUOQJrdxC6TXQWo8UCkUeUOGj9DporUcKhSILVPgoFAqF8kZBg1soFAqF8kZBhY9CoVAobxRU+CgUCoXyRkGFj0KhUChvFFT4KBQKhfJGQYWPQqFQKG8UVPgoFAqF8kZBhY9CoVAobxRU+CgUCoXyRvH/y9OiEOydbt8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "er = nx.erdos_renyi_graph(30, 0.3)\n",
    "nx.draw(er)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "0d22884c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nxviz.plots import MatrixPlot\n",
    "\n",
    "m = MatrixPlot(er)\n",
    "m.draw()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "id": "b7e6fe11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nxviz.plots import ArcPlot\n",
    "\n",
    "a = ArcPlot(er)\n",
    "a.draw()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "id": "ea5df619",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from nxviz.plots import CircosPlot\n",
    "\n",
    "c = CircosPlot(er)\n",
    "c.draw()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "9b50d5b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "aa15a363",
   "metadata": {},
   "outputs": [],
   "source": [
    "import nxviz as nv\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "b270dd41",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nxviz.plots.ArcPlot at 0x1418bee50>"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nv.plots.ArcPlot(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "36e1df4f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nxviz.plots.CircosPlot at 0x14314e210>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(7, 7))\n",
    "nv.plots.CircosPlot(B, sort_by=\"degree\", group_by=\"bipartite\", node_color_by=\"bipartite\", node_enc_kwargs={\"size_scale\": 3})\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "3fdebcb0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<nxviz.plots.MatrixPlot at 0x14182c6d0>"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nv.plots.MatrixPlot(B)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b79fbc7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e00b05da",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e59f0d6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "56d90dc5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c0104496",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c202ed24",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e7b8dc0",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8633d62d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "787be0ee",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "357c2b71",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fbf7bbb6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04f4705b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1649ae90",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}