TACTIC_tutorial.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TACTIC Application Tutorials\n",
    "\n",
    "This notebook provides quick tutorials on 2 use cases for the already built `TACTIC` model: \n",
    "\n",
    "1. Predicting drug interaction outcomes for new strains*\n",
    "2. Predicting drug interaction outcomes for new drug combinations+\n",
    "\n",
    "*based on strains available through [OrtholugeDB](https://ortholugedb.ca/)  \n",
    "+based on the drug selection available in the omics data used to train the TACTIC model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Table of Contents: \n",
    "\n",
    "[0. Set up environment](#heading_0)  \n",
    "[1. Predicting outcomes for new strains](#heading_1)  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;[1.1 Obtain orthology data via OrtholugeDB](#heading_1_1)  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;[1.2 Create orthology maps](#heading_1_2)  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;[1.3 Determine predictions for *K. pneumoniae* strains in LB (runtime: ~10 minutes)](#heading_1_3)  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;[1.4 Example analyses](#heading_1_4)  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[1.4.1 Strain-to-strain similarity](#heading_1_4_1)  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[1.4.2 Narrow-spectrum synergies](#heading_1_4_2)  \n",
    "[2. Predicting outcomes for new drug combinations](#heading_2)  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;[2.1 Determine predictions for 86 new drug pairs (runtime: ~4 minutes)](#heading_2_1)  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;[2.2 Determine predictions for 3655 three-way combinations (runtime: ~)](#heading_2_2)  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 0. Set up environment <a class='anchor' id='heading_0'></a>\n",
    "\n",
    "Import dependencies:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Data handling\n",
    "import math\n",
    "import pickle\n",
    "import webbrowser\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy import sparse\n",
    "from indigopy.core import featurize\n",
    "from urllib.request import urlopen\n",
    "from itertools import compress, combinations\n",
    "\n",
    "# Data visualization\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load already saved TACTIC data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Runtime: ~1 minute\n",
    "link = 'https://www.dropbox.com/scl/fi/38ewb000ihqcg6wev41g3/TACTIC_data_master.pkl?rlkey=zvxnt71ejj5ucexgpr1plmyvg&dl=1'\n",
    "ecoli, mtb, master, out = pickle.load(urlopen(link))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Extract data of interest:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The TACTIC model was built on drug interactions involving 86 drugs and 12 strains\n"
     ]
    }
   ],
   "source": [
    "# Stressors and strains already evaluated in TACTIC\n",
    "drugs = [d for d in out['drugs'] if d not in ('GLUCOSE', 'GLYCEROL')]\n",
    "strains = out['strains']\n",
    "\n",
    "# Already trained TACTIC model\n",
    "model = out['model']['TACTIC']\n",
    "\n",
    "# Print summaries\n",
    "print('The TACTIC model was built on drug interactions involving {} drugs and {} strains'.format(len(drugs), len(strains)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Predicting outcomes for new strains <a class='anchor' id='heading_1'></a>\n",
    "\n",
    "In the TACTIC study, we predicted drug interaction outcomes in emerging pathogens relating to respiratory (e.g., *M. smegmatis*) and eye (e.g., *P. aeruginosa*) infections. The already built TACTIC model can be extended to predict outcomes in other strains, given that orthology data against the *E. coli* MG1655 and *M. tb* H37Rv genomes is available for the new strain. In this tutorial, we show how to predict strain-specific outcomes in *Klebsiella pneumoniae*, one of the [ESKAPE pathogens](https://pubmed.ncbi.nlm.nih.gov/38831030/). "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Obtain orthology data via OrtholugeDB <a class='anchor' id='heading_1_1'></a>\n",
    "\n",
    "[OrtholugeDB](https://ortholugedb.ca/) is a database that provides orthology comparisons between bacteria based on their genomes. The code below opens the [webpage](https://ortholugedb.ca/?page=matrix-setup) where we can extract orthology data between reference and comparison genomes: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Open genome comparison webpage in OrtholugeDB\n",
    "webbrowser.open('https://ortholugedb.ca/?page=matrix-setup')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div>\n",
    "<img src='./data/sample/images/0_OrtholugeDB_setup.png' width='1000'/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this tutorial, our reference genomes are *E. coli* MG1655 and *M. tb* H37Rv. We will use the webpage above to collect gene orthology information for both references. Starting with *E. coli* MG1655, we can type the keyword `mg1655` to quickly find the reference genome: \n",
    "\n",
    "<div>\n",
    "<img src='./data/sample/images/1_MG1655_reference.png' width='1000'/>\n",
    "</div>\n",
    "\n",
    "Next, we add *M. tb* H37Rv as the first comparison genome (keyword: `h37rv`): \n",
    "\n",
    "<div>\n",
    "<img src='./data/sample/images/2_H37Rv_comparison.png' width='1000'/>\n",
    "</div>\n",
    "\n",
    "We can then search for the available *K. pneumoniae* strains by typing `klebsiella pneumoniae` as a keyword for the comparison genomes: \n",
    "\n",
    "<div>\n",
    "<img src='./data/sample/images/3_Kpneumoniae_comparisons.png' width='1000'/>\n",
    "</div>\n",
    "\n",
    "Once we have all genomes of interest selected, we can advance to the next step where we specify the level of orthology information desired. For TACTIC, we recommend leaving the default options: \n",
    "\n",
    "<div>\n",
    "<img src='./data/sample/images/4_gene_filter.png' width='1000'/>\n",
    "</div>\n",
    "\n",
    "The results page should look like the following: \n",
    "\n",
    "<div>\n",
    "<img src='./data/sample/images/5_results_page.png' width='1000'/>\n",
    "</div>\n",
    "\n",
    "We can download the gene orthology data for *E. coli* MG1655 in either CSV or TAB (recommended) format. To collect gene orthology information for *M. tb* H37Rv as the reference, we can go back to step 1 and specify `h37rv` as the reference genome keyword while selecting `mg1655` to be one of the comparison genomes: \n",
    "\n",
    "<div>\n",
    "<img src='./data/sample/images/6_H37Rv_reference.png' width='1000'/>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Create orthology maps <a class='anchor' id='heading_1_2'></a>\n",
    "\n",
    "Using the downloaded files from OrtholugeDB, we can define orhtology maps for each reference strain in the following manner: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of orthologs for K. pneumoniae HS11286 against MG1655 reference: 3048\n",
      "Number of orthologs for K. pneumoniae KCTC 2242 against MG1655 reference: 3061\n",
      "Number of orthologs for M. tuberculosis H37Rv against MG1655 reference: 1124\n",
      "Number of orthologs for K. pneumoniae 1084 against MG1655 reference: 3037\n",
      "Number of orthologs for K. pneumoniae NTUH-K2044 against MG1655 reference: 3068\n",
      "Number of orthologs for K. pneumoniae 342 against MG1655 reference: 3059\n",
      "Number of orthologs for K. pneumoniae MGH 78578 against MG1655 reference: 3027\n",
      "Number of orthologs for K. pneumoniae 1084 against H37Rv reference: 1101\n",
      "Number of orthologs for K. pneumoniae 342 against H37Rv reference: 1107\n",
      "Number of orthologs for K. pneumoniae MGH 78578 against H37Rv reference: 1102\n",
      "Number of orthologs for E. coli MG1655 against H37Rv reference: 1064\n",
      "Number of orthologs for K. pneumoniae KCTC 2242 against H37Rv reference: 1129\n",
      "Number of orthologs for K. pneumoniae NTUH-K2044 against H37Rv reference: 1116\n",
      "Number of orthologs for K. pneumoniae HS11286 against H37Rv reference: 1126\n"
     ]
    }
   ],
   "source": [
    "# Load orthology data\n",
    "orthoDB = {\n",
    "    'MG1655': pd.read_csv('./data/sample/MG1655_orthologs.txt', sep='\\t'), \n",
    "    'H37Rv': pd.read_csv('./data/sample/H37Rv_orthologs.txt', sep='\\t')\n",
    "}\n",
    "\n",
    "# Define orthology map for each reference\n",
    "ortho_map = {}\n",
    "for key, value in orthoDB.items(): \n",
    "    # Re-format orthology data\n",
    "    jx = [1, 3] + [x for x in range(4, value.shape[1], 3)]\n",
    "    df = value.copy().iloc[:, jx]\n",
    "    df.columns = [s.split(' - ')[0].upper() if 'comparison' in s else s for s in df.columns]\n",
    "    # Extra step for M. tb H37Rv\n",
    "    df.iloc[:, 0] = [s.replace('RVBD_', 'Rv') for s in df.iloc[:, 0]]\n",
    "    # Create orthology map\n",
    "    ortho_map[key] = {}\n",
    "    for i in range(2, df.shape[1]): \n",
    "        # Define strain name\n",
    "        cname = df.columns[i]\n",
    "        if 'MG1655' in cname: \n",
    "            strain = 'E. coli MG1655'\n",
    "        elif 'H37RV' in cname: \n",
    "            strain = 'M. tuberculosis H37Rv'\n",
    "        else: \n",
    "            strain = 'K. pneumoniae ' + cname.split('PNEUMONIAE ')[-1]\n",
    "        # Determine orthologs\n",
    "        ortho_map[key][strain] = list(compress(df.iloc[:, 0], (df.iloc[:, i] != '0').values))\n",
    "        print('Number of orthologs for {} against {} reference: {}'.format(strain, key, len(ortho_map[key][strain])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3 Determine predictions for *K. pneumoniae* strains in LB (runtime: ~10 minutes) <a class='anchor' id='heading_1_3'></a>\n",
    "\n",
    "Next, we can predict drug interaction outcomes for all pairwise combinations between 86 drugs across all *K. pneumoniae* strains:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:337: UserWarning: Interaction entries do not match profile names, but key provided\n",
      "  warn('Interaction entries do not match profile names, but key provided')\n",
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:351: UserWarning: Not all feature names are unique. Enforcing unique entries for output\n",
      "  warn('Not all feature names are unique. Enforcing unique entries for output')\n",
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:406: UserWarning: Drug profile information missing for 10950 interactions\n",
      "  warn('Drug profile information missing for {} interactions'.format(len(interactions) - len(ixn_list)))\n",
      "Defining INDIGO features: 100%|██████████| 21930/21930 [02:27<00:00, 148.63it/s]\n",
      "Mapping orthologous genes: 100%|██████████| 6/6 [00:48<00:00,  8.02s/it]\n",
      "Defining INDIGO features: 100%|██████████| 21930/21930 [04:00<00:00, 91.05it/s] \n",
      "Mapping orthologous genes: 100%|██████████| 6/6 [00:22<00:00,  3.78s/it]\n"
     ]
    }
   ],
   "source": [
    "# Determine all possible 2-way interactions\n",
    "interactions = []\n",
    "for k in range(2, 3):\n",
    "    interactions.extend(combinations(drugs, k))\n",
    "interactions = [list(i) for i in interactions]\n",
    "\n",
    "# Define K. pneumoniae strains\n",
    "Kp_strains = sorted([s for s in ortho_map['MG1655'].keys() if s.startswith('K.')])\n",
    "\n",
    "# Define model inputs\n",
    "i_list = len(Kp_strains) * interactions\n",
    "s_list = sorted(len(interactions) * Kp_strains)\n",
    "\n",
    "# Define phenotype data\n",
    "p1, p2  = ecoli['omics'].iloc[:, 1:].to_dict('list'), mtb['omics'].iloc[:, 1:].to_dict('list')\n",
    "g1, g2  = ecoli['omics']['Gene'].tolist(), mtb['omics']['Gene'].tolist()\n",
    "\n",
    "# Determine ML features\n",
    "f1      = featurize(i_list, p1, feature_names=g1, key=ecoli['key'], strains=s_list, orthology_map=ortho_map['MG1655'])\n",
    "f2      = featurize(i_list, p2, feature_names=g2, key=mtb['key'], strains=s_list, orthology_map=ortho_map['H37Rv'])\n",
    "d1, d2  = f1['feature_df'].to_numpy().transpose(), f2['feature_df'].to_numpy().transpose()\n",
    "\n",
    "# Re-format ML features\n",
    "x1      = np.zeros([d2.shape[0], d1.shape[1]], dtype=d2.dtype)\n",
    "x1[np.array(f1['idx'])] = d1[np.array(f1['idx'])]\n",
    "idx1    = [f in master['df'].index for f in list(f1['feature_df'].index)]\n",
    "idx2    = [f in master['df'].index for f in list(f2['feature_df'].index)]\n",
    "s1, s2  = sparse.csr_matrix(x1[:, np.array(idx1)]), sparse.csr_matrix(d2[:, np.array(idx2)])\n",
    "X       = sparse.hstack((s1, s2))\n",
    "\n",
    "# Determine predictions\n",
    "Kp_predictions = model.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert prediction data into dataframe\n",
    "ixns    = [', '.join(ixn) + ', LB' for ixn in i_list]\n",
    "Kp_df   = pd.DataFrame({'Strain': s_list, 'Interaction': ixns, 'Prediction': Kp_predictions})\n",
    "Kp_df   = Kp_df.pivot_table(index='Interaction', columns='Strain', sort=False)['Prediction']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.4 Example analyses <a class='anchor' id='heading_1_4'></a>\n",
    "\n",
    "Based on the predictions we determined, we can carry out several analyses. Here we go over two examples: \n",
    "\n",
    "1. Evaluating the similarity in *K. pneumoniae* predictions against predictions previously determined in other strains  \n",
    "2. Determining narrow-spectrum synergy predictions for *K. pneumoniae* strains compared to commensal bacteria\n",
    "\n",
    "Before we begin, we will extract data that was previously generated using TACTIC: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extract previously determined predictions\n",
    "lb_df       = out['landscape']['lb'].copy()\n",
    "\n",
    "# Define commensal strains\n",
    "commensal   = [s for s in lb_df.columns if '.' not in s]\n",
    "lb_df.columns  = [s[0] + '. ' + s.split(' ', 1)[-1] if s in commensal else s for s in lb_df.columns]\n",
    "commensal   = [s[0] + '. ' + s.split(' ', 1)[-1] for s in commensal]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.4.1 Strain-to-strain similarity <a class='anchor' id='heading_1_4_1'></a>\n",
    "\n",
    "Below is an example on how to vizualize the correlation heatmap for strain-to-strain prediction comparisons: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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EpEBYyBMREREREREpEBbyRERERERERAqEhTwRERERERGRAmEhT0RERERERKRAWMgTERERERERKRCVj9k5PRvIlckAGZArA2QyGWR42yaT/e9/hZ/xdowwtpD9ZLL3xpWwL+ed9hyZDLn/Pz7vs0z2Xh/e7Xs7Nu/nHBmQkytDdu7b/XJk7/ycK0N2LoSY2bky5Px/X7ZMhpzct2Py4uXm/v/x8sbh//uF/WTCuLz4Of+/j0wmEz7LZHgb6//3yfv5/c//G5f7v5g58uNkws+5kP3/WJlMVvDP7419/2fk5vxvk+W+8/M7fTnv9+W+t58MaeeXfezfNRERERER0WeLd+SJiIiIiIiIFAgLeSIiIiIiIiIFwkKeiIiIiIiISIGwkCciIiIiIiJSICzkiYiIiIiIiBQIC3kiIiIiIiIiBcJCnoiIiIiIiEiBsJAnIiIiIiIiUiAs5ImIiIiIiIgUCAt5IiIiIiIiIgXCQp6IiIiIiIhIgbCQJyIiIiIiIlIgLOSJiIiIiIiIFAgLeSIiIiIiIiIFwkKeiIiIiIiISIGwkCciIiIiIiJSICzkiYiIiIiIiBQIC3kiIiIiIiIiBaJS0QkQEVHJ+fn5IT09vaLTEMXDhw/h4+NT0WmIQl1dHYGBgRWdBhERESk4FvJERAooPT0dwcHBFZ0GldDneoGCiIiIyhen1hMREREREREpEBbyRERERERERAqEhTwRERERERGRAmEhT0RERERERKRAWMgTERERERERKRAW8kREREREREQKhIU8ERERERERkQJhIU9ERERERESkQFjIExERERERESkQlY/ZWV0FACTvtEgKGVk6GRkZCAwMhJ+fH6RSaZnG/tR9qeeekZGBgICAL+68iYiIiIiIiuuTviOfkZGBmTNnIiMjo6JTKXdf6rl/qedNRERERERUXJ90IU9ERERERERE8j5qaj0REQD4+fkhPT1dlNgPHz6Ej4+PKLEBQF1dHYGBgaLFJyIiIiIqayzkieijpaenIzg4uKLTKBUxLxIQEREREYmBU+uJiIiIiIiIFAgLeSIiIiIiIiIFwkKeiIiIiIiISIGwkCciIiIiIiJSICzkiYiIiIiIiBQIC3kiIiIiIiIiBcJCnoiIiIiIiEiBsJAnIiIiIiIiUiAs5ImIiIiIiIgUyCddyEulUvj7+0MqlVZ0KuXuSz33L/W8iYiIiIiIikulohMoilQqRUBAQEWnUSG+1HP/Us+biIiIiIiouD7pO/JEREREREREJI+FPBEREREREZECYSFPREREREREpEBYyBMREREREREpkAov5FesWAFTU1Ooq6vDwcEBp0+fLnL8s2fP4OnpCUNDQ0ilUlhYWGDPnj3llG3ZKel5L1myBJaWltDQ0ICxsTF8fHyQnp5eTtmWnSNHjqBLly4wMjKCRCLB9u3bP7hPTEwMmjRpAqlUinr16iE8PFz0PImIiIiIiD5VFVrIb9y4Eb6+vvD398f58+fRuHFjuLi44OHDhwWOz8zMRIcOHZCcnIw///wTCQkJ+O2331CzZs1yzvzjlPS8169fj8mTJ8Pf3x/Xrl1DSEgINm7ciClTppRz5h/v9evXaNy4MVasWFGs8bdv34abmxvatWuHuLg4jB07FsOGDcPevXtFzpSIiIiIiOjTVKGvn1u8eDGGDx+OwYMHAwB++eUX7N69G6GhoZg8eXK+8aGhoXjy5AmOHz8OVVVVAICpqWl5plwmSnrex48fh6OjI/r37w/g7Tn369cPp06dKte8y0KnTp3QqVOnYo//5ZdfUKdOHQQFBQEAGjRogGPHjiE4OBguLi5ipUlERERERPTJqrA78pmZmTh37hycnZ3/l4ySEpydnXHixIkC99m5cydatmwJT09P1KhRA40aNcLcuXORk5NTXml/tNKcd6tWrXDu3Dlh+v2tW7ewZ88efPPNN+WSc0U6ceKE3HcFAC4uLoV+V0RERERERJ+7Crsj/+jRI+Tk5KBGjRpy7TVq1MD169cL3OfWrVuIjo7GgAEDsGfPHty8eROjR49GVlYW/P39yyPtj1aa8+7fvz8ePXqEr776CjKZDNnZ2Rg1apRCTq0vqQcPHhT4Xb148QJpaWnQ0NCooMyIiIiIiIgqRoUvdlcSubm5qF69On799VfY29ujT58+mDp1Kn755ZeKTk1UMTExmDt3LlauXInz589j69at2L17N2bPnl3RqREREREREVE5q7A78tWqVYOysjL+/fdfufZ///0XBgYGBe5jaGgIVVVVKCsrC20NGjTAgwcPkJmZCTU1NVFzLgulOe/p06fj+++/x7BhwwAA1tbWeP36NUaMGIGpU6dCSUmhrseUiIGBQYHflY6ODu/GE33G/Pz8FPLNHB/y8OFD+Pj4VHQaolBXV0dgYGBFp0FERPRFqLBCXk1NDfb29jh48CC6d+8O4O0d94MHD8LLy6vAfRwdHbF+/Xrk5uYKxeuNGzdgaGioEEU8ULrzfvPmTb5iPe9ihkwmEzXfitayZct8rxfcv38/WrZsWUEZEVF5SE9PR3BwcEWnQSXwuV6gICIi+hRV6Kr1vr6+GDRoEJo2bYrmzZtjyZIleP36tbCau7u7O2rWrClc4f/hhx+wfPlyjBkzBj/++CMSExMxd+5ceHt7V+RplFhJz7tLly5YvHgx7Ozs4ODggJs3b2L69Ono0qWL3OwERfDq1SvcvHlT+Hz79m3ExcWhSpUqqF27Nvz8/HDv3j2sXbsWADBq1CgsX74cEydOxJAhQxAdHY1NmzZh9+7dFXUKRESfhE9t1sKnNtuAMwSIiOhzVqGFfJ8+ffDff/9hxowZePDgAWxtbREVFSUsbpaSkiJ3J9rY2Bh79+6Fj48PbGxsULNmTYwZMwaTJk2qqFMolZKe97Rp0yCRSDBt2jTcu3cP+vr66NKlC+bMmVNRp1BqZ8+eRbt27YTPvr6+AIBBgwYhPDwcqampSElJEfrr1KmD3bt3w8fHB0uXLkWtWrWwZs0avnqOiL54nLVQtE/pogIREVFZq9BCHgC8vLwKnVIeExOTr61ly5Y4efKkyFmJryTnraKiAn9/f4VZmb8oTk5ORT4OEB4eXuA+Fy5cEDErIiIiIiIixfH5rpJGRERERERE9BliIU9ERERERESkQFjIExERERERESkQFvJERERERERECoSFPBEREREREZECYSFPREREREREpEBYyBMREREREREpEBbyRERERERERAqEhTwRERERERGRAmEhT0RERERERKRAWMgTERERERERKRCVik6AiIiIPi1+fn5IT0+v6DQ+ysOHD+Hj41PRaXw0dXV1BAYGVnQaRET0iWEhT0RERHLS09MRHBxc0WkQ8FlcjCAiorLHqfVERERERERECoSFPBEREREREZEC4dR6IqJPREmeSy7p8798zpaIiIjo88FCnojoEyHmc8l8zpaIiIjo88Gp9UREREREREQKhIU8ERERERERkQLh1HoiIiL6IpVkXYqKUtL1MMob198gIqoYLOSJiIjoiyTmuhRfik/5IgMR0eeMhTwRERHRZ0zMmQdizhjg3X4iosKxkCciIiL6jCnqzAPe7SciKhwXuyMiIiIiIiJSILwjT0REH0WMabtlPV2XU3SJiIjoc8JCnoiIPooiTNvlFF3Fxee7iYiI8mMhT0RERJ8sRbhQVBBePCIiIjGxkCciIiKiUhNr1gRnTBARFY6FPBERERGVmiLOmuCMCSJSdFy1noiIiIiIiEiBsJAnIiIiIiIiUiCcWk9En5WSPqtZkmcw+UwlEREREX0KWMgT0WdFzGc1+UwlEREREX0KWMgTERERFUNJZvyUdMV1zvgpmKKtiM/fIxGVFxbyREREVG7EfPwFELeQ4oyf8ifmdy7GRYKUlBThd3nt2jXk5uZ+VDx9fX1Ur179o/PiBQaiz49EJpPJKjoJIiIiIiIiIioerlpPREREREREpEA4tZ4+W6ckZR/TQQYkSUQIDKCuTAYNOy9RYgNA2oXlSM8WJ7a6CkSNffneK3GCA2hUUwtxKS9FiW1bWxt1x/0tSuykoE4w9twhSmwA+GdFNwyJvCRK7NC+1hgsUuwwEWOLHT+srzW6/npGlNg7RzTDnIM3RYkNAFPb18PkPTdEiT3vGwtMESn23G8sMPuAON/LdOd6mHswSZTYADClfV1M3J0gSuwFbpaYsEuc2As7W2L01quixAaAld9aYdxf4uQe1EXc72XsjuuixAaAJd3qw3enOPEXd60vSlwiKhrvyBMREREREREpEBbyRERERERERAqEhTwRERERERGRAmEhT0RERERERKRAWMgTERERERERKRAW8kREREREREQKhIU8ERERERGJ7r///sMPP/yA2rVrQyqVwsDAAC4uLoiNja3o1Crc3bt3oaamhkaNGgltAQEBkEgkRW4AkJmZiQULFqBx48aoVKkSqlWrBkdHR4SFhSErK0uI9+DBA/z4448wMzODVCqFsbExunTpgoMHDxaa12+//YbWrVujcuXKqFy5MpydnXH69Gm5Mf/++y88PDxgZGSESpUqwdXVFYmJiUL/kydP8OOPP8LS0hIaGhqoXbs2vL298fz5c7k43t7esLe3h1Qqha2tbb5cEhIS0K5dO9SoUQPq6uowMzPDtGnT5M7xS8L3yBMRERERkeh69uyJzMxMREREwMzMDP/++y8OHjyIx48fV3RqyMzMhJqaWoUdPzw8HL1798aRI0dw6tQpODg4YPz48Rg1apQwplmzZhgxYgSGDx8utGVmZsLFxQXx8fGYPXs2HB0doaOjg5MnT2LRokWws7ODra0tkpOT4ejoCD09PSxcuBDW1tbIysrC3r174enpievXrxeYV0xMDPr164dWrVpBXV0d8+fPR8eOHXHlyhXUrFkTMpkM3bt3h6qqKnbs2AEdHR0sXrwYzs7OuHr1KjQ1NXH//n3cv38fixYtgpWVFe7cuYNRo0bh/v37+PPPP+WON2TIEJw6dQoXL17Ml4uqqirc3d3RpEkT6OnpIT4+HsOHD0dubi7mzp1bRr8JxcFCnoiIiIiIRPXs2TMcPXoUMTExaNu2LQDAxMQEzZs3L1GcnJwcjBgxAtHR0Xjw4AFq166N0aNHY8yYMcIYJycn2NraYsmSJUJb9+7doaenh/DwcACAqakphg4disTERGzfvh3ffvstwsPDcezYMfj5+eHs2bOoVq0aevTogcDAQGhqagIAJBIJtm3bhu7duwux9fT0sGTJEnh4eCAzMxO+vr7YsmULnj59iho1amDUqFHw8/Mr9JxkMhnCwsKwcuVK1KpVCyEhIXBwcICWlha0tLSEccrKytDW1oaBgYHQtmDBAhw5cgRnz56FnZ2d0G5mZobvvvsOmZmZAIDRo0dDIpHg9OnTwrkAQMOGDTFkyJBCc1u3bp3c5zVr1mDLli04ePAg3N3dkZiYiJMnT+Ly5cto2LAhAGDVqlUwMDDAhg0bMGzYMDRq1AhbtmwRYtStWxdz5szBwIEDkZ2dDRWVtyXpsmXLALyduVFQIW9mZgYzMzPhs4mJCWJiYnD06NFC8/+ccWo9ERERERGVSkZGBl68eCG3ZWRk5BuXV5Ru3769wP7iys3NRa1atbB582ZcvXoVM2bMwJQpU7Bp06YSx1q0aBEaN26MCxcuYPr06UhKSoKrqyt69uyJixcvYuPGjTh27Bi8vLyKHXPZsmXYuXMnNm3ahISEBKxbtw6mpqZF7nPo0CG8efMGzs7OGDhwICIjI/H69etiHW/dunVwdnaWK+LzqKqqQlNTE0+ePEFUVBQ8PT3livg8enp6xToWALx58wZZWVmoUqUKAAi/S3V1dWGMkpISpFIpjh07Vmic58+fQ0dHRyjiS+PmzZuIiooSLgx9aT7JO/J+fn5IT0+v6DRIQQUHB1d0CkRERERfhMDAQMycOVOuzd/fHwEBAXJtKioqCA8Px/Dhw/HLL7+gSZMmaNu2Lfr27QsbG5tiH09VVVXueHXq1MGJEyewadMm9O7du0S5f/311xg3bpzwediwYRgwYADGjh0LADA3N8eyZcvQtm1brFq1Sq5YLUxKSgrMzc3x1VdfQSKRwMTE5IP7hISEoG/fvlBWVkajRo1gZmaGzZs3w8PD44P7JiYmwsnJqcgxN2/ehEwmQ/369T8Y70MmTZoEIyMjODs7AwDq16+P2rVrw8/PD6tXr4ampiaCg4Nx9+5dpKamFhjj0aNHmD17NkaMGFGqHFq1aoXz588jIyMDI0aMwKxZs0p9Porskyzk09PTWYwREREREX3i/Pz84OvrK9cmlUoLHNuzZ0+4ubnh6NGjOHnyJP7++28sWLAAa9asKVbRmmfFihUIDQ1FSkoK0tLSkJmZWeDiaB/StGlTuc/x8fG4ePGi3HRymUyG3Nxc3L59Gw0aNPhgTA8PD3To0AGWlpZwdXVF586d0bFjx0LHP3v2DFu3bpW7ez1w4ECEhIQU6zuRyWRlMqY45s2bh8jISMTExAgXNVRVVbF161YMHToUVapUgbKyMpydndGpU6cCj/vixQu4ubnBysoq38We4tq4cSNevnyJ+Ph4TJgwAYsWLcLEiRM/5tQU0idZyBMRERER0adPKpUWWrgXRF1dHR06dECHDh0wffp0DBs2DP7+/sUu5CMjIzF+/HgEBQWhZcuW0NbWxsKFC3Hq1ClhjJKSUr4isqCVzd+fZv7q1SuMHDkS3t7e+cbWrl0bwNtn5IuK3aRJE9y+fRt///03Dhw4gN69e8PZ2Tnfom551q9fj/T0dDg4OAhteRcPbty4AQsLi8K+CgCAhYVFoQvV5TE3N4dEIvnguKIsWrQI8+bNw4EDB/LNoLC3t0dcXByeP3+OzMxM6Ovrw8HBId+FkpcvX8LV1RXa2trYtm0bVFVVS5WLsbExAMDKykpYM2HcuHFQVlYu3ckpKD4jT0REREREFcLKyqrYz4MDQGxsLFq1aoXRo0fDzs4O9erVQ1JSktwYfX19uWndOTk5uHz58gdjN2nSBFevXkW9evXybXkr2r8fOzExEW/evJGLo6Ojgz59+uC3337Dxo0bsWXLFjx58qTAY4aEhGDcuHGIi4sTtvj4eLRu3RqhoaEfzLl///44cOAALly4kK8vKysLr1+/RpUqVeDi4oIVK1YU+F0/e/asyGMsWLAAs2fPRlRUVL7i/F26urrQ19dHYmIizp49i27dugl9L168QMeOHaGmpoadO3cW6zGF4sjNzUVWVhZyc3PLJJ4iYSFPRERERESievz4Mb7++mv88ccfuHjxIm7fvo3NmzdjwYIFcgWfu7t7kSu8m5ub4+zZs9i7dy9u3LiB6dOn48yZM3Jjvv76a+zevRu7d+/G9evX8cMPP3ywWAXePv99/PhxeHl5IS4uDomJidixY4fcYndff/01li9fjgsXLuDs2bMYNWqU3J3lxYsXY8OGDbh+/Tpu3LiBzZs3w8DAoMAF5eLi4nD+/HlhZfd3t379+iEiIgLZ2dlF5jx27Fg4Ojqiffv2WLFiBeLj43Hr1i1s2rQJLVq0EN7nvmLFCuTk5KB58+bYsmULEhMTce3aNSxbtgwtW7YsNP78+fMxffp0hIaGwtTUFA8ePMCDBw/w6tUrYczmzZsRExODW7duYceOHejQoQO6d+8uPFKQV8S/fv0aISEhePHihRAnJydHiHPz5k3ExcXhwYMHSEtLEy5s5K28v27dOmzatAnXrl0TztHPzw99+vQp9d19Rcap9UREREREJCotLS04ODggODgYSUlJyMrKgrGxMYYPH44pU6YI41JSUqCkVPi9xpEjR+LChQvo06cPJBIJ+vXrh9GjR+Pvv/8WxgwZMgTx8fFwd3eHiooKfHx80K5duw/maGNjg8OHD2Pq1Klo3bo1ZDIZ6tatiz59+ghjgoKCMHjwYLRu3RpGRkZYunQpzp07J/Rra2tjwYIFSExMhLKyMpo1a4Y9e/YUeE4hISGwsrIqcBG6Hj16wMvLC3v27EHXrl0LzVkqlWL//v0IDg7G6tWrMX78eFSqVAkNGjSAt7c3GjVqBODtq9vOnz+POXPmYNy4cUhNTYW+vj7s7e2xatWqQuOvWrUKmZmZ6NWrl1z7uwsapqamwtfXF//++y8MDQ3h7u6O6dOnC2PPnz8vPPpQr149uTi3b98WVvUfNmwYDh8+LPTlrcSfN0ZFRQXz58/HjRs3IJPJYGJiAi8vL/j4+BSa/+eMhTwREREREYlKKpUiMDAQgYGBRY6LiYn5YJywsDCEhYXJtb8bV1VVFStXrsTKlSsLjZOcnFxge7NmzbBv375C9zMyMsLevXvl2t692z98+HAMHz68iDP4n59//rnQPgMDA7m71UDhOUulUkyePBmTJ08u8niGhoZYvnw5li9fXqz8ijrmu7y9vQtcVyCPk5NTsRbc+9Dvvk+fPnIXVb50nFpPREREREREpEBYyBMREREREREpEBbyRERERERERAqEhTwRERERERGRAmEhT0RERERERKRAWMgTERERERERKRCJrDjvAihnPj4+CA4Orug0iIiIiIiIiD45fI88fbZOSco+poMMSJKIEBhAXZkM6dmihAYAqKsAGnZeosROu7Bc3NjtZosSGwDSDk2HxtdzxIkdPRVT9twQJfbcbywQdPiWKLEBYFxbM6w/f1eU2P2b1MLuyw9Fie3WqLposcWO79aoOtr/fEKU2Ad/bIkftlwVJTYArOpphcVHxPl79G1jhoUx4sSe4GSGqX+L88/onE4WCNiXKEpsAAjoaI4Bv8eJEnvd97YY+ecVUWKv7tUQgyMviRIbAML6WmOISPFD+1rDff1FUWKv7W8jWuy8+B4bxIkf3s9GlLhEVDROrSciIiIiIiJSICzkiYiIiIiIiBQIC3kiIiIiIiIiBcJCnoiIiIiIiEiBsJAnIiIiIiIiUiAs5ImIiIiI6Ivi5OSEsWPHVnQaBQoICICtrW2ZxZNIJNi+fXuZxaNPAwt5IiIiIiISnYeHByQSCUaNGpWvz9PTExKJBB4eHiWKySL1w1JTU9GpU6ePinH37l2oqamhUaNGQltAQAAkEkmRGwBkZmZiwYIFaNy4MSpVqoRq1arB0dERYWFhyMrKEuI9ePAAP/74I8zMzCCVSmFsbIwuXbrg4MGDhea1detWNG3aFHp6etDU1IStrS1+//13uTF5f3fvbq6urnJjbty4gW7duqFatWrQ0dHBV199hUOHDsmNSUlJgZubGypVqoTq1atjwoQJyM7+37ujU1NT0b9/f1hYWEBJSUn0C0Us5ImIiIiIqFwYGxsjMjISaWlpQlt6ejrWr1+P2rVrV2BmHy8nJwe5ubkVnUY+BgYGkEqlHxUjPDwcvXv3xosXL3Dq1CkAwPjx45GamipstWrVwqxZs+TaMjMz4eLignnz5mHEiBE4fvw4Tp8+DU9PT/z888+4cuUKACA5ORn29vaIjo7GwoULcenSJURFRaFdu3bw9PQsNK8qVapg6tSpOHHiBC5evIjBgwdj8ODB2Lt3r9w4V1dXubw2bNgg19+5c2dkZ2cjOjoa586dQ+PGjdG5c2c8ePAAwNvfrZubGzIzM3H8+HFEREQgPDwcM2bMEGJkZGRAX18f06ZNQ+PGjT/q+y4OFvJERERERFQumjRpAmNjY2zdulVo27p1K2rXrg07O7sSxTI1NQUA9OjRAxKJRPjs4eGB7t27y40dO3YsnJyc5Nqys7Ph5eUFXV1dVKtWDdOnT4dMJhP6MzIyMH78eNSsWROamppwcHBATEyM0B8eHg49PT3s3LkTVlZWkEqlSElJQUZGBiZNmgRjY2NIpVLUq1cPISEhcvu8a/v27cLd64Lk5uZi1qxZqFWrFqRSKWxtbREVFSX0Z2ZmwsvLC4aGhlBXV4eJiQkCAwOF/ndnLXxobEFkMhnCwsLw/fffo3///sK5aGlpwcDAQNiUlZWhra0t17ZkyRIcOXIEBw8ehKenJ2xtbWFmZob+/fvj1KlTMDc3BwCMHj0aEokEp0+fRs+ePWFhYYGGDRvC19cXJ0+eLDQ3Jycn9OjRAw0aNEDdunUxZswY2NjY4NixY3LjpFKpXF6VK1cW+h49eoTExERMnjwZNjY2MDc3x7x58/DmzRtcvnwZALBv3z5cvXoVf/zxB2xtbdGpUyfMnj0bK1asQGZmJoC3f49Lly6Fu7s7dHV1i/xOywILeSIiIiIiKpWMjAy8ePFCbsvIyChynyFDhiAsLEz4HBoaisGDB5f42GfOnAEAhIWFITU1VfhcXBEREVBRUcHp06exdOlSLF68GGvWrBH6vby8cOLECURGRuLixYv47rvv4OrqisTERGHMmzdvMH/+fKxZswZXrlxB9erV4e7ujg0bNmDZsmW4du0aVq9eDS0trRKfX56lS5ciKCgIixYtwsWLF+Hi4oKuXbsKeSxbtgw7d+7Epk2bkJCQgHXr1gkXNd5XkrF5Dh06hDdv3sDZ2RkDBw5EZGQkXr9+Xazc161bB2dn5wIv0qiqqkJTUxNPnjxBVFQUPD09oampmW/c+xc+CiOTyXDw4EEkJCSgTZs2cn0xMTGoXr06LC0t8cMPP+Dx48dCX9WqVWFpaYm1a9fi9evXyM7OxurVq1G9enXY29sDAE6cOAFra2vUqFFD2M/FxQUvXrwQZhWUN5UKOSoRERERESm8wMBAzJw5U67N398fAQEBhe4zcOBA+Pn54c6dOwCA2NhYREZGyt3tLg59fX0Abws9AwODEu0LvJ3mHxwcDIlEAktLS1y6dAnBwcEYPnw4UlJSEBYWhpSUFBgZGQF4O5U8KioKYWFhmDt3LgAgKysLK1euFKZS37hxA5s2bcL+/fvh7OwMADAzMytxbu9atGgRJk2ahL59+wIA5s+fj0OHDmHJkiVYsWIFUlJSYG5ujq+++goSiQQmJiaFxirJ2DwhISHo27cvlJWV0ahRI5iZmWHz5s3FWs8gMTEx30yI9928eRMymQz169f/YLyCPH/+HDVr1kRGRgaUlZWxcuVKdOjQQeh3dXXFt99+izp16iApKQlTpkxBp06dcOLECSgrK0MikeDAgQPo3r07tLW1oaSkhOrVqyMqKkq4c//gwQO5Ih6A8Dlv+n15YyFPRERERESl4ufnB19fX7m2Dz2Pra+vDzc3N4SHh0Mmk8HNzQ3VqlUTM80CtWjRQm5Ke8uWLREUFIScnBxcunQJOTk5sLCwkNsnIyMDVatWFT6rqanBxsZG+BwXFwdlZWW0bdu2THJ88eIF7t+/D0dHR7l2R0dHxMfHA3j7KEGHDh1gaWkJV1dXdO7cGR07diwwXknGAsCzZ8+wdetWuanqAwcOREhISLEK+XcfVfiYMUXR1tZGXFwcXr16hYMHD8LX1xdmZmbCBYS8CyAAYG1tDRsbG9StWxcxMTFo3749ZDIZPD09Ub16dRw9ehQaGhpYs2YNunTpgjNnzsDQ0PCj8hMLC3kiIiIiIioVqVRaqoXUhgwZAi8vLwDAihUryjQnJSWlfMXhu6ujF8erV6+grKyMc+fOQVlZWa7v3WnyGhoachcDNDQ0RM/tfU2aNMHt27fx999/48CBA+jduzecnZ3x559/ftRYAFi/fj3S09Ph4OAgtMlkMuTm5uLGjRv5LnS8z8LCAtevXy9yjLm5OSQSyQfHFUZJSQn16tUDANja2uLatWsIDAwsdCaAmZkZqlWrhps3b6J9+/aIjo7Grl278PTpU+jo6AAAVq5cif379yMiIgKTJ0+GgYEBTp8+LRfn33//BYBSzQYpC3xGnoiIiIiIypWrqysyMzORlZUFFxeXUsdRVVVFTk6OXJu+vj5SU1Pl2uLi4vLtm7f6ep6TJ0/C3NwcysrKsLOzQ05ODh4+fIh69erJbUUVbtbW1sjNzcXhw4cL7NfX18fLly/lnjEvKLc8Ojo6MDIyQmxsrFx7bGwsrKys5Mb16dMHv/32GzZu3IgtW7bgyZMnhcYs7tiQkBCMGzcOcXFxwhYfH4/WrVsjNDS00Lzz9O/fHwcOHMCFCxfy9WVlZeH169eoUqUKXFxcsGLFigKfvX/27NkHj/Ou3NzcItdpuHv3Lh4/fizcaX/z5g2AtxcE3qWkpCS8haBly5a4dOkSHj58KPTv378fOjo6cr+H8sRCnoiIiIiIypWysjKuXbuGq1ev5rvjnWf58uVo3759kXFMTU1x8OBBPHjwAE+fPgUAfP311zh79izWrl2LxMRE+Pv7C6uPvyslJQW+vr5ISEjAhg0b8PPPP2PMmDEA3t5JHjBgANzd3bF161bcvn0bp0+fRmBgIHbv3l1kPoMGDcKQIUOwfft23L59GzExMdi0aRMAwMHBAZUqVcKUKVOQlJSE9evXIzw8vMhznDBhAubPn4+NGzciISEBkydPRlxcnJDr4sWLsWHDBly/fh03btzA5s2bYWBgUOAicSUZGxcXh/Pnz2PYsGFo1KiR3NavXz9ERETIvUe9IGPHjoWjoyPat2+PFStWID4+Hrdu3cKmTZvQokULYcG+FStWICcnB82bN8eWLVuQmJiIa9euYdmyZWjZsmWh8QMDA7F//37cunUL165dQ1BQEH7//XcMHDgQwNuZFRMmTMDJkyeRnJyMgwcPolu3bqhXr55wAally5aoXLkyBg0ahPj4eNy4cQMTJkzA7du34ebmBgDo2LEjrKys8P333yM+Ph579+7FtGnT4OnpKTcjJe9ix6tXr/Dff/8hLi4OV69eLfI7Ki0W8kREREREVO50dHSEqcwFefToEZKSkoqMERQUhP3798PY2FhYGd3FxQXTp0/HxIkT0axZM7x8+RLu7u759nV3d0daWhqaN28OT09PjBkzBiNGjBD6w8LC4O7ujnHjxsHS0hLdu3fHmTNnPvi++1WrVqFXr14YPXo06tevj+HDhwt3mqtUqYI//vgDe/bsgbW1NTZs2FDkwoAA4O3tDV9fX4wbNw7W1taIiorCzp07hVe3aWtrY8GCBWjatCmaNWuG5ORk7NmzJ98d5pKODQkJgZWVVYGL0PXo0QMPHz7Enj17isxdKpVi//79mDhxIlavXo0WLVqgWbNmWLZsGby9vdGoUSMAb6e7nz9/Hu3atcO4cePQqFEjdOjQAQcPHsSqVasKjf/69WuMHj0aDRs2hKOjI7Zs2YI//vgDw4YNA/D2gtHFixfRtWtXWFhYYOjQobC3t8fRo0eFArxatWqIiorCq1ev8PXXX6Np06Y4duwYduzYISxiqKysjF27dkFZWRktW7bEwIED4e7ujlmzZsnlY2dnBzs7O5w7dw7r16+HnZ0dvvnmmyK/o9KSyD52dQER+Pj4IDg4uKLTIAV3qvDXcZaagwxIKuI9nx+jrkyG9KIvan4UdRVAw85LlNhpF5aLG7vdbFFiA0DaoenQ+HqOOLGjp2LKnhuixJ77jQWCDt8SJTYAjGtrhvXn74oSu3+TWth9+eGHB5aCW6PqosUWO75bo+po//MJUWIf/LElftgizh0BAFjV0wqLj4jz9+jbxgwLY8SJPcHJDFP/Fuef0TmdLBCwL/HDA0spoKM5BvweJ0rsdd/bYuSf4rxOaXWvhhgceUmU2AAQ1tcaQ0SKH9rXGu7rL4oSe21/G9Fi58X32CBO/PB+Nh8eRERljnfkiYiIiIiIiBQIC3kiIiIiIiIiBcJCnoiIiIiIiEiBsJAnIiIiIiIiUiAs5ImIiIiIiIgUCAt5IiIiIiIiIgXC1899pvz8/JCenl7RaVQI/u0QEREREdHnTKWiEyBxpKenf/EFLd8jL4/vkS8kPt8jXyC+R7784/M98gXje+QLxvfIF4zvkS88Pt8jT/R54dR6IiIiIiIiIgXCQp6IiIiIiIhIgbCQJyIiIiIiIlIgLOSJiIiIiIiIFAgLeSIiIiIiIiIFwkKeiIiIiIi+KE5OThg7dmxFp1GggIAA2Nrallk8iUSC7du3l1k8+jSwkCciIiIiItF5eHhAIpFg1KhR+fo8PT0hkUjg4eFRopgsUj8sNTUVnTp1KtW+hV1USE5OhkQiQVxcHADg8ePHcHV1hZGREaRSKYyNjeHl5YUXL14I++T9/t/fGjZsWOAYVVVV1KlTBxMnTkR6enqp8v+csZAnIiIiIqJyYWxsjMjISKSlpQlt6enpWL9+PWrXrl2BmX28nJwc5ObmVnQa+RgYGEAqlYp6DCUlJXTr1g07d+7EjRs3EB4ejgMHDshdtFm6dClSU1OF7Z9//kGVKlXw3XffycVydXVFamoqbt26heDgYKxevRr+/v6i5q+IWMgTEREREVG5aNKkCYyNjbF161ahbevWrahduzbs7OxKFMvU1BQA0KNHD0gkEuGzh4cHunfvLjd27NixcHJykmvLzs6Gl5cXdHV1Ua1aNUyfPh0ymUzoz8jIwPjx41GzZk1oamrCwcEBMTExQn94eDj09PSwc+dOWFlZQSqVIiUlBRkZGZg0aRKMjY0hlUpRr149hISEyO3zru3bt0MikRR6nrm5uZg1axZq1aoFqVQKW1tbREVFCf2ZmZnw8vKCoaEh1NXVYWJigsDAQKH/3VkLHxpbWpUrV8YPP/yApk2bwsTEBO3bt8fo0aNx9OhRYYyuri4MDAyE7ezZs3j69CkGDx4sF0sqlcLAwADGxsbo3r07nJ2dsX//fqG/VatWmDRpktw+//33H1RVVXHkyJGPPhdFwUKeiIiIiIjKzZAhQxAWFiZ8Dg0NzVfMFceZM2cAAGFhYUhNTRU+F1dERARUVFRw+vRpLF26FIsXL8aaNWuEfi8vL5w4cQKRkZG4ePEivvvuO7i6uiIxMVEY8+bNG8yfPx9r1qzBlStXUL16dbi7u2PDhg1YtmwZrl27htWrV0NLS6vE55dn6dKlCAoKwqJFi3Dx4kW4uLiga9euQh7Lli3Dzp07sWnTJiQkJGDdunXCRY33lWTsx7h//z62bt2Ktm3bFjomJCQEzs7OMDExKXTM5cuXcfz4caipqQltAwYMQGRkpNxFl40bN8LIyAitW7cumxNQACoVnQARERERESmmjIwMZGRkyLVJpdIip3IPHDgQfn5+uHPnDgAgNjYWkZGRcne7i0NfXx8AoKenBwMDg5IljrfT/IODgyGRSGBpaYlLly4hODgYw4cPR0pKCsLCwpCSkgIjIyMAwPjx4xEVFYWwsDDMnTsXAJCVlYWVK1eicePGAIAbN25g06ZN2L9/P5ydnQEAZmZmJc7tXYsWLcKkSZPQt29fAMD8+fNx6NAhLFmyBCtWrEBKSgrMzc3x1VdfQSKRFFkYl2RsnkuXLuW7EPFuEf2ufv36YceOHUhLS0OXLl3kLoy86/79+/j777+xfv36fH27du2ClpYWsrOzkZGRASUlJSxfvlzo7927N8aOHYtjx44Jhfv69evRr1+/Imc2fG54R56IiIiIiEolMDAQurq6ctuHpmrr6+vDzc0N4eHhCAsLg5ubG6pVq1ZOGf9PixYt5Aq/li1bIjExETk5Obh06RJycnJgYWEBLS0tYTt8+DCSkpKEfdTU1GBjYyN8jouLg7KycpF3okvixYsXuH//PhwdHeXaHR0dce3aNQBvHyWIi4uDpaUlvL29sW/fvkLjlWRsHktLS8TFxclte/bsKXBscHAwzp8/jx07diApKQm+vr4FjouIiICenl6+RyAAoF27doiLi8OpU6cwaNAgDB48GD179hT69fX10bFjR6xbtw4AcPv2bZw4cQIDBgz44Ll8TnhHnoiIiIiISsXPzy9fsVachdWGDBkCLy8vAMCKFSvKNCclJaV8d4yzsrJKFOPVq1dQVlbGuXPnoKysLNf37t1pDQ0NuYsBGhoaouf2viZNmuD27dv4+++/ceDAAfTu3RvOzs74888/P2psHjU1NdSrV0+uTUWl4DIy7/n3+vXro0qVKmjdujWmT58OQ0NDYYxMJkNoaCi+//57uSnzeTQ1NYXjhYaGonHjxggJCcHQoUOFMQMGDIC3tzd+/vlnrF+/HtbW1rC2ti76i/rM8I48ERERERGVilQqhY6OjtxWnELe1dUVmZmZyMrKgouLS6mPr6qqipycHLk2fX19pKamyrXlvSbtXadOnZL7fPLkSZibm0NZWRl2dnbIycnBw4cPUa9ePbmtqGn81tbWyM3NxeHDhwvs19fXx8uXL/H69esic8ujo6MDIyMjxMbGyrXHxsbCyspKblyfPn3w22+/YePGjdiyZQuePHlSaMzijv0YeSv4v//oxeHDh3Hz5k25wrwwSkpKmDJlCqZNmyb3poNu3bohPT0dUVFRWL9+/Rd3Nx5gIU9EREREROVMWVkZ165dw9WrV/Pd8c6zfPlytG/fvsg4pqamOHjwIB48eICnT58CAL7++mucPXsWa9euRWJiIvz9/XH58uV8+6akpMDX1xcJCQnYsGEDfv75Z4wZMwYAYGFhgQEDBsDd3R1bt27F7du3cfr0aQQGBmL37t1F5jNo0CAMGTIE27dvx+3btxETE4NNmzYBABwcHFCpUiVMmTIFSUlJWL9+PcLDw4s8xwkTJmD+/PnYuHEjEhISMHnyZMTFxQm5Ll68GBs2bMD169dx48YNbN68GQYGBvlWxy/p2JLYs2cPwsLCcPnyZSQnJ2P37t0YNWoUHB0d8y2mFxISAgcHBzRq1KhYsb/77jsoKyvLzdzQ1NRE9+7dMX36dFy7dg39+vX7qPwVEQt5IiIiIiIqd3l38Avz6NEjuefRCxIUFIT9+/fD2NhYeH2di4sLpk+fjokTJ6JZs2Z4+fIl3N3d8+3r7u6OtLQ0NG/eHJ6enhgzZgxGjBgh9IeFhcHd3R3jxo2DpaUlunfvjjNnznzwfferVq1Cr169MHr0aNSvXx/Dhw8X7sBXqVIFf/zxB/bs2QNra2ts2LABAQEBRcbz9vaGr68vxo0bB2tra0RFRWHnzp0wNzcHAGhra2PBggVo2rQpmjVrhuTkZOzZswdKSvlLvZKMLQkNDQ389ttv+Oqrr9CgQQP4+Piga9eu2LVrl9y458+fY8uWLcW6G59HRUUFXl5eWLBggdxMhgEDBiA+Ph6tW7f+4O/kcySRFbbkYAXy8fFBcHBwRaeh0PgdAqdEWLTSQQYkibQaZl2ZDOnZooQGAKirABp2XqLETruwXNzY7WaLEhsA0g5Nh8bXc8SJHT0VU/bcECX23G8sEHT4liixAWBcWzOsP39XlNj9m9TC7ssPRYnt1qi6aLHFju/WqDra/3xClNgHf2yJH7ZcFSU2AKzqaYXFR8T5e/RtY4aFMeLEnuBkhql/i/PP6JxOFgjYl/jhgaUU0NEcA36PEyX2uu9tMfLPK6LEXt2rIQZHXhIlNgCE9bXGEJHih/a1hvv6i6LEXtvfRrTYefE9NogTP7yfzYcHEVGZ4x15IiIiIiIiIgXCQp6IiIiIiIhIgbCQJyIiIiIiIlIgLOSJiIiIiIiIFAgLeSIiIiIiIiIFwkKeiIiIiIiISIF81q+f8/PzQ3p6ehlkpHgePnyIdevWVXQaREREREREVMZUKjoBMaWnp3+x71L38fGp6BQqnCK+R/7yvVeixAaARjW1RHsfe9qh6eLGFukd9cD/v6fefow4sc8tRfc1Z0WJvX1YU9HeIQ28fY9034gLosSOHGQn2jvNV/W0Ev196WLmXvOHbaLEvreqB6ym7BMlNgBcndsRTkuOixI7ZmwrtA2OFSX2YR9HNJsTI0rsM1Od4BB4WJTYAHDKry3q+OwWJfbtYDc09j8oSuz4me3RcKp4f4tX5nRE/cl7RYl9fZ4LLCeJEzthvgssJkaJEhsAbixwFTV3Iip/nFpPREREREREpEBYyBMREREREREpEBbyRERERERERAqEhTwRERERERGRAmEhT0RERERERKRAWMgTEREREdFnKTw8HHp6ehWdBlGZYyFPRERERESi8/DwgEQiwahRo/L1eXp6QiKRwMPDo/wTI1JALOSJiIiIiKhcGBsbIzIyEmlpaUJbeno61q9fj9q1a1dgZkSKhYU8ERERERGViyZNmsDY2Bhbt24V2rZu3YratWvDzs6uxPEWL14Ma2traGpqwtjYGKNHj8arV6/yjdu+fTvMzc2hrq4OFxcX/PPPP0JffHw82rVrB21tbejo6MDe3h5nz54V+mNjY+Hk5IRKlSqhcuXKcHFxwdOnTwEAubm5CAwMRJ06daChoYHGjRvjzz//FPZ9+vQpBgwYAH19fWhoaMDc3BxhYWEAgMzMTHh5ecHQ0BDq6uowMTFBYGAgACA5ORkSiQRxcXFCrGfPnkEikSAmJuaDsenzx0KeiIiIiIjKzZAhQ+QKztDQUAwePLhUsZSUlLBs2TJcuXIFERERiI6OxsSJE+XGvHnzBnPmzMHatWsRGxuLZ8+eoW/fvkL/gAEDUKtWLZw5cwbnzp3D5MmToaqqCgCIi4tD+/btYWVlhRMnTuDYsWPo0qULcnJyAACBgYFYu3YtfvnlF1y5cgU+Pj4YOHAgDh8+DACYPn06rl69ir///hvXrl3DqlWrUK1aNQDAsmXLsHPnTmzatAkJCQlYt24dTE1Ni33uRcWmz59KRSdARERERESKKSMjAxkZGXJtUqkUUqm00H0GDhwIPz8/3LlzB8DbO96RkZHCneaSGDt2rPCzqakpfvrpJ4waNQorV64U2rOysrB8+XI4ODgAACIiItCgQQOcPn0azZs3R0pKCiZMmID69esDAMzNzYV9FyxYgKZNm8rFa9iwoXDuc+fOxYEDB9CyZUsAgJmZGY4dO4bVq1ejbdu2SElJgZ2dHZo2bSrkmCclJQXm5ub46quvIJFIYGJiUqJzLyo2ff54R54Unp+fH3x8fISNiIiIiMpHYGAgdHV15ba86eGF0dfXh5ubG8LDwxEWFgY3N7dS30k+cOAA2rdvj5o1a0JbWxvff/89Hj9+jDdv3ghjVFRU0KxZM+Fz/fr1oaenh2vXrgEAfH19MWzYMDg7O2PevHlISkoSxubdkS/IzZs38ebNG3To0AFaWlrCtnbtWiHGDz/8gMjISNja2mLixIk4fvy4sL+Hhwfi4uJgaWkJb29v7Nu3r0TnXlRs+vyxkCeFl56ejuDgYGEjIiIiovLh5+eH58+fy21+fn4f3G/IkCEIDw9HREQEhgwZUqpjJycno3PnzrCxscGWLVtw7tw5rFixAsDb58+LKyAgAFeuXIGbmxuio6NhZWWFbdu2AQA0NDQK3S/vWfzdu3cjLi5O2K5evSo8J9+pUyfcuXMHPj4+uH//Ptq3b4/x48cDeLtewO3btzF79mykpaWhd+/e6NWrF4C3jwwAgEwmE46XlZUld/yiYtPnj4U8ERERERGVilQqhY6OjtxW1LT6PK6ursjMzERWVhZcXFxKdexz584hNzcXQUFBaNGiBSwsLHD//v1847Kzs+UWr0tISMCzZ8/QoEEDoc3CwgI+Pj7Yt28fvv32W+EZfhsbGxw8eLDA41tZWUEqlSIlJQX16tWT24yNjYVx+vr6GDRoEP744w8sWbIEv/76q9Cno6ODPn364LfffsPGjRuxZcsWPHnyBPr6+gCA1NRUYey7C98VJzZ93viMPBERERERlStlZWVharuysnKBY5YvX45t27YVWkjXq1cPWVlZ+Pnnn9GlSxfExsbil19+yTdOVVUVP/74I5YtWwYVFRV4eXmhRYsWaN68OdLS0jBhwgT06tULderUwd27d3HmzBn07NkTwNsZB9bW1hg9ejRGjRoFNTU1HDp0CN999x2qVauG8ePHw8fHB7m5ufjqq6/w/PlzxMbGQkdHB4MGDcKMGTNgb2+Phg0bIiMjA7t27RIuICxevBiGhoaws7ODkpISNm/eDAMDA+jp6UFJSQktWrTAvHnzUKdOHTx8+BDTpk2TO6+iYtPnj3fkiYiIiIio3OXdwS/Mo0eP5J5Xf1/jxo2xePFizJ8/H40aNcK6desKfD6/UqVKmDRpEvr37w9HR0doaWlh48aNAN5eRHj8+DHc3d1hYWGB3r17o1OnTpg5cyaAt3fq9+3bh/j4eDRv3hwtW7bEjh07oKLy9n7o7NmzMX36dAQGBqJBgwZwdXXF7t27UadOHQCAmpoa/Pz8YGNjgzZt2kBZWRmRkZEAAG1tbWExvWbNmiE5ORl79uwRptWHhoYiOzsb9vb2GDt2LH766Se58yoqNn3+eEeeiIiIiIhEFx4eXmT/9u3b5T4HBAQgICCgyH0KWuz4+++/F3728PCAh4cHAODbb7/Nt7+amho2bNhQ5DHatm2L2NjYAvskEgnGjBmDMWPGFNg/bdq0fHfS8wwfPhzDhw8v9LgNGjTIt4Ddu8/MFxWbPn+8I09ERERERESkQFjIExERERERESkQFvJERERERERECoSFPBEREREREZECYSFPREREREREpEBYyBMREREREREpEIns3XcYfCJ8fHwQHBz8ycRRRH5+fkhPT6/oNMrFw4cPsW7duopOg4iIiIiIqFzwPfKfqcDAwIpOody8/+7QPKckZX8sBxmQJBEhMIC6MhniUl6KEhsAbGtrQ+PrOaLEToueKm5s+4LfzVom8c8thYadlzixLyyH2+rTosTePbI5+kRcECU2AGwcZIdeYedFif3n4CYYtvGyKLHX9GkkWmyx46/p0wiGI7aIEjv1156oP3mvKLEB4Po8F7RZXPA7lj/WEV9HtA46Jkrso+O+gv3sQ6LEPje9HZrNiRElNgCcmeoE0zG7RImdvLQzGk7dJ0rsK3M6wmJilCixAeDGAleYTxAnfuJCV9Qb/7cosW8u6oS648SJDQBJQeLFTwrqJEpcIioap9YTERERERERKRAW8kREREREREQKhIU8ERERERERkQJhIU9ERERERESkQFjIExERERERESkQFvJERERERERECoSFPBERERERkYIKDw+Hnp5eRadB5YyFPBERERERic7DwwMSiQSjRo3K1+fp6QmJRAIPD4/yT0yBmJqaYsmSJXJtffr0wY0bNyomIaowLOSJiIiIiKhcGBsbIzIyEmlpaUJbeno61q9fj9q1a1dgZopLQ0MD1atXr+g0qJyxkCciIiIionLRpEkTGBsbY+vWrULb1q1bUbt2bdjZ2ZUolkwmQ0BAAGrXrg2pVAojIyN4e3sL/aampvjpp5/g7u4OLS0tmJiYYOfOnfjvv//QrVs3aGlpwcbGBmfPnpWLe+zYMbRu3RoaGhowNjaGt7c3Xr9+LfSnpqbCzc0NGhoaqFOnDtavX5/vTrlEIsHq1avRuXNnVKpUCQ0aNMCJEydw8+ZNODk5QVNTE61atUJSUpKwT1JSErp164YaNWpAS0sLzZo1w4EDB4R+Jycn3LlzBz4+PpBIJJBIJADyT62Pj49Hu3btoK2tDR0dHdjb2+c7R1J8LOSJiIiIiKhUMjIy8OLFC7ktIyOjyH2GDBmCsLAw4XNoaCgGDx5c4mNv2bIFwcHBWL16NRITE7F9+3ZYW1vLjQkODoajoyMuXLgANzc3fP/993B3d8fAgQNx/vx51K1bF+7u7pDJZADeFtOurq7o2bMnLl68iI0bN+LYsWPw8vISYrq7u+P+/fuIiYnBli1b8Ouvv+Lhw4f58ps9ezbc3d0RFxeH+vXro3///hg5ciT8/Pxw9uxZyGQyubivXr3CN998g4MHD+LChQtwdXVFly5dkJKSAuDtBY9atWph1qxZSE1NRWpqaoHfy4ABA1CrVi2cOXMG586dw+TJk6Gqqlri75c+bSoVnQDRx1JXV4ePj4/wOTg4uAKzISIiIvpyBAYGYubMmXJt/v7+CAgIKHSfgQMHws/PD3fu3AEAxMbGIjIyEjExMSU6dkpKCgwMDODs7AxVVVXUrl0bzZs3lxvzzTffYOTIkQCAGTNmYNWqVWjWrBm+++47AMCkSZPQsmVL/PvvvzAwMEBgYCAGDBiAsWPHAgDMzc2xbNkytG3bFqtWrUJycjIOHDiAM2fOoGnTpgCANWvWwNzcPF9+gwcPRu/eveWOM336dLi4uAAAxowZI3cBo3HjxmjcuLHwefbs2di2bRt27twJLy8vVKlSBcrKytDW1oaBgUGR38uECRNQv3594Rzo88NCnhReYGBgRadARERE9EXy8/ODr6+vXJtUKi1yH319fbi5uSE8PBwymQxubm6oVq1aiY/93XffYcmSJTAzM4Orqyu++eYbdOnSBSoq/ytxbGxshJ9r1KgBAHJ37fPaHj58CAMDA8THx+PixYtYt26dMEYmkyE3Nxe3b9/GjRs3oKKigiZNmgj99erVQ+XKlfPlV5xjp6en48WLF9DR0cGrV68QEBCA3bt3IzU1FdnZ2UhLSxPuyBeXr68vhg0bht9//x3Ozs747rvvULdu3RLFoE8fp9YTEREREVGpSKVS6OjoyG0fKuSBt9Prw8PDERERgSFDhpTq2MbGxkhISMDKlSuhoaGB0aNHo02bNsjKyhLGvDulPO+Z8oLacnNzAbyd3j5y5EjExcUJW3x8PBITE0tcDJf02OPHj8e2bdswd+5cHD16FHFxcbC2tkZmZmaJjhsQEIArV67Azc0N0dHRsLKywrZt20oUgz59vCNPRERERETlytXVFZmZmZBIJMJU89LQ0NBAly5d0KVLF3h6eqJ+/fq4dOmS3B3zkmjSpAmuXr2KevXqFdhvaWmJ7OxsXLhwAfb29gCAmzdv4unTp6U+hzyxsbHw8PBAjx49ALy9qJCcnCw3Rk1NDTk5OR+MZWFhAQsLC/j4+KBfv34ICwsT4tLngXfkiYiIiIioXCkrK+PatWu4evUqlJWVCxyzfPlytG/fvtAY4eHhCAkJweXLl3Hr1i388ccf0NDQgImJSanzmjRpEo4fPw4vLy/ExcUhMTERO3bsEBalq1+/PpydnTFixAicPn0aFy5cwIgRI6ChoSHcYS8tc3NzbN26VZgF0L9/f+FufR5TU1McOXIE9+7dw6NHj/LFSEtLg5eXF2JiYnDnzh3ExsbizJkzaNCgwUflRp8eFvJERERERFTu8qbiF+bRo0dyr2d7n56eHn777Tc4OjrCxsYGBw4cwF9//YWqVauWOicbGxscPnwYN27cQOvWrWFnZ4cZM2bAyMhIGLN27VrUqFEDbdq0QY8ePTB8+HBoa2tDXV291McFgMWLF6Ny5cpo1aoVunTpAhcXl3wzC2bNmoXk5GTUrVsX+vr6+WIoKyvj8ePHcHd3h4WFBXr37o1OnTrlW5CQFB+n1hMRERERkejCw8OL7N++fbvc54CAgCJXv+/evTu6d+9eaP/709IBCK+Zy2NqapqvrVmzZti3b1+hcQ0NDbFnzx7h8927d/Hw4UO56fjFOY6Tk5Ncm6mpKaKjo+XGeHp6yn1u0aIF4uPj5do8PDzg4eEB4O3U+w0bNhSaO30+WMgTEREREREVU3R0NF69egVra2ukpqZi4sSJMDU1RZs2bSo6NfqCsJAnIiIiIiIqpqysLEyZMgW3bt2CtrY2WrVqhXXr1smtSE8kNhbyRERERERExeTi4vJRK+0TlQUudkdERERERESkQFjIExERERERESkQFvJERERERERECkQie/89CJ8AHx8fBAcHfzJxiIiIiIiIiD4VXOyOPlunJGUf00EGSE6dKvvAAGQODqg77m9RYgNAUlAnTNlzQ5TYc7+xEDV29zVnRYkNANuHNYXb6tOixN49sjk07LxEiZ12YTk02s0WJTYApB2ajnZLj4sS+9CYVuiw/KQosfd7tRAtttjx93u1QI1hm0WJ/e+a79BplTj/7gKAv39wgOPCo6LEjp3QWtTYTkvE+TuPGdsKXy87IUpsAIj2bonG/gdFiR0/sz3sZkZ/eGApXPD/Gg2nFv5+7o91ZU5H2Mw4IErsi7OcRY3daNp+UWIDwOWfOsB6ujjxL83uIEpcIioap9YTERERERERKRAW8kREREREREQKhIU8ERERERERkQJhIU9ERERERESkQFjIExERERERESkQFvJERERERPTZcHJywtixY4XPpqamWLJkSYXlQyQGFvJERERERCQ6Dw8PSCSSfJurq6uoxz1z5gxGjBgh6jHKUv369SGVSvHgwQMAQExMTIHf27tbTEwMAGDLli1wcnKCrq4utLS0YGNjg1mzZuHJkydC/MzMTCxYsACNGzdGpUqVUK1aNTg6OiIsLAxZWVkF5hQTE4Nu3brB0NAQmpqasLW1xbp16+TGODk5FZibm5ubMKaw/BcuXCiMMTU1zdc/b948uWNdvHgRrVu3hrq6OoyNjbFgwYKP+s4VEd8jT0RERERE5cLV1RVhYWFybVKpVNRj6uvrixq/LB07dgxpaWno1asXIiIiMGnSJLRq1QqpqanCmDFjxuDFixdy32OVKlUwdepUzJ8/Hz4+Ppg7dy6MjIyQmJiIX375Bb///jvGjBmDzMxMuLi4ID4+HrNnz4ajoyN0dHRw8uRJLFq0CHZ2drC1tc2X1/Hjx2FjY4NJkyahRo0a2LVrF9zd3aGrq4vOnTsDALZu3YrMzExhn8ePH6Nx48b47rvvhLZ3zwMA/v77bwwdOhQ9e/aUa581axaGDx8ufNbW1hZ+fvHiBTp27AhnZ2f88ssvuHTpEoYMGQI9PT2FumDzsXhHnoiIiIiIyoVUKoWBgYHcVrly5RLFuHz5Mjp16gQtLS3UqFED33//PR49elTo+Pen1l+/fh1fffUV1NXVYWVlhQMHDkAikWD79u3CmH/++Qe9e/eGnp4eqlSpgm7duiE5OVno9/DwQPfu3bFo0SIYGhqiatWq8PT0lLujvXLlSpibm0NdXR01atRAr169PnhuISEh6N+/P77//nuEhoYCANTU1OS+Lw0NjXzfY1xcHObOnYugoCAsXLgQrVq1gqmpKTp06IAtW7Zg0KBBAIAlS5bgyJEjOHjwIDw9PWFrawszMzP0798fp06dgrm5eYF5TZkyBbNnz0arVq1Qt25djBkzBq6urti6daswpkqVKnI57d+/H5UqVZIr5N//3e/YsQPt2rWDmZmZ3PG0tbXlxmlqagp969atQ2ZmJkJDQ9GwYUP07dsX3t7eWLx48Qe/388JC3kiIiIiIiqVjIwMvHjxQm7LyMgQ7XjPnj3D119/DTs7O5w9exZRUVH4999/0bt372Ltn5OTg+7du6NSpUo4deoUfv31V0ydOlVuTFZWFlxcXKCtrY2jR48iNjYWWlpacHV1lbvjfOjQISQlJeHQoUOIiIhAeHg4wsPDAQBnz56Ft7c3Zs2ahYSEBERFRaFNmzZF5vby5Uts3rwZAwcORIcOHfD8+XMcPXq0WOe1bt06aGlpYfTo0QX26+npCeOcnZ1hZ2eXb4yqqqpcwfwhz58/R5UqVQrtDwkJQd++fQuN+e+//2L37t0YOnRovr558+ahatWqsLOzw8KFC5GdnS30nThxAm3atIGamprQ5uLigoSEBDx9+rTY+Ss6Tq2nCufn54f09PQyixccHFxmsYiIiIiocIGBgZg5c6Zcm7+/PwICAgocv2vXLmhpacm1TZkyBVOmTCnW8ZYvXw47OzvMnTtXaAsNDYWxsTFu3LgBCwuLIvffv38/kpKSEBMTAwMDAwDAnDlz0KFDB2HMxo0bkZubizVr1kAikQAAwsLCoKenh5iYGHTs2BEAULlyZSxfvhzKysqoX78+3NzccPDgQQwfPhwpKSnQ1NRE586doa2tDRMTkwKL53dFRkbC3NwcDRs2BAD07dsXISEhaN269Qe/l8TERJiZmUFVVfWD45ycnD4Y70M2bdqEM2fOYPXq1QX2nz59GpcvX0ZISEihMSIiIqCtrY1vv/1Wrt3b2xtNmjRBlSpVcPz4cfj5+SE1NVW44/7gwQPUqVNHbp8aNWoIfSWd4aGoWMhThUtPT2fxTURERKSA/Pz84OvrK9dW1DPv7dq1w6pVq+Tairqr+774+HgcOnQo38UAAEhKSvpgIZ+QkABjY2OhiAeA5s2b5zvGzZs35Z7LBt7+f9akpCThc8OGDaGsrCx8NjQ0xKVLlwAAHTp0gImJCczMzODq6gpXV1f06NEDlSpVKjS30NBQDBw4UPg8cOBAtG3bFj///HO+XN4nk8mK7C/puKIcOnQIgwcPxm+//SZcdHhfSEgIrK2t83237woNDcWAAQOgrq4u1/7u35ONjQ3U1NQwcuRIBAYGir6egiJhIU9ERERERKUilUpLVFxpamqiXr16pT7eq1ev0KVLF8yfPz9fn6GhYanjvn8Me3v7fKuyA/IL571/91sikSA3NxfA22e8z58/j5iYGOzbtw8zZsxAQEAAzpw5I0xzf9fVq1dx8uRJnD59GpMmTRLac3JyEBkZKbfwW0EsLCxw7NgxZGVlFXlX3sLCAtevXy8yVlEOHz6MLl26IDg4GO7u7gWOef36NSIjIzFr1qxC4xw9ehQJCQnYuHHjB4/p4OCA7OxsJCcnw9LSEgYGBvj333/lxuR9fvcCzeeOz8gTEREREZFCaNKkCa5cuQJTU1PUq1dPbivO892Wlpb4559/5ArBM2fO5DtGYmIiqlevnu8Yurq6xc5VRUUFzs7OWLBgAS5evIjk5GRER0cXODYkJARt2rRBfHw84uLihM3X17fI6el5+vfvj1evXmHlypUF9j979kwYd+DAAVy4cCHfmKysLLx+/brQY8TExMDNzQ3z588vcnX4zZs3IyMjQ252wftCQkJgb2+Pxo0bFzomT1xcHJSUlFC9enUAQMuWLXHkyBG5hQX3798PS0vLL2ZaPcBCnoiIiIiIyklGRgYePHggt7274ry7uzv8/PwK3d/T0xNPnjxBv379cObMGSQlJWHv3r0YPHgwcnJyPnj8Dh06oG7duhg0aBAuXryI2NhYTJs2DQCE5+EHDBiAatWqoVu3bjh69Chu376NmJgYeHt74+7du8U6z127dmHZsmWIi4vDnTt3sHbtWuTm5sLS0jLf2KysLPz+++/o168fGjVqJLcNGzYMp06dwpUrV4o8noODAyZOnIhx48Zh4sSJOHHiBO7cuYODBw/iu+++Q0REBABg7NixcHR0RPv27bFixQrEx8fj1q1b2LRpE1q0aIHExMQC4x86dAhubm7w9vZGz549hd/du++nzxMSEoLu3bujatWqBcZ68eIFNm/ejGHDhuXrO3HiBJYsWSLktW7dOvj4+GDgwIFCkd6/f3+oqalh6NChuHLlCjZu3IilS5fme8Tjc/dJTq1XV1eHj4/PR8d5+PBhGWRDRERERERlISoqKt8UeEtLS2G6d0pKCpSUCr/XaGRkhNjYWEyaNAkdO3ZERkYGTExM4OrqWuR+eZSVlbF9+3YMGzYMzZo1g5mZGRYuXIguXboIz2pXqlQJR44cwaRJk/Dtt9/i5cuXqFmzJtq3bw8dHZ1inaeenh62bt2KgIAApKenw9zcHBs2bCjwmfKdO3fi8ePH6NGjR76+Bg0aoEGDBggJCfng69Xmz58Pe3t7rFixAr/88gtyc3NRt25d9OrVS3j9nFQqxf79+xEcHIzVq1dj/PjxqFSpEho0aABvb280atSowNgRERF48+YNAgMDERgYKLS3bdsWMTExwueEhAQcO3YM+/btKzTPyMhIyGQy9OvXL1+fVCpFZGQkAgICkJGRgTp16sDHx0euSNfV1cW+ffvg6ekJe3t7VKtWDTNmzPii3iEPfKKF/Lt/HB+jLC4GEBERERHRx3v39WyFebcoLIy5ubnc+8s/FOPd978DQP369XHs2DHhc2xsLADIPbtvYGAg3MUuSEHn8e676r/66qtinQsA9OzZs8jZBFevXv3gsfP07t37g6/ik0qlmDx5MiZPnlys/PKO+aHfHfD2osyHFtQbMWJEoUV3kyZNcPLkyQ8ex8bGptiv5vtcfZKFPBERERERkRi2bdsGLS0tmJub4+bNmxgzZgwcHR1Rt27dik6NqNhYyBMRERER0Rfj5cuXmDRpElJSUlCtWjU4OzsjKCiootMiKhEW8kRERERE9MVwd3cv9NVpRIqCq9YTERERERERKRAW8kREREREREQKhIU8ERERERERkQKRyD70fgAF5uPjg+Dg4IpO46P4+fkhPT29otMQ1cOHD7Fu3bqKToOIiIiIiEghcLG7T1x6errCX4z4EB8fH1HinpKUfUwHGSA5darsAwOQOTjA2HOHKLEB4J8V3RB0+JYosce1NRM19oDf40SJDQDrvrdFn4gLosTeOMgOGu1mixI77dB0aNh5iRIbANIuLIf19P2ixL40uwNsAw6KEjsuoL1oscWOHxfQHlUHbRAl9uOIfmg2J0aU2ABwZqoTLCftFSV2wnwXUWM3mibO3/nlnzrAZsYBUWIDwMVZzqg/WZzv5fo8F5j57hEl9q3F38DYS8T/1i3vBtMxu0SJnby0s6ixTbz/EiU2ANxZ1kW0+HeWdRElLhEVjVPriYiIiIiIiBQIC3kiIiIiIiIiBcJCnoiIiIiIiEiBsJAnIiIiIiIiUiAs5ImIiIiIiIgUCAt5IiIiIiKiUggICICtrW1Fp0FfIBbyREREREQkOg8PD0gkknybq6trRacGDw8PdO/evUJzOHHiBJSVleHm5ia0Ffad5W2mpqYAgBcvXmDq1KmoX78+1NXVYWBgAGdnZ2zduhUymUyId/PmTQwePBi1atWCVCpFnTp10K9fP5w9e7bQvFatWgUbGxvo6OhAR0cHLVu2xN9//y03ZuTIkahbty40NDSgr6+Pbt264fr16/lihYeHw8bGBurq6qhevTo8PT2FvuTk5ALP8eTJk3Ixnj17Bk9PTxgaGkIqlcLCwgJ79ojzysxPGd8jT0RERERE5cLV1RVhYWFybVKptNTxZDIZcnJyoKKi+GVNSEgIfvzxR4SEhOD+/fswMjLC0qVLMW/ePGGMoaEhwsLChIsfysrKePbsGb766is8f/4cP/30E5o1awYVFRUcPnwYEydOxNdffw09PT2cPXsW7du3R6NGjbB69WrUr18fL1++xI4dOzBu3DgcPny4wLxq1aqFefPmwdzcHDKZDBEREejWrRsuXLiAhg0bAgDs7e0xYMAA1K5dG0+ePEFAQAA6duyI27dvQ1lZGQCwePFiBAUFYeHChXBwcMDr16+RnJyc73gHDhwQ4gJA1apVhZ8zMzPRoUMHVK9eHX/++Sdq1qyJO3fuQE9P72O/foWj+H/xRERERESkEKRSKQwMDEq9f0xMDNq1a4c9e/Zg2rRpuHTpEvbt24c2bdpg/vz5+PXXX/HgwQNYWFhg+vTp6NWrl7DvlStXMGnSJBw5cgQymQy2trYIDw/H77//joiICACARCIBABw6dAhOTk6YNGkStm3bhrt378LAwAADBgzAjBkzoKqqWmiOa9asQVBQEG7fvg1TU1N4e3tj9OjRRZ7Xq1evsHHjRpw9exYPHjxAeHg4pkyZAl1dXejq6sqN1dPTk/sOR48ejeTkZNy4cQNGRkZCu4WFBfr16wd1dXXIZDJ4eHjA3NwcR48ehZLS/yZm29raYsyYMYXm1qVLF7nPc+bMwapVq3Dy5Emh4B4xYoTQb2pqip9++gmNGzdGcnIy6tati6dPn2LatGn466+/0L59e2GsjY1NvuNVrVq10L+R0NBQPHnyBMePHxd+B3mzEr40LOSJiIiIiKhUMjIykJGRIdcmlUo/6i57cUyePBmLFi2CmZkZKleujMDAQPzxxx/45ZdfYG5ujiNHjmDgwIHQ19dH27Ztce/ePbRp0wZOTk6Ijo6Gjo4OYmNjkZ2djfHjx+PatWt48eKFMFugSpUqAABtbW2Eh4fDyMgIly5dwvDhw6GtrY2JEycWmNe6deswY8YMLF++HHZ2drhw4QKGDx8OTU1NDBo0qNDz2bRpE+rXrw9LS0sMHDgQY8eOhZ+fn3BhoTC5ubmIjIzEgAED5Ir4PFpaWgCACxcu4MqVK1i/fr1cEZ+nuHe0c3JysHnzZrx+/RotW7YscMzr168RFhaGOnXqwNjYGACwf/9+5Obm4t69e2jQoAFevnyJVq1aISgoSBiTp2vXrkhPT4eFhQUmTpyIrl27Cn07d+5Ey5Yt4enpiR07dkBfXx/9+/fHpEmThDv/XwoW8lTh1NXV4ePjU2bxgoODyywWERERERUuMDAQM2fOlGvz9/dHQEBAgeN37dolFJd5pkyZgilTppTouLNmzUKHDh0AvL2YMHfuXBw4cEAoLs3MzHDs2DGsXr0abdu2xYoVK6Crq4vIyEjhTq6FhYUQT0NDAxkZGfnuBE+bNk342dTUFOPHj0dkZGShhby/vz+CgoLw7bffAgDq1KmDq1evYvXq1UUW8iEhIRg4cCCAt48fPH/+HIcPH4aTk1OR38OjR4/w9OlT1K9fv8hxiYmJAPDBcYW5dOkSWrZsifT0dGhpaWHbtm2wsrKSG7Ny5UpMnDgRr1+/hqWlJfbv3w81NTUAwK1bt5Cbm4u5c+di6dKl0NXVxbRp09ChQwdcvHgRampq0NLSQlBQEBwdHaGkpIQtW7age/fu2L59u1DM37p1C9HR0RgwYAD27NmDmzdvYvTo0cjKyoK/v3+pzk1RsZCnChcYGFjRKRARERFRKfj5+cHX11eurai78e3atcOqVavk2vLufpdE06ZNhZ9v3ryJN2/eCIV9nszMTNjZ2QEA4uLi0Lp16yKnxBdk48aNWLZsGZKSkvDq1StkZ2dDR0enwLGvX79GUlIShg4diuHDhwvt2dnZ+abHvyshIQGnT5/Gtm3bAAAqKiro06cPQkJCPljIv7uQXVmMK4ylpSXi4uLw/Plz/Pnnnxg0aBAOHz4sV8wPGDAAHTp0QGpqKhYtWoTevXsjNjYW6urqyM3NRVZWFpYtW4aOHTsCADZs2AADAwMcOnQILi4uqFatmtzfUrNmzXD//n0sXLhQKORzc3NRvXp1/Prrr1BWVoa9vT3u3buHhQsXspAnIiIiIiIqjpJOo9fU1ES9evU++riamprCz69evQIA7N69GzVr1syXH/D2jntJnThxAgMGDMDMmTPh4uIi3NEPCgoqcHxeHr/99hscHBzk+oqa9h0SEoLs7Gy5qfEymQxSqRTLly8v8iKAvr4+9PT0Clwh/l15sw+uX78uXNwoCTU1NeH3Zm9vjzNnzmDp0qVYvXq1MCbveX5zc3O0aNEClStXxrZt29CvXz8YGhoCgFzhr6+vj2rVqiElJaXQ4zo4OGD//v3CZ0NDQ6iqqsp9nw0aNMCDBw+QmZkpzAD4EvD1c0REREREpLCsrKwglUqRkpKCevXqyW15z1/b2Njg6NGjyMrKKjCGmpoacnJy5NqOHz8OExMTTJ06FU2bNoW5uTnu3LlTaB41atSAkZERbt26lS+POnXqFLhPdnY21q5di6CgIMTFxQlbfHw8jIyMsGHDhiLPXUlJCX379sW6detw//79fP15swhsbW1hZWWFoKAg5Obm5hv37NmzIo/zvtzc3HxrI7xLJpNBJpMJYxwdHQG8nX2Q58mTJ3j06BFMTEwKjRMXFydcBMiLc/PmTblzuHHjBgwNDb+oIh7gHXkiIiIiIionGRkZePDggVybiooKqlWrBgBwd3dHzZo1S/Topba2NsaPHw8fHx/k5uYKr2KLjY2Fjo4OBg0aBC8vL/z888/o27cv/Pz8oKuri5MnT6J58+awtLSEqakp9u7di4SEBFStWlW4s5ySkoLIyEg0a9YMu3fvFqa/F2bmzJnw9vaGrq4uXF1dkZGRgbNnz+Lp06f5HkEA3q4Z8PTpUwwdOjTfnfeePXsiJCQEo0aNKvKYc+bMQUxMDBwcHDBnzhw0bdoUqqqqOHr0KAIDA3HmzBno6ekhLCwMzs7OaN26tfDO+VevXuGvv/7Cvn37Cn39nJ+fHzp16oTatWvj5cuXWL9+PWJiYrB3714Ab59b37hxIzp27Ah9fX3cvXsX8+bNg4aGBr755hsAb2cEdOvWDWPGjMGvv/4KHR0d+Pn5oX79+mjXrh0AICIiAmpqasKMga1btyI0NBRr1qwRcvnhhx+wfPlyjBkzBj/++CMSExMxd+5ceHt7F/kdfY5YyBMRERERUbmIioqSu8MKvH3+Om9qeEpKSoGrqn/I7Nmzoa+vj8DAQNy6dQt6enpo0qSJsIhe1apVER0djQkTJqBt27ZQVlaGra2tcKd4+PDhiImJQdOmTfHq1SscOnQIXbt2hY+PD7y8vJCRkQE3NzdMnz690IX8AGDYsGGoVKkSFi5ciAkTJkBTUxPW1tYYO3ZsgeNDQkLg7Oxc4PT5nj17YsGCBbh48WKBr2nLU6VKFZw8eRLz5s3DTz/9hDt37qBy5cqwtrbGwoULhdjNmzfH2bNnMWfOHAwfPhyPHj2CoaEhWrVqhSVLlhQa/+HDh3B3d0dqaip0dXVhY2ODvXv3CmsSqKur4+jRo1iyZAmePn2KGjVqoE2bNjh+/DiqV68uxFm7di18fHzg5uYGJSUltG3bFlFRUXLrFsyePRt37tyBiooK6tevj40bN8q9QtDY2Bh79+6Fj48PbGxsULNmTYwZMwaTJk0qNP/PFQt5IiIiIiISXXh4OMLDw4scExMTU2S/k5NTgQu3SSQSjBkzpsj3oecVoAXR19fHvn378rUvWLAACxYskGt7tygPCAjIV9j3798f/fv3L+Is/uevv/4qtK958+b5zrWwRet0dXURGBj4wZkMFhYWiIiIKFZueUJCQorsNzIywp49ez4YR0dHByEhIYXGGzRoUJEr++dp2bIlTp48+cFxnzs+I09ERERERESkQFjIExERERERESkQFvJERERERERECoSFPBEREREREZECYSFPREREREREpEBYyBMREREREREpEImssHcYfAZ8fHwQHBxc0Wl8lM/hHIiIiIiIiKjs8D3y9PkavbvsY650w4wZM8o+LoBZs2ZhSOQlUWIDQGhfa6w/f1eU2P2b1BI1dt+IC6LEBoDIQXboFXZelNh/Dm6CdkuPixL70JhWsJ6+X5TYAHBpdgdo2HmJEjvtwnJoNB8vTuzTi0SLLXb8tNOLYOy5Q5TY/6zohqruG0SJDQCP1/aDRof5osRO2z9J3Nidl4sTe5cXNLqsFCU2AKT9NRqavcJEif36z8HQaBMgSuy0IwHQcFkkSmwASNs7XrT4aXvHQ6PjQnFi75ug0N8LEZU/Tq0nIiIiIiIiUiAs5ImIiIiIiIgUCAt5IiIiIiIiIgXCQp6IiIiIiIhIgbCQJyIiIiIiIlIgLOSJiIiIiOiLkJycDIlEgri4OABATEwMJBIJnj17Vug+EokE27dvL9FxPDw80L1791LnSfQhLOSJiIiIiEh0Hh4ekEgk+TZXV9cKy6lVq1ZITU2Frq5uoWNSU1PRqVOnfO0jR46EsrIyNm/enK9v6dKlCA8PFz4fOXIEXbp0gZGRUakuDBC9j4U8ERERERGVC1dXV6SmpsptGzZsqLB81NTUYGBgAIlEUugYAwMDSKVSubY3b94gMjISEydORGhoaL59dHV1oaenJ3x+/fo1GjdujBUrVpRZ7vRlYyFPRERERETlQiqVwsDAQG6rXLlyiWJcuXIFnTt3ho6ODrS1tdG6dWskJSUBAHJzczFr1izUqlULUqkUtra2iIqKKjRWaafWb968GVZWVpg8eTKOHDmCf/75R67//an1nTp1wk8//YQePXqU6FyJCsNCnoiIiIiIFMK9e/fQpk0bSKVSREdH49y5cxgyZAiys7MBvJ3SHhQUhEWLFuHixYtwcXFB165dkZiYWKZ5hISEYODAgdDV1UWnTp3kptETlQcW8kREREREVCoZGRl48eKF3JaRkVHo+F27dkFLS0tumzt3brGPt2LFCujq6iIyMhJNmzaFhYUFBg8eDEtLSwDAokWLMGnSJPTt2xeWlpaYP38+bG1tsWTJko89VUFiYiJOnjyJPn36AAAGDhyIsLAwyGSyMjsG0YeoVHQCRMXl5+eH9PT0D44LDg4uh2yIiIiIKDAwEDNnzpRr8/f3R0BAQIHj27Vrh1WrVsm1ValSpdjHi4uLQ+vWraGqqpqv78WLF7h//z4cHR3l2h0dHREfH1/sY3xIaGgoXFxcUK1aNQDAN998g6FDhyI6Ohrt27cvs+MQFYWFPCmM9PR0FulEREREnxA/Pz/4+vrKtb2/MNy7NDU1Ua9evVIfT0NDo9T7loWcnBxERETgwYMHUFFRkWsPDQ1lIU/lhoU8ERERERGVilQqLbJwL2s2NjaIiIhAVlZWvrvyOjo6MDIyQmxsLNq2bSu0x8bGonnz5mVy/D179uDly5e4cOEClJWVhfbLly9j8ODBePbsmdxq9URi4TPyRERERERULjIyMvDgwQO57dGjR0K/u7s7/Pz8Ct3fy8sLL168QN++fXH27FkkJibi999/R0JCAgBgwoQJmD9/PjZu3IiEhARMnjwZcXFxGDNmTJnkHxISAjc3NzRu3BiNGjUStt69e0NPTw/r1q0rcL9Xr14hLi4OcXFxAIDbt28jLi4OKSkpZZIXfXl4R56IiIiIiMpFVFQUDA0N5dosLS1x/fp1AEBKSgqUlAq/11i1alVER0djwoQJaNu2LZSVlWFrays8F+/t7Y3nz59j3LhxePjwIaysrLBz506Ym5t/dO7//vsvdu/ejfXr1+frU1JSQo8ePRASEgJPT898/WfPnkW7du2Ez3mPIwwaNIgr3lOpsJAnIiIiIiLRhYeHf7BojYmJ+WAcGxsb7N27t8A+JSUl+Pv7w9/fv8B+U1NTudXlnZycPrja/Lv9WVlZhY5buXKl8PP751mc4xCVBKfWExERERERESkQFvJERERERERECoSFPBEREREREZECYSFPREREREREpEBYyBMREREREREpEBbyRERERERERApEIvuM34Pg4+OD4ODgik7jo3wO51BW+F0QERERERHxPfL0ORu9u+xjrnTDjBkzyj4ugFmzZmFw5CVRYgNAWF9r7L78UJTYbo2qixr7hy1XRYkNAKt6WmHYxsuixF7TpxE6LD8pSuz9Xi1gG3BQlNgAEBfQHhrNx4sSO+30ImjYeYkT+8Jy0WKLHT/twnLU8RHh31sAbge7wWjUVlFiA8D9X76FRuflosRO2+Ulamyt3uGixH61yQPafSJEiQ0ALzcOQlX3DaLEfry2HzQ6zBcldtr+SdDoukqU2ACQtvMH0eKn7fwBGl1WfnhgaWL/NVqhvxciKn+cWk9ERERERESkQFjIExERERERESkQFvJERERERERECoSFPBEREREREZECYSFPREREREREpEBYyBMRERER0RchOTkZEokEcXFxAICYmBhIJBI8e/asQvMiKikW8kREREREJDoPDw9IJJJ8m6ura4Xl1KpVK6SmpkJXV7fQMaamppBIJIiMjMzX17BhQ0gkEoSHh8u1X7hwAX369IGhoSGkUilMTEzQuXNn/PXXX5DJZMI4b29v2NvbQyqVwtbWtsDjy2QyLFq0CBYWFpBKpahZsybmzJkj9OddjHh/e/DggTAmICAgX3/9+vWL+S3Rp+izfo+8uro6fHx8KjqNj/LwoTjv5iYiIiIiKm+urq4ICwuTa5NKpRWUDaCmpgYDA4MPjjM2NkZYWBj69u0rtJ08eRIPHjyApqam3NgdO3agd+/ecHZ2RkREBOrVq4eMjAwcP34c06ZNQ+vWraGnpyeMHzJkCE6dOoWLFy8WeOwxY8Zg3759WLRoEaytrfHkyRM8efIk37iEhATo6OgIn6tXry7X37BhQxw4cED4rKLyWZeCn73P+rcXGBhY0Sl8tE/xQoSfnx/S09PL/bi8qEFERESk2KRSabEK56JcuXIFkyZNwpEjRyCTyWBra4vw8HDUrVsXubm5+Omnn/Drr7/iv//+Q4MGDTBv3rxC7/rHxMSgXbt2ePr0qVxx/b4BAwYgODgY//zzD4yNjQEAoaGhGDBgANauXSuMe/36NYYOHQo3Nzds3bpVLkaDBg0wdOhQuTvyy5YtAwD8999/BRby165dw6pVq3D58mVYWloCAOrUqVNgjtWrVy/yHFRUVD76u6dPx2ddyJM40tPTERwcXO7H/RQvahARERFR+bl37x7atGkDJycnREdHQ0dHB7GxscjOzgYALF26FEFBQVi9ejXs7OwQGhqKrl274sqVKzA3Ny/1cWvUqAEXFxdERERg2rRpePPmDTZu3IjDhw/LFfL79u3D48ePMXHixEJjSSSSYh/3r7/+gpmZGXbt2gVXV1fIZDI4OztjwYIFqFKlitxYW1tbZGRkoFGjRggICICjo6Ncf2JiIoyMjKCuro6WLVsiMDAQtWvXLnYu9GnhM/JERERERFQqGRkZePHihdyWkZFR6Phdu3ZBS0tLbps7d26xj7dixQro6uoiMjISTZs2hYWFBQYPHizcrV60aBEmTZqEvn37wtLSEvPnz4etrS2WLFnysaeKIUOGIDw8HDKZDH/++Sfq1q2b77n2GzduAICQDwCcOXNG7nx37dpV7GPeunULd+7cwebNm7F27VqEh4fj3Llz6NWrlzDG0NAQv/zyC7Zs2YItW7bA2NgYTk5OOH/+vDDGwcEB4eHhiIqKwqpVq3D79m20bt0aL1++LOW3QRWNd+SJiIiIiKhUAgMDMXPmTLk2f39/BAQEFDi+Xbt2WLVqlVzb+3eWixIXF4fWrVtDVVU1X9+LFy9w//79fHeiHR0dER8fX+xjFMbNzQ0jR47EkSNHEBoaiiFDhhRrPxsbG2GVfHNzc2H2QHHk5uYiIyMDa9euhYWFBQAgJCQE9vb2SEhIgKWlpbDladWqFZKSkhAcHIzff/8dANCpUye5fBwcHGBiYoJNmzZh6NChxc6HPh0s5ImIiIiIqFT8/Pzg6+sr11bU4nWampqoV69eqY+noaFR6n0/loqKCr7//nv4+/vj1KlT2LZtW74xedP3ExIS0KJFCwBvv4/SnrOhoSFUVFSEIh54+6w9AKSkpMgV8O9q3rw5jh07VmhcPT09WFhY4ObNm6XKiyoep9YTEREREVGpSKVS6OjoyG1irkJvY2ODo0ePIisrK1+fjo4OjIyMEBsbK9ceGxsLKyurMjn+kCFDcPjwYXTr1g2VK1fO19+xY0dUqVIF8+fPL5PjOTo6Ijs7G0lJSUJb3vR9ExOTQveLi4uDoaFhof2vXr1CUlJSkWPo08Y78kREREREVC4yMjLk3m8OvL3TXa1aNQCAu7s7atasWejbp7y8vPDzzz+jb9++8PPzg66uLk6ePInmzZvD0tISEyZMgL+/v/D8elhYGOLi4rBu3boyyb9BgwZ49OgRKlWqVGC/lpYW1qxZgz59+sDNzQ3e3t4wNzfHq1evEBUVBQBQVlYWxt+8eROvXr3CgwcPkJaWJkzBt7KygpqaGpydndGkSRMMGTIES5YsQW5uLjw9PdGhQwfhLv2SJUtQp04dNGzYEOnp6VizZg2io6Oxb98+4Tjjx49Hly5dYGJigvv378Pf3x/Kysro169fmXwvVP5YyBMRERERUbmIiorKdxfY0tIS169fB/B2uriSUuGThqtWrYro6GhMmDABbdu2hbKyMmxtbYXn4r29vfH8+XOMGzcODx8+hJWVFXbu3PlRK9YXlENRevTogePHj2P+/Plwd3fHkydPoKuri6ZNmyIyMhKdO3cWxg4bNgyHDx8WPtvZ2QEAbt++DVNTUygpKeGvv/7Cjz/+iDZt2kBTUxOdOnVCUFCQsE9mZibGjRuHe/fuoVKlSrCxscGBAwfQrl07Yczdu3fRr18/PH78GPr6+vjqq69w8uRJ6Ovrl9XXQuWMhTwREREREYkuPDwc4eHhRY6JiYn5YBwbGxvs3bu3wD4lJSX4+/vD39+/wH5TU1O597g7OTnJfS5IcnJykf3Pnj3L19a0aVNs3ry5yP2A4p2vkZERtmzZUmj/xIkTi3zdHQBERkZ+8DikWPiMPBEREREREZECYSFPREREREREpEBYyBMREREREREpEBbyRERERERERAqEhTwRERERERGRAmEhT0RERERERKRAWMgTERERERERKRCJ7EMvTqQK5ePjg+Dg4IpOQ05F5fQpfhdERERERETlTaWiEyASzejdZR9zpRtmzJhR9nEBzJo1C4MjL4kSGwDC+lpj9+WHosR2a1Rd1Ng/bLkqSmwAWNXTCsM2XhYl9po+jdBh+UlRYu/3agHbgIOixAaAuID20Gg+XpTYaacXQcPOS5zYF5aLFlvs+GkXlqOOjwj/3gJwO9gNRqO2ihIbAO7/8i00Oi8XJXbaLi9RY2v1Dhcl9qtNHtDuEyFKbAB4uXEQqrpvECX247X9oNFhviix0/ZPgkbXVaLEBoC0nT+IFj9t5w/Q6LJSnNh/jVbo74WIyh+n1hMREREREREpEBbyRERERERERAqEhTwRERERERGRAmEhT0RERERERKRAuNgdKQx1dXX4+Ph8cBxXticiIiIios8ZC3lSGIGBgRWdAhEREREpsOTkZNSp83/s3Xlcjtn/P/DXXanudhIVEaUFpezJUoki+65INBg0EZFsJUwTZd9HWsjOmMaSpWTJboSxJEbTfCjboElaVL8//Lq+bu1xa5p5PR+P+zHd55zrfc513R6f7/d9nXOdqwmuX78OCwsLxMfHw9bWFq9evYKGhkZ1D4+owri0noiIiIiIpM7NzQ0ikajYx9HRsdrG1KlTJ6SlpUFdXb3UNvr6+sJYZWVloaurC3d3d7x69QoAMHv2bJiYmEgcc+/ePYhEIri5uUmUh4eHQ0FBAe/evUNKSgrc3d3RpEkTiMViGBgYwM/PD7m5uUL7lJSUEq/ZxYv/93rb27dvY/DgwcI4V65cWewczpw5g759+0JXVxcikQgHDx4s1sbf3x8mJiZQVlZG7dq1YW9vj0uXLlXgKlJ1YCJPRERERERfhaOjI9LS0iQ+O3furLbxyMvLQ1tbGyKRqMx2AQEBSEtLQ2pqKqKionDmzBl4enoCAGxtbZGUlIT09HSh/alTp6Cnp4f4+HiJOKdOnULHjh0hFotx7949FBQUYNOmTbh9+zZWrFiBjRs3Ys6cOcX6P3nypMQ1a9OmjVCXlZWFpk2b4ocffoC2tnaJ43/79i1atWqFdevWlXqORkZGWLt2LW7duoVz585BX18fPXv2xPPnz8u8NlQ9mMgTEREREdFXoaCgAG1tbYlP7dq1KxXj9u3b6NOnD9TU1KCqqoouXbrg4cOHAICCggIEBASgYcOGUFBQgIWFBWJiYkqNFR8fD5FIhNevX5fZp6qqKrS1tdGgQQPY2tpizJgx+PXXXwEAnTt3Rq1atSSS9vj4eEyZMgV//fUXUlJSJMptbW0BfLipERYWhp49e6Jp06bo168fvL29ceDAgWL9a2pqSlyzWrVqCXXt2rXDsmXLMGLECCgoKJQ4/l69emHx4sUYOHBgqefo7OwMe3t7NG3aFC1atMDy5cuRkZGBmzdvlnltqHowkSciIiIioirJyclBRkaGxCcnJ0dq/T1+/Bhdu3aFgoIC4uLicO3aNYwbNw7v378HAKxatQohISEIDg7GzZs34eDggH79+iE5OfmLjuGXX35Bhw4dAADKyspo164dTp06JbSJj49H9+7dYW1tLZT//vvvSE1NFRL5krx58wZ16tQpVt6vXz/Uq1cPnTt3RnR09Bc7l9Lk5uZi8+bNUFdXR6tWraTeH1UeE3kiIiIiIqqSwMBAqKurS3zK2qD40KFDUFFRkfh8//33Fe5v3bp1UFdXx65du9C2bVsYGRlh7NixMDY2BgAEBwfDx8cHI0aMgLGxMYKCgmBhYVHic+OV4ePjAxUVFYjFYjRs2BAikQjLly8X6m1tbYUZ+Tt37iA7OxuWlpbo2rWrUB4fHw9FRUV07NixxD4ePHiANWvWYOLEiUKZiooKQkJCsHfvXhw+fBidO3fGgAEDpJbMF/0+ioqKWLFiBU6cOIG6detKpS/6PNy1noiIiIiIqsTX1xfTp0+XKCtteTfwIeHdsGGDRFlJM9ClSUxMRJcuXSSWlhfJyMjAkydPYG1tLVFubW2NGzduVLiPksycORNubm4oLCzEn3/+iTlz5sDJyQlnzpyBrKwsbGxssGTJEqSlpSE+Ph6dO3eGrKwsunXrho0bNwL4kMh36tSpxOvz+PFjODo6YujQoRg/frxQXrduXYnr265dOzx58gTLli1Dv379PuucSmJra4vExES8ePECP/74I4YNG4ZLly6hXr16X7wv+jxM5ImIiIiIqEoUFBTKTNw/paysDENDwyr3JxaLq3zs56hbt64w7mbNmmHlypWwsrLCqVOnYG9vD2tra8jLy+PUqVM4deoUunXrBuBD4v3ixQv8/vvviI+Pl5htL/LkyRPY2tqiU6dO2Lx5c7lj6dChA06cOPFlT/D/K/p9DA0N0bFjRzRr1gyhoaHw9fWVSn9UdVxaT0RERERENYK5uTnOnj2LvLy8YnVqamrQ1dVFQkKCRHlCQgKaN2/+RcchKysLAHj37h2ADzcYOnTogPj4eJw+fRo2NjYAgFq1aqFjx44IDQ3Fn3/+Wez5+MePH8PGxgZt2rRBWFgYZGTKT88SExOho6PzRc+nNAUFBVLd84CqjjPyRERERET0VeTk5Ei8pg0A5OTkhOewXV1d0aBBg1Kfs/fw8MCaNWswYsQI+Pr6Ql1dHRcvXkT79u1hbGyMmTNnws/PDwYGBrCwsEBYWBgSExMRFRX1WeP++++/kZ6eLiytnzVrFrS0tNCpUyehja2tLVasWAEAaN26tVDerVs3BAcHC5viFSlK4hs3bozg4GCJ17wVvUYuIiIC8vLysLS0BAAcOHAAW7duxZYtW4S2ubm5uHPnjvD348ePkZiYCBUVFWEVQWZmJh48eCAc8+jRIyQmJqJOnTpo1KgR3r59iyVLlqBfv37Q0dHBixcvsG7dOjx+/BhDhw79rGtH0sFEnoiIiIiIvoqYmJhis8nGxsa4d+8eACA1NbXMWWlNTU3ExcVh5syZ6NatG2RlZWFhYSE8F+/p6Yk3b95gxowZePbsGZo3b47o6Gg0a9bss8a9YMECLFiwAACgpaWFdu3a4fjx49DU1BTa2NraIiAgAI6OjpCT+780q1u3bvDz84ODg4PEs/0nTpzAgwcP8ODBAzRs2FCiv8LCQuHvRYsW4Y8//oCcnBxMTEywe/duDBkyRKh/8uSJkOgDHzb8Cw4ORrdu3YSN9q5evSqxGqDoufsxY8YgPDwcsrKyuHfvHiIiIvDixQtoamqiXbt2OHv2LFq0aPE5l46khIk8ERERERFJXXh4OMLDw8ts8/G72Etjbm6OY8eOlVgnIyMDPz8/+Pn5lVivr68vkSTb2NhIfC/Jx++BL0tpsbp161ZiuZubG9zc3MqMOWbMGIwZM6bMNp+eU2XGVkRRUbHE99fTPxefkSciIiIiIiKqQZjIExEREREREdUgTOSJiIiIiIiIahAm8kREREREREQ1CBN5IiIiIiIiohqEiTwRERERERFRDSIqLO9dBVStvLy8sGLFiuoehoR/4piIiIiIiIj+K/geefr3mnz4y8dc74QFCxZ8+bgAAgICMHbXLanEBoCwEWY4/NszqcR2allPqrEn7b8jldgAsGFwc3yz+zepxN4yvCV6rL0oldgnPDrCwj9WKrEBING/O8TtvaUS+93lYIgtPaQT+/paqcWWdvx319eiiZcU/ncLwKMVTtD9VnrvB36ycRDEfdZKJfa7Qx5Sja0yLFwqsTP3uEF1eIRUYgPA37vHQNN1p1Riv4wcCXGPIKnEfnfCB+J+G6QSGwDeRU+SWvx30ZMg7rteOrF/mVyjrwsRfX1cWk9ERERERERUgzCRJyIiIiIiIqpBmMgTERERERER1SBM5ImIiIiIiIhqECbyRERERERERDUIE3kiIiIiIvpPSElJgUgkQmJiIgAgPj4eIpEIr1+/rtZxEVUWE3kiIiIiIpI6Nzc3iESiYh9HR8dqG1OnTp2QlpYGdXX1Utvo6+tDJBJh165dxepatGgBkUiE8PBwifLr169j6NChqF+/PhQVFdGsWTOMHz8e9+/fLxbj5cuXaNiwYbEbCmlpaXB2doaRkRFkZGQwbdq0Ese3d+9emJiYQFFREWZmZjhy5IhEfWFhIRYsWAAdHR2IxWLY29sjOTm59ItCNQITeSIiIiIi+iocHR2RlpYm8dm5c2e1jUdeXh7a2toQiURlttPT00NYWJhE2cWLF5Geng5lZWWJ8kOHDqFjx47IyclBVFQU7t69i+3bt0NdXR3z588vFtvd3R3m5ubFynNycqClpYV58+ahVatWJY7r/PnzGDlyJNzd3XH9+nUMGDAAAwYMwG+//Sa0Wbp0KVavXo2NGzfi0qVLUFZWhoODA7Kzs8s8Z/pnYyJPRERERERfhYKCArS1tSU+tWvXrlSM27dvo0+fPlBTU4Oqqiq6dOmChw8fAgAKCgoQEBCAhg0bQkFBARYWFoiJiSk1VkWX1ru4uOD06dP4888/hbKtW7fCxcUFcnJyQllWVhbGjh2L3r17Izo6Gvb29mjSpAk6dOiA4OBgbNq0SSLuhg0b8Pr1a3h7exfrU19fH6tWrYKrq2upKwZWrVoFR0dHzJw5E6ampli0aBFat26NtWvXAvgwG79y5UrMmzcP/fv3h7m5OSIjI/HkyRMcPHiwzHOmfzYm8kREREREVCU5OTnIyMiQ+OTk5Eitv8ePH6Nr165QUFBAXFwcrl27hnHjxuH9+/cAPiS2ISEhCA4Oxs2bN+Hg4IB+/fp99lLy+vXrw8HBAREREQA+JOy7d+/GuHHjJNodO3YML168wKxZs0qMo6GhIfx9584dBAQEIDIyEjIyVUvLLly4AHt7e4kyBwcHXLhwAQDw6NEjpKenS7RRV1dHhw4dhDZUMzGRJyIiIiKiKgkMDIS6urrEJzAwsNT2hw4dgoqKisTn+++/r3B/69atg7q6Onbt2oW2bdvCyMgIY8eOhbGxMQAgODgYPj4+GDFiBIyNjREUFAQLCwusXLnyc08V48aNQ3h4OAoLC7Fv3z4YGBjAwsJCok3RDQMTE5MyY+Xk5GDkyJFYtmwZGjVqVOUxpaeno379+hJl9evXR3p6ulBfVFZaG6qZ5MpvQkREREREVJyvry+mT58uUaagoFBqe1tbW2zYsEGirE6dOhXuLzExEV26dEGtWrWK1WVkZODJkyewtraWKLe2tsaNGzcq3EdpnJycMHHiRJw5cwZbt24tNhsPfFjKXhG+vr4wNTXFqFGjPntc9N/EGXkiIiIiIqoSBQUFqKmpSXzKSuSVlZVhaGgo8alMIi8Wi7/EsKtETk4Oo0ePhp+fHy5dugQXF5dibYyMjAAA9+7dKzNWXFwc9u7dCzk5OcjJyaF79+4AgLp168LPz6/CY9LW1sbTp08lyp4+fQptbW2hvqistDZUMzGRJyIiIiKiGsHc3Bxnz55FXl5esTo1NTXo6uoiISFBojwhIQHNmzf/Iv2PGzcOp0+fRv/+/UvcpK9nz56oW7culi5dWuLxRZvq7d+/Hzdu3EBiYiISExOxZcsWAMDZs2cxZcqUCo/HysoKsbGxEmUnTpyAlZUVAKBJkybQ1taWaJORkYFLly4Jbahm4tJ6IiIiIiL6KnJycoo9my0nJ4e6desCAFxdXdGgQYNSn7P38PDAmjVrMGLECPj6+kJdXR0XL15E+/btYWxsjJkzZ8LPz094fj0sLAyJiYmIior6IuM3NTXFixcvoKSkVGK9srIytmzZgqFDh6Jfv37w9PSEoaEhXrx4gT179iA1NRW7du2CgYGBxHEvXrwQ4n+8IV5iYiIAIDMzE8+fP0diYiLk5eWFGxNTp05Ft27dEBISAicnJ+zatQtXr17F5s2bAQAikQjTpk3D4sWL0axZMzRp0gTz58+Hrq4uBgwY8EWuCVUPJvJERERERPRVxMTEQEdHR6LM2NhYWIqemppa5g7umpqaiIuLw8yZM9GtWzfIysrCwsJCeC7e09MTb968wYwZM/Ds2TM0b94c0dHRaNas2Rc7B01NzTLr+/fvj/PnzyMwMBDOzs7IyMiAnp4e7OzssHjx4kr1ZWlpKfx97do17NixA40bN0ZKSgoAoFOnTtixYwfmzZuHOXPmoFmzZjh48CBatmwpHDdr1iy8ffsWEyZMwOvXr9G5c2fExMRAUVGxUmOhfxYm8v9wioqK8PLyqu5hSHj27Fl1D4GIiIiIapjw8HCEh4eX2SY+Pr7cOObm5jh27FiJdTIyMvDz8yv1OXN9fX2JDelsbGzK3aCuKGkuTUnvoG/bti32799f5nEfK20cFdk8b+jQoRg6dGip9SKRCAEBAQgICKjweOifj4n8P1xZr++oLv+0GwtERERERET/JdzsjoiIiIiIiKgGYSJPREREREREVIMwkSciIiIiIiKqQZjIExEREREREdUgTOSJiIiIiIiIahBRYUXeaUD0ES8vL6xYsaK6h0FERERERPSfxNfP0b/WJdGXj9mhEBBduvTlAwMo7NAB/TZfkUpsAIie0A7d11yQSuzY76ykGrvBpJ+kEhsAHm8YCJ0JFX/Pa2WkbR6M+t/slUrsp1uGQnPMTqnEBoCXESOhN+VnqcT+c11/NPE6LJXYj1Y4SS22tOM/WuEEsaWHVGK/u74W4kGhUokNAO8OuKP2qCipxH613UWqsVWGhUslduYeN6iNiJRKbADI2OUK8cAtUon97qdvoDwkTCqx3+4bK7VxAx/GLh6wWTqxD06Qbuz+m6QSGwDe/TxRqmMnoq+PS+uJiIiIiIiIahAm8kREREREREQ1CBN5IiIiIiIiohqEiTwRERERERFRDcJEnoiIiIiIiKgGYSJPREREREQ1lo2NDaZNm1bdwyD6qpjIExERERGR1Lm5uWHAgAHVPQwCsH//ftjZ2aF27doQi8UwNjbGuHHjcP36dYl2ubm5WLZsGVq3bg1lZWWoq6ujVatWmDdvHp48eVJq/Pj4eIhEIrRo0QL5+fkSdRoaGggPD5cou379OoYOHYr69etDUVERzZo1w/jx43H//v0KnU9qaiqcnJygpKSEevXqYebMmXj//r1Qn5aWBmdnZxgZGUFGRqbEGz8HDhxA27ZtoaGhAWVlZVhYWGDbtm3F2vTs2ROampoQiURITEwsFufhw4cYOHAgtLS0oKamhmHDhuHp06cSbe7fv4/+/fujbt26UFNTQ+fOnXHq1KkKnWsRJvJERERERFTjFBYWSiRrVDE+Pj4YPnw4LCwsEB0djaSkJOzYsQNNmzaFr6+v0C4nJwc9evTA999/Dzc3N5w5cwa3bt3C6tWr8eLFC6xZs6bcvn7//XdERkaW2ebQoUPo2LEjcnJyEBUVhbt372L79u1QV1fH/Pnzy+0jPz8fTk5OyM3Nxfnz5xEREYHw8HAsWLBA4ly0tLQwb948tGrVqsQ4derUwdy5c3HhwgXcvHkTY8eOxdixY3Hs2DGhzdu3b9G5c2cEBQWVGOPt27fo2bMnRCIR4uLikJCQgNzcXPTt2xcFBQVCuz59+uD9+/eIi4vDtWvX0KpVK/Tp0wfp6enlnm8RJvJERERERPSPVzTLe/ToUbRp0wYKCgo4d+4cAKCgoACzZs1CnTp1oK2tDX9/f4ljly9fDjMzMygrK0NPTw+TJ09GZmamUB8eHg4NDQ0cOnQIxsbGUFJSwpAhQ5CVlYWIiAjo6+ujdu3a8PT0lJhh1tfXx/fff49x48ZBVVUVjRo1wubNmyX6vnXrFuzs7CAWi6GpqYkJEyZI9B0fH4/27dtDWVkZGhoasLa2xh9//AGg5FUM06ZNg42NjfB93759MDMzE+Lb29vj7du3JV7DixcvYunSpVi+fDmWL1+OLl26oFGjRmjTpg3mzZuHo0ePCm1XrFiBc+fOIS4uDp6enmjTpg0aNWqEbt26YePGjfj+++/L/c2+++47+Pn5IScnp8T6rKwsjB07Fr1790Z0dDTs7e3RpEkTdOjQAcHBwdi0aVO5fRw/fhx37tzB9u3bYWFhgV69emHRokVYt24dcnNzAXz4nVatWgVXV1eoq6uXGMfGxgYDBw6EqakpDAwMMHXqVJibmwv/xgBg9OjRWLBgAezt7UuMkZCQgJSUFISHh8PMzAxmZmaIiIjA1atXERcXBwB48eIFkpOTMXv2bJibm6NZs2b44YcfkJWVhd9++63c8y3CRJ6IiIiIiGqM2bNn44cffsDdu3dhbm4OAIiIiICysjIuXbqEpUuXIiAgACdOnBCOkZGRwerVq3H79m1EREQgLi4Os2bNkoiblZWF1atXY9euXYiJiUF8fDwGDhyII0eO4MiRI9i2bRs2bdqEffv2SRwXEhKCtm3b4vr165g8eTImTZqEpKQkAB9maB0cHFC7dm1cuXIFe/fuxcmTJ+Hh4QEAeP/+PQYMGIBu3brh5s2buHDhAiZMmACRSFSha5GWloaRI0di3LhxuHv3LuLj4zFo0CAUFhaW2H7nzp1QUVHB5MmTS6z/uN+dO3eiR48esLS0LLdtaaZNm4b379+XOnt/7NgxvHjxothvUURDQ6PcPi5cuAAzMzPUr19fKHNwcEBGRgZu375d7vElKSwsRGxsLJKSktC1a9cKH5eTkwORSAQFBQWhTFFRETIyMsINAU1NTRgbGyMyMhJv377F+/fvsWnTJtSrVw9t2rSpcF9yFT8dIiIiIiKi/5OTk1NstlVBQUEikfnSAgIC0KNHD4kyc3Nz+Pn5AQCaNWuGtWvXIjY2Vmj38TPR+vr6WLx4Mb799lusX79eKM/Ly8OGDRtgYGAAABgyZAi2bduGp0+fQkVFBc2bN4etrS1OnTqF4cOHC8f17t1bSIx9fHywYsUKnDp1CsbGxtixYweys7MRGRkJZWVlAMDatWvRt29fBAUFoVatWnjz5g369Okj9Gtqalrha5GWlob3799j0KBBaNy4MQDAzMys1Pb3799H06ZNISf3f2ng8uXLJZahP378GOrq6rh//77EzD8ADBw4ULhBYm5ujvPnz5c5PiUlJfj5+WHOnDkYP358sdnw5ORkAICJiUn5J1uK9PR0iSQegPC9MkvVAeDNmzdo0KABcnJyICsri/Xr1xf7t1aWjh07QllZGT4+Pvj+++9RWFiI2bNnIz8/H2lpaQA+3AA5efIkBgwYAFVVVcjIyKBevXqIiYlB7dq1K9wXE3mqMl9fX2RnZ1f3MIpZsWJFdQ+BiIiI6D8hMDAQCxculCjz8/MrtrT9S2rbtm2xsqKZ+SI6Ojp49uyZ8P3kyZMIDAzEvXv3kJGRgffv3yM7OxtZWVlQUlIC8CHpLEqmgQ/JoL6+PlRUVCTKPo77ad8ikQja2tpCm7t376JVq1ZCEg8A1tbWKCgoEGZ73dzc4ODggB49esDe3h7Dhg2Djo5Oha5Fq1at0L17d5iZmcHBwQE9e/bEkCFDKpUQjhs3Dv369cOlS5cwatSoUmfzAWD9+vV4+/YtVq9ejTNnzlQovru7O0JCQhAUFFRsOX5ZfVUHVVVVJCYmIjMzE7GxsZg+fTqaNm1a7IZGabS0tLB3715MmjQJq1evhoyMDEaOHInWrVtDRubDYvjCwkJMmTIF9erVw9mzZyEWi7Flyxb07dsXV65cqfBvz0Seqiw7O5tJMxEREdF/mK+vL6ZPny5RJs3ZeAASSXGRWrVqSXwXiUTC5mIpKSno06cPJk2ahCVLlqBOnTo4d+4c3N3dkZubKyTyJcUoK25F+q6IsLAweHp6IiYmBrt378a8efNw4sQJdOzYETIyMsWS3by8POFvWVlZnDhxAufPn8fx48exZs0azJ07F5cuXUKTJk2K9dWsWTOcO3cOeXl5wrg1NDSgoaGB//3vf8XaFj0iUKQoyaxTp06Fz09OTg5LliyBm5ub8EhBESMjIwDAvXv3YGVlVeGYH9PW1sbly5clyop2idfW1q5ULBkZGRgaGgIALCwscPfuXQQGBlY4kQeAnj174uHDh3jx4gXk5OSgoaEBbW1tNG3aFAAQFxeHQ4cO4dWrV1BTUwPw4QbJiRMnEBERgdmzZ1dsrJU6MyIiIiIiov9PQUEBampqEh9pJ/KVde3aNRQUFCAkJAQdO3aEkZFRma9O+5JMTU1x48YNic3nEhISICMjA2NjY6HM0tISvr6+OH/+PFq2bIkdO3YA+DDDW7Qku8inrzwTiUSwtrbGwoULcf36dcjLy+Onn34qcTwjR45EZmamxCMFpRk5ciROnDhR7JV0VTF06FC0aNGi2OqNnj17om7duli6dGmJx71+/brc2FZWVrh165bESokTJ05ATU0NzZs3/6xxFxQUlLpRX3nq1q0LDQ0NxMXF4dmzZ+jXrx+AD3sxABBm6IvIyMhU6gYQZ+SJiIiIiOirePPmTbFEVFNTE3p6enB1dUWDBg0QGBj4Rfs0NDREXl4e1qxZg759+yIhIQEbN278on2UxsXFBX5+fhgzZgz8/f3x/PlzfPfddxg9ejTq16+PR48eYfPmzejXrx90dXWRlJSE5ORkuLq6AgDs7OywbNkyREZGwsrKCtu3b8dvv/0mbEB36dIlxMbGomfPnqhXrx4uXbqE58+fl/qcvZWVFWbMmIEZM2bgjz/+wKBBg6Cnp4e0tDSEhoZCJBIJCaaXlxcOHz6M7t27w8/PD126dEHt2rVx//59HD16FLKyspW6Fj/88AMcHBwkypSVlbFlyxYMHToU/fr1g6enJwwNDfHixQvs2bMHqamp2LVrV5lxe/bsiebNm2P06NFYunQp0tPTMW/ePEyZMkXiplLRv7vMzEw8f/4ciYmJkJeXF5L9wMBAtG3bFgYGBsjJyRE2ONywYYMQ46+//kJqaqpwI6hoxYK2trYw+x8WFgZTU1NoaWnhwoULmDp1Kry8vIQbN1ZWVqhduzbGjBmDBQsWQCwW48cff8SjR4/g5ORU4evJRJ6IiIiIiL6K+Pj4Yrugu7u7Y8uWLUhNTS02S/kltGrVCsuXL0dQUBB8fX3RtWtXBAYGCsmyNCkpKeHYsWOYOnUq2rVrByUlJQwePBjLly8X6u/du4eIiAi8fPkSOjo6mDJlCiZOnAjgw+7r8+fPx6xZs5CdnY1x48bB1dUVt27dAgCoqanhzJkzWLlyJTIyMtC4cWOEhISgV69epY4pODgY7du3x4YNG7B161ZkZWWhfv366Nq1Ky5cuCAs91ZUVERsbCxWrlyJsLAw+Pr6oqCgAE2aNEGvXr3g5eVVqWthZ2cHOzs7HD9+XKK8f//+OH/+PAIDA+Hs7IyMjAzo6enBzs4OixcvLjeurKwsDh06hEmTJsHKygrKysoYM2YMAgICJNp9/O/u2rVr2LFjBxo3boyUlBQAH94wMHnyZPzvf/+DWCyGiYkJtm/fLrGxYXR0NMaOHSt8HzFiBADJfSGSkpLg6+uLv/76C/r6+pg7d67Etapbty5iYmIwd+5c2NnZIS8vDy1atMDPP/9c6jvuS8JEnoiIiIiIpC48PBzh4eGl1sfHx5d5vI2NTYmbo5V03MGDByW+e3l5FUs8R48eLfzt5uYGNzc3iXp/f/9im/Z9Ov6iJPBjn644MDMzE94h/qn69euXugy+yMKFC4stSS9iamqKmJiYMo8vybBhwzBs2LBy2ykoKMDHxwc+Pj6Vil/ab3Xs2LES27dt2xb79++vVB8fa9y4MY4cOVJmm/I21lu8eHG5Nw5K+nfyqR9++AE//PBDmW3atm1b6rWoKD4jT0RERERERFSDMJEnIiIiIiKif6Rvv/0WKioqJX6+/fbb6h5eteHSeiIiIiIiIvpHCggIgLe3d4l1Rc/z/xcxkSciIiIiIqJ/pHr16qFevXrVPYx/HC6tJyIiIiIiIqpBmMgTERERERER1SCiwvL24Sf6hJeXF1asWCH8l4iIiIiIiL4ePiNP/16TD3/5mOudILp06cvHBVDYoQOWxD6QSmwAmNvdEJP235FK7A2Dm0s1dvM5x6USGwDufN8TJrM/7z2epbn3gwN6bZDOv5ejkzqg3ZJ4qcQGgCtzbaDpulMqsV9GjoTutwekEvvJxkFSiy3t+E82DoJ4UKhUYr874A6xpYdUYgPAu+trIe6zVjqxD3lA7LRaOrEPe0Jsu0g6sU/Nh9huiVRiA8C7uLkQdwuQTuzTCyDuv0k6sX+eKLXfE/j/v6k0/730XiWd2EemSi22tOO/OzJVKnGJqGxcWk9ERERERERUgzCRJyIiIiIiIqpBmMgTERERERER1SBM5ImIiIiIiIhqECbyRERERERERDUIE3kiIiIiIvpPCQ8Ph4aGRnUPg6jKmMgTEREREZHUubm5QSQSCR9NTU04Ojri5s2b1T20L0YkEuHgwYNfrT8HBwfIysriypUrAICUlBSJa1zSJzw8HABw6tQp9O7dG5qamlBSUkLz5s0xY8YMPH78WIhfWFiIzZs3o0OHDlBRUYGGhgbatm2LlStXIisrq9RxXblyBd27d4eGhgZq164NBwcH3Lhxo8S2Dx48gKqqaok3VlauXAljY2OIxWLo6enBy8sL2dnZQn1gYCDatWsHVVVV1KtXDwMGDEBSUlIVrmTNw0SeiIiIiIi+CkdHR6SlpSEtLQ2xsbGQk5NDnz59qntYNVJqairOnz8PDw8PbN26FQCgp6cnXN+0tDTMmDEDLVq0kCgbPnw4Nm3aBHt7e2hra2P//v24c+cONm7ciDdv3iAkJEToY/To0Zg2bRr69++PU6dOITExEfPnz8fPP/+M48ePlziuzMxMODo6olGjRrh06RLOnTsHVVVVODg4IC8vT6JtXl4eRo4ciS5duhSLs2PHDsyePRt+fn64e/cuQkNDsXv3bsyZM0doc/r0aUyZMgUXL17EiRMnkJeXh549e+Lt27df4hL/ozGRJyIiIiKir0JBQQHa2trQ1taGhYUFZs+ejT///BPPnz+v0PEZGRkQi8U4evSoRPlPP/0EVVVVZGVlIT4+HiKRCK9fvxbqExMTIRKJkJKSUmrsxYsXo169elBVVcU333yD2bNnw8LCQqi/cuUKevTogbp160JdXR3dunXDr7/+KtTr6+sDAAYOHAiRSCR8d3Nzw4ABAyT6mjZtGmxsbITv+/btg5mZGcRiMTQ1NWFvb19uMhoWFoY+ffpg0qRJ2LlzJ969ewdZWVnh+mpra0NFRQVycnISZS9fvoSnpyc8PT2xdetW2NjYQF9fH127dsWWLVuwYMECAMCePXsQFRWFnTt3Ys6cOWjXrh309fXRv39/xMXFwdbWtsRx3bt3D3/99RcCAgJgbGyMFi1awM/PD0+fPsUff/wh0XbevHkwMTHBsGHDisU5f/48rK2t4ezsDH19ffTs2RMjR47E5cuXhTYxMTFwc3NDixYt0KpVK4SHhyM1NRXXrl0r89r9GzCRJyIiIiKiry4zMxPbt2+HoaEhNDU1K3SMmpoa+vTpgx07dkiUR0VFYcCAAVBSUqrSWKKiorBkyRIEBQXh2rVraNSoETZs2CDR5u+//8aYMWNw7tw5XLx4Ec2aNUPv3r3x999/A4CwvD0sLAxpaWnC9/KkpaVh5MiRGDduHO7evYv4+HgMGjQIhYWFpR5TWFiIsLAwjBo1CiYmJjA0NMS+ffsq1N/evXuRm5uLWbNmlVhftMQ9KioKxsbG6N+/f7E2IpEI6urqJR5vbGwMTU1NhIaGIjc3F+/evUNoaChMTU2FmxsAEBcXh71792LdunUlxunUqROuXbsmJO6///47jhw5gt69e5d6bm/evAEA1KlTp9Q2/xZy1T0AIiIiIiKqmXJycpCTkyNRpqCgAAUFhRLbHzp0CCoqKgCAt2/fQkdHB4cOHYKMTMXnF11cXDB69GhkZWVBSUkJGRkZOHz4MH766acqn8eaNWvg7u6OsWPHAgAWLFiA48ePIzMzU2hjZ2cncczmzZuhoaGB06dPo0+fPtDS0gLwIRHW1taucN9paWl4//49Bg0ahMaNGwMAzMzMyjzm5MmTyMrKgoODAwBg1KhRCA0NxejRo8vtLzk5GWpqatDR0Sm3nbGxcQXP4v+oqqoiPj4eAwYMwKJFiwAAzZo1w7FjxyAn9yH9fPnyJdzc3LB9+3aoqamVGMfZ2RkvXrxA586dUVhYiPfv3+Pbb7+VWFr/sYKCAkybNg3W1tZo2bJlpcdd0zCRp6/O19dXYpOKL23FihVSi01ERERE/ycwMBALFy6UKPPz84O/v3+J7W1tbYWZ7levXmH9+vXo1asXLl++LCSx5enduzdq1aqF6OhojBgxAvv374eamhrs7e2rfB5JSUmYPHmyRFn79u0RFxcnfH/69CnmzZuH+Ph4PHv2DPn5+cjKykJqamqV+wWAVq1aoXv37jAzM4ODgwN69uyJIUOGoHbt2qUes3XrVgwfPlxIjEeOHImZM2fi4cOHMDAwKLO/wsJCiESicsdV1oqAsrx79w7u7u6wtrbGzp07kZ+fj+DgYDg5OeHKlSsQi8UYP348nJ2d0bVr11LjxMfH4/vvv8f69evRoUMHPHjwAFOnTsWiRYswf/78Yu2nTJmC3377DefOnavSuGsaJvL01WVnZzPZJiIiIvoX8PX1xfTp0yXKSpuNBwBlZWUYGhoK37ds2QJ1dXX8+OOPWLx4cYX6lJeXx5AhQ7Bjxw6MGDECO3bskEhqi2b3P05EP91krSrGjBmDly9fYtWqVWjcuDEUFBRgZWWF3NzcMo+TkZEplhR/PB5ZWVmcOHEC58+fx/Hjx7FmzRrMnTsXly5dQpMmTYrF++uvv/DTTz8hLy9PYvl/fn4+tm7diiVLlpQ5HiMjI7x58wZpaWllzsobGRnh3r17ZcYqyY4dO5CSkoILFy4Iv8WOHTtQu3Zt/PzzzxgxYgTi4uIQHR2N4OBgAB9+q4KCAsjJyWHz5s0YN24c5s+fj9GjR+Obb74B8GGVwtu3bzFhwgTMnTtXYhWHh4cHDh06hDNnzqBhw4aVHnNNxGfkiYiIiIioShQUFKCmpibxKSuR/5RIJIKMjAzevXtXqX5dXFwQExOD27dvIy4uDi4uLkJd0RL3tLQ0oSwxMbHMeMbGxsWeaf/0e0JCAjw9PdG7d2+0aNECCgoKePHihUSbWrVqIT8/X6JMS0tLYiwljUckEsHa2hoLFy7E9evXIS8vX+qjAlFRUWjYsCFu3LiBxMRE4RMSEoLw8PBi/X9qyJAhkJeXx9KlS0usL9ok0NnZGffv38fPP/9crE1hYaHwPPqnsrKyICMjIzHrX/S9oKAAAHDhwgWJsQcEBEBVVRWJiYkYOHCgRJyPycrKCv0X/dfDwwM//fQT4uLiSrzx8W/FRJ6IiIiIiL6KnJwcpKenIz09HXfv3sV3332HzMxM9O3bV2jTvXt3rF27tsw4Xbt2hba2NlxcXNCkSRN06NBBqDM0NISenh78/f2RnJyMw4cPS7xSrSTfffcdQkNDERERgeTkZCxevBg3b96USEabNWuGbdu24e7du7h06RJcXFwgFosl4ujr6yM2Nhbp6el49eoVgA/P1l+9ehWRkZFITk6Gn58ffvvtN+GYS5cu4fvvv8fVq1eRmpqKAwcO4Pnz5zA1NS1xrKGhoRgyZAhatmwp8XF3d8eLFy8QExNT5rnq6elhxYoVWLVqFdzd3XH69Gn88ccfSEhIwMSJE4Xn2ocNG4bhw4dj5MiRwvj++OMPHDp0CPb29jh16lSJ8Xv06IFXr15hypQpuHv3Lm7fvo2xY8dCTk5O2One1NRUYuwNGjSAjIwMWrZsKTxS0LdvX2zYsAG7du3Co0ePcOLECcyfPx99+/YVEvopU6Zg+/bt2LFjB1RVVYV/W5W9MVQTMZEnIiIiIqKvIiYmBjo6OtDR0UGHDh1w5coV7N27V+JVbA8fPiw20/0pkUiEkSNH4saNGxKz8cCHWfGdO3fi3r17MDc3R1BQULnL9l1cXODr6wtvb2+0bt0ajx49gpubGxQVFYU2oaGhePXqFVq3bo3Ro0fD09MT9erVk4gTEhKCEydOQE9PD5aWlgAABwcHzJ8/H7NmzUK7du3w999/w9XVVThGTU0NZ86cQe/evWFkZIR58+YhJCQEvXr1KjbOa9eu4caNGxg8eHCxOnV1dXTv3h2hoaFlnisATJ48GcePH8fjx48xcOBAmJiY4JtvvoGamhq8vb0BfLjGO3bswPLly3Hw4EF069YN5ubm8Pf3R//+/YWN9j5lYmKCX375BTdv3oSVlRW6dOmCJ0+eCL99Rc2bNw8zZszAvHnz0Lx5c7i7u8PBwQGbNm0S2mzYsAFv3ryBjY2N8O9KR0cHu3fvrnA/NRWfkSciIiIiIqkLDw9HeHh4ue3Ketf7x4KCghAUFFRinbW1NW7evClR9vFz6m5ubnBzc5Oonz9/vsQmaj169JB4nt/S0rLYcvshQ4ZIfO/bt6/E6oIiCxcuLLYpYBFTU9NyZ9GLtGnTpsxN6I4cOSLx3d/fv9SNB+3t7cvdIFBGRgbffvstvv322wqNr0iPHj3Qo0ePCrcv6feQk5ODn58f/Pz8Sj2uqhvy/RswkSciIiIiov+0rKwsbNy4EQ4ODpCVlcXOnTtx8uRJnDhxorqHRlQiJvJERERERPSfJhKJcOTIESxZsgTZ2dkwNjbG/v37P+uVdkTSxESeiIiIiIj+08RiMU6ePFndwyCqMG52R0RERERERFSDMJEnIiIiIiIiqkGYyBMRERERERHVIKLC//Ke/VQlXl5eWLFihfDfqh5PRERERERElcfN7ujfa/LhLx9zvRMeikRfPi4Ag8JCzD5yXyqxAeCH3kZYfuZ3qcSe3rWpVGPbrDwvldgAED+tE7ouT5BK7DPTrWG97KxUYifM7AJjn2NSiQ0ASUEOEPco+d28n+vdCR+I+6yVTuxDHlKLLe347w55oPaoKKnEfrXdRfrXxdJDOrGvr5VubKvZ0ol94QeIO82RSmwAeHf+e4i7fy+d2LFzIO48v/yGVYl9bhHEHX2kEhsA3l0MgrjDTOnEvrSsRsaWdvx3l5ZJJS4RlY1L66nSFBUV4eXlhWfPnlX3UIiIiIiIiP5zOCNPlRYYGAjgwxJ5IiIiIiIi+ro4I09ERERERERUgzCRJyIiIiIiIqpBmMgTERERERER1SBM5ImIiIiIiIhqECbyRERERET0n+fm5oYBAwaU2UZfXx8rV678KuMpiUgkwsGDB6utf/rnYCJPRERERERS9/z5c0yaNAmNGjWCgoICtLW14eDggISEhArHiI+Ph0gkwuvXr6U30DJcuXIFEyZMqJa+ASAtLQ29evWqln6dnZ1hZGQEGRkZTJs2rcz2u3btgkgkKnZjpLCwEAsWLICOjg7EYjHs7e2RnJws1KekpMDd3R1NmjSBWCyGgYEB/Pz8kJubKxHn2LFj6NixI1RVVaGlpYXBgwcjJSXlC51tzcBEnoiIiIiIpG7w4MG4fv06IiIicP/+fURHR8PGxgYvX76s7qFVmJaWFpSUlL56v0WJrLa2NhQUFL56/zk5OdDS0sK8efPQqlWrMtumpKTA29sbXbp0KVa3dOlSrF69Ghs3bsSlS5egrKwMBwcHZGdnAwDu3buHgoICbNq0Cbdv38aKFSuwceNGzJkzR4jx6NEj9O/fH3Z2dkhMTMSxY8fw4sULDBo06Mue9D8cE3kiIiIiIpKq169f4+zZswgKCoKtrS0aN26M9u3bw9fXF/369atQjJSUFNja2gIAateuDZFIBDc3N0RGRkJTUxM5OTkS7QcMGIDRo0cDAPz9/WFhYYFNmzZBT08PSkpKGDZsGN68eVOsn+DgYOjo6EBTUxNTpkxBXl6eUPfp0nqRSIRNmzahT58+UFJSgqmpKS5cuIAHDx7AxsYGysrK6NSpEx4+fCgcU9IS/mnTpsHGxkb4bmNjAw8PD0ybNg1169aFg4OD0F/R0vqSVickJiZCJBIJs9Ph4eHQ0NDAoUOHYGxsDCUlJQwZMgRZWVmIiIiAvr4+ateuDU9PT+Tn55d67fX19bFq1Sq4urpCXV291Hb5+flwcXHBwoUL0bRpU4m6wsJCrFy5EvPmzUP//v1hbm6OyMhIPHnyRDgnR0dHhIWFoWfPnmjatCn69esHb29vHDhwQIhz7do15OfnY/HixTAwMEDr1q3h7e2NxMRE4be6ceMGbG1toaqqCjU1NbRp0wZXr14tddw1ERN5IiIiIiKqkpycHGRkZEh8Pk2oAUBFRQUqKio4ePBgifUVoaenh/379wMAkpKSkJaWhlWrVmHo0KHIz89HdHS00PbZs2c4fPgwxo0bJ5Q9ePAAe/bswS+//IKYmBhcv34dkydPlujj1KlTePjwIU6dOoWIiAiEh4cjPDy8zHEtWrQIrq6uSExMhImJCZydnTFx4kT4+vri6tWrKCwshIeHR6XPNyIiAvLy8khISMDGjRsrfXyRrKwsrF69Grt27UJMTAzi4+MxcOBAHDlyBEeOHMG2bduwadMm7Nu3r8p9FAkICEC9evXg7u5erO7Ro0dIT0+Hvb29UKauro4OHTrgwoULpcZ88+YN6tSpI3xv06YNZGRkEBYWhvz8fLx58wbbtm2Dvb09atWqBQBwcXFBw4YNceXKFVy7dg2zZ88W6v4tmMjTv4qvr291D4GIiIjoPyMwMBDq6uoSn8DAwGLt5OTkEB4ejoiICGhoaMDa2hpz5szBzZs3K9yXrKyskNDVq1cP2traUFdXh1gshrOzM8LCwoS227dvR6NGjSRmubOzsxEZGQkLCwt07doVa9aswa5du5Ceni60qV27NtauXQsTExP06dMHTk5OiI2NLXNcY8eOxbBhw2BkZAQfHx+kpKTAxcUFDg4OMDU1xdSpUxEfH1/h8yzSrFkzLF26FMbGxjA2Nq708UXy8vKwYcMGWFpaomvXrhgyZAjOnTuH0NBQNG/eHH369IGtrS1OnTpV5T4ACDF//PHHEuuLrnP9+vUlyuvXry/xG3zswYMHWLNmDSZOnCiUNWnSBMePH8ecOXOgoKAADQ0N/O9//8OePXuENqmpqbC3t4eJiQmaNWuGoUOHlvtIQE3DRJ7+VYqeryEiIiIi6fP19cWbN28kPqVNrAwePBhPnjxBdHQ0HB0dER8fj9atW5c7410R48ePx/Hjx/H48WMAH5aUu7m5QSQSCW0aNWqEBg0aCN+trKxQUFCApKQkoaxFixaQlZUVvuvo6ODZs2dl9m1ubi78XZSkmpmZSZRlZ2cjIyOjUufUpk2bSrUvjZKSEgwMDCTGo6+vDxUVFYmy8s6zLH///TdGjx6NH3/8EXXr1v2s8RZ5/PgxHB0dMXToUIwfP14oT09Px/jx4zFmzBhcuXIFp0+fhry8PIYMGYLCwkIAwPTp0/HNN9/A3t4eP/zwg8SjDf8WTOSJiIiIiKhKFBQUoKamJvEpazM2RUVF9OjRA/Pnz8f58+fh5uYGPz+/zx6HpaUlWrVqhcjISFy7dg23b9+Gm5tbpeN8uvxaJBKhoKCgwscU3TgoqawojoyMjJBwFvn4OfwiysrKZfYrI/Mhlfs4VklxSjqnqpxnWR4+fIiUlBT07dsXcnJykJOTQ2RkJKKjoyEnJ4eHDx9CW1sbAPD06VOJY58+fSrUFXny5AlsbW3RqVMnbN68WaJu3bp1UFdXx9KlS4VVBtu3b0dsbCwuXboE4MOeCLdv34aTkxPi4uLQvHlz/PTTT1U+v38iJvJERERERFQtmjdvjrdv31a4vby8PACUuDHbN998g/DwcISFhcHe3h56enoS9ampqXjy5Inw/eLFi5CRkfmsZetVoaWlhbS0NImyxMTEKsUBIBGrKnG+BBMTE9y6dQuJiYnCp1+/frC1tUViYiL09PTQpEkTaGtrSzyqkJGRgUuXLsHKykooe/z4MWxsbNCmTRuEhYUJNyyKZGVlFSsrWkXx8c0IIyMjeHl54fjx4xg0aJDEoxf/BkzkiYiIiIhIql6+fAk7Ozts374dN2/exKNHj7B3714sXboU/fv3F9q5urqWuedR48aNIRKJcOjQITx//hyZmZlCnbOzM/73v//hxx9/lNjkroiioiLGjBmDGzdu4OzZs/D09MSwYcOKzQZLm52dHa5evYrIyEgkJyfDz88Pv/32W6XjGBoaQk9PD/7+/khOTsbhw4cREhIihRF/UJSgZ2Zm4vnz50hMTMSdO3cAfLi2LVu2lPhoaGhAVVUVLVu2hLy8PEQiEaZNm4bFixcjOjoat27dgqurK3R1dYVd/IuS+EaNGiE4OBjPnz9Henq6xDP0Tk5OuHLlCgICApCcnIxff/0VY8eORePGjWFpaYl3797Bw8MD8fHx+OOPP5CQkIArV67A1NRUatemOshV9wCIiIiIiOjfTUVFBR06dMCKFSvw8OFD5OXlQU9PD+PHj5d4R3hqamqx2daPNWjQAAsXLsTs2bMxduxYuLq6Cs/Yq6urY/DgwTh8+HCx17sBHxLfQYMGoXfv3vjrr7/Qp08frF+//kufarkcHBwwf/58zJo1C9nZ2Rg3bhxcXV1x69atSsWpVasWdu7ciUmTJsHc3Bzt2rXD4sWLMXToUKmM29LSUvj72rVr2LFjBxo3biy86q4iZs2ahbdv32LChAl4/fo1OnfujJiYGCgqKgIATpw4gQcPHuDBgwdo2LChxLFFjxDY2dlhx44dWLp0KZYuXQolJSVYWVkhJiYGYrEYubm5ePnyJVxdXfH06VPUrVsXgwYNwsKFCz//IvyDMJEnIiIiIiKpUlBQQGBgYIk72n+sIru7z58/H/Pnzy+x7vHjx3BxcSn1Of1JkyZh0qRJJdaVtOnex++MB1Asaf30WXd9ff1iZTY2NsXKFi5cWGZiWdp1+DSOtbV1sZ3/P27j5uZWbK8Af39/+Pv7S5RVZMPBT/suT0kxRSIRAgICEBAQUOIxJY23JCNGjMCIESNKrJOXl8fOnTsrM9QaiYk8ERERERHVaK9evUJ8fDzi4+OrZZad6GtjIk9ERERERDWapaUlXr16haCgoK++eR1RdWAiT0RERERENVp5z2mXtJycqCbjrvVERERERERENQgTeSIiIiIiIqIahIk8ERERERERUQ0iKqzsewSI/j8vLy+sWLHiqx3n6+uL7OzsMts8e/YMUVFRlY5NRERERERUU3CzO6oxsrOzy70B4OXl9X9fJh/+8oNY74SHItGXjwvAoLAQc47cl0psAPi+txGWxf8uldgzbZpKNXa3FQlSiQ0Ap72s0SXknFRin53RGdbLzkoldsLMLjD2OSaV2ACQFOQAcY8gqcR+d8IH4j5rpRP7kIfUYks7/rtDHqg9Sjo3Il9td4HYabVUYgPAu8OeEFt6SCf29bXSjW01WzqxL/wgtdhCfLsl0okdNxdi67nSiZ2wBOIOM6USGwDeXVomtfg1Nba047+7tEwqcYmobFxaT0RERERERFSDMJEnIiIiIiIiqkGYyBMRERERERHVIEzkiYiIiIiIiGoQJvJERERERERENQgTeSIiIiIi+s9zc3PDgAEDymyjr6+PlStXfpXxlEQkEuHgwYPV1j/9czCRJyIiIiIiqXv+/DkmTZqERo0aQUFBAdra2nBwcEBCQsVfMxsfHw+RSITXr19Lb6BluHLlCiZMmFAtfQNAWloaevXq9dX7DQ8Ph4aGhkSZvr4+RCJRqR83NzekpKTA3d0dTZo0gVgshoGBAfz8/JCbm/vVz+Hfhu+RJyIiIiIiqRs8eDByc3MRERGBpk2b4unTp4iNjcXLly+re2gVpqWlVS395ubmQl5eHtra2tXSf0muXLmC/Px8AMD58+cxePBgJCUlQU1NDQAgFotx4cIFFBQUYNOmTTA0NMRvv/2G8ePH4+3btwgODq7O4dd4nJEnIiIiIiKpev36Nc6ePYugoCDY2tqicePGaN++PXx9fdGvX78KxUhJSYGtrS0AoHbt2sKsb2RkJDQ1NZGTkyPRfsCAARg9ejQAwN/fHxYWFti0aRP09PSgpKSEYcOG4c2bN8X6CQ4Oho6ODjQ1NTFlyhTk5eUJdZ8urReJRNi0aRP69OkDJSUlmJqa4sKFC3jw4AFsbGygrKyMTp064eHDh8IxJS3hnzZtGmxsbITvNjY28PDwwLRp01C3bl04ODgI/RUtrS9pdUJiYiJEIhFSUlIA/N9M+qFDh2BsbAwlJSUMGTIEWVlZiIiIgL6+PmrXrg1PT08hKa8oLS0taGtrQ1tbG3Xq1AEA1KtXTyhTV1eHo6MjwsLC0LNnTzRt2hT9+vWDt7c3Dhw4UKm+qDgm8kREREREVCU5OTnIyMiQ+HyaUAOAiooKVFRUcPDgwRLrK0JPTw/79+8HACQlJSEtLQ2rVq3C0KFDkZ+fj+joaKHts2fPcPjwYYwbN04oe/DgAfbs2YNffvkFMTExuH79OiZPnizRx6lTp/Dw4UOcOnUKERERCA8PR3h4eJnjWrRoEVxdXZGYmAgTExM4Oztj4sSJ8PX1xdWrV1FYWAgPD49Kn29ERATk5eWRkJCAjRs3Vvr4IllZWVi9ejV27dqFmJgYxMfHY+DAgThy5AiOHDmCbdu2YdOmTdi3b1+V+6iMN2/eCIk/VR0TefpXUVRUrO4hEBEREf1nBAYGQl1dXeITGBhYrJ2cnBzCw8MREREBDQ0NWFtbY86cObh582aF+5KVlS0286uurg6xWAxnZ2eEhYUJbbdv345GjRpJzHJnZ2cjMjISFhYW6Nq1K9asWYNdu3YhPT1daFO7dm2sXbsWJiYm6NOnD5ycnBAbG1vmuMaOHYthw4bByMgIPj4+SElJgYuLCxwcHGBqaoqpU6ciPj6+wudZpFmzZli6dCmMjY1hbGxc6eOL5OXlYcOGDbC0tETXrl0xZMgQnDt3DqGhoWjevDn69OkDW1tbnDp1qsp9VNSDBw+wZs0aTJw4Uep9/dsxkad/lZL+DwcRERERSYevry/evHkj8fH19S2x7eDBg/HkyRNER0fD0dER8fHxaN26dbkz3hUxfvx4HD9+HI8fPwbwYUm5m5sbRCKR0KZRo0Zo0KCB8N3KygoFBQVISkoSylq0aAFZWVnhu46ODp49e1Zm3+bm5sLf9evXBwCYmZlJlGVnZyMjI6NS59SmTZtKtS+NkpISDAwMJMajr68PFRUVibLyzvNzPX78GI6Ojhg6dCjGjx8v1b7+C5jIExERERFRlSgoKEBNTU3io6CgUGp7RUVF9OjRA/Pnz8f58+fh5uYGPz+/zx6HpaUlWrVqhcjISFy7dg23b9+Gm5tbpePUqlVL4rtIJEJBQUGFjym6cVBSWVEcGRkZFBYWSsT4+Dn8IsrKymX2KyPzIZX7OFZJcUo6p6qc5+d48uQJbG1t0alTJ2zevFlq/fyXcNd6qjJFRUV4eXlV+jhp3+0jIiIiopqhefPmlXovury8PACUuDHbN998g5UrV+Lx48ewt7eHnp6eRH1qaiqePHkCXV1dAMDFixchIyPzWcvWq0JLSwu//fabRFliYmKx5LoicYAPr6SrXbu2EOef5vHjx7C1tUWbNm0QFhYm3ICgz8NEnqqsqsvYq5L8ExEREVHN9fLlSwwdOhTjxo2Dubk5VFVVcfXqVSxduhT9+/cX2rm6uqJBgwal/v+ZjRs3hkgkwqFDh9C7d2+IxWJhibizszO8vb3x448/IjIystixioqKGDNmDIKDg5GRkQFPT08MGzbsq7/Szc7ODsuWLUNkZCSsrKywfft2/Pbbb7C0tKxUHENDQ+jp6cHf3x9LlizB/fv3ERISIqVRf7h58umNAgUFBZiampZ6zOPHj2FjY4PGjRsjODgYz58/F+r+Sa/Sq4mYyBMRERERkVSpqKigQ4cOWLFiBR4+fIi8vDzo6elh/PjxmDNnjtAuNTW1zBnbBg0aYOHChZg9ezbGjh0LV1dX4Rl7dXV1DB48GIcPHy72ejfgQ+I7aNAg9O7dG3/99Rf69OmD9evXf+lTLZeDgwPmz5+PWbNmITs7G+PGjYOrqytu3bpVqTi1atXCzp07MWnSJJibm6Ndu3ZYvHgxhg4dKpVxZ2ZmFrvZYGBggAcPHpR6zIkTJ/DgwQM8ePAADRs2lKj79PECqhwm8kREREREJFUKCgoIDAwsd0VnRXZ3nz9/PubPn19i3ePHj+Hi4lLqc/qTJk3CpEmTSqwradO9j98ZD0B4P3uRT5NRfX39YmU2NjbFyhYuXIiFCxeWOA6g9OvwaRxra+tiO/9/3MbNza3YXgH+/v7w9/eXKCtvw8GS4nyspHOsyHFUdUzkiYiIiIioRnv16hXi4+MRHx9fLbPsRF8bE3kiIiIiIqrRLC0t8erVKwQFBX31zeuIqgMTeSIiIiIiqtE+XfL+qZKWkxPVZNz7n4iIiIiIiKgGYSJPREREREREVIMwkSciIiIiIiKqQUSFfIEffWVeXl5YsWJFqfW+vr7Izs4uVv7s2TNERUVJc2hERERERET/eNzsjv5xsrOzS0z0vby8Khdo8uEvNKKPrHfCQ5Hoy8cFYFBYiEUnH0glNgDMtzfE3KP3pRJ7SS8jqcZutyReKrEB4MpcG7RZdEoqsa/Nt4XNyvNSiR0/rRNazjshldgA8NviHhD3WSuV2O8OeUBlWLhUYmfucZNabGnHl3Zsse0iqcQGgHen5kNsNVs6sS/8IN3Ylh7SiX19rdRiC/Gt50ondsISqf17eXdqPsSdS37/9xeJf24RxJ3mSCf2+e+le82lFFuIL8XrQkRfH5fWExEREREREdUgTOSJiIiIiIiIahAm8kREREREREQ1CBN5IiIiIiIiohqEiTwRERERERFRDcJEnoiIiIiI6DPEx8dDJBLh9evX1T0U+o9gIk9ERERERFLn5uYGkUgEkUgEeXl5GBoaIiAgAO/fv6/uoX22Tp06IS0tDerq6tU9lDLp6+sLv4GysjJat26NvXv3SrR59+4d6tSpg7p16yInJ6dYjM2bN8PGxgZqamrl3rzIycmBhYUFRCIREhMTv/DZ/LcxkSciIiIioq/C0dERaWlpSE5OxowZM+Dv749ly5ZVy1hyc3O/WCx5eXloa2tDJBJ9sZjSEhAQgLS0NFy/fh3t2rXD8OHDcf78eaF+//79aNGiBUxMTHDw4MFix2dlZcHR0RFz5swpt69Zs2ZBV1f3Sw6f/j8m8kRERERE9FUoKChAW1sbjRs3xqRJk2Bvb4/o6Ohyj4uJiUHnzp2hoaEBTU1N9OnTBw8fPpRo8+eff2LYsGHQ0NBAnTp10L9/f6SkpAj1bm5uGDBgAJYsWQJdXV0YGxsDAEQiUbGEVUNDA+Hh4cL38+fPw8LCAoqKimjbti0OHjwoMcv86dL68PBwaGho4NixYzA1NYWKiopwE6NIQUEBAgIC0LBhQygoKMDCwgIxMTFCfW5uLjw8PKCjowNFRUU0btwYgYGBQv3y5cthZmYGZWVl6OnpYfLkycjMzCz3WqqqqkJbWxtGRkZYt24dxGIxfvnlF6E+NDQUo0aNwqhRoxAaGlrs+GnTpmH27Nno2LFjmf0cPXoUx48fR3BwcLljospjIk9ERERERFWSk5ODjIwMiU9Jy7FLIxaLKzQz/vbtW0yfPh1Xr15FbGwsZGRkMHDgQBQUFAAA8vLy4ODgAFVVVZw9exYJCQlC8vxx/NjYWCQlJeHEiRM4dOhQhcaYkZGBvn37wszMDL/++isWLVoEHx+fco/LyspCcHAwtm3bhjNnziA1NRXe3t5C/apVqxASEoLg4GDcvHkTDg4O6NevH5KTkwEAq1evRnR0NPbs2YOkpCRERUVBX19fOF5GRgarV6/G7du3ERERgbi4OMyaNatC51RETk4OtWrVEq7Rw4cPceHCBQwbNgzDhg3D2bNn8ccff1QqJgA8ffoU48ePx7Zt26CkpFTp46l8TOTpX8PX1xdeXl7VPQwiIiKi/4zAwECoq6tLfD6eNS5NYWEhTp48iWPHjsHOzq7c9oMHD8agQYNgaGgICwsLbN26Fbdu3cKdO3cAALt370ZBQQG2bNkCMzMzmJqaIiwsDKmpqYiPjxfiKCsrY8uWLWjRogVatGhRoXPcsWMHRCIRfvzxRzRv3hy9evXCzJkzyz0uLy8PGzduRNu2bdG6dWt4eHggNjZWqA8ODoaPjw9GjBgBY2NjBAUFwcLCAitXrgQApKamolmzZujcuTMaN26Mzp07Y+TIkcLx06ZNg62tLfT19WFnZ4fFixdjz549FTon4MOMf2BgIN68eSP8Blu3bkWvXr1Qu3Zt1KlTBw4ODggLC6twTODDb+vm5oZvv/0Wbdu2rdSxVHFM5OlfIzs7GytWrKjuYRARERH9Z/j6+uLNmzcSH19f31LbHzp0CCoqKlBUVESvXr0wfPhw+Pv7l9tPcnIyRo4ciaZNm0JNTU2YmU5NTQUA3LhxAw8ePICqqipUVFSgoqKCOnXqIDs7W2IJvpmZGeTl5St1jklJSTA3N4eioqJQ1r59+3KPU1JSgoGBgfBdR0cHz549A/Bhlv/JkyewtraWOMba2hp3794F8OFRgMTERBgbG8PT0xPHjx+XaHvy5El0794dDRo0gKqqKkaPHo2XL18iKyurzHH5+PhARUUFSkpKCAoKwg8//AAnJyfk5+cjIiICo0aNEtqOGjUK4eHhwsqHilizZg3+/vvvMv8d0OeTq+4BEBERERFRzaSgoAAFBYUKt7e1tcWGDRsgLy8PXV1dyMlVLB3p27cvGjdujB9//BG6urooKChAy5YthSXhmZmZaNOmDaKiooodq6WlJfytrKxcrF4kEqGwsFCiLC8vr8LnVJpatWqV209ZWrdujUePHuHo0aM4efIkhg0bBnt7e+zbtw8pKSno06cPJk2ahCVLlqBOnTo4d+4c3N3dkZubW+Zy9pkzZ8LNzQ0qKiqoX7++sEHfsWPH8PjxYwwfPlyifX5+PmJjY9GjR48KjTsuLg4XLlwo9u+ibdu2cHFxQURERIWvAZWOiTwREREREX0VysrKMDQ0rNQxL1++RFJSEn788Ud06dIFAHDu3DmJNq1bt8bu3btRr149qKmpVSq+lpaWxCZ0ycnJErPaxsbG2L59O3JycoTk9MqVK5Xq41NqamrQ1dVFQkICunXrJpQnJCRIzParqalh+PDhGD58OIYMGQJHR0f89ddfuHbtGgoKChASEgIZmQ+LrCu6rL5u3bol/gahoaEYMWIE5s6dK1G+ZMkShIaGVjiRX716NRYvXix8f/LkCRwcHLB792506NChQjGofEzkiYiIiIio2ly+fBmurq6IjY1FgwYNitXXrl0bmpqa2Lx5M3R0dJCamorZs2dLtHFxccGyZcvQv39/YSf4P/74AwcOHMCsWbPQsGHDUvu3s7PD2rVrYWVlhfz8fPj4+EjMpjs7O2Pu3LmYMGECZs+ejdTUVGEn9s953dzMmTPh5+cHAwMDWFhYICwsDImJicKqguXLl0NHRweWlpaQkZHB3r17oa2tDQ0NDRgaGiIvLw9r1qxB3759kZCQgI0bN1Z5LM+fP8cvv/yC6OhotGzZUqLO1dUVAwcOxF9//YU6deogPT0d6enpePDgAQDg1q1bUFVVRaNGjVCnTh00atRI4ngVFRUAgIGBQZm/A1UOn5EnIiIiIqJqk5WVhaSkpFKXs8vIyGDXrl24du0aWrZsCS8vr2LvnldSUsKZM2fQqFEjDBo0CKampnB3d0d2dna5M/QhISHQ09NDly5d4OzsDG9vb4ml6Wpqavjll1+QmJgICwsLzJ07FwsWLAAAiefmK8vT0xPTp0/HjBkzYGZmhpiYGERHR6NZs2YAPrwmbunSpWjbti3atWuHlJQUHDlyBDIyMmjVqhWWL1+OoKAgtGzZElFRURXaZLA0kZGRUFZWRvfu3YvVde/eHWKxGNu3bwcAbNy4EZaWlhg/fjwAoGvXrrC0tKzQawTpy+GMPBERERERSd3H72X/mI2NTbnPjtvb2ws71Bf59Bhtbe0yn78urX9dXV0cO3ZMoqzoffBFOnXqhBs3bgjfo6KiUKtWLWH2+dNzcHNzg5ubm0SMAQMGSLSRkZGBn58f/Pz8ShzX+PHjhWS5JF5eXsXe2DR69OhS2wNASkpKieUzZszAjBkzSqyTl5fHq1evhO/+/v4V2qCwiL6+fqX2BqCKYSJPRERERERUhsjISDRt2hQNGjTAjRs34OPjg2HDhkEsFlf30Og/iok8ERERERFRGdLT07FgwQKkp6dDR0cHQ4cOxZIlS6p7WPQfxkSeiIiIiIioDLNmzcKsWbOqexhEAm52R0RERERERFSDMJEnIiIiIiIiqkGYyBMRERERERHVIKJCvguAvjIvLy+sWLGi0vW+vr7Izs4u9bhnz54hKirqi4yRiIiIiIjon4qb3VGNERgYWGb9p+/RxOTDX34Q653wUCT68nEBGBQW4vvYh1KJDQBzuhvA/3iyVGL792wm1dgdAk9LJTYAXPLthnZL4qUS+8pcG9itviCV2HGeVjBfcFIqsQHgZoA9xH3XSyX2u18mQ3V46e/5/Rx/7x4jtdjSjv/37jFQGxEpldgZu1whtpPe7srv4uZC3GmOdGKf/x5iq9nSiX3hB4gtPaQT+/paqcUW4lvPlU7shCVS+/fyLm4uxJ3nSyU2ALw7t0i616UGxpZ2/HcJ3LmdqDpwaT0RERERERFRDcJEnoiIiIiIiKgGYSJPREREREREVIMwkSciIiIiIiKqQZjIExEREREREdUgTOSJiIiIiIg+Q3x8PEQiEV6/fl3dQ6H/CCbyREREREQkdW5ubhCJRBCJRJCXl4ehoSECAgLw/v376h7aZ+vUqRPS0tKgrq5e3UMpk76+vvAbKCsro3Xr1ti7d69Em3fv3qFOnTqoW7cucnJySowTERGBdu3aQUlJCaqqqujWrRsOHTok0SY7Oxtubm4wMzODnJwcBgwYIK3T+k9iIk9ERERERF+Fo6Mj0tLSkJycjBkzZsDf3x/Lli2rlrHk5uZ+sVjy8vLQ1taGSCT6YjGlJSAgAGlpabh+/TratWuH4cOH4/z580L9/v370aJFC5iYmODgwYPFjvf29sbEiRMxfPhw3Lx5E5cvX0bnzp3Rv39/rF27VmiXn58PsVgMT09P2Nvbf41T+09hIk9ERERERF+FgoICtLW10bhxY0yaNAn29vaIjo4u97iYmBh07twZGhoa0NTURJ8+ffDw4UOJNn/++SeGDRsGDQ0N1KlTB/3790dKSopQ7+bmhgEDBmDJkiXQ1dWFsbExAEAkEhVLWDU0NBAeHi58P3/+PCwsLKCoqIi2bdvi4MGDEIlESExMBFB8aX14eDg0NDRw7NgxmJqaQkVFRbiJUaSgoAABAQFo2LAhFBQUYGFhgZiYGKE+NzcXHh4e0NHRgaKiIho3bozAwEChfvny5TAzM4OysjL09PQwefJkZGZmlnstVVVVoa2tDSMjI6xbtw5isRi//PKLUB8aGopRo0Zh1KhRCA0NlTj24sWLCAkJwbJly+Dt7Q1DQ0OYmppiyZIlmDZtGqZPn44///wTAKCsrIwNGzZg/Pjx0NbWLndcVDlM5ImIiIiIqFqIxeIKzYy/ffsW06dPx9WrVxEbGwsZGRkMHDgQBQUFAIC8vDw4ODhAVVUVZ8+eRUJCgpA8fxw/NjYWSUlJOHHiRLGl4KXJyMhA3759YWZmhl9//RWLFi2Cj49PucdlZWUhODgY27Ztw5kzZ5Camgpvb2+hftWqVQgJCUFwcDBu3rwJBwcH9OvXD8nJyQCA1atXIzo6Gnv27EFSUhKioqKgr68vHC8jI4PVq1fj9u3biIiIQFxcHGbNmlWhcyoiJyeHWrVqCdfo4cOHuHDhAoYNG4Zhw4bh7Nmz+OOPP4T2O3fuhIqKCiZOnFgs1owZM5CXl4f9+/dXagxUNXLVPQAiIiIiIqqZcnJyij1HraCgAAUFhTKPKywsRGxsLI4dO4bvvvuu3H4GDx4s8X3r1q3Q0tLCnTt30LJlS+zevRsFBQXYsmWLsLw9LCwMGhoaiI+PR8+ePQF8mCXesmUL5OXlK3yOO3bsgEgkwo8//ghFRUU0b94cjx8/xvjx48s8Li8vDxs3boSBgQEAwMPDAwEBAUJ9cHAwfHx8MGLECABAUFAQTp06hZUrV2LdunVITU1Fs2bN0LlzZ4hEIjRu3Fgi/rRp04S/9fX1sXjxYnz77bdYv359hc4rNzcXISEhePPmDezs7AB8uK69evVC7dq1AQAODg4ICwuDv78/AOD+/fswMDAo8frp6upCTU0N9+/fr1D/9Hk4I0//GoqKivDy8qruYRARERH9ZwQGBkJdXV3i8/Hy708dOnQIKioqUFRURK9evTB8+HAhSSxLcnIyRo4ciaZNm0JNTU2YmU5NTQUA3LhxAw8ePICqqipUVFSgoqKCOnXqIDs7W2IJvpmZWaWSeABISkqCubk5FBUVhbL27duXe5ySkpKQxAOAjo4Onj17BuDDLP+TJ09gbW0tcYy1tTXu3r0L4MOjAImJiTA2NoanpyeOHz8u0fbkyZPo3r07GjRoAFVVVYwePRovX75EVlZWmePy8fGBiooKlJSUEBQUhB9++AFOTk7Iz89HREQERo0aJbQdNWoUwsPDhZUPwIebMFT9OCNP/xpl/R8NIiIiIvryfH19MX36dImysmbjbW1tsWHDBsjLy0NXVxdychVLR/r27YvGjRvjxx9/hK6uLgoKCtCyZUthSXhmZibatGmDqKioYsdqaWkJfysrKxerF4lExZLTvLy8Co2rLLVq1Sq3n7K0bt0ajx49wtGjR3Hy5EkMGzYM9vb22LdvH1JSUtCnTx9MmjQJS5YsQZ06dXDu3Dm4u7sjNzcXSkpKpcadOXMm3NzcoKKigvr16wsrGI4dO4bHjx9j+PDhEu3z8/MRGxuLHj16wMjICOfOnUNubm6xGyJPnjxBRkYGjIyMKnyOVHWckSciIiIioipRUFCAmpqaxKesRF5ZWRmGhoZo1KhRhZP4ly9fIikpCfPmzUP37t1hamqKV69eSbRp3bo1kpOTUa9ePRgaGkp8ynslnJaWlsQmdMnJyRKz2sbGxrh165bEIwRXrlyp0NhLo6amBl1dXSQkJEiUJyQkoHnz5hLthg8fjh9//BG7d+/G/v378ddff+HatWsoKChASEgIOnbsCCMjIzx58qRCfdetWxeGhobFdtkPDQ3FiBEjkJiYKPEZMWKEsOndiBEjkJmZiU2bNhWLGxwcjFq1ahV7DIKkgzPyRERERERUbS5fvgxXV1fExsaiQYMGxepr164NTU1NbN68GTo6OkhNTcXs2bMl2ri4uGDZsmXo37+/sBP8H3/8gQMHDmDWrFlo2LBhqf3b2dlh7dq1sLKyQn5+Pnx8fCRm052dnTF37lxMmDABs2fPRmpqKoKDgwHgs143N3PmTPj5+cHAwAAWFhYICwtDYmKisKpg+fLl0NHRgaWlJWRkZLB3715oa2tDQ0MDhoaGyMvLw5o1a9C3b18kJCRg48aNVR7L8+fP8csvvyA6OhotW7aUqHN1dcXAgQPx119/wcrKClOnTsXMmTORm5uLAQMGIC8vD9u3b8eqVauwcuVK6OnpCcfeuXMHubm5+Ouvv/D3338Lu/xbWFhUeaz0ARN5IiIiIiKqNllZWUhKSip1ObuMjAx27doFT09PtGzZEsbGxli9ejVsbGyENkpKSjhz5gx8fHwwaNAg/P3332jQoAG6d+8ONTW1MvsPCQnB2LFj0aVLF+jq6mLVqlW4du2aUK+mpoZffvkFkyZNgoWFBczMzLBgwQI4OztLPDdfWZ6ennjz5g1mzJiBZ8+eoXnz5oiOjkazZs0AfHhN3NKlS5GcnAxZWVm0a9cOR44cgYyMDFq1aoXly5cjKCgIvr6+6Nq1KwIDA+Hq6lqlsURGRkJZWRndu3cvVte9e3eIxWJs374dnp6eWLlyJczNzbF+/XrMmzcPsrKyaN26NQ4ePIi+fftKHNu7d2+JXe8tLS0B8Dn7L4GJPBERERERSd3H72X/mI2NTbmJnb29Pe7cuSNR9ukx2traiIiIqHT/urq6OHbsmERZ0fvgi3Tq1Ak3btwQvkdFRaFWrVpo1KhRiefg5uYGNzc3iRgDBgyQaCMjIwM/Pz/4+fmVOK7x48eXuTO+l5dXsY2eR48eXWp7AEhJSSmxfMaMGZgxY0aJdfLy8sUeZRg3bhzGjRtXZl9l9Uefj4k8fXXl7S5ftJsnEREREdE/QWRkJJo2bYoGDRrgxo0b8PHxwbBhwyAWi6t7aPQfxUSevrrydpfnK+SIiIiI6J8kPT0dCxYsQHp6OnR0dDB06FAsWbKkuodF/2FM5ImIiIiIiMowa9YszJo1q7qHQSTg6+eIiIiIiIiIahAm8kREREREREQ1CBN5IiIiIiIiohpEVMiX+NE/jJeXF1asWFHdwyAiIiIiIvpH4mZ39O81+fCXj7neCQ9Foi8fF4BBYSFmHU6SSmwAWOpkDJdtiVKJHTXaQqqxm3hJ4bf8/x6tcIL+1ENSiZ2yqg9a+cVKJfaNhd1hMvtY+Q2r6N4PDlAeEiaV2G/3jYWm606pxH4ZOVJqsaUd/2XkSIgHbpFK7Hc/fQNxtwCpxAaAd6cXQNz9e+nEjp0DsZ10doZ+FzcXYuu50omdsERqsYX4lh7SiX19rXR/zy4LpBIbAN6dDYC4q790Yp/xl25saV8XKcV/d1Z6/9tCRKXj0noiIiIiIiKiGoSJPBEREREREVENwkSeiIiIiIiIqAZhIk9ERERERERUgzCRJyIiIiIiIqpBmMgTEREREVGNYWNjg2nTplX3MKqdvr4+Vq5cKXwXiUQ4ePBgtY2Hvi4m8kRERERE9NVcuHABsrKycHJyqu6h1GhXrlzBhAkThO9paWno1atXuceVdP3d3NwgEolK/ejr6wMAMjIyMHfuXJiYmEBRURHa2tqwt7fHgQMHUFhYKMR78OABxo4di4YNG0JBQQFNmjTByJEjcfXq1VLHdebMGfTt2xe6urql3pQobXzLli0T2vz666/o0aMHNDQ0oKmpiQkTJiAzM1OoDw8PLzXOs2fPhHZRUVFo1aoVlJSUoKOjg3HjxuHly5flXt+vhYk8ERERERF9NaGhofjuu+9w5swZPHnypLqHU2NpaWlBSUlJ+K6trQ0FBYVyjyvp+q9atQppaWnCBwDCwsKE71euXMHr16/RqVMnREZGwtfXF7/++ivOnDmD4cOHY9asWXjz5g0A4OrVq2jTpg3u37+PTZs24c6dO/jpp59gYmKCGTNmlDqut2/folWrVli3bl2pbT4eY1paGrZu3QqRSITBgwcDAJ48eQJ7e3sYGhri0qVLiImJwe3bt+Hm5ibEGD58eLE4Dg4O6NatG+rVqwcASEhIgKurK9zd3XH79m3s3bsXly9fxvjx48u9vl8LE3kiIiIiIvoqMjMzsXv3bkyaNAlOTk4IDw+vUpz379/Dw8MD6urqqFu3LubPny8xI7xt2za0bdsWqqqq0NbWhrOzs8Rsa3h4ODQ0NCRiHjx4ECKRSPju7+8PCwsLbN26FY0aNYKKigomT56M/Px8LF26FNra2qhXrx6WLFkiEWf58uUwMzODsrIy9PT0MHny5GIzwhoaGjh27BhMTU2hoqICR0dHIYEGPsyQDxgwAMHBwdDR0YGmpiamTJmCvLw8oU1VltaXdv3V1dWhra0tfABAQ0ND+K6lpYU5c+YgJSUFly5dwpgxY9C8eXMYGRlh/PjxSExMhIqKCgoLC+Hm5oZmzZrh7NmzcHJygoGBASwsLODn54eff/651LH16tULixcvxsCBA0tt8/EYtbW18fPPP8PW1hZNmzYFABw6dAi1atXCunXrYGxsjHbt2mHjxo3Yv38/Hjx4AAAQi8USMWRlZREXFwd3d3ehnwsXLkBfXx+enp5o0qQJOnfujIkTJ+Ly5ctlXt+viYk8ERERERF9FXv27IGJiQmMjY0xatQobN26VSIBr6iIiAjIycnh8uXLWLVqFZYvX44tW7YI9Xl5eVi0aBFu3LiBgwcPIiUlRWJWtqIePnyIo0ePIiYmBjt37kRoaCicnJzwv//9D6dPn0ZQUBDmzZuHS5cuCcfIyMhg9erVuH37NiIiIhAXF4dZs2ZJxM3KykJwcDC2bduGM2fOIDU1Fd7e3hJtTp06hYcPH+LUqVOIiIhAeHh4lW98FKnq9S8oKMCuXbvg4uICXV3dYvUqKiqQk5NDYmIibt++jRkzZkBGpniq+enNk8/x9OlTHD58WCIBz8nJgby8vETfYrEYAHDu3LkS40RGRkJJSQlDhgwRyqysrPDnn3/iyJEjKCwsxNOnT7Fv3z707t37i43/czGRJyIiIiKiKsnJyUFGRobEJycnp9T2oaGhGDVqFADA0dERb968wenTpyvdr56eHlasWAFjY2O4uLjgu+++w4oVK4T6cePGoVevXmjatCk6duyI1atX4+jRoxIz4xVRUFCArVu3onnz5ujbty9sbW2RlJSElStXwtjYGGPHjoWxsTFOnTolHDNt2jTY2tpCX18fdnZ2WLx4Mfbs2SMRNy8vDxs3bkTbtm3RunVreHh4IDY2VqJN7dq1sXbtWpiYmKBPnz5wcnIq1qayqnr9X7x4gVevXsHExKTMdsnJyQBQbrsvISIiAqqqqhg0aJBQZmdnh/T0dCxbtgy5ubl49eoVZs+eDQASKx4+FhoaCmdnZyHhBwBra2tERUVh+PDhkJeXh7a2NtTV1ctc9v+1yVX3AIhK4+vri+zs7Eof9/H/iBMRERGR9AQGBmLhwoUSZX5+fvD39y/WNikpCZcvX8ZPP/0EAJCTk8Pw4cMRGhoKGxubSvXbsWNHiWXwVlZWCAkJQX5+PmRlZXHt2jX4+/vjxo0bePXqFQoKCgAAqampaN68eYX70dfXh6qqqvC9fv36kJWVlZjxrV+/vsSy/ZMnTyIwMBD37t1DRkYG3r9/j+zsbGRlZQnPtCspKcHAwEA4RkdHRyIGALRo0QKysrISbW7dulXhsX/qc65/RVdNVGV1RVVt3boVLi4uUFRUFMpatGiBiIgITJ8+Hb6+vpCVlYWnpyfq169f4gqBCxcu4O7du9i2bZtE+Z07dzB16lQsWLAADg4OSEtLw8yZM/Htt98iNDRU6udWEUzk6R8rOzubSTkRERHRP5ivry+mT58uUVbahmuhoaF4//69xNLswsJCKCgoYO3atVBXV/8iY3r79i0cHBzg4OCAqKgoaGlpITU1FQ4ODsjNzQXwYfn7p0nnx8+fF6lVq5bEd5FIVGJZ0Y2ClJQU9OnTB5MmTcKSJUtQp04dnDt3Du7u7sjNzRUS+ZJifDqesvqpis+5/lpaWtDQ0MC9e/fK7MPIyAgAcO/ePVhaWlZ5rOU5e/YskpKSsHv37mJ1zs7OcHZ2xtOnT6GsrAyRSITly5cLz9F/bMuWLbCwsECbNm0kygMDA2FtbY2ZM2cCAMzNzaGsrIwuXbpg8eLF0NHRkc6JVQKX1hMRERERUZUoKChATU1N4lNSIv/+/XtERkYiJCQEiYmJwufGjRvQ1dXFzp07K9Xvx8+kA8DFixfRrFkzyMrK4t69e3j58iV++OEHdOnSBSYmJsVmu7W0tPD333/j7du3QlliYmKlxlCSa9euoaCgACEhIejYsSOMjIz+ETvzf+71l5GRwYgRIxAVFVXi+WRmZuL9+/ewsLBA8+bNERISUuJNh9evX3+R8wkNDUWbNm3QqlWrUtvUr18fKioq2L17NxQVFdGjR49iY96zZ4/EM/ZFsrKyis3gF62O+JqrDsrCRJ6IiIiIiKTq0KFDePXqFdzd3dGyZUuJz+DBg4XlypcvX4aJiQkeP35cZrzU1FRMnz4dSUlJ2LlzJ9asWYOpU6cCABo1agR5eXmsWbMGv//+O6Kjo7Fo0SKJ4zt06AAlJSXMmTMHDx8+xI4dOz57IzkAMDQ0RF5entD3tm3bsHHjxs+O+7kqev3LsmTJEujp6aFDhw6IjIzEnTt3kJycjK1bt8LS0hKZmZkQiUQICwvD/fv30aVLFxw5cgS///47bt68iSVLlqB///6lxs/MzBRuMADAo0ePkJiYiNTUVIl2GRkZ2Lt3L7755psS46xduxa//vor7t+/j3Xr1sHDwwOBgYHFNtrbvXs33r9/L+wZ8LG+ffviwIED2LBhA37//XckJCTA09MT7du3L3Gzv+rARJ6IiIiIiKQqNDQU9vb2JS7fHjx4MK5evYqbN28iKysLSUlJJS5z/5irqyvevXuH9u3bY8qUKZg6dSomTJgA4MNse3h4OPbu3YvmzZvjhx9+QHBwsMTxderUwfbt23HkyBGYmZlh586dJT7XX1mtWrXC8uXLERQUhJYtWyIqKgqBgYGfHfdzVfT6l6VOnTq4ePEiRo0ahcWLF8PS0hJdunTBzp07sWzZMiF2+/btcfXqVRgaGmL8+PEwNTVFv379cPv2bYnX5X3q6tWrsLS0FJbkT58+HZaWlliwYIFEu127dqGwsBAjR44sMc7ly5fRo0cPmJmZYfPmzdi0aRM8PT1LvCaDBg0qcSd9Nzc3LF++HGvXrkXLli0xdOhQGBsb48CBA2Veo6+Jz8gTEREREZFU/fLLL6XWtW/fXmK5cnlLl+Pj44W/N2zYUGKbkSNHFkv0Po07YMAADBgwQKJs/Pjxwt/+/v7FkvuSZu0/Hg8AeHl5wcvLS6Js9OjRwt9ubm7FXoU3YMAAifGV1M+nSXBKSorE97KuW2Wuf1mx1NXVERgYWO7NCSMjI0RERJTZ5lM2NjYVWrY+YcIE4aZNSSIjIyvU3/nz58us/+677/Ddd99VKFZ14Iw8ERERERERUQ3CRJ6IiIiIiIioBmEiT0RERERERFSDMJEnIiIiIiIiqkGYyBMRERERERHVIEzkiYiIiIiIiGoQUWFF9vgn+oq8vLywYsUK4b9ERERERET0f/geefr3mnz4y8dc74SHItGXjwvAoLAQMw8lSSU2ACzrY4yJ+25LJfamIS2kGruVX6xUYgPAjYXd0WLucanEvr2kJywXxkkl9nU/OzSdfkQqsQHg9+W9Ie7qL5XY7874Q9wjSDqxT/hILba047874QPlIWFSif1231iI+2+SSmwAePfzRIg7z5dO7HOLILaeK53YCUsgtl0kndin5kNst0QqsQHgXdxciLt/L53YsXMgtvSQTuzrayFu7y2V2ADw7nIwxO2mSyf2leVSG7s0xw38/7FL8boQ0dfHpfVERERERERENQgTeSIiIiIiIqIahIk8ERERERERUQ3CRJ6IiIiIiIioBmEiT0RERERERFSDMJEnIiIiIiIiqkGYyBMREREREdUg4eHh0NDQqO5hUDViIk9ERERERFLn5uaGAQMGSJTt27cPioqKCAkJqZ5B1VDDhw/H/fv3pd6Pvr4+RCIRdu3aVayuRYsWEIlECA8Plyi/fv06hg8fDh0dHSgoKKBx48bo06cPfvnlFxQWFgIAUlJSIBKJkJiYWCyujY0Npk2bVuqY3NzcIBKJin1atGghtMnPz8f8+fPRpEkTiMViGBgYYNGiRUL/pcVxdHQU6uPj40vsRyQS4cqVK0K7Y8eOoWPHjlBVVYWWlhYGDx6MlJSUcq7s52MiT0REREREX92WLVvg4uKCDRs2YMaMGdU9nBpFLBajXr16X6UvPT09hIWFSZRdvHgR6enpUFZWlij/+eef0bFjR2RmZiIiIgJ3795FTEwMBg4ciHnz5uHNmzefPZ5Vq1YhLS1N+Pz555+oU6cOhg4dKrQJCgrChg0bsHbtWty9exdBQUFYunQp1qxZIxHL0dFRItbOnTuFuk6dOknUpaWl4ZtvvkGTJk3Qtm1bAMCjR4/Qv39/2NnZITExEceOHcOLFy8waNCgzz7P8jCRJyIiIiKir2rp0qX47rvvsGvXLowdO7ZSx4pEImzYsAG9evWCWCxG06ZNsW/fPqG+aLb3wIEDsLW1hZKSElq1aoULFy5IxDl37hy6dOkCsVgMPT09eHp64u3btxL9HDx4UOIYDQ0NYQa6qJ89e/YIcdq1a4f79+/jypUraNu2LVRUVNCrVy88f/5ciFFQUICAgAA0bNgQCgoKsLCwQExMTKXG/+nS+ocPH6J///6oX78+VFRU0K5dO5w8eVJi7Dk5OfD29kaDBg2grKyMDh06ID4+vtzr7eLigtOnT+PPP/8UyrZu3QoXFxfIyckJZW/fvoW7uzucnJxw+PBh9OzZE02bNoWpqSnc3d1x48YNqKurl9tfedTV1aGtrS18rl69ilevXkn8Ozp//jz69+8PJycn6OvrY8iQIejZsycuX74sEUtBQUEiVu3atYU6eXl5iTpNTU38/PPPGDt2LEQiEQDg2rVryM/Px+LFi2FgYIDWrVvD29sbiYmJyMvL++xzLQsTeSIiIiIiqpKcnBxkZGRIfHJycso8xsfHB4sWLcKhQ4cwcODAKvU7f/58DB48GDdu3ICLiwtGjBiBu3fvSrSZO3eukFQZGRlh5MiReP/+PYAPia+joyMGDx6MmzdvYvfu3Th37hw8PDwqPRY/Pz/MmzcPv/76K+Tk5ODs7IxZs2Zh1apVOHv2LB48eIAFCxYI7VetWoWQkBAEBwfj5s2bcHBwQL9+/ZCcnFzh8X8qMzMTvXv3RmxsLK5fvw5HR0f07dsXqampQhsPDw9cuHABu3btws2bNzF06FA4OjoW6/dT9evXh4ODAyIiIgAAWVlZ2L17N8aNGyfR7vjx43j58iVmzZpVaqyiBPhLCg0Nhb29PRo3biyUderUCbGxscLjBzdu3MC5c+fQq1cviWPj4+NRr149GBsbY9KkSXj58mWp/URHR+Ply5cSNwzatGkDGRkZhIWFIT8/H2/evMG2bdtgb2+PWrVqfeEzlSRXfhOir0tRURFeXl549uxZqW18fX2RnZ1dYt2KFSukNTQiIiIi+khgYCAWLlwoUebn5wd/f/8S2x89ehQ///wzYmNjYWdnV+V+hw4dim+++QYAsGjRIpw4cQJr1qzB+vXrhTbe3t5wcnICACxcuBAtWrTAgwcPYGJigsDAQLi4uAjPYjdr1gyrV69Gt27dsGHDBigqKlZ4LN7e3nBwcAAATJ06FSNHjkRsbCysra0BAO7u7hLPkQcHB8PHxwcjRowA8GEZ+KlTp7By5UqsW7euQuP/VKtWrdCqVSvh+6JFi/DTTz8hOjoaHh4eSE1NRVhYGFJTU6GrqyvEj4mJQVhYGL7//vsyz3HcuHGYMWMG5s6di3379sHAwAAWFhYSbYqSZmNjY6HsypUrsLW1Fb7v2rULffr0Eb536tQJMjKSc8vv3r0rFrs0T548wdGjR7Fjxw6J8tmzZyMjIwMmJiaQlZVFfn4+lixZAhcXF6GNo6MjBg0ahCZNmuDhw4eYM2cOevXqhQsXLkBWVrZYX6GhoXBwcEDDhg2FsiZNmuD48eMYNmwYJk6ciPz8fFhZWeHIkSMVGv/nYCJP/ziBgYEAAC8vr1LbZGdnM2EnIiIiqma+vr6YPn26RJmCgkKp7c3NzfHixQv4+fmhffv2UFFRqVK/VlZWxb5/unGaubm58LeOjg4A4NmzZzAxMcGNGzdw8+ZNREVFCW0KCwtRUFCAR48ewdTUtMJj+bif+vXrAwDMzMwkyoomqDIyMvDkyRMhyS9ibW2NGzduVHj8n8rMzIS/vz8OHz6MtLQ0vH//Hu/evRNm5G/duoX8/HwYGRlJHJeTkwNNTc1yz9HJyQkTJ07EmTNnsHXr1mKz8aUxNzcXfpdmzZoVW1Gwe/fuYtf642S7PBEREdDQ0Ci2ieKePXsQFRWFHTt2oEWLFkhMTMS0adOgq6uLMWPGAIBwIwX48HuZm5vDwMAA8fHx6N69u0S8//3vfzh27Bj27NkjUZ6eno7x48djzJgxGDlyJP7++28sWLAAQ4YMwYkTJ6SyAqEIE3kiIiIiIqoSBQWFMhP3TzVo0AD79u2Dra0tHB0dcfToUaiqqkplbB8vbS5KqAoKCgB8SHwnTpwIT0/PYsc1atRIOObjXc4BlPjcc0n9fFpW1O+XGv+nvL29ceLECQQHB8PQ0BBisRhDhgxBbm4ugA/nKysri2vXrhWbba7IzRQ5OTmMHj0afn5+uHTpEn766adibZo1awYASEpKQseOHQF8+PdhaGhYalw9Pb1i9WKxuNzxAB9uvGzduhWjR4+GvLy8RN3MmTMxe/ZsIVk3MzPDH3/8gcDAQCGR/1TTpk1Rt25dPHjwoFgiHxYWBk1NTfTr10+ifN26dVBXV8fSpUuFsu3bt0NPTw+XLl0SroM08Bl5IiIiIiL6aho3bozTp08jPT0djo6O+Pvvvysd4+LFi8W+V2YWvXXr1rhz5w4MDQ2LfYqSQi0tLaSlpQnHJCcnIysrq9Jj/Ziamhp0dXWRkJAgUZ6QkIDmzZtXOW5CQgLc3NwwcOBAmJmZQVtbW+IVaJaWlsjPz8ezZ8+Kna+2tnaF+hg3bhxOnz6N/v37S2wKV6Rnz56oU6cOgoKCqnwelXH69Gk8ePAA7u7uxeqysrKKLdmXlZUt84bK//73P7x8+VJY/VCksLAQYWFhcHV1Lfbce2n9AKXfdPlSmMgTEREREdFXpaenh/j4eDx79gwODg7IyMgAAKxdu7bYbGhJ9u7di61bt+L+/fvw8/PD5cuXK7VRnY+PD86fPw8PDw8kJiYiOTkZP//8s0QMOzs7rF27FtevX8fVq1fx7bfffpENzGbOnImgoCDs3r0bSUlJmD17NhITEzF16tQqx2zWrBkOHDiAxMRE3LhxA87OzhKJpJGREVxcXODq6ooDBw7g0aNHuHz5MgIDA3H48OEK9WFqaooXL14UexVdERUVFWzZsgWHDx+Gk5MTjh07ht9//x03b94UZqxLeva8qkJDQ9GhQwe0bNmyWF3fvn2xZMkSHD58GCkpKfjpp5+wfPlyYXPFzMxMzJw5ExcvXkRKSgpiY2PRv39/GBoaCvsdFImLi8OjR4+EPRk+5uTkhCtXriAgIADJycn49ddfMXbsWDRu3BiWlpZf7FxLwkSeiIiIiIi+uoYNGyI+Ph4vXrwQkvkXL17g4cOH5R67cOFC7Nq1C+bm5oiMjMTOnTsrNaNtbm6O06dP4/79++jSpQssLS2xYMECYSM4AAgJCYGenh66dOkCZ2dneHt7Q0lJqUrn+jFPT09Mnz4dM2bMgJmZGWJiYhAdHS0sTa+K5cuXo3bt2ujUqRP69u0LBwcHtG7dWqJN0azyjBkzYGxsjAEDBuDKlSvCowQVoampWebS94EDB+L8+fNQUlKCq6srjI2NYWdnh7i4uGIb3X2ON2/eYP/+/SXOxgPAmjVrMGTIEEyePBmmpqbw9vbGxIkTsWjRIgAfbijcvHkT/fr1g5GREdzd3dGmTRucPXu22KMioaGh6NSpU4l7E9jZ2WHHjh04ePAgLC0t4ejoCAUFBcTExFT4EYGq4jPyREREREQkdR/v3F6kQYMGwm7nAODv71/qjvcf09XVxfHjx0us09fXL/Zsu4aGRrGydu3alRqjqI9jx45JlL1+/brMfmxsbIqVubm5wc3NTfguIyMDPz8/+Pn5VXn8n8bU19dHXFycxDFTpkyR+F6rVi0sXLiw2FsGyvLx8vySfHw9irRt2xZ79+4t87iSzrFIRd5tr66uXuZjDqqqqli5ciVWrlxZYr1YLC7225bm0x3xPzVixAiJjfO+Fs7IExEREREREdUgTOSJiIiIiIiIahAurSciIiIiohqjtCXZRP8lnJEnIiIiIiIiqkGYyBMRERERERHVIEzkiYiIiIiIiGoQUSEfMqF/KC8vL6xYsaLSdURERERERP9m3OyO/r0mH/7yMdc74aFI9OXjAjAoLMTkA3ekEhsA1g9qjrG7bkkldtgIM6nGbjG39He8fq7bS3rCaFaMVGLfX+ootbHfXtITeh4/SyU2APy5tj/EDsFSif3umDfE/TZIJ3b0JKnFlnb8d9GTIB64RTqxf/oGYqfVUokNAO8Oe0Lc0Uc6sS8GQdxhpnRiX1oGcef50ol9bpHUYgvxuyyQTuyzARC395ZO7MvBEFt6SCU2ALy7vhbi1p7Sif3raunGlvZ1kVL8d9fXSiUuEZWNS+uJiIiIiIiIahAm8kREREREREQ1CBN5IiIiIiIiohqEiTwRERERERFRDcJEnoiIiIiIiKgGYSJPRERERERUg4SHh0NDQ6O6h0HViIk8ERERERFJnZubGwYMGCBRtm/fPigqKiIkJKR6BlVDDR8+HPfv35d6P5s3b4aNjQ3U1NQgEonw+vXrYm3++usvuLi4QE1NDRoaGnB3d0dmZqZEm2PHjqFjx45QVVWFlpYWBg8ejJSUlBL7TEhIgJycHCwsLL78Cf2LMJEnIiIiIqKvbsuWLXBxccGGDRswY8aM6h5OjSIWi1GvXj2p95OVlQVHR0fMmTOn1DYuLi64ffs2Tpw4gUOHDuHMmTOYMGGCUP/o0SP0798fdnZ2SExMxLFjx/DixQsMGjSoWKzXr1/D1dUV3bt3l8r5/JswkSciIiIioq9q6dKl+O6777Br1y6MHTu2UseKRCJs2LABvXr1glgsRtOmTbFv3z6hPiUlBSKRCAcOHICtrS2UlJTQqlUrXLhwQSLOuXPn0KVLF4jFYujp6cHT0xNv376V6OfgwYMSx2hoaCA8PFyinz179ghx2rVrh/v37+PKlSto27YtVFRU0KtXLzx//lyIUVBQgICAADRs2BAKCgqwsLBATExMpcb/6dL6hw8fon///qhfvz5UVFTQrl07nDx5UmLsOTk58Pb2RoMGDaCsrIwOHTogPj6+zGs9bdo0zJ49Gx07diyx/u7du4iJicGWLVvQoUMHdO7cGWvWrMGuXbvw5MkTAMC1a9eQn5+PxYsXw8DAAK1bt4a3tzcSExORl5cnEe/bb7+Fs7MzrKysyhwXMZEnIiIiIqIqysnJQUZGhsQnJyenzGN8fHywaNEiHDp0CAMHDqxSv/Pnz8fgwYNx48YNuLi4YMSIEbh7965Em7lz5woJo5GREUaOHIn3798D+JD4Ojo6YvDgwbh58yZ2796Nc+fOwcPDo9Jj8fPzw7x58/Drr79CTk4Ozs7OmDVrFlatWoWzZ8/iwYMHWLBggdB+1apVCAkJQXBwMG7evAkHBwf069cPycnJFR7/pzIzM9G7d2/Exsbi+vXrcHR0RN++fZGamiq08fDwwIULF7Br1y7cvHkTQ4cOhaOjY7F+K+PChQvQ0NBA27ZthTJ7e3vIyMjg0qVLAIA2bdpARkYGYWFhyM/Px5s3b7Bt2zbY29ujVq1awnFhYWH4/fff4efnV+Xx/JfIVfcAiEqjqKgILy+vEuuePXtWrMzX1xfZ2dlYsWKFtIdGRERERAACAwOxcOFCiTI/Pz/4+/uX2P7o0aP4+eefERsbCzs7uyr3O3ToUHzzzTcAgEWLFuHEiRNYs2YN1q9fL7Tx9vaGk5MTAGDhwoVo0aIFHjx4ABMTEwQGBsLFxQXTpk0DADRr1gyrV69Gt27dsGHDBigqKlZ4LN7e3nBwcAAATJ06FSNHjkRsbCysra0BAO7u7sIsPgAEBwfDx8cHI0aMAAAEBQXh1KlTWLlyJdatW1eh8X+qVatWaNWqlfB90aJF+OmnnxAdHQ0PDw+kpqYiLCwMqamp0NXVFeLHxMQgLCwM33//fYXP92Pp6enFlvjLycmhTp06SE9PBwA0adIEx48fx7BhwzBx4kTk5+fDysoKR44cEY5JTk7G7NmzcfbsWcjJMUWtCF4l+scKDAwsta6kBJ9JPBEREdHX5evri+nTp0uUKSgolNre3NwcL168gJ+fH9q3bw8VFZUq9fvp0msrKyskJiYW66uIjo4OgA+TQSYmJrhx4wZu3ryJqKgooU1hYSEKCgrw6NEjmJqaVngsH/dTv359AICZmZlEWdEkVEZGBp48eSIk+UWsra1x48aNCo//U5mZmfD398fhw4eRlpaG9+/f4927d8KM/K1bt5Cfnw8jIyOJ43JycqCpqVnhc62K9PR0jB8/HmPGjMHIkSPx999/Y8GCBRgyZAhOnDiBgoICODs7Y+HChcXGR6VjIk9ERERERFWioKBQZuL+qQYNGmDfvn2wtbWFo6Mjjh49ClVVVamM7eNl2yKRCMCH59OBD4nvxIkT4enpWey4Ro0aCccUFhZK1H36THdp/XxaVtTvlxr/p7y9vXHixAkEBwfD0NAQYrEYQ4YMQW5uLoAP5ysrK4tr165BVlZW4tiq3kwBAG1t7WIrZd+/f4+//voL2traAIB169ZBXV0dS5cuFdps374denp6uHTpEkxMTHD16lVcv35deLShoKAAhYWFkJOTw/Hjxz9r9ca/FRN5IiIiIiL6aho3bozTp08LyXxMTEylk/mLFy/C1dVV4rulpWWFj2/dujXu3LkDQ0PDUttoaWkhLS1N+J6cnIysrKxKjfNTampq0NXVRUJCArp16yaUJyQkoH379lWOm5CQADc3zQjl/wABAABJREFUN2HPgczMTInXu1laWiI/Px/Pnj1Dly5dqtzPp6ysrPD69Wtcu3YNbdq0AQDExcWhoKAAHTp0APBh5/v/x96dx9WY/v8Df53TetqzpRSlxR4hVEK2okmZMMQ0WWYY6yBCQ7ax77LNIMMgy2QnkgpZpxQzoYUYS3aRUqn37w+/7q+jhe7TQfN5Px+P+zFz39d9Xvd1Tucc57rv+7ouqVR+aLaikwmFhYXQ09PDlStX5MpXr16NEydOYPfu3bCwsKiw+v6X8GB3jDHGGGOMsU/KzMwM0dHRePjwIVxdXfHixQsAQHBw8EdNPbZr1y5s3LgRycnJCAoKwoULF8o1UF1AQADOnDmDkSNHIiEhASkpKdi3b59cRseOHREcHIxLly7hr7/+wrBhw+Sukos1YcIEzJ8/Hzt27MD169cxadIkJCQkYMyYMaIzra2tERYWhoSEBCQmJsLHx0fu6r2NjQ369+8PX19fhIWF4ebNm7hw4QLmzp2LQ4cOlZqbkZGBhIQEpKamAnh7i35CQgKePn0KAGjQoAHc3Nzw/fff48KFC4iNjcXIkSPRt29foS++u7s7Ll68iJkzZyIlJQXx8fEYOHAg6tSpAzs7O0ilUjRu3FhuqVGjBjQ1NdG4cWNoa2uLfl3+y7ghzxhjjDHGGPvkTE1NER0djcePHwuN+cePHyMtLe2Dj50xYwZCQ0Nha2uLzZs3Y/v27WjYsOFHH9vW1hYxMTFITk6Gs7Mz7OzsMG3aNKHxCQCLFy+GmZkZnJ2d4ePjA39/f2hpaYl6ru8aPXo0xo0bh/Hjx6NJkyYIDw/H/v37YW1tLTpzyZIlMDQ0hKOjIzw8PODq6ormzZvL7RMSEgJfX1+MHz8e9erVg5eXFy5evCh0JSjJ2rVrYWdnh++//x4A0K5dO9jZ2WH//v3CPlu3bkX9+vXRqVMndO/eHW3btsWvv/4qlHfs2BHbtm3D3r17YWdnBzc3N2hoaCA8PBwymUz0c/5fx7fWM8YYY4wxxpTu3ZHbi9SqVQvJycnC+vTp00sd8f5dJiYmOHbsWIll5ubmxfq2GxgYFNtmb29fakbRMY4ePSq37fnz52Uep0OHDsW2+fn5wc/PT1iXSqUICgoqdZq1j6n/+5nm5uY4ceKE3GNGjBght66mpoYZM2YUm2WgLB/z96hSpQq2bdtW5j59+/YVRumvqOP+r+Mr8owxxhhjjDHGWCXCDXnGGGOMMcYYY6wS4VvrGWOMMcYYY5XG+7edM/a/iK/IM8YYY4wxxhhjlQg35BljjDHGGGOMsUqEG/KMMcYYY4wxxlglIiHuZMIqobFjx2Lp0qUf3MYYY4wxxhhj/zU82B377xp+qOIzV7sjTSKp+FwAlkQYf+C6UrIBYLFHPQwKvaKU7I19myg1u/6kox/eUaRr81xhPSFcKdkpC91gO+24UrIvz+wM8zEHlZINAOnLv4LMdZFSsnOO+kPWY41ysvf/qLRsZefn7P8RMq9flZO99wfI3FcoJRsAcg6Nhqz1BOVkn1+o3GzHKcrJPjMHMqdApWQDQE7sL5C1m66c7JPTIbMfp5zsi0sgaz5aKdkAkBO/AjK7kcrJvhRcKbOVnZ9zKVgpuYyxsvGt9YwxxhhjjDHGWCXCDXnGGGOMMcYYY6wS4YY8Y4wxxhhjjDFWiXBDnjHGGGOMMcYYq0S4Ic8YY4wxxhhjjFUi3JBnjDHGGGOMsUpk06ZNMDAw+NzVYJ8RN+QZY4wxxhhjSufn5wcvLy+5bbt374ampiYWL178eSpVSX3zzTdITk5W+nHMzc2xbNkyYZ2I4O/vDz09PURHRwMAMjIyMGrUKNStWxcaGhowMzODh4cHIiMjER0dDYlEUuZSlPPnn3+iQ4cO0NfXh46ODmxtbTFz5kw8ffq0xLqlp6dj8ODBsLCwgEwmg6WlJYKCgpCXlyfsEx0dDU9PTxgbG0NbWxvNmjXD1q1bS32+oaGhkEgkcu/T/Px8BAQEoEmTJtDW1oaJiQl8fX1x79490a9rReB55BljjDHGGGOf3Pr16zFixAisXbsWAwcO/NzVqVRkMhlkMtknPWZBQQG+//57HDx4EFFRUWjRogXS09Ph5OQEAwMDLFy4EE2aNEF+fj6OHj2KESNG4PLly7h//76QMWbMGLx48QIhISHCtipVqiAwMBDz58/H2LFjMWfOHJiYmCAlJQVr167Fli1bMGbMmGL1uXbtGgoLC7Fu3TpYWVnh77//xvfff49Xr15h0aJFAIAzZ87A1tYWAQEBMDIywsGDB+Hr6wt9fX189dVXcnnp6enw9/eHs7Oz3Pbs7GzEx8dj6tSpaNq0KZ49e4YxY8agR48e+OuvvyryJS4XviLPGGOMMcYY+6QWLFiAUaNGITQ0tNyNeIlEgjVr1qBbt26QyWSoW7cudu/eLZSnp6dDIpEgLCwMLi4u0NLSQtOmTXH27Fm5nNOnT8PZ2RkymQxmZmYYPXo0Xr16JXecvXv3yj3GwMAAmzZtkjvOzp07hRx7e3skJyfj4sWLaNmyJXR0dNCtWzc8evRIyCgsLMTMmTNhamoKDQ0NNGvWDOHh4eWq//u31qelpcHT0xNGRkbQ0dGBvb09jh8/Llf33Nxc+Pv7o1atWtDW1kbr1q2Fq+Efkpubi969e+P48eM4deoUWrRoAQAYPnw4JBIJLly4AG9vb9jY2KBRo0YYN24czp07B3V1ddSsWVNYZDIZNDQ05LYlJCRgzpw5WLx4MRYuXAhHR0eYm5ujS5cu+PPPP/Hdd9+VWCc3NzeEhISga9euqFu3Lnr06AF/f3+EhYUJ+0yZMgWzZs2Co6MjLC0tMWbMGLi5ucntA7w9SdG/f3/MmDEDdevWlSvT19dHREQE+vTpg3r16qFNmzYIDg5GXFwcbt++/VGvnzJwQ55VSpqamhg7dqzc8vDhw89dLcYYY4wx9gEBAQGYNWsWDh48iJ49e4rKmDp1Kry9vZGYmIj+/fujb9++uHr1qtw+gYGB8Pf3R0JCAmxsbNCvXz+8efMGwNuGr5ubG7y9vXH58mXs2LEDp0+fxsiRI8tdl6CgIPz888+Ij4+HqqoqfHx8MHHiRCxfvhynTp1Camoqpk2bJuy/fPlyLF68GIsWLcLly5fh6uqKHj16ICUl5aPr/76srCx0794dkZGRuHTpEtzc3ODh4SHX0Bw5ciTOnj2L0NBQXL58Gb1794abm1ux45aU7e7ujqSkJMTGxqJevXoAgKdPnyI8PBwjRoyAtrZ2scd9bB/+rVu3QkdHB8OHDy+xvDxjAWRmZqJKlSrl3mfmzJmoUaMGBg8e/NHHkUgkn3WcAr61nlVKc+fOLbZt7Nixn6EmjDHGGGP/u3Jzc5Gbmyu3TUNDAxoaGiXuf+TIEezbtw+RkZHo2LGj6OP27t0bQ4YMAQDMmjULERERWLlyJVavXi3s4+/vD3d3dwDAjBkz0KhRI6SmpqJ+/fqYO3cu+vfvj59++gkAYG1tjRUrVqB9+/ZYs2YNNDU1P7ou/v7+cHV1BfD21vF+/fohMjISTk5OAIDBgwcLV/EBYNGiRQgICEDfvn0BAPPnz0dUVBSWLVuGVatWfVT939e0aVM0bdpUWJ81axb27NmD/fv3Y+TIkbh9+zZCQkJw+/ZtmJiYCPnh4eEICQnBnDlzSn1+s2bNgq6uLq5evYrq1asL21NTU0FEJdanPFJSUlC3bl2oqakplJOamoqVK1cKt9WXZOfOnbh48SLWrVsnbDt9+jQ2bNiAhISEjzrO69evERAQgH79+kFPT0+hOiuCr8iz/5TJkyd/7iowxhhjjP3PmDt3LvT19eWWki64FLG1tYW5uTmCgoKQlZUl+rgODg7F1t+/Im9rayv8v7GxMQAId3AmJiZi06ZN0NHRERZXV1cUFhbi5s2b5arLu8cxMjICADRp0kRuW9FxX7x4gXv37gmN/CJOTk7lqv/7srKy4O/vjwYNGsDAwAA6Ojq4evWqcEX+ypUrKCgogI2NjdxzjomJQVpaWpnPr2vXrnj16lWxxj4Rlfm4j1UROXfv3oWbmxt69+6N77//vsR9oqKiMHDgQPz2229o1KgRAODly5f49ttv8dtvv6FatWofPE5+fj769OkDIsKaNWsUrrci+Io8+095/fr1564CY4wxxtj/jMmTJ2PcuHFy20q7Gg8AtWrVwu7du+Hi4gI3NzccOXIEurq6Sqnbu1d4JRIJgLf904G3Dd+hQ4di9OjRxR5Xu3Zt4THvNzLz8/M/6jjvbys6bkXV/33+/v6IiIjAokWLYGVlBZlMhl69egkjuGdlZUFFRQVxcXFQUVGRe6yOjk6Z9ejUqRNGjRoFT09PFBYWYvny5QDe3sUgkUhw7dq1cj+3d9nY2OD06dPIz88XdVX+3r17cHFxgaOjI3799dcS94mJiYGHhweWLl0KX19fYXtaWhrS09Ph4eEhbCt6jVVVVXH9+nVYWloC+L9G/K1bt3DixInPejUe4CvyjDHGGGOMMZE0NDSgp6cnt5TVkAeAOnXqICYmBhkZGXBzc8PLly/Lfdxz584VW2/QoMFHP7558+ZISkqClZVVsUVdXR0AUL16dbkR11NSUpCdnV3uur5LT08PJiYmiI2NldseGxuLhg0bis6NjY2Fn58fevbsiSZNmqBmzZpIT08Xyu3s7FBQUICHDx8We741a9b8YH7Xrl1x4MAB/Pbbb8LJjypVqsDV1RWrVq2SGySwyPPnzz+q7j4+PsjKypLrFvGxOXfv3kWHDh3QokULhISEQCot3ryNjo6Gu7s75s+fjx9++EGurH79+rhy5QoSEhKEpUePHnBxcUFCQgLMzMwA/F8jPiUlBcePH0fVqlU/6rkpE1+RZ4wxxhhjjH1SZmZmiI6OhouLC1xdXREeHg49PT0EBwdjz549iIyMLPPxu3btQsuWLdG2bVts3boVFy5cwIYNGz76+AEBAWjTpg1GjhyJIUOGQFtbG0lJSYiIiEBwcDAAoGPHjggODoaDgwMKCgoQEBCgcD9uAJgwYQKCgoJgaWmJZs2aISQkBAkJCWXOb/4h1tbWCAsLg4eHByQSCaZOnSp39d7Gxgb9+/eHr68vFi9eDDs7Ozx69AiRkZGwtbUV+uKXpXPnzjh48CA8PDxQWFiI4OBgrFq1Ck5OTmjVqhVmzpwJW1tbvHnzBhEREVizZk2x7gIlad26NSZOnIjx48fj7t276NmzJ0xMTJCamoq1a9eibdu2JU4/V9SIr1OnDhYtWiQ3M0DRyYmoqCh89dVXGDNmDLy9vZGRkQEAUFdXR5UqVaCpqYnGjRvL5RYNYFe0PT8/H7169UJ8fDwOHjyIgoICIadKlSrCiZ9PjRvyjDHGGGOMsU/O1NRUrjF/9OhRPH78+IN9toG3g7+FhoZi+PDhMDY2xvbt28t1RdvW1hYxMTEIDAyEs7MziAiWlpb45ptvhH0WL16MgQMHwtnZGSYmJli+fDni4uJEPdd3jR49GpmZmRg/fjwePnyIhg0bYv/+/bC2thaduWTJEgwaNAiOjo6oVq0aAgIC8OLFC7l9QkJCMHv2bKHBXK1aNbRp06bYfOpl6dixIw4dOoSvvvoKRITg4GDEx8fjl19+wfjx43H//n1Ur14dLVq0KFcf8vnz56NFixZYtWoV1q5di8LCQlhaWqJXr16lTj8XERGB1NRUpKamwtTUVK6sqEvE77//juzsbMydO1du7Ib27dt/9NR7d+/exf79+wEAzZo1kyuLiopChw4dPu5JVjBuyDPGGGOMMcaU7t2R24vUqlULycnJwvr06dMxffr0D2aZmJjg2LFjJZaZm5sX69tuYGBQbJu9vX2pGUXHOHr0qNy2d2/zLuk4HTp0KLbNz88Pfn5+wrpUKkVQUBCCgoJE1//9THNzc5w4cULuMSNGjJBbV1NTw4wZMzBjxowSj1uSd2/PL9KhQwe5gQqNjY0RHBws3MlQlpLeA0X69OmDPn36fHTd3n8NSjteWccs7THvKunv8SXgPvKMMcYYY4wxxlglwg15xhhjjDHGGGOsEuFb6xljjDHGGGOVxpd4mzNjnxpfkWeMMcYYY4wxxioRbsgzxhhjjDHGGGOVCDfkGWOMMcYYY4yxSkRC3MmE/UeMHTsWALB06dLPXBPGGGOMMcYYUx4e7I79dw0/VPGZq92RJpFUfC4ASyJMOHhdKdkAsPCrevDddlkp2Zt9bJWaXS/g6Id3FOn6fFdY+R9RSnbqom6wnXZcKdmXZ3aG+ZiDSskGgPTlX0HWdaFSsnOOTYDMY7Vysg8MV1q2svNzDgyHzOtX5WTv/QGy7suVkg0AOYfHQNZ6gnKyzy9UbrZToHKyY39RWraQ3266crJPToeslb9ysi8sgqz5aKVkA0BO/ArI7EYqJ/tScKXMVnZ+zqUPzx3OGKt4fGs9Y4wxxhhjjDFWiXBDnjHGGGOMMcYYq0S4Ic8YY4wxxhhjjFUi3JBnjDHGGGOMMcYqEW7IM8YYY4wxxhhjlQg35BljjDHGGGOsEtm0aRMMDAw+dzXYZ8QNecYYY4wxxpjS+fn5wcvLS27b7t27oampicWLF3+eSlVS33zzDZKTk5V+nKFDh8LS0hIymQzVq1eHp6cnrl27VuK+T548gampKSQSCZ4/fy5sDwsLQ5cuXVC9enXo6enBwcEBR48qb2rh/xXckGeMMcYYY4x9cuvXr0f//v2xZs0ajB8//nNXp1KRyWSoUaOG0o/TokULhISE4OrVqzh69CiICF27dkVBQUGxfQcPHgxbW9ti20+ePIkuXbrg8OHDiIuLg4uLCzw8PHDp0iWl1/+/jBvy7D9DU1MTDx8+/NzVYIwxxhhjH7BgwQKMGjUKoaGhGDhwYLkeK5FIsGbNGnTr1g0ymQx169bF7t27hfL09HRIJBKEhYXBxcUFWlpaaNq0Kc6ePSuXc/r0aTg7O0Mmk8HMzAyjR4/Gq1ev5I6zd+9euccYGBhg06ZNcsfZuXOnkGNvb4/k5GRcvHgRLVu2hI6ODrp164ZHjx4JGYWFhZg5cyZMTU2hoaGBZs2aITw8vFz1f//W+rS0NHh6esLIyAg6Ojqwt7fH8ePH5eqem5sLf39/1KpVC9ra2mjdujWio6PLfK1/+OEHtGvXDubm5mjevDlmz56Nf//9F+np6XL7rVmzBs+fP4e/v3+xjGXLlmHixImwt7eHtbU15syZA2traxw4cKDMY7OycUOe/WfMnTv3k5yZZIwxxhhj4gUEBGDWrFk4ePAgevbsKSpj6tSp8Pb2RmJiIvr374++ffvi6tWrcvsEBgbC398fCQkJsLGxQb9+/fDmzRsAbxu+bm5u8Pb2xuXLl7Fjxw6cPn0aI0eOLHddgoKC8PPPPyM+Ph6qqqrw8fHBxIkTsXz5cpw6dQqpqamYNm2asP/y5cuxePFiLFq0CJcvX4arqyt69OiBlJSUj67/+7KystC9e3dERkbi0qVLcHNzg4eHB27fvi3sM3LkSJw9exahoaG4fPkyevfuDTc3t2LHLc2rV68QEhICCwsLmJmZCduTkpIwc+ZMbN68GVLph5uXhYWFePnyJapUqfJRx2Ul44Y8Y4wxxhhjTJTc3Fy8ePFCbsnNzS11/yNHjmDBggXYt28fOnXqJPq4vXv3xpAhQ2BjY4NZs2ahZcuWWLlypdw+/v7+cHd3h42NDWbMmIFbt24hNTUVwNsLQP3798dPP/0Ea2trODo6YsWKFdi8eTNev35drrr4+/vD1dUVDRo0wJgxYxAXF4epU6fCyckJdnZ2GDx4MKKiooT9Fy1ahICAAPTt2xf16tXD/Pnz0axZMyxbtuyj6/++pk2bYujQoWjcuDGsra0xa9YsWFpaYv/+/QCA27dvIyQkBLt27YKzszMsLS3h7++Ptm3bIiQkpMznt3r1aujo6EBHRwdHjhxBREQE1NXVAbz9+/fr1w8LFy5E7dq1P+r1WrRoEbKystCnT5+P2p+VjBvy7D/l/TOxjDHGGGNMeebOnQt9fX25Ze7cuaXub2trC3NzcwQFBSErK0v0cR0cHIqtv/878N3+2sbGxgAgdMNMTEzEpk2bhAaqjo4OXF1dUVhYiJs3b5arLu8ex8jICADQpEkTuW1Fx33x4gXu3bsHJycnuQwnJ6dy1f99WVlZ8Pf3R4MGDWBgYAAdHR1cvXpVuCJ/5coVFBQUwMbGRu45x8TEIC0trczn179/f1y6dAkxMTGwsbFBnz59hJMdkydPRoMGDTBgwIAyM4ps27YNM2bMwM6dO/lOWgWpfu4KMFaRCgsLP3cVGGOMMcb+Z0yePBnjxo2T26ahoVHq/rVq1cLu3bvh4uICNzc3HDlyBLq6ukqpm5qamvD/EokEwP/9VszKysLQoUMxevToYo8rurIskUhARHJl+fn5H3Wc97eJ+Y1aVv3f5+/vj4iICCxatAhWVlaQyWTo1asX8vLyALx9vioqKoiLi4OKiorcY3V0dMqsR9EJGmtra7Rp0waGhobYs2cP+vXrhxMnTuDKlSvCGAVFr1e1atUQGBiIGTNmCDmhoaEYMmQIdu3ahc6dO5fz1WDv44Y8Y4wxxhhjTBQNDY0yG+4lqVOnDmJiYoTGfHh4eLkb8+fOnYOvr6/cup2d3Uc/vnnz5khKSoKVlVWp+1SvXh33798X1lNSUpCdnV2uer5PT08PJiYmiI2NRfv27YXtsbGxaNWqlejc2NhY+Pn5CWMOZGVlyQ1IZ2dnh4KCAjx8+BDOzs6ij0NEICKh+8Sff/6JnJwcofzixYsYNGgQTp06BUtLS2H79u3bMWjQIISGhsLd3V308dn/4YY8Y4wxxhhj7JMyMzNDdHQ0XFxc4OrqivDwcOjp6SE4OBh79uxBZGRkmY/ftWsXWrZsibZt22Lr1q24cOECNmzY8NHHDwgIQJs2bTBy5EgMGTIE2traSEpKQkREBIKDgwEAHTt2RHBwMBwcHFBQUICAgAC5q+RiTZgwAUFBQbC0tESzZs0QEhKChIQEbN26VXSmtbU1wsLC4OHhAYlEgqlTp8pdvbexsUH//v3h6+uLxYsXw87ODo8ePUJkZCRsbW1LbFzfuHEDO3bsQNeuXVG9enXcuXMH8+bNg0wmQ/fu3QFArrEOAI8fPwYA4RZ/4O3t9N999x2WL1+O1q1bIyMjA8DbKfT09fVFP+f/ddxHnjHGGGOMMfbJmZqaIjo6Go8fP4arqytevHiBx48ff7DPNgDMmDEDoaGhsLW1xebNm7F9+3Y0bNjwo49ta2uLmJgYJCcnw9nZGXZ2dpg2bRpMTEyEfRYvXgwzMzM4OzvDx8cH/v7+0NLSEvVc3zV69GiMGzcO48ePR5MmTRAeHo79+/fD2tpadOaSJUtgaGgIR0dHeHh4wNXVFc2bN5fbJyQkBL6+vhg/fjzq1asHLy8vXLx4sdRB6jQ1NXHq1Cl0794dVlZW+Oabb6Crq4szZ86Uq3/7r7/+ijdv3mDEiBEwNjYWljFjxoh+voyvyDPGGGOMMcY+gaL5199Vq1YtJCcnC+vTp0/H9OnTP5hlYmKCY8eOlVhmbm5erG+7gYFBsW329valZhQd4+jRo3Lbnj9/XuZxOnToUGybn58f/Pz8hHWpVIqgoCAEBQWJrv/7mebm5jhx4oTcY0aMGCG3rqamhhkzZsj1Wy+LiYkJDh8+/FH7Finp+X9ornomDl+RZ4wxxhhjjDHGKhFuyDPGGGOMMcYYY5UI31rPGGOMMcYYqzTev3Wbsf9FfEWeMcYYY4wxxhirRLghzxhjjDHGGGOMVSLckGeMMcYYY4wxxioRCXEnE/Yf0rVr1zKnEWGMMcYYY4yxyo4Hu2P/XcMPVXzmanekSSQVnwvAkgg/7bumlGwAWOZZH77bLisle7OPrVKzbSaGKyUbAJIXuMFy/BGlZKct7obGP0coJfvv2V1QZ/QBpWQDwK0VHpC5LlJKds5Rf8h6rFFO9v4flZat7Pyc/T9C5rlOOdn7hkLWfblSsgEg5/AYyFpPUE72+YXKzXYKVE527C9KyxbynacpJ/vUTMjsxykn++ISyOxGKiUbAHIuBSstv7JmKzs/51KwUnIZY2XjW+sZY4wxxhhjjLFKhBvyjDHGGGOMMcZYJcINecYYY4wxxhhjrBLhhjxjjDHGGGOMMVaJcEOeMcYYY4wxxhirRLghz/5Tqlev/rmrwBhjjDHGmFJt2rQJBgYGn7sa7DPihjz7T6lRo8bnrgJjjDHGGCuBn58fvLy85Lbt3r0bmpqaWLx48eepVCX1zTffIDk5WenHMTc3x7Jly4ptnz59Opo1ayasZ2dnY/LkybC0tISmpiaqV6+O9u3bY9++fcI+YWFh6Nq1K6pWrQqJRIKEhIRiub/++is6dOgAPT09SCQSPH/+XK48PT0dgwcPhoWFBWQyGSwtLREUFIS8vDy5/Y4ePYo2bdpAV1cX1atXh7e3N9LT0+X2yc3NRWBgIOrUqQMNDQ2Ym5tj48aN5X2JPhueR54xxhhjjDH2ya1fvx4jRozA2rVrMXDgwM9dnUpFJpNBJpN97moIhg0bhvPnz2PlypVo2LAhnjx5gjNnzuDJkyfCPq9evULbtm3Rp08ffP/99yXmZGdnw83NDW5ubpg8eXKx8mvXrqGwsBDr1q2DlZUV/v77b3z//fd49eoVFi1aBAC4efMmPD09MW7cOGzduhWZmZkYO3Ysvv76a8THxwtZffr0wYMHD7BhwwZYWVnh/v37KCwsrOBXRnn4ijxjjDHGGGPsk1qwYAFGjRqF0NDQcjfiJRIJ1qxZg27dukEmk6Fu3brYvXu3UJ6eng6JRIKwsDC4uLhAS0sLTZs2xdmzZ+VyTp8+DWdnZ8hkMpiZmWH06NF49eqV3HH27t0r9xgDAwNs2rRJ7jg7d+4Ucuzt7ZGcnIyLFy+iZcuW0NHRQbdu3fDo0SMho7CwEDNnzoSpqSk0NDTQrFkzhIeHl6v+799an5aWBk9PTxgZGUFHRwf29vY4fvy4XN1zc3Ph7++PWrVqQVtbG61bt0Z0dHS5XvvS7N+/H1OmTEH37t1hbm6OFi1aYNSoURg0aJCwz7fffotp06ahc+fOpeb89NNPmDRpEtq0aVNiuZubG0JCQtC1a1fUrVsXPXr0gL+/P8LCwoR94uLiUFBQgNmzZ8PS0hLNmzeHv78/EhISkJ+fDwAIDw9HTEwMDh8+jM6dO8Pc3BwODg5wcnKqkNfjU+CGPGOMMcYYY+yTCQgIwKxZs3Dw4EH07NlTVMbUqVPh7e2NxMRE9O/fH3379sXVq1fl9gkMDBQacDY2NujXrx/evHkD4G3D183NDd7e3rh8+TJ27NiB06dPY+TIkeWuS1BQEH7++WfEx8dDVVUVPj4+mDhxIpYvX45Tp04hNTUV06ZNE/Zfvnw5Fi9ejEWLFuHy5ctwdXVFjx49kJKS8tH1f19WVha6d++OyMhIXLp0CW5ubvDw8MDt27eFfUaOHImzZ88iNDQUly9fRu/eveHm5lbsuGLUrFkThw8fxsuXLxXOKq/MzExUqVJFWG/RogWkUilCQkJQUFCAzMxMbNmyBZ07d4aamhqAtyceWrZsiQULFqBWrVqwsbGBv78/cnJyPnn9xeKGPGOMMcYYY0yU3NxcvHjxQm7Jzc0tdf8jR45gwYIF2LdvHzp16iT6uL1798aQIUNgY2ODWbNmoWXLlli5cqXcPv7+/nB3d4eNjQ1mzJiBW7duITU1FQAwd+5c9O/fHz/99BOsra3h6OiIFStWYPPmzXj9+nW56uLv7w9XV1c0aNAAY8aMQVxcHKZOnQonJyfY2dlh8ODBiIqKEvZftGgRAgIC0LdvX9SrVw/z589Hs2bNivVFL6v+72vatCmGDh2Kxo0bw9raGrNmzYKlpSX2798PALh9+zZCQkKwa9cuODs7w9LSEv7+/mjbti1CQkLKfH4BAQHQ0dGRW+bMmSO3z6+//oozZ86gatWqsLe3x9ixYxEbG1uu11GM1NRUrFy5EkOHDhW2WVhY4NixY5gyZQo0NDRgYGCAO3fuYOfOncI+N27cwOnTp/H3339jz549WLZsGXbv3o3hw4crvc4VhRvyjDHGGGOMMVHmzp0LfX19uWXu3Lml7m9rawtzc3MEBQUhKytL9HEdHByKrb9/Rd7W1lb4f2NjYwDAw4cPAQCJiYnYtGmTXOPU1dUVhYWFuHnzZrnq8u5xjIyMAABNmjSR21Z03BcvXuDevXvFbuF2cnIqV/3fl5WVBX9/fzRo0AAGBgbQ0dHB1atXhSvyV65cQUFBAWxsbOSec0xMDNLS0sp8fhMmTEBCQoLcMmzYMLl92rVrhxs3biAyMhK9evXCP//8A2dnZ8yaNavMbEXcvXsXbm5u6N27t1yf+4yMDHz//ff47rvvcPHiRcTExEBdXR29evUCEQF4271BIpFg69ataNWqFbp3744lS5bg999/rzRX5XmwO8YYY4wxxpgokydPxrhx4+S2aWholLp/rVq1sHv3bri4uMDNzQ1HjhyBrq6uUupWdBs18La/OwBhMLOsrCwMHToUo0ePLva42rVrC48pavgVKepj/aHjvL9NzCBqZdX/ff7+/oiIiMCiRYtgZWUFmUyGXr16CaO5Z2VlQUVFBXFxcVBRUZF7rI6OTpn1qFatGqysrOS2vXsr+7v1dXZ2hrOzMwICAjB79mzMnDkTAQEBUFdX//ATLod79+7BxcUFjo6O+PXXX+XKVq1aBX19fSxYsEDY9scff8DMzAznz59HmzZtYGxsjFq1akFfX1/Yp0GDBiAi3LlzB9bW1hVaX2XghjxjjDHGGGNMFA0NjTIb7iWpU6cOYmJihMZ8eHh4uRvz586dg6+vr9y6nZ3dRz++efPmSEpKKtZAfVf16tVx//59YT0lJQXZ2dnlquf79PT0YGJigtjYWLRv317YHhsbi1atWonOjY2NhZ+fnzDmQFZWltx0a3Z2digoKMDDhw/h7Ows+jjl0bBhQ7x58wavX7+u0Ib83bt34eLighYtWiAkJARSqfxN5tnZ2cW2FZ28KDoR4uTkhF27diErK0s4kZGcnAypVApTU9MKq6sy8a31jDHGGGOMsU/KzMwM0dHRePjwIVxdXfHixQsAQHBw8Ef1nd+1axc2btyI5ORkBAUF4cKFC+UaqC4gIABnzpzByJEjkZCQgJSUFOzbt08uo2PHjggODsalS5fw119/YdiwYXJXycWaMGEC5s+fjx07duD69euYNGkSEhISMGbMGNGZ1tbWCAsLQ0JCAhITE+Hj4yN39d7Gxgb9+/eHr68vwsLCcPPmTVy4cAFz587FoUOHFH5OHTp0wLp16xAXF4f09HQcPnwYU6ZMgYuLC/T09AAAT58+RUJCApKSkgAA169fR0JCAjIyMoScjIwMJCQkCGMBXLlyBQkJCXj69CmAt434Dh06oHbt2li0aBEePXqEjIwMuQx3d3dcvHgRM2fOREpKCuLj4zFw4EDUqVNHONnj4+ODqlWrYuDAgUhKSsLJkycxYcIEDBo06Iua1q8s3JBnjDHGGGOMfXKmpqaIjo7G48ePhcb848ePP9hnGwBmzJiB0NBQ2NraYvPmzdi+fTsaNmz40ce2tbVFTEwMkpOT4ezsDDs7O0ybNg0mJibCPosXL4aZmRmcnZ3h4+MDf39/aGlpiXqu7xo9ejTGjRuH8ePHo0mTJggPD8f+/fsVup17yZIlMDQ0hKOjIzw8PODq6ormzZvL7RMSEgJfX1+MHz8e9erVg5eXFy5evCh0JVCEq6srfv/9d3Tt2hUNGjTAqFGj4OrqKjfA3P79+2FnZwd3d3cAQN++fWFnZ4e1a9cK+6xduxZ2dnZCn/d27drBzs5OGLQvIiICqampiIyMhKmpKYyNjYWlSMeOHbFt2zbs3bsXdnZ2cHNzg4aGBsLDw4VGuo6ODiIiIvD8+XO0bNkS/fv3h4eHB1asWKHwa/Gp8K31jDHGGGOMMaUrmn/9XbVq1UJycrKwPn36dEyfPv2DWSYmJjh27FiJZebm5sX6thsYGBTbZm9vX2pG0TGOHj0qt+358+dlHqdDhw7Ftvn5+cHPz09Yl0qlCAoKQlBQkOj6v59pbm6OEydOyD1mxIgRcutqamqYMWMGZsyYUeJxS/Lu7fnvev/vNHnyZEyePLnMrPfr/DG5YjKAtycJ+vbtW+Y+9evXR0RExAezvlR8RZ4xxhhjjDHGGKtEuCHPGGOMMcYYY4xVInxrPWOMMcYYY6zSeP+2c8b+F/EVecYYY4wxxhhjrBLhhjxjjDHGGGOMMVaJcEOeMcYYY4wxxhirRLghzxhjjDHGGGOMVSIS4tEi2H/I5MmTMXfu3M9dDcYYY4wxxhhTGm7Is/+u4YcqPnO1O9IkkorPBWBJhHH7ryklGwCW9KgPv+2XlZK9qZ+tUrPrBRxVSjYAXJ/vCsvxR5SSnba4G5pMjVBK9pVZXVBn9AGlZAPArRUekLkuUkp2zlF/yHqsUU72/h+Vlq3s/Jz9P0Lm9atysvf+AFn35UrJBoCcw2Mgaz1BOdnnFyo323GKcrLPzIHMKVAp2QCQE/sLZM7TlJN9aiZk9uOUk31xCWR2I5WSDQA5l4KVll9Zs5Wdn3MpWCm5jLGy8a31jDHGGGOMMcZYJcINecYYY4wxxhhjrBLhhjxjjDHGGGOMMVaJcEOeMcYYY4wxxhirRLghzxhjjDHGGGOMVSLckGeMMcYYY4yxSmTTpk0wMDD43NVgnxE35BljjDHGGGNK5+fnBy8vL7ltu3fvhqamJhYvXvx5KlVJffPNN0hOTlb6cczNzSGRSHDu3Dm57T/99BM6dOggt09pi5+fH9LT0yGRSJCQkFDsGB06dMBPP/0kd8xly5YV22/69Olo1qxZmfX9mPfY3LlzYW9vD11dXdSoUQNeXl64fv263GNev36NESNGoGrVqtDR0YG3tzcePHhQ4jGfPHkCU1NTSCQSPH/+vMR9YmNjoaqq+sH6lwc35BljjDHGGGOf3Pr169G/f3+sWbMG48eP/9zVqVRkMhlq1KjxSY6lqamJgICAUssvXryI+/fv4/79+/jzzz8BANevXxe2LV++/JPUsyQlvcdiYmIwYsQInDt3DhEREcjPz0fXrl3x6tUr4XFjx47FgQMHsGvXLsTExODevXv4+uuvSzzG4MGDYWtrW2odnj9/Dl9fX3Tq1KlCnxs35BljjDHGGGOf1IIFCzBq1CiEhoZi4MCB5XqsRCLBmjVr0K1bN8hkMtStWxe7d+8Wyouu/oaFhcHFxQVaWlpo2rQpzp49K5dz+vRpODs7QyaTwczMDKNHj5ZrzEkkEuzdu1fuMQYGBti0aZPccXbu3Cnk2NvbIzk5GRcvXkTLli2ho6ODbt264dGjR0JGYWEhZs6cCVNTU2hoaKBZs2YIDw8vV/3fv7U+LS0Nnp6eMDIygo6ODuzt7XH8+HG5uufm5sLf3x+1atWCtrY2Wrdujejo6A++3j/88APOnTuHw4cPl1hevXp11KxZEzVr1kSVKlUAADVq1BC26evrf/AYylDaeyw8PBx+fn5o1KgRmjZtik2bNuH27duIi4sDAGRmZmLDhg1YsmQJOnbsiBYtWiAkJARnzpwpdmfCmjVr8Pz5c/j7+5daj2HDhsHHxwcODg4V+vy4Ic8YY4wxxhgTJTc3Fy9evJBbcnNzy3xMQEAAZs2ahYMHD6Jnz56ijjt16lR4e3sjMTER/fv3R9++fXH16lW5fQIDA+Hv74+EhATY2NigX79+ePPmDYC3DV83Nzd4e3vj8uXL2LFjB06fPo2RI0eWuy5BQUH4+eefER8fD1VVVfj4+GDixIlYvnw5Tp06hdTUVEybNk3Yf/ny5Vi8eDEWLVqEy5cvw9XVFT169EBKSspH1/99WVlZ6N69OyIjI3Hp0iW4ubnBw8MDt2/fFvYZOXIkzp49i9DQUFy+fBm9e/eGm5tbseO+z8LCAsOGDcPkyZNRWFhY7tfncyjPeywzMxMAhJMQcXFxyM/PR+fOnYV96tevj9q1a8udTElKSsLMmTOxefNmSKUlN6tDQkJw48YNBAUFKfqUiuGGPGOMMcYYY0yUuXPnQl9fX26ZO3duqfsfOXIECxYswL59+xS61bh3794YMmQIbGxsMGvWLLRs2RIrV66U28ff3x/u7u6wsbHBjBkzcOvWLaSmpgr17t+/P3766SdYW1vD0dERK1aswObNm/H69ety1cXf3x+urq5o0KABxowZg7i4OEydOhVOTk6ws7PD4MGDERUVJey/aNEiBAQEoG/fvqhXrx7mz5+PZs2aFesXXlb939e0aVMMHToUjRs3hrW1NWbNmgVLS0vs378fAHD79m2EhIRg165dcHZ2hqWlJfz9/dG2bVuEhIR88Dn+/PPPuHnzJrZu3Vqu10asgIAA6OjoyC1z5sz5qMeW5z1WWFiIn376CU5OTmjcuDEAICMjA+rq6sUGEzQyMkJGRgaAtyew+vXrh4ULF6J27dolZqekpGDSpEn4448/oKqq+lF1Lw9uyDPGGGOMMcZEmTx5MjIzM+WWyZMnl7q/ra0tzM3NERQUhKysLNHHff82ZQcHh2JX5N/tt2xsbAwAePjwIQAgMTERmzZtkmsourq6orCwEDdv3ixXXd49jpGREQCgSZMmctuKjvvixQvcu3cPTk5OchlOTk7lqv/7srKy4O/vjwYNGsDAwAA6Ojq4evWqcEX+ypUrKCgogI2NjdxzjomJQVpa2gefY/Xq1eHv749p06YhLy/vg/srasKECUhISJBbhg0bJpSfOnVK7nm8e4KhPO+xESNG4O+//0ZoaGi56jd58mQ0aNAAAwYMKLG8oKAAPj4+mDFjBmxsbMqV/bEq/tQAY4wxxhhj7H+ChoYGNDQ0Pnr/WrVqYffu3XBxcYGbmxuOHDkCXV1dpdRNTU1N+H+JRAIAwq3hWVlZGDp0KEaPHl3scUVXWCUSCYhIriw/P/+jjvP+NjG3pJdV//f5+/sjIiICixYtgpWVFWQyGXr16iU0urOysqCiooK4uDioqKjIPVZHR+ej6jNu3DisXr0aq1evLvdz0dPTA/B/t7G/6/nz58X60VerVg1WVlZy24pufQeAli1byo2AX3QCBfj499jIkSNx8OBBnDx5EqampsL2mjVrIi8vD8+fP5e7Kv/gwQPUrFkTAHDixAlcuXJFGJuh6H1SrVo1BAYGYuzYsfjrr79w6dIlobtGYWEhiAiqqqo4duwYOnbsWPoL9hG4Ic8YY4wxxhj7ZOrUqYOYmBihoRUeHl7uxvy5c+fg6+srt25nZ/fRj2/evDmSkpKKNRbfVb16ddy/f19YT0lJQXZ2drnq+T49PT2YmJggNjYW7du3F7bHxsaiVatWonNjY2Ph5+cn9AfPyspCenq6UG5nZ4eCggI8fPgQzs7Ooo6ho6ODqVOnYvr06ejRo0e5HlulShVUq1YNcXFxcs/7xYsXSE1NLfdVa5lMVubfrqz3GBFh1KhR2LNnD6Kjo2FhYSH32BYtWkBNTQ2RkZHw9vYG8HYU/tu3bwt3gvz555/IyckRHnPx4kUMGjQIp06dgqWlJfT09HDlyhW53NWrV+PEiRPYvXt3sWOKwQ15xhhjjDHG2CdlZmaG6OhouLi4wNXVFeHh4dDT00NwcDD27NmDyMjIMh+/a9cutGzZEm3btsXWrVtx4cIFbNiw4aOPHxAQgDZt2mDkyJEYMmQItLW1kZSUhIiICAQHBwMAOnbsiODgYDg4OKCgoAABAQFyV8nFmjBhAoKCgmBpaYlmzZohJCQECQkJCvU/t7a2RlhYGDw8PCCRSDB16lS5q/c2Njbo378/fH19sXjxYtjZ2eHRo0eIjIyEra0t3N3dP+o4P/zwA5YuXYpt27ahdevW5arjuHHjMGfOHBgZGaFNmzZ48uQJZs2aherVq5c6tZsiSnuPjRgxAtu2bcO+ffugq6sr9HvX19eHTCaDvr4+Bg8ejHHjxqFKlSrQ09PDqFGj4ODggDZt2gAALC0t5Y71+PFjABC6NgAQ+twXqVGjBjQ1NYttF4v7yDPGGGOMMcY+OVNTU0RHR+Px48dwdXXFixcv8Pjx44/qsz1jxgyEhobC1tYWmzdvxvbt29GwYcOPPratrS1iYmKQnJwMZ2dn2NnZYdq0aTAxMRH2Wbx4MczMzODs7AwfHx/4+/tDS0tL1HN91+jRozFu3DiMHz8eTZo0QXh4OPbv3w9ra2vRmUuWLIGhoSEcHR3h4eEBV1dXNG/eXG6fkJAQ+Pr6Yvz48ahXrx68vLxw8eLFUgdrK4mamhpmzZpV7gEBAWDixIkICgrC/PnzYWtrC29vb2hrayMqKgoymazceR+jpPfYmjVrkJmZiQ4dOsDY2FhYduzYITxu6dKl+Oqrr+Dt7Y127dqhZs2aCAsLU0odxZLQ+x0/GPuvGH6o4jNXuyPt//dRqmiWRBi3/5pSsgFgSY/68Nt+WSnZm/rZKjW7XsBRpWQDwPX5rrAcf0Qp2WmLu6HJ1AilZF+Z1QV1Rh9QSjYA3FrhAZnrIqVk5xz1h6zHGuVk7/9RadnKzs/Z/yNkXr8qJ3vvD5B1X66UbADIOTwGstYTlJN9fqFysx2nKCf7zBzInAKVkg0AObG/QOY87cM7isk+NRMy+3HKyb64BDK78k/v9dH5l4KVll9Zs5Wdn3MpWCm5ZZFIJNizZw+8vLw++bEZ+1LwFXnGGGOMMcYYY6wS4YY8Y4wxxhhjjDFWifBgd4wxxhhjjLFKg3sGM8ZX5BljjDHGGGOMsUqFG/KMMcYYY4wxxlglwg15xhhjjDHGGGOsMiHGWKXz+vVrCgoKotevX1eqbGXnV9ZsZedX1mxl51fWbGXnV9ZsZedz9qfPr6zZys6vrNmMsYrF88gzVgm9ePEC+vr6yMzMhJ6eXqXJVnZ+Zc1Wdn5lzVZ2fmXNVnZ+Zc1Wdj5nf/r8ypqt7PzKms0Yq1h8az1jjDHGGGOMMVaJcEOeMcYYY4wxxhirRLghzxhjjDHGGGOMVSLckGesEtLQ0EBQUBA0NDQqVbay8ytrtrLzK2u2svMra7ay8ytrtrLzOfvT51fWbGXnV9ZsxljF4sHuGGOMMcYYY4yxSoSvyDPGGGOMMcYYY5UIN+QZY4wxxhhjjLFKhBvyjDHGGGOMMcZYJcINecaYUp0+ffpzV+F/3ps3bz53FRhjrNyio6ORk5PzuavBGGNfJG7IM1YJEREKCgo+dzU+SseOHWFhYYEpU6YgKSmpQrN///13HDp0SFifOHEiDAwM4OjoiFu3bimUHR8fjytXrgjr+/btg5eXF6ZMmYK8vDyFsotkZmbi+vXruH79OjIzMxXOCw8PF+pcWFiIWbNmoVatWtDQ0ICpqSnmzZsHZY1v+u+//2LQoEEVlvfq1SuEhIQgMDAQwcHBePLkiUJ5T548QVRUFJ4+fQoAePz4MebPn4+ZM2fi6tWrCmXn5eVh586dGDt2LPr164d+/fph7Nix2LVrV4W8Vx4+fIgTJ04I75EHDx5gwYIFmDdvntx7VIycnBycPn26xM/m69evsXnzZoXyP8Xn6FMZOHAg7t2797mrUW4PHjxARkZGheW9/2/PhQsXcO7cOeTm5lbYMYp07doV6enpFZJ1584dZGVlFduen5+PkydPVsgxPoXc3FykpaUp5fUG+OQJY5UKMca+WPn5+RQYGEjt2rWjadOmERHRggULSEtLi9TV1cnX15dyc3OVcuykpCSysLBQOOfRo0e0cuVKcnR0JIlEQk2bNqUFCxbQv//+q3C2jY0NRUZGEhHRmTNnSEtLi9atW0ceHh7Us2dPhbJbtmxJu3fvJiKitLQ00tTUpH79+pGVlRWNGTNGoezffvuNGjRoQFKpVG5p0KABrV+/XnRuvXr16OTJk0RENGfOHKpatSotWbKEjhw5QsuWLSMjIyOaN2+eQnUvTUJCAkmlUtGPb9CgAT158oSIiG7fvk3m5uakr69P9vb2VKVKFapRowbduHFDVPb58+dJX1+fJBIJGRoa0l9//UUWFhZkbW1NlpaWJJPJKC4uTlR2SkoK1a1blzQ1Nal9+/bUp08f6tOnD7Vv3540NTXJysqKUlJSRGUTEUVFRZG2tjZJJBKqWbMmJSQkkKmpKVlbW1O9evVIQ0ODjh49Kir7+vXrVKdOHZJIJCSVSqldu3Z07949oTwjI0OhvymR8j5HeXl5NGHCBLK0tCR7e3vasGGDXLkidU9MTCxxUVNToz179gjryqDI5+jJkyfk7e1NZmZmNGzYMHrz5g0NHjxY+Ps6ODjI/X3LKz09nVq0aEEqKirk5uZGmZmZ1LlzZ5JIJCSRSKhu3bp0/fp1Udl2dnYlLhKJhBo0aCCsi3Hv3j2yt7cnqVRKKioq9O2339LLly+F8op4nyckJNCsWbNo1apV9OjRI7myzMxMGjhwoKjckJAQOnPmDBER5eTk0KBBg0hFRYWkUimpqqrS0KFD6fXr1wrV/X1qamqUlJRUoZmMMeXghjxjX7Cff/6ZjIyMaNy4cdSwYUMaNmwYmZmZ0R9//EG///471apVi+bPn6+UYyvaMCvJjRs3aPbs2dSoUSNSUVEhFxcXhfJkMhndunWLiIgmTpxI3377LRER/f3331StWjWFsvX09Cg1NZWIiObNm0ddu3YlIqLTp0+Tqamp6NyiEzGTJk2iqKgoSkpKoqSkJIqKiqLJkyeTtrY2LVy4UFS2hoaG8Ho0btyYdu7cKVd+8OBBsrKyEpW9b9++MpelS5cq9H6RSCT04MEDIiLq378/OTo60vPnz4mI6OXLl9S5c2fq16+fqOzOnTvTkCFD6MWLF7Rw4UIyNTWlIUOGCOUDBw4kLy8v0dmenp6UmZlZrCwzM5M8PT2F944Ybdu2pREjRtDLly9p4cKFVKtWLRoxYoRQ7u/vT46OjqKyvby8yN3dnR49ekQpKSnk7u5OFhYWwnuoIho4yvocBQUFkZGRES1cuJACAwNJX1+ffvjhB6E8IyODJBKJqOyihm9RA/XdpWh7RX83FklISBBd70GDBlHjxo1p5cqV1L59e/L09CRbW1s6ffo0nTlzhuzt7cnX11d03by9val9+/Z04MAB6tOnDzk5OVGHDh3ozp07dO/ePXJ1dRX9OVJVVSU3NzeaPn26sAQFBZFUKqXhw4cL28Tw9fWl1q1b08WLFykiIoJatGhBLVu2pKdPnxKRYu8VIqKjR4+Suro6NWrUiGrXrk1Vq1alEydOCOWKfI4sLCzo3LlzRPT2s25ubk5hYWF09epV2rt3L9nY2NCECRNEZSvz5Alj7NPghjxjX7C6devSgQMHiOjtlT+pVEqhoaFC+Y4dO6hx48aisseOHVvmMmDAAKX8WH3z5g0dOHCAmjVrpnB+9erVKT4+noiImjVrRps3byYiotTUVNLW1lYoW1dXl5KTk4nobWNt2bJlRER069Yt0tTUFJ1bu3Zt2rFjR6nloaGhZGZmJirb2NiYzp49S0RERkZGwmtTJDk5mWQymajssho37zZyxHq3IV+3bl06duyYXHlsbKzo18XQ0FC4wpSXl0dSqZTOnz8vlMfFxVGtWrVEZctkMrpy5Uqp5ZcvXxb9mhPJN4Tz8/NJVVWVLl26JJQnJyeTvr6+qOwaNWrQ5cuXhfXCwkIaNmwY1a5dm9LS0iqkIa+sz5GVlZXw3Uj09vvRysqK/Pz8qLCwUKG6N23alNzd3enq1auUnp5O6enpdPPmTVJVVaWIiAhhmxg9e/Ysc+nYsaPoehsbG1NsbCwR/V/j9N3P0enTp0W/z4neft8WvfeeP39OEomETp06JZTHxcWRkZGRqOzTp0+TpaUlTZs2jQoKCoTtqqqq9M8//4iuMxGRiYmJ3Of99evX5OHhQc2aNaMnT54o/D53cHCgKVOmENHbz9D8+fNJR0eHjhw5QkSKNeTfPTlrY2MjZBaJiYmh2rVri8pW5skTxtinwX3kGfuC3bt3D02bNgUAWFlZQV1dXVgHAHt7e9F9wZcvX46YmBhcunSpxOXatWsV8hyKxMbGYvjw4TA2NoaPjw8aN24s179djC5dumDIkCEYMmQIkpOT0b17dwDAP//8A3Nzc4WyW7ZsidmzZ2PLli2IiYmBu7s7AODmzZswMjISnfvw4UM0adKk1PImTZrg8ePHorJ79uyJX375BQUFBfD09MTq1avl+sSvXLkSzZo1E5VtbGyMsLAwFBYWlrjEx8eLyn2XRCIB8LZvtrGxsVxZrVq18OjRI1G5eXl5kMlkAAA1NTVoaWmhWrVqQnm1atVE98E3MDAosw9veno6DAwMRGUDgLq6Ol6/fg3g7fMoLCwU1oG3fdzV1NREZefk5EBVVVVYl0gkWLNmDTw8PNC+fXskJyeLrncRZX2O7t69i8aNGwvrVlZWiI6OxpkzZ/Dtt98qNIbIhQsXYGVlBW9vbzx9+hR16tQRvk9MTExQp04d1KlTR1T2gQMH8Pr1a+jr65e46OjoiK53ZmYmatWqBQAwMjKCqqqq3OfIxMQEz58/F51fVG8A0NXVhYqKCnR1dYVyPT09ZGdni8p2cnJCXFwckpOT4ejoiLS0NNH1fF9mZiYMDQ2FdQ0NDYSFhcHc3BwuLi54+PChQvn//POPMD6IRCLBxIkTsW7dOvTq1QsHDx5UKLtmzZrCa/Hq1Su57y0AqF69uujvrujoaKSkpKCwsBBTp05FUFAQpk+fDqlUihEjRiAoKAhBQUEK1Z8xpmSf+0wCY6x0RkZGclfMHB0d6c6dO8L61atXSU9PT1S2jY0NbdmypdTyS5cuVcgV+UmTJpG5uTmpq6uTu7s7bdu2jV69eqVwLhHRs2fPaMSIEdSjRw+5KxXTpk2j2bNnK5SdmJhIjRs3Jj09PbmrEiNHjhR9izcRkbOzM/n6+lJ+fn6xsjdv3pCvry+1a9dOVPbz58+pZcuWZGVlRd9++y1pampSnTp1qEuXLmRhYUH6+vrCbZrl5eHhQVOnTi21XJFbgoneXpFv0qQJ2dnZkY6OjtCvukhMTIzoq4n169cXxlIgetvFIDs7W1g/d+6c6Nu8p06dSoaGhrRkyRJKTEykjIwMysjIoMTERFqyZAlVqVKFgoKCRGUTEXl6etJXX31Fp0+fph9++IFatmxJ7u7ulJWVRa9evaJevXqRm5ubqGx7e3vhLpb3jRgxggwMDBT+DlDW58jCwoKOHz9ebPvdu3fJxsaGunTponDdDx8+TKampjRnzhwqKCiokKvDTZo0KXMcDEW+d5s2bUrBwcFE9Lbuurq6tHjxYqF8zZo1ou/gIiJq06YN/fzzz0REtHHjRjIyMqJJkyYJ5TNnzqQWLVqIzi+yceNGqlmzJq1bt47U1NQq5DV///uE6O0dLl5eXlS7dm2F3ivVq1env/76q9j27du3k5aWFq1Zs0Z0/pQpU8jBwYGePXtGkyZNIg8PD6F//6tXr6hPnz4Kdd15/vw59e3bl1q3bi3c+VMR73PG2KfBDXnGvmAuLi60adOmUst37twp+oeTj48P/fTTT6WWK9owK+Lo6FjiAECVVU5ODuXl5Yl+fGJiItWsWZOqVq1KPXv2pGHDhtGwYcOoZ8+eVLVqVTI2Ni7zVu0PycvLozVr1lD37t2pfv36ZGNjQ+3bt6cpU6YoNMDgyZMni93W+a6srCyKjo4Wnf/u7Z3Tp0+n8PBwuXJ/f3/q27ev6Ozt27eXWj5lyhT6+uuvRWUTve37bWxsLHQvKOqCYGxsrPAYFsnJyWRtbS30W71z5w716NGDVFVVSVVVlapXry56oL45c+ZQt27dSi3/8ccfK+Q7oCSKfo4GDx5MgwYNKrHszp07ZGVlVSEnIjMyMqhbt27k7OxcIQ0cPz8/Gj58eKnlSUlJZG5uLir7jz/+IBUVFbKysiINDQ3atWsXmZiYUJ8+fahv376krq4uNPTFCA8PJ01NTVJXVydNTU2KiYkhGxsbatWqFbVp04ZUVFTK7DZUHsnJyWRvb08SiUTh13zixImlNnbz8/OpR48eCr1XunTpUuq4Jtu2bSM1NTXR+bm5udSjRw8yNDSkLl26kKamJmlpaZG1tTVpa2tT7dq1RQ8w+K6KPnnCGPs0JERKmouIMaaw5ORkqKmpwcLCosTybdu2QVVVFX369Cl3dkZGBnJzc0XfIloRcnJyhFuexfjQlEHt2rUTna1ML1++xB9//IFz584J00LVrFkTDg4O8PHxgZ6e3meu4f+W7OxsqKioQENDQ6GcGzdu4MGDBwDe/j1L+9yK8eTJE1StWlVYj4yMRE5ODhwcHOS2f2kKCgqgoqIirF+4cAGFhYWws7NT6PW+desWrl27BldX1xLL7927h4iICHz33Xeij/GuFStWICoqCitXroSpqanonNzcXBQUFEBLS6tC6vW+2NhYnDt3Dg4ODnB0dERSUhLmzZuH7OxseHh4KPx6pKenIy4uDi1atIC5uTkePHiAVatWITs7G+7u7nBxcamgZ/J2Cs2XL19CT09P6HYjxps3b5CdnV3q9+qbN29w9+5d0f8W7tmzBydPnsTSpUtLLN+2bRt+++03REVFicoH3k4teuDAAdy4cQOFhYUwNjaGk5MTfHx8oK2tLTr3XSkpKejfvz/++usv/P3332jYsGGF5DLGlIcb8oyxTy43NxfBwcFYuHChQvMbS6XFh/l49wdfefvJVqlSBcnJyahWrRoMDQ3L/PFYNB85Y/9FRKRQ4+nWrVvw9vZGQkICunTpgh07dsDb2xuRkZEAAHNzc4SHh8PGxkZU/qBBg7B8+XK5Ptqs8lPWiZ+S3Lx5E2ZmZnLjRPyvq6iTJ4yxT4O/vRirxN68eYN79+6hdu3aCmX8888/cleGGzZsKHoArSK5ubmYPn06IiIioK6ujokTJ8LLywshISEIDAyEiooKxo4dq9Axnj17Jreen5+PS5cuYerUqfjll1/Knbd06VKhYbB06dJP9kMmPz8f6enpqFGjhjCYlBgXLlxAixYthB/CBw8exMKFC5GamgpjY2OMHj0avr6+5c79+uuvsWnTJujp6eHrr78uc9+wsDBRdX/48CFq1KghrCckJGDp0qVC3UeOHIkOHTqIyv6Qf//9F0FBQdi4caOoxyclJSE4OBhnz54tdofFyJEjK+TK1okTJ3D69Gncv38fUqkUdevWRY8ePWBtbS06Mzc3F4GBgbhw4QLc3d0REBCA2bNnY968eQCAHj16YO3ataLuEBk/fjx0dHSwd+9ebNmyBd27d4eamhr+/fdfSKVSDBw4EAEBAdizZ4+ouv/++++YN2/eZ2nIP3v2DAcOHBD1WSpy9+5d/Pnnn8KAgvXq1cPXX38tDFYnxuPHj4sNhlaRiq7EK8OHTvxYWFjgyJEjok/8lKRevXpITExEgwYNKizzXTNmzMCIESMq5G/yqU5wSKVSLFu2rMLqzRhTss96Yz9jTCGKzPVeUFBAgYGBZGBgUGwaMQMDA/r555/lpgEqr4kTJ5K+vj55e3uTsbExqaqq0vfff09NmjSh7du305s3b0Rnf0h0dDQ1b95cafmKmD9/vjDQ2ps3b2j8+PGkrq5OUqmUVFVVaeDAgaL7DkulUmEKt/3795NUKiVfX19atWoVDRkyhFRVVSksLKzcuX5+fvTixQvh/8taxHq37rGxsaSmpkbt27enCRMmUJcuXUhVVZViYmJE55dFkc/R4cOHSV1dndq0aUNBQUG0evVqWr16NQUFBZGjoyNpaGgU6+9fHg8ePKBWrVoJ7w+pVEotWrSgmjVrkoqKiug5pIneTkFpYmJC48ePpwYNGtDw4cOpdu3a9Mcff9C2bdvIysqKRo0aJSpbmVOVEclPV/ipKfJ+ISJatWoVaWhokEQiIX19fdLX1yeJREIaGhq0atUq0blSqZRcXFxo69at9Pr1a9E5pZFIJGRpaUm//PIL3b17t0KzlTlHfWlT/UmlUurcubOwLlZmZmax5fnz56Smpkbnz58XtomRnp5OLVq0IBUVFXJzc6PMzEzq3Lmz8G913bp1RfeRV2a9GWOfBjfkGavEFPlBOWHCBKpevTqtXbuWbt68SdnZ2ZSdnU03b96kdevWUY0aNWjixImi62ZhYUH79u0jIqIrV66QRCKhgQMHUmFhoejMj3X16lWF55F/t2H5rsePHyv0I/7d3IULF5KhoSFt3LiR/vnnH/rjjz+oRo0aogdIe7dx07ZtW7kRpYmIfvnlF2rTpo3ouivTu3Xv0qVLsYHMxowZQx07dhSVvW/fvjKXpUuXiv6b2traljmaf1BQEDVp0kRUNhHRN998Q15eXpSZmUmvX7+mkSNHkq+vLxERRUZGUtWqVYW52cvLzMyMIiIiiIgoLS2NpFIp7d27Vyg/duwY1alTR1S2rq4u3bhxg4hIGPE9ISFBKE9JSSFdXV1R2URv3y+pqaklNkbeXcT4UOapU6dEv18OHjxIKioqNH78eLp3756w/d69ezR27FhSVVWlQ4cOicqWSCTk5uZG6urqZGhoSCNHjhROplQEiURC33//PdWoUYNUVVXJ3d2d9uzZUyEnZZV54kcikVD79u2LnXSUSqXk5eVVISchS1qKBr8s+q8YyjzBocx6M8Y+DW7IM/YFs7OzK3OpX7++6H9ojYyMyrxSGB4eTjVq1BBbdVJTU5ObKk9TU1NuKr2KkJiYKLckJCTQkSNHqH379uTk5KRQdmlX/O7evUuampoVkmtnZ0fr1q2TK//jjz+oUaNGCmfXqFGj2JRI165dIwMDA1HZZcnMzKTVq1crNPXUu3U3Njams2fPypX//fffVK1aNdHZRT9MS1vEfo40NTXp2rVrpZZfu3ZNofeLnp4e/f3338J6VlYWqampCY3ULVu2UL169URly2QyunXrlrCupqYmd6ybN2+SlpaWqGxlT1X27gwBZTVGvrTs9u3bU2BgYKnlgYGB1L59e9H1fvDgAT169IgWLVpEDRs2JKlUSs2bN6fVq1crfHW1KD8/P592795N3bt3JxUVFTIyMqKJEycqNHq6Mk/8bN++nUxNTWnjxo1y2ytqmrVatWqRu7s7nThxgqKjoyk6OpqioqJIRUWFQkJChG1iKPMEhzLrzRj7NLiPPGNfsKSkJPTt27fU0a/v378v9LEsr5cvX8LExKTUcmNjY7x69UpUNvC2T5+6urqwrqqqCh0dHdF5JWnWrBkkEgnovTE727RpI7q/84oVKwC8HTRv/fr1cnUuKCjAyZMnUb9+ffGVxv8NyHf79m04OjrKlTk6OuLmzZuis5OSkpCRkQGZTIbCwsJi5W/evBGd/b6oqChs3LgRYWFh0NfXR8+ePRXKe/nyJTQ1NaGpqVms36empiays7NF5RobG2P16tXw9PQssTwhIUF0319zc3McOnQI9erVK7H80KFDCs0MoaGhITdWg1QqRUFBgfB3dHR0RHp6uqjs2rVr4+zZs6hduzYuXrwIiUSCCxcuoFGjRgCA8+fPi+6zPX36dHh5eWHBggWQSqU4evQovv/+e5w4cQJSqRQXL17Etm3bRGUX2b17N6pUqaJQRkl0dXURGBiI1q1bl1iekpKCoUOHisqOj4/HunXrSi3/9ttvhe8gsapVq4bx48dj/PjxOHv2LNavX4+AgAD4+/vD29sbmzdvVihfVVUV3t7e8Pb2xt27d7Fx40Zs2rQJixYtgpOT0wdnEylJo0aNsHHjRsyaNQu///47qlatitDQUDRt2hQAsH37dtH94/v27Ys2bdpgwIABOHjwINavXw9DQ0NRWSW5fPkyBg8ejFmzZmHLli3CZ0YikaBVq1YKjZHx+vVrYdwUXV1dqKioyI0LoaenJ/p7UZn1Zox9GtyQZ+wL1rhxY7Ru3Ro//vhjieUJCQn47bffRGV36NAB/v7+2Lp1a7FBbR4/foyAgACFBhcjIvj5+QkNstevX2PYsGHFpsoROzgagGINXqlUiurVq0NTU1N0ZtEUQkSEtWvXyg0wpK6uDnNzc6xdu1Z0PgD89ttv0NHRgbq6erHR71++fKnQ4EWdOnUSTmzExsbC3t5eKLt06ZJCAyMCbwfp2rRpE0JCQvD8+XM8e/YM27ZtQ58+fRQeHLDohzoR4a+//oKdnZ1Q9s8//5R54qksLVq0QFxcXKkN+ZJOBn2smTNnwsfHB9HR0ejcuTOMjIwAAA8ePEBkZCTCw8MVarC2bdsW06ZNw++//w51dXVMmTIFdevWFRqwjx49Et0oGTZsGPz8/LB+/XrExcVh0aJFmDJlCq5duwapVIo1a9Zg/PjxorJdXV1x9epVuanKTp48KUxVNmfOHIWnKnNycpIbILGiNG/eHADQvn37EssNDAxEv18KCgrKHEhUTU2t3LNtFCnp8+fg4AAHBwesWLECoaGhok9wlpZfq1YtTJ06FVOnTkVkZKTofGWf+Cl6/82YMQNNmzbFb7/9VmGDmVapUgV79uzBmjVr0KpVKyxatAj9+vWrkGxlnuBQZr0ZY58GN+QZ+4I5OTnh+vXrpZbr6uqKnit97dq16N69O4yNjdGkSRO5BsiVK1fQsGFDHDx4UFQ2gGLzFQ8YMEB0VmlKutL5/PlzhRryRScHXFxcEBYWVqFXboC3V0GLTr5oaGggPj5e7m8YFRVV6tXdD3n/xMb7d0Dk5eUhICBAVPaff/6JDRs24OTJk+jWrRsWL16Mbt26QVtbG02aNFH4R/H7cywbGxvLrd+8eRM//PCDqOwJEyaUeXeJlZWV6Dmee/fujVq1amHFihVYvHhxsVHro6Oj4eDgICobABYtWoSuXbvCwMAAEokE2tra2LVrl1B+9epV+Pn5icr+6aefUKNGDZw9exaDBg1Cv3790KRJE0ybNg3Z2dkYO3YsAgMDRdfd3Nwc5ubmwrqRkRFmzpwpOq88rl27hh49eoi6Y8nHxwc5OTmlltesWRNBQUGi6tWoUSPs27ev1Bk79u7dK9wRUV5lnVzQ1tbG4MGDMXjwYFHZH8oH3p5E7NSpk6jsT3HiRyqVYsaMGejSpQt8fX1FnzApzY8//oj27dvDx8cHBw4cqJDMT3FnizLqzRj7NHgeecb+hxUWFuLo0aM4d+5csQZI165dS5yn/Usyf/58mJub45tvvgEA9OnTB7t374axsTEOHz4sXLWoTM6dOwcNDQ25q9FfAlVVVQQEBGDSpElyt3aqqakhMTGRb8NUouzsbMTGxiI3Nxdt2rThaaHwdjqyv/76C1WrVi2xPDExEc2bN6/wxpqifv/9d/z4449YtGgRfvjhB2EO8zdv3mDdunWYMGECVq9eLerkzO+//46+fftW+HzrRWJiYuDk5PSfmHc9KysLaWlpaNCggVwXsIqQl5eHSZMmISoqCmFhYaV2jftY6enpcic4Hjx4IJzgcHd3V/gEh7LqzRhTPm7IM8YqLQsLC2zduhWOjo6IiIhAnz59sGPHDuzcuRO3b9/GsWPHFMq/c+cO9u/fj9u3byMvL0+ubMmSJQplfwpv3rxBVFQUbt++jTp16sDFxUWuq0B5DB06FDt27ECjRo3w7bff4ptvvoGhoaFSG/IpKSlC3a2srCo8n5Vs06ZN6Nmzp9A3V4z8/HwEBgYiLCwMVapUwbBhwzBo0CCh/MGDBzAxMVFaQ1uZDfnnz5/jjz/+wMiRI0U93t/fH0uWLIGuri4sLS1BRLhx4waysrIwevRooXvP/6KMjAycP39e7sRy69atUbNmzc9cM8YY+/JwQ56xSqCwsLDEq+OFhYW4c+eO6H7PDx8+xN9//40WLVpAX18fDx48wO+//47CwkK4u7ujSZMmouvcpEkT9OnTB35+fjAzMxOdUxaZTIbk5GSYmZlhzJgxeP36NdatW4fk5GS0bt0az549E50dGRmJHj16oG7durh27RoaN26M9PR0EBGaN2+OEydOiMpdvHgxvL295W45riijRo2Cq6srvvrqK9y5cwddunRBSkoKqlWrhsePH6Nhw4Y4cuSI6AHMcnJysHPnTmzcuBHnz5+Hq6srDh06hISEBDRu3Fihus+dOxetWrVCp06d8OzZM/Tu3Vt4jSUSCbp27Yrt27fDwMBAoeOUJC0tTbhdtaJdvXoV7u7uuHHjRoVnA28bxOvWrcO0adMqLFNdXR2JiYlo0KCB6Izp06dj7dq18Pf3x/PnzxEcHIxvvvlGGOjtwYMHMDY2LnFAxoqgjIZ8ZGQkNmzYgD179kBLSwtPnjwRnXXu3Dls374dKSkpAN6OD1E0KJuibty4gdOnT+P+/fuQSqWoW7cuunTpAj09PYWz30VEiI6ORmpqKoyNjeHq6lpm//+yvHr1CkOHDkVoaCgkEokwBsTTp09BROjXrx/WrVsHLS0tUfmHDx8WTioNHDhQ7r397NkzeHt7K/T5JyKkp6fDzMwMqqqqyMvLw549e5Cbm4vu3bt/0XfRXLhwAWfPnpU7eeLo6Cg3vgpj7Av1aQfJZ4yVR2ZmJvXu3Zs0NTWpRo0aNHXqVLk5ezMyMkRPgxQVFUXa2tokkUioZs2alJCQQKampmRtbU316tUjDQ0NOnr0qOi6SyQSqlq1KqmoqJCrqyvt3r2b8vPzReeVxNjYmGJjY4mIyMbGhnbu3ElEb6f8UmSOaiIie3t7mjZtGhER6ejoUFpaGr18+ZJ69OhBq1evFp0rkUhIRUWFOnfuTKGhoZSbm6tQPd9lZGREV65cISKiPn36UOfOnenRo0dERPTkyRP66quvqFevXhVyrOTkZJo8eTKZmJiQnp4e9evXj/7880/ReaamphQfH09EREOGDCE7OzuKj4+nnJwcSkhIoDZt2tDgwYMrpO7vS0hIUNp8ycrMVjTf0NCwxEUikZC+vr6wLoaVlRUdOHBAWE9JSSErKyvy8/OjwsJChb67PkZFve63b9+mGTNmkLm5OUmlUvLx8aEjR45QXl5eBdSyuGfPntHKlStFPTYrK4t69eolN6VizZo1SUVFhXR0dCg4OFihunXr1o2eP39ORG+/T1q3bk0SiYSqV69OUqmU6tevTw8fPhSVPXjwYLK2tqbw8HC5f+PevHlDR48eJRsbGxoyZIio7K1bt5KKigq5u7tT27ZtSVNTk/744w+hXNH34rVr16hOnToklUrJysqKbty4QS1atCBtbW3S0tKiatWqUXJysqjsvLw8mjBhAllaWpK9vT1t2LBBrlyRuj948IDatm1LEomE6tSpQ61ataJWrVpRnTp1SCKRUNu2bUucgpUx9uXgK/KMfcHGjBmD8PBw/PLLL3j+/Dlmz56Nxo0bIywsDOrq6gpd1XJ2dkbTpk0xb948rF27FsuWLYOXlxeCg4MBvB0g7MyZM4iNjRVVd6lUijt37uDChQvYuHEjjhw5AkNDQ/j6+mLw4MEKXe0rMnLkSBw8eBDW1ta4dOkS0tPToaOjg9DQUCxYsADx8fGis3V1dZGQkABLS0sYGhri9OnTaNSoERITE+Hp6Sl6yi+pVIqNGzdi7969OHz4MPT09DBgwAAMGTJE4avaMpkMSUlJsLCwgJmZGf7880+0atVKKP/777/h4uKCR48eKXScdxUWFuLQoUPYsGEDjhw5gtzcXFE5mpqauH79OurUqQMLCwv8/vvvcoMAxsXFwcPDA/fu3St39oem87p79y4WLVok6urtuHHjyix/9OgRtm3bJvrK8OXLl8ssv3btGvr16ycqX1dXF+3bt0fv3r2FbUSEIUOGYObMmcKdG+8PXPkxtLS0kJSUJHfnyd27d9GxY0fY29tjwYIFMDMzE/26GBoaljnA4ps3b/Dq1StR+fn5+di7dy/Wr1+PU6dOwc3NDT4+PujXr5/SupFUxNX+oUOH4p9//sHatWuhqamJyZMno27duggKCkJoaChGjRqF3377DT4+PqLqKJVKkZGRgRo1amD48OGIiYnBwYMHYWFhgTt37sDLywv29vZYs2ZNubMNDQ1x6NChYtNxFomNjcVXX30l6i4rOzs7DBw4EKNHjwYA7Ny5E4MGDcLy5csxePBghbt5eHl5gYgwe/ZsbNy4EUePHoWNjQ127dqFwsJC9O7dG/r6+tiyZUu5s5V5Z0uvXr1w7949hISEFBtg9fr16xg0aBBMTEzkBtdkjH1hPu95BMZYWWrXrk1RUVHC+qNHj6hVq1bUtWtXev36tUJn4/X09Cg1NZWIiPLz80lVVZUuXboklCcnJ5O+vr7oukskErmz+ffu3aM5c+aQtbU1SaVScnBwKHZ1obzy8vJo4cKFNHr0aOFqLhHRkiVL6LffflMo28jIiJKSkoiIqEGDBrRv3z4ienulT1tbW3Tuu6/LgwcPaP78+VS/fn2SSqVkb29Pv/76K7148UJUtq2tLYWGhgp1joiIkCs/c+YMValSRXTdP0SRqzc2NjZ08OBBIiKysLAQ7rQocunSJdLT0xOVLZFIyMTEhMzNzUtcTExMRH+OpFIpNW/enDp06FDi0rJlS4Wu9hVdWS26yvruUrRdbH5KSgrZ29uTr68vvXz5UtiuqqpK//zzj+g6E739Gx4/frzY9rt375KNjQ116dJFoddl06ZNH7WIUb16dXJ2dqZ169bR06dPhe0V8bq8q6Kv9lerVo3++usvYf3p06ekqalJr169IiKi4OBgatasmej6vvvdVa9ePeE7scjx48fJwsJCVLaenh5dvHix1PILFy6I/vxra2vTjRs35LadOHGCdHR0aM2aNQpfka9evbrwb2dWVhZJJBI6deqUUB4bG0u1a9cWla3MO1t0dHTk/t18319//UU6OjqishljnwY35Bn7gslksmI/QF68eEEODg7UsWNHunHjhuh/xKtVq0Z///03ERG9evWKpFIpnT17VihPTEykatWqia67VCottWEXFRVFAwYMUKhBrGyenp7066+/EhHR+PHjycrKimbPnk3NmzenTp06ic59/wRHkZMnT9J3331H2traol+XkJAQMjU1paioKNq8eTM1aNCAjh8/Tnfv3qUTJ05QkyZNRN2eum/fPqFxsW/fvlKX/fv3i6o3EdHChQupQYMGlJKSQosXLyYHBwfhRNONGzeoQ4cOorsFmJub044dO0otv3TpkujPkY2NDW3ZskUp2UREVatWpQ0bNlB6enqJy6FDhxTKz8/Pp4kTJ5KlpSWdPn2aiCqmwTp48GAaNGhQiWV37twhKysrpd5arwhDQ0Nq164d/frrr5SZmSlsr4jXJS8vj3bu3Eldu3YlmUxGPXv2pF27dlVItoGBgdwt3Hl5eaSqqirc7p6cnEyampqi8yUSiZBVo0YN4d+PIunp6aShoSEq28fHR+hO8774+Hhq0aIF9e/fX1S2sbGx3L9tRaKjo0lHR4cCAwMVei/KZDK6deuWsK6joyN8dxG9PWEj9nWRyWR08+ZNuW137twhGxsb6t+/P929e1d03atWrUrR0dGllkdFRVHVqlVFZTPGPg1uyDP2BatXrx4dOnSo2PaXL1+Sg4MDNW3aVPQ/4p6envTVV1/R6dOn6YcffqCWLVuSu7s7ZWVl0atXr6hXr17k5uYmuu6lNVjf9e6PZDE2bdokXMUlIpowYQLp6+uTg4MDpaenK5SdlpZGiYmJRPT2KsvQoUOpSZMm9PXXXyuUXdYJDqK3r0nRCQQxFi9eTFpaWiSTyUhdXZ2kUqmweHl5yV15/Vjv/i1LujL87hViRYwaNYrU1NSofv36pKmpSVKpVHgOLVu2pPv374vK9fb2pokTJ5ZanpCQQBKJRFS2j48P/fTTT0rJJiLq2rUrzZo1S2n5RSIjI6l27do0efJkUlNTU7hRmZ6eTuHh4aWW3717V/QVc2XLycmhP/74g1xcXEgmk9HXX39NYWFhFfK6KPNqf5cuXWjEiBHC+sKFC8nY2FhYj4+PV+jkrEQioe7du1PPnj3J0NBQ7koxEdG5c+fIyMhIVPbTp0/Jzc2NJBIJValSherXr0/169enKlWqkFQqpW7dutGzZ89EZXt6egrjnbyvaKwYRb67LC0t5a7Ar169Wu6uqri4OKpZs6aobGXe2TJ8+HCqU6cOhYWFyf1bnJmZSWFhYWRubk4jR44Ulc0Y+zS4jzxjX7DRo0fj/v37JfZRe/nyJbp06YKLFy+K6tuXkpICd3d3pKamon79+oiIiMDw4cNx+PBhAG/7LIaHh6N58+ai6j5w4ECsWLFCbs7xilavXj2sWbMGHTt2xNmzZ9G5c2csXboUBw8ehKqqKsLCwpR2bLHe7WeqLM+fP0dERARu3LiBwsJCGBsbw8nJCdbW1ko7ZkW5evUqDh48WKzunTt3LrNPdFmSkpKQnZ2Nli1bllien5+Pe/fuoU6dOuXOzsjIQG5urqjHfow9e/bg1atXGDBgQInlz549w/79+0X1Y3/fkydP8P333yMqKgrnzp0r1m/2f1FaWho2btyIzZs34+7du+jXrx/8/PzQsWNHUVM5VqlSBU2aNMGAAQPwzTffCCPJV8Q0jvHx8ejSpQvU1dWhrq6OjIwMYW55AFi1ahUuXLiA33//XVT+wIED5da7deuGPn36COsTJ07E5cuXER4eLvo5XLt2rdgI6g4ODqhfv77ozJiYGJw5cwaTJ08usTwqKgqbN29GSEiIqPxhw4ahZcuWGDJkSInl8+bNw6lTp3Do0KFyZw8ZMgREhA0bNhQru3v3Ljp06IAbN26I+g2Qm5uLn376CRs3bsSbN2+grq4O4O188qqqqhg8eDCWLl0KDQ2Ncmczxj4Nbsgz9gV79uwZ7t27h0aNGpVY/vLlS8THx6N9+/aij/HkyRNUrVpVWI+MjEROTg4cHBzktn+JtLS0cO3aNdSuXRsBAQG4f/8+Nm/ejH/++QcdOnSosEHdsrKyig0mVNFTOTH2X5OXl4e9e/eWOLWVp6en0HCoDAoLC3H06FFs2LABBw4cgK6uLh4/flzunNevX+PPP//Ehg0bcO7cOXTr1k1o1CckJCg8kN79+/dx8OBB5ObmomPHjkoZmK80r169goqKCjQ1NT/ZMSuDmzdvQlNTE8bGxuV+7K1bt3Dt2jW4urqWWH7v3j1EREQodCLvxYsXiIuLk/uMtmjRgv+NY6wS4IY8Y+yTevDgAXJzc1G7dm2Fs2rUqIGjR4/Czs4OdnZ2GDduHL799lukpaWhadOmyMrKEp198+ZNjBw5EtHR0Xj9+rWwnYggkUgqdH7qikSVeD7jsuTn5+P+/fsV8r75FGbMmIERI0Z88a93QUEBbt26BXNzc0ilUuTm5mLfvn0oLCyEi4sLjIyMROWmpqbC1dUV9+7dQ+vWrYWcBw8e4Pz58zA1NcWRI0dgZWVVkU+nwpw7dw4HDhxAXl4eOnXqBDc3N6Hs0aNH2LJlywdnLPiQir7a/1/27NkzHDhwAL6+vp+7Kowx9uX4bDf1M8Y+SnZ2Nm3YsIEGDhxIbm5u1L17dxo5cmSJ/eYUUVhYSCdOnKBff/2VDh48qPA8yS9evKD+/ftT7dq1ydfXl3Jzc2n48OFCX+p27dop3Efex8eHmjdvToMHDyYtLS16/PgxEb0dkK1Ro0YKZTs6OpKDgwOFhoZSVFQURUdHyy1iffXVV7R582bKzs5WqH4lUeZ8xp+bIvOCnz9/Xm5u6gMHDlC7du3IxMSEWrRoQb///rvoemVmZhZbnj9/TmpqanT+/HlhmyKOHTtG06ZNo8jISCIiiomJITc3N3JxcaGNGzeKzk1MTCRjY2OSSqXUuHFjun37NjVu3Ji0tbVJR0eHDA0N6cKFC6KyO3fuTJ6eniU+98zMTPL09KSuXbuKrrsy7dq1i6RSKWlra5OBgQFJpVJauHCh0o5XUFBAhw8fJm9vb1JXVxc9wNiiRYsUHhvkQ1auXEnffvstbd++nYhIGFSzXr16NHnyZMrPz1fKcRX5/CtzLvbP7enTpwp9f2VnZ9OpU6dKHJ8hJydHoWzGmPJxQ56xL1hKSgrVqVOHatSoQWZmZiSRSMjd3Z1at25NKioq1Lt3b9E/nLp160bPnz8nIqInT55Q69atSSKRUPXq1UkqlVL9+vWFEYrFGDlyJNWvX59WrFhBHTp0IE9PT2rcuDGdPn2aYmJiqGHDhjRlyhTR+UREz549oxEjRlCPHj3oyJEjwvZp06bR7NmzFcrW1tama9euKZRREolEQqqqqqSvr0/Dhg2Tmy5KUZ6entSjRw+6fPky/fTTT9SgQQPy9PSkvLw8ev36NXl4eNCAAQMq7HifkiI/5N8dYHD//v0klUrJ19eXVq1aRUOGDCFVVVUKCwsTnV3SUhHTwxERbdmyhVRVVal58+ako6NDISEhZGBgQEOGDKFBgwaRuro67dq1S1S2q6sr9erVi65cuUJjxoyhBg0aUO/evSkvL4/y8/NpwIAB1LlzZ1HZMpmMrly5Umr55cuXSSaTicp+V2FhIe3cuZN+/PFH8vb2pp49e8otYjRv3pyGDh0qnPyZM2cOGRoaKlzXImfPnqUpU6aQv7+/3PcWEdHDhw9p8eLFonIlEgmpqKhQ586dKTQ0lHJzcyuiuoJZs2aRrq4ueXt7U82aNWnevHlUtWpVmj17Ns2ZM4eqV69e6qByH1LSCbF3l1OnTon+HAUFBZGRkREtXLiQAgMDSV9fn3744QehPCMjo0IGjPwcFPlevH79OtWpU0fu5Prdu3eF8sp8goOx/xXckGfsC9atWzcaOnQoFRYWEhHRvHnzqFu3bkT0diohc3NzCgoKEpX97kjkP/74IzVs2FCY6u7ff/+lFi1a0LBhw0TX3czMjE6cOEFEb0fYlUgkcqMcHzx4kOrVqyc6X9k6dOhQbB72iiCRSOiff/6hpUuXUpMmTUgqlVLTpk1p5cqVcqNYi6HM+YyVzc7Orsylfv36on9Uvvteb9u2LU2aNEmu/JdffqE2bdqIyq5Vqxa5u7vTiRMnhLs1oqKiSEVFhUJCQhS+g6NZs2a0fPlyIno7T7dMJqMlS5YI5YsWLSInJydR2YaGhpSUlEREb6/Mqaio0Pnz54Xyv//+W/TVYWNj42Kjmr9r//79ciOqizV69GjS0NAgNzc3+u6778jPz09uEUNbW5tSUlKE9dzcXFJVVf3gLBwfQ5lX+yUSCYWEhJCnpyepqalR1apVacyYMWWeUCkPS0tL+vPPP4nobQNSRUWF/vjjD6E8LCyMrKysRNe9tJNiip4QU+Zc7MqmzBMcXl5e5O7uTo8ePaKUlBRyd3cnCwsLYSq9L/l1YYy9xQ15xr5gWlpacrdC5+bmkpqamnAL+d69e8nc3FxU9ruNm3r16tG+ffvkyo8fP04WFhYia06koaFBt2/fFta1tLTo+vXrwnp6ejppaWmJzi9y8uRJ6t+/Pzk4ONCdO3eI6O3tnu82YMVITU2lzp0706ZNm+ivv/6ixMREuUWs96flO3/+PP3www+kr69PMpmM+vXrJ9xCXV7Kms/4/amJylrE0tDQoO+++46mT59e4jJ06NAKacjXqFGj2F0Q165dIwMDA1HZT548IS8vL3JxcRHef0QVM50Y0dtGZdEJNiIiNTU1ufff1atXRTe23513PC8vj1RUVCguLk4uW+yV6KlTp5KhoSEtWbKEEhMTKSMjgzIyMigxMZGWLFlCVapUEX0S8l2GhoYlTtGpiJKmztTR0aG0tDSFs5V5tf/dej948IDmz58vnACzt7enX3/9VW5atPJ6//tFTU1Nbi55Rb7T9fT0aP78+cW6MBUtv/32m+jPvzLnYlc2ZZ7gqFGjBl2+fFlYLywspGHDhlHt2rUpLS2NG/KMVQKqn7uPPmOsdAYGBnj58qWwnp2dLTdNjK2tLe7fvy86v2g6r2fPnsHS0lKuzMrKCvfu3ROdXbVqVTx69AhmZmYAAE9PTxgYGAjlWVlZCk9r8+eff+Lbb79F//79ER8fj9zcXABAZmYm5syZI0ylJ8ajR4+QlpYmN+WSRCKp8MHuWrVqhVatWmHp0qXYuXMnNmzYgC5duojKNzExwe3bt4UB4RYsWCA3zd2jR49gaGhY7lxDQ0Pcv38fNWrUgIGBQYnTwCn6ujRu3BitW7fGjz/+WGJ5QkICfvvtN1HZwNsp6DIyMiCTyYrNQAAAb968EZVbpUoV7NmzB2vWrEGrVq2waNEi9OvXT3Q936empoa8vDxhXUNDAzo6OnLrOTk5orJbtGiB+fPnY8aMGdiwYQMsLCwQHByMjRs3AgBWrlyJxo0bi8qeOXMmtLW1sXDhQowfP154zxARatasiYCAAEycOFFU9rv09fVRt25dhXPet379ernX+c2bN9i0aZPc4IWjR48ud+7169exY8cOYTC78ePHY9q0aXj48GGFTklZo0YNTJw4ERMnTsSpU6ewYcMGjB07FmPHjhU9CGjNmjWRlJSE2rVrIyUlBQUFBUhKShJmVfnnn39EP4eiaU5Lm4HFwMAAJHJs5po1ayItLQ3m5ubCtlq1aiEqKgouLi7w8/MTlVuStLQ0hISEIC0tDcuXL0eNGjVw5MgR1K5du9TZZ8qiq6uLwMBAtG7dusTylJQUDB06VFRdc3JyoKr6f80AiUSCNWvWYOTIkWjfvj22bdsmKpcx9ulwQ56xL1iXLl0wbtw4rF27FhoaGpg8eTKaNWsmzM1++/ZthX78+fn5QUNDA/n5+bh586bcD42MjAy5hnd52dra4uLFi8IPtPd/FFy8eBENGjQQnQ8As2fPxtq1a+Hr64vQ0FBhu5OTE2bPnq1Q9qBBg2BnZ4ft27fDyMhI9BzmH0tLSwt+fn7w8/NDcnKyqIzOnTvj2rVraNu2LQAUaxQfO3ZM+HuUx4kTJ1ClShUAb+dcVgYnJydcv3691HJdXV20a9dOdH6nTp2EhkBsbCzs7e2FskuXLik8Gv6PP/6I9u3bw8fHBwcOHFAo611WVla4du2aMKf73bt3hc8/8LbhYGpqKip77ty56NatG0JCQlC1alVERUVh8ODBMDY2hlQqFUYKFysgIAABAQG4efOm3NRWFhYWojPfN336dMyYMQMbN26ETCarkMzatWsXO2lUs2ZNbNmyRViXSCSiGvLZ2dly03qpq6tDU1MTWVlZCjfkS/uOcnZ2hrOzM1asWIEdO3aIzu/fvz98fX3h6emJyMhITJw4Ef7+/njy5AkkEgl++eUX9OrVS1S2j49PmSekatasiaCgIFHZHTt2xLZt29CpUye57SYmJjhx4gQ6dOggKvd9MTEx6NatG5ycnHDy5En88ssvqFGjBhITE7Fhwwbs3r273JnKPMFRv359/PXXX8X+HQ4ODgYA9OjRQ1QuY+zT4ennGPuCPXz4EJ6enjh//jwkEgnMzMywZ88e2NnZAQB2796N+/fvY9SoUeXOfvdKMwB069YNffr0EdYnTpyIy5cvIzw8XFTdnz59CqlUWurJgCNHjkAmkyn0I0pLSwtJSUkwNzeHrq4uEhMTUbduXdy4cQMNGzaUmzauvLS1tZGYmFjh02O5uLhgz549Cp0kEUuR+Ywrs1u3bsmt6+jooGrVqsL65s2bAaBCprbKy8vDpEmTEBUVhbCwMIUbrXv27EHVqlVLPYkxb948vHr1CrNmzRKV/+rVK+FEgY6ODl6/fo2tW7ciJycHXbp0EU4gVJSbN28KUyNWhJycHPTs2ROxsbEwNzeHmpqaXHl8fHyFHKeiSKVSzJ49W+5qf0BAACZMmKDw1X6pVIqMjIwKvbL/rsLCQsybNw9nz56Fo6MjJk2ahB07dmDixInIzs6Gh4cHgoODoa2trZTji/Up5mIHAAcHB/Tu3Rvjxo2T+/fowoUL+Prrr3Hnzp1yZ/7222/Iyckp9f3w4MEDrF27VtRJjrlz5+LUqVOl3rk2fPhwrF27tsQ7mBhjXwZuyDNWCaSkpCA3Nxf169evsB/AH/Lq1SuoqKhAU1PzkxxPjLp16+LXX39F586d5X44bd68GfPmzUNSUpLobA8PD/j5+cHb27sCa1w5Xb58+aP3tbW1VWJNWGWnrq6OxMREhe/GKdKnTx9ERUWhV69eJd45I/YqrrKYm5t/8O4eiUSCGzdufKIasYqio6ODK1euwMLCQu7fo/T0dNSvX1+hE8ufy8uXL+XuAGKMfVn41nrGKgFra+tPfkxFr6p8bONPkYbf999/jzFjxmDjxo2QSCS4d+8ezp49C39/f0ydOlV0LvC2IT927FhcuXIFTZo0KXal70u97fDq1as4d+4cHBwcUL9+fVy7dg3Lly9Hbm4uBgwYgI4dO5Y7s1mzZsL4AGVRdOyAFy9eCLcdHz58WK7fuoqKCtzd3UVnK0tKSgqmTZuGdevWyd0yDbwdq+HHH3/E7NmzldKP+0v29ddfl7i9oKAAo0ePFhoHYWFhCh3n0KFDOHr0qNCd5EuXnp7+uavAlMTAwAD3798vdhfOpUuXUKtWrc9Uq9ItXboUY8eOLbX85cuXcHNzQ2xs7CesFWOsPLghz9gX7v79+4iMjESVKlXQuXNnYaA74O1V88WLF2PatGmisiMiInD69Gm0b98eHTt2xMmTJzF37lzk5ubi22+/LXb7fXm83/h7d7Criho0btKkSSgsLESnTp2QnZ2Ndu3aQUNDA/7+/qK6G7xr2LBhAN4O2vU+Ret9+PBhhIWFoUqVKhg0aBDq168vlD179gze3t44ceJEuXPDw8Ph6ekJHR0dZGdnY8+ePfD19UXTpk1RWFiIrl274tixY+VuzN+8ebPcdSmvgwcPYurUqbh06RIA4JtvvsGrV6+EcolEgh07dojqg5ufn4/AwEDhNR82bBgGDRoklD948AAmJiai/qYLFy6EmZlZsUY88HYgNjMzMyxcuBBr1qwpd/bHuHr1Ktzd3b+4K7h79+5Fu3btSuxaoKOjA319/Qo5TmmvPSvu33//RVBQkDCYYXk1adIEffr0gZ+fnzCIKfs/ffv2RUBAAHbt2gWJRILCwkLExsbC39+/QrrtlOTBgwdYt26dqN8AU6ZMQdWqVUus26tXr+Dm5oYnT55URDUZY8ryOYbKZ4x9nAsXLpCBgQHp6emRTCYjKysruel+FJkeZsuWLaSqqkrNmzcnHR0dCgkJIQMDAxoyZAgNGjSI1NXVadeuXaLrnp6eLiw3b94kbW1tiomJkduenp4uOv9dubm59M8//9D58+fp5cuXFZKpLFu3biUVFRVyd3entm3bkqamptxczIr8TR0cHCgwMJCIiLZv306GhoY0ZcoUoXzSpEnUpUsXxZ6Aknh4eNCGDRuE9fen+5o/fz5169ZNVHZQUBAZGRnRwoULKTAwkPT19emHH34QyjMyMkgikYjKtrGxoQsXLpRa/tdff5GNjY2o7I+RkJDwRU4RtX37djI1NaWNGzfKba+oafmKHDx4kFxdXYtNL8aKU/S9IpFIqGrVqqSiokKurq60e/duys/Pr8AaVm65ubk0ZMgQUlVVJYlEQmpqaiSVSmnAgAHCdIMVTZG/6a5du0hTU7PY1LNZWVnk5ORE1tbWdO/evYqoJmNMSbiPPGNfsC5dusDMzAzr16/Hq1evEBAQgJ07dyIiIgJ2dnYKXUm0s7PDwIEDMXr0aERGRsLDwwO//PKLcKvd4sWLsWfPHpw+fbpCnsu7fQYrSmZmJgoKCoQR1Ys8ffoUqqqqX+SVundfdwDYuXMnBg0ahOXLl2Pw4MEK/U319fURFxcHKysrFBYWQkNDAxcuXBAGR/z777/RuXNnYQRxsdLS0rBs2TJcvXoVANCwYUOMGTOm2BSG5WFhYYHw8HBhcLX33y9XrlxBp06d8PDhw3JnW1tbY+nSpfjqq68AAKmpqejWrRvatm2LjRs34uHDh6Jfc5lMhmvXrqFOnTollt+6dQsNGjRAdnZ2ubMBYNy4cWWWP3r0CNu2bauw6RArUnp6OgYMGAAjIyOsX78ehoaGUFNTQ2JiIho2bFghxzA0NBSm5dTS0irWBebp06cVcpzKYP/+/WWW37hxA+PHjxf9XpFKpbhz5w4uXLiAjRs34siRIzA0NISvry8GDx5cYeMeVHb//vsvrly5gqysLNjZ2SnUNe5DXdSuXbuGfv36if6brl+/HmPGjMGhQ4fQoUMH4Up8RkYGYmJiYGJiIiqXMfZp8K31jH3B4uLisGrVKkilUujq6mL16tWoXbs2OnXqhKNHjyo0ZVZKSgo8PDwAvJ2a682bN3LT87i7u2Pu3LkKPwdl6tu3Lzw8PDB8+HC57Tt37sT+/fsVmkd+xYoVJW6XSCTQ1NSElZUV2rVrJ8wH/bHefd2Bt4N1Va9eHT169EB+fj569uwpus5F9QPe/ujW1NSUu4VZV1cXmZmZCuUfPXoUPXr0QLNmzeDk5ATg7XRujRo1woEDB9ClSxdRuffv34eGhoawHhUVJXf7ro6Ojui63717V24+dCsrK0RHR6Njx4749ttvsWDBAlG5wNuTJ2lpaaU25FNTUxU6obR8+XI0a9as1Ayxc4IDb0d8j4iIgIuLS7EBrV68eIHo6Gi4urrK/V3Kw9zcHCdPnsSMGTPQtGlT/PbbbxU+jeOyZcsqNK80r1+/Rl5enty2L+1EoZeX1wfHslD09VdVVYWXlxe8vLxw//59bNq0CSEhIVi6dClat26NIUOGyHVbEaOi52J/9uwZ/vjjD3z33XcljmOxefPmEsvEMjMzq7CuB2WNT/JuFzWxhgwZgqdPn8LT0xP79u3DtGnTcO/ePW7EM1ZZfNb7ARhjZTI0NKTExMRi2xcuXEgGBgYUFhYm+rY6AwMDunbtmrD+/q3MN27cIC0tLVHZJXk/vyIYGhpSUlJSse1Xr16lKlWqKJRtbm5O2traJJFIqEqVKlSlShWSSCSkra1NRkZGJJFIyNLSkm7fvl2uXGNjYzp79myx7dHR0aSjo0OBgYGi/6a2trZ05MgRYf3KlStyt76ePHmSLCwsRGUXadasGQUEBBTbHhAQQHZ2dqJzjY2NKSIiotTyo0ePUs2aNUVlW1hY0PHjx4ttv3v3LtnY2FCXLl1Ev+a9e/cmLy+vUst79OhBvXr1EpVN9PbW/S1btpRafunSJdF1X7ZsGXXs2LHU8k6dOlFwcLCo7PedOnWKLCwsSCqVVuit9cr06tUrGjFiBFWvXp2kUmmx5UtjYmJCe/fuLbVckfcKEZFUKqUHDx6UWBYVFUUDBgwgbW1t0flEb78HZTIZde7cmdTV1YV/M+bOnUve3t6iMmfOnFnmZ7B37940e/ZsUdnv+/fff2nVqlUUEBBAY8eOlVvEqFq1Km3YsKFYl7Si5dChQxXyXgwICCCpVEp169Yt979pjLHPhxvyjH3BnJ2dac2aNSWWzZ8/nzQ0NET/I96yZUu5H32ZmZlUWFgorEdERFRo314dHR26ceNGheUREWlpadHly5eLbb98+TLJZDKFsrdt20YdOnSg1NRUYVtKSgp17NiRQkND6d9//yUnJ6dy/7j09PSkadOmlVgWFRVF2traov+ma9asoYMHD5ZaPnnyZBo8eLCo7CIaGhqUnJxcbPv169dJQ0NDdO4333xDHh4epZa7u7tTnz59RGUPHjyYBg0aVGLZnTt3yMrKSvRrHh8fTxoaGuTt7U3nz5+n58+f0/Pnz+ncuXP09ddfk4aGBsXFxYnKJiLy8fGhn376qdTyhIQE0f377e3taf/+/aWWHzhwgOzt7UVll+Tly5eUkJBAubm5FZZ569atMhdFDB8+nBo0aEC7d+8mmUxGGzdupFmzZpGpqancuBaKysnJoczMTLlFDA8PD5o6dWqp5Yq8V4je9pEvrSFfRGzdi7Rp04YWL15MRPInf8+fP0+1atUSldm0adMST+QVOX78ODVr1kxU9vs5Wlpa1LhxY1JVVaVmzZqRgYEB6evrk4uLi6jMrl270qxZs0otV+Rv2rNnT7lFQ0ODWrVqVWw7Y+zLxQ15xr5gv/32Gw0YMKDU8nnz5pG5ubmo7LCwMIqJiSm1fO7cufTzzz+LyiZ6e+XWzs5OWFRUVKhRo0Zy2xS5gktE1KFDBxo5cmSx7cOHD6e2bdsqlF23bl26dOlSse3x8fHCVe3Y2NhyXyWOjo6mOXPmlFp+4sQJ8vPzK1fmp2Rqako7d+4stn3Hjh1kZmYmOreoQdyrVy+6cOGC0CA+f/68wg3i9PR0Cg8PL7X87t27tGnTJrFVpwMHDpR41bZ69erFBpIqr/v371fYoJDvMzAwKLOxe+vWLTIwMFDKsSuKRCIp8Wp5RVw1NzMzo6ioKCIi0tXVpZSUFCIi2rx5s+iBF4so42r/yZMn5e7IeV9WVhZFR0eLrTL5+fnRixcvRD/+Y2hrawsnfN9tyN+8eVP0iUIdHZ0Pvs91dXVFZb/L3t5eOElbVPeXL19Sjx49aPXq1aIyw8LCyrwj5+nTp6K/u/z8/D5qYYx9uXiwO8aYUsyYMeOj9gsKChJ9jNjYWHTu3Bn29vZC//7IyEhcvHgRx44dg7Ozs+hsLS0tnDx5Ei1btpTbfvHiRbRv3x7Z2dlIT09H48aNFeqnXNnMnDkTS5cuxaRJk+Do6Ajg7d9h/vz5GDduHKZOnSo6e9++fUKfzXcZGhpi/fr18PLyEpWbm5srup/3x8rJyUF4eDhSU1NBRLCxsUHXrl2hpaWl1OMqQldXF9HR0WjRokWJ5XFxcejQoQNevnxZ4ceuqGnzEhMT5dbz8/Nx6dIlLFmyBL/88kup89l/DB0dHSQlJaF27dowNTVFWFgYWrVqhZs3b6JJkyYKfe5HjBiBqKgozJo1C99++y1WrVqFu3fvYt26dZg3bx769+8vOrsyMzU1xc6dO+Ho6Cg34OWePXvg7++PtLS0cmcaGBggPDwcbdq0KbH83LlzcHNzw/PnzxWqu66uLhISEmBpaQlDQ0OcPn0ajRo1QmJiIjw9PZGenq5QPmOMvY8Hu2OMKYUiDfSP5eTkhLNnz2LhwoXYuXMnZDIZbG1tsWHDBoVGCgYAFxcXDB06FOvXrxdGfb906RJ+/PFHYR72K1eulDhP9n/Z1KlToauri8WLF2Py5MkAABMTE0yfPl0YiV8sT09PdOnSBUePHkVKSgqAtyPOd+3aFdra2qJz9fX14eDgABcXF7i4uKBNmzbFRjdXlEwmU3igwrK8efMG//zzjzDjQM2aNdGwYUOFnkejRo1w/PjxUhvyx44dEzW42MfIy8vDrVu3FM5p2rRpsW0tW7aEiYkJFi5cqFBDvm7durh58yZq166N+vXrY+fOnWjVqhUOHDgAAwMDBWoNHDhwAJs3b0aHDh0wcOBAODs7w8rKCnXq1MHWrVv/ZxvyypiL3c7ODnv37i21Ib9nzx7hO14R2trawoCIxsbGSEtLEz4/jx8/Vjj/XW/evMHr16+ho6NTobnbt29Hjx49FPq+ZYx9OnxFnjHGSpCRkYFvv/0WkZGRQmOpaGT/LVu2wMjICFFRUcjPz0fXrl0/c20/j6Irte+PeP6l2bRpE6KjoxEdHY3bt29DJpPB0dERHTt2hIuLC+zt7cs9+0CRzZs3f9R+YhshhYWFmDZtGlatWlVs1H59fX2MHDkSM2bMgFQqLXf2r7/+inHjxiE0NFSYmq/IgQMH0K9fPyxZsgQ//PBDubM/97R5qampaNq0KV69eiU6Y+nSpVBRUcHo0aNx/PhxeHh4gIiQn5+PJUuWYMyYMaKzlXm1vzLLy8vDiBEjsGnTJhQUFEBVVRUFBQXw8fHBpk2bRH1O//zzT/Tt2xdLly7Fjz/+KGQUFBRg9erVGD9+PLZt24ZevXopVHcvLy+4u7vj+++/h7+/P/bt2wc/Pz+EhYXB0NAQx48fL3fmgQMH8OTJE/j5+QnbfvnlF8yaNQtv3rxBx44dsWPHDhgaGipU9yJ6enpISEio0GliGWPKww15xlilFR8fDzU1NTRp0gTA21uzQ0JC0LBhQ0yfPh3q6uoKH+PatWtITk4GANSrV0+Y5/x/1c2bN/HmzZtidzykpKRATU0N5ubmonKV3SAucuPGDURHRyMmJgbR0dG4c+cOtLW14ezsjEOHDpU7TyqVQkdHB6qqqqVO+yWRSETPZz5x4kRs2rQJs2bNgqurK4yMjAAADx48wLFjxzB16lT4+flh/vz5ovIHDBiAbdu2oX79+sJ7u+g936dPH2zfvl1UroqKygenzYuPj1e4If/ixQu5dSLC/fv3MX36dFy7dg0JCQkK5b/r1q1biIuLg5WVFWxtbRXKsrW1xcqVK9G+fXt07twZzZo1w6JFi7BixQosWLAAd+7cqaBaV04VORc7AAQGBmLu3LnQ1dUVGqk3btxAVlYWJkyYgHnz5ilc56I8W1tbvHr1CuPHj8eZM2dgbW2NJUuWlDpFZVlcXFzQq1cvjBgxAgBw5swZODs7Y+bMmWjQoAECAwPRrVs3LFmyROH6A5DrzsAYqwQ+V+d8xhhTVMuWLWn37t1ERJSWlkYaGhrUr18/srKyojFjxlTIMXJzc+natWty07j9L2vXrl2Jgytt2bKF2rdvLzpXIpGQrq4uGRoakoGBQYmLoaGhAjUv7saNGxQYGEh6enqiBxhr2LAhVa1alcaMGVPiVJGKMjIyKnOgvvDwcKpRo4ZCx9ixYwd5enpSw4YNqUGDBuTp6Uk7duxQKFOZ0+a9q6TB7iQSCdWuXZvOnDmjcP77nj17ViE5S5YsoeXLlxPR2xlCNDU1hVlIli1bViHHYG/FxMRQXl4enT9/nkaPHk3du3enbt260ZgxY+j8+fOfu3plql69OsXHxwvrY8eOJVdXV2H90KFDZGVlVWHHU8Y0sYwx5eEr8oyxSktfXx/x8fGwtLTE/PnzceLECRw9ehSxsbHo27cv/v33X9HZ2dnZGDVqFH7//XcAQHJyMurWrYtRo0ahVq1amDRpkqjcgoIC/PPPP7C2toZMJit2zNTUVDRu3FjUrdJxcXHCLZ3vXwnNzMyEl5cXli1bVmK/4o+lp6eH+Ph4WFlZyW1PTU1Fy5YtRQ8Y1ahRIzx48AADBgzAoEGDFL7iWZLbt28jKipKuM3+8ePHaNPm/7V353E1598fwF/3JipFiYylRSQlS/Y1ZCs7M7bKlmEYkqWEoWIwlolkGUsqWbLv+yBRGEKLCa0Uyk4rWt6/P/p1v91uRfdzP917x3k+Hj3G/Xyac99St3veyzmdYGVlhR49esDKykqquP/88w/8/Pxw4MABNGnSBJMnT4a9vX2Zq9EVUb16ddy6dUu066SkqKgodOnSReG2Ytvb20NPTw/r168v9X5kZCQsLS1RUFDA6XlCQkLEHguFQtSpUwdNmjRBlSrcygCtXr0aRkZGGD16NABg1KhROHLkCH744QecPXuW089RSbJc7Vd2z549w8mTJ5GcnCw6c15EmpVnFRUVpKamQk9PT1ZDrDTq6up4/PgxDAwMAAAdOnTAyJEj4erqCqDw+8bc3JzTEZLiQkND0a5dO6ipqckkHiGEZ/KeSSCElO3y5cvMzMys1N68Hz58YObm5uzatWsKF/trZLWqpaWlJepp3qdPH9FK1tOnT5mamhqn2LNmzWJt27Zl169fZ9WrVxetUhw/fpxTz2F/f3/Wtm1blpeXJ3EvNzeXtW3bttyVzPKMHTuWLVu2rMz7K1asYPb29lLFLlKjRg2xFaIi4eHhTFNTk1PsW7dusalTp7KaNWuytm3bsi1btnDuS80YY5MmTWKNGjViNWvWZAMGDGB//PEHu3Hjhsx3WWRnZ7Ndu3axnj17Mg0NDWZnZ8c+ffrEKeaAAQNYv3792OvXryXuvX79mtnY2LCBAwdKFfv58+ds3rx5Zb4GuLi4sLS0NKli89k2r7IYGRmxsLAwxhhjFy9eZNra2uzChQts8uTJrG/fvjJ/Pq6vi+Hh4axnz55l/nv27NmTRURESB1/zpw53/TBBR+92AUCAXv58iWncZVFR0dH9LNZtGuorA9pNG7cWLQjJyMjg1WtWpWFhoaK7t+9e5fVrl2b+1+EEKKUaEWeEAU2ZMgQ9OrVC3PmzCn1vo+PD4KDg3Hs2DGFil0cn6ta1tbW0NfXR58+fTB58mTExMSgSZMmCAkJwYQJEzi1+zE0NMSBAwfQqVMnsXOD8fHxaNOmjcTZ3G/VvXt3zJgxA2PGjCn1/sGDB7Fp0yZcu3atwrEbN26MY8eOlbmiFx0djaFDh3Jq+TV48GCoq6sjKChIrGjU6NGjkZWVhXPnzkkdu0hOTg4OHToEf39/3L59G8OGDYOfn5/ULeSEQiEMDAwwY8YM9O7dG5aWlhAIBJzHWZZr167Bw8MD165dw5s3bzgVokpJScGAAQPw6NEjtGjRQuyMfHR0NMzNzXH69Gno6+tXOLaLiwvS09Oxffv2Uu9PmzYNNWvWlPr8PV9OnjwJW1tbqKqq4uTJk+V+7pAhQ6R+HnV1dcTGxkJfXx/Ozs749OkTtm3bhtjYWHTs2BHv37+XOjYfr4t2dnYwMzMrswXkypUrERMTgz179kg15l69eok9Dg0NRdu2bcV2FgkEAly5ckWq+EDhirOtrS2WLl0qet3V09ODvb09bGxsMH369ArHFAqFePnyJerUqSP1uMqya9cujBkzBtWqVRPt3irLhAkTKhx/4cKFOH78OBYtWoSzZ8/ixo0bSExMFL32bt++HYGBgQgNDa1w7G99Hbx3716FYxNCKgcl8oQoMENDQ5w/fx5mZmal3n/06BH69euH5ORkhYpdXKNGjbB371506dIFf//9N0aNGoUDBw7g4MGDSE5OxsWLF6WOHRUVBXt7eyQnJ2Pu3LmilndOTk54+/Yt9u3bJ3VsDQ0NPHjwAMbGxmKJfGRkJKysrCQqiH8rPT093L59u8yicElJSejQoQNev35d4dhqamp4+PBhmS3xkpKSYG5ujpycnArHLhITEwMrKytoa2uje/fuAIDr168jPT0dV65cgYWFhdSxS5JVQvz48WOxLfWfP39Gt27d0KNHD/Ts2RNt2rSR6ihDcc+fP8euXbvg7++PrKws0RGBZs2acYoLFFauv3DhAm7duiXWfq5z587o16+f1GO3sLDA1q1b0a1bt1Lv37hxA1OmTMG///4r9dj5IBQKkZaWBj09vXL/7gKBgFMxvfr16+Pw4cPo0qULTE1NsXz5cowcORKPHz9G+/btpZ7MA/h5XayMibzi+CiMxkcvdqFQCFtb269OBB49elTKUfMnJycHv/zyC06dOoUffvgB27dvF73uAoWTKzY2NnBzc6tw7KVLl4r+zBjDH3/8gWnTpqFWrVpin1cZrWQJIdKhPvKEKLCXL1+W2ye6SpUqUiV8fMcuLi0tTbRaePr0aYwaNQr9+vWDkZEROnbsyCl2y5YtER0dLXF97dq1UrcTK9KuXTucOXMGTk5OACBaufD19UXnzp2ljpuVlVVuApCRkYHs7GypYtepUwePHz8uM5F/9OgRateuLVXsIubm5oiKisKmTZsQGRkJdXV1jB8/HjNnzpR4AyiN0hLiv/76i9OqdlG3gWnTpgEonIwICQlBcHAw/vzzT3z69AndunXD6dOnKxz74MGD8Pf3R0hICPr37w8vLy8MHDiQ8/dfcUWJiK2t7Vc/99dff8WyZcu+6d+5qEd6WRo2bMhpVwtfip+r53rGvjwjRoyAnZ0dTExM8PbtW9HX//79+xI1IiqKj9fF58+fl9sKUlNTE6mpqVLFrix89WLX0tKSqEnCh4KCAsTHx+PVq1cS35vS1OBQV1cvt6NHcHBwhWMWKZmge3l5wdnZmSrWE6JEKJEnRIE1aNAADx48KPNNY1RUFOrVq6dwsYvT0dFBSkoK9PX1cf78eSxfvhxA4QqArHpIh4eH4+HDhwAAMzMztGvXjnPMlStXwtbWFjExMcjLy8OGDRsQExODGzduSBTYqggTExPcuHGjzFWz0NBQqVst9enTBytWrICNjY3EPcYYVqxYgT59+kgVu7j69etj5cqVnOMUVxkJcRFzc3Po6upCR0cHOjo62L9/v9RHAsaMGQMDAwPMmTMHdevWxZMnT7B582aJz5s1axbXYX+TPXv2wMXF5ZsSeXV1dTx58qTMZP7JkyeVkvxIKzc3FzY2Nti6dSvn9mSlWb9+PYyMjJCSkoI1a9ZAU1MTAJCamopff/2VU2w+XhcrYyKPb506dUJoaCjMzMwwYMAAzJs3D9HR0Th69Cg6deokdVwfHx/ei93dunULdnZ2ePr0qUQrSq67QwghpDS0tZ4QBebk5ISrV6/izp07ElVkc3Jy0KFDB/Tq1Qs+Pj4KFbu4mTNn4vTp0zAxMcH9+/fx5MkTaGpqYv/+/VizZg2n83fPnj3D2LFjERYWBm1tbQDAhw8f0KVLF+zfvx8NGzbkNPaEhASsWrUKkZGRyMzMRJs2beDm5lZmBfFvsWbNGqxZswZXrlyRSOYjIyPRu3dvzJ8/H/Pnz5dqvG3btoWpqSnmzZsn1hfcy8sLsbGxCA8P57yayIeic+z29vaic+ClkTYhfvXqFa5evSraYh8bG4uqVauKvs979eqFHj16VDiukZHRV8+ZCgQCmW1n/pqKbHceOHAg6tevjx07dpR6/+eff8aLFy9w9uxZWQ9TZurUqSPq1a1M+HhdnDRpEuLj43H9+nWJe4wxdO/eHSYmJvD395fFX4GXrfV89GKvrKr1rVu3RtOmTbF06VLUq1dP4nWhZs2aFY5ZmefYqYc8IcqHEnlCFNjLly/Rpk0bqKioYObMmWKJ2ebNm5Gfn4979+6Vm/jII3Zxubm52LBhA1JSUjBx4kRYWloCKFzt0tLSws8//yx1bBsbG3z48AG7du0Sjf/x48eYNGkSatSogfPnz3MaOx9yc3PRr18/hIaGok+fPqIz1I8ePcKlS5fQtWtX/P333+UeeyhPeHg4Jk6ciJiYGNEbQMYYzM3N4e/vj/bt28vs7yJLfCbEZmZmiI2NRZUqVdC+fXv06tULPXv2RNeuXf9zbZYq8mY8ODgYffv2xezZs+Hq6ipWSG/NmjXYsGEDLl68CGtra76HLbU5c+agWrVqWLVqFS/xExIS4O3tLdrxY25ujtmzZ3NOdvh4XeR7Ii8qKkrscZcuXXDw4EGJCVNFa59XvKYCn6pXr47IyEiZTpRW5jl2SuQJUT6UyBOi4J4+fYrp06fjwoULou16AoEA/fv3x+bNm8vcRinv2JVBXV0dN27cEL0JLnL37l10795d6rPmxb169arU845c3qzm5uZi/fr12LdvH+Li4sAYQ9OmTWFnZ4fZs2ejatWqXIeNiIgIsditW7fmHFNZLVy4EL169UK3bt2goaEh7+HwqqJvxrdt2wZnZ2fk5uaiRo0aEAgE+PjxI1RVVbF+/XqpqoQXxxjD4cOHERwcXOrPEdcCY05OTggMDISJiQnatm2L6tWri92Xpu94kQsXLmDIkCFo3bo1unbtCgAICwtDZGQkTp06hb59+3IaOx/4nMgTCoUQCAQS28YBiK4r4hbykJAQdO3aFVWq8Hua1NraGvPnzy/1aJOsyDLZLrnbzs3NDa6urhLHLyrrWBAhpOIokSdESbx//x7x8fFgjMHExIRT8S++Y1dWe6imTZtiz5496NChg9j127dvw87ODvHx8VLHvnv3LiZMmICHDx8q1XnH9PR0aGpqSlTzLigoQGZmJmrUqCGnkSkWxhiCg4ORk5ODLl26yPTnSZ4q8kY/MDAQo0ePxps3b3Dw4EHRa0DTpk3x008/cT6aAgDOzs7Ytm0bevXqhbp160rsuuC6zbtkS7TiuLZCs7S0RP/+/SVW+xcsWICLFy9y3s7M12o/wM9E3tOnT7/p8yq6/b1WrVqIjY1F7dq1oaOjU+7OnHfv3lUoNgBcuXIFM2fOxK1btyRe/z5+/IguXbpg69atYtXgpXHs2DEsXrwYrq6uaNGihcSuKlnsVJBlIv8tE/WVeSyIEFJxlMgTosDy8/Px77//wsTERKLoVHZ2NuLj42FhYSFV+yk+Y1dWe6gTJ05g5cqV2Lx5s6jAXXh4OJycnODm5oZhw4ZJHbtVq1Zo3Lgx3NzcSk1ApDmrCRROmuzZswcTJkwo9U1lYGBgqfe+xbFjx+Dm5oaIiAiJleesrCy0adMGf/75JwYPHizV2JXVx48fMWvWLNy7dw+dOnWCl5cXBgwYgBs3bgAobAl48eJFhdsSLI2KvNGvjLPDtWrVwp49ezBgwADenoMvampqiI6Oljh/Hxsbi5YtW+LTp09Sx+ZrtV8ZJ/L47sU+dOhQ9OzZE3PmzCn1vo+PD4KDg3Hs2LEKxy6utN91st6pQNvfCSFiGCFEYfn7+7O2bduyvLw8iXu5ubmsbdu2bPfu3QoXm0/a2tpMR0dH9FG1alUmFApZ1apVxf6so6PD6Xk0NTVZXFycjEb9P8uWLWM//fRTmfdHjhzJli9fLlXsvn37sh07dpR5f+fOnaxfv35Sxf6ahQsXskmTJvESm6vJkyczExMTtnz5ctaxY0fWuXNn1qlTJ3br1i12+/Zt1rNnTzZo0CB5D1Mmpk2bxl6/fv1NnysQCNjLly95HY+RkRF7+PAhr8/Bl4YNG7KDBw9KXD9w4ADT19fnFLt169bMzc1N4rqbmxuztLSUKubRo0eZiYkJy8rKkriXmZnJmjZtyk6ePClV7CIfP34U/fnMmTPsxIkToo/Tp09zis0XAwMDFhMTU+b9hw8fcv73ZIyxJ0+elPshC5qamiwhIUEmsQghyo/azxGiwHbu3AkXF5dSW3BVqVIF8+fPx6ZNm+Dg4KBQsb/mw4cPoirzFeXt7S3TsZSld+/eMi9cBABHjhyBl5dXmfd/+eUXuLi44Lfffqtw7AcPHmDLli1l3reyssLixYsrHPdbPH/+HCkpKbzE5urcuXPYt28fevTogYkTJ0JfXx9XrlwR9etevXo1pyMefIqLi4O7uzu2bdtW6g6O6dOnY/ny5aIVur/++qtC8b+lIjYXnp6eWLp0Kfz8/HhpZderV69y/w5cttZPmTIFU6dORWJiIrp06QKgcNV89erVmDt3rtRxAeDhw4c4ePCgxHVHR0epX+P++usvzJ8/v9Q6ENWrV4ebmxs2bdok9Y6c06dPY8mSJbh//z4AYPTo0cjKyhLdFwgEOHDgAH766Sep4heRdS/2ly9flls8tEqVKnj9+nWF45Yk7S6t8pQ8x56Xl4eAgACZnGMv63u4Zs2aaNq0KUaMGIFq1apVOC4hpPJQIk+IAnv8+HG5vXPbt28vOl+pSLGLW716NYyMjDB69GgAwMiRI3HkyBHUq1cPZ8+eRatWrSoUT5qtldLw9fXFhAkT8ODBA1hYWEi8EZQ28UtISCi3VZaJiQkSEhKkiv3+/Xvk5eWVeT83Nxfv37+XKvbXfG1LrDy9fPkSTZs2BQA0aNAAampq0NfXF903MDCQ6o18enq6KLlOT08v93Ol3dK8du1a6Ovrl/r/16xZE/r6+li7dm2FE/givXv3/moRMC5nwUeNGoWgoCDo6enByMhI4ueI6znzkme/c3NzERERgQcPHnB+rViyZAm0tLTg5eWFhQsXAgDq168PT09PzgXA6tSpg4iICInXgoiICKmPOvA9kbd9+3Y4OTmJXYuPjxdNIq1ZswZ+fn6cEnk+erE3aNAADx48KHNSNioqCvXq1ZNqvCWVVvfA2dkZjRs3lire+vXrxR7/8MMP2L17t9g1gUAg1fdj0YRMSR8+fEB8fDyWLFmCK1euwMDAoMKxCSGVgxJ5QhRYVlZWuQlCRkaG1JXZ+Yxd3NatW7F3714AwN9//41Lly7h/PnzOHjwIFxdXXHx4kXOzwEAnz59wpcvX8SucTkPevPmTYSFheHcuXMS97icd1RRUcGLFy/KfHP04sULqeoSAIUt3MLDw0Ut7UoKDw/nZdWIK74T4oKCArGdJyoqKmKruNKuSuvo6IjOmGtra5cah3E8HxsSEoI9e/aUeX/UqFGws7OTKjYA9O/fH5qamlL//18zYcIE3L17Fw4ODqXWmuCqZKJTxNPTE5mZmZxiCwQCzJkzB3PmzEFGRgaAwjPKssDHaj/fE3nR0dFYu3ZtmfdtbW3x559/Sh0fAKZNm4Z27drhzJkzpfZil8aAAQOwZMkS2NjYSLSbzMnJgYeHBwYNGsT5ecqqe9C8eXOp6x4kJSVxHldZgoODy7yXnp4Oe3t7LFiwAPv27eNtDIQQbiiRJ0SBmZiY4MaNG2UW4QoNDS13dVdesYtLS0sTrX6ePn0ao0aNQr9+/WBkZCTa2iytrKwsuLm54eDBg3j79q3EfS7FhZycnODg4IAlS5aI+mvLgqWlJY4fP17mbohjx45JtNP7ViNGjMBvv/2Gvn37Sow5LS0NixcvlvqoxIABAxAUFISaNWsCAFatWoVp06aJjki8ffsW3bt3R0xMTIVjV0ZC7OvrK0pYS25PLUrSKurKlSuifs7lvSnmIjk5udwV2tq1a3M60uDq6sprsbszZ87gwoUL6NatG2/PURoHBwd06NCBc2JZRFYJfBE+Vvv5nshLTU0V22odHBwstrNFU1MTHz9+lDo+UHiU5PDhwzI90rR48WIcPXoUTZs2xcyZM2FqagoAePToETZv3oz8/HypjjKVtGDBAsyZM6fULgdubm4K2a6wLDVq1MCSJUswcuRIeQ+FEFIeOZ/RJ4SUY/Xq1UxXV5dFRkZK3IuIiGC6urps9erVChe7uHr16rGwsDDGGGNNmzYVFY969OgR09LS4hT7119/ZWZmZuzw4cNMXV2d+fn5sd9//501bNiQ7dmzh1NsTU1NFh8fzylGaQ4fPsyqVKnCNm7cKFZoMC8vj/n4+DBVVVV26NAhqWKnp6ez5s2bMy0tLTZ9+nTm7e3NvL292bRp05iWlhYzNzdn6enpUsUWCoVihdG0tLTEii6lpaUxoVAoVeyrV6+y3Nxc0Z/L+5CGoaEhMzIy+uqHIqpbty67fPlymfcvXbrE6tatK1Xskv+mfDA1NS31NYZvgYGBrF69epxipKWlMQcHB1avXj2moqLChEKh2IespKenS/1zWdyiRYuYgYEBS0tLk7iXmprKDAwM2KJFi6SOX69ePfb333+Xef/ChQvshx9+kDo+Y4z16tWLnTt3jlOM0jx58oTZ2toyoVDIBAIBEwgETCgUMltbW5aYmCiT56hWrRqLjY2VuP748WNWrVo1mTxHZUpISGCampryHgYhpBy0Ik+IApszZw7OnTuHtm3bok+fPqKVlkePHuHSpUvo2rVrmS115Bm7uBEjRsDOzg4mJiZ4+/YtbG1tARSez+O66nLq1CkEBgaiZ8+emDRpErp3744mTZrA0NAQe/fuhb29PadxBwcHS322sSw//vgj5s+fj1mzZuG3334TnS9NTExEZmYmXF1dpT5jqqWlhbCwMCxcuBAHDhwQbaPV1taGg4MDVqxYIfXKIitxXrXkYy569OhR6p9l5cmTJzKPCRSerf1W0ra2s7KywsaNG2FtbV3qfR8fH6n7X5f3b8gYw/nz57Fz504cPnxYqvgA4OXlhfnz52Pr1q0wMjKSOk5ZRowYIfaYMYbU1FSEh4djyZIlnGJPnDgRycnJWLJkicy2eZdGVqv9CxYswIkTJ2BiYgIHBwexlee9e/dCX18fCxYskDq+lZUVfHx80KdPn1Lv+/j4SFWMrjgnJyfMmzcPaWlpMuvFfu3aNVhZWeHs2bN4//494uPjwRiDiYkJdHR0RM+7ceNGTmPno+6BPN26dUvmv/8IIbJFfeQJUXC5ublYv3499u3bh7i4ODDG0LRpU9jZ2WH27NmoWrWqQsYu/hwbNmxASkoKJk6cKNo2vn79emhpaeHnn3+WOrampiZiYmJgYGCAhg0b4ujRo+jQoQOSkpLQokULTmdkV6xYAW9vbwwcOLDUN5TSbn+9du0aOnfujPv372Pv3r2iN5VFX/cOHTpIPWZjY2PcuXMHurq6YIzhzZs3YIyhTp06nJMQoVCItLQ00RvSkv2MX758ifr160u19b0yEmI+CIVCUZ/o8nA5EnD//n107twZgwYNwvz588WSszVr1uDMmTO4ceMG2rRpU+HYT58+hb6+vlhNhqSkJPj5+SEgIACvX79Gnz59cPr0aanGDhQem8jOzkZeXh40NDQkfo7evXsndWwAmDRpkthjoVCIOnXqwNraGv369eMUW0tLC9evX5coqCcLL1++hIuLCy5fvoxXr15JfA9J+/3y8ePHUifyxowZgxUrVogSV2kUfS8OHjwY8+fPFxWQfPz4MVavXs3pe7EIH73YtbW1cfXq1TL/HZ2cnLBr166v1uf4mmXLlmH9+vVYsGBBqXUPuE4syVpZr7sfP37E3bt3sXLlSnh4eGDGjBmVPDJCyLeiRJ4QBaaioiI6O6xMsStLy5YtsXHjRvTo0QN9+vRB69at8eeff8LHxwdr1qzBs2fPpI7dqFGjMu8JBAIkJiZKFZfPr3vJZFuWVFRUkJaWhjp16gAoTHKioqJEXycuiXxlJMR8ePr06Td/LpezyadPn4ajo6NEHQhdXV34+vpybp33+fNnHD58GDt37kRoaCjy8/Px559/YvLkyZwKRgJf72ZQWV0opGFubo69e/dKXbOiPLa2tkhOTsbMmTNLXe0fOnRohWPyOZFX5MSJE/j5558lJmB0dHTg6+uLYcOGcYr/tZ8paX6OXFxcsGfPHoSGhkrsAnN2dsbOnTtx5swZzruBGGPw9vaGl5cXXrx4AaCw7oGrqytmzZrFe6vHiirvdbd27dqYO3cu3NzcFG7chJD/oUSeEAXGZ2LGZ+ySSmvJM3v2bNFqrrTWr18PFRUVzJo1C5cuXcLgwYPBGENubi7WrVsHZ2dnWQxfppT131QoFMLW1lZU7OrUqVOwtrZG9erVARQmg+fPn5cq0a6shFiZ5eTk4Pz582I7OPr161dqz/BvdffuXezcuRNBQUFo0qQJxo0bh9GjR6Nhw4aIjIyEubm5DP8G/MvMzJToO85lIuLixYvw8vLCtm3bZH4sgI/V/sp6Tc/OzsaFCxcQFxcHoLBwar9+/USvBYrI0dERV65cwY0bN1C/fn0AwOzZs7Fjxw6cPn0avXr1kunzybrLAVD4e9Tf3x8JCQnYsGED9PT0cO7cORgYGKB58+YVjlfW626NGjU47dwghFQeSuQJUWDKmvQVV1ZLnsjISKlb8pTl6dOnuHv3Lpo0aSLzLdj5+fmIjo6GoaEhpzc5QqEQL1++FK1sy5JQKMSuXbtEleXLIs0KbsktzGXx9/evcOz/Cln3kOZblSpV4OTkhGnTpom27AOAqqqqzBL55OTkcu9z7VGdlJSEmTNn4urVq/j06ZPoOpet2EX4PBbAx2p/ZU7O8omPn6OCggL89NNPePToEa5fv44VK1Zg69atOHXqFHr37i2rofMmJCQEtra26Nq1K65du4aHDx/C2NgYq1atQnh4uFR1LBwdHbFhwwaZd2QghFQeSuQJUWBCoRDLly//ap9nac5r8xm7OEtLS/Tv37/UljwXL17EvXv3OMXny+zZs9GiRQtMnjwZ+fn5sLKyws2bN6GhoYHTp0+jZ8+eUsUtubJdlqNHj0oV+2sUbXt6aZQtIQb4m7AKDAz8ps8bP358hWP3798fN2/exODBgzFu3Dj0798fAoFApol80fbdsnD9XuzatSsYY3B2di61Tz2X7dJ8HgvgY7Wfz4k8gN/vxSJ8Tvx++fIFAwcORGRkJLKysnDixIkyC/dJ4+3bt3B3d0dwcDBevXolsTuEy8RP586dMXLkSMydO1esPsnt27cxYsQIqY6R/ReO1xHyvaNEnhAFJhQK0bBhQ6ioqJT5OdKe1+YzdnFqamqIjo6WqOQbGxuLli1biq2iKZKGDRvi+PHjaNeuHY4fP44ZM2YgODgYu3fvxpUrVxAWFiZVXKFQiFGjRkFdXb3cz5NmZfu/sCIn6zfy6enpou3VXytmxWUbNl8TVuXt/hAIBMjKykJeXp7UCXFKSgr8/f3h7++PnJwcjB49Glu2bEFUVBTMzMykillcZGSk2OPc3Fzcv38f69atw4oVKySqzleUpqYm7t69K7ajQBnwsdrP90SeUCiEpqYmqlSpUmY9C4FAwClh5ePnyMfHR/TnjIwM/P777+jfv7/ESjzXSesBAwYgPj4ekydPLnVSicvEj6amJqKjo9GoUSOxRP7Jkydo1qyZVL9H/wu/Lwj53lEiT4gC+y9srdfX18e6deswcuRIsesHDx6Ei4vLV7feyouamhri4+PRsGFDTJ06FRoaGvD29kZSUhJatWoldYVjvgvSKfsKi6zfyBf/mpS1OiyLbdiVPWGVmpqKpUuXws/PD9bW1jh//jznmH///Tf8/f1x7Ngx6Ovr46effsJPP/3EqQp5Wc6cOYO1a9fi6tWrnOL06tULv/32m8xWVitr4oeP1X6+X9ObN2+Oly9fwsHBAY6Ojrx0kODj56i8wqVFZDFpraWlhdDQULRq1YpTnNI0bNgQBw8eRJcuXcQS+WPHjsHFxQUJCQkVjikUChEXF/fVY15cC14SQvhDfeQJUWB8VoutrEq0U6ZMwdSpU5GYmFhqSx5FVbduXcTExKBevXo4f/48/vrrLwCFhZ7K28XwNXx+3b9lXvbBgwewsLDgbQxcPXz4EAcPHpS47ujoCG9v7wrHu3LlCmrVqgUACA4O5jq8MlVWD+mMjAysXr0aGzZsQPPmzXHhwgWZFerq27cv+vbti/fv32PPnj3w8/PD6tWreTmKYWpqijt37nCO4+vri2nTpuH58+ewsLDg3HdcR0dHNPGjra3N28QPH9X6+X5N//fff/HPP//Az88PVlZWaNKkCSZPngx7e3uZJXt8/BwlJSXJYmhf1axZM+Tk5PASe8yYMXBzc8OhQ4cgEAhQUFCAsLAwuLi4cDrKUNRCsDSy+D4nhPCLEnlCFNjXErOCggKcPXsWgwYNUqjYxS1ZsgRaWlrw8vLCwoULARS25PH09OS8lZFPkyZNwqhRo0StoYpW/P755x80a9ZM6rhf+7o/fPgQO3fuxJ9//lnh2BMmTCh1y35GRgaCgoLg6+uLu3fvKvQbM1m/kS9+Rppre6ny8D1hlZubi40bN2LlypXQ1dWFv78/fvrpJ85xS6OjowMnJyc4OTlxrmFRclWbMYbU1FR4enpK/BtL4/Xr10hISBArxsil7zifEz98r/ZXxkRex44d0bFjR3h7e+PQoUPw9/eHi4sLhg0bBj8/v6/W/vgaZZ34BYAtW7ZgwYIFcHd3L3VSictkx8qVKzFjxgzo6+sjPz8f5ubmyM/Ph52dHRYvXix13MOHD4u+3wkhSogRQhSWp6cny8rKkrgeFxfHFi5cyOrVq8eqVKmicLHLkp6eztLT02Uak0+HDh1i69atYykpKaJrAQEB7Pjx41LHvHr1KsvNzRW7lpmZyXx9fVnnzp2ZQCBgzZs3lzp+cSEhIWz8+PGsevXqzMTEhLm5ubHbt2/LJDZfli5dyrS1tdmqVavYtWvX2LVr19gff/zBtLW12bJlyyocLzIy8ps/uCgoKGDr1q1jDRo0YAKBgAkEAtagQQPm7e3NCgoKOMUNCAhgBgYGrH79+mzbtm0sLy+P01grk0AgYEKhUOxDIBAwAwMDduPGDc7xzczM2IgRI9itW7dYUlISe/LkidiHIhEKhezly5eMsdK/LkVfG6FQKFX8iRMnlvr6mp6ezrZt28bat28vdeyyhISEsJ49ezKhUMjevXvHOR5fP0eVITY2lrVr106m/6YlJScnszNnzrADBw6w2NhYTrEEAoHo+5EQopzojDwhSiInJweHDh2Cr68vwsLC0L17d4wZMwbDhw9H3bp1FTa2PPTp0weJiYmczzzyLSwsDDt37sTBgweRk5ODOXPm4Oeff+a04p+WloaAgADs3LkT6enpGDVqFLZu3ao0fcEZY/D29oaXlxdevHgBoHAHh6urK2bNmlXh7cNF5+K/9qtOlltIZdlDukWLFkhMTISTkxNmz55dZt94RT3HGhISIvZYKBSiTp06aNKkCapU4b4psHr16oiMjESTJk04xyopKiqq1OsCgQBqamowMDCo0Ap0SEgIunbtiipVqkh8XUqSxe6Ra9euYefOnThy5Ajq16+PESNG4Mcff0T79u05xX3+/Dl27doFf39/ZGVlic7Mc3ndKg0fvdj51KFDB1SpUoWXDgp8oGJ3hCg/SuQJUXB37tyBr68v9u/fj8aNG8Pe3h5ubm6IiorinJjxFdvS0vKbEy4+2s9t3rwZb968gYeHh8xjc/Xq1SsEBATAz88PHz9+xNixY2FnZ4fOnTtzTrYHDx6Ma9euYeDAgbC3t4eNjQ1UVFRk2k6sMsnijfzTp0+/+XMNDQ2lfp6kpCTk5eVJbBePi4uDqqqq1C3Gilci5+u8tjIbPHgwJk6ciB9//FHmsb/WOk9VVRWjR4/Gtm3boKamJvPnlwafE3kHDx6Ev78/QkJC0L9/f0yaNAkDBw7kVDPkv0RDQwP379/nrYPCs2fPcPLkSSQnJ+PLly9i99atW1fheI0aNUJ4eDh0dXVlNURCSCWjM/KEKLCWLVsiPT0ddnZ2uHHjBpo3bw6gsIK3IsceNmwY5xhczJgxQ67PXx5DQ0P89NNP2LBhA/r27ftNLaO+1blz5zBr1ixMnz5dJueP5aF4Qlw8gZc2IeaSnFfExIkT4ejoKPF1/+eff+Dr6yt1dXY+C/Tx5eTJk7C1tYWqqipOnjxZ7udK29O8yODBgzFnzhxER0ejRYsWEueSucQ/duwY3Nzc4Orqig4dOgAAbt++DS8vL3h4eCAvLw8LFizA4sWLK1zTQtar/YD4RJ63t7doIm/r1q0VilOWMWPGwMDAAHPmzEHdunXx5MkTbN68WeLzuNQ+4bMXO9/atWuHlJQUXhL5y5cvY8iQITA2NsajR49gYWGBJ0+egDEmdVeJyioCSAjhD63IE6LAqlWrhtGjR2PcuHHo06ePaHVIFiusfMYmZWvWrBk+f/4MOzs7jBs3TrQdVRZf91u3bmHnzp04cOAAzMzMMG7cOIwZMwb16tVTmn/THj16wNHRUaKq9549ezglxEUSEhLg7e2Nhw8fAgDMzc3h7OyMxo0bc4pbo0YN3Lt3T2KLd3x8PNq1a4cPHz5wis+nnJwcMMZE2/afPn2KY8eOwdzcHP369atwvOJbdsubqJLFTgI+43fo0EHUc7y4CxcuYMmSJbh9+zaOHz+OefPmVbj9Fx+r/VWqVCl1Ik9Wr+lGRkZf3WnFtY0bn73YgcKff39/fyQkJGDDhg3Q09PDuXPnYGBgIJrMltahQ4fg6ekJV1fXUieVuLTr69ChA2xtbbF06VJR+zk9PT3Rzqvp06dXOKa1tfVXP0cgEODy5cvSDJkQUgloRZ4QBZaYmIiAgABMnz4dOTk5GDt2LOzt7WXSZojP2HxzdHT8ps/z8/PjeSQV9+jRI9HZ+Pbt26Np06ZwcHAAwL19VKdOndCpUyd4e3vjwIED8PPzw9y5c1FQUIC///4b+vr6Cn/e9P79++jatavE9U6dOmHmzJmcYl+4cAFDhgxB69atRc8RFhaG5s2b49SpU+jbt6/UsQUCgegoQHEfP35U+G3vQ4cOxYgRIzBt2jR8+PABHTt2hKqqKt68eYN169ZVOEkovopackVV1viMHx0dXeqODkNDQ0RHRwMAWrdujdTU1ArH5mO1PzQ0FDt37kTbtm3FJvJk5cmTJzKLVZbr16/z1os9JCQEtra26Nq1K65du4YVK1ZAT08PkZGR2LlzJw4fPswp/ujRowGI/37i0kGhuIcPHyIoKAhA4YRNTk4ONDU1sWzZMgwdOlSqRL68r3FGRgb27duHz58/Sz1mQkglkE+NPUJIRV2+fJnZ29szdXV1JhAImKurK3v8+LHCxy6rOnPRh7QxjYyM2PDhw9mwYcPK/FB0GRkZbPv27aJq9T179mTbt29nr169ktlzPHr0iLm6urIffviBqampscGDB8ssNh9q1KjB7t27J3E9PDycaWpqcordunVr5ubmJnHdzc2NWVpacoo9aNAgNnLkSLGK8nl5eezHH39kNjY2nGLzTVdXlz148IAxxtiOHTtYy5YtWX5+Pjt48CBr1qyZ1HG/fPnCrK2tOVfXlpfWrVuzCRMmsM+fP4uuffnyhU2YMIG1bt2aMcZYaGgoMzIyqnDs9u3bs/Pnz0tcP3/+PGvfvj1jjLFjx44xY2PjCsfOzMxkO3fuZF27dmWqqqpMKBQyb29vpegY0q5dO3bz5k1eYnfq1Il5eXkxxhjT1NRkCQkJjDHG/vnnH9agQQPO8Ut2TJBlB4W6deuymJgYxlhhp4YTJ04wxhiLiIhg1atX5zz2Irm5uczb25vVqVOHNWnShAUFBcksNiFE9mhrPSFK5uPHj9i7dy/8/Pxw7949WFhYlHneUhFinzhxQuxxbm4u7t+/j127dmHp0qWYPHlyhWPOmDEDQUFBMDQ0xKRJk+Dg4FBpvXD5qohf1D9+9+7dePfuHXJzc2UaPz8/H6dOnYKfn99Xzy3L0+DBg6Guro6goCBREa38/HyMHj0aWVlZOHfunNSx1dTUEB0dLXGOPTY2Fi1btsSnT5+kjh0TEwMrKytoa2uje/fuAApXF9PT03HlyhVOvbv5pqGhgUePHsHAwACjRo1C8+bN4eHhITrvm52dLXXsOnXq4MaNGzKt2eDj44OpU6dCTU0NPj4+5X4ul/PaN27cwJAhQyAUCkXboqOjo5Gfn4/Tp0+jU6dO2L17N9LS0uDq6lqh2Orq6rh//75EpfdHjx7B0tISOTk5ePLkCczNzTl9/R8/fix6Xfnw4QP69u2r0D//d+7c4a0Xu6amJqKjo9GoUSPR9nRjY2M8efIEzZo14/Tzz7dhw4Zh4MCBmDJlClxcXHDixAlMnDgRR48ehY6ODi5dusT5Ofbu3Qt3d3fk5ORg8eLFmDp1qkw6SxBC+EOJPCFKLCIiAn5+fl99M6tosQFg3759OHDggESi/60+f/6Mo0ePws/PDzdu3MDAgQMxefJk9OvXj9fjAXxXxM/Ly8PJkycxYsQIXuIrOj4TYn19faxbtw4jR44Uu37w4EG4uLggOTmZ09hfvHiBTZs2ITIyEurq6mjZsiVmzpxZaZNM0mrZsiV+/vlnDB8+HBYWFjh//jw6d+6Mu3fvYuDAgUhLS5M69pw5c1CtWjWsWrVKZuMtXm27UaNGZX4e1/PaQOEW47179yI2NhYAYGpqCjs7O85HVCwtLdGqVSts374dVatWBVA4yTllyhRERkbi/v37CAsLg4ODg0yKkinLRF5cXBzs7OwkupkwGWxPb9iwIQ4ePIguXbqIJfLHjh2Di4tLhesclBQYGFju/fHjx0sdOzExEZmZmWjZsiWysrIwb9480QTZunXrOBX1PH/+PBYsWICkpCS4uLhg7ty5qF69utTxCCGVhxJ5QohcJCYmomXLlsjMzOQc6+nTpwgICEBgYCDy8vLw77//QlNTUwajJPLAV0K8bNkyrF+/HgsWLECXLl0AFJ6RX716NebOnYslS5bIYvhK5/Dhw7Czs0N+fj569+6NixcvAgD++OMPXLt2jdMuCCcnJwQGBsLExARt27aVSBCkaZv1X8Dnar8y47MXu4uLC/755x8cOnQITZs2xb179/Dy5UuMHz8e48eP5zw5q6OjI/Y4NzcX2dnZqFq1KjQ0NBSu4v7t27fh5uaGW7duYdq0afjtt99Qu3ZteQ+LEFIBlMgTQipdTk4OFi5ciHPnzuHx48ec46WkpMDf3x8BAQH48uULHj16RIk8kcAYg7e3N7y8vPDixQsAQP369eHq6opZs2YpZKHH1NRUbNq0CStWrAAAdOvWTWyrtYqKCo4fP44GDRpwep60tDSkpqaiVatWokrwt2/fRo0aNSS2f1dEr169yrwnEAhw5coVqWPzjc8VVoC/1X5lxmcv9i9fvmDGjBkICAhAfn4+qlSpgvz8fNjZ2SEgIEB0lEeW4uLiMH36dLi6ukp0P5A3oVAIdXV1TJ06tdydLVyOpxBC+EWJPCGEVzo6OmIJEmMMGRkZ0NDQwJ49e6Tu81x8a31oaCgGDRqESZMmwcbGhlNvdmWuiE++XVGFeUVPmpYsWYK3b99iy5YtAArH6+joKNqdcO7cOXTr1q3Cfcz/K/Lz8xEQEIDLly+X2necy0SBsq2wVia+2rhZWVnB3d0dffr0keFoxaWkpCA6OhqZmZmwtLSUaf2G0oSHh8PBwQGPHj2q0P9Xq1YtxMbGonbt2hK/R0uS5nuxMtoJEkL4RVUsCCG8Wr9+vdibBaFQiDp16qBjx44Sb5S/1a+//or9+/dDX18fjo6OCAoKktmWwICAABgaGsLS0hI0z/nfkpSUhLy8PJiYmIgl8HFxcVBVVYWRkZH8BleG06dPS9SpcHZ2hrGxMYDCtnxz587llMj36tWr3Df0irxq7uzsjICAAAwcOBAWFhYy3VXx/v17iWvFV1i54Hu1n098tnFzcnKCs7MzL73Yi+jr60NfX59znG9VpUoV0Q6gili/fr3odcrb21vGo6qcdoKEEH7RijwhSurDhw/Q1tZWutiyIBQKYWBgAEtLy3LfuB89erTCseVVEb+omJupqSnMzMw4x9u9eze2bt2KpKQk3Lx5E4aGhvD29kajRo0wdOhQGYxY+fTo0QOOjo6YMGGC2PU9e/bA19cXV69elc/AyqGjo4Po6Gg0bNgQADBixAj89ddfqFu3LgDIpLL5nDlzxB7n5uYiIiICDx48wIQJE7BhwwapY/M9SVC7dm0EBgZiwIABnOJUhLQrrMUp82p/586dMXLkSMydO1esaNzt27cxYsQIPHv2TOrYpe2mklUvdgB49uwZTp48ieTkZHz58kXsHtd6DSWLCDLGREdj9PX1OdWaIISQ0tCKPCFKYPXq1TAyMsLo0aMBAKNGjcKRI0fwww8/4OzZs2jVqpVCxgYAf39/aGpqSlQKP3ToELKzsyWSqm8xfvx43s4zb968GevWrRNt21+4cCEvFfFHjRoFKysrzJw5Ezk5OWjXrh2ePHkCxhj279+PH3/8UerYf/31F9zd3TF79mysWLFC9OZXW1sb3t7e320if//+fXTt2lXieqdOnTBz5kw5jOjrcnNz8fr1a1EiX3Jy6v3795yOkgCFK3+l8fT05FyMsnXr1mKPS04ScFW1alU0adKEc5yKkHaFtThZr/afPHkStra2UFVV/WpVemmPMxWJjo7Gvn37JK7r6enhzZs3nGLLokJ/WS5fvowhQ4bA2NgYjx49goWFheg1t02bNpzjDxs2TOyxQCBAnTp1YG1tDS8vL87xCwoKEB8fX+oREisrK87xCSFKqHLb1hNCpGFkZMTCwsIYY4xdvHiRaWtrswsXLrDJkyezvn37KmxsxhgzMTFhV65ckbh+9epV1rRpU87x+fbkyRPm6enJjI2NmYGBAcvIyJBJ3Lp167KIiAjGGGN79+5lTZo0YVlZWWzLli2sdevWnGKbmZmxY8eOMcYY09TUZAkJCYwxxqKjo5muri6n2MqsRo0a7N69exLXw8PDmaamJi/PuXDhQjZp0iSp//82bdqwTZs2lXl/w4YNzNLSUur45YmLi2M6Ojq8xPbw8GDz5s3jHOfPP/9kv/76KysoKJDBqMSdOHFC7OP48ePsr7/+Ys2bN2c2NjYyfz7GGLtz5w4zNTWt8P8nEAjYy5cvRX8u60MoFHIeY4MGDUS/M4q/vhw9epQZGxtzjs+X9u3bM3d3d8bY/8adkZHBhgwZwrZs2SLn0ZXv5s2brFGjRkwoFPLyb0oIUU60Ik+IEkhLSxOd6Tt9+jRGjRqFfv36wcjICB07dlTY2ACQnJxcakVcQ0NDzn27K4NQKBRt7eS6rbO4jx8/irbsnz9/Hj/++CM0NDQwcOBAzudvk5KSYGlpKXG9WrVqyMrK4hRbXhYtWoS0tDRORQatrKzwxx9/ICgoSFShOj8/H3/88Qe6desmq6GKef78OVJSUqT+/8eMGQN3d3d0795d4nxwZGQkli1bBjc3N67DLNXNmzehpqbGS2wHBwd06NBBqrP9I0aMEHt85coVnDt3Ds2bN5c4Uy3N8ZoifK+wlkba1f7iK7QlV2tlbcyYMXBzc8OhQ4cgEAhQUFCAsLAwuLi4cD7bz2ftgIcPHyIoKAhA4dc5JycHmpqaWLZsGYYOHYrp06dLHbu4L1++ICkpCY0bN0aVKrJ5mz1t2jS0a9cOZ86cQb169RSywwYhpPJRIk+IEtDR0UFKSgr09fVx/vx5LF++HABkklzyGRso3G4ZFRUlUUgsMjISurq6nOPzobSK+Js2beJcEb84fX193Lx5E7Vq1cL58+exf/9+AIVbbrkmT40aNUJERAQMDQ3Frp8/f14m5+/lgWtCDBQeI7GysoKpqSm6d+8OALh+/bqoPgEfdu3axen/nz17Nk6fPo22bduib9++orZcjx8/xt9//43OnTtj9uzZnJ6jZGLM/v9sb3h4OJYsWcIpdlm4TBLUrFlT7PHw4cNlMSQJfCbE5Z2nLu34hyJZuXIlZsyYAX19feTn58Pc3FzUxm3x4sWcYjs7O4s9Llk7gEsiX716ddG5+Hr16iEhIUFUYZ/rkQAAyM7OxsyZM0WTEbGxsTA2NoaTkxMaNGiABQsWSB07Li4Ohw8frvRjJIQQxUaJPCFKYMSIEbCzs4OJiQnevn0LW1tbAIVnfrn+YuczNgCMHTsWs2bNgpaWlugcX0hICJydnTFmzBjO8WWNz4r4xc2ePRv29vbQ1NSEoaEhevbsCQC4du0aWrRowSn23LlzMWPGDHz69AmMMdy+fRtBQUH4448/4OvrK4PRVz6uCTEAmJubIyoqCps2bUJkZCTU1dUxfvx4zJw5s1IKGkpDVVUVf//9N9atW4f9+/eLCvKZmJjg999/x5w5cyRWoSuqRo0aEp0lTE1NsWzZMvTr149TbD4mCfz9/TmN6Vvk5uaiWbNmOH36NC+TX7Je7ffx8cHUqVOhpqYm0eWgJK59watWrYodO3bA3d1d5m3c+OwU0KlTJ4SGhsLMzAwDBgzAvHnzEB0djaNHj6JTp06cYgPAwoULERUVhatXr8LGxkZ0vU+fPvD09OSUyHfs2BHx8fG8JfJ8tRMkhPCLqtYTogRyc3OxYcMGpKSkYOLEiaJt00XtaX7++WeFjA0UbjMcN24cDh06JNpmWFBQgPHjx2Pr1q2oWrUqp/iyxmdF/JLCw8ORkpKCvn37QlNTEwBw5swZaGtrc16V27t3Lzw9PZGQkAAAqF+/PpYuXYrJkydzHjf5nwEDBiAoKEi0Srxq1SpMmzZN1PXh7du36N69O2JiYuQ4SvmZNGmS2OOi9pPW1tacJwmKe/XqFR4/fgwAMDU1hZ6eHueYDRo0wKVLl5RiF0ujRo0QHh4OXV3dUo8yFVHWvuCy6BSQmJiIzMxMtGzZEllZWZg3bx5u3LgBExMTrFu3TmIHU0UZGhriwIED6NSpk1g1//j4eLRp0wbp6elSxz527BgWL17MS1u+ku0EHz58CGNjY6xatQrh4eGc2gkSQvhFiTwhhDeMMaSkpKBOnTp49uwZIiIioK6ujhYtWnB+08SXiRMnftP5w8pYFZSF7OxsZGZmyiSx4ZOyJsQqKipITU0VfX1r1KiBiIgIUZ/3ly9fon79+jKrr5CRkYHiv7aFQqFoEkhaxsbGuHPnjsRRlw8fPqBNmzYKnfilp6djxowZ2L9/v+hrrKKigtGjR2Pz5s0S2/ArYuXKlYiNjYWvr6/MzjoD/K/2VwY+27iVJiIiAlZWVpySYb5paGjgwYMHMDY2FkvkIyMjYWVlhY8fP0odm8+2fHy2EySE8Iu21hOiBGRdAKiyWhUxxtCkSRP8+++/MDExkcnWS74FBARUyvPk5+cjICAAly9fLrWdkKzObGtoaEBDQ0Mmsfh04cIFfP78WfR45cqVGDVqlCiRz8vLE624KpKSc+GynhuPiIjAokWLcPbsWQCFOyuK94wXCAS4efMm2rdvL/VzPHnypNRE4PPnz3j+/LnUcUvKzMyU+D6vUaMGp5hTpkzB/fv3cfr0aXTu3BlA4fl7Z2dn/PLLL6LaE9K4c+cOLl++jIsXL6JFixaoXr262H1pd+Woqqri06dPUo9L3vhs46bMtQOKitE5OTkBgGhC2NfXV/S9KS0+2/Lx2U6QEMIvSuQJUQKyLgA0bNgwpKWlQU9PT+KsZnFcZ/qFQqHo7L0yJPGVydnZGQEBARg4cCAsLCw4VyH+2lGA4u7du8fpufjAd0KsrDZu3ChRUX/37t1o0KABGGPw8/ODj48Pdu/eXeHYxZOmCxcuiK1e5+fn4/LlyxJFKisqKSkJM2fOxNWrV8WSV1msJAKFnTYuXLgg9jXq378/duzYIXZOWRra2tr48ccfOcUoy4wZM7B69WqZr/YD/E8SLly4EC4uLli6dCm0tLRw5MgR6Onpwd7envPXXNa1A2rVqoXY2FjUrl0bOjo65b5Gvnv3rsLxi1u5ciVsbW0RExODvLw8bNiwATExMbhx4wZCQkI4xeZzB5u2tjZSU1MljmTcv38fDRo04O15CSHcUSJPiBKQdQGgymxVtGrVKri6uuKvv/6ChYUFr8+lTPbv34+DBw9iwIABMolX3oQM4Y9AIJBIDmTZGurGjRuYOXOm2LVOnTqJtu6rq6tj1KhRUsUu+p4RCASYMGGC2D1VVVUYGRlxbrPm4OAgmnCoW7euzNtm6erqlrp9vmbNmtDR0eEUm8/jM3yt9gOynyQsic82brL+fVRU6wUAvL29ZRq7pG7duiEiIgKrVq1CixYtcPHiRbRp0wY3b97kXMAUKCxI5+3tjYcPHwIoLN7p7OyMxo0bc4rLZztBQgi/KJEnREmZmJhg1apVnAsAlebDhw+iLc1cjR8/HtnZ2WjVqhWqVq0KdXV1sftcV0GUVdWqVWVagdjDw0NmseSB74SYL4wxTJw4EdWqVQMAfPr0CdOmTRMlZsWPC0jj6dOnqFOnjujxsmXLxLoo1KtXDy9fvpQqdlHS1KhRI9y5c4eX7gyRkZG4e/euqG2erC1evBhz587F7t278cMPPwAA0tLS4OrqKpPWeXl5ebh69SoSEhJgZ2cHLS0tvHjxAjVq1OBUm4DP1X5ZTxKWxHcbN0B2vdiLT1CVnKziQ+PGjbFjxw6Zx71w4QKGDBmC1q1bi44YhIWFoXnz5jh16hT69u0rdWw+2wkSQvhFxe4IUWKyKAC0evVqGBkZYfTo0QCAkSNH4siRI6hXrx7Onj2LVq1acRrj19qGVcabK0Xk5eWFxMREbNq0SSkSVr4JhULY2tqKEuJTp07B2tpaLCE+f/68zIrGFbdo0SKkpaXBz8+vwv9vyarsZZF2dbdWrVo4depUmeeDw8LCMHjwYIWdEOvVqxd+++039OnTh5f4lpaWiI+Px+fPn2FgYAAASE5ORrVq1SSO81T0SMnTp09hY2OD5ORkfP78WdQX3NnZGZ8/f8bWrVtl9veQpfr16+Pq1ato2rQpL/GHDRuGgQMHYsqUKXBxccGJEycwceJEHD16FDo6Orh06ZLUsfnsxQ4UTl7Fx8eXeuSgqD2qIsa3tLRE//79sWrVKrHrCxYswMWLF2VyXColJUXm7QQJIfyiRJ4QJVBeASB9fX2cO3dO6tiNGjXC3r170aVLF/z9998YNWoUDhw4gIMHDyI5ORkXL17kOnxSiuHDhyM4OBi1atVC8+bNJdoJcdlam5+fj/Xr14v+DUtWlVbEpI/vhLg8EyZMQEpKiswKDMpS79690aZNG6xdu7bU+/PmzUNERAQuX77M6XmysrIQEhJS6vcLl77jCQkJmDZtGhwcHGBhYSHTtlkAsHTp0m/+3IruWhk2bBi0tLSwc+dO6Orqiqp5X716FVOmTEFcXFxFhyuGr9V+vicJ+Wzj5uzsjLCwMHh7e8PGxgZRUVEwNjbGiRMn4Onpifv370sd+9atW7Czs8PTp08lanDIol4Dn/HV1NQQHR0tkVzHxsaiZcuWSl08kRAiPdpaT4gSkHUBoOLS0tKgr68PoLBw1KhRo9CvXz8YGRmhY8eOnGIXSUhIgL+/PxISErBhwwbo6enh3LlzMDAwEG3J/N5oa2tj+PDhvMReunQpfH19MW/ePCxevBi//fYbnjx5guPHj8Pd3Z2X5+RKnu38vrZrRJ5+/fVXjBkzBkZGRpg+fbqoDVV+fj62bNmCjRs3llpxuiLu37+PAQMGIDs7G1lZWahVqxbevHkDDQ0N6OnpcUrkX79+jYSEBLGJGlm1zQL4PVJy/fp13LhxA1WrVhW7bmRkxLmaf8nV/r59+0JLSwurV6/mvNofGhqK4OBgnDt3TuaThABE9RmAwm32styZcPz4cVEv9uKTEM2bN0dCQgKn2NOmTRNVlq9Xr57MJzn4jF+nTh1ERERIJPIREREyaS1a2e0ECSGyQYk8IUqAz4J0Ojo6SElJgb6+Ps6fP4/ly5cDKFz1l8U25pCQENja2qJr1664du0aVqxYAT09PURGRmLnzp04fPgw5+dQRnwmrnv37sWOHTswcOBAeHp6YuzYsWjcuDFatmyJW7ducUrMSOX68ccfMXfuXDg5OWHRokWiJKpoVXTu3Ln46aefOD3HnDlzMHjwYGzduhU1a9bErVu3oKqqCgcHB4mOGRXl6OgIS0tLBAUF8VLsbsKECZg8ebJMtkWXVFBQUOpr4LNnz0QF1KTl7OyMdu3aITIyErq6uqLrw4cPx5QpUzjF5nOSkG+vX78uNTHNysri/L0TFxeHw4cPy7Q2SWXFnzJlCqZOnYrExER06dIFQOGxmtWrV2Pu3LmcYvPZTpAQwjNGCFEanz9/Zo8ePWK5ubkyizljxgxmaGjI+vTpw3R1dVlGRgZjjLGgoCBmaWnJOX6nTp2Yl5cXY4wxTU1NlpCQwBhj7J9//mENGjTgHF+Z5ebmsr///ptt3bqVpaenM8YYe/78uejfQFoaGhrs6dOnjDHGfvjhB3b37l3GGGMJCQmsRo0a3AathGxtbdmHDx9Ej//44w/2/v170eM3b94wMzMzOYzs2928eZPNmjWL2draMltbWzZr1ix28+ZNmcSuWbMme/TokejPMTExjDHGbt26xUxNTTnF1tDQYHFxcZzHWJahQ4cyVVVV1qRJE7ZixQr27NkzmcUeNWoUmzJlCmOs8LUrMTGRZWRkMGtrazZx4kROsWvVqiX6mhd/XUxKSmLq6urcBs4DHR0d9vr1a8YYY9ra2kxHR6fMDy66d+/OfHx8GGP/+5ozxtjMmTNZ//79OcXu1asXO3fuHKcY8opfUFDA1q1bxxo0aMAEAgETCASsQYMGzNvbmxUUFHCK3b59e+bu7s4Y+9/3YkZGBhsyZAjbsmWLLIZPCOEJrcgTogT4LAC0fv16GBkZISUlBWvWrBGdzUxNTcWvv/7KeezR0dGlbv3V09OTWYVjZcTn1tqGDRsiNTUVBgYGaNy4sagN0p07d0TF5L4nFy5cEKsev3LlSowaNUrUmSEvLw+PHz+W0+i+TadOndCpUydeYquqqoq27Ovp6SE5ORlmZmaoWbMmUlJSOMW2trZGZGQkb6ugx48fx+vXr7F7927s2rULHh4e6NOnDyZPnoyhQ4dKbCuvCC8vL/Tv3x/m5ub49OkT7OzsEBcXh9q1a4var0mLz9V+PlRWGzc+e7E7OTlh3rx5SEtLQ4sWLWRer4HP+AKBAHPmzMGcOXOQkZEBADL7PuGznSAhhGfynkkghHzdrFmzWNu2bdn169dZ9erVRas3x48fZ61bt5bz6MrXoEEDFhYWxhgTX3k6evQoMzY2lufQ5Gro0KHMwcGBff78WezrEhwczJo0acIptpubG1uxYgVjjLH9+/ezKlWqsCZNmrCqVasyNzc3zmNXNgKBgL18+VL0uPjXmzHG0tLSmFAolMfQFELfvn3Z3r17GWOM/fzzz6xDhw5sz549rH///qxDhw6cYm/bto3p6+szDw8PdvjwYXbixAmxD1m7e/cumzlzJlNTU2O1a9dms2fPZrGxsVLHy83NZbt372aurq5s+vTpbMeOHSw7O5vzOPlc7U9LS2MODg6sXr16TEVFhQmFQrEPRRcfH89+/vln1r59e2ZmZsbs7e1ZVFQU57hFK9nFP4RCoei/ih6fL3Xr1hXtwjEzMxP9XEZERLDq1avLc2iEkK+gqvWEKAFDQ0NRASAtLS1R9eT4+Hi0adOGU/s5oLAYnbe3Nx4+fAgAMDc3x+zZs8WKGknLxcUF//zzDw4dOoSmTZvi3r17ePnyJcaPH4/x48crff9zaenq6uLGjRswNTUV+zd98uQJzM3NkZ2dLbPnunXrlqiq9ODBg2UWV1kIhUKkpaWJzt4W/3oDwMuXL1G/fn1eWtspg/DwcGRkZKBXr1549eoVxo8fL/p+8fPz49SCsmilvzSyKHZXXGpqKgIDA+Hv749nz57hxx9/xPPnzxESEoI1a9Zgzpw5Mnsurp49e4b+/fuDMYa4uDi0a9dOtNp/7do1TgXMbG1tkZycjJkzZ5ZadG3o0KFch897Gzc+PH36tNz7XKrt8x3/7du3cHd3R3BwcKlfcy6dSPhsJ0gI4RdtrSdECfBZAOjChQsYMmQIWrduLepVHRYWBnNzc5w6dQp9+/blFH/lypWYMWMG9PX1kZ+fD3Nzc+Tn58POzg6LFy/mFFuZ8bm19tq1a+jSpQuqVCl8iS/alp2Xl4dr164p7BttvggEAomfEz7acimrdu3aif6sp6eH8+fPyyw2n4U6ASA3NxcnT56Ev78/Ll68iJYtW2L27Nmws7NDjRo1AADHjh2Do6Oj1Il8TExMqdW8hwwZIvW4GzZsiMjISOzfvx9RUVHIzMzE5MmTYW9vD3V1danjAoVV669fv47WrVtzilMWvtu48TVJwDVRl2f8cePGIT4+HpMnT5Z50ch169YhMzMTQGHHk8zMTBw4cEDUTpAQorhoRZ4QJWBlZYWRI0fCyckJWlpaiIqKQqNGjeDk5IS4uDhOb7wtLS3Rv39/rFq1Suz6ggULcPHiRdy7d4/r8AEAycnJePDgATIzM2FpaSnRRud7M3r0aNSsWRPbt28X/ZvWqVMHQ4cOhYGBAaeq9ioqKkhNTZWY/Hn79i309PS+u5VnoVAIW1tbUX2AU6dOwdraGtWrVwcAfP78GefPn//uvi7/BbVr10ZBQQHGjh2LKVOmlJq8fvjwAZaWlkhKSqpQ7MTERAwfPhzR0dGilnnA/yaBFPX7xdzcHHv37oWlpSUv8Vu3bo2mTZti6dKlpa7416xZU+rYfE8SlLb7zNnZGY0bN+YUt8jjx4+xceNGUXwzMzM4OTnB1NSUU1wtLS2EhoZy2h1DCPnvoUSeECUQGhoKW1tbODg4ICAgAL/88otYAaC2bdtKHVtNTQ3R0dESiXVsbCxatmyJT58+cR2+SMk3wt8zPrfWCoVCvHz5EnXq1BG7Hhsbi3bt2nE+iqFsivcwL488e9l/TU5ODhhj0NDQAFC4jffYsWMwNzdHv379OMW2tLQs9WdSIBBATU0NTZo0wcSJE9GrV69viufj44OpU6dCTU0NPj4+5X4u11aIu3fvxsiRI6GmpsYpTmkGDx4MFRUV+Pr6olGjRrh9+zbevn2LefPm4c8//0T37t05Pwcfq/0XL16El5cXtm3bBiMjI44jlFS9enXeChjyOUlQ1u6zyMhImew+O3LkCMaMGYN27dqhc+fOAAonJu7cuYP9+/fjxx9/lDp2+/btsXHjRt4KXhJClBMl8oQoicTERPzxxx+IjIxEZmYm2rRpAzc3N7Ro0YJTXH19faxbtw4jR44Uu37w4EG4uLggOTmZU3wA2LlzJ9avX4+4uDgAgImJCWbPno2ff/6Zc2xllpeXJ7a1tk2bNpy21o4YMQIAcOLECdjY2IhVqM/Pz0dUVBRMTU1lunWaVI5+/fphxIgRmDZtGj58+IBmzZpBVVUVb968wbp16zhVll64cCH++usvtGjRAh06dAAA3LlzB1FRUZg4cSJiYmJw+fJlHD169JvOVzdq1Ajh4eHQ1dVFo0aNyvw8gUCAxMREqccNFPap37Bhg8RxlKysLDg5OcHPz0/q2LVr18aVK1fQsmVL1KxZE7dv34apqSmuXLmCefPm4f79+1LH5nO1X0dHB9nZ2cjLy4OGhoZE9XQu56mBwk4E8+fPh42NDac4peFzkoDv3WeNGzeGvb09li1bJnbdw8MDe/bsQUJCgtSx79y5gwULFsDd3R0WFhYS/6ZFx0i+Va1atRAbG4vatWtDR0en3Ml1rt8vhBD+0Bl5QhRcbm4ufvnlFyxZsgQ7duyQefwpU6Zg6tSpSExMRJcuXQAUrlKsXr0ac+fO5Rzf3d0d69atg5OTk2iV4ubNm5gzZw6Sk5Ml3vR8T6pUqQIHBweZxStarWKMQUtLS2xCoGrVqujUqROmTJkis+cjlefevXtYv349AODw4cOoW7cu7t+/jyNHjsDd3Z1TIv/mzRvMmzcPS5YsEbu+fPlyPH36FBcvXoSHhwd+//33b0rki29hr+h29oratWsXVq1aJZHI5+TkIDAwkFMin5+fL4pbu3ZtvHjxAqampjA0NOTcrtDZ2RmNGjXC5cuXS13t54LP9nAAv23WOnbsiPj4eF4S+YcPH+LgwYMS1x0dHWXyNUtNTcX48eMlrjs4OGDt2rWcYmtrayM9PR3W1tZi1xljUh05qKx2goQQftGKPCFKoGbNmoiIiCh3dUtajDF4e3vDy8sLL168AADUr18frq6umDVrFudt8HXq1IGPjw/Gjh0rdj0oKAhOTk7fbS/5kydPlnq9+HZmaf+9ly5dCldXV9E2bKL8NDQ08OjRIxgYGGDUqFFo3rw5PDw8kJKSAlNTU05dDmrWrIm7d+9KJE/x8fFo27YtPn78iEePHqF9+/aiHtbylp6eDsYYdHR0EBcXJ3aMJD8/H6dOncKCBQtEr2nS6N69O+bNm4dhw4bBzs4O79+/x+LFi7F9+3bcvXsXDx48kDo2n6v9fCutE0HRrgKu59iPHTuGxYsXw9XVVeaTBHzvPhswYABGjhwpcZTH398f+/fvx4ULF6SO3aFDB1SpUgXOzs6lFrvr0aOH1LEJIcqLVuQJUQLDhg3D8ePHeWmfJBAIMGfOHMyZM0f0Jp1r1fTicnNzxapiF2nbti3y8vJk9jzKZtiwYWJbaosUf0PcrVs3HD9+HDo6OhWKPX78eDx//lyi7kFcXBxUVVV5OTdL+NWkSRMcP34cw4cPx4ULF0SvBa9evarwttqS1NTUcOPGDYlE/saNG6Kz5wUFBVKdQ8/Pz0dAQAAuX75cahXyK1euSDVmbW1tUTeCpk2bStwXCARYunSpVLGLLF68GFlZWQCAZcuWYdCgQejevTt0dXVx4MABTrH5XO0v7tOnTxLn77l+v/C5y6LoHLmjo6PomqwmCfjefTZkyBC4ubnh7t27orPst27dwqFDh7B06VKxyduK1kB48OAB7t+/z7loXlmUsZ0gIYQSeUKUgomJCZYtW4awsDC0bdtWVG27CNeCUUVkmcAXGTduHP766y+JNjbbt2+Hvb29zJ9PWfz999/47bffsGLFCtG55Nu3b2PJkiVYvHgxatasiV9++QUuLi7YuXNnhWJPnDgRjo6OEon8P//8A19fX1y9elVWfw1SSdzd3WFnZ4c5c+agd+/eomMqFy9e5Fyd3MnJCdOmTcPdu3fRvn17AIVncn19fbFo0SIAhYXCpGln5uzsjICAAAwcOBAWFhYyK3QZHBwMxhisra1x5MgR1KpVS3SvatWqMDQ0RP369Tk9R//+/UV/btKkCR49eoR379599Uzxt7CwsEBkZCQaNWqEjh07Ys2aNahatSq2b98OY2NjTrGzsrLg5uaGgwcP4u3btxL3uVZ+57PNGp+TBEuWLIGWlha8vLywcOFCAIW7zzw9PWXyO/TXX38FAGzZsgVbtmwp9R4gXfX9du3aiXbfyBrfnQIIIfyhrfWEKAFZF4wqq0p1aaQpAFR8dSMvLw8BAQEwMDAQrVL8888/SE5Oxvjx47Fx48YKx/8vsLCwwPbt20UrQ0XCwsIwdepU/Pvvv7h06RIcHR0rvOWzRo0auHfvXqlbpdu1a4cPHz5wHT6Rg7S0NKSmpqJVq1ai7c23b99GjRo10KxZM06x9+7di02bNolWg01NTeHk5AQ7OzsAhWfOi459VETt2rURGBiIAQMGcBpfWZ4+fQoDAwOl64Rx4cIFZGVlYcSIEYiPj8egQYMQGxsrWu0veRa6ImbMmIHg4GD8/vvvGDduHDZv3oznz59j27ZtWLVqlUwmUPlu48Y3Pnaf8enQoUPw9PTk5cgBn50CCCH8okSekO9QRbacenh4VDj+t7apEggEUm+tVXbq6uq4c+cOLCwsxK5HR0ejQ4cOyMnJwdOnT2FmZlbh8881a9bE1atXJVZq7969i549eyrMOWfy31e/fn1cvXq11O3vRJysVvsNDAwQGBiInj17ik3q7d69G0FBQTh79iyn+Hy3ceOrF7sy47MuAZ+dAggh/KJEnhBC5KBbt27Q0tJCYGCgqFDX69evMX78eGRlZeHatWu4dOkSZsyYUeEzs4MHD4a6ujqCgoKgoqICoHA77ejRo5GVlYVz587J/O9D+NWrV69yEzxFnRDz8vJCYmIiNm3apHSr5spKU1MTMTExMDAwQMOGDXH06FF06NABSUlJaNGiBTIzMznF57ONG5+92N++fQt3d3cEBweXehZckdusPX36tNz7XI478NlOkBDCLzojT4gSKF74pzRcWiwR+di5cyeGDh2Khg0bQl9fHwCQkpICY2NjnDhxAgCQmZmJxYsXVzj26tWrYWVlBVNTU3Tv3h0AcP36daSnpytswkfKV/J8em5uLiIiIvDgwQNMmDChwvEqsvJb0QRnxIgRYo+vXLmCc+fOoXnz5hJbgo8ePVqh2OTrjI2NkZSUBAMDAzRr1gwHDx5Ehw4dcOrUKWhra3OOz2cbt/nz52PhwoWl9mKfP38+p0R+3LhxiI+Px+TJk0ut/K7I+KxLwGc7QUIIv2hFnhAlMHz4cLHHubm5ePDgAT58+ABra2tOb4aFQmG5b2i4FrpR1pXEylBQUICLFy8iNjYWQOG55L59+5a6jbKiXrx4gU2bNiEyMhLq6upo2bIlZs6cKVYUjCg/T09PZGZmVrj3+K5du775cys6UVCy/VZ5/P39KxSbfN369euhoqKCWbNm4dKlSxg8eDAYY8jNzcW6devg7OzMKT6fbdw0NDQQFRUlsc07Li4OrVq14tRmUUtLC6GhoWjVqpXUMeQlMDCw3Pul9a//Vnxu2yeE8IsSeUKUVEFBAaZPn47GjRtj/vz5UscpWv0tkpubi/v372PXrl1YunQpJk+ezGmcJVvmlVxJ3LBhA6f4hHzP4uPj0aFDB4XeFvxfk5qaitzcXBgYGMh7KN/k6dOnuHv3Lpo0aSKT1dVly5Zh/fr1WLBgQalt3JYsWSJ1bD57sbdv3x4bN24UFV1VJiVbkObm5iI7OxtVq1aFhoYGp59/PrftE0L4RYk8IUrs8ePH6NmzJ1JTU2Uee9++fThw4IBEoi8r0q4kKjMfHx9MnToVampq8PHxKfdzubZDun79OrZt24bExEQcOnQIDRo0wO7du9GoUSN069aNU2yiOHbv3g03Nze8ePFC6hhfW0GVRcL66tUrsYr4enp6nGOWZ9GiRUhLS+Pl2JGZmRliY2O/25VKxhi8vb3h5eUl+r6rX78+XF1dMWvWLE5b1rdu3Qp3d3eMGjWq1F7sxVsKVrQX+507d7BgwQK4u7vDwsJCYgt5jRo1pB63PMTFxWH69OlwdXUVa5VICPl+UCJPiBI7e/YsJkyYgNevX8s8dmJiIlq2bMm5MFJZvseVxEaNGiE8PBy6uroybylY3JEjRzBu3DjY29tj9+7diImJgbGxMTZt2oSzZ89yrlpNKl/Jc+eMMaSmpiI8PBxLliyRqrtEET6P16Snp2PGjBnYv3+/KI6KigpGjx6NzZs389baasKECUhJSZHq6E5BQQHWrl2LkydP4suXL+jduzc8PDygrq4OoDAhzM7ORo8ePWQ9bJmt9t+5c6fMom7r1q3jFLs4Wbdx+9ZjRdJs+Y6Li4OdnZ1EMT6+t5D36dMHiYmJnF7TyxIeHg4HBwc8evSIUxxlbydIyPeKit0RogSK92UH/vcm/syZM1IVuvqanJwc+Pj4oEGDBjKPXeTmzZsV7kmt7JKSkkr9s6wtX74cW7duxfjx47F//37R9a5du2L58uW8PS/hT8mEVygUwtTUFMuWLUO/fv04xb5//77Y46LjNevWrcOKFSs4xZ4yZQru37+P06dPi6qQ37x5E87Ozvjll1/Evj9lqSI1AEpasWIFPD090adPH6irq2PDhg149eqVaHW/ffv2shqmBGtra86r/StXrsTixYthamoqUdRN1gXeZN2HveSkgyzZ29tDVVUV+/btq9Rid8OHD8ebN294iV2lShVOu3GAstsJNm/eXCbtBAkh/KEVeUKUQMm+7EKhEHXq1IG1tTUcHR1RpYr0c3Ilq1czxpCRkQENDQ3s2bOnwtsXS+JzJZGUTkNDAzExMTAyMoKWlhYiIyNhbGyMxMREmJub49OnT/IeIlECZ86cwdq1a3H16lWpY1SvXh0XLlyQOM5x/fp12NjYICsri+MoZc/ExAQuLi745ZdfAACXLl3CwIEDkZOTw7kQZWWs9tetWxerV6/GxIkTOY21LMraxk1DQwP379+XSz/6zMxMaGpqSv3/nzx5Uuxx0e/RTZs2QV9fn1NLUT7bCRJC+EUr8oQogeDgYN5ir1+/XiyRL5ok6Nixo0SBHWnUqFFDIr6sVhKVTcmdFeXhsv31hx9+QHx8PIyMjMSuh4aGwtjYWOq4RH5SUlIgEAjQsGFDAMDt27exb98+mJubY+rUqbw8p6mpKe7cucMphq6ubqnb52vWrMnp9eXmzZt4+/YtBg0aJLoWGBgIDw8PZGVlYdiwYdi4cSOqVatW4djJyckYMGCA6HGfPn0gEAjw4sUL0ddfWpWx2i8UCkUrq3xQ1jZu7dq1Q0pKiswT+fXr10sUdS0uIyMDNjY2CAsLk/o5hg0bJvZYIBCIJvO9vLykjgvw206QEMIvSuQJ+c7xtWpTJCAggNf4yqTkFuaycH1jPGXKFDg7O8PPz0+UgNy8eRMuLi6cKkoT+bGzs8PUqVMxbtw4pKWloU+fPrCwsMDevXuRlpYGd3d3qWOnp6eLPS5a7fP09ISJiQmncS9evBhz587F7t278cMPPwAA0tLS4Orqyul7cdmyZejZs6cokY+OjsbkyZMxceJEmJmZYe3atahfvz48PT0rHDsvL0/i2I+qqipyc3OlHm+RwMBAbNmyRWK139fXVyZtJ4HCTiGbN2/mLQm7fv26UrZxc3JygrOzM1xdXWXaL33RokXQ1dUttQVcVlYWbGxs8PbtW6liF+HzyEGdOnUQEREh8bMeERHBe1FKQgg3tLWeECVx+PBhHDx4EMnJyfjy5YvYPS5b3/z9/aGpqSnRE/jQoUPIzs7mfAbf2NgYd+7cga6urtj1Dx8+oE2bNrwUAPreMcawcuVK/PHHH6K+y9WqVYOLiwt+//13OY+OSENHRwe3bt2CqakpfHx8cODAAYSFheHixYuYNm0ap5+j0ordMcagr6+P/fv3i862S8PS0hLx8fH4/PmzqIBbcnIyqlWrJpE4VOR1rF69ejh16hTatWsHAPjtt98QEhKC0NBQAIWvXx4eHoiJianwmIVCIWxtbcVW80+dOgVra2tUr15ddO3o0aMVjl2tWjXEx8dDX19fdE1NTQ3x8fGcV/uLFBQUYODAgYiNjYW5ublEwirNuItT1jZufPVLP3z4MMaNG4cDBw6IHUXLyspC//798erVK4SEhKBevXpSj73Ily9fkJSUhMaNG3M6Ulccn+0ECSH8ohV5QpSAj48PfvvtN0ycOBEnTpzApEmTkJCQgDt37mDGjBmcYv/xxx/Ytm2bxHU9PT1MnTqVcyL/5MmTUt8gff78Gc+fP+cU+78gPj4eCQkJsLKygrq6uuhNpbTy8/MRFhaGGTNmwNXVFfHx8cjMzIS5uTmnM5pEvnJzc0WJ5aVLl0QJQ7NmzTi3n7xy5Uqpx2uaNGnCOVkouSVYVt6/f4+6deuKHoeEhMDW1lb0uH379khJSZEqdmmveQ4ODlLFKonP1f4is2bNQnBwMHr16gVdXV2Zb33fsmWLUrZx46vA6E8//YQPHz5g7NixOHPmDHr27ClaiX/58qVMkvjs7GzMnDkTgYGBAIDY2FgYGxvDyckJDRo0wIIFC6SOvWTJEmhpacHLywsLFy4EANFuFq5tUAkh/KIVeUKUQLNmzeDh4YGxY8eKFS9zd3fHu3fvsGnTJqljq6mp4dGjRxLnqZ88eQIzMzPk5ORIFbeoOM+wYcOwa9cusXOy+fn5uHz5Mv7++29Rb+nvzdu3bzFq1CgEBwdDIBAgLi4OxsbGcHR0hI6ODqdzj2pqanj48GG5Le6IcunYsSN69eqFgQMHol+/frh16xZatWqFW7du4aeffsKzZ8+kjv3p0yel6yBhaGiI3bt3w8rKCl++fIG2tjZOnTqF3r17Ayjcat+jRw+FK7zG52p/ES0tLezfvx8DBw7kNNayyKuNm6Jbs2YNVqxYgRMnTsDd3R3Pnz9HSEiITHZaODs7IywsDN7e3rCxsUFUVBSMjY1x4sQJeHp6fvOxra+RdTtBQgi/aEWeECWQnJws2vKmrq4u+mU7btw4dOrUiVMir6enh6ioKIlEPjIyUmI7fEUUrcQJBAKJFS5VVVUYGRlxLtKjzObMmQNVVVUkJyfDzMxMdH306NGYO3cup6+NhYUFEhMTKZH/D1m9ejWGDx+OtWvXYsKECaLzySdPnkSHDh04xdbT08OIESNgb2+P3r17y+ysNlC4uj158mRYWVnJLCYADBgwAAsWLMDq1atx/PhxaGhooHv37qL7UVFRCtkDm8/V/iK1atXi9e8ujzZusujFXrSaXZbSzrhXxPz58/Hu3Tv07t0bRkZGuHr1qsyOSxw/fhwHDhxAp06dxL7ezZs3R0JCgkyeA6AEnhBlQ4k8IUrghx9+wLt372BoaAgDAwPRalxSUhK4bqoZO3YsZs2aBS0tLdGb7ZCQEDg7O2PMmDFSxy0qztOoUSPcuXMHtWvX5jTO/5qLFy/iwoULEm/0TExM8PTpU06xly9fLjoP37ZtW7GVPkBxt76SsvXs2RNv3rxBenq6WLX3qVOnQkNDg1PsXbt2Yd++fRg6dChq1qyJ0aNHw8HBQXT+nIuPHz+iT58+MDQ0xKRJkzBhwgQ0aNCAc9zff/8dI0aMQI8ePaCpqYldu3ahatWqovt+fn4K2RXD39+f9+fw9PSEh4cH/P39OX9vlObBgweV3sZNFr3YnZ2dxR7n5uYiOzsbVatWhYaGhtSJfMkWq6qqqqhdu7bE83HZZfH69etSC89lZWVxnkhR1naChBBK5AlRCtbW1jh58iQsLS0xadIkzJkzB4cPH0Z4eLjEm4iK+v333/HkyRP07t1bdB62oKAA48ePx8qVKzmPna9zicouKyur1DfZ7969k6plVnFFrbOGDBki9ibve9/6quxUVFSQl5cnKuhmamoqsZNGGsOHD8fw4cORkZGBw4cPIygoCJ06dYKxsTEcHBw4VcQ/fvw4Xr9+jd27d2PXrl3w8PBAnz59MHnyZAwdOlTifPW3ql27Nq5du4aPHz9CU1MTKioqYvcPHTr03daE8PHxQUJCAurWrQsjIyOJrzHXvuB8tXErz4wZM5CZmckpxvv37yWuxcXFYfr06XB1dZU6bsn2imPHjpU6VlnatWuHM2fOwMnJCcD/Opv4+vpyKkYJKG87QUIInZEnRCkUFBSgoKBAlGjv378fN27cgImJCX755RexlaiKYIwhJSUFderUwbNnzxAREQF1dXW0aNEChoaGsvwrkBIGDBiAtm3b4vfff4eWlhaioqJgaGiIMWPGoKCgAIcPH5Y6dkhISLn3e/ToIXVsIh9ZWVlwcnJCYGCgaMVMRUUF48ePx8aNG2W+8hoTEwN7e3tERUXJdOLn3r178Pf3h6+vLzQ1NeHg4IBff/2Vc5s78j9Lly4t976Hhwen+IcOHYKnp6dM27hVRi/2soSHh8PBwQGPHj2SeWxZCQ0Nha2tLRwcHBAQEIBffvkFMTExuHHjBkJCQtC2bVupY2tpaSllO0FCCCXyhHzXCgoKoKamhn///ZfeSFeyBw8eoHfv3mjTpg2uXLmCIUOG4N9//8W7d+8QFhamkOd7ifz88ssvuHTpEjZt2oSuXbsCKHxzP2vWLPTt2xd//fUX5+f49OkTTp48iX379uH8+fOoW7cuxo4di1WrVnGODQCpqakIDAyEv78/nj17hh9//FFUEGzNmjXlJnJEcfDRxk1dXR3btm0rsxd7v3798PbtW16S7YiICFhZWSE9PV3msWUpISEBq1atQmRkJDIzM9GmTRu4ubmhRYsWnOIqaztBQggl8oR895o3b46dO3fSL3E5+PjxIzZt2iT2xmzGjBky6TdM/ltq166Nw4cPo2fPnmLXg4ODMWrUKLx+/Vrq2BcuXMC+fftw/PhxVKlSBT/99BPs7e1lUqAuNzcXJ0+ehL+/Py5evIiWLVvi559/hp2dnahWw7Fjx+Do6Fjq1meieL5Ww0Oa3VyV0Yu9qJNKEcYYUlNTsWnTJujr6+PcuXNSx1Zmd+7cUcp2goQQSuQJ+e6dOnUKa9aswV9//QULCwt5D4cQUgoNDQ3cvXtXrMMBAPz777/o0KEDsrKyOMUeNGgQ7O3tMWDAAKnPrZemdu3aKCgowNixYzFlyhS0bt1a4nM+fPgAS0tLqqchI0KhsNxzzopaI8PX1xfOzs4SvdjT0tIQEhKC+vXrc4pfcieBQCBAnTp1YG1tDS8vL4WfQC0oKEB8fHypBem4TLpRO0FClBcl8oR853R0dJCdnY28vDxUrVoV6urqYvepYi0h8te7d2/o6uoiMDBQ1PM9JycHEyZMwLt373Dp0iWpY2dkZPDWdmr37t0YOXKk0vWpV2YnTpwQe5ybm4v79+9j165dWLp0KSZPnswpPp9t3Pjsxa7Mbt26BTs7Ozx9+lSiUw3XZLtDhw6oUqUKnJ2dSy12RzVVCFFclMgT8p3btWtXufdL63ssC7LoC0zI9+LBgwfo378/Pn/+LCpKFRkZCTU1NVy4cAHNmzeX8whL5+joiA0bNkhMFBQV7/Pz85PTyL4/+/btw4EDByQS/Yoq3v4QkGzjxnXyd8GCBVi7dq2oF7u+vj6neCV9+fIFSUlJaNy4saiArKJr3bo1mjZtiqVLl6JevXoSyXbJyvkVoaGhUentBAkhskGJPCFELjZv3ow3b95wrqBMyPciOzsbe/fuFRX8MjMzg729vcQuGkWioqKC1NRUiR7Yb968wQ8//IC8vDw5jez7k5iYiJYtW3Ju41aa4m3c+vfvX+H/v2Qb1bNnz6JVq1Zo0KCB2HUuvdizs7Mxc+ZM0Y6C2NhYGBsbw8nJCQ0aNMCCBQukjs236tWrIzIyEk2aNJF5bCsrK7i7u6NPnz4yj00I4ZdyTEUSQkq1aNEipKWlcV7VSkhIgL+/PxISErBhwwbo6enh3LlzMDAw4G2lb8aMGbzEJWWT1fcLkQ8NDQ1MmTJF3sP4Junp6WCMgTGGjIwMsa31+fn5OHv2rERyT/iTk5MDHx8ficRYVkxMTLBq1Sqp27hVRi/2hQsXIioqClevXoWNjY3oep8+feDp6anQiXzHjh0RHx/PSyLv5OQEZ2dnmbYTJIRUDkrkCVFiz58/R0pKCqcYISEhsLW1RdeuXXHt2jWsWLECenp6iIyMxM6dOzn1MyeKRRbfL0R+4uLiEBwcXGqxK3d3dzmNqnTa2toQCAQQCARo2rSpxH2BQPDVfudEOjo6OmJbr4smUzQ0NLBnzx7enrdKlSp48eKFVP+vv7+/jEcj6fjx4zhw4AA6deok9vVp3rw5EhISeH9+LpycnDBv3jykpaXJPNkePXo0gMJjMEW4thMkhFQO2lpPyHeuc+fOGDlyJObOnQstLS1ERkbC2NgYt2/fxogRI/Ds2TOp4hZ/U1AeWh0WR6vmpDQ7duzA9OnTUbt2bfzwww9iiYhAIJCoOC1vISEhYIzB2toaR44cQa1atUT3qlatCkNDQ85VyEnpStY9EQqFqFOnDjp27Chxvl0aytrGTUNDAw8ePICxsbHY77rIyEhYWVnh48eP8h5imUpW3Adkl2zz0U6QEFI5aEWekO9cdHQ09u3bJ3FdT08Pb968kTpuQEAADA0NYWlpKVFll5SNVs1JaZYvX44VK1bAzc2t0p5zy5YtePPmjVSr/UWVrpOSkmBgYFBuOzQiW3wVKC0ybNgwsccl27gpqnbt2uHMmTNwcnICANH3pK+vLzp37izPoX0Vn60ZKVEnRHlRIk+IArt58ybevn2LQYMGia4FBgbCw8MDWVlZGDZsGDZu3Ihq1apJ/Rza2tpITU1Fo0aNxK7fv3+f03nK6dOnIygoCElJSZg0aRIcHBzEVuVI6b7WRaA8AwYMQFBQkOi86apVqzBt2jRoa2sDAN6+fYvu3bsjJiZGFkMllej9+/cYOXJkpT7nkSNHkJSUxGnbPiUJ8pOdnY3k5GR8+fJF7DrXM88lj3Uoi5UrV8LW1hYxMTHIy8vDhg0bEBMTgxs3biAkJETewysXnz9HfLYTJITwi7bWE6LAbG1t0bNnT9EqXHR0NNq0aYOJEyfCzMwMa9euxS+//AJPT0+pn8PFxQX//PMPDh06hKZNm+LevXt4+fIlxo8fj/Hjx3OqKv/582ccPXoUfn5+uHHjBgYOHIjJkyejX79+tELHg5IVwmvUqIGIiAgYGxsDAF6+fIn69evTmUclNHnyZLRv3x7Tpk2T91CIgnv9+jUmTpyI8+fPl3pfVj//ytjGLSEhAatWrUJkZCQyMzPRpk0buLm5oUWLFvIe2lc9fvwYGzduxMOHDwEUdq1wcnLi3DaO73aChBD+SB66IYQojIiICPTu3Vv0eP/+/ejYsSN27NiBuXPnwsfHBwcPHuT0HCtXrkSzZs2gr6+PzMxMmJubw8rKCl26dMHixYs5xa5WrRrGjh2Lv//+GzExMWjevDl+/fVXGBkZ8dICSRkMGDBA7CzmqlWr8OHDB9Hjt2/fwtzcXKrYJedlaZ72v6NJkyZYsmQJJk6cCC8vL/j4+Ih9EFJk9uzZ+PjxI/755x+oq6vj/Pnz2LVrF0xMTCTOt0sjOzsbjo6O0NDQQPPmzZGcnAygsCDbqlWrOMfnU+PGjbFjxw7cvn0bMTEx2LNnj1Ik8UeOHIGFhQXu3r2LVq1aoVWrVrh37x4sLCxw5MgRTrHfv38v9pGZmYnHjx+jW7duCAoKktHfgBDCB1qRJ0SBqampIS4uDvr6+gCAbt26wdbWFr/99hsA4MmTJ2jRogUyMjI4P1dycjIePHiAzMxMWFpawsTEhHPM4lJSUuDv74+AgAB8+fIFjx49gqampkyfQxnwuWouFAqRlpYmil28oBPX2ES+Sh59KU4gECAxMVHq2G/fvoWuri6Awp/THTt2ICcnB4MHD4aVlZXUcYl81KtXDydOnECHDh1Qo0YNhIeHo2nTpjh58iTWrFmD0NBQTvGdnZ0RFhYGb29v2NjYICoqCsbGxjhx4gQ8PT1x//59Gf1NZK+goADx8fGldn5Q5O/1xo0bw97eHsuWLRO77uHhgT179vBSdT88PFzqdoKEkMqhHHuhCPlO1a1bF0lJSdDX18eXL19w7949sZZNGRkZEm1opGVgYCCaMJDVtvfiW+tDQ0MxaNAgbNq0CTY2NqVW4f0e8LlqXtTuq+Q1ovz4KHYVHR2NwYMHIyUlBSYmJti/fz9sbGyQlZUFoVCI9evX4/DhwxLFzYhiy8rKEk3m6ejo4PXr12jatClatGghk+4GytrG7datW7Czs8PTp08lXncVvc1aampqqWfVHRwcsHbtWl6ek0s7QUJI5aBEnhAFNmDAACxYsACrV6/G8ePHoaGhge7du4vuR0VFoXHjxpyfZ+fOnVi/fj3i4uIAACYmJpg9ezZ+/vlnqWP++uuv2L9/P/T19eHo6IigoCDUrl2b81hJ2RhjmDhxoqj44adPnzBt2jRUr14dQOHECiFF5s+fjxYtWmDv3r3YvXs3Bg0ahIEDB2LHjh0A/rdVmo9Entos8sfU1BSPHz+GkZERWrVqhW3btsHIyAhbt25FvXr1OMd//fq1aKKguKysLIWeOJw2bZqocn29evUUeqwl9ezZE9evX0eTJk3EroeGhoq9J5BGee0Eu3btyik2IYRflMgTosB+//13jBgxAj169ICmpiZ27dqFqlWriu77+fmhX79+nJ7D3d0d69atg5OTk6gFz82bNzFnzhwkJydLbOX7Vlu3boWBgQGMjY0REhJSZlXgo0ePSj12ZcTnqnnJtlMODg4Sn0MViJUTYwyHDx9GcHBwqduCpfk5unPnDq5cuYKWLVuiVatW2L59O3799VfRbhknJyd06tRJJuMvidos8sfZ2RmpqakACrde29jYYO/evahatSoCAgI4x1fWNm5xcXE4fPiwRDKsDIYMGQI3NzfcvXtX9DN569YtHDp0CEuXLhVLxocMGVKh2MraTpAQQmfkCVEKHz9+hKamJlRUVMSuv3v3DpqammLJfUXVqVMHPj4+GDt2rNj1oKAgODk5Sd1LfuLEid+UoPr7+0sVX1kJhULY2tqKVs1PnToFa2trsVXz8+fPK/Q2T1L5nJ2dsW3bNvTq1Qt169aV+NmS5ueIaip8H7Kzs/Ho0SMYGBjIZFdUaGgobG1t4eDggICAAPzyyy9ibdzatm0rg1HLnrW1NebPnw8bGxt5D6XCvvUomqIfESCEyBYl8oR857S1tXHnzh2J4naxsbHo0KGDWEV1wt2kSZO+6fO+twkOUr5atWphz549GDBggMxiCoVCvHz5EnXq1AFQmMhHRUWJCutRIq/8it7iyXobuTK2cTt27BgWL14MV1dXtGjRQqK+TMuWLeU0MsWgjO0ECfneUSJPyHfOyckJqqqqWLdundh1FxcX5OTkYPPmzXIaGSGkSKNGjXDu3Dk0a9ZMZjH53B1y8+ZNvH37FoMGDRJdCwwMhIeHB7KysjBs2DBs3LhR9NxEtvioe6LsSlvVFggEYIx91yvZ2dnZmDlzJgIDAwEUTuIbGxvDyckJDRo0wIIFC+Q8QkJIWWjKjZDv0Ny5cwcnM94AAA3GSURBVEV/FggE8PX1xcWLF0Vn7/755x8kJyfTeWpCFISnpyeWLl0KPz8/qKuryyQmnzUVli1bhp49e4oS+ejoaEyePBkTJ06EmZkZ1q5di/r168PT01Oq+KRsfNU9KU4Z27jx0fnhv2DhwoWIiorC1atXxY4d9OnTB56enpTIE6LAaEWekO9Qr169vunzBAIBrly5wvNoCCFfk5OTg+HDhyMsLAxGRkYS24Jl0VZMlurVq4dTp06hXbt2AIDffvsNISEhoh7mhw4dgoeHB2JiYuQ5zP8kvuqeFFHmNm5EkqGhoaidYPE6GfHx8WjTpg3S09PlPURCSBloRZ6Q71BwcLC8h0AIqYAJEybg7t27cHBwKLXYnaJ5//496tatK3ocEhICW1tb0eP27dtT1Xqe5ObmiiZQimvbti3y8vI4x1fmNm6PHz/Gxo0b8fDhQwCAmZkZnJycYGpqKueRyY+ythMkhFAiTwghhCi8M2fO4MKFC+jWrZu8h/JN6tati6SkJOjr6+PLly+4d+8eli5dKrqfkZEhsauAyMa4cePw119/SdQ92b59O+zt7TnHV9Y2bkeOHMGYMWPQrl070ZGDW7duwcLCAvv378ePP/4o5xHKh7K2EySEUCJPyHevV69e5c6609Z6QuRPX18fNWrUkPcwvtmAAQOwYMECrF69GsePH4eGhga6d+8uuh8VFYXGjRvLcYT/LZVZ96Rjx46Ij49XukR+/vz5WLhwoUSNAA8PD8yfP/+7TeRXrlwJW1tbxMTEIC8vDxs2bBBrJ0gIUVx0Rp6Q79ycOXPEHufm5iIiIgIPHjzAhAkTsGHDBjmNjBBS5MyZM9i4cSO2bt0KIyMjeQ/nq968eYMRI0YgNDQUmpqa2LVrF4YPHy6637t3b3Tq1AkrVqyQ4yj/Oyqz7omytnHT0NBAVFSUxAREXFwcWrVqhezsbDmNTHp9+vRBYmIiEhMTOcVRxnaChBBK5AkhZfD09ERmZib+/PNPeQ+FkO+ejo4OsrOzkZeXBw0NDYnk6d27d3IaWfk+fvwITU1NqKioiF1/9+4dNDU1UbVqVTmNjEhLWdu4DRgwACNHjsSkSZPErvv7+2P//v24cOGCnEYmvc2bN+PNmzfw8PCQ91AIIXJAiTwhpFTx8fHo0KGDwiYIhHxPdu3aVe79kq3kCOHL06dPy71vaGhYSSOpmK1bt8Ld3R2jRo0SHTm4desWDh06hKVLl6J+/fqizx0yZIi8hllhmZmZ0NTU5BRDGdsJEkIokSeElGH37t1wc3PDixcv5D0UQgghhJPSdhKURpF2Faxfv17i+FtxGRkZsLGxQVhYmNTPQe0ECVFeVOyOkO/ciBEjxB4zxpCamorw8HAsWbJETqMihJTl06dP+PLli9g1ZSqER5SfMrZxK7nSrAwWLVoEXV3dUosUZmVlwcbGBm/fvuX0HMrcTpCQ7x0l8oR852rUqCH2i1soFMLU1BTLli1Dv3795DgyQkiRrKwsuLm54eDBg6W+cadVM1JZqI1b5dm9ezfGjRsHbW1tse3+WVlZ6N+/P16/fs25sryythMkhNDWekIIIUThzZgxA8HBwfj9998xbtw4bN68Gc+fP8e2bduwatUqmfQHJ+RbNG7cGPb29qW2cduzZw8SEhLkNLL/Jl9fXzg7O+PMmTPo2bOnaCU+LS0NISEhYmf7pWFtbY358+fDxsZGRiMmhFQWSuQJ+c4ZGxvjzp070NXVFbv+4cMHtGnThnNbG0IIdwYGBggMDETPnj1Ro0YN3Lt3D02aNMHu3bsRFBSEs2fPynuIRMGlpqYiNzcXBgYGnOL8F9u4Kbo1a9ZgxYoVOHHiBNzd3fH8+XOEhISgYcOGnGMraztBQghtrSfku/fkyZNSt+V+/vwZz58/l8OICCElvXv3DsbGxgAKj8MUdZPo1q0bpk+fLs+hESVhbW2N2NhYzscwevbsievXr0sk8qGhoejevTun2KR08+fPx7t379C7d28YGRnh6tWrMkniAYiOQjg6OoquKUM7QUIIJfKEfLdOnjwp+vOFCxdQs2ZN0eP8/HxcvnwZRkZGchgZIaQkY2NjJCUlwcDAAM2aNcPBgwfRoUMHnDp1Ctra2vIeHlECgYGBMlktHzJkCNzc3HD37t1S27gV/92iTG3cFFHJYrSqqqqoXbs2nJ2dxa4fPXpU6udISkqS+v8lhMgXba0n5DtV1IqnaOa9OFVVVRgZGcHLywuDBg2Sx/AIIcWsX78eKioqmDVrFi5duoTBgweDMYbc3FysW7dO4o09IaV58OABLCwsOMVQxjZuymrSpEnf9Hn+/v48j4QQoogokSfkO9eoUSPcuXMHtWvXlvdQCCHf6OnTp7h79y6aNGlCZ1hJuTIyMhAUFARfX1/cvXuXkusS+vTpg8TExO+6HowythMkhNDWekK+e7StjhDlY2hoCENDQ3kPgyiwa9euYefOnThy5Ajq16+PESNGYPPmzfIelsIZPnw43rx5I+9hyA21EyREedGKPCGEEKIELl++jMuXL+PVq1coKCgQu+fn5yenURFFkpaWhoCAAOzcuRPp6ekYNWoUtm7disjISJibm8t7eAorMzMTmpqa8h6GXFA7QUKU17cddCKEEEKI3CxduhT9+vXD5cuX8ebNG7x//17sg5DBgwfD1NQUUVFR8Pb2xosXL7Bx40Z5D0vu1q9fX+79jIwM9O/fv5JGo3hSU1Mxfvx4iesODg5ITU2Vw4gIId+KttYTQgghCm7r1q0ICAjAuHHj5D0UoqDOnTuHWbNmYfr06TAxMZH3cBTGokWLoKurW2qympWVBRsbG7x9+1YOI1MM1E6QEOVFiTwhhBCi4L58+YIuXbrIexhEgYWGhmLnzp1o27YtzMzMMG7cOIwZM0bew5K73bt3Y9y4cdDW1hZrh5eVlYX+/fvj9evXCAkJkeMI5YvaCRKivOiMPCGEEKLg3NzcoKmpiSVLlsh7KETBZWVl4cCBA/Dz88Pt27eRn5+PdevWwdHREVpaWvIenlz4+vrC2dkZZ86cQc+ePUUr8WlpaQgJCUH9+vXlPUS5oXaChCgvSuQJIaWiljyEyNfcuXNFf87Pz0dgYCBatmyJli1bQlVVVexz161bV9nDI0rg8ePH2LlzJ3bv3o0PHz6gb9++YiussqTovzPWrFmDFStW4MSJE3B3d8fz588REhKChg0byntohBAiFdpaTwgp1ffekocQebt//77Y49atWwMAHjx4IHZdIBBU1pCIkjE1NcWaNWvwxx9/4NSpU7x2N1D03xnz58/Hu3fv0Lt3bxgZGeHq1auUxBNClBqtyBNCCCEKLD8/H2FhYWjRogV0dHTkPRxCyqSIbdxGjBgh9vjs2bNo1aoVGjRoIHb96NGjlTksQgjhjNrPEUIIIQpMRUUF/fr1w4cPH+Q9FPIdU9Y2bjVr1hT7GDt2LMzNzSWuE0KIsqGt9YR8pxwdHb/p8/jcikkI+TYWFhZITExEo0aN5D0U8p1S1jZu/v7+8h4CIYTwghJ5Qr5TAQEBMDQ0hKWlJeiEDSGKbfny5XBxccHvv/+Otm3bonr16mL3a9SoIaeRke8FtXEjhBDFQmfkCflOzZgxA0FBQTA0NMSkSZPg4OCAWrVqyXtYhJBSFG8RVby4HWOM2kKRSkNt3AghRHFQIk/Id+zz5884evQo/Pz8cOPGDQwcOBCTJ09Gv379qBI2IQrkayudPXr0qKSRkO8dtXH7Pih6O0FCCCXyhJD/9/TpUwQEBCAwMBB5eXn4999/Fa76MCGEEPlbsGAB1q5dK2rjpq+vL+8hERnbvHkz3rx5Aw8PD3kPhRBSBjojTwgBULh1VyAQgDFG23QJIYSIKdnGTVVVFbVr14azs7PYdWrj9t8wY8YMZGZmynsYhJByUPs5Qr5jnz9/RlBQEPr27YumTZsiOjoamzZtQnJyMq3GE0IIEaE2bv8tytpOkBDyP7S1npDv1K+//or9+/dDX18fjo6OsLe3R+3ateU9LEIIIYTwTF1dHdu2bSuznWC/fv3w9u1bPHr0SA6jI4R8C0rkCflOCYVCGBgYwNLSstzCdrRNkhBCCPlvOXz4MMaNG4cDBw6U2k7w1atXCAkJQb169eQ4SkJIeeiMPCHfqfHjx1NlekIIIeQ79NNPP+HDhw8YO3asRDvBly9fUhJPiBKgFXlCCCFESS1atAhpaWnw8/OT91AIIUqI2gkSorxoRZ4QQghRUs+ePUNKSoq8h0EIUVLz58/Hu3fv0Lt3b1E7QUriCVEOtCJPCCGEEELId6RkO8GzZ8+iVatWaNCggdh1qpNDiOKiFXlCCCFEST179gzLli3D9u3b5T0UQogSKdkqcOzYsXIaCSFEWrQiTwghhCipyMhItGnTBvn5+fIeCiGEEEIqkVDeAyCEEEIIIYQQQsi3o0SeEEIIIYQQQghRIpTIE0IIIYQQQgghSoSK3RFCCCEKqmRl6ZI+fPhQOQMhhBBCiEKhRJ4QQghRUCUrS5d2f/z48ZU0GkIIIYQoCqpaTwghhBBCCCGEKBE6I08IIYQQQgghhCgRSuQJIYQQQgghhBAlQok8IYQQQgghhBCiRCiRJ4QQQgghhBBClAgl8oQQQgghhBBCiBKhRJ4QQgghhBBCCFEilMgTQgghhBBCCCFKhBJ5QgghhBBCCCFEiVAiTwghhBBCCCGEKJH/A/+kuyXIyZimAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1000x1000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Combine dataframes\n",
    "df          = pd.merge(lb_df, Kp_df, how='inner', left_index=True, right_index=True)\n",
    "streco      = [s for s in df.columns if s.startswith('E. coli')]\n",
    "pathogens   = [s for s in df.columns if s not in commensal + streco]\n",
    "group       = streco + pathogens + commensal\n",
    "\n",
    "# Define metadata (Gram stain + strain group)\n",
    "gstain  = ['Positive' if s.startswith(('M.', 'S. a', 'E. e', 'E. r', 'L.')) else 'Negative' for s in group]\n",
    "stype   = len(streco) * ['Model'] + len(pathogens) * ['Pathogen'] + len(commensal) * ['Commensal']\n",
    "gmap    = {'Positive': [200/255, 0, 255/255], 'Negative': [255/255, 105/255, 180/255]}\n",
    "tmap    = {'Commensal': [0, 200/255, 200/255], 'Pathogen': [220/255, 0, 0], 'Model': [125/255, 125/255, 125/255]}\n",
    "grcol   = pd.Series(gstain).map(gmap)\n",
    "trcol   = pd.Series(stype).map(tmap)\n",
    "\n",
    "# Generate plot\n",
    "plot    = df[group].corr(method='pearson')\n",
    "kws     = dict(cbar_kws=dict(orientation='horizontal'))\n",
    "cg      = sns.clustermap(plot, row_colors=[grcol, trcol], linewidths=0.5, cmap='Blues', annot=False, **kws)\n",
    "x0, _, _, _ = cg.cbar_pos\n",
    "cg.ax_cbar.set_position([0, 0.9, 0.15, 0.03])\n",
    "cg.ax_cbar.set_title('Pearson correlation')\n",
    "cg.ax_cbar.tick_params(axis='x', length=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above indicates that *K. pneumoniae* predictions are most similar to those in *A. baumannii*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1.4.2 Narrow-spectrum synergies <a class='anchor' id='heading_1_4_2'></a>\n",
    "\n",
    "Here we define narrow-spectrum synergies as drug interactions predicted to be synergistic (prediction < 0) in *K. pneumoniae* strains and antagonistic or additive (prediction > 0) in commensal strains: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Syenrgy criterium based on all predictions across group < -0.2.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define comparison groups\n",
    "g1, g2 = 'Commensal', 'K. pneumoniae'\n",
    "s1, s2 = commensal, Kp_strains\n",
    "\n",
    "# Define narrow-spectrum synergy\n",
    "ix1 = (df[s1] >= 0).all(axis='columns')\n",
    "ix2 = (df[s2] < -0.2).all(axis='columns') # strong synergies\n",
    "if sum(ix1 * ix2 == 1) == 0: \n",
    "    ix2 = (df[s2] < 0).all(axis='columns') # all synergies\n",
    "    if sum(ix1 * ix2 == 1) == 0: \n",
    "        ix2 = (df[s2].mean(axis=1) < -0.2) # strong mean synergy\n",
    "        if sum(ix1 * ix2 == 1) < 10: \n",
    "            ix2 = (df[s2].mean(axis=1) < 0) # mean synergy\n",
    "            print('Synergy criterium based on mean across group < 0.')\n",
    "        else: \n",
    "            print('Synergy criterium based on mean across group < -0.2.')\n",
    "    else: \n",
    "        print('Synergy criterium based on all predictions across group < 0.')\n",
    "else: \n",
    "    print('Syenrgy criterium based on all predictions across group < -0.2.')\n",
    "\n",
    "# Format data for plotting\n",
    "mask = [all(ix) for ix in zip(ix1, ix2)]\n",
    "plot = df.loc[mask][s1 + s2]\n",
    "x = plot[s1].mean(axis=1)\n",
    "y = plot[s2].mean(axis=1)\n",
    "idx = np.argsort(x * y)\n",
    "idx = np.argsort(y)\n",
    "\n",
    "# Generate plots\n",
    "n = 20\n",
    "if len(idx) <= n: \n",
    "    ax = sns.heatmap(plot.iloc[idx], annot=False, cmap='vlag', center=0)\n",
    "    ax.set_title('{} vs. {} (N = {})'.format(g1, g2, len(idx)))\n",
    "else: \n",
    "    ax = sns.heatmap(plot.iloc[idx[:n]], annot=False, cmap='vlag', center=0)\n",
    "    ax.set_title('{} vs. {} (top {} out of {})'.format(g1, g2, n, len(idx)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The plot above indicates that 8 drug interactions have strong narrow-spectrum synergy across *K. pneumoniae* strains."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Predicting outcomes for new drug combinations <a class='anchor' id='heading_2'></a>\n",
    "\n",
    "The TACTIC model is trained on two omics datasets:  \n",
    "\n",
    "1. *E. coli* chemogenomics measured across 324 stressors (Nichols et al., 2011)\n",
    "2. *M. tb* transcriptomics measured across XX stressors (Ma et al., 2019)\n",
    "\n",
    "In the TACTIC study, we predicted outcomes for all pairwise combinations between 86 drugs that were represented in the drug interaction dataset used to train the model. However, the TACTIC model is capable of predicting outcomes between any combination between stressors represented in the input omics datasets. In this example, we show how to generate new predictions involving norepinephrine for two cases:  \n",
    "\n",
    "1. Norepinephrine paired with all 86 drugs that TACTIC is trained on (N = 86)\n",
    "2. Norepinephrine added to all possible 3655 pairs between 86 drugs (N = 3655)  \n",
    "\n",
    "Before we begin, we will update the drug key variables to include norepinephrine: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add norepinephrine to MG1655 and H37Rv drug keys\n",
    "eco_key = ecoli['key'] + [('NE', 'NOREPINEPHRINE-1000')]\n",
    "mtb_key = mtb['key'] + [('NE', 'NOREPINEPHRINE')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For the following analyses, we will predict outcomes across all strains for which we have orthology data. Hence, we will update the `ortho_map` variable to include all orthology data:  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Update orthology maps\n",
    "ortho_map['MG1655'].update(ecoli['map'])\n",
    "ortho_map['H37Rv'].update(mtb['map'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 Determine predictions for 86 new drug pairs (runtime: ~4 minutes) <a class='anchor' id='heading_2_1'></a>\n",
    "\n",
    "Predict outcomes for norepinephrine paired with 86 drugs across 24 strains."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:337: UserWarning: Interaction entries do not match profile names, but key provided\n",
      "  warn('Interaction entries do not match profile names, but key provided')\n",
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:351: UserWarning: Not all feature names are unique. Enforcing unique entries for output\n",
      "  warn('Not all feature names are unique. Enforcing unique entries for output')\n",
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:406: UserWarning: Drug profile information missing for 600 interactions\n",
      "  warn('Drug profile information missing for {} interactions'.format(len(interactions) - len(ixn_list)))\n",
      "Defining INDIGO features: 100%|██████████| 2064/2064 [00:06<00:00, 299.74it/s]\n",
      "Mapping orthologous genes: 100%|██████████| 24/24 [01:44<00:00,  4.33s/it]\n",
      "Defining INDIGO features: 100%|██████████| 2064/2064 [00:10<00:00, 198.83it/s]\n",
      "Mapping orthologous genes: 100%|██████████| 24/24 [01:05<00:00,  2.73s/it]\n"
     ]
    }
   ],
   "source": [
    "# Define drug pairs\n",
    "pairs = [[d, 'NE'] for d in drugs]\n",
    "\n",
    "# Define strains of interest\n",
    "strains = sorted(list(ortho_map['MG1655'].keys()))\n",
    "\n",
    "# Define model inputs\n",
    "i_list = len(strains) * pairs\n",
    "s_list = sorted(len(pairs) * strains)\n",
    "\n",
    "# Define phenotype data\n",
    "p1, p2  = ecoli['omics'].iloc[:, 1:].to_dict('list'), mtb['omics'].iloc[:, 1:].to_dict('list')\n",
    "g1, g2  = ecoli['omics']['Gene'].tolist(), mtb['omics']['Gene'].tolist()\n",
    "\n",
    "# Determine ML features\n",
    "f1      = featurize(i_list, p1, feature_names=g1, key=eco_key, strains=s_list, orthology_map=ortho_map['MG1655'])\n",
    "f2      = featurize(i_list, p2, feature_names=g2, key=mtb_key, strains=s_list, orthology_map=ortho_map['H37Rv'])\n",
    "d1, d2  = f1['feature_df'].to_numpy().transpose(), f2['feature_df'].to_numpy().transpose()\n",
    "\n",
    "# Re-format ML features\n",
    "x1      = np.zeros([d2.shape[0], d1.shape[1]], dtype=d2.dtype)\n",
    "x1[np.array(f1['idx'])] = d1[np.array(f1['idx'])]\n",
    "idx1    = [f in master['df'].index for f in list(f1['feature_df'].index)]\n",
    "idx2    = [f in master['df'].index for f in list(f2['feature_df'].index)]\n",
    "s1, s2  = sparse.csr_matrix(x1[:, np.array(idx1)]), sparse.csr_matrix(d2[:, np.array(idx2)])\n",
    "X       = sparse.hstack((s1, s2))\n",
    "\n",
    "# Determine predictions\n",
    "pair_predictions = model.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x212ed36c3a0>"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x2200 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert prediction data into dataframe\n",
    "ixns    = [', '.join(ixn) for ixn in i_list]\n",
    "pair_df = pd.DataFrame({'Strain': s_list, 'Interaction': ixns, 'Prediction': pair_predictions})\n",
    "pair_df = pair_df.pivot_table(index='Interaction', columns='Strain', sort=False)['Prediction']\n",
    "\n",
    "# Visualize heatmap of predictions\n",
    "sns.clustermap(pair_df, linewidths=0.5, cmap='vlag', center=0, annot=False, figsize=(7, 22))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Determine predictions for 3655 three-way combinations (runtime: ~8 minutes) <a class='anchor' id='heading_2_2'></a>\n",
    "\n",
    "Predict outcomes for norepinephrine combined with 3655 drug pairs across *K. pneumoniae* strains."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 117,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:337: UserWarning: Interaction entries do not match profile names, but key provided\n",
      "  warn('Interaction entries do not match profile names, but key provided')\n",
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:351: UserWarning: Not all feature names are unique. Enforcing unique entries for output\n",
      "  warn('Not all feature names are unique. Enforcing unique entries for output')\n",
      "c:\\Users\\carol\\AppData\\Local\\Programs\\Python\\Python310\\lib\\site-packages\\indigopy\\core.py:406: UserWarning: Drug profile information missing for 10950 interactions\n",
      "  warn('Drug profile information missing for {} interactions'.format(len(interactions) - len(ixn_list)))\n",
      "Defining INDIGO features: 100%|██████████| 21930/21930 [01:50<00:00, 198.16it/s]\n",
      "Mapping orthologous genes: 100%|██████████| 6/6 [00:39<00:00,  6.60s/it]\n",
      "Defining INDIGO features: 100%|██████████| 21930/21930 [03:57<00:00, 92.37it/s] \n",
      "Mapping orthologous genes: 100%|██████████| 6/6 [00:20<00:00,  3.38s/it]\n"
     ]
    }
   ],
   "source": [
    "# Define drug combinations\n",
    "combos = []\n",
    "for k in range(2, 3):\n",
    "    combos.extend(combinations(drugs, k))\n",
    "combos = [list(i) for i in combos]\n",
    "for ixn in combos: \n",
    "    ixn.append('NE')\n",
    "\n",
    "# Define model inputs\n",
    "i_list = len(Kp_strains) * combos\n",
    "s_list = sorted(len(combos) * Kp_strains)\n",
    "\n",
    "# Define phenotype data\n",
    "p1, p2  = ecoli['omics'].iloc[:, 1:].to_dict('list'), mtb['omics'].iloc[:, 1:].to_dict('list')\n",
    "g1, g2  = ecoli['omics']['Gene'].tolist(), mtb['omics']['Gene'].tolist()\n",
    "\n",
    "# Determine ML features\n",
    "f1      = featurize(i_list, p1, feature_names=g1, key=eco_key, strains=s_list, orthology_map=ortho_map['MG1655'])\n",
    "f2      = featurize(i_list, p2, feature_names=g2, key=mtb_key, strains=s_list, orthology_map=ortho_map['H37Rv'])\n",
    "d1, d2  = f1['feature_df'].to_numpy().transpose(), f2['feature_df'].to_numpy().transpose()\n",
    "\n",
    "# Re-format ML features\n",
    "x1      = np.zeros([d2.shape[0], d1.shape[1]], dtype=d2.dtype)\n",
    "x1[np.array(f1['idx'])] = d1[np.array(f1['idx'])]\n",
    "idx1    = [f in master['df'].index for f in list(f1['feature_df'].index)]\n",
    "idx2    = [f in master['df'].index for f in list(f2['feature_df'].index)]\n",
    "s1, s2  = sparse.csr_matrix(x1[:, np.array(idx1)]), sparse.csr_matrix(d2[:, np.array(idx2)])\n",
    "X       = sparse.hstack((s1, s2))\n",
    "\n",
    "# Determine predictions\n",
    "combo_predictions = model.predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Top 50 synergistic predictions')"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x1500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Convert prediction data into dataframe\n",
    "ixns     = [', '.join(ixn) for ixn in i_list]\n",
    "combo_df = pd.DataFrame({'Strain': s_list, 'Interaction': ixns, 'Prediction': combo_predictions})\n",
    "combo_df = combo_df.pivot_table(index='Interaction', columns='Strain', sort=False)['Prediction']\n",
    "\n",
    "# Visualize top synergistic predictions\n",
    "x, n = combo_df.mean(axis=1), 50\n",
    "idx = np.argsort(x)\n",
    "fig, ax = plt.subplots(nrows=1, ncols=1, figsize=(7, 15), constrained_layout=True)\n",
    "sns.heatmap(combo_df.iloc[idx[:n]], annot=False, cmap='vlag', center=0, ax=ax)\n",
    "ax.set_title('Top {} synergistic predictions'.format(n))"
   ]
  }
 ],
 "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": "3.10.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}