1137 lines (1136 with data), 988.2 kB

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b40d186e-f28b-4907-a133-66bde52dc733",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "64f54498-96d0-4503-98b7-3336bc648bca",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ccefeee7-0754-4768-b166-06b0c01f8a96",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "48e6df07-caf8-4346-b324-fe27f9866879",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-03-24 14:47:45.330 | WARNING  | pyMultiOmics.reactome:get_neo4j_driver:14 - Using a default neo4j server: bolt://localhost:7687\n",
      "2022-03-24 14:47:45.330 | WARNING  | pyMultiOmics.reactome:get_neo4j_driver:19 - Using a default neo4j username or password: neo4j\n",
      "2022-03-24 14:47:45.331 | INFO     | pyMultiOmics.reactome:get_neo4j_driver:24 - Created graph database driver for bolt://localhost:7687 (neo4j)\n"
     ]
    }
   ],
   "source": [
    "sys.path.append('..')\n",
    "\n",
    "from pyMultiOmics.constants import GENES, PROTEINS, COMPOUNDS\n",
    "from pyMultiOmics.base import SingleOmicsData, MultiOmicsData\n",
    "from pyMultiOmics.common import set_log_level_info, set_log_level_debug, download_file, extract_zip_file\n",
    "from pyMultiOmics.mofax import MofaPipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e58edfb9-0420-475a-8683-5c091a56fc65",
   "metadata": {},
   "outputs": [],
   "source": [
    "import mofax as mfx"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "35165d27-febe-4b81-9cc6-5ca8449f63dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import seaborn as sns\n",
    "from matplotlib import rcParams\n",
    "rcParams['figure.dpi'] = 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "efe20a95-716f-4af9-a4bf-3459bf2ad1a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# from mofapy2.run.entry_point import entry_point\n",
    "# import pandas as pd\n",
    "# import io\n",
    "# import requests # to download the online data\n",
    "# import numpy as np\n",
    "# import matplotlib.pyplot as plt\n",
    "# import h5py\n",
    "\n",
    "# import seaborn as sns\n",
    "# from matplotlib import rcParams\n",
    "# rcParams['figure.dpi'] = 200\n",
    "\n",
    "# from typing import Union"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e4656e96-fadf-4f69-bdfa-c7dd19a16f9c",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Load the multi-omics COVID-19 data from [1]\n",
    "\n",
    "[1] [Overmyer, Katherine A., et al. \"Large-scale multi-omic analysis of COVID-19 severity.\" Cell systems 12.1 (2021): 23-40.](https://www.sciencedirect.com/science/article/pii/S2405471220303719)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "df751c38-6300-4a7f-ad7b-4f353be6d61d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-03-24 14:47:47.055 | INFO     | pyMultiOmics.common:download_file:59 - Downloading covid19_multiomics_data.zip\n",
      "2.36kKB [00:00, 12.1kKB/s]                                                                                              \n",
      "2022-03-24 14:47:47.297 | INFO     | pyMultiOmics.common:extract_zip_file:71 - Extracting covid19_multiomics_data.zip\n",
      "100%|██████████████████████████████████████████████████████████████████████████████████| 14/14 [00:00<00:00, 185.08it/s]\n",
      "2022-03-24 14:47:47.379 | INFO     | pyMultiOmics.common:extract_zip_file:77 - Deleting covid19_multiomics_data.zip\n"
     ]
    }
   ],
   "source": [
    "url = 'https://github.com/glasgowcompbio/pyMultiOmics-data/raw/main/covid19_multiomics_data.zip'\n",
    "out_file = download_file(url)\n",
    "extract_zip_file(out_file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "115e29be-b17e-48af-9045-534c227f7063",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/joewandy/Work/git/pyMultiOmics/notebooks/covid19_multiomics_data'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DATA_FOLDER = os.path.abspath(os.path.join('covid19_multiomics_data'))\n",
    "DATA_FOLDER"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b55eb42-5c6b-4c68-8556-91a3250b9af1",
   "metadata": {},
   "source": [
    "### Read the individual dataframes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "12766c2d-dd98-46e8-9be1-374dad9fc6e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "transcript_df = pd.read_csv(os.path.join(DATA_FOLDER, 'covid_genes_include_p.csv'), index_col='Identifier')\n",
    "transcript_design = pd.read_csv(os.path.join(DATA_FOLDER, 'covid_genes_design.csv'), index_col='sample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "1e06d282-e1b8-481f-85c1-a39d369ce9dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "protein_df = pd.read_csv(os.path.join(DATA_FOLDER, 'covid_protein_include_p.csv'), index_col='Identifier')\n",
    "protein_design = pd.read_csv(os.path.join(DATA_FOLDER, 'covid_protein_design.csv'), index_col='sample')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "28e2cb9a-33a4-4f2d-9af1-5f5579843fb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "compound_df = pd.read_csv(os.path.join(DATA_FOLDER, 'covid_compounds_include_p.csv'), index_col='Identifier')\n",
    "compound_design = pd.read_csv(os.path.join(DATA_FOLDER, 'covid_compounds_design.csv'), index_col='sample')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "586ecd66-873f-4206-a409-0c91ede913f1",
   "metadata": {},
   "source": [
    "### Create single omics data container objects"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b186eb4-96b5-4f19-bdeb-6810ee59a8f6",
   "metadata": {},
   "source": [
    "Some data cleaning is done upon loading in `SingleOmicsData`:\n",
    "- Duplicate values are removed from the rows and columns\n",
    "- Duplicate sample names are removed\n",
    "- Measurements with missing metadata are removed\n",
    "- Metadata with missing measurements are removed too"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "31e39c15-8b5d-4423-9a30-d645ed7a7b53",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-03-24 14:47:47.738 | WARNING  | pyMultiOmics.base:_keep_common_samples:126 - Dropped 4 columns from sample metadata due to missing measurements\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "genes data with (13028, 125) measurements"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "transcript_data = SingleOmicsData(GENES, transcript_df, transcript_design)\n",
    "transcript_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6857bbbd-ee18-4d4e-8acc-e32698259da6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "proteins data with (1499, 129) measurements"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protein_data = SingleOmicsData(PROTEINS, protein_df, protein_design)\n",
    "protein_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "329c2c72-de87-4adb-a3b5-a94b142f8763",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "compounds data with (46, 129) measurements"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "compound_data = SingleOmicsData(COMPOUNDS, compound_df, compound_design)\n",
    "compound_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "f6971ef0-926f-40d7-ab5f-a250840c59c5",
   "metadata": {},
   "outputs": [],
   "source": [
    "publication = 'Overmyer, Katherine A., et al. \"Large-scale multi-omic analysis of COVID-19 severity.\" Cell systems 12.1 (2021): 23-40.'\n",
    "url = 'https://www.sciencedirect.com/science/article/pii/S2405471220303719'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "03851b66-7cc7-4253-9024-0da56efcd301",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Multi-omics data container\n",
       "- publication: Overmyer, Katherine A., et al. \"Large-scale multi-omic analysis of COVID-19 severity.\" Cell systems 12.1 (2021): 23-40.\n",
       "- URL: https://www.sciencedirect.com/science/article/pii/S2405471220303719\n",
       "- Views: 3 modalities\n",
       "\t - genes data with (13028, 125) measurements\n",
       "\t - proteins data with (1499, 129) measurements\n",
       "\t - compounds data with (46, 129) measurements"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mo = MultiOmicsData(publication=publication, url=url)\n",
    "mo.add_data([transcript_data, protein_data, compound_data])\n",
    "mo"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81f4b17a-56cd-4dde-b799-e99ed611613e",
   "metadata": {},
   "source": [
    "### Run MOFA+"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "7151bb82-f997-4840-85bf-4f98287df593",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>feature</th>\n",
       "      <th>sample</th>\n",
       "      <th>value</th>\n",
       "      <th>view</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>ENSG00000121410</td>\n",
       "      <td>sample_1</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>genes</td>\n",
       "      <td>covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>ENSG00000175899</td>\n",
       "      <td>sample_1</td>\n",
       "      <td>3.700000</td>\n",
       "      <td>genes</td>\n",
       "      <td>covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>ENSG00000094914</td>\n",
       "      <td>sample_1</td>\n",
       "      <td>8.700000</td>\n",
       "      <td>genes</td>\n",
       "      <td>covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>ENSG00000081760</td>\n",
       "      <td>sample_1</td>\n",
       "      <td>7.400000</td>\n",
       "      <td>genes</td>\n",
       "      <td>covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ENSG00000103591</td>\n",
       "      <td>sample_1</td>\n",
       "      <td>9.800000</td>\n",
       "      <td>genes</td>\n",
       "      <td>covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5929</th>\n",
       "      <td>C00328</td>\n",
       "      <td>sample_129</td>\n",
       "      <td>17.797765</td>\n",
       "      <td>compounds</td>\n",
       "      <td>non_covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5930</th>\n",
       "      <td>C00078</td>\n",
       "      <td>sample_129</td>\n",
       "      <td>20.894226</td>\n",
       "      <td>compounds</td>\n",
       "      <td>non_covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5931</th>\n",
       "      <td>C01530</td>\n",
       "      <td>sample_129</td>\n",
       "      <td>19.733793</td>\n",
       "      <td>compounds</td>\n",
       "      <td>non_covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5932</th>\n",
       "      <td>C02067</td>\n",
       "      <td>sample_129</td>\n",
       "      <td>20.978160</td>\n",
       "      <td>compounds</td>\n",
       "      <td>non_covid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5933</th>\n",
       "      <td>C00187</td>\n",
       "      <td>sample_129</td>\n",
       "      <td>16.472796</td>\n",
       "      <td>compounds</td>\n",
       "      <td>non_covid</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1827805 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              feature      sample      value       view      group\n",
       "0     ENSG00000121410    sample_1   4.500000      genes      covid\n",
       "1     ENSG00000175899    sample_1   3.700000      genes      covid\n",
       "2     ENSG00000094914    sample_1   8.700000      genes      covid\n",
       "3     ENSG00000081760    sample_1   7.400000      genes      covid\n",
       "4     ENSG00000103591    sample_1   9.800000      genes      covid\n",
       "...               ...         ...        ...        ...        ...\n",
       "5929           C00328  sample_129  17.797765  compounds  non_covid\n",
       "5930           C00078  sample_129  20.894226  compounds  non_covid\n",
       "5931           C01530  sample_129  19.733793  compounds  non_covid\n",
       "5932           C02067  sample_129  20.978160  compounds  non_covid\n",
       "5933           C00187  sample_129  16.472796  compounds  non_covid\n",
       "\n",
       "[1827805 rows x 5 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mo.to_mofa()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c95252ed-2f1e-48e9-98cc-2ef222acd0d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/Users/joewandy/Work/git/pyMultiOmics/notebooks/covid19_multiomics_data/mofa_data.hdf5'"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "file_path = DATA_FOLDER + '/mofa_data.hdf5'\n",
    "file_path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "375dac8b-f63a-4f69-a520-38d7c9db5b29",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "        #########################################################\n",
      "        ###           __  __  ____  ______                    ### \n",
      "        ###          |  \\/  |/ __ \\|  ____/\\    _             ### \n",
      "        ###          | \\  / | |  | | |__ /  \\ _| |_           ### \n",
      "        ###          | |\\/| | |  | |  __/ /\\ \\_   _|          ###\n",
      "        ###          | |  | | |__| | | / ____ \\|_|            ###\n",
      "        ###          |_|  |_|\\____/|_|/_/    \\_\\              ###\n",
      "        ###                                                   ### \n",
      "        ######################################################### \n",
      "       \n",
      " \n",
      "        \n",
      "\n",
      "\n",
      "Loaded group='covid' view='compounds' with N=102 samples and D=46 features...\n",
      "Loaded group='covid' view='genes' with N=102 samples and D=13028 features...\n",
      "Loaded group='covid' view='proteins' with N=102 samples and D=1499 features...\n",
      "Loaded group='non_covid' view='compounds' with N=27 samples and D=46 features...\n",
      "Loaded group='non_covid' view='genes' with N=23 samples and D=13028 features...\n",
      "Loaded group='non_covid' view='proteins' with N=27 samples and D=1499 features...\n",
      "\n",
      "\n",
      "Model options:\n",
      "- Automatic Relevance Determination prior on the factors: True\n",
      "- Automatic Relevance Determination prior on the weights: True\n",
      "- Spike-and-slab prior on the factors: False\n",
      "- Spike-and-slab prior on the weights: True\n",
      "Likelihoods:\n",
      "- View 0 (compounds): gaussian\n",
      "- View 1 (genes): gaussian\n",
      "- View 2 (proteins): gaussian\n",
      "\n",
      "\n",
      "\n",
      "\n",
      "######################################\n",
      "## Training the model with seed 42 ##\n",
      "######################################\n",
      "\n",
      "\n",
      "ELBO before training: -14012530.89 \n",
      "\n",
      "Iteration 1: time=0.14, ELBO=-2127628.56, deltaELBO=11884902.328 (84.81624356%), Factors=10\n",
      "Iteration 2: time=0.13, ELBO=-1575586.07, deltaELBO=552042.495 (3.93963445%), Factors=10\n",
      "Iteration 3: time=0.13, ELBO=-1452044.91, deltaELBO=123541.157 (0.88164770%), Factors=10\n",
      "Iteration 4: time=0.13, ELBO=-1406380.30, deltaELBO=45664.610 (0.32588410%), Factors=10\n",
      "Iteration 5: time=0.14, ELBO=-1374144.60, deltaELBO=32235.701 (0.23004910%), Factors=10\n",
      "Iteration 6: time=0.14, ELBO=-1347640.19, deltaELBO=26504.412 (0.18914793%), Factors=10\n",
      "Iteration 7: time=0.13, ELBO=-1325528.13, deltaELBO=22112.057 (0.15780202%), Factors=10\n",
      "Iteration 8: time=0.14, ELBO=-1307668.43, deltaELBO=17859.695 (0.12745517%), Factors=10\n",
      "Iteration 9: time=0.16, ELBO=-1294024.62, deltaELBO=13643.817 (0.09736869%), Factors=10\n",
      "Iteration 10: time=0.13, ELBO=-1283913.13, deltaELBO=10111.488 (0.07216033%), Factors=10\n",
      "Iteration 11: time=0.12, ELBO=-1276395.23, deltaELBO=7517.900 (0.05365126%), Factors=10\n",
      "Iteration 12: time=0.12, ELBO=-1270792.60, deltaELBO=5602.627 (0.03998297%), Factors=10\n",
      "Iteration 13: time=0.13, ELBO=-1266596.84, deltaELBO=4195.760 (0.02994291%), Factors=10\n",
      "Iteration 14: time=0.16, ELBO=-1263417.24, deltaELBO=3179.604 (0.02269115%), Factors=10\n",
      "Iteration 15: time=0.13, ELBO=-1260987.39, deltaELBO=2429.847 (0.01734053%), Factors=10\n",
      "Iteration 16: time=0.13, ELBO=-1259105.21, deltaELBO=1882.183 (0.01343214%), Factors=10\n",
      "Iteration 17: time=0.13, ELBO=-1257573.89, deltaELBO=1531.323 (0.01092824%), Factors=10\n",
      "Iteration 18: time=0.15, ELBO=-1256237.86, deltaELBO=1336.023 (0.00953449%), Factors=10\n",
      "Iteration 19: time=0.17, ELBO=-1255009.59, deltaELBO=1228.270 (0.00876551%), Factors=10\n",
      "Iteration 20: time=0.13, ELBO=-1253857.98, deltaELBO=1151.611 (0.00821844%), Factors=10\n",
      "Iteration 21: time=0.13, ELBO=-1252787.39, deltaELBO=1070.590 (0.00764023%), Factors=10\n",
      "Iteration 22: time=0.13, ELBO=-1251816.78, deltaELBO=970.610 (0.00692673%), Factors=10\n",
      "Iteration 23: time=0.13, ELBO=-1250965.13, deltaELBO=851.647 (0.00607776%), Factors=10\n",
      "Iteration 24: time=0.13, ELBO=-1250244.04, deltaELBO=721.099 (0.00514610%), Factors=10\n",
      "Iteration 25: time=0.13, ELBO=-1249650.49, deltaELBO=593.543 (0.00423580%), Factors=10\n",
      "Iteration 26: time=0.13, ELBO=-1249169.41, deltaELBO=481.083 (0.00343323%), Factors=10\n",
      "Iteration 27: time=0.13, ELBO=-1248781.31, deltaELBO=388.101 (0.00276967%), Factors=10\n",
      "Iteration 28: time=0.12, ELBO=-1248466.98, deltaELBO=314.333 (0.00224323%), Factors=10\n",
      "Iteration 29: time=0.13, ELBO=-1248209.40, deltaELBO=257.576 (0.00183818%), Factors=10\n",
      "Iteration 30: time=0.13, ELBO=-1247994.71, deltaELBO=214.693 (0.00153215%), Factors=10\n",
      "Iteration 31: time=0.13, ELBO=-1247812.22, deltaELBO=182.491 (0.00130234%), Factors=10\n",
      "Iteration 32: time=0.12, ELBO=-1247653.93, deltaELBO=158.290 (0.00112963%), Factors=10\n",
      "Iteration 33: time=0.13, ELBO=-1247513.91, deltaELBO=140.016 (0.00099922%), Factors=10\n",
      "Iteration 34: time=0.13, ELBO=-1247387.82, deltaELBO=126.093 (0.00089986%), Factors=10\n",
      "Iteration 35: time=0.13, ELBO=-1247272.47, deltaELBO=115.351 (0.00082320%), Factors=10\n",
      "Iteration 36: time=0.13, ELBO=-1247165.54, deltaELBO=106.927 (0.00076308%), Factors=10\n",
      "Iteration 37: time=0.14, ELBO=-1247065.34, deltaELBO=100.198 (0.00071506%), Factors=10\n",
      "Iteration 38: time=0.14, ELBO=-1246970.62, deltaELBO=94.720 (0.00067597%), Factors=10\n",
      "Iteration 39: time=0.15, ELBO=-1246880.44, deltaELBO=90.182 (0.00064358%), Factors=10\n",
      "Iteration 40: time=0.15, ELBO=-1246794.08, deltaELBO=86.362 (0.00061632%), Factors=10\n",
      "Iteration 41: time=0.13, ELBO=-1246710.97, deltaELBO=83.103 (0.00059306%), Factors=10\n",
      "Iteration 42: time=0.13, ELBO=-1246630.68, deltaELBO=80.292 (0.00057300%), Factors=10\n",
      "Iteration 43: time=0.12, ELBO=-1246552.84, deltaELBO=77.847 (0.00055555%), Factors=10\n",
      "Iteration 44: time=0.13, ELBO=-1246477.13, deltaELBO=75.703 (0.00054025%), Factors=10\n",
      "Iteration 45: time=0.13, ELBO=-1246403.32, deltaELBO=73.808 (0.00052673%), Factors=10\n",
      "Iteration 46: time=0.13, ELBO=-1246331.21, deltaELBO=72.118 (0.00051467%), Factors=10\n",
      "Iteration 47: time=0.13, ELBO=-1246260.61, deltaELBO=70.594 (0.00050379%), Factors=10\n",
      "Iteration 48: time=0.13, ELBO=-1246191.41, deltaELBO=69.198 (0.00049383%), Factors=10\n",
      "Iteration 49: time=0.14, ELBO=-1246123.51, deltaELBO=67.901 (0.00048458%), Factors=10\n",
      "\n",
      "Converged!\n",
      "\n",
      "\n",
      "\n",
      "#######################\n",
      "## Training finished ##\n",
      "#######################\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "m = MofaPipeline(mo, file_path)\n",
    "m.set_data()\n",
    "m.training()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "02330983-9ef8-49ac-a094-ce64f05b4a62",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Warning: Output file /Users/joewandy/Work/git/pyMultiOmics/notebooks/covid19_multiomics_data/mofa_data.hdf5 already exists, it will be replaced\n",
      "Saving model in /Users/joewandy/Work/git/pyMultiOmics/notebooks/covid19_multiomics_data/mofa_data.hdf5...\n"
     ]
    }
   ],
   "source": [
    "m.save_model()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f7dacd72-aa76-402d-8497-19f0973a16ad",
   "metadata": {},
   "outputs": [],
   "source": [
    "m.build_mofa()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "857c104e-c11b-4702-a443-645fe66bac75",
   "metadata": {},
   "source": [
    "## Demonstration of plotting features in mofax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "d368a242-890e-4be8-b047-9b4d3d7ff116",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "m.plot_top_features(factors = 0, views = 'proteins', n_features = 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "23751d86-f5b3-4b66-8d82-0ee6edb57bae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfx.plot_factors_correlation(m.mofa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d648bf50-fec4-4bf3-983a-72dc206cb50f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2200x1800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfx.plot_weights_correlation(m.mofa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "cda48979-d54b-4780-a63a-7b73cc19d532",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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yPzTjPn9ihGxnaZNhd1Fpem3X9fjaedazbcf2dSMe01muux3dNjZzazEyvVaPWG7Q6xr3fepV51JYiPez87XP573sqapeTDPt+1e7du0APIlmPJaLknw4ya4jnleaddt2PV6In7leGQgbY9iXrgtxnRm3jdDVzrbb/lNpJmnoHobgzjTjbB4LXJbkXUlutwBtkDTcQtyXdbt+hPoW+553FAt+rZunBbnfrqoPAQ+iGZ6kc0znrWi+1Phn4Jwk5yTZr0cV0ibHIJs0va7petz9h9moOoNzo46l0Fmuux3TaOsRyw16XeO+T73qnI9JXJc7X/t83su+quqTVfVQmm66f0vzB29nl+EAfw58I8kfjHhuaZZ1/+G3ED9znXXuVVXZyGW3jXoF89PZxnPn0cZU1aruSqtxQlXtCdyTppv6CWyY/b2yff5/kgzLlpE0voW4L5uPabjnXZRr3SRV1Xer6qk0mYJPAP4VOIsNM+H+EPhCkr+cQBOlqWKQTZpS7UD+nd/ajTIBQC+d6fV3HfGYzqyiK/uWmh6jvq7Oct2va9z36UZueXPWefMx6reSC/EN6Maaz2vfqPFCqurSqnp/VT2vqu7fHv9q1t+M3h74t42pU5pRv2XDa8PO/QrOSbItg68Nv+rYvlffUpPV2ca7t2PTLaiq+klVvaeqDqmqewB/ALyZ9UMQ3AN4zUKfV9ItzOdeYiHuN6fhnnfRr3WTUlW/q6pTquoVVbUvTc+EQ1jf5XYF8LYkW/WpQtokLJsfemmZ6hyE/pF9Sw3WOXPQqLMVPbRje+BspFNin2EF0ow62zmRRPfr6nyfHpzkViOct/N9+laPSQ86g27bZ8jIt0nuymgTPSy0czu2HzKscPsH/+7jnLCqLqmq1wHP7Xj6MUm26HeMtBy0XRw7B6R+8AiH/SH9Jz2ADX9XPHY+7VoC57J+VuJbM8J1e1xVdUFVvYymO9OcP1vs80oa6b7sXqwfj63Y8D5svhbjnndju12eyxJf6yalDbqdQPM3ytxr3oFl/JqlURhkk6bbZzq2nzvPAMTpHdt7J9lzUOH226e/6nP8tPqzJMMywB5NM2ArNFkk3bNOfZX1Nwg7AgcOqqwNmD2z46lbvE9tNuKv24db02RVDPLUIfsXS+dsXo8fYdyipwELFQz7VMf2ZoBjJmlTcEbH9l+PUP5vhuzv/Dn66yQ7bXSLFllVXc+G18kX9Su7CDrfnzss4XmlTdUzRihzSMf2t6vqN/0KboTOa8zjh10Lk9wReFyf4+es6dgeOhnXhK91E1FVPwO+1/GU11lt0gyySdPtnawfX2JX4N83toKqOh/4YsdTRycZdJPwL8DcTcnvgP/a2HNOwHbA/9dvZxs4fHPHUx/vnmmuqq4GPtDx1JuSDBoA938DcwHLm2n+r3r5n47tQwa0cWfgHwecbzF9Fri03d4aeGO/gkluDxwxrMIko87Q1dmd42bWByWl5ey4ju39khzUr2D7xcihQ+r7MPDjdntr4H1DrvOd9W+bZNSxi8bVeW35iySHjHpg+8dw93Pzuc44y6i0+PZL8rR+O9sstn/oeOpdC3TezwE/a7e3YMB9c/tl6X/QzJoJ8BPg1B5Fr6a5PwHYacRr64Je6yZl1GtskpXAnTqe8jqrTZpBNmmKtd/qvaLjqecl+UAbkLmFJPdPclSSx3TteiWwrt1+OPDh7m/3kmye5EjgJR1PH1FV853VdCndSPPevLk72y/JnYBPAnt0lO03Js8RrA9q/gHw2SR376pvRZIXsuGN2/9tv8XrpTNI+eIkf9FdIMlDaKZA354Nx2paElW1jg27Uz0nyZuSbN5Zrn0vPkuTEdg5w1QvZyU5Kcnju+vpqO++wHs7njqtqm7oVVZaTqrqPOCDHU+dmOQp3eWSPBT4NHArBvzMtT/Dz2f9df5PgC8m+aN+xyTZI8kbgJ8z/zE/N0pVnUkzKcGc97TXmtv3Kp9kiyRPSvJR4BM9ivw8yTuSHNCvi397ff3Pjqc+Pd/2SxrZjcDxSf62e0eSBwOfZ/3kCBcA716Ik7bd8V/Z8dTTk7yzHeaisw3btefsHKT/Fe3x3XXeAPyofbgS6PulSMcxC32tm5Q3JflSkmcm2b5XgXYymfewPsj2O27ZW0TapCzE9MCSFlFVvS3J7jR/QEHTpfAvknyd5pf+GprujXsDu7VlvtBVx1lJXgm8qX3qiTR/nHwBuJgmuHMAzTgKcz4KvHWhX88ieRUwFyA8NMnpwG9oshcOYMOujS+rqu/fogagqn6a5DnA+2n+qN0H+GGSL9F8w7kNTZCyM8j5NeDlA9p2UtuuPWm+Lf1Qkm/SjNlxK5rg395t2VU0GSu73qKWRVZV70lyIM1MnwAvBQ5pPyO/pfkjfH+a3xtfp7kpHtTNbTOabsd/BVyf5Ds0s/39jubzdg+acabmXN+eU9pUvJBmPLbdaK4tJyf5IU3261rgAcCD2rL/BvwF668Nvf4QPDXJ84FjaK4tD6GZTfMCmnGKfgNsBdwR2Iv1GctL7X/R/DH2GJpx5l4K/H37O+0nNNeC29BcIx4AbNke940edW1FM67jc4FrkpxLEzS8jub32X2A+3WUv4LmOitpcb0MOIrmC4RVNDNR3gjcnw3Hx10NHFxVa25RwzxV1QeT7EfT4wDgOcDT2vuZX9Fc+x5J0wtizr9X1YcHVPthmntNaDKFn0mTPfz7L0arqvseZiGvdZMS4GHtsq79HfV91v8+2Zlm7LvOL1Nf2naZlTZZBtmkGVBVL2h/sb2WZhDVuT+geg1SXzQ3Ld11vDnJb2j+WLs1TeDpcd3laDIh/hN4SY+B/KfVOTTfRr6XZkyvW2SE0Nzcvbyq/mNQRVX1gSTX0XRduAPNdfIR7dLtJOA5g24Oq2pt2xXsVGAuK+6B7fL7YsDraf5/h3ULW0xPp+nGNhc824ENv+WFJgDw5zRBzUE6J33Yiuam+o/7lP0Z8LdV9Z2Naq00w6rq8iSPpMlamJtI5N7t0uldNJkZnWNlds9kPFfnO5P8GDiW9bOM3ovBM45+jyXspl1VNyR5PE1G8Utoslk2pxl8/KF9DruJ5guNbtcCcxkq29F8CdLPt4G/qqrL5tNuSaOrqv9ox3f9Z5og0j16FPsl8PSq6vWzPe75/y7JL4F/ornf3Y7ek56sAV5bVW8YUuW/0mSw3Y/mS8TH9yizQZBtga91k9L5u+ZWNK//fgPKvqSq+g2fIm0yDLJJM6KqjkryPppxvR5L80tuLvPsSuAHNF0OP1BVF/Sp491JPk7zrf+f0nSJvB3NL8aLaQJB7+mX6TXNquoTSfYAngc8gWZa+C2AS2i6OP5nVf1wxLo+leSewLPauu5P815fD1xGkyn43qo6u38tG9T3s7ZtL6QJUP1B27bLgC8Bx8zVlcETkC6qqroR+Jsk76X5jOxD87qvAn5I0/X1hKq6cYR27kUTBH4ETbbOvYE709xkrqa5uT6XJsDwQbuJalPUXhseSJNp8XSa6/q2wC9oMkbfWVWfB+joqlM0GaH96vxCkvvQ/EF4IM3P4R1pvlxZTZPJcT7NZC+fqapzF/6VDTbXRT3J0cDBNBPTzP1O24zm9V1EMwvrF4BPd4+j2bo9sB9Nlu0f0QQT70CTEbKa5vr/DZoslE/06gomaXFU1aokn6HJ6Ho4zT3ATTRZXB+luS+7ehHP/7okJ9JcXx9Lk5F/W5ox1n5Kc2/4rqr6+Qh1/a7t5vp8mt4g923rGjg+2wJe6yaiql6Y5G007X4Izf3wXWmClmtp7g+/RzMW3olVdfmk2ipNk8xOoookrZfkDJo/rAAeUVVnTK41krR42kHC58YE+mFV3WeS7ZGkbkl+/0dlVU3uG0NJmjAnPpAkSZpuT+3Y/vrEWiFJkqSBDLJJkiRNqSS7suFYPydNqi2SJEkazCCbJEnSBCT5QJK/SLJFn/2PBb5MM/YPNOP2/L8lap4kSZI2khMfSJIkTcYf03QFvSbJN4ELaWa7uz3NhCF37Sh7HXCwg/dLkiRNL4NskiRJk7UdzUQu+/fZ/1PgqZOYCVSSJEmjM8gmSZI0GY8A/hx4OHB3YAeaLLYbgSuAbwCfAv6rqm6aVCMlSZI0mlTV8FKSJEmSJEmS+nLiA0mSJEmSJGlMBtkkSZIkSZKkMRlkkyRJkiRJksZkkE2SJEmSJEkak0E2SZIkSZIkaUwG2SRJkiRJkqQxGWSTJEmSJEmSxmSQTZIkSZIkSRrTykk3QFpqq2+smnQbNN1WrMikm6Apt+VKluWH5Orr13l91ECbr/T7WQ229WZZltdHgDVr8Ropad6W6/2jNuSdkiRJkiRJkjQmg2ySJEmSJEnSmAyySZIkSZIkSWMyyCZJkiRJkiSNySCbJEmSJEmSNCaDbJIkSZIkSdKYDLJJkiRJkiRJYzLIJkmSJEmSJI3JIJskSZIkSZI0JoNskiRJkiRJ0pgMskmSJEmSJEljMsgmSZIkSZIkjckgmyRJkiRJkjQmg2ySJEmSJEnSmAyySZIkSZIkSWMyyCZJkiRJkiSNySCbJEmSJEmSNKZNNsiW5IAktRHLIZNu87RLslOSJyR5bZLPJLmy4/07fh71PS7JR5JckuSGdv2RJI9bhOZLkiRJkiTN28pJN0CjawNVzwQuqqrdJtuann61EJUkCfB24LCuXXcBDgIOSvIO4HlVVQtxTkmSJEmSpHEYZGscA7xtSJlLlqIhy8jFwA+Ax8zj2NexPsD2LeBfgZ8A9wBeDuzd7r8C+KexWypJkiRJkjQmg2yNy6vqvEk3Yhl4LfB14OtV9askuwE/25gKktyTJpAGcA6wX1Vd3z7+epJPAGcCDwJekeS4qvrJgrRekiRJkiRpnjbZMdm08KrqNVX1qaoap9voi1gf/H1hR4Bt7hyrgRe2D1cC/zDGuSRJkiRJkhaEQbaNkGSbJE9L8q4k5yb5bZKbklyR5MwkL02y7Yh1bZfkJUlOT/LLdmD/y5KcneSNSR7YUXZVkqIZjw1g116TM/Q5z25J3prke0muSbI6yQVJjk3ygCFtnKt7Vfv4kUlOTnJx+7ovHOW1jqodi+1J7cPzq+prvcq1z/+wffjk9jhJkiRJkqSJsbvoxjkF2L/H8zsA+7XLC5I8vqrO71dJkkcDJ7XHdbpTuzyYpsvkWMGjJAcD7wC26Np1z3Z5dpJXV9UbRqjrSODwcdozgrvRTG4ATZfQQc4E7g3sDOzGRnZLlSRJkiRJWkgG2TbOSuC7wCdoxgu7jCYQtivNrJdPpQkUfSzJXlW1pruCJI8APtPWtQ44Efg48HNgS+B+wJ8CT+w47G3Ah2gmBHhSe97HDmpokgOB49v2XQu8BTgVWAvsC/wjTZDv9UmurqpjBlR3ELBH+9rfCpwHbAXsNagN83Dfju2+Qcoe+++LQTZJkiRJkjRBBtkaOyXZfcD+y6vqcuDQqrqgx/6zgQ8meTfwWZoMq78B3t1ZKMlWwPtp3vfVwIFVdUZXXV8F3pVkl7kn2nNfnuTq9qmbBk3UkGQz4FjWB9geXlXndhT5WpIPA2fRZM69OcnJVXVlnyr3AE5r23tDx/Nf7NeGedqlY3vYbK4X9zlOkiRJkiRpyTkmW+P5NFla/ZYXAPQJsP1eVZ1Kk+UG8OQeRQ6mCWoBvKpHgK2zrov77RvBQazvdnlkV4Btrv6LgJe1D7cGDh1Q383Ac7oCbIthu47ta4eUva5je6Rx8CRJkiRJkhaLQbYxJNkxyb2S7D63AFe0u/fscciB7Xo1zVhpi+XR7bqA9wwodzLw265jevlKVV24AO0aZsuO7RuHlO0M+G21CG2RJEmSJEkamd1FG0dU1apRCiZ5KPD3NEGp2w0o2j2pAcDe7fqcqlq9US3cOHNdXy9su5r2VFU3JvkWcEDHMb18ZwHbNkjnGHabDynbOZnD9YvQFkmSJEmSpJEZZNsISVYBrxmxeK/sqrnA2y8WpEH9zQX/fjVC2V92HdPLb8Zrzsiu6dge1gV0m47tYV1LJUmSJEmSFpXdRUeU5FGsD7D9lGactj2A2wIrqypVFeBfRqiuFqWR8ztPRiizbtyGjKhzsoOdh5TtnOxgnPHrJEmSJEmSxmYm2+ie266vBvYZ0A1z+wF1XEkTPLrzArarl1+36zuOUPYOXcdM0vc7tu8zpGzn/h8sQlskSZIkSZJGZibb6O7frk8fNM4Z8KAB+745VybJ1vNow6gZcOe1692S7NSvUJLNWD9O3Hn9yi2hnwGXtdv7Dym7X7u+FLhwsRokSZIkSZI0CoNso5vL+usbHEuyF/CQAXV8sqOOw+bRhrmJAbYYWApOnWsS8KwB5Z4C3KbrmImpqgI+3j68T5Ke72X7/Fwm28fb4yRJkiRJkibGINvoLmjXD0ty9+6dSXYE3jekjvfRZF4BHJmkb7ZWkl5jks1NmLBTku0GnOejrM8IOzzJnj3q3wV4c/twNXDcoIYvoX8H1rbbRyfZYAKJ9vHR7cO1bXlJkiRJkqSJcky20b0XeCLNrJdnJnkj8A2abLF9gRfTjIF2FrBPrwqqak2SZwCfo8lmOy3JiTRBsUtoMtTuDTweeBK3zFj7arteAbw9ydHAVbTdSKvqx+36piSH0WTObQd8OcmbgNNoAlP7Aq8E5rqSvrSqrpzf27JekocB9+x4aoeO7XsmOaSzfFUd311HVf0oyZvb9j0I+Er7Xv8EuAfwCtZ3cX1TVV3QXYckSZIkSdJSy6ba0y7JAcAX2odHVNWqEY55D3Bon93rgJfQTHzwGoB2ttFe9TwWOInBkyTc4vgkK4Cv0KdLao/yzwSOpX/30nXAq6vqDX3aOffhGPX9OR545rBy/drbUc8K4J0M7ur6buCwqrp51PPNWX3jJvqh18hWrBhl0l1tyrZcOdLMzDPn6uvXeX3UQJuvtBOEBtt6syzL6yPAmrUjj48sSbewXO8ftSHvlDZCVT0LeAbwJeAa4AbgIuBEYN+qOmrEej4L3B04nCY77SrgJpqupGcDrwce0OO4m4HHAK8Dvg1cy4DJEKrqBJqxy46imYHzOuB6mqywdwJ79wuwTVJV3VxVzwYOpBmj7TLgxnb9ceDxVfWc+QTYJEmSJEmSFsMmm8mmTZeZbBrGTDYNs1y/iTSTTcOYyaZhzGSTpN6W6/2jNuSdkiRJkiRJkjQmg2ySJEmSJEnSmAyySZIkSZIkSWMyyCZJkiRJkiSNySCbJEmSJEmSNCaDbJIkSZIkSdKYDLJJkiRJkiRJYzLIJkmSJEmSJI3JIJskSZIkSZI0JoNskiRJkiRJ0pgMskmSJEmSJEljMsgmSZIkSZIkjckgmyRJkiRJkjQmg2ySJEmSJEnSmAyySZIkSZIkSWMyyCZJkiRJkiSNySCbJEmSJEmSNCaDbJIkSZIkSdKYDLJJkiRJkiRJYzLIJkmSJEmSJI3JIJskSZIkSZI0ppWTboC01JJMugmaclWTboE0Gbfy+qghbr550i2QJEmaXmaySZIkSZIkSWMyyCZJkiRJkiSNySCbJEmSJEmSNCaDbJIkSZIkSdKYDLJJkiRJkiRJYzLIJkmSJEmSJI3JIJskSZIkSZI0JoNskiRJkiRJ0pgMskmSJEmSJEljMsgmSZIkSZIkjckgmyRJkiRJkjQmg2ySJEmSJEnSmAyySZIkSZIkSWMyyCZJkiRJkiSNySCbJEmSJEmSNCaDbJIkSZIkSdKYDLKNIckBSWojlkMm3eZZkGTLJC9IclqSK5LcmOTSJKckedqk2ydJkiRJktTNINsmJsnxbcDvwkm3pZck9wbOBf4v8EhgB2Az4M7A44H/TvKZJNtMrJGSJEmSJEldVk66AcvIMcDbhpS5ZCkaMquS7Ah8Htilfepk4ATgMpog2zOBvwQeB5wE/NkEmilJkiRJknQLBtkWzuVVdd6kGzHjXsP6ANsRVbWqY9+3gFOSHAH8M/DEJH9eVR9Z4jZKkiRJkiTdgt1FNRWS3Ar4m/bhRcC/9Cn6WuDn7fY/Lna7JEmSJEmSRmGQbYkl2SbJ05K8K8m5SX6b5KZ2gP8zk7w0ybYj1rVdkpckOT3JL5PckOSyJGcneWOSB3aUXZWkaLpcAuzaa3KGPufZLclbk3wvyTVJVie5IMmxSR4wpI1zda9qHz8yyclJLm5f94Vt0XsBt223P19V63rV1z7/+fbhg5LsNvSNkiRJkiRJWmR2F116pwD793h+B2C/dnlBksdX1fn9KknyaJpxyXbo2nWndnkw8HIg4zQ2ycHAO4Atunbds12eneTVVfWGEeo6Eji8z+7bdWz/akhVnfv3Ay4cdm5JkiRJkqTFZJBt6a0Evgt8AjiHZlD/ALsCBwFPBe4GfCzJXlW1pruCJI8APtPWtQ44Efg4TTfKLYH7AX8KPLHjsLcBHwJeBzypPe9jBzU0yYHA8W37rgXeApwKrAX2pemuuQPw+iRXV9UxA6o7CNijfe1vBc4DtgL2avdf11H2NoPa1bX/fkPKSpIkSZIkLbpU9ewhqBEkOQD4Qvtw2Oyil1fV5UnuVVUXDKjz0cBnabryPqeq3t21fyvgJzTZaquBA6vqjD517VJVF3c9dzxNl9GLqmq3Ae3YDPgZcBeaANvDq+rcrjK7Amd1tGXXqrqyq0znB+y0tr039DjfNsBvgM2A71TVngPa9h1grpvqSVX11/3K9nL9TfihlzSWrTYbL0t4Wl2z5mavjxooWZYffS2gbbdYvh+SNWu9h5Q0f1uuXJ73j9qQY7ItnOfTZGn1W14AMCjA1u4/lSbLDeDJPYocTBPUAnhVvwBbW9fF/faN4CCaABvAkd0Btrb+i4CXtQ+3Bg4dUN/NNEHDWwTY2rquownCAeyR5Om9yrXPd44Dt92Ac0qSJEmSJC0Jg2wTlmTHJPdKsvvcAlzR7u6VzXVgu15NM1baYnl0uy7gPQPKnQz8tuuYXr5SVRcOOedraLqiApyQ5J+S3DXJZu36n4ATgBs7jtlqSJ2SJEmSJEmLzjHZFs4RVbVqlIJJHgr8PU1Q6nYDinZPagCwd7s+p6pWb1QLN87u7frCqrq8X6GqujHJt4ADOo7p5TvDTlhV/5Pk2cA7gc2Bf2mXTuuAfwCObh9fM6xeSZIkSZKkxWYm2xJLsgr4Ms0EB4MCbNA7S2su8PaLBWxWL3NtGzbTJ8Avu47p5TejnLSq3kszM+rJbBhAu5mmO+lDgTM2tl5JkiRJkqTFZJBtCSV5FE2XSICf0ozTtgdwW2BlVaWqwi2zt3pZqoFXRznPKAM4rhv5hFXfrqqnAtsDuwD3ArarqkdX1dk079mc749aryRJkiRJ0mKxu+jSem67vhrYZ0A3zO0H1HElsDNw5wVsVy+/btd3HKHsHbqOWRBVtQ64pMeuh3Vsn72Q55QkSZIkSZoPM9mW1v3b9emDxjkDHjRg3zfnyiTZeh5tGDUD7rx2vVuSnfoVSrIZ68eJO69fuYWSZHPgKe3DS4GvLvY5JUmSJEmShjHItrTmMgf7BseS7AU8ZEAdn+yo47B5tGFNu95iSLlT55oEPGtAuacAt+k6ZjH9H2DHdvvtbbabJEmSJEnSRBlkW1oXtOuHJbl7984kOwLvG1LH+2gyuACOTLJ/v4JJdu7x9NyECTsl2W7AeT4KXNZuH55kzx717wK8uX24GjhuUMNHkeSuA/Y9ETiyfXhBx7klSZIkSZImyjHZltZ7gScC2wJnJnkj8A2abLF9gRfTjIF2FrBPrwqqak2SZwCfo8lmOy3JiTRBsUtoMtTuDTweeBK3zFib6165Anh7kqOBq2i7kVbVj9v1TUkOo8mc2w74cpI30czwubZt7yuBua6kL62qK+f3tmzgvCRn0cwu+j3gRmA34C+Bp7VlfgM8rarW9KxBkiRJkiRpiaVqqSapXH6SHAB8oX14RFWtGuGY9wCH9tm9DngJzcQHrwFoZxvtVc9jgZMYPEnCLY5PsgL4Cn26pPYo/0zgWPp3L10HvLqq3tCnnXMfsFHfn2uBbQYU+T7wt1X1rWF19XP9TUs2M6ukZWqrzUaaVXnmXLPmZq+PGihZlh99LaBtt1i+H5I1a72HlDR/W65cnveP2pDdRZdYVT0LeAbwJeAa4AbgIuBEYN+qOmrEej4L3B04nCY77SrgJpqupGcDrwce0OO4m4HHAK8Dvg1cy4DJEKrqBOA+wFHAD4DrgOuBnwDvBPbuF2Cbp+fQdDv9Hs1spTfSvKbPAM8G9honwCZJkiRJkrQYzGTTJsdMNknjMpNNmyoz2TSMmWyS1JuZbJsGM9kkSZIkSZKkMRlkkyRJkiRJksZkkE2SJEmSJEkak0E2SZIkSZIkaUwG2SRJkiRJkqQxGWSTJEmSJEmSxmSQTZIkSZIkSRqTQTZJkiRJkiRpTAbZJEmSJEmSpDEZZJMkSZIkSZLGZJBNkiRJkiRJGpNBNkmSJEmSJGlMBtkkSZIkSZKkMRlkkyRJkiRJksZkkE2SJEmSJEkak0E2SZIkSZIkaUwG2SRJkiRJkqQxGWSTJEmSJEmSxmSQTZIkSZIkSRqTQTZJkiRJkiRpTAbZJEmSJEmSpDGtnHQDpKWWTLoFkjSd1t5ck26CptzmK/0lKkmS1I+ZbJIkSZIkSdKYDLJJkiRJkiRJYzLIJkmSJEmSJI3JIJskSZIkSZI0JoNskiRJkiRJ0pgMskmSJEmSJEljMsgmSZIkSZIkjckgmyRJkiRJkjQmg2ySJEmSJEnSmAyySZIkSZIkSWMyyCZJkiRJkiSNySCbJEmSJEmSNCaDbJIkSZIkSdKYDLJJkiRJkiRJYzLIJkmSJEmSJI3JIJskSZIkSZI0JoNskiRJkiRJ0pgMso0hyQFJaiOWQybd5lmQZPMkz07y/5L8IskNSa5N8sMk70nykEm3UZIkSZIkqZNBtk1MkuPbgN+Fk25LL0l2Ac4B3gU8FrgjsDmwDfAHwKHAWUn+LUkm1lBJkiRJkqQOKyfdgGXkGOBtQ8pcshQNmVVJVgKnAA9on/oO8G/AD4HtgIcBL6EJuL0I+AXwpqVvqSRJkiRJ0oYMsi2cy6vqvEk3YsY9ifUBtrOAh1fVuo79n0/yiXbfZsA/JnlrVa1d4nZKkiRJkiRtwO6imiYP7dh+Q1eADYCq+gbwqfbh9sB9lqJhkiRJkiRJg5jJtsSSbAM8AfgT4EHA3YCtgauB7wOfBN5eVdeOUNd2wGHAgcD9aIJOVwEXA2cAH6iqb7ZlVwGv6Th81yTVXWdV3WKcsyS7Af8HeAxwV+BWwKXA6cB/VtV3B7Rx7hxHVNWqJI8Eng88hGa8tUurare2zOYdh/60/yvnJx3bWwwoJ0mSJEnSzNlq77+7xd/rk3T9t/7TMdFHYJBt6Z0C7N/j+R2A/drlBUkeX1Xn96skyaOBk9rjOt2pXR4MvBwY6wchycHAO7hlMOue7fLsJK+uqjeMUNeRwOEDivyoY/vuwPf6lLtHuy7ggmHnlSRJkiRppsSOh7PIINvSWwl8F/gEzSyal9EEwnYFDgKeSpPd9rEke1XVmu4KkjwC+Exb1zrgRODjwM+BLWmy2v4UeGLHYW8DPgS8jmbss8toZu/sK8mBwPFt+64F3gKcCqwF9gX+kSbI9/okV1fVMQOqOwjYo33tbwXOA7YC9uoocxLwL8CtgVck+XR3l9Eke9Nk7gH8d1X9btBrkCRJkiRJWgqpmqoMxJmS5ADgC+3DYbOLXl5Vlye5V1X1zb5qM9Q+SzNe3nOq6t1d+7ei6S55J2A1cGBVndGnrl2q6uKu544Hnglc1NFNs9exmwE/A+5CE2B7eFWd21VmV5pJCObasmtVXdlVpvMDdlrb3hsGnPcg4P00AbhvAf9Ok+G2Lc2YbS+hmWn0XOBPq+qX/erqZ81a/NBLGsuWK8fLEp5Wv1m9zuujBtp8pd+qa7BtNs+yvD6C95CSxrOx949b/eH/maprzvXfOGrZXt8XkndKC+f5NFla/ZYXAAwKsLX7T6XJcgN4co8iB9MEtQBe1S/A1tZ1cb99IziIJsAGcGR3gK2t/yLgZe3DrYFDB9R3M03QsG+Ara3zozRj1b2bJsvtBJpA3ueBVTTBvBcDD5tPgE2SJEmSpKmXFdO1aCS+UxOWZMck90qy+9wCXNHu3rPHIXNdJVfTjJW2WB7drgt4z4ByJwO/7Tqml69U1YXDTtpm0P01TVfXXpHyOwBPBw4YVpckSZIkSTMpma5FI3FMtoVzRFWtGqVgkocCf08TlLrdgKLdkxoA7N2uz6mq1RvVwo2ze7u+sKou71eoqm5M8i2aoNfu/coB3xl2wnbm1U/TTP6wDvhX4DiamUa3BP4Y+GfgYcAnk7yoqo4a/lIkSZIkSZohZo/NJP/XlliSVcCXaSY4GBRgg2Zcsm5zgbdfLGCzeplr269GKDvXbXPQ6/nNCPUcQRNgA3h2Vb2iqs6vqhur6ndV9XngETTj4AX4tyR7jFCvJEmSJEnSojLItoSSPAp4TfvwpzTjtO0B3BZYWVWpqtDMsDnMUg2COMp5RskdXTdoZ5Kwfky3H1XVCT0bU7UWeHX7cAWDx4GTJEmSJGn2TLp7qN1F58Xuokvrue36amCfAd0wtx9Qx5XAzsCdF7Bdvfy6Xd9xhLJ36DpmPu7A+ky4bw0p+42O7fuMcU5JkiRJkqaP3UVnkv9rS+v+7fr0QeOc0cyu2c8358ok2XoebRg1A+68dr1bkp36FWonKpgbJ+68fuVGsLZje1jwd7M+x0mSJEmSNPsmnblmJtu8GGRbWnPBo77BsSR7AQ8ZUMcnO+o4bB5tWNOutxhS7tS5JgHPGlDuKcBtuo6Zj18Dv2u390kyKNC2f8f2z8Y4pyRJkiRJ0ycrpmvRSHynltYF7fphSe7evTPJjsD7htTxPuDSdvvIJPv3K5hk5x5Pz02YsFOS7Qac56PAZe324Un27FH/LsCb24eraWYCnZequhk4pX14Z+BVvcol2R54Y8dTn5rvOSVJkiRJkhaKY7ItrfcCTwS2Bc5M8kaa8cUC7Au8mGYMtLOAfXpVUFVrkjwD+BxNNttpSU6kCYpdQpOhdm/g8cCTuGXG2lfb9Qrg7UmOBq6i7UZaVT9u1zclOYwmc2474MtJ3gScRtNFc1/glcBcV9KXVtWV83tbfu+1bZu3BlYl+UPgBJpJIrakyfD7B+CubfnTqupzY55TkiRJkqTpYhfNmWSQbQlV1YeSHEczI+bOwNFdRdYBL6KZ+KBnkK2t5wtJngCc1JY9pF1GcTrwNZqA1V+3S6ff/yRX1SlJDgWOpQkMHtEu3W1+dVUdM+L5+6qq85M8ieZ17UATkHzigNfxl+OeU5IkSZKkqWMXzZnk/9oSq6pnAc8AvgRcA9wAXAScCOxbVUeNWM9ngbsDh9Nkp10F3ETTlfRs4PXAA3ocdzPwGOB1wLeBaxkwGUJVnUAzg+dRwA+A64DrgZ8A7wT2rqo3jNLmEV/Xqe35XgGcAVxB87qupxl/7YPAk4FHV9VvFuq8kiRJkiRNjUlPdODEB/OSqlEnm5SWhzVrR55hVZJ62nIly/JO4zer13l91ECbr/T7WQ22zebL9y8x7yEljWNj7x+32m/VVF1zrv/iqmV7fV9I3ilJkiRJkiRJY3JMNkmSJEmSpGnimGwzySCbJEmSJEnSNFlh78xZZJBNkiRJkiRpmpjJNpMMskmSJEmSJE2T5TuPzLJmaFSSJEmSJEkak5lskiRJkiRJ08TuojPJIJskSZIkSdI0sbvoTDLIJkmSJEmSNE3MZJtJBtkkSZIkSZKmiZlsM8nQqCRJkiRJkjQmM9kkSZIkSZKmid1FZ5JBNkmSJEmSpGlid9GZZJBNkiRJkiRpmpjJNpMMskmSJEmSJE0TM9lmkqFRSZIkSZIkaUxmskmSJEmSJE0Tu4vOJINskiRJkiRJ08Qg20wyyCZJkiRJkjRNHJNtJhlkkyRJkiRJmiZmss0kg2yS1KVq0i2QJsPPvoa5/sZ1k26Cptw2m/vnhSRp0+VvQUmSJEmSpGlid9GZZJBNkiRJkiRpmthddCYZZJMkSZIkSZomZrLNJINskiRJkiRJUyQG2WaS+YeSJEmSJEnSmMxkkyRJkiRJmiJmss0mg2ySJEmSJEnTxBjbTDLIJkmSJEmSNEXMZJtNBtkkSZIkSZKmiEG22eTEB5IkSZIkSdKYzGSTJEmSJEmaImayzSaDbJIkSZIkSVPEINtsMsgmSZIkSZI0TYyxzSSDbJIkSZIkSVPETLbZ5MQHkiRJkiRJWnJJbp3kr5K8JcmZSX6c5LdJbkxyeZIzkrw8ye1HrO9xST6S5JIkN7TrjyR53GK/FjCTTZIkSZIkaapsQplsDwZO6rNvR2D/dnlZkr+tqs/2KpjmDXs7cFjXrrsABwEHJXkH8LyqqgVpeQ8G2SRJkiRJkqbIJhRkA7gY+ALwjXb7FzQ9L3cGngL8ObAD8Ikkf1RV3+lRx+tYH2D7FvCvwE+AewAvB/Zu918B/NNivZAsYgBv2UtyAM0HYVSHVtXxi9KYZSDJGTQR6o3xiKo6Y2MOWLMWP/QayMuihtlqs+U5FO2vr1vnp18D3ewFUkPssO3KZXl9BO8hJY1ny5Ubd/94+4NPmqprzlXvffqiXN+T3Kqq1g0p82Tgo+3Dj1TVX3TtvyfwA5pEsnOA/arq+o79WwNnAg8C1gL3qaqfLNiL6OCYbJuYJMcnqSQXTrotC+Bm4IJJN0KSJEmSpAWVKVsWybAAW1vmY8D57cP9ehR5Eet7ar6wM8DWHr8aeGH7cCXwD/Np6yjsLrpwjgHeNqTMJUvRkBl2KLDNkDL3Az7Qbp9WVZcubpMkSZIkSdKEXdeut+x8sh2L7Untw/Or6mu9Dq6qryX5IXBv4MlJ/n4xxmYzyLZwLq+q8ybdiFlWVT8bVibJMzoevncRmyNJkiRJ0kRsYmOyDZTkvsBe7cPzu3bfjWZyA2i6hA5yJk2QbWdgN2BoDGJjGWTTzEiyAvib9uG1wEcm2BxJkiRJkhbFtAXZkuw8SrmqWpAefO04ancBnkgzccGt2l1HdRW9b8d2dwCuW+f++2KQbfYl2QZ4AvAnNIPu3Q3YGrga+D7wSeDtVXXtCHVtRzM7xoE03Si3B66imY3jDOADVfXNtuwq4DUdh++a5BapkVV1i5/kJLsB/wd4DHBXmg/3pcDpwH9W1XcHtHHuHEdU1aokjwSeDzwEuCNwaVXtNuy1th7F+gj1h9p+1ZIkSZIkLSvTFmSjiTOMYt4NT3IIcNyAIm8G3t/13C4d28MCfJ2vYZe+pcZgkG3pnULvGTR3oBnAbz/gBUkeX1V9o7BJHg2c1B7X6U7t8mCaaO9YP5lJDgbeAWzRteue7fLsJK+uqjeMUNeRwOFjNOfgjm27ikqSJEmSlqepi7FN1LnA86rq7B77tuvYHpasdF3H9rbjNqoXg2xLbyXwXeATNFPLXkbz47MrcBDwVJrsto8l2auq1nRXkOQRwGfautYBJwIfB35OMwjg/YA/pUmrnPM24EPA62gGBbwMeOyghiY5EDi+bd+1wFuAU2mmvN0X+EeaIN/rk1xdVccMqO4gYI/2tb8VOA/YivX9qgdKsm1bB+3rPGOU4yRJkiRJ0tgWJfOry8do4iTQxAvuQRMjOQh4f5J/qKpPdR3TORHCjUPqv6Fje6sx2tmXQbaFs1OS3Qfsv7yqLgcOraoLeuw/G/hgkncDn6UZjO9vgHd3FkqyFU165EpgNXBgVZ3RVddXgXcl+f0PQXvuy5Nc3T5106CJGpJsBhzL+gDbw6vq3I4iX0vyYeAsmsy5Nyc5uaqu7FPlHsBpbXs7P9hf7NeGLn/B+plHT1yMWUAkSZIkSZoG09ZddKHGWhtyjqtphtKa83Xgv9sJEE8APp7k2VV1fEeZzsSkzYecorOH3vXzb2l/Kxaj0k3U82mytPotLwDoE2D7vao6lSbLDeDJPYocTBPUAnhVjwBbZ12j9pnu5SDWj392ZFeAba7+i4CXtQ+3Bg4dUN/NwHO6Amwbw66ikiRJkqRNQpKpWiapqk4ETqaJYf1nku07dl/TsT2sC+g2HdtDx8GfD4NsE5ZkxyT3SrL73AJc0e7es8chB7br1TRjpS2WR7frAt4zoNzJwG+7junlK1V14Xwa0s5ickD78GtV9aP51CNJkiRJ0iyYdFBtmoJsrY+3621ohsea05lhN2wG1M4ur+MkJfVld9GFc0RVrRqlYJKHAn9PE5S63YCi3ZMaAOzdrs9Z5Nk157q+Xth2Ne2pqm5M8i2aINig7rLfGaMtf8v6gPAJY9QjSZIkSdLUm5LA1jS5omN7147t73ds32dIHZ37fzB2i3owyLbEkqwCXjNi8V4D8c0F3n6xIA3qby7496sRyv6y65hefjNGW57Rrm8APjBGPZIkSZIkafbcpWO7s6vnz2gmdrwzsP+QOvZr15cCFy5YyzrYXXQJJXkU6wNsP6UZp20P4LbAyqpKVQX4lxGqW6qB/0c5zygh9nXzOXmSB9HMlgrwqaoaJ1gnSZIkSdL0y5Qtk/eXHdvfndtoJ0Wc60p6nyQP6XVw+/xcJtvHF2syRYNsS+u57fpqYJ+qOqaqvltVv62qziDU9rc89PfmZu+882I0sMOv2/UdRyh7h65jFlLnhAd2FZUkSZIkLXuTHoNtqcZkS3JIki2HlHkR8Pj24YXAl7uK/Duwtt0+OskGvQLbx0e3D9e25ReF3UWX1v3b9emDxjkDHjRg3zdpBvN7UJKt5zEu26jR2vOAfYDdkuzUr71JNmP9OHHnbWRbBmrr/qv24RXAZxayfkmSJEmSptEmNCbbKuAtST5MEzz7CU130O2ABwB/Azy0LXsj8NyqWttZQVX9KMmbgVfSxFO+kuSNbV33AF7B+rjFm6rqgsV6MQbZltbc+711vwJJ9gJ6pje2Pgn8WVvHYWx8BHZNu95iSLlTaTLvAjwL+P/6lHsKcJuOYxbSnwI7ttv/1f2DJEmSJEnScrQJBdmgGd/9uazv/dfLJcCzqqpf3OFVwE408Yu9gf/uUebdwD+N0c6h7C66tOaipQ9LcvfunUl2BN43pI730QzSB3Bkkr4D+yXpNX3t3IQJOyXZbsB5PkozeCDA4Un27FH/LsCb24ergeMGNXweOruKvneB65YkSZIkSZP1KOB5NJMcfodm8sW1NNlsPwE+DBwK3LuqPt+vkqq6uaqeDRxIM0bbZTSZb5e1jx9fVc+pqpsX8bWYybbE3gs8EdgWOLNNX/wGTbbYvsCLacZAO4umq+YtVNWaJM8APkeTzXZakhNpgmKX0GSo3Zumv/KTuGXG2lfb9Qrg7UmOBq6i7UZaVT9u1zclOYwmc2474MtJ3gScRvOB35cmFXOntr6XVtWVLJAk2wNPaB+eV1XfXKi6JUmSJEmaaptIIltV/YQmmHbsAtX3aeDTC1HXfBhkW0JV9aEkx9FEYXdm/cB7c9YBL6KZ+KBnkK2t5wtJngCc1JY9pF1GcTrwNZouqX/dLp1+/6NcVackOZTmw74tcES7dLf51VV1zIjnH9XTWB8gNItNkiRJkrTJ2MS6iy4bdhddYlX1LOAZwJeAa4AbgIuAE4F9q+qoEev5LHB34HCa7LSrgJtoupKeDbyeZpDA7uNuBh4DvA74Nk0KZt/JEKrqBJppbo8CfgBcB1xPE2l+J7B3Vb1hlDZvpGe063XA+xehfkmSJEmSptKkZxNdqtlFl5tUjTrZpLQ8rFk78gyr2kR5WdQwW222PBP4f33dOj/9GuhmL5AaYodtVy7L6yN4DylpPFuu3Lj7x93+z6em6ppz4VFPWLbX94VkJpskSZIkSZI0JsdkkyRJkiRJmiJ20ZxNBtkkSZIkSZKmiTG2mWSQTZIkSZIkaYqYyTabDLJJkiRJkiRNEYNss8mJDyRJkiRJkqQxmckmSZIkSZI0RUxkm00G2SRJkiRJkqaI3UVnk0E2SZIkSZKkKWKMbTYZZJMkSZIkSZoiZrLNJic+kCRJkiRJksZkJpskSZIkSdIUMZFtNhlkkyRJkiRJmiIrVhhlm0UG2SRJkiRJkqaImWyzySCbJEmSJEnSFHHig9nkxAeSJEmSJEnSmMxkkyRJkiRJmiImss0mg2ySJEmSJElTxO6is8kgmyRJkiRJ0hQxyDabDLJJkiRJkiRNEWNss8mJDyRJkiRJkqQxmckmSV381kibqmtvWDvpJmjKbb35rSbdBGlibq6adBM0xYI3kFpYdhedTQbZJEmSJEmSpogxttlkkE2SJEmSJGmKmMk2mwyySZIkSZIkTRFjbLPJiQ8kSZIkSZKkMZnJJkmSJEmSNEXsLjqbDLJJkiRJkiRNEWNss8kgmyRJkiRJ0hQxk202GWSTJEmSJEmaIsbYZpMTH0iSJEmSJEljMpNNkiRJkiRpithddDYZZJMkSZIkSZoixthmk0E2SZIkSZKkKWIm22wyyCZJkiRJkjRFjLHNJic+kCRJkiRJksZkJpskSZIkSdIUsbvobDLIJkmSJEmSNEUMss0mu4uOIckBSWojlkMm3eZZkmSHJC9P8pUkv0xyQ5LLkpyd5E1J9pl0GyVJkiRJWmjJdC0ajZlsm5gkxwPPBC6qqt0m25r+kvwlcAxw+65dd2qXBwP3Ap68tC2TJEmSJGlxmck2mwyyLZxjgLcNKXPJUjRk1iU5GDiOJtPycpr39svAr4E7AvcAngjcNKk2SpIkSZIkdTLItnAur6rzJt2IWZfkvsA7aAJsXwKeWFW/7VH06CSbL2njJEmSJElaAiayzSaDbJo2RwNbAFcCf94nwAZAVd24ZK2SJEmSJGmJ2F10Ni35xAdJftouf7fU554GSbZJ8rQk70pybpLfJrkpyRVJzkzy0iTbjljXdklekuT0HhMDvDHJAzvKrkpSNOOxAezaa3KGPufZLclbk3wvyTVJVie5IMmxSR4wpI1zda9qHz8yyclJLm5f94UdZe8DPKp9+J9VdeUo74MkSZIkScvJpCc6cOKD+ZlEJtvOwK2Acydw7mlwCrB/j+d3APZrlxckeXxVnd+vkiSPBk5qj+vUOTHAy4Gxfhza8dHeQZNd1ume7fLsJK+uqjeMUNeRwOEDivxlx/bJHcdtT/M6f11VV43adkmSJEmSZtEKI1szaRJBtl8CdwGun8C5p8FK4LvAJ4BzgMtoAmG7AgcBTwXuBnwsyV5Vtaa7giSPAD7T1rUOOBH4OPBzYEvgfsCf0kwOMOdtwIeA1wFPas/72EENTXIgcHzbvmuBtwCnAmuBfYF/pAl+vT7J1VV1zIDqDgL2aF/7W4HzgK2AvTrKPKRd/xb4QZK/oQkU7tHRpp8BJwBvqaprB7VfkiRJkiRpqUwiyHY28OfA/YFvTOD8i2WnJLsP2H95VV0OHFpVF/TYfzbwwSTvBj4L3Bv4G+DdnYWSbAW8n+b/bjVwYFWd0VXXV4F3Jdll7on23Jcnubp96qZBEzUk2Qw4lvUBtodX1bkdRb6W5MPAWTSZc29OcvKALp57AKe17b2h4/kvdmzfr11fSDM22//uUc/dgFXAU5I8tqou6/caJEmSJEmaRSayzaYlH5MNOIYmcPOiNpCzXDyfJkur3/ICgD4Btt+rqlNpstwAntyjyME0QS2AV/UIsHXWdfHIrb+lg2gyDgGO7AqwzdV/EfCy9uHWwKED6rsZeE5XgK3b7dr1fWgCbFcDzwN2osnQ+yOaDD6A3YGTk0ziMyxJkiRJ0qJJMlWLRrPkAYqqOh14A7An8KnObKtNUZIdk9wrye5zC3BFu3vPHocc2K5X04yVtlge3a4LeM+AcifTdO/sPKaXr1TVhUPOuU273oKmG+yfVtWxVXVFVd1QVecAT2B9oG1fmqxISZIkSZKWjRWZrkWjWfLuokn+GbgB+A7wJ8BPk3ylffwbmuBKX1X12kVv5PwcUVWrRimY5KHA39MEpW43oGj3pAYAe7frc6pq9Ua1cOPMdX29sO1q2lNV3ZjkW8ABHcf08p0RzrmG9YG2k6vqaz3Od3OSl9GMOQfwdJqx5iRJkiRJWhbMHptNkxiTbRVNdhTt+lbAw9tlFNMaZBtJklXAa0YsvlWP5+YCb79YkAb1Nxf8+9UIZX/ZdUwvvxmhnmtYH2T7TL9CVfW9JJfSdGf9oxHqlSRJkiRJWlSTGs8qHUv342HLzEryKNYH2H5KM07bHsBtgZVVlaoK8C8jVFfDiyyIUc4zyv/LwAzFVucYcpeMWHanEeqVJEmSJGlmJNO1aDRLnslWVZvyQPXPbddXA/sM6Ia5/YA6rgR2Bu68gO3q5dft+o4jlL1D1zHz9T3WZ6bdakjZuf1rxzynJEmSJElTJbOdY7TJ2pQDXpNw/3Z9+qBxzoAHDdj3zbkySbaeRxtGzYA7r13vlqRvtlg7Q+zcOHHn9Ss3oi92bN9jSNm7t+tLxzynJEmSJElTZdITHTjxwfwYZFtac5mDfYNjSfYCHjKgjk921HHYPNqwpl1vMaTcqXNNAp41oNxTgNt0HTNfnwBuarf7zhqaZH/g9u3DL415TkmSJEmSpkqSqVo0GoNsS+uCdv2wJHfv3plkR+B9Q+p4H+uzt45sA049Jdm5x9NzEybslGS7Aef5KHBZu314kj171L8L8Ob24WrguEENH6aqrgLe1T78kyR/1eOc2wH/3vHUseOcU5IkSZIkaSFMYnbR30tyO+BQ4NHA7qyfnfLXNF0PTwWOq6pxx/qaFu8FnghsC5yZ5I3AN2iyxfYFXkwzBtpZwD69KqiqNUmeAXyOJpvttCQn0gTFLqHJULs38HjgSdwyY+2r7XoF8PYkRwNX0XYjraoft+ubkhxGkzm3HfDlJG8CTqMZB21f4JWsn3jgpVV15fzelg28BjgQuCtwYpKHAh8Bfgc8AHgFcJ+27DFV9fUFOKckSZIkSVPD5LHZlKqlmqSy68TJ/6LJgprrOtn9EZpr2GrgJVX1jqVq26iSHAB8oX14RFWtGuGY99AEFntZB7yEZuKD1wC0s432quexwEkMniThFscnWQF8hT5dUnuUfyZNtli/7qXrgFdX1Rv6tHPu/3Gk96c95r40XUfvOaDYe4DnVdVNA8r0tGbtks3MKmmZ2nLl8hyJ9ue/vsHrowbaevNh8xJpU7fDtiuX5fURYPVNE/rDSTPBQeo1zFabbdyH5M/f/Y2puuZ85Nl/6Id8BBPpLprklcDbgG1ogmu/A84A/hv4QLv9u3bfNsAxSV4+ibYutKp6FvAMmrHErgFuAC4CTgT2raqjRqznszSD/x9Ok512Fc14ZpcCZwOvp8n86j7uZuAxwOuAbwPXMmAyhKo6gSZz7CjgB8B1wPXAT4B3Anv3C7DNV1X9ANgLeBnNa/k1cCNNpt4HgEdW1bPnE2CTJEmSJGnaJdO1aDRLnsmWZHfgW8CtaMYHexlwcnfAJMlK4C+BNwF3pumiuHdVfW9JG6xlx0w2SeMyk02bKjPZNIyZbNpUmcmmYTY2k+0px31zqq45Hzr0gX7IRzCJTLa/owmwXQHsU1X/1SsjqarWVtVJNGOTXd4e83dL2lJJkiRJkiRpBJMIsj2SpnviG6rq58MKV9XFwBtpuo4+apHbJkmSJEmSNFGT7h66lN1FkzwwyeFJPpPk4iQ3JLk2yY+SHJ/k4RtZ3+OSfCTJJW1dl7SPH7dYr2HOJGYXvUu7/urAUhv6Sru+8wK3RZIkSZIkaaqs2EQGQktyJrBfj12bA/dql2cmORF4TlXdOKCuAG8HDuvadRfgIOCgJO+gmURxUbrjTiLItm4e554re/MCt0WSJEmSJGmqbBohNmB9ItZlwMk0k0T+nGbIsH2Al7RlnkETG/rrAXW9jvUBtm8B/0ozaeM9gJcDe7f7rwD+aSFfxJxJBNl+DtyXpuvnqNlsc91Eh3YvlSRJkiRJmmXZRDLZgPOBw4EPV9W6rn1fazPYvgL8AfD0JMdU1Ze6K0lyT5pAGsA5wH5VdX37+OtJPgGcCTwIeEWS46rqJwv9YiYxJtvnaYKyL03ygGGFk+xBMwNpAZ9b5LZJkiRJkiRpCVTVE6rqgz0CbHP7r6TJZpvzlD5VvYj1iWQv7AiwzdWzGnhh+3Al8A/zbvQAkwiy/TtwA7At8OUkL0uyQ3ehJDskeTnwxbbsDe2xkiRJkiRJy9aKTNcyYWd0bN+je2c7FtuT2ofnV9XXelXSPv/D9uGTswjpgkveXbSqLkryv4DjaIJn/x/whiQXAr+iyVi7I7AbTcZb2uf+1yizkUqSJEmSJM2yTai76Cg279juNVb/3Vg/ttuZQ+o6E7g3sDNN3Oln4zau0yTGZKOq3pvkKppZH+5CE0i7O80bAxuO8XcZcFhVfXppWylJkiRJkrT0jLFtYP+O7fN77L/vkP302X9flkOQDaCqTklyN5ppVB8N7A7crt39a+A84FTgo1W1djKtlCRJkiRJWlrTlsmWZOdRylXVJQt83hXAKzue+mCPYrt0bA87/8V9jlsQEwuyAbTBs5PbRZIkSZIkSdPn4uFFgA17Ji6EFwEPbrc/WlXn9CizXcf2tUPqu65je9txGtbLRINskiRJkiRJ2tAUTDYwcUn2pxnHH+By4Pl9im7ZsX3jkGpv6Njeap5N62vJg2xJbqYZqG6Pqvr+iMfcA7gAuLmqDAxKkiRJkqRla9q6i7IIXSsHSXJ/4KM0casbgKdW1a/6FF/Tsb15nzJztujYvn7+LextUgGr+X5apu5TJkmSJEmStJCmLfix0GOtDdKO3/85YHtgHfD0qho0a+g1HdvDuoBu07E9rGvpRpuVrLC5z1dNtBWSJEmSJEmLbMX0ZbItiSR3ppkE8840MaBnVdVHhxzWGQAcNkFDZ0beqOPMjWzFQle4SG7frq8bWEqSJEmSJEkzJ8kOwOeBu7dPvbCq3jvCoZ1Dkd1nSNnO/T/YiOaNZJKZbCNlpSXZBnhh+/Ani9ccSZIkSZKkydvUEtmS3Ab4LHC/9qlXVtX/HfHwnwGX0WS/7T+k7H7t+lLgwo1s5lCLHmRL8tM+uz6X5KYhh28B7ESTcVfAJxeybZIkSZIkSdNmCic+WDRJtgZOAR7YPnVkVb1x1OOrqpJ8nGb20fskeUhVfa3HeR7C+ky2j1fVgg9JthSZbLv1eC7AXTaynq8B/zp2ayRJkiRJkqbYphJjS7I5zSyiD22fOqqq/mkeVf078FyaONfRSfarqt/PHppkK+Do9uHatvyCW4og2wldj59Jk5X2CeDqAccVzTSsvwC+Cpy+GFFGSZIkSZKkabIJTXxwEvCYdvt04N1Jdh9Q/saq+lH3k1X1oyRvBl4JPAj4SpI30gw7dg/gFcDebfE3VdUFC/UCOmWp41ZJbqYJoD2gqr4/rLy00NasdZZaSePZcuXUzaq+IH7+6xu8PmqgrTe/1aSboCm3w7Yrl+X1EWD1TX7hr/6yPG8NtIC22mzjPiTP//D3p+qac8xf3G9RPuRJNvZ1XlRVu/WpawXwTuBZA45/N3BYVd28kecdySQmPjiiXV8+gXNLkqQ+bly7KPcaWkZuvdUk58ySJGnTsekksi2cNnD27CQfBg4D/gjYAbgS+DpwbFV9ZjHbsOR3SlV1xPBSkiRJkiRJm6ZNZeKDqlrwF1pVnwY+vdD1jsKvIyVJkiRJkqbIikk3QPOy5P9vSfZOsi7J9UmGzjCa5C5J1iRZm+R+S9FGSZIkSZKkSUkyVYtGM4ng6NOAAJ+qqkuHFW7LfIKmrX+1yG2TJEmSJEmSNtokgmwH0MwuujGDzZ3Srh+94K2RJEmSJEmaIisyXYtGM4kx2XZp19/fiGN+2K53XuC2SJIkSZIkTRUDW7NpEkG227frNRtxzA3teqcFboskSZIkSdJUcRy02TSJINtvaIJldwXOHfGYuQy23y1GgyRJkiRJkqaFmWyzaRJjss11E/2zjTjmoHb9w4GlJEmSJEmSpAmYRJDt0zSzix6c5OHDCifZD3gGzWQJn1rktkmSJEmSJE1UMl2LRjOJINuxwJXArYBPJ3lhki27CyXZMsnf08wseiuabqbHLGlLJUmSJEmSltiKZKoWjWbJx2SrqmuT/DVNRtvWwL8Dr09yDvALmoy1OwMPavcHuAl4elU5JpskSZIkSVrWJpERpfFNYuIDqurUJI8F3gfcCdgG2K+r2Fyo9FLgGVV1xtK1UJIkSZIkaTJMHptNEwmyAVTVF5LcAzgYOBDYG9ih3X0l8E3gk8D7quqGybRSkiRJkiRJGm5iQTaAqloDvKNdJEmSJEmSNnmOgzabJhpkkyRJkiRJ0oaMsc0mg2ySJEmSJElTZIVBtpnkhBVjSHJAktqI5ZBJt3nabcR7ecak2ypJkiRJ0mJYkUzVotFMLMiWZPMkhyb5eJILk1ybZN2QZe2k2rtcJDm+DVJdOOm2SJIkSZIkLRcT6S6a5A+AjwH3BpZLSPQY4G1DylyyFA1ZJoa9n9ctVUMkSZIkSVpKJo/NpiUPsiXZBvgMcDfgZuDjwBXAc4ECXgdsDzwIeEj73FnA55e6rRvp8qo6b9KNWEZ8PyVJkiRJmyTHZJtNk8hkex5NgG0d8NiqOj3J/WmCbFTVa+YKJtkLeB9NsO2/q+o/l765kiRJkiRJSyfLptPfpmUSY7I9kSY77YNVdfqgglV1LvAI4HLg35L84eI3b3El2SbJ05K8K8m5SX6b5KYkVyQ5M8lLk2w7Yl3bJXlJktOT/DLJDUkuS3J2kjcmeWBH2VVJCnhm+9SuvSYU6HOe3ZK8Ncn3klyTZHWSC5Icm+QBQ9o4V/eq9vEjk5yc5OL2dV84ymuVJEmSJGlTsSLTtWg0k8hku1+7/mivnUlSVb8P9lTVFUn+DfhX4O+AQxe/iYvqFGD/Hs/vAOzXLi9I8viqOr9fJUkeDZzUHtfpTu3yYODljDnmXZKDgXcAW3Ttume7PDvJq6vqDSPUdSRw+DjtkSRJkiRJmkaTCLLdtl1f1PHcDR3b2wLXdB3zlXbdKzg1a1YC3wU+AZwDXEYTCNsVOAh4Kk132o8l2auq1nRXkOQRNOParaTpdnsizdh2Pwe2pAlk/ilN1uCctwEfohnz7knteR87qKFJDgSOb9t3LfAW4FRgLbAv8I80Qb7XJ7m6qo4ZUN1BwB7ta38rcB6wFbBXn/J/meTpwF3b8/0S+CpwfFV9YVC7JUmSJEmaZWaPzaZJBNlWA9vRdBmdc3XH9l2B73UdM1f2jovXrLHtlGT3Afsvr6rLgUOr6oIe+88GPpjk3cBnaWZe/Rvg3Z2FkmwFvJ/m/241cGBVndFV11eBdyXZZe6J9tyXJ7m6feqmQRMLJNkMOJb1AbaHt91353wtyYdpJqW4E/DmJCdX1ZV9qtwDOK1tb2dQ9Yt9yt+v6/Fc5tzBST4GHFJVv+3XfkmSJEmSZlWcXnQmTWJMtp+16zvPPdEGZn7dPnxoj2PmxmK7cRHbNa7n02Rp9VteANAnwPZ7VXUqTZYbwJN7FDmYJqgF8KoeAbbOui4eufW3dBBwl3b7yK4A21z9FwEvax9uzeCuvDcDz+kKsPWyGvhvmokwHg7sDTwGOBK4qi3zZODjbSBQkiRJkqRlZdJjsDkm2/xMIsh2Trt+UNfzp9FkTb0sye3nnkyyG/AKmmy2c5egfUsqyY5J7pVk97kFuKLdvWePQw5s16tpxkpbLI9u1wW8Z0C5k4G5jLJHDyj3laq6cITz3qWqnl5V76qqL1fVuVX1+ar6J+D+wLfacvvTBDYlSZIkSVpWkulaNJpJBNk+TxNM+7Ou5/+jXd8d+FE7A+UpwLeBndt9ixlUGtcRVZUBy6q5gkkemuQDSa6imTn1R2yY9fbctmj3pAbQZHYBnFNVqxfv5TDX9fXCtqtpT1V1I+sDX4O6y35nlJNW1dUD9v0KeArrMxpfOEqdkiRJkiRJi20SQbZP0YzDdU2Se8w9WVVfAV5LE4DbHvhz4HE047cBHFdV/7XEbV1wSVYBX6aZ4OB2Q4pv1eO5ucDbLxawWb3Mte1XI5T9ZdcxvfxmvOY0quqnNIFagHsmufOg8pIkSZIkzZoVyVQtGs2iTnyQ5OB282NV9TuANvvqgF7lq2pVki8Bz6HpGrgSuAB4b1V9eDHbuhSSPAp4Tfvwp8CbaQJuPweurap1bbnXAq8eUl0N2b9QRjnPKD9x68ZtSIfvs77b7F1oZkqVJEmSJGlZcBy02bTYs4seTxOkOYcmMLKBJDvSjqtVVa9t16fRjM+2HM11A70a2GdAN8ztB9RxJU332cXO4JqbiGKUGV3v0HXMYvNyI0mSJElatkwem02T6C7aaSdgFeuzu5a7+7fr0weNc8YtJ4Xo9M25Mkm2nkcbRs2AO69d75Zkp36F2hk+58aJO69fuQV2v45ts9gkSZIkScvKCjJVi0Yz6SDbpmYuc7BvcCzJXsBDBtTxyY46DptHG9a06y2GlDt1rknAswaUewpwm65jFk2SuwN/0j78aVVdutjnlCRJkiRJGsYg29K6oF0/rA0WbaDtPvu+IXW8D5gLLB2ZZP9+BZPs3OPpuQkTdkqyXY/9cz7K+iyxw5Ps2aP+XWjGlQNYDRw3qOHDJHlikr5dmJPcAfgQsFn71P8d53ySJEmSJE2jZLoWjWaxx2TTht4LPBHYFjgzyRuBb9Bki+0LvJhmDLSzgH16VVBVa5I8A/gcTTbbaUlOpAmKXUKToXZv4PHAk7hlxtpX2/UK4O1Jjgauou1GWlU/btc3JTmMJnNuO+DLSd5EM17e2ra9r6Tp8gvw0qq6cn5vy+8dDWyW5MM078GFwPU0M6oeADwPuH1b9ssYZJMkSZIkLUNOfDCbDLItoar6UJLjgENpJi84uqvIOuBFNBMf9AyytfV8IckTgJPasoe0yyhOB75G0yX1r9ul0+9/lKvqlCSHAsfSBAaPaJfuNr+6qo4Z8fzD3Bl4Ybv082HgOVV1wwKdU5IkSZKkqbHC9LGZZJBtiVXVs5KcTjOe2l7A5sAvgS8C/1lV/5Nk1Qj1fLbtcvp84Ak02Wu3Bi6nyWg7jSYI133czUkeA7ycJqvuHsA29Jmxs6pOSHIm8A/AY4C70mTBXUYTsDu6qr474ssf5pnA/jQBxrvTZLDdGrgWuJgmC++Eqjprgc4nSZIkSdLUMcY2m1I16mST86g8uZmmG+IDqur7PfbfH/guUFV1q0VriNRhzdqRZ1iVpJ62XLk8p1j68eXXe33UQDtst/mkm6Apd9utbrUsr48Aq29axD+cNPOyPG8NtIC22mzjPiTvPPuiqbrmPPePd/VDPoKlymR7QZLLezw/N54XSf55lIqq6rUL1ipJkiRJkqQpY3fR2bRUQbbnD9g3F519zYh1GWSTJEmSJEnLljG22bQUQbaF/GhMVbqkJEmSJEnSQlsx6QZoXhY7yPaIRa5fkiRJkiRpWYmpbDNpUYNsVXXmYtYvSZIkSZIkTYOlGpNNkiRJkiRJIzCPbTYZZJMkSZIkSZoizi46mwyySZIkSZIkTRFDbLPJIJskSZIkSdIUMZFtNjkrrCRJkiRJkjQmM9kkSZIkSZKmSExlm0kG2SRJkiRJkqaI3Q5nk0E2SZIkSZKkKWIm22wyyCZJkiRJkjRFDLHNJjMQJUmSJEmSpDGZySZJkiRJkjRF7C46mwyySZIkSZIkTRG7Hc4mg2ySJEmSJElTxEy22WSQTZIkSZIkaYoYYptNZiBKkiRJkiRJYzKTTZIkSZIkaYrYW3Q2GWTTJue3q2+adBM05WrSDdDUu+OtN5t0ExbFbbdenq9LC2eFd/zahP36Wu8h1Z+XRw1zl9tuvlHlV9hhdCYZZJMkSZIkSZoiBm5nk0E2SZIkSZKkKRIz2WaSEx9IkiRJkiRJYzKTTZIkSZIkaYrYXXQ2mckmSZIkSZI0RVaQqVoWU5KdkjwhyWuTfCbJlUmqXY6fR32PS/KRJJckuaFdfyTJ4xah+Rswk02SJEmSJGmKbGKZbL9aiEqSBHg7cFjXrrsABwEHJXkH8LyqqoU4Zzcz2SRJkiRJkqZIMl3LEroY+Nw8j30d6wNs3wKeDjy4XX+rff4w4F/GaeAgZrJJkiRJkiRpUl4LfB34elX9KsluwM82poIk9wRe3j48B9ivqq5vH389ySeAM4EHAa9IclxV/WRBWt/BIJskSZIkSdIUySKPgzZNquo1C1DNi1gf43phR4Bt7hyrk7wQOKst9w/ACxfgvBuwu6gkSZIkSdIUWZHpWqZZOxbbk9qH51fV13qVa5//Yfvwye1xC8ogmyRJkiRJ0hTJlP2bcnejmdwAmi6hg8zt3xnYbaEbYndRSZIkSZKkKbKJzS46rvt2bJ8/pGzn/vuykWO/DWOQTZIkSZIkSX0l2XmUclV1yWK3pYddOraHnf/iPsctCINskiRJkiRJU2QKu2hePLwIwEQavl3H9rVDyl7Xsb3tQjfEIJskSZIkSdIUmfbJBqbMlh3bNw4pe0PH9lYL3RCDbJIkSZIkSVNkCjPZFrxr5QJa07G9+ZCyW3RsX7/QDTHINoYkBwBf2IhDDq2q4xelMctckn8FXtbx1COq6owJNUeSJEmSpEUzbRMfTGistVFd07E9rAvoNh3bw7qWbrQVC12hpluS45NUkgsn3ZZRJdkTeNGk2yFJkiRJkqZOZwBw2AQNnRl5o44zNzIz2RbOMcDbhpSZ5sjvVEqyAngnzWf1cmCnybZIkiRJkqTFNWWJbNPu+x3b9xlStnP/Dxa6IQbZFs7lVXXepBuxDP098EfA+cBHgX+cbHMkSZIkSVpcK6atv+h0+xlwGXBnYP8hZfdr15cCFy50Q+wuqqmVZBfgX9qHz2f4LCGSJEmSJM28TNkyzaqqgI+3D++T5CG9yrXPz2Wyfbw9bkEZZFtiSbZJ8rQk70pybpLfJrkpyRVJzkzy0iTDBuqbq2u7JC9JcnqSXya5IcllSc5O8sYkD+wouypJAc9sn9q1HZttg6XPeXZL8tYk30tyTZLVSS5IcmySBwxp41zdq9rHj0xycpKL29d94YDD30YzaOEJTnIgSZIkSdpkTDqqNktRtsa/A2vb7aOTbNW5s318dPtwbVt+wdlddOmdQu/0xR1o0hb3A16Q5PFVdX6/SpI8GjipPa7TndrlwcDLGfPHIcnBwDvYcJpbgHu2y7OTvLqq3jBCXUcCh4943qcCTwB+zYazikqSJEmSpGUiycNo4gtzOuMc90xySGf5qjq+u46q+lGSNwOvBB4EfCXJG4GfAPcAXgHs3RZ/U1VdsGAvoINBtqW3Evgu8AngHJp+wwF2BQ4CngrcDfhYkr2qak13BUkeAXymrWsdcCJNauTPgS2B+wF/Cjyx47C3AR8CXgc8qT3vYwc1NMmBwPFt+64F3gKcShP13ZdmfLQdgNcnubqqjhlQ3UHAHu1rfytwHrAVsFeP894WOKp9+IqqumJQOyVJkiRJWk4yI+ljC+Q5rO911+2h7dLp+D5lX0UzWeKzaAJq/92jzLuBf9r4Jo7GINvC2SnJ7gP2X15VlwOH9omYng18MMm7gc8C9wb+huYD8HttiuP7af7vVgMH9uhK+VXgXe2YZgC05748ydXtUzcNmqghyWbAsawPsD28qs7tKPK1JB8GzqLJnHtzkpOr6so+Ve4BnNa294aO57/Yo+y/AndsX8e7e+yXJEmSJGnZct6DjVdVN9P0tvswcBjNJIo7AFcCXweOrarPLGYbHJNt4TyfJkur3/ICgGEpiVV1Kk2WG8CTexQ5mCaoBfCqQWOVVdXFI7f+lg4C7tJuH9kVYJur/yLWd+XcGjh0QH03A8/pCrDdQpsm+hyabLnnLcZAhJIkSZIkTbNJD8G2lEOyVdUhVZVRlxHq+3RVPbmq7lJVW7TrJy92gA0Msk1ckh2T3CvJ7nMLMNc9cs8ehxzYrlfTjJW2WB7drgt4z4ByJwO/7Tqml69U1YWDTphkc5rXFOCtVfXd0ZoqSZIkSdIyMumo2uxNfDAV7C66cI6oqlWjFEzyUODvaYJStxtQtHtSA1g/UN85VbV6o1q4cea6vl7YdjXtqapuTPIt4ICOY3r5zgjnPBy4L83YckeM2E5JkiRJkqSJM8i2xJKsAl4zYvGtejw3F3j7xYI0qL+54N+vRij7y65jevnNoAqS3IdmIgWAF1bVdSOcV5IkSZKkZWcTm/hg2TDItoSSPIr1AbafAm8GvkyTuXVtVa1ry70WePWQ6pZqrLJRzjPKT/+6IftfBGxO875sneSvepTpzJR7ZJI7ttufNCgnSZIkSVounPhgNhlkW1rPbddXA/sM6Ia5/YA6rgR2Bu68gO3q5dft+o4DSzXu0HXMfGzRru8OnDRC+c4g5N0Ag2ySJEmSpGXBGNtscuKDpXX/dn36oHHOgAcN2PfNuTJJtp5HG0bNgDuvXe+WZKd+hZJsxvpx4s7rV06SJEmSJI1o0hMdOPHBvBhkW1pzmYN9g2NJ9gIeMqCOT3bUcdg82rCmXW8xsBScOtck4FkDyj0FuE3XMRttlCl72XAyhEd07LtwvueVJEmSJElaCAbZltYF7fphSe7evTPJjsD7htTxPuDSdvvIJPv3K5hk5x5Pz02YsFOS7Qac56PAZe324Un27FH/LjTjygGsBo4b1HBJkiRJkjRcpuyfRuOYbEvrvcATgW2BM5O8EfgGTbbYvsCLacZAOwvYp1cFVbUmyTOAz9Fks52W5ESaoNglNBlq9wYeDzyJW2asfbVdrwDenuRo4CrabqRV9eN2fVOSw2gy57YDvpzkTcBpwNq2va8E5rqSvrSqrpzf2yJJkiRJkuY48cFsMsi2hKrqQ0mOAw6lmbzg6K4i62hm2dyePkG2tp4vJHkCzQQB2wOHtMsoTge+RtMl9a/bpdPvf5Sr6pQkhwLH0gQGj2DDLptzbX51VR0z4vklSZIkSdIAxthmk91Fl1hVPQt4BvAl4BrgBuAi4ERg36o6asR6PkszE+fhNNlpVwE30XQlPRt4PfCAHsfdDDwGeB3wbeBaBkyGUFUnAPcBjgJ+QDOL5/XAT4B3AntX1RtGabMkSZIkSRrBpCc6cOKDeUnVqJNNSsvDr353kx96DeQHRMPc8dabLctbjSuvXevHXwNtvtLvZzXYrbdcsSyvjwCX/OZGr5Hqy659GuYut918oz4l3774mqm65uy5y3Z+ykdgd1FJkiRJkqQp4mQDs8kgmyRJkiRJ0hQxO3I2GWSTJEmSJEmaIsbYZpNBNkmSJEmSpGlilG0mOXqtJEmSJEmSNCYz2SRJkiRJkqaIEx/MJoNskiRJkiRJU8SJD2aTQTZJkiRJkqQpYoxtNhlkkyRJkiRJmiZG2WaSEx9IkiRJkiRJYzKTTZIkSZIkaYo48cFsMsgmSZIkSZI0RZz4YDYZZJMkSZIkSZoixthmk0E2SZIkSZKkaWKUbSY58YEkSZIkSZI0JjPZJEmSJEmSpogTH8wmg2ySJEmSJElTxIkPZpNBNkmSJEmSpClijG02GWSTJEmSJEmaJkbZZpITH0iSJEmSJEljMpNNkiRJkiRpijjxwWwyyKZNzm223mzSTdCU+94lv5t0EzTl7njr5XkdWXtzTboJmnLrblw36SZoyt16y+XbUeZ22y7Pa78WxvmXXTPpJmjK3eW2m29UeSc+mE0G2SRJkiRJkqaIMbbZZJBNkiRJkiRpmhhlm0nLN59bkiRJkiRJWiJmskmSJEmSJE0RJz6YTQbZJEmSJEmSpogTH8wmg2ySJEmSJElTxBjbbDLIJkmSJEmSNEXMZJtNTnwgSZIkSZIkjclMNkmSJEmSpKliKtssMsgmSZIkSZI0RewuOpsMskmSJEmSJE0RY2yzySCbJEmSJEnSFDGTbTY58YEkSZIkSZI0JjPZJEmSJEmSpkjsMDqTDLJJkiRJkiRNE2NsM8kgmyRJkiRJ0hQxxjabDLJJkiRJkiRNESc+mE1OfDCGJAckqY1YDpl0m6dZklsn+askb0lyZpIfJ/ltkhuTXJ7kjCQvT3L7SbdVkiRJkiSpk5lsm5gkxwPPBC6qqt0m25pbeDBwUp99OwL7t8vLkvxtVX12yVomSZIkSdISceKD2WSQbeEcA7xtSJlLlqIhM+5i4AvAN9rtX9BkXO4MPAX4c2AH4BNJ/qiqvjOphkqSJEmStCiMsc0kg2wL5/KqOm/SjZhxX6iquw7Y/8EkTwY+CmwOvAb4i6VomCRJkiRJS8UY22wyyKapUVXrRijzsSTnA/cB9lv8VkmSJEmStLSc+GA2OfHBEkuyTZKnJXlXknPbgf1vSnJFO9j/S5NsO2Jd2yV5SZLTk/wyyQ1JLktydpI3JnlgR9lVSYpmPDaAXXtNztDnPLsleWuS7yW5JsnqJBckOTbJA4a0ca7uVe3jRyY5OcnF7eu+cJTX2uW6dr3lPI6VJEmSJElacGayLb1TaAbv77YDTWbWfsALkjy+qs7vV0mSR9NMErBD1647tcuDgZczZpZpkoOBdwBbdO26Z7s8O8mrq+oNI9R1JHD4mO25L7BX+7Dv+yNJkiRJ0qxy4oPZZJBt6a0Evgt8AjgHuIwmELYrcBDwVOBuwMeS7FVVa7orSPII4DNtXeuAE4GPAz+nye66H/CnwBM7Dnsb8CHgdcCT2vM+dlBDkxwIHN+271rgLcCpwFpgX+AfaYJ8r09ydVUdM6C6g4A92tf+VuA8YCvWB8wGtWNr4C7t63k5cKt211HDjpUkSZIkadbYXXQ2GWRbODsl2X3A/sur6nLg0Kq6oMf+s2kG9n838Fng3sDfAO/uLJRkK+D9NP93q4EDq+qMrrq+CrwryS5zT7TnvjzJ1e1TNw2aqCHJZsCxrA+wPbyqzu0o8rUkHwbOosmce3OSk6vqyj5V7gGc1rb3ho7nv9jn/IcAx/VrH/BmmvdBkiRJkiRp4hyTbeE8nyZLq9/yAoA+Abbfq6pTabLcAJ7co8jBNEEtgFf1CLB11nXxyK2/pYNosscAjuwKsM3VfxHwsvbh1sChA+q7GXhOV4BtPs4FHlJVL6uqnmPISZIkSZI0y5LpWjQag2wTlmTHJPdKsvvcAlzR7t6zxyEHtuvVNGOlLZZHt+sC3jOg3MnAb7uO6eUrVXXhRpz/Y8AD2uXBwNOBj9J0L31/kidsRF2SJEmSJEmLyu6iC+eIqlo1SsEkDwX+niYodbsBRbsnNQDYu12fU1WrN6qFG2eu6+uFbVfTnqrqxiTfAg7oOKaX72zMyavqauDqjqe+Dvx3kmcAJwAfT/Lsqjp+Y+qVJEmSJGnaOfHBbDKTbYklWQV8mWaCg0EBNmgmBug2F3j7xQI2q5e5tv1qhLK/7Dqml9+M15xGVZ1Ikz23AvjPJNsvRL2SJEmSJE2LSXcPtbvo/BhkW0JJHgW8pn34U5px2vYAbgusrKpUVYB/GaG6pRqPbJTzjPIjt27chnT4eLvehmYWVUmSJEmSlo1M2aLR2F10aT23XV8N7DOgG+ag7KwrgZ2BOy9gu3r5dbu+4whl79B1zGK7omN71yU6pyRJkiRJS2MTjGwluSvN0FoHAncFbgB+DHwQeNsiD5m1IMxkW1r3b9enDxrnDHjQgH3fnCuTZOt5tGHUDLjz2vVuSXbqVyjJZqwfJ+68fuUW2F06tq9donNKkiRJkqRFkORAmrHcXwLcB9iaJgHpj4A3Ad9McvfJtXA0BtmW1lzmYN/gWJK9gIcMqOOTHXUcNo82rGnXWwwpd+pck4BnDSj3FOA2Xccstr/s2P7uEp1TkiRJkqQlkSn7t6ivNdmTJlvtNjSJNK8C9gUeBbyzLXZv4JQk2y5qY8ZkkG1pXdCuH9YrAptkR+B9Q+p4H3Bpu31kkv37FUyyc4+n5yZM2CnJdgPO81Hgsnb78PZD313/LsCb24ergeMGNXyYJIck2XJImRcBj28fXkgziYQkSZIkScvGpCc6WOKJD/6dJpFoLfCYqnp9VZ1VVadX1WHAy9ty9wFevOitGYNBtqX13na9LXBmkr9Lsk+SfZO8FPg2cD/grH4VVNUa4Bk0H76tgdOSHJfkz5I8sK3vkCQfBH7So4qvtusVwNuTPCTJvZLcM8k9O85zE02mXAHbAV9O8s9JHprkj9tg1zmsHxvupVV15fzelt9bBVya5B1JDm7PtWeShyV5fpIvA//Wlr0ReG5VrR3znJIkSZIkTZVJT3SwVBMfJPkj4ID24burqlc85C3AD9rtf2iHrZpKTnywhKrqQ0mOAw6lmbzg6K4i64AX0fQ73mdAPV9I8gTgpLbsIe0yitOBr9F0Sf3rdun0+5+fqjolyaHAsTSBwSPapbvNr66qY0Y8/zC3o5kg4rkDylwCPKuqlqp7qiRJkiRJS2fTmfjgyR3bPXvHVdXNSd4LvIEmBnIA8PlFb9k8mMm2xKrqWTSZaF8CrqGZLeMi4ERg36o6asR6PgvcHTicJjvtKuAmmq6kZwOvBx7Q47ibgccAr6PJnLuWAZMhVNUJNCmZR9FEjq8DrqfJknsnsHdVvWGUNo/gUcDzgA/QDHj4K5qMvWvb832YJkB576qayh8oSZIkSZI0soe36+uAbwwod2bH9sMWrznjSdWok01Ky8OatSPPsKpN1Pcu+d2km6Ap94e73XpZfrf4y9/d5PVRAy3LD74W1B1uvdmy/Zisvsk/nNTf+ZddM+kmaMo9cNeNu3+8/qbp+rt1682zyyjlquqSjak3yRXADsC3q2qvAeW2B37dPjy5qp66MedZKnYXlSRJkiRJmiJLMNnAxrp4xHIjt7yd+HCH9uHA4FxV/SbJdcA2wEgBv0kwyCZJkiRJkjRFtlw5dQnki5FZt13H9rUjlJ8Lsm27CG1ZEAbZJEmSJEmSNMhiZI9t2bF94wjlb2jXWy1CWxaEQTZJkiRJkiT1tbFjrY1oTcf25iOU36JdX78IbVkQzi4qSZIkSZKkpdY5Y8goXUC3adejdC2dCINskiRJkiRJWlJVtQa4sn2486Cy7eyic0G2USdhWHIG2SRJkiRJkjQJP2jX90wyaEiz+/Q4ZuoYZJMkSZIkSdIkfLldbwP84YBy+3dsf2XxmjMeg2ySJEmSJEmahI91bB/aq0CSFcDB7cOrgS8sbpPmzyCbJEmSJEmSllxV/Q/wpfbhs5Ps06PYS4D7tttHVdVNS9K4eRjU31WSJEmSJElaTP+HpgvoVsDnkryeJlttK+CvgMPacj8C3jKRFo7IIJskSZIkSZImoqq+leRpwPuAWwOv71HsR8CBVXXNkjZuI9ldVJIkSZIkSRNTVZ8E9gDeShNQW00z/to5wCuAvavqxxNr4IjMZJMkSZIkSdJEVdVFwIvbZSaZySZJkiRJkiSNySCbJEmSJP3/7d17tGxVeSfs34uggBLFVjRehmhrm0RFNNFERT0xtLYinSbXobaIRtPDxC9pY+xPMX45Joqx42UQO9J4RdE4WrwksY2tIkGNF+IFjdgaiIpRiXJRDHgADzC/P9YqT7lPVe3ae+1Ttfc+zzPGHLWq1pyz3to1x3vqvLVqLQAYSJENAAAAAAZSZAMAAACAgRTZAAAAAGAgRTYAAAAAGKhaa8uOARbqmt2x6JmpatkRsNkdfGC25Sp53nsvlB+Z6dF3v+2yQ2CTO+Yeh2/L/Jgku3b7jxPT1fb8aMAGOuQgi2R/4Eg2AAAAABhIkQ0AAAAABlJkAwAAAICBFNkAAAAAYCBFNgAAAAAYSJENAAAAAAZSZAMAAACAgRTZAAAAAGAgRTYAAAAAGEiRDQAAAAAGUmQDAAAAgIEU2QAAAABgIEU2AAAAABhIkQ0AAAAABlJkAwAAAICBFNkAAAAAYCBFNgAAAAAYSJFtgKraUVVtDe2kZce82VXV/avq5Kp6b1V9vaquq6qrq+rCqjqjqh667BgBAAAAVjpw2QGwWFV1RpInJflaa+3I5Ubzo6rqQ0keNmHXTZPco29Pqqozkzy1tfaDRcYHAAAAMI0i28Y5LcmrVunzjUUEsoXdsb+9JMlZST6S5J+T3CTJg5I8q+/zxHRr9/FLiBEAAABgL4psG+fS1toFyw5ii/tSkpOTvKO1dsOKfZ/oj2D7aJJ/l+RxVXVaa+0jiw4SAAAAYCXnZGPTaK09trX2tgkFttH+y9MdzTbyK4uJDAAAAGA2RbYFq6qbV9WvV9Vrq+qzVfW9qtpdVZdV1Yeq6ver6hZzznVYVT2rqs6pqm/1Fwm4pKrOq6qXVNX9x/rurKqW7nxsSXKXSRdnmPI8R1bVK6rqC1V1VVXtqqqLqur0qrrPKjGO5t7Z339EVZ3VX9Rgd1VdPM9rHXPu2Pa/XeNYAAAAgH3Cz0UX7z1JHj7h8dukO+n/w5L8VlU9prX2pWmTVNWxSd7ajxv34317YJL/lqSGBFtVJyZ5dZKbrdh19779RlU9v7X24jnmelG6n4MOcdOx7RsHzgUAAACwIRTZFu/AJJ9P8tdJPpXuJP+V5C5JTkjya0numuQvq+ro1tq1Kyeoqp9P8t5+rhuSnJnkr9JdJODgJD+V5NFJjh8b9qokb0/ywiS/2D/vo2YFWlXHJTmjj+/qJC9LcnaS65M8OMlz0xX5TqmqK1trp82Y7oQkR/Wv/RVJLkhySJKjZ8UwwXiBcmoREgAAAGCRFNk2zhFVde8Z+y9trV2a5MmttYsm7D8vyduq6nVJ3pfknkmekOR1452q6pAkb0n33u1Kclxr7dwVc30syWur6s6jB/rnvrSqruwf2j3rQg1VdVCS07OnwPbQ1tpnx7p8oqrekeTj6Y6ce2lVndWfN22So5J8sI/3urHHPzwthgkxHZDkOWMPvW3esQAAAAD7knOybZynpztKa1r7rSSZUmD7odba2emOckuS/zShy4npilpJ8rwJBbbxub4+d/R7OyHJHfvtF60osI3m/1qSZ/d3D03y5Bnz3ZjkqSsKbGv1zHQ/g02Sd7XWPjVgLgAAAIANo8i2ZFV126q6R1Xde9SSXNbvvu+EIcf1t7vSnSttXzm2v21JXj+j31lJvrdizCQfba1dvN5gqurhSf6kv3tpuqImAAAAwKbg56Ib5wWttZ3zdKyqhyT5nXRFqVvP6LryogZJcr/+9lOttV1rinBtRj99vbj/qelErbUfVNX5SXaMjZnkH9YbSFXdK8m70q3X65L8Wmvt2+udDwAAAGCjKbItWFXtTPKHc3Y/ZMJjo8Lbv2xIQNONin/zFLO+tWLMJN9dTxBVddck709yeLqLPDyutfah9cwFAAAAsK/4uegCVdUvZE+B7SvpztN2VJJbJTmwtVattUryx3NM1/ZJkOt7npqjzw1rfeKqukO6q5neoY/jKa21d611HgAAAIB9zZFsi/W0/vbKJA+a8TPMw2fMcXmSO6UrPO1L3+lvbz9H39utGDNYVd0myQeS3K1/6P9prb1po+YHAAAA2EiOZFuse/W358w6z1mSn5mx7zOjPlV16DpimPcIuAv62yOr6ohpnarqoOw5T9wF0/qtRVXdMsn7kvxU/9BzWmt/vhFzAwAAAOwLimyLNTpycGpxrKqOTvJzM+Z499gcv7mOGK7tb2+2Sr+zRyElecqMfr+S5JYrxqxbXzh8T5L79w+9qLX2kqHzAgAAAOxLimyLdVF/e0xV3W3lzqq6bZI3rzLHm5N8s99+UVU9fFrHqrrThIdHF0w4oqoOm/E870pySb99clXdd8L8d07y0v7uriRvmBX4aqrqpv3zPqR/6NTW2h8MmRMAAABgEZyTbbHelOT4JLdI8qGqekmST6c7WuzBSX4v3TnQPp7kQZMmaK1dW1VPTHfFzUOTfLCqzkxXnPpGuiPU7pnkMUl+MXsfsfax/vaAJP+zql6Z5Ir0PyNtrf1Tf7u7qn4z3ZFzhyX5u6r60yQfTHJ9H+9zkox+Svr7rbXL1/dn+aG3Jnlkv31OktdV1b1n9P9Ba+3Cgc8JAAAAMJgi2wK11t5eVW9I8uR0Fy945YouNyR5ZroLH0wssvXz/G1VPTZdUerwJCf1bR7nJPlEup+kPr5v4354pdDW2nuq6slJTk9XGHxB31bG/PzW2mlzPv8svzS2/Ygk/7BK/68lOXIDnhcAAABgED8XXbDW2lOSPDHJR5JcleS6dMWiM5M8uLV26pzzvC/dlTdPTnd02hVJdqf7Kel5SU5Jcp8J425Md7TYC5N8LsnVmXExhNbaG5P8RJJTk3wxyfeTXJPky0lek+R+rbUXzxMzAAAAwHZVrc17sUnYHq7ZPfcVVtlPVa3eh/3bwQdmW66S5733QvmRmR5999suOwQ2uWPucfi2zI9Jsmu3/zgxXW3PjwZsoEMOskj2B45kAwAAAICBFNkAAAAAYCBFNgAAAAAYSJENAAAAAAZSZAMAAACAgRTZAAAAAGAgRTYAAAAAGEiRDQAAAAAGUmQDAAAAgIEU2QAAAABgIEU2AAAAABhIkQ0AAAAABlJkAwAAAICBFNkAAAAAYCBFNgAAAAAYSJENAAAAAAZSZAMAAACAgRTZAAAAAGAgRTYAAAAAGEiRDQAAAAAGUmQDAAAAgIEOXHYAAJvNDTe2ZYfAplfLDmCf+NiFly87BDa5l5/8Z8sOgU3umvP/x7JD2Gdqm+Z+ADaOI9kAAAAAYCBFNgAAAAAYSJENAAAAAAZSZAMAAACAgRTZAAAAAGAgRTYAAAAAGEiRDQAAAAAGUmQDAAAAgIEU2QAAAABgIEU2AAAAABhIkQ0AAAAABlJkAwAAAICBFNkAAAAAYCBFNgAAAAAYSJENAAAAAAZSZAMAAACAgRTZBqiqHVXV1tBOWnbMm11VHVFVj62qP6qq91bV5WN/vzOWHR8AAADAJAcuOwAWqy9UPSnJ11prRy43mom+vewAAAAAANZKkW3jnJbkVav0+cYiAtlGvp7ki0keuexAAAAAAGZRZNs4l7bWLlh2ENvAHyX5ZJJPtta+XVVHJvnqckMCAAAAmE2RjU2ltfaHy44BAAAAYK1c+GDBqurmVfXrVfXaqvpsVX2vqnZX1WVV9aGq+v2qusWccx1WVc+qqnOq6ltVdV1VXVJV51XVS6rq/mN9d1ZVS3c+tiS5y6SLM0x5niOr6hVV9YWquqqqdlXVRVV1elXdZ5UYR3Pv7O8/oqrOqqqv96/74nleKwAAAMBm5ki2xXtPkodPePw2SR7Wt9+qqse01r40bZKqOjbJW/tx4368bw9M8t+S1JBgq+rEJK9OcrMVu+7et9+oque31l48x1wvSnLykHgAAAAANiNFtsU7MMnnk/x1kk8luSRdIewuSU5I8mtJ7prkL6vq6NbatSsnqKqfT/Lefq4bkpyZ5K+S/HOSg5P8VJJHJzl+bNirkrw9yQuT/GL/vI+aFWhVHZfkjD6+q5O8LMnZSa5P8uAkz01X5Dulqq5srZ02Y7oTkhzVv/ZXJLkgySFJjp4VAwAAAMBWoMi2cY6oqnvP2H9pa+3SJE9urV00Yf95Sd5WVa9L8r4k90zyhCSvG+9UVYckeUu6925XkuNaa+eumOtjSV5bVXcePdA/96VVdWX/0O5ZF2qoqoOSnJ49BbaHttY+O9blE1X1jiQfT3fk3Eur6qzW2uVTpjwqyQf7eK8be/zD02IAAAAA2Cqck23jPD3dUVrT2m8lyZQC2w+11s5Od5RbkvynCV1OTFfUSpLnTSiwjc/19bmj39sJSe7Yb79oRYFtNP/Xkjy7v3tokifPmO/GJE9dUWADAAAA2BYU2Zasqm5bVfeoqnuPWpLL+t33nTDkuP52V7pzpe0rx/a3LcnrZ/Q7K8n3VoyZ5KOttYs3IC4AAACATcfPRTfOC1prO+fpWFUPSfI76YpSt57RdeVFDZLkfv3tp1pru9YU4dqMfvp6cf9T04laaz+oqvOT7BgbM8k/bGBsAAAAAJuKItuCVdXOJH84Z/dDJjw2Krz9y4YENN2o+PftOfp+a8WYSb47LBwAAACAzcvPRReoqn4hewpsX0l3nrajktwqyYGttWqtVZI/nmO6tk+CXN/z1Bx9bhgaCAAAAMBm5Ui2xXpaf3tlkgfN+Bnm4TPmuDzJnZLcYQPjmuQ7/e3t5+h7uxVjAAAAAPYrjmRbrHv1t+fMOs9Zkp+Zse8zoz5Vdeg6Ypj3CLgL+tsjq+qIaZ2q6qDsOU/cBdP6AQAAAGxnimyLNTpycGpxrKqOTvJzM+Z499gcv7mOGK7tb2+2Sr+zRyElecqMfr+S5JYrxgAAAADsVxTZFuui/vaYqrrbyp1Vddskb15ljjcn+Wa//aKqevi0jlV1pwkPjy6YcERVHTbjed6V5JJ+++Squu+E+e+c5KX93V1J3jArcAAAAIDtyjnZFutNSY5PcoskH6qqlyT5dLqjxR6c5PfSnQPt40keNGmC1tq1VfXEJO9PdzTbB6vqzHRFsW+kO0Ltnkkek+QXs/cRax/rbw9I8j+r6pVJrkj/M9LW2j/1t7ur6jfTHTl3WJK/q6o/TfLBJNf38T4nyeinpL/fWrt8fX+WParqmCR3H3voNmPbd6+qk8b7t9bOGPqcAAAAAEMpsi1Qa+3tVfWGJE9Od/GCV67ockOSZ6a78MHEIls/z99W1WOTvLXve1Lf5nFOkk+k+0nq4/s27odXCm2tvaeqnpzk9HSFwRf0bWXMz2+tnTbn86/mqUmeNGXfQ/o27owNel4AAACAdfNz0QVrrT0lyROTfCTJVUmuS/K1JGcmeXBr7dQ553lfkrslOTnd0WlXJNmd7qek5yU5Jcl9Joy7Mckjk7wwyeeSXJ0ZF0Norb0xyU8kOTXJF5N8P8k1Sb6c5DVJ7tdae/E8MQMAAABsV9XavBebhO3hmt1zX2GV/dSN8iKruPlNq1bvtfX8/Kkfs/iZ6RNn/MWyQ2CTu+b8/7Et82PiMyQwzCEHZdvmR/ZwJBsAAAAADKTIBgAAAAADKbIBAAAAwECKbAAAAAAwkCIbAAAAAAykyAYAAAAAAymyAQAAAMBAimwAAAAAMJAiGwAAAAAMpMgGAAAAAAMpsgEAAADAQIpsAAAAADCQIhsAAAAADKTIBgAAAAADKbIBAAAAwECKbAAAAAAwkCIbAAAAAAykyAYAAAAAAymyAQAAAMBAimwAAAAAMJAiGwAAAAAMVK21ZccAAAAAAFuaI9kAAAAAYCBFNgAAAAAYSJENAAAAAAZSZAMAAACAgRTZAAAAAGAgRTYAAAAAGEiRDQAAAAAGUmQDAAAAgIEU2QAAAABgIEU2YF2q6tyqalV17sB5Wt92bkxksId1yjJYd2wF1inLYN2xFVinDKHIBgAAAAADKbIBAAAAwEAHLjsAYGtqre1YdgywGuuUZbDu2AqsU5bBumMrsE4ZwpFsAAAAADCQIhsAAAAADKTIBptAVT2kql5bVf9YVf9aVVdX1Zeq6i+r6sSq+rEp446vqrdX1Teq6rqquqKqPl5Vz6mqW0wZ8+X+Kjd/N0dct6+q6/v+L1uxb66r7lTVE/q+3+1f1wVV9YKqutVqz79MVbVzdEWg/v7BVfXsqvpMVV3Vt7+vqmdU1cyf3lfVkVX1iqr6Qj9uV1VdVFWnV9V9Vhn7I1clqqoHVNVbx97zb1bVmVX1kxv24ifHsa412o+1Tlk3+XHzkR/3ikN+ZCnkx81HftwrDvmR/U9rTdO0JbUkhyT5iyRtlbZzxbiDk7xzlTHfTHL0hOf8437/jUmOXCW+/zo23/1X7Du3f/zcKWMPTPL2GfH9U5K7TnuNy25Jdo7Fdrskn53xWv46yQFT5jkxybUzxl6f5Lkz4vjh3yfJM5LsnjLP95M8bLOsUetUW9bas+4W8t7sHItNfpQfN+U63c5tvWvPulvIe7NzLDb5UX7clOtU27fNkWywJFV1QJK/SvK4/qGLkjwzyUOT/HSSxyY5JV2SXumNSU7otz+X7h/iByR5VJI3pEvmd0jywaq644qxbxmFkOTxq4T5hP72S621z6z+qn7EK5L8cr/9j0l+o4/x2CSnp/uH53+tcc5leWeSn0zyZ0n+fbr35/FJvtjvPz7J01YOqqrjkpyR5GZJrk7ygnTv74OSPCvJ5UlukuSUqnr6KjE8qn/+LyR5Srq/5cPS/Z1vTHJokjOr6qbrfI17GbhGE+uUdZIft9S6kx878iMLIT9uqXUnP3bkR/Yvy67yadr+2pL8bvZ8u/HOJDeb0u+AJHcYu3/c2Lizk9x0wpinjfX5XxP2f7rfd8GM+O4xNscfTNh/bqZ8w5PkqCQ39Ps/neQWE/qcmB/9xmfnst+TFfHtHIvtB0l2TOhz6yTf6vt8bsW+g5J8o993VSZ/23aXJJdkzzeJt5nQZ/xv9J4p7/fzxvqcsOw1ap1qy1p71t3C3h/5UX7c9Ot0uzb5cXOvO/lRftwK61Tbt23pAWja/tj6f1RG/4B+Y1JynjH2b8b+4b7zjH4f6PvtTvLjK/b93ljSv++U8eMfEu42Yf+sf3xeNTb2p+d4LZvuH58Vr/9lM/q9eKzfLcce/7Wxx58zY/wTxvo9e8L+0b5rkhwxZY7DklzX93v5steodaota+1Zdwt7j+RH+XHTr9Pt2OTHzb/u5Ef5cSusU23fNj8XheU4Osno8ObXtNaunmdQf4LUh/d3P9Ba+/qM7q/pbw9MsmPFvremO0Q8mX4o9egQ74+31r4yT3xjju1vP99a+/SMfq9f47zL8pYZ+8Zf313Htkd/g5bZr/OsJN9bMWaSD7TWLp20o7V2VbpD8ZPkbjPmWIujs441mlinDHZ05Mdk66w7+VF+ZHGOjvyYbJ11Jz/Kj+yHFNlgOe43tv3hNYy7W7pzJyTJeav0Hd9/7/EdrbV/SXJOf/dxVVXj+6vqAUn+XX931geEvVTVwUnu3t/95Crd/34tcy/Rl2bs+87Y9mFj26O/+cXTPtwkSWvtB0nOXzFmrTGMx3HYzF7zW+8aTaxThpEfO1tl3cmPa2OdMoT82Nkq605+XBvrlG1BkQ2W4zZj2/+yhnG3Htv+9ip9vzVl3MjoH5U7pzsB6rjRiUCvT/K2uaPr3CrdyUaTZOqHg95qr2FTaK3tmrH7xrHtm4xtj/7m87zG0Xs16X0amRXDeBw3mdlrfutdo4l1yjDyY2dLrDv5UX5c49wMIz92tsS6kx/lxzXOzTahyAbL1xY8buSd6c7TkIwdSl1VN0ny6/3d97fWLlvjvOPfFg2NcTuY529Qq3dZqiHvo3XKEPLj9iY/DmOd7t/kx+1NfhzGOmVpFNlgOS4f277DGsaNH1p++1X6ju//zsqdrbV/TfLu/u6vjl26+xFjY9d0CHXvu2Pbt1ul72r7t7LR33y19ynZ83fY631aovWu0cQ6ZRj5cb79W5n82LFOWSv5cb79W5n82LFO2bIU2WA5PjO2vfIQ5lm+kj2Hff/sKn0fOLZ9wZQ+o39cDk/yH/rt0bc930/yV2uILUnSWrs2e06i+oBVuq+2fysb/c2PrKojpnWqqoOy5/wV096nZVjvGk2sU4aRH+fbv5XJjx3rlLWSH+fbv5XJjx3rlC1LkQ2W43NJRlfMeWpV3WKeQa2165N8qL/776vqzjO6P7W/vSHdZagneW/2fPvzhP5knr/U3//L1tr354lrgrP72/tU1f1m9HvKOuffCkZ/g8rs1/krSW65YsxmsK41mlinDCY/drbzupMfO9YpayU/drbzupMfO9YpW5YiGyxBa+3GJH/a371TkjeNHcb8I6rqgKoaP9z6z/vbg5K8ftK4qnpKkkf2d9/RX2VnUhy7010CPEmOT/ftzo/199dzCPXI6dlznoJXV9XNJ8T4hCSPGfAcm927klzSb59cVfdd2aH/8PDS/u6uJG9YUGyrGrhGE+uUdZIf94t1Jz92rFPWRH7cL9ad/NixTtm6Wmuapi2hpStyvz9dkm5J/jHJ7yZ5SLrDvx+d5AVJLkyyc8XYt42NOz/Jf07y00mOTfLadFcKakmuSHLHVeI4Zmyu7/a3lyY5cJVx5/Z9z52y/5Vj834xyUl9jI9Iclq6b54+OdZn57x/uwW9PztHsa3Sb8fYa9ixYt9xY+/FVUn+v/79/dkkz0x31aHR2KdPmX+uv89q78ei16h1qi1r7Vl3C3l/do5iW6XfjrHXsGPFPvnROtUWvPasu4W8PztHsa3Sb8fYa9ixYp/8aJ1qW7gtPQBN259bkkPTfcPSVmk7V4w7ON1Vc2aN+WaSo+eIoZJcvGLsK+cYt9o/PgcleceM+L6S5K6b9R+fbMCHpH7/k5JcO+PvcH2S586Yf2kfkoasUetUW9bas+4W8t7sHMW2Sr8dY69hx4T98qN1qi1w7Vl3C3lvdo5iW6XfjrHXsGPCfvnROtW2aPNzUVii1tqu1tqvpvvW48wkX013uemrknwp3T8wj8+ew65H465trf1Skv/Y97kkyQ/SfUNzXpLnJrlna+2zc8TQkvzFiodX3l+z1tru1tovJ3liko8k+V66Q9q/mOSUJD/dWvvq0OfZ7Fprb0zyE0lOTffav5/uPf5yktckuV9r7cXLi3C29a7Rfqx1yrrJj9t/3cmP1inrIz9u/3UnP1qnbF3VrTsAAAAAYL0cyQYAAAAAAymyAQAAAMBAimwAAAAAMNCByw4AgI1XVQcluec6h3+1tfb9jYwHYLOQHwEmkx9hOBc+ANiGqurIdFdyWo+fb62du3HRAGwe8iPAZPIjDOfnogAAAAAwkCPZAAAAAGAgR7IBAAAAwECKbAAAAAAwkCIbAAAAAAykyAYAAAAAAymyAQAAAMBAimwAAAAAMJAiGwAAAAAMpMgGAAAAAAMpsgEAAADAQIpsAAAAADCQIhsAAAAADHTgsgMAqKoDkvzHJI9K8uAkt09yeJJrk1ye5PNJPp7kna21C5cVJ8CiyY8A08mRwGZTrbVlxwDsx6rqMUleluQn5hzyoSQnt9Y+tu+iAlg++RFgOjkS2IwU2YClqar/N8mLk1T/0EeTvDvJ+UmuSHJwktsleUiS45Lcs+/3vtbaf1hstACLIz8CTCdHApuVIhuwFFV1YpI39ncvT/KE1tr7Z/SvJMen+0D1dR+QgO1KfgSYTo4ENjNFNmDhquqOSS5KckiS7yd5QGvti3OOPTjJ8a21s/ZhiABLIT8CTCdHApudq4sCy/B76T4cJckfzPvhKElaa9dO+nBUVa1vO/v7j6iqs6rq61W1u6ounjDmmKo6s6ourqprq+rKqjq/ql5YVbedFkNVnTT2fEfO6HfkWL+TJuw/o993cX//jlX18qq6sKp2VdVlVfU3VfXoOf40wPYgP0Z+BKaSIyNHwmbm6qLAQvWH7J/Y3706yev2wXO8KMnJM/YfkOTPkvz2il03S3J0355RVb/aWvvARsc3JaafSfKeJEeMPXxIkkcneXRVndpa+6+LiAVYDvlxakzyIyBHTo9JjoRNRJENWLR7JblNv/2R1tpVGzz/CUmOSnfJ9lckuSDdB42jx/r8SfZ8OPpqkpck+UySm6e7DPwzktwyyf+uqge21j63wTGudGiSs/rn/JMkf5PkuiQ/m+S5SX48ye9W1T+31l6+j2MBlkd+3Jv8CIzIkXuTI2GTUWQDFu2ose3P7KP5P5jkuNbadWOPfzhJquo+SZ7VP3ZBkoe21q4c63duVb0/3TeCN03y6nQfVPal2ya5VZJjW2sfHnv876vqHUnOS3KnJH9cVW9urV26j+MBlkN+3Jv8CIzIkXuTI2GTcU42YNFuM7Z92ayOVXWvqrr3lHbzKcNuTPLUFR+Oxj09e3Lf01Z8OEqStNb+T5LX93cfWFUPmBXnBjl9xYejUSyXZM8HukOTPGkBsQDLIT9OJj8CiRw5jRwJm4giG7Boh41tX71K38+lO2R/Upv2oeWjrbWLZ8x5bH/7f1trn5jR7zUTxuxLb5ix711Jruy3FxELsBzy42TyI5DIkdPIkbCJKLIBizZ+/oxp3yQO8Q/TdlTVzZLco7973irznJ9kd7997w2Ia5YfZEbcrbXdfTyLiAVYHvlxb/IjMCJH7k2OhE1GkQ1YtCvGtqde4jxJWmsHttZq1JK8YI75vztj3+Fj299e5bl3Z0+st57jeYf4Tmvt+lX6jOLd17EAyyM/7k1+BEbkyL3JkbDJKLIBizZ+laX774P5b5izX5ujTw0JZA02UyzA8siPe9tMsQDLJUfubTPFAkSRDVi8L2TPt3sPnXHy2X1h/BvK28/qWFUHZs83ft9ZsfvGse1ZeXTe1/Zvquomq/Q5YkoswPYhP+5NfgRG5Mi9yZGwySiyAQvVWmtJ3tTfPSzJSQt87uuSXNTfXe2S6vdLclC/fcGKfePnBDk8091zztBumuS+03b2H9aOnhILsE3IjxPJj0ASOXIKORI2GUU2YBlenuSafvuUqrr7Ap/77P72p6rq52b0e+qEMSNfHdv+mRlzPH4Ncc26rPoJ2fNBbGUswPYiP+5NfgRG5Mi9yZGwiSiyAQvXWvtGkt/u7/5Yko9U1Y45hs76xm9ep2XPofqvrqpbruxQVY9M8hv93b9vrX1yRZcLsueQ+2f0V5xaOcfjkvzyGuJ6elUdM2Ge2yd5aX93V5I3rmFOYIuRHyeSH4EkcuQUciRsIgcuOwBg/9Rae0NV3THJH6U7t8XfVtWHk/x1ukuRX5HuRK1HpDsM/oQkDxyb4pqsQ2vt81X1siTPTnKfJJ+pqpeku7z5oUmOT/I7SW6S7rLo/2XCHNdX1auTPCfd5dDPqar/nuSf+9fyq+m+Vfx4kgfNEdZl6T78fKCqXpHkb5Jcl+71npzkDn2/57fWLl3P6wa2DvnxR8iPwI+QI3+EHAmbTWtN0zRtaS3dB5IL010daZ72d0keMmGe0f6dczznAUn+fJXnuTLJI2fMcWi6D0DTxp+b7sPT6P5JE+Y4o993cbqfDFw2Y75Tl/1eaZq22CY/yo+apk1vcqQcqWmbsfm5KLBUrbV3J/nJJL+U5NVJPp/ug8L16U4O+7V038rtTHKv1toxrbWPDnzOG1trv53kYUneku7bw+uS/GuSzyY5Jck9WmvvnzHHriSPSPK8PuZr+vGfTPKMJL+Q5Oo1xPSpdJej/7MkX05ybbpvYv9Pkse01n53TS8S2PLkxx/OJz8Ce5EjfzifHAmbSLXWlh0DwH6pqs5I95OAr7XWjlxuNACbh/wIMJ0cCZuXI9kAAAAAYCBFNgAAAAAYSJENAAAAAAZSZAMAAACAgRTZAAAAAGAgVxcFAAAAgIEcyQYAAAAAAymyAQAAAMBAimwAAAAAMJAiGwAAAAAMpMgGAAAAAAMpsgEAAADAQIpsAAAAADCQIhsAAAAADKTIBgAAAAADKbIBAAAAwECKbAAAAAAwkCIbAAAAAAykyAYAAAAAAymyAQAAAMBAimwAAAAAMJAiGwAAAAAMpMgGAAAAAAMpsgEAAADAQIpsAAAAADDQ/w9EPGCdoWYsaQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x800 with 4 Axes>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mfx.plot_r2(m.mofa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "42787756-2db9-4e93-9016-b75f9ae56b44",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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xLWRTF2gUspkStZTPgA6h8McucWy6EJ8M7/9NsTpFpDZwDPByVNe3wCkiUl1EEjyRMAX4OsruShH5UUQmi8jAqFDN7rj3UD0R+VxEpovIEyJSP95iRaQpzmMueh7DMAzDMAzDMAzDMP4kmKC2dzlWRBZFbdEhoGNxIlS8sM/BuHDJOV4usTtE5KBQ/37e/4v9BhGpFTVnX6+rDi6UM5r1Xp9vkxfuVNXNQAlQO55NaH9nNklAzZBtLJs6xMDzxrsD+FZV58WyAc7ChWm+F9Xe35v7R2AZLsz076q6LGTzNHAFcAbwDHAZcE+ovzEu9PUa4DavvwbwaowccxNFZBkuLPYbXCipYRiGYRiGYRiGYRh/QiyH2t7lP8CNUW2bwjuqut4LfRwsIm9FD6CqU0WkK9AJJ6wdDlwqIqNVdUzYNPR4I3Cs93g8kBzHzkei2uPFBVdmI1Qkns3Oxok3/3Bgf1xut3j0AcaralFU+41AFnA2LofaicCTInK6qs4FUNUnQ/ZzRWQz8JSI3K2qG3GCdDJwq6pOARCRK4AfgMNw3nU+/YBquBxqt+EEvUcrWbdhGIZhGIZhGIZhGH9QTFDbu2yP8oCKxxO4XGp9Y3WqagnOy+kb4GERyQEGicjDwFLPrDkwx7Mvw3lhISKloaHWArViTFGTHZ5ia3HiXYCXOywZWBeyifYi88fN24lNKU7w821j2UR7reFV0jweOF1Vf4lxDojIIUAznJgVbm8KXAIcparzveYfPfu+VBQ9fXK9//f11uyHwS7wDTxBdAPQIHygqq7ybb1CD6NE5AnvuTEMwzAMwzAMwzAM40+ECWp/QFR1m1fE4Drgo104ZAHuuUwFZuOqel4hIhPj5VHzyAUyReRAVZ0BICKdgExgWshmoIjUDeVR6w4UAzNDNjeLSLIn9vk2a3B54XybnlHzdwd+CB0zDTgSeDLKxl+LH+Z5N/A3XCGC5ZWcXx9gpqr6FU0V4Mcff+SYY45hypQpEWGi5557Lg0bNgS4IdZgH374IRdffDHfffddLsDixYs5/PDDee2113yxjE2bNtGgQQNefPHFf+Gqmlbg9ddf59prr2XJkiWlsfoNwzAM43+dTZs2UV5eTkJCAtWrV/+9l2MYhmEY/w2xoreMvwAmqO1dUkQk2gOrVFU3xLD9Fy4n12lAUDRARN4AJuDCCjcCLXEVNr9S1S2ezSDgFeAtERkHLMR5lHUFsoEyAFVdKCKfAqNFxBeR7gM+UlU/B9sUnGA3zqs4Wh0YBrzozwe8CVwLPCgiD+E8uK4BxoQKIDwPXOJVuHwRV6SgDzAgdM5PA2+KyJXABzgPtCO8a+AzAjgd52G2LXQ981W1MHSdMoBeuBxrETRv3pymTZtyww03cNttt1GjRg3ef/99Pv/8c55//nkAcnNzyc3N5bDDDiMjI4Pvv/+eYcOGcdxxx9GggXM+22+//Tj++OMZOnQoo0aNolq1aowcOZLmzZvTrVs3AMaPH09SUhL7778/KSkpzJw5kxEjRnDKKaeQlGRvP8MwDMOIhYlohmEYhmH80ZEdeofxWyIiM9hRFTPMelWtIyJbceGPx3iVNhGR04AXcGJRA6/tWuByXEL8ZFxxgJ+AIar6Zmi+I4AHgVZAFW/sdcC/gRv9nGIi0hh4B2jtHToPOFFVV4bG6gy85s1ZhvMYO05Vt4dsTgKewhUWKMF51p0WEtQQkcuAkThRrgB4SVWjwzFvB3Jw+ca2Aver6l2h/jwg3Tv3BFwOuiJgkKq+GrK7ALgTeBuXJ21YOCfa0qVLGTRoEJ9++inbt28nJSWF9u3b89lnn5GamsqsWbM499xz+emnnygqKiI5OZm77rqLAQMGkJaWBjhPtwceeICJEyeyceNGkpKS6NSpE6+99hr167tCn/feey8PPfQQ69ato7y8nGrVqnHGGWfwyCOPUKVKFQzDMAzDMAzDMIy/NOah9hfFqnzuPabgvMbqRW0tvP4fcR5nt/gHqOoEYAwwNTTOvjhhrBeuomdXXMXIoNCAiBwI/ANYifPuagF0wXmNNcXlFfMZ6Y13qLetw3mB+WMleuNPBw7EhW2mh9fpeYONAN4C2gNn4ooF9AvZNAZuwiXi9/tO8IQ436Yz8H/AUJzANxS4zAtD9TkH53V2Ki6k9HxVrR8W07xr9y+c91s7duQ6C9iwYQNz585l+PDhzJ49m9mzZ3PrrbeSkODeEu3bt+eSSy7hgQce4NZbb6Vx48Zcd911gZgGMHPmTPbZZx8mTJjAwoULeeGFF1i1ahUffPBBYJOWlsbAgQP56quvWLhwIaNHjw684QzDMAzDMAzDMAzD+HNiHmp7CS8nWpaqXhKn/1vgfVwxgr+r6sde+51AW1U9w9ufB9ymqq/FGUdw1SULgL/FyqEmIqKqKiItcELfyao63evrDEwEjlDVxSJyNC5cs7OfQ01ETsV5v7VX1S0icjEu7PQAVS32bK7CiWOdvLluxXm1HRlax71AG1Xt5e0/DmSo6vkhm5eAzap6RYzzWOVdq/dj9O0DvIcLK30BeCrsoXbyySdz5JFHcsMNMdOlRfDqq68ybNgw5s2bt1PbIUOGsHDhQl5//fW4NhdeeCG1atVizJgxcW0MwzAMwzAMwzCMvwTmofYXxTzU/liswIlXQ0Qk3nOTBxwtItXi9LfFeaQ9Fq8gQSgMszMunHR6qC8XyMd5tPk280MFCcAJdinsCGHtDEz1xbSQTV2gUchmStRSPgM6iIjvXdcljk0XdgPv2o0DHg1V8QxYt24d06dPp1atWvTq1YsDDjiA3r178+233+7ONDHJz8/fad6X/Px8atSo8V/PZRiGYRh/VVauXMny5ctZuXLlzo0NwzAMwzB+B0xQ27scKyKLorZBUTZjcSJU7zhjDAYOAuaIyCQRuUNEDgr17+f97xcVQERqRc3Z1+uqA6yPMcd6r8+3yQt3qupmXJ602vFsQvs7s0kCaoZsY9lEF3LYGVficr39I1bnTz/9BMDo0aO54IILeOmll2jfvj1nnXUWS5cu3c2pdpCbm8vEiRO58MIL49q88847fP/995xzzjl7PI9hGIZh/NXZsmUL+fn5bNmyZefGhmEYhmEYvwNWZnDv8h/gxqi2TeEdVV3vhT4OFpG3ogdQ1aki0hXohBPWDgcuFZHRqhqOIQzH8m4EjvUejyeUby3Kzkei2uPFBVdmE8utNZ7NzsbZ5bhkETkAuBQXXhrzOL/5wgsvDIStdu3a8eWXX/Lyyy8zZMiQXZ0uYP78+fTt25dBgwZx5JFHxrT5z3/+Q05ODqNHj6ZVq1a7PYdhGIZhGIZhGIZhGH8MzENt77JdVZdFbZti2D0BpAJ9Yw2iqiWq+o2qPqyq5+KKBuR4oZO+i1XzkH2ZPx+u2qfPWqBWjClqssNTbC1RHmIikoUT5dbFswmNG3ccz6YUJ/j5trFsor3WKuMQ75hpIrJCRFYADYFhBx98MAB16rgpWrZsGXFgixYt9ii0ZMGCBZx11lmcf/755OTkxLT5+uuvufjii7n99ts566yzdnsOwzAMwzAMwzAMwzD+OJig9gdEVbfhQj8HAhm7cMgCnLdhKjAbWARcUUkeNp9cINOrCgqAV1EzE5gWsmklInVDx3UHioGZIZuuoVxovs0aXF443ybadas78IOqlnj70+LYTGPX+TdwDK4aqb+tAR57+eWXAWjUqBF169Zl8eLFEQcuXryYhg0b7sZUzjPtzDPP5Oyzz+amm26KafOf//yHCy+8kCFDhnDBBRfs1viGYRiGYRiGYRiGYfzxsJDPvUuKiER7YJWq6oYYtv8CLgNOA4KiASLyBjAB+AHn2dUSV2HzK1Xd4tkMAl4B3hKRccBCnEdZVyAbl18MVV0oIp8Co0XEL3d5H/CRqvpq0xScYDfOqzhaHRgGvOjPB7wJXAs8KCIPAfsC1wBjQmGXzwOXiMjtwIu4IgV9gAGhc34aeFNErgQ+AI4HjvCugX/+6UDT0DGNRaQtsElVV6rqRnZ4vPnHlABrmzVr5u8zYMAARo8eTZs2bWjXrh2vvfYaixYt4qmnngqOW7lyJZs2bWLlypWUlZUxZ84cAJo2bUp6enogpnXv3p3LL7+ctWvXApCYmEh2djawQ0y79NJLOemkkwKblJSUnRYvMAzDMAzDMAzDMAzjj4nESTNl/MqIyAx2VMUMs15V64jIVlz44zFepU1E5DTgBVwlzgZe27XA5UBjnEhWAvwEDFHVN0PzHQE8CLQCqnhjr8N5cN2oqkWeXWPgHaC1d+g84ERVXRkaqzPwmjdnGc5j7DhV3R6yOQl4CldYoAT4CDgtnMdMRC4DRuJEuQLgJVXtF3WdbgdygGrAVuB+Vb0raowHvXNPwOWgKwJeU9Ucz2YscHZo2FrAXFU9AGDTpk2MGjWKV155hZ9//hmAxo0b88QTT3D00UcHB+Xk5PDaa6+hqmzYsIHS0lJq1qzJW2+9Rbdu3bj//vu5//77KSgoYPv27ZSVlSEi1K5dm1WrVgHQt29fXn31VUpLS1FVEhISSE1N5ZhjjuHNN9/EMAzDMIyKzJs3j9LSUpKSkmjduvXODzAMwzCMPy6x8osbfwEs5HPvMQXnNVYvamvh9f+I86y6xT9AVScAY4CpoXH2xQljvXAVPbvicqgF4ZZeCOc/gJU4764WQBec11hToFlovJHeeId62zpgRGisRG/86cCBuBDK9PA6RSTDO+YtoD1wJrA/0C9k0xi4CXg01HeCJ8T5Np2B/wOG4gS+ocBlXhiqz2LgDuBUXCjn+apa3xfTQnwKdPS2hrjQUQBWr17N6tWrGTduHPPnz+fjjz+mTp06+CGhPmPHjmXVqlVceumlnHXWWdStW5fPPvuMbt26AXDdddcxbNgwmjZtyiuvvMKiRYuYPXs2zz33XDDGHXfcwbPPPssPP/zAsmXLeOedd2jatCl+PjfDMAzDMAzDMAzDMP58WMjn3qVYVddW0v8CcLGIHKOqH8ex6QncFupfwY5cZoiI4PKvLQFOVdXy0LGzgfGeDSLSAjgKOFlVp3ttg4GJItLMC/vsjgsr7ayqazyb23Hhnfd4YZ+9cV5wA1W1GJgnIvsB/UTkCc9L7SJgpare5q1loYh0APoD73ptlwGfq+o4b3+ciBzqtV8BoKqfAJ9466jkUsa/1q1bt+auu+7il19+oaSkhPbt23PjjTdy9dVXB7+G+3zyySdMmTKFp59+mk8++SRinM2bN3Pvvffy/PPPc/jhhwft4QqeTZo0oUmTJsF+w4YN6d27N998801lazcMwzAMwzAMwzAM4w+Meaj9sViByzU2pJKCAnnA0SJSLU5/W5xH2mNRYlpAKAyzMy6cdHqoLxfIx3m0+TbzfTHN4zMghR0hrJ2BqZ6YFrapCzQK2UyJWspnQIdQMYMucWy6sPscKiKzROQrERktIhHVTOvVq0fTpk0pKytj0aJFzJ07l7S0tAiRLi8vj+uvv55x48aRlpZWYYIpU6ZQXl7OL7/8wpFHHkmnTp3o169fEO4Zi2XLlvHpp59y6KGH7sEpGYZhGIZhGIZhGIbxR8AEtb3LsSKyKGobFGUzFidC9Y4zxmDgIGCOiEwSkTtE5KBQ/37e/0EJSxGpFTVnX6+rDrA+xhzrvT7fJi/cqaqbcXnSasezCe3vzCYJqBmyjWUTXchhZ3wCXAWcBdyOC/t8vbh4h94nImRnZ9O6dWvq1q3Liy++yHHHHcfMmTP56aef2L59Ozk5OVx00UV06NAh5iTLly9HVXnooYe48847eeqpp9i4cSPnnHMOJSUlEba9evWiadOmdOvWjUMOOYTBgwfv5ikZhmEYxv8O1atXp0aNGlbAxzAMwzCMPywW8rl3+Q9wY1TbpvCOqq4XkceBwSLyVvQAqjpVRLoCnXDC2uHApSIyWlXHhE1DjzcCx3qPxxPKtxZl5yNR7fEqV1RmEyseM57NzsbZrcoZqvp2aHeeiMwEvp08eTJ/+9vfImy3bNlC//79ad++Pffccw+bN28mLy+Pp59+ml9++YULLriAeIU7ysvLKSkp4e6776Z7d5ei7bHHHqNDhw589dVX9OjRI7B94okn2Lp1Kz/++CN33nknjz/+OAMGDIg5rmEYhmH8r7PPPvv83kswDMMwDMOoFBPU9i7bVXXZLtg9AVwM9I3VqaolwDfe9rCI5ACDRORhYKln1hyY49mXAcsARKQ0NNRaXAXMaGqyw1NsLU68CxCRLJwoty5kE+1F5o+btxObUpzg59vGson2WtstVHWNiKxcunRp43D71q1bOe+886hatSrPPPMMVapUoWrVquyzzz7cc889/Pjjj7Rr1w6AxMREAE444QR69+7Ngw8+SN26dQFo2bJlMGZ2djY1a9Zk5cqV4amoX79+YFtWVsbgwYPp169fMK5hGIZhGIZhGIZhGH8eTFD7A6Kq20RkLHAd8NEuHLIA91ym4goPLAKuEJGJ8fKoeeQCmSJyoKrOAPAqamYC00I2A0WkbiiPWnegmB3FEHKBm0Uk2RP7fJs1uLxwvk3PqPm7Az+EjpkGHAk8GWUzjf8CEakB1K9TZ4dWt2XLFs477zxSUlJ47rnnqFKlStieUaNGsWXLFgoKCtiwYQNLly7l5ptvjvBGO+ggF2m7ePFi6tWrB8CmTZvYsGEDDRs2jLseVaW0tDSu55thGIZhGIZhGIZhGH9sTFDbu6SISLQHVqmqbohh+y9cdcvTgKBogIi8AUwAfsB5drUEbga+8ipu4uVlewV4S0TGAQtxHmVdgWygDEBVF4rIp8BoEbnBm+I+4COvwie4IgELcBU37wSqA8OAF/35gDeBa3GVPx8C9gWuAcaECiA8D1ziVQh9EVekoA8Qjnt8GnhTRK4EPgCOB47wroF//ulA09AxjUWkLbBJVVd6/dfhKoeuxeWjuxnYcOKJJzYB55nWp08fCgoKGDduHFu2bGHLFncq2dnZJCYm0qBBg4gnY+nSpSQmJlKjRg02bdrEvHnzqFOnDscffzxDhw5l1KhRVKtWjZEjR9K8eXO6desGwPjx40lKSmL//fcnJSWFmTNnMmLECE455ZSIaqKGYRiGYRiGYRiGYfyJUNU/9Ab0wOXQ2tWt7++95jjnMQMnZEVva73+rbh8ap1Dx5wGbAFWhtquBeYB23GFAbYDc4HTo+Y7AifEbcOFVRYCP+OKHjQETgbuBD71+v3rtwFoEDVWZ1yRgxJvnC+BqlE2JwGrQmt6C5Aom8twYaKl3nk9EeM63e5dh1Lv/6ExxvDPvQxXQGEVMNbrTwVew4lpRd72MzBQPb766iutXbu2pqWlaVJSkiYmJmrVqlW1Tp06unz5clVVXb58uQ4aNEgPPvhgbdq0qXbq1EkzMjJ0+vTpunHjRp0/f76+9tprevrpp2utWrU0KSlJ09LS9LDDDtOVK1f6U+m///1vbdy4saalpWliYqLWrVtXH3roIS0sLFTDMAzDMGIzf/58nTNnjs6fP//3XophGIbxKzBw4ECtV69eha1Pnz6qqnrQQQdpvXr1dNq0aRHHDR06VHv37h3sb9u2Te+66y495JBDtEmTJtq2bVvt3bu3fvjhhxHHLV26VHNycrRz587auHFj7dixo5511ln6xhtvaElJSWC3adMmveqqq7Rly5basmVLveqqq3Tz5s0RY/3888960UUX6X777adt2rTRW265RYuLiyNsfvzxRz399NO1adOm2rFjR73//vu1vLzc7/bvZQ/FOY4sA6YCF2nF++GTcE4tP3n/nxjV3xV4ztMXVgEnxBgjHRju6QFLgc+Bi6Ns6gDjcI46i4EPgZOjx/JsU4DJ3nxto/pWxdguCvV3A54FvvfmmQz0jjXPn3EzF5nfABF5FpcD7SdVbeo1TwF+BKKrehZ5//+Iq3J5C16FT1WdICJjgLYh+31xotSVOM+xGkAXQoUGRORA4B/AfFwRhEW4N1VL4CJ2hGHGoggY4a0fEUkERuHejKd68z3krfMWzybDO+Yt4EFcpdGxQD/gcc+mMXAT8CjwAq6gwkgROUlV3/VsOgP/BwwFJgEn4oozvKuqvpfeYuAOYBbOo+3vqvq+v3hVLRSR5d45X++da3dg5AcffMDxxx9Px44dadasGW3atOH6668H4L777mPNmjWBZ9qiRYtQVe677z6aNm3K/Pnzuf7665k4cSK33XYb1atXZ+rUqWRmZjJo0CDq16/P+vXrefjhh/nggw+45JJLADjxxBP57rvvaN++Pe+++y5VqlTh6quvruTyG4ZhGIZRXl4ebIZhGMZfg6OOOooxY8ZEtIVT71SpUoXhw4czfvz4uGPceOONzJgxg+HDh9OyZUs2btzItGnT2LhxY2AzY8YMzjnnHFq1ahVEEG3bto0FCxbw/PPP07p1a9q0aQPAgAED+OWXX3jppZcAGDx4MFdffTXPPfccAGVlZVx44YVkZ2fz1ltvsXHjRq655hpUleHDhwMundC5555Lt27dmDRpEkuWLCEnJ4eqVavSv39/ILgf/hcuWusqdtwPr4+6H34cFzXm3w8/ISKnhe6Hq+K0g1dx98OxuAMnZF1F6H5YRFar6geezTggA5e3fQNwOvC4iJygqrOjxhsKrAbaxJlvEM5Rxyc/9LiLt96HcTrGMcBDIrJFVXclvdUfm99b0dvZRqSH2qNAu51s1f8Aa37WW++yUNtY4J+VHPMtzmPsJ+CYUPudwBuh/XnA2ZWMIzjx7n0gIY5N2KOvFFd91N+fiFOVm3m2R+M8vOqGjj8Vp6pnePsXe+tKCdlchVPNxdu/Ffg8ah33AhND+4/jQknDNi8Bj8U5j3iK/KfAoKi2D+69915VVf3ss8+0QYMGmp+frz6bNm3SevXq6eeff67xeOSRR/SQQw6JaNu6dasuXrxYP/30U33llVe0V69eethhh+ns2bN18+bN4V8ldODAgdq3b9+44xuGYRiG4Zg7d67OmjVL586d+3svxTAMw/gV2Nm90EEHHaRDhw7Vxo0b6+TJk4P2aA+1Vq1a6auvvhp3nPLycj3yyCP1+OOP17Kysrg2qqoLFizQevXqaW5ubtA3bdo0rVevni5atEhVVT/++GNt0KCBrl69OrCZMGGCNmnSJLiffPbZZ7VVq1ZaVFQU2IwbN047duzoz/WHuB8GbgjtLwLOjLL5EegT1XY0zsOtJfE91CqsobIN52AzZneO+aNuCfy5WKuqs3eybfq9F/lfsAKXa2yIiMR7bvKAo0WkWpz+tkAL3Jsu3s+6dwK9gP64N9J5ob71OEW5i7ffGZivOwoSAHyGc/s8IGQzVVWLo2zq4nKY+TZTotbxGdBBRHzvui5xbLqwe3wLHCci+4jjMGC/Hj16AFBcXIyIVPg1JCEhgW+//TbuoFu2bKF69eoRbenp6ey333706NGD0047jaysLDIzM/nhhx949913+eijj5g7dy5r166ltLQ09sCGYRiGYRiGYRj/4zRq1IiLLrqIESNGxPVQrl27Np988glbt26N2T9nzhwWLlzIFVdcQUJC7FtqEQEgNzeXzMxMOnXqFPR17tyZzMxMpk2bFti0atWKunXrBjY9evSguLiYmTNnBjZdu3YlJSUlwmbNmjWsWBEEh/3u98PeWGGbU0SkuogkiMipuHv8r30DEakNjAauBgoqmW+EiMwRkUkiclElWoZPJi4f/J+eP5ug9mfnWBFZFLVFh4COxYlQveOMMRjnHuq/YO8QkYNC/ft5//tFBRCRWuE5gaWq+g5QBSegRbMeF1ON939euFNVN+NymNWOZxPa35lNElAzZBvLJrqQw864FRcOOx3n8fcScPPBBx8MQKdOnahatSp33303BQUFbN++nbvuuovy8nLWrFkTc8Bly5bxzDPPcNFFF8WddPbs2Xz++efcdNNNnH766XTq1ImEhATmzZvH1KlTWbNmDRs2bGDZsmVs2LCBkpKSuGMZhmEYhmEYhmH8lZg8eTLNmzeP2KJDQHNyclixYkXcsM9Ro0bx3Xff0bZtW0488USGDRvGd999F/QvWbIEgGbNmgVt69ati5jz2WefBWDt2rVkZ2dXmCM7O5u1a9cGNrVr147oz8rKIjk5mby8vLg2/r5vwx/gflhVw94j/b25f8RFn92HS6e0DECc6jgWeF5Vf6hkrvtwec7PxqWAGoYrUBgTETkZ6IgLWf3T85fMoeZVejwZ6IlTc/fFxRpvwr1gJgKPq2psWTtyrAzgclxywDa4HGLrcd5knwGvqhfP7FWwHBY6vImIKBXZN/R4k/d/Cu5FmAM0Bl4VkSU4b7GgCqiqThWRrkAnnLB2OHCbp7LfgXvTpAD3i0gbYB9gJS50FmA8oXxruDDPCqcd1R7LJro92kZ2Yh+22dk48eaPx6W4XwAuxoWrdgVGfvHFFxxxxBFkZ2fz5JNPctNNN/GPf/yDhIQETjvtNNq3b09iYmKFwdasWcN5553HySefzHnnnVehH2D+/Pn07duXQYMGceSRRwLQqlUrmjdvzoYNG1i9ejWqSlFREatWrSIvL4+EhATS0tLIyMggMzOTatWqxZzfMAzDMAzDMAzjz063bt249957I9qiI4Cys7Pp378/o0aN4tRTT60wRteuXZk6dSrTp0/nu+++48svv+Tpp5/m+uuvZ9CgHb4qvhcaQI0aNZg8eTIAvXv3jnBsCNv5qGpEeywbgNLSUgoLCyktLaW4uJiNGzdSXl5OWVlZcP8XPXTU/l69HxaRNar6hWdzI5CF0yA24PK1PSkip6vqXODvuBxr4yqbSFXHhnbneNdqEE6MizwRkW5e+/WqOn83z+kPyV9SUAPexSXei6YWcKS3DRCRv6nqvHiDiMixwMvecWHqedvBwA3EFo/i4qu+oXkuwoVPRo/T3D9ERG5W1ZHe8SXAN972sIic49kl4ITEbOC4WHOKSDjucG2McwOnkOeFbDqFO0UkCyfKrQvZRKvm/rh5O7EpZYe7Zyz1vRYVVfq4iEgqrvjB/6nqZK95roi0e+yxx6494ogjAOjevTtff/01GzZsICkpiczMTDp06ECjRo0ixluzZg1nnHEGXbp0YdSoUTHnXLBgAWeddRbnn38+OTk5EX2JiYnUrl2b2rVrU6eOO7UqVaqgqqSkpJCUlMSmTZtYu3YtIkJ6ejqZmZlkZGSQnp4e98N7d1izZg15eXm0bdv2Vxnvj0hRURHr16+nfv36v/dS/lQUFBRQVlZG1apVK7jEl5SUsGXLFpKSksjIyNjt147/BSJ8nD9mYmIiGRkZQb+IUFpaSmJiYmBfVFREWVkZiYmJbN26lZSUFKpVqxYxnqpSUFCAiJCWlhYxf1lZGfn5+SQmJpKcnExhYSHgwrTLy8upUqVK3C9Q+fn5FBQUkJzsfnvYunUrpaWlVK1aleTkZIqLi0lISCAjI4O0tDS2b99OcXFx8GVKRMjOziYlJYWtW7dSWFhIcnIy27ZtY+vWrSQlJVGrVi22bdsWjJWWlkZKSgrbt2+nqKgouDalpaVBYvaEhIRAfN+0aRNbt26lvLyclJSU4FxKSkp25HRISCA5ORlVDc4/mtTUVJKSkigoKKC8vJzk5GTKysooKysLjheRuMcDwRwW1m78FpSWljJ7dnRuZMPYNapWrUphYWHM0DERqXCzm5CQsMuFMFJTUykpKaGsrCyivUaNGtStW5eNGzeyadOmYI7iYpcZJTExMfhbtH379oj5EhMTSUtLo7y8HFUlKSmJoqIiysvLSUpKQkSoWrUq+fn5lJaWkpSURFlZGampqdSsWZPt27dTUlIS/F0sKSmhvLycWrVqRYSibdu2jdTU1ODvnP83zBcH/L+T6enpbNmyJfjb7dunp6dTWlqKiAR/A5KTkyktLQ3+dpSUlJCSkkJ+fn7w98u/5tu3bwfc39zy8nKqVasW8T2koKCALVu2BH+LqlatGhznfx/wz2fbtm0UFRVRtWpVUlNTKzxP5eXlbNq0iaKiImrUqBHTJkys7y+7i38d4oUb/lXZsGEDixYton379hW+l/lUrVqVpk2b7nSsfv368dxzzwWeZNEkJydzyCGHcMghh3DVVVcxduxYxowZw1VXXcW++zrflUWLFtG2ravtl5iYSNOmTVFVEhMTKSkpoaCggMzMTNauXcuGDRsCIaysrCzwTluyZAkJCQksW7aMOXPmUFZWRnl5OZs3b2b79u1s3ryZOXPmkJSUxJIlSwLvuISEBJYsWUJ5eXnYc+13vx8GrgC+EJGmwCXAUSFh60cROQRXpOBGnONOJ2BZ1PvhfREZr6oD4ywhF8gQkdqqGqxbRA7FVSe9XVVf39Xz+aPzVxXUknBVIN8GpuES5QnQBFe94mycl9gEEemoqhXuFETkKFxljSSgDJc47y1gOZCK81Y7EZeLzOdR4N/A3bjE/auA472+G4FquAoZ4XlOwhUxEFyFzXtwpWSPxynLWUAaLi55k6o+Vsl5n44rzLANVx73/7y1doxjn4uLXw5X66jptU0L2QwUkbqhPGrdgWJgZsjmZhFJ9sQ+32YNOyqK5uI8BsN0B34IHTMNJ3Y+GWUzjV0n2duivw2VxfqCVLOm86798ssvWbduHccff3zQt3r1as444wwOOOAAxowZE/OP4vz58znrrLM4++yzuemmmypdWEpKChkZGbRr1468vDzWrVvHli1bAqErPz+fr776ikmTJlG7dm1OOukkateuTWZmJjVq1OCLL76grKyM5ORkpk2bxk8//UTXrl057LDDgi9ZCQkJgUCRkJDArbfeytNPP015eTnNmjXj5ZdfpnXr1jFtYz3+M/D0009z4403smHDBtq2bcvLL79M+/btY9ouXLiQTz/9lP333x9fXN0brF27lvvvv5+PPvqIZcuWkZ+fz8knn8yTTz5JnTp12L59O/fffz9TpkyhXbt23HTTTeyzzz4xx1JVtm7dSkFBAWlpaZSWlpKfn09SUhI1atRgw4YNbN26leTkZOrWrUu1ahXTLW7evJmVK1cGX+KTkpJo2rQpVapUCUKTw++XtLQ09t13XwoLCwORrXr16hEelf4X2rS0NNatW0d+fj6qStWqValZsyYJCQmsWLEi4otqjF/tdkpycjJ16tShWrVqLFu2LBCfdpekpCTq1q0bfMmuUqUKiYmJ5Ofnxz2moCAydcS6deviWBJRaSqa0tJSfv7554i2LVu27NK6161bV2HeeGJXeXn5TkWu6GP9Gz7/+F25vha+bhjGHxVfuIlFrL9Bu1NVNt5n78aNGyv9G+D/4BOvL15eKP/zPPy3yP/83b59e4VzDc+xadOmuOvZEyr7+xcPEaFu3bqsXr06Zn/jxo3JzMxk9erVezQ+QK1atdhnn30oKytjzZo1bN26NeLv2vr166lZs2bcH2DXrl3LunXrKC8vJysri/r16wffdbZt28b27dtJTU2t8ANfWVkZGzdupKioKPhhLCEhgTp16lCrVizfhb3D0qVLuf766/nmm2/o3Lkzo0aNomXLlr/JXA899BA33ngjhYWF1KhRg+eff56TTz55j8dLT08nJyeH+++/n549e6KqgUDsi17+5otWRUVFLFy4kPT0dBo2bMjo0aNp3rw5qhrY+UL2qlWr+PHHH8nKymLjxo1MmjSJ1q1bk5iYyPz588nPz6dly5aUlZXRvn17nn/+eYqLi6lbty6JiYnMnj2btLQ0jj/+eKpXr84xxxzD6NGjadu2bfCj7X/+8x/q168fdtj43e+H2ZHyy1c8K7O5FVc0wacuztmoPy4qLh7tcLrGZr/B80x7Hhiuqv/apbP4k/BnE9TqeMpqPNaq6lrgElVdGKP/G+A1EfkHrspFK+B84B9hIxFJw5WzTQK2Ayep6mdRY/0HeFpEgneIN/daEdnkNZWoV3JWRNbjXpxrRcRXnZNwbxbBvZjvU9XbPftvcCVlG+JiqVOB0SLyN+A14Aeckh3+VGwHfIx78b+AE+/GARNFpCXO1TMb90ZBVReKyKfALaExugAfqaqfg20KLv56nIjcCVTHhbW+qKr+HeCbwLXAgyLyEE6svBZ4Cmjg/cH5ELhURB7AhZ12xLmg3igiSapaiiv7+6aIXIl7fo4HjgBO8xfnhfM2Da23sYi0BTap6kpV3SIiXwNDRaQQ5+J6KHDWiSeeGBz06quv0rx5c7Kzs8nNzWXo0KFcfvnlQaz9mjVr6N27Nw0bNmTYsGGsX78j1ZzvaTZ//nzOPPNMunfvzuWXXx78kpGYmBgRi79gwQJKSkrYuHEj27ZtY9GiRQAccMABbN26NfjQnThxIpdeemnwBe/f//43r7zySuAtU6NGDTZt2sStt97KV199BcDDDz/MGWecQZ8+fUhOTiY5OZnatWuTmJjIlClTePLJHZ/Fixcv5oorruCJJ55gVwkLbLsiwMV6vKfHxRsj/AVmwYIFXH755cE1mzNnDn369InpzfD4448zYMCAwLZPnz5BeezfkpKSEo488kjmz4/0an7rrbcoKSnh3XffpU+fPrz99tsAfPzxx7z33nvMmTMn+CU4zMqVK+N+MQ5/gS8tLeWnn36iRYsWEb9KFxUVhZOjBrarV68OvmREU1BQwKpVqyLm3bBhA/vttx+JiYmsXLky7s1DrC/5EPtGZlcoKSlh5cqVVKlSZY/FNHDnvHLlyoh9wzAMwzB+G1Q1rpgGsHz5cpo1a7bHYho4oS8rK4vVq1ezbdu2mDYbNmwgOzs7ojgZuB8b/e/y/n5iYiL169fnl19+ibgXqF69Og0bNgScmLZ48eII4Q6cOLt69WrS0tJIT0/f43PaU8rLyznhhBNYsGAB4L4//vDDDyxatIikpF9XAli2bBmDBg0KBOmNGzdyySWX8PPPPweROUVFRZSUlLBt2zYWLFgQCGP+MZmZmRQVFbF27Vrmz59PWVkZHTp0IDExkddee41WrVoFBQAGDx5Mjx49aNmyJRkZGaxYsYInn3ySDh06ICKUlJQwZMgQcnJyGDhwIJdccgnNmzenvLycGTNmsH37durVq0fr1q1p27Ytxx57LM888wz33XcfZWVlPPnkk5x44okcd5wL+Npvv/145plnGDlyJLfddhubNm1izJgxXHjhhcHr4JxzzuHhhx/m2muv5ZprrmHp0qU89NBDDBo0KHzv8jxwiZcm6kVcSGYfYEDocv6m98PA7d4xi/Dypnn3+BuBE3Bi3kUAqroyNAci4r+plqnqL15bT5xHXS5QCHTDecf9yy9Y6IlpL3jn9m5ICyn+kxeUBED29KZmbyEiPXBlX3eFO3xBahfGfRP3wnxHVXtF9fXDlawFV2527C7O7x//LE4s+klVm3ptM9hRFTMwZUeYZzGucsYxqprrHXMa7sVXgsvdBvAOropnY5zyXEKkwtxMVZeJyBHAgzjRsArOlXQdzoPuRlUt8uZojHuztvbG2Ai0D7+BRKQzTsRrjBPjpgHHqer2kM1JOAGtdtSadoVGqvqzN87tuDxy1YCtwP2qeldongdwHzpJuFjyEmAL8LKq5ng2T+CE0iq461sGzC8vL28vIqxYsYK2bdtSUFAQhEVVrVqVqlWr8sQTT9CrVy9effVVLrzwwgpu/FWrVg08Se6//35GjhwZhIOJCKmpqbRu3ToiMebBBx/Mzz//TGlpKRs2uHR4derUYdWqVRFjN2jQoELb008/zSWXXBIISd988w1du3aNsElOTmbGjBmkp6dTXFxMo0aNSEtL46abbqqQoyAhIYHt27cHLvZ+aNiePt5T21ifO2F7IPgVyX8cPrZp06ZUq1aNf/zjHzE9A7/99ltq1apF9erVqVGjRvCHM/oX4S+//JLDDjuswvG7g/+FwA+VKC0tpaysLAiT/PDDD+nVq1fMY0WEBQsW0KJFiwp977zzDieddFJEW2FhYSDI7ir77LNPxK+jeXl5MYtv7CzMJVZ//fr1SUtLY/HixXGOMgzDMAzD2DWysrLYvHnzzg0roXr16jv1yGvUqBFZWVkRbT///HOF45KTk9lvv/0q/CgK0Lx5c1JTU1m3bl2lQmHt2rUjqkPuLWLdMwB8+umn9OjRg+3bt7Nx40YSEhJITEwkMTExeByrrbLIlVdeeYU+ffpUaJ81axbt2rVj+fLl5OXlcd5558X8HpuVlcVXX31F586dSUpK4sUXX6Rjx44kJCTw4YcfcvXVV5ORkcG8efNISEjg4Ycf5tlnn2X58uVBaHGTJk0YPnw4vXvvqOv3+eefM3DgQBYsWEBRUVGQcuOMM87g3nvvDcJ/f/rpJ3r16sW8eS4TVOvWrXnvvfcCsQxg2rRpnHPOOSxfvpyEhAS6dOnChx9+GCGWvvPOO4GTRXJyMj179mTChAl+lJMAiMhlwEick0oB8JKq9gtfj124H74Md5+fjHPY2YTzCHstdD/cFJf0v71ntx3n1PJ39W7ERGQSTkBLYcc98xRVPS40VxYu+u443P13XeBov7iBF9U3BCfwJeHCU8uAfVV1o2czFhchWNXbEnC6xY+q2rHCC+JPxp/NQ22PEFfutTpOYPHx43k7xDjEv4vdTqS75X/DFFxBhHBVz9HAhThhaA5ONLsFr8Knqk4QkTE4z7OjceGfB+DCKK/EeY7VwHmrAXzliWkH4rzu5uNCTRcB6ThvtouAZt5awL2hw64lRcAInCCIiCQCo3Bunad68z3krfMWzybDO+Yt3Jt7P1weu93CE+7+D+dZNwkXUjtYRN71Cz/giixcDHwPJOIU8P1xb2SfAm8t4WtdLCIbwYkA0R/m//rXv3j00Uc5+uijAfcrw/3330+fPn04//zzA7vwh+bf/vY3HnroIYYMGULv3r355ZdfuPHGGzn22GMjxv72228pKSnhlFNOITs7m2nTpgUf2D5+4spoVq5cGRFq+tNPP1Ww8d39o/MRxAp7POCAAyr8IhcmLH7Fe/xrtPm/SEX/7ws2Yfvwuvz9NWvWsH79ejIzMyucQ1ZWFlWqVInIa7J69eqY4RXz588PBDXfHdwXxKIFsvB+aWkpRUVFFBQUUFxcTElJSbCVlpZSUlJCnTp1yMrKivhFMxrfmzAW0WIu7FloXfT48X6VTE5OrtTjK5bYVlJSYoU0DMMwDMP4Vfg1co7tyhix8qjFigrwc8HFoqSkhNTU1J16uIejBPYm0YJhdHthYSEbN26s8B08HiISIbD5YmNiYiIdO3asYJ+ZmRnkMmvQoAE1a9akZ8+edOrUiQceeCCIPgGXXzorKytIi/PPf/4zqPB5ySWXsHTpUubMmROsfdWqVdSuXZtHH32Uli1bsnHjRqZNmxbxXMyYMYNLL72UVq1acd9999G8efPAO+75559nyZIltGnjsh4NGTKEWrVq8fXXXwPOA+6WW27hueeeA9x38htuuIFOnTrx1ltvsXHjRq655hpGjBjB8OHDAZe645ZbbuHUU09l4MCBLFmyhJycHJ588kn69+/vX8PGuHvXR3FOMwfhCgWcpKrveja7cj+8GFeMcBbO6+vvqvp+1FNwFU7YOhanHXTH3fcfh3OmAad1PIq71/eJjmV/FJc73q/MNwqnQ3wLoKqf4jk/icg/ceLd0d7ceDY5IrLVW8NdwDxcsQO/sumfmj+boLY7HmiH4cq1HkvlT1aswPYDvf+nhb2wfgWKvbBQAETELzqwDOdB9gJwsYgco6ofh45TYAauUmd9YHCof0XoF4OZIkF52yXAqaoa/nScDYz3bBCRFsBRuDK373g204CeItLMC/vsjhPiOvs51DzV/EERuccL++yNEysHeq6d80RkKHAuznUU3HNxJHCmt78PsMONy3EZ8Lmq+pVExolLXngZLoEiqhpRZlNEBuE+TA4Apoa6Iq51mMTExCBs02fSpEmccsopFVyyq1WrVsHWZ8KECbRp04Zrr70WcILWkCFDuOKKK7j22msjclfde++9NG/enMMPP5xp0yqGwCcmJnLSSScxceLE8LlxyimnBPuFhYV06dKF1NTUiLwdjRs3pkaNGqxatSpCxDr44IPp3r07U6ZMAZwYeN111/Hjjz/GFbt2l+iwzOgQTb8tnNy8MrvdbevUqRMffPABb731VrCe0aNH065du0D4ys/PJysriyZNmkQIkiJC48aNmT17diCa+aiXYN0X5cLXyE8SH/4VLyUlhfT09GBfRCgrK6O4uJjmzZtTq1atmCEMd9xxB/vuuy/HHXccH374YdDepEmTiHx+Pv4cscS2WKSkpFT4QpWVlUVeXl5EaEJiYiL16tVj2bJlMZ/jWrVqUVRUVEGUzMzMDPL37crrZ3fWvjOSkpJITEz8r8I+DcMwDMP4Y1ClShXq1KlTaf65XSE7OzsoRBCLWrVqxfxxOTs7m02bNgUCmohQp06doHhPWKzxo1vAfReKF6ZatWrVuMLWb03r1q3p1atXxL1Fz549OfBAd5tbs2bNIJc0EPGjd7wfvsN94TQsrVu3ZsiQIYwcOTIovDZu3LjgvioxMZFq1aqRlJREamoq9erVi7vuCy+8kOeee46PP/6YY445JqbNRx99xJ133hn0N2rUiAMO2BEIpqrk5OSw33778dZbb0WIrO3ataN3797B91Y/v/I777xDp06uDt+oUaPo1asXixcvplmzZkyZMoUFCxaQm5sbeBvefvvtDBw4kJtuuomMjAzGjx9PUVERDz74ICkpKbRu3ZolS5bwxBNP0K9fP/9aXQSsVNXbvOUsFJEOuJxkvjPKrtwPfwJ8ApUWz+gMvK6q//H2/yUiF+KciT4I2RXEu2cOaQUn+2KeiAzGpZPytQLf9mJcHvYxOEEtepyLgKPCx/xV+LMJaruEJ/gM20XzWKGJvsj2y6+yoPj4n2JrcN5WK3Cx1UNE5NMoMcx3X0oAjhaR91Q1OmvpRqAtLiT0iqjjA3THnW9nIB/nHeez3mvrglO/OwPzdUdBAoDPcK6hBwBfeTZT/Thpjwm40MwEVV3uvZE+CoV2hpfkvw67UNEj8DPcB0g8Mrz/N0W1Hyois7xz+Rq4J94N/8yZM5kzZw4jR46s0PfII48wZswY6tevT69evRgwYEBERaToP8ipqakUFRUxc+ZMunXrBriwwnfeeYePPvqI9957L+6JPP300/Tr14+JEydSv3597r777ohffObPn09paSn33nsv9913HytXrqR169bcfvvt5OXlxRSdnnrqKb7//nvy8vI4/PDDycrK+q9FrOicZr8lvoBVVlYWeH9Fe4yNHj2aU089laVLl9KlSxcaNmzIjBkzKox19913M2TIEFasWEFmZiaDBw9mn332ifhFLvylwa+05f8iV6VKleBXRl+MDId7+kKRiFClShVSU1NJTU0lLS2Njz/+mHvuuYdZs2ZRp04dDjzwQM466ywOOeQQAF5//XXuvvtuPv/8c9q1a8fQoUNjftlLSEigcePGrFq1iqKioqAio38O6enpVK9ePaiCVaNGjQq/1CYkJNCsWTM2btxIYWEhqampZGdnIyI0bNiQX375JaiuWatWLbKzs0lISAi+SPpFCerUqRNUcGrYsCGrVq0KqnH53oRhoa1KlSo0adIkeD35Al1hYWFw7RITEykuLqa4uLhSgS45OZl9992X5ORkCgoKgiII0fjvR38sP2xVvMTIqampQTi2/zxbLjXDMAzDiMT/7rcrP8D6KVCqVatGQUEBW7duJSEhISicFOv4zMxMGjZsSEJCAvvuuy8///xz4AXve9CrV50x+oe59PR0ysrKgu8mVapUoUGDBqSlpbFt2zaqVKlCRkYGJSUlQbXuWCQlJdG8eXM2b95MWVkZmZmZwXexxo0bs3LlSoqKikhJSYkoVlC1alUaNGjA2rVrKS0tpVq1alStWjWY97f+rlwZr7/+Ov/4xz/45ptv6NKlC5deemlcW/970J5GHgwfPpy///3vzJkzh0MOOWSPw1wbNWrERRddxIgRIzjqqKNiehzWrl2bTz75hL/97W8xi2/NmTOHhQsX8thjj8X1WPSfl9zcXDIzMwMxDaBz585kZmYybdo0mjVrRm5uLq1atYo4px49elBcXMzMmTM57LDDyM3NpWvXrhEeiT169GDEiBGsWLGCxo0bg7tnnhK1lM+APrKjuN+e3A/H4lvgOBF5Gac1dMNFkQ2NsustImfgovc+AR4IaQydgfyQZxyqmisiYa0AcbnaB+Gi/JrEWEtPXGHHniLyEi689AvgLv0L5FD7ywlqInIMO8S0Jbiwyi9xT+JWVS3z7O6k4gsqml87wdyxIhKONWwcY56xwDk4r69/h9r9T+MSnHvoHBH5Ec/d0qMM90YB7wUOICK1iPTeultVn8UlEIwVj7aeHeV66xBVpldVN4tICS5fmm8TmeV8xzG1cde+wjghqodso21ilQ4GwPO0uwP4VlXDMZSf4DzufgYa4cJeXy8uLo7pdv3yyy/TokULunTpEtF+6aWX0r59e6pXr86MGTMYMWIEy5cv5/777wfch+RTTz3FhAkT6NWrF3l5eYwdOxYgSGq6ceNGcnJyePjhh8nIyKAy6tSpw5tvvhkIEdG0a9eO8vJyOnTowJVXXklBQUHMPyLRxMrP9XsQFsFihVDGCrOM582UmJhIUlJS4KXUo0cPjj322GAfiBC8ysrKOPTQQ3n//fdZvnw5WVlZpKSkBN5NKSkppKWlkZKSQkpKSlAC3j++pKSEwsJC8vPzA/EqISGB1NRU0tPTI8Qzv8hEmJo1a1ZaACEzM5P77rtvl65jeno6LVq0CLzk/HP11wRQo0aNuMf71y9W1anq1auTlZUVfDENk5SU5H8ZqEBWVhaZmZmUlpaSlJQUXLukpKTAyy86vCItLS1uSfXdoWrVqhHrii5Vr15VqKSkpJhfqlq3bl3hPed7J/pVS8vKykhJSYkZLuuXTvevQ7wvbiUlJYFYmJycTGlpKenp6cFNSnFxccTrV0QoLi6moKCAxMTE4Ffebdu2UVJSEtzY+J8r27dvD14HycnJlJeXU61aNVSVwsJCNm3aRHp6ehC+UrVqVYqLiyMqvfpCsv9e9MVH/9f6srIyioqKqFGjRuCFmZmZSXFxcfBFPD8/P7h5qlKlClWqVCEhIYHCwkKKiooCkbVatWps27aN0tJSUlNTg/MuKipi27ZtpKWlkZGRwerVqykrKyMtLY2EhITgM2/Lli1ByHdBQUEguKsqGRkZEefiX3//dek/l9u2bQte6/5Nln/di4qKAqFVRIL3m6pSXFwcvCaqVasWXKctW7ZQUlISfJYUFRVRWFgYfFb4dsXFxYHHg//c+c+5f539fDX+ta1ZsyaJiYls3bo1eC35r//i4uIKQrD/uvLfg/718G9kVTUoZOPn1YyFiJCcnExKSgrl5eVBaLvf5793/Ndjenp6IMCHf3Dwb9ISExMjqsf6a/RF9p2Fnvv4r3H/efE/d0SEjIwMCgsLg2vnrwHcZ72IUFRUFKzH90L2X4OpqanBcYWFhZSXlwevNb96sT+W/zykpaUFr0G/z389Zmdno6ps2rQpyNvq24V/pPLPxT832OHVW1xcHPyw4/9gEX7P+J8f/nvO/xwsLy+nsLAw+IEoIyODoqKiIBdsYmJiELLmV4f22/w8s9u2bUNVg0rS/vPne2kXFhYGr2U/qTgQFI7Zvn17xA9T/jVLTk4mPT2dgoKC4G+H/5ry/wb77+2kpKRABPE/q/xrUFBQEHy3C3/G+J+BqamplJSUBGsQkaAKY2JiYvA3v2rVqmzbti24bikpKUH6iIKCgmDt/g8//meL/xnne0z7z0NJSQn5+flUq1aNKlWqUFBQQFJSEikpKcF6/OfZ/3zynyf/74h/Xfz0Eunp6RQVFQXnFv6+U1BQELyW/b8X/nPjX5/w92B/nPB3KR//M8l/vYX/psbCf7/7n6GVsc8++1BcXBy81mORnp5Oq1atKh3HX3+87xEiQnZ2dkSRsF0hMTExwmvLp2rVqrRo0SL44TD6PGvUqLHT716/B1WqVGHAgAEMGDBg58a/As2aNQsKvMVj8uTJNG/ePKLtyiuvZNCgHZl6cnJyePXVVxk/fjxnnnlm9BCMGjWKK6+8krZt29KmTRsOPvhgTj75ZA466CAAlixZEqzHZ926dRE55W699Vb69u3L2rVrY75OsrOzg/u5tWvXUrt27Yj+rKwskpOTycvLC2xC1TwBgmPy8vL876qx7ofzcJpMTZzwtVv3w5VwK04HmY6LhFPgOj/3mcd43H16Hi7v+hCcc845Xv9OtQIRSQEew4ljK0UklqDWBFdo8WRc1Foi7h7+KVyhhD81fzlBjR3q7Sbg0HgujOxI8h+LdbgnPXZN5T3nPzhxx+cNoBMu/HEdgKquF5HHcbHSb4VsfUl8Pa5aZyecsHZ4nLnC34434kJfwb1xkuPY+UhUezxhsTKbWH9R93SceMcNx+VPOzViMNW3Q7vzRGQm8O3kyZP529/+FjFAYWEhb775Jjk5ORUGv/zyy4PH+++/P1lZWVx22WXceuut1KhRg+7duzN06FBuvPFGrr76alJSUhg0aBDffvtt8MXj+uuv5/TTT4+ZFDQe8b6MRP9qtCti2m9BvCT8lQlk/pe8aEQk+DLnb/7NbvhLXnjfvxnxb3p9kcK/gQqLBEAQkumHZXbo0CH4opyUlBSIBIWFhYHwEPZq8m8uqlatSs2aNQPxrLJcdHuD8JfbXyPniI//nOzJcf6XY/8GEQhu2vcW0WsXkZ3mL4l+z/mvtV0R/Pxf3XeGfx3iVfqKlc/Ff92Gife+j5VPENy5+UVXYq3p1yC89ugQEp9Y696VMJh4Nrt7k/RXIfoL/V8ZX9ARkV9FfP+9qSzEaW+SkZER8weV34ud/dj4WxDvczjW540vUgI7fR2G+32RLrzvs6t/Y/3P//T09GDNsf6eJSQkxDyn6M/d8Gd1ZecS6+9FZezOdwbfi/+/5ff6DmZ5Y/97unXrVqFoWvXq1SP2s7Oz6d+/P6NGjeLUUyNu8wDo2rUrU6dOZfr06Xz33Xd8+eWXPP3001x//fURwlz4+12NGjWYPHkyAL17947IjRfr3iv6x9Z492eV2cT5sSrePfOe3g/H41Kch9nFOCeTrrh8bWtU9QtvfS+G7OeJyFLgfRFpr6qz4qwlej1DgIWq+kYla0nARbddo6pLAETkWuCD6NDRPyN/RUGtrff/J5WIaeDcFOMxHSeodRGRqnuQRy3eC367qi7zd0QkFyeMNSUyZPEJ3Iu/r2/Kjrxusz130G+87WER8VXkBGCp97g5Xiin55W3zJsz/DP2WmLnkKvJDmV8rbfGAHHVPpLxREDPJlo198fNq8TGZ3PINtY4FTzbRGQ4rozw6eqV7Y2Hqq4RkZVLly6t4F7zzjvvUFBQwFln7Vwc79y5MwBLly4NbqD79esXVHPJyspixYoVjBgxIvCY+eqrr/jwww95/PHH/bVQXl5Oo0aNGDVqFOeee+5O5/2t2N0k/GGvlVhEi19VqlQJcn7FE8hiCUH+r9+xhDJ/i57XFx4yMzMDscxv80WzwsJCCgoKgiSsvseMT3JyMqmpqWRkZAQ5M1JTU/eqGGQYhmE4fvrpp8BDp3Xr1js/wDAMw/jDU7Vq1QqF1GLRr18/nnvuOZ599tmY/cnJyRxyyCEccsghXHXVVYwdO5YxY8Zw1VVXBcUQFi1aRNu2ThpITEwM5g2LwHXq1ImZA2/Dhg3Bj1h16tRh+vTpEf2bN2+mpKQk+IGiTp06gUebjz9u6MewePfMpewoErjL98PxEJFUXPGD/1PVyV7zXBFph8vD9kWcQ2fhouH29R7vilZwONBaRPxoNV8gnCMiD6rqaJznXakvpnks9P5vQCiy7s/IX1FQ888p7s8rItIRp9LGYyJwijfG5bgwzN3Bzxi/s59PJuM86oQd4ZOo6jZx5WWvAz7CvdCyQsfEIwlXeGARcIWITIyXR80jF5c8sE2orabXNi1kM1BE6obyqHUHioGZIZubQ7Hfvs0adoSC5uLip2Phi3zTcIULwnHj3UNr8cM87wb+BvRW1eWVnJ9/TA2gfqziAi+//DLHHXfcLnk7zJrlhPronAB+PiZwhQrq168fVNicOHFiRNjiBx98wCOPPMLbb7/9q/5aXV5evtPwyVj7sfDDZ8KbH54Uy2PM399V/HClbdu2VRDKioqKIq5XONwoJSWFjIyM4LG/hUU5PzTTD8/0H4d/hfLzm1WvXj0I0wyHnBmGYRiGYRiG8fuRnp5OTk4O999/Pz17xruF3EHLli0pLS2lsLCQdu3a0bx5cx577DF69epVaSRH586dyc/PZ8aMGUHBhunTp5Ofnx+kA+rcuTMPPvgga9asCe75pkyZQkpKSlAMoXPnzowcOZKSkpLgx/gpU6ZQt27dcChorPvh7sAPoXvond4P7wLJ3hatA5ThHHDi0co7zlcGc4FMETlQVWcAiEgnIrWCS4FwmEUHXGGC0wC/Gtx3QJKINA05F/lpqn7e5bP6g/JXFNQWAq2Bw0VkvyglFBGpDfxrJ2P8C7gdJ2QNF5EZqhqdQNAfr6GfaD+E7zFVR0QyvEqYACkiElZ1vvRs6+HCSxtGreEy4Ax2iG3bgSNFZDXwA07Jbhk6plhVVVzly1eAt0RkHO6aJONExGy8MraqulBEPgVuCY3RBVc8wFeKpwALcBVG7sTlOxsGvBg6rzeBa3GVPx/CqdrXAGNCBRCeBy4RVzDiRWKLa08Db4rIlbjqI8cDR+DekD4jgNOBS4BtoeuZr6qFIpKOEyLfxX0YNAJuBjaceOKJETHdy5YtY+rUqfzrXxVfDrm5ueTm5nLYYYeRkZHB999/z7BhwzjuuONo0KBBYPfoo48GCTPfe+89Hn74YZ544olAnInOX/bDDz+QkJCwR7+2r127Nsg1Ei2QVRZOGRbA0tLSKvUY83OY7Cl+fqFYm+91Fl5rdDhmjRo1IsSyePk4/BDNzZs3R3ieRRcGSEtLo1atWoG3WWpq6q8aHmkYhmEYhmEYxq5RXFxcwZMrKSkpZrqICy64IMhXHS4acMYZZ3DaaafRoUMHatSowYIFCxg5cmRw3wYwZswYzj33XE499VSuvvpqWrRoQUlJCVOnTmX9+vUR92pHHXUU119/fZDP+IYbbqBnz55BDrbu3bvTsmVLrr76am677TY2bdrEHXfcwfnnnx/Md/rpp/PAAw8wcOBArrnmGpYuXcpDDz3EoEGDwvcy0ffDnYE+uEJ+Pju9H/bud5uGjmksIm2BTaq6UlW3iMjXwFARKcSJVofi8pXd7o3RFJez/WNgA05TGIZzzvkOIrSC0SJygzfXfYS0gnD0nTeu/0QuVFW/YtgXOI+3B0TkNpyoNwJXzTRCq/kzIjur1PJ7IyI9gE+93TtU9fad2J8JvO7t/gzci1NXBVfd4lpczrKpuBcWqlrhjl1EjgI+xImOZcALOOHoZ5znWSucl9Spqlol6thjcZ5lAC8B44BnvGOi2YJTef01PI4T00px3nGXhPoG4KqSXo4raJCMc8v0EyEE10dEjgAe9Oas4o23Dlfo4G12FESoCVyPE/UAtuGSGG4KrXEW8Jp3TBlOkT4uHAorIifhEgvW9tb0EXBaSFBDRC4DRuJEuSJ2eBE2ClX/vB3IAaoBW4H7VfWu0Bh5QLp37gneOouAQar6qufi+j7QMTT+K8BNqrrSH2ft2rWceuqp/PDDD9SrV49mzZpxzTXXcPLJJ7sTnjWLI444gq1bXZETP4/WoEGDuP322wH48ccf6dWrFytXrgySc/ft2zcoWuAzd+5cbrnllqDy5LZt21izZs1uC1cLFy4MklVXJoj5+7+Fx5WfHDlaJPO3sCcYEOFdFmurzLNNVSkqKgrEsvAWXRgg7Gnm5zf7b4RBwzAM4/dl3rx5FvJpGIbxFyInJ4fXXnutQnuzZs344osvOPjgg7nsssu47LIdBS0nTJjAgAEDOPTQQ3njDZema9y4cXz44YcsXryYgoIC9tlnH4499liuvfbaiLy2S5Ys4aGHHuKLL74gLy+PqlWr0qZNG3r37s25554b3Ids2rSJW2+9lQ8//BCA4447jhEjRkTkp125ciU333wzX375JampqZx++ukMGzYsIq/h3LlzGTJkCDNmzKB69epceOGFXHvttf49iftH5FBcQv5WwGrgEVV9Pnw9RORkXN71xjgvr3tU9b1Qfzciixf6vKaqOZ5NHZxTSQ/cvffPOI3hSc8Bpz7wMM4RKR1YiRPX7g9X3hSR6rjosOO8pg+BISGxLILQ2lqHbUSkLi7/eXeck9AnOO1iU6xx/kz85QQ175hncEJULMpwHkw18KqBxhLUvHGOB16m8gIGFY4XkQTgK+KHlYZjBotwivM/iZ3IH1xOtltUdaTncXagt/YF3tp+8OzuUNXbReRA4FVgPvAQLgQ0Hac8X+SNd1pl5xTFp7hiCHd48z0EvKeqt3jnm4HztvsPTsTbDxcm+4CqPu7ZNPbGeREnTh6PExrBE9REpDMwAad8TwJOBAbjhLnp3jhH44oxzMIp+H9X1ffDi/VE1ca4D6nRQE9VnUMot90555zDli1bGD58ODVr1uTNN99k9OjRvP/++7Rr1w6Agw8+mD59+nD++ecHY4cTw77yyivMnj2bk046ifr16zNt2jQGDx7M0KFDueQS9/LbsmULhx9+ON26dWPgwIEsWbKEnJwcrr32Wvr3778bT8HewQ/HjBbK/C06HDOeUFalShWSk5N3yRvMr0IW9jTz85v5n09+2Gm0eLazZPOGYRjGnxMT1AzDMIy/EPZL/1+Uv2LIJ6r6dxH5BOfJ1RFXVWI18DnwsKp+63lC7WycD0RkP1zyvpNxSnImLpTwZ5yK+3KM48pF5DjgBqAX0AznceX3RxdLeM4L0yzEFQAow4k/q3AJ+zeo6kjPtidwm6p+7O2viKouIjgxawnOey4cOz0bGC8iz+7s3KNoCXT2c6h51+5BEbnHC/vsjfOCG6iqxbgqIfsB/UTkCc9L7SJgpare5o1RwA5BzecynOun3z7OU/Evwz0HqOonOEU7rgeSqv7b628U0wAX0nnPPfcEsfI5OTk8+eSTzJo1KxDUwFVIipV7DahQUKBJkybk5uby3nvvBYLa+PHjKSoq4sEHHyQlJYXWrVuzZMkSnnjiCfr167dXvajKy8vjhmP6W1hg98vJp6SkUK1atQrJ/nc3Wb+f1yBaPAsXGUhOTiYtLY3MzMwI8WxPqk4ahmEYhmEYhmEYxm/FH/4uVVU/Yw8UXVX9F5XkSvM83W7fhXE24cIUR+7ENPq4LcBQb8MrMpClqvE854qBf+BCJbvhvKrKvbxlbUN2ecDRIvKeqm715gquj1e9owVwRbyCBKraF+grIucCt6tqxE+/IjIPGOaFUA4GTggVJAD4DCdSHoDzxOsMTPXEtLDNEFwOs+WeTcw8dOx4HXYhMgGjP85l/MocfPDBvP322xx77LFkZmYyceJEiouLOfTQQyPsHnnkEcaMGUP9+vXp1asXAwYMqFRIys/Pjyj9nJubS9euXSM8qXr06MGIESNYsWJFUA3016C0tLRSsayycMz09PQKXmZ7GjJaUlJSIUzTz/3m4xcGqFmzZoTnmRUGMAzDMAzDMAzDMP4M/OEFtb8Yx4rIoqi2R1R1TGh/LHAOzusrVmz0YOARXCnaH4FvgXdU9Tuv36+YEZSfFZFauJxxPner6rO4krzrY8yxnh3leusQVaZXVTeLSAk7iiXUYUc1Tx//mNo4Qa3COCGqh2yjbWKVDv6vefzxx+nfvz9t2rQJkvU/88wzEWWcL730Utq3b0/16tWZMWMGI0aMYPny5RVypPnk5uYyceJEXnjhhaBt7dq14couwI7SyXl5ebslqPkeXvGS/ft5xWBHOKafmD8rK6uCYPZrFB+IDtOMLgzgC2W1a9cOwjSrVKlihQEMwzAMwzAMwzCMPzUmqO1d/oNLMBhmU3hHVdeLyOPAYBF5K3oAVZ0qIl1xoaEHAYcDl4rI6ChhLpwcbyNwrPd4PC6hfyw7H4lqj5dorzKbWGrNno7zqyf6u/fee9m8eTOvvfYaNWvWZNKkSVx++eW8+eab7L///gBcfvnlgf3+++9PVlYWl112GbfeemtEwkuA+fPn07dvXwYNGsSRRx4ZeQJRwtWe5C1UVWbPnh2IVUlJSYEwlpmZWUEs291wzMrmjS4IUFBQQFFRUURhAF8sq169ehCm+d+KdoZhGIZhGIZhGIbxR8UEtb3L9ujSsnF4ArgY6BurU1VLgG+87WERyQEGicjDwFLPrDkwx7MvA5YBiEhpaKi1QK0YU9Rkh6fYWpx4FyAiWThRbl3IJtqLzB83rxIbn80h21jjxPNs2yOWLVvGP//5Tz799FNatXKFV9u0acM333zDs88+y7333hvzuM6dOwOwdOnSCEFtwYIFnHXWWZx//vnk5OREHFOnTp0KpaHXrXOXzfdU2xVEhNatW6Oq/1U4Zjz8wgDR3maxCgNUq1aNWrVqBd5nVhjAMAzDMAzDMAzD+F/DBLU/IKq6zcu5dh0up9rOWIB7LlNxhQcWAVeIyMR4edQ8coFMETlQVWcAiEgnXOGFaSGbgSJSN5RHrTsu59vMkM3NIpLsiX2+zRp2hILm4goqxMIX+aYBRxKZR617aC2/CgUFBQAVwg4TExMjwiajmTVrFgB16+4o0jp//nzOOusszj77bG666aYKx3Tu3JmRI0dSUlISeI1NmTKFunXrVggF3Rmpqam7ZR+LcGGAsHgWLgyQkpJCamoqmZmZgedZamqqFQYwDMMw9hotWrT4vZdgGIZhGIZRKXaHvHdJEZFoD6xSVd0Qw/ZfuGT8pwHT/UYReQOYAPyAC+VsCdwMfOUVQsCrGPoK8JaIjAMW4jzKugLZuCqiqOpCEfkUGC0iN3hT3Ad8pKp+DrYpOMFunFcgoTowDHjRnw94E7gWV/nzIWBf4BpgjO6Ib3weuMSrEPoiscW1p4E3ReRK4APgeOAI7xr4558ONA0d01hE2gKbVHWlZ1MdaADs49k0ExHWrFlDnTp1aN68OU2bNuWGG27gtttuo0aNGrz//vt8/vnnPP/884DLh5abm8thhx1GRkYG33//PcOGDeO4446jQYMGgBPTzjzzTLp3787ll18eeKIlJiaSnZ0NwOmnn84DDzzAwIEDueaaa1i6dCkPPfQQgwYN+k3DIf38ZtHiWXRhgLS0NCsMYBiGYfzhsL9FhmEYhmH80ZE9yedk7D4iMgNXFTOa9apaR0S24jy1jlHVXO+Y04AXgHxVbeC1XQtcDjTGiWQlwE/AEFV9MzTfEcCDQCugijf2OlyhgxtVtcizawy8A/iVPucBJ/rilGfTGXjNm7MM5zF2nKpuD9mcBDyFKyxQgvOsOy0kqCEil+GqpVYHioCqXlcjVf3Zs7kdyAGqAVuB+1X1rqgxHvTOPQGXg64IeE1VczybkcDAkM16oHT06NH1rrvuOgBOOOEEvvjiC4qLi1FVEhMT6d69Ox9++CHgvNFuvvlmfvjhB9avX095eTnVq1fn+OOP57nnngPg/vvv57777mPLli0UFxcHSfhbtWrFtGk7nOrmzp3LkCFD+O6778jLyyMrK4s1a9b814KaXxggOkwzXmGAsLdZamqq5TczDMMwDMMwDMP47bEbr78oJqjtJbwQztrAoKiuIq9q5rde/wxV7R067k6graqe4e2PAw7EeYktAGoAXYCtqvqaZ3Mg8CowH3gIFwKajvNmuwgnvv3o2b4I1MNVDwUYBaxQ1Yu9/kScOLYeuMOb7yHgPVW9xbPJAL7EFV14EFdpdCzwgKo+7tk0Bj7Feae9gPM+G+fN2UhVf/aEuwk4L7lJwIneuk5T1eneOEfjijHMwnm0/V1V34+61mfixL/VwGigp6rOIVTc4IwzzmC//fZj8ODBwXF+mKPPu+++y/XXX8/NN9/M4Ycfjqoyd+5cTj75ZADKysro2bMn2dnZDBs2jI0bN3LNNdfwt7/9jeHDh0c8ySUlJZxyyilkZ2czbdo05s2bx+6Sn5/P1q1bI4Qz//2bmJgYIZb54pkVBjAMwzAMwzAMw/hdsRuyvygW8rl3KVbVtZX0vwBcLCLHqOrHcWx6AreF+lewI5cZ4tSTscAS4NSoHGqzgfGeDSLSAjgKODkkWA0GJopIMy/ssztOiOvs51DzvMgeFJF7vLDP3jgvuIGqWgzME5H9gH4i8oTnpXYRsFJVb/PGKGCHoOZzGfC5qvrt40TkUK/9CgBV/QT4xBsj5gVS1X97/ZUmKUtLS6NOndh1EkpLSxk6dCi33XYbffr0CdqbNWsWPJ4yZQoLFiwgNzc3yKt2++23M3DgQG666SYyMjIC23vvvZfmzZtz+OGHR3iv7SqqypIlSxAR0tLSIgoDpKWl/WpVPQ3DMAzjj8C6desoKysjMTGRWrVi1U8yDMMwDMP4fUnYuYmxF1mByzU2RETiPTd5wNEiUi1Of1ugBfBYvIIEoTDMzrhw0umhvlwgH+f15tvMDxUkAPgMSGFHCGtnYKonpoVt6gKNQjZT4qzZF3a7xLD5LLSWX5Xx48fTtm1bevTowZ133snWrVuDvlmzZrF69WoSEhLo2bMnHTt25Pzzz2f+/PmBTW5uLq1atYooUtCjRw+Ki4uZOTPQOPnyyy955513GDFixB6vVUTo0KEDHTp0oGXLljRu3Jg6deqQmZlpYpphGIbxl2PdunXk5eUFlbENwzAMwzD+aJigtnc5VkQWRW3RIaBjcSJU74qHAy4E8iBgjohMEpE7ROSgUP9+3v9+UQFEpFbUnH29rjq4UM5o1nt9vk1euFNVN+PypNWOZxPar8zGp3rINtY4sd3I/gt69+7NY489xhtvvMGgQYN49913+b//+7+gf/ny5QCMHj2anJwcnn/+ebKysujduzebNm0CYO3atdSuXTti3KysLJKTk8nLc6exceNGcnJyGDt2bITH2p5goZuGYRiGYRiGYRiG8cfAQj73Lv8Bboxq2xTeUdX1IvI4MFhE3ooeQFWnikhXoBNOWDscuFRERqvqmLBp6PFG4Fjv8Xhcsv5Ydj4S1R4v0V5lNrHUnz0d51dP9Hf++ecHj1u3bs2+++7LCSecwKxZs2jfvj3l5c65b+DAgZx00kkAjB07lk6dOjFx4kQuvPBCt7g4Ipfffv3113P66afTtWvXX/sUDMMwDMMwDMMwDMP4nTAPtb3LdlVdFrVtimH3BJAK9I01iKqWqOo3qvqwqp6LKySQIyLJwFLPrHnIvsyfD1ft02ctECsxSU12eIqtJcpDTESycKLcung2oXHjjhNic8g21jjxPNt+Ndq3b09ycjJLl7rL5+dWa9myZWCTkpJCkyZNWLlyZWCzdm1kSrzNmzdTUlIS5Hv56quvePzxx2nUqBGNGjXiuuuuIz8/n0aNGvHKK6/81qdlGIZhGIZhGIYRkJOTQ/369Sts5513HgAHH3ww9evXJzc3N+K42267jTPOOCPY3759O3fffTddu3aladOmtGvXjjPOOIOPPvoo4rhly5YxaNAgunTpQpMmTTjwwAM5++yzGT9+PKWlO25NN2/ezNVXX02rVq1o1aoVV199Nfn5+RFjrVy5kosvvphmzZrRtm1bbr31VkpKSiJs5s6dS+/evdl333058MADeeCBB9CoQoxff/01xx9/PE2bNqVr1648//zzFa7Tu+++S/fu3WnSpAndu3dn0qRJEf1Tp07l4osv5sADD6R+/fq8//77Fcbwr7WIrApt7/j9IlJdRIaLyJciskREponI3SKSWWEwZ58iIpO9cdrG6D9HRD4WkWUi8oOIDA/1NRORf4vITK9/qojc6GkIxh5iHmp/QFR1m1cV9Dpchc2dsQD3XKbiCg8sAq4QkYnx8qh55AKZInKgqs4AEJFOQCYwLWQzUETqhvKodQeK2VEMIRe4WUSSVbUkZLMGlxfOt+kZZx3+J+k04EjgyVBf99BafjPmz59PSUlJIKQdcMABpKSksHjxYg4++GDAVepcsWIFDRs2BKBz5848+OCDrFmzJsijNmXKFFJSUjjgAJdebuLEiZSVlQXzfPDBBzzyyCO8/fbb1KtX77c+LcMwDMMwDMMwjAiOOuooxowZE9FWpUqViMfDhw9n/Pjxcce48cYbmTFjBsOHD6dly5Zs3LiRadOmsXHjxsBmxowZnHPOObRq1YqRI0fSvHlztm3bxoIFC3j++edp3bo1bdq0AWDAgAH88ssvvPTSSwAMHjyYq6++mueeew6AsrIyLrzwQrKzs3nrrbfYuHEj11xzDarK8OFON9qyZQvnnnsu3bp1Y9KkSSxZsoScnByqVq1K//79AZfa54ILLuD888/n4Ycf5rvvvuPmm28mOzs7iEzKzc2lf//+3HDDDZx44olMmjSJfv36MWHCBDp16gQ4QbFNmzacc845XHrppZVe65deeqljqCmcd3wfXN7xO4CFQEPgXq/tshjDDQVWA22iO0SkH9AfuBOYgSsa2DhkUgq8DszC5UxvA4zGOVmNjHsCRuWoqm17YcPlRnsR54EV3mp6/d8Cl4Xsk3EhokuBN0LtbwAX4goCNAKOAb4AXgvZdMa9IScCxwH74ip1XoTLrfb3kO2LwMfeMZ29x8+F+hNxVTVfA9rhQkxzgeEhm0zgB+BRoDVwIjAf6B+yaezNfTuuaMIAXCinAg09my44Ae5KnIfdlcByoFNonHRc4YW2wCrgcu9xg5BNda/tGM/mFKDtmjVrVFV16dKlev/99+v333+vy5cv18mTJ+sRRxyhPXv21NLSUvUZOnSoHnjggfrZZ5/pokWL9Nprr9X27dvrpk2bVFW1tLRUjzrqKD3rrLN01qxZ+sUXX2inTp10yJAhGo9XXnlFW7VqFbffMAzDMAzVuXPn6qxZs3Tu3Lm/91IMwzD+UgwcOFD79u0bt/+ggw7SoUOHauPGjXXy5MlB+9ChQ7V3797BfqtWrfTVV1+NO055ebkeeeSRevzxx2tZWVlcG1XVBQsWaL169TQ3NzfomzZtmtarV08XLVqkqqoff/yxNmjQQFevXh3YTJgwQZs0aaL5+fmqqvrss89qq1attKioKLAZN26cduzYMZjrrrvu0iOOOCJiHTfccIOefPLJwX6/fv30vPPOi7Dp06eP9u/fP+Z51KtXTydNmlShPXStd0c36AX8BCRFtR8NfO7d168C2ob6soAlwOG7OdftwITdOca2yM1CPvce3YFzgV+itnlefxtglIh0BhfWCdyHC3kMJ+D6CrgFmIp700z0bF72DdRV6vw70AB4EyeuzQRGePYvhsa7GVcM4Gtvqw0MCY1VhiuE0BmndE8GCoDhIZt875jTcIr3G955PRGyWQ7cA1wFzMWFqUagqtOAf3hjz/P+f0pDVUiBu3CC3g/eWsfiBL/BIZuXvPP9EKfuvwnkvvDCCwDk5eVxyy230KVLF/bdd19OPPFEZsyYwaxZs3jvvfeCQZYuXcqaNWvo2bMnbdq04e233+axxx4jKysLgMTERA444AC+/PJLOnbsyPHHH88JJ5zAsGHDgjFWrFgR4Up9xRVXsGjRIj799NPo0zcMwzAMwzAMw/jdadSoERdddBEjRowIcktHU7t2bT755BO2bt0as3/OnDksXLiQK664goSE2LKDn3c6NzeXzMzMwPsLXDRQZmYm06ZNC2xatWoVRAYB9OjRg+LiYmbOnBnYdO3alZSUlAibNWvWsGLFisCme/fuEevo0aMHP/zwQxA+Om3atJg2/lp2h6+//hoRmSUiX4nIaBGJlXIpTAawRVWDeFgRqY3zJrsady8eTXecp1k9EflcRKaLyBMiUj/eJCLSFDgKpwEYe4gJanuPKcArQL2orYXX/yOueMAt/gGqOgEYgxPPfPbF5S7rhavo2RUnTgWxzyJyIE6YWokTuVrgvL+uAZoCzULjjfTGO9Tb1uGEN3+sRG/86cCBuLDN9PA6RSTDO+YtoD1wJrA/0C9k0xi4CefFtj8VizPgiYn/h3Nlbe39f5kXhuqzD3AxzgOtA/BvnBfbkJDNAipe632uu+46ADp16sRPP/3EypUrWbVqFT///DN33HEH6enpHH300cEgRxxxBG+//TZLlizhq6++onXr1txzzz0Ra65WrRrDhw9nwIABHHrooQwfPjziA9zntdde4/vvv2fevHmsWrWKww8/vIKNYRiGYRiGYRjGb83kyZNp3rx5xBYdApqTk8OKFSvihn2OGjWK7777jrZt23LiiScybNgwvvvuu6B/yZIlADRrtuPWc926dRFzPvvsswCsXbuW7OzsCnNkZ2cHOavXrl1L7dq1I/qzsrJITk4mLy8vro2/vzOb0tJSNmzYENjGsonOn70zjj76aB5++GGAs3DeYB2B10Wk4g0jICI1gEHAC6E2wTmRPK+qP8SZqjGumN81wG24cNEawKvROdJEZKKILMNFw31DDEcXY9exHGp7l2JVrexd+AJwsYgco6ofx7HpCdwW6l/Bjlxm4TfcEuBUjcyhNhsY79kgIi1wqvTJvheYiAwGJopIM1VdjFO7WwKd1cuhJiK3Aw+KyD2qugXojYvRHqiqxcA8EdkP6CciT6jzJ70IWKmqt3ljFADjos7tMuBzVfXbx4nIoV77FQCqel74ABEZhPOKO4BI4THutU5MTAxypflMmjSJU045hfT09KDt8ssvDx43bNiQq6++mksuuYSSkhKSk93n0t133w3Ahg0b+PHHH2NNB0CNGjUqzGkYhmEYhmEYhrG36datG/fee29EW/Xq1SP2s7Oz6d+/P6NGjeLUU0+tMEbXrl2ZOnUq06dP57vvvuPLL7/k6aef5vrrr2fQoEGBne+FBu6eaPLkyQD07t07oqBA2M5HVSPaY9lEt0fbeKGNce3DNjsbJ9788TjllFP8Y+fh7pFn4lI9HQu8F7b1nFRewDmHPBDq+jvOay363jlMAs7B5lZVneKNdwUuqusw4LOQbT+gGi5C7jZc3rVHd+vEjADzUPtjsQJ4HhgiIvGemzzgaBGpFqe/Lc4j7TGNU5BAd3yqdAbywyGVXrhoPs6jzbeZrzsKEoB7Q6bgRCzfZqonpoVt6uLyvPk2U+Ks2Rd2u8Sw+Sy0llhkeP9vimo/dFdda2fOnMmcOXOCyjax2LRpE+PHj6dLly6BmLY7XHzxxbRv355TTjmFd955Z+cHGIZhGMb/MGlpacFmGIZh/LpUrVqVpk2bRmzRghpAv379KCwsDDzJoklOTuaQQw7hqquu4pVXXmHw4MGMHTuWkpIS9t13XwAWLVoU2CcmJgbzJSXt8O2pU6cO69atqzD+hg0bAk+xOnXqVPAQ27x5MyUlJdSqVSuujT9uZeOsW7eOpKQkatSoEdjGson2WttdvHvqlbioswDv3v4lYDsu33m4dOnhQCdgmYiswHmWAbwvIg96j/179QWhudYDG3BpoMJrWKWqC7xouOHA9V5UmrEHmKC2dzlWRBZFbYOibMbiRKjeccYYDBwEzBGRSSJyh4gcFOrfz/t/sd8gIrWi5uzrddUB1seYY73X59vkhTtVdTNQgsthFtMmtF+ZjU/1kG2scWK6dnmedncA33qqv88nuFxtEa61xcXF0UMA8PLLL9OiRQu6dKmo29199900a9aMNm3asHLlyrh/TOKRnp7O7bffzlNPPcW//vUvjjjiCPr3788bb7yxW+MYhmEYxv8STZo0oVmzZjRp0uT3XophGMb/LOnp6eTk5PDggw+yZcuWndq3bNmS0tJSCgsLadeuHc2bN+exxx6Lm4fNp3PnzuTn5zNjxoygbfr06eTn5wf3aJ07d2b+/PmsWbPDz2PKlCmkpKRwwAEHBDZTp06N8HybMmUKdevWpVGjRoHN559/HjH/lClT6NChQ+A40aVLl5g2se4XdwcvpLM+sDbUloHLh14MXKyqRVGH3YrzaOvpbRd47f1xOcoB/FjbIL5WRKoDNYGfK1sSzrll91zvjAAT1PYu/8G9GcLbP8MGnpL8ODA4Ot7Z65+Ky5t2NvAu0AqYEEOYC/u2bgzNl08o31qUnY9EtceyiW6Pton1ptzTceIdNxyXj+2KiMFU31bVyao6T1U/As4H9vPdi8MUFhby5ptv0qdPn5gTDBgwgI8++ohXXnmFhISEoDTzrlKzZk0uv/xyDjzwQDp06MDgwYO5+OKLefRR86o1DMMwDMMwDGPvU1xczNq1ayM2P39YNBdccAGZmZlMmDAhov2MM87ghRdeYObMmaxYsYKPP/6YkSNHcthhh5GRkYGIMGbMGBYvXsypp57Khx9+yNKlS1mwYAHPP/8869evJzHROUa1aNGCo446iuuvv57c3Fxyc3MZPHgwPXv2DHKwde/enZYtW3L11Vcze/ZsvvzyS+644w7OP/98MjJc0NLpp59OlSpVGDhwIPPmzWPSpEk89NBD9OvXLwjXvOiii/j555+5/fbbWbhwIa+88govv/wy/fv3D87t0ksvZcqUKTzyyCMsWrSIRx55hC+++ILLLrsssNm2bRtz5sxhzpw5ACxfvpw5c+awcuXKoP/OO+8kNzcXEWkkIt1w0WgbgEkQeKa9DFQFrgMyRKSOtyUCqOpK7752nudEssRbwjJV/cWzWQJ8ANwlIl1EpDXwILAIz6NNRHqLyCki0kJEmohIL1we8rfDBRCM3eT3LjP6v7LhPM/+WUn/t8Bl3uN0XLzzZcCdwBs7GTsHV1o3GVcUYBUuf9rO5jkXmBfDZh5wjvd4MPBxVH+WN8dh3v5DwLNRNu08m8be/pvAXaH+hjihTIGmXts04PKocS4HvouxxuG4ap+Nd/H6/+fhhx/WaF5//XVt3Lixrlu3rkJfNKtWrdJ69erptGnTKvSNHj1ajznmmJ2Ooar6xhtvaNOmTXfJ1jAMwzAMwzAM49eiY8eOmpCQUGGrXbu2qqqmp6drVlZWxD3Pm2++qdWqVdP69esHbaNHj9ZWrVppamqqJiYmalpamrZu3VrfeOONiPmmTJmiHTt21KpVq2piYqJWqVJFGzRooNdcc40WFBQEdsuWLdP27dtrcnKyJicna/v27XXFihURY3333Xe63377aVJSkqakpGi3bt1069atETYTJ07UevXqaWJioqampmqvXr20rKwswuaJJ57Q7OxsTUxM1PT0dL3ssssqXKfbbrtNMzMzNTExUTMzM/WOO+6oMEZaWpomJSVpQkKC1qhRQ+vVq6cDBw5UVdWCggI98sgjNSsrS3HeZ8U4Qa2+7rhH7Yar2lkWtW0DGoXsvvXurVcBqz2bBzXyfrcnLkqtGCj07q3DY5wCfAlsxUWbbQHGA1V0F+6nbYu9mYfaHxBV3YYT4AayI0dYZSzAuWqm4goPLAKuqCQPm08ukOlVBQXAq6iZiXsD+jatRKRu6LjuuDfqzJBN1yiPuu64WO4VIZsj46zDV8SnxbDpHloL4hgO/A04U1WX7+QcA9faWEUBXn75ZY477riYVWWi8T6IKCqK9sLdPWbPnh1R7tkwDMMwDMMwDGNv0L17d84991x++eWXiG3hwoUAtGnThho1ajB8+PDgmNNOO41BgwbRtWvXoG3ZsmXUqlWLd955h6VLlzJ16lQGDx5MaekOZ6cZM2Zw6aWX0rBhQyZMmMDChQuZNm0aDz30ED/99FNQCRRgyJAh1KpVi6+//pqvv/6aWrVqccsttwT9ZWVl3HDDDXTq1IkZM2YwefJktm/fzogRIwKbLVu2cMstt3Dqqacye/Zs3njjDebNm8eTTz4Z2Cxfvpx7772XAQMGMHfuXJ588kk++OAD3n333cAmNzeXZ555hrvvvpt58+Zx99138/TTTzN9epB6nObNmzNs2DDeeust6taty0svvcSqVasYO3YsAKmpqVx99dXcdtttAH2BdcC9qrrKH0NV/4MrTvAAUC+8qeoKIhmFS2V0gGczxO8Qkf2Bp4FHcAUFj8LlY7skdPynOG3hBZwTzjk4J5iwjbG7/N6K3v/KhhPIXsTlAwtvNb3+wHPM20/GuWcuJeShBrwBXIh7IzUCjgG+AF4L2XQGFgITgeNwSQ9b4iptLsYlOvRtXwQ+9o7p7D1+LtSfiMtJ9hruDXc4ThwbHrLJxHnUPQq0Bk4E5gP9QzaNvblvxxVNGMAOD7WGnk0XnAB3JdDc+3850Ck0zkicB92hUdcx1etPx1Ur6exdn27edZi+ZcsWDbN06VKtX7++fvLJJxrN9OnT9ZlnntHZs2frihUr9Msvv9RTTz1VDz30UC0qKooYY/bs2XrDDTfoYYcdprNnz9bZs2drcXGxqqq++uqrOn78eF2wYIEuWrRIH330UW3cuLE+8cQTFeY0DMMwDMOxbNkyXbRokS5btuz3XophGMZfioEDB2rfvn3j9h900EE6dOhQbdy4sU6ePDloHzp0qPbu3TvYb9Wqlb766qtxxykvL9cjjzxSjz/++AoeYmEbVdUFCxZovXr1NDc3N+ibNm2a1qtXTxctWqSqqh9//LE2aNBAV69eHdhMmDBBmzRpovn5+aqq+uyzz2qrVq0i7tfGjRunHTt2DOa666679IgjjohYxw033KAnn3xysN+vXz8977zzImz69Omj/fv3j3ke9erV00mTJsW9Ft596SqgrVbUCd4A7oxuj7KJ0Api9N8MTIpqO8HTEqp5+xd799EpIZurgBmAVDa/bfE381DbuxwFfB+1vRXLUF1lj/uAKlFdn+Hyp70CfA7c7bX1Cx2bCxyPE7BG4ipnvg2cBgzDuZr6XAnMxcVuv+w9vjo0VhlOwCv0xngSeB9XDMC3yceFj9bz+kZ6dk+EbJbjEih2Aybjwlmjz3kaLh/auThh7xycKDc9ZHYxTsB7g8jr6NdyLsPlVXsW59L6oHcdTq5WLbIw6ssvv8w+++xD9+7do5dCamoq7733HmeddRaHH3441157La1bt2b8+PGkpKQEdtdddx09e/bkhRdeYMmSJfTs2ZOePXuyevXqwGbs2LGccMIJnHjiibz11ls88MADXH755RXmNAzDMAzDUVBQEGyGYRjG3qVRo0ZcdNFFjBgxIm5Bgdq1a/PJJ5+wdevWmP1z5sxh4cKFXHHFFSQkxJYd/Lxmubm5ZGZm0qlTp6Cvc+fOZGZmMm3atMCmVatWEZE+PXr0oLi4mJkzZwY2Xbt2jbhf69GjB2vWrGHFihWBTfT9X48ePfjhhx+CYgbTpk2LaeOv5Tegt4jMEZHPROQ2L7daNFeKyI8iMllEBkZFh6UA0WFUhTgt4QBvvzMwVVXDlfo+A+riBD9jD0jauYnxa6CqObhcZ/H6D47RNgGYENU2Dhi3C/MtqWy+kN0mnDJdmc1KnHdbZTZzgdN3YvM1zmMOEWnIjnDQsM07wDuVjFF/J3MUArErDERx8803c/PNN8fs23///Xn99dd3OsbOqnWeffbZnH322buyHMMwDMMwDMMwjN+cyZMn07x584i2K6+8kkGDdtS5y8nJ4dVXX2X8+PGceeaZFcYYNWoUV155JW3btqVNmzYcfPDBnHzyyRx00EEAQTinX1QAYN26dRFho7feeit9+/Zl7dq1MVPwZGdns3atK4i5du1aateuHdGflZVFcnIyeXl5gY1fzdPHPyYvL4/GjRvHHKd27dqUlpayYcMG6tatS15eXkwbfy2/MuNxUVl5uIKDQ4C2OOcSn6eBWcAm4EDPpjGukAE4YewyETkNF51Vmx1aQJ3Q/9H333ne/7W9NRi7iQlqhmEYhmEYhmEYhvE/Qrdu3bj33nsj2qpXrx6xn52dTf/+/Rk1ahSnnnoq0XTt2pWpU6cyffp0vvvuO7788kuefvpprr/++ghhzvdCA6hRowaTJ08GoHfv3oFHWLSdj6pGtMeyiW6PtvFCG+Pah212Nk68+f8bVPXF0O48EVkKvC8i7VV1lmfzZMhmrohsBp4SkbtVdaOqThGRu4B7cc43xcAY4GAg7GIYfTF+/RP6H8NCPg3DMAzDMAzDMAzjf4SqVavStGnTiC1aUAPo168fhYWFPPvsszHHSU5O5pBDDuGqq67ilVdeYfDgwYwdO5aSkhL23XdfABYtWhTYJyYmBvMlJe3w7alTpw7r1q2rMP6GDRsCT7E6depU8BDbvHkzJSUl1KpVK66NP25l46xbt46kpCRq1KgR2MayifZa+42YhavCuW8lNrne/4GNqj6By2feBefh9oHX5XuerWWHt5pPLe//PIw9wgQ1wzAMwzAMwzAMwzAiSE9PJycnhwcffJAtW7bs1L5ly5aUlpZSWFhIu3btaN68OY899ljcPGw+nTt3Jj8/nxkzZgRt06dPJz8/ny5dugQ28+fPZ82aNYHNlClTSElJ4YADDghspk6dGuH5NmXKFOrWrRuEgnbu3JnPP/88Yv4pU6bQoUMHkpNdWrIuXbrEtPHX8hvTClegsLL40vbe/2vCjepY46VBOg1XCGGW150LdI3KvdbdG6NCKiZj1zBBzTAMwzAMwzAMwzD+RyguLmbt2rUR24YNG2LaXnDBBWT+P3vnHV9VkT3w7+TlpRdCmiEEAoQkdKRGLICKrgpLUZQm6gqCSgkuoIJUKfLDXRApgg1wV1CXpiArRTfACm4KUkIgCRAILSGUBBLSz++Pl3d9L3kJ4Opime/nM5/kzZx7Zu7cm7y55545x8eH9evX29U/+uijfPTRR+zfv5/MzEy2b9/O7NmzufPOO/H29kYpxbx58zh69Cg9e/Zky5YtHD9+nNTUVFauXMmFCxcwmUwANG7cmK5duzJ27FgSExNJTExk3LhxdOvWzYjB1rlzZyIjIxk5ciQHDx5k165dTJs2jYEDB+Lt7Q1A7969cXV1ZfTo0Rw+fJjNmzezYMEChg0bZmzXHDx4MKdOnWLq1KmkpaWxevVqVq1axfDhw41zGzJkCHFxcSxatIj09HQWLVrEzp07GTr0h7x6+fn5JCcnk5ycDMDJkydJTk7m9OnThszly5et7ZEVVY2UUs2UUkEASqlwpdRLSqlWSqkwpdR9WJL7HQTiK2TaKqWeqziunlLqj1iSF26piHVOhdwLSqkmSqkopdQYLHHSX6tIMgiwDkvigreUUtFKqYeAUcBScbQvVnNj3Oo0o7r8PgtQF8sebgHq/o/61Wg0Go1G8ysgJSVFDhw4ICkpKbd6KBqNRvObonXr1uLk5FSlBAYGioiIp6en+Pr6SkJCgnHMunXrxMvLS+rUqWPUvfnmmxIVFSVubm5iMpnE3d1doqOjZc2aNXb9xcXFSevWrcXDw0NMJpO4urpKaGiojBo1Sq5du2bIZWRkSIsWLcRsNovZbJYWLVpIZmamna74+Hhp2LChODs7i4uLi3Tq1EmuXr1qJ/PFF19ISEiImEwmcXNzkx49ekhZWZmdzNKlS8Xf319MJpN4enrK0KFDq8zT5MmTxcfHR0wmk/j4+Mi0adOq6HB3dxdnZ2dxcnISPz8/CQkJkdGjRxsyq1evlsDAQAEKgNKKUghME8szcR0g1aa9ANgH3C4/PDe3AOKAPCyx0fKBbwB/sX++voZlq6i1jxxgcCWZwcDZCrlrwB6gnvy8z+C/6aI91DQajUaj0Wg0Go1Go/kd0LlzZ/r168fZs2ftSlpaGgBNmzbFz8+PmTNnGsf06tWLMWPG2GXozMjIICAggI0bN3L8+HH27NnDuHHjKC0tNWT27t3LkCFDqFu3LuvXryctLY2EhAQWLFjAiRMnjEygABMmTCAgIIDdu3eze/duAgICmDhxotFeVlbG+PHjadOmDXv37mXbtm0UFBQwa9YsQ+bKlStMnDiRnj17cvDgQdasWcPhw4dZtuyHmP4nT55kzpw5vPDCC6SkpLBs2TK++uorNm3aZMgkJibywQcfMGPGDA4fPsyMGTN47733SEpKMmQiIiKYMmUKGzZsIDg4mI8//pgzZ84wf/58Q6Zjx47W+G6zgNZAI6A7lsQBiMgZYDpwL5Z4aB2B77EkHDBVqLHGPlsMNAHuBK4Ab1S6tJeAQViMdPWApsCn1kalVP2KvhYAjbEkLDgDvI/mR6OzfGo0Go1Go9FoNBqNRvM7wcXFhaCgyvHpf+DJJ59kxYoVbN++nfvuu8+hzNatW5k+fbrRHhYWZsQyA8tOuNjYWBo2bMiGDRu4du0a2dnZ+Pj40KdPH/r06WP1miItLY1vvvmGjRs30qZNGwDmzp1Ljx49OHr0KI0aNSIuLo7U1FQSExMJDg4GYOrUqYwePZpXXnkFb29v1q5dS1FREW+99RYuLi5ER0dz7Ngxli5damz7XLlyJaGhoUyfPh2wbDfdt28f77zzDo888ggA7777Lvfccw8jR44EYOTIkezevZt3332XJUuWAHDvvfdy77331jjPb7zxBvfddx+HDh2aYVN9wlZGRP5m8zFTKfUGsB0IAzKAblg8yiaISDmAUupVYKtSKlxEMmyOzxWR6mKvtcAS8muOjZ4lwHKllFlESqo5TlMD2kNNo9FoNBqNRvOLIiAggMDAQCNzm0aj0Wj+d4SFhTF48GBmzZpVbUKBwMBAvv76a65eveqwPTk5mbS0NAYOHMiRI0c4fPgw+fn5RrwzwIhrlpiYiI+Pj2FMA0vyAB8fHxISEgyZqKgow5gG0KVLF4qLi9m/f78hExMTg4uLi51MVlYWmZmZhkznzp3txtqlSxf27dtnJDNISEhwKGMdy41QXl7O9u3badiwIUqpVUqpA0qpTUqpP1R3jFLKA+iHJTOnNT6aC1BiNYJVUFjxs2MlFbOUUslKqc1KqcFKKVt7zz6gHHhCKWVSSvkAjwFx2pj249EGNY1Go9FoNBrNL4qAgACCg4O1QU2j0Wh+BrZt20ZERIRdmTdvnp1MbGwsmZmZrF271qGOuXPnEh8fT7NmzXjooYeYMmUK8fHxgCXpQXx8PKWlpbi4uODs7ExERAS33XYb7du3N/pcvnw5ANnZ2fj7+1fpw9/fn+zsbEMmMDDQrt3X1xez2cz58+erlbF+vp5MaWmpkZjh/PnzDmWsY7kRcnJyyM/PZ+HChWCJedYP2Ay8r5S6w1ZWKfW0UiodSAe6Av1sjFz/BgIrkg6YlVK+wKsVbbZuhv8HDAUeBzYAU7AkHQBARDIrxvAqFs+3w1i2hw5H86PRWz41Go1Go9FoNBqNRqP5ndCpUyfmzJljV1erVi27z/7+/gwfPpy5c+fSs2fPKjpiYmLYs2cPSUlJxMfHs2vXLt59913+9Kc/0adPH3Jzc1FK0bhxYxo3bgxY4qBt27YNgD59+hgeYfCDt5otImJX70imcn1lGeu20urkbWWup6e6/h1h1fnggw+yePFiaxC3ZKVUeyzJAXbbiK/FknggGHgeWKqU+qOIFInIEaXUaGAqFmNYOfAecB6wZvBERObb6EuuGOsYYH7F+QQBf8ESV2094AWMA95TSj0hjiZKc120h5pGo9FoNBqNRqPRaDS/Ezw8PAgPD7crlQ1qAMOGDaOwsNDwJKuM2Wymffv29OvXj8mTJ9O/f38++OADbrvtNrp06YLJZDK2WgKYTCajP2fnH3x7goKCyMnJqaL/4sWLhqdYUFBQFQ+x3NxcSkpKDG9mRzJWvTXpycnJwdnZGT8/P0PWkUxlr7WaqF27Ns7OzkRGRlZuSgNCbStEJE9EjovIHmAIEAE8ZNO+TkRaAW2wJBv4C+APZFI9iYC3Uso66KeBKyIyQ0QOVvQ1ArirQq/mR6ANahqNRqPRaDSaXxRlZWVG0Wg0Gs2twdPTk9jYWN566y2uXLli11ZUVMSpU6fYv38/J06cwNXVlTvuuAOlFN7e3rRq1YqIiAiWLFlSbRw2K23btiUvL4+9e/cadUlJSeTl5dGuXTtD5siRI2RlZRkycXFxuLi4GMkQ2rZty549e+w83+Li4ggODiYsLMyQ2bFjh13/cXFxtGrVCrPZDEC7du0cyljHciOYzWZatWrF0aNHKzc1BE5d53AFuFauFJHzIpIP/BEowuLVVh3NK2RyKz67Y+PRVoH1wty4653GDm1Q02g0Go1Go9H8okhLSyMlJYW0tLRbPRSNRqP5zVFcXEx2drZdscYPq8ygQYPw8fFh/fr1AOTl5ZGens5DDz3E8uXLOX/+PL6+vmRkZPDWW29x55134u3tjVKKefPmcfToUXr27MmWLVs4fvw4qamprFy5kgsXLmAymQBLps2uXbsyduxYEhMTSUxMZNy4cXTr1o1GjRoB0LlzZyIjIxk5ciQHDx5k165dTJs2jYEDBxqJDnr37o2rqyujR4/m8OHDbN68mQULFhgZPgEGDx7MqVOnmDp1KmlpaaxevZpVq1YxfPgPocSGDBlCXFwcixYtIj09nUWLFrFz506GDh1qyOTn55OcnExycjIAJ0+eJDk5mdOnTxsyL7zwAp9//jlKqYFKqXCl1DNYsnYuB1BK1VdKjVRKtVRKhSql2gLLsCQd2G7Vo5R6RinVQinVsELHLGCWiORVtHer6CO6op8BwCvA30SkuELNdqC1UuolpVQDpVQLYB4W497BG797NHaIyC+6AF0AuYny9K0e8y+9YHHpnIAlKGImFsv1VSAVyx/33f+DMdS1uWZ1f0K984EzDsrHIiLt27eXkJAQSUhIEFsmTZokffr0MT7n5+fL66+/Lh07dpT69etLs2bNpE+fPrJlyxa7444fPy6xsbHStm1bqVevnrRu3Vr69u0ra9askZKSEkPu8uXLMmLECImMjJTIyEgZMWKE5Obm2uk6deqUDB48WBo2bChNmzaViRMnSnFxsZ3MoUOHpHfv3hIeHi6tW7eWv/zlL1JeXm4n8+2338oDDzwg9evXl44dO8qKFSukMhs3bpR77rlH6tWrJ/fcc498+eWXdu27d++WwYMHS+vWrSUkJEQ2b95cRYeISGpqqgwePFgiIyMlIiJCHnnkETl16pTRnpWVJSNGjJCWLVtKw4YNpVu3bvLFF18Y7SdPnpQxY8ZIhw4dJDw8XGJiYmTu3LlVznvv3r3St29fiYqKkqioKHniiSfk4MGDRnt6ero8+uij0qJFC+O833jjjSp6NBqNRvPrICUlRQ4cOCApKSm3eigajUbzm6J169bi5ORUpQQGBoqIiKenp/j6+to9L61Zs0Y8PT0lMDBQEhISJDk5WaZOnSqRkZHi5uYmJpNJ3N3dJTo6WtasWWPXX1xcnLRu3Vo8PDzEZDKJq6urhIaGyqhRo+TatWuGXEZGhrRo0ULMZrOYzWZp0aKFZGZm2umKj4+Xhg0birOzs7i4uEinTp3k6tWrdjJffPGFhISEiMlkEjc3N+nRo4eUlZXZySxdulT8/f3FZDKJp6enDB06tMo8TZ48WXx8fMRkMomPj49MmzbNrj02NlZcXV3FZDKJs7OzuLu7S2BgoIwePdqQKS8vl4EDB0rFs3YJkAU8Kz88uwYDfwP2AyeAC0A+8IzYP+P+HYunWUlF+wbA06a9B3AWiyGuBMgDNgG1KunpCRwCrgHFQA4wXX6iZ/HfY9Eeaj8DSqnlSilRSmXc6rFURikVh2U/9UzgD1gMWy6AJ9AYeArYoZRaqZRyqVbRL5tvgNaVyvPWRldXV2bOnFmjgpdffpl//vOfzJw5k507d/Lxxx/zyCOPcOnSJUNm7969PPDAA6SnpzN79mz+9a9/8dFHH9GvXz9WrlxJamqqIfvCCy+QnJzMxx9/zMcff0xycjIjR4402svKynjyyScpKChgw4YNvPPOO2zatImpU6caMleuXKFfv34EBwezefNmZs6cyTvvvMPSpUsNmZMnTzJo0CA6duzI1q1bGTVqFJMmTWLTpk2GTGJiIsOHD+exxx5j+/btPPbYYwwbNoykpCRDpqCggKZNm9Y4TxkZGfTs2ZPGjRuzZs0atm3bRmxsLK6uP3gnjxw5kqNHj7J8+XK+/vprHn74YYYPH87Bg5aXIOnp6YgI//d//8e//vUvpk2bxsqVK5k9e7ah4+rVq/Tv35/Q0FA2bdrEhg0b8Pb2pn///oY7t7OzM3379mX16tXs2rWL6dOn8/e//50333yzxuus0Wg0Go1Go9H8nujcuTP9+vXj7NmzRjlz5gzff/89WVlZNGrUiFq1ajFz5kwKCwvJzMykYcOG9O/fnzZt2hAZGUnTpk2NmGIbN27k+PHj7Nmzh3HjxlFaWmr0tXfvXoYMGULdunVZv349aWlpJCQksGDBAk6cOMGxY8cM2QkTJhAQEMDu3bvZvXs3AQEBTJw40WgvKytj/PjxtGnThr1797Jt2zYKCgqYNWuWIXPlyhUmTpxIz549OXjwIGvWrOHw4cMsW7bMkDl58iRz5szhhRdeICUlhWXLlvHVV19VeV764IMPmDFjBocPH2bGjBm89957ds9LWVlZrFixguTkZPbt28djjz1G/fr17cazePFi/vOf/4Al82YLYB0wQinlBSAiWSIySERaYnk+34zFcHbWqkMpFYzFIWYJEA3ciWWL5nyby7oDi0daR6AB8DDgg8WTzZb2WIx2PbHEaesMbK1yk2hunFtt0btewd5DbTGWvcA1lVq/gDEvrxhvxq0ei4OxpVeM7TSWP8JHsfxhxWDJAnLKZr4//hnH8XN6qH1YTbu0b99eJk2aJPXq1ZNt27aJlcoealFRUfLJJ59IdZSXl8s999wjDz74YJU3HrYyIhYvrpCQEElMTDTaEhISJCQkRNLT00VEZPv27RIaGirnzp0zZNavXy/169eXvLw8ERFZvny5REVFSVFRkSHz9ttvS+vWrY2+Xn/9dbn77rvtxjF+/Hjp3r278XnYsGEyYMAAO5n+/fvL8OHDHZ5HdR5qw4YNkxEjRjg8xkqjRo3ks88+s6tr0qSJfPzxx9Ues2jRIunYsaPx+fvvv5eQkBA5ffq0UXfo0CEJCQmR48ePV6tnypQp0rNnzxrHp9FoNJpfJtpDTaPRaH4eRo8eLU899ZTk5eXJmTNnJDU1VZKSkiQhIUGSkpKkRYsW8tJLL0mdOnVk8eLF8v3338upU6dkwoQJ+nmpmuclEZGcnBwJCQmR3bt3G+fWqlUrWbhwocgPz6ouwGHgSbF/hm2KxeklCMvuqj/YtA3C4sHmZFPXrEIuXKp/Ln4WSLT53Bg4CTSq7hhdbr782jzUssWSkaKmcvlWD/IXzmHgCaCeiMSKyBoRiReRPSIyD4s3l9W1qr9S6u5bNdCfi7CwMAYPHsysWbOqDZAZGBjI119/zdWrVx22Jycnk5aWxvPPP4+Tk+M/I+s+/cTERHx8fGjT5ofkKW3btsXHx4eEhARDJioqiuDgYEOmS5cuFBcXs3//fkMmJiYGFxcXO5msrCwje05iYiKdO3e2G0eXLl3Yt2+f4c2VkJDgUMY6lhuhvLyc7du3G2+rWrRowSOPPMI///lPO7kOHTrw+eefc/nyZcrLy9mwYQPFxcXccccd1eq+cuWKXZahRo0aUbt2bVatWkVJSQmFhYWsWrWKqKgo6tat61BHRkYG33zzTY39aDQajUaj0Wg0vwdKS0vJzc3l1KlTXLx4kYsXL5KamkpWVhZKKUJCQoiIiCAkJAQRwd3dnT/+8Y+sWrWKZs2aERoaasQ7s6Kfl+yxJm2wPsecPHmS7OxsOz1iiWe2BzCyGyil3LF4n00QEfvUohZcgBIRsX1wLaz42dHRWCq82h4GdttUd8NiUOumlPpOKfUfpdRflFK1qj0pzXX5tRnUNP8lItJdRD4VEYdps0QkB/izTdVj/5uR/aTcr5RKr1TG2ArExsaSmZnJ2rVrHSqYO3cu8fHxNGvWjIceeogpU6YQHx9vtFvdk61BMsGSSjkiIsIo1vTS2dnZ+Pv7V+nD39/fSMecnZ1dJQ2zr68vZrOZ8+fPVytj/Xw9mdLSUiPQ6Pnz5x3KVE4NXRM5OTnk5+ezcOFCunbtyurVq3nooYd49tln2b37h//b77zzDqWlpTRt2pTw8HDGjx/PBx98QHh4uEO9GRkZfPDBBwwePNio8/LyYs2aNaxZs4YGDRoQERHBv/71L/72t7/ZpdsG6NGjB+Hh4XTq1ImOHTsybty4Gz4njUaj0Wg0Go3mt0BxcTEXL17k5MmTHDp0iH379pGens7FixcxmUwkJiby+OOP89hjj/Hggw8SExPD9OnTOXPmDE5OTtx2223MmDGDc+fOGckIKqOfl35ARJgyZQodOnQgOjrarr/KeoDzWDzRrEwDEkTkK4fK4d9AoFLqBaWUWSnlC7xa0WarB6XUEqXUMWAvlrhtts/19bHsEusOjAJigZbAu9X0q7kBnK8v8utDKeWJ5UbphsX62wDwAC5jCcL3BfCOiDg2p9vr8gaeAx7B4orph2XfcSbwL+ATEUmqkJ0KTLE5vL5SSirrFJEqaWmVUuHAaOABoB5gwrIt82tgoYgcqGGM1j6michUpdS9WGKGxQC3AadFJPx652rDv2x+b1Sd0C+Yb4GXK9VdBv5q/eDv78/w4cOZO3cuPXv2rKIgJiaGPXv2kJSURHx8PLt27eK9995j7NixjBnzg23O+lYFwM/Pj23btgHQp08fu3TNtnJWRMSu3pFM5frKMhXuu9XK28oopexiGtQ0luth1fnggw/y3HPPAdCsWTPi4+NZuXKl4Rk2Z84ccnNz+fTTT6lduzabN2/mueeeY926dTRp0sROZ1ZWFgMGDKB79+4MGDDAqC8sLOSll16iffv2LF68mLKyMt555x0GDRrE5s2bcXNzM2SXLl3K1atXOXToENOnT+edd97hhRdeuOHz0mg0Go1Go9Fofm0UFhZy9epVrly5wtWrVykutiR2dHNzw8vLi+DgYLy8vHB1dcXX15e77rqLiRMnGi/JnZ2dadCgAY0aNcLV1RVXV9ff7fNSTTLV9T9x4kRSUlLYsGGDw/bK3WMJe4RS6gHgLix2C4eIyBGl1GhgKhZDWjnwHhbDXGUnmSnAX7A8w79qcwxYnKlcgFEicqyi/5eAr5RSjUTk6I0MXmPPb9KghiWjRWcH9QHAPRXlBaXUwyJyuDolSqn7gVUVx9kSUlE6AOOx/FH8aJRSg7Gkx3Wt1BRRUZ5VSk0SkdlVDq6qayaWDJ7/DbbJCBzvifxlUyAiGdcTGjZsGCtWrDDejFTGbDbTsWNHOnbsyIgRI5g/fz7z5s1jxIgRNGjQALAE1W/WrBkAJpPJ8Lyy9ZwKCgoiJyeniv6LFy8abyyCgoLsglwC5ObmUlJSQkBAgCFT+a2IVa+tHkcyzs7OeHl5sX//fjw9PUlISCA8PBwnJydMJhMHDhzA29ubo0ePGnXWUl5eTl5eHpcvXzbqPD09cXZ2pnHjxnZ9NW7c2Bp4k4yMDD788EO++eYboqKiAGjatCnfffcdy5cvZ86cOcZxWVlZPProo7Rr1465c+fa6Vy3bh2ZmZl88cUXhrv44sWLiY6O5quvvrL7gq9Tpw4AkZGRlJWVMW7cOIYNG1bFRV3z26CsrAwnJ6ebMgbbIiKUlpbi7OyMUoqysjKUUjg5OVFeXl7t9gSgxvby8nJDn8lkQill1P1UY7XtS0SqvcdvtF8Robi4GLPZbJxX5YWjVZeV0tJS47OzszNlZWXGNbEWK9Y2FxcXI+aEVV9JSQkmkwmz2UxJSQlKKTt9AE5OTjg7O1NUVGSMy2QyGXoqX7PS0lLjXIqLiw1Z6/80gJKSEtzc3IxrZb2XrOMpLi5GRHBxcaGkpMSYa+tcuLu7U1xcbJyr9XysMtZrYr3+tsda7zURwdnZmZKSEkOHiFBWVobZbLY7R8Doz2w24+zsbJyT9V4DuHTpEmazGRcXF8rKynBzc6OsrIzCwkLjGOt8FhcXU1JSYtxXIkJJSQnu7u5Gv9b/+9brYf1+Kysrs7snTCYTTk5OlJSUGNfY2dnZ7nxNJhPu7u5cvnwZV1dXzGazcd2Ki4spKyujtLTUKNZrefbsWWrXrk1eXh7l5eXGsdZrZb1nrOO13kcFBQW4uLjg4eFBaWmpcZ2t95D1mpeVlVFUVGTca0VFRZhMJlxcXOz+7kpLSzGZTHh4eFBSUkJpaakxl2VlZcbfkVIKV1dXY66sOq16r127htlsNubZej9ar691vp2dnXFzc6OwsJDS0lLjfrXeA9euXTPuY+s8Wu+d8vJyzGYzZWVlXLt2DXd3d0pKSoz72fq3UFhYiI+Pj93fR15eHgAeHh7GPBcUFODj42PMn3XcRUVFxt+adQ6s18Kq0zrH1nvPOqfWvw/r/xvr31JpaalxLa1t1vvPbDZjNpuNe8N6ntbxWMdXOaSHVb8R86bid9u/fdv+iouLcXFxsfv/Yj3Weq9b66y/W8/Heq9Yr9X1visq/w/6OXBkLKiM9f6uLGO9z2v6Tqzcl+33n+anR0QoKCjg6tWrRrH+z/Tw8KBWrVp4e3vj5eVVZTdHaWkp+fn5FBUVUVJSQmhoKIGBgfj5+Tm8Xr+35yU/Pz9D1pGMA28zJk6cyFdffcW6desICQkx6m0942y3qWKxLZyv+P0uLJ5jhyvN/3tKqe9E5FEAEVkHrFNKBQIFWAxyw7A4+RhUbBnNBtKVUpeA9Uqp+SKShSXDaKnVmFZBWsXPUEAb1H4Ev1WDmjNwAPgcSMASsE9huVl7Y8my0QDLDdZaRAorK1BKdcWSZcMZi+X3IyzpaU8Cbli81R7CkqLWymLgH8AMLJkzzgAP1jRQpdQjWJIYKCxumX8BtgGlQCcsFuUAYJZS6rKILKlBXW8sbpsHgHnAQcAdS1y0m8HWGFmtwfHXjqenJ7GxsfzlL3+hW7dqXwoYREZGUlpaSmFhIc2bNyciIoIlS5bQo0ePGhcZbdu2JS8vj71793L77bcDkJSURF5eHu3atTNk3nrrLbKysox/uHFxcbi4uNCyZUtDZvbs2ZSUlBiLybi4OIKDgwkLCzNktm61T9QSFxdHq1at8PDwICoqio4dO5KamkpoaKjxQLR3715atmxpLCKtD0DWkpWVxdGj9v9jw8PDjbdS1sVlUlISXl5epKenc/z4ccrKysjOzsbHx8fuoezatWvk5+djMpnIzs6mX79+tGrVinnz5lWZy2vXrlVZZFoXoNXFwIMfDBCO3koB7Nu3j8zMTDp37oy3t3e1en6LHD9+nK1bt9KgQQPuv//+/3rBm5ubS25uLiaTCX9/f8NrsKCggJKSEry8vIxrn5OTQ0FBAW5ubgQGBlZZ6DmivLyc/Px8wLIFuKSkhFOnTlFQUICzszPBwcF4eHgYD9qV7yERMe4j64NPaWkpp06dMhagzs7OVTw4nZycCAkJMfp3c3PD3d2dM2fOGA+mzs7OFBQUGMc40mNrZHF3dzcMCtYHNTc3N65duwZgPLDm5+ejlMLT05Py8nIuX758w9fD0Rg0ml8zFy5c4MKFC7d6GL9ZTp8+/ZPKaX48bm5ulJSUGC8TbL8/qsPFxYVatWrh7+9PXl4e2dnZxneA1dBpxWo4tBrdi4qKjHWfFesWumvXrnHt2jU7Y6GLiwuBgYHk5+dz9epVYx1pNaJaXxBYx2w2m6lTp47x3XnlyhU746e3tze33Xabsa69evUqWVlZlJWV4eXlRVFREYWFhXh4eBASEmIXF6s6iouLyc/Px9XVFQ8PD7s265a+4uJivLy88PX1pby8nI0bN3L48GG6du1Khw4drtuH7drhenzzzTfMmDGDI0eOcNtttxEbG8ugQYOM9nPnzvHss8+ya9cuvLy8eOmll/jzn/9sp8O6DrEaz3JzcykqKqK0tBQXFxfq1q2Lr68vnp6emEwmCgoKSE9Pp3HjxnZjzMzM5Pz58+Tn52M2m2nSpEmVOarM7+15yXpMu3bt2LFjh7ETxypjHQtY1pevvfYaX375JWvXrqVevXp2OuvVq0dQUBA7duygefPmACilzFh2kc2sEFsIfFxpOr7G4mlWJfumiJyv0NMPKALiqp3UH5x+rH848YCzUircxvmkYcXPUzXo0dTAr82gFqSUal5De3aFVfYZEUlz0P4d8KlS6n3gKyAKGAi8bytUERjw71jmpwB4RET+VUnXt1gsx2HWCqtFWCl1uaKqREQOVjfYij+opfxgTLtbRL63EdmjlFqDJZhgCPCmUuqzijhnjmgJbK8Yb5FN/Y7qxuBgTE5YUu5a+fRGj62kx3G0+B+47cfovUFclFJBlepKHS1IBg0axLvvvsv69evtgmA++uij9OrVi1atWuHn50dqaiqzZ8/mzjvvNIwv8+bNo1+/fvTs2ZORI0fSuHFjSkpK2LNnDxcuXDDedDZu3JiuXbsyduxY/u///g+A8ePH061bNyOmQOfOnYmMjGTkyJFMnjyZy5cvM23aNAYOHGj017t3b/76178yevRoRo0axfHjx1mwYAFjxowxDCKDBw/mww8/ZOrUqQwcOJDExERWrVrF4sWLAcuX4osvvkjv3r357LPPePDBB/nqq69ISkpi/fr1REREAJCfn09GRgbOzs7GosvZ2dlY+JSVlTFq1CjGjBnDd999R7t27di5cyd79uxh8eLFKKWoU6cOderUYerUqTz33HN4eXmxa9cudu7cybRp0zh8+DAXLlxg3LhxBAUF0atXL+Li4ozFXlBQkPEWKycnhxEjRtC/f3+UUnz44YcopWjevDlXr17liy++wMXFhaZNm+Lu7s6BAweYNWsWf/zjH6ssdsrLyxkwYACffPIJYDFgbNiwgS5duvzY++1Xxccff8zgwYONBfbDDz9s5/13s1y4cIGzZ43M3uTm5tKwYUOysrKM4KxOTk7Uq1fPWMQBxsIwIiKiRoNecXExx44dszMQ2RqMSktLHT7k1a1bl1q1alFSUsLRo0eva2By1F5eXm6n2+q1YTs265aKmvTY/u+xPqDY9mFrkMvNzbU71uo1czNoY5pGo9H8OikstH/Hfz1jGli+i7Kzsx3GdrI1pln1WT1Abb+LbKn8PWR7bFFREadOVX3utn7vVP5OLCkp4cSJEw71lZeXk5uby7Vr12jcuDEFBQVkZGQY7dZYVmAJ9l5cXHzdNcOlS5fsvrd9fX0NI0p5eTnHjh0zxnj58mWuXbvG0KFD2bRpk3HMnDlzGD9+fLVjHj9+vBEj+Omnn2bBggXVGvqSkpJ44IEHjPk5ffo0Tz75JKmpqUyfPp2tW7fyhz/8wTBa5uXlMXbsWMLCwnj88ce5fPkyR44c4fLlyxQVFRmeq1bPWw8PD5ydnQkMDDReZn766acMGzaMy5cvU6tWLZYtW0bfvn0By3WqU6cOAQEBXLhwwTDQWXF2dqZ27dpVzuP39rwEMGTIEHr37s2iRYuM56WdO3faxZObMGEC69at48MPP8TT09P4G/Tx8TE8iocOHcqCBQt48cUXHwKOY4lddg1YB3YeZQYV4zwtIidt6p7B4iiUj8X5ZRIwU0TyKtrvw+KEs69CJhJ4DYgXEasX204sjjd/VUpNxrIFdBawo5LXmuYmUDfyj/pWopTqAnxzg+LTRGTqDepdB/QCNopIj0ptw4B3Kj6OEZH5N9i/9fjlwFPAiZpilymlHgc+qfj4qoi8UY3cQOBvFR/Hi8jcSu3Wi1iOJQ1uxs2Mt5KuPwNvVnxcJyJ9fqSem7mxwkTkJ7GKK6X2YjEsVuaCiARaXZ+3b99O27ZtAVi/fj1PPvkkPj4+xpfwX/7yF959911OnDhheKLUr1+fmTNn0qfPD1OyY8cORo8eTWpqKkVFRTg7OxMQEMCjjz7KnDlzjC+3EydO0KNHDw4ftjj8RUdH8+WXX9plqUxISOCJJ57g5MmTODk50a5dO7Zs2YKnp6chs3HjRp577jmys7Mxm81069aN9evX2xlDli1bxoQJE7h8+TJubm4MGDCAZcuW2U3GlClTmD9/Pvn5+Xh6evLnP/+ZyZMnG+3ffvstDz/8MAUFBca2C29vbwYNGsT8+fMBi0Fk0KBBbN26laKiIry8vHj22Wd58803DT1HjhzhiSee4PDhw5SVlREQEMDUqVN55plnKCsrY8mSJUyaNMl4G2symXB1dcXd3Z34+HjDQ+7LL7/kjTfeICcnB6UUoaGhTJkyhRYtWgCWN0YrV64kNTXV2KYRExPD3LlzjcVGWFgYbm5ubNiwgV69etnNR9OmTUlOTq7p1vpVYN3mYlusW9asW5Lq1q3LuXPn7I7buHEjjzzyyI/q0zrntnh7exvGNCvWbUOVCQ8Px8vLq1r9p06duinvLFuaNGnCqVOnqoxFo9FoNBrNL4fw8HCys7PtXjA5IiIiwi52ri3l5eUcPny4yu6FBg0a4OnpyeXLl6sYA+Pj4/nTn/5kV+fp6cm5c+ccrk2WLFlSJTbvtGnT7NbQtowaNYq33367Sr23tzcXL14kNDTUoSG0b9++LFu2jK+//pqcnBzc3Nzw9vY2Qq6YTCacnZ2NF99NmjQxvN9DQ0Pt5tHT05PTp0/j6+tr1N1+++1GVkxbrAkA9POShes9LwUEBBi7McrLy/H19cXNzY158+bxxBNPABavy169erF9+/ZrgBnIBd60fe6vcKC5w6brYOCfIvKIjcw7WHbZeQPFWDzT+tkY1O7E4hTTGMsONX8stoEmInLaRk8wsBZogyVm+yXgryLyQywezU3xu8jyqZQKVEo1Vko1txZ+2LfcysEh1pu3AEtss5+L+yt+CvBBDXKfYfnjsz3GEf/+L41pnQHrH3c2lsQGvzbigNX8EOfOWhqDxXDi5+fHzJkzjQN69erFmDFjiImJMeoyMjIICAhg48aNHD9+nD179jBu3Dg7z4+9e/cyZMgQ6taty/r160lLSyMhIYEFCxZw4sQJI7MNWN5gBAQEsHv3bnbv3k1AQAATJ0402svKyhg/fjxt2rRh7969bNu2jYKCAmbNmmXIXLlyhYkTJ9KzZ08OHjzImjVrOHz4sN0//5MnTzJnzhxeeOEFUlJSWLZsGV999ZXdm7fExEQ++OADZsyYweHDh5kxYwbvvfeeXUyCnJwcfH19Wb58OSkpKbz88svUqlXLLmvmlClTyMrKYsuWLRw7doy3336bTz75hK+++iFBzYcffoiTkxNbt25l79693HXXXXz22WdGHJ3bb7+d5557jq1bt3Ls2DE2btxIgwYNGDFiBPXr16dhw4Y0bNiQDRs2cNddd7F37162b99OrVq1SE1NpWXLljRr1owBAwZQVlZGv379jICoJ06cYOvWrXh6emI2m423Ut9//32Vm+bQoUNVjEI/FdZYIiUlJRQVFXHt2jUj7oU1Nt3FixfJyckhOzubc+fOcebMGU6dOkVmZiYnTpzg+PHjHD16lLS0NI4cOUJKSgrJyckcOHCA/fv38/3335OUlERSUhLff/89+/fv5+DBgxw6dIiUlBTjjW9eXl4VYxpYDJ8/Fkfbbh15SDkypt0Ild/W3wxXr141POI0Go1Go9H8MrHGkbseNXnTW2PqVcbq6e1IvyMP9/z8fCM7Y2W++OKLKnUbN240fr969aqdZ3l1W0ILCwspLy+vNmOkk5MTx48fx9nZmfr16xMWFkZgYCDe3t54e3vj6+uLr6+vsdXX1dUShjsxMbGKUTI/P5/ExES7us6dO9OvXz/Onj1rV9LSLBu89PPSjT0vffrpp0yZMoUNGzYQHBzMxx9/zJkzZwxjGsDUqVOt1+R+LNsrY4EXlVKVw0L9HUuYptZYnl37V2r3Br7Hsl30HiwhqAxrrYj8W0R6iEg0li2j67HsgKv8VnkkFkNbTyyx2u/FsvNO8yP5tW35vBkPtDuxuFTeD1T1Xf2BygkHAG6v+JkgIjW/KvnvsG5fzahw93SIiBRXeF51sTnGEVVfNdwgSqlmWFxPnbHsx368InjhjyXsOu23YdnH/XNQXNN8Pvnkk6xYsYLt27dz3333OZTZunUr06dPN9rDwsKMvflgMZLExsYaxh7bL/jmzZvTp08fw00/LS2Nb775ho0bNxpu0nPnzqVHjx4cPXqURo0aERcXR2pqKomJiUZMgKlTpzJ69GheeeUVvL29Wbt2LUVFRbz11lu4uLgQHR3NsWPHWLp0KcOGDUMpxcqVKwkNDWX69OmAxX163759vPPOO4YH0rvvvss999zDyJEjARg5ciS7d+/m3XffZckSS4i+pUuX0r9/fyPb5vTp0/nXv/7FihUrmDDBkvMiMTGRvn370qlTJ8DiDv7RRx+xb98+HnzwQfLy8li1ahVvv/02d999NwALFy6kbdu27Ny5ky5dutC1a1e6du1qzF39+vUZPnw4K1euNN4A1TQ3r776Kt7e3nz11VeUlJTwzjvvGN5pFy9e5P333+fll1+22x5gHa8t7dq1M9z1rQGZK3t6Wb29HNXXJHczXsC2AYwdFesbyZpkrMVWl3Wh5efnR5s2baoEdL3//prs9DXj5+dXZeFZq1atKltJ3N3djSDhVlxcXOzeKDrC09PzRxvVrEHF/xujnEaj0Wg0mp8PNzc3PDw88Pf358yZM9XK1apVq8YYatYQJZVfkFrXGT4+PmRlZdkZ3bp168b06dPtXvo1bdrUCKZ/5MgRiouLDUNWaGholX6tcbNKS0tJS0szYsl5eHjwxz/+kUWLFlUZ0xNPPIGLiwvu7u5V1ktOTk488sgjXL161Yg1ay3W7ZHWBC7WeHHBwcG4ubnRpEmTKnFUnZ2dadKkSZVxu7i4EBRUOULOD+jnpes/L917773ce++91c4h/PC89O2331qNVn9TSj2JxannKxvRa9U9vyqlGgNdge4iklRRNw74QlXKzqmUegrwwRJP/V4HegYDXXVGz5+O36SHmlJqKrALi1tkTcY0sLhEVsZqZDvroO2nxDq2GzFcWd1KajqfSz9mEEqpBsAWwA9LAob+IlJTgMPrIiKnair8cD7/c8LCwhg8eDCzZs2qNqh9YGAgX3/9tV1cAVuSk5NJS0vj+eefr/ZtmdWIk5iYiI+Pj13MgbZt2+Lj40NCQoIhExUVZZcBpkuXLhQXFxsu2YmJicTExNgtJrp06UJWVhaZmZmGTOfO9gluu3Tpwr59+4zFQkJCgkMZ61hKSkrYv39/FZnOnTsbMgAdOnRgy5YtnDt3DhHh3//+N8eOHTNike3fv5+SkhI7PcHBwURFRdnpqcyVK1eoVauW8fmnmhsr3bp1IzY21liUhIWF2b21unjxIkePHuX48eOcOHGC06dPc+7cOXJycrh06RJXrlwxMqtZs31ZA9/6+PhQu3ZtAgMDCQkJISwsjPDwcBo2bEhERASRkZFERUXRpEkTmjVrRosWLWjVqhW33347bdu2pU2bNrRu3ZqWLVvSvHlzmjZtSnR0NJGRkURERNCwYUMaNGhgvK0MDQ0lJCSE4OBgAgMD8ff3x8/PD19fX3x8fPDy8sLDw8MuA+RHH31kbJX19fXl7bfftlv83CxBQUHGQs7T05P69evj7++Pv7+/IePi4kJoaKjR5u7uTu3atWnQoMF1EyIEBQVV2d5hMpmoX78+wcHB1KlTx+EC29nZGU9PT4eLX6uOynh6ehrGRyvu7u74+vri4uKCl5eXXV8uLi5G8NrroTOdaTQajeb3gKMg947Wykop/P39CQ8PRylF7dq18ff3N74v3dzcCA4Oxs/Pj9DQ0Gq/z2311a1b1/hednJyok6dOsb3utlspn79+sbOBT8/P9q1a8fq1auNOGvt27fns88+M3TWrVsXPz8/I77bI488YrdG9fLyMjyonJ2dadGiBREREQQFBRnn9P777xMTE0OtWrUICAhg6NChzJkzh5KSEl5//XW7czCZTGzcuJGuXbtSp04dfH19jYQPxcXFXLt2jdLSUlxdXfHz86NOnTo0aNDAWCfVqVOH119/3ZhDpRQzZsywyzx5o+jnpZqfl24U6/OSUuo2ZeFOLJ5q/6ok2kcplayU+pdSarJSynbPcVsgz2pMAxCRRCAPMLIkKKUigTFYnIocXbRuWBIsdlNKfaeU+o9S6i9KqVo3dVIaO35tHmrXpSIg35SKj8ewxAPbheXmuSoiZRVy07EE86uJ/1WAuRvp50aexq7vK11ZqVJ1sGQVrVMxjj9VpOX9NXO/Uiq9Ut0iW0+h2NhYPvnkE9auXctjjz1WRcHcuXN58cUXadasGU2bNqVDhw50796d9u3bAxjuydYgmWDZJmnrBv3aa6/x9NNPk52dbWdcsGKNUwCQnZ1dJQ2zNcuS1fsnOzvb+MK3YpuOuV69eg71BAYGGlmNgoODOX/+vEMZ61guXrxIWVlZjTIAM2bMYOzYsbRp0wZnZ2eUUvzlL38xsiOdP38es9lsF7PBkR5bMjIy+OCDD5gyZYpR91PNjS3z5s1j3LhxnDlzhtatW9u55AcEBFCrVq2bShH/a6Jp06bs37+fU6dOGcat/walFIGBgVWuUUhIiHHvubq6Ggumm13UmUwmIiIiuHLlClevXsVsNlOrVi0jSQZYvORyc3M5f/48ZWVleHt7ExISglIKd3d3oqOjjaxn1oW0l5cXSinjfvfz8zMW4dagzYBDg1lhYSFKKTvjm3Vrb2lpKXl5ebi4uODt7W1kmTKZTJSXl3Pp0iVEhKtXrxqZR93c3IzYgW5ubuTm5iIi1K5dm5KSEpRSmM1mcnNzKSgoMM7DZDJx9epVwzhozfbl7u5OeXk558+fN87DmhlXROy8JpVSeHl5GR6V1liG1qDV1jmwzdrm5OSEp6cnBQUFN7RFR6PRaH6J3EgGzepwdXUlICAAd3d3TCYT586dM7Je2nqUFxUVGS/fnJyc8PDwwM3NzcheaTKZ8PX1JT8/n8LCQuP/bVFRkWEAsq7hrC92SkpKjLhN1m1/V65c4cqVK4bhw83NjVq1alFUVITJZOLSpUtGjCcvLy+Ki4uNTNkeHh6UlZWRl5eHUgpvb2/y8/MpKSkxwlS4uroaWTatCQ2cnZ3Jz8/nypUrRlZqf39/I2brxYsXuXbtGt7e3vj5+Rlxca3fq45eNIWEhPwo448VDw8PIiMjKSkpMTz6bfH09DS8z6z06dOH3r17k5+fXyVumqenp+HhVlpaSsOGDfn666/57LPPKCws5IEHHsDV1ZXMzMwq2zGtNGnShO7du1NQUEB+fj4FBQXGFssHHniAjz76iH/84x+EhITw5z//2UgQZov1nrCWwsJCCgoKuHTpEmVlZURHRxvjfOWVV3jsscdITEykXbt2ds8qtmzbtq1KXy+++CJjxowxPuvnpZqfhW4E6/PSP//5zySgFMvz9p9F5D82Ymux2CrOY0maOAFoBlj3jgYBjlJdX6hoQynlAiwBXheR00qp+g7k6wN1ge5YjG4mYBrwLtD3pk5MY/CbM6gBQyt+XgbuqGHrn18NOnKw3Gx1fsJxOcKavuZGMl5aTfEXa5S6CZRSAVjS8VrT5Y4UkZU/lf5byLfAy5XqLgN/tX7w9/dn+PDhzJ07l549e1ZREBMTw549e0hKSiI+Pt6IyzV27Fi7LxrbxYCfnx/btm0DLF/Otu7jjhYNImJXX50HS00yjhaC1clcT0/luuvJvPfeeyQmJrJixQrq1q3Lnj17ePXVVwkODja2eDrCUV8AWVlZDBgwgO7duxtbTasbi6P6G5kbW6xZSB1xI2nQf+3YBnj9ubBuUfgpsC5UHaGUolatWnZvjSuPo7pr7WjxZjVgVYejgMhKKeN8bdttPeGcnJyM/gICHEUbsGC7BcN2HJU9/6ob/420aTS/dA4fPkxpaSnOzs5ER0ff6uFoNDVS+QH+ZvHzq/6xxNXVtUp4hMrfd9V9R1q/gysbqVxcXOw8eGy/nxzpr+5YT09Ph9sGTSZTFWOEyWRy6B3+U6OUqnFraHXH1JQgCSxz6efnh5+fH7fffjslJSWGITM3N9cwtHh4eODt7W3sFLC+CLSdU+tWzYKCAjp06EDz5s0pKysjNzeXAwcO4OnpiYeHh/HTbDYbLwMrU15eXsVwGBER4dAwZ0unTp2YM8c+Dn3l666fl67/vHQ9rM9LWBIWnsISA222UipLRHZW6P27zSGHlVLHgX8qpVqIyAFr9w7UK5v6CUCaiKypYThOgAswyprVUyn1EvBV5a2jmhvnt/jU2Kzi59c1xdHCxj3SAUlYDGrtlFIePyKO2o2+7jqIJaNHuFIqqIZ902Z+iOt28CbH4hCllC+WfdtNK6peEZFFP4XuXwAFN5KcYdiwYaxYsYLly5c7bDebzXTs2JGOHTsyYsQI5s+fz7x58xgxYoTxdis9PZ1mzSy3nMlkIjw8HLA3yAQFBZGTk1NF/8WLF43FRlBQUJW4Vrm5uZSUlBgP3kFBQVXeilj12upxJGNdBFhlHclYddSuXRuTyVSjTGFhIW+88Qbvv/++EX+rSZMmHDx4kCVLlnD33XcTGBhISUkJubm5dm/qcnJyjDdXVrKysnj00Udp164dc+faJbH9yeZGo9FoNBqNRqP5KTCbzdSuXZvatS3ReIqKigwD28WLF8nKyjI896wGT09PT5ycnAyjpK0htaioyDCyWb3YrB6HVqOqrZHNakT7sbspPDw8jOeWmtDPS/YyN/NcUel5aWtFdUpFgsTngZ3VHHoAKAEaVPyejeO477X5IdHiXUC0Usoa68Zq+UtWSr0lIm9iCTNVajWmVZBW8TMU0Aa1H8Fvbz/TD0bCqhv4K1BKtcZiHa4OawoXD+C5HzEGawRs1xqlLFstwXLD/6kGuccAq0ViWw1yN4RSygPYhCVdLsDM32OqXE9PT2JjY3nrrbe4cqVyApSqREZGUlpaSmFhIc2bNyciIoIlS5ZUG1fAStu2bcnLy2Pv3r1GXVJSEnl5ebRr186QOXLkCFlZP4TTi4uLw8XFxYhv1bZtW/bs2WP3JicuLo7g4GDjzWjbtm3ZsWOHXf9xcXG0atXK8HRp166dQxnrWMxmMy1btqwis2PHDkOmpKSEkpKSKl/i1m1tAC1btsRsNhMX90M4vqysLI4cOWLoATh37hx9+vShRYsWzJs3r4rOn2puNBqNRqPRaDSanwPrNuAGDRoYWejDwsKM7Yipqal8//33pKamcvbsWfLz8+08p1xdXalduzZ169YlMjKS22+/nWbNmhEeHo6vry/FxcWcOXOGI0eOsHfvXpKTk8nIyCA7O5v8/PzrPo/8WPTzkr2M7TPM9ajueQlLmKaa7DBRgBmLIQ0gEfBRSlkdbFBKtcGSfMAa1G0IlmSM3SrKnyvqewHLK36PB5yVUuE2fVl3qp26kXPSOMAaT+WXWrBktpSKMvUG5D+vkL0CNHTQHojFy8uqUxzIuGG5qQTIBzrX0F9dB3WTK44tA7xrONYMnK6QzQNaOZAJs5HJBwIcyNzM/Lhg8UyzHjP/Fl3XujZjqDKH/4Xe+VjSDgdVKrVFRNq3by/Lli0TK8XFxXLHHXdIeHi49OnTx6jv06ePrFy5Uvbt2ycnT56Ubdu2yV133SV9+/Y1ZBISEiQiIkK6d+8uX331lRw7dkyOHDkiK1askIYNG8r7779vyA4YMEDuvfdeSUhIkISEBLn33ntl8ODBRntpaal07dpV+vbtKwcOHJCdO3dKmzZtZMKECYZMbm6utGzZUp5//nlJSUmRL7/8UiIjI2XJkiWGzIkTJ6Rhw4YyZcoUSU1NlVWrVkm9evVk48aNhkx8fLzUrVtXFi5cKGlpabJw4UIJCwuTxMREQ2bDhg1Sr149WbVqlaSmpsrkyZOlUaNGkpmZaTdHXbp0kX//+99y4sQJWb16tYSHh8vy5csNmZdfflnatGkjO3fulAMHDkjfvn3lvvvuk9LSUhEROXfunNxxxx3St29fOXv2rGRlZRnlp54bjUaj0fx6SElJkQMHDkhKSsqtHopGo9H81xQUFEhWVpakpaXJ3r17JSEhQZKSkiQtLU3OnTsn+fn5Ul5eXqOO8vJyKSgokPPnz8uJEyckJSVFEhMTJSEhQRITEyU5OVkyMjIkOzu7Rn2jR4+WAQMG2K27s7Ky5MKFCyKin5dEbux56erVq3Lw4EE5ePCghISEyNKlS+XgwYNy6tQpuznq0qWLAJ2Aeljioh0HnhLLs2s48BKWrJ9hwH3ADiwJA03ywzPu34HtWBIUtK34fYVU/0zcCTgD+NjUOVXYAdYCzYGWwEZgdXV6dLkB+8OtHsB1B3jzBrXHbOQzgRFYtlV2AsZW3FjlWOJsOTSoVejpisXVUrAEEPwQ+CMWr647gKeBT4EiB8febzOGv2PxhmsMRAARlWQfqRiP1Qg4GbgT6IglS0eWja7nqxnrzczPGhv57UCLij+o6krkz3Rdf06D2hkHZadI1S8IEZF169ZJSEiI3RfEggULpHv37tKkSRMJDw+XmJgYee211+TixYt2xx49elRGjx4tbdq0kbCwMImKipLevXvLRx99JCUlJYbcpUuX5MUXX5TGjRtL48aN5cUXX5Tc3Fw7XadOnZInn3xSGjRoIE2aNJEJEyZIUVGRncyhQ4ekV69eUr9+fWnVqpW8+eabVb4sv/32W+nWrZvUq1dPOnToICtWrJDKfPHFF3LXXXdJvXr15O6775ZNmzZVkfnwww+lffv2Uq9ePXnggQdk9+7ddu1ZWVkSGxsrrVu3lvDwcLnrrrvknXfesRtPYWGhTJgwQZo0aSINGjSQwYMHy+nTp4321atXS0hIiMPyc8yNRqPRaH4daIOaRqP5rVJeXi5Xr16Vs2fPSmpqqiQlJUlCQoLs3btX0tPTJSsrSwoKCm5YV35+vmRnZ0tGRoYcOnTIzsh26NAhOXHihJw/f14KCgqkvLxcWrduLU5OTlVKYGCgiIh4enqKr6+vJCQkGP2sW7dOvLy8pE6dOkbdm2++KVFRUeLm5iYmk0nc3d0lOjpa1qxZYzfGuLg4ad26tXh4eIjJZBJXV1cJDQ2VUaNGybVr1wy5jIwMadGihZjNZjGbzdKiRQu7l/kiFkNXw4YNxdnZWVxcXKRTp05y9epVO5kvvvhCQkJCxGQyiZubm/To0UPKysrsZJYuXSr+/v5iMpnE09NThg4dWmVuJ0+eLD4+PmIymcTHx0emTZtWRYe7u7s4OzuLk5OT+Pn5SUhIiIwePdqQOXbsmLRv316AggrbQm6FXUGJ5dm1DpadYxeBYiw73Y4CT4j9M24tYCGQisXJJh/oUEnG9tn3PBbnnuds2jsBq7EkMyiusD18AdSSn+hZ/PdYrBfyF4tSqgvwTcXHaSIy9QaO+QB4pprmMiwukH5UZAMVEYfRBZVSDwKrqDmBQZXjlVJOwL+pZlupA/mngKVUv0W0DJgkIrOrGaf1Il53fmxkb5QTIhJ+k8dcF6VUXSwGT4AwEflfuJn+sm92jUaj0Wg0gE5KoNFofj+IiJEx1ZrVXESMjOY+Pj54e3vbZRevifLyciNDqzUu27Vr1wBLzLV3332X3Nxc5s2bZ3ecq6srvr6+dOjQgfPnz3P77bezdu1ao33y5MkkJyezZo0l7v3IkSPZu3cv06ZNIzIykkuXLpGQkICXlxePP/44AHv37uWJJ54gKiqKUaNGERERQX5+PqmpqaxcuZJZs2bRtKklpPfAgQM5e/asEU953LhxhIWFsWLFCgDKysro1q0b/v7+TJkyhUuXLjFq1CgefvhhZs6cCcCVK1e466676NSpE6NHj+bYsWPExsby0ksvMXz4cABOnjxJ165dGThwIE8++STx8fG8+uqrLF68mEceeQSAxMREevXqxfjx43nooYfYvHkzc+fOZf369bRpY4ma9PXXXxMfH0+LFi0YMmQIH3zwAX/4wx/s5nTs2LF8++237N69+04sz76dgdnAEBH5CkAp9QngDUzEYljrjcUR6A8iYhc/XSn1OpbYavcC3UQk2abtDBaHnG9sDskTkcKK9lFYduJ9jSUJ431Ysnw+IyJb0fwofotJCRCRPymlvsYS/6w1lm2O57C4Ty4Ukf8opabegJ6vlFINsQQN7I5lP7MPlv3Mp7B4eK1ycFy5UuoBYDzQA2gEePJDcMDK8iuUUnFALPAAFndQJyzW5a+Bt+WHDB8ajUaj0Wg0Go1Go/kNYM0y6uXlRUhICOXl5Vy9etUwsJ08eRIRwcXFxUhw4O3tXW02UycnJzw9PfH09DSC6JeXlxuGNZPJhIuLi8MMrVaefPJJVqxYwfbt27nvvvscymzdupXp06cb7WFhYUYsM7AYCmNjY2nYsCEbNmywiyXWvHlz+vTpY/WcIi0tjW+++YaNGzcaBqu5c+fSo0cPjh49SqNGjYiLiyM1NZXExESCg4MBmDp1KqNHj+aVV17B29ubtWvXUlRUxFtvvYWLiwvR0dEcO3aMpUuXMmzYMJRSrFy5ktDQUKZPnw5A48aN2bdvH++8845hUHv33Xe55557GDlyJGAxHu7evZt3332XJUuWAHDvvfdy77331nRpSUxMpG/fvnz77bffVlT9TSn1JJYtnl9V1LXFkiDQGkBuvlLqOSw7yQyDmlLqXiwGuSFYDGqOyJVqEh2KyIJKVe9XOC89DGiD2o/kF5+UQET+JSKqoky9ieP+JiL3iIiPiLiJSLiIDBaR/1S0T7XqvY6eyyIyW0TuFJEAEXERkboiEiMiEytbjW2OuyIik0SktYh4i4hTTf2JSIaIxIpIUxHxEhEPEYkQkeeuZ0y7mfmxkb3REn49nRqNRqPRaDQajUaj+e9xcnLCx8eH0NBQoqOjadWqFREREfj5+XHt2jUyMjI4cOAABw8e5MSJE1y8eNEuCH91Or28vAgMDMRkMl13DGFhYQwePJhZs2ZVm1AgMDCQr7/+mqtXrzpsT05OJi0tjeeff77abKRKWR6NExMT8fHxMYxpYEke4OPjQ0JCgiETFRVlGNMAunTpQnFxMfv37zdkYmJi7IyNXbp0ISsri8zMTEOmc+fOduPo0qUL+/btM+YxISHBoYx1LDdKhw4d2LJlC0qp25SFO7EkAviXjdh/gD8qpWoppZyUUj2xOATttpmnQOBNYCRwrYYuZymlkpVSm5VSgyt2ztWED3Dppk5KY8cv3qCm0Wg0Go1Go9FoNBrN7xGTyYSvry9169alSZMmtGrVikaNGuHj48PVq1c5fvw4+/fv59ChQ2RmZnL58mVKS0tr1Llt2zYiIiLsSuUtoLGxsWRmZtpt+7Rl7ty5xMfH06xZMx566CGmTJlCfHy80X7s2DEAGjVqZNTl5OTY9bl8+XIAsrOz8ff3r9KHv78/2dnZhozV486Kr6+vkUm1Ohnr5+vJlJaWcvHiRUPWkYx1LDfKjBkziIyMBEgCTgAfA69anXwqGI5l5+AhIAP4P+BPIpIBoCxWx/nAShHZV0N3/wcMBR4HNmAJbzWqOmGlVHcsu/k+uamT0tjxm9zyqdFoNBqNRqP59eLk5GQUjUaj0fyAs7MztWrVolatWgCUlJQY20Nzc3MNo4+Hh4exPdTLy8vOM61Tp07MmTPHTq9VnxV/f3+GDx/O3Llz6dmzZ5VxxMTEsGfPHpKSkoiPj2fXrl289957jB07ljFjxhhyVi80AD8/P7Zt2wZAnz597DzrbOWsiIhdvSOZyvWVZRzFjK9O5np6quu/Ot577z0SExMBnsISMioGmK2UyhKRnRViLwO+WAxhF4GHgGVKqd4ikgL8CUuMtbdr6ktE5tt8TK4Y6xgsxjg7lFKdKurHisiRmzopjR3aoKbRaDQajUaj+UVR8UZfo9FoNNfBbDZTu3ZtateuDUBxcbFhYLt48SJZWVkopfDw8MDHx4fi4mLc3d0JDw+/ru5hw4axYsUKw5PMUd8dO3akY8eOjBgxgvnz5zNv3jxGjBhBgwYNAEhPT6dZs2aAxdvO2q+z8w+miKCgIHJycqrov3jxouEpFhQURFJSkl17bm4uJSUlBAQEGDKVvcisem31OJJxdnbGz8/PkHUkU9lrrSYKCwt54403eP/997n//vutMcpSlFLNscRo36mUCseSTLGrjWHrkFKqI/A0FmPbXUAbIKOSQe+fSqm1IjK6miEkAt5KqUAROW+tVErdAawAporIZzd8QhqH6Nd+Go1Go9FoNBqNRqPR/AZwcXHB39+f8PBwWrZsSbNmzQgLC8PFxYXz589z6dIlLl68SGpqKmfPnjWyijrC09OT2NhY3nrrLa5cuXLdviMjIyktLaWwsJDmzZsTERHBkiVLqo3DZqVt27bk5eWxd+9eoy4pKYm8vDzatWtnyBw5coSsrCxDJi4uDhcXFyMZQtu2bdmzZ4+d51tcXBzBwcGEhYUZMjt27LDrPy4ujlatWmE2mwFo166dQxnrWG6EkpISSkpKHHlal/GDHca94mflCbKVeQ24H+hWUQZV1A8H3qhhCM2BIiDXWlHhmfYRMEtE/nbDJ6OpFm1Q02g0Go1Go9FoNBqN5jeIm5sbgYGBNGzYkFatWuHv74/ZbOby5cukpKSwe/duvv76a+Lj4zl37hxlZWV2BrZBgwbh4+PD+vXr7fQ++uijfPTRR+zfv5/MzEy2b9/O7NmzufPOO/H29kYpxbx58zh69Cg9e/Zky5YtHD9+nNTUVFauXMmFCxeMbaiNGzema9eujB07lsTERBITExk3bhzdunUzYrB17tyZyMhIRo4cycGDB9m1axfTpk1j4MCBeHt7A9C7d29cXV0ZPXo0hw8fZvPmzSxYsMDI8AkwePBgTp06xdSpU0lLS2P16tWsWrWK4cOHG+c2ZMgQ4uLiWLRoEenp6SxatIidO3cydOhQQyY/P5/k5GSSk5MBOHnyJMnJyZw+fRoAb29v7rjjDl5//XWUUp2UUvWUUk8AfYHNFWrSqYibppS6XSkVrpQaDtwD/BNARE6LyGFrAY5VHJshImcBlFLdlFIDlVLRFToGAK8AfxOR4goZqzHtfWCTUiqootS66ZtK8wMioosu//MC1AWkotT9H/Wr0Wg0Go1Go9FoNL9bWrduLU5OTuLk5CRKKaP4+flJUlKSuLm5iZeXl6xfv16ysrKkoKBA1q1bJ15eXlKnTh1Dz5tvvilRUVHi5uYmJpNJ3N3dJTo6WtasWWPXX1xcnLRu3Vo8PDzEZDKJq6urhIaGyqhRo+TatWuGXEZGhrRo0ULMZrOYzWZp0aKFZGZm2umKj4+Xhg0birOzs7i4uEinTp3k6tWrdjJffPGFhISEiMlkEjc3N+nRo4eUlZXZySxdulT8/f3FZDKJp6enDB06tMo8TZ48WXx8fMRkMomPj49MmzbNrv3f//63+Pr6itlsFpPJJC4uLuLv7y+jR482ZM6dOyd33323AAVACZADTAaU/PBc3A5IxpK9swS4AMwWx8/QLsBOLB5sf7Sp7wGcBQordOQBm4BaNjLzK/ovBEor5PKBLx31pcuNFe2hptFoNBqNRqP5RXHu3DlOnz7NuXPnbvVQNBqN5jdF586d6devH2fPnuXcuXNGOX78OK1bt6Zp06bUqlWLhQsXcurUKQ4dOsQf/vAHxowZQ0xMjKEnIyODgIAANm7cyPHjx9mzZw/jxo2zyzC6d+9ehgwZQt26dVm/fj1paWkkJCSwYMECTpw4YWQCBZgwYQIBAQHs3r2b3bt3ExAQwMSJE432srIyxo8fT5s2bdi7dy/btm2joKCAWbNmGTJXrlxh4sSJ9OzZk4MHD7JmzRoOHz7MsmXLDJmTJ08yZ84cXnjhBVJSUli2bBlfffUVmzZtMmQSExP54IMPmDFjBocPH2bGjBm89957djHccnJy8PX1Zfny5aSkpPDyyy9Tq1Ytxo0bZ8j84x//sH6PPQa0AP4B9AY8bS7JOCwZQDsBEcDrwJMVsdYqM6lCNgs4alO/A4tHWkegAfAw4APMspGZB1wFplX00wb4CjA76Edzo9xqi54uv8+C9lDTaDQajUZTDSkpKXLgwAFJSUm51UPRaDSa3xSjR4+Wp59+utr29u3by6RJk6RevXqyZcsWKSgoEBGRSZMmSZ8+fQy5qKgo+eSTT6rVU15eLvfcc488+OCDVTzEbGVERFJTUyUkJEQSExONtoSEBAkJCZH09HQREdm+fbuEhobKuXPnDJn169dL/fr1JS8vT0REli9fLlFRUVJUVGTIvP3229K6dWujr9dff13uvvtuu3GMHz9eunfvbnweNmyYDBgwwE6mf//+Mnz4cOPzww8/LC+//LKdzN133y0zZ840zq1Vq1aycOFCkR+egV2Aw8CTNnXpwGNi/6x8COhfqe5eLIazSOAM0ExqePYFngUSbT53B04CTjZ13YDTgLkmXbpUX7SHmkaj0Wg0Go1Go9FoNBoAwsLCGDx4MG+88Qaurq4OZQIDA/n666+5evWqw/bk5GTS0tJ4/vnnHQXmBzDimiUmJuLj40ObNm2MtrZt2+Lj40NCQoIhExUVRXBwsCHTpUsXiouL2b9/vyETExODi4uLnUxWVhaZmZmGTOfOne3G0aVLF/bt22ckM0hISHAoYx1LSUkJ+/fvryLTuXNnQ+bkyZNkZ2fbyYglntkeLNs8rfwH+KNSqpZSykkp1ROL4W23zTwFAm8CI7FsDa0RpVQwFi+13TbV+7AkP3hCKWVSSvlg8ZyLE5ESB2o0N4A2qGk0Go1Go9FoNBqNRvM7Ydu2bURERNiVefPm2cnExsaSmZnJ2rVrHeqYO3cu8fHxNGvWjIceeogpU6YQHx9vtFu3c1qTCoBlm6Rtn8uXLwcgOzsbf3//Kn34+/uTnZ1tyAQGBtq1+/r6YjabOX/+fLUy1s/XkyktLeXixYuGrCMZ61guXrxIWVlZjTLW/irLAOeBIJvPwwFnLF5pGcD/AX8SkQwAZbE6zgdWisi+yspsUUotUUodA/Zi2d75Z2ubiGQC/YBXK/o5DNSp6F/zI9EGNY1Go9FoNBqNRqPRaH4ndOrUiW3bttmVZ555xk7G39+f4cOHM3fuXMNzy5aYmBj27NnDp59+yiOPPMKRI0fo1atXFcOc1QsNwM/Pz+jPx8fHTq+tnBURsat3JFO5vrJMxdbGauVtZa6np3Ldjcg4Gi6WsEdWXgZ8gceBPwDLgGVKqSYV7X8CvIG3r6cYmAI8ADwD1Aem2ow1CPgL8CnwENAHKAbeUzcwaI1jtEFNo9FoNBqNRqPRaDSa3wkeHh6Eh4fblVq1alWRGzZsGIWFhYYnWWXMZjMdO3ZkxIgRrF69mnHjxjF//nxKSkpo0KABAOnp6Ya8yWQy+nN2djbqg4KCyMnJqaL/4sWLhodXUFCQ4f1lJTc3l5KSEgICAqqVseqtSU9OTg7Ozs74+fkZso5krDpq166NyWSqUaayZ5wNAVi81FBKhWMxfr0kIrtE5JCI/AXYDzxdIX8XlgQCGUqpTODbivp/KqXeslUsItkiki4iXwHjgacqtn9Soe+KiMwQkYMisgcYYaNf8yPQBjWNRqPRaDQajUaj0Wg0dnh6ehIbG8tbb73FlStXrisfGRlJaWkphYWFNG/enIiICJYsWUJ5eXmNx7Vt25a8vDz27t1r1CUlJZGXl0e7du0MmSNHjpCVlWXIxMXF4eLiQsuWLQ2ZPXv22Hm+xcXFERwcTFhYmCGzY8cOu/7j4uJo1aoVZrMl4WW7du0cyljHYjabadmyZRWZHTt2GDL16tUjKCjITkYpZQZigISKKveKn5UnqIwfbDWvAfdjSSDQDRhUUT8ceIPqsXqdWQPKuVfotaW8kqzmJtEGNY1Go9FoNBqNRqPRaH4nFBcXk52dbVes8cMqM2jQIHx8fFi/fr1d/aOPPspHH33E/v37yczMZPv27cyePZs777wTb29vlFLMmzePo0eP0rNnT7Zs2cLx48dJTU1l5cqVXLhwAZPJBEDjxo3p2rUrY8eOJTExkcTERMaNG0e3bt2MGGydO3cmMjKSkSNHcvDgQXbt2sW0adMYOHAg3t7eAPTu3RtXV1dGjx7N4cOH2bx5MwsWLGDYsGHGVszBgwdz6tQppk6dSlpaGqtXr2bVqlUMH/5DKLEhQ4YQFxfHokWLSE9PZ9GiRezcuZOhQ4caMsOGDePjjz9m9erVpKWlMWXKFE6fPs3gwYMBy3bQoUOHsmDBApRSDymlooG3sCQVWFehJp2KuGlKqduVUuFKqeHAPcA/AUTktIgcthbgWMWxGSJytqKv+5RSTyilopVSYUqp+7AY2+IrYqcBbAdaK6VeUko1UEq1AOYBp4CDN3LfaKqiHO0p1mh+bpRSdQHrH3eYiJz6H3Srb3aNRqPRaH4FHD58mNLSUpydnYmOjr7Vw9FoNJrfDLGxsXz66adV6hs1asTOnTvp0KEDQ4cOtTMerV+/nhdeeIE77riDNWvWAPD222+zZcsWjh49yrVr17jtttu4//77eemll4ytk2BJTrBgwQJ27tzJ+fPn8fDwoGnTpvTp04d+/foZWz8vX77Ma6+9xpYtWwB44IEHmDVrFj4+Poau06dP8+qrr7Jr1y7c3Nzo3bs3U6ZMscvqmZKSwoQJE9i7dy+1atXiySef5KWXXrKLbbZ7926mTJnCkSNHuO2223jxxRcNQ5iVjRs3MmfOHE6ePEn9+vV55ZVXePjhh+1kli9fzuLFi8nKyiI6Oppp06YRExNjtIsIf/3rXxk7duw+oBaQBEyoMIwBoJRqAEwEOgCeWAxsS0TkH46un1IqDPgO6CYiyRV1dwKvAI0BV+AM8CXwtojk2RzbE3gRaIjFsJcIzBCRdDQ/Cu2hptFoNBqNRqPRaDQaze8Y65ZIgClTppCYmGh87tWrF0OGDLGTf/bZZ+nYsSM+Pj6ICFeuXOHQoUMkJCTYyTk5OaGUMoq7uzvOzs54eHjYydnKWIsjbkTuZvVU1+7k5GQna8uePXv45ptvKCkpoaSkhDFjxtgZ0wAKCgqsnn/lWJw7AoCOlboSLHYZJyxbMtOBOJtxhCml/qqU+k4pdRxLUoG/Aqk2Oi5h8TTLr/hcBmRVMqa5Al2xZBR1BRJE5GltTPvvcL6+iEaj0Wg0Go1G87/D29ubsrIyYzuQRqPRaH46unbtWiUbp6urq93vM2fOZO3atdXqePnll9m7dy8zZ84kMjKSS5cukZCQwKVLlwyZvXv38sQTTxAVFcXs2bOJiIggPz/f2PYZHR1N06ZNAXjhhRc4e/YsH3/8MQDjxo1j5MiRrFixAoCysjKefPJJ/P392bBhA5cuXWLUqFGICDNnzgTgypUr9OvXj06dOrF582aOHTtGbGwsHh4expbOkydPMmjQIAYOHMjChQuJj4/n1Vdfxd/fn0ceeQSAxMREhg8fzvjx43nooYfYvHkzw4YNY/369bRpY4nfX1BQQNOmTXniiSeqGButTJkyhW+//RYswf8zgc7AbKXUORH5SinlAawCDgF9Kw4bD6xQSnUXkXIgAkuMs/FYvNeigDcBD2B6xTEtgQsV/ZwB2gFzlVJlIvJhhYwJKATeBx6p9sJqbg4R0UWX/3kB6mKxxgtQ93/Ur0aj0Wg0Go1Go9H8bhk9erQ8/fTT1ba3b99eJk2aJPXq1ZNt27YZ9ZMmTZI+ffoYn6OiouSTTz6pVk95ebncc8898uCDD0pZWVm1MiIiqampEhISIomJiUZbQkKChISESHp6uoiIbN++XUJDQ+XcuXOGzPr166V+/fqSl5cnIiLLly+XqKgoKSoqMmTefvttad26tdHX66+/LnfffbfdOMaPHy/du3c3Pg8bNkwGDBhgJ9O/f38ZPny4w/MICQmRzZs3V6nv0qWL/PWvfxWxfw7+Chhf8XtnLJ5l3jbtvliMYndLNc+1wAvAnuraK2RmAZ9V0zYf+LCm43W5saK3fGo0Go1Go9FoNBqNRqMBLNs/Bw8ezKxZs6rN0BkYGMjXX3/N1atXHbYnJyeTlpbG888/b2ydrIx1G2ViYiI+Pj6G9xdYsnH6+PgYW0gTExOJiooiODjYkOnSpQvFxcXs37/fkImJibGLqdalSxeysrLIzMw0ZDp37mw3ji5durBv3z4jO2hCQoJDmcrbWa9Hhw4d2LJlC0qp25SFO7HEL/tXhYgLFgeTIpvDirBsEe1Qg2pv4PJ1uve5ARnNf4k2qGk0Go1Go9FoNBqNRvM7Ydu2bURERNiVyltAY2NjyczMrHbb59y5c4mPj6dZs2Y89NBDTJkyhfj4eKP92DFLMkprlk6AnJwcuz6XL18OQHZ2Nv7+/lX68Pf3Jzs725AJDAy0a/f19cVsNnP+/PlqZayfrydTWlpqZDo9f/68QxnrWG6UGTNmEBkZCZZkBCeAj4FXReQ/FSJJQAHwmlLKvWIL6CQsdppgBypRSoUDfwJWVtevUqot0AP46KYGrLlpdAw1jUaj0Wg0Go1Go9Fofid06tSJOXPm2NXVqlXL7rO/vz/Dhw9n7ty59OzZs4qOmJgY9uzZQ1JSEvHx8ezatYv33nuPsWPHMmbMGEPONpi/n58f27ZtA6BPnz6GR1hlOSsiYldfUwKB6mQqtjhWK28rcz091fVfHe+99541ucNTWLZ2xmCJoZYlIjtF5IJS6jngDeBZLJ5p64EDWBILVB53MBaj3EYR+dhRn0qpKGA5ME9EdtzUgDU3jfZQ02g0t4zY2Fjq1KlTpQwYMACwuEnXqVPHLssQwOTJk3n00UeNzwUFBcyYMYOYmBjCw8Np3rw5jz76KFu3brU7LiMjgzFjxtCuXTvq16/P7bffzuOPP87atWspLS015HJzcxk5ciRRUVFERUUxcuRI8vLy7HSdPn2ap556ikaNGtGsWTNee+01u0UBWNJ29+nThwYNGnD77bfz17/+tcqX+u7du3nwwQcJDw8nJiaGlSurvmzatGkTnTt3pn79+nTu3JnNmzfbte/Zs4ennnqK22+/nTp16vDPf/6zxnkfP348derU4d1337Wrf/TRR6tcC2sAVysHDhzgiSeeMILIjhs3jvz8fDuZSZMm8eCDD1K/fn3uv//+Kv0XFRURGxvLvffeS1hYGM8880yN49VoNL8/0tPTOXz4MOnpOvmYRqP5dfBrWdf+61//wtnZmfDwcKOYzWZGjx5No0aNOHDgAOvXr6ekpIRhw4ZRWFjI8uXLOX/+PHv27LFb1zo7O9OxY0dGjBjB6tWr6du3LxMmTCA8PJzXXnuNgoICu//jJpOJ5ORknnrqKZKTk5k7dy6bN28mKCiInJwcwH5d+5///IfTp08DEBQUZHiIffnll/Tv358mTZpw6tQpY51uK1NcXMzEiRO56667yM7OZvbs2Zw9e9ZOxjo3vXv35vz580ybNo28vDzDG+2TTz4xruOf/vQnzpw5Y3y2jhegsLCQV199lYYNG9K+fXsWL15MYWEhb7zxBlOnTkVEtopIilgSBHwOPG89VkTiROQOoAXQTERGArdhSWJgUGFMWwMkAOMc3YNKqUjgM+DvIjLfkYzmp0V7qGk0mluKzjL0v8kyZOWf//wnSUlJdvEnbBk4cCDjxv3wHe3m5mb8npWVxeOPP07Pnj2ZNWsWV65cYfLkycTGxtoZ50SEfv36sXfvXg4dOlSlj7KyMtzc3Hj22WfZtGlTjePVaDS/T0pLS+0eCDUajebXwK9hXdurVy++++47Q1fldW3fvn05cOAAU6dOZebMmcTGxvJ///d/5OTk4O3tzZdfflntuvaTTz7B2dmZdevWcejQIZ599lmmT59Ojx49cHJyslvXXrp0iWbNmjFs2DAWLFhAXl4ee/fuNda1bdu2ZcyYMTRu3BiwxFR76623yMrKoqCggPbt21OnTh3S0tKIiooyZGbPnk1JSQmTJ09my5Yt9OjRg82bN6OU4sknn+See+5h+/btdnNz//33c/ToUVJSUhg5ciTt2rVjx44dvPfee3Tt2hWA559/Hm9vb4qLiykqKiIgIACAr7/+mtzcXO677z5GjhxJWloaY8eORSlFSUmJo/hxZThwbBKRiwBKqbuAACzJC6iouw2LMW0/MEYs2T/tqPBM+wz4VETeqPYG0/y03OqsCLr8Pgs6y6dGdJah/2WWIRGRs2fPyu233y6HDx+W9u3by7Jly+za+/TpI5MmTXJ4rIjIRx99JC1atLCbw4MHD0pISIgcP368ivybb74p9913X7X6RK5/D2g0mt8nKSkpcuDAAUlJSbnVQ9FoNJob4teyru3Xr5+4u7vLd999J1lZWfKPf/xDQkJCjP+37du3lxdeeMFY1xYXF0ujRo3E2dlZevXqZehp1aqV1KtXT77//ns5efKkPP300+Lj4yN9+/Y1ZAYPHiweHh7SvXt3+eqrr6R///7SvXt3WbFihTRs2FDef/99Y107YMAAuffeeyUhIUESEhLk3nvvFXd3d2NdW1paKl27dpW+ffvKgQMHZOfOndK8eXPx8vKSgwcPiohIbm6utGzZUp599lkJCQmRyZMnS2RkpCxZskTOnTsnoaGhsnr1amnYsKGMGDFCgoKCZNasWVKvXj3ZuHGjseZft26d1K1bVxYuXChpaWmycOFCCQsLk+3bt0u9evXks88+k6tXr8rBgwfliSeeEHd3d1m6dKkcPHhQTp06JcuWLZM2bdpI7969pUuXLgJ0AuoBTwDHgafkh+fiJ4C2QDjwKHAImGLTHgx8C3yKxXMtyFpsZKKwbBNdaNsO+IvYPYNHAs2AFcA/Kn5vJj/vM/hvuugtnxqN5heNzjL002QZKi8vZ+TIkbzwwgvGWzxHrF27lmbNmtGlSxemT59uN6fFxcWYzWa7ObR6sNm+6dRoNBqNRqPRVOWXsK4NDg6muLiYBx98kNatW/PMM89w4cIFhg4dashERkYa61qz2Ux0dHSVNeBDDz1EVlYWjz32GPfccw8bNmygZcuWLF261JDp168fvr6+hIeH8+qrr/KPf/yD+Ph41q9fz7Rp0xg8eLCxrl20aBFNmjShf//+xnZOX19fQ5fJZOKjjz7Czc2NP/7xjzz33HN06dIFb29vQ8bHx4fVq1eTmppKdnY2a9eu5bnnnmPYsGEEBwcTFRVFZmYmf/vb34iLi+PixYusX7+e119/nUceecRY8xcVFbFkyRJWr17NfffdxyeffMI777xDamoq7u7udO/enX379tGtWzc+//xzlFJMnTqVbt26MXfuXNzc3Dh79iyTJk2idevWAIuAOGAElnhptjFeIoAPKtpfAt4Cptu0d8FibLsLSxKD722Kle6AP9CnUrt9nBj4G7AV6IbFyLe1omh+JNqgptFobik6y9D/JsvQokWLMJlMPPvss9XK9OnThyVLlrBmzRrGjBnDpk2b7OTvvPNOzp8/z+LFiykpKSE3N5fZs2cb56LRaDQajUbze+bXsK6dP38+HTt2ZPr06Zw5c4Zhw4bRu3dvdu7cCcB//vMfRo8ebbeu9fLy4sUXX2TNmjV251G7dm1Wr17N8ePHadKkCX379sXPz8+Qsa5hX3vtNRITEwkJCWHJkiWsXbuWQYMG4ezsbKxra9WqxcKFC0lNTSU1NZWFCxdWSQIQGhrKypUrOXbsGIcOHWL8+PFV5q9JkyaMGTOG0NBQDhw4wJ///GdDj7WvO+64gyFDhtChQwe+++47Bg8ebBxvXfN3796dnTt3cuLECXbs2MHDDz/M6tWr6d27N25ubnTq1IkzZ86wbNkybrvtNj799FNOnTrFqFGjjFAo5eXlzJs3DxG5XUQaiMjdIrJUKtzFAERkpoi0EpH6InKng/ZPRKSOo2Ij85dqZDrYzo2IdKhJj+bm0THUNBrNLUVnGfr5swzt37+f9957jy1bttR43MCBA43fo6OjadCgAX/4wx84cOAALVq0ICoqirfeeoupU6cye/ZsnJycGDJkCIGBgZhMphsej0aj0Wg0Gs1vEb2u/d9kz/yx3Mh5VzeexMREUlNTWbBggV39wIEDycjI4Mknn6S0tBQvLy+GDBnCX/7yl2o9CDW/HfQV1mg0txQPDw+7LEPh4eFVFh6AXZYhR5jNZrssQ+PGjWP+/PmUlJTQoEEDgCpZhqz9OTv/8G7BNsuQLRcvXjTestlmB7KSm5tLSUmJEaDUkYxVb016cnJycHZ2Nt7uOfJGy8nJqeK1VhPfffcdOTk5tGvXjrCwMMLCwjh16hTTpk2jQ4cO1R7XokULzGYzx48fN+p69+7Nvn37SEpK4tChQ/z5z3/mwoULhIWF3fB4NBqNRqPRaH6L6HXtz7+uvRECAwON3RTV9XUjc2PL3//+d5o1a0bLli3t6pVSvPbaa6SnpxMfH8/+/fu5/fbbAfT6+HeANqhpNJpfBZ6ensTGxvLWW29x5cqV68pHRkZSWlpKYWEhzZs3JyIigiVLllQbr8JK27ZtjSxDVpKSksjLy6Ndu3aGzJEjR8jKyjJk4uLicHFxMb5k27Zty549e+zeEMbFxREcHGx8ubZt25YdO3bY9R8XF0erVq0wm80ARpahyjLWsdwIjz32GNu3b2fr1q1GCQ4O5vnnn2fVqlXVHnfkyBFKSkoICgqq0hYYGIinpyeff/45rq6uVeK8aTQajUaj0Wgco9e19jI3s669EVq2bInZbCYuLs6oy8rK4siRI3bnfb25sZKfn88XX3zBgAEDqu3TZDJx2223YTabWb9+PW3btjUMkprfLtqgptFobinFxcVkZ2fbFWv8sMoMGjQIHx8f1q9fb1f/6KOP8tFHH7F//34yMzPZvn07s2fP5s4778Tb2xulFPPmzePo0aP07NmTLVu2cPz4cSO1+IULF4wti40bN6Zr166MHTuWxMREEhMTGTduHN26dTNiVXTu3JnIyEhGjhzJwYMH2bVrF9OmTWPgwIFGYNTevXvj6urK6NGjOXz4MJs3b2bBggUMGzbMcCMfPHgwp06dYurUqaSlpbF69WpWrVplpB8HGDJkCHFxcSxatIj09HQWLVrEzp077QLH5ufnk5ycTHJyMmBJW56cnMzp06cByzaA6Ohou2I2mwkKCjLOKSMjg7/+9a/s27fPmMPnnnuO5s2b0759e6OvDz/8kAMHDnDs2DE+/PBDJkyYwIQJE/Dx8TFkMjIySE5OJjs7m8LCQmNstouw1NRUkpOTuXTpEleuXLEbv0aj0Wg0Gs2vEb2u/fnXtQCXL18mOTmZ1NRUAI4ePWqsPcGSnKB///5MmzaNXbt2cfDgQUaOHEl0dDR33333Dc+Nlc8//5zS0lL69OlT5TpevHiRlStXkp6eTnJyMpMmTeKLL75g+vTpVWQ1v0FudZpRXX6fBagLSEWp+z/qV/MLo3Xr1uLk5FSlBAYGioiIp6en+Pr6SkJCgnHMunXrxMvLS+rUqWPUvfnmmxIVFSVubm5iMpnE3d1doqOjZc2aNXb9xcXFSevWrcXDw0NMJpO4urpKaGiojBo1Sq5du2bIZWRkSIsWLcRsNovZbJYWLVpIZmamna74+Hhp2LChODs7i4uLi3Tq1EmuXr1qJ/PFF19ISEiImEwmcXNzkx49elRJb7506VLx9/cXk8kknp6eMnTo0CrzNHnyZPHx8RGTySQ+Pj4ybdo0u/bY2FhxdXUVk8kkzs7O4u7uLoGBgTJ69GhDZtOmTdKvXz9p2rSphISESPPmzWXZsmVG++nTp6V3797SpEkTCQsLk4CAAPHy8pLPPvvMrq/BgweLr6+vmM1mcXd3l7Zt28quXbuM9tWrV4ubm5vD6/r999+LiMi///1v8ff3F2dnZzGZTOLi4iK1atWSkJCQKueu0Wh+n6SkpMiBAwckJSXlVg9Fo9Fobgi9rv1p1rVLly4Vd3d3cXZ2FicnJ/Hz85OQkBC7de2qVavE29vbWEu6ublJYGCgvPnmm4ZMYWGhTJgwQaKjo8XT01Pc3d3lb3/7m11fu3btkoiICDGbzeLi4iKtW7eWM2fO2Mm89tprEhgYKF5eXnLfffdVOZ8LFy5ITEyMeHh4iLOzs/j4+EjPnj3lxIkTtmK3/Plbl5+naA81jUZzy+jcuTP9+vXj7NmzdiUtLQ2Apk2b4ufnx8yZM41jevXqxZgxY4iJiTHqMjIyCAgIYOPGjRw/fpw9e/Ywbtw4SktLDZm9e/cyZMgQ6taty/r160lLSyMhIYEFCxZw4sQJI2MSwIQJEwgICGD37t3s3r2bgIAAJk6caLSXlZUxfvx42rRpw969e9m2bRsFBQXMmjXLkLly5QoTJ06kZ8+eHDx4kDVr1nD48GGWLVtmyJw8eZI5c+bwwgsvkJKSwrJly/jqq6/YtGmTIZOYmMgHH3zAjBkzOHz4MDNmzOC9994jKSnJkMnKymLFihUkJyezb98+HnvsMerXr283noKCAtq3b2+cx+rVq+3eBtapU4e1a9dy6NAhXnvtNR588EG8vb3x8vKyu2ZpaWn06NGDffv2kZyczAMPPMDgwYONN4I9e/bkxIkTdtfziSeeoFevXrRq1QqAhIQExo8fz+7du0lPT2fx4sV4enqyYsWKmm8YjUbzu+G2226jTp063Hbbbbd6KBqNRnND6HXtT7OujYiIYMqUKWzYsIHg4GA+/vhjzpw5w/z58w2ZCxcucNttt7FhwwYOHjzIU089RWhoKMOGDTNkXF1dmTlzJmPGjKFXr17UqlXLLuNpVlYWQ4YM4dFHHyUlJYXvvvuOsLAwJk+ebHddRYQ5c+bwzDPPOLzuV65c4ezZs7z22mukpaWxa9cunJycePbZZx3Ka35j3GqLni6/z4L2UNOIyOjRo+Xpp5+utr19+/YyadIkqVevnmzbts2onzRpkvTp08f4HBUVJZ988km1esrLy+Wee+6RBx98sMqbNFsZEZHU1FQJCQmRxMREoy0hIUFCQkIkPT1dRES2b98uoaGhcu7cOUNm/fr1Ur9+fcnLyxMRkeXLl0tUVJQUFRUZMm+//ba0bt3a6Ov111+Xu+++224c48ePl+7duxufhw0bJgMGDLCT6d+/vwwfPrza883JyZGQkBDZvXt3lbaTJ09KSEiIHDx40OGxycnJ0qZNG8nKypKQkBDZvHmz0XbhwgUJCQmRPXv2GHVXrlyRkJAQ2blzZ7VjqVevXhVPt8oMGjRIYmNja5TRaDQajUaj+aWi17U//bq28lrUem6tWrWShQsXGnVFRUUSFRUlK1eutJOtaV370UcfSYsWLezm8ODBgxISEiLHjx+vMpY333zToYfaF198IWFhYXZ6tmzZInXq1JHi4mJr1S1//tbl5ynaQ02j0fyiCQsLY/DgwcyaNavawKuBgYF8/fXXXL161WF7cnIyaWlpPP/889Wmr7bGf0hMTMTHx4c2bdoYbW3btsXHx4eEhARDJioqiuDgYEOmS5cuFBcXs3//fkMmJiYGFxcXO5msrCwyMzMNmcrB/Lt06cK+ffuMeGMJCQkOZaxjcYQ1uK2jrFI1ce3aNZ5//nlmzZrlMBGBn58fjRs35rPPPqOgoIDS0lI++ugjAgMDq2Q8svLZZ5/h7u5O9+7da+w7Ly/PyACl0Wg0Go1G81tEr2tvfl1bmZMnT5KdnW2nx8XFhZiYGDs911vXFhcXYzab7ebQzc0NgO++++6Gx9OqVSucnJz45JNPKCsrIy8vj3/84x907tzZSMag+e2iDWoajeaWsm3bNiIiIuzKvHnz7GRiY2PJzMxk7dq1DnXMnTuX+Ph4mjVrxkMPPcSUKVOIj4832q1u77YBRnNycuz6tKYtz87OtnMHt+Lv729sa8zOzq6STtvX1xez2cz58+erlbF+vp5MaWmpEcD2/PnzDmUqpxy3IiJMmTKFDh06EB0d7VCmOqZMmUK7du148MEHHbYrpfjkk084ePAgjRs3pkGDBixbtoyPP/7YLimBLatXr6Z3797GAsURGzdu5Pvvv+eJJ564qfFqNBqNRqPR/JLQ69qfdl3rCGt/19NzvXXtnXfeyfnz51m8eDElJSXk5uYye/Zs41xulLCwMFavXs3s2bMJDw8nOjqaM2fO8M4779ywDs2vF21Q02g0t5ROnTqxbds2u1I5RoG/vz/Dhw9n7ty5dpkircTExLBnzx4+/fRTHnnkEY4cOUKvXr2qLGCsb+vA4m1l7c/Hx8dOr62cFRGxq3ckU7m+soyI1ChvK3M9PdX1P3HiRFJSUliyZInD9urYsmULu3btqjEjkYjwyiuvEBAQwPr16/nyyy/5wx/+wJNPPmmXat1KYmIiqamp9O/fv1qd3377LbGxsbz55ptERUXd1Jg1Gs1vl6KiIgoLCykqKrrVQ9FoNJobRq9rf9p17c1gq+dG1rVRUVG89dZbLF26lIYNG9KyZUvq169PYGCgkSX1RsjOzubPf/4zjz/+OJs3b2bt2rW4uLgwZMgQh3Ok+W2hDWoajeaW4uHhQXh4uF1xtFVx2LBhFBYWGm/cKmM2m+nYsSMjRoxg9erVjBs3jvnz51NSUkKDBg0ASE9PN+RNJpPRn7Ozs1EfFBRETk5OFf0XL1403oQFBQVVeXOVm5tLSUkJAQEB1cpY9dakJycnB2dnZ2P7o6O3djk5OVXeyoHFmPbVV1/xj3/8g5CQEIfzVB27du3ixIkTREdHExYWRlhYGIARrBXg3//+N9u2bWPJkiW0b9+eFi1aMHv2bNzc3Pjss8+q6Pz73/9Os2bNqt0Ounv3bp566immTp1K3759b2q8Go3mt83x48dJT0/n+PHjt3ooGo1Gc8Pode1Pt66tjsqecY703Mi6FqB3797s27ePpKQkDh06xJ///GcuXLhgyN8Iy5cvx9vbm9dee43mzZsTExPDwoUL2bVrl12yBc1vE21Q02g0vwo8PT2JjY3lrbfeMmKE1URkZCSlpaUUFhbSvHlzIiIiWLJkSbXxKqy0bduWvLw89u7da9QlJSWRl5dHu3btDJkjR47YeWXFxcXh4uJiGI/atm3Lnj177N4QxsXFERwcbHxJt23blh07dtj1HxcXR6tWrYyYC+3atXMoYx0LWN7ITZw4kS+//JJ//OMf1KtX77rzU5kRI0awfft2tm7dahSAadOmGW9Er127BlAlXoeTk1OVec3Pz+eLL75gwIABDvv79ttvefLJJ5kwYQKDBg266fFqNBqNRqPR/FrR61p7Gdt17fWoV68eQUFBdnpKSkrYs2ePoedG1rW2BAYG4unpyeeff46rq2uVOG81ce3atSoebda1svZQ++2jDWoajeaWUlxcTHZ2tl2xxlmozKBBg/Dx8WH9+vV29Y8++igfffQR+/fvJzMzk+3btzN79mzuvPNOvL29UUoxb948jh49Ss+ePdmyZQvHjx8nNTWVlStXcuHCBeOLsHHjxnTt2pWxY8eSmJhIYmIi48aNo1u3bkasis6dOxMZGcnIkSM5ePAgu3btYtq0aQwcOBBvb2/A8sbL1dWV0aNHc/jwYTZv3syCBQsYNmyY4Y4+ePBgTp06xdSpU0lLS2P16tWsWrWK4cOHG+c2ZMgQ4uLiWLRoEenp6SxatIidO3cydOhQQ2bChAmsWbOGxYsX4+npacxjYWGhIXP58mWSk5NJTU0F4OjRoyQnJxtvCYOCgoiOjrYrAKGhoYaBrm3btvj6+jJ69GgOHTrEsWPHeP3118nMzOT++++3uyaff/45paWl9OnTp8p1tBrTnn32WR555BFjvJcvX67hTtFoNBqNRqP5ZaPXtf/9ujY/P5/k5GSSk5MBSxKC5ORkTp8+DVi2jA4dOpQFCxawefNmDh8+zOjRo3F3d6d3797Aja1rAT788EMOHDjAsWPH+PDDD5kwYQITJkywiw2ckZFhrJkLCwuNsVmNi/fddx/ff/89f/3rXzl+/DgHDhxgzJgx1K1bl+bNm9/M7aP5NXKr04xerwBdALmJ8vStHvMvuQA+QD/gL0AckA7kAsVANvAvYDzg/zOPo67NNav7Pzp/zS+M1q1bi5OTU5USGBgoIiKenp7i6+srCQkJxjHr1q0TLy8vqVOnjlH35ptvSlRUlLi5uYnJZBJ3d3eJjo6WNWvW2PUXFxcnrVu3Fg8PDzGZTOLq6iqhoaEyatQouXbtmiGXkZEhLVq0ELPZLGazWVq0aCGZmZl2uuLj46Vhw4bi7OwsLi4u0qlTJ7l69aqdzBdffCEhISFiMpnEzc1NevToUSW9+dKlS8Xf319MJpN4enrK0KFDq8zT5MmTxcfHR0wmk/j4+Mi0adPs2v39/cXd3V2cnZ3FyclJ/Pz8JCQkRFavXm3IDBo0SMxms5hMJmM8AQEB8uabbxoy48aNk5iYGAkPD5dmzZqJu7u7vP/++3Z97dy5Uxo3biwuLi5iNpslPDxcPv/8czuZkJAQcXV1FQ8PDwkJCZGQkBBZsWKF0f6nP/3J4XWvnGpdo9H8fklJSZEDBw5ISkrKrR6KRqPR3BB6XfvTrGuXLl3qcF07evRoQ6asrEy6d+9uzFGdOnXkyy+/tNOTlZUlI0aMkJYtW0rDhg3FxcVFpk6daifTv39/8fb2FmdnZ/Hw8JAePXpUOW83N7cq19TX11dOnjxpyLz99tsSFBQkzs7O4ubmJu3atZPU1FRbNbfcDqDLz1Nu+QCuO8BfoUENWF4xloxbPRYHY7v/BufxPPDgzzgObVDTyOjRo2XAgAGSlZVlVy5fviwiIu3bt5fw8HDp3bu33XGTJk2SPn36GJ9HjBghd955p2zbtk1Onjwp+/btk/fff18++eQTQyYpKUkaN24s3bt3ly1btsixY8fkwIEDsmbNGunZs6ckJycbsgMGDJCuXbtKQkKCrApExQABAABJREFUJCQkSNeuXWXw4MFGe2lpqXTt2lUee+wxOXDggOzYsUNat24tEyZMMGTy8vKkZcuWMnz4cElJSZFNmzZJ48aNZcmSJYbMiRMnpGHDhjJp0iRJTU2Vv//971KvXj3ZuHGjIZOQkCB169aVBQsWSFpamixYsEDCwsIkMTHRkNm+fbu88cYbsmnTJgkJCZHNmzdXmeu1a9fKjh07JCMjQw4fPiwvvfSSREZGSk5OjiHz0Ucfye7du+XkyZOyf/9+GTx4sLRt21ZKS0sdzs2ePXukffv20qtXL8nKypKioiIREcOYZ3tNbRd2J0+elJCQENm5c6edTHFxscP7RKPR/P7QBjWNRvNr479d1167dk3OnTsnAwcOlNtvv122bt2q17XVrGsXLlwojRs3lk2bNklKSooMGzZMWrduLVeuXDFkHn/8cXnooYckKSlJMjIyZN68eRIaGioHDhwQEZFz585JdHS0vPzyy5Keni579+6VHj16yJAhQ+z6ut669kbmRn4BdgBdfp5yywdw3QHaG9QWA82vU2r9Asb8SzeonQRWAKOA3kAM0Al4HPgUKK0YfxHQ8mcahzaoaWT06NHy9NNPV9vevn17mTRpktSrV0+2bdtm1Fc2qEVFRdktMipTXl4u99xzjzz44INV3qTZyoiIpKamSkhIiN0Xe0JCgoSEhEh6erqIWL7oQ0ND5dy5c4bM+vXrpX79+pKXlyciIsuXL5eoqCjDyCRieXvVunVro6/XX3+9ilfW+PHjpXv37sbnYcOGyYABA+xk+vfvL8OHD3d4HtUtPCqTl5dnGLWq49ChQxISEiLHjx8XEcdzs23bNgkMDJT169dLQkKCJCcnS3BwsKxbt65avVaD2sGDB687To1G8/tEG9Q0Gs2vjZtd15aXl0teXp6MHj1a7r//fklISJCkpCRp2LBhlR0Ctvze17Xl5eXSqlUrWbhwoVFXVFQkUVFRsnLlSqOuUaNG8tlnn9kd26RJE/n4449FxPIiuUWLFnZzePDgQbu1b3VjsOVG5kZ+AXYAXX6e8muLoZYtIgevUy7f6kH+wvlGROqJyFMiskBE1onIHhH5VkQ+FZHHgccqZF2AKbdwrBoNYWFhDB48mFmzZlUbeDUwMJCvv/6aq1evOmxPTk4mLS2N559/vkpAfSvW+A+JiYn4+PjQpk0bo61t27b4+PiQkJBgyERFRREcHGzIdOnSheLiYvbv32/IxMTE4OLiYieTlZVFZmamIVM56GmXLl3Yt2+fEZchISHBoYx1LD+GkpIS/va3v+Hj40PTpk0dyhQUFLB69Wrq1atHaGioMd7Kc3PfffdRu3ZtCgoKaNiwIe7u7pSVlfHKK6/QqFEjunTpwjvvvENpaWmVPp566ilatGjBH//4RzZu3Pijz0ej0Wg0Go3m10BoaCh9+/Zl0qRJ7N27l9TUVK5du4azszONGjWiVatW1KlTh//85z96XVsNJ0+eJDs7206Pi4sLMTExdno6dOjA559/zuXLlykvL2fDhg0UFxdzxx13AJZ4d2az2W4O3dzcAPjuu+/s+pwwYQLNmjXjoYceYuXKlXbPJDcyN5rfLr82g5rmv0REym5AZj1wuOLjPT/rgDS/e7Zt20ZERIRdqZx9JzY2lszMTNauXetQx9y5c4mPjze+6KZMmUJ8fLzRfuzYMQAj+CpYUmvb9mlNW56dnY2/v3+VPvz9/Y0A/tnZ2VXSe/v6+mI2m40U3o5kKqf5rk6mtLTUCGB7/vx5hzKVU47fCFu3biUiIoLw8HCWLVvG6tWrqV27tp3M8uXLjTn55ptvWL16tZGZqaa5ycnJwc/PjwYNGjBhwgTeffddli1bxj333MOMGTN45ZVXSE9P5/z587i4uDB16lTeffdd/va3v3H33XczfPhw1qxZc9PnpNFoNBqNRvNLwdG6du7cuUZA+8zMTB566CHOnDlDQkIC0dHRBAcH4+HhQa1atXByctLr2utg7e96eqwvdJs2bUp4eDjjx4/ngw8+IDw8HIA777yT8+fPs3jxYkpKSsjNzWX27NnGuVgZP3487777Lp9++ik9e/Zk2rRpLFiwwGi/kbnR/HZxvtUD+DlQSnkC3YFuQDugAeABXAYOAV8A74iIY7O/vS5v4DngEaAp4AdcADKxBPD/RESSKmSnYu/RVV8pVSVXrogoB/2EA6OBB4B6gAk4DXwNLBSRAzWM0drHNBGZqpS6F3gey1bO24DTIhJ+vXOtRH7FT7ebPE6juSk6derEnDlz7Opq1apl99nf35/hw4czd+5cevbsWUVHTEwMe/bsISkpifj4eHbt2sV7773H2LFjGTNmjCFnfVsH4Ofnx7Zt2wDo06ePXRpwWzkrImJX70imcn1lGZGqqbOrk7menur6r4k777yTbdu2ceHCBf7+978zbNgwNm3aREBAgCHTp08fOnfuTFZWFkuWLGHYsGFGCnFHY3E0Hts5v++++wgKCmL+/Pk899xzZGZmIiLcfffd+Pr6UqtWLVq1asXly5dZvHgxjz766E2fl0aj0Wg0Gs0vgU6dOvHGG29QUFDAlStXyMvLw8XFhVOnTgFQu3Zt7r77bkaNGsX777/PM888U0WHXtf+OCrrmTNnDrm5uXz66afUrl2bzZs389xzz7Fu3TqaNGlCVFQUb731FlOnTmX27Nk4OTkxZMgQAgMDjSypYHmxb6VZs2YAzJs3z67+RuZG89vkN2lQAzYBnR3UB2DxuLoHeEEp9bCIHHYgB4BS6n5gVcVxtoRUlA5YMmL+V/8BlFKDgWWAa6WmiIryrFJqkojMvgFdM4EJ/+V4mgCtKz5WOz8azU+Bh4eH8aaoJoYNG8aKFSuMN26VMZvNdOzYkY4dOzJixAjmz5/PvHnzGDFiBA0aNAAgPT3d+CI0mUxGv87OP/wrDAoKIicnp4r+ixcvGm+bgoKCSEpKsmvPzc2lpKTEME4FBQVVedtm1Wurx5GMs7Mzfn5+hqwjmcpvwm4E61yHh4fTtm1bOnXqxKpVqxg5cqQh4+Pjg4+PDw0aNKBt27ZER0ezefNmevXqdUNz44iOHTtSUFCAn58fjRr9P3tnHldVtT3w7+EOzCgyhfMA4oQTTmlOvcxKfQ4N5pi/noqZBlZaT3PKKdNyKHOs1MqhnkWpWYoWDmlPkERRFBUER0BFUECm9fsD74kLF8Reo+3v57M/cM5eZ+199r1w9ll77bXqcf36da5fv05KSgoXL17EZDJRs2ZNPv74YwoLC21uX4iPj8fR0ZHq1avr586cOcP27dupV68eDz30ULmTsfT0dNasWcOhQ4eoWrUqTz31FLVr16Zy5cr6dfn5+WRkZHDr1i00TaNKlSrk5uaiaRq5ublkZWVhNpspLCwkLy8PJycn8vPzuXnzpv6Z5eXlkZWVhaOjo77SbCEjI4MrV65gZ2eHl5cXTk5OZGVlceXKFbKzszEYDLi6upKVlUVhYSEGgwFHR0fy8/O5fv06IoK7u7vuEXjjxg3y8/MxGAxUrlwZDw8PMjIySE9PJycnpyiug50dZrMZTdPIysqyOTZGoxERwWAwkJ+fr7ctIja3WWuahp2dHQUFd3R4Vij+Z/Lz8zl69Ogf3Q3Fr4SdnR2apt3x/4fl/wwU/Y8qKCjQX5YtIQTMZjNubm76ti0R4dq1a0DRnMDJyQknJyf9f3p+fj45OTkYDAby8vLIzc3V23NxccHDwwNnZ2cyMzPJz8/H0dFRD2OQkpLCzZs30TQNk8mk98dsNuPs7Iyrqysmk4nCwkLS09PRNI1KlSpRWFjI1atX9f/JBQUFmM1mqlSpgoODA3l5eRgMBtLS0sjMzMRgMODu7q4/m3Jzc7ly5Qo3btwgNzcXOzs73N3due+++2yOW2FhIZmZmeTl5eHm5ma1Be3XoqCggBs3bmA0GnFycirz2Xv06FGSk5N54IEHcHV1BeDatWvExcXRpEkT/Vx5xMTE6N71PXv2tDJyhIeH85///AcvLy+Cg4Ot5gd3cy+5ubncunWLW7du6b/n5ubi6upKjRo1rOQvXrwIgK+vr01dOTk5FBYWkpGRoX+H7rvvPipXroybmxsODg64urpiNpvVvLaEzN3Ma4t7fxXfplpcT2JiIh9++CHfffcdAQEBADRq1Igff/yR1atX64v5ffv2pW/fvqSmpurf5+XLl5f67IsTFBREZmam7m1XkbFR3LvcqwY1I3AE+AqIBC5QZPSqRVEQ/qco8loL0zStuYjklFSgaVpXYNttXQXAR8CXFAX0d6DIW+1RoFexy94D/gPMBHrfbrd7eR3VNK0HRUkMNOAG8BYQTlFigPbAvyky6M3WNC1dRJaWo64v0PT2vS8AjgKO/GwcK68fTkC12/czgSIPOYBFd7pWofg9cHZ2JjQ0lLfeeotu3brdUb5+/fr65LlJkyb4+fmxdOlSevXqVWa8CSh6SGZkZBAdHU2LFi0AOHToEBkZGbRq1UqXWbRoEZcvX9Yf5BEREZjNZpo2barLzJkzh7y8PH3LZEREBD4+PvpDOigoiB07dli1HxERQbNmzfRrWrVqxe7duxk5cqSVjKUv/yvFXyhsISLcunVL7++dxsYWR48exd7enkqVKmEwGKhSpQpVqlRBRLhx4wbp6enExMTg5ubG4cOHqVSpErVq1cJgMHD58mX69OnDgQMH0DSN/v37s3btWjZu3MgzzzyjG3wee+wxNm/ebPOz/eabb+jbty85OT//q58/fz5vvPEGjzzyCPXq1SMrK4sLFy5YXWdrAlqc9PR0q+Pr16/rv1+7dk3Xp2laqZXKzMxMm+ezs7NLyRXnypUrXLlyxepcYWEhqampNrcVFBQUlNJZEsvLafEX3PJedi0vhQqFQnG3lBULtSTF/8+U9f8mNze3zP/Tubm55Obmlvo/XRY3btwoM15VSYo/S7Kzs/X//a6urlb/s8+fP4+dnV2pe87Kyiq3X1lZWVy8eNHmWBUUFJCWlsatW7dwdnbm+vXrehsl/9dfunQJgKpVq5YK71ARMjIyuHTpkr5wA0VGzKysLP3ZZTHcGI1GvL29cXNzQ0QYOnQoH3/8MVC0dTAsLIy4uDhefPFFsrOzcXV1ZdWqVTz11FNltr906VJGjx6tHz/00EN8++232NnZsWrVKkaMGKHXrVy5kujo6FKGrsLCQisjWcmfxeO72tnZYTKZMJlMODg44ObmptfdvHmTgQMH8tVXX6FpGr179+aTTz7BycmJvLw8EhMTdW+0/Px8PD09qVy5crkGRzWv/eXz2po1a+Lt7c3u3btp0qQJUBQf+MCBA0yaNAn4eT5VcmwMBoPNvy2L4WvDhg3Y29uXivNWnOLzWst932lsFPcufzWDmremaU3KqU8RkRTg/0Qk3kb9j8Cnmqa9D3wLBACDgPeLC2ma5gh8QtH4ZAE9ROT7Erp+AFZpmqb/ldxuO0XTtPTbp/JEpMxlVU3TTMByfjamdRSRn4qJHNA0bROwnyKPuPmapn0mImW95TUFdt7u761i53eX0f4w4MOy+gfMp2gc7hpN0+60TGR7aU3xtyM3N7fUqo7RaLQ5+Rs8eDArV64kLCzMKrjq448/Tp8+fWjWrBnu7u6cPHmSOXPm0KFDB30FdMGCBTz99NP07t2bsWPH4u/vrz98r1y5ok8W/f396dq1Ky+//DJvvvkmUBQ7oVu3bnqsis6dO1O/fn3Gjh3LlClTSE9PZ/r06QwaNEhvr2/fvrz99tuEhITwwgsvkJCQwOLFixk3bpw+uRo6dCgffvgh06ZNY9CgQURFRbF+/Xree+89/d6GDx9O3759WbJkCd27d+fbb79lz549hIWF6TI3b94kMTFRP05KSiI2NpbKlStTrVo1srKyWLRoEQ8//DA+Pj5cu3aN1atXc+HCBXr27AnA2bNn+eqrr+jcuTMeHh5cunSJd999FwcHB/7xj39UeGx27NhBSkoKQUFBODg48MMPP/DGG28wePBgfaX8008/xWQy0aRJE+zs7Ni+fTtbtmxhwoQJ+Pr6Wk3W//3vf3PgwAGg6AVrw4YNNGjQgCVLllhNiL7++ms2bNjAI488gp2dHU5OTpjNZkSE0aNHW70AQZERafz48Xh5eWEyme5oWPxfKMvtX20HUCgUinuHkgsgUHED4t1el5mZabM9W1y4cAFnZ2c9dENFyMnJISkpqVR/im8jhJ8XZPLz80lKSqJevXrs2rVLN6ZB0WLTiBEjSExM1OUzMzMZPnw4jz32GC4uLqXaz83N1Q0jFsLDw/nmm2947LHHmD17tlXd5cuXeeeddwgNDSU7O5ukpCRycnLIzc3Vva1FBKPRiMFgwGQyWf1u8Zy0eKpZsBhM3njjDb766iug6NkdFhbGm2++ybRp03Sv7urVq+Ph4cHVq1cxmUzcvHmTmzeLIuioee2vO6/VNI0RI0awePFi6tSpQ506dVi8eDGOjo707dsXQI8ZPGHCBKZMmYK7uzvffPMNu3fvZu3atbruDz/8kFatWuHs7ExERAQzZsxg0qRJukG1IvPaioyN4t5F+7NP6DVN6wJ8V0Hx6SIyrYJ6vwD6AFtEpFeJumBg2e3DcSKysILtW65fDTwDnC0vdpmmaU8BG28f/ltE3ihDbhBgeTJNEJF5JeotH2IhUE9EEivYz2HYNqj9BIwSkR9t1FUIW7HjyqGGiJz7pW3dBX/uL/vfkBYtWujZg4pjCZTq4uKC0Whk586dBAUFARAWFsaQIUNwc3Pj/PnzALz11lusXLmSs2fPkpeXh9lsplatWsyaNYt+/frpenfv3k1ISAgnT57k1q1bGI1GPD09efzxx5k7d66e2efs2bP06tWLuLiiHc8NGjTg66+/ttpOEBkZSf/+/UlKSsLOzo5WrVqxfft2nJ2ddZktW7YwcuRIUlJSMJlMdOvWjbCwMKvVshUrVjBx4kTS09NxcHBg4MCBrFixwmo8pk6dysKFC7l58ybOzs689NJLTJkyxUpHaGgoeXl5FBYWUqlSJRwcHHjqqadYuHAht27d4v/+7//YsWMH169fR9M0qlWrxjvvvEOPHj2AosnoSy+9xI8//sj58+cpKCjAycmJtm3bEhYWpo9NUFAQcXFx+oTT3t6eF198kRkzZgDw3XffMXv2bBITE8nLy9MndWfOnNEnk59++imvv/46Z86c0bdOPvXUU6xcubLUd8Hf359Tp05ZnevatSvffVf6sTBixAh69+5NYWEhzs7O1KlTBxcXF7y9vUvJWnjooYdKJcFQKBQKheJewtPTs8xtorY4e/ZshQ12JdtZuXKl1RylPPbs2UOHDh24evUqqamp2NnZYTAYuHr1Km3atCklP3v2bIKDg6lTpw4ZGRlWdQMGDODFF1/Ut/4ajUYcHBywt7fXi8FgwM7OTi+WrcW2ipOTk+5t1LFjR/bu3WvVXqdOnYiIiLA6p+a1v8+8Fop2Grz33nucP3+ewsJCfHx8WLRokR6LNzk5mVatWunbpS2hLZydnVmzZg29ehW9/j/zzDN8+eWXZGVlYTQaadSoEYsWLaJDhw7Az/PaI0eO6N6onp6eDB48WE9gALBkyRKmT5/OtWvXMJlMPPLII2zatKm4QU1Z1u5R/hZZPjVN89I0zV/TtCaWAlj2xjSzcUmP2z+zKIpt9lvx0O2fAnxQjtxngGUv0UPlyO2rqDHtNmFA4O3SBhgAfEHRFtFPNE3reRe6FIq7pnPnzjz99NNcvHjRqsTHFzmYNmrUCHd3d2bNmqVf06dPH8aNG0e7du30c4mJiXh6erJlyxYSEhI4cOAA48ePt3Llj46OZvjw4VSvXp2wsDDi4+OJjIxk8eLFnD17Vs+YBEWpsT09Pdm/fz/79+/H09PTaqW0oKCACRMm0LJlS6KjowkPDycrK8tqxTQzM5NJkybRu3dvjh49yqZNm4iLi7OaVCQlJTF37lxGjx7N8ePHWbFiBd9++y1bt27VZaKiovjggw+YOXMmcXFxzJw5k1WrVlnFuvDz82Pq1Kl8+eWX+Pj4sG7dOi5cuKBPOsxmM5mZmTzwwAP897//5dixYzzxxBNMmzZNj6vl4+PDuHHjsLOz48033yQmJoZDhw4xZswYq4mSwWBg5syZXLhwgQsXLpCQkMCrr76q13ft2pUdO3YQHx9P165d6d27N05OTlbxPDw9PcnIyGDZsmWcOnWKTZs2cfDgQT78sLR93+LKX5wHH3xQ37ZQnHbt2mEymdA0jRs3bnDs2DGSkpJo2LBhKdnin5PlGoVCoVAo7kUshqHfGjs7O+6///5S5xs1alRq6529vT35+fkcOnSIkydPcv78eX1ukZeXp8e9sqBpGg0aNCAhIYHu3UtH1Hn00Ud1A5mnpydVqlTBxcUFe3t7Pe5nfn4+BQUFeiksLLQqIqKX4tiaRzRq1KjUOTWv/X3mtVCU4XTNmjWcPHmSo0eP0r9/fyZOnKiHxahatSpHjhwhISFB/27NmTOHKlWq8OCDD+p64uPj6dWrF4cPHyY2NpaHH36YoUOH6rtnunbtyhNPPIGvry/r1q3j+PHjhIeHW+nYtWsXc+fOZf78+Zw6dYqvvvqKM2fOlBkfT3Fv8VfzULsbD7QOwAsUGaDKCxyQLSJOJa5NBqoDu0Wk7A3UZbe9mop5qP0A3A8kiEjdO+j8DugCXBCRaiXqLB/iEhEZc7f9tdHWEGANRYa+f4nI6l+goyJbPi35n5WH2t+U0NBQrl+/btOQAtCmTRseeeQR1qxZwwcffKBvPZwyZQqxsbFs2rQJKFppe/3118uMxSEidOnSBUdHR77++mubsSYswY7j4+Pp3LkzW7Zs0d3vo6Ki6NWrF3v27NG3MwwdOpSoqCg91sSXX35JSEgIR44cwdXVlTVr1jBnzhxiYmJ0l/B3332X999/n0OHDqFpGjNnzmT79u3s3v3zruxXXnmFY8eOsXnzZgBGjRpFZmYmn3zy8+7rgQMHUqlSJZYuLR1SsWrVqnzwwQc88sgj+rkzZ87wwAMPWAVmLSgoIDAwkNdee42BAwcC0LNnTzp16sSECRNsjqPlMxkxYoRV7BJbrFmzhq+++opx48bx1FNPERcXp7vPjx49mvz8fKtJ2MqVK1m2bBmRkZFWxq3jx4/z4IMP6rFgWrRowa5du7hw4QJPP/00R44cwcXFheeff57+/ftjb2+Pg4ODXhwdHYmJiaFv3756MOHizJw5kxdffJGcnBx9ZfhOWBIFmEwmbt26pcf3saziFt+yqlAoFIq/BwaD4XeJL2lJbHP58uUKyzds2PCuFo6ysrKsDDLFsRX/E4ru38/PD5PJRGhoKO+88w6FhYVUrVqVsLAwdu7cyaRJkygsLMRoNLJw4UIGDx6sJ4iwFMtxQkKCPt+rUqUKL730Eo8//rg+zvPnz9czlb/00kv06dOnlIHMUmwZz8qqs+Du7k7dukWvZ2fPnqVTp076NthatWqxZ8+eUvGx1Lz295nX2iIzM5OAgAA+/fRTHnjgAZsy3bp1IzAwkLfffhsoSszQpEkTvvjiC9q2bQsUxVOsX7++ruf69eu0aNGCtWvXlqm3gvNatXJ7j/JXi6FWITRNmwZMraC4o41zlqyepd++fl0shr6KPBEvlbjGFtf+t+4UISIf3fZOewp4V9O0L0XkrnTfyUCmvEEUFaVGjRoMHTqU2bNn07VrV5uTBi8vL3bt2lVmLI7Y2Fji4+NZunRpmYFbLd/JqKgo3NzcrGJZBAUF4ebmRmRkJPXq1SMqKoqAgACrzEJdunQhNzeXmJgYOnToQFRUFO3atbPKsNWlSxdmz55NcnIyNWvWJCoqqlTQ0y5durB+/Xo9sGlkZKRV4FaLjK3tkWVRfHumBYPBgNls5r///S8DBw4kLS2NQ4cO0a9fP3r16sXZs2fx8/Pj1VdfLbXtYsmSJSxYsICqVavSq1cvRo8ebbX6ffLkSRYsWMDWrVs5e/Zsqf7k5ubi6Gj9r9fBwYGLFy9y7tw5qwlqw4YN9Wyezs7OPPjgg9jZ2VG5cmViYmKIj4+nUqVKVK5cucxsZm3btiUpKYnDhw/zzTff8Mknn1BQUMCwYcN49dVX0TQNR0dHXF1dycnJ0VeyHRwcyM7O5sqVK+Tk5OjZuixbKMojOzubixcv6ls1LLFZLFtczWazvh0lJSWlVAw3k8mEo6NjqS0tJbHIOTg4cP36davYLwqFQnEvYivQf0XRNE3PaFxSpyVYeUFBge7pZCvbsSWzspeXF9euXePGjRs4OTnp2RCvXLlCeno6eXl5ODo66hmg8/LyyM7O1v/fW547mZmZegZRNzc3KleuTHJyst5upUqV8PX15ebNm5jNZv35aTabSU9P17exWbJS37p1S0+w4OLiQtWqVe963u3k5ET16tW5dOkSBQUFmEwmzGYzTk5OeHh46IkKcnJyuH79up7F0TIXWLhwIS+//DLnz5+nZcuWmEwmWrduzcCBAzly5AhBQUF33IIaGBjIo48+SmpqKmazmYKCAt3YlpeXx+jRoxk1apQuf/r0ab2fZrNZ/93R0VE/roinnsWwVjyjaK1atThx4gRff/01mqbx6KOPVmguYAs1r/3f57UlycvL4+OPP8bNzc2m5yAUZYyNjY212qbp7u6Ov78/n332GYGBgZjNZj766CO8vLz0ZAwREREUFhZy8eJFOnXqxI0bN2jdujVTp06latWqwN3NaxX3HvecQU3TtH/wszHtDEWB9fdSlJ3zhogU3JZ7HZh8B3W/l4tBRdqpyJPw11wW+5Iig5ozRdlM1/2KuhUKnfDwcPz8/KzOPf/884wbN04/Dg0NZePGjXz++ec88cQTpXTMmzeP559/nsaNG9OoUSPatGlDz549ad26NYC+ymoJvgpFGRyLu9e/9tprDBs2jJSUFDw8PEq1YYl/AZCSklIqDXalSpUwmUx6psWUlJRSD9Diab5r1qxpU4+Xlxf5+flcvXoVHx8fPSV3SZmSiRzKw8/Pj+rVqzNnzhzefPNNnJycWL58OSkpKfoKt8XwNX/+fKZOnUrjxo357LPPePLJJ/n+++/1FO3Dhw8nMDCQypUrEx0dzezZs0lKSuKtt94CiiYVzz33HJMnT6ZatWo2DWpdunRh6tSp9O/fn/bt25OYmKhPpGyNm6OjI71797Z5b/7+/hUaA6PRSFBQEEFBQaUCHReXKTlxNZlMVpm+Koqjo6O+sn0nKleufFe6LavOhYWFVhNpW7HiLLJ3S/HrLL9btsFY2rwb3SW9Ge50Xcl7K66juHdERdq3vByXlLV1L7a8Lmy1YdkaZKm3eFxYXjIt+ix1xdsvHiDbYDBYtWu5b8uLtOX3kmNh0Wm5h/I+m+J9KBmc21JX/OVRRMjPz9fjC1muK/6ds/xu0VPS4FBcX/E2io9Dcd3Fr8/Pz0dErGIn1q5dW9+2VbwvFh3F9Za8l5JjUHw8i4938c8LsPocLfXFvzuWcyXHX9M0CgoKrDLJFe93QUGB1Wdcsk/FZYu3V/y7aZEp+f0sLmP5vfh3x9bfbMlzlr6X/HuryN/dL/1/cyfu5u+9+DXF/yZ+jT7Yat/Ly6vUM9rb27vc2J0lsRjiimPLKGAJkF/8uOS5X5PKlSuX+Xyy/I25uLjYNPgAVK9e3SpGFxRlZ6xZs2aF2jcajRiNxnLl8/Pzrbzainu53bx5U4+dZUHTNCtjW0njm2Wxy9b3xsHBwSp+WVmoee1vP6+1sGPHDp577jmys7Px9vZmw4YNZWa0Xb9+Pf7+/lbZRDVNY+PGjQwbNgx/f399u/C6dev0uV9SUhIiwuLFi5kxYwaurq7MnTuX/v37s2vXLkwm013PaxX3FvecQQ2w7ENKB+6/nXnTFu7l6EijaMtn1V+xX7a4evtnRaKEWpYMrpYr9euRWuz3Wr9Tm4q/Ie3bt2fu3LlW50pO4Dw8PBg1ahTz5s2zaVhp164dBw4c4NChQxw8eJC9e/eyatUqXn75ZasJTPHJsLu7O+Hh4QD069fPKnOVrUlzycl0WRP78mQq8rJu68XhTi9Ad8JkMrFq1SpefPFFGjZsiMFgoGPHjlbxHyztDhkyhP79+wNF8cv27t3L+vXrmThxIoDVqmLDhg2pVKkSI0aM4LXXXsPd3Z3Zs2fj7++vB4W1xaBBg0hMTGTIkCHk5+fj4uLC8OHDeeutt361l597GctnX5Gx+qUvt7a+fyWNUnej+277Yevefmnbxb0M7qSvonpL9s9ybIkVWFxPSVmLh4ytvljOF6+31f+yri/r2NIHiwGoZF3xc5YXTluUjKdo63xZx+V5Udi6X4uB0pahu2T7ZZ239TnYaqus8S7rb63kOJYcb4sOWzK22rSlv+TxnT7jkufuVH+nvv+Sv4/favfBL9Fra8x+7z4ofnssRrfysBjdSm4pzc3N5caNG+Tl5ZUyWJtMJjw8PPD19b3rPql57W8/r7XQoUMHwsPDuXLlCp988gnBwcH6NuDi5OTk8MUXXxAaGlqq3VdffRVPT089Ade6desYMmQI27Ztw8fHh8LCQvLy8pg5c6bufbd06VKaNWvGvn376NKli5rX/s25Fw1qjW//3FWOMQ2gVTl1hygyqLXSNM1JRLLusg8V9Ww7SlEMtdqapnmX1V9N00xAi2LX/B4Uj9N243dqU/E3xMnJidq1a99RLjg4mDVr1pQZ4NNkMtG2bVvatm3LmDFjWLhwIQsWLGDMmDG6d9WpU6do3LjoX4TBYNDbLT4Z8/b2Ji0trZT+q1ev6itq3t7eVsFToSgtfF5env4Q9/b2LrXaZtFbXI8tGcvWCYusLZmSq3t3omnTpoSHh5ORkUFeXh4eHh706NGDZs2a6X0BqF+/vtV1/v7+5cYWs2SpSkhIwN3dnb179xIXF6evxlkmUo0bNyYkJISXX34ZTdN47bXX+Pe//01qaioeHh7s2bMHQK3iKRQKhUKh+NWwGN2cnJzKlCm+ldRibCseJuNuUPPa32deCz+Pde3atQkKCqJ9+/asX7+esWPHWslt2bKF7OxsnnzySavz+/btIzw8nOPHj+Pq6grAnDlziIiI4LPPPmPMmDH6Ntji82MPDw+qVKmiz4/VvPbvzb1oMrX8Bynzv6amac2BdmXVA5uL6RhZjlxZ5Nz+eaf/xOGWLgHPliP3BGDx6Q4vR+7XpPh/nCO/U5sKRZk4OzsTGhrKokWLKpTKvX79+uTn55OTk0OTJk3w8/Nj6dKld4y7EhQUREZGBtHR0fq5Q4cOkZGRobuJBwUFceLECauAwBEREZjNZj3mQlBQEAcOHLBaIYyIiMDHx0d/uAYFBVkFbrXINGvWTI/z0apVK5syxV3W7wY3Nzc8PDxISEjg8OHDeqasGjVq4OPjw+nTp63kT58+XWrLRnGOHCn692CZcKxatYrw8HB27NjBjh079K2gYWFhDBs2zOpag8HAfffdh8lkIiwsjKCgIJtbXxQKhUKhUCh+K0wmE87OzlSuXBlvb2+qV69e5tbBXws1r7WW+aXz2pKUjEkLRds9H3744VJbX7OzswHbXtWWcbVssy0+P05PT+fq1aul5sdqXvv35F40qMXf/vmApmmlAthomuYFfHwHHR8DFpeMWZqmlZnpU7OdzdKSzMBb0zTXctr5Arhw+/eJmqY1s6G/BkVx4ACyANtpYyqIpmnDNE0rN4qmpmnjgMduHyZSFINOofhNyM3NJSUlxapcvWp7Z/PgwYNxc3MjLCzM6vzjjz/ORx99RExMDMnJyezcuZM5c+bQoUMHXF1d0TSNBQsWcPr0aXr37s327dtJSEjg5MmTrF27litXrujbXPz9/enatSsvv/wyUVFRREVFMX78eLp166bHqujcuTP169dn7NixHD16lL179zJ9+nQGDRqkr3D17dsXe3t7QkJCiIuLY9u2bSxevJjg4GDdrX3o0KGcO3eOadOmER8fz4YNG1i/fr1VkN3hw4cTERHBkiVLOHXqFEuWLGHPnj1WWTZv3rxJbGwssbGxQFG8h9jYWCvPss2bN/PDDz9w9uxZvv32W/r3788jjzyiu69rmsbo0aN5//332bJlC4mJibz55pucOnWKAQMGAEWBbVesWEFsbCxJSUl89dVXTJgwgYcffphq1YqcWmvXrk2DBg30Yplk+fv765OKq1evsnbtWk6dOkVsbCyTJ09m8+bNvP7663f79VEoFAqFQqH406Dmtb/9vDYrK4s5c+YQFRXFuXPnOHLkCC+99BIXLlygZ8+eVmOZmJjIgQMH9Iz2xQkKCqJSpUqEhIRw7Ngxzpw5w4wZM0hOTuahhx4CoG7dunTv3p3JkycTGRlJXFwcISEh+Pn50b59e0DNa//2WIJ2/lkL0IWiLZQCTKuA/BPF5JOBMRRtq2wPvEyRAasQ+MEiV4aerkDebZl8igxZ/wRa3tY3DPgUuGXj2oeK9eETirzh/AE/wK+EbI/b/REgE5gCdADaAuMoygBq0fVcGX29m/FJBK4AK4Cht9tqBjwAPEeR8cyi7xbw0G/0uVYv1k713+n7pPiT0bx5c7GzsytVvLy8RETE2dlZKlWqJJGRkfo1X3zxhbi4uEjVqlX1c/Pnz5eAgABxcHAQg8Egjo6O0qBBA9m0aZNVexEREdK8eXNxcnISg8Eg9vb2Uq1aNXnhhRckOztbl0tMTJTAwEAxmUxiMpkkMDBQkpOTrXQdPHhQ6tatK0ajUcxms7Rv315u3LhhJbN582bx9fUVg8EgDg4O0qtXLykoKLCSWb58uXh4eIjBYBBnZ2cZMWJEqXGaMmWKuLm5icFgEDc3N5k+fXopHY6OjmI0GsXOzk7c3d3F19dXQkJCdJklS5aIj4+PmEwmMZvNUqdOHVm1apVen5SUJL6+vuLm5iYmk0kfH09PT/nqq69ERCQmJkZ69Ogh1atXF0dHR7G3txcfHx8ZOnSoVX/OnTsnQ4cOlbp160rt2rXFxcVF0tLS9PorV65Iu3btxMnJSYxGo7i5uUnv3r3l7Nmzpe5doVD8PTl+/LgcOXJEjh8//kd3RaFQKCqEmtf+PvPanJwcefbZZ6Vhw4bi7Ows9vb24urqKh07dpRz587pehISEiQoKEgcHBzE399fRo4cKSkpKVZt9ezZU9zd3fX5ce3ateWzzz6zktm7d6/4+/uL2WzW59C7du3S62NiYsTe3l4MBoM+Np6enlYy8iewq6jy25Q/vAN37OBdGtRuX/NBsWtKlnwgBJhWnkHttp7uFCUBKEuXzesp8vzbfxfyz1C0TbS8Pv+7nH7erUGt3PvhZ2Nkt9/wc1UGNYWEhITIwIED5fLly1YlPT1dRERat24ttWvXlr59+1pdN3nyZOnXr59+PGbMGOnQoYOEh4dLUlKSHD58WN5//33ZuHGjLnPo0CHx9/eXnj17yvbt2+XMmTNy5MgR2bRpk/Tu3VtiY2N12YEDB0rXrl0lMjJSIiMjpWvXrlZGo/z8fOnatas88cQTcuTIEdm9e7c0b95cJk6cqMtkZGRI06ZNZdSoUXL8+HHZunWr+Pv7y9KlS3WZs2fPSt26dWXy5Mly8uRJ+eSTT6RmzZqyZcsWXSYyMlKqV68uixcvlvj4eFm8eLHUqFFDoqKidJmdO3fKG2+8IVu3bhVfX1/Ztm1bqbF+6aWX5P7775d9+/ZJUlKSfPTRR1K9enX55ptv9Hsq+Tm89dZbUq9ePasJ1ZYtW6RBgwayZs0aOX36tJw6dUo2b958V2OTmJgotWrVktmzZ0tCQoLExMRI37595aGHHrL5PVEoFH8/lEFNoVD81VDz2t9vXpuQkCANGzaUGTNmyJEjRyQxMVF27NghqampIiJy8+ZNadeunTz77LNy7NgxOXbsmAwbNkweffRRKyPg8uXLJTIyUpKTk+XgwYPSs2dP6dmzp16fmZkpDRo0kNDQUDl16pTExcXJ8OHDJTAwUHJzc0Xk50XpPXv2WH3ulvrb/OF2FVV+m/KHd+COHfwFBrXb1w0GdgMZt41VicBaoM3t+jsa1G7LVQb+DeyjKPtnLnAOOADMApqUcZ0rMAP4iSLPs8Ly2gNqAwuBYxQlAcgCTlHkSRZ4hz7ejUGtHhAMbAAOA5co8sTLvN3efyjyvnP6jT9XZVBTSEhIiAwbNqzM+tatW8vkyZOlZs2aEh4erp8vOfEICAiwmmSUpLCwUDp16iTdu3cvtZJWXEZE5OTJk+Lr62v1YI+MjBRfX185deqUiBQ96KtVqyaXLl3SZcLCwqRWrVqSkZEhIiKrV6+WgIAAuXXrli7zzjvvSPPmzfW2ZsyYIR07drTqx4QJE6we5MHBwTJw4EArmQEDBsioUaNs3kdZE48uXbrI22+/bXXu4Ycflrlz59rUIyLy0EMPybhx4/TjvLw8adGihaxbt67MayoyNps3b5YaNWpYfRbbt2+XqlWrlpx8KBSKvynKoKZQKP5qqHnt7zevDQ4OljFjxti8RkTk+++/l2rVqun9FxFJT08XX19f2b17d5nXffvtt1bz0Z9++kl8fX3l/PnzusyxY8fE19dXEhISRORng9rRo0fL1Ct/AruKKr9N+dPHUBOR70VEu12m3cV1H4tIJxFxExEHEaktIkNF5L+366dZ9N5BT7qIzBGRDiLiKSJmEakuIu1EZJKI2My6KSKZIjJZRJqLiKuI2JXXnogkikioiDQSERcRcRIRPxEZKSLlJgW4m/ERkdMislxEnhaRZiJyn4iYbvfRT0SeEJHVcveZTRWK34QaNWowdOhQZs+eXWbgVS8vL3bt2sWNG7YT0sbGxhIfH89zzz1XZvpqS/yHqKgo3NzcaNmypV4XFBSEm5sbkZGRukxAQIAeiB+gS5cu5ObmEhMTo8u0a9cOs9lsJXP58mWSk5N1GUsMs+Iyhw8f1oO+RkZG2pSx9KWitGnThu3bt3Pp0iVEhH379nHmzBm6dOliUz4mJobY2FirmBNHjhzh0qVL2NnZ0a1bN5o3b86gQYM4ceKELlORsWnWrBl2dnZs3LiRgoICMjIy+M9//kPnzp31oLUKheLvjb29vV4UCoXiXkHNa//3eW1hYSE7d+6kbt26DBgwgMDAQHr06ME333yjy+Tm5qJpmtUzxN7eHjs7O/773//a1Juens7nn39Oq1at9PlovXr1qFKlCuvXrycvL4+cnBzWr19PQEBAqaQEzzzzDIGBgfzzn/9ky5YtFb4fxV+bP71BTaFQ3NuEh4fj5+dnVRYsWGAlExoaSnJyMp9//rlNHfPmzePgwYM0btyYRx99lKlTp3Lw4EG9/syZMwB68FUoStFdvE1L2vKUlJRSWYCgKEW2Jc13SkpKqfTelSpVwmQykZqaWqaM5fhOMvn5+XoA29TUVJsyJVOO34mZM2dSv359WrZsSa1atRg4cCBz5syhTZs2NuXXr1+Pv7+/VdalpKQkAObPn09oaChr166lUqVK9OvXj/T09DLvqeTY1KhRgw0bNjBnzhw9icGFCxdYtmzZXd2TQqG4d6lTpw7+/v7UqVPnj+6KQqFQVBg1r/3t57VpaWncvHmTd999l65du7JhwwYeffRR/vWvf7F//34AWrZsiZOTEzNnziQ7O5usrCxmzJhBYWGhVTZTKJoj16tXj0aNGnH+/Hl97ABcXFzYtGkTmzZtok6dOvj5+fH999/z8ccfYzQagaKMrdOmTWPlypV8/PHHdOzYkVGjRrFp06YK35Pir4syqCkUij+U9u3bEx4eblX+7//+z0rGw8ODUaNGMW/ePKt03RbatWvHgQMH+PTTT+nRowcnTpygT58+pSYwltU6AHd3d709Nzc3K73F5SyIiNV5WzIlz5eUEZFy5YvL3ElPWe2XxapVq4iKimLNmjV8++23TJs2jX//+9/s2bOnlGxOTg5ffPGFnt3TgmUlNSQkhB49etC0aVMWLlyIpmls3ry5zP6WPJ+SksJLL73EU089xbZt2/j8888xm80MHz7c5hgpFAqFQqFQ/BVQ89rffl5r0dm9e3dGjhxJ48aNGTNmDA899BBr164FisZ4xYoV7NixAz8/PwICAsjIyCAwMFDPgGph9OjR7Nixgw0bNmBnZ8cLL7ygt5GTk8OLL75I69at2bJlC19++SUBAQEMHjyYnJwcAKpUqcLIkSNp0aIFzZo1Y/z48TzzzDO89957Fb4nxV8X4x/dAYVC8ffGycmJ2rVr31EuODiYNWvWWK0aFcdkMtG2bVvatm3LmDFjWLhwIQsWLGDMmDG6h8OpU6do3LgxAAaDQW/XssIE4O3tTVpaWin9V69e1VfUvL29OXTokFX99evXycvLw9PTU5cpudpm0Vtcjy0Zo9GIu7u7LmtLpuTqXnnk5OTwxhtv8P777+tpwBs2bMjRo0dZunQpHTt2tJLfsmUL2dnZPPnkk1bnvb29Aahfv75+zmw2U6tWLT2VeUXGZvXq1bi6uvLaa6/pMu+++y5BQUEcOnSIoKCgCt+bQqFQKBQKxZ8FNa/97ee1VapUwWg0Ws1HAfz9/a22c3bu3Jn9+/dz9epVjEYjbm5uNGvWjBo1apTSV6VKFerWrYu/v7/VfPSLL74gOTmZzZs369tr33vvPRo0aMC3335L7969bfYxKCiIdevWVfieFH9dlIeaQqH4S+Ds7ExoaCiLFi0iMzPzjvL169cnPz+fnJwcmjRpgp+fH0uXLi0zXoWFoKAgMjIyiI6O1s8dOnSIjIwMfftjUFAQJ06csHIZj4iIwGw207RpU13mwIEDViuEERER+Pj46A/yoKAgdu/ebdV+REQEzZo102M3tGrVyqZM8a2YdyIvL4+8vLxScTYMBoPN8Vi/fj0PP/xwqS0CTZs2xWw2c/r0aSvdycnJehyJioxNdnZ2qdVBS9+Uh5pCoVAoFIp7HTWvtZa5m3mtyWSiWbNmVvNRKNoKWzKuGRQZzNzc3Ni7dy9paWl07969TN2WeeitW7eAojmrnZ1dKQ87TdPKHfujR49axaRT3Lsog5pCofhDyc3NJSUlxapY4iyUZPDgwbi5uREWFmZ1/vHHH+ejjz4iJiaG5ORkdu7cyZw5c+jQoQOurq5omsaCBQs4ffo0vXv3Zvv27SQkJHDy5EnWrl3LlStXdAOPv78/Xbt25eWXXyYqKoqoqCjGjx9Pt27d9FgVnTt3pn79+owdO5ajR4+yd+9epk+fzqBBg3B1dQWgb9++2NvbExISQlxcHNu2bWPx4sUEBwfrD+WhQ4dy7tw5pk2bRnx8PBs2bGD9+vWMGjVKv7fhw4cTERHBkiVLOHXqFEuWLGHPnj2MGDFCl7l58yaxsbHExsYCRbHOYmNjda8xV1dX7r//fmbMmMEPP/xAUlISGzdu5LPPPuPRRx+1GsvExEQOHDhglYzAgqurK0OHDmXevHlERERw+vRpXn31VQB69epV4bH5xz/+wU8//cTbb79NQkICR44cYdy4cVSvXp0mTZrc6SujUCj+BiQnJ5OYmKgHu1YoFIq/Ampe+9vPa6Fom+ZXX33FJ598QmJiIh9++CE7duxg2LBhuszGjRuJiooiMTGRTZs2MXLkSEaOHKnfd3R0NB9++CGxsbGcO3eOffv2MXr0aGrXrq0b+Dp16kR6ejoTJ04kPj6eEydOMG7cOIxGI+3btwfg008/5YsvviA+Pp7Tp0+zdOlS3n//fZ599tm7+/Io/pr80WlGVfl7FqA6ILdL9d+pXcWfjJCQEPH19S1VHnjgAREpSi++YsUKq2u++OIL8fX1tUovvnjxYunZs6c0bNhQateuLe3atZPXXntNrl69anXt6dOnJSQkRFq2bCk1atSQgIAA6du3r3z00UeSl5eny127dk2ef/558ff3F39/f3n++efl+vXrVrrOnTsnQ4YMkTp16kjDhg1l4sSJVqnERYrSavfp00dq1aolzZo1k/nz5+upxS388MMP0q1bN6lZs6a0adNG1qxZU2qcNm/eLA888IDUrFlTOnbsKFu3brWq37dvn81xDAkJ0WUuX74soaGh0rx5c6ldu7Y88MADsmzZslL9mT17trRs2bLMNOy5ubkyffp0CQwMFH9/f3nqqackLi7urscmLCxMunXrJvXq1ZMmTZrIM888I/Hx8TbbVCgUfz+OHz8uR44ckePHj//RXVEoFIoKoea1v9+8VkRk/fr1cv/990vt2rXlH//4h3zzzTdW9TNnzpSmTZtKzZo1pX379qXmvceOHZMnnnhCGjZsKLVq1ZI2bdrIK6+8IhcvXrTSExERIf/85z8lICBAGjRoIE8++aRERkbq9Rs3bpROnTpJ3bp1xd/fX7p37y7/+c9/St72H/7+rcpvUzQRtb1G8fujaVp1wLLsXENEzv0Ozaovu0KhUCgUfwHi4uLIz8/HaDTSoEGDP7o7CoVCoVD8L9xdNjHFXwa15VOhUCgUCoVCoVAoFAqFQqG4C5RBTaFQKBQKhUKhUCgUCoVCobgLlEFNoVAoFAqFQqFQKBQKhUKhuAuUQU2hUCgUCoVCoVAoFAqFQqG4C5RBTaFQKBQKhUKhUPxtCA0NpWrVqqXKwIEDAWjTpg1Vq1YlKirK6ropU6bw+OOP68dZWVnMnDmTdu3aUbt2bZo0acLjjz/Ojh07rK5LTExk3LhxtGrVilq1atGiRQueeuopPv/8c/Lz83W569evM3bsWAICAggICGDs2LFkZGRY6Tp//jzPPPMM9erVo3Hjxrz22mvk5eVZyRw/fpx+/fpRp04dWrRowdtvv03JRHT79++ne/fu1K5dm3bt2rF27dpS47R161Y6d+5MrVq16Ny5M9u2bbOqP3DgAM888wwtWrSgatWqfPPNN6V0vPXWW3Ts2JF69erRoEEDnnrqKQ4dOqTXJycn2/wsqlatyubNm3W5M2fOMGzYMBo3bkz9+vX55z//yb59++5qbG7dukVoaCgPPvggNWrU4P/+7/9K9VehUCjuBuMf3QGFQqFQKBQKhUKh+D3p2rUrCxYssDpnb29v9fusWbP4/PPPy9TxyiuvEB0dzaxZs6hfvz7Xrl0jMjKSa9eu6TLR0dH079+fgIAA5syZg5+fHzdv3uTkyZOsXbuWBg0a0KhRIwBGjx7NxYsXWbduHQDjx49n7NixrFmzBoCCggKGDBmCh4cHX375JdeuXeOFF15ARJg1axYAmZmZPP3007Rv355t27Zx5swZQkNDcXJyYtSoUQAkJSUxePBgBg0axLvvvsvBgwf597//jYeHBz169AAgKiqKUaNGMWHCBB599FG2bdtGcHAwYWFhtGzZEigyKDZq1Ij+/fszfPhwm2NUt25dZs+eTc2aNcnJyWHFihUMGDCAH374AQ8PD6pWrcpPP/1kdc3HH3/Me++9x4MPPqifGzx4MPXq1eM///kPDg4OrFy5kqFDh7J//368vb0rNDYFBQU4ODjwr3/9i61bt5b5uSoUCkWFERFVVPndC1AdkNul+u/UrkKhUCgUir8Ax48flyNHjsjx48f/6K4o7kFCQkJk2LBhZda3bt1aJk+eLDVr1pTw8HD9/OTJk6Vfv376cUBAgGzcuLFMPYWFhdKpUyfp3r27FBQUlCkjInLy5Enx9fWVqKgovS4yMlJ8fX3l1KlTIiKyc+dOqVatmly6dEmXCQsLk1q1aklGRoaIiKxevVoCAgLk1q1busw777wjzZs319uaMWOGdOzY0aofEyZMkJ49e+rHwcHBMnDgQCuZAQMGyKhRo2zeh6+vr2zbtq3MsbCQkZEhvr6+smfPnjJlHnroIRk3bpx+fOXKFfH19ZUDBw7o5zIzM630VGRsinOn74BC8Svzh79/q/LbFLXlU6FQKBQKhULxp6JKlSp4eHhQpUqVP7orir8pNWrUYOjQocyePZvCwkKbMl5eXuzatYsbN27YrI+NjSU+Pp7nnnsOOzvbr12apgFFHmFubm669xdAUFAQbm5uREZG6jIBAQH4+PjoMl26dCE3N5eYmBhdpl27dpjNZiuZy5cvk5ycrMt07tzZqh9dunTh8OHD+hbJyMhImzKWvvwS8vLy+Pjjj3Fzc9O98koSExNDbGysvv0WwN3dHX9/fz777DOysrLIz8/no48+wsvLi6ZNm+r3dKexUSgUil8bZVBTKBQKhUKhUPyp8Pb2xtfXF29v7z+6K4p7lPDwcPz8/KxKyS2goaGhJCcnl7ntc968eRw8eJDGjRvz6KOPMnXqVA4ePKjXnzlzBoB69erp59LS0qzaXL16NQApKSl4eHiUasPDw4OUlBRdxsvLy6q+UqVKmEwmUlNTy5SxHN9JJj8/n6tXr+qytmQsfbkbduzYgZ+fH7Vr12bFihVs2LChTGP5+vXr8ff3p1WrVvo5TdPYuHEjR48exd/fnzp16rBixQrWrVuHm5tbmfdUcmwUCoXi10YZ1BQKhUKhUCgUCsXfivbt2xMeHm5VSgap9/DwYNSoUcybN69U4H+Adu3aceDAAT799FN69OjBiRMn6NOnTynDnMULDYq8rSztubm5WektLmdBRKzO25Ipeb6kjIiUFC9T5k56ymq/PDp06EB4eDhfffUVXbt2JTg4mLS0tFJyOTk5fPHFFwwYMKBUu6+++iqenp6EhYXx9ddf88gjjzBkyBAuX75cZn/vdF6hUCj+V5RBTaFQKBQKhUKhUPytcHJyonbt2lalcuXKpeSCg4PJycnRPclKYjKZaNu2LWPGjGHDhg2MHz+ehQsXkpeXR506dQA4deqULm8wGPT2jMaf88N5e3vbNDJdvXpV97zy9vYu5SF2/fp18vLy8PT0LFPGorc8PWlpaRiNRtzd3XVZWzIlvcAqgmWsg4KCePvttzEYDKxfv76U3JYtW8jOzubJJ5+0Or9v3z7Cw8NZunQprVu3JjAwkDlz5uDg4MBnn31W5j2VHBuFQqH4tVEGNYVCoVAoFAqFQqGwgbOzM6GhoSxatIjMzMw7ytevX5/8/HxycnJo0qQJfn5+LF26tMw4bBaCgoLIyMggOjpaP3fo0CEyMjL07Y9BQUGcOHHCyisrIiICs9msxxILCgriwIEDVp5vERER+Pj4UKNGDV1m9+7dVu1HRETQrFkzTCYTAK1atbIpU3wr5v9Cbm5uqXPr16/n4YcfLrX1NTs7G6BUHDo7Ozt9XCsyNgqFQvFrowxqCoVCoVAoFIo/FXFxcRw9epS4uLg/uiuKe5Tc3FxSUlKsiiV+WEkGDx6Mm5sbYWFhVucff/xxPvroI2JiYkhOTmbnzp3MmTOHDh064OrqiqZpLFiwgNOnT9O7d2+2b99OQkICJ0+eZO3atVy5cgWDwQCAv78/Xbt25eWXXyYqKoqoqCjGjx9Pt27d9BhsnTt3pn79+owdO5ajR4+yd+9epk+fzqBBg3B1dQWgb9++2NvbExISQlxcHNu2bWPx4sUEBwfrWx+HDh3KuXPnmDZtGvHx8WzYsIH169czatQo/d6GDx9OREQES5Ys4dSpUyxZsoQ9e/YwYsQIXebmzZvExsYSGxsLQFJSErGxsZw/fx6ArKws5syZQ1RUFOfOnePIkSO89NJLXLhwgZ49e1qNZWJiIgcOHLBKRmAhKCiISpUqERISwrFjxzhz5gwzZswgOTmZhx56qMJjA3Dy5EliY2O5du0amZmZVv1XKBSKu+aPTjOqyt+zANUBuV2q/07tKhQKhUKh+Atw/PhxOXLkiBw/fvyP7oriHqR58+ZiZ2dXqnh5eYmIiLOzs1SqVEkiIyP1a7744gtxcXGRqlWr6ufmz58vAQEB4uDgIAaDQRwdHaVBgwayadMmq/YiIiKkefPm4uTkJAaDQezt7aVatWrywgsvSHZ2ti6XmJgogYGBYjKZxGQySWBgoCQnJ1vpOnjwoNStW1eMRqOYzWZp37693Lhxw0pm8+bN4uvrKwaDQRwcHKRXr15SUFBgJbN8+XLx8PAQg8Egzs7OMmLEiFLjNGXKFHFzcxODwSBubm4yffr0UjocHR3FaDSKnZ2duLu7i6+vr4SEhIiISE5Ojjz77LPSvHlzqVmzpnh7e4ujo6NMnjzZSs/ly5elXbt24ujoKHXr1pVu3brJ5s2b9fp9+/aJl5eXODg4iNFo1MfQw8NDoqOjRURkw4YN4uPjI46OjmIwGMRoNIqLi4v4+vpKamqqiIicOnVK3N3ddR0mk0lcXV3lvvvuK3XvCsWvzB/+/q3Kb1OUh5pCoVAoFAqFQqH429C5c2eefvppLl68aFXi4+MBaNSoEe7u7syaNUu/pk+fPowbN4527drp5xITE/H09GTLli0kJCRw4MABxo8fT35+vi4THR3N8OHDqV69OmFhYcTHxxMZGcnixYs5e/asngkUYOLEiXh6erJ//37279+Pp6cnkyZN0usLCgqYMGECLVu2JDo6mvDwcLKyspg9e7Yuk5mZyaRJk+jduzdHjx5l06ZNxMXFsWLFCl0mKSmJuXPnMnr0aI4fP86KFSv49ttv2bp1qy4TFRXFBx98wMyZM4mLi2PmzJmsWrWKQ4cO6TJ+fn5MnTqVL7/8Eh8fH9atW8eFCxdYuHAhAPb29rz//vtER0ezfPlyAgMDCQgI0LeeWhg7dizu7u7s27ePXbt28dhjjzFq1CiOHj0KQOvWrTl69Chnz57l/PnzXLhwgTFjxlCvXj2aNWsGQO/evYmJiSExMZELFy5w/vx5evXqxf3336/HUDMajSxdupTDhw+TmJjIli1bqF27Ni+88EJFvzoKhUJhzR9t0VPl71lQHmoKhUKhUCjKQHmoKX5LQkJCZNiwYWXWt27dWiZPniw1a9aU8PBw/fzkyZOlX79++nFAQIBs3LixTD2FhYXSqVMn6d69eykPseIyIiInT54UX19fiYqK0usiIyPF19dXTp06JSIiO3fulGrVqsmlS5d0mbCwMKlVq5ZkZGSIiMjq1aslICBAbt26pcu888470rx5c72tGTNmSMeOHa36MWHCBOnZs6d+HBwcLAMHDrSSGTBggIwaNcrmffj6+sq2bdts1l28eFFatGghcXFx0rp1a1mxYoVVfb169eSzzz6zOtewYUNZt26dTX25ubkSGBgob7/9ts16EZG0tDSpWbNmKb0lmTp1qvTu3btcGYXiV+APf/9W5bcpykNNoVAoFAqFQqFQKIpRo0YNhg4dyuzZs8tMKODl5cWuXbu4ceOGzfrY2Fji4+N57rnnSgXUt2CJaxYVFYWbmxstW7bU64KCgnBzcyMyMlKXCQgIwMfHR5fp0qULubm5xMTE6DLt2rXDbDZbyVy+fJnk5GRdpnPnzlb96NKlC4cPH9aTGURGRtqUsfSlohQWFjJ27FhGjx5NQECATZk2bdrw1VdfkZ6eTmFhIV9++SW5ubncf//9NuW3b9/O1atX6d+/f5ntfvbZZzg6OpaK1VacxMREvvvuuzLbUSgUijuhDGoKhUKhUCgUCoXib0V4eDh+fn5WZcGCBVYyoaGhJCcn8/nnn9vUMW/ePA4ePEjjxo159NFHmTp1KgcPHtTrLds5LUkFANLS0qzaXL16NQApKSmlslsCeHh4kJKSost4eXlZ1VeqVAmTyURqamqZMpbjO8nk5+friRlSU1Ntylj6UlGWLFmCwWDgX//6V5kyy5YtIz8/n0aNGlG7dm0mTJjABx98QO3atW3Kr1+/ni5dulC1atUydW7YsIG+ffvi4OBQqq5Xr17Url2b9u3b07ZtW8aPH39X96RQKBQWjH90BxQKhUKhUCgUCoXi96R9+/bMnTvX6lzlypWtjj08PBg1ahTz5s2jd+/epXS0a9eOAwcOcOjQIQ4ePMjevXtZtWoVL7/8MuPGjdPlLF5oAO7u7oSHhwPQr18/3SOspJwFEbE6b0um5PmSMiJSrnxxmTvpKat9W8TExLBq1Sq2b99e7nVz587l+vXrfPrpp1SpUoVt27YxcuRIvvjiCxo2bGgle/HiRb7//nuWL19epr6oqChOnjzJ4sWLbdYvX76cGzducOzYMV5//XWWLVvG6NGjK3xfCoVCYUEZ1BQKhUKhUCgUCsXfCicnpzI9oIoTHBzMmjVrdE+ykphMJtq2bUvbtm0ZM2YMCxcuZMGCBYwZM4Y6deoAcOrUKRo3bgyAwWDQ2zUaf34V8/b2Ji0trZT+q1ev6p5i3t7eVkkBAK5fv05eXp4eeN/b27uUF5lFb3E9tmSMRiPu7u66rC2Zkl5r5fHjjz+SlpZGq1at9HMFBQVMnz6dlStX8t///pfExEQ+/PBDvvvuO31LaKNGjfjxxx9ZvXp1KaPnhg0bcHd35+GHHy6z3U8++YTGjRvTtGlTm/UWz7b69etTUFDA+PHjCQ4OxmAwVPjeFAqFAtSWT4VCoVAoFAqFQqGwibOzM6GhoSxatIjMzMw7ytevX5/8/HxycnJo0qQJfn5+LF26tMw4bBaCgoLIyMggOjpaP3fo0CEyMjJ0g1RQUBAnTpzg8uXLukxERARms1k3HgUFBXHgwAErz7eIiAh8fHz07JpBQUHs3r3bqv2IiAiaNWuGyWQCoFWrVjZlihvH7sQTTzzBzp072bFjh158fHx47rnnWL9+PQDZ2dkApWLMGQyGUmMmImzcuJEnn3xS72dJbt68yebNmxk4cGCF+igi5Ofn2/TiUygUijuhDGoKhUKhUCgUCoXib0Vubi4pKSlWxRI/rCSDBw/Gzc2NsLAwq/OPP/44H330ETExMSQnJ7Nz507mzJlDhw4dcHV1RdM0FixYwOnTp+nduzfbt28nISGBkydPsnbtWq5cuaJ7Rfn7+9O1a1defvlloqKiiIqKYvz48XTr1k2Pwda5c2fq16/P2LFjOXr0KHv37mX69OkMGjQIV1dXAPr27Yu9vT0hISHExcWxbds2Fi9eTHBwsL7tcujQoZw7d45p06YRHx/Phg0bWL9+PaNGjdLvbfjw4URERLBkyRJOnTrFkiVL2LNnDyNGjNBlbt68SWxsLLGxsQAkJSURGxvL+fPngaLtrQ0aNLAqJpMJb29v/Z78/Pz0uGnR0dEkJiaybNkydu/ezSOPPGI13vv27SMpKYkBAwaU+bl+9dVX5Ofn069fv1J1n3/+OV999RXx8fGcPXuWzZs3M3v2bP75z39aeQsqFApFhfmj04yq8vcsQHVAbpfqv1O7CoVCoVAo/gJkZmZKRkaGZGZm/tFdUdyDNG/eXOzs7EoVLy8vERFxdnaWSpUqSWRkpH7NF198IS4uLlK1alX93Pz58yUgIEAcHBzEYDCIo6OjNGjQQDZt2mTVXkREhDRv3lycnJzEYDCIvb29VKtWTV544QXJzs7W5RITEyUwMFBMJpOYTCYJDAyU5ORkK10HDx6UunXritFoFLPZLO3bt5cbN25YyWzevFl8fX3FYDCIg4OD9OrVSwoKCqxkli9fLh4eHmIwGMTZ2VlGjBhRapymTJkibm5uYjAYxM3NTaZPn15Kh6OjoxiNRrGzsxN3d3fx9fWVkJAQm+M+fvx4MZlMMmTIEKvzI0eOFC8vL/2+77vvPlm8eLGVTOvWrcXJyUns7e3F19dXfH19ZebMmaXa6Nmzpzz77LPSokUL8fX1levXr+t1q1atEnt7ezEYDGIwGMRsNoubm5t88803NvurUPyK/OHv36r8NkV5qCkUCoVCoVAo/lS4uLjg6uqKi4vLH90VxT1I586defrpp7l48aJViY+PB4pieLm7uzNr1iz9mj59+jBu3DjatWunn0tMTMTT05MtW7aQkJDAgQMHGD9+PPn5+bpMdHQ0w4cPp3r16oSFhREfH09kZCSLFy/m7NmzeiZQgIkTJ+Lp6cn+/fvZv38/np6eTJo0Sa8vKChgwoQJtGzZkujoaMLDw8nKymL27Nm6TGZmJpMmTaJ3794cPXqUTZs2ERcXx4oVK3SZpKQk5s6dy+jRozl+/DgrVqzg22+/ZevWrbpMVFQUH3zwATNnziQuLo6ZM2eyatUqqxhufn5+TJ06lS+//BIfHx/WrVvHhQsXWLhwYakx/+abbzh06BCNGzemY8eOVnUdO3bkq6++4vTp00RFRfHwww+zZs0aCgoKrORmzpxJUlISP/30Ez/99BOhoaGl2tm8eTOFhYU0atSoVN3DDz9MlSpV+P7777lw4QLJycnEx8fz4IMPlpJVKBSKiqB8WxUKhUKhUCgUCsXfCrPZjLe3d5n1Q4YMYc2aNezcuZN//OMfNmV27NjB66+/rtfXqFHDKhC+iBAaGkrdunVZv349aWlpXLt2jXr16tGkSRP69euHSFHsrvj4eL777ju2bNlCy5YtAZg3bx69evXi9OnT1KtXj4iICE6ePElUVBQ+Pj4ATJs2jZCQEF599VVcXV35/PPPuXXrFosWLcJsNtOgQQPOnDnD8uXL9W2fa9eupVq1arz++utA0XbTw4cPs2zZMnr06AHAypUr6dSpE2PHjgVg7Nix7N+/n5UrV7J06VIAHnzwwQoZoy5dusTEiRNZv349Q4YMKVU/ePBg/fcaNWrw6quv8o9//IPk5GSrxBEuLi7lfmYAa9asISMjg3HjxrFr1y6bMu7u7nfUo1AoFBVBeagpFAqFQqFQKBQKRTFq1KjB0KFDmT17dpkJBby8vNi1axc3btywWX/06FFOnDjBP//5T06cOEFmZia+vr56vDNAj2sWFRWFm5ubbkyDouQBbm5uREZG6jIBAQG6MQ2gS5cu5ObmEhMTo8u0a9cOs9lsJXP58mWSk5N1mc6dO1v1tUuXLhw+fFhPZhAZGWlTxtKXilJYWMjYsWMZPXq0nsWzPLKystiwYQM1a9akWrVqVnVLliyhUaNGPPTQQyxatMgq8QLAyZMnWbBgAYsXLy6V5KA4zzzzDIGBgfzzn/9ky5Ytd3U/CoVCURxlUFMoFAqFQqFQ/Km4ceMGmZmZZRoqFIr/lfDwcPz8/KzKggULrGRCQ0NJTk7m888/t6lj3rx5HDx4kMaNG/Poo48ydepUDh48SF5eHhcvXuS7776joKCAmjVr6l5pRqMRf39/vc3Vq1cDkJKSgoeHR6k2PDw8SElJ0WW8vLys6itVqoTJZCI1NbVMGcvxnWTy8/P1xAypqak2ZSx9qShLlizBYDDwr3/9q1y51atX62Py3XffsWHDBqtMnsOHD2fp0qVs2rSJZ599lpUrV/Lqq6/q9bm5uTz33HNMnjy5lCHOgrOzM9OmTWPlypV8/PHHdOzYkVGjRrFp06a7uieFQqGwoLZ8KhQKhUKhUCj+VJw7d478/HyMRiMNGjT4o7ujuAdp3749c+fOtTpXuXJlq2MPDw9GjRrFvHnz6N27dykd7dq148CBAxw6dIiDBw/y/fffs3z5cgYNGsTgwYNxdnbGaDRSp04dXbe7uzvh4eEA9OvXz8rLyuKtVhwRsTpvS6bk+ZIylm2lZckXl7mTnrLat0VMTAyrVq1i+/btd7yuX79+dO7cmcuXL7N06VKCg4P56quvsLe3B2DkyJG6bMOGDalUqRIjRozgtddew93dndmzZ+Pv78/jjz9eZhtVqlSx0tOsWTPS09N57733yr1OoVAoykIZ1BQKhUKhUCgUCsXfCicnJ6v4XGURHBzMmjVrdE+ykhgMBvz8/HBzc+P+++/n008/5ZNPPmHWrFkYjUY0TePUqVM0btxYl7e0azT+/Crm7e1NWlpaKf1Xr17VPcW8vb2tkgIAXL9+nby8PDw9PXWZkl5kFr3F9diSMRqNuLu767K2ZEp6rZXHjz/+SFpaGq1atdLPFRQUMH36dFauXMl///tf/bybmxtubm7UqVOHoKAgGjRowLZt2+jTp49N3UFBQQAkJCTg7u7O3r17iYuLo0aNGsDPBsLGjRsTEhLCyy+/XKaedevWVfieFAqFojhqy6dCoVAoFAqFQqFQ2MDZ2ZnQ0FAWLVpEZmamfj43N5fz589z5MgREhMTMRqN+Pn50blzZ0SEvLw8mjRpgp+fH0uXLi0zDpuFoKAgMjIyiI6O1s8dOnSIjIwM3SAVFBTEiRMnuHz5si4TERGB2WzWkyEEBQVx4MABK8+3iIgIfHx8dGNTUFAQu3fvtmo/IiKCZs2a6dssW7VqZVOmuHHsTjzxxBPs3LmTHTt26MXHx4fnnnuO9evXl3utiHDr1q0y648cOQKgx5NbtWoV4eHhejtvvfUWAGFhYQwbNqxMPUePHrWKSadQKBR3g/JQUygUCoVCoVAoFH8rcnNzS3lgGY1GqlSpUkp28ODBrFy5krCwMJo2bcqZM2dIT09n/Pjx9OrViw4dOuDg4EBkZCRz5syhQ4cOeuKBBQsW8PTTT9O7d2/Gjh2Lv78/eXl5HDhwgCtXrmAwGICiTJtdu3bl5Zdf5s033wRgwoQJdOvWjXr16gHQuXNn6tevz9ixY5kyZQrp6elMnz6dQYMG6e317duXt99+m5CQEF544QUSEhJYvHgx48aN07ddDh06lA8//JBp06YxaNAgoqKiWL9+Pe+9955+z8OHD6dv374sWbKE7t278+2337Jnzx7CwsJ0mZs3b5KYmKgfJyUlERsbS+XKlalWrRru7u66x5sFk8mEt7e3fk9nz57lq6++onPnznh4eHDp0iXeffddHBwc9OypUVFRREVF6eP6008/MXXqVB5++GE9XlpJb0NLLDh/f3/c3NwA+PTTTzGZTDRp0gQ7Ozu2b9/O+++/z6RJk8r8nigUCkW5iMifugBdALmLMuyP7vNftQBvlhjLLr9hW9WLtVP9d7pHheKeJiQkRHx9fUuVAQMGiIhI69atxdfXVyIjI62umzx5svTr108/vnnzpsyYMUPatm0rtWrVksaNG0u/fv1k+/btVtclJCRIaGioBAUFSc2aNaV58+by5JNPyqZNmyQvL0+XS09PlzFjxkj9+vWlfv36MmbMGLl+/bqVrnPnzsnQoUOlbt260qhRI5k0aZLk5uZayRw7dkz69u0rtWvXlubNm8tbb70lhYWFVjI//PCDPPzww1KrVi1p27atrFmzptQ4bdmyRTp16iQ1a9aUTp06yddff21Vv3//fhk6dKg0b95cfH19Zdu2bVb1ubm5MmPGDOnatavUrVtXmjdvLmPHjpVLly5ZyfXr16/UZxEcHGwlY/lMipeZM2fq9VevXpUBAwZI8+bNpWbNmtKyZUuZOHGiZGRkWOn57rvvpEePHuLn5yeNGzeWf/3rX3L27NlS965Q/FU4fvy4HDlyRI4fP/5Hd0VxD9K8eXOxs7MrVby8vERExNnZWSpVqqQ/LwsKCmTNmjXi5OQkXl5ecvToUUlJSZE333xTAgICxMHBQQwGgzg6OkqDBg1k06ZNVu1FRERI8+bNxcnJSQwGg9jb20u1atXkhRdekOzsbF0uMTFRAgMDxWQyiclkksDAQElOTrbSdfDgQalbt64YjUYxm83Svn17uXHjhpXM5s2bxdfXVwwGgzg4OEivXr2koKDASmb58uXi4eEhBoNBnJ2dZcSIEaXGacqUKeLm5iYGg0Hc3Nxk+vTppXQ4OjqK0WgUOzs7cXd3F19fXwkJCbGSO3nypAwdOlTq168v9vb2EhgYKOfOnRMRkUuXLsmgQYPEz89PHB0dxWw2S+XKlaV79+762MTExEjHjh3F1dVVjEajODo6SufOnSU1NbVUnzds2CAPPvig3HfffWI0GuWll17S6xYtWiSenp5iNpvFaDRKpUqVZNCgQaXmGwrFb8Af/q6vym9T1JbP3wBN01ZrmiaapiX+0X2pKJqmNQPG/dH9UCgU/xtdu3blp59+sipLly7V6+3t7Zk1a1a5Ol555RW++eYbZs2axZ49e1i3bh09evTg2rVrukx0dDQPP/wwp06dYs6cOXz//fd89NFHPP3006xdu5aTJ0/qsqNHjyY2NpZ169axbt06YmNjGTt2rF5fUFDAkCFDyMrK4ssvv2TZsmVs3bqVadOm6TKZmZk8/fTT+Pj4sG3bNmbNmsWyZctYvny5LpOUlMTgwYNp27YtO3bs4IUXXmDy5Mls3bpVl4mKimLUqFH6NpQnnniC4OBgq5g0WVlZNGrUqMxxys7O5siRI4SGhrJ9+3ZWrVrFmTNneOaZZ0rJDho0yOqzsHgdFGf8+PFWMqGhoXqdnZ0d3bt3Z/Xq1ezbt49Fixaxe/duXnnlFV3m7NmzDBs2jA4dOrBjxw7Wr1/P1atX75hRTaFQKP6udO7cmaeffpqLFy9alfj4eAAaNWqEu7s7M2bM4Ny5c8TExNC4cWOeffZZ2rZtS9WqVcnJySEhIQFPT0+2bNlCQkICBw4cYPz48eTn5+ttRUdHM3z4cKpXr05YWBjx8fFERkayePFizp49y5kzZ3TZiRMn4unpyf79+9m/fz+enp5W3lMFBQVMmDCBli1bEh0dTXh4OFlZWcyePVuXyczMZNKkSfTu3ZujR4+yadMm4uLiWLFihS6TlJTE3LlzGT16NMePH2fFihV8++23pZ6XH3zwATNnziQuLo6ZM2eyatUqq+eln58fU6dO5csvv8THx4d169Zx4cIFFi5cqMskJibSu3dv/P392bRpEydOnODtt9/Wkw34+Pgwbtw47OzsePPNN4mJieHQoUOMGTMGO7uiV1Vvb29SU1MZPXo0cXFx/PDDD7i5ufHvf//b6nNdvnw5b7zxBmPGjGH//v0cPXqU7t276/W9e/fm3XffJTo6moSEBD799FNiYmKYP3/+3X2BFAqFwsIfbdG7U8HaQ+09oMkdSuU/QZ9X3+5v4h/dlwr21w747+0+X0Z5qCkUf0lCQkJk2LBhZda3bt1aJk+eLDVr1pTw8HD9fEkPtYCAANm4cWOZegoLC6VTp07SvXv3UivexWVEilalfX19JSoqSq+LjIwUX19fOXXqlIiI7Ny5U6pVq2bl4RUWFia1atXSPbFWr14tAQEBcuvWLV3mnXfekebNm+ttzZgxQzp27GjVjwkTJkjPnj314+DgYBk4cKCVzIABA2TUqFE278OWh5otoqOjxdfXV19xFynyUJs8eXK517Vu3VpWrFhxR/3FWbVqlbRs2VI/3rx5s9SoUcPqs9i+fbtUrVpVrbor/rIoDzXFb8mdnpctW7aUMWPGyH333SfLli2TkydPSmJioowePVoefPBBiYyMlNjYWKlfv756Xt6mrOdlcHCwjBkzxuY1Fnr06CFz584ts/6jjz6SwMBAqzE8evSo+Pr6SkJCgogUecPXqVNH9uzZU25bJZk6dar07t37rq5RKH4Bf/g7vyq/TfmreailiMjRO5T0P7qTf0FeAFoDccD7f3BfFArFb0iNGjUYOnQos2fPLjNAspeXF7t27eLGjRs262NjY4mPj+e5557TV49LYonTEhUVhZubGy1bttTrgoKCcHNzIzIyUpcJCAiwCgrcpUsXcnNziYmJ0WXatWuH2Wy2krl8+TLJycm6TOfOna360aVLFw4fPqwHZ46MjLQpY+nLLyUzMxNN0/Q4LRY+//xzGjduTJcuXXj99ddtjumSJUto1KgRDz30EIsWLbIKJF2Sy5cv8/XXX3P//ffr55o1a4adnR0bN26koKCAjIwM/vOf/9C5c2c9uLRCoVAoyqegoIDU1FRiY2PJycnBxcWFnj178sEHH5Cens7Vq1exs7PD0dGRwMBAGjVqhLe3t3pelkNhYSE7d+6kbt26DBgwgMDAQHr06ME333yjy6SlpXHo0CE8PT3p1asXTZs2pV+/flYZQHNzczGZTFZj6ODgABRlEoWihAmFhYVcvHiRTp060bJlS4KDg7lw4UKZ/UtMTOS7776zeqYqFArF3fBXM6gpfmU0TasBzLh9+ByQ+wd2R6FQ/I+Eh4fj5+dnVRYsWGAlExoaSnJyMp9//rlNHfPmzePgwYM0btyYRx99lKlTp3Lw4EG93rI9xRJQGIomxMXbXL16NQApKSl4eHiUasPDw0MPBp2SkoKXl5dVfaVKlTCZTKSmppYpYzm+k0x+fr4enDg1NdWmTMnA1HfDrVu3mDVrFn379tWDQgP069ePpUuXsmnTJsaNG8fWrVtLbcMcPny4LvPss8+ycuVKXn311VJtPPfcc9StW5cWLVrg4uKiZy+DIiPphg0bmDNnDrVr16ZBgwZcuHCBZcuW/eJ7UigUinsdy/OyXr161K5dm9q1azN58mQuXbqEiGAwGBg2bBipqakcP36c5s2b4+7ujr29vW6sUs/L8klLS+PmzZu8++67dO3alQ0bNvDoo4/yr3/9i/379wNFYQsA5s+fz+DBg1m3bh2BgYE8+eSTJCQkANChQwdSU1N57733yMvL4/r168yZM0e/FyjaxioiLF68mNdff52VK1dy7do1+vfvX2qhqlevXtSuXZv27dvTtm1bxo8fX+F7UigUiuLckwY1TdOcNU3rr2naKk3TftI07bqmaXmapqVqmhahadrLmqa5VFCXq6ZpL2matkvTtEuapt3SNO2Cpmk/apo2V9O0lsVkp2maJoAlkE6t27HUrEoZ7dTWNG2BpmmxmqZlapqWpWlavKZpyzVNC7xDHy26p90+flDTtM80TUu+fd+J5Vz+HuACrBGR7ysyJgqF4s9L+/btCQ8Ptyr/93//ZyXj4eHBqFGjmDdvnk1vqHbt2nHgwAE+/fRTevTowYkTJ+jTp08pw5xlVR3A3d1db8/Nzc1Kb3E5CyJidd6WTMnzJWVESv87LUtG0zQyMzMREW7dukVOTg65ubkUFBSU6svdkJeXx6hRoygsLNQn9xYGDRpEx44dadCgAb1792blypXs2bOHI0eO6DIjR47k/vvvp2HDhgwcOJC5c+eyfv16q3h1ANOnT2f79u18+OGHnD171iq+XEpKCi+99BJPPfUU27Zt4/PPP8dsNjN8+HCbY6RQKBQKaNWqFYsWLWLSpEm88sorzJgxgyeeeIKaNWtib29P1apV6dChA2PGjGHJkiVWcdEs3KvPy/Jk7uZ5adHZvXt3Ro4cSePGjRkzZgwPPfQQa9eutZIZMmQI/fv3p0mTJkyfPh0/Pz/Wr18PQEBAAIsWLWL58uXUrVuXpk2bUqtWLby8vPQsqYWFheTl5TFz5ky6dOlCUFAQS5cuJSEhgX379ln1a/ny5Wzfvp333nuP8PBwtQClUCh+McY/ugO/EVuBzjbOewKdbpfRmqY9JiJxZSnRNO0hYP3t64rje7u0ASYAv+xN7Od2hgIrAPsSVX63y780TZssInNKXVxa1yxgYgXbfQroCVwF1NKMQnEP4OTkVCp1vC2Cg4NZs2aNvjJeEpPJRNu2bWnbti1jxoxh4cKFLFiwgDFjxlCnTh0ATp06RePGjQEwGAx6u0bjz48Wb29v0tLSSum/evWqvvLt7e1tFeQY4Pr16+Tl5eHp6anLlFwVt+gtrseWjNFoxNXVlbi4OFxcXDhy5Aj+/v66TFRUFM7OzsTExGAwGKyKZQvQhQsXMBgM2NnZ6XWFhYWEhISQnJzMp59+iotL+es0gYGBmEwmEhISCAy0vU4SFBQEQEJCAu7u7lbj6O3tjZ+fH+7u7vTp04fQ0FB8fHxYvXo1rq6uvPbaa7r8u+++S1BQEIcOHdJ13svk5ubqn8uvheXFMTs7m1u3buHk5GS1haokBQUFaJqmG2pNJhMZGRlkZ2djb29P5cqVda+XW7duAUUvgLm5ueTn53Pr1i0MBgP5+flomkZOTg4igr29Pc7OzuTl5ZGdnU12djaapmFvb4+9vT2appGRkVHmFu6/Ovn5+Rw9evSP7kaZGI1GNE2jsLAQJycnDAYD2dnZVoYHi+G+sLAQTdP074Hl2Gg0YjQaERFMJhM5OTmYzWaMRiM3b97EaDTi5OSEnZ0deXl55OTkULlyZTRNIz8/H5PJpOvKycnRv0NOTk7k5+eTl5ent+fm5obZbKawsJDr169jZ2eH2WzW+2sxGlnuKzs7G7PZjMFgICsri5ycHDRNw8PDA3t7e/06Ozs7/X+/ZeHCYDDo96Jpmn69k5MTrq6u+lhY/m4yMjJwdnbG0dHxN/u8srOzOXPmDImJiVy9epXs7Gz8/f2pUaMG7u7uuLq6Ymdnh8lk0rfM/92el5Znjy1vtLS0tFJea+VRpUoVjEYj9evXtzrv7++vb+n09vYGsClz/vx5/bhv37707duX1NRUnJyc0DSN5cuXU6NGDQB9G2xxPR4eHlSpUsVKD0DVqlV12YKCAsaPH09wcPCv+gxRKBR/D+5Vg5oROAJ8BUQCFygyetUC+gJPAXWAME3TmotITkkFmqZ1Bbbd1lUAfAR8CSQBDkAj4FGgV7HL3gP+A8wEet9utzvloGlaD4qSGGjADeAtIBzIB9oD/6bIoDdb07R0EVlahipu31vT2/e+ADgKOALNbbRbGVh0+/AVEUktr58KheLewtnZmdDQUN566y26det2R/n69euTn59PTk4OTZo0wc/Pj6VLl9KrV68y48JAkYEoIyOD6OhoWrRoAcChQ4fIyMigVatWusyiRYu4fPmyPiGOiIjAbDbTtGlTXWbOnDnk5eXpLzkRERH4+Pjok+mgoCB27Nhh1X5ERATNmjXD0dGRZs2a0aFDB86cOUNAQACFhYUUFBRw4sQJWrVqhaenp37OUkSErKwsrly5op+Dopf8WbNmceHCBebOnUtSUhJJSUnY2dlZGd0sxc7OjoSEBP0lMzU1tZScnZ0d0dHRAFbxcUpiWc3PzS3aoZ+dnV3qJcDymZTloZadnc2VK1eoXr16me381ly6dIlRo0axbds26tSpwxtvvEGfPn2AIkNTRkYG+fn5+gtudnY2Dg4OVkatW7dukZSUpBuovL29cXd359q1a1y/fl0/bzFauLu768YDk8lEeno6BQUFVKpUCVdXV/Lz87l8+TIZGRm/+v3+0m3FeXl5peIziQg5OTnk5JSavih+Z4p7LWVmZt5R3vI3Wfy6goIC/btqofhxbm4uWVlZVvXZ2dl3bOv69eulzpX0fv2llBUzzGIkuxvs7OxKGYQrV65Meno6hw8f5uTJk+zdu5ekpCSuXbtGzZo1adKkCXXq1KFp06a8+eabHDt2jAceeIA33niDatWq6TEln3rqKZydnbl+/Trnzp3j9OnTQJFRy9vbm549e+qxuMri7/a8tFzTqlUrdu/ezciRI61kLH2pCCaTiWbNmunjbuHMmTP686dGjRr4+PiUkjl9+jQPPvhgKZ0Wg96GDRuwt7fX47y1bt1av87X1xdAj31X3rNORMjPz1ce3QqF4hfxVzOoeWua1qSc+hQRSQH+T0TibdT/CHyqadr7wLdAADCIEoH4NU1zBD6haHyygB42tkP+AKy6HYMMgNttp2ialn77VJ6IlLmsqmmaCVjOz8a0jiLyUzGRA5qmbQL2U+QRN1/TtM9EpPTyVRFNgZ23+1t8ZrbbhuybwH237+NXT0Sgadqd3tLu+7XbVCgURS9eJV/cjUYjVapUKSU7ePBgVq5cSVhYmFUQ5Mcff5w+ffrQrFkz3N3dOXnyJHPmzKFDhw56jLAFCxbw9NNP07t3b8aOHYu/vz95eXkcOHCAK1eu6AYef39/unbtyssvv8ybb74JwIQJE+jWrZseU6Zz587Ur1+fsWPHMmXKFNLT05k+fTqDBg3S2+vbty9vv/02ISEhvPDCCyQkJLB48WLGjRune4EMHTqUDz/8kGnTpjFo0CCioqJYv3497733HlD00hYcHEzfvn1Zs2YN3bt359tvv+W///0vYWFh+or1zZs3SUxM1MfO4n1RpUoVqlWrRm5uLsOHD+fcuXOsWLGCKlWq6MY2i/Hn7NmzbN26lfvvvx9XV1dOnz7Nu+++S926dfH19SU5OZljx45x/PhxmjVrhrOzMydOnGD58uUEBQVx+fJlUlNTOXjwIBkZGTRq1AgXFxcSExN57733aNKkCUajkZSUFIKCgli+fDmzZ8+md+/eZGdnM3/+fKpVq0aTJqUfmQsXLmTKlClkZmbStGlTNm7cSIMGDX7ZF+5/YOjQofoL3YkTJ3jyySeJi4ujTp06nDlzRjcWXbp0yeo6i7cewLlz56wMDykpKTYNVyJCXl5emUYtS1IJ9UKlUPxv/JK/IVvelZMmTdK3BJbkypUr+uJDcb755hu++eYbTCaTvo1y8uTJLFu2jMaNG+Pu7k7r1q2pWbMmBw8eJDU1lYyMDCsDunpevqff2/Dhw+nbty9LlizRn5d79uwhLCxMlyn+vISiOGaxsbFUrlyZatWqATB69GhGjRpFu3bt6NChA9999x07duxg06ZNQJERdvTo0cyfP59GjRrRpEkTPv30U06dOsXKlSt13R9++CGtWrXC2dmZiIgIZsyYwaRJk/RkQHXr1qV79+5MnjyZefPm4eLiwpw5c/Dz86N9+/ZAUaIgo9FIw4YNMZvNxMTEMHv2bP75z39aeQsqFApFRdH+7JNHTdO6AN9VUHy6iEyroN4vgD7AFhHpVaIuGLBsph8nIgsr2L7l+tUUxVE7KyK1y5F7Cth4+/DfIvJGGXKDgI9vH04QkXkl6i0fYiFQT0QS79C/BygyshUALUXkSLG6acDU24ddf2lctbJixZVBDRE590vauUv+3F92heJ/pEWLFnqWr+JYAhq7uLhgNBrZuXOnvg0wLCyMIUOG4Obmpm+JeOutt1i5ciVnz54lLy8Ps9lMrVq1mDVrFv369dP17t69m5CQEE6ePMmtW7cwGo14enry+OOPM3fuXH3V/+zZs/Tq1Yu4uKId9g0aNODrr7+2WjGOjIykf//+updXq1at2L59O87OzrrMli1bGDlyJCkpKZhMJrp160ZYWJjViv+KFSuYOHEi6enpODg4MHDgQFasWGE1HlOnTmXhwoXcvHkTZ2dnXnrpJaZMmWKlIzQ0lLy8PAoLC6lUqRIODg489dRTLFy4kOTkZFq1asWNGzfIzc3VvZ1cXV0JCwujffv2XLhwgTFjxhAdHc3ly5cpLCzExcWF9u3b8+mnn+Lg4EBMTAyPPfYYaWlp5OfnY29vT2BgIMuWLaNatWoUFBTwn//8hzfeeIPU1FQKCgpwcHCgXbt2zJo1C0dHRwoKCigsLGTJkiVs2rRJ3x7m7+/PjBkzqFGjBgaDAT8/P1xcXIiKiirlXdCmTRs9S9r/imVbm8XTr/jPwsJCHBwccHR0JDMzs1RGVIC3336bZ555ptysbFDkAWIymYiNjf1V+q1QKP48nDp1ir59+/5q+h5//HH+85//WJ1Tz8vf53lZfIwSExMpKCigSpUqTJ48mTFjxlh9RuHh4WRnZ1NYWIjRaOSxxx6zSp70zDPP8OWXX5KVlYXRaKRRo0YsWrSIDh066DKZmZk8/fTTfP/99+Tl5eHi4sLgwYNZvHgxAHPnzmXx4sWkpaXpz+XHH3+cJUuWYG9fMvKOQvGr8j+FiFL8ebknkxKURNM0L03T/DVNa2IpgGWLYzMbl/S4/TOLothmvxUP3f4pwAflyH0GWPz2HypHbl8FjGlmiu5JAxYUN6YpFIq/Np07d+bpp5/m4sWLViU+vshht1GjRri7uzNr1iz9mj59+jBu3DjatWunn0tMTMTT05MtW7aQkJDAgQMHGD9+vNUWpejoaIYPH0716tUJCwsjPj6eyMhIFi9ezNmzZ/XMZgATJ07E09OT/fv3s3//fjw9PZk0aZJeX1BQwIQJE2jZsiXR0dGEh4eTlZXF7NmzdZnMzEwmTZpE7969OXr0KJs2bSIuLs5q8p+UlMTcuXMZPXo0x48fZ8WKFXz77bds3bpVl4mKiuKDDz5g5syZxMXFMXPmTFatWmUVk8bPz4+pU6fy5Zdf4uPjw7p167hw4YL+clC9enXatGnDww8/zMGDBzlx4gRjx46lVq1aNG/eHCiKzzJp0iTMZjNvvvkmhw8f5uDBg4wcOVJ/oWnatClTpkxh3759JCYmEhERgZeXF5MnT8bLy4v77rsPT09Phg0bxvfff8/p06dZs2YNZ86c4dixYzRt2pQWLVqQnp5OeHg4CxYsIDY2ls8++wxN0zh37hy1atWiatWq+svazp07S31v/vvf/+pb1Sxxla5evUpqaiqXL1/m4sWLnDt3jqSkJBISEjh9+jTx8fHExcVx7Ngxjhw5wuHDh4mOjubQoUP89NNPxMTEEBsby/Hjxzl58iSnTp3izJkzXLx4EQAHBwcqV65cqi/33XefvpW1PCxxnBQKxb2H5Zn1a3HuXOk1W/W8/H2el1DkObZy5UpOnDjB0aNHGTx4MO+88w5Xrlyx+kxGjhzJuXPnuHDhAklJSaVi1sXHx9OrVy8OHz5MbGwsDz/8MEOHDrXyPLa0//HHH3Py5En2799Pr14/+004OjoSEhLCvn37iI+PZ/78+XzzzTfs3m1rM49CoVDcmb+ah9rdeKB1AF6gyABV2nf7Z7JFxKnEtclAdWC3iNhKbnCntldTMQ+1H4D7gQQRqXsHnd8BXYALIlKtRJ3lQ1wiImNKXltCdhpFHmhJQCMRuVlGPfxvHmoV2fJpySuuPNQUil+B0NBQrl+/zocffmizvk2bNjzyyCOsWbOGDz74gH/84x8ATJkyhdjYWH37RYMGDXj99dd56qmnbOoREbp06YKjoyNff/21zZgwlkDT8fHxdO7cmS1btujbZKKioujVqxd79uyhXr167Nq1i6FDhxIVFaXHhPnyyy8JCQnhyJEjuLq6smbNGubMmUNMTIweQ+vdd9/l/fff59ChQ2iaxsyZM9m+fbvVxPiVV17h2LFjbN68GYBRo0aRmZnJJ598ossMHDiQSpUqsXRp6RCVVatW5YMPPuCRRx7Rz505c4YHHniA7777joCAAKDoJScwMJDXXnuNgQMHAtCzZ086derEhAkTbI6jLbZv387//d//kZiYqMexKcnEiROJj4/ns88+A4q20+Tn51u9LK1cuZJly5YRGRlpZXgKCwsr5flRrVo13dPhypUrVtt3iidiKB4f7n85Z+Htt9/mpZde0o+bN2/OgQMHyM/PJyEhodxxCggIwGQycfLkyQoZ4BQKxV+Hixcv8uijj+oxK/9XXn/9dSZPnmx1Tj0vf5/npS0yMzMJCAjg008/5YEHHgCKPNQaN27M66+/bvOaq1ev0qRJE7744gvatm0LFMXxq1+/vq7n+vXrtGjRgrVr1+p6K8KQIUPw9PQslZlVofiVUauA9yj3pIfabaPQXoqSD5RnTIOioP0lsWT1vPgrdssWlr5droCsJYhMefdTbqRZTdMaUJTkAGBsSWPar4mInCuv8PP9KBSK35EaNWowdOhQZs+eXWZWQC8vL3bt2lVm0OnY2Fji4+N57rnnygywbDHiREVF4ebmZhVzJigoCDc3NyIjI3WZgIAAq0D8Xbp0ITc3V9+SExUVRbt27awC0nfp0oXLly+TnJysy1iCExeXOXz4sB5PJzIy0qaMpS8VwRKzq/j2EIPBgNls1rOWpaWlcejQITw9PenVqxdNmzalX79+er0t0tPT+fzzz2nVqlWZxjSAjIwMK++u3NzcUltVHBwcdM+y4vTq1Yvu3X/OlWM0Gnnrrbf0z9HDw4NmzZrRokULgoKCaN68OU2bNqVx48Y0bNiQgIAA/Pz8qFu3LrVq1aJGjRpUq1aN++67D29vbzw8PHB3d6dSpUq4uLjg5OSEvb09JpOpVOKEF198ke+//54JEyawbNky9u7dq2e0vO+++3R5BwcHvX+apuHr66uPT/Xq1a30Ojk5lYqDUzzxg4ODg/7ddHR01DMK3ikouUKh+O0oniEUwNfXl0mTJumZk52cnKhXrx5t2rSha9eueqwwKPo//NBDD1n9D3R2dsZsNmM2mxkxYgSvvPLKL+qXel7+78/LkuTl5fHxxx/j5uZGo0aNrOo+//xzGjduTJcuXXj99detxtTd3R1/f38+++wzsrKyyM/P56OPPsLLy0tPxhAREUFhYSEXL16kU6dOtGzZkuDg4DuGEMjIyLDKqq1QKBR3wz0XfVHTtH/ws4fVGWA+Rca1JOCGiBTclnsdmGxTyc/8Xh5NFWmnIlbtOy3ljQPMFI2Lk6ZpT9uQKR7B+kFN0yzJAzb/lgY4hULx6xAeHo6fn5/Vueeff55x48bpx6GhoWzcuJHPP/+cJ554opSOefPm8fzzz9O4cWMaNWpEmzZt6Nmzp55By7I9xRIkGYoMSMW3wbz22msMGzaMlJQUPDw8SrVhiVMDRYHkLVm7LFSqVAmTyURqaqouY8lOZsFyTWpqKjVr1rSpx8vLi/z8fK5evYqPjw+pqak2Ze4mA6Ofnx/Vq1dnzpw5vPnmmzg5ObF8+XJSUlK4fLlofeTs2bMAzJ8/n6lTp9K4cWM+++wznnzySb7//nvq1Kmj65s5cyYffvgh2dnZBAUFlRmIG4pegjZv3sxHH32kn+vSpQtTp06lf//+tG/fnsTERD2Qc8lxMxgMbNu2jfDwcBISEujevTu1atWyauP3DMzcuXPnUi9sAJ6ennh4eFBYWIjBYKCwsJCcnBzs7e1LGdACAgK4efMmJpMJBwcHRIRbt27ZNOIBevbWkveZlZXFrVu3cHJy0jMourq6kpWVpWcYLSws5ObNmzg5OSEipKWl6bHtDAYDubm5aJqGwWDA3t4eTdPIzMzEYDBQuXJljEYjt27dwmw2k56eTmFhIXl5eRQUFGBnZ0deXp7e51/LO0fx16J4cgyLoR5+9mJycHDg1q1bZGVlYTabMRqN+vdVRLC3t8fR0VGP7Zibm0tBQQE5OTkUFBRYfTctf1eWtgoLCzGbzXh4eJCRkUFubq6e/bagoIC8vDw0TcPe3p7CwkKcnJwwGAx69mKTyURBQQH29vYUFBSQkZGB2WzG09NT//tIT0/HZDJhNpspKCjA0dERk8mEiHDz5k09ucv06dN5+eWXSUxMJCAgwMo4BHD+/HliY2Px8vKisLCQ3Nxc9u/fj9FopGvXrnosLicnJ86fP4+bmxtubm5WixXqefnbPy8t7Nixg+eee47s7Gy8vb3ZsGGDVfKHfv36UbNmTby8vDhx4gSzZ88mNjaWjRuLQk1rmsbGjRsZNmwY/v7+2NnZ4enpybp16/R4nElJSYgIixcvZsaMGbi6ujJ37lz69+/Prl27bC5UbdmyhZ9++klPAqFQKBR3yz1nUANG3P6ZDtx/O/OmLcpbikijaMtn1V+xX7a4evtnRTJeWpairpYrVT6W5bu6wPoKyBc3ONYBlEFNofiT0759e+bOnWt1rmSsKg8PD0aNGsW8efPo3bt3KR3t2rXjwIEDHDp0iIMHD7J3715WrVrFyy+/bPWiUXwrobu7O+Hh4UDRxNiywl1SzoLl5bA8mZLnS8rYCllQlsyd9NxNPC6TycSqVat48cUXadiwIQaDgY4dO/Lggw+WanfIkCH0798fgCZNmrB3717Wr1/PxIkTddnRo0czcOBAzp07x1tvvcULL7zA2rVrS/XpxIkTDBs2jHHjxtGpUyf9/KBBg0hMTGTIkCHk5+fj4uLC8OHDrTzPSo5Rt27dKny/fxQWwxQUebA4OTnZlLOzs7PyWLEYHcrClpENioxzljaKe7u4urpa6S/+92QrG2BJ7rvP9iO+UqVKd7z270xcXBz5+fkYjcY/JAvt351fw2On5HfcbDbrGXpLomma7pFmwdXVlcDAQJvy1apV07NI3rp1iytXruDq6qp7EFetWhV7e3tyc3PJyMjg6tWi6bODgwNubm7cunWL+++/v5QhRT0vf93npYUOHToQHh7OlStX+OSTTwgODmbr1q14ehZtCho0aJAu26BBA+rUqcMjjzzCkSNHCAwMRER49dVX8fT0JCwsDAcHB9atW8eQIUPYtm0bPj4++gLFzJkz9YWapUuX0qxZM/bt20eXLl2s+vTDDz8QGhrK/Pnz9fANCoVCcbfci1s+G9/+uascYxpAq3LqLNE2W2maZnsGXz4V9Ww7evtnbU3TbM8wAE3TTECLEtcoFApFKZycnKhdu7ZVsRX8PTg4mJycnFJBfy2YTCbatm3LmDFj2LBhA+PHj2fhwoXk5eXp3lWnTp3S5Q0Gg95ecc8fb29v0tLSSum/evWqvvLt7e1dasX7+vXr5OXl6ZNtWzIWveXpSUtLw2g06i+HtlbX09LSSq3C34mmTZsSHh5OXFwcP/30E+vWrePatWvUrFlT7wsUZaMsjr+/v54dzkKVKlWoW7cunTp1YtmyZezcudMq6DPAyZMnefLJJxk0aBChoaFWdZqm8dprr3Hq1CkOHjxITEwMLVoUPTJKeikoFArFvYa9vT1Vq1alSZMmBAQE4ObmRlpaGklJSWRmZuLp6Unjxo2pW7cuLi4upKenk56eTk5ODrm5uTg4OODl5UWtWrXU8/I3eF7Cz3OToKAg3n77bQwGA+vXl722HxgYiMlk0uNp7tu3j/DwcJYuXUrr1q0JDAxkzpw5ODg46PFELdtgiz93PTw8qFKlSqnn7v79+3nmmWeYNm0aTz755F3fj0KhUFi4Fw1qlidTmYYwTdOaA+3Kqgc2F9Mx8hf0Ief2zzvlXw63dAl4thy5JwDLMl94OXLlIiLDREQrrwDTi13StVhd4i9tV6FQ/PlwdnYmNDSURYsW6Rkey6N+/frk5+eTk5NDkyZN8PPzY+nSpWXGlbEQFBRERkYG0dHR+rlDhw6RkZFBq1atdJkTJ07o2yWhKBaK2WzWY6MEBQVx4MABq5X8iIgIfHx8dKNRUFBQqUxdERERNGvWTN/q0apVK5sylr7cLW5ubnh4eJCQkMDhw4f1+GQ1atTAx8eH06dPW8mfPn2a6tXLztli8RCweFlAkWfaE088wVNPPcWrr75a5rUGg4H77rsPk8lEWFgYQUFB+guWQqFQ/B1wcXGhVq1aNG3alLp162I0GklOTubYsWNcvXqVSpUq0aRJEzw8PPQtqxcvXiQuLo6YmBjOnDlDWlqa1bNNPS+tZX7p87Ik5SWUOXHiBHl5efrilGVbc0mvazs7O31cLdtsiz9309PTuXr1qtVz94cffmDIkCFMnDiRwYMH/yr3olAo/r7ciwY1S67tBzRNK5U5U9M0L+DjO+j4GLAsZczSNK3MTJ9lZLO0JDPw1jTN1Ua9hS8AS6TMiZqmNbOhvwZFceAAsgDb6YgUCoWCoglqSkqKVbFsdSnJ4MGDcXNzIywszOr8448/zkcffURMTAzJycns3LmTOXPm0KFDB1xdXdE0jQULFnD69Gl69+7N9u3bSUhI4OTJk6xdu5YrV67o2+r8/f3p2rUrL7/8MlFRUURFRTF+/Hi6deumx5Tp3Lkz9evXZ+zYsRw9epS9e/cyffp0Bg0apG+169u3L/b29oSEhBAXF8e2bdtYvHgxwcHB+vaToUOHcu7cOaZNm0Z8fDwbNmxg/fr1jBo1Sr+34cOHExERwZIlSzh16hRLlixhz549jBgxQpe5efMmsbGxxMbGAkVxWWJjY61WuDdv3swPP/zA2bNn+fbbb+nfvz+PPPKIvs1E0zRGjx7N+++/z5YtW0hMTOTNN9/k1KlTDBgwAIDo6Gg+/PBDYmNjOXfuHPv27WP06NHUrl1bf2GxGNM6derEyJEj9c/0ypUrel+uXr3K2rVrOXXqFLGxsUyePJnNmzeXmS1NoVAo7nXs7Oxwd3fHz8+PwMBAqlevTm5uLqdPnyYmJoasrCxEBFdXV6pWrUqVKlXQNI2UlBTOnj1LdnY258+fJykpifT0dAYMGKCel7/geZmVlcWcOXOIiori3LlzHDlyhJdeeokLFy7Qs2dPABITE3n77bc5fPiwPoYjR46kSZMmupEsKCiISpUqERISwrFjxzhz5gwzZswgOTmZhx56CIC6devSvXt3Jk+eTGRkJHFxcYSEhODn50f79u2Bn41p//rXv+jRo4f+TE1PT//VvnsKheJvhoj8qQvQhaItlAJMq4D8E8Xkk4ExwP1Ae+BligxYhcAPFrky9HQF8m7L5FNkyPon0PK2vmHAp8AtG9c+VKwPn1DkDecP+AF+JWR73O6PAJnAFKAD0JaiJAKXi+l6roy+Vnh8KjB+04rp6/Ibfq7Vi7VT/Xf6PikU9zQhISHi6+tbqjzwwAMiItK6dWtZsWKF1TVffPGF+Pr6Sr9+/fRzixcvlp49e0rDhg2ldu3a0q5dO3nttdfk6tWrVteePn1aQkJCpGXLllKjRg0JCAiQvn37ykcffSR5eXm63LVr1+T5558Xf39/8ff3l+eff16uX79upevcuXMyZMgQqVOnjjRs2FAmTpwot27dspI5duyY9OnTR2rVqiXNmjWT+fPnS2FhoZXMDz/8IN26dZOaNWtKmzZtZM2aNaXGafPmzfLAAw9IzZo1pWPHjrJ161ar+n379tkcx5CQEF1m1apV0rJlS6lZs6a0atVK5s6dK7m5uaXaeuedd6Rly5ZSt25d6dmzp/z4449W9/PEE09Iw4YNpVatWtKmTRt55ZVX5OLFi7rM/PnzbfaldevWusyVK1ekZ8+eUq9ePalbt648+eSTEhUVVaovCsVfiePHj8uRI0fk+PHjf3RXFPcQWVlZcu7cOQkICBBN06yKnZ2deHl5SX5+vjg5OYmrq6ts2LBBIiMjJSoqSt555x1xcnISX19fXd/8+fMlICBAHBwcxGAwiKOjozRo0EA2bdpk1W5ERIQ0b95cnJycxGAwiL29vVSrVk1eeOEFyc7O1uUSExMlMDBQTCaTmEwmCQwMlOTkZCtdBw8elLp164rRaBSz2Szt27eXGzduWMls3rxZfH19xWAwiIODg/Tq1UsKCgqsZJYvXy4eHh5iMBjE2dlZRowYUWq8pkyZIm5ubmIwGMTNzU2mT59eSoejo6MYjUaxs7MTd3d3q+dlTk6OPPvss9KwYUNxdnYWe3t7cXV1lY4dO8q5c+dEROT8+fMSFBQkrq6uYjQaxWQyyfjx4+XatWtWbX322WdSo0YNMZvNYjabpW7durJlyxYrmfHjx0utWrXEaDSKk5OTPPvss3L+/Hm9/vnnnxcnJycxm81iZ2cnjo6OpeZACsVvxB9uV1HltymayO+VyPKXoWlaF+C724fTRWRaBa75APi/MqoLgJcoSkowFUCKtjra0tOdouD95UZmLXm9pml2wD7K2FZqQ/4ZYDllbxEtACaLyJwy+mn5ECs0PuWhado0fs6S2lVEvv9f9JXTTnWKDJ4ANUTk3G/RTgn+3F92hUKhUCgUgEpKoPhtCQkJ4eLFi0yYMIHr169TWFiIi4sL9913HzVr1uT+++8nNTWVFi1asH79ejIzM8nIyODNN9/k8uXLfPHFFwCMHTuW6Ohopk+fTv369bl27RqRkZG4uLjw1FNPAUXeyP379ycgIIAXXngBPz8/bt68qXupzZ49m0aNGgFFwfkvXrzIvHnzABg/fjw1atRgzZo1QFH2327duuHh4cHUqVO5du0aL7zwAo899hizZs0CIDMzkwceeID27dsTEhLCmTNnCA0N5cUXX9Q90JKSkujatSuDBg1iyJAhHDx4kH//+9+899579OjRAyjKKt2nTx8mTJjAo48+yrZt25g3bx5hYWG0bNkSgF27dnHw4EECAwMZPnw4H3zwAY888ojVWCcmJvLYY48xcOBA+vTpg6urK/Hx8TRv3lwPS7By5Uo91MHs2bOJi4vTs3cCXL58mS5dutC7d29GjBhBZmYmU6ZMwcfHR89qDUUZU+vVq0d0dDTHjh3Tkz9YyMrK4vXXXycwMJCtW7dib2/Phx+qzT+K34W7z+ah+GvwR1v07lS4Sw+1YtcNBnYDGRTFNEsE1gJtbtdPoxwPtWJ6KgP/pshAlgbkAueAA8AsoEkZ17kCM4CfKPI8KyyvPaA2sBA4BtygaHvnKWAFEHiHPioPtYoVhUKhUCgUfwGSkpIkISFBkpKS/uiuKO5BQkJCZNiwYSIiUlBQIGlpaXLixAmJjIyUQ4cOSdOmTWXChAlSo0YNCQ8P16+bPHmylTdTQECAbNy4scx2CgsLpVOnTtK9e/dSHmLFZURETp48Kb6+vlYexpGRkeLr6yunTp0SEZGdO3dKtWrV5NKlS7pMWFiY1KpVSzIyMkREZPXq1RIQEGDl5f3OO+9I8+bN9bZmzJghHTt2tOrHhAkTpGfPnvpxcHCwDBw40EpmwIABMmrUKJv34evrK9u2bSt1Pjg4WMaMGWPzmpJYPMRLerF/9NFHEhgYaDWGR48eFV9fX0lISCilZ/78+fKPf/yj3LaKfwcUit+BP9SmospvV/70MdRE5Hv5OTD+tLu47mMR6SQibiLiICK1RWSoiPz3dv00+TkQf3l60kVkjoh0EBFPETGLSHURaScik0TEZtZNEckUkcki0lxEXEXErrz2RCRRREJFpJGIuIiIk4j4ichIETlyhz7e9fiUo2taMX3f/6/6FAqFQqFQKO6WGjVqULt2bZWpVvGbY2dnh4eHB/Xr1ycwMBBfX18KCwsxmUw88sgjTJkyhZs3b9q81svLi127dnHjxg2b9bGxscTHx/Pcc8+VCqhvwRLXLCoqCjc3N937C4pih7m5uREZGanLBAQE6BktAbp06UJubi4xMTG6TLt27TCbzVYyly9fJjk5WZexxPwsLnP48GE9mUFkZKRNGUtfKkJhYSE7d+6kbt26DBgwgMDAQHr06ME333xTYR1QFB/WZDJZjaGDgwMAP/74413pUigUil+TP71BTaFQKBQKhUKhUCh+TcLDw/Hz87MqS5Ys4b777sPR0ZH77ruPMWPGcO7cOd59912OHTvGjRs3rLJ1zps3j4MHD9K4cWMeffRRpk6dysGDB/X6M2fOAOhJBQDS0tKs2ly9ejUAKSkpeHh4lOqnh4cHKSkpuoyXl5dVfaVKlTCZTKSmppYpYzm+k0x+fr6eyCg1NdWmjKUvFSEtLY2bN2/y7rvv0rVrVzZs2PD/7J13fBVV+v/fJ/emkJBASCNA6E06BBSwgG1tsFQVRVB3QUCpK7BrBVRARQRBRREVcFV0vypYVpGiKK7ZHwlIkw6hQ0iAFEL68/vjzAxzb24oLpZ1z/v1mlcycz7znDNzb8o89yncdNNN/PnPf+b7778/bzuXX345x44d4+WXX6a4uJjs7GymTp3qXIvBYDD8WhiHmsFgMBgMBoPBYPifonPnzixfvtxnu/feMyWYQ0NDadWqFSNHjuT999/H4/GQm5tLdnY2O3bs4Pjx41x66aWkpKTw/vvvc8stt7Bt2zZ69uzJjBkzfOayo9AAoqOjnfmioqKciDB/nY2I+BwPpPE/7q8RKV9GuCLNuexUNH8gbJs33HAD9913H82bN2f48OFcd911LFy48LztNGnShBdeeIFXX32V+vXr06pVK+rUqUNcXJzTJdVgMBh+DYxDzWAwGAwGg8FgMPxPER4eTt26dX22qlWrltMNHTqUkpISvvnmGxISEggPD6esrIw9e/awYcMGDh48SLNmzRg+fDiLFi1i3LhxzJw5k+LiYurVqwfAzp07HXsej8eZz+v1Osfj4+PJzMwsN//x48edSLH4+PhyEVnZ2dkUFxc7Bf4DaWy7Z7OTmZmJ1+slOjra0QbS+EetnY1q1arh9Xpp3Lixz/FGjRpx8ODB87YD0KtXL9avX8/atWv58ccfefDBB8nKyjJp4YYKGT16NDVq1Ci33XnnnQBceuml1KhRg7S0NJ/zHn/8cfr06ePs5+fn89RTT9GxY0fq1q1LixYt6NOnD8uWLfM5Lz09nTFjxtC+fXvq1KlD27Ztue222/jwww9RSjk/7EqpKkqp2UqpbdY2WykV5ballKqplFqglNqllNqslHpKKRXsp7lEKfWhUmqPUmqdUuovys/jrZTqpJRaqpRKV0qlKKUG+t8npdQtSqlVSqm91tebAmjuUUr927KzVCl1md94hFJqslJqrbWeb6zGi25NvHWt663r+lIp1c1PU18pNd+65u1KqY+VUpe7xpsppeYopdJc8wzys/GgUupQgG2X/3VdDLznlhgMBoPBYDAYDL8ce/bscbp82k4Jg+HXICIigtGjRzN9+nSuv/56QkNDadKkCYWFhRw/fpysrCyysrIICQkhJiaGunXrUlJSQkFBAS1atKBhw4bMmTOH7t27V1hHDXS9tJycHNatW0fbtm0BWLt2LTk5ObRv397RvPDCCxw9etSpo7Zq1SpCQkJo1aqVo5k6dSrFxcUEBwc7moSEBMf5lJycXM4ZsGrVKlq3bu2c0759e7755hvuu+8+H429lvMhODiY1q1bs2uX73Ps7t27qVWr1nnbcWM79BYtWkRoaGi5Om8Gg5urr766XMRoaGioz/eTJ0/mww8/rNDGX//6V9atW8fkyZN9uvmeOHHC0bi7+U6dOrVcN1+gMbr5IMDLQCJwp7U/DZgN3A2glPIAbwFZQA8gGpiF7hT6iKWJBBYB/wJuAuqjGxzmA69YmtrA34G3geFAB2CqUipLRD6zNMmW/lngc8vWq0qpniKy1tL8EZiEbtS4BhgAvK2U6iIitmd8EtDZmmc/0MWa64iILLU0s9GNG+8BjgO9gFeUUje66tL/HdgF9EU3lhwMLFRKdRKRDKCVdV+GA4eA9sA0pVSpiNgte1+x7p+b99HNIi86xqFmMBgMBoPBYPhNUVhYSElJCaWlpb/2Ugy/U4qKispFYHm9XqpVq1ZOe9ddd/Haa6+xePFip2lAaGgow4cPp2fPnjRq1IiioiL+9a9/8corr9CyZUsKCgqoVKkSM2bMoF+/fvTo0YMRI0bQqFEjiouLSUlJISsry0lZbNSoEVdffTVjx47l2WefBWD8+PFcf/31Tg22Ll260LhxY0aMGMHjjz/OyZMnmTRpEv379ycyMhLQkVzPP/88o0aNYuTIkezZs4dZs2YxZswYJ11z4MCBvPnmm0ycOJH+/fuTlpbGu+++y8svv+xc86BBg+jVqxcvvfQSN9xwA0uXLuXbb79l8eLFjubUqVOkp6c7+/v27WPz5s1UrVqVmjVrAnD//fczdOhQOnbsyOWXX85XX33FsmXL+OCDD5zzMjIyOHbsmGNry5YtVK5cmZo1azpRg2+++Sbt27cnIiKCVatW8eSTT/LII48QFXUmsCc9PZ1Tp06RkZFBQUEBmzdvBqBx48aOo3D79u0UFxdz4sQJTp065WiaN29+1veL4b+TkJAQ4uPjKxwfMGAACxYsYMWKFVx77bUBNcuWLeOJJ55wxpOSkhwHNujU5tGjR1O/fn2WLFni4zhv0aIFvXv3Rim1BUAp1Qi4GujmcliNAz5RSjUQkV1oZ1RjIFlEjlqaicALSqmnRSQX6A2EAqNEpAjYqpSqDwxRSr0qOt96IHBQRB63lrNDKdUaGAp8Zh0bDHwjIrOt/dlKqU7W8WHWsSHAuyLyjrX/uFKqK9oBOMU6lgz8Q0T+Ze3/XSk1AGgNLHVp/iYi66z9mUqp+4CWwCalVDWgLjBGROz7NQXtgGsMZIjIIr+XZ6/lFLwZeNN6PU4BTicZpVQz6/y/8nPwa7cZNdv/5gbUAsTaav1C8xoMBoPBYPgvYMuWLbJx40bZsmXLr70Uw++QNm3aSFBQULktLi5OREQiIiKkSpUqkpqa6pzz0UcfSeXKlaVGjRrOseeee06aNGkiYWFh4vF4JCwsTBo1aiQvvviipKWlSVpammRlZcmqVaukTZs2Eh4eLh6PR0JDQ6VmzZoycuRIOX36tGMvPT1dWrZsKcHBwRIcHCwtW7aU/fv3+6x9zZo1Ur9+ffF6vRISEiKdO3eWvLw8H80nn3wiiYmJzpq6d+8upaWlPppXX31VYmJixOPxSEREhAwePLjcfXr88cclKipKPB6PREVFyaRJk8rZqFSpkni9XgkKCpLo6GhJTEyUUaNGOZrPPvtMOnXqJJUqVRKPxyOXXXaZfPHFFz52unbtKsHBweLxeMTr9UqlSpUkLi5OFi1a5GiuvPJKqVy5sng8HgkPD5d//OMf5dbbu3dvSUxMlISEBGdNCQkJsm/fPkfTokULCQ0NdeaKjIyU6tWrl7Nl+O9n1KhRcs8991Q43qFDB5k7d648+uijcs011zg/I4899pj07t3b0V1xxRUyZMgQyc3NDWhn48aNkpiYKIsXLz7bcuxn4H7AVin/bLwVuN36fhywwm+8Cjoi63JrfxYw30/TwtLUtvY/Ap7009wE7AOCrf1U4D4/zX3AGuv7YHTE2U1+mieBD137z6Aj3KqjI+kuB3YAl7o07wALgaro0mM9gJ1AXWtcAauA54BwdPDXMGA9EOV/z1x2XwReO8v4ZGB1ReP/6WZqqBkMBoPBYDAYDIb/Gbp06UK/fv04fPiwz7Zjxw4AmjVrRnR0NJMnT3bO6dmzJ2PGjKFjx47OsfT0dGJjY/n000/Zs2cP//73v/nb3/5GXFwcrVq1IikpiW3btjFo0CBq1arF4sWL2bFjB6mpqcyaNYu9e/c6nUABHn74YWJjY/n+++/5/vvviY2N5ZFHHnHGS0tLGT9+PO3atWPdunUsX76c/Px8pkyZ4mhyc3N55JFH6NGjB5s2beKDDz5g69atzJ0719Hs27ePZ555hvvvv58tW7Ywd+5cli5dymeffeZo0tLSeOONN3jqqafYunUrTz31FPPmzWPt2rWOpmHDhkyYMIElS5aQkJDAO++8w6FDh5g5c6ajyc/Pp2/fvsybN4/4+Hhef/11brjhBp/X489//jPffPMNe/bsYe3atdx6663Url2bvn37Opo//vGPTJ8+nccee4ykpCSfMZsPPviAQ4cOcdNNN3H77beTkJDA9u3bnVTX3NxcgoKCuPfee9m0aRNLliyhevXqTJgw4SzvFsN/M4G6+fqngI4ePZr9+/dXmPZ5Mbr5KqXusYbi0SmL/mRZY7bmmHtQRLKBYiCuIo1r/1waL1DNpQ2ksddSDfCcQwPwKLAdWAvsRTvPHhKR/+fSDLXm/hFIR6eZ/klE0q1rFOB2tGNwB7AH7dy7U0RyCIAVndad8ime9ngIOprvnUDjFwOT8mkwGAwGg8FgMBj+p/glUsFiY2Pp27fvWVPBrAgKduzYwVdffcWnn37qpJVOmzaN7t27s2vXLho0aMCqVavYvn07aWlpTg21iRMnMmrUKP72t78RGRnJhx9+SGFhIS+88AIhISE0bdqU3bt38+qrrzJkyBCUUixcuJCaNWvyxBNPADrddP369bzyyivccsstALz22mtcddVVjBgxAoARI0bw/fff89prrzFnzhwArrnmGq655pqz3mfb8bV///4KNXfddZfzfVJSEn/729+49tpr2b9/P3Xr1gVg7NixALz33ntnnW/BggXk5OQwZswYVq5c6TN2PvfG8Puic+fOPPPMMz7H/JuPxMTEMHToUKZNm0aPHj3K2ejYsSMpKSmsXbuWNWvWsHr1aubNm8fYsWMZM2aMowvUzRegd+/eoCO9bMq33dXRWXIOjf9xf02gN3BFmnPZ8T92Ls0gdErn3cABoCO6htpREfnW0vwVHWl3G7qG2k3AXKVULxHZYjVUeBrIBHqia6jdCbyllLpJrPRXZwFKNQHmAzNE5Jvylw7oVNAI4P8qGP+PMRFqBoPBYDAYDAaDweAiKSmJgQMHMmXKFMrKygJq4uLiWLlyJXl5eQHHN2/ezI4dOxg2bFiFDQnsh/C0tDSioqIcZxro5gFRUVGkpqY6miZNmjjONICuXbtSVFTEhg0bHE3Hjh0JCQnx0Rw9etRxaqWlpZUr5t+1a1fWr19PcXExAKmpqQE19lp+LvLz81m0aBG1a9d26rCdL9u3b2fGjBnMmjUr4P0+n3tj+H1xvt18hwwZQkFBAfPnzw9oJzg4mMsuu+w/7uYLZACxAaaoxpkosAx8o79QSlVBO+UyK9K47FZox9KUACdc2kAa28ZxoPRsGqVUGPA3YKKILBORLaIbBHyMVYdNKVUXuBf4i4isFpEfRWQ6sAFdIw10muh1wDARWSMiG0XkIbRj7Va/+9EY+AfwtojMpGLuBJaLbmjws2AcagaDwWAwGAwGg+F/it9KKpj9AJ+RkUFMTEy5OWJiYpzmCRkZGU6XS5sqVaoQHBzMsWPHKtTY++fSlJSUcPz4cUcbSOPfyOFiMX/+fOeefPXVVyxatMhpJHA+FBUVMWzYMB577LEKHXHnc28M/5vY3XxfeOEFcnNzz6lv3LhxwG6+FTnfXaQBUUqptvYBpVQ7IApdz8zWNFFKJbjO6wIUoR1QtqajUirYT3MUXfPM1lzlN38XYL2IFFv7qRVoUgEs3YYAmqtc6w22Nv+LL+WMv6mS9fWnaMpcGjsy7f+A90XkaSrA6nJ6OfBuRZqLgXGoGQwGg8FgMBgMhv8pOnfuzPLly322e++910fjTgWzI7fc2Klg77//Prfccgvbtm2jZ8+e5RxzgVLBli9fTlRUlI/dQCmHIuJzvKK0xLNp7LTSivRuzbns/Fxpkb1792bZsmV8+OGH1KtXjyFDhlBYWHje50+ZMoVGjRrRp0+fs+rO594Yfj/Y3Xzdm+009ueuu+4iKirKp5MtQJ8+fXjrrbfYsGED+/fvZ8WKFUydOpXLL7+cyMhIlFLMmDGDXbt20aNHD7788kv27NnD9u3bWbhwIVlZWaAdR4jIDuAr4DmlVLJVA2wasEx0h0/Qhfm3oztutlBKXQFMQEdj2d6+j4BCdOfPpkqpm4CRgN3hE3QDgFpKqYlKqUZKqX7AHcArrsubB3RRSj2glGqolHoAuBJ4zaV5FbhTKdXPsjMJqGnZx1rT98BjSqnOSqnaSqnb0VFln1s2dmLVTVNKtVVK1VVKDUU75r6wNGlAtnVNzZRS9ZVSjwFJwHLwcaZ9g04Xjbe28p9G6AYQGcDKAGMXDVNDzWAwGAwGg8FgMPxPYaeCnYshQ4awYMGCc6aC2elgM2fOZMaMGQwfPtwnFax58+bAmVQwwCcVLD4+nszMzHL2jx8/7kRRxcfH+zQFAMjOzqa4uJjY2FhH4x9FZtt12wmk8Xq9REdHO9pAGv8Ir4tFVFQUUVFR1KtXj+TkZJo2bcrnn39Oz549z+v81atXs3XrVqcBge1TaN68OaNGjWLs2LHndW8Mvx9WrVrFhg0bWLRokc9xO+rzxx9/ZNy4cbRr147k5GSCg4MZP348AwYMICUlxdF37tyZyZMns3fvXoqLiwkJCaFOnTo+9dOSk5N5/fXXGTVqFL169aKwsBCv10tsbCx9+vRh1qxZb7uW8BDwKdoJBbrD50B7UERKlVLjgPeBdWhnXCq6W6WtyVFKPYx2fA1GNyxYhnZ+2Zp9SqmnganopgGngXdE5DOXJlUp9bpl+wUgD5guIu5fNBnoqLfXgVDgB+AuETng0mxANxD4Cl1fLdtay0JrvDrQAGgNdLM0pcApdEdPROS4Uupx4HlggHXefnQK6I/WfjegmbUNc82fbtkHQCnVw7rmYiBFKfWmiLzMz4CJUDMYDAaDwWAwGAyGAPxSqWDJycnk5OSwbt0659jatWvJycmhffv2jmbbtm0cPXqmNveqVasICQlxmiEkJyeTkpLiE/m2atUqEhISHGdTcnIy33zjW8N71apVtG7d2kmzbN++fUCNvZafGxG5oAi1efPmsXz5cpYtW8ayZcuYPn06AIsXL+aee+4Bzu/eGH4//FzdfFNSUhg3bhwlJSWOZt26dWft5ovL2YN2cGUCnawtE3Ba9SqlPOiotbVAW+B6dGH9R1yaSOucJUBLoC9wCTDEpamNrm32smvsRqXULS5NMvBn4DGgqfV1sJWGahMOfIKOOMsAHhWRFHzZgI4Ia2ytZ6Glt7uJHrKO10NHt9VAOxaPY0WQWSmuT6FTNJsBl6E7gvayJ7Hqrh1F10ZLdG3NXdd0DTAbGA60s+a5TynlG4J8kTARagaDwWAwGAyG3xTx8fGUlZVVWMjdYPhPsVPB3Hi9XqpVq1ZOe9ddd/Haa6+xePFin6YBffr0oWfPnrRu3Zro6Gi2b9/ukwoGMGPGDPr160ePHj0YMWIEjRo1ori4mJSUFLKysvB4PIDutHn11VczduxYnn32WQDGjx/P9ddf79Rg69KlC40bN2bEiBE8/vjjnDx5kkmTJtG/f39nvl69evH8888zatQoRo4cyZ49e5g1axZjxoxx0h0HDhzIm2++ycSJE+nfvz9paWm8++67vPzymQCOQYMG0atXL1566SVuuOEGli5dyrfffuuTDnfq1CnS09Od/X379rF582aqVq3q1DE7efIkBw8e5MiRIwDs2qWz2uLi4oiPj2fv3r18/PHHdOnShZiYGI4cOcKLL75IWFiYT3fVgwcPOrZKS0vZvHkzAHXr1iUiIqJctKGd1teoUSOioqLO+94Yfl/8Et18RYTRo0eftZuvUmoLgFKqEXA10M2OArOi0T5RSjWw0j67oB1TyXZnS6XURHQq5NNWimVvdLTYKBEpArYqpeoDQ5RSdtrnQOCgiDxuLWeHUqo1MBSwo9QGA9+IyGxrf7ZSqpN1fJh1fSs54/QKeI9E5CP3vrXeO9COvNUiUop2xrk1NwEfi8gp69D16Iiyh0WkzNI8BCxTStUVkXTX6dlnaTTQF/hCROzouL1KqZeA4Uqp+a6U2IuDiJjNbL/4BtRCt9oVoNYvNK/BYDAYDAaD4X+cNm3aSFBQULktLi5OREQiIiKkSpUqkpqa6pzz0UcfSeXKlaVGjRrOseeee06aNGkiYWFh4vF4pFKlStK0aVP54IMPfOZbtWqVtGnTRsLDw8Xj8UhoaKjUrFlTRo4cKadPn3Z06enp0rJlSwkODpbg4GBp2bKl7N+/38fWmjVrpH79+uL1eiUkJEQ6d+4seXl5PppPPvlEEhMTxePxSFhYmHTv3l1KS0t9NK+++qrExMSIx+ORiIgIGTx4cLn79Pjjj0tUVJR4PB6JioqSSZMmlbNRqVIl8Xq9EhQUJNHR0ZKYmCijRo1yNO+++65ERkaK1+t11hMXFyfPPfeciIhs27ZNmjdv7tyb8PBwSU5OlnXr1jk29u3bJ23btpXg4GDxeDwSHBwskZGRUr16dfnuu+9EROT48eNyxx13SJs2baR27drSpEkTiYiIkAMHDlzwvTH8Phg1apTcc889FY536NBB5s6dK48++qhcc801zvvgsccek969ezu6K664QoYMGSK5ubkB7WzcuFESExNl8eLFZ1uO/QzcD9gq5Z+NtwK3W9+PA1b4jVdBR3ldbu3PAub7aVpYmtrW/kfAk36am4B9QLC1nwrc56e5D1jjv0Zr7BBwY6AxlyYY7YzbClSrQNPKstXedexPQJqfroGlu91vDWuBzegabQOBINf4PGC2n50B1nlJZ1v7T9nMx34Gg8FgMBgMBoPhf4bfUiqY3QkU4OGHHyY2Npbvv/+e77//ntjYWB55xMnyorS0lPHjx9OuXTvWrVvH8uXLyc/PZ8oUJ1uM3NxcHnnkEXr06MGmTZv44IMP2Lp1K3PnznU0+/bt45lnnuH+++9ny5YtzJ07l6VLl/LZZ05pJdLS0njjjTd46qmn2Lp1K0899RTz5s3zqeHWsGFDJkyYwJIlS0hISOCdd97h0KFDzJw509FkZWVRvXp1lixZwqZNm7j77rupWbMmQ4bozLSysjI6duzI4sWL2blzJ0uXLiU0NJSXXnrJsbFz5066dOnCsmXL2LVrF59++il169Zl2LBhdO7cGYCgoCBuuOEG5s+fz3fffce8efNo27atz2t4PvfG8Pvit9LNVyl1jzUUD2QFmCbLGrM1Pm1nRSQbHb0VV5HGtX8ujZczqZhxFWgqDuurAKXU9Uopu/nAfUA/EQncAUJHr+0QkVTXse+AOKXU/UqpYKVUFXS6pn0tNs+iI+huQ6e8TkA3ZLD5GrhZKXWFUirIitwbHMDOxeFie+jMZrbz2TARagaDwWAwGAyGX4HziVx57LHHpHbt2rJ8+XLnuH/kSpMmTeS9996r0E5ZWZlcddVVcsMNN1QYBVVWViYiItu3b5fExERJS0tzxlJTUyUxMVF27twpIiIrVqyQmjVrypEjRxzN4sWLpU6dOpKTkyMiIvPnz5cmTZpIYWGho5k9e7a0adPGmevJJ5+UK6+80mcd48ePl27dujn7Q4YMkTvvvNNHc8cdd8jQoUMDXkdiYqJ8/vnn5a6tdevW8uKLLzrHCgsLpUmTJrJw4cKAdkREPv74Y6ldu7YUFxdXqHnppZfksssuq3BcRGTevHnSrl07Z/987o3h98OoUaPktttukz179vhsJ06cEJEzEWoiItOnT5dLL71UioqKyv2ci4gUFRVJSkqKzJ49W26//XapUaOGPP/88yIismTJEklMTJRNmzY5+pKSEme+tm3bCjBY9DPwSHQKpP+z8b+A4db304B3A2j2Aj2s7xcBz/qNV0dHYSVb+98BI/w0HSxNvMtmTz9NbyDdf35rrMIINXSttbpAMrqxwL+B2AC6MHT02tAAY72A9ehmBHvRNd3WA/cHmtM6ZyiwzbWv0A0J9lh2tgAPWmtvW5Gdn7qZCDWDwWAwGAwGw2+K4uJiZzMYfg2SkpIYOHAgU6ZMqbChQFxcHCtXriQvLy/g+ObNm9mxYwfDhg2rsB6gXZMoLS2NqKgonxptycnJREVFkZqa6miaNGlCQkKCo+natStFRUVs2LDB0XTs2JGQkBAfzdGjR9m/f7+j6dKli886unbtyvr1652fudTU1IAaey3nw759+8jIyPCxExISQseOHc9qJzc3l8jISJ8uqIE0VatWrXD86NGj/POf/6RTp07OsfO5N4bfF3Y3X/cW6H0zZMgQCgoKztnNd/jw4SxatIhx48Yxc+ZMiouLfbr52tjdfOvWrev/Ps4AYgNMUY0zkWIZ+EVSWdFawegGBgE1LrsV2rE0JcAJlzaQxj9q7ZyISL6IpItImoj8Bd3F844A0m5AJeAfAWx8JCKt0c0EmgHTgRi0Y6wi0oBIpVScZUNE5CmgIdqB2ArdLZVz2PlJGIeawWAwGAwGg+E3xa5du9i2bZtTwNxguNj8VlLB7Af4jIwMYmJiys0RExPjNE/IyMggLi7OZ7xKlSoEBwdz7NixCjX2/rk0JSUlTjH/Y8eOBdT4N3I4G/Z8F2LnxIkTzJgxgwEDBlRoNz09nTfeeIOBAweWGxs2bBj169enbdu2VK5c2en2Ced3bwz/m/xS3XzRzp8opVRb+4DVUTMKXc/M1jSxul7adAGK0N00bU1HpVSwn+YoZ5xGacBVfvN3AdaLiP1pVWoFmvP3nJ+dkADH7gC+FJFAqa8AiMgx0c0K/ggUAqvOMkcLS5PtZ6NURI5Y19oTXZ8tM8D5/xHGoWYwGAwGg8FgMBj+p+jcuTPLly/32e69914fTUxMDEOHDmXatGkBoyU7duxISkoK77//Prfccgvbtm2jZ8+e5Rxz7s540dHRznxRUVE+dgN10BMRn+MVddk7m8ZKg6pQ79acy87F6IZZkZ3c3FwGDBhA48aN+ctf/hLw3KNHj3LnnXfSrVs37rzzznLjkyZN4ssvv+TNN99k7969TJw40Wf8fO6N4feD3c3XvdlOY3/uuusuoqKifDrZgu7m+9Zbb7Fhwwb279/PihUrfLr5KqWYMWMGu3btokePHnz55Zfs2bOH7du3s3DhQrKyskBHayEiO4CvgOeUUslKqWR0iucy0R0+QTuPtqM7brZQSl2BrhP2tugOn6AbDhSiO382tTpmjgTsDp8AC4FaSqmJSqlGSql+aGfWK67Lmwd0UUo9oJRqqJR6ALgSeM0WKKUilFLNlVLNrUO1rf2a1ni4Uuoh63pqKaVaKqWmAzWAT933UilVF+gIvBPoNVBK3WudX18pdS8wBZgiIjnW+PVKqf7WNddVSt0J/A34u+hupyilqimlBlrX01wp9STQHXg80Jz/KcahZjAYDAaDwWAwGP6n+K2lgsXHx5OZWT544vjx404UVXx8fLnIruzsbIqLi4mNja1QY9s9m53MzEy8Xi/R0dGONpDGP8LrbFQU/RXITl5eHnfeeSfh4eG88cYbBAcH48/Ro0fp06cP7du3Z9q0aQHnjI+Pp2HDhtxwww08++yzLFiwgKNHj571ut1rNfx+WLVqFYsWLSIxMdFna9q0KQA//vgj48aNIy0tDdA/y+PHjyczM5OUlBTHTufOnZk8eTKXXXYZ9erVo3v37mRmZtKvXz9Hk5yczOuvv86BAwfo1asXjRo1olWrVjz88MN069YN4G3X0h5CNwP43trigIftQREpRXf6TEanKi4HTgOTXZoc65yewEbgA3Rdslddmn3A08BwdB2x14AvROQzlyYVeN2yvdX6+pqInOk+AncCa4AfgARgKrDMWiNoZ2FT4DNgFzq6rT/wuohs83tZ7gCOAIOUUoeUUjf6jV8HrAa2AS9a17bINX6Ftd5NwE7gTWtNf1ZKuVNph6Oj+X4AHgAWicg6fgaMQ81gMBgMBoPBYDAYAvBLpYIlJyeTk5PDunVnnvnWrl1LTk4O7du3dzTbtm1zHESgnQYhISG0atXK0aSkpPhEvq1atYqEhASSkpIczTfffOMz/6pVq2jdurXjyGrfvn1Ajb2W86F27drEx8f72CkuLiYlJcXHTm5uLnfccQchISEsWLCA0NDQcraOHDlC7969admyJTNmzKiwJp0bO1CnqKgIOL97Y/j98Fvq5gucyfvWDqlMoJO1ZaIjsQBQSnnQUWtrgbbA9UAE8IhLE2mdswRoCfQFLgGGuDS10dFbL7vGblRK3eLSJAN/Rhf/b2p9HWylodrsAiYBPdAppf1FpIaIjAYQkUJ0zbXdwNXo2mVjgfuUUje4XxMRmYp2+pULDbVSXNsBc6y1XI5uMDDT797VRke/1QCSgH8C37vSOdugGzQMtdZyG3CTFfF28bnYXQ7MZrbz2TBdPg0Gg8FgMFTAli1bZOPGjbJly5ZfeymG3yGjRo2SO++8U44ePeqzZWVliYhv9z8R3eGvU6dOUrduXZ/uf71795aFCxfK+vXrZd++fbJ8+XK54oor5NZbb3U0qamp0rBhQ+nWrZssXbpUdu/eLdu2bZMFCxZI/fr15fXXX3e0d955p1xzzTWSmpoqqampcs0118jAgQOd8ZKSErn66qvl1ltvlY0bN8q3334r7dq1k4cfftjRZGdnS6tWrWTYsGGyZcsW+ec//ymNGzeWOXPmOJq9e/dK/fr1ZcKECbJ9+3Z59913pXbt2vLpp586mjVr1kitWrXkxRdflB07dsiLL74oSUlJPl1I8/LyZNOmTbJp0yZJTEyUV199VTZt2iQHDhxwNC+++KI0adJE/vnPf8qWLVtk2LBh0qZNG8nNzRURkdzcXLnlllvkmmuukT179vi8HiUlJSIicuTIEenUqZPceuutcvjwYR+NzfLly2XRokWyZcsW57Xo2rWr/PGPf7yge2P4/fBb6uYLKP2FRuhuk+3kzHNxsnWsgbV/DXAASHBpegDpQKS1fzc6oizEpRmOjmiz53oU+EbE5xn8GeAT1/4r6FRSt+YdYI4EeJ6mgi6f6DTWMX7HlgLj/Y41Q9d2i/e3BdyFjioLch1rbunqVrCeGHQ30L6uYy8Dc/10g615VSA7/8lWcesUg8FgMBgMBoPBYPgd8tVXX9GmTRufYw0aNODbb78tp7VTwe6//36f4127duX9999n6tSpnD59murVq3Pdddf51P9KTk5m6dKlzJo1i4ceeohjx44RHh5Os2bNmDRpkk/a2EsvvcSjjz7KHXfoxnh/+MMfmDLFCVzB4/Hw1ltv8dBDD/HHP/6RsLAwevXqxYQJExxNVFQUixYt4uGHH+bGG2+katWq3HfffQwZ4gSuULt2bf7+978zYcIE3nzzTapXr86TTz7JLbc4gSu0b9+eOXPm8Mwzz/Dss89Sp04dXnnlFZ8upOvXr6dv377Ovl2v7LbbbmPmzJkA3H///RQUFPDQQw9x8uRJ2rVrx7vvvkvlypUB2LBhA2vX6uyyzp07+9zff//73yQlJfH111+Tnp5Oenq6z/wAhw4dAiAsLMy5psLCQmrUqMHNN9/MiBEjLujeGP63cHfzvfrqqwNGPtrdfG+++WbnfevG7uY7Z86cCiMnRUSUUiHAjejaZ3tcY2lKqRygPToaLBnYJiJHXSa+Rhf4bwV8Z2lSxKob5tI8jI7a2mdp/Iv5fw3coZQKFl2svz0wN4BmcMALqZj/B/xBKfUuOoqtM1AfHfEGgFKqEjr67GERyQhQRzEEKBYRdzhvgfX1MrRD0Z9b0emw7lptIdYxNwVAIjqo56J2+rS9lwbDL4pSyv1mThKRA7/AtObNbjAYDAbDfwFbt26lpKQEr9fr1LsxGAwGg+F8GT16NB988EG5FOIHHniAMWPGcOmllzJ48GB69+5Np06dmDJlCn379uXxxx9n8+bNfPDBBwCkpKTwwAMPkJmZSbNmzbj00kvp1q0bHTp0AODjjz9m6NChfPnll7Ro0QLQtfncaaO7du0aA3yDTj+8GugoLkeMUuo7dJ2v2Uqpaejn4zPedq3ZC4wSkcVKqUXAfhEZ5xpPQEeodbecdN8B74nILJemPfAx0FZEjlo2R4vIRy5NL2CmiNTxv6dKqUPAn0TkC7/jwcBzaAdXCfq5+0ER+T+X5lnAIyIPBrKllGqCrs32NLreWzgwHbgZmCoiswOs52t0uudDrmN3oVNU7wb+BdQF5qPTP7uLSJq/nf8EE6FmMBgMBoPBYDAYDAaD4XdF586deeaZZ3yO+TcfcXfz7dGjRzkbdjfftWvXsmbNGlavXs28efMYO3YsY8aMcXT+3XyXLVtGVlYWAwYMAKiGLsZ/GB2F5R/oofAN/qgoEORsmkAteCvSnMvOhQaiDEJHxN2NTlftCExVSh0VkW+VUn9ANxS4viIDIrJNKTUKmIhu3FCG7kJ6DKtLqs8idf23xujupm7eRjvR3kL7u/IsOw9aNi8qpimBwWAwGAwGg8FgMBgMht8Vv1Y335ycHE6dOoVSyo6QOyQih9DpkLEBpqiGdhwBZKBrjDkopaoAwegGBgE1LrsV2rE0JcAJlzaQ5hjniVIqDN38YKKILBORLSLyJjoSbpgluwKoA2xVSu1XStmZavOUUh/YtkTkIxFpjW5O0AwdoRZD4DTN/sBmEdngPmiVrXsKHZHWAZ0ma3d7uajpnmAcagaDwWAwGAwGg8FgMBj+R7lY3Xyzs7PZunUru3fvJiwsjObNmxMSEgJnIqzSgCilVFvbltVRMwpIdWmaWCmcNl2AInTRflvT0Uq1dGuOcsZplAZc5bf0LsB6q34a1pyBNKmcP8HW5h/9VcoZf9OLwLXoCDV7A5gAjPE7DxE5JiKngD+ia8751IJTSkUA3dENFAIiIqUicsS61p5AmpzpBHrRMA41g8FgMBgMBsNvinr16tGwYUPnk3+DwWAwGC6UoqIiMjIyfLbjx48H1N51111ERUWxePFin+N9+vThrbfeYsOGDezfv58VK1YwdepULr/8ciIjI1FK8fTTT7N161a6d+/Od999R0hICGVlZbz//vtkZWWB5VATkR3ojpjPKaWSrbTFacAyEdllTbkK2A7MVkq1UEpdgXY8vS0itrfvI7Sj6QWlVFOl1E3o1MdXXemkC4FaSqmJSqlGSql+wB3ozp4284AuSqkHlFINlVIPAFeia5gB2nmllGqulGpuHapt7de0rikX+B54TCnVWSlVWyl1O7qe2ueWJkNEtro3y9ZBEdnnmutepVRLpVR9pdS9wBRgiojk+L1cf0Snc37o/zoqpaoppQZa19NcKfUk2vn2uL/2YmCaEhh+FUxTAoPBYDAYDAaDwWAw/By0bduWDRs2lDseExNDRkYGlStXxuv1smLFCpKTkwFYvHgxAwYMICoqioMHDwIwffp0XnvtNfbu3UtxcTEhISHUqVOHyZMn0717dw4dOkRmZiYbN27k+eefZ9euXRQWFuL1eomNjaVPnz7MmjUrTEQKAZRStdFdKe2OO1uBm0TkoL1Gy9H2PlAb7YxLBf4gIvkuzS1ox1ccUIwu6N/Tr9nBYGAqUBXd+fIdEfFpa6uUmgiMBiqj641NF5En/Wy8gI5CCwJOop1574vIaEtzB9rpV8fSrUd3D51rr8dqFtALaGnNpYB73Q0OlFJb0PXPgq31fmtpjlrj0cBLwC3WWrYDXwBP285GpVR1dDOC6uiOn/uBPiKylp8BE6FmMBgMBoPBYDAYDAaD4XdDly5d6NevH4cPH/bZduzYAUCzZs2Ijo5m8uTJzjk9e/ZkzJgxPh0609PTiY2N5dNPP2XPnj2kpKTw4IMPkpGRwaZNmzh58iQnT55kypQp1KlTh8WLF7Njxw5SU1OZNWsWe/fuBWjgWtpUdC20TtaWiY7EAkAp5UFHra0F2qLTIyOAR1yaSOucJWgHVV/gEmCIS1MbXdvsZdfYjZYjztYkA38GHkM7+B4DBltpqDa70F0ze6BTSvuLSA3bmWZRjHag/Rldu22giLij5QAqoaPz7K6jTfy7hQIz0PXW6qK7oZaio+hsyoCl6DTVS4BR1vfuzhM5aGfkYOvr1z+XMw1Ml0+DwWAwGAwGg8FgMBgMvzNCQkKIj/evuX+GAQMGsGDBAlasWMG1114bULNs2TKeeOIJrr32WkSEsLAwWrRowfHjx8nKyqJVq1aMHDmS+vXrs2TJEoKCzsQstWjRgt69e9uRVyilGqEdRd1sJ49SahzwiVKqgZX22QXdvTLZFZk1EZ3eaUdi9QZCgVEiUoQu9l8fGKKUsh1ZA9EplXaq4w6lVGtgKPCZdWww8I2IzLb2ZyulOlnHhwGIyEpgpbWOgPdIRP7PGk+q6F6LyGuWpvNZNHNduweUUrOBN5VSwSJSLCLZwAI/zXzgfpeNfLQjEaVUB6BKRfNdDEyEmsFgMBgMBoPhN8XJkyc5fvw4J0+e/LWXYjAYDIbfKUlJSQwcOJApU6ZQVuZfU18TFxfHypUr2bVrF19//TUrV67k2LFjJCQk0LRpUw4dOsSOHTsYNmyYjzPNjStSKxnIcUdMiUgaOqqqvUuzzXamWXyNTl9s5dKkWM40tyYBSHJpfIr5W5rWrmYG7SvQtOdXRilVFe04THU1UfDXJAA3o2u4/SoYh5rBYDAYDAaD4TfFkSNHOHToEEeOHPm1l2IwGAyG/1KWL19Ow4YNfbYZM2b4aEaPHs3+/fv58MNy9e0pLi5m9OjRLF++nMsuu4yxY8fyzTffEBkZSbt27ahVqxb79uma+g0anMnqzMzM9JlTKXWPNRQPZAVYapY1ZmuOuQetyKxidL20gBrX/rk0XqCaSxtIU3FY38+MUupRpdQu4EegJnBPAM0cpdRuYB267tuDv+giXZiUT4PBYDAYDAaDwWAwGAy/Kzp37swzzzzjc6xq1ao++zExMQwdOpRp06bRo0cPysrKKCwsZNOmTezatYuCggJeeOEFSkpK2LdvH9999x39+/dn7NixjBkzxrHjToeMjo5m+fLlAPTu3Rt0kX2bQI3ylN/xiprpnU0TKB+zIs257PyazfxeBt4BaqEdZbOUUgP96rFNAKaja9M9BEy0vv7iGIeawWAwGAwGg8FgMBgMht8V4eHh1K1b95y6wYMH88Ybb/Dss89y+PBhTpw4wc6dO6lWrRqdOnUiLi7OcZiNGDGCmTNnMmPGDIYPH069evUA2LlzJ82bNwfA4/E483q9Pi6XDCA2wBKqcSZSLANwNwVAKVUF7ZTLdGn8o8hsu8fOoSkBTri0gTT+UWu/GCJyHDgO7FZK7QDS0PcjzaXJQF/fTqXUCWCxUmqmX5rsL4JJ+TQYDAaDwWAwGAwGg8HwP8Xp06dJT09n165d9O7dm9dff52TJ08SGhpKx44dueKKK4iPjy9XjL9x48aUlJRQUFBAixYtaNiwIXPmzKmwDpuLNCBKKdXWPmB11IwCUl2aJlZ9MJsuQBGwwaXp6KqFZmuOAvtdmqv85u8CrHfVJEutQJPKbwP7xoeehybkZ15LQEyEmsFgMBgMBoPBYDAYDIbfFUVFRWRkZJQ7JiLk5+eTkZFBbm4uXq+Xm2++mSVLlrBmzRrat29P9erVAejTpw89e/akdevWREdHs337dqZOncrll19OZGQkADNmzKBfv3706NGDESNG0KhRI4qLi0lJSSErKwugFEBEdiilvgKeU0qNt5b0LLDM6vAJuknAdnTHzSeAqugUx7etDp8AHwF/QXf+nAXUA0YCM1ypkQuBe60OoW+jmxTcgasjJjAP+Egp9QCwFLgBuBLoaQuUUhFAXdc5tZVSzYGTInLQ0lRF1zurbmkaWE7IY1Y0GUqpeHTNNtvWJUqpPHQn0pOWk7EN8P+AbKAOMA5Ix3LwKaWuRUfQrQdOobuhPgqsERHbkYhSqjE6oi8aiLDWi4hs5iKjfFNRf3sopboCX13AKfeKyPyfZTG/E5RS5/uirxKRrj/TGmpxxnueJCIHfo55/Phtv9kNBoPBYDAAsHXrVkpKSvB6vTRt2vTXXo7BYDAY/sto27YtGzZsKHc8KiqKVatW0bFjR4KDg5k3bx7169cnOjqatLQ0/vSnPxEVFcXBgwcBmD59Oq+99hp79+6luLiYkJAQ6tSpw+TJk+36aAB88803jBo1iu3bt1NYWIjX6yU2NpY+ffowa9asMBEpBFBK1QY+Bew/bluBm2znlKVJBt4HaqOdcanAH0Qk36W5BXgN7aQqBpYBPd21xpRSg4GpaKfcaeAdERnivh+Ww200UBld4H+6iDzpZ+MFtIMqCDgJFALvi8hoS7MQuB3woJ+5SyxbT4vIdEvzIGeaB1RFR52dBO4XkfeUUpcAn6M7lQZbc2wB7hGRTZaN/sBktOPOA+QDKyxNjqUJBfainWley85JABGpwUXGRKj9DCil5gN3A3tFpO6vuxqDwWAwGAwGg8FgMBj+d7jyyiupW7cu9913HydPnqRKlSrEx8eTkJBATEwMDRs2JCsri9dee42PPvqIiIgI6tevz8aNG9m8+UwgU3p6OrGxsbz00ks0btyYEydOkJqaSklJiaNZt24dgwYNokmTJjz77LM0bNiQU6dOsX37dhYuXAi6eP6PlnwquhZaJ2t/GjAF7T9AKeWxjq0FeqAdQ7OAR6wNpVSkdc4StLOrPjATGAK8YmlqA39DF/l/C+gATFVK3SIin1maZODPwGNoZ9ZNwDil1GcistZa3y5gErARHdH2JxH5wu92f4R27u0DwoD7gG7AfFtgOdamK6XuQ6eZXuO2JSJblFJT0KmqR9FOswnW/epumSkF/g58BhwC2lv3qg/wpqXxWPNuBG4BCkXkXn4m/tscanPQb4iz8UtEOv1eONf9PPVLLcRgMBgMBoPBYDAYDIafQllZGbm5uRw6dIhDhw6xc+dO8vLyKCoqonbt2rRo0YJKlSpx6NAhtmzZgojQv39/3nvvPVJSUrj22msD2l22bBlPPPGEM56UlESrVq2ccRFh9OjR1K9fnyVLlhAUdKZMfYsWLejduzdKqS0ASqlGwNVAN9thpZQaB3yilGpgpX12QacyJttF9q0osheUUk9baZ+90RFeo0SkCNiqlKoPDFFKvWpFqQ1Ep1M+bi1nh1KqNTAU7ZACGAx8IyKzrf3ZSqlO1vFh1vWtBFZa6wh4j0TkI/e+td47gEuA1a7jzdBOv5uAHwLYmevaPaCUmg28qZQKFpFiEVnkd8peyyl4M5ZDzYri+5s1XwegSsBFXyT+2xxqGXa4n+GiYO6nwWAwGAwGg8FgMBj+qygsLOTUqVPk5eVx+PBhjh49Sm6uLjEWExNDtWrVqFq1KjfffDNBQUEcOXKE3bt3ExQURO3atalUqRKNGjVi4MCBTJkyhauvvtrHGWYTFxfHypUrufnmm6lcuXK58c2bN7Njxw7mzJkT8HwAVxpmMpDjiv5CRNKUUjnoaKtdlmabX8fKr9FF91sB31maFMuZ5tY8DCShI8WS0fXY8NPcYTuorDnnBtAMDngh54HVKOEuIIczUXkopSqhA3oeFpGMipxzLn1VtOMw1dVEIRBRWCmdvwb/bQ41g8FgMBgMBsPvHK/X6/PVYDAYDP+7lJaWkp+f7zjQTp06RXZ2Njk5ORQWFhISEkK1atVo2bIlNWrUIDQ0lC+++IIPPviAxo0bU1paiojg9XoZPnw4Dz74oGN79OjRvPfee3z44Yf07du33NzTpk3jgQceoHnz5jRr1oxLL72Ubt260aFDBwB2794NQIMGDZxzMjMz6dixo7O/a9eue6w67/FAVoBLzLLGsL4ecw+KSLZSqhhdL83W7McX+5w4tEOtnB1r3wtUQ6dVxlWgiecCUUpdj3aYVQIygH4ictwlmYR2ji09h51HgXstO2noSLuKtMnodNABF7rei8Xv8r8UqxNFN+B6tNe1HhCO9lz+CHwCvCIieedhKxKdA3wL0Aydw5yFfgN/DbznCteciM7ztakTqAGAiJRzxyql6gKjgD+giw96gIPo8MoXRWTjWdZozzFJRCYqpa5Bh2h2ROceHzS13AwGg8FgMPy30LBhw197CQaDwWD4lSgoKODkyZOcPHmS7OxsCgsLiYiIoKioiJKSEgoLCwkODqZmzZrEx8dTrVo1KlWqVM5G8+bNeeCBB4iOjiYhIYHg4GCqVq3qo4uJiWHo0KFMmzaNHj16lFtLx44dSUlJYe3ataxZs4bVq1czb948xo4dy5gxYxydO+IqOjqa5cuXA9iNC4JdJgM1ylN+xytqpnc2TaCQr4o057LzU5r5fQdcB8QA/YFXrXptmUqpPwBXoP0z5+Jl4B2gFrqJwSyl1EB3swUApVQTdK20GSLyzU9Y70Xhd+lQQ+cEdwlwPBZdAO8q4H6l1M0isrUiI0qp64B3rfPcJFrbpcB4Ar95zxul1EB0qGWo31BDa/uzUuoxEZl6HrYmo0M9DQaDwWAwGAwGg8Fg+E1RWlpKUVERRUVF5Ofnk52d7Wx21JmIEBoaisfjISgoiMqVKxMSEkJ4eDjR0dFUq1YtYApmXl4eBw4cICcnh4iICK677rpyzjZ/hgwZwoIFC5g/f37A8eDgYC677DIuu+wyhg8fzsyZM5kxYwbDhw+nXr16AOzcuZPmzZsD4PF4qFu3LlAu0jqD8r4F0BFjx1yadu5BpVQVtFMu06XxjyKz7R47h6YEOOHSBtL4R62dE6t2Wbq1pSml/oWuozYb7Uyrg6715j5tnlLq3yLSx2XnOHAc2K2U2oGOUmtnfQVAKdUY+AfwtojMvNC1Xkx+rw41L7qrw8foFrOH0E6vOkAv4DZ01NpipVQbESnwN6CUuhrd6cKL7ibxFrqLht25ohm6mF5312kvA/8HPIXuyHEIuOFsC7Xa3c631pcHTAeWo9/onYGH0G/qKUqpkyIy5yzmeqHzqjcCM4BN6FDJNhXob1VK3YGOiCsBjgD/AuaLyFdnW7fBYDBcTPLz88nLyyM4OJiIiAiys7MpKiqicuXKVKlyfrVE8/PzERHCw8PLFU3Nz88nPz+fSpUqERERAUBJSQlKKY4fP05mZiYiQlhYGB6PB6/XS2hoqNPBya7TERQUhFKK0tJSlFLOXGFhYQCcPn2a4OBgQkJCyMvLo7CwkLKyMiIiIoiPj+fkyZOcOnWKkJAQoqKiEBFOnTrFiRMnnLWGh4dTWFjozOH1elFKUVZWhv3hXGlpabnrj4+PJyoqiqNHj1JQUEBxcTFKKUJCQggJCXHqirhRSjn3SkTw+/DPZ6wigoKCKCsrO/uLYzAYDOD8jvd4POTl5VFcrMvi/By/Q5RSAX93VXTc6/VSVlZ23muxfz96vV5KSkoQETweD4mJiYgIWVlZFBcXExYWRlhYGGVlZU59pdLSUrxeL5UrV6ZSpUocPXqUnJwcPB4PkZGReL1eSktLKS4uJiIigqioKHJycsjMzKSwsBClFFWqVKFGjRqA/ntWXFxMbm4uwcHBeL1eMjIyKC0tpXLlygQFBVFQUEBISIijr1SpElWqVCEoKIjgYB08k5+fj1LKcT6cOHGC3NxcQkJCiIuLo6CggMxM/TwfGRnp3IvTp09z+vRpJ60uLCyMxMREwsLCKCkpIT8/n9DQUEJDQ53rsr8/ffo0SilCQ0NRSnHq1CmKinRZKNuJEhoaSllZGceOHXOusVq1apw8edI53+PxICKUlpZSqVIlEhISCAkJoayszLl227GRn5/v3Fv/tPKMjAzy8vIoLS11XteQkBA8Hg8ej4eIiAgiIyOde3k2Tp8+zcmTJykqKiIkJIT4+Hg8Hg+nTp0iJyeHoKAgYmJi8Hq9FBUV8eWXXzJ58mQOHz5Mr169mDJlSjlH0IkTJwgKCir3v9G6des4fPgwXbp0IS8vj2eeeYaNGzdy5ZVXMnbsWMLDw8+5XoAffviB3bt306VLF2JiYs7rHPfa/vWvf9GwYUNq165NcXGx4zQrKiqiuLiYwsJCcnJyyM/Pd9439v9noaGhREVFUa9ePSIjIykrK3Neq+DgYMeJFhUVxY4dO/jrX/9KRkYGffv25fbbbwfg2LFj7Nu3j/DwcKpWrcrp06fP6UwDiIiIYPTo0UyfPp3rrz93EFXjxo0pKSmhoKCAFi1a0LBhQ+bMmUP37t0rrKNmkQZEKaXaisg6AKVUO3QdsFSXZpRSKsFVR60LUARscGkectVCszVHOZMKmkb5iLAuwHrXOanoYKO5fppULg72D8qL6KgzNyvR2X3LznK+/Q+9E3hkRab9A3hfRJ6+SOv8yaiz/ZP8W0Ap1RWwnTvn6kqZYRW4ayQiO85i8zpgKRAEDBKR1/3GK6ELAiYC+cAtIvJ1BbaSRGS/37H56La3e8+WamkV7NsD1EQ7064UkR/8NHWA711rqSMimX4a94u4wlpv4VnmPZ8XfTFwj4hkn4c20By1ziGpDqyxvk8SkV+iO+tv+81uMPwKlJWVkZmZSV5envMPc2iof7Dsz0tWVhaHDx+ucLxy5cqOcykmJqbcP5GlpaXs3LnTeTALCgqiXr16zj9Qhw4d4vjx4z7nhIWFUVBQ7rMUg8FgMBh+UTweT8APSX5JbIea/Xc0LCyMkJAQcnJyHE1FjsiKCAoKIjo6mqysM+WiKlWqxOnTpy94fbVq1SIvL4+TJ0+e9zler9dxsNnExcU5Dh3Q11S7dm1KS0s5duwYhYUVPj6Vo1q1ao5D05+srCyOHDkS8H7FxMT43BPQ74GtW7dy2223OR/kAdx33328+uqrgHYC/ulPf+If//gHZWVleL1e+vbtywsvvMDQoUP56CPdZDE6OpqoqCj27t3r2OnWrRuffPJJwLXu37+fsWPH8q9//QsR4eDBg4B+rd577z26d+/uoy8rK/NxkNnff/rppzz44IPOPezfv7+TDiki5ObmOlqlFMHBwWzbto0ZM2aQnp5Oq1atmD17Ns2bN6esrIwff/zRSfOMiooiPj6ehIQEZ82tWrXyeT8899xzPPjggxQUFFBQUEDVqlUZPXo0x44dY8aMGT7X4PV6qVatGpdeeimDBw9m8GBdf7+4uJguXbpw+PBh2rVrxwcffABAnz596NmzJ61btyY6Oprt27czceJEEhMTef/99wFIS0ujX79+NG3alBEjRtCoUSOKi4tJSUlh0qRJ7N69+88i8gaAUupt9LPweGtJzwIHRORua9yDdjJlAk8AVYEXgC9E5BFLEwV8i06znIUOFpqJTn98xdLURvtR3gLeRjcpeAa4X0Q+szTtgY+Ap9H+kRuAvwI9XWWtIoC61lqXAROteU+KyEGlVDi6dNWXaIdeNHAP0Ae4QUS2EQCl1CHgTyLyhbXfFh0I9P+AbHQw1Dh0BF1XESmynGn/h2628ITLXKmIZLlsN0ZH9I0HIrDKconI5kBr+U/4b3OonYtJIjLxPO1+BPQEPhWR7n5jQ4BXrN0xFxpGeAEOtduA96zdhyrysCql+gN/t3bHi8g0v3H7RSwDGohI+jnWdwodvbcC2Ip25sWhvdFD0XnPoN+o15+jq0ZFc1zIG8s41AyGX4kDBw74/EPi8Xho3LgxHo/nF5m/rKyMbdu2XdDDRJ06dXw+Gfe/BtD/LDVt2pTCwkJ27Kjw8xWDwWAwGAy/cewowN+a7bp165ZLOczNzfVxZp0vL774ouM8swkPD+fUqVMAPProo0yePLnceR06dGDNmjXljvuzZ88eJwXRRkRo3bo1GzcGLtVdq1Ytx/aBAwc4fvw4xcXFTkR7WVkZHo+HsrIyBg4cSHa2bxzGggULaN68OcePH+f48eOEhYVRqVIlKlWqRElJCd26dSM/P9/RV69enSVLluDxeJyovpCQECcjoH79+gA88cQTTJgwwWeuWrVqsX+/b43+0aNHOw4vNw0aNODbb78t51ADWLx4Mffffz+dOnVyHGqzZ8/myy+/ZNeuXZw+fZrq1atz3XXX8Ze//IXo6Gjn3N27dzNr1iy+/fZbjh07Rnh4OM2aNaN3794MGDAgWERKwOle+RS6djpoR9TDIuJ4sJVSNYGp6FTJArTTa5K7q6dS6hJgCtAWXSv+LeB5d60xpVQndDOAJuhstJdEZKH7fiiluqGdaLWBvcDTIvJP13hntBPLn/dFZLRSKhQd9NQOnbp6HFgPzPQPFvKb19+hdgnaSdYcXf/+KNoPNFNEjliaB9F11fw5ICKXumz/P3QNNh9EJLAX/D/g95ry6YNSKg7t2XWHXdh5wa0DnHKL9TWf8m1kLybXWV8FeOMsun8ALwFVrHOmVaD77lzONIuaInIywPFlSqnZ6FTXtmgH2zC019tgMPzOKC0tLeeIKi0tJTs7m2rVqv0iaygrK7vgT+ZPnDjh41Cz/9l0U1JSQllZ2QV92mwwGAwGg+G3x8/lTPtPbZ8+fbqcQ83fqXS+uP+vsYmKinK+//LLLwOel5p6fpl5R44cITIykszMTLKysggJCWHPnj0VOtNAO9FWrVpFdHQ0+fn5lJWVERoa6jjGwsLC8Hq9HDlyJOB1Hzt2jKSkJOrUqUNQUJBTNiMoKIh//vOfPs40e41er5d27dqVs+UmUIbBhUQ+JiUlOd9PmDCBdu3akZycDEDPnj1Zu3YtmzefCWT685//THZ2NseOHSM/P5/c3Fx+/PFHUlNTfdJD7euzt0qVKuH1egOl24prg7M3IPDfzqU5l52Kxsv8tG7K0JFprYAEXE4wABEpVEqNRNdxvwkdoVYf7Wf5AXRWH/DvAHO/oZQaIiKfiMgWdEmq64Ax6BJb3dGBP3+25pqulFqEdiT6OBv97I4HxqIdiYVACr4RbReN/zaH2oVEoF0OjEQ7oM72ZBioKGBb62uqVVzv56KF9TVdRDIqElnhjeuArq5zArHhLGNueyfPMnZUKdUX2ILOeR7BT3OoJZ1j3J3yaTAYfkP41x/7OfF6vRecAuK/vrCwMCdNxa1RSjn10gwGg8FgMJw/v6X6mHb9U7t+G1x4CmpF/Ccpt4Fqc/3UCP/u3buzYMECjh07Uwt+7NixzveJiYkBz4uMjPRJzYXyUXft2rVDRNi9ezclJSWcPn3ap1ZdRdSrV48WLVo40Wj25r7vJSUlREdHEx8fT0aG7+NsUlIShw4dcpxp7s2uPevGrmF79OjRgHq7JEn//v157rnnfP73u/feewNew9VXX10u5dNd2iQ0NJTJkyfz4YcfVngf/vrXv7Ju3TomT55M48aNOXHiBKmpqT71b9etW8ftt99OkyZNmDp1Kg0bNuTUqVNs376dhQsXAjQGfrTkL6PLOd1p7U9DF+53p3y+BWSh67JHo5/HFWCnfEYCi9D1z29CO7BmogOC3Cmff0enew4HOgBTlVJZrpTPZEv/LDqo5iZ0d04n5RMdLfYjOrNuXgW3aRK6/vtwdA23LtZcR0RkKbq2fBu/c+4C7kfXUsNazy3Ac+jovNXWNV/iGj+fe1MHXaP+VWs9kdb6Xuf8uoxeEP9tDrXzQik1EStP9jwIVKXQdrJVXNTn4mA7+o6eVaU54ndOIE6cZey8EZHdSqll6Ei9hkqpGiJy6AJtnDWF85d8YDcYDIHxeDxUrVrVJ0rN6/X6fCL6S5CUlMTevXt9osnsTzBDQ0PLfYLpXyS3Ro0abN++3ecfvPj4eKdIcY0aNTh06IJ+hRkMBoPB8LMTFBREeHg4eXl5F81mSEgIlSpVIjc394IcYsHBwY6DIjw8nOrVq5Oenv6TnGoej4eYmJhyDpaf4gQLCwujVq1aPg127KYEeXl55OXlUVJS4jR68Hg8zvX7RzJ5vV6qVq1KVlYWIkJwcDCJiYkcPHjwgp1qFXWYjImJ4eTJkxXaq1q1KoWFheU+SKxWrRrvvvsu7733HpmZmXTv3t1xEokII0eOZNWqVeUiwR577DF27tzJ3LlzERGqV6/O6NGjWblyJXv27KFly5bcfffdjt5+f3g8HmrVqsWNN97IF198gT9xcXFMmDCBgoICp9lScHCws9lNGux7Pm/ePO6++25OnDiB1+tl3LhxXH311T6OOPfWokWLcnP3798fEeHQoUPl3nchISG0bNkSgObNm/PFF18wdepUpynBQw89FPB+280gKmLAgAEsWLCAFStWcO211wbULFu2jCeeeMIZT0pKolWrVs64iDB69Gjq16/PkiVLfJoStGjRgt69e6OU2gKglGoEXA10c9UoGwd8opRqICK70M6oxkCy3ZTA8m+8oJR6WkRygd7o7LtRVhroVqVUfWCIUupVK+1zIHBQRB63lrNDKdUaXeLpM+vYYOAbEZlt7c+20kQHozPVEJGVWE6vszzDJwP/EJF/Wft/V0oNQEepLRWRUnTXUQel1E3AxyJyytr3Ak8CT4jIuy7pLtf353NvWqJr5T8jImWWZg4w36+Jw0Xhd+dQU0pdyxln2m60h3M1ujtnnvViopR6AnjsHOZ+qZpb5zPP+XigLmZF0x85k/paE+1VNhgMvzNq1KhBaGio05QgNjb2F6ufZhMSEkKjRo04ffo0ubm5jqPPXkdubi4nTpxwmhL4h84HBwdzySWXcOzYMYqLi6lWrZqPplq1akRGRnL48GFKSkqoWrUqUVFR5ObmUlpaSmlpKR6Px+kudvr0aecffrtDmN25zO4S5i52HBERQXR0tE/3sbi4OKclfFhYGKdOnXIcg6GhoU5jhcLCQqcDaWlpKaGhoc4/23l5eYiIky5QWFhIUVGRU3ukpKSEkJAQqlSp4uwXFxf7fGLqxv4Hz/1Pqv1wY0f0+f8Da3deExHngeU/ISgoyLmm0tJSysrKzvsB67cULWEwGH557N8fcOZDFztyxv4dZv+Osn+vBAcHU6lSJaczpl0OQClF5cqViYiI4NSpU4SHh+PxeJwHeY/HQ3h4ODVq1CA4OJiTJ0+SkZFBcXGx88FTSUkJubm5iAhBQUHO3MHBwYSHh1O5cmUKCwvxer0EBQVx/PhxysrKiImJISYmhuLiYjweD0FBQZw+fdrp8llWVsbJkycpKSnB6/WSkJBAaWmp0zUUtMPK/t1fVFREaGgocXFx5TpPlpSUkJmZSW5uLiUlJQQFBVG1alViY2M5deoUBQUFTmfRkJAQx8ljR141bdrU6XgZGRnprMN2VHk8HoKDg50OnnY3TjsCKCQkhKysLMrKyoiOjiYmJobMzEzy8/OpUqWK073Urs0VFhZGZGQklSpVIiQkxPl7YVOtWjWfkhRhYWHExgZKNtIOoRMnTnDixAmn22lCQgJer5fY2FhKSkqczqJhYWHO6xMREeGkNYqIT+dTe9927gUiJCSEBg0acOLECefvtv1ax8fHU7VqVeBMd/OQkBDCw8PJzc2latWqPPLII0RERPhcp1KKa6+9lj179jB//nxWr15NWFgYV111Fe3bt+emm27iT3/6E6dPn6Zz586UlZUxaNAgTp06RV5enhONlp+f7zjB7A8dJ06cSLt27di4cSMtWrTgj3/8I3l5eTRv3tzp0lpcXOw0ILC78/qnytaqVYvly5ezY8cO6tevT40aNRARQkNDHYecPa/NZ599xieffML69eu5/PLLyzm03A44//9Nr7nmGq655pqAr8GFkJSUxMCBA5kyZQpXX311wA6dcXFxrFy5kptvvjmgE3Xz5s3s2LGDOXPmVNjh01XXLBnIcUV/ISJpSqkcoD3aeZQMbJMzHT4BvkZnj7VCNwRIBlLcNdUszcPoTLF9lmaV31K+Bu5wOZbaU77E1ddoh9qF8P+APyil3kUHC3VGR80F9LcopVqha6W5PaEt0VlsZVZwTxywGe1gsxsbnM+9WY9OU71dKfU+uilBX2DVxXamwe/QocaZF/8k0OksqZTRFRwH3VGjFnDRi9b5Ybedq34e2gS/c35uTAiZwfA/QFBQEHFxccTFxf3aS3EK1foTGRkZsLaIm6CgIKf7UyCCg4OpXbu2zzF3IVmbC20R7yYhIaHCNVSUehoeHh5wHf8JNWvWvKj2DIZfg61btzoOhaZNm/7ayzH8jnE7Lmxnhz9Vq1atcOynzANnOmtC+b9/gSJqfkptU6/XS/Xq1alevfyjRlRUVLmIdP+/wUFBQT4ar9dbYWfLQAS6b/7/b1yMexuIoKAgx3npj/3BmE1ISEjAe+RfOsJ2xJ6LkJCQs/5PAvrvv/vDv/P5/yM6OpoxY8Y43TNLS0vJyckhJyfHcTpt3LiRyMhIoqKiiIuLc7qY2o41+6uduhkaGkq/fv3o378/QUFBFBcXExwc7ET22xFtYWFhVKtWzamfBvg42uzvq1atSnFxsU8DAzd2hJsd8XbZZZdxxRVXEBwc7ETD2c4zO93zP2H58uU0bNjQ59gDDzzg3EPQzQvee+89PvzwQ/r27VvOxrRp03jggQdo3rw5zZo149JLL6Vbt2506NAB0M0IQDc7sMnMzKRjx47O/q5du+4RkfnojpW+bV41WdYY1tdj7kERyVZKFaOdTLbGtwvDmXPi0A61cnasfS866+2opQ2kqTisLzCPogOZ1gIl6IChB0Xk/1WgvwPYISLuIoD2P+pj0Z1E96Oj6T5USl1ula06570Rkf1KqX5oR+GzgAdIA/pf4DWdF79Hh1pz6+vKs9UlQ3tjK2It2qHWXikV/hPqqJ1vZNsmoBNQVykVX9F6lVLBnKnrtukC1/JTaeb63kSnGQwGg8FgMBgMBsNvBI/HQ3R0tPPBXEFBAdnZ2eTk5HDo0CEOHDhASEiI4zxNSEhwIsdOnz7tpMzm5eU50YmhoaFER0c7qZygC/6fPHmSo0fPBAW5HW2VKlWicuXKhIWFlYsks6MoAznfKop2CwoKchxu9teIiIif5Hjt3LkzzzzzjM8xfzsxMTEMHTqUadOm0aNHj3I2OnbsSEpKCmvXrmXNmjWsXr2aefPmMXbsWB/HnDv6Ljo6muXLlwPQu3dvgGCXyUC+AuV3/GwNBCrSBAqIqUhzLjsXmqk3CB09djdwAOiIrqF2VES+9TGuVBjQC13zzY3tPX3BVeNtNNo30x1dOy3Qen2uQykVD0wH3gcWA5WBccA8pdTt4u/l/Q/5PTrU7Gsq107DRinVBv0iV8QnwB8tG/dR/sU+F3bCfuhZVbAcHVGngD8BT1eg64vu8Gmf87Ni5V/bBft2i8jBn3tOg8FgMBgMBoPBYDD8NMLCwggLCyMhIYGysjLy8vLIyckhOzvbaegQERHhpNvGxcU50ZB2OqcdxWaXj/B4PFSuXJnY2Fin9lphYSEFBQXn5Wiz1xSg06VDWVlZQIdbUVGRUwLDTom9UMLDw6lbt+45dUOGDGHBggXMnz8/4LgdTXfZZZcxfPhwZs6cyYwZMxg+fDj16tUDYOfOnTRvrmN7PB6PM687GhJdRyxQnnI1zkReZQA+rU6VUlXQTrlMl8Y/isy2e+wcmhLO1F4PFI0WS/motQqxHGR/A/4sIravYotSqgW6Dtu3fqd0Q9ex/4ffcTu4aLt9wGrOuBddgsrWnOve3APkishTLs1wdJRaO+vrReP36FDbATQFrlBK1ReR3e5BpVQcutvF2fg7OsywJjBZKbVORPzzj217tQIU4LebGcQrpSKt4niB+Agd/VUDeFgp9bmIrPezn4QOnwTdtePNc6z9rCilugOfi0jAHtFKqQTg/zjjRX/pP5nPYDAYDAaDwWAwGAy/HHa6blRUFLVq1aKoqMhJDz169CiHDh3C4/E4mipVqvjUqCstLeXUqVOOg+3IkSOUlpailCI8PJyIiAhiYmKoXLkyHo/HcbCdzdHmdrLZX+06gnYNvl+LiIgIRo8ezfTp07n++nM3gmzcuDElJSUUFBTQokULGjZsyJw5c+jevfu50lTTgCilVFsRWQeglGoHRAGpLs0opVSCq1ZYF6AI2ODSPORXZL8LOo1zv0vjfzFdgPWuc1KBq/Cto9bFtZbzIdja/AvdlnIm6szNHcCXIuKf+roBfY0N0DXZ7Ey9JHTUG5zfvalE+dry9touelmr36NDbSE6JLAysEop9Qz6xit0cby/oGuWfY9OtyyHiBRYXSm+REeprVBKvYV2gB1AR541AW5Gt2v1/+m3u1sEAa8opWaj86LFsr/T+lqslLoPHREXCaxWSk0DVqA9x53R3l7bazxWRM70i/5pzAaClVIfoO9BOnAa7Ynuis5TtpP4V2McagaDwWAwGAwGg8HwX4vdeCo2NhYR4dSpU46Dbe/evYCuoWc72CpXruxTZ09EKCgocFJEs7OznS6uISEhVK5cmcqVKzt11uxGR4Ecbe6u7mdztF0MioqKynWb9Xq9AWsS3nXXXbz22mssXryYdu3OBEH16dOHnj170rp1a6Kjo9m+fTtTp07l8ssvd2r8zpgxg379+tGjRw9GjBhBo0aNKC4uJiUlhaysLLAcPCKyQyn1FfCcUmq8NcWzwDKrwyfoRgLb0R03nwCqopsuvu0K1PkI7dd4QSk1C6gHjARmuFIaFwL3Wl0w30anZN4B3O+67HnAR0qpB4ClwA3AlUBPW6CUigDqus6prZRqDpwUkYMikquU+h54TClVgPaXdAJuRQcp4bJVF50peJf//bfsLATGKaUOWXbstX5yAfdmBXCfUuov1n2qjG5+cICfoXyWusgppBcdpVRX4Ctrd5KITDyPc94A7q1guBR4EN2UYAKAiAT0VCqlbgDe5ewNDMqdr5QKQneYCJhWGkB/N/AqFaeIlgKPicjUCtZpv4jnvD9KqXSgztk0Fh8Ag6zifxcdpVQtznjPkwJE+f0c/Lbf7AaDwWAwGACcaAiPxxOwWLjBYDAYLg52x1q7/lpxcTFBQUFOc4OoqCjCwsLKnWfXQbNTRfPz8xERPB4PERERTifdiIgIHwdZIEdbQUHBWR1tdo22C6Ft27Zs2LCh3PGYmBgyMjKoXLkyXq+XFStWkJycDMDixYsZMGAAUVFRHDyoqx5Nnz6d1157jb1791JcXExISAh16tRh8uTJdn00AL755htGjRrF9u3bnQ6/sbGx9OnTh1mzZoWJSCGAUqo28Ck6qw5gK3CTu8ySUioZXQOsNtoXkAr8wV3bXSl1C/Aauhh/MbAM6OmuEaaUGgxMRTueTgPviMgQ9/2wHG6j0Y6nPGC6iDzpGu8MfIbulhmEDvzJRTuxRluaO9C+lTroaLX16Ki3ufZ6lFIhaKddR3SW3mrgbyJy2DVXjDVXG2uudKCf3RVVKRUNvIGOSou01pIG/FFEjrvsPAA8jk6lLQE2AnfagU0Xk99jhBoi8iel1Ep0/bM26DaqR4BvgBdF5P9Zb5xz2Vlq1RMbhs71bYIOx8xAezhXoB1u/ueVKaX+AIxHR8s1QL8BAzruRGSBUmoV+o38B/QPThD6jbYSmC0iG8/z8s/F3eg3YCd0K9tY65ry0A6ufwELROT7izSfwWAwGAwGwwVhnGgGg8Hwy+D1en2aG5w+fdqJXjtw4AAi4jQ3qFKlCpGRkXg8HoKDg33OKysr80kTPXr0KKWlOvMuPDzccbBVrly5XJdT+/yKIto8Hg9t2rS5oOvq0qULzZo1Y8aMGT7H7dTSZs2acezYMSZPnsyHH34IQM+ePRkzZgybN2929Onp6cTGxvLSSy/RuHFjTpw4QWpqqk8zhXXr1jFo0CCaNGnCs88+S8OGDTl16hTbt29n4cKFoP0BP1ryqeh6X3a23DRgCvo5HaWUxzq2Fp0NFw3MAh6xNpRSkdY5S4AX0M/1M4EhwCuWpjY62+1ldEH/DuhGAbe4iv4nA38GHgM+B25CR4h9Zjux0P6CHOABYA0wALjTWqNNMdqBdgRdrmqgiGzGlyfQdeH/gK7hNgF4Syl1g4jYKZqz0GWuLnfdm1H2vUGnbi5GR75loSPnpgJPYUWzWffmPuBDv3tzHXDRHWq/+Qg1w+8TE6FmMBgMBoPBYDAYDL9dysrKyM3NdRxsBQUFKKWIiIhwotciIiIqPN+dJpqXl+dEoYWEhDjOtcqVK1OpUiWfLpn+aygrK/Mv7n9ORo8eTXZ2Nm++GbgE+aWXXsqNN97IggULeOONN7j22msBePzxx9m8eTMffPABAE2bNuWJJ57gtttuC2hHROjatSuVKlXin//8Z8AaakqpIBERpVQjdNpiN1fUVTI6pfFKEdmllLoGna6ZbNcJU0r1QDuHWlqpkXej0xhbiUiRpRmOdo61s+Z6FB3VdpVrHc8AzUSku7X/ChApIv1dmneAbBEZZu1/BmwUkb+5NN8AX4jIFL/rTAL+DVzvdqgppaLQUWIjRORj61gCOrrsLhH5+nzuTaD7r5T6M3C/iCRb++e8N4Hs/FR+lxFqBoPBYDAYDAaDwWAwGH46QUFBVKlShSpVqgC6JpmdGmo3N/B6vY5zLSoqiuDgYOd8u8tnbKxuQFlSUuKTJmpHwAUFBfk42NxpokFBQecq9P+TSUpKYuDAgUyZMoWrr7464DxxcXGsXLmSm2++mcqVK5cb37x5Mzt27GDOnDkVrtPlxEkGclzRX4hImlIqB2gP7LI021xF9wG+RmfdtUKXlkoGUmyHkUvzMLqI/z5L499Y8WvgDlczg/b4NiSwNYPBaQrQCnjRT7PKOvd8aYVOBXXWIyJHlVLbLDtfc373xgfLKXczuja8zfncm4uGcagZDAaDwWAwGAwGg8FgOCshISHExcURFxfn09wgOzub48d1CatKlSpRpUoVp7mBO/LM6/VStWpVqlatCuDYsNNEjx07xuHDhx077jTRn9IFdPny5TRs2NDn2AMPPMCYMWOc/dGjR/Pee+/x4Ycf0rdv33I2pk2bxgMPPEDz5s1p1qwZl156Kd26daNDhw4A7N69G4AGDRo452RmZtKx45ly6rt27bpHROajmw36d7fEOmY3IowHjrkHRSRbKVWMrpdma/bji31OHNppVM6Ote9F1xY7amkDaey1VAM859CcD3FAsYhkn8XO+dwbAJRSc9ANFMLQteMedA2fz725aBiHmsFgMBgMBoPhN8X27dspKSnB6/XSuHHjX3s5BoPBYPBDKeVElNWoUYOSkhInNTQrK4sjR474NDeoUqVKOaeY20ZCQgIAhYWFThRbbm4ux45pX0hwcLBPFFt4eHiFaaI2nTt35plnnvE5ZjvzbGJiYhg6dCjTpk2jR48e5Wx07NiRlJQU1q5dy5o1a1i9ejXz5s1j7NixPo4591qio6NZvnw5gN24INhlMlDKofI7XlFa4tk0gW5GRZpz2fE/dj6an8L5XHeguSYA09G16R5C11R76Cx2zv5G+Q/4eWInDQYXSqmZSqlD7g3dqcTmE+t4st95TyilPnDthyulHlVKpSil0pVSm5RSHyilrvc7r65SaoZSKlUptVcptU4p9f6HH37oUzwyOzubESNG0KRJE5o0acKIESPIycnxWfvBgwe5++67adCgAc2bN+fRRx+luLjYR7NlyxZ69+5NvXr1aNu2Lc8//zz+qdnff/89N9xwA3Xr1qVjx452cUofPvvsM7p06UKdOnXo0qULn3/+uc94SkoKd999N23btqVGjRp88cUX5WxMnz6dK6+8kgYNGtC0aVNuu+021q51ombZv38/NWrUCLh98sknjm7jxo3cfvvtNG3alGbNmjFu3DhOnTrlM1cgG/7X9fHHH3PddddRv359OnTowMsvv1xuzQaDwWAw+GPXzCkrK/u1l2IwGAyG88Dr9VKtWjXq1q1Lq1atuOSSS0hMTKSsrIwDBw6wadMmNm3axL59+zh58qTTsMCf0NBQYmJiqFOnDs2bN6dNmzY0bNiQmJgYSktLOXToEFu3buWHH35g27ZtHDx4kOzsbJ/nPJvw8HDq1q3rs/k71ACGDBlCQUEB8+fPD7im4OBgLrvsMoYPH86iRYsYN24cM2fOpLi4mHr16gGwc+eZevcej8eZz6/2Wwa6yL8/1TgTRZVB+YisKminXGZFGpfdCu1YmhJ0UwBbG0hj2ziO7jJ6Ns35cAwItq6jIjvnc28AEJEMEdkpIkvRjSDvttI/bTvnujcXDeNQM/xSfIXuuGpvN/iNF2J1LTkLzwA3Wror0d1FPkN3PgFAKdUW+BJoiPZSd0V3Ilm0cOFCtm/f7hi7//772bx5M++88w7vvPMOmzdvZsSIEc54aWkpAwYMID8/nyVLlvDKK6/w2WefMXHiREeTm5tLv379SEhI4PPPP2fy5Mm88sorvPrqq45m37593HXXXVx22WUsW7aMkSNH8thjj/HZZ585mrS0NIYOHUrfvn1ZsWIFffv2ZciQIT7OsPz8fJo1a8bkyZMrvEH169dnypQprFy5kiVLlpCUlMQdd9xBVpaOnq1RowY//PCDzzZ27FjCw8O55pprADh69Ci33XYb9erV47PPPuOdd95h27ZtjB49utx8M2bM8LHlLta5cuVKhg8fzsCBA/nqq6+YOnUqc+fOrbAwqMFgMBgMBoPBYPh9EB4eTvXq1WncuLHjFIuKiiInJ4ddu3axfv16tm/fzpEjR8jPz6/QjsfjoUqVKtSsWdOx1bRpU2rWrElwcDBZWVns3LmT9evXs3nzZvbu3UtmZmZAB1tFREREMHr0aF544QVyc3PPqW/cuDElJSUUFBTQokULGjZsyJw5c87nQ6A0IMp6ZgVAKdUOiOJMwEka0MTlIALoAhQBG1yajlaNM7fmKGfSHdOAq/ClC7Deqp+GNWcgTSqApdsQQHMVvgEy52IDuhNoF/uAdX1N8L3uc92bQNjRZyEuO+e6NxcPETGb2X7WDd2m9k2/Y7XQoZgCrEO30d0LXOvSPAF84NrfCtx2lnkUutDhF0BQAI2UlZWJiMj27dslMTFR0tLSxCY1NVUSExNl586dIiKyYsUKqVmzphw5csTRLF68WOrUqSM5OTkiIjJ//nxp0qSJFBYWOprZs2dLmzZtnLmefPJJufLKK8XN+PHjpVu3bs7+kCFD5M477/TR3HHHHTJ06FAJRGJionz++ecBx9zk5ORIYmKifPvttxVqrrvuOhkzZoyz/9Zbb0nLli2ltLTUObZp0yZJTEyUPXv2nPcahg0bJoMHD/Y5NnfuXGnXrp1zbwwGg8FgCMSWLVtk48aNsmXLll97KQaDwWC4yBQUFEhGRobs3LlT1q5dK6mpqfLDDz/I7t27JSsrS4qLiy/IXmFhoWRlZcnevXtl8+bNkpqaKv369ZObbrpJUlJSZOPGjbJ79245fPiwZGVliYhIhw4dZO7cuY6NoqIi6dSpk9StW1d69+7tHO/du7csXLhQ1q9fL/v27ZPly5fLFVdcIbfeequjSU1NlYYNG0q3bt1k6dKlsnv3btm2bZssWLBA6tevL8Cf5Mwz69vACnTx/GTr+wWucQ+wEngfaAFcgXYSTXZpooD1wMtAU+AmYBsw1KWpjS7kPxFoBPSznrdvcWnao51MD6ADUh5A1xhr59L80Tqvn2VnErATqOXSVAWaA9cCh6xzmgPxLs3T1nVcYV3X+8BywHMB9+Za4HbrmpOs/a+AJRdyby7mZiLUDL8V9qPbAz+slKrofXkMuEYpVb69iqY5+od8jogE/HjAzm1PS0sjKiqKdu3aOWPJyclERUWRmprqaJo0aeLk8wN07dqVoqIiNmzY4Gg6duxISEiIj+bo0aPs37/f0XTp4jjjHc369eud9NHU1NSAGnstP4Xi4mL+/ve/ExUVRbNmzQJqNmzYwObNm7nzzjudY0VFRQQHB/t0qQkLCwPg3//+t8/5Dz/8MM2bN+emm25i4cKFPp/KFBUVlauTEBYWxuHDhzlw4MBPvi6DwWAwGAwGg8Hw30toaChxcXE0aNCANm3a0LhxY2JjYykoKGDPnj2sX7+eLVu2cPDgQXJzc21HSYWEhIRQrVo1ateuTbNmzWjTpg2bN2/miy++oFOnTrRq1YoGDRpQo0YNGjVqBMCPP/7IuHHjSEtLA3Ra5/jx48nMzCQlJcWx3blzZyZPnsxll11GvXr16N69O5mZmfTr18/RJCcn8/rrr3PgwAF69epFo0aNaNWqFQ8//DDdunUD7SiyeQhdHP97a4tDd6AEQERKgXFoh9I6tNPpNDDZpcmxzukJbAQ+QAefvOrS7EM7sYYDW4DXgC9E5DOXJhV43bK91fr6mrg6baJTKPdbui3ALcBdIuJ+oJsFrAWWWtfzHrqz5gAApVRVSxePdhamoaPT7reu16Yp0BH4t7V1RDvzbILRtdN+APYAS9BBNcMu5N5cTIxDzfBLcZ1Saqe9Ad8G0MxEe5p7V2BjHNAB2KyU+lwpNUkp1cE1Xt/66rTUVUrF2nM2bNjQyYvPyMggJiam3AQxMTFkZGQ4mri4OJ/xKlWqEBwc7BTHDKSx98+lKSkpcbrhHDt2LKDGXsuFsGzZMho2bEjdunWZO3cuixYtolq1agG17777Lo0aNaJ9+zNdjy+//HKOHTvGyy+/THFxMdnZ2UydOtW5Fpvx48fz2muv8f7779OjRw8mTZrErFmznPGuXbvyz3/+k9WrV1NWVsbu3bt57bXXytkxGAwGg8FgMBgM/5sopYiMjKRmzZpccskltGrVirp16xIWFkZmZibbt2/nhx9+YNeuXRw7dozCwsJz2vR4PFxzzTXccccdHDlyhMOHD7N79242bdrE999/D0CzZs2Ijo72KafTs2dPxowZ49OhMz09ndjYWD799FP27NlDSkoK48aN80kpXbduHYMGDaJWrVosXryYHTt2kJqayqxZs9i7dy/o4vk2U9G10DpZWyYwxXU/PMA0tIOqLXA9EIGrPJJSKtI6ZwnQEugLXAIMcWlqA39DR2rZYzcqpW5xaZKBPwOPoZ1ZjwGDrVRLm3DgE+BWtHPtURFJwZePgOus62xhzXkcmG+NV0fXMfsT0BgdWZaHfr53Uwo8CtSwtnrosk8231v34TKgLroclMc657zvzcXEdPk0/FL8C/ira786+gfCQUSylFKvAOOUUkv8DYhIilKqI9AO7Vi7AhiklHpORGa4pa7vT6B/uImKitrjbigQqCuMiPgcr6hzzNk0gT5BqUhzLjvn6lwTiMsvv5zly5eTlZXF22+/zZAhQ/jss8+IjfWt8VhQUMBHH31UrjZakyZNeOGFF5g4cSJTp04lKCiIQYMGERcXh8fjcXTu85o3bw7ommr28f79+5Oens6AAQMoKSmhcuXKDBo0iOnTp/tEvxkMBoPBYDAYDAYD6EixmJgYJ/ghPz+fnJwcsrOz2b9/PyJCaGgoVapUISoqisjIyAqfLUJCQoiP969Pf4YBAwawYMECVqxYwbXXXhtQs2zZMp544glnPCkpiVatWjnjIsLo0aOpX78+S5Ys8VlLixYt6N27N0qpLQBKqUbA1UA3OwpMKTUO3aSvgYjsQtf7agwki8hRSzMReEEp9bSI5KIDUEKBUSJSBGxVStUHhiilXhX9sDkQOCgij1vL2aGUag0MRdchBxgMfCMis6392UqpTtbxYdb1rURHlVX4bCoiH7n3rfXegXZkrRaRrcAglyRdKfU08KJSyisi7oJ3eSISMPpCRLKBBa5DB5RS84H7XcfO595cNMxTreGXIl9E0u0NqCjn71UgDLgn0KCIFIvIv0XkRRHph/bej7aKDu6xZA1d+lJ7TneHlfj4eDIzM/Hn+PHjTqRYfHx8uUiq7OxsiouLHedUII1t92x2MjMz8Xq9REdHO9pAGv+otfPB7maTnJzM888/j8fj4d133y2n+/TTTzl9+jS33nprubFevXqxfv161q5dy48//siDDz5IVlYWSUlJFc6bnJzs09paKcWjjz7Kzp07WbNmDRs2bKBtW11j8mx2DAaDwWAwGAwGgwHONDdo0qQJrVu3pkGDBkRFRXHy5El27tzJDz/84DQ3OH369AXZTkpKYuDAgUyZMqXChgJxcXGsXLmSvLy8gOObN29mx44dDBs2rELHnsuJkwzkuFMqRSQNyEHXM7M122xnmsXX6KL7rVyaFMth5NYkoDO+bM0qv6V8DbR2FexvX4GmPT8Ry/Zd6Gv68SzSSCDXz5kG8IBS6kel1HKl1Ci/5gL+cyUAN+MbqHM+9+aiYRxqht8UInIKnfo5Cv1Ddi62oyMtw4BN6AKJw85Shw3Qzp+cnBzWrVvnHFu7di05OTlO+mNycjLbtm3j6NEzv8tWrVpFSEiI86lEcnIyKSkpuCPfVq1aRUJCguM0Sk5O5ptvvvGZf9WqVbRu3ZrgYP37oX379gE17lTM/4SioqJyx959913+8Ic/BEx9tYmLiyMiIoKPP/6Y0NDQcnXe3GzatMn5tMiNx+OhevXqBAcHs3jxYpKTk8tFyxkMBoPBYDAYDAbD2fB4PFStWpXatWvTsmVLmjdvTq1atQgKCuLw4cP8+OOPbNiwgfT0dAoKCpxSOO5txowZPjZHjx7N/v37+fDDDwPOOW3aNNasWePUjZ4wYQJr1qxxxnfv3g1AgwZnsjozMzN95lRK3WMNxQNZAabJssZszTH3oBWZVYyuTxZQ49o/l8YLVHNpA2kqDuurAKXU9VZpp3TgPqCfiByvQBsNjAHe8huah46M6wO8gY6UezrA+XOUUrvRNebygAddw+dzby4aJuXT8EsRopRy/2BW7MWBv6N/eHqic8cBUEp9ACxGd+04gQ6FfQj4zgp9RSk1BlgELFFKzQZ2oIsXdqxfv76TstioUSOuvvpqxo4dy7PPPgvommDXX3+988uwS5cuNG7cmBEjRvD4449z8uRJJk2aRP/+/YmM1L6+Xr168fzzzzNq1ChGjhzJnj17mDVrFmPGjHFCYgcOHMibb77JxIkT6d+/P2lpabz77ru8/PLLzgUPGjSIXr168dJLL3HDDTewdOlSvv32WxYvXuxoTp06RXp6urO/b98+Nm/eTNWqValZsyb5+fm88MIL/OEPfyAhIYETJ04wf/58Dh06ZBfDdEhPTyclJYW///3vAV+AN998k/bt2xMREcGqVat48skneeSRR4iKigJ06HNGRgbJycmEhYXxr3/9i6effpq77rrLadBw/PhxPlUI6XQAAQAASURBVP30Uzp37kxhYSGLFi3ik08+qfCPlcFgMBgMBoPBYDCcL2FhYYSFhREfH4+IkJeXR3Z2tpMieskll/DXv/6VyMhIKleuTHh4uJMhZBMTE8PQoUOZNm0aPXr0KDdHx44dSUlJYe3ataxZs4bVq1czb948xo4dy5gxYxydOx0yOjqa5cuXA9C7d2/Qz6M2gVIOld/xitISz6YJlI9ZkeZcdn5KWuR36FJLMUB/4FWl1C0i4pMWZtU4ewsdGPO8z2JF5rp2tyilsoHXlFJPicgJ19gEdHOCBmh/wETr69mu6efh52gdajazuTe057g0wCbWdgo4ic4Tt8/pCeSi877tY39Bd+jIR3vo89GdRnr5zXcl2hF3CigBCoADI0eOlNOnT4tNenq6tGzZUoKDgyU4OFhatmwp+/fvFzdr1qyR+vXri9frlZCQEOncubPk5eX5aD755BNJTEwUj8cjYWFh0r17dyktLfXRvPrqqxITEyMej0ciIiJk8ODB4s/jjz8uUVFR4vF4JCoqSiZNmlTORqVKlcTr9UpQUJBER0dLYmKijBo1SkR0++kOHTpIRESEeL1eCQ0NlTp16sg777xTbq4pU6ZI27Zt5Y477pDExET5/PPPfcabNm0qYWFh4vF4pHLlynLjjTfKkSNHnPE33nhDatasKaGhoeL1eqVKlSoycOBAnxbXhw4dknr16jl26tatK2lpaeXWYjAYDAaDP9nZ2XLy5EnJzs7+tZdiMBgMhv9Chg8fLv369ZNdu3bJDz/8IKmpqbJu3TrZuXOnHDt2TJKTk2Xu3LkiIpKXlyetWrWSuXPnymOPPSa9e/c+q+0ZM2ZI7dq1paioSDZs2CCJiYmyePHigNoOHToIMFj0c2o/YKuUf17eCtxufT8OWOE3XgU4BFxu7c8C5vtpWlia2tb+R8CTfpqbgH1AsLWfCtznp7kPWOO/RmvsEHBjoLEA2n8BI/yOVUY3OHgfCD0PG9WtOdudRXOppUk433tzMTeT8mn4JViFjhpLdG3uziHb0RFnTucSEVkMzADcHUTqobugdEd39OyIrqHmePyVUm3RLX0Pop1yjdA54CP37t3rhOQCPPzww8TGxvL999/z/fffExsbyyOPOEugtLSU8ePH065dO9atW8fy5cvJz89nyhSnCQu5ubk88sgj9OjRg02bNvHBBx+wdetW5s4941zft28fzzzzDPfffz9btmxh7ty5LF26lM8+czoWk5aWxhtvvMFTTz3F1q1beeqpp5g3bx5r157pWNywYUMmTJjAkiVLSEhI4J133uHQoUPMnDkT0O2nH3roIT7//HN27tzJ+vXr6dOnDxMnTiQryzey+KGHHmLo0KEV5vmPGTOG1atXk56ezldffYXX62XQoDN1JCtVqsQ999zDV199xc6dO3n99df59ttveeutM1G7VapU4bbbbmPevHncdtttdO3alXbt2gWazmAwGAwGH6KiopyC0waDwWAwXCgej4ewsDDq169Pq1ataNq0KQkJCZSUlLB3715Onz7NoUOH2L9/PyUlJYwcOZIXXniB3Nzcc9pu3LgxJSUlFBQU0KJFCxo2bMicOXMqrMPmIg2Isp5ZAbA6akahnVu2polVH8ymC1AEbHBpOvrVF+sCHAX2uzRX+c3fBVgvIna9otQKNKlcHELsb6zItHfR13G3iJy7Xavu0gn6uirCjj6z5zqfe3PxuNgeOrOZzX9D10R70+9YLc5EqK0DngD2Ate6NE8AH7j2twK3nWUehXbefQEEBdBIWVmZiIhs375dEhMTfSKmUlNTJTExUXbu3CkiIitWrJCaNWv6RGYtXrxY6tSpIzk5OSIiMn/+fGnSpIkUFhY6mtmzZ0ubNm2cuZ588km58sorxc348eOlW7duzv6QIUPkzjvv9NHccccdMnToUAlEoKiyQOTk5EhiYqJ8++23Psc3b94s7dq1k6NHj56XraVLl0qNGjWkqKioQs1DDz0kffv2DTg2atQoueeee865XoPBYDAYDAaDwWD4Txk1apTceeedcvToUZ8tKytLSkpKpG3btjJ16lTZsGGDpKamyr///W9p06aNJCUlSY8ePRw7vXv3loULF8r69etl3759snz5crniiivk1ltvdTSpqanSsGFD6datmyxdulR2794t27ZtkwULFkj9+vUF+JOceWZ9G1iBLp6fbH2/wDXuQXfVfB8dWXUF2kk02aWJQpdBehloio482wYMdWlqA7vQ6ZCN0NFxe4FbXJr2aCfTA+jGfg+gI9jauTQRQHNrO4SOYGsO1LTGw9HplsnWM35LdDpmOtDE0lQGPrWutS66zpm9eSxNsst2beCPlp9gvmst1wK3W9ecZO1/BSy5kHtzMTcToWb4rbAfWAg8fJaGAseAa5RSlSsYb47+ZTFHRAJ+PGDntqelpREVFeUTMZWcnExUVBSpqamOpkmTJiQknPlwoGvXrhQVFbFhwwZH07FjR6dumK05evQo+/fvdzT+xfy7du3K+vXrnWYGqampATX2Wn4KxcXF/P3vfycqKopmzZo5x0+fPs2wYcOYMmXKWdtI25w8eZIPP/yQ9u3bO00UApGTk0PVqlV/8noNBoPBYDAYDAaD4WKwatUqFi1aRGJios/WtGlTPB4P27dv5+mnn6aoqIjmzZtTt25dBg8eTGZmJt999x179+4FoHPnzkyePJnLLruMevXq0b17dzIzM+nXr58zV3JyMq+//joHDhygV69eNGrUiFatWvHwww/btazfdi3tIXRx/O+tLQ542B4UkVJ02mcy2qG0HDgNTHZpcqxzegIbgQ/QwSevujT70AX9h6PLJL0GfCEin7k0qejsrsnW+ZOB18TVhRS4E1gD/IDulDkVWGatEXQpp67Wsd3o0ksNgJ4iss3StAIuBzqjmwgeRju9fgBqWJoi4DF0dNwu4B10w4EJrrUEo511PwB7gCXooJphLk0VdEbcveimhR+jU0e38TNgHGqGX4rrlFI77Q34NoBmJtrT3LsCG+OADsBmpdTnSqlJSqkOrvH61tdd9gGlVKw9Z8OGDZk/fz4AGRkZAbtbxsTEkJGR4Wji4nwbgVSpUoXg4GCOHTtWocbeP5empKSE48ePO9pAGnstF4LdzaZu3brMnTuXRYsWUa1aNWd8woQJtG/fnhtuuOGsdp566ikaNGhAs2bNOHjwoHPvApGWlsYnn3zCgAEDLni9BoPBYDD4c/r0afLz8zl9+vSvvRSDwWAw/BfSpUsX+vXrx+HDh322HTt2ANCsWTOio6OZPHmy09jg/vvv58EHH6RTp05O4EF6ejqxsbF8+umn7Nmzh5SUFMaNG0dJSYkz17p16xg0aBC1atVi8eLF7Nixg9TUVGbNmmU75hq4ljYVXcaok7VlAk5NIaWUB13WaC3QFrgeHSX2iEsTaZ2zBB0R1he4BBji0tQG/oaO1LLHblRK3eLSJAN/RjuymlpfB1tpqDa7gElAD3TaZH8RqSEiowFEp26+BjwF3IMOgnlERH6wDYjIv4Dx6Of50ZadJpad/ZZmI/AkOiKvHtpJdxJ40bWW7637cBk60u1GdETfo/hSYt23GkBNdNDNan4GTJdPwy/Fv4C/uvaro38gHEQkSyn1CjBOKbXE34CIpCilOqLrr3VA/7ANUko9JyLu/sfurh4n0N1GiIqK2mNHhIFvJxbXHD7HA2n8j/trrFDTCvVuzbnsVDT/2bj88stZvnw5WVlZvP322wwZMoTPPvuM2NhYvvzyS1avXs2yZcvOaef+++/nzjvv5MCBA0yfPp2RI0eycOHCcmvatm0b99xzD2PGjOGqq/xT8A0Gg8FguHD27t1LSUkJXq+Xpk2b/trLMRgMBsN/ISEhIWfNyBkwYAALFixgxYoVXHvttYB+JgsODqZSpUqADlZ44oknnPGkpCRatWrl2BARRo8eTf369VmyZIlPjeoWLVrQu3dvlFJbLNuNgKuBbnYUmFJqHPCJUqqBiOxC1/tqjG7Yd9TSTAReUEo9LSK56ACUUGCUiBQBW5VS9YEhSqlXRT9sDkQ3+HvcWs4OpVRrYChgR6kNBr4RkdnW/mylVCfr+DDr+laiU1ArfDYVkf+zxpMqutci8pql6XwWjbvL5wGl1GzgTaVUsIgUi0g2sMBPMx+4P4C5EyJy4dEpF4iJUDP8UuSLSLq9AQcq0L0KhKG92+WwfpD+LSIvikg/tPd+tFV0cI8la+jSl9pzer1n/Mfx8fFkZvp08AXg+PHjTqRYfHx8uQix7OxsiouLiY2NrVBj2z2bnczMTLxer9O2OVA0WmZmZrmotfMhPDycunXrkpyczPPPP4/H4+Hdd98FYPXq1ezdu5emTZuSlJREUpL+nTdo0CD69OnjY6datWrUr1+fq666ildeeYUVK1b4NEkA2L59O7feeiv9+/dn9OjRF7xWg8FgMBgMBoPBYPg1SEpKYuDAgUyZMqXChgJxcXGsXLmSvLy8gOObN29mx44dDBs2rMKGb3Im4iIZyHGnVIpIGpCDrmdma7bZzjSLr9FF91u5NCmWM82tSUBnfNmaVX5L+Rpo7SrY374CTXt+ZZRSVdGOw1Q500TBX5MA3IxfoI7FAqXURqXUx0qpbj/XOo1DzfCbQkROoVM/RwGR53HKdnSkZRg6R3onMOwsddgAneeek5PDunXrnGNr164lJyeH9u3bO5pt27Zx9OiZ32WrVq0iJCTE+VQiOTmZlJQU3JFvq1atIiEhwXFWJScn88033/jMv2rVKlq3bu3UJGvfvn1Ajb2W/5SiIv27dvjw4axYsYJly5Y5G8CkSZOYMWNGhefbfwMKC880Y9m2bRt9+/bltttu429/+9tFWafBYDAYDAaDwWAwXAyWL19Ow4YNfTb/Z57Ro0ezf/9+Pvzww4A2pk2bxpo1a2jevDk33XQTEyZMYM2aNc747t27AWjQ4ExWZ2Zmps+cSql7rKF4ICvANFnWmK055h60IrOK0fXWAmpc++fSeIFqLm0gzbkLbf9MKKUeVUrtAn5Ep2veE0AzRym1G11jLg940DV8Ct2IYTBwF7rU1CtKqT7+di4GJuXT8EsRopRy/2CWL2B2hr+jfwB6onPHAVBKfQAsRhcwPIEOhX0I+M4KfUUpNQZYBCyxQkR3oIsXdqxfvz4ejweARo0acfXVVzN27FieffZZAMaPH8/111/v/DLs0qULjRs3ZsSIETz++OOcPHmSSZMm0b9/fyIjta+vV69ePP/884waNYqRI0eyZ88eZs2axZgxY5yQ2IEDB/Lmm28yceJE+vfvT1paGu+++y4vv/yyc8GDBg2iV69evPTSS9xwww0sXbqUb7/9lsWLFzuaU6dOkZ6e7uzv27ePzZs3U7VqVWrWrEl+fj4vvPACf/jDH0hISODEiRPMnz+fQ4cO2cUwiY+PDxj2XLNmTWrXrg3oGgA//PADl156KVWqVGHv3r1MmzaNunXrOg4+25nWpUsX7rvvPie6zuPx+NSm2759O8XFxZw4cYJTp06xefNmAJo3b36Wl99gMBgMBoPBYDAY/jM6d+7MM88843PMv4laTEwMQ4cOZdq0afTo0aOcjY4dO5KSksLatWtZs2YNq1evZt68eYwdO5YxY8Y4Onc6ZHR0NMuXLwegd+/eoJ9HbcrXB9KF9eUcGv/j/ppA+ZgVac5lp6L5fwleRjckqIV2lM1SSg10RfmBblQwHV2b7iG0A+0hABE5DrhTR9db0W73o5s3XFx+jtahZjObe0N7jksDbGJtp9AFB5Nd5/QEctF53/axv6C7j+SjPfT56I4lvfzmuxLtiDuFLkhYABwYOXKknD59WmzS09OlZcuWEhwcLMHBwdKyZUvZv3+/uFmzZo3Ur19fvF6vhISESOfOnSUvL89H88knn0hiYqJ4PB4JCwuT7t27S2lpqY/m1VdflZiYGPF4PBIRESGDBw8Wfx5//HGJiooSj8cjUVFRMmnSJJ/x0aNHS2hoqHg8HvF6vVKpUiWJi4uTUaNGiYhIQUGBVKpUSbxer48mNjZWXnrpJcdO7969JTEx0dmCgoLk5ptvdsZXrFghjRo1krCwMGe9Xbt2lX379jma5557TipXriwhISHi8XgkJCREEhMTpUOHDj5r7tChgyQmJkpcXJx4PB7xeDySmJhY7toNBoPBYHCzZcsW2bhxo2zZsuXXXorBYDAY/gsZNWqU3HPPPRWOd+jQQebOnSsiInl5edKqVSuZO3euPPbYY9K7d++z2p4xY4bUrl1bioqKZMOGDZKYmCiLFy+ucB5gsOjn1H7AVin/vLwVuN36fhywwm+8CnAIuNzanwXM99O0sDS1rf2PgCf9NDcB+4D/z955h0dVpX/8czNppEwIpBAglBAIvaMUqYqsP2UpNkBFXEHANZRdYJUiQRFEdCmKEEBFLMQCgiAsTYyAsJLQY2ISIIUWEiC9J+/vj5u5zCSTALv2PZ/nOU8y57z3nHPvTCYz733f9+tU8TgKeKaSzTPAkcp7rBi7CPzJ3ljFeGCFTZsabHpW2Jirs7GyDaiw7VKDzR0VNv412AwHzt1svf+kqZRPxS9BJHrUWIBVs1YOiUePODOUS0RkM7AEOGxl1xRdBWUwuqJnd/QaaobHX9O0TujSvxfQnXLN0XPAJyUnJxshuQAzZ87Ex8eHQ4cOcejQIXx8fJg1y9gCZWVlzJgxg86dO3Ps2DH27NlDfn4+CxYYIizk5OQwa9YshgwZwunTp9m4cSNxcXGsXn3DKZ6SksKiRYt49tlniY2NZfXq1ezcuZOvvjIUi4mOjubdd99l/vz5xMXFMX/+fNauXWtTsywtLY3333+fmJgYTpw4wUMPPUTjxo2N/bi4uJCUlMSFCxe4ePEiFy5c4L333sPZ2Zn77zfEXAB47LHHOH78OMePH+fSpUtGjbWKa8j999/Pv/71L86cOcOmTZu4evUq7733nmHz97//ncmTJ7Nq1SqeffZZevfuzcWLF/n+++9t1vn+++9JTk6mS5cujBgxguDgYC5evIhCoVAoFAqFQqFQ/BZwd3dnypQpLFu2jJycnJvat2jRgtLSUgoLC2nbti3BwcGsXLmy2jpsVkQD5orvrABUKGqa0Z1bFpuQivpgFvoCxcBJK5vuVrXQLDZpQKqVTWXFuL7ACblRkyyqGpsofhtYIupcbsHGuQabtujX5idHpXwqfimKxUplQ9O0yi/4D4AnNU27W0T2VjPHQOBFq/FUbrypoOlxtkuBs8AQEbF+RzsNN2qBJSQksG/fPrZt20bnzrpvb/HixQwePJgzZ87QrFkzIiMjiY+PJzo6Gn9//f0sLCyMyZMn8/zzz+Pp6cmmTZsoKipi2bJlODs707JlS86ePUt4eDjjx49H0zTWr19PgwYNeOmllwA93fTEiROsWrXKcHStWbOGPn36EBoaCkBoaCiHDh1izZo1rFy5EoCPP/7Y5mIsWbKEdu3acfLkSbp37w5gpHOWlJSQlJTEli1b6NWrF40bN7Y5tlatWtUq3vTv35/+/fsbjxs3bsyECRNYv349L774otE/f/58QBdy+OGHH+zOBbBo0SKCg4O56667iIr6rbw3KxQKhUKhUCgUij8yxcXFVYTfHB0dqVOnThXbxx9/nDVr1rB582bj+yHAgw8+yNChQ+nQoQPe3t7Ex8ezcOFCevXqZZQBWrJkCSNGjGDIkCGEhobSvHlzSkpKOHz4MFevXgU9OwsRSdA0bR/wuqZpMyqWeA3YLbrCJ+jBKPHoipsvAbXRUxw/kooyR+jRZ39DV/5cjh54MglYIpYvvLAeeKpCIfQjdJGCkdgqYq4FvtA07a/ATmAQerbXUIuBpmnuQBOrYxppmtYGyBSRCxU2tdHrndWrsGlWkQKbbvEBVJR/8rWaq5WmabnoGWmZFU7GjsD3QBbQGD1aL4kKB5+maXcDPugloPLQS0DNRo+oS62weQQ9m+00UA7cCzwNvMLPgIpQU/xWSEX/o59Zg6BAOjBA0zSPasbboEekrazkTDOw5LZHR0djNptt3iy7dOmC2Ww2nD7R0dGEhIQYzjSAfv36UVxczMmTJw2b7t274+zsbGOTlpZGamqqYdO3b1+bffTr148TJ04YYgZRUVF2bWpyQFnunlSuAwB6LbPr16/z9ddf07t37yp3WjZt2kSbNm3o168fL730UrWqNdZr2VvnZhw4cIBt27bZRPUpFAqFQqFQKBQKxc9JZGQkERERBAQE2LSWLVsC8MMPPzB9+nSio6MBcHJyYsaMGWRkZHD48I0kqZ49e/LKK69w55130rRpUwYPHkxGRgYjRowwbLp06cI777zD+fPnGTZsGM2bN6d9+/bMnDnTUsv6I6utvYDuWDpU0XyBmZZBESlDdyR1QS+dtAcowMohJCLZFccMBU6h1waLA8KtbFKAV4Hn0MskrQH+JSJfWdlEoWd3vVJx/CvAGrFSIQVGAUeA4+gqoguB3RV7tLAcveTSzorz+QRdLfQJAE3TAtFrm59ED6TxB76rePxCxRyF6Cmx3wHnKtYIAB6TG2qmhehCA3vRnY5fAS0rfrdQFz07Lhb4ET3rzbNi/Z8c5VBT/FLco2laoqWhq21UZil63vXwauaYDnQDYjRN26Fp2jxN07pZjQdV/LR499E0zceyZnBwMOvWrQPgypUrNsXzLdStW9e4i3HlyhV8fX1txr28vHByciI9Pb1aG8vjm9mUlpZy7do1w9aeTeU7KhZEhLlz53LHHXcY/xSscXBwICoqCi8vL/r27Ut8fDyJiYkUFhYyfPhwVq5cycaNG5k6dSpfffUVTz/9tN11AJKSknj33XcZPXp0tTb2uH79OlOmTGHp0qXG3RuFQqFQKBQKhUKh+Lnp27cvI0aM4NKlSzYtIUH3q7Ru3Rpvb29eeeVG4NLQoUOZOnWqkf0D+nchHx8ftm3bxrlz5zh8+DDTp0+ntLTUsDl27Bhjx46lYcOGbN68mYSEBKKioli+fDnJycmgF8+3sBC9jFGPipYBGNEHmqaZ0MsaHQU6oWdpuWNVHknTNM+KY7YA7YCHgFbAeCubRsDz6EX+LWN/0jTtfiubLujRW3PQHVNzgHEVaagWzgDzgCHoaZOPiUh9EZliZfMFcE/FebatWPMasK5i/CJ64It1Cajp6I6zlypsrgGNgJUVe+lZsZ61s/EgsA24gu7oawn0A3ZZ7WUbumpqP6B+xZwtgQP8DKiUT8UvxXfAP6we10P3yBuIyFVN01YB0zVN21J5AhE5rGlad/T6a92Au4Cxmqa9LiLW+sfWCiDX0f+4MZvN5ywRYWCrxGK1hk2/PZvK/ZVtbkTZ2re3trnZPNWtP2vWLGJjY9mypcplMtiwYQMPPfQQ7du35/r161y4cIGYmBjuuusu6tevj5OTEy1btqRp06b86U9/4tSpU7Rr185mjrS0NEaNGsUDDzzAqFGjql3LHtOmTWPYsGE2/5AUCoVCoVAoFAqF4pfA2dm52jI3AE888QTvv/8+e/fu5e6777Zrs3v3bl566SVjPDAwkPbt2xvjIsKUKVMICgpiy5YtODjciFlq27Ytw4cPR9O0WABN05oD/YEHLFFgmqZNB7ZqmtasIu2zL3oqYxcRSauwCUNP73y1Iu1zOHpdsckV0VtxmqYFAeM1TQuvSPscjZ5OaanZk6BpWgdgAnpkF8A44FsRebPi8ZuapvWo6J9YcX5fA19X7MPuNRKRL6wfV+x3JLoj70BF1N2VSjb3AV+KSF5F10D0VM2ZlmwzTdNeAHZrmtZERJI0TfNC9ymMFhFrB9mPdrZ13brk1M+FilBT/FLki0iSpQHnq7ELB1yBMfYGRaRERP4tIm+JyAh07/2UioKM5yrMgq3syyxrOjre8B/7+fmRkZFRZf5r164ZkWJ+fn5VIsSysrIoKSnBx8enWhvLvDXNk5GRgaOjI97e3oatPZvKUWugO9N27tzJ559/TkBAgL3LxL///W/OnDnDY489BujSzW3atCEwMJDMzExOnz7NxYsXKSsro127djg5OXHu3DmbOdLS0njwwQfp2rUrixcvtrtOTRw8eJBVq1YRGBhIYGAgf//738nOziYwMJCIiIjbnk+hUCgU/zs0b96cVq1a0bx58197KwqFQqH4gxIYGMjo0aNZsGBBtYICvr6+fP3119WWyImJiSEhIYGJEyfaONOssapr1gXItk6pFJFoIBtdSM9i86PFmVbBN+hF99tb2Ry2SoW02PijZ3xZbCIrbeUboIOVmEHXamy68h9SMffj6Odkt9C2pmnt0cs1WRcJdwZKKpVuKqz4eWfFz77oPqwATdO+1TTtqKZp4Zqm1bezzPuapp3SNO1LTdMe+E/P52Yoh5riN0WFh3opMBk91/lmxKNHWrqiFx5MBCbWUIcN0PPcs7OzOXbsmNF39OhRsrOz6dq1q2Hz448/kpZ2470sMjISZ2dn465Ely5dOHz4MNaRb5GRkfj7+xMYGGjYfPvttzbrR0ZG0qFDB5yc9Peyrl272rWx7AX0ux+zZs1i+/btfP755zRq1Kja89uwYQPt27endevWRp+mafj5+dG2bVv8/Py4fPkyMTExHDp0iJKSEpu7N5cvX2b48OG0a9eOJUuWVPvPoSa2bt3K7t27jTZ9+nQ8PDzYvXs39913323Pp1AoFIr/HUwmk9EUCoVCofhP2LNnD8HBwTZtyZIlNjZTpkwhNTWVTZs22Z1j8eLFHDlyhDZt2nDfffcxd+5cjhw5YoyfPXsWgGbNbmR1ZmRk2KypadqYiiE/9HTEylytGLPYpFsPikgWevSWb3U2Vo9vZuMI1LGytWdTfVhfNWiaNrCitFMS8AwwQkSuVWM+EkioqOFm4SDgq2nas5qmOVVEo1nqq1n20whd1XMS8CJ6JJ038ImVkzAPCKsYexy91NQqTdMevN1zuhWUQ03xS+GsaZqfpaEXC6yOD9E92kOtOzVN26hp2hOaprXXNC2wQuXjBeCgiORUeP6noudub9E07V5N05pqmtZC07TRV69eNT6YN2/enP79+zNt2jSio6OJjo5m+vTpDBw40Hgz7Nu3Ly1atCA0NJTTp09z4MAB5s2bx2OPPWbUBBs2bBguLi5MnjyZuLg4duzYwfLlyw2FT4DRo0dz/vx5wsLCSEhIICIigg0bNjBhwgTj3MaOHUtkZCQrVqwgMTGRFStWsH//fsaNG2fYzJw5k40bN/L222/j7u7OlStXuHLlCoWFhViTk5PD1q1b7aZoJiUlsWzZMjIyMvDy8uLUqVM899xzNGnSxIgCSEtLY/jw4TRo0IC5c+dy9epVY63Kc8XExBh7iImJISYmxnAuNm/enJYtWxqtXr16ODg40LJlS7y8vGp4+hUKhUKhUCgUCoXiv6Nnz57s2bPHpj311FM2NnXr1mXChAksXrzYJkjCQvfu3Tl8+DCffvop999/Pz/++CNDhw6t4pizTof09vY21jObzQBOVqZV6wPpTiK5iU3l/so29vIxq7O52TzVrV8TB9FLLf0Z2AeEa5rmU9lI0zRXYBiwwWajIj+iB9WMB86iCxYkozv4yirMHNCv5WwR+aYium8iusppr4p5ronIahE5JiInRGQx8D626qY/HSKimmo/a0NXJymz06Si5QGZ6HnilmOGAjnoed+Wvr+hq4/ko3vo89HVO4ZVWq83ehHHPKAUPVT0/KRJk6SgoEAsJCUlSbt27cTJyUmcnJykXbt2kpqaKtYcOXJEgoKCxNHRUZydnaVnz56Sm5trY7N161YJCAgQk8kkrq6uMnjwYCkrK7OxCQ8Pl7p164rJZBJ3d3cZN26cVObFF18Us9ksJpNJzGazzJs3z2a8bt26UqtWLXF0dBQHBwfx9vaWgIAAiYiIMGxyc3Plz3/+szg7O0ujRo2kd+/esm7dOmP8woULMmzYMGnVqpUEBgaKj4+PeHh4yPLlyyUqKkri4uJk3bp14uPjI66urmIymcTR0VHc3d3F39/fmCciIkJcXV3FwcGhSjt+/Lhht2XLFrn77ruladOmEhQUJH5+flXOW6FQKBQKhUKhUCh+SiZPnixjxoypdrxbt26yevVqEdG/Q7Vv315Wr14tc+bMkeHDh9c495IlS6RRo0ZSXFwsJ0+elICAANm8eXO16wDjRP+eOgKIk6rfl+OARyt+nw7srTTuhV7Yv1fF4+XAuko2bStsGlU8/gJ4uZLNfUAK4FTxOAp4ppLNM8CRynusGLsI/MnemB3b74BQO/0PoTvK6tZwrC+6EIMbeqmowRX9j1bsIaCS/Ul0sYTq5hsOnLuVfd9uUxFqil+CSHTpWmtVD2vlkHh08QBDuURENqNL3B62smuKroIyGF3Rszt6DTXD469pWid06d8L6E655ug54JOSk5ONkFzQI758fHw4dOgQhw4dwsfHh1mzjC1QVlbGjBkz6Ny5M8eOHWPPnj3k5+ezYIEhwkJOTg6zZs1iyJAhnD59mo0bNxIXF8fq1asNm5SUFBYtWsSzzz5LbGwsq1evZufOnXz1laFYTHR0NO+++y7z588nLi6O+fPns3btWo4evaFY/OmnnzJ37ly2bNmCv78/H3/8MRcvXuTRRx81bObOnUt6ejr79u3jwIEDPPPMM8yePZudO3cCUL9+fTZt2sQPP/zA7NmzGTRoEJ6enjRv3pzmzZtTVlZGQEAAXl5ePPfcc8TFxbFx40Z69OjBn/70J8sbEkOGDCE5OdlGMefRRx9l6NChdOjQAYCvv/6a5557jtGjR7Nv3z7Cw8MJCAjgvffes/MSUSgUCoXiBhkZGaSlpdmtd6pQKBQKxU+Ju7s7U6ZMYdmyZeTk5NzUvkWLFpSWllJYWEjbtm0JDg5m5cqV1dZhsyIaMFd8ZwWgQlHTjO7cstiEaJrmb3VcX6AY3XFkseluleZosUkDUq1s+lRavy9wQkQsoXhR1dhE8dPgbKdvJLBLROylvgIgIumil4L6M1DEjTpvllxbI79W07Ta6Cms1dVoB93ZmFbD+H/Oz+GlU00164ZeE+29Sn0NuRGhdgxdLjcZuNvK5iVgo9XjOOCRGtbR0P/Y/gU42LGR8vJyERGJj4+XgIAAiY6OFgtRUVESEBAgiYmJIiKyd+9eadCggVy+fNmw2bx5szRu3Fiys7NFRGTdunUSEhIiRUVFhs2bb74pHTt2NNZ6+eWXpXfv3mLNjBkz5IEHHjAejx8/XkaNGmVjM3LkSJkwYYLYIyAgQHbs2FGlv1+/fvLPf/7Tpu/ee++VRYsW2fTFxMRI586dJS0tzWau8vJyefvtt6V58+Zy5MgRSU5OlrNnz8rGjRvFx8dHvvrqKzl37pxcv37dJgovIyNDGjVqJJ999pnRN3HixCqReKtXr5bOnTsb10ahUCgUCnvExsbKqVOnJDY29tfeikKhUCh+h0yePFlGjRolaWlpNu3q1asiYhuhJiJSXFwsPXr0kCZNmthEqA0fPlzWr18vJ06ckJSUFNmzZ4/cdddd8vDDDxs2UVFREhwcLA888IDs3LlTzp49Kz/++KO8//77EhQUJMBf5MZ31o+AveiiAV0qfn/fatyErqr5aYUj6C5059grVjZm4ATwNtASPfLsR2CClU0j4Ax6PbHm6NFxycD9VjZd0R1wf0UX9vsregRbZysbd3QBgTbo0WHPVPzeoGLcDb0MU5eK7/jtgDfQa6mFiO339SbogS/9xf73+acqjg+q+P0s8HQlm/fQU0q7Vpz7++hCCpaou0fQU0qbozveJlac9zP21vxvm4pQU/xWSAXWAzNrEBRIBwZomuZRzXgb9D+clWKrDmJgyW2Pjo7GbDbTufONQLkuXbpgNpuJiooybEJCQvD3v3FzoF+/fhQXF3Py5EnDpnv37jg7O9vYpKWlkZqaatj07dvXZh/9+vXjxIkTRp5+VFSUXRvLXm6VO+64g127dnH58mVEhIMHD3L27Fn69etn2BQUFDBx4kQWLFhQRUZa0zRcXFzw9PSkYcOGXLt2jaysLOrXr4+joyPJycnk5eVx5swZTpw4wZkzZ7h69SoRERHUqlWLBx64IaBSXFyMi4uLzfyurq5cunSJ8+druoGgUCgUCoVCoVAoFP8d+/bto2PHjjZtyJAhdm2dnJyYMWMGRUVFNv39+vXj008/ZcSIEfTp04fZs2fTr18/wsPDDZsuXbqwc+dOmjVrxgsvvEDfvn3585//zObNm5k3bx7o33Mt/BW9bNGGihYLhFoGRaQMeAK9bNGXwGr0gJF5VjbZ6A6ygIqxhRV24VY2KehF+XsCe9Brjc8Rka+sbKLQHU4j0B17j6I75W6kSUEHYHdFA91Btxs9NRX0Uk7BwFr0Omrr0eulDxW9Lpo1I4HLVFUWtdAJ+ATdYfY4MENE3qlkMwk9IOdDYBN6iadRciPqDmBKxXXZAQwB/iYiq/kZcPw5JlUo7HBPheqHBXuyXUvR/4iHA5/bGZ8OrABiNE37Afge2CYiltDPoIqfZywHVBRCPAy68srs2bMZM2YMV65coW7dqroIdevWNYrvX7lyBV9fX5txLy8vnJycSE9PN2wsap4WLMekp6fTqFEju/P4+vpSWlrKtWvX8Pf3Jz093a5NZSGAmzF//nymTZtG586dcXR0RNM03njjDe644w7DZu7cuXTt2pVBgwbZnaNXr16EhYWxadMmnnrqKc6ePUtYWBhlZWVkZWXRunVrioqKyMrKIjMzk6SkJN5991369OlDVlaW4ZTr168fc+fO5dFHH6Vnz54kJSWxZs2aaq+bQqFQKBQKhUKhUPwULF26lKVLl1Y7/v3331fpGzp0KEOHDrXpCw0NJTQ0tIptZYKCgqpd7/HHHy+1/C4imcBzNc0lIheA0TexiUWPxKrJ5hBw701stgHbahj/Dqhfw3gR8HRNa1jZLkR3/lU3PukW5shBr63+t2rGP0WP7vtFUBFqil+K79BVPyxtZGUD0fOoVwHTK+WDW8YPo9dNewT4CggBNmuaNrWyqdXv1y1rms1mG+UWayUWqzVs+u3ZVO6vbFMRalqtvbXNzeapbv3qWLt2LdHR0bz//vvs3LmTsLAwXnjhBfbv3w/Arl27OHDgAC+99FK1c4SEhLBs2TLCw8Np0aIF//d//0eHDh2oW7cumZmZxMbGUlxcjL+/PyEhIZSWlnLhwgX+/Oc/c/HiRU6fPk1MTAz9+vXjscce44knnqBx48bcf//9xh0hBwf11qNQKBQKhUKhUCgUit8vKkJN8UuRLyJJlgeappVWYxcOPAmMsTdYEcr574r2lqZpU4Cpmqa9BZyrMAsGYirsy9Dzt22itPz8/OwWOr527ZoRKebn52cjCgCQlZVFSUkJPj4+hk3lKDLLvNbz2LNxdHTE29vbsLVnUzlqrSYKCwt59dVXeeedd7jnnnsAaNWqFadPn2blypX07t2bAwcOkJycTMuWLW2OHTt2LHfeeScbN24EYNiwYQwbNoz09HTc3NzQNI133nmHLl26YDKZSEhIwGw207BhQz755BPatWvHAw88QHl5OdnZ2WRmZnL16lWGDBnCsGHDKCsro0mTJpw4cQJARacpFAqFQqFQKBQKheJ3jQoTUfymEF3NYykwGfC8hUPi0R3DrsBpIBGYWEMdNkDPc8/OzubYsWNG39GjR8nOzqZr166GzY8//kha2g1BkMjISJydnWnfvr1hc/jwYZvIt8jISPz9/Q2nUZcuXfj2229t1o+MjKRDhw44OemBeF27drVrY9nLrVBSUkJJSUmV6C+TyWQozjz33HPs3buX3bt3Gw1g3rx5LFmypMqcvr6+uLu78+WXX+Li4sKgQYMICQmhWbNmFBcXEx0dzRdffMEjjzwC6JFntWvXpkmTJrRv356QkBB8fX1xdXUlOTmZtWvX0qpVKxwcHCgrK7vlc1MoFAqFQqFQKBQKheK3hHKoKX4pnDVN87M09EKF1fEhkA0Mte7UNG2jpmlPaJrWXtO0QE3T7kZXFDkoIjmi51FORVfz2KJp2r2apjXVNK2Fpmmjr169ismkl25r3rw5/fv3Z9q0aURHRxMdHc306dMZOHAgzZrpKrx9+/alRYsWhIaGcvr0aQ4cOMC8efN47LHH8PTUfX3Dhg3DxcWFyZMnExcXx44dO1i+fDnjx4830jVHjx7N+fPnCQsLIyEhgYiICDZs2MCECROMcxs7diyRkZGsWLGCxMREVqxYwf79+xk3bpxhk5eXR0xMDDExMQCkpKQQExPDhQsXAPD09KRHjx68/PLLfPfdd6SkpPDJJ5/w2Wefcd999wF6tFzLli1tGkCDBg1o1KiRsdZ7773HqVOnOHv2LO+99x4zZ85k5syZmM1mAGrXrk3r1q2JiYmhuLiYkJAQLly4YOMku379Ops2baKwsBBN0/jss884ePAgzz77LOfOnePEiRPEx8dz5coViouLb/LyUSgUCoVCoVAoFAqF4jfEzyEd+lM2oB96TaxbbWN+7T3/nhrgA8xAV+S4DBShy+H+G1gM9PgJ1jiGrv5RuVmeszwgE+hidcxQIAe4YNX3NyAOyAdKKn7GAsMqrdcbOFoxbym6Qsr5SZMmSUFBgVhISkqSdu3aiZOTkzg5OUm7du0kNTVVrDly5IgEBQWJo6OjODs7S8+ePSU3N9fGZuvWrRIQECAmk0lcXV1l8ODBUlZWZmMTHh4udevWFZPJJO7u7jJu3DipzIsvvihms1lMJpOYzWaZN29elTlq1aoljo6O4uDgIN7e3hIQECCTJ082bMLCwqR+/fri7Owsjo6O4uPjIzNnzpTy8nKbuaKiouShhx6SoKAgMZlM0qtXL5tr4+fnJ46OjmIymcTZ2Vm8vb1l/vz5NnPMnj1bfH19xcPDQ+666y45evSoHD9+XNLS0qS8vFyuXr0qDzzwgDRr1kwCAwPFw8NDGjduLEVFRZKTkyNXrlyR+Ph4iY6OlqioKPnhhx/kwoULkpeXV+XaKBQKheJ/i9jYWDl16pTExsb+2ltRKBQKheK/5Vf/3q/az9NUhNrPgKZp6zRNE03Tkn7tvdSEpmkPozuoFqHL6foDzujyu3cA04B//ARLRQIRFfNaWmer8Xh08YBZlg4R2QwsoUKhs4KmQAYwGF3Rszu6088QMNA0rRPwDnAB3SnXHOgKTEpOTubs2bPGZDNnzsTHx4dDhw5x6NAhfHx8mDXL2AJlZWXMmDGDzp07c+zYMfbs2UN+fj4LFiwwbHJycpg1axZDhgzh9OnTbNy4kbi4OFavvqHKm5KSwqJFi3j22WeJjY1l9erV7Ny5k6++MhSLiY6O5t1332X+/PnExcUxf/581q5da1PDLTg4mLlz57Jlyxb8/f35+OOPuXjxoo2aTPv27YmIiCA+Pp7Tp08zevRoPv/8c65du2az1qhRo+jbty/bt28nISGB559/3iZVtHHjxrz22mtcvHiR1NRU4uLimDJlivVzioiwaNEinnrqKVxcXGjbti21a9cmNTWVmJgYNE1j69atxMbG0qZNG4YMGYKrqyvnzp3jxx9/5OLFi4CeVlq3bl1MJhNXrlwhNjaWU6dOkZqaSk5OjsVJqlAoFAqFQqFQKBQKxW+G35sowUrg7ZvYnP8lNvJ7R9O00cB76Gm/V9Cv7QHgGlAPPW1yMHok2E9BsYgYVfc1TXOuNP4B8KSmaXeLyN5q5hgIvGg1ngqctJpTQ6+/dhYYIiLlVseehhvqmgkJCezbt49t27bRubPu21u8eDGDBw/mzJkzNGvWjMjISOLj44mOjsbf3x+AsLAwJk+ezPPPP4+npyebNm2iqKiIZcuW4ezsTMuWLTl79izh4eFG2uf69etp0KCBoazZvHlzTpw4wapVq7j//vsBWLNmDX369DEkmUNDQzl06BBr1qxh5cqVAAwYMIABAwbUeJGHDbNVTg4LC2PDhg3ExsZy1113ATB37lyefvppnnvuhlpz06ZNq8zl4eGBn59ftWvNnz8f0IUcfvjhB5ycnGjcuDF+fn5cuHCBs2fP4u7uzscff0xwcDB33XUXUVFRBAcHk5ubS35+Pnl5eVy/ft2oQefo6IjJZKKwsJDz589z8eJFXFxc8PLyonbt2pjNZiNtV6FQKBR/XGrVqkVpaSmOjr+3j6oKhUKhUCj+V/i9RahdEZHTN2mZv/Ymf+tomtYKWI3+/O8HWohImIjsEZGjIrJdRN4UkXuBx36hbaUC64GZNQgKpAMDNE3zqGa8DXpE2spKzjQDS12z6OhozGaz4UwDXTzAbDYTFRVl2ISEhBjONIB+/fpRXFzMyZMnDZvu3bvj7OxsY5OWlkZqaqph07dvX5t99OvXjxMnThiOpKioKLs2lr38J5SUlPDhhx9iNptp3bo1oCuHHj16FB8fHwYPHkz79u0ZPnw433//fZXjV6xYQevWrbnnnntYtmyZjfBCTdSqVYvg4GBatGhBVFQUX3zxBWPHjjXqpJlMJry8vAgICCA4OJj27dvTrl07mjVrho+PD25ubjg5OeHs7ExpaSnXrl0jISGBI0eOcOjQIX788UfS09NveT8KhUKh+P3RuHFjmjVrRuPGjX/trSgUCoVCoVDYRd32+9/kTcAFPX1yuIhkVWcoIj9Vtfh7NE1LtHpsL8xoKfAoMBz43M74dGAFEKNp2g/A98A2ETlSMR5U8fOM5QBN03yoSBtt1qwZs2fPZsyYMVy5coW6davqItStW5crV/RAuitXruDr62sz7uXlhZOTE+np6YaNRc3TguWY9PR0GjVqZHceX19fw1nk7+9Penq6XRvLXm6H3bt3M3HiRAoKCvDz8yMiIoI6deoAkJycDMDrr7/O3LlzadOmDZ999hkPP/ww33zzjRGpNnbsWNq1a0ft2rU5duwYCxYsICUlhTfeeOOW91FaWsrSpUt5/fXXcXBw4MKFC5SWllJSUmKom1pwdnbG2dmZ2rVrG32FhYVGFFt+fj6ZmZlkZ2cTExNDeXk5Li4u1K1bl3r16lGvXj3c3Nxu+1opFAqFQqFQKBQKhULxn/CHdKhpmuYOPICeItgVvfaWG3rh+x+ArcAqEcm9hbk8gWeA+4HWgDdwFT2i6hvgExE5WmEbBsy1OryxpmlVCkCJiGZnnSbAZOBeoBG6w+kC8DXwloicqmGPljXmiUiYpmkDgInoNcbqoRf2b1Jh2xK4u8L+LRHJuNk1+In4Dtt6bPWAQ9YGInJV07RVwHRN07ZUnkBEDmua1h29/lo34C5grKZpr4vIEmtTq9+vA/cAmM3mc9ZRTZZotUpr2PTbs6ncX9nGXs2v6mxuNk9169dEr1692LNnD1evXuWjjz5i/PjxfPXVV/j4+BjrPvHEEzz66KMAtG3blgMHDrBhwwZmzpwJwDPPPGPM16pVK7y8vBg3bhyzZ8/G29v7lvYxbdo0hg0bxqBBgxARvvvuO8rKyjh9+jT16tXD39/fpm5bZVxdXXF1daVOnTpcv34dDw8PysvLKS0tpaCggOvXr5ORkcG5c+cAXeXU39+fevXq4evrS61atf6j66dQKBQKhUKhUCgUCsXN+EM61ICvgL52+n2APhXtWU3T/k9E4qqbRNO0e4ANFcdZYymsfwe6QuZ/9a29op7ZavSoMWuCK9rTmqbNEZGFtzDXK8DMGkwetvr9M6vjvNHP85qIXL3Vvd8G+SKSZLVeaTV24cCTwBh7gyJSgq5A+m/gLU3TpgBTNU17CzhXYRYMxFTYlwFJAHfccYcxj5+fHxkZVX2J165dMyLF/Pz8bEQBALKysigpKcHHx8ewqRxFZpnXeh57No6OjoZzyl40WkZGRpWotVvBzc2NJk2a0KRJE7p06ULPnj3ZsGEDoaGhRk20Fi1a2BzTvHlzLly4UO2cXbp0AeDcuXO37FA7ePAgu3btYtWqVYDuICwvL+f+++8nNDSU+++/n0aNGtlEpVVHQUEBV69etUnzdHV1JTAwkLKyMrKyssjMzCQmJobjx4/j7OxMnTp1qF+/Pv7+/nh6euLm5oaLS+U/sZ8XESEtLQ0fH5+b1gE6e/Ysn376Kd7e3tSpU4fg4GA6der0s+yrrKwM0J24Dg4OlJaWomlalfp0hYWFFBcX4+7ubjMmIhQXF+Pk5FTFKVpYWEhBQQEmkwlPT0+7juKioiKKioooKSmhrKwMLy8vCgsLERHDYero6GjUz3N0dKS8XM/iLigoMFKCK5OTk0NhYSFubm4UFxeTnZ2NiODm5oavr6+xl5KSEvLy8igpKcHBwcFYo/I1ys7OxmQyYTabjeNycnJwc3ND0zSys7Ntji8rK0PTNESEgoICACMa08HBgYyMDIqLi3FxccFsNlNYWIiTkxPu7u7k5uaSl5cH6GnReXl5ODg44OPjQ2FhIaWlpdSuXZuSkhJKS0upVasW169fB/R6hyUlJXh4eBjPpeUYd3d3XF1dKSgooKSkBBcXF+NalpWVUVBQQHZ2NpqmGdGj/v7+ODo6Gs+Jde3C/Px8iouLKSoqIicnBwcHB+rXr09ZWRkZGRmICI6Ojnh4eCAiODs74+7uDkB5eTk5OTkUFxcb18rFxQUXFxfS09PJz8+nrKwMk8mEq6srDg4OFBYWUl5ejqOjo/FeUVhYSElJCeXl5YgI7u7uxuvB8pq1jJWWlhoqTJbztlxjBwcHysvLcXZ2xsvLi+LiYl2tycGBrKwsysrKcHR0pKSkxHheTSaTMZf1a99ys8LBwYFatWphMpkoKysjN1e/b+fi4mLs2R7Ozs6UlZVV2adCcbuYTCbjPcX6tWR5LzKZTDg7O1NYWIimaUatuvLycoqLi9E0zXg/gBuvbTc3N+PvwdPTE2dnZ/Lz8yksLKSoqAgHBwfjfdBkMuHj44OrqyvZ2dkUFhYa72eW96D09HSKioowm824uLiQnZ1tvAdZ3nOys7MBPTsgNzeXoqIim79XZ2dn471JRCgrKyMzM5OSkhJcXV2NqHiz2UytWrWMv2tvb2+b93xLRLyDg4Pxf9HyHlZcXGwIJHl6elKrVq0q19zynm8ymdA0jby8PJydnY3z1zQNs9mMg4MDIkJeXh5FRUV4eHjg6OhovG9WprS0lMLCQlxdXSkqKqKsrKzK/+PqsPwPKysrw2w24+zsTElJCYWFhdSqVetXr01YVFSEpml2/5ffLuXl5cbrVqFQKH5p/qgONUfgFPAlEAVcRHd6NQaGAY+gR61t1jSto4gUVp5A07T+wI6KucrQi+ZvAVIAV/RotfvQC/dbeBs9VXE+MKRi3UE1bVTTtPuBdRX7ywXeAPYApejKmy+gO7oWaJqWKSIra5huGNC+4tyXoBfirwV0tLLpXvEzC4jVNO0xdKdge6s9nQPeB964lSi+nxIRydM0bSnwd2D3LRwSj/4cuaKfbyIwUdO0rdXVUQPdQZSdnc2xY8cMp8XRo0fJzs6ma9euhs2yZctIS0sz6qhFRkbi7OxM+/btDZuFCxfapDFGRkbi7+9vpIJ26dKF3bttTyUyMpIOHToYx3Tt2pVvv/3WJjIsMjLS2Mt/i6V+WWBgIP7+/pw5c8Zm/MyZMzUKHpw6pQdIWteTuxlbt241HDcAO3fuZMWKFXz55ZfUrVuXvLw8cnNzqV27NiLCggULDAGGCRMmMGvWLOPDka+vLx4eHmiaRmlpqdEszgWz2Uy9evUMJ0pGRgZpaWmcOXOG8vJy3Nzc8PHxwdvbG7PZjIgQERFhnPdf//pXnJ2dKS8v55NPPuHgwYO0b9+eJ598kq1bt/LFF19Qv359QkNDadSo0U3PPScnh9DQUDZs2EBxcTF+fn6sXLmS4cOH27X/61//yttvV9VbGTJkCJ999hlOTk6ICFlZWRQUFODm5obZbL7lD48iQm5uLtevX6+inOrk5GR8cbIIP2RlZZGXl0dp6Q2/t5eXl/E4Pz/fmMOi0nrlyhUyMzOrOAMcHR2pVauW4SyxhyWF2h6XLl2y228ymfD396esrIycnBzy8/OrnSM3N5crV67g6upqOPEqr6FpmvHFxvq8LWuZzWbDgXWre6yOnJwcuw796mwtVHedbnWuW6G0tJSkpCSbvpqc7QCJiYlV+jIzM/+rPVgcUdZ9ly9ftmtfWFjlX/hNKSsrM14HBQUFhgO0MpWdCtavHXuOL2snmjVFRUU17sfyHq1Q/LdYHCmVsbyWLU4VCzd7bVqwfo+19/dSVlZmc9PLUkfWGnvvofb2Wvm9rvLfvkUl3ILFOV4d1krnAGlpaQAEBASQnZ1t3My4GVeuXKFevXrGTVXQ33+Sk5NvWtfVycmJpk2bcunSJZv3detzAAwnk7OzM1lZVSuyODg40LRpU7uOPQulpaWcOXPG2FNaWhq1a9e2uf7+/v7/0U3bW+H69evGNa9Tp47NjdiysjJSUlKMa+7p6UlgYGCNGQvVUVZWxoULF4ybW76+vj/bOSkUCkV1aPbS035LaJrWD9hX8fBmKp9XROSKpmnNRSShhjnvAXaiF+UfKyLvVBqvhV6HKwDIB+4XkW+qmStQRFIr9a1Dj7JKtqRaVnOsE3pUVQN0Z1pvETleyaYxemqkZS+NK6dpVkor3VuxX7ufkCqcZU2AE+iqnn+tbn/oDqpBInKxBhu7aJrW0OphGFAHmGfV5wfsqvj9OPC2iKypONYJiEQ/56Mi8mBF/0Zgc8XerwMtKua+JCKPVNh0ASKAOPRacQmAE9A9KCjo/VmzZvGXv/wFgMcee4zLly/z2muvATBjxgwaNmzI+++/D+j/qAcOHIiPjw8vvvgimZmZTJ48mT/96U+88sorgP5BsHfv3vTq1YtJkyZx7tw5pkyZwtSpU5kwYQIAKSkp9O/fnyeeeILHHnuM6Oho/vGPf/D2228bKp9RUVEMGzaM559/nkGDBrFz504WLVrE5s2bDeGEvLw844vuwIEDCQsLo1evXtSuXZsGDRqQn5/PsmXLuPfee/H39+f69eusW7eOjRs3snPnTkJCQgBdUfT111/njTfeoG3btnz66aesXLmSffv20aRJE6Kjo4mOjqZXr154enpy/Phx5s6dS4cOHVi3bp3xBCYlJZGXl8f69es5ePAg4eHhgB79VrlGGsAnn3zC3LlziYurGhQaHh5uXC8Lb7/9NhMnTgT06K3qnBnWaJpGeXk5ZWVlRqRTVlYW165dQ0SMu8Xz5883PlAD9O/fn/nz57No0SK+/PJLo79JkyY2zgVfX1+OHDlipKta3822dm716NGDw4cP2+zN2dmZ8+fPV/mwt3//fvr06VPtOX344Yc89thjpKSk2HzxqF27Ng0bNqz2OAtlZWUkJSVV6zBQKBQKhUJx67Ru3dpwAJ07d+6WHXKenp52nWm3S61atWjWrFm141euXLmlGrxNmzY1Ioh/KrKysqo4Uxs2bGhEGF+6dImrV20TYfz8/GpUla+O8+fPV7l507hxYzw9PW97LoXiF0CFUP5B+b051G7GPBEJu8V5vwCGohe1H1xpbDywquLhVBFZeovrW45fx6051B4BPql4+IKIvFqN3WPAhxUPZ4jI4krjliexHGhmnVppZ64swAwUoaeYZgLPA5uAbKAd8BJ69B3otc961xTtVc06t/PCygdKgLtFJLri+KHoUYHZItKgou9v6PXsGqE7yUqAZGCmiHxhtXZvYBkQUnGOpUDGpEmTGixatAhXV1dAL9A/ePBgw8HTsmVLtm/fbuOkiIqK4tFHHyUlJQUHBwe6du3Krl27bD6AbNu2jWeeeYYrV67g5OTEwIED2bx5s83dttWrVzNz5kwyMzNxdXVl1KhRrF692uYizJ07l6VLl5KXl4e7uzt///vfefHFF23mmDJlipE25OXlhaurK4888ghLly6lqKiI3r1788MPP1BUVITJZKJevXosXLiQkSNHAvod4zvvvJO8vDwKCgqMVCpPT0/effddBg8ezKlTp/jrX//K8ePHjfS6O+64g88//9zmruyDDz7I119/bUQeWdK3YmNjCQwMNNayUFhYSHZ2Nrt376Z///4253733Xfz9ddf2/T179/f6BMRmxSv8vLyan+/2fjXX3/NuHHjqrwIly5dypQpU6r0V2b8+PE89NBDNnOWlpbi6+tL165diYmJoWPHjnaP/fzzz3nwwQdt+hYvXsyMGTOqXe9vf/sbr7zyit0ooBYtWtw0XSIjI6PayB6FQqFQKBS3h/X/3piYGLu1c+3h4uJyyxGBNaFpGm3atKl23J6jyR5ubm4EBQXd1O52SEpKqhKl6+7ubohenTlzpsoNPuvx2yE2NrZKxLml3IdC8RtEOdT+oNx+fO3vEE3TfDVNa65pWltLAyzx5B3sHHJ/xc989NpmPxf3VPwU4N0a7D5DT9G0PsYeB2typlVg8QS5oKey3ici4SKSLiJFIhKFLuiwo8KuJ7rq5s9JPHrE2SxLh4hsRk9btQ7zaYquTDoYXdGzO7AY3bkGgKZpnYB30AUdhgLN0YUpJiUnJ3P27FljspkzZ+Lj48OhQ4c4dOgQPj4+zJplbIGysjJmzJhB586dOXbsGHv27CE/P58FCxYYNjk5OcyaNYshQ4Zw+vRpNm7cSFxcnI2zLCUlhUWLFvHss88SGxvL6tWr2blzJ1999ZVhEx0dzbvvvsv8+fOJi4tj/vz5rF271qaGW3BwMHPnzmXLli34+/vz8ccfc/HiRZYuXQroH9ReeOEFduzYQWJiIidOnODBBx8kLCzMuBtYv359jh8/TkJCAufPn+fixYssWLAALy8vI+XTz8+P9PR0nn32WeLi4vjuu+8wm8288MILNk/avffeS5MmTYiIiCAxMZHTp0/zxRdfVFE9/fTTTzl+/DhxcXFcvHiRu+66q8oLwF6IvrXzzjoFwsnJyWiOjo5GM5lMRl0kS7PGUkepug+zt1KTBPRUtszMTK5evcqVK1dIS0sjPT2d5ORkkpOTa0zd8vT0JD4+nsOHDxMfH09RURHt2rWrcb0ePXpUSUG0UF2/Nf9JOpxCoVAoFIqqWGrQWagp9bIyP1Xk1M3qwd7qOj9HvUZ7pSisP49ZbmpbY6/vVrCXDWGvT6FQKH5Ofm811G4nAq0XMAndAVWnBtPKggMAlkrgUSJSfWGe/562FT+TRKTa2GwRKdY07RjQz+oYe5y8hTULueFU+0xEDlc2EJFyTdOmcyNKbSR6bbjbwdqrEgZ4otdFs1APOGL1+APgSU3T7haRvdXMORB40Wo8Fatz1vT/4kuBs8CQSlF1p+FGHZyEhAT27dvHtm3bjJTKxYsXM3jwYM6cOUOzZs2IjIwkPj6e6Ohoo3ZYWFgYkydP5vnnn8fT05NNmzZRVFTEsmXLcHZ2pmXLlpw9e5bw8HDGjx+PpmmsX7+eBg0a8NJLLwG6AMCJEydYtWqVkfK5Zs0a+vTpQ2hoKAChoaEcOnSINWvWGHXFBgwYUGOdM4Bhw4bZPA4LC2PDhg3ExsZy1113YTKZqoTV79ixgz//+c9G1N3u3btxcnJiwYIFxoeghQsXMnDgQJKSkmjSpAlZWVksWrSI9evX2zjILGml1nh7e980lH/atGl8+eWXxl1LV1dXpk2bZoynpKTUWGerMtZOtcqtX79++Pr62sx3xx13cM899xAUFGTjdHV0dLRxWjk6OjJixAhCQkKMwviWZnHseXt7ExAQUKWuVsOGDcnLy+PEiROUlJRw+fJlrl69ip+fH+PGjWPNmjU29pqm8Ze//MWou2Ypcm7Bycnplj7Iu7u733I9q5vVoVEoFAqF4n+ZynVUAwICSE5ONj4rWARMKuPi4oK/vz/Ozs6kpaXZiNjcLg0aNKhx3MvLi6KiIjIyMigvLzeEdSrXq7P0/5TUrVu3Slpr3bp1jd99fX3Jzc016ru5uLj8x3XP/P39SUlJMa6hs7PzLQtnKRQKxU/F782hdktomhYGzL1Fc3vfSC1OtturNH37WBx9aTVa6VhytmpyDt68yBTkcMOhtqM6IxGJ0TTtAnp9t263MG/l489bftc0LRcwVeqrfEgqsB6YqWnavmpSTNOBAZqmba9GLKENekTaxOpSVC3rRkdHYzabDWca6OIBZrOZqKgomjVrRnR0NCEhITaF+Pv160dxcTEnT56kV69eREdH0717d5u7lf369WPBggWkpqbSqFEjoqOj6dvXVnS2X79+bNiwwRAziIqKshEksNhUdrLcDiUlJXz44YeYzWZat25t1+bkyZPExMSwcOENAVl76o2Wu4f//ve/adKkCZGRkZSXl3Pp0iX69OlDbm4u3bp1Y+7cuVVC7Z988kmKiopo2rQpzzzzDA888ECVfXTt2pXjx4/z/vvvIyI8+eSTNs45Hx8fQzmvJmeZdWSaRZ2rpKSE4uJi43cHBwfef/99li5dSmJiIp07d2bixInk5eWxfPlyFi1axLFjx2jVqhWzZ89m7969bN++nfr16zNnzhzuvvtuiouLjULmBQUFXLt2zVAjtDhY//GPf3DunC4827JlSxYtWmQ4Ld3d3fH29qZ27dp4eXmxevVqpk2bxqlTp2jTpg05OTn4+fnRuHFj4xo0adKEixcvGgpd9evXvyVRgtq1a5Ofn1+lBp2joyM+Pj6YzWby8vLQNA0PDw/S0tKq2NaqVQs3NzeysrJsHIyurq74+/tz+fJlm8g/a8ecRTwgJyfH5kO2tRiCi4uL8XxZHpeWlhoORJPJZKTYgu0XFkt0ouU5t3w4T05OtnFAuru7U1RUZOzfwcEBT0/PKkWfnZ2dcXBwoLi4GJPJhLe3Nz4+PmRnZ3P+vPEWZrwWb1aIuiZcXFwICAggPT39lmvwVKay01ehUCj+yFROm3R2djbKQtwulR1amqbh6upqfAYqKCgw1H9dXFxo3LhxlTILtWrVokWLFuTn5xvq1BcvXrT5P2opvK9pGnXq1KF27dqGGmpWVhbXr1+3EX2w2NWtW9f4/52fn4+zszMBAQG3dDPNz88PX19fQ7lYRGz25e3t/bMU8Pfw8KBp06Zcv34dEaFOnTo2ZVKcnZ1p3ry58T/PIjj1n+Dp6UlwcDDZ2dk4OjraKFIrFArFL8UfzqGmadrd3HCmnQVeRy++nwLkikhZhd1LwJybTPdLFZi7lXVu5b+NfQk9W1LRo8MAztdkWGHbAF1A4L/lHk3TrItA2fuPtxR4FD3F1F5E3HRgBRCjadoPwPfoNfAskW6WQhCGhKWmaT5UpI02a9aM2bNnM2bMGK5cuWJzx8yCRa0Q9KKulT9seHl54eTkZEQ3XblypUqKo+WY9PR0GjVqZHceX19fSktLuXbtGv7+/qSnp9u1uZWispXZvXs3EydOpKCgAD8/PyIiIqhTx74fdsOGDTRv3txGTbRXr16EhYXx9ttvM27cOPLz8w2Hm2U/ljuCy5cv5+WXX8bT05NFixbx6KOP8vXXX+Pk5IS7uzthYWF069YNBwcHdu3axYQJE1i2bFmVOmKg1ySxiD1Uxs3NDTc3N+Ox5cNzcXExhYWFVZxmlp/WWNI0nJ2dad26NevWrbNJI7U4UixRg6A7F/v27csLL7xAYWEhBQUFHD9+3HAWWT6MW4QQysrKcHR0NFJh8/PzKSoqonbt2ri4uODl5YWXlxdms7mKZH2LFi1o0aJFtc/rzYoQV4emaTRo0MBQxLQohlp/6LT+gtCgQQMaNGhgOLccHByMvQYEBFBaWkpxcTGurq6G89LT05Pi4mLKy8txcXFB0zTjeMvcderUMa6VZW1LfbvK1wIw0nOdnJzsfkAuLS2lvLy82hpyrVq1orCw0KjtVx0NGjQwRCwsacT2sCigWuwsXwAsqqCW597iZBMR4/Xh4OBgpCRbjrH+AuHh4VHlelicZNXtx9rZaKGgoAARsflbsVwrEcHJycn4m3F0dMTV1dWYp7S0lFq1atl9TkpLSykqKsLBwcF4fouKiigoKMDFxQUHBweblB3La8RynSxpx25uboaz1fJasNTacXV1NVRWCwsLcXNzo7Cw0HCmWq675dyKi4uNL9WW6E3Ll15HR0dDpdbDw4OCggJj7xaVXIvSoSWd3M3NjaKiIvLz8ykvL8fV1dVY13JulvUs+wRd+bC4uNh4L7HYeXh4GEIolteDo6Oj8eXc2dnZONaiPGypbenu7m68jiyqtCUlJWiahpOTEy4uLpSXlxs3ZIqKiozXeF5envEaKC4uxsHBAScnJ0pLS43r6eTkRHl5uSHiYvkib3m+Kiub1kRlZ/cfBcu1tvytWv52SkpKbN5zLO9z7u7umEwmioqKjNeJi4sLrq6uFBUVUVZWRnl5ueHId3d3p6CggPz8fFxdXXFxcTEcMpa/zcLCQqMeqqurq/E/rqysDDc3N+O1Dhi21kI5lr8Xizo2YPx/tNygspyX5X0+Ly+PwsJCHBwccHZ2xsXFxXiPyc/Pt7lxZf03b3kftNxosO633JwwmUzGa9DiBCsuLjb2W3ncguV/q/V7aE1Y6q1a3mNNJhPZ2dm4uLgY7/GW16zlbxKo9n/JreDg4GC8j4P+f6VevXqUlZXZndf65p+3t7cRVVVUVGS8J1lwdnY2CvrfLpqmGdfB8lmgfv36xv+lnwt3d/caxQ4sfwc/Bf9NhJtCoVD8FPzhHGqApdp4JtCjhlTKmmKCM4CGwM9d1dKi412vRisdS5jUtRqtbk4MNyLObvbJxDL+U4Q/fAf8w+pxPXT1UgMRuapp2ipguqZpWypPICKHNU3rDnRGP4e7gLGapr0uIkusTa1+v05F3Tmz2XzO2sli745Y5S+61d01q8nG3heL6mxuNs9/cteuV69e7Nmzh6tXr/LRRx8xfvx4vvrqK5uaZKB/AP/iiy+qFOIPCQlh2bJlhIWFsXDhQhwcHBg7diy+vr42jpCSkhLmz59vRN+tXLmSDh06cPDgQfr160edOnVsou46dOhAZmYmb7/9tl2HWk1cu3aNzMxMG6eZNZYP/87OztSqVctwfFo7zGr6IF5SUkJubi4FBQWG48wi2gAYX2gsqZ2lpaWUlpYa+7B8cbF8qSgtLTUk3C1RaO7u7v/xXdifAssXtVului8X1c1T2d7e8Zqm2TwP9mrdWdvWVFflVs7lVuqyWPZwK3VXLK+zyvu01PSzcLP6NtW9Dqyvx83Oz97rubqoBeu5rB0/ljXhRt0Ze8+Jvefc1dW12utb2d76i6b1mpYIwMpY9lf5uMo2NX0Btk5lqvzlFLBxzlmo6ZyAKvaV16lpr9ZrWKj8fNV0vv+LxMXFUVpaiqOjIy1btvy1t/OT4+XlZfO48k2+23E43Eyp0fL3be89wrrPbDZX+5qu6bVueR+012/9fmi9lr2bHfb2d6uONAv29lH5faa6G0o/Jbe7b7j5/46fAmsnm0KhUCj+e/6IDjWL7M3XNdUlQy9UXx1H0R1qXTVNc/sP6qjd6q3a00APoImmaX7V7VfTNCdu1HU7fZt7qcy3wJiK35sBu2uwtUR8Xfgv1wTItxZM0DStOiddOLpC6hh7gyJSAvy7or2ladoUYKqmaW8B5yrMgtEdh1REJCaBXifLgp+fHxkZGVXmv3btmnGny8/Pz0YUAHQ58JKSEsM55efnVyWKzDKv9Tz2bCz1tiy29mz+k7tubm5uNGnShCZNmtClSxd69uzJhg0bjPpsFrZt20ZBQQEPP/xwlTmGDRvGsGHDSE9PN+5wh4eHG9F4ljRY64iqunXrUqdOHS5cqP7l0qVLFz7++OPbPidLqp6rqytms9kmqszZ2fmWP7RaolIsDjPL75YoHctd91q1auHt7Y2maZSVlVFcXExubq6RouDs7Gw4yCzRO5ZoF09PTyMS7Zf4cKxQKBQKhUKhUCgUil+eP6JDzXJOVW8lV6BpWkd0hcjq2Ar8uWKOZ9BTEW8Hi6zezb5N70GPqNOAvwCvVmP3EOBldcx/w5dACboy5nBglT0jTdP6Apbbpfv/yzVvGRHJ0zRtKbqAQU3OPgvx6M+5K7qzMRGYqGna1urqqIHu2MnOzubYsWN06qT7Ko8ePUp2draR/tilSxeWLVtGWlqa4UCKjIzE2dmZ9u3bGzYLFy40Um8sNv7+/obzqUuXLuzebXsqkZGRdOjQwTima9eufPvttzYRXZGRkTapmP8N9pQnN2zYwL333ms39dWCxaEXERGBi4uLEY3WrZse5HjmzBkCAgIAXf3y2rVrNGzYsNr5Tp8+bVOT7lYJCAgw1rkVLOlNlR1n1kWDLY4zLy8vIzLFkoKWm5tLWlqaEYFWq1YtPD098fX1pby8nIKCArKysowUSi8vLxo2bIinp6eq36FQKBQKhUKhUCgU/wP8ER1qCUBL4C5N04JE5Kz1oKZpvsCHN5njQ3RlygbAK5qmHRORSHuGmqY1tC62X4FFzMBP0zRPEcmpfFwFXwAX0VNLZ2qatkNETlSaPxC9DhxAPvDeTfZeIxVplWuBicBATdNGiEhEpTU9sXUihv83a1bgrGmadS226r04+vUfBwxFjxa07GsjsBk4gZ7K2QJ4AThoucaapk0FIoAtmqa9if56cAK6BwUFGc6O5s2b079/f6ZNm8Zrr70GwIwZMxg4cKBRp6pv3760aNGC0NBQXnzxRTIzM5k3bx6PPfaYkYoxbNgw/vnPfzJ58mQmTZrEuXPnWL58OVOnTjVC6kePHs17771HWFgYjz32GNHR0WzYsIG3337bOOGxY8cybNgwVqxYwaBBg9i5cyf79+9n8+bNhk1eXh5JSUnG45SUFGJiYqhduzYNGjQgPz+fZcuWce+99+Lv78/169dZt24dFy9erCIEkJSUxOHDh/nwQ/t/Cu+99x5du3bF3d2dyMhIXn75ZWbNmmWkfAQFBTFo0CDmzJnD4sWL8fDwYOHChQQHB9OzZ08APv30U5ycnGjbtq1RQ+2dd95h1qxZNTz1t0dZWZldx5nFEWZJKalVqxZ+fn7UqlXLqFdjqVmUm5tLeno6ubm5Rt0Vd3d36tati4eHByaTidzcXLKysozaeW5ubvj5+RmpnAqFQqH4afHx8TFqZykUCoVCoVD8JhGR33QD+qGnUAoQdgv2D1nZpwLPoadV9gSmoTuwytFreol+CezO0x89kkvQa4i9hx611rlivjHAp0CRnWPvsdrDR+jRcM3RUxGDK9neX7EfQVfgfBHoBdwJTEVXALXMNbGavd7y9amw9wWSK44pAd6sON8uFecVazXn2z/Bc3gMXTChcrOskYde866L1TFDK67HBau+vwFx6I7FkoqfscCwSuv1RnfE5VU8d4XA+UmTJklBQYFYSEpKknbt2omTk5M4OTlJu3btJDU1Vaw5cuSIBAUFiaOjozg7O0vPnj0lNzfXxmbr1q0SEBAgJpNJXF1dZfDgwVJWVmZjEx4eLnXr1hWTySTu7u4ybtw4qcyLL74oZrNZTCaTmM1mmTdvXpU5atWqJY6OjuLg4CDe3t4SEBAgkydPFhGRwsJCeeKJJ8Tf31+cnJzE2dlZ/Pz8bOZJSUmRgIAA8fT0FCcnJwkICDDal19+adiFhoZKo0aNxNXVVVxdXaVhw4byl7/8xWY/cXFx0qpVK2OtDh06SFJSkjH+ySefSPv27cXNzU2cnJzEw8ND7r77bklOTq5y7jejrKxMcnNzJSMjQ1JTUyU+Pl5OnjwpUVFRRjt9+rQkJibKhQsX5Nq1a5Kfny/l5eXGHMXFxXL9+nVJTU2V2NhYiY6OlqioKDl27JgkJCTIpUuXJCcnR0pLSyUrK0tSUlKMNY4ePSqJiYmSnp4uxcXFt71/hUKhUCgUCoVC8T/Lr+5XUe3naT+fxMuvhIh8zo0orobozqLvgIPAYnTFyqnArpvMsw94AD0SyoTuaNoCRFfM9x7wMGCvmunXVChLAqPQi+/Ho0dLJVRa5yvgKaAI8ADmoauSHgb+WbHfMmCmiKy86QW4BUQkHfgTenqkI7rT8WsgquK8LNV/3wUm/wRLRqJHjQVYtc5W4/Ho19kIXRKRzcASblxHgKboghGD0eu7dUd/To0KtJqmdQLeQa/7NhTdkdkVmJScnMzZszcCFmfOnImPjw+HDh3i0KFD+Pj42ERPlZWVMWPGDDp37syxY8fYs2cP+fn5LFiwwLDJyclh1qxZDBkyhNOnT7Nx40bi4uJYvXq1YZOSksKiRYt49tlniY2NZfXq1ezcuZOvvvrKsImOjubdd99l/vz5xMXFMX/+fNauXWtTwy04OJi5c+eyZcsW/P39+fjjj7l48SJLly4F9GK2fn5+BAUF8c0335CYmMgbb7zBmjVr2LlzJwD169fn+PHjJCYmcv78eY4fP860adNwc3NjwIABxlqDBg3Czc2N8PBwYmJi+Oabbxg2bJjNtZk4cSJt2rTh6NGj7NmzB03TbM77zjvvJCsri9mzZxMfH893332H2Wzm6aef5nY5c+YMcXFxJCUlkZmZaUjKN23alFatWtGpUyfatGlDs2bNqF+/vlH/7OrVqyQlJXH69GlOnjzJmTNnuH79Oi4uLgQGBtK6dWs6duxI48aNcXR0JC0tjZMnT5KQkEBmZiZeXl4EBwfToUMHmjVrho+Pzy0Vr1coFAqFQqFQKBQKxR+cX9ujd7PGbUaoWR33OHoB/mz0CKUkYD1wR8V4GDVEqFnNU5uKtEJ0Z04xcB7d0fMK0Laa4zyBl4Hj6JFW5TWtBzRBT7P8AchFj75KBFYD7W6yx9u+PhXHuaNH7R0GrqI79VLRnV/9f8LncCnwXqW+hlb7Pga8hB41d7eVzUvARqvHccAjNayjoTvv/gU42LExIpbi4+MlICBAoqOjxUJUVJQEBARIYmKiiIjs3btXGjRoIJcvXzZsNm/eLI0bN5bs7GwREVm3bp2EhIRIUVGRYfPmm29Kx44djbVefvll6d27t1gzY8YMeeCBB4zH48ePl1GjRtnYjBw5UiZMmCD2CAgIkB07dlTp79evn/zzn/+06bv33ntl0aJFducREbnnnntk6tSpxuOSkhLp1KmTfPzxx9UecyvXZuvWrRIYGGgTrbdr1y6pX7/+bUd5FRYWSm5ubpXIPwvl5eWSm5srly9flsTERDl+/LgRufbDDz9ISkqKXL161eZ5ysvLk4sXL8oPP/xg2MbFxcmlS5ckPz//tvanUCgUCoVCoVAoFNXwq/tVVPt52m++hpqIfIPuKLnd4z6khlppIhKG7lS72TyZwMKKdjvr5wBzKtqt2CcBU25nDatj/yP9axHJQ6/P9vrNbH8BUtEdnjM1Tdsn9gUF0oEBmqZtF5FcO+Nt0CPSJlZzvFHXLDo6GrPZTOfONwLlunTpgtlsJioqimbNmhEdHU1ISIhNEf1+/fpRXFzMyZMn6dWrF9HR0XTv3t1Gdr1fv34sWLCA1NRUGjVqRHR0tFHM39pmw4YNhphBVFSUjSCBxWbNmjU1XLKq3HHHHezatYuRI0fi7+/Pd999x9mzZ3n55Zft2p88eZKYmBgWLrzx8j516hSXL1/GwcGBgQMHkp6eTps2bXjxxRcJCQkxrt/Nrk2HDh1wcHDgk08+4ZFHHiEvL4/PP/+cvn373naUl4uLi41iZllZmVH/zKK+WV5ejoODA+7u7vj6+uLh4YG7u7tRf6e8vJzs7GwuXbpkqLWaTCbMZjP+/v6YzWYcHX/zb4kKhULxP4FFfRlQddQUCoVCoVD8JlHfHhW/FPdompZo9djep+OlwKPo6qOf2xmfDqwAYjRN+wH4HtgmIkcqxoMqfp6xHKBpmg8VaaPNmjVj9uzZjBkzhitXrthVt6xbty5XrlwB4MqVK4bKpQUvLy+cnJyM4vRXrlwx1DwtWI5JT0+nUaNGdufx9fWltLSUa9eu4e/vT3p6ul0by15ulfnz5zNt2jQ6d+6Mo6MjmqbxxhtvcMcdd9i137BhA82bN7dRE01JSQHg9ddfJywsjMDAQFatWsXw4cM5ePAgtWvXvqVrExgYSEREBM888wwzZsygrKyMLl268NFHH93WOQGUlJQYzrPc3Fzy8/MBcHR0xMPDg/r16+Ph4YGbm5vhNAVd3fTatWtkZmaSk5ODiODq6kqdOnXw8vLCw8PDxl6hUCgUvw0SEhIoLS3F0dGRli1b3vwAhUKhUCgUil8Y5VBT/FJ8B/zD6nE99NpyBqIrkK4CpmuatqXyBCJyWNO07uj117oBdwFjNU17XUSWWJta/X4dXSQCs9l8zqL+CNh1pIiITX91zpaabESksnm1Njeb53adPWvXriU6Opr333+fhg0bcvjwYV544QX8/f3p3bu3jW1hYSFffPEFU6ZMsekvL9eD+yZPnsz9998PwNKlS+ncuTNbt27liSeesLvfyudx5coV/v73v/PII48wdOhQcnNzWbx4MWPHjuWTTz6p8dwKCwttHGhFRUWAHqnm4eFhRKC5urraHCcihiJnVlYWBQUFaJqGh4cHDRo0wMvLq8oxCoVCoVAoFAqFQqFQ3C5/OFECxW+WfBFJsjT0OnT2CAdc0UUgqiAiJSLybxF5S0RGoIsSTNE0zQk4V2EWbGVfZlnTOp3Pz8+PjIyMKvNfu3bNiLzy8/OrEiFmSRX08fGp1sYyb03zZGRk4OjoiLe3t2Frz6ZyFFhNFBYW8uqrrxIWFsbAgQNp1aoVTz31FH/+859ZubKqnsW2bdsoKCjg4Ycftun38/MDoEWLFkafs7MzjRs35sKFC9WeU+Vrs27dOjw9PZk9ezZt27ale/fuvPXWWxw4cMBGbEFEyMvLIy0tjcTERE6cOEFMTAyTJk3ijjvu4O677+aBBx5g8ODB3HvvvYaYRJ8+fahfvz7ff/89169f59y5c5w8eZKpU6fy5JNP4ubmRlBQEM2bN+fTTz9lyJAhtGzZkrZt2/Lggw+ye/dum/0nJSUxdepUunbtSuPGjenUqROPPPIImzZtorS01OY8Q0NDCQkJISQkhNDQULKzs23munDhAk8++STNmjWjTZs2zJ49G2tnLkBsbCzDhw+nadOmdOrUiX/+859VnLGHDh1i0KBBNGnShO7du7N+/foqz+NXX31F3759ady4MX379mXHjh0244cPH+bJJ5+kU6dO1K9fn3/961824yUlJcyfP58BAwbQrFkzOnXqxKRJk0hLS7OxmzFjBj169KBp06a0bduWMWPGkJiYaGPz5JNP0rVrV5o0aULHjh0JDQ2tMs/x48d55JFHaNmyJS1btmTEiBHExMRUOS/Qn5PmzZur6BSFQqFQKBQKhULxm0M51BS/KSrqui1FVxf1vIVD4tEjLV2B0+hCDhM1Tavxtd2lSxeys7M5duyY0Xf06FGys7ON9McuXbrw448/2jgEIiMjcXZ2pn379obN4cOHbZwlkZGR+Pv7G6mgXbp04dtvv7VZPzIykg4dOhi1xLp27WrXxjoV82aUlJRQUlKCg4PtqZtMJiPqzJoNGzZw7733Vkl9bd++Pc7Ozpw5Y2TOUlJSQmpqKg0bNjTO6WbXpqCgoErdGwcHB0SEnJwcLly4wI8//sjx48eJi4vj4sWLlJeX4+vrS/PmzfH19WXgwIGcOnWKEydOcPz4cY4fP87KlSspLCw0zvX555/n7NmzFBQU4OvrS926dfHy8qJJkyZ4e3szc+ZM/vWvf/HKK6+wf/9+Pv74Y+6//36uX79u7OvYsWPce++9JCYmsnDhQr755hs++OADRowYwfr164mPjzdsn332WWJiYvj444/5+OOPiYmJITQ01BgvKyvjiSeeID8/ny1btrBq1Sq++uorwsLCDJucnBxGjBiBv78/O3bs4JVXXmHVqlWEh4cbNikpKTz++OPceeed7N69m0mTJjFnzpwq6rATJkzgoYceYu/evTz00EOMHz/exmGZn59P69ateeWVV6q8BizP06lTp5gyZQq7du1i7dq1nD17lieffLLK62LJkiV8++23bNiwARFhxIgRNnWOevXqRXh4OAcOHGDt2rUkJSUxduxYYzw3N5eRI0fSoEEDvvrqK7Zs2YKnpycjR46s4nAsKSlh4sSJ3HnnnXb3rVAoFAqFQqFQKBS/Kr+2KoJqf/yG7iD7CPCzah2wVfkcZ2XvhJ4ieg5blc+NwBNAeyAQuBvYD3xqZdMFSAC2AvcCTYEWwOigoCB55513xMKoUaNkwIABhsLjgAEDZPTo0cZ4aWmp9O/fXx5++GE5deqU7N+/Xzp37iwzZ840bLKysqR9+/YyceJEiY2Nle3bt0uLFi1k5cqVhk1ycrIEBQXJ3LlzJT4+XjZs2CCNGjWSbdu2GTZHjhyRhg0byltvvSUJCQny1ltvSWBgoI0KaW5urpw+fVpOnz4tAQEBEh4eLqdPn5bz588bNsOHD5d+/frJwYMHJTk5WSIiIqRJkyaybt06sebcuXNSv359+frrr8Uec+bMkU6dOsk333wjiYmJ8re//U3atWsnmZmZt3xt9u/fL/Xr15dFixbJ0aNHZefOnfJ///d/0rp1azl48KAcP35czpw5I2lpaZKXl2eoolqYPHmyjBkzRkR0Fc/s7GxJSUmRU6dOSVRUlLRp00b++te/SsOGDW0UT+fMmSPDhw83HoeEhMgnn3xi9zwtc/fp00cGDRpUo4qoyB9XHbYyx44dk4CAAJvXVmV++OEHCQgIkHPnzlVrs3PnThtV1+PHj0tAQIBcuHDhpvO8/PLL8txzz0lERISEhITcdM8KheKPRWxsrJw6dUpiY2N/7a0oFAqFQvHf8qt/J1ftZ/J1/NobUO2P3yocZmV2msWhlgdkAl2sjhkK5AAXrPr+BsQB+UBJxc9YYFil9XoDRyvmLQUKgfOTJk2SgoICsZCUlCTt2rUTJycncXJyknbt2klqaqpYc+TIEQkKChJHR0dxdnaWnj17Sm5uro3N1q1bJSAgQEwmk7i6usrgwYOrOGbCw8Olbt26YjKZxN3dXcaNGyeVefHFF8VsNovJZBKz2Szz5s2zGZ8yZYq4uLiIyWQSR0dHqVWrlvj6+srkyZMNG39/f3F3dxdHR0cxmUzi7OwsXl5e8tZbbxk2aWlp0r17d6lVq5YEBQXJwIEDZevWrTZrpaenyx133CHOzs7i5OQkwcHBEhUVZYxfu3ZNhgwZIt7e3sZ59+zZUzIyMkRE5OrVq/LZZ59Jt27dpFatWmIymaRWrVrSvXt3+f7776WwsLDK+VcmNDRURo4cKWfOnJFjx45JVFSUnDhxQpKTkyUzM1O6desmq1evltmzZ8uAAQOMa17ZoXbXXXfJ+PHjJScnx+46p06dkoCAANm8efNN97Rhwwa7zp2QkBCJiIgQEZHXXntNBgwYYDOemZkpAQEBcuDAAePcnnzySbv7SE5OFhGRoUOHyuzZs21stm/fLoGBgYaDqkuXLhIeHm5jEx4eLl27drW7/1t1qH377bdSv359wwFYmby8PHnxxRflzjvvNPZSmevXr8v48ePlz3/+s9GXk5Mjbdq0kddff12Ki4uloKBA5syZI/369ZOSkhLDbv/+/XLnnXdKdna2cqgpFP+jKIeaQqFQKP5A/OrfyVX7eZpK+VT8EkQCEUCAVetsNR6PLh4wy9IhIpuBJVQodFbQFMgABqMrenZHr6HmZDHQNK0T8A5wAd0p1xzoCkxKTk7m7NmzxmSWWlyHDh3i0KFD+Pj4MGuWsQXKysqYMWMGnTt35tixY+zZs4f8/HwWLFhg2OTk5DBr1iyGDBnC6dOn2bhxI3FxcaxevdqwSUlJYdGiRTz77LPExsayevVqdu7cWSV1791332X+/PnExcUxf/581q5da5O6l5aWxvvvv09MTAwnTpzgoYceonHjxjb7OXnyJGfPnuXChQtcvHiR9evX4+7uzgMPPGDYhIaG4u3tzcGDB/n666/5v//7PyZMmMDp06cNm8mTJ+Pu7s53333HoUOHCAwMZPny5ca4g4MDw4YNY9++fSQlJbF7924cHByYM2cOIsLFixc5duwY99xzD1999RVxcXG8+eabpKamkpmZiYuLC/YoKCjg0qVLxMXFkZGRwddff03//v0ZNmwYjzzyCMOHD2fjxo14eXkZx0yZMoXU1FQ2bdpkd87Fixdz5MgR2rRpw3333cfcuXM5cuSIMW55TTRr1szoy8jIIDg42Gjr1q0D+EnVYe2pugI3tbGow1psfwp1WGuKiop45ZVXGDZsGJ6etlnX69atM67Jvn37iIiIMNKWLcyfP59mzZrRunVrLly4YFw7AA8PDzZu3MjGjRtp2rQpwcHBfPPNN3z44YdYahxev36dKVOmsHTp0irrKxQKhUKhUCgUCsVvBaXyqfilKBYR41u+pmnOlcY/AJ7UNO1uEdlbzRwDgRetxlOBk1ZzaujppWeBISJiXTjsNNxQ10xISGDfvn1s27aNzp11397ixYsZPHgwZ86coVmzZkRGRhIfH090dDT+/v4AhIWFMXnyZJ5//nk8PT3ZtGkTRUVFLFu2DGdnZ1q2bMnZs2cJDw9n/PjxaJrG+vXradCgAS+99BIAzZs358SJE6xatcpQ0VyzZg19+vQxanGFhoZy6NAh1qxZYwgKfPzxxzYXY8mSJbRr146TJ0/SvXt34IaggIV//etf9OrVi8aNGxt90dHRvPrqq3Tq1AnQHVKrV6/m1KlTtG3b9paujZeXl02NrYYNGzJmzBjefvttNE2jbdu2VWp2WZwn27dvZ+DAgYCuKJqTk2OochYXF+Pg4ICXlxdms5nevXuzePFim3lq165t87hu3bpMmDCBxYsXM2TIECrTvXt3Dh8+zNGjRzly5IhR32vatGlMnTrVsLNWHfX29mbPnj0ADB8+nD+6OqyFkpISJkyYQHl5OQsXLqwyPnz4cPr27UtaWhorV65k/PjxfPnllzYO0meffZZRo0Zx/vx53njjDSZNmsT69evRNI3CwkL+9re/0a1bN95++23KyspYtWoVjz/+ODt27MDV1ZVp06YxbNgw4zWtUCgUCoVCoVAoFL9FVISa4rdCKrAemFmDoEA6MEDTNI9qxtugR6StrORMM7A4GqKjozGbzYbDCPRC+2azmaioKMMmJCTEcKYB9OvXj+LiYk6ePGnYdO/eHWdnZxubtLQ0UlNTDZu+ffva7KNfv36cOHHCcNRERUXZtbHsxR45OTlAVQeThfT0dPbu3cvIkSNt+u+44w6+/PJLMjMzKS8vZ8uWLRQXF9OjR49bvjaVSUtLY/v27cYc1ZGdnY2npyfp6emGomdiYiLZ2dnUrl2b5s2b07FjR4KCgnB1dcXDw4MmTZrYNHvnO378eAoLC22ioaxxcnLizjvv5LnnniMiIoLp06ezdOlSSkpKaNq0KYCNYqXJZDLW+6Orw1ooKSlh/PjxpKSk8Mknn9iNDjObzTRt2pTu3buzdu1aEhMTq6iK1qlTh6CgIPr06cOqVavYu3evEWn5xRdfkJqaypIlS+jYsSNdunTh7bffJiUlhZ07dwJw8OBBVq1aRWBgIIGBgfz9738nOzubwMBAIiIibvu8FAqFQqFQKBQKheLnQDnUFL8U92ialmhp6GIClVmKLjYwvJo5pgPdgBhN03ZomjZP07RuVuNBFT8NeUpN03wsa/6RUvdEhLlz53LHHXfQsmVLuzafffYZ7u7u/N///Z9N/6pVqygtLaV169Y0adKEGTNm8O6779KkSZNbvjYWJk6cSFBQEJ06dcLDw4M33njD7l7y8vJ4//33OXLkCB06dCA1NZXy8nLq169PmzZtaNu2LYGBgZjN5v8ousrd3Z0pU6awbNkyw9FYEy1atKC0tJTCwkLatm1LcHAwK1eutKuGas0fUR0WbjjTzp07x6effmo47G6GiFBUVFTjOGDYFBQU4ODgUCXCTtM049pv3bqV3bt3G2369Ol4eHiwe/du7rvvvts6L4VCoVAoFAqFQqH4uVAONcUvxXfAPVZtZGUDEbkKrAKma5rmZGf8MHrdtEeAr4AQYLOmaVMrm1r9ft2yptls/sOk7s2aNYvY2FgjHdQeGzZsYPjw4VXqlS1atIisrCw+/fRT/vWvf/HMM8/wzDPPEBsbW+1eqtvPvHnz2LVrF++99x7JycmEhYUBev2569evk5SUxIkTJ/jkk0+YPXs2s2bNon///nTo0IEWLVrg7++Pq6trtedQXFzMlStXbJrFCVmZxx9/HLPZzObNm236H3zwQT744ANOnjxJamoqe/fuZeHChfTq1QtPT080TWPJkiWcOXOGIUOGsGvXLs6dO0d8fDzr16/n6tWrmEwmQE/X7d+/P9OmTSM6Opro6GimT5/OwIEDjRpsffv2pUWLFoSGhnL69GkOHDjAvHnzeOyxx4yor2HDhuHi4sLkyZOJi4tjx44dLF++3EgTBhg9ejTnz58nLCyMhIQEIiIi2LBhAxMmTDDObezYsURGRrJixQoSExNZsWIF+/fvZ9y4cYZNXl4eMTExxMTEAHpNv5iYGC5cuABAaWkp48aN48SJE6xYsYKysjLjWlv+XpKTk3nzzTc5efIkFy5cIDo6mmeeeQZXV1fuvvtuAI4dO8Z7771HTEwM58+f5+DBgzz77LM0adLEcPD16dOHzMxMZs6cSUJCAj/++CNTp07F0dGRnj17Gte4ZcuWRqtXrx4ODg60bNnSpnaeQqH4Y9O4cWOCgoJsShYoFAqFQqFQ/Kb4tVURVPvjN/TIs/cq9TXkhsrnMWBcRb87cAIYB7wEbLzJ3FOAZHRhgnbARfT6aVVsLaqQIr9vtcaZM2dK586djfntcfjwYQkICJCYmBib/nPnzklAQIDExcXZ9D/88MMyY8YMEbm1a2OP/fv3i5+fn3z33XcSHR0tUVFREhMTI1u2bJGgoCBZv359tcfao2PHjuLg4FCl+fr6ioiIu7u7eHl52aiPfvHFF+Lh4SH169c3+l5//XUJCQkRV1dXQ220ZcuWsnHjRpv1IiMjpWPHjuLm5iYmk0lcXFykQYMG8ntXhw0PD5datWqJo6OjODg4iLe3twQEBBjqsCkpKdWqwx48eFBERC5fviwjRowQX19fcXJyEmdnZwkJCZHvvvvOWOeHH34wlF8dHR3F1dVVOnfuLPHx8VWuc5cuXcTNzU0cHR3Fy8tLnnrqKWO8sLBQJk+eLP3795eGDRtK3759lcqnQqFQKBQKheL3zK/+nVy1n6epCDXFbwoRyUN3wE0GbkXiLx5dXMMVXXggEZhYQx024PeZuicizJo1i+3bt/P555/TqFGjas9vw4YNtG/fntatW9v0FxQUALpKpzUmk8lIubuVa2PZT05ODufPnycmJoYzZ85QXl5OSUkJDRs2pG3btmRmZvK3v/2N2bNn88QTT1S7X3v07duXESNGcOnSJZuWkJAAQOvWrfH29rYRPxg6dChTp061KWiflJSEj48P27Zt49y5cxw+fJjp06dTWlpq2Bw7doyxY8fSsGFDNm/eTEJCAlFRUSxfvpzfuzpscHAwc+fOZcuWLfj7+/Pxxx9z8eJFli5dCkBgYCCPP/447du3JzIyknPnzvHOO+/g6elppM/6+/vTuHFjGjZsyN69e4mOjqZdu3bMmTOHsrIyAFq1aoW7uzsdO3bk8OHDHDhwAC8vL+bPn2/zvMbGxlJWVsaHH35IQkIC//73v23q/JWVleHq6srTTz9N7969adq0KXFxcbfyklEoFAqFQqFQKBSKX45f26On2h+/oTvIPgL8rFoH7ESoVdg7oaeInsMqQg3YCDwBtEevtXY3ei22T61sugAJwFbgXqAp0AIYHRQUJO+8845YGDVqlAwYMECioqIkKipKBgwYIKNHjzbGS0tLpX///vLwww/LqVOnZP/+/dK5c2eZOXOmYZOVlSXt27eXiRMnSmxsrGzfvl1atGghK1euNGySk5MlKChI5s6dK/Hx8bJhwwZp1KiRbNu2zbA5cuSINGzYUN566y1JSEiQt956SwIDAyU6Otqwef75542ooLS0NKNZR0+JiGRnZ0tQUJC8//77Upni4mLp0aOHDB06VI4ePSrnzp2TlStXSv369WXPnj03vTYlJSVy9epV+eCDD+TVV1+Vzz//XHbu3CkfffSR9OrVSwYPHmzMcfDgQQkKCpIFCxbY7Pf69etV9mWPyZMny5gxY6od79atm8yZM0caNWpks/c5c+bI8OHDjcchISHyySefVDtPeXm59OnTRwYNGlQlQszaRkQkPj5eAgICbJ6XqKgoCQgIkMTERBER2bt3rzRo0EAuX75s2GzevFkaN24s2dnZIiKybt06CQkJkaKiIsPmzTfflI4dOxprvfzyy9K7d2+bfcyYMUMeeOAB4/H48eNl1KhRNjYjR46UCRMm2D2PgIAA2bFjR5X+fv36yT//+U+bvnvvvVcWLVokIvrrvFGjRrJlyxZj/PLly9KgQQPZt2/fLV+bzMxMadq0qezfv9/u/ipzs9eAQqFQKBQKhULxO+BX/06u2s/TVISa4pegLzACuGTVjlqNtwAWa5rWBUBESoDXAB/0mmkWDgKzgMPAWXSnmQ+wwWIgItHAX4AGwBfozrWTwIIHHniAUaNGGZMtWLCA9PR0evToQY8ePUhPT7eJdjKZTLz22mtER0fTqVMn7r77blxdXZk5c6ZhYzabeeWVV9i8eTNt27Zl+PDhhISE8Mwzzxg2jRo14h//+AdvvfUWrVq1YuzYsQwaNIj777/fsOnatSt/+ctfmDlzJi1btmTmzJmMHTvWRmlzzZo1pKSk0KdPHwICAmjZsiUdO3Zky5Yths0bb7xB165dSUlJYf78+TzyyCM20UpOTk589NFH1K1bl9GjR9OuXTsmT57MmDFjjFpYAOXl5Zw6dYru3bvTs2dP0tLSeOyxxzhx4gTnzp3jwoULvPnmm4waNYr777+fiRMn4uvry4cffmjM8emnn5Kfn8+rr75Kw4YNqV+/Pg0aNKiiZvrfEBgYyOjRo1mwYEG1ggK+vr58/fXX5Obm2h2PiYkhISGBiRMnVoncs/BHUoe1xx133MGuXbu4fPkyIsLBgwc5e/Ys/fr1A+DkyZOUlJTYrOXv709ISIjNed/s2kRGRlJeXs6lS5fo06cPnTt3Zvz48Vy8ePG29qtQKP74ZGdnk5WVRXZ29q+9FYVCoVAoFAq7KIea4pcgEogAAqxaZ6vxeHTxACNvTkQ2A0vQnWcWmgIZwGB0Rc/uwGL0iDYANE3rBLwDXACGAs2BrsCk33vq3qeffmo3de/RRx81bIKCgli7di2JiYls3bqVwMBARo4cydWrV29cxKZNWbt2LaGhoQwZMoS6devSu3dvmyesf//+7Nixg3PnznHw4EEaNWrEokWLaNy4Me3bt6dx48aMGTOGb775hsTERN59911OnDjBxo0bjTmWLl3K008/Tfv27dm2bRtnz57l+PHjvPXWW9wqe/bsITg42KYtWbLExmbKlCmkpqayadMmu3MsXryYI0eO0KZNG+677z7mzp3LkSNHjHHLa8IiKgCQkZFhs+YfRR22OubPn0+LFi3o3LkzjRs3ZtSoUSxcuJA77rjDWMfJyamKKID1WrdybVJSUhARli9fzksvvcSaNWu4fv06jz76qE3atEKhUFy8eJHU1FTlcFcoFAqFQvGbxfHX3oDif4ZiETG+5Wua5lxp/APgSU3T7haRvdXMMRB40Wo8FT36zDKnhp5eehZdmMA6ZOk03FDXTEhIYN++fWzbts2IqFm8eDGDBw/mzJkzNGvWjMjISOLj44mOjjaijcLCwpg8eTLPP/88np6ebNq0iaKiIpYtW4azszMtW7bk7NmzhIeHG4qN69evp0GDBrz00kuArmJ44sQJVq1aZUSprVmzhj59+hAaGgpAaGgohw4dYs2aNYaS54ABAxgwYECNF3nYsGE2j8PCwtiwYQOxsbHcddddRv8PP/xAeHg4O3bsoGPHjlXmsY6wa9iwIVOmTOGpp54yHEMjRoywsW/cuDHR0dFs376dp556yrjG69evZ9++fTbOqtuhZ8+eLFq0yKavdu3aNo/r1q3LhAkTWLx4MUOGDKkyR/fu3Tl8+DBHjx7lyJEjHDhwgLVr1zJt2jSmTr0hEGutYOrt7c2ePXsAGD58+B9GHbY61q5dS3R0NO+//z4NGzbk8OHDvPDCC/j7+1dxtta01s2ujaXG3vz5841ot5UrV9KhQwcOHjxoRMQpFAqFQqFQKBQKxW8dFaGm+K2QCqwHZtYgKJAODNA0zaOa8TboEWkrKznTDP7oqXvWlJSU8OGHH2I2m23ECQoKCpg4cSILFizAz8/vpvNkZmayadMmunbtaogo2CM7O9vG2bV7924aNWrE7t27ufPOO7njjjv4+9//TmZm5i2fg5ubG02aNLFplR1qAOPHj6ewsNCIJKuMk5MTd955J8899xwRERFMnz6dpUuXUlJSQtOmTQFITEw07E0mk7Geo+ON+w5+fn5kZGRUmf/atWtGpJifn1+VCLGsrCxKSkrw8fGp1sYyb03zZGRk4OjoiLe3t2Frz6Zy1FpNFBYW8uqrrxIWFsbAgQNp1aoVTz31FH/+858NZ66vry8lJSVkZWVVu9atXBvL31KLFi2M8bp161KnTh0uXLhwy3tWKBQKhUKhUCgUil8b5VBT/FLco2laoqWhiwlUZim62MDwauaYDnQDYjRN26Fp2jxN07pZjQdV/Dxj6dA0zcey5v9C6h7ojqzg4GCaNGnC6tWriYiIoE6dOsb43Llz6dq1K4MGDapxnvnz59OsWTNat27NhQsXqnVWge403Lp1q42SZ3JyMufPn2fbtm0sX76cpUuXcvLkScaNG3fb53Qz3N3dmTJlCsuWLTOUKWuiRYsWlJaWUlhYSNu2bQkODmblypXV1mGz8HtUh70ZJSUllJSU1Kj82r59e5ycnIiMjDTG09LS+PHHH23O+2bXpls3/c/1zBnjT5TMzEyuXbtGw4YNb3nPCoVCoVAoFAqFQvFroxxqil+K74B7rNrIygYichVYBUzXNK1KKJSIHEavm/YI8BUQAmzWNG1qZVOr369b1jSbzX/41D2AXr16sWfPHr788kv69+/P+PHjjcihXbt2ceDAASP9tCaeffZZdu/eTUREBA4ODkyaNMnuuf3444+MGTOGqVOn0qdPH6O/vLyc4uJili9fzp133knPnj355z//ycGDB20cKjVRXFzMlStXbJrFCVmZxx9/HLPZzObNm236H3zwQT744ANOnjxJamoqe/fuZeHChfTq1QtPT080TWPJkiWcOXOGIUOGsGvXLs6dO0d8fDzr16/n6tWrmEwmQE/X7d+/P9OmTSM6Opro6GimT5/OwIEDjbTWvn370qJFC0JDQzl9+jQHDhxg3rx5PPbYY3h6egJ6aq6LiwuTJ08mLi6OHTt2sHz5ciNNGGD06NGcP3+esLAwEhISiIiIYMOGDUyYMME4t7FjxxIZGcmKFStITExkxYoV7N+/38ZpmZeXR0xMDDExMYBexywmJsaICPP09KRHjx68/PLLfPfdd6SkpPDJJ5/w2Wefcd999wG6+MbIkSOZN28eBw4c4PTp04SGhtKyZUsjJfRWrk1QUBCDBg1izpw5REVFERcXx+TJkwkODqZnz57GnuPj44mJieH69evk5OTY7F+hUCgUCoVCoVAofhP82jKjqv3xG3rk2XuV+hqiO74EOAaMq+h3B04A44CXgI03mXsKkIwuTNAOuIheP62Kbbdu3WT16tUiIrJhwwYJCQmRyoSEhEhERISIiLz22msyYMAAm/HMzEwJCAiQAwcOiIhIaGioPPnkkzY2p06dkoCAAElOThYRkaFDh8rs2bNtbLZv3y6BgYFSXFwsIiJdunSR8PBwG5vw8HDp2rVrlT2KiAQEBMiOHTvsjlWmR48esnz5chERmTNnjtSvX18aNmxotICAAGnQoIEMHz682jkuXrwoAQEBEhUVZdP/448/Srt27WThwoVVjlm8eLEEBgba9BUUFEhAQIBERkbedN8dO3YUBweHKs3X11dERNzd3cXLy8tmT1988YV4eHhI/fr1jb7XX39dQkJCxNXVVUwmk9SqVUtatmwpGzdutFkvMjJSOnbsKG5ubmIymcTFxUUaNGggkyZNkoKCAsMuKSlJ2rVrJ05OTuLk5CTt2rWT1NRUm7mOHDkiQUFB4ujoKM7OztKzZ0/Jzc21sdm6dasEBASIyWQSV1dXGTx4sJSVldnYhIeHS926dcVkMom7u7uMGzeuynV68cUXxWw2i8lkErPZLPPmzbMZP3jwoHh5eYmTk5OYTCZxdnaWunXryuTJkw2bjz76SFq0aGFco06dOsmqVaukvLzcsMnOzpaePXuKs7OzODo6SlBQkBw9etRmrREjRoivr69x3u3atZOEhARjPCYmRp5++mnx8/MTJycnqVWrlvTq1UsuXLhg83w5OTlVed5NJlOVc1coFH9cYmNj5dSpUxIbG/trb0WhUCgUiv+WX/07uWo/T1MRaorfFCKSh+6Amwx43sIh8ejiGq7owgOJwMQa6rABf8zUvZooLi4G4LnnnmPv3r3s3r3baADz5s2rop5pjejOS4qKioy+H3/8kYceeohHHnmE559/vsox3bp1o7S0lKSkJKPPoqh5K+l9ffv2ZcSIEVy6dMmmJSQkANC6dWu8vb155ZVXjGOGDh3K1KlT6d69u9GXlJSEj48P27Zt49y5cxw+fJjp06dTWlpq2Bw7doyxY8fSsGFDNm/eTEJCAlFRUSxfvpzfuzpsRkYGXl5erFu3jtjYWP7xj39Qu3Ztpk+fbtg4Ozszfvx43nnnHfz8/Pjggw9souUAXnnlFQoKCtizZw/Hjh2jc+fOTJ8+nbKyMsOmsjps48aNbYQfTp48Sb169Yxr/MEHH3Dx4kV27txp2EyYMIHz58/bPOe9e/fmueeeq/H1olAoFAqFQqFQKBS/KL+2R0+1P35Dd5B9BPhZtQ7YiVCrsHdCTxE9h1WEGrAReAJoj15r7W70WmyfWtl0ARKArcC9QFOgBTA6KChI3nnnHbEwatQoGTBggERFRUlUVJQMGDBARo8ebYyXlpZK//795eGHH5ZTp07J/v37pXPnzjJz5kzDJisrS9q3by8TJ06U2NhY2b59u7Ro0UJWrlxp2CQnJ0tQUJDMnTtX4uPjZcOGDdKoUSPZtm2bYXPkyBFp2LChvPXWW5KQkCBvvfWWBAYGSnR0tGGTm5srp0+fltOnT0tAQICEh4fL6dOn5fz58yIikpeXJwsWLJCoqChJTU2VkydPyt/+9jdp3LixxMXFSXVUjnY7evSovPvuu3L69GlJTU2VAwcOyJAhQ6RHjx5SVFQkIiJxcXHStm1b+etf/yppaWlGy8jIMOYpKyuTe++9V4YNGyanTp2SEydOyP333y+PPvpotXuxZvLkyTJmzJhqx7t16yZz5syRRo0ayZ49e4z+OXPm2ETbhYSEyCeffFLtPOXl5dKnTx8ZNGhQlQgxaxsRkfj4eAkICLB5XqKioiQgIEASExNFRGTv3r3SoEEDuXz5smGzefNmady4sWRnZ4uIyLp16yQkJMS4niIib775pnTs2NFY6+WXX5bevXvb7GPGjBnywAMPGI/Hjx8vo0aNsrEZOXKkTJgwwXj8f//3f/KPf/zDxqZ3797yyiuvVDnPlJQUqVevnnz//fc2/VlZWdKoUSPZsmWL0Xf58mVp0KCB7Nu3r8o8Fnbu3Cn169c3IjHt8cILL8hDDz1U7XhMTIwEBATI4cOHq7VRKBR/PFSEmkKhUCj+QPzq38lV+3mailBT/BL0BUYAl6zaUavxFsBiTdO6AIhICfAa4INeM83CQWAWcBg4i+408wE2WAxEJBr4C9AA+ALduXYSWPDAAw8watQoY7IFCxaQnp5Ojx496NGjB+np6TbRTiaTiddee43o6Gg6derE3XffjaurKzNnzjRszGYzr7zyCps3b6Zt27YMHz6ckJAQnnnmGcOmUaNG/OMf/+Ctt96iVatWjB07lkGDBnH//fcbNl27duUvf/kLM2fOpGXLlsycOZOxY8faqJB+9NFHdOvWjY4dO5KWlsbzzz/PwIEDWbx4sbHfxMRExo4dS69evbjnnntYuXIlo0ePJiQkxJgnKSmJv/zlL7Rt25YWLVqQlZVlo7zp6urKsmXL6N69O02bNuWee+6hZcuWbNq0yVAz/fTTT0lMTCQ8PJz69evToEEDgoKCuPfee415SkpKaNy4MYcPH6ZTp07069eP5s2bs2rVKn4qAgMDGT16NAsWLKhWUMDX15evv/6a3Nxcu+MxMTEkJCQwceLEKoX5Lfxe1WFLSko4efJkFZu+fftWqyArIpw7d46EhAQKCgoAPbKspKTEZh5/f39CQkKqnec/VYetzEcffURQUBB33nlntTYKhUKhUCgUCoVC8UujHGqKX4JIIAIIsGqdrcbj0cUDjLw5EdkMLEF3nlloCmQAg9EVPbsDi9Ej2gDQNK0T8A5wARgKNAe6ApN+76l7wcHBzJ07ly1btuDv78/HH3/MxYsXWbp0KQAuLi688847HDt2jPDwcNq1a0dISIiRegqQn5/PyJEj0TSNzz77jC1btvDII4+wfv16wyHVqlUrHn/8cd544w1mz55N48aNefXVV6lXr54xz6RJk1i1ahVRUVEkJSWxb98+OnXqZOP0KCsro06dOixevJiHH36YIUOGsGTJkhqdJ5XZs2cPwcHBNq1yauqUKVNITU1l06ZNdudYvHgxR44coU2bNtx3333MnTuXI0eOGOOW14SlcD7oaZLWa/5e1WGvXbtGWVnZbSnIOjg4EBgYSFFRET/88ANJSUlcunQJJycnvLy8bjrPf6sOa01xcTGbNm2ycYQrFIr/DRwcHIymUCgUCoVC8VvE8dfegOJ/hmIRMb55a5rmXGn8A+BJTdPuFpG91cwxEHjRajwVPfrMMqeGnl56Fl2YwDpk6TTcqAWWkJDAvn372LZtmxFttHjxYgYPHsyZM2do1qwZkZGRxMfHEx0dbUQbhYWFMXnyZJ5//nk8PT3ZtGkTRUVFLFu2DGdnZ1q2bMnZs2cJDw83alCtX7+eBg0aGMqazZs358SJE6xatcqIUluzZg19+vQhNDQUgNDQUA4dOsSaNWtYuXIlAAMGDGDAgAE3vdCXL19m5syZbNiwoYqj4siRI6SmprJr1y5DcXLp0qW0atWKgwcPGoqN06ZNA+CTTz6xu4aXlxdPPvmk8bhhw4aMGTOGt99+2+hzc3Pj1VdfNdbNysq66d4r07NnTxYtWmTTV9khV7duXSZMmMDixYsZMmRIlTm6d+/O4cOHOXr0KEeOHOHAgQOsXbuWadOm2dT3sq4X5u3tzZ49ewAYPnz4714d9nYVZM1mM61btyYjI4OLFy+SkpJCWVkZZWVlhuJpdfM8++yzjBo1ivPnz/PGG28wadIk1q9fX8WuOnVYa7Zv305eXh4PPfRQtXtVKBR/TFq0aPFrb0GhUCgUCoWiRtRtP8VvhVRgPTCzBkGBdGCApmke1Yy3QY9IW1nJmWbwe03du1XKy8sJDQ3l2WeftUnztFBcXIymabi4uBh9Li4uODg48P3339/WWtakpaWxfft2evTo8R/PYQ83NzeaNGli0+xFuI0fP57CwsJqo6GcnJy48847ee6554iIiGD69OksXbqUkpISmjZtCkBiYqJhbzKZjPUcHW/cd/Dz8yMjI6PK/NeuXTOiwPz8/KpEbWVlZVFSUoKPj0+1NpZ5a5onIyMDR0dHvL29DVt7NpY56tSpg8lkqtGmOjRNw9fXl7Zt29KsWTOKioo4dOgQV65cMRx79uapU6cOQUFB9OnTh1WrVrF3716bSEuA+Ph4Hn74YR577DGmTJlS7R4+/vhj7rnnHvz8/Grcq0KhUCgUCoVCoVD80iiHmuKX4h5N0xItDV1MoDJL0cUGhlczx3SgGxCjadoOTdPmaZrWzWo8qOLnGUuHpmk+ljV/z6l7t8qKFSswmUw8/fTTdsc7d+6Mm5sb8+fPp6CggPz8fF5++WXKy8tt1ExvlYkTJxIUFESnTp3w8PDgjTfeuO05fgrc3d2ZMmUKy5YtIycn56b2LVq0oLS0lMLCQtq2bUtwcDArV66stg6bhd+bOqyTkxPt27evYvPtt9/esoKsyWRiwIABuLm5ERcXR2pqKjExMfz444/8+OOPNc5jcbzdjjqshZSUFA4ePMjIkSNvaZ8KhUKhUCgUCoVC8UuiHGqKX4rvgHusWpVvySJyFVgFTNc0rUoVcxE5jF437RHgKyAE2Kxp2tTKpla/X7esaTabf/epezVx8uRJ1q5dy7Jly6o9rm7duqxevZrdu3cTHBxMSEgI2dnZtGvXziaV71aZN28eu3bt4r333iM5OZmwsLDbnqMmiouLuXLlik2zOCEr8/jjj2M2m9m8ebNN/4MPPsgHH3zAyZMnSU1NZe/evSxcuJBevXrh6emJpmksWbKEM2fOMGTIEHbt2sW5c+eIj49n/fr1XL161bg2zZs3p3///kybNo3o6Giio6OZPn06AwcONGqw9e3blxYtWhAaGsrp06c5cOAA8+bN47HHHjPSbIcNG4aLiwuTJ08mLi6OHTt2sHz5ciNNGGD06NGcP3+esLAwEhISiIiIYMOGDUyYMME4t7FjxxIZGcmKFStITExkxYoV7N+/n3Hjxhk248eP5+OPPyYiIoKEhATmzp3LhQsXGD16tGGTmZlJTEwM8fHxAJw5c4aYmBjDoWs2mxk5ciQrV64kMzOTlJQUnnvuOQIDA+nUqRMAx44d47333iMmJobz589z8OBBnn32WZo0aWI43SzOtD59+vDMM88Yz+nVq1erPJ8RERH4+fndUpqzQqFQKBQKhUKhUPzi/Noyo6r98Rt65Nl7lfoaoju+BDgGjKvodwdOAOOAl4CNN5l7CpCMLkzQDriIXj+tim23bt1k9erVIiKyYcMGCQkJkcqEhIRIRESEiIi89tprMmDAAJvxzMxMCQgIkAMHDoiISGhoqDz55JM2NqdOnZKAgABJTk4WEZGhQ4fK7NmzbWy2b98ugYGBUlxcLCIiXbp0kfDwcBub8PBw6dq1a5U9iogEBATIjh07bPpWr14t9evXl4YNGxotICBAGjRoIN26dasyx9WrVyUrK0tERNq3by8rVqyoYhMREWH3Otnj3//+twQEBMjly5erjE2ePFnGjBlzS/NY6Nixozg4OFRpvr6+IiLi7u4uXl5eEhUVZRzzxRdfiIeHh9SvX9/oe/311yUkJERcXV3FZDJJrVq1pGXLlrJx40ab9SIjI6Vjx47i5uYmJpNJXFxcpEGDBjJp0iQpKCgw7JKSkqRdu3bi5OQkTk5O0q5dO0lNTbWZ68iRIxIUFCSOjo7i7OwsPXv2lNzcXBubrVu3SkBAgJhMJnF1dZXBgwdLWVmZjU14eLjUrVtXTCaTuLu7y7hx46pcpxdffFHMZrOYTCYxm80yb948m/FDhw5Jz549jfPq3LmzHDp0yMZm9erV4ubmJo6OjsZ+fH195fXXXzdsUlJSpEuXLuLi4iKOjo5Sr149WbBggURFRUliYqIcO3ZM/vSnP4mXl5c4OTmJi4uLBAcHy5YtW2yeC3vPadOmTQ2bxMREGT58uLi6ukrt2rXlzjvvlFdffdX4W1EoFP8bXLp0Sc6fPy+XLl36tbeiUCgUCsV/y6/+nVy1n6epCDXFbwoRyUN3wE0GPG/hkHh0cQ1XdOGBRGBiDXXYgN9f6t6t8NBDD7F37152795tNH9/fyZOnMiGDRuq2NepUwez2cyBAwfIyMhg0KBBt7yWPUR3cFJcXPxfzWOhb9++jBgxgkuXLtm0hIQEAFq3bo23tzevvPL/7J13WFTX1sbfYWboDB0cqSKCoCiKil2saOwtsfJ5EyNoRDAqiRXsMRo7KmrsCsargqJGwUKwcK+gEUGqgGADQelSBtb3B84JxxlQb2JMzP49z37k7P2evfc5B4c966y91krunBEjRmD27Nno3LkzV5eVlQUjIyOEh4cjMzMTMTExmDdvHmQyGae5ffs2pk6dCnNzc4SGhiItLQ2xsbHYvHkz/u7ZYcvLyzFs2DAcO3YMJiYmWLlyJe/+EBFOnTqFAQMG4ObNm0hJSYG3tzesrKwwffp0Tjd37lyYmJjgxo0bSE9PxzfffIPAwEBUVFSgvLwctbW1yMvLg7u7O27fvo2kpCSMHTsWs2fP5jzd5syZw2Worf9M7927x40jEonw6aefIi4uDnfv3sWyZctw+PBhrFu37m1/dRgMxkdAYWEhXrx4gcLCwg89FQaDwWAwGAzlfGiLHisff0GdgewwAJN6pS2UeKi90otRt0U0E/U81AAcBzAZQBvUxVrri7pYbD/V07gASANwGsAAAM0A2AHwsLGxoR9//JHkTJgwgfr06UOxsbEUGxtLffr0IQ8PD65dJpNR7969aezYsXT37l2Kjo6m9u3b04IFCzhNUVERtWnThqZPn05JSUl09uxZsrOzo+3bt3OaBw8ekI2NDfn7+1NqaioFBweTpaUlhYeHc5qbN2+Subk5bd26ldLS0mjr1q1kYWFBcXFxnKa0tJQSEhIoISGBpFIpBQUFUUJCAj18+JAaor5XnpyQkBCKjY2lzMxM+ve//00ODg4UEBDA0zx8+JASEhLohx9+IFtbW25cuZdVZGQkhYSEUFJSEmVnZ1NkZCS5ubnRsGHDeP2kpKRQQkICeXh40OjRo7l+3oY3ebV17NiRFi9eTJaWlhQZGcnVL168mEaNGsUd29vb09GjRxvsp7a2lnr27Enu7u4KHmL1NUREqampJJVKec8lNjaWpFIppaenExHRxYsXyczMjOepFxoaSlZWVlRcXExERPv27SN7e3uqrKzkNFu2bCFnZ2durOXLl1OPHj148/Dz86MhQ4Zwx56enjRhwgSeZvz48eTl5aX0OpR5Nt6/f5+kUiklJydzdTKZjBwcHOjw4cNcXfPmzenYsWO8cx0cHOjIkSNUU1NDSUlJZGRkRAEBAXT+/HlKS0uj7OxskkqlFB0d3egc3oS/vz8NHz78nc5hMBh/b5KSkuju3buUlJT0oafCYDAYDMbv5YN/J2fl/RTmocb4s+gN4Nd65XxDQiKqBvA9ALXXmq6gLn5aCIBfAKx4VedZ79w4AO6oS0ywGkAUgFMARixdupQXNyowMBAODg4YP348xo8fDwcHB2zZsoVrFwqFOHjwINTV1TFs2DBMmzYNAwcOhL+/P6eRSCQICQnBkydPMHDgQMyfPx/Tpk2Dpyc3JVhaWuLQoUO4fv06+vXrhw0bNmD58uUYPHgwp+nQoQO2b9+OkJAQ9O3bF0ePHsWOHTt4WUjv3LmD/v37o3///gCAgIAA9O/fH2vXrm3oViolPT0dn3/+OXr16oX169fDx8cHS5Ys4WnWrl2L/v37Y926dSgrK+PGvXPnDgBAXV0dhw4dwogRI9CzZ08sWbIE/fr1w8GDB3n9TJo0Cf3790dERASuX7/Om/8fgYWFBTw8PLBq1aoGEwoYGxvj0qVLKC0tVdqemJiItLQ0TJ8+HSoqyj8SP+bssPKEAfUzvwqFQqiqqvIyv3bq1AmnTp1CYWEhamtrERYWhqqqKnTp0gUqKiqwt7eHg4MDcnJyUFFRgTt37mDdunXQ1taGjo4OXrx4wT2jBQsWoFWrVhg0aBAOHDjQaDKIrKwsXL58+Q/PIMtgMBgMBoPBYDAYvwfRh54A4+OHiHxRF+uMQyAQmAPIeXU4lIgevnZOKIDQ1+q2ANiCN0BEGa+PJ2+qf6Cnp4etW7c22peZmRkOHDjQqMbBwQEnT55sVNOlSxdcuHChUc2QIUMwZMiQBtu7du2Kx48fN9rH69Q3iMhZuHAhb4uiMjZu3IiNGzc22N6tWzecPn36fxr/XYiMjIStrS2v7quvvsLs2b/lofD19cXRo0dx4sQJjBkzRqGPtWvX4quvvkKrVq3g6OiITp06YciQIejYsS5BrHw7pzypAADk5+fztkUuWrQIU6ZM+UOzw8q3BMupnx3W0tLyjdlhTU1N/5DssLa2tjA3N8fq1avx/fffQ1NTE0FBQcjLy+Ntd96xYwe8vLzg6OgIkUgEDQ0N7NmzB9bW1gDqjI4//fQTpkyZgunTp4OIoK2tjQULFqCyshIZGRlQUVHBF198gT59+sDIyAjXrl3D0qVL8fz5c/j6+vLmNXToUNy9exdVVVWYNGkS5s2b99bXxGAwGAwGg8FgMBjvG+ahxmAw/rJ07doVkZGRvPKvf/2LpzE0NISXlxfWrl3Li2Unp3PnzoiJicFPP/2EwYMHIyUlBSNGjMCGDRt4uvqZUfX19bnxPvbssGKxGLt378b9+/fh4OAAGxsbXL9+HX369OFlfl2zZg2Kiorw008/4eeff8a0adMwbdo0JCUlceN+++23MDIyQmhoKM6fP49hw4Zh7dq1KCwshJqaGnR1dTFhwgRIJBLIZDIMGDAAM2bMwPbt2xXmFRQUhAsXLmDbtm2IjIzEjh073vqaGAwGg8FgMBgMBuN9wzzUGAzGXxZNTU3OA6oxPD09sX//fuzbt09pu1gshqurK1xdXTFz5kxs3LgRGzZswMyZM9GsWTMAdVthW7VqBaBuy6N8XJHot49JExMT5OfnK/T//PlzzlPMxMSElxQAAIqKilBdXQ0jIyNO87oXmbzf+v0o04hEIujr63NaZZrXvdbeRJs2bRAZGYni4mJUV1fD0NAQgwcPRtu2bQHUbbvcu3cvLl++DHt7ewB1SSH+85//YN++fVizZg2uXbuGyMhIJCUlQUenLp/IunXrcP36ddy5cwdmZmZ48eIFDAwMYG5ujrKyMrx48QLGxsZ4/vw5/vvf/8LW1ha6uroQCoVo2rQpAMDOzg41NTWYN28ePD09eUY+BoPBYDAYDAaDwfhQMA81BoPxt0dLSwu+vr7YtGkTSkpK3qi3s7ODTCZDRUUFWrduDVtbW2zfvr3RWF7Ax5kdtj4SiQSGhobIzMzEnTt3uMyvL1++BACFGHNCoZC7Zw1pVFRUoKamBkdHR1hZWaGkpARpaWmQyWRo0aIFKisroaGhAXV1dW7c+/fv4/nz56ipqQFQ5/0mk8mUevExGAwGg8FgMBgMxoeAeagxGIy/LFVVVQoeWCKRCAYGBgraSZMmYdeuXQgNDeUlDRg9ejRGjBiBtm3bQl9fH6mpqVi9ejW6devGeVJt2LAB48aNw/Dhw+Ht7Y0WLVqguroaMTExKCgo4LyiWrRogd69e2Pu3Ln4/vvvAQB+fn7o378/F4OtV69esLOzg7e3N5YsWYLCwkIsXboUEydO5MYbOXIklxBi1qxZyMzMxObNmzF79mxuu6aHhwf27t2LgIAATJw4EXFxcQgODsa2bdu4a5s6dSpGjhyJwMBAuLu74/z584iOjkZoaCinKSsrQ1ZWFnecnZ2NxMRE6OnpwczMDABw+vRpGBoawszMDMnJyVi8eDEGDhzIJTywtbWFtbU1/Pz8sGTJEujr6+Pnn3/GL7/8wsUYdHFxga6uLnx8fPD1119DXV0dhw8fRk5ODvr16weBQIDbt2/j6dOnsLKywpMnT3Dw4EH8+OOP8PDwQJs2bVBVVYVDhw6hoqICUqkUqqqqePToEQIDAzF06FCetyCDwWAwGAwGg8FgfFA+dJrRNxUAbqgLJv+2ZcqHnvNfuaAuK+a73E8C4PYe5mFer3/zP+n6GX8jnJ2dSUVFRaEYGxsTEZGWlhbp6upSbGwsd87JkydJW1ubmjZtytWtW7eO7O3tSV1dnYRCIWloaFDLli3p+PHjvPGioqLI2dmZNDU1SSgUkpqaGpmZmdGsWbPo5cuXnC4rK4ucnJxILBaTWCwmJycnysnJ4fV18+ZNsrGxIZFIRKqqqtS1a1cqLS3laU6fPk1SqZSEQiGpq6vT0KFDqaamhqcJCgoiQ0NDEgqFpKWlRV9++aXCfVqyZAlJJBISCoUkkUho6dKlvPZr166Rrq4uicViEgqFpKqqSoaGhuTj48NpAgMDydTUlMRiMamqqlKzZs1o9+7dvH6Sk5Opbdu2pKamRiKRiJo0aUI7d+7k2rOzs2nSpElkYGBAYrGY1NXVycHBgc6fP89pLl26RN27dycdHR0SiUSkoaFB3bp1o//85z9UUFBARERhYWHUtWtX0tLSIpFIRJqamuTm5kbXr1+ntLQ0ys/PJ5lMpnAfGAzGx0VSUhLdvXuXkpKSPvRUGIx/BD4+PiSVShXK+PHjiYioY8eOJJVKeesuIqLFixfTqFGjuOOysjJavnw5ubq6kpWVFbVq1YpGjRpFFy5c4J2XmZlJvr6+5OLiQpaWluTs7Exjx46l48ePU3V1NacrLCykmTNnkp2dHdnZ2dHMmTOpqKiI19fDhw/Jw8ODbGxsyNHRkRYuXEhVVVU8zb1792jkyJFkbW1Nzs7O9MMPP1BtbS1Pc/36dRowYABZWVmRq6sr7d+/X+E+hYeHU8+ePcnS0pJ69uxJZ8+e5bXfuHGDPDw8yNnZmaRSKZ07d07p/U5NTSUPDw+ys7MjW1tbGjx4MD18+JBrr6yspAULFpCjoyPZ2NiQh4cHPX78mNdHfHw8ffrpp2Rvb08ODg40d+5c3nozJCRE6TOVSqX07NkzIiJKT0+n0aNHk5OTE3fd3333ncL9Y/xuPrgdgJX3U9iWz/eAQCDYJxAISCAQZH3oufwB1AJI+9CTYPzz6NWrF8aNG4cnT57wSlpa3a+jo6Mj9PX1sXLlSu6cESNGYPbs2bwMnVlZWTAyMkJ4eDgyMzMRExODefPmQSaTcZrbt29j6tSpMDc3R2hoKNLS0hAbG4vNmzfjwYMHXCZQAFiwYAGMjIxw48YN3LhxA0ZGRrysqTU1NfDz80P79u1x+/ZtREZGory8HKtWreI0JSUlWLhwIYYPH46EhAQcP34cycnJ2LlzJ6fJzs7GmjVrMGPGDCQlJWHnzp04f/48zpw5w2ni4uKwZ88erFixAsnJyVixYgV2797Ni+GWn58PXV1d7Nu3D0lJSfjmm2+gp6fHy5qZkZEBGxsbXLlyBenp6Vi2bBkCAgJw/vx5TrN3716oqKggIiICt2/fRvfu3XH06FFuW2Z6ejqMjIxw4sQJpKWlISwsDCKRCDExMVwfPXv2hFgshru7O27fvo3z58+jtLQU+/btQ2ZmJpKSktChQweUlpZi8uTJuHv3Lo4ePYrMzEyEhYUhLy8PSUlJ+PXXX5Geno6CggJufAaD8XGho6MDiUTCefYyGIz3T+/evfHrr7/ySv3EQWpqarx1lzK++eYb/Pzzz1i5ciWio6Nx5MgRDB48GC9evOA0t2/fxoABA5Ceno7Vq1fjypUrOHjwIMaNG4cDBw4gNTWV086YMQOJiYk4cuQIjhw5gsTERHh7e3PtNTU1mDx5MsrLyxEWFoYdO3bgzJkzCAgI4DQlJSUYN24cTE1Nce7cOaxcuRI7duxAUFAQp8nOzsakSZPg6uqKiIgIzJo1C4sXL1ZYd3l5eWHMmDG4ePEixowZA09PT966q7y8HI6Ojo3ep6ysLAwfPhwtWrTA8ePHERkZCV9fX6ipqXGaJUuW4Ny5c9ixYwfCwsJQXl6OyZMnc+ue3NxcfPrpp2jWrBnOnDmDI0eOICUlhZc1ffjw4QrP083NDV26dOHi+opEIowdOxYhISG4evUqli1bhsOHD2PdunWNPmcGg/GKD23Re1MB30NtG4DWbyh6f4E573s136wPPRclc2v2Fvfw03r3/MJ7mgfzUGM0io+PD02ZMqXB9o4dO9LixYvJ0tKSIiMjufrX35Ta29vT0aNHG+yntraWevbsSe7u7goeYvU1RHVvE6VSKcXFxXFtsbGxJJVKKT09nYiILl68SGZmZvT06VNOExoaSlZWVlRcXExERPv27SN7e3uqrKzkNFu2bCFnZ2durOXLl1OPHj148/Dz86MhQ4Zwx56enjRhwgSeZvz48eTl5cUdf/LJJ/TNN9/wND169KCVK1dyx25ubrR+/XqeZsCAAbRmzRoiIioqKiJLS0sKCwvj2p8+fUpmZmZ0+fJlpfeMqM7zzdXVlTtu7N48fvyYkpKSKCAggGxsbKiwsJCI6u798uXLycHBgWJjYykmJoYiIiLo7NmzFB4eTpcuXaKEhATKz8/nvdFmMBgMBoPx9rB11x+z7qpPQx5qnp6eNHPmTKXnEL3duuvgwYPk5OTEu4cJCQkklUopMzNTab/5+flkaWlJx44da3BsIiJ/f38aPnx4oxrGO/PB7QCsvJ/yd/NQyyOihDeUwg89yb8yRJT5pnsIwKXeKQc+1FwZjDdhYWEBDw8PrFq1qsGEAsbGxrh06RJKS0uVticmJiItLQ3Tp09XCKgvRx7XLC4uDhKJhBejzcXFBRKJBLGxsZzG3t4epqamnMbNzQ1VVVWIj4/nNJ07d4aqqipPk5ubi5ycHE4jj2FWX3Pnzh0umUFsbKxSjXwu1dXViI+PV9D06tWL0wBAp06dcOHCBTx9+hREhGvXriEjIwNubm4AgPj4eFRXV/P6MTU1hb29Pa+f1ykpKYGenh533Ni9ycjIQMuWLfH48WO0bt0a6enpePDgAWQyGUaMGIHCwkIYGRmhdevWaNOmDVq2bImmTZtCJpMhOTkZ58+fR3h4OK5evYqMjAxUVFQ0OC8Gg8FgMBjvDlt3Nb7uehtqa2tx8eJF2NjYYPz48XBycsLgwYPx888/c5q3WXdVVVVBLBbz7qG6ujoA4D//+Y/SsY8dOwYNDQ0MGTKkwfllZWXh8uXL6NKly1tfE4PxT+bvZlBjvGcEAoEKgImvDksBnPiA02H8w4mMjIStrS2vbNiwgafx9fVFTk4OTpxQ/qu6du1a3Lx5E61atcKgQYPg7++Pmzdvcu3y7ZzypAJA3TbJ+mPu27cPAJCXlwdDQ0OFMQwNDbnkCXl5eTA2Nua16+rqQiwW49mzZw1q5Mdv0shkMjx//pzTKtPI5yLPlNmYBgBWrFgBOzs7tG/fHlZWVpgwYQJWr16NTp06ceOIxWLo6uo22k99srKysGfPHnh4eHB1b3NvioqK0KJFC1hYWKCwsBAJCQnc9ob8/HxoaWnBxMQEzZo1Q7t27dC7d2/0798f3bt3h1QqxfPnz3H9+nUcP34cZ86cQVxcHB4/fozS0tI3ZnFlMBgMBuOfDFt3/b5119uQn5+PsrIybN26Fb1790ZISAgGDRqEL774Ajdu3ODGedO6q1u3bnj27Bm2bduG6upqFBUVYfXq1dy1KCMkJAQjR47kDG/1GTp0KKytrdG1a1e4urryQoMwGIyG+ShTpgkEAi0AQwD0B9ABddscNQEUArgH4DSAHUSk/NUJvy8dANMADAbgCEAfQAGAHNQF+D9KRLdeaQMA+Nc73UogENDrfRKRQMk41gB8AAwAYAlACOARgEsAthLR3UbmKB9jKREFCASCPgCmA+gMoAmAR0Rk/aZrfUVfAGavfv43EZW/5XkMxh9O165dsWbNGl5dfY8noG5R5eXlhbVr12L48OEKfXTu3BkxMTG4desWbt68iatXr2L37t2YO3cuZs+ezenkb0MBQF9fH5GRkQCAUaNGcW8mX9fJISJevTLN6/Wva4gUPioa1Lypn9fr3qTZvXs34uLisH//fpibmyMmJgbz58+HqakpevToofRaGhoLqIvrMWHCBAwZMgQTJkxodC7K6lVUVGBiYgJDQ0M8ffoU9+7dg0wmw4sXLxTGFIlEkEgkkEgksLS0BACUlpbi8ePHePLkCbKyspCcnAxNTU1IJBKYmJhAV1cXWlpa0NLSUrqoZDAYDAbjn8g/Zd1VU1ODqqqqRvXycRrrR9lc3oS8T3d3d0ybNg0A0KpVK9y8eRMHDhxo1DOs/lj29vbYtGkTAgICsHr1aqioqGDq1KkwNjbmstPXJy4uDqmpqdi8ebPSvoOCglBaWop79+5h2bJl2LFjB2bMmPHW18Vg/FP5KA1qAM4A6KWk3ghAz1dlhkAg+ISIkhvqRCAQ9AMQ/Oq8+khflU4A/AC8/aeo8nE8AOwEoPZak+2r8oVAIFhMRKvfoq+VABb8jul41PuZbfdkfFA0NTVhbW39Rp2npyf279/PvdF8HbFYDFdXV7i6umLmzJnYuHEjNmzYgJkzZ6JZs2YA6oLqt2rVCgAgFAq5cUWi3z4mTUxMkJ+fr9D/8+fPuTeWJiYmvOC0QJ3XVXV1NRcA1sTEROHtobzf+v0o04hEIujr63NaZRp5HwYGBhAKhY1qKioq8N133+HHH39Ev379AAAODg5ISEjA9u3b0aNHDxgbG3NvP+u/Lc3Pz0fHjh15fefm5mL06NHo0KED1q5dy2t713sjFAphZmaGvLw8CAQCVFZWIjExEebm5goL/Ppoa2vDzs4OzZo1w71791BaWorCwkLk5eXh6dOnEIvF0NLSgr6+PjQ1NTnjmvxnsVjcYN9/B+SeeA1tpXkXiAg1NTUQCoWNfmGQexESEUQiEYgItbW1UFFR4b48vD6f6upqrl8i4tq5mBT19DKZDCoqKgp91P+yI59DbW0tN4f649bW1nLXIxAIuLFlMhkEAoFC/0TEjUtE3BcU+fny+1LfGK6iosJtN66qqoKGhgY3Rk1NDdTV1XlzFYvFqK6uhoqKCmQymcKc69/HqqoqCAQCqKmpobi4GOrq6lBTU0NlZSVqa2shFAohFAqhoqKC6upqrl5dXR1EBDU1NZSWlkIsFnPzlm8Zqqio4Oqrq6tRU1PDHVdUVHD3TR4wu6amBiKRiLuH8msF6gJyy++NSCTirru6upq79srKSlRWVnL3RiwW4+XLl7wv0Q0hkUi4e1NVVQWRSARtbW3o6Ojg5cuXqK2tRW1tLWpqaqCjo4PKykru/qmqqnK/W7W1tdy1ye+7pqYmamtroaWlxT17VVVVlJSUoLq6GiKRiPtdkc+huroaampqqKmpgYqKCoRCIWpqaqCqqsr9zslkMu4eyfuUf6aVl5dDIpFwvwfye1b/Htf//1BbWwuxWMzdP/n85Vu/5POor63/O13//7H8Xsl/z+TzUoZMJnvj58CbeFfDA+PP56+87pJ/DtXU1KCgoAA6OjooKiqCtrY2Hj16hNzcXK79xYsXqKiowMuXL5GcnAyhUIiUlBT8+uuvvGRKtbW1f+i6620wMDCASCSCnZ0dr75Fixb473//y43zNuuukSNHYuTIkXj27Bk0NTUhEAgQFBQECwsLhXEPHz6MVq1aoU2bNkrn1bRpUwCAnZ0dampqMG/ePHh6eio1zjEYjN/4WA1qIgB3AZwCEAvgMeqMXlYARqIu6H4zAKECgcCZiBSC7QgEgt4Azr3qqwbAQQBhALIBqKPOW20QgKH1TtsG4N8AVgAY/mpc98YmKhAIBqMuiYEAdVssfwAQCUAGoCuA+agz6K0SCASFRLS9ga7w6travLr2DQASAGgAcG5sDvXmov2qD7y6zitvcx6D8aHR0tKCr68vfvjhB/Tv3/+Nejs7O8hkMlRUVKB169awtbXF9u3bMXTo0EaNEC4uLiguLsbt27fRrl07AMCtW7dQXFyMDh06cJpNmzYhNzeXi+cRFRUFVVVVbhHj4uKC1atXo7q6mvuyExUVBVNTU24R5OLigoiICN74UVFRaNu2LXdOhw4d8Msvv3BvOOUa+VzEYjHatGmDX375BYMGDeI0v/zyC9zd6z6aqquruS9y9REKhZxhpk2bNhCLxYiKisKwYcMA1BnOUlJSsHjxYu6cp0+fYvTo0WjTpg02bNig0Of/em+uX7+Opk2bonfv3nj06BHu378POzs76OjoIDs7Gz4+PoiKioKTkxPWrl3LbVUViUQwNTWFrq4ujI2NUV5ejoKCAhQVFSE/Px+PHj2CWCyGhoYGNDQ0IBKJIBaLUV5ejuPHj+PRo0fo378/vv76a17mLQCorKzE119/jYMHD0JHRwfz5s3jZdZqiPv37+O7775DWloaBgwYgDlz5kBNTQ0//vgjvvnmG5SVlaFjx47w9fVF165dUVxczBlFKioqeNlpgbpFt7GxMV68eIGysjKlRgktLS00bdqUu7bnz5+jrKyMuz9yA0VVVRWKi4tRXl4OkUiEiooKlJf/5qQsEom4L+ACgQAikQgikQgymeytDCFAXYa4qqoqpR6ZjH8uL1++fGttcXEx77iyshJlZWXIzc1V0Cp7AdIY9bMQ/pkom/tfFYlEgrKyMs6wrKuryxlLTU1NUVZWhry8PO7vh46ODmQyGfeMBQIBJBIJVFRUIBAIoK6uDj09PVRWVqK0tBSqqqqQSCSc4a2kpASFhYWorq6Grq4uDAwMlBrlSkpKUFZWBqFQiPLyclRVVUFTUxOmpqY8A42ciooKFBcXc9vq/ogXEH91SktLUVNTo7CN8H/hXdZdtbW1sLGx4bZOWllZwdraGps3b0bnzp15hjK5wT03NxdJSUnQ0dHB8+fPERwczBmgkpOT8fz5c+jp6SE9PR2mpqZISUlBQkICTExMIBQKcfXqVYjFYjg6OkJDQwMdOnRAYGAgjIyMoK6uDqFQiCtXrkAqlf6h6663QSwWo23btrh//z6vPiMjA+bm5gDeft0lR27QCwkJgZqamkKct7KyMpw+fRoLFrydz4X8RQD7W81gvJm/m0HNRCAQtG6kPY+I8gD8i4jSlLT/B8BPAoHgRwDnAdijLl7Yj/VFAoFAA8Bh1N2fcgCDiejKa31dB7BbIBBwrwBejZ0nEAgKX1VVvwryrxSBQCAGEITfjGk9iOjXepIYgUBwHMAN1HnErRMIBMeIqKEVYhsAF1/Nt7Je/S8NzeE1RgPQevXzQfodn6ICgcD8DZIm/2vfjH8OVVVVCm8CRSIRDAwMFLSTJk3Crl27EBoaygteO3r0aIwYMQJt27aFvr4+UlNTsXr1anTr1g06OjoAgA0bNmDcuHEYPnw4vL290aJFC1RXVyMmJgYFBQXc27kWLVqgd+/emDt3Lr7//nsAgJ+fH/r378/FAunVqxfs7Ozg7e2NJUuWoLCwEEuXLsXEiRO58UaOHIn169fDx8cHs2bNQmZmJjZv3ozZs2dzXxQ8PDywd+9eBAQEYOLEiYiLi0NwcDC2bdvGXdvUqVMxcuRIBAYGwt3dHefPn0d0dDRCQ0M5jaenJ7y9vdG2bVu4uLjg0KFDePToERfbTEdHB126dMHy5cuhrq4Oc3Nz3LhxA8eOHeNSzkskEowfPx5Lly6FgYEB9PT0sGzZMrRs2ZLbEpqbm4tRo0bB3Nwc/v7+KCgo4OZgYmLyh9wbTU1NtGjRAhUVFZyBS54SHqgzFA4cOBBZWVmQSCSora3lPFZEIhH09PSgr6/P1b948QIvXrxAcXExiAja2tooKCiAl5cXF1Pl8uXLOHv2LObNmwcDAwNYW1tDU1MTy5cv555FSUkJZs+ejaysLFy8eBFFRUWYOHEili1bxvMOKS4uRvfu3fH06VMAdYvwlJQUuLi4wMfHh9NFR0cjOjoaZmZm2LVrFywsLBoM7vzs2TOUlZXxDF+vU1ZWhrQ0xT+JNTU1yM7Ohp6eHoqKit64cK5vzJN75rytIU1OZWXlm0UMBuMvS32DJhGhsLCQO1b2OVVSUsI7JiIUFRXx6h4/fsw71tTUhIWFBR48eMBLMFNeXo6SkhIFD6qnT58qNZ7KPSFtbGx49YWFhXj48CF3XFBQABsbm4/WqFZTU4OZM2fixx9/RE1NDUaPHo29e/dCS0tLQVt/3SU3cKmoqEBXVxc1NTUoKytDfn4+amtr0bdvXwQGBuLf//43WrVqhfT0dG6s3r17o0WLFtDS0sKDBw+wc+dOODo6cvd9xowZWLBgAcaOHYvx48ejWbNmICLEx8fjxYsXnCe5s7Mzunfvjm3btiEgIABCoRA7d+7EgAED4O7uDqFQiDZt2uCnn35CUFAQlixZgufPn+PHH3/E//3f/3Ev67744gvs27cPq1at4tYWO3fufC/rrrKyMmRlZXHH2dnZSExMhJ6eHszMzLjr9/LyQufOndGtWzdcvnwZEREROH78OIC3W3cBwN69e9GhQwdoaWkhKioKy5cvx8KFC7kXZXJOnToFmUyGUaNGKTzzEydOQCQSwcHBAaqqqoiPj8eqVaswbNgwpcZoBoPBR/BXtzwLBAI3AJffUr6UiALest+TAEYACCeioa+1eQLY8epwNhFtfMvx5efvA/B/AB40FrtMIBB8CuDoq8P5RPRdA7qJAA69OvQjorWvtcsfYi2A5kSU9S7zrdfPRQB9Xh3aE1Hq/9LPa3N6GyyI6OGbZb+bv/YvO4NHu3btuOxM9ZEHotXW1oZIJMLFixfh4lKXmDY0NBSTJ0+GRCLBo0ePAAA//PADdu3ahQcPHqC6uhqqqqqwsrLCypUreQuLX375BT4+PkhNTUVlZSVEIhGMjIwwevRorFmzhou19eDBAwwdOhTJyXW7xVu2bImzZ89ybxWBuixQn332GbKzs6GiooIOHTrgwoULvMVreHg4pk2bhry8PIjFYvTv3x+hoaG8Bf3OnTuxYMECFBYWQl1dHRMmTMDOnTt598Pf3x8bN25EWVkZtLS0MGfOHCxZsoRrj4mJwZw5c/Drr7+isrISbdu2RWBgIDp37sxpMjMz8dlnnyEhIQHV1dXQ1NTEyJEjsXfvXggEAuTk5MDV1RUlJSXcFim5F8GuXbswdOhQLFu2DEuXLlX6LOPi4uDs7AwAOHnyJLy9vZGbmwuhUAhXV1ecO3cOmpqanP7evXuYMGECkpOTUVtbCxMTE8ybN49ndAKA1NRU2NvbK4x37NgxjBkzBrW1tcjJyUF1dTVvW9Pr25zkcVSEQiEiIyPx7bffKvS5YcMGCIVCGBoaora2FnPmzHljEOLp06fDz88PTZo0gaqqKvbt24cvvviCpxEKhdDU1FT40inH3d0d69ata3QcBoPB+NjQ0tJCWVmZ0jZ7e3vuZYVMJkNKSkqjLwRatGjB8zJOSUlReBnQtGlTpS/rPga2bt0Kb29vXp2fnx8XKy0rKwsVFRVYuXIlzp8/r3Avzc3NsXv3bnh4eHBbDOXbm69cuYIVK1agXbt22LZtG4RCIQ4cOIDo6Gg8ePAAlZWVMDExgZubG7y9vWFkZMRtT3/w4AG2bNmC6Ohobsuio6MjRo0ahXHjxnHGnMLCQixatAgXLlwAAAwYMACrVq3iGY0ePXqE+fPn4+rVq1BXV8fIkSPh7+/Py+qZlJSEBQsW4Pbt29DT08PkyZPx9ddf8zweb9y4AX9/f6SkpKBJkyb46quveMmVgLr125o1a5CdnQ0rKyt8++23+OSTT7j269evY8yYMQrP4dNPP8XGjRu545CQEGzevBlPnjxB8+bNMW/ePG73AFBnEF62bBlOnjyJiooK9OjRA6tXr+a2ZgLArFmzEBkZibKyMtja2mL69OlKxx46dCgsLS0RGBio0Hbq1CkEBgYiIyMDRARzc3OMHj0a06ZNU/DOZ/wu2H73j5R/hEFNIBAYA9ADP0bZLABfAsghIsvX9KdQt5WzHIDxuwbmfweD2s5XcyAATV55uCnTqQLIA6AL4AIRub/WLn+I0UTU813mWq8PcwAPUJf5NYaIfleuZGZQY/xefH198ezZM4XsUmpqatDV1UWnTp3w7NkztGvXjpdpasmSJUhMTOTe8nl7e+P27dtYunQp7Ozs8OLFC8TGxkJbWxuffvopAOD27dv47LPPYG9vj1mzZsHW1hZlZWVITU3FgQMHsGrVKjg6OgIAJk6ciCdPnnDxwebNmwcLCwvs378fQN0b3f79+8PQ0BD+/v548eIFZs2ahU8++QQrV64EUPfGvnv37ujatSt8fHyQkZEBX19ffP311/Dy8gJQ90azd+/emDhxIiZPnoybN29i/vz52LZtGwYPHgygzlA1YsQI+Pn5YdCgQTh37hzWrl3L89K7dOkSbt68CScnJ0ydOhV79uzBwIEDefd07ty5uH79OtatWwcLCwtERUVh/vz52L17N9zd3bl4JfU5dOgQtm3bhjt37kBLSwvV1dUK26W+//57REdHIyYmBgKBAElJSRg4cCB8fHwwatQoPHnyBN988w369evHMwIuWrQIUVFRWLx4MVq2bImSkhI8f/5cIUFCbm4uzMzMuHgoci5duoTevXs38JulSP3tJocPH1YwegHAf//7X+jp6XHbGydPnqzU4FsfY2NjBAYGQldXFyKRCGfPnsUPP/zA09SPeaUMCwsLnD179q2vhcFgMD4G5LHolGFpackZUyorK5V64NbHzs6OM6wQERITExU0xsbGXCiCj41hw4bh9OnTvLq2bdty3t0PHz7k4h7KDWX1y+t18u26DAbjnWD/aT5S/m5+nO/igdYNdUazfgAae+X0esIBAGj36t/Y95zlUr59NashYxoAEFGVQCC4DcCt3jnKaPzbXeNMQp0xDQD2/45+5ChGw+TTBMDNN2gY/3BUVVW57YLKmDx5Mvbv34+LFy+ib9++SjURERFYtmwZ125hYcELyEpE8PX1hY2NDcLCwngeYq1bt8aoUaO4t7VpaWm4fPkywsPDOYPV2rVrMXToUNy/fx/NmzdHVFQUUlNTERcXxy3OAwIC4OPjg2+//RY6Ojo4ceIEKisrsWnTJqiqqqJly5bIyMhAUFAQPD09IRAIcODAAZiZmWHZsmUA6t6w37lzBzt27OAMart27ULPnj25N8/e3t64ceMGdu3ahe3b68It9unTB3369EFjxMXFYezYsejatSuAuu2zBw8exJ07d7gtFa8/h3PnzmHYsGGc151YLOZpqqurceHCBfzrX//iFt6hoaFwdHTE119/DQCwtrbGggULMH36dHz99dfQ1tZGWloaDhw4gMuXL3PbaBvC1NQUU6dORVBQEFfXvXt3uLm5AaiL2/Lw4UPOQ+31UlNTw3mqybG1tYW+vj7PONizZ0+oqKigpKSE+2IxY8YMzJgxg4sTpKqqqpAxTCKRcIHgKysr0aJFC2hra/O2Rbm7u+P58+eIiYlReo0NBQ+ujzww/f+CPKg5g8Fg/JXQ0NBocKt7/ezMampqjX4GSiQSnpeSQCCAjo6OglewPOzAx4iyv6W2trbcz/U97BkMBoPxbnyUwQIEAkEAgKuoSz7wJv9tDSV1ciPbkz9wWsqQz+1totE+fe0cZfyeaLqTX/1bid+2of7PENHDxgp+ux4G43/GwsICHh4eWLVqFWfYeB1jY2NcunSpwYV5YmIi0tLSMH369Abjp8gNQnFxcZBIJLwYbS4uLpBIJIiNjeU09vb2vDfdbm5uqKqq4jya4uLi0LlzZ94i383NDbm5ucjJyeE0rweVdXNzw507dzhvptjYWKUa+Vzelk6dOuHChQt4+vQpiAjXrl1DRkYGZ5h6nfj4eCQmJmLChAkN9nnhwgU8f/4cn332GVdXVVWlsH1AXV0dlZWV3L2JiIiApaUlIiIi4Orqik6dOmHOnDm8OD312bZtG4KDgzF9+nQEBgbi/Pnz3POSx/mSZ2hUU1ODlpYWdHV1YWhoiCZNmsDc3BxWVlawsbGBra0t2rVrh8jISIwZMwZOTk6YMWMG9u7diyZNmsDAwIDLotWpUyccOXIEn3/+OWbOnIkdO3YofCEbP348JBIJ9PX10aRJE7Ro0QJbt27FoEGD0LZtW8yePRs7duzA+fPnFbJ9AeAZH+XIM/kBdR4clpaWsLa2hp6e3jvFOlFVVYWpqSnMzc2ZpwGDwfjD+L0xl+TZneWJVF7HyMiI97cTqPNYk7/ckXuxSyQS7jP+dczMzKCtrc3Nt2nTprywAx8bc+bM4WV91NfXh7+//wecEYPBYHw8/N081N6IQCDoC0D+VyIDwDrUGdeyAZQSUc0r3TIAimlS+PxZr+3fZpy3+caj3Df+TR0LBB1Ql7UUqIsp92HSXDEYrxEZGcl7iwoAX331FWbPns0d+/r64ujRozhx4oTSuBFr167FV199hVatWsHR0RGdOnXCkCFDuLTjGRkZAPhvcPPz83kxxhYtWoQpU6YgLy8PhoaGCmPI47oBQF5enkL6dF1dXYjFYi7QfV5enkJKc/k5z549g6WlpdJ+jI2NuSxZpqamePbsmVLNm2J7vc6KFSswd+5ctG/fHiKRCAKBAD/88AOXLfN1goOD0aJFi0azWgUHB8PNzY0X68PNzY1LHDF06FA8e/aMiycin/ODBw/w8OFDhIeHY/PmzaipqYG/vz++/PJLHDt2TGEcFRUVjBs3DuPGjVNoEwqFSt/Myw1tVVVVXJFnhauqqoKKigovjpo8QLKqqipUVVUhFAq5zKSOjo6c0e7w4cM4efIkSkpKMGjQIDg5OUEmk3HZMLW1teHo6IixY8dCQ0ODZ8hKSUnhxr5//z7KysrQrl071NTUoLCwkMvMVt8zoz7yL42VlZV4/vw5qqqqIJFIoKenh4qKCi6Rg0wm4zKbylFTU+MMlqqqqigvL+diu2lpaaG0tBRlZWUQCAQQCAQQi8WQSCSc55/8PHkWUXkGXflW2vqZ9EpKSlBZWcnL8EdEnMFbJBJBKBRy91RVVZU3jnys170BGQzGm2nMI1VFRUXhxZRIJOIMTZWVlVBXV4dIJOIC1ctjnMn/3xoYGEBbWxvV1dXcZ45IJOIyeL58+RKqqqooLS1FRUUFRCIRdHV1UVtbyxnC5H+DgLqtmvLMlECd15qymE5qampo1qzZW98HkUgEa2trLmPxx/5SwdzcHPfu3cPJkydRVVWFkSNHfrTx4hgMBuPP5qMzqKEuJhkAFALo0shWSv1G+sgHYA6gaSOaP4Lnr/59m4yXcneX542q/jfqR9v8I7Z7Mhh/CF27duWC5srR09PjHRsaGsLLywtr167F8OHDFfro3LkzYmJicOvWLdy8eRNXr17F7t27MXfuXJ5hrv6CWl9fH5GRkQCAUaNG8eJbKVt4ExGvvqHFeWMaZV9yGtK8qZ93/XKwe/duxMXFYf/+/TA3N0dMTAzmz58PU1NThbhlFRUVOHnyJHx9fRvs78mTJ7hy5QpvKyZQl+Vz8eLF+Oabb+Dt7Q1VVVXMnj0b//3vfzmvK3mSgM2bN3OZ2davXw93d3duW+3bQkQoKChARUUFz3j2erwyuYFMVVUV2tra3M9isRg1NTXcl8Py8nIUFxdzX+7EYjFndKqtrYWWlhZ8fHwgk8kgEAigpaUFiUQCHR0daGlpvfG5yL0u6idakCfHeFvU1NQglUp5dRoaGjwD2uuoq6ujSZPf/gy9/kVLT09P4f9d/fnWR+710RCNbeFmMOqTnJzMGaRbtmz5oafDeAfEYjHPu+xNn0ENId+e+b74WLN6KkNbWxuTJ09+s5DBYDAY78THaFBr9erfS43FJQPQsGsFcAt1BrUOAoFA83+Io/a2nm0JALoAsBYIBCaNJCUQ47e4bgnvOJdGedW33LXjGYBzf2T/DMbvQVNTE9bW1m/UeXp6Yv/+/di3b5/SdrFYDFdXV7i6umLmzJnYuHEjNmzYgJkzZ3JvtdPT09GqVd3Hh1Ao5Matv33FxMQE+fn5Cv0/f/6c8xQzMTHBrVu3eO1FRUWorq7mDCMmJiYKXmTyfuv3o0wjEomgr6/PaZVpXvdaa4yKigp89913+PHHH9GvXz8AgIODAxISErB9+3YFg1p4eDhevnyJsWPHNthnSEgI9PX1MWDAAIU2T09PLruprq4ucnJysGrVKlha1uWGMTU1hUgk4oxpQF38OKAui9e7GNSqq6vx+PFjCIVCiMViqKurc/F06hcVFRXIZDK8fPkS5eXlePnyJZ4/f855WQF1RidNTU3O21BuZCspKeG8pbS0tGBkZAQdHR1oa2v/o76sMRgMBoPBYDAY/zQ+xtW+/Ntvg8EQBAKBM4DODbUDkKfC0QQw7X+YQ8Wrf9+UazhSPiUAnzeiG4O6DJ/1z/mjGARA/u37CBHJ/uD+GYz3jpaWFnx9fbFp0yaFQMPKsLOz47altW7dGra2tti+fXuDcdjkuLi4oLi4GLdv3+bqbt26heLiYm77o4uLC1JSUpCb+1toxKioKG6LoFwTExPD85SKioqCqakptxXUxcUFv/zyC2/8qKgotG3blnvz36FDB6WaxrZivk51dTWqq6sVjD9CoVDp/QgODsaAAQOUbn0F6rzCjh49irFjxyqNfwPUeR2YmppCXV0doaGhaNq0KZycnAAAHTt2hEwmQ1ZWFqeXb8t918DJ8nveqlUr2NnZwdraGk2bNoVEIkFtbS2eP3+OzMxM3L17F3fu3EFqaioeP36MiooKaGtrw8LCAi1btoSTkxOaNm0KoVCIgoICZGVl4dGjRygvL4eenh5sbW3h7OyMli1bwszMDBKJhBnTGIzfSZMmTdC0aVOe9ySDwWAwGAzGX4mP0UMtDUBLAN0FAoENEWXUbxQIBMYADr2hj0MAAgCYAVgpEAhuE1GUMqFAIDB/FWS/PvJkBiYCgUCHiBr6hn8SwGPUbS1dIBAIzhHRndf6t0BdHDgAKAew9w1zf1fqb/c88Af3zWD8LqqqqhQ8sEQikdLYH5MmTeLic9VPGjB69GiMGDECbdu2hb6+PlJTU7F69Wp069aN20qyYcMGjBs3DsOHD4e3tzdatGiB6upqxMTEoKCgAEKhEECdp1Tv3r0xd+5cfP/99wAAPz8/9O/fn/Oc6tWrF+zs7ODt7Y0lS5agsLAQS5cuxcSJE7nxRo4cifXr18PHxwezZs1CZmYmNm/ejNmzZ3PbAj08PLB3714EBARg4sSJiIuLQ3BwMLZt28Zd29SpUzFy5EgEBgbC3d0d58+fR3R0NEJDQzlNWVkZzziVnZ2NxMRE6OnpwczMDDo6OujSpQuWL18OdXV1mJub48aNGzh27BgCAgJ49zgrKwsxMTE4dKjhj9Br164hOzsb48ePV9q+bds29O7dGyoqKjh79iy2bt2KoKAg7h736NEDTk5O+Prrr7Fs2TLU1tZiwYIF6NmzJ89r7W0gIm6rptzzrLy8nNuyKY8PZGBgAA0NDWhqakJNTQ21tbUoLS1FSUkJnj17hpcvXwKo204pkUjQtGlT6Ojo/O7g2wwGo2GUbTNmMBgMBoPB+EtBRH/pAsANdVsoCUDAW+jH1NPnAJiJum2VXQHMRZ0BqxbAdbmugX56A6h+pZGhzpA1DED7V/1NAfATgEol5/arN4fDqPOGawHAFoDta9rBr+ZDAEoALAHQDYArgNmoywAq72t6A3N96/vz2nn6qPOmIwB3/+Tnal5v3uZ/0riMvxHOzs6koqKiUIyNjYmISEtLi3R1dSk2NpY75+TJk6StrU1Nmzbl6tatW0f29vakrq5OQqGQNDQ0qGXLlnT8+HHeeFFRUeTs7EyampokFApJTU2NzMzMaNasWfTy5UtOl5WVRU5OTiQWi0ksFpOTkxPl5OTw+rp58ybZ2NiQSCQiVVVV6tq1K5WWlvI0p0+fJqlUSkKhkNTV1Wno0KFUU1PD0wQFBZGhoSEJhULS0tKiL7/8UuE+LVmyhCQSCQmFQpJIJLR06VKFPjQ0NEgkEpGKigrp6+uTVColHx8fTpOYmEjOzs6cztjYmFasWEG1tbW8vr766ivS09MjGxsbsre3p1GjRvHuTceOHUlTU5PU1NRIKpWSVCqlFStWcO0hISHcc5DfY0NDQ5JKpfTs2TNO9+TJE+ratSupq6uTWCwmExMT+u677xSuvT4ymYxKSkooNzeXMjMz6d69exQXF0exsbEUGxtLd+/epfv379OTJ0+osLCQqqqquHNramqouLiYHj58SElJSdx58fHxlJmZSfn5+VRZWdno+AwGg8FgMBgMRgN8cLsKK++nfHSv14no3wKBYC+Af6HOaLPlNUkN6gxV+qgzjDXUz2WBQDAEQPAr7ZRX5W24BCAGdYa0Ca9KfbjI1ER0RiAQ/AtAEABtAEtfldfnvJiItr/l+G/LZ/htWyrzTmP8pejVqxccHR2xYcMGXr08w5ejoyOePXuGlStX4sSJEwCAESNGYPbs2UhMTOT0WVlZMDIyQmBgIOzs7PDixQvExsZCJvttd/Pt27cxdepU2Nvb4/vvv4etrS3KysqQmpqKAwcOICMjA46OdYlwFyxYACMjI9y4cQMAMG/ePCxcuBD799fl86ipqYGfnx/at2+PsLAwvHjxArNmzcKqVauwcuVKAEBJSQkWLlyI4cOHw8fHBxkZGfD19cXOnTvh5eUFoM6TbM2aNZgxYwYmT56MmzdvYv78+Thz5gwGDx4MAIiLi8OePXuwYsUKDBo0COfOncPatWsxZMgQzkvP1tYW/v7+cHJywtSpU7Fnzx4MHDiQu3YiwjfffANra2vs3bsXOjo6CAoKQmhoKGbPns1leIuLi0NERASWL1+O/v37Q1VVFYmJiQpbG1esWIGJEydyx1paWtzPw4cPx4MHD3h6X19fVFZW8gLvb926FSoqKggLC0PLli1RUlKC58+V52OpqqpCWloaKirqdtoLBALO28zIyIgLhi33gJNfc1lZGfLz81FSUoLS0tK6P4giEXR0dGBoaAiJRKI0mxyDwWAwGAwGg8FgAPj4PNTqnTcJwC8AilHnhZWFOqNRp1ftAWjEQ61eP3oA5gO4hrrsn1UAHqLOYLYSQOsGztMBsBzAr6jzPKttbDwA1gA2ArgHoBR12zvTAewE4PSGOf6vHmrX8JsHXtM/+bkyDzVGo/j4+NCUKVMabO/YsSMtXryYLC0tKTIykqtfvHgxjRo1iju2t7eno0ePNthPbW0t9ezZk9zd3RU8xOpriIhSU1NJKpVSXFwc1xYbG0tSqZTS09OJiOjixYtkZmZGT58+5TShoaFkZWVFxcXFRES0b98+sre353k9bdmyhZydnbmxli9fTj169ODNw8/Pj4YMGcIde3p60oQJE3ia8ePHk5eXl9LrkEqldO7cOV7d/fv3SSqVUnJyMlcnk8nIwcGBDh8+zNUNHjyY1qxZo7RfOR07dqSdO3c2qqlPfn4+WVpa0rFjx7i61NRUsrCw4O7nm5DJZPT48WMqKCig8vJyBa86orrnV1ZWRk+fPqXU1FS6desWxcbG0u3btyktLY1yc3OpvLz8refNYDDePxUVFfTy5UuqqKj40FNhMBgMBuP38sHtKqy8n/KXj5pMRFeISPCqBLzDeYeIqCcRSYhInYisiciDiP77qj1A3u8b+ikkotVE1I2IjIhIlYjMiagzES0kIqVZN4mohIgWE5EzEekQkUpj4xFRFhH5EpEjEWkTkSYR2RLRNCK6+4Y5vvP9eXVet1fniYjo8bucy2D8FbCwsICHhwdWrVrVYEIBY2NjXLp0CaWlpUrbExMTkZaWhunTpzcYSF4e1ywuLg4SiYQXo83FxQUSiQSxsbGcxt7eHqamppzGzc0NVVVViI+P5zSdO3eGqqoqT5Obm4ucnBxO06tXL9483NzccOfOHS6ZQWxsrFKNfC5vQ2VlJQDwvLGEQiFUVVXx3//+F0Bd5tBbt27ByMgIQ4cORZs2bTBq1CiuvT6BgYFwdHREv379sGnTJl7ihdc5duwYNDQ0MGTIEK4uIiIClpaWiIiIgKurKzp16oQ5c+agsLBQaR9CoRBSqZSLgyZ/VhUVFcjLy8P9+/dx584dJCUl4fHjuo85qVSKli1bom3btrC1tYWJiQk0NDTe+p4xGIz3T2ZmJtLT05GZmfmhp8JgMBgMBoOhlL+8QY3BYPxziYyMhK2tLa+8vgXU19cXOTk53LbP11m7di1u3ryJVq1aYdCgQfD398fNmze5dnkGSXlSAaDOgFR/zH379gEA8vLylGa3NDQ05JIn5OXlwdjYmNeuq6sLsViMZ8+eNaiRH79JI5PJuO2Pz549U6p5PZFDY9ja2sLc3ByrV69GUVERqqursXXrVuTl5XGZSuXbNNetW4dJkybhyJEjcHJywtixY3lfdqdOnYrt27fj+PHj+Pzzz7Fr1y58++23DY4dEhKCkSNHQl1dnat78OABHj58iPDwcGzevBkbN25EfHw8vvzyy0avo7KyEvn5+cjMzER8fDwSExPx8OFDyGQymJiYwN7eHs7OzmjRogWaNGkCLS0tzvjGYDAYDAaDwWAwGO/KRxdDjcFgfDx07doVa9as4dW9nvnN0NAQXl5eWLt2LYYPH67QR+fOnRETE4Nbt27h5s2buHr1Knbv3o25c+di9uzZnK6+cUVfXx+RkZEAgFGjRvG8rJQZYYiIV9+QoaYxDRE1qq+veVM/72IoEovF2L17N77++ms4ODhAKBSiR48e6NOnj8K4kydPxmeffQYAaN26Na5evYrg4GAsWLAAADBt2jTuHAcHB+jq6uLLL7/EokWLoK+vzxs3Li4Oqamp2Lx5M6++trYWVVVV2Lx5M5fVc/369XB3d8f9+/c5w2d1dTVKSkpQUlKC4uJiVFVVAaiL2WZoaAgdHR1oa2s36HXIYDAYDAaDwWAwGL8H9k2DwWD8ZdHU1IS1tTWvvG5QAwBPT09UVFRwnmSvIxaL4erqipkzZyIkJATz5s3Dxo0bUV1djWbNmgEA0tPTOb1QKOTGE4l+e+9gYmKC/Px8hf6fP3/OeYqZmJgoeIjJPb/kgfeVaeT9NtZPfn4+RCIRZ5xS5o2Wn5+v4LX2Jtq0aYPIyEgkJyfj119/xZEjR/DixQtYWlpycwEAOzs73nktWrTAo0ePGuzXxcUFAJRu2Tp8+DBatWqFNm3a8OpNTU0hEok4Y5p8HCJCcnIysrOzkZiYiPj4eGRmZqKsrAx6enpo3rw5nJ2d0bJlS5iZmUEikTBjGoPBYDAYjLfC19cXTZs2VSgTJtTlluvUqROaNm2KuLg43nlLlizB6NGjuePy8nKsWLECnTt3hrW1NVq3bo3Ro0cjIiKCd15WVhZmz56NDh06wMrKCu3atcOnn36KEydO8BJnFRUVwdvbG/b29rC3t4e3tzeKi4t5fT169Aj/93//h+bNm6NVq1ZYtGiRQsiNpKQkjBo1Cs2aNUO7du2wfv16hZe5N27cgLu7O6ytrdG5c2ccOKCYs+7MmTPo1asXrKys0KtXL5w7d47XHhMTg//7v/9Du3bt0LRpU/z8888KfZSVlWHhwoVo3749mjVrhp49e3LJveTk5eXB29sbbdu2RfPmzTFgwACEh4dz7devX1f6vJo2bYpff/2V19fRo0fRt29fWFtbo23btli4cCHXVllZCV9fX/Tp0wcWFhb417/+pTBfBqMx2LcNBoPxt0dLSwu+vr7YtGkTSkpK3qi3s7ODTCZDRUUFWrduDVtbW2zfvr3BOGxyXFxcUFxcjNu3b3N1t27dQnFxMTp06MBpUlJSuO2SABAVFQVVVVXOeOTi4oKYmBjeYicqKgqmpqawsLDgNL/88gtv/KioKLRt2xZisRgA0KFDB6Ua+VzeFYlEAkNDQ2RmZuLOnTtwd3cHUBerztTUFPfv3+fp79+/D3Nz8wb7u3u3Lvxj/XhyQN1C6vTp09witT4dO3aETCbD/fv3UVRUhIcPHyIiIgIymQwymQzFxcXQ1taGjY0N2rRpA0dHR1hYWEBPT4+XyZPBYDAYDAbjXejduzd+/fVXXtm+fTvXrqamxmVsb4hvvvkGP//8M1auXIno6GgcOXIEgwcPxosXLzjN7du3MWDAAKSnp2P16tW4cuUKDh48iHHjxuHAgQNITU3ltDNmzEBiYiKOHDmCI0eOIDExEd7e3lx7TU0NJk+ejPLycoSFhWHHjh04c+YMAgICOE1JSQnGjRsHU1NTnDt3DitXrsSOHTsQFBTEabKzszFp0iS4uroiIiICs2bNwuLFi3HmzBlOExcXBy8vL4wZMwYXL17EmDFj4OnpiVu3bnGa8vJyODo6Nnqf/P39cfnyZWzduhW//PILpk2bhkWLFuH8+fOcxtvbG/fv38e+fftw6dIlfPLJJ/Dy8kJCQl348o4dOyo8qwkTJsDCwgJt27bl+gkKCsJ3332HmTNn4sqVK/jpp5/g5ubGu3/q6ur44osv0KNHj0afLYOhlA+dFYGVf2YBy/LJeAM+Pj40YcIEys3N5ZWCggIiUswoWVVVRV26dCFra2tels9Ro0bRgQMH6M6dO5SdnU2RkZHUvXt3Gjt2LKeJjY0lW1tbGjJkCJ0/f54yMjIoJSWF9u/fTzY2NvTjjz9y2gkTJlCfPn0oNjaWYmNjqU+fPuTh4cG1y2Qy6t27N40dO5bu3r1L0dHR1L59e1qwYAGnKSoqojZt2tD06dMpKSmJzp49S3Z2drR9+3ZO8+DBA7KxsSF/f39KTU2l4OBgsrS0pPDwcE5z8+ZNMjc3p61bt1JaWhpt3bqVLCwseFlIS0tLKSEhgRISEkgqlVJQUBAlJCTQw4cPOc2pU6fo2rVrlJWVRT///DN17NiRvvjiC97z2LlzJ9nZ2dHp06cpMzOT1qxZQ9bW1pSZmcndQ3nfDx48oLCwMHJ2dqb/+7//U3i2R44cIWtrayosLOTqampqqLi4mHJycqhbt27Uu3dvCgkJoWPHjlHv3r1pxIgRvKyoDAbj4yYpKYnu3r1LSUlJH3oqDAbjHwDLLv/nZJcnInJzc6P169fz6gYMGMDLJt+8eXNeFngiIgcHBzpy5IjSsaqqqsjJyYnXb2FhITVr1oyio6OVnvM6b/od+J188O/frLyf8sEnwMo/szCDGuNNODs7k4qKikIxNjYmIiItLS3S1dWl2NhY7pyTJ0+StrY2NW3alKtbt24d2dvbk7q6OgmFQtLQ0KCWLVvS8ePHeeNFRUWRs7MzaWpqklAoJDU1NTIzM6NZs2bRy5cvOV1WVhY5OTmRWCwmsVhMTk5OlJOTw+vr5s2bZGNjQyKRiFRVValr165UWlrK05w+fZqkUikJhUJSV1enoUOHKiysgoKCyNDQkIRCIWlpadGXX36pcJ+WLFlCEomEhEIhSSQSWrp0qUIfGhoaJBKJSEVFhfT19UkqlZKPjw+n2b17Nzk6OpKWlhapqamRoaEhffLJJ5zRLTs7m6RSKUkkEhKLxdz9MTIyolOnThERUXx8POnq6pJQKCShUEiqqqokkUjI399fYc7t27cnMzMzsrCwIAcHB/L09KS4uDiKjY2lX3/9lWJiYqhjx46kpqZGYrGYTExM6LvvvlPoh8FgfLwwgxqDwfgzeRuD2s6dO2nRokXUp08fbs32ukGte/fu5OnpSSUlJUr7uXv3LkmlUgoNDX3jnIKDg8ne3l6h3t7enkJCQoiI6Pvvv6c+ffrw2gsLC0kqldLVq1eJiMjb21vhBad8Hg8ePCAiohEjRtCiRYt4mrNnz5KFhQVVVVUREZGLiwsFBQXxNEFBQdShQwel82/IoObn50cDBw6kJ0+eUG1tLV29epVsbW3pP//5D6cZP348TZ48mV68eEE1NTUUGhpKzZs3517kvk54eDiZmZnRo0ePuLqwsDCysrKin376iXr06EHt2rWjadOm8TT1YQY1Vv6XwrZ8MhiMvyS9evXCuHHj8OTJE15JS0sDADg6OkJfX5/nUj5ixAjMnj0bnTt35uqysrJgZGSE8PBwZGZmIiYmBvPmzePFp7h9+zamTp0Kc3NzhIaGIi0tDbGxsdi8eTMePHjAZQIFgAULFsDIyAg3btzAjRs3YGRkxIvFUFNTAz8/P7Rv3x63b99GZGQkysvLsWrVKk5TUlKChQsXYvjw4UhISMDx48eRnJyMnTt3cprs7GysWbMGM2bMQFJSEnbu3Inz588ruN7v2bMHK1asQHJyMlasWIHdu3fzXO9tbW3h7++PsLAwmJqa4siRI3j8+DE2btzIafr27QsiwrfffovY2FjExcVh9uzZUFNTAwAuHkVaWhoePnyIx48fY9WqVdDV1eWSFzg5OcHOzg5r167F48ePkZOTg7S0NMybN4/3XIOCglBbW4vvvvsOgYGBWLVqFTp37gxzc3M4Ojqibdu2OH36NNTU1HDq1Cmkp6fj0qVL6Nq161v+5jAYDAaDwWC8Oyy7/PvPLg8AK1asgJ2dHdq3bw8rKytMmDABq1evRqdOnTjNjh07IJPJ4OjoCGtra/j5+WHPnj2wtrZW2mdwcDDc3NzQtGlTri47OxtEhM2bN2PZsmXYtWsXXrx4gc8++0whxhyD8b/CsnwyGIy/LKqqqlxAfGVMnjwZ+/fvx8WLF9G3b1+lmoiICCxbtoxrt7Cw4AXCJyL4+vrCxsYGYWFhvED2rVu3xqhRo0BUF7Q1LS0Nly9fRnh4ONq3bw+gbuE0dOhQLgNlVFQUUlNTERcXx8UOCwgIgI+PD7799lvo6OjgxIkTqKysxKZNm6CqqoqWLVsiIyMDQUFB8PT0hEAgwIEDB2BmZoZly5YBqAvMf+fOHezYsQODBw8GAOzatQs9e/bkYml4e3vjxo0b2LVrFxfzo0+fPryMncr47rvv0LdvXyxatIirs7Ky4n4WCoUKz+HcuXMYNmwYtLS0ePXa2toNPrOioiKsWbMGBw4cQLdu3VBRUQF1dXVeVtK0tDQcOHAAly9f5i02GQwGg8FgMN4nLLv8+88uDwC7d+9GXFwc9u/fD3Nzc8TExGD+/PkwNTXl4pitWbMGRUVF+Omnn2BgYIBz585h2rRpOHnyJBwcHHj9PXnyBFeuXOHFhAPqMsdXV1djxYoV6NWrFwBg+/btaNu2La5du8aLpcZg/K8wDzUGg/G3xcLCAh4eHli1alWDCQWMjY1x6dIllJaWKm1PTExEWloapk+f3mBWSPlCIS4uDhKJhDOmAXXJAyQSCWJjYzmNvb09LxC/m5sbqqqqEB8fz2k6d+4MVVVVniY3Nxc5OTmcRv7Hv77mzp073EIrNjZWqUY+l7ehtrYWFy9ehI2NDcaPHw8nJycMHjxYaVYmOfHx8UhMTFSaVCAwMBCOjo7o168fNm3apJB4oba2Fk+ePEGvXr3QrVs3eHl54fHjx5wmIiIClpaWiIiIgKurKzp16oQ5c+agsLDwra+JwWAwGAwG411h2eXff3b5iooKfPfddwgICED//v3h4OCAf/3rXxg2bBj3MjgrKwt79+7F+vXr0b17dzg6OmLOnDlo06aN0nseEhICfX19DBgwgFcvX4vXz1JvaGgIAwODRrPUMxjvAjOoMRiMvyzM9f79u97n5+ejrKwMW7duRe/evRESEoJBgwbhiy++wI0bN5SeExwcjBYtWihkE506dSq2b9+O48eP4/PPP8euXbvw7bffcu1v43r/4MEDPHz4EOHh4di8eTM2btyI+Ph4fPnll299TQwG4+9P8+bNYW9vzzxVGQzGXw6WXZ6veZfs8tXV1aiurlZ4iS0UCrn78fLlSwBoVCOHiHD06FGMHTuWm6ecjh07AgAvS31hYSGeP3/eaJZ6BuNdYAY1BoPxl6Vr166IjIzklX/96188TX3Xe2XxEOSu9z/99BMGDx6MlJQUjBgxQsEwp8z1PjIyEhKJ5KN2vZf36e7ujmnTpqFVq1aYOXMm+vXrhwMHDijoKyoqcPLkSYwfP16hbdq0aejSpQscHBwwYcIErFmzBsHBwVyq+Pqu925ubnBxccH27duRmZmJa9eucZqqqips3rwZrq6u6Nq1K9avX49r167xFkQMBuPjRiwWc4XBYDD+DKqqqpCXl8cr8peYrzNp0iRIJBKEhoby6kePHo2DBw8iPj4eOTk5uHjxIlavXo1u3bpBR0cHAoEAGzZswP379zF8+HBcuHABmZmZSE1NxYEDB1BQUAChUAigLtxH7969MXfuXMTFxSEuLg7z5s1D//79uZcNvXr1gp2dHby9vZGQkICrV69i6dKlmDhxInR0dAAAI0eOhJqaGnx8fJCcnIxz585h8+bNXJgRAPDw8MDDhw8REBCAtLQ0hISEIDg4GF5eXty1TZ06FVFRUQgMDER6ejoCAwMRHR3Ne+lZVlaGxMREJCYmAqh7mZqYmMh5hOno6KBLly5Yvnw5rl+/juzsbBw9ehTHjh3DoEGDANTF/5XHTbt9+zaysrKwY8cO/PLLLxg4cCDvfl+7dg3Z2dlK16U2NjZwd3fH4sWLERsbi+TkZPj4+MDW1pYXmzc1NRWJiYl48eIFSkpKePNnMN7Ih86KwMo/s4Bl+WS8gbfNtkREVFpaSm3atKGdO3cqZFtSxoYNG8jS0pKqqqooPj6+0WxL9cf5GLMtVVVVkYWFBW3YsIFXv3z5cho6dKhCH8eOHSNLS0vKz89XOkZ9njx5wkv3HhISQlKplB4/fszTOTk50aFDh4iIaO3atWRhYcFrf/nyJUmlUoqKinrjmAwGg8FgMBjvCssu/+dll//yyy9JS0uLRCIRlxneycmJamtrOY27uztpamryNP379+eNFR8fT82bNyctLS1ycHCguXPnKlx3cXExffLJJ6SpqUlisZj09fXJ29ubp+nQoQMvk71IJCKJRKJw7b+TD/79m5X3U5iHGoPB+NvDXO/5mndxvReLxWjbtq2C91dGRoZSd/jg4GAMGDBA6dbX17l79y6A32JYvI3rfceOHSGTyZCVlcWbCwDmns9gMBgMBuO9wLLL/3nZ5TU1NTF8+HA8evSIywz/yy+/8HZYaGlpYcaMGTzNv//9b649NzcXn376KcaMGYM7d+7gyJEjSElJga+vL++5ysc/dOgQUlNTcePGDQwdOpSncXd3R5s2bRAeHo6MjAz8+uuvCA8PV/JbwmAo4UNb9Fj5ZxYwDzXGG/Dx8aEJEyZQbm4urxQUFBAR33OMqM7TqkuXLmRtbc3zUBs1ahQdOHCA7ty5Q9nZ2RQZGUndu3ensWPHcprY2FiytbWlIUOG0Pnz5ykjI4NSUlJo//79ZGNjQz/++COnnTBhAvXp04diY2MpNjaW+vTpQx4eHly7TCaj3r1709ixY+nu3bsUHR1N7du3pwULFnCaoqIiatOmDU2fPp2SkpLo7NmzZGdnR9u3b+c0Dx48IBsbG/L396fU1FQKDg4mS0tLCg8P5zQ3b94kc3Nz2rp1K6WlpdHWrVvJwsKC8wgjqvPeS0hIoISEBJJKpRQUFEQJCQn08OFDTnP27FmytLSkQ4cOUWZmJu3Zs4fMzc3pP//5D++ZZGZmUtOmTenSpUsKzys2Npbr+8GDBxQWFkbOzs4KnnhTpkwhNzc3unnzJiUlJZGHhwf16tWL87qrqamhAQMG0MiRI+nu3bt0584dGjx4MH322WcKYzIYjI+XgoICevbsGfeZz2AwGO+Tt9kZsXjxYrK0tKTIyEiu/vWdEfb29nT06NEG+6mtraWePXuSu7u7godYfQ0RUWpqKs/Tn6huvSWVSik9PZ2IiC5evEhmZmb09OlTThMaGkpWVlZUXFxMRET79u0je3t7qqys5DRbtmwhZ2dnbqzly5dTjx49ePPw8/OjIUOGcMeenp40YcIEnmb8+PHk5eWl9DqU7YwgevO9Jqpbvy9evLjB9oMHD5KTkxPvHsrXupmZmURUt0OkWbNmFB0d3WA/qampZGFhwd3P98gH//7NyvspzEONwWD8Zbl8+TKcnZ15RVmKcqDO08rPzw+VlZW8ejc3N/z0008YN24cevbsiUWLFsHNzY2XWtvFxQXnz59H8+bNMX/+fPTq1QvDhg1DaGgoli5dCg8PD04bGBgIBwcHjB8/HuPHj4eDgwO2bNnCtQuFQhw8eBDq6uoYNmwYpk2bhoEDB8Lf35/TSCQShISE4MmTJxg4cCDmz5+PadOmwdPTk9NYWlri0KFDuH79Ovr164cNGzZg+fLlGDx4MKfp0KEDtm/fjpCQEPTt2xdHjx7Fjh07eFlI79y5g/79+6N///4AwGVVWrt2LacZNGgQ1qxZg8DAQPTu3RuHDx/G7t270alTJ969DA4ORpMmTRQyiwKAqqoqTp06hdGjR6NXr15Yu3YtJk2axGVskrN582a0a9cOkyZNwqhRoyASiXDkyBHO605FRQUHDhyAgYEBRo4cicmTJ6NFixbYsWOHssfOYDA+UvLy8vD06dN3SrLCYDAY7xOWXf73Z5eXc+PGDTg5OaFbt26YO3eu0mymJ06cQKtWreDm5oZly5bx7mlVVRXEYjHvHqqrqwMA/vOf/wDgZ5fv2bMn2rdvD09PT5ZdnvGHwgxqDAbjb4V8SyQA+Pv7Iy4ujjseMWIEpk6dytN/8cUXcHV1hUQiARGhpKQE9+7dU/jjr6KiAoFAwBUNDQ2IRCJoamrydPU18qKMt9G9az8NtcsXE8p0Xbt2xapVq2BhYQFVVVU4OTnh5MmTPNf7H374AYGBgcjNzYWamhoMDAwUsofm5eXh8ePHkMlkaNGiBQYMGMBzh3dyckJ4eDiSk5ORkpICNTU1/PDDD7xtC/fu3YOfnx+ioqJQWVkJIyMjdOnSBU2bNuXNpV27djh79izKysrw7NkzHD16FC4uLkqvn8FgMBgMBuOPgGWXf//Z5QGgT58+2Lp1K44dO4aAgAD8+uuvGDt2LKqqqjjNqFGjuMzxs2fPxpkzZ/DFF19w7d26dcOzZ8+wbds2VFdXo6ioCKtXr+auBWDZ5Rl/DqIPPQEGg8FoiN69eyssZNTU1Hg/r1y5ssFFDQB88803uH37NlauXAk7Ozu8ePECsbGxXOZJoC6WxWeffQZ7e3usXr0atra2KCsr4zIutWzZEo6OjgCAGTNm4MmTJzhy5AgAYN68efD29sb+/fsB1MWymDx5MgwNDREWFoYXL15g1qxZICIu7kZJSQnGjRuHrl274ty5c8jIyICvry80NTW5bErZ2dmYNGkSJk6ciK1bt+LmzZuYP38+DA0NOS+1uLg4eHl5wc/PD4MGDcK5c+fg6emJ0NBQ7m3mqVOn4O/vj9WrV6Njx444ePAgJk6ciKioKJiZmQGoy4K0atUqWFpaoqKiAjt37sT48eNx/fp1biHn7e2NkpIS7Nu3DwYGBjh58iS8vLzw888/o3Xr1rx7vnz5cjRp0gT37t3j1cfHx8PQ0BBbt25F06ZNERsbi3nz5kEoFHLZW728vDB58mTeeZ9++imcnZ0bfMYMBoPBYDAYv5euXbtizZo1vDo9PT3ecf3s8sp2Tcizy9+6dQs3b97E1atXsXv3bsydOxezZ8/mdMqyywN1hqSPObs8AAwbNoz7uWXLlmjTpg06deqEyMhIfPLJJwCAiRMn8jTNmjXDwIEDcffuXTg5OcHe3h6bNm1CQEAAVq9eDRUVFUydOhXGxsZcltT62eXlnnXbt29H27Ztce3aNbi5ufGyy9vY2AAA1q9fD3d3d9y/f59n+GQwlMEMagwG4y+LqqoqTExMGmyfPHky9u/fj4sXL6Jv375KNREREVi2bBnXbmFhwSUHAOoWAr6+vrCxsUFYWBjPdbx169YYNWoUt6BIS0vD5cuXER4ezhms1q5di6FDh3J/dKOiopCamoq4uDjO/T4gIAA+Pj749ttvoaOjgxMnTqCyshKbNm2CqqoqWrZsiYyMDAQFBXEpzA8cOAAzMzMsW7YMQF3q9Dt37mDHjh2cQW3Xrl3o2bMnvL29AdQZvW7cuIFdu3ZxWy2DgoIwfvx4TJgwAQCwbNkyXLlyBfv378eCBQsA1KVTr09AQACCg4ORlJSE7t27A6gz3n333Xdo164dgLo3tDt37sTdu3d5BrVLly4hKioKu3fvxqVLl3j9jhs3jndsZWWFuLg4nD17ljOoaWlpQUtLi9Pcu3cPqampCgtcBoPBYDAYjD8STU1NWFtbv1Hn6emJ/fv3c55kryMWi+Hq6gpXV1fMnDkTGzduxIYNGzBz5kw0a9YMAJCeno5WrVoBqAsXIh9XJPrt67mJiYnSrZDPnz/nPMVMTEx4SQEAoKioCNXV1TAyMuI0r3uRyfut348yjUgkgr6+PqdVpnnda+1dMTU1hZmZGTIzMxvUODk5QSwWIzMzE05OTgDq1q8jR47Es2fPoKmpCYFAgKCgIG43i3wdbmdnx/VjaGgIAwMDPHr0iNOIRCLOmAbUrbkB4NGjR8ygxngjbMsng8H428JiWTQey6K6uhrx8fEKml69ejUY76K6uhqHDh2CRCLhvPIAoFOnTjh16hQKCwtRW1uLsLAwVFVVoUuXLpzm2bNnmDt3LrZs2QINDQ2l/b9OcXGxwtvf+hw+fBg2NjZwdXV9q/4YDAaDwWAw3icsuzxf8y7Z5ZXx4sULPH78uNGX6CkpKaiurlaqMTY2hpaWFk6dOgU1NTVu3cuyyzP+DJhBjcFg/GVhsSx+XyyL58+fo6am5q3iXURERMDW1hbW1tbYuXMnQkJCYGBgwLXv2LEDMpkMjo6OsLa2hp+fH/bs2cO9UZV7+nl4eKBt27YK90gZcXFxOH36tMIWTzlVVVU4ceIE513HYDAYDAaD8b6oqqpCXl4er8jXXK8zadIkSCQShIaG8upHjx6NgwcPIj4+Hjk5Obh48SJWr16Nbt26QUdHBwKBABs2bMD9+/cxfPhwXLhwAZmZmVyYkYKCAm7LYosWLdC7d2/MnTsXcXFxiIuLw7x589C/f39u3dqrVy/Y2dnB29sbCQkJuHr1KpYuXYqJEydCR0cHQJ0nl5qaGnx8fJCcnIxz585h8+bN3K4IAPDw8MDDhw8REBCAtLQ0hISEIDg4mAtFAgBTp05FVFQUAgMDkZ6ejsDAQERHR/PijZWVlSExMRGJiYkA6kKYJCYmch5hZWVlWLZsGeLi4pCTk4Pr16/Dw8MDBgYGGDRoEAAgKysL69evx507d7h7OG3aNLRu3ZozkgHA3r17cffuXWRkZGDv3r1YsGABFixYAIlEAqAupIm7uzsWL16M2NhYJCcnw8fHB7a2tujatSsAoEePHnBycsLXX3+NhIQExMfHw8/PDz179uR5rTEYDcG2fDIYjL8sLJbFHxPL4m003bp1Q2RkJAoKCnD48GF4enrizJkz3HaBNWvWoKioCD/99BMMDAxw7tw5TJs2DSdPnoSDgwP27NmDkpISbvvpm0hJScGUKVMwe/Zs9OzZU6lGnphgzJgxb9Ung8FgMBgMxv+KPLt8fZo3b47o6GgFrTy7/IwZM3j18uzyq1evxsuXL9GkSRP069cPX3/9NaeRZ5ffvHkz5s+fz21ZdHR0xNKlS3khMgIDA7Fo0SKMHz8eADBgwACsWrWKa5dnl58/fz6GDRsGdXV1jBw5Uml2+QULFmDgwIHQ09NrMLu8v78/9u7diyZNmjSYXX7NmjX4/vvvYWVlpTS7fP11W0BAAIC6eLgbN26EUChEUlISjh07huLiYpiYmKBbt24ICgqCtrY2gLqQL/L1ellZGczMzNC3b1/MmTOHMzYCdTGQ165di7KyMtja2uL7779XWDNu3rwZ/v7+mDRpElRUVNClSxel2eUXLlyIkSNHQlNTE3369OHdPwajMZiHGoPB+Msij2VRvyjbHujp6YmKioo3xrKYOXMmQkJCMG/ePGzcuBHV1dW8WBZy5LEsrK2t/6dYFq97f32oWBYGBgYQCoVvFe9Cfq9dXFywfv16CIVCBAcHA6h7U7h3716sX78e3bt3h6OjI+bMmYM2bdpw9/zq1au4desWrK2tYWFhwb35GzhwIHx8fHhjpaamYuzYsZg4cSJ8fX0V7qecI0eOoF+/fo1uAWAwGAwGg8F4X7Ds8ortjWWXV1FRQf/+/bnQJ3v27MHjx4+57PLq6uro0KED9PT0IBKJUFJSgsePH+Pp06dcH02bNsWJEydw7949ZGVloVmzZvjxxx8RExPDG8vX1xedOnWCtrY2cnJycODAAVy7do1rZ9nlGX8GzKDGYDD+9rBYFnyNfC5isRht2rRR0Pzyyy9vFe9Cnr785cuXAKAQY04oFHL3bMWKFYiMjERERAQiIiJw6NAhAHVbRb/99lvunJSUFIwZMwaffvopr/51srOzce3aNe6NLIPBYDAYDMb7pHfv3vj11195RZ7kCfgtu3xjfPPNN/j555+xcuVKREdH48iRIxg8eLBCdvkBAwYgPT0dq1evxpUrV3Dw4EGMGzcOBw4cQGpqKqedMWMGEhMTceTIERw5cgSJiYm83QDy7PLl5eUICwvDjh07cObMGc4zDPgtu7ypqSnOnTuHlStXYseOHQgKCuI08uzyrq6uiIiIwKxZs7B48WKcOXOG08izy48ZMwYXL17EmDFj4OnpyUuKUF5eDkdHx0bvkzy7/KVLlxAWFgYLCwuMHz8eBQUFCtpdu3Y1aNybNGkSampq8O9//xvnz59H69at4eHhwb1Irp9d/sqVK/Dx8cGqVauwd+9erg8vLy+FZ25nZ4ehQ4c2OH8GgwcRscLKn14AmAOgV8X8TxqX8TfCx8eHJkyYQLm5ubxSUFBAREQdO3aknTt3cvqqqirq0qULWVtb06hRo7j6UaNG0YEDB+jOnTuUnZ1NkZGR1L17dxo7diyniY2NJVtbWxoyZAidP3+eMjIyKCUlhfbv3082Njb0448/ctoJEyZQnz59KDY2lmJjY6lPnz7k4eHBtctkMurduzeNHTuW7t69S9HR0dS+fXtasGABpykqKqI2bdrQ9OnTKSkpic6ePUt2dna0fft2TvPgwQOysbEhf39/Sk1NpeDgYLK0tKTw8HBOc/PmTTI3N6etW7dSWloabd26lSwsLCguLo7ThIWFkaWlJQUHB1NqaiotWbKEmjdvTjk5OUREVFZWRqtWraLY2FjKycmh+Ph4+vrrr8nKyoqSk5N593bEiBF069YtyszMpO3bt1PTpk0pMjJS6fPLzs4mqVRKCQkJXF1ycjK1bt2avvrqK94zzc/PVzh/zZo15OzsTDKZTGn/DAbj4yYjI4NSU1MpIyPjQ0+FwWD8A/Dx8aEpU6Y02N6xY0davHgxWVpa8tY+ixcv5q077e3t6ejRow32U1tbSz179iR3d3eqqalpUENEFBcXR8bGxnTmzBmuLTY2lqRSKaWnpxMR0cWLF8nMzIyePn3KaUJDQ8nKyoqKi4uJiGjfvn1kb29PlZWVnGbLli3k7OzMjbV8+XLq0aMHbx5+fn40ZMgQ7tjT05MmTJjA04wfP568vLyUXodUKqVz5841eC/kFBcXk1QqpejoaF59YmIitW/fnnJzcxX6KigoIKlUSjExMVxdSUmJ0n7qM3/+fBozZkyD7YmJiQr9/kF88O/frLyfwjzUGAzGXxZ5LIv6RVmcNOC3WBaVlZW8enksi3HjxqFnz55YtGgR3NzceG/l5LEsmjdvjvnz56NXr14YNmwYQkNDsXTpUnh4eHDawMBAODg4YPz48Rg/fjwcHBywZcsWrl0ey0JdXR3Dhg3DtGnTMHDgQKWxLJ48eYKBAwdi/vz5DcayuH79Ovr164cNGzY0GMsiJCQEffv2xdGjRxViWQwbNgxLly7F+vXr0a9fP8TExODQoUNc5iKhUIj09HRMnToV3bp1g4eHBwoKChAaGgp7e3vu3h4+fBiGhob4v//7P/Tt2xfHjh3Dpk2b0Ldv37d+nuFIjJIrAAEAAElEQVTh4SgoKMCJEyd4z1QehFZObW0tjh49is8++4wXK4PBYPxzaNasGVq0aMFty2cwGIwPzZ+VXf7ly5dITU3Fzz//DG1tbfTp04dr+ytnl/9faCi7/MuXLzF9+nSsWrVKaegPfX19tGjRAseOHUN5eTlkMhkOHjwIY2NjbkeIMlh2ecYfDUtKwGAw/pJs3LiRi7egjP/+978KdSNGjMCIESN4dd7e3m8VKN/GxqbR8eTo6elh69atjWrMzMxw4MCBRjUODg44efJko5ouXbrgwoULjWqGDBmCIUOGNKqZMmUKpkyZorRNTU0NP/74Y6PnA3Vfbnfv3v1GnRwLCws8fvyYVzdnzhzMmTPnjeeqqKjwYpQwGAwGg8FgvG/k2eXr89VXX/GSWPn6+uLo0aM4ceKE0qRJa9euxVdffYVWrVrB0dERnTp1wpAhQ7jslA1ll+/cuTOICDU1NZgyZQrGjh0LoVAIqVQKdXV13hj/S3b5+rHgAH52eUtLyzdmlzc1NX1jdvl3ISIiAtOnT8fLly9hYmKikF3e398fHTp0gLu7u9LzBQIBjh49iilTpqBFixZQUVGBkZERjhw5wmX5fB15dvmDBw8qbZdnl3/bBFsMBsBiqDEYDAaDwWAwGAwG4x9O165dERkZySv/+te/eJr62eXrx8KVI88u/9NPP2Hw4MFISUnBiBEjsGHDBp6uflwwHR0dHDx4EJs2bYKGhgZ0dXXh6OgIDQ2Nv2V2+bdBnl3+1KlT6N27Nzw9PbkEXRcuXMDVq1exbNmyBs8nInz77bcwMjJCaGgozp49i4EDB2Ly5Mm8OMZyWHZ5xvuCGdQYDAaDwWAwGAwGg/GP5s/OLl9bW4vc3FwkJSVBXV0dLi4u0NHRgba2NgQCwd8uu/y70Fh2+atXr+LBgwdo2bIlLCwsOO+6qVOnYvTo0QCAa9euITIyEtu3b0fHjh3h5OSE1atXQ11dHceOHeONxbLLM94nzKDGYDAYDAaDwfhLkZOTg6ysLC6+D4PBYPxV+COyy2/evBl3797Fo0ePYGBggNatW0MqlfLO+7tll/+9yLPLz5w5ExcvXuQyx0dERAAAli5dynn6NZSBXkVFhRffjmWXZ7xvmEGNwWAwGAwGg/GXoqysDKWlpSgrK/vQU2EwGP8QqqqqkJeXxyvPnz9Xqp00aRIkEglCQ0N59aNHj8bBgwcRHx+PnJwcXLx4EatXr0a3bt2go6OD0tJSzJo1C2lpaZg9ezYeP36MmpoaZGZm4sCBAygoKOASMrVo0QK9e/fG3LlzERcXh7i4OMybNw/9+/fnYrD16tULdnZ28Pb2RkJCAq5evYqlS5di4sSJ0NHRAQCMHDkSampq8PHxQXJyMs6dO4fNmzfD09OT267p4eGBhw8fIiAgAGlpaQgJCUFwcDC8vLy4a5s6dSqioqIQGBiI9PR0BAYGIjo6Gl9++SWnKSsrQ2JiIhITEwHUGaoSExPx6NEjAEB5eTlWr16NuLg4PHz4EHfv3sWcOXPw+PFjLiawiYkJWrZsyStAXYxiS0tLAHUGQF1dXfj4+ODevXvIyMjA8uXLkZOTg379+gH4zZjWs2dPTJs2jXumBQUFCs8zJCQEJiYmvAQQDMZb8aHTjLLyzywAzAHQq2L+J43LYDAYDAbjb0BSUhLdvXuXkpKSPvRUGAzGPwBnZ2dSUVFRKMbGxkREpKWlRbq6uhQbG8udc/LkSdLW1qamTZtydevWrSN7e3tSV1cnoVBIGhoa1LJlSwoODqa0tDSKjY2lpKQkOnfuHDk7O5OmpiYJhUJSU1MjMzMzmjVrFr18+ZLrLysri5ycnEgsFpNYLCYnJyfKycnhzf3mzZtkY2NDIpGIVFVVqWvXrlRaWsrTnD59mqRSKQmFQlJXV6ehQ4dSTU0NTxMUFESGhoYkFApJS0uLvvzyS4X7tGTJEpJIJCQUCkkikdDSpUsV+tDQ0CCRSEQqKiqkr69PUqmUfHx8iIiooqKCPv/8c3J2diZLS0syMTEhDQ0NWrx4Ma+fyspKWrBgATk6OpKNjQ1paGjQ4cOHufbs7GyaNGkSGRgYkFgsJnV1dXJwcKDz58/znoWRkRH3LOTX3rp1a95YNTU11L59e/Lz8yNbW1uyt7dXuO4/gA/+/ZuV91OYhxqDwWAwGAwGg8FgMP6x9OrVC+PGjcOTJ094JS0tDQDg6OgIfX19rFy5kjtnxIgRmD17Njp37szVZWVlwcjICOHh4cjMzER0dDQ+//xzZGZmcjHJ8vLyMGvWLJibmyM0NBRpaWmIjY3F5s2b8eDBAy4TKAAsWLAARkZGuHHjBm7cuAEjIyMsXLiQa6+pqYGfnx/at2+P27dvIzIyEuXl5Vi1ahWnKSkpwcKFCzF8+HAkJCTg+PHjSE5Oxs6dOzlNdnY21qxZgxkzZiApKQk7d+7E+fPncebMGU4TFxeHPXv2YMWKFUhOTsaKFSuwe/du3Lp1i9PY2trC398fYWFhMDU1xZEjR/D48WNs3LgRwG/Z5W/fvo2goCA4OTnB3t5eIQvpkiVLcO7cOezYsQNhYWEYPHgw9uzZg5qaGgB1MeiMjIxw4sQJpKWlISwsDCKRCDExMVwfnp6eMDIygpeXF1JSUpCYmIhJkyZBIBDwtr+qqKggJiYG8fHxcHV1fcvfGAbjFR/aosfKP7OAeagxGAwGg8FoAOahxmAw/kx8fHxoypQpDbZ37NiRFi9eTJaWlhQZGcnVL168mEaNGsUd29vb09GjR0kmk9GjR4/o2rVrdP78ebp06RLdvHmT7t69S926dSN3d3cFDzE5tbW1RESUmppKUqmU4uLiuLbY2FiSSqWUnp5OREQXL14kMzMzevr0KacJDQ0lKysrKi4uJiKiffv2kb29PVVWVnKaLVu2kLOzMzfW8uXLqUePHrx5+Pn50ZAhQ7hjT09PmjBhAk8zfvx48vLyUnodUqmUzp07p7TtyZMn1K5dO0pOTqaOHTvSzp07ubaioiKytLSksLAwru7p06dkZmZGly9fVtofEVFgYCC5urpyx7/++itJpVJ69OgRV3fv3j2SSqWUmZnJO3f58uU0c+ZMCgkJYR5qrLxTYR5qDAaDwWAwGAwGg8FgNIKFhQU8PDywatUqXuD7+hgbG+P06dM4d+4cbty4gaKiIhgZGcHW1haOjo4AgIyMDEyfPl0hoL4ceVyzuLg4SCQStG/fnmtzcXGBRCJBbGwsp7G3t4epqSmncXNzQ1VVFeLj4zlN586doaqqytPk5uZyiV/i4uLQq1cv3jzc3Nxw584dzpsrNjZWqUY+l7eltrYW3t7emDFjBuzt7RXa4+PjUV1dzRvL1NQU9vb2jY5VUlLCy8ravHlzGBgYIDg4GNXV1aioqEBwcDDs7e1hbm7O6a5evYrw8HCeVx+D8bYwgxqDwWAwGAwGg8FgMP7RREZGwtbWllfkWSXl+Pr6IicnBydOnODV19TUICMjAyNGjMDVq1fx+eefY9OmTbhy5QpkMhksLCygqanJbeeUJxUAgPz8fN6Y+/btAwDk5eXB0NBQYZ6GhobIy8vjNMbGxrx2XV1diMViPHv2rEGN/PhNGplMxiVmePbsmVKNfC5vS2BgIIRCIb744gul7c+ePYNYLIauru5bj5WVlYU9e/bAw8ODq9PW1sbx48dx/PhxNGvWDLa2trhy5QoOHToEkUgEAHjx4gV8fX2xceNGLokDg/EuiD70BBgMBoPBYDAYDAaDwfiQdO3aFWvWrOHV1fd4AuqMWV5eXli7di2GDRuGiooKFBcX49SpUygrK4OTkxMuXbqEJ0+e4NatW7h69SpGjhyJuXPnYvbs2Vw/ci80ANDX10dkZCQAYNSoUbz4XvV1coiIV69M83r96xoialRfX/OmfhoaXxnx8fHYvXs3Lly48E7nNTZWbm4uJkyYgCFDhmDChAlcfUVFBb7++mt07NgR27ZtQ01NDXbs2IFJkybh3LlzUFdXx9y5czFy5EheHDwG411gBjUGg8FgMBgMBoPBYPyj0dTUhLW19Rt1kydPxu7du7F06VI8ePAAxcXFMDAwQI8ePWBkZAQAaNasGbp27YqZM2di48aN2LBhA2bOnIlmzZoBqAuq36pVKwCAUCjkxpV7TgGAiYkJ8vPzFcZ//vw55ylmYmLCSwoAAEVFRaiurubmYmJiouDZJe+3fj/KNCKRCPr6+pxWmeZ1r7XG+M9//oP8/Hx06NCBq6upqcHSpUuxa9cu/Pe//4WxsTGqq6tRVFTE81LLz89Hx44def3l5uZi9OjR6NChA9auXctrO3nyJHJycnD69Glue+22bdvQsmVLnD9/HsOHD8e1a9dw4cIF7NixA0Cd0a62thYWFhZYu3Ytxo0b99bXxvhnwrZ8MhgMBoPBYDAYDAaD0QBEhKKiIiQmJiIjIwODBg3C4cOHoaKiAhMTE/Tq1YszYL2OnZ0dZDIZKioq0Lp1a9ja2mL79u0NxmGT4+LiguLiYty+fZuru3XrFoqLizmDlIuLC1JSUpCbm8tpoqKioKqqijZt2nCamJgYnudbVFQUTE1NueyaLi4u+OWXX3jjR0VFoW3bthCLxQCADh06KNXUN469iTFjxuDixYuIiIjgiqmpKaZPn47g4GAAQJs2bSAWixEVFcWdl5ubi5SUFN5YT58+xahRo+Dk5IQNGzYoxKR7+fIlVFRUFDzsBAIBd+9Pnz7Nm8u8efOgra2NiIgIDBo06K2vi/HPhXmoMRgMBoPBYDD+UhgYGKCmpgZCofBDT4XBYPxDqKqq4nlg1dTUoLS0FESE8vJyFBYWoqysDNXV1fjss8/wyy+/ICYmhpc0YPTo0RgxYgTatm0LfX19pKamYvXq1ejWrRsXo2vDhg0YN24chg8fDm9vb7Ro0QLV1dWIiYlBQUEB97nXokUL9O7dG3PnzsX3338PAPDz80P//v25GGy9evWCnZ0dvL29sWTJEhQWFmLp0qWYOHEiN97IkSOxfv16+Pj4YNasWcjMzMTmzZsxe/Zsztjk4eGBvXv3IiAgABMnTkRcXByCg4Oxbds27tqmTp2KkSNHIjAwEO7u7jh//jyio6MRGhrKacrKypCVlcUdZ2dnIzExEXp6ejAzM4O+vj7n8SZHLBbDxMSEuyaJRILx48dj6dKlMDAwgJ6eHpYtW4aWLVuiR48eAOoMbKNGjYK5uTn8/f1RUFDA9WdiYgIA6NmzJ5YtW4YFCxbg888/R21tLbZu3QqRSISuXbty97g+d+7cgYqKClq2bPnmXxgGA8AHTzP6pgLADQC9Q5nyoef8dygAVAF8AeBnAE8AVAIoBZACYA+Azu95fPN6z8z8T7puxt8MHx8fkkqlCmX8+PFEVJfCXCqVUmxsLO+811OYl5WV0fLly8nV1ZWsrKyoVatWNGrUKLpw4QLvvMzMTPL19SUXFxeytLQkZ2dnGjt2LB0/fpyqq6s5XWFhIc2cOZPs7OzIzs6OZs6cSUVFRby+Hj58SB4eHmRjY0OOjo60cOFCqqqq4mnu3btHI0eOJGtra3J2dqYffviBS18u5/r16zRgwACysrIiV1dX2r9/v8J9Cg8Pp549e5KlpSX17NmTzp49y2u/ceMGeXh4kLOzc4MpzNetW0fdu3cnGxsbsre3p7Fjx/LStGdnZyt9FlKplE6dOqXQX2VlJfXt25ekUiklJCRw9SEhIQ328+zZM4V+MjMzydbW9n2lMGcwGAwGg8EgZ2dnUlFR4RWBQEB6enqUkpJCGhoapK2tTYcOHaLs7Gyqrq6mkydPkra2NjVt2pTrZ926dWRvb0/q6uokFApJQ0ODWrZsScePH+eNFxUVRc7OzqSpqUlCoZDU1NTIzMyMZs2aRS9fvuR0WVlZ5OTkRGKxmMRiMTk5OVFOTg6vr5s3b5KNjQ2JRCJSVVWlrl27UmlpKU9z+vRpkkqlJBQKSV1dnYYOHUo1NTU8TVBQEBkaGpJQKCQtLS368ssvFe7TkiVLSCKRkFAoJIlEQkuXLlXoQ0NDg0QiEamoqJC+vj5JpVLy8fHhNGfOnKFx48aRo6MjSaVSat26Ne3cuZPXT3Z2Nrm4uJCamhqJRCKSSqW0b98+rj0kJITEYrHCM9PW1ub14+HhQcbGxiQSiUhTU5PGjh3L+96Qnp5Oo0ePJicnJ7KysiJbW1syMjJSWLP/AXzw7/+svJ/Ctny+BwQCwT6BQEACgSDrQ89FGQKBwAJALIDdANwBNEGdgU0LgB2AfwG4IRAI1gveNVokg/EH07t3b/z666+8sn37dq5dTU0NK1eubLSPb775Bj///DNWrlyJ6OhoHDlyBIMHD8aLFy84ze3btzFgwACkp6dj9erVuHLlCg4ePIhx48bhwIEDSE1N5bQzZsxAYmIijhw5giNHjiAxMRHe3t5ce01NDSZPnozy8nKEhYVhx44dOHPmDAICAjhNSUkJxo0bB1NTU5w7dw4rV67Ejh07EBQUxGmys7MxadIkuLq6IiIiArNmzcLixYtx5swZThMXFwcvLy/OhX7MmDHw9PTkxdMoLy+Ho6Njo/fJxsYGq1atwqVLlxAWFgYLCwuMHz+ee+PXtGlThecwd+5caGpqok+fPgr9LV++HE2aNFGoHz58uEI/bm5u6NKli8JWierqakyfPh2urq4NzpvBYDAYDAbj9yCTyeDi4oL+/ftj79692LJlC4KCgvDvf/8bt27dgkwmQ7NmzaCnp4djx47BwsICIpEII0aMwOzZs3kB7bOysmBkZITw8HBkZmYiJiYG8+bNg0wm4zS3b9/G1KlTYW5ujtDQUKSlpSE2NhabN2/GgwcPuEygALBgwQIYGRnhxo0buHHjBoyMjLBw4UKuvaamBn5+fmjfvj1u376NyMhIlJeXY9WqVZympKQECxcuxPDhw5GQkIDjx48jOTkZO3fu5DTZ2dlYs2YNZsyYgaSkJOzcuRPnz59XWHPu2bMHK1asQHJyMlasWIHdu3fz1py2trbw9/dHWFgYTE1NceTIETx+/BgbN27kNOXl5ejYsSN3HSEhIfjyyy95z2Tu3LkwMTHBjRs3kJ6eDj8/PyxcuBAJCQkAgM8++wzOzs5Yt24dnjx5wpWnT5/y+rGwsMCaNWswffp0dOnSBT/99BNcXFy4dpFIhLFjxyIkJARXr15FYGAgpFIp1q1b94bfGgbjFR/aovemAr6H2jYArd9Q9P4Cc973ar5ZH3ouSuYmAhBf757eAfB/ADoD6A9gKeo81eTt897TPJiHGuON+Pj40JQpUxps79ixIy1evJgsLS0pMjKSq3/dQ83e3p6OHj3aYD+1tbXUs2dPcnd3V3hbV19DRJSamkpSqZTnvRUbG0tSqZTS09OJiOjixYtkZmZGT58+5TShoaFkZWVFxcXFRES0b98+sre3p8rKSk6zZcsWcnZ25sZavnw59ejRgzcPPz8/GjJkCHfs6elJEyZM4GnGjx9PXl5eSq+jIQ+11ykuLiapVErR0dENavr160ezZ89WqL948SL16NGDUlJSFDzUXic/P58sLS3p2LFjCm3Lly+nmTNnUkhICPNQYzAYDAaD8bupra2l8vJyysvLo5SUFLp06RIdPXqU3N3dyc3NjaKjoykzM5Nyc3MpKSmJYmNjKTk5mVxcXNia8w9ec8p3PyhbJzZv3lxhbejg4EBHjhzhjjt27Kjg2dYQ69ato759+76V1t/fn4YPH/5W2nfgg9sBWHk/5e/moZZHRAlvKIUfepJ/cYYDcHr18w0A7YloPxHFEFEEEfkD6AVAHrVyvkAgYLH2GH9ZLCws4OHhgVWrVjUY3NXY2BiXLl1CaWmp0vbExESkpaVh+vTpCgFN5cidNePi4iCRSHjxMlxcXCCRSBAbG8tp7O3tYWpqymnc3NxQVVWF+Ph4TtO5c2eoqqryNLm5ucjJyeE0vXr14s3Dzc0Nd+7c4QLLxsbGKtXI5/K/UF1djUOHDkEikcDR0VGpJj4+HomJibz05ADw7NkzzJ07F1u2bIGGhsYbxzp27Bg0NDQwZMgQXv3Vq1cRHh7Oe8PKYDAYDAaD8S7U1NSgqKgIjx8/RlpaGm7duoXr168jOjoa8fHxqKiogJ2dHaysrGBtbY1OnTqBiJCTk4Oamho0b94c9vb2UFFRYWvO97DmbIhOnTrh1KlTKCwsRG1tLcLCwlBVVYUuXbrwdIGBgXB0dES/fv2wadMmXuKF/4WsrCxcvnxZYRwGoyGYoeSfR7d6P68moprXBUQUJxAIwgGMBKAPoCWAhD9pfgwGj8jISNja2vLqvvrqK8yePZs79vX1xdGjR3HixAmMGTNGoY+1a9fiq6++QqtWreDo6IhOnTphyJAhXOptuWu9PBgqUJeau74L/6JFizBlyhTk5eXB0NBQYQxDQ0MukG1eXp5CCnFdXV2IxWI8e/aM08gzK8mRn/Ps2TNYWloq7cfY2BgymQzPnz+Hqakpnj17plTzelrztyEiIgLTp0/Hy5cvYWJigpCQEBgYGCjVBgcHo0WLFrxsS0QEX19feHh4oG3bttwirTFCQkIwcuRIqKurc3UvXryAr68vtm7dygXUZTAY/yySk5Mhk8kgEolYcGgGg/HWVFRUoLS0FGVlZSgtLUVFRQWICC9fvkR1dTVkMhnU1dXRqlUrGBsbQ09PDyoqKlBXV8fp06fRvHlzCAQCCIVCCIVCtuZ8T2vON7Fjxw54eXnB0dERIpEIGhoa2LNnD6ytrTnN1KlT4eTkBD09Pdy+fRurVq1CdnY2fvjhh3ceb+jQobh79y6qqqowadIkzJs37w+8GsbHzEdpUBMIBFoAhqBuC2MHAM0AaAIoBHAPwGkAO4hI+asDfl86AKYBGAzAEXUGpgIAOQCuADhKRLdeaQMA+Nc73UogENDrfRKRQlwygUBgDcAHwAAAlgCEAB4BuARgKxHdbWSO8jGWElGAQCDoA2A66rZxNgHwiIisX2lU652agYa5X+9ntUZ0DMZ7pWvXrlizZg2vTk9Pj3dsaGgILy8vrF27FsOHD1foo3PnzoiJicGtW7dw8+ZNXL16Fbt378bcuXN5i6T6IQP19fURGRkJABg1ahTvjZey0IJEpJCWWxmNaYgUPi4a1BQXF6OkpAQymQz5+fl4+PAht/grLi4GEaG4uJirk5fG6NatGyIjI1FQUIDDhw/D09MTZ86cUYhtVlFRgZMnT8LX15dXv2fPHpSUlPDiyTVGXFwcUlNTsXnzZl793LlzMXLkSN7iksFgMBgMBqM+NTU1KCsr44xnZWVlqKmpQW1tLbS0tCAUCiESiVBVVQVNTU1oamrCwMAABgYGEIvFAOrWVbm5ucjPz0fr1q2xYsUKGBkZcd5jbM355n7eR8jtNWvWoKioCD/99BMMDAxw7tw5TJs2DSdPnoSDgwMAYNq0aZzewcEBurq6+PLLL7Fo0SKFTKJvIigoCKWlpbh37x6WLVuGHTt2YMaMGX/oNTE+Tj5KgxqAM6jbtvg6RgB6viozBALBJ0SU3FAnAoGgH4DgV+fVR/qqdALgB+B3fYoIBAIPADuhaLiyfVW+EAgEi4lo9Vv0tRLAgkYkqfV+tgGQ2IBO/tqEAKS9aVwG432hqanJexvVEJ6enti/fz/27duntF0sFsPV1RWurq6YOXMmNm7ciA0bNmDmzJlo1qwZACA9PR2tWrUCAAiFQm5ckei3j0oTExPk5+cr9P/8+XPurZ2JiQkvQCsAFBUVobq6mjNOmZiYKLzRk/dbvx9lGpFIBAMDAxQWFkJfXx+PHz/mXOJramqQmpoKHR0dpKUp/tetrq7G/fv3cffuXQiFQqioqCgY3aRSKb755hsMHToUP/74I7y8/p+98w6Pqvj6+PduyyabbLKphBRaGj0SmiAQlKIgLxAV6fJTMIBAggIqHWkiIEURKSqgUtRgUJAWwFCjaRASEpJAGsWEkF63nfePZcdssinYsMzneeZJ7p1zz8ydvXt37rlnzplqUv/dd9+hsrISL7zwgonu8+fPIy4urs7n9fTTTyMoKAibNm0y2f/ll1+iffv26NSpk8n+Cxcu4MSJE/j4448BGCZrer0eHh4eWLt2LUaPHm0ir9frER8fD3t7e/ZZPiqqq6tRVFQEIoKdnZ2J511DlJaWoqKiApaWlpDJZCgoKIBWq2UeeuXl5bCwsIBKpWLGVJlMBpFIBLVaDblcDr1ej4qKCkilUohEImi1Wmi1Wuj1ekilUigUCtja2kKn00EikbDlKqWlpSguLoZWq4VUKoWNjQ3s7OwgkUhARNDpdBAEATqdDlKpFIIgoLy8HAUFBdDr9bC1tUVhYSGqq6shFothYWEBKysraDQaqNVqEBHTVV1dzfojEokgCAKsrKwglUpRXl4OtVoNtVoNwDBpl0qlkMvlKCsrg1qthlgshpWVFXQ6HSoqKqDX6yEIAgRBqLP8RiQS1bskpyHEYjF0ujrO25xHhFarZUGoOX8NIpGIxYZpDEEQ2HdZr9ezY2oea/wNNd5PRCIRJBIJtFotiAg2NjZQqVTM+JGXl4eysjKIRCJIpVLodDrodDpmZDDev2r3USQSQaFQQKlUoqSkBFVVVWy/0ZhSXl4OsVgMQRBQXV0NS0tLZjwxtqFWq1FSUgK9Xs/uMWKxGDKZDFqtFhqNBnK5HHK5nN0Py8rK2D3SeA9UqVQgIhQXFzMDj4WFBUpLS1FYWAi1Wg1LS0tYWlrCwsICRASZTMbukzY2NhCLxaiurkZpaSmqqqpQVVUFQRDY0j1BEGBpacnujyqVihmKGkKv16OgoAAVFRWwsrKCIAgoKChgv11OTk4QBAFFRUUm93oHBwdmaNJqtWwsa1NRUYETJ07g6NGjyM3NRWBgIGbNmoXS0lIsX74cd+/exbhx4zBkyJBG+1qT6upqlJWV4ZdffkFERAQkEgm8vb2h0+kgk8kgFouh1+vZOBl/R5ycnHDq1CkkJSXh8ccfx3PPPQcAUKvVSE1NZb+jrq6u6N69e6P9+K/NOY3GKXPeaPn5+XW81n4vmZmZ+Oyzz3DmzBn4+voCANq1a4effvoJu3btqvOi3Ygx2UBGRsZDG9SaN28OAPDx8YFOp8PcuXMRHBzc6MtoDuffalCTALgK4DsYslnegcHo1QKGZYyjYPBaCxcEwZ+IqmorEAShP4CjD3TpAHwO4BCAbAByGLzVngEwrMZhHwH4BsAKGGKV3YEhi2a9CIIwFIYkBgIMyQDWA4gAoAXQC8DbMBj0VgmCUEREW+tRhQfn1unBuW+AYZmmJQD/GjL7ACwHoATwpiAIP9Re9ikIwmMweOQBwH4iKmnoHDicvwMKhQKhoaFYv349Bg4c2Ki8j48PtFotqqqq0KFDB3h5eWHr1q0YNmxYvTEtAMOPdUlJCeLj4/HYY48BAOLi4lBSUsKWPwYEBGDTpk3Izc1lMS0iIyMhk8mY8SggIACrV6+GRqNhk9/IyEi4uLgwt/yAgACcPHnSpP3IyEh07twZDg4OcHBwwBNPPIG0tDR06NCByaxbtw5PPPEEOnbsyB5EjEUsFsPe3h4ODg5sn9EQp1arTbarq6vxyy+/ID093aQPH3/8Mbp06YLs7Gzcvn2bGeZefvlljBkzhm3fv38fM2bMwLp16+Dv74/i4mJmwKuqqsL333+Pt956q84Yf//99yYGjePHj2PLli347rvv4OrqaiKblpaGIUOGsD6OGzcOu3fvfiQToKqqKty8eZMZce7fv4+WLVtCoVCgqqoKxcXFEAQBdnZ2JnFMsrKyUFpaalZnSYnp7Tc/P9+ssae4uLjRvpWWltbJflUbtVqN8vLyeuWMyy5q9rfm/1qtFtXV1XX6ba4dIw3JGh+ejOj1+jrnWt+D/28xpgHgxjTOf56H+e4YjWQNUTO7oVF/7XtAffeBmnL16aupt7S01Oz9tLq62iSzt5HS0tLftFytvnu2VqtFZWUlioqKcOfOnUb1GF/CPCyVlZXs/5rHG89FpVLB1dUV5eXlyM3NhVqtho2NDVxdXSGRSHDz5k1mcKw99nl5eez3umY7VVVVqKiogLOzM27duoXq6mpIJBK4urrC1taWyX3zzTd45ZVXTPQeOnQIixcvRnV1NftM9+7di0WLFsHb2xvvvvsuioqKMGbMGKxatYq9LCoqKsL9+/dRVFSEoqIiVFVVITU1FWvWrGGfQUBAAHbs2MEMqfn5+bC2toajoyMcHBxgbW2NESNG4LvvvgMAbNiwAS+//DI++eQTAIblkU5OTrCxsWn0t9TIf23OaTyma9euOHv2rIlnWGRkpEn4jz8C43VXe2yMBtP6uHrVsKCrZjy53wIRMYM/h9MY/zSDmrMgCB0aqM8jojwA/yMic15VPwH4ShCETwAcB+ALYByAT2oKCYJgCeBLGManAsBQIvqxlq6LAHYKgsAWpD9oO08QhKIHuzREVO9rVUEQpAC24VdjWh8iulxDJEoQhDAYkge4AlgnCMLXRFT3VYWBTgBOPehvdY39Z2v08Z4gCJMenF9vANGCIGyEwXPN+sG+N2BYGnoZwOv19b8hBEFwb0Sk2W/Ry/nvoVar60x2jR5atRk/fjx27NiB8PBwkwCuzz33HEaMGIHOnTtDpVIhNTUVq1evRu/evZkH0IYNGzB69GgMHz4cM2fOhLe3NzQaDaKionD//n1moPH29kb//v0xZ84cvPfeewCAefPmYeDAgSweRr9+/eDj44OZM2di8eLFKCoqwrJlyzBu3DjW3siRI/H+++8jJCQEs2bNQkZGBjZv3ozZs2ezt70TJ07EZ599hqVLl2LcuHGIjY3Fvn378NFHH7Fzmzx5MkaOHIktW7Zg8ODBOH78OM6dO4fw8HBmtCkvL8etW7cAGCYnxrfjdnZ28PDwQEVFBTZt2oRBgwbBxcUFhYWF+Pzzz1FcXIwpU6awt786nQ43b95ESkoKPvroI7i5uZkY69zd3U22a3pHVVZWmhjmjh07hoqKCnh5eSEuLo55vxkNbhKJhO2TSqXQ6/Wwt7eHVqtlb9QBICQkxETvl19+icGDB2PChAkPfa39XvLz800mekTE3gBnZmayiVl+fj7atGkDCwsL3L17t94HM3M8amOPVqt9qP5yOBwO56+nsLAQer2ehYAADC9edDod7O3tmTGtPqqrq83uN3rKGb0FtVotbt26xTyNKysr8eqrr5o1kJr77Xj33XdNljeuX78et2/fxpQpU6DX65GamgqRSARra2soFAqoVCqEhYWZ6IqNjUV4eDheeOEFaLVaWFhYwMbGBs2bN4dMJkNcXBwzphn57LPPsHjxYrRo0cIkthifc/72OaeR8vJyZGZmsu3s7GwkJSXBzs4Obm5uAAxG4Nu3b7OXdzduGCINOTk5wdnZGV5eXmjZsiXmzZuHxYsXQ6VS4dixYzh79iz27NnDPvfY2Fg2rpcvX8aSJUswaNAg1g5gmH+Vl5cjLy8PVVVVSEoyLM7y8fGBVCrFwYMHIZFI0LZtW8hkMiQkJGDVqlX4v//7PxNvQQ6nPoS/u+VVEIRAAGeaKL6MiJY2Ue+3AEYAOExEw2rVBQP4+MHmbCLa2MT2jcfvAvASgKwascvMyY0CcODB5ttE9G49cuMAfPFgcx4Rra1Vb/wQ9QDaEFFmE/rYDgZj2cuou2Q1F8AaANuJqLwxXfXof5gLy4OIbv2Wdh6Sv/fFzqlDaGgovvrqqzr727Rpg3PnzqF79+6YMmUKpkyZwurCw8Mxffp0PP744wgLCwMAfPDBBzhx4gRu3LiByspKNGvWDAMGDMDrr79u4hJ+8+ZNbN68GefOncO9e/dgZWWFdu3aISgoCKNHj2Y/rEVFRVi4cCFOnDgBABg0aBBWrVoFpVLJdN2+fRtvv/02zp8/D7lcjpEjR2LJkiUmnknJycmYP38+4uPjYWdnhwkTJuD11183WT5x6dIlLFmyBNevX0ezZs3w2muvYeLEiSbjcfjwYaxZswbZ2dlo0aIF3nrrLZNlFBcvXjQbOHfUqFHYuHEjqqurMX36dMTFxaGgoAD29vbo3LkzQkND4e/vb3LM6tWr8c033yA6OrrBt6oAkJOTgx49euDkyZNo27atiffbc889Bzc3N7z33nt1vOiMMsZy5MgRbNmyBQcPHoRer4eVlRWLn6FSqeq83Z8+fTq2bNnSYN/+DMx5mllaWkIsFtfJ9mX0HkhOTuZvQDkcDofzh1PfsneVSmXWW+/34ObmBpVKhaioqN+dHVGlUmHHjh2wsLCATCaDXC6HVCqFRCKBRCJBv3796vzWTpgwAatXr4ZIJGJLiu3t7SEIAo4dO4ZnnnmmTjvR0dEmnlWPPfYYy4pZE2MCAGtra0gkEpw6dYotLQwPD8eECROgVCpx+/ZtAAaj4I4dO5CVlQWNRgOZTIYWLVpg5cqVCAoKYnrPnj2LkJAQpKamMm8/R0dHPPfcc1izZg0LGZGVlYVhw4YhJcUQpcjPzw8//PAD3N1/9V2IiYnBiy++iOzsbIhEInTt2hUnTpyAQqFgMocPH8arr76KvLw8SKVSDBw4EOHh4SZzue3bt2P+/PkoKiqCXC7H2LFjsX37dpPxWLJkCTZu3Ijy8nIoFAq88cYbWLx4sYmO0NBQaDQatlRYLpezOScAHDhwADNnzmThHACD4XLevHl45513ABiWba5cuRI//fQTMjMzoVarMWfOHKxcuRKAwRttzpw5+Pnnn1FWVgapVIouXbogLCzMxEPtueeew6VLl6DX63H//n3o9Xo4OTkhOjoaHh4eePnll7F3717m+SoWiyGXy+Hg4MASSPxB/PGB5jh/C/4TBjVBEJwA2ME0RtksAFMA5BCRZy3572BYylkBwImIKh6yz7vQNIPa9gd9IADNHni4mZOTAcgDYAvgBBENrlVv/BDPEVHfJvRPCkPyhCkAnOsRi4ZhPI80pq+eNrhBjcPh/OHUDpD75JNP4swZ05+IHTt2YPLkyX953woLC9mE2kizZs3YMpWa2NjYwM3NjU2QORwOh8P5I5FKpSbeX4DByNasWbMmLUetT6e5pXCtWrWCQqFAQUEBPD09UV7etPfxlpaWJstKjbp27drFDGi1QziEhobi/PnzJvtWrlyJ//u//2Oe7lKpFJ6enpBIJKisrISnp6dJLLJWrVohLS3NRHdoaCju3buHDRs2mOi2sLCAra0tunfvjnv37uGxxx7DwYMHWf3ixYuRlJTEXuLOnDkT8fHxWLZsGXx8fFBYWIiYmBhYW1tj1KhRAID4+Hi8+OKL8PX1xaxZs+Dl5YXy8nKkpqZiz549WLVqFdq1awfAEMri7t27WLvW4E8xd+5ceHh4YPfu3QAMnusDBw6Eg4MDlixZgsLCQsyaNQtDhgxhxqfS0lI88cQT6NWrF0JCQnDz5k2Ehobi9ddfx9SpUwEYPMn69++PcePGYcKECYiOjsbbb7+Njz76CEOHGiIBxcbGYsSIEZg3bx6eeeYZHD16FGvXrjXx0jt9+jSio6PRsWNHTJ48GZ9++imefvppkzHNzMzEkCFDMHbsWIwYMYLF/fX396+TCGv79u04e/YsTp8+XUdXY2NTk//973/QaDQ4ffo0UlJS2EtwY1KLmowaNQr+/v7MAPgHwQ1q/1L+aX6MD+OB1hsGo9kAAHX9dH+ldsIBAHjswd+YhzWmPSTG5auZ9RnTAICI1IIgxAMIrHGMOeq+VqnFgwyoP8CQmEEH4D0An8GQ8VMOoAeAxQCeAPC9IAiziWhTPeoawqOR+mYwGO04HA6nydQOfvz+++/j6aefRm5uLgBDAoRHsdwTMLxV1+l0uH//PogIKpUKDg4OLEByTWxtbSGRSGBlZYWKiqb/zFhYWMDa2hplZWXMY7K6urpJcYw4HA6H89+hWbNmyMvLM1m+6eTkBDs7O9y/f7/eZZ31YWVlBXd3d5SUlJjE2VQqlcwTyt7eHsuXL8e8efPMxrqr+ZunUCjw1ltvYc2aNSZe3GPHjoVIJDJJvGBMCiGRSPDOO+9gypQpbJngqFGjmOe+MZFETSwtLfHDDz8gJCQE8fHxePzxx/Hhhx+ajbUqk8ng7Fyfr4HBE2737t04deoUnnrqKbMyJ0+exDvvvMPqPTw8TJIvERFCQ0PRunVrHDp0yMRDrEOHDggKCmIGy7S0NJw5cwaHDx9mBqu1a9di2LBhuHHjBtq0aYPIyEikpqYiNjaWeWYtXboUISEheOutt2BjY4ODBw+iuroamzZtgkwmg5+fH27evIlt27YhODgYgiBgz549cHNzYx5i3t7euHLlCj7++GNmUNuxYwf69u3LsrnPnDkTly5dwo4dO7B1qyHM95NPPoknn3yy3jEEDEt9n3rqKSxcuJDta9GiRR25a9euYdu2bTh69GidFRNNGRsju3fvRklJCWbPno3Tp0+b6FEoFCaefNeuXWNx+jicpvBPM6g1CUEQlsLggdUULM3sMxrZ7v4hHaofo6Evtwmyxl+uhoyDTfHfXgaDMQ0AXiGimiZ8NYCTgiCcAXACQH8A7wuCcIaIGjXW1aQxj7M/I70yh8P57+Hv74/MzExERkbCwcHhDw+M+7A4OjrWebvq5OQEvV6PwsJCCIIABwcH2NnZATBMtI1x1GouzxGLxSAiiMVi5g2gUCjg4eFRb8KFiooKqNVqKBQK6HQ6Fsy5pieBpaUlVCoVC4St0+lga2uLZs2a4d69eygoKGCyNTO7WllZQSaTQaFQQK/X4/bt2yYPY8Ysf0Rkku3PmGFNIpGYGA5ryhvP21xyAWMmwIfBqJfD4fx9MGYD/TsZ/o1L6oxLzoxZIm1sbNgLi3v37j204Qkw3D9dXFwgkUhYfE3jiw/jPdXS0hJyuRxFRUUsGL4xq3Xtfjo5OUEmk+HOnTsmHl1isRiWlpawsbGBUqlkcdKMy+ysra1RWFgIjUYDa2trFlOrTZs2uH//PoqLi1mmVbVazQxbUqmULUN0cnKCg4MDa9PR0REKhYJln7a2tjbp7+zZszF8+HB8//33uHbtGn755Re4ublhwoQJ6N69O06fPo2qqir4+fmhrKwM7du3x6FDh1BeXo7BgwfD39+fJUYyxlEFwMJA2NraYv/+/UhLS4NSqWQecRYWFmyZqKWlpUn8q27duuHixYsP/TnWxsPDAxMnTsSqVavQv39/s6EvnJyccPr0aQwZMqTO2ABAUlIS0tLSsHXr1npDZxifk2JjY6FUKk1itAUEBECpVCImJgZt2rRBbGwsfH19TZY5BgYGQq1WIyEhAb1790ZsbCx69uxpEnYkMDAQq1atQk5ODjw9PREbG4t+/fqZ9CMwMBD79u1jyQxiYmJMEhIYZXbs2NGE0TOg1+tx6tQpTJ8+HWPGjEFiYiI8PT0xc+ZME++zyspKTJs2DatWrTJr5GzK2ABAamoqNmzYgCNHjiArK6vR/n355Zdo3bo1evTo0eRz4vy3+dcZ1ARBeAq/GtNuAlgH4DwM2TnLjBktBUF4B8CiRtT9VTPyprTTFAtUg7MUwXB3/t+DzdRaxrRfO0OkFQRhEQzjJnpwzOwmtM/hcDh/OXK5HIMHN5hQ+ZEiCAKaNWuGZs3q5mIxLkv5I7CysmLJGqRSab1tGqmdMbV58+YsbXxjeHt7AwAzmv0VGA1ugiA8VJu1+1h72XBDsk3RXVuX8WG49oOSTqdjRgWjnNHAYDSS1mzfqNt43g1lrjU+rNc8Tq/XQyaTmYybXq836atIJDIxZNY0chp1GPtp3DZ6i9Ruq+bxxjYEQWDnDfxqKK5pcNVoNCAiyOVyaDQaaDQaCIJgErvG09OTHWt8IDTqrfmAWPuzMY6vRCJh7Rr1GA21UqnUZIxqYuy/8fyNBhHjMTXlao9TzfExjrOx3qiz5mdd+xqt7zqs2U5D13bt/2u2X1OXuXP+s/mj7ht/xf3H+PKjoftGY32pGV/VHFZWVk2+97Zp06bBtmq/0BGLxXX2AYZr0snJCU5OTk1qtzaWlpawtDTnk2CgdevWCAkJMVtXMyumXq9H69atERAQgOLiYqjVava9Ni731Gg0qK6uhlarhUQiYQbPZs2aQSKRQK/Xo7q6GlVVVSgpKWHLXNu1a9dgH80REREBLy8vk32vvfYaZs/+9TEoNDQUBw4cwMGDB83Gp127di1ee+01tG/fHu3atUP37t3x7LPPolu3bgDA7m01Pajy8/PRs2dPtr1w4UJMmjQJeXl5JsZMI8a4boAhK2vtz9HW1hZSqRT37t1jMjWTLwBgx9y7dw+enp5m9Tg5OUGr1aKgoAAuLi64d++eWZmHyZSbn5+P8vJyfPjhh3jzzTexcOFCnDlzBq+88gq++eYbFoNvyZIl6Nq1a73zu6aMjVqtxrRp07Bo0SK4ubk1alBTq9U4ePAg88DjcJrCv86gBkNcMAAoAvB4A0spVfXsB4B8AO4Amvbr9tsxugI0JeOl8bVDQYNSjeswerjFNyIbW+N/v9/RJofD4XD+pfyV3sYPa0ireVxD202ta6p8fR4HtQ1iRrma+2vqq2mUaoyGEoTUHDdzRrna41rb4FZTd+12GtJrpHaWtJoGudrHymQyZiBr2bIlMxyY8/JoKsb2a7Zr9Jys2af6xrn252Mcg9ryDY1Tbfna4/Uw12hN3Q0dV/v/h7lW/2z+qPvGX33/+T31fyT/plUeIpEItra2sLW1BWDwSiouLkZxcTHKy8tBRLC0tISjoyP7zlZUVKCkpIQZxS0sLKBQKGBvbw+FQgELCwv2QuFh6dWrV52lfkajqhEHBwdMnToVa9euxfDhw+vo6NmzJ6KiohAXF4fo6GicP38eO3fuxJw5c0wMczU/R5VKhYiICABAUFCQSey7prz8qe+aaEjGnCd3fTKN6fktL6IGDx7MvN3at2+P6Oho7NmzB48//jhOnDiB8+fP4+TJkw3qamxsVq1aBW9vbzz33HNN6tsPP/yA8vJys4ZSDqc+/o0GtfYP/p5uKC4ZgIbWBcXBYFDrKgiC1W+Io9ZUz7ZEAI8DaCkIgnMDSQmk+DWuW+JD9qUmNdfNNPbZS2v8/3DrbTgcDofD4XB+B7/HiMbhcP6ZGD3fmjVrBp1Oh5KSEhQXF6OoqAharRZisRi2trbw8PCAhYUFqqurWVD5wsJCZkyxtLRksbEUCgVb3tsYVlZWaNmyZaNywcHB2L17N3bt2mW2XiqVokePHujRowdmzJiBjRs3YsOGDZgxYwZatWoFAEhPT0f79obHVrFYzNqt+RLC2dnZJJmCkYKCAuYp5uzsjLi4OJP64uJiaDQa5p3o7Oxcx4vMqLemHnMyEokEKpWKyZqTeRhPR3t7e0gkEvj4+Jjs9/b2xs8//wwAOH/+PLKysuDnZ+rTMXnyZPTo0QNhYWFNGpvz588jJSWFeecZjXnt27dHSEgI5syZY3Ls3r17MWDAgAbj6HE4tfk3GtSM52RVn4AgCP4AetZXD+B7AP/3QMerADY+ZB+M0actGpQCImDwqBMAvAzg3Xrknochw6fxmN9KAYASAEoAjwuCICGi+oxlNRfRZ/yONjkcDofD4XA4HA6nyYjFYqhUKqhUKhARKioqmPeaMd6ntbU1bG1t0aJFC8jlclRWVjIDW2lpKVvyKBaLTQxsCoWijvfsw6BQKBAaGor169ebLGGtDx8fH2i1WlRVVaFDhw7w8vLC1q1bMWzYsAY9RQMCAlBSUoL4+Hg89pjBtyIuLg4lJSUsZmxAQAA2bdqE3NxcFkctMjISMpmMJUMICAjA6tWrWSw0o4yLiwszNgUEBNTxCIuMjETnzp3ZMV27dsXZs2dN4qhFRkY+VPxaqVSKzp07s6QSRm7evAl3d3cAwIwZMzB27FiT+ieffBLLli1j492Usdm5c6dJUqgrV65g9uzZCA8Pr5MEITs7GxcuXKjXSMrh1Me/0aCWBsMSxScEQWhNRDdrVgqC4ATgi0Z0fAFgKQA3ACsFQYgnokhzgoIguJsJwG9MZuAsCIINEZXW0863AO7AsLR0viAIR4noSi39HjDEgQOAChgycv4miEgvCMIRAGMetLkAhiQFJgiCoAJQ09/58G9tk8PhcDgcDofD4XB+K4IgMENY8+bNodFomHHt7t27uH37NqRSKVs+6unpyWIoGg1s5eXluHfvHu7eNTymGRPtGAsRQa1W1/HAkkgksLevmxNu/Pjx2LFjB8LDw00C4z/33HMYMWIEOnfuDJVKhdTUVKxevRq9e/dmSSE2bNiA0aNHY/jw4Zg5cya8vb2h0WgQFRWF+/fvs2Xh3t7e6N+/P+bMmYP33nsPADBv3jwMHDiQxWDr168ffHx8MHPmTCxevBhFRUVYtmwZxo0bx9obOXIk3n//fYSEhGDWrFnIyMjA5s2bMXv2bLY8cuLEifjss8+wdOlSjBs3DrGxsdi3bx8++ugjdm6TJ0/GyJEjsWXLFgwePBjHjx/HuXPnEB4ezmTKy8uRmZnJtrOzs5GUlAQ7Ozu4ubkBAKZPn46pU6eiZ8+e6N27N86cOYOTJ08iLCwMgMFbzpyXmJubG4s725Sxqe1taDTEent714ltuH//fjg7OzeaoZTDqYMxUOnftQAIhGEJJQFY2gT552vI5wCYAcOyyl4A5sBgwNIDuGiUq0dPfwCaBzJaGAxZ/wegywN9kwB8BaDazLEDavThSxi84bwBeAHwqiU79EF/CEApgMUAegPoAUMigNwauqbV09eHGR8/AOU1jvkOwHMwLCl9/EGbWTXqI/6kz9W9Rhvuf9H1xOFwOBwO5x9AaWkplZSUUGlp6aPuCofD+Ruj1+upuLiYcnJyKDExkWJiYig2NpZSU1MpNzeXqqqqTOSrq6upoKCAcnJyKCUlheLi4igmJoZ8fHxIEARWRCIRiUQicnJyIiIihUJBtra2FBMTw3R9++23ZG1tTc2bN2f71q1bR76+viSXy0ksFpOlpSX5+flRWFiYST8iIyPJ39+frKysSCwWk4WFBbm5udGsWbOosrKSyWVmZlLHjh1JKpWSVCqljh07Uk5Ojomu6Ohoat26NUkkEpLJZNSrVy8qKyszkfn+++/J1dWVxGIxyeVyGjZsGOl0OhOZbdu2kYODA4nFYlIoFDRlypQ647148WJSKpUkFotJqVTSsmXL6uiwtLQkiURCIpGIVCoVubq6UkhIiIncvn376PHHHyelUkkymaxOfUZGBv3vf/+j9u3bk7e3N1lZWdG+fftMZLp06cLGTywWk5WVFS1cuNBEZuHChTRo0CDy9PSkrl27kqurKxUXF5vIaLVa8vDwoBYtWpCnpyd16dKFNm3aVOfcfyeP3K7Cy59THk000j8RIvoGv3pxuQP4AAbj2QUAawE4w2A0OtGInjMAngVQCEAMgwHtEAzB+i8+aOMFAOYiXp4GEPXg/7EALgFIhcF7Lq1WO0dgyKJZDcAaBo+x8w+Of/9Bf3UA5hPR1kYHoBGIKAXAcBgSLwDAMADfwBA37uKDNo0p504/OEcOh8PhcDicv4xbt24hKysLt27VXgTA4XA4vyIIApRKJdzd3dG+fXt06NCBLR28desWEhMTkZSUhFu3bqG0tBRSqRQqlQru7u7w9fWFv78/2rZti379+mHYsGG4cOECbt26hbt37+Lu3btISzM8urVr1w4qlQorV65kbY8YMQKzZ882ydCZmZkJR0dHHD58GBkZGYiKisLcuXNZEgUAiI+Px+TJk+Hu7o7w8HCkpaUhJiYGmzdvRlZWlkmW4/nz58PR0RGXLl3CpUuX4OjoiAULFrB6nU6HefPmoUuXLoiPj0dERAQqKiqwatUqJlNaWooFCxZg+PDhSExMRFhYGFJSUrB9+3Ymk52djTVr1mD69OlITk7G9u3bcfz4cRw5coTJxMbG4tNPP8WKFSuQkpKCFStWYOfOnSYx3Ly8vLBkyRIcOnQILi4u2Lt3L+7cuYONGzeafG6jR4/G4sWL0a1bN7Rr147FkwMMiSfGjBkDQRDw9ddf49ChQxg1ahT27NnDsigDhqW8K1aswJ07d3Dnzh1kZGTgrbfeMmmHiJg3oK2tLe7cuVPHO23JkiVo0aIFtm/fjnPnzmHPnj1sGSmH0yiP2qLXWMFDeqjVOG48gLMwxAyrApAJYA+A7g/ql6IBD7UaeuwAvA2DQS4fgBrALRgMXisBdKjnOBsAywFchsHzTN9QewBawhCr7RqAMhiWd6YD2A6gYyN9/C3j4wBgHoAzAPIenFcFgJsADsBgdBP+xM+Ve6hxOBwOh8MxS3JyMl29epWSk5MfdVc4HM4/FJ1OR4WFhZSZmUlXrlyhmJgYio+Pp/T0dLp37x6p1WomGxISQpMmTapXV7du3WjRokXk6elJERERbP+iRYsoKCiIbfv6+tKBAwfq1aPX66lv3740ePDgOh5iNWWIiFJTU8nV1ZViY2NZXUxMDLm6ulJ6ejoREZ06dYrc3Nzol19+YTLh4eHUokULKikpISKiXbt2ka+vL1VXVzOZDz74gPz9/Vlby5cvpz59+pj0Y968efTss8+y7eDgYBo7dqyJzJgxY2jq1Klmz8PV1ZWOHj1qtu7u3bv02GOPUUpKCnXr1o22b9/O6n788Udyc3Nj/SciKioqIldXVzp79izbV/u4hli3bh099dRTdfanpqaSh4cHG88/kUduV+Hlzyl/ew81IvqRiIQHZelDHPcFEfUlIiURyYmoJRFNJKKfH9QvNeptRE8REa0mot5E5EhEMiJyJ6KeRLSAiMxm3SSiUiJaRET+RGRDRKKG2iOiTCIKJaJ2RGRNRFZE5EVErxLR1Ub6+FvG5z4RvUdE/YnI+cF5WRFRayJ6kYgOEVFTs5VyOBwOh8PhcDgczt8GkUgEOzs7tGjRAp06dULbtm3h4uICjUaDrKwsJCQkIDk5GXfu3IFGo2lUn4eHByZOnIhVq1aZeErVxMnJCadPn0ZZWZnZ+qSkJKSlpWHatGn1JiQwxjWLjY2FUqk0idEWEBAApVKJmJgYJuPr68sSEgBAYGAg1Go1EhISmEzPnj0hk8lMZHJzc5GTk8Nk+vWrmZPOIHPlyhU2NjExMWZljH1pKnq9HjNnzsT06dPh6+tbp16tVkMQBFhY/Jrfz8LCAiKRiGUCNbJlyxa0a9cOAwYMwKZNm5r0Odbk5MmT8PT0xMmTJ9GjRw90794db7zxBoqKih5KD+e/y9/eoMbhcDgcDofD4XA4HM7vwcrKCq6urvDz80Pnzp3RqlUryOVy5OXloaCgAD/88ANatGiBVq1aoU2bNvDy8sKGDRtMdISGhiInJwcHDx4028batWsRHR2N9u3b45lnnsGSJUsQHR3N6o3LOY2B8wEgPz8fXl5erBgzTebl5cHBwaFOGw4ODix5Ql5eHpycnEzqbW1tIZVKWZZTczLG7cZktFotC+Z/7949szK1Ezk0xpYtWyAWi/HKK6+Yre/SpQusrKywYsUKVFZWoqKiAsuXL4der0dubi6Tmzx5MrZu3YqwsDC8/PLL2LFjR50ln41hDC1w+PBhbN68GRs3bkRCQgKmTJnyUHo4/13+jVk+ORwOh8PhcDgcDofDMYsxe6e9vT2ICCqVCt27d8esWbNQVVUFQRBgZWUFd3d3VFVVseMcHBwwdepUrF27FsOHD6+jt2fPnoiKikJcXByio6Nx/vx57Ny5E3PmzMHs2bOZnNELDQBUKhUiIiIAAEFBQSZeVjXljBCRyX5zMrX315YxtxCpPpnG9NTXvjkSEhKwc+dOnDhxot7jHBwcsH37drz11lv45JNPIBKJMGLECHTs2JFlQAWAV199lf3ftm1b2NraYsqUKVi4cCFUKlWT+qPX66FWq7F582a0bt0aAPD+++9j8ODBuHHjhonhk8MxB/dQ43A4HA6Hw+FwOBzOfxJBECCTyeDo6IiBAwdi8ODB6NGjBzw9PVFeXo6kpCRUVFTg/v37KC4uxpQpU1BVVcU8yWojlUrRo0cPzJgxA/v378fcuXOxceNGaDQatGrVCgCQnp7O5MViMVq2bImWLVtCIvnV38XZ2Rn5+fl19BcUFDBPMWdn5zoeYsXFxdBoNHB0dKxXxqi3IT35+fmQSCTMOGXOGy0/P7+O11pD/PTTT8jPz0fXrl3h4eEBDw8P3Lp1C8uWLUP37t2ZXL9+/XDp0iVcvXoVSUlJ+OCDD/DLL7/Aw8OjXt0BAQEAgIyMjCb3x8XFBRKJhBnTAMDb2xsAcPv27Sbr4fx34QY1DofD4XA4HA6Hw+FwAMhkMjg5OcHLywudO3eGl5cXxGIxKisrkZ6ejvT0dIwZMwbr169vUqwtHx8faLVaVFVVoUOHDvDy8sLWrVvrjcNmJCAgACUlJYiPj2f74uLiUFJSgq5duzKZ69evmyyFjIyMhEwmQ6dOnZhMVFSUiedbZGQkXFxcmIEqICAAZ8+eNWk/MjISnTt3hlQqBQB07drVrIyxL03h+eefx6lTp3Dy5ElWXFxcMG3aNOzbt6+OvL29PZRKJc6fP4/8/HwMHjy4Xt1XrxrCjteMJ9cY3bp1g1arRWZmJttnXJZrzBbL4TQEN6hxOBwOh8PhcDgcDuc/jVqtRl5enkkpKiqCra0tLCws4O7ujvbt26N58+YYNmwYZDIZvvnmG5SUlOD27dsoKytDUFAQPv/8cyQkJCAnJwenTp3C6tWr0bt3b9jY2EAQBGzYsAE3btzA8OHDceLECWRkZCA1NRV79uzB/fv32bJGb29v9O/fH3PmzEFsbCxiY2Mxd+5cDBw4kC1F7NevH3x8fDBz5kwkJibi/PnzWLZsGcaNGwcbGxsAwMiRI2FhYYGQkBCkpKTg6NGj2Lx5M4KDg9myy4kTJ+LWrVtYunQp0tLSsH//fuzbtw9Tp05l4zN58mRERkZiy5YtSE9Px5YtW3Du3DmTeGNGj76kpCQAQHZ2NpKSkpi3l0qlgp+fn0mRSqVwdnY2WV554MABxMbGIjMzE2FhYXj11Vfx6quvMpnY2Fhs374dSUlJyM7OxnfffYd58+Zh0KBBcHNzY3oyMzORlJSEvLw8VFVVsb4ZjYt9+vRBx44d8frrryMxMREJCQmYN28e+vbta+K1xuHUy6NOM8rLf7MAcAdAD4r7X9Quh8PhcDicfwDJycl09epVSk5OftRd4XA4/wH8/f1JJBLVKU5OTkREpFAoyNbWlmJiYtgx33zzDSkUCnJ2dqbLly9TTEwMvf766+Tj40NyuZzEYjFZWlqSn58fhYWFmbQXGRlJ/v7+ZGVlRWKxmCwsLMjNzY1mzZpFlZWVTC4zM5M6duxIUqmUpFIpdezYkXJyckx0RUdHU+vWrUkikZBMJqNevXpRWVmZicz3339Prq6uJBaLSS6X07Bhw0in05nIbNu2jRwcHEgsFpNCoaApU6bUGafFixeTUqkksVhMSqWSli1bZlJ/4cIFsrW1JalUSmKxmGQyGTk4OFBISAiTycvLo5CQEPL396dWrVqRvb09rVq1itUXFhZSv3792NgoFAp65plnqKioiMkkJCTQoEGDyM7OjiQSCVlaWlLv3r3pl19+MelPUFAQ2dnZkUwmI7FYTBKJhBQKBWVnZxMR0bp168jFxYW1Zaxv2bJlnXP/nTzy529e/pzCPdQ4HA6Hw+FwOBwOh/OfpV+/fhg9ejTu3r1rUtLS0gAA7dq1g0qlwsqVK9kxzz33HF5//XU88cQT6Ny5M/z8/FBcXAxHR0ccPnwYGRkZiIqKwty5c6HVatlx8fHxmDx5Mtzd3REeHo60tDTExMRg8+bNyMrKYksOAWD+/PlwdHTEpUuXcOnSJTg6OmLBggWsXqfTYd68eejSpQvi4+MRERGBiooKrFq1ismUlpZiwYIFGD58OBITExEWFoaUlBRs376dyWRnZ2PNmjWYPn06kpOTsX37dhw/fhxHjhxhMrGxsfj000+xYsUKpKSkYMWKFdi5cyfi4uKYTH5+PmxtbbFr1y4kJyfjzTffhJ2dHebOnQvA4Mzz8ssvIysrC5999hlOnjyJV155BQcPHkRFRQUA4JdffoGXlxfCw8ORnp6OY8eOobi4GHPmzGHtdOzYEY6OjnjssccQFRWFc+fOQSaTYd68eSaf66BBg9CyZUvs378f6enpSExMxLfffsuWuk6dOhUJCQnIyMjAnTt3cPv2bXTt2tVswgkOxyyP2qLHy3+zgHuocTgcDofD4XA4nL8BISEhNGnSpHrru3XrRosWLSJPT0+KiIhg+xctWkRBQUFs29fXlw4cOFCvHr1eT3379qXBgwfX8RCrKUNElJqaSq6urhQbG8vqYmJiyNXVldLT04mI6NSpU+Tm5mbimRUeHk4tWrSgkpISIiLatWsX+fr6UnV1NZP54IMPyN/fn7W1fPly6tOnj0k/5s2bR88++yzbDg4OprFjx5rIjBkzhqZOncq2hwwZQm+++aaJTJ8+fWjlypVERHTjxg1ydXWllJQUVq/Vaqlt27b05Zdfmh0PIqLvvvuOPD09SaPRNHlsioqKqFWrVnTu3Ll69dYmKSmJXF1dKSoqqsnHNJFH/vzNy59TuIcah8PhcDgcDofD4XA4DeDh4YGJEydi1apV9SYUcHJywunTp1FWVma2PikpCWlpaZg2bRpEIvOP4sa4ZrGxsVAqlejSpQurCwgIgFKpRExMDJPx9fU1CcQfGBgItVqNhIQEJtOzZ0/IZDITmdzcXOTk5DCZfv36mfQjMDAQV65cYfHGYmJizMoY+6LRaJCQkFBHpl+/fkymuroaAGBhYcHqxWIxZDIZfv75Z7PjARi87GxsbFgW1KaMTWRkJPR6Pe7evYu+ffuiS5cuCA4Oxp07d+pt58svv0Tr1q3Ro0ePemU4nJpwgxqHw+FwOBwOh8PhcP7TREREwMvLy6Rs2LDBRCY0NBQ5OTk4ePCgWR1r165FdHQ02rdvj2eeeQZLlixBdHQ0qzcu56wZgD8/P9+kzV27dgEA8vLy4ODgUKcNBwcH5OXlMRknJyeTeltbW0ilUty7d69eGeN2YzJarRYFBQVM1pyMsS8FBQXQ6XQNynh5ecHd3R2rV69GcXExNBoNPvzwQ+Tl5ZlkKq1JYWEhNmzYgAkTJrB9TRmb7OxsEBE2b96Md955Bzt27EBhYSFefPFFk4ynRtRqNQ4ePIixY8ea7QeHYw5uUONwOBwOh8PhcDgczn+aXr16ISIiwqT873//M5FxcHDA1KlTsXbtWrNGmZ49eyIqKgpfffUVhg4diuvXr2PEiBF1DHNGLzTAkPnS2J5SqTTRW1POCBGZ7DcnU3t/bRkialC+pkxjemrva0hGKpVi586duHHjBtq2bYvWrVvj4sWLePLJJ1l205qUlpZiwoQJ8PHxweuvv95gO7Xb0uv10Gg0WLFiBQIDAxEQEICtW7ciIyMDFy5cqHPsDz/8gPLycjz//PN16jic+pA86g5wOBwOh8PhcDg1ycvLg06ng1gshrOz86PuDofD+QcRGhqKr776qs7+wMBA7N27F927d8etW7fw/fffIyAggNVfv34db7zxBsLCwgAAFRUVeP/993H48GFcuXIFS5cuxbFjxzBp0iRUVVUxT7Ly8nLMnj0b586dw71792Bvbw9vb2+MHj0aX3zxBT788EPmYbV//37k5eVh0KBBCAoKwsqVK6FUKtGyZUsABiPQZ599hnfffRfV1dWorKyERqOBVCpl/bx79y727NmD9evXQ61Ww8rKysSQVFxcjPLycqxatQohISGoqqqCt7e3yVjk5+ejqqoKr732Gu7evYvy8nJcvHgRM2fOZDLnz59HcXExBg0ahLy8PCgUCub9VVOP0SPtvffeQ25uLvbs2WMyrmfOnMHNmzfh4+ODsrIypKSkICIiAiUlJdBoNHBwcMDQoUOhVCoxdOhQXLt2DVZWVggICEBhYSGsrKzw6aefIikpCatWrUJCQgJKS0tRWlqKpKQktG/fHgBw8eJFJCUlYd26ddiwYQOsrKxQWVkJHx8f1hcHBwfY29vj9u3bda6PvXv3YsCAAfw3h/NQcA81DofD4XA4HM7fioKCAty/f58tNeJwOJyHoX///rh8+bJJ2bp1K6u3sLAwydhpjjfffBPHjh3DypUr4efnh8mTJ2Po0KGorKxEaGgoNm3ahBs3buDChQtIT0/H6tWr8eOPP+Lzzz/H6NGjsWfPHqSmpsLHxwdarRbTp0/HL7/8go4dO8LT0xNJSUkmBiydToebN2+iuroahw4dwnvvvYeSkhJMnTqVyZw7dw63bt2Ct7c3jh49ihkzZiAjIwNr165lMt988w2Ki4sRGBiIkydPYsSIEYiKisKhQ4eYzOeff46ysjKMHTsWp06dQs+ePfHtt9+aZOz8+eef4enpyTKGent74+zZsyZjFBkZia5du+LYsWO4cuUKrK2tkZqaaiJz7do1dOnSBbNmzTLZr1Qq4eDggIyMDPz000+4ePEiXnzxRZw6dQp79+5FSkoKZDIZdu/eDY1GgzFjxsDNzQ1HjhzBp59+Cq1WixEjRjCPvm+//RZEhI0bN+LUqVMYN24cSkpKsH//ftZmUVERCgoK4O7ubtKX7OxsXLhwAWPGjGnwmuBw6vCosyLw8t8s4Fk+ORwOh8Ph1ENycjJdvXqVkpOTH3VXOBzOP4zfkrEzJCSEOnToQEOHDqXc3FzKzc0lLy8v+uSTT9gx27dvZzrUajX17NmTLCwsyNnZmWXsDAoKoj179tCVK1coOzubTp48SU888QQ9/fTTLCtlTEwMeXl50RNPPEH29vZ05swZun79Or355pskFovp/fffZ+307duX5HI5RUZGUkxMDLVt25aUSiXL2KnVasnb25vs7OwoISGBzp07R66uruTh4cF0FBcXk5OTE7Vo0YKSk5Pphx9+IFtbW+rWrRuTycrKIoVCQQEBAZSamkr79u0jT09POnz4MBERubq60qZNm8jd3Z0+/PBDSktLow8//JA8PDzo+PHj9Nhjj1FKSgp5e3uTvb097du3j1JTU2nx4sXUpk0bysnJoQsXLpCrqyvt37+fLly4QJmZmXTs2DHq2rUrOTg40N69e4mIqLS0lIYOHUpPPvkkZWRkUG5uLp0+fZpcXFwoOzub9Xno0KEkk8nou+++o5iYGHryySdp4sSJJp9169atyd3dnaKjoyk5OZkmTpxI/fr1I7VabSK3Zs0a8vf3J61W29jl9Vt55M/fvPw55ZF3gJf/ZuEGNQ6Hw+FwOPXBDWocDue30hSD2vbt22nhwoX05JNPkk6nI39/f+NzCYlEIhKJRASA5HI5lZaWkkKhIFtbW4qJiWF6Nm7cSIIgkEqlYvvWrVtHvr6+JJfLSSwWk6WlJfn5+dHs2bPJ19eXyUVGRpK/vz8JgkCCIJCFhQUplUpyd3enyspKJpeQkEASiYTEYjFJpVJycHCg559/3uR89u3bR2KxmMRiMclkMrK3t6d58+aZyCxZsoSdl1wuJ1tbW9q6dauJzLhx45gehUJBU6ZMYXWurq509OhRWrx4MSmVShKLxaRUKmnJkiX0/PPP044dO4iIqG3bttSmTRuysrIisVhMXbp0oUuXLhERMYPa5s2byc3NjaRSKclkMmrTpg05OTnR/v37acCAAdS6dWsSi8Um561QKEgsFtPChQtJrVbT6dOnSaFQsHMSi8VkZWVFzZo1o/j4eNbvIUOGkLe3N1lZWZFUKiWVSkUzZ840Oe/ExESytbUllUpF/v7+tH79etLr9fVeP7+RR/78zcufU/iSTw6Hw+FwOBwOh8Ph/Gt42Iyd/fr1Q4cOHTB06FDcvXsXd+/exZEjR+Dr64v27dtDIjGEHp8zZw47vlWrVlAoFOjSpQvbl5ycjKysLNjb28Pd3R1vv/025s6di8LCQpaVMj4+HpMnT4a7uzvatm2LxYsXIyYmBoGBgSAilgkUAN59912IxWKsWbMGly5dglgsxrVr11i9TqfDhx9+CKlUii+//BIRERGorq5GfHw8kyktLcWXX34JuVyOyMhIhIWFoby8HJcvX2Yy2dnZiIiIgLW1NZKTk7F9+3YcP34cR44cYTJpaWn49NNPsWLFCqSkpGDFihXYtGkTSkpK8MorrwAwxIDr3Lkzvv76azg7O2PlypXo2bOnybhXV1fDysoK4eHhuHLlCry8vFBYWIj33nsPoaGheP/99+Ht7Q03NzfExcXh9OnT6Ny5M0aOHIlTp06hVatWmDBhAjp27Ii4uDjcvXsXd+7cwbRp0+Dp6YnOnTsDAA4fPoyoqCiIxWJ88cUXSE1NxaVLlzBs2DCTsRk7dizGjBmDixcvYuXKlfj444+xbdu2Jl5pnP86PCkBh8PhcDgcDofD4XD+NfTq1Qtr1qwx2WdnZ2eyXTNjZ/fu3SEWi2FhYcGC0g8ZMgQDBw5EXFwcRo0aBWtra5w7dw7Tpk0zicdWM9vkuXPnsHbtWjz77LMICgpCs2bN8PLLL6OsrAxpaWkgIoSGhqJ169Y4dOgQnnjiCTg6OqJDhw7w8fGBlZUV2rZtC8BgwDpz5gxUKhW8vLwQEBCAzp074+LFi7hx4wbatGmDyMhI3LhxA7a2tkzGw8MDMTExKC0thY2NDQ4ePAi1Wg1bW1v4+PjA2dkZNjY2OH78OIgMyQz27NkDe3t7VFRUwNvbG97e3rhy5Qo+/vhjDB06FABw9OhR9O3bl8V969evHwCgWbNmbAyUSiWefvppDBkypN7PZvfu3QgJCWEyr7zyCiIiItCtWzfW1jPPPIMuXbrgypUrmDBhAl5//XWMHz8ekydPxkcffQSdToePP/4YoaGhOHr0KMRiMU6cOIH//e9/EAQBFy9exKxZsyCRSLBjxw488cQTrH1fX1/2/8GDB1FdXY1NmzZBJpPBz88PN2/exLZt2xAcHFxvBlUOxwj3UONwOBwOh8PhcDgczr8GKysrtGzZ0qTUNqgBQHBwMKqqqpCcnGxWj1QqRY8ePeDi4oLQ0FA8+eST+Oyzz1BdXY1WrVoBAMrKypi8s7MzEhMT4ejoyLzajPvz8/ORlJSEtLQ0TJs2DSKRCAUFBSxLprOzM/Ly8pgRJzY2FgqFAoIgwNHREQDg5+cHsViMmJgYJuPp6QmRSMT0tGnTBhqNBgkJCUzG29sbEokEKpUKAODq6orCwkLk5OQwmVatWjEdgCEr6pUrV1jQ/7S0NGZEA4CffvoJALBv3z54eHjAw8MDt27dwrJly9C9e3ez46nT6XDv3j0TPc2bN4dMJkNhYSHbJ5PJ0KJFC5aN88yZMyAibNq0Cf7+/ggICMBHH32E7OxsHD9+HCdOnEBBQQFefPFFXLp0CS+99BJGjBgBS0tL3L17F3379kWXLl0QHByMO3fusHZiY2PRs2dPyGQyk/POzc1lY8PhNAQ3qHE4HA6Hw+FwOBwO5z+HQqFAaGgoLl++jBs3buD48eMNLhN9+eWXodVq8dVXX6FDhw6wt7fHzZs3odfrAQBr165FdHQ02rdvj9TUVHz33XeIjo5GQEAASkpKEBERAcBg9IqLi0NJSQlat27N2oqMjMSmTZsAAHl5eZBIJJDJZOjUqRMAICAgABqNBnfv3mUyWq0WLi4u8PDwAAD07NkTGo0G9+7dYzKlpaXo3LkzpFIpAKBr166orq42kcnNzUXXrl3ZuTo5OUGr1bJsy8XFxSYGt+effx7vvPMOHB0dcfLkSZw8eRIuLi6YNm0a9u3bZ3a8jeNUU0+nTp0glUpNDFgajQY5OTlwd3dHYWEhjhw5Ant7exOPMUEQIAgC9Ho99u3bh8DAQGRmZmLChAmYP38+WrduDSLC5s2b8c4772DHjh0oLCzEiy++yIyEeXl5Jn2p2Tfj2HA4DcENahwOh8PhcDgcDofD+degVquRl5dnUoyGodqMHz8eMpkMRIQ+ffogIiICERER8Pb2hqWlJRISElBdXY3k5GRs2bIFHTp0wIcffgitVotBgwahvLwcw4cPx4kTJ+Di4oI9e/Zg0qRJkEqlyM3NxYgRI3D48GH0798fn332GTQaDa5du4a5c+di4MCB6NKlCyIiInDu3DlYWlri888/R2JiIm7cuIGcnByMGzcONjY2AICRI0dCEASEhYUhJSUFN2/eRFpamsnyxIkTJ0Kn02H//v1IS0tDdnY2UlJSMHXqVHbOY8aMgVqtxldffYX09HTcvXsXN2/exJQpU5hMRUUFNBoNrl+/DsDgXZaTk8O8xlQqFdzc3NhSST8/P0ilUjg7O6NNmzZMT15eHpKSkpCZmQkA0Gq1SElJQVFREQDAxsYG7dq1Q0pKClvC+tZbbwEweIsZ46XJZDLMnz8faWlpuH79OmbPng2JRII2bdrgxx9/hL+/PyZMmIBXXnkFQ4cORXFxMaqqqvDmm28iMDAQAQEB2Lp1KzIyMnDhwgXWv9rLOonooa83zn+YR50VgZf/ZgHP8snhcDgcDqceeJZPDofzW/H392fZH2sWJycnIiKzGTufffZZkkgk1Lx5c7avZsZOACSVSsnPz4++/PJL6tSpE23fvp0WLVpEffv2JX9/f5bZ0sLCgtzc3GjWrFlUWVlJGzZsIE9PT0pPTydvb28CQGKxmDp27Eg5OTkmfW/Xrh05OjqSRCIhiURCcrmcysrKTGSaN29OdnZ2LBOmg4MD6XQ6Vl9UVERKpZJl45RKpeTt7W2i4+rVq2RtbU02NjZMT9++fU1kZs6cSQBIIpGwTJq2trYUEhLCZLZt20YdOnSgiRMnko+PD1lYWFDHjh3p1q1b5OrqSl9//TU99dRTJJVKWTsAyMHBgfbv309EhuyflpaWJJVKWWZPuVxOjo6O1KdPH3rhhRfo888/JwcHB7KwsGB6jDLvvPMOdejQgZ5//nmytLRkOiQSCQmCQEOGDDE5r44dO9IXX3zBzvGll16qMzaurq6UlZVV7zX2G3jkz9+8/DmFe6hxOBwOh8PhcP5WKBQKWFtbQ6FQPOqucDicfxj9+vXD6NGjWbZOY0lLSwMAtGvXDiqVCitXrmTHtGnTBu3btzfJSJmZmQlHR0ccPnwYnTp1Yhk7JRIJQkNDsWnTJty4cQNxcXFwd3dHeHg40tLSEBMTg82bNyMrKws3b96Ej48PtFot3n77bbi7u8Pf3x/dunWDo6MjFixYwNozeoB5enoiPj4eu3fvhlarxaxZs5jMuXPnkJeXhyFDhiAxMRHvvPMOioqKsG7dOibzzTffoKKiAlOnTkVycjJefvllZGRk4NChQ0zm888/R3V1NcvYOXjwYPz000+Ii4tjMvfu3YOfnx8OHToEFxcXDBo0CM8++yw2btzIZI4cOYLbt2/D29sbYWFhuH79Ot5//31YWFgAAAoLC9GyZUscOXIE6enpOH36NKysrODr64sXX3wRAODv74/mzZtjw4YNuH37Nu7cuYMpU6ZAq9XC0dERu3fvxvPPP49r164hOzsbd+7cwe3btzFy5Ej07dsXR44cwQsvvIA+ffpg6dKluHTpEtLT07F8+XIIgoABAwaw/hYVFaGgoADu7u4ADEtoo6Ki2BJQAIiMjDRZQsvhNMijtujx8t8s4B5qHA6Hw+FwOBwO5w8mJCSEJk2aVG99t27daNGiReTp6UkRERHsmA4dOtDQoUMpNzeXcnNzycvLiz755BN2zPbt25kOtVpNPXv2JAsLC3J2dmYeYkFBQbRnzx66cuUKZWdn08mTJ+mJJ56gp59+mlxdXSk2NpZiYmLIy8uLnnjiCbK3t6czZ87Q9evX6c033ySxWEzvv/8+a6dv374kl8spMjKSYmJiqG3btqRUKqm6upqIiLRaLXl7e5OdnR0lJCTQuXPnyNXVlTw8PJiO4uJicnJyohYtWlBycjL98MMPZGtrS926dWMyWVlZpFAoKCAggFJTU2nfvn3k6elJhw8fJiIiV1dX2rRpE7m7u9OHH35IaWlp9OGHH5JCoaAXX3yR6SkrK6PExERKTEwkV1dX2rZtGyUmJtKtW7eYTHBwMEkkEvr+++8pOTmZpk2bRv7+/lRaWkpERAUFBWRjY0NeXl6UkZHBPo/c3FzSarVERJSfn0+enp70zjvvkKurK6Wmppr9rFu3bk3u7u4UHR1NycnJNHHiROrXrx+p1Wo2Np06daJp06axsfHx8aGtW7fWe/38Rh758zcvf06RNGht43A4HA6Hw+FwOBwO51+Eh4cHJk6ciFWrVqF///4ADB5p6enp8Pf3BwDk5+djwYIFGDVqVJ3jpVIpRo8ejZ9//hmtW7eGSGRY+BUYGIivvvoKq1evRmVlJZo1a4YBAwagRYsWyMjIQJcuXQAAx48fx+bNmxEdHY3nn3+eZQX19fXFzJkzWTt79uxBu3btMG7cOFhaWkIul+PZZ59lWSnFYjG2bt2KYcOGYejQobC2toaNjQ2ee+45pkOpVGL58uWYPXs2Bg8eDJVKBRsbG7zyyitMxtPTE6+99ho+/vhjDBgwAM2aNcPy5csxdOhQJuPj44OtW7dizZo1eO+99+Dp6QlbW1v06NEDY8aMQWJiImxsbJCSkgK5XA4AWLp0KQBg1KhRzLOtT58+CA8Px8KFC1FUVIQuXbpg3759sLa2BgB88sknKC8vR0lJCXr16mUy7j/99BM8PDzw9ddfw9LSEjk5OejatSu8vb3Nfs5+fn4oLCzE+PHjIRKJ8Pjjj2Pv3r0sOYNSqcT+/fsxf/58PP3007Czs8Orr76K4ODg+i4dDscEblDjcDgcDofD4XA4HM6/hoiICHh5eZnse+211zB79my2HRoaigMHDuDgwYPYuHEjlEolkpKSEBYWBgCIiorCa6+9hvbt26Ndu3a4desWoqOj0a1bNwBAq1at4OLigh07djCdY8aMYVk6xWIxgoODMWnSJGzevBkODg5MrnXr1ti4cSOio6MxevRozJw5E3PnzkVOTg4kkl8f0Vu0aAFHR0ds2rQJI0aMwOjRo9G8eXOT8+rQoQPs7Ozw7bffIiAgAL1790azZs1MZAICAmBnZ4eff/4ZLi4uaNGiBZydnU1kevbsif379yMrK6vecX322Wfx7LPPAjAkG/D398eHH36IN998EwsXLsSZM2ewevVqfPPNN3j88cfrHF9YWIiNGzdi9uzZePPNN822cfnyZYwZMwZffPFFvf3Yv38/Ro4cidWrV9crc/jwYSQmJuLEiRPw9fWtV65t27b49ttv663ncBqCG9Q4HA6Hw+FwOBwOh/OvoVevXlizZo3JPjs7O5NtBwcHTJ06FWvXrsXw4cPr6OjZsyeioqIQFxeH6OhonD9/Hjt37sScOXNMDHM1s0SqVCpEREQAAIKCgkxic9XOJgkYwi/V3G9Opvb+pmSlrE+mMT31tW8Oo87Bgwfj1VdfBQC0b98e0dHR2LNnTx2DWmlpKSZMmAAfHx+8/vrrZnXevXsXP/74I7Zt21Zvu7GxsUhNTcXmzZvrlbl48SJCQ0Oxbt26Bo1pHM7vhScl4HA4HA6Hw+H8rcjIyEBaWhoyMjIedVc4HM4/ECsrK7Rs2dKk1DaoAUBwcDCqqqqwa9cus3qkUil69OiBGTNmYP/+/Zg7dy42btwIjUaDVq1aAQDS09OZvFgsZu3V9DRzdnZGfn5+Hf0FBQVwcnJiMnl5eSb1xcXF0Gg0cHR0rFfGqLchPfn5+ZBIJFCpVEzWnIxRR1Owt7eHRCKBj4+PyX5vb2/cvn3bZF9ZWRnGjh0LKysrfPrpp2zJZW32798PlUqFQYMG1dvul19+ifbt26NTp05m6y9duoSXXnoJS5cuxQsvvNDk8+FwfgvcoMbhcDgcDofD+VtRXV3NCofD4fxZKBQKlrGztLS0UXljxs6qqip06NABXl5e2Lp1K/R6fYPHBQQEoKSkBPHx8WxfXFwcSkpK0LVrVyZz/fp15ObmMpnIyEjIZDJmPGpKVsqAgACcPXvWpP3IyEh07tyZGbK6du1qVsbYl6YglUrRuXNn3Lhxw2T/zZs3WRZNwOCZNmbMGMhkMuzevZtlAK0NEeHAgQN44YUX6jW4lZeX4/vvv8fYsWPN1l+8eBETJkzA/PnzMX78+CafC4fzW+EGNQ6Hw+FwOBwOh8Ph/GtQq9XIy8szKQUFBWZlx48fD6VSifDwcJP9zz33HD7//HMkJCQgJycHp06dwurVq9G7d2/Y2NhAEARs2LABN27cwPDhw3HixAlkZGQgNTUVe/bswf379yEWiwEYvLb69++POXPmIDY2FrGxsZg7dy4GDhyINm3aAAD69esHHx8fzJw5E4mJiTh//jyWLVuGcePGwcbGBgAwcuRIWFhYICQkBCkpKTh69Cg2b96M4OBgtlxz4sSJuHXrFpYuXYq0tDTs378f+/btw9SpU9m5TZ48GZGRkdiyZQvS09OxZcsWnDt3DlOmTGEy5eXlSEpKQlJSEgAgOzsbSUlJJt5n06dPx3fffYcvv/wSmZmZ+Oyzz3Dy5ElMmjQJgMEzbcyYMaioqMD69etRWlrKPg+dTmcy3hcuXEB2djbGjBlT7+f63XffQavVIigoqE6d0Zj2yiuvYOjQoaydoqKievVxOL+bR51mlJf/ZgHgDoAeFPe/qF0Oh8PhcDj/AJKTk+nq1auUnJz8qLvC4XD+Yfj7+5NIJKpTnJyciIhIoVCQra0txcTEsGO+/fZbsra2pubNm7N969atI19fX5LL5SQWi8nS0pL8/PwoLCzMpL3IyEjy9/cnKysrEovFZGFhQW5ubjRr1iyqrKxkcpmZmdSxY0eSSqUklUqpY8eOlJOTY6IrOjqaWrduTRKJhGQyGfXq1YvKyspMZL7//ntydXUlsVhMcrmchg0bRjqdzkRm27Zt5ODgQGKxmBQKBU2ZMqXOOC1evJiUSiWJxWJSKpW0bNmyOjosLS1JIpGQSCQilUpFrq6uFBISwmTKyspoxIgRpFAoSCKRkJ2dHb3xxhus/sKFC+Tq6kqurq7UrFkzksvlTFd2djaT69atG1lZWZGFhQWTX7FihUl/4uPjydXVlezs7MjX15defPFFSkxMZPUhISFkb29PFhYWJBaLSSKRkKWlJT399NN1zv0R8Mifv3n5cwr3UONwOBwOh8PhcDgczr+Cfv36YfTo0bh7965JSUtLAwC0a9cOKpUKK1euZMeMGDECs2fPRs+ePdm+zMxMODo64vDhw8jIyEBUVBTmzp0LrVbLZOLj4zF58mS4u7sjPDwcaWlpiImJwebNm5GVlYWbN28y2fnz58PR0RGXLl3CpUuX4OjoiAULFrB6nU6HefPmoUuXLoiPj0dERAQqKiqwatUqJlNaWooFCxZg+PDhSExMRFhYGFJSUrB9+3Ymk52djTVr1mD69OlITk7G9u3bcfz4cRw5coTJxMbG4tNPP8WKFSuQkpKCFStWYOfOnYiLi2MyXl5eWLJkCQ4dOgQXFxfs3bsXd+7cwcaNG5nMkiVLkJubixMnTuDmzZv44IMPcODAARw/fhyAITnEnTt3cOfOHSxbtgzPPfcc02VcompkxYoVyM7OxuXLl3H58mWEhoayOqOn24svvoiYmBgcOnQINjY2GDNmDFv+Onv2bNjY2GDJkiVIT09HXFwcnn76aZPPi8P5w3nUFj1e/psF3EONw+FwOBxOPXAPNQ6H81sJCQmhSZMm1VvfrVs3WrRoEXl6elJERATbv2jRIgoKCmLbvr6+dODAgXr16PV66tu3Lw0ePJh0Oh2VlJRQeno6xcbGMs80vV5PRESpqank6upKsbGx7PiYmBhydXWl9PR0IiI6deoUubm50S+//MJkwsPDqUWLFlRSUkJERLt27SJfX1+qrq5mMh988AH5+/uztpYvX059+vQx6eu8efPo2WefZdvBwcE0duxYE5kxY8bQ1KlTzZ6rq6srHT16tM7+wMBAev/99032DRo0iNasWWOyLykpibp06UK5ublmdXXr1o22b99utm0iosuXL5Orqyvdvn2b7bt27Rq5urpSRkYGERk89zw8PEy89U6cOEHNmzcntVpdr+6/iEf+/M3Ln1O4hxqHw+FwOBwOh8PhcP4zeHh4YOLEiVi1alW9CQWcnJxw+vRplJWVma1PSkpCWloaxo4di5SUFKSmpqKqqgoeHh6Qy+UAwOKaxcbGQqlUokuXLuz4gIAAKJVKxMTEMBlfX1+4uLgwmcDAQKjVaiQkJDCZnj17QiaTmcjk5uYiJyeHyfTr18+kr4GBgbhy5Qrz5oqJiTErY+xLU+nevTtOnDiBX375BUSECxcu4ObNmwgMDGQylZWVmDZtGlatWgVnZ+d6dW3ZsgXt2rXDgAEDsGnTJpPEC23atIG9vT327dsHjUaDqqoq7Nu3D76+viwBQufOnSESiXDgwAHodDqUlJTgm2++Qb9+/epNcsDh/F64QY3D4XA4HA6Hw+FwOP8aIiIi4OXlZVI2bNhgIhMaGoqcnBwcPHjQrI61a9ciOjoa7du3xzPPPIMlS5YgOjoagCET8c8//wyNRgMLCwtYWFjA29sbLi4uePzxx1mbu3btAgDk5eXBwcGhThsODg7Iy8tjMk5OTib1tra2kEqluHfvXr0yxu3GZLRaLUvMcO/ePbMyxr40lRUrVsDHxwddunRBixYtMHbsWKxevRrdu3dnMkuWLEHXrl0xePDgevVMnjwZW7duRVhYGF5++WXs2LEDb731Fqu3trZGWFgYwsLC0KpVK3h5eeHHH3/EF198AYlEAsBgJN2/fz9Wr16Nli1bws/PD3fu3MHHH3/8UOfE4TwMkkfdAQ6Hw+FwOBwOh8PhcP4oevXqhTVr1pjss7OzM9l2cHDA1KlTsXbtWgwfPryOjp49eyIqKgpxcXGIjo7G+fPnsWPHDvzvf/9DUFAQSkpKIBKJ4OvryzJ16nQ6REREAACCgoJMvKyM3mo1ISKT/eZkau+vLUNEDcrXlGlMT33t18fOnTsRGxuL3bt3w93dHVFRUXj77bfh4uKCPn364MSJEzh//jxOnjzZoJ5XX32V/d+2bVvY2tpiypQpWLhwIVQqFaqqqvD666+jW7du+Oijj6DT6fDxxx9j/PjxOHr0KORyOfLy8vDGG29g1KhRGDFiBMrKyrB27VpMnjwZBw4ceOhz43CaAjeocTgcDofD4XA4HA7nX4OVlRVatmzZqFxwcDB2797NPMlqI5VK0bVrV7Rq1Qr9+/fHp59+is8++wwzZsxA//798d577yErKwv+/v4AALFYzNo1ek4BgLOzM/Lz8+voLygoYJ5izs7OJkkBAKC4uBgajQaOjo5MprYXmVFvTT3mZCQSCVQqFZM1J1Pba60hqqqq8O677+KTTz7BgAEDABiMYYmJidi6dSv69OmD8+fPIysrC35+fibHTp48GT169EBYWJhZ3QEBAQCAjIwMqFQqfPvtt8jJycH3338PkciwyO6jjz6Cn58fjh8/juHDh2PXrl2wsbHBwoULmZ4PP/wQAQEBiIuLYzo5nD8SvuSTw+FwOBwOh/O3wtnZGc2aNWsw3g6Hw+H8XhQKBUJDQ7Fp0yaUlpaa1FVVVSEnJwdXr17FrVu3YGlpiV69ekEQBFhbW6NTp07w8vLC1q1b643DZiQgIAAlJSWIj49n++Li4lBSUoKuXbsymevXryM3N5fJREZGQiaToVOnTkwmKirKxPMtMjISLi4uLGtmQEAAzp49a9J+ZGQkOnfuzGKJde3a1ayMsS9NQaPRQKPRMAOXEbFYzMZjxowZOHXqFE6ePMkKACxbtqzOEtyaXL16FQBYPLnKykqIRKI6HnaCILC2KisrIRaLTfQY+2bOi4/D+SPgBjUOh8PhcDgczt8Ke3t7ODo6wt7e/lF3hcPh/ANRq9XIy8szKcb4YbUZP348lEolwsPDARi8wtLS0jBkyBDs2bMH+fn5sLW1RUZGBjZu3IjevXvDxsYGgiBgw4YNuHHjBoYPH44TJ04gIyMDqamp2LNnD+7fv88MPN7e3ujfvz/mzJmD2NhYxMbGYu7cuRg4cCBbLtqvXz/4+Phg5syZSExMxPnz57Fs2TKMGzcONjY2AICRI0fCwsICISEhSElJwdGjR7F582YEBwczY9PEiRNx69YtLF26FGlpadi/fz/27duHqVOnsnOePHkyIiMjsWXLFqSnp2PLli04d+4cpkyZwmTKy8uRlJSEpKQkAEB2djaSkpJw+/ZtAICNjQ0ef/xxLF++HBcvXkR2djYOHDiAr7/+Gs888wwAw8sRPz8/kwIAbm5u8PT0BGBIorB9+3YkJSUhOzsb3333HebNm4dBgwbBzc0NANC3b18UFRVh/vz5SEtLw/Xr1zF79mxIJBL06tULAPDUU0/h8uXLeP/995GRkYGrV69i9uzZcHd3R4cOHX7P5cTh1M+jTjPaWAEQCIAeokx61H3+JxQAcgDTAZwCcA+AGsBtAEcAvPgXtO9e4zNz/4vOm/MPJiQkhFxdXeuUMWPGEJEh3barqyvFxMSYHFc7BXp5eTktX76cevToQS1atKD27dtTUFAQnThxwuS4jIwMCg0NpYCAAPL09CR/f3964YUXKCwsjDQaDZMrKiqiGTNmkI+PD/n4+NCMGTOouLjYRNetW7do4sSJ1Lp1a2rXrh0tWLCgTvrua9eu0ciRI6lly5bk7+9P69evZ+nPjVy8eJEGDRpELVq0oB49etDu3bvrjNPhw4epb9++5OnpSX379qUffvjBpP7SpUs0ceJE8vf3N5u2XK1W0/Lly6l///7UunVr8vf3p5kzZ5qkcCcimjt3LvXs2ZNatmxJ7du3p5deeonS0tJMZG7cuEEvvfQStWvXjry9vWnYsGF0/vx5Vl9QUEBjxowhf39/8vT0pC5dutD8+fNZangjer2ePvroI+rVqxeT27RpU51z53A4HA6Hw/H39yeRSFSnODk5ERGRQqEgW1tbkzljWFgYKRQKcnJyopiYGEpOTqZly5aRr68vyeVyEovFZGlpSX5+fhQWFmbSXmRkJPn7+5OVlRWJxWKysLAgNzc3mjVrFlVWVjK5zMxM6tixI0mlUpJKpdSxY0fKyckx0RUdHU2tW7cmiURCMpmMevXqRWVlZSYy33//Pbm6upJYLCa5XE7Dhg0jnU5nIrNt2zZycHAgsVhMCoWCpkyZUmecFi9eTEqlksRiMSmVSlq2bFkdHZaWliSRSEgkEpFKpSJXV1cKCQlhMjdv3qRu3boxOaVSSS+99JLJHDYoKMhk7i4SiWjIkCGsPiEhgQYNGkR2dnYkkUjI0tKSevfubTL3TEpKov/7v/8jW1tbkkqlZGlpSQEBASaf4YULF6h///5kbW1NEomEFAoFBQYG1pmfPiIe+fM/L39O4R5qfwKCIOwSBIEEQch81H0xhyAIvgAuA9gC4EkAjgCkAJoDGAJgvyAIRwVBUDyyTnI4Zujfvz8uX75sUrZu3crqLSwssHLlygZ1vPnmmzh27BhWrlyJc+fOYe/evRg6dCgKCwuZTHx8PAYNGoT09HSsXr0aP/74Iz7//HOMHj0ae/bsQWpqKpOdPn06kpKSsHfvXuzduxdJSUmYOXMmq9fpdJgwYQIqKipw6NAhfPzxxzhy5AiWLl3KZEpLSzF69Gi4uLjg6NGjWLlyJT7++GNs27aNyWRnZ2P8+PHo0aMHTp48iVmzZmHRokU4cuQIk4mNjcXUqVPx/PPP49SpU3j++ecRHBxsEo+joqIC7dq1q3ecKisrcfXqVYSGhuLEiRPYuXMnbt68iZdeeslErlOnTtiwYQPOnj2Lffv2gYgwevRo6HQ6JjN+/HjodDp88803OH78ODp06ICJEyeymB0ikQiDBw/Grl27cOHCBWzatAlnz57Fm2++adLWokWLsHfvXixZsgTnzp3Dnj178NhjjzX4OXM4HA6Hw/nvUVVVhR49emDYsGGIjIzEyZMnkZGRgbt37yItLQ0A0K5dO6hUKqxcuRKVlZXIyspCq1atMGbMGHTp0oV5Ut27dw+Ojo44fPgwMjIyEBUVhblz50Kr1bL24uPjMXnyZLi7uyM8PBxpaWmIiYnB5s2bkZWVhZs3bzLZ+fPnw9HREZcuXcKlS5fg6OiIBQsWsHqdTod58+ahS5cuiI+PR0REBCoqKrBq1SomU1paigULFmD48OFITExEWFgYUlJSsH37diaTnZ2NNWvWYPr06UhOTsb27dtx/PjxOnPGTz/9FCtWrEBKSgpWrFiBnTt3mswZvby8sGTJEhw6dAguLi7Yu3cv7ty5g40bNzKZLVu2QCKRICIiAjdv3sSWLVtw6tQpnDhxwuRzGTduHJu73717F/v27WN1HTt2hKOjIx577DFERUXh3LlzkMlkmDdvHpNJSEhAx44dcfToUaSlpeHzzz9HQUEBEhISmExMTAyefvppnDlzBmlpadi0aRPS0tKQkZHRtIuHw/ktPGqLXmMFph5qHwHo0Eix+xv0edeD/mY+6r6Y6ZsTgOwaY/oVgKEAHnvw96sadd/9if3gHmqchyIkJIQmTZpUb323bt1o0aJF5OnpSREREWx/bQ81X19fOnDgQL169Ho99e3blwYPHlznbV9NGSKi1NRUcnV1pdjYWFYXExNDrq6ulJ6eTkREp06dIjc3N5O3bOHh4dSiRQvmibVr1y7y9fWl6upqJvPBBx+Qv78/a2v58uXUp08fk37MmzePnn32WbYdHBxMY8eONZEZM2YMTZ061ex5mPNQM0d8fDy5urrSrVu36pW5du0aubq6UkZGBhER3b9/n1xdXSkqKorJlJaWkqurK507d65ePTt37qQuXbqw7dTUVPLw8GDjyeFw/huo1WpWOBwOxxwajYaKioro9u3blJqaSvHx8RQTE0NjxoyhESNGUEZGBt27d6+Ox3+3bt1ozpw51Lx5c/roo4/oypUrdOfOHZo/fz6fMz7knDEwMJDef/99k32DBg2iNWvWsO2goCBatGiRWb1ETRsbc7z99tv0/PPP11tPRDR+/HgKDQ1tUOYv4pHbAXj5c8o/zUMtj4gSGylFj7qTf3OWAPB48P8yIhpFREeIKP7B31EA3nlQP0wQhKBH000O5+Hx8PDAxIkTsWrVqnqDwzo5OeH06dMoKyszW5+UlIS0tDRMmzatTpBVI8YYFbGxsVAqlejSpQurCwgIgFKpRExMDJPx9fVlQVUBIDAwEGq1mr1Vi42NRc+ePSGTyUxkcnNzkZOTw2T69etn0o/AwEBcuXKFBaaNiYkxK2Psy2+ltLQUgiBAqVSara+oqMD+/fvh6enJYl2oVCp4e3vj66+/RkVFBbRaLT7//HM4OTmxwLq1yc3NxQ8//IDHH3+c7Tt58iQ8PT1x8uRJ9OjRA927d8cbb7yBoqKi33VOHA7n782NGzdw/fp13Lhx41F3hcPh/A0gIpSXlyMvLw8ZGRlITEzElStXkJ6ejnv37kEQBLi4uMDb2xtOTk6ws7NDy5Yt4ejoyOZtWq0Wv/zyCyorK2FhYYHhw4dj//79aN++PVxdXesEtOdzxsbp3r07Tpw4gV9++QVEhAsXLuDmzZsIDAw0kTt48CDat2+PwMBAvPPOOyZj2pSxMUdJSQns7Owa7F9JSQnLbMrh/Bn80wxqnN+BIAhiAOMebGYBWF6P6DsweLEBwNt/dr84nKYSEREBLy8vk1I7Q1BoaChycnJw8OBBszrWrl2L6OhotG/fHs888wyWLFmC6OhoVm90zTcGiAUMacRrtmlMrZ6XlwcHB4c6bTg4OLBljXl5eXVSkNva2kIqleLevXv1yhi3G5PRarUsyO69e/fMytROi/4wVFdXY+XKlRg5ciQLiGtk165dbEzOnDmD/fv3s+xRgiDgwIEDSExMhLe3N1q1aoXt27dj7969dQxz06ZNQ+vWrfHYY4/B2toa69evZ3VZWVm4desWDh8+jM2bN2Pjxo1ISEgwCZrL4XA4HA7n30V1dTUKCgqQk5ODlJQUxMfHIyUlBbdu3UJ1dTVsbW3RqlUrdOjQAZ07d4aXlxdcXV2hVCohCILJnLFNmzZo2bIl3nzzTdy9exdisRiurq5Yvnw57t69i2+//dZsH/icsXFWrFgBHx8fdOnSBS1atMDYsWOxevVqdO/enckEBQVh69atCAsLw+zZs3HkyBG88sorrL4pY1Ob2NhYfP/995gwYUK9fTt8+DAuX76MF1988aHOicN5GCSPugN/Bg9ifz0LYCCArgBaAbACUATgGoDvAXxMROZfN5jqsgHwKgzLIdsBUAG4DyAHwI8ADhBR3APZpTB4gBlpIQhCnRy9RCTU3icIQksAIQAGAfAEIIYhScBpAB8S0dUG+mhsYxkRLRUE4UkA0wD0BNAMwG0iagnAG4DdA9mTRKSrretB/3SCIJwE8AqAroIgtCSizPra53D+Knr16oU1a9aY7Kv9ZsrBwQFTp07F2rVrMXz48Do6evbsiaioKMTFxSE6Ohrnz5/Hzp07MWfOHMyePZvJ1UzLrVKpEBERAcAwKaiZqrymnBEiqpPW2xwNyRDVTe9dn4wgCKioqIBer0dVVRVLG25MW15f+42h0WgwdepU6PV6rF69uk59UFAQ+vXrh9zcXGzduhXBwcH47rvvYGFhASLCW2+9BUdHR4SHh0Mul2Pv3r2YMGECjh49avL2ddmyZXjjjTdw48YNrF69GkuXLmXt6fV6qNVqbN68Ga1btwYAvP/++xg8eDBu3LhhMonlcDgcDofzz0On06G8vNykqNVqaLVaiEQi2NnZwd3dHQqFAlZWVk2a1/Tq1Qtvv/027t+/j4qKCkilUrRq1Qpt2rSBTCaDTCb7z84ZG5J52Dnjzp07ERsbi927d8Pd3R1RUVF4++234eLigj59+gAwxE8z4ufnh1atWuHpp5/G1atX0bFjR7N9aag/169fx6RJkzB79mz07dvXbL8uXryI0NBQrFu3Dr6+vg91ThzOw/CvNKjBkKmyn5n9jgD6PijTBUEYQkQp9SkRBGEAgH0PjquJ64PSHcA8AL/tafXXdiYC2A7AolaV14PyiiAIi4io7hNtXV0rAcyvp7pm7vncRlTVrO8LILOxtjmcPxsrKyu0bNmyUbng4GDs3r2bvRWsjVQqRY8ePdCjRw/MmDEDGzduxIYNGzBjxgy0atUKAJCeno727dsDAMRiMWtXIvn1tuns7Iz8/Pw6+gsKCthbP2dnZ5MAr4AhHbtGo4GjoyOTqf0Gzqi3ph5zMhKJBCqVCtevX4eNjQ0SExPh4+PDZOLi4qBQKJCQkACxWAyRSMSMbTqdDvfu3cPt27fZvpp1Rm+/r776CtbW1nXOU6lUQqlUolWrVggICICfnx+OHj2KESNG4MKFC4iIiEBycjLzbFu9ejUiIyPx9ddfY8aMGSbj6OzsDC8vL6hUKowYMQKhoaFwcXGBi4sLJBIJM6YBhtTzAHD79m2zBrWKigqkp6fD29sblpaWder/SxARNBoNJBJJvctRHlafXq+vsyymZh0RQSwWQxAEEBG0Wi0kEgmbFBMRKioqIAgC22c0whon/GVlZZDL5bCwsEBlZSUAw3ev5hKXyspK6HQ6SKVSyGQyE/0ajQaVlZUQiUQgIpSWlkIikYCIYGlpCUtLS2g0GpSWlkKhUECv10Ov18PCwgJqtRqCIEAmk7H+i8ViVFVVQafTQalUQqfTsfYlEgnUajUAMDmxWMzGXSKRoLq6GhKJBNbW1tDr9aioqIBGo4FUKoVGo2GGY51Ox8aWiCASiSCTyVBVVcXGVy6Xs8+zpKTE5DOQSqWsD0aM33mtVmv2oevvjlarRWJi4qPuxu/CeE/9LRi/J3q9HlKpFFKplIU0MF4/xu+FTqeDXq+HSCSCXq9n166VlRUkEgn0ej27DgVBQHFxMbsvWFhYoKKiAkQEW1tbyGQy3Lt3D1VVVSbfC+P3XyqVMp0WFhaQSCTQ6XTQaDSwtrZm1211dTUAsO+TXC5n51VeXg6RSARBENjvU2lpKSwsLCCXy9l3Qa/Xs++6Ea1Wi6KiIojFYiiVSpN7klarRWVlJeRyOfsOW1hYmHwOxu+Esc743TCOnfFBvry8HFKpFESEsrIy1k8LC4s6vy8ajQZEZHKfMkJE7H5RG+P3XyaTNXif1mq10Gg0sLCwMJHT6XSoqKiAhYVFnbZZjJ8/4P7/R0FEqKysRHFxMYqKilBUVISysjJ2LzTeN6VSKbvfWVpawtnZuUn6NRoNysvL2T3bw8MDzs7OsLW1NWuc+S/OGY2y5mRqe601RFVVFd5991188sknGDBgAACgbdu2SExMxNatW5lBrTYdO3aEVCpFRkYGOnbs2KSxMZKamooXXngB48aNQ2hoqFn9ly5dwksvvYSlS5fihRdeaPL5cDi/hX+rQU0C4CqA7wDEALgDg9GrBYCRAEbB4LUWLgiCPxFV1VYgCEJ/AEcf6NIB+BzAIRiWQsph8FZ7BsCwGod9BOAbACsADH/Q7uCGOioIwlAYkhgIAMoArAcQAUALoBcMSy4dAawSBKGIiLbWowoPzq3Tg3PfACARgCUA/wf15TVkbRvqV636do3Icjh/KxQKBUJDQ7F+/XoMHDiwUXkfHx9otVpUVVWhQ4cO8PLywtatWzFs2LAGJ6EBAQEoKSlBfHw8yzoZFxeHkpISdO3alcls2rQJubm5zCsrMjISMpmMxRILCAjA6tWr2QO2UcbFxQUeHh5M5uTJkybtR0ZGonPnzpBKpWjXrh169+6Nmzdvws/PDzqdDjqdDtevX0e3bt3g5OTE9hkfToyGjYKCApN9Wq0WK1euxJ07d7BmzRpkZ2cjOzubPfQYS03jnPHh7ZdffkFeXh5yc3PZA0hNOePDSn0YH2qMBopu3bpBq9UiMzOTTVCNSyzc3d3rHL93715Mnz4dxcXFsLe3x86dOzFy5MgGPv2mk5+fjxkzZuDIkSNo2bIlVq9ejWeffZb1Ozc3ly2lsLe3h4uLCwRBQGFhIe7duwetVgtbW1u4urrWua40Gg1yc3NRXl4OsVgMlUrFsogRESwsLGBra/tQD0VlZWW4ffs2NBoNBEGAo6Mjuwbs7OwgkUhw//59ZmQyPoTUfOhWKBSQy+VQq9W4c+cOM24BhgdwpVKJqqoqVFRU1DEYGA1qRhwdHaHX69kY/dEolUpmPHsYzE3iG+L3LKGumU24PmpmjzMaKGpS01hWG41GU0feaCzkPDp+qzENgImhufbna7wWGrsmGqo3R+3vRH3xox4F9vb2de4ht2/fZsbz32s0trCwYEbApmBtbY3q6mr22wqALSe0sLBAXl4eM74bDYrW1tbMk1wulyM/P595kyuVSjg5ObEXE0YDWX5+PvtdFYvF8PDwgLW1NUpKSpCTk8PO29raGvb29iAiVFVV4f79+6iurkZERATi4+PRv39/k5AJGRkZuHDhAtq3b2+SPVur1eKjjz7C8ePH0bx5c7Rt2xZdu3ZFnz59TIxSZWVlWLhwIY4dO4bWrVtj2bJl6NatG4gIarUaarUaZWVlKCoqQnFxMYqLi1FaWsrG2GiYtLS0hL29PZRKJfMeq11qcv78eXz++edQKBQIDg5mHkj5+fnIzs5GeXk5LCws0K5du0ZfrP0X54wA0LVrV5w9exavvvqqiYyxL03BeE+qfd7GeWF9XL9+HRqNhhlJmzI2xuNeeOEFjBo1Cm+99ZZZ3RcvXsTEiROxYMECjB8/vsnnwuH8Vv5pBjVnQRA6NFCfR0R5AP5HRGlm6n8C8JUgCJ8AOA7AF4aYYp/UFBIEwRLAlzCMTwWAoUT0Yy1dFwHsFATBGOAfD9rOEwSh6MEuDRHV+1pVEAQpgG341ZjWh4gu1xCJEgQhDMAlGDzi1gmC8DUR1Tf77wTg1IP+1pwNnH3wNx2ABoAUBq+zhqhZ79mIbB0EQaj7pGtKs4fVyeGo1eo6D7MSiQT29vZ1ZMePH48dO3YgPDzcJMjpc889hxEjRqBz585QqVRITU3F6tWr0bt3b+ZJtWHDBowePRrDhw/HzJkz4e3tDY1Gg6ioKNy/f5+9Cff29kb//v0xZ84cvPfeewCAefPmYeDAgcxzql+/fvDx8cHMmTOxePFiFBUVYdmyZRg3bhxrb+TIkXj//fcREhKCWbNmISMjA5s3b8bs2bPZxHXixIn47LPPsHTpUowbNw6xsbHYt28fPvroIwCGt+rBwcEYOXIkdu3ahcGDB+P48eP4+eefER4eDldXVwBAeXk5MjMz2dgJggCRSAR7e3u4ublBrVZj8uTJuHXrFnbs2AGVSsWMMEqlEiKRCFlZWTh27Bi6desGW1tb5Obm4vPPP4dEIoGfnx9u374NlUoFuVyOadOmYdy4cZDJZDh27Bhu3LgBV1dXXL58GdHR0SgpKUHbtm1hbW2NrKwsfPTRR+jQoQPEYjFyc3PRtm1b+Pn5YebMmVi0aBEAYOnSpejTpw97M2zk/v37eOWVV9jDY0FBAV566SUMHDjQrIfdwzJp0iSWcj4xMRFBQUG4du0avLy8cP/+fZOHUOObYEtLS9y+fZvtLywshCAIaN68OdtHRMjIyGBGRI1Gg7t379ZpPzc3F15eXmY9HGqj1+uRnZ3NJrRExGKrAIY33jWpva1Wq1FRUdFgG9XV1SY6a1P7wfZhDVcPS21vLQ6H8++jPoP8H2U0fhhjGmDe2KjT6XDr1q06LxUAg/GzpoGz5n2LiJjRyYidnR0cHR3xyy+/1NHv4+NjYkwz9qdmn4gIEydOZF6e+/btw7p165CYmIhPP/0U06dPZ2M3ffp0bNmyhf2/Y8eOOufWrVs3nDlzBgqFAoBhrnXo0CEABmNHZGQkvvvuO1hbW6O0tBR37tyBVquFIAiwtLSEQqGAo6MjbGxsYGNjw7wujS/bjMX4osa47ejoyGJshYeHIygoiJ33jh078PPPP6Nt27aQy+Xw8PCAk5MT8vPzUVpaavKShc8ZP2LnNnnyZIwcORJbtmxhc8Zz584hPDycydScMwJAdnY2kpKSYGdnBzc3N9jY2ODxxx/H8uXLIZfL4e7ujkuXLuHrr7/G0qVLAQCZmZk4ePAgnnrqKdjb2yM1NRXLli1Dhw4d0K1btyaPzfXr1/H888+jX79+ePXVV9nzgFgsZtfGxYsXMWHCBEyePBlDhw5lMjKZrNHkBRzOb0X4u7v/C4IQCOBME8WXEdHSJur9FsAIAIeJaFitumAAHz/YnE1EG5vYvvH4XQBeApD1IHZZfXKjABx4sPk2Eb1bj9w4AF882JxHRGtr1Rs/RD2ANg3FOxME4SiApx9sjiWifWZkxgDYW2NXnTFqDHOx4xrAg4huPYz+38jf+2LnNMhjjz3GMhzVxBiw1NraGhKJBKdOnUJAQAAAw6RrwoQJUCqVzKixfv167NixA1lZWWypTIsWLbBy5UoEBf2a1Pbs2bMICQlBamoqW67l6OiI5557DmvWrGHLVrKysjBs2DCkpBhWj/v5+eGHH34w8Z6KiYnBiy++iOzsbIhEInTt2hUnTpxgE1LAEDjVOEGQSqUYOHAgwsPDTd76bd++HfPnz0dRURHkcjnGjh2L7du3m4zHkiVLsHHjRpSXl0OhUOCNN97A4sWLTXSEhoaypRW2traQy+UYNWoUNm7ciJycHLRv3x5VVVUmy4qsra1x6NAh9OrVC7m5uXjjjTeQkJDAlmpUV1fjgw8+wMsvvwzAMOl6++23cezYMZSWlkIkErFxDgwMhE6nQ1RUFD744ANkZGSgqqoKhYWFEIlE+O6775g3U1ZWFtatW4eEhAS29MbX1xfr1q2DSqWCSCSCh4cHHB0dcezYMTzzzDN1rpFz587hiSeeaPD6Mnro1fTg0+l0kMvlkMvlqKiogLW1dZ2Ho3Xr1uGNN97AzZs36xigjN5d9+/fN9kvFovRtm1btl1RUcG87hrD0dERzZo1/j6isrKSZ0fkcDicfwHmvPIAwMXFBbm5DUdwuXTpkokHkpF169Zh6dKldQyC8fHxaNOmDRwcHOp4uxpZv349Jk2ahMuXL+Opp56qUz9t2jQEBQVBp9OhqqoKNjY2UCgUZl8GiUQik2J8yVe7GL3XAKB37964ePGiiZ7XXnsNH374Idvmc8a/Zs4IGFYGLFu2DNnZ2dBoNOjUqROCg4Px6quvQhAEJCcnY8SIEcjJyYFarYZcLoe/vz/27t0LT89ffTbeffddbNu2jRmjX331VaxatYp97uvXr2dJq/R6Pe7fvw+9Xg9/f3/ExsYCMCQm27NnD8rLy6HT6SASiWBpaYkBAwYgLCyszvXwF/O7QkRx/r78fRbU/4kIguAkCIK3IAgdjAWA8bV6ZzOHDH3wtwKG2GZ/FgMe/CUAnzYg9zUA4+uqAQ3IXWhC8oAlMCwnBYDdgiAsFATBUxAE6YO/CwHsBqCuccx/OwgR529Bv379MHr0aNy9e9ekpKUZnFHbtWsHlUqFlStXsmNGjBiB2bNno2fPnmxfZmYmHB0dcfjwYWRkZCAqKgpz5841WWYVHx+PyZMnw93dHeHh4UhLS0NMTAw2b96MrKwsE+PH/Pnz4ejoiEuXLuHSpUtwdHTEggULWL1Op8O8efPQpUsXxMfHIyIiAhUVFVi1ahWTKS0txYIFCzB8+HAkJiYiLCwMKSkpJhOf7OxsrFmzBtOnT0dycjK2b9+O48ePM48pwJDx6NNPP8WKFSuQkpKCFStWYOfOnSbxOLy8vLBkyRIcOnQILi4u2Lt3L+7cucMmRh4eHti9ezdOnTqFGzduICkpCdOnT4e9vT1bUuHi4oIvvvgCCQkJWLhwIYYMGQJbW1sTr6sbN27A2dkZBw8eRFpaGktWcO3aNTg6OsLFxQXDhw9HREQEbty4gUGDBiEoKAhKpRJdu3ZFp06d4O/vD39/f0yfPh1nz55FSkoKDhw4AK1Wi7Nnz6Jly5bsDanxGqi97EAmk7GYcmq1Gunp6UhJSUFSUhKuXr2Ky5cvIzY2FvHx8UhISEBSUhKSk5ORmpqKGzdusEm1TCaDrW3dlfLG5Qo1Y/sYkUgkZmONNcXDrD6aunTLXH84HA6H88/D3JJhY5zGxqjPi/jHH380612XmJjIQjjUR1RUFFJTU1FRUWH298zGxgYSiQRWVlZwcnJixjRjTDRra2vmeefo6AgnJydWnJ2dWfxUFxcXNGvWDM2aNTPJMl7bo9rcPj5n/GvmjIBhfhQcHIxPPvkEzs7O+PzzzxEcHMy85QRBQJ8+fXDo0CGkp6fj2LFjICIsX77c5DOTSCR4++23sXDhQrRu3RoffvihSVb4N954A3fu3MGdO3fwzDPP4MUXX4SLiwvOnPnV7+b//u//YG1tjR07duDGjRv44Ycf0KpVKxaeg8P5M/inLfl8GA+03gBmwWCAquvb+yu1Ew4AgDGIQAwRNbzm5fdhXL6a+WC5qFmISC0IQjyAwBrHmKPuq5i6un4WBOEVADsAyAAsf1BqogMQCuCDB9sPF5DGgEcj9c0ARDciw+GYIJPJGgxKO2HCBGYMMvfWFABOnjyJd955h9V7eHiwuBSAYXlEaGgoWrdujUOHDpkYaDp06GCyzCAtLQ1nzpzB4cOH2RKBtWvXYtiwYSwDZWRkJFJTUxEbG8viYSxduhQhISF46623YGNjg4MHD6K6uhqbNm2CTCaDn58fbt68iW3btrFJyZ49e+Dm5oZ33nkHgME9/sqVK/j4448xdKjhHcCOHTvQt29fzJw5EwAwc+ZMXLp0CTt27MDWrYbwi08++SSefPLJBse5dsyxpUuXYt++fUhOTjbx9Lp27Rq2bduGo0ePwt/f3+SY/v37o3///my7RYsWmDp1Kvbs2WPy9hMAdu/ejZKSEsyePRunT582qWvRogVatGjBtr28vBAXF4fLly/XSbHu6emJJUuWYOnSpSwI86pVq9g1IwgCm9TXjutWX2w4o0FMIpFgwYIFmDt3LmuvXbt2eP755wEYgvuWlpYyrz6RSAQnJydIJBIUFBSYTL5rB9i1srJqctyemg8VDSGRSGBnZ4eioqImyXM4HA7nj6WxmKFNxdraGmKxmHmpCYIAV1fXJunu3bu32X4MHz4ccXFxuHPnDtsnCAILFD9o0CAcP37crE4/Pz9IJBI4Oztj1KhR2Lv310UtzZs3x8SJE6FUKllYCaPXt3H5ptEDXKPRmOxvKN6js7Mziw82btw4zJ9vmn+tZhZJI3zO+NfMGY3zoJycHLP1fn5+2LlzJ9tu2bIl3nrrLcyYMYMlLQKAOXPmAAAOHDhgVo+RhuaM33zzDZ5++mlMnDgRgGEOafRenDRp0m/Oes/hNMQ/zaDWJARBWAqDJ1ZTMOd9ZTSy1Q1i88diNPQ1lnETAIzBExoyDjYe7RgAEe0RBOEKgAUwLP80PqHpYVheuwCmCQyapLdWGw0u4eQ3NM6fgYeHByZOnIhVq1ahf//+ZoPDOjk54fTp0xgyZIjZuFpJSUlIS0vD1q1b6w0ua7x+Y2NjoVQqTeJtBAQEQKlUIiYmBm3atEFsbCx8fX3ZxAgAAgMDoVarkZCQgN69eyM2NhY9e/Y0CbobGBiIVatWIScnB56enoiNjUW/fqbJiwMDA7Fv3z4WmDYmJqbO0o7AwECzcVCaikajwRdffAGlUol27X7NT1JZWYlp06aZGKwao7S0tE4Mi9TUVGzYsAFHjhxBVlZWozoyMzNx5swZDBkyxGz94sWLMXr0aMTHx6Nbt24m2UGlUmmTssTWx5w5c+Dv78+SEvzvf/9jwY7lcjm8vb2ZAcvOzo55iXl5eaGwsJAlJbCysqqju3Xr1rh16xbKyspARJBIJHU8BKysrMzGfqkP4xISY5+MmdOICCqVClKpFPfv32cPNE3xdqiNIAhsGYpWq0V1dfUjyyRpLl4Rh8P59/FHf9eNWTsVCgUKCwubnETCuKyvuroaYrGYJeIhItjZ2cHOzg4FBQWorq5mscIUCgWqqqpQXFzMjheJRMjLy0NpaSk7L+NfGxsb2NnZQaVSwd7eHmq12iRra1FRUb3xLuVyOdq3b4/169dj3rx57B4/ePBgvPTSS/Dy8sLYsWNx9+5dKBQKhISEwNHREbdv30ZwcDCsrKxw+PBhk9+GPn364OWXX2ZZU99991107twZZ86cQfPmzTFq1CiTOHHGxArGYmlpybKRymQykwzQxvOuaVwz/j7VTCzw5ptvQqfTYffu3VAoFHj99dfx9NNP42Hhc8Y/fs7YVEpLS5kn48PQ2JxRrVbXSUIhl8tx9+5d3Lp1ixllOZw/kn+dQU0QhKfwqzHtJoB1AM7DkJ2zjIh0D+TeAbCoEXV/1cy8Ke00xQLV5DRSRHQFwChBEMQwJDyQA7hj9MgTBGFsDfFrTdXL4fyZREREwMvLy2Tfa6+9htmzZ7Pt0NBQHDhwAAcPHmRvzWqydu1avPbaa2jfvj3atWuH7t2749lnn2WBUY2u+cYgqIAhmHrNJQALFy7EpEmTkJeXV8dLCvg1RgdgyAhY2yPJ1tYWUqmULcXIy8ur8yNvPObevXvw9PQ0q8fJyQlarRYFBQVwcXHBvXv3zMr8lqyEJ0+exLRp01BZWQlnZ2fs37/fxJizZMkSdO3aFYMHN5jImJGZmYlPP/0US5b8+q5DrVZj2rRpWLRoEdzc3Bo0qA0bNgxXr16FWq3G+PHjTTzFauPj48OWef7RDBgwgKWGr41UKjWbbl4ikTSahl4sFqNFixYsS51xYl5RUYGKigooFIpGM5WZw93dHc2aNYNOp4NMJqvzMqPmMla9Xs8eZqRSKdRqNSorKyGTyVBVVQW1Wg07OztmfLOwsGDefrUpKSlBUVERiyNXVVUFqVQKKysrlkVUJBJBq9Wyyb1Wq2XtAmB9FolEKCsrY1nbLC0tWd/kcjlsbW2ZJ2F5eTlKSkqYXsDwMGP0ktBqtVAoFBCLxezBVy6XQ6FQoLS0lLUpk8mgVqshEonYQ4tIJEJ1dTUqKytNHmAlEgksLCyg0+mg1WrZeOn1eojFYnZONb0Xjf/X7Nsf5c3C+W8ilUqZIcjcckCj8dsY6F2hULBrFvg1u6zxu2RjY4Pq6mr2XTfGUJJKpbC3t4dGo4FWq2VZgo3fF+MDsvE7olAoIJVKUVRUBJFIBJVKhdLSUkilUlRUVMDW1pYZKoiozj3KaJBydnZm3izGPlZVVUGj0cDKygrV1dXMqK/RaKBUKmFpaYmysjIIggBra2tmpBGJRKioqIBUKq1zX3V2dkZxcTEqKipYJmO1Ws3uC8Z7tPF+1dgLYnMxL829HKk5B9Dr9SgvL2eJbYwYY3oaEYlEaNWqFcrKyti9zXgd6PV6du8KDQ3FjBkz8NNPP8HBwQF+fn4ADMaT7OxspKenw8PDAwqFAmq1mgXyb9OmDd544w1ERkbi5s2b6NOnD3x9fXHv3j0W70wul+OFF17ASy+9xLJ11szwWbOUlZVBrVabGCwFQag3q6dMJoNcLq/zGyMSibBw4UIsXLiwwbHnc8a/bs74MBQWFmLDhg2YMGHCQx3XlDljYGAglixZghdffBG9evVCZmYmMxCaGzcO54/gX2dQA2DMBV0E4PEGllKqGtCRD8AdQPMGZP4IjBFGm5Lx0viqwnx6o9/IAwOjOW+ymhG8f/oj2+Rwfiu9evXCmjVrTPbV9nhycHDA1KlTsXbtWgwfPryOjp49eyIqKgpxcXGIjo7G+fPnsXPnTsyZM8dkklVzkqxSqRAREQEACAoKMnlQMTeZrv1QUN+EuyEZc2/f65NpTM9v8Qjt3bs3IiIicP/+fXz55ZcIDg7GkSNH4OjoiBMnTuD8+fN1UrLXR25uLsaOHYtnn30WY8f+aqtftWoVvL298dxzzzWqY9u2bSgrK8O1a9fwzjvv4OOPP8b06dMf+rz+7hgNLEasrKzMerQ9DEbPtMYwPrQYH1aNDzQA6jx0NmbcUyqVJrFPagZTrq9vxr/mdBu9PWrqU6nq/owrFIp622qMh/H+43A4DVP7+1TTu8f4Ha/9HTb3W1VTT+2YlDUNTPXdJ2u+NKhpmKl5f6qJ0ehXs281PYGM9+ia+/5oRCJRk5f3C4JQR9bc/V4ikaB3795m9xsNbIDhXB0cHJjhp7q6Gr6+vigpKUFpaSkzohqNp4IgoKqqCkVFRSaJjCwtLWFlZQVLS0vY2dnBwsKCfb46nc6swa26uhqlpaXspUrNPhrjqT0MfM74180Zm0ppaSkmTJgAHx8fvP766w91bFPmjOPGjUNmZiYmTJgArVYLa2trTJ48GevXr6/Xg5DD+b38Gw1q7R/8Pd1QXDIAXRuoi4PBoNZVEASr3xBHramebYkAHgfQUhAE5/r6KwiCFL/GdUt8yL48NIIgyAAYX9PcBnCxAXEO5y/DysqqSUv2goODsXv3buzatctsvVQqRY8ePdCjRw/MmDEDGzduxIYNGzBjxgy0atUKAP6fvTOPj+l6//jnZmaym4hsRiSILLYQgqRRElq0RRGt2uv7K02oSChaayiSr1LR2Jdva2klKKKUIrQhKv0mI0QiZJHNlkVE9mWS5/fHmPvNzcwkoZYu5/16nZfMuZ97zrlnYnLmOc95HqSlpaFrV+XHiUgk4vutv1C1tLREQUGBWvuFhYX8rp+lpaUgwCugDJ5bU1MDc3NzXtNwR1DVbv12NGnEYjG/8Ne0s1hQUNCkd5QmVHPdvn17uLq6wsPDA2FhYfDz80N0dDSysrIEi3BAmYLdzc1NkEkpNzcXY8aMQe/evbF2rSBBMaKjo3Hz5k1+x1C12OvatSv8/f35eBoA+IQHjo6OqK2txfz58+Hj46Mx6D+DwWAwGIw/jp6eHvT09Pj1SkVFBe/BpjJ+6ejowMjISHCEs6KiAoWFhbxxTJVtsb6hTRUbriFEhJqaGoGxTdNxy6Zga8aXt2ZsDqWlpZgwYQIMDQ3xzTffPHXypOasGTmOw5IlS7Bw4ULk5+fDzMwMFy9eBADmncZ4YfwdTbWqTy6tW/ocx7kAcNd2HcDxem2o55puGlUaNr0mdJGqIQH4v0Z07wFQbbFFNqJ7XvgDUH2ablMdk2Uw/ioYGRkhICAAX3/9NUpKms6p4ejoCIVCgcrKSnTr1g329vbYunVrk8evXF1dUVxcjPj4eL7uypUrKC4uRu/evXnNrVu3BKnto6KioKurywe2dXV1RUxMjGAXMyoqClZWVvwCwNXVFRcuXBD0HxUVhR49evCLkt69e2vUqMbyR1EtjGfNmoVz587h7NmzfAGAFStWICQkhNc/ePAA3t7ecHZ2RkhIiNru4K5duxAZGcm3oUqHHhERgalTp2odh+q4DYuXxWAwGAzGy8PAwACWlpbo2LEjevTogc6dO6NNmzbQ0dHBo0ePkJubyx9NtLS0hIODAxwcHNCmTRvo6+ujrKwMOTk5uHXrFq5evYrExESkp6fj/v37KCoqQnV1Ne8BaGxsjFatWqF169bPZFBrLmzNKNQ8rzVjfUpKSjB+/Hjo6upiz5490NNr6iuyOk+zZhSJRGjdujUkEgkiIiLg6urKGyQZjOfN39FDLRVAJwCvcxxnR0S361/kOM4CwHdNtPEdgOUArAGs5jgunoiiNAk5jmurIQC/KpmBJcdxLYhI26fzUQD3oDxauojjuFNPYpvVb98GyjhwAFAO4Nsmxt4kHMfZElG2lmsjAKhySKfW65vBeOVUV1er7aaJxWKNR7UmTZqEnTt3IiIiQhAAdsyYMRg1ahR69OgBU1NTpKSkIDg4GP369eOPTYSEhGDcuHEYOXIk/Pz84ODggJqaGsTExODhw4f8jqqDgwMGDhyIefPm4csvvwQALFiwAIMHD+bjaXh6esLR0RF+fn5YtmwZioqKsGLFCkycOJHvb/To0Vi/fj38/f0xe/ZsZGRkIDQ0FHPmzOFd76dMmYJvv/0Wy5cvx8SJEyGXyxEWFoYtW7bwzzZt2jSMHj0amzdvxtChQ3H69GlcvHgRERERvKasrAyZmZn86+zsbCQlJaFly5awtrZGeXk5vv76awwZMgRWVlZ49OgRdu/ejXv37vFpxy0tLTUmIrC2toatrS0ApWeat7c32rZti8DAQDx8+JDXqe5tuHOsymDm4ODAH8c5cuQIxGIxOnfuDF1dXSQkJCAoKAjvvvvuUwezZTAYfx1UR8h0dHTUjmkxGIxXD8dxfFgCKysrEBHKy8t577V79+7xsSRbtGiBFi1awMrKio+rWV5ezsekzMvLE8Txq+/JZmhoqDGWWlOwNeOLXzMCys/qu3fv4sEDZf689PR0AEoPOEtLS5SWlmL8+PGoqKjAxo0b+d8PQHnkVjU/d+/e5duqra1FUlISAOVa0cjIqFlrxsLCQpw4cQIeHh6oqqpCeHg4jh8/jiNHjmj6FWEwng+q4Jp/1gLAC8ojlARgeTP079XT5wCYBeWxSg8A86A0YNVBeYyRlFOgsZ2BAGqeaBRQGrLeBdDrSXtTARwEUKXh3jfrjeF7KL3hHADYA7BvoB32ZDwEoATAMgD9ALgBmANlBlBVWzO0jLXZ8/NEXwzgNIBpT57FFcAYAOH12ioE0PMFvq9t6/XV9iX9PjH+wvj7+5NMJlMrr7/+OhER9enTh3bs2CG45+jRoySTycjb25uvCw0NpeHDh1Pnzp2pffv25O7uTkuWLKHCwkLBvenp6eTv70+9evUiGxsbcnJyotGjR9O+ffuopqaG1z169Ig++eQTcnBwIAcHB/rkk0/o8ePHgrbu3LlDkydPpg4dOlDnzp1p0aJFVFVVJdDcuHGDRo0aRe3ataMePXrQunXrqK6uTqD57bffaPDgwWRra0t9+/alPXv2qM3T8ePH6fXXXydbW1vq378//fTTT4Lrly5d0jiP/v7+RERUWVlJ//d//0cuLi5ka2tLLi4u9OGHH1J8fHwj7w6RTCajU6dO8a/Dw8M19iOTybS2oRpb/fk7duwYDRkyhOzt7aljx47k6elJoaGhVFlZ2eh4GAzGX5vk5GS6fv06JScnv+qhMBiMZ6Curo5KSkro7t27dPPmTZLL5RQXF0dXr16l9PR0ysvLE/wtr66upqKiIrp//z6lp6dTYmIixcXFUVxcHMnlckpMTKTbt2/T/fv36fHjx1RdXa21bxcXF9LR0VErFhYWRERkZGREJiYmFBcXx99z9OhRMjY2pjZt2vB169atIycnJ9LX1yeRSEQGBgbUqVMnOnz4sKC/qKgocnFxIUNDQxKJRKSnp0fW1tY0e/Zsqqio4HWZmZnk7OxMEomEJBIJOTs7U05OjqCt2NhYsrOzI7FYTLq6uuTh4UGlpaUCzfHjx0kmk5FIJCJ9fX0aMWIE1dbWCjTbt28nMzMzEolEZGRkRNOnT1ebp2XLlpFUKiWRSERSqZRWrFih1oaBgQGJxWLS0dEhU1NTwZqxurqaxo4dS7q6uiQSiUgsFpOhoSFZWlrSunXriEi47mzdujXp6+vzbWVnZ/N9TZ06le9LNYdmZmZ06dIlIlJfV5qZmZGOjg61bt2a8vPziYgoISGB9PT0SCQS8XNjbm5O58+fV3v2V8Art6uw8mIKR/TnPjLDcZwXgF+evFxBRMubcc83AP6l5XItgE+hTEoQCABEpDH6IsdxQwGEofEEBmr3cxynA+AStBwr1aD/EMB2aD8iWgtgKREFaxmn6k1s7vyUAmgsavMNAJOIKL4RzR+C47i2UBo8AcCG1L38XgR/7l92BoPBYDAYAICbN2/yWR0bxmtkMBh/Perq6lBaWsp7KJWXl4OIoKury3uwtWjRQpDwoa6uDhUVFbwnm+pf1fHK9u3ba8ycGRAQgPz8fEEYCkAZE87ExAR9+/ZFfn4+evbsKfBeWrZsGZKSkvhYsH5+foiPj8eKFSvg6OiIR48eIS4uDsbGxhg7diwAID4+Hh988AGcnJwwe/Zs2Nvbo6ysDCkpKdi7dy+CgoLQpUsXAMqg+ffv3+djys6fPx82NjbYs2cPAGXChsGDB8PMzAyBgYF49OgRZs+ejXfeeQerVysPEJWUlOD111+Hh4cH/P39cfv2bQQEBGDu3Lnw9fUFoPQkGzhwICZOnIjJkycjNjYWCxcuxJYtWzBs2DAAgFwux6hRo7BgwQK8/fbbOHXqFNauXSvw0jt//jxiY2Ph7OyMadOm4ZtvvsFbb73Fz1dxcTGmT5+OiRMnomvXrigqKkJgYCAUCgV+/vlntfdlx44duHDhAs6fP6/WloeHBzp27IhFixZBX18fO3fuxIEDB3D58mVYWlqisrISxcXFau9zVVUV/37l5OTAzc0NBw8eFGR7NzU1feqYbS+AF5ftgfFqedUWvaYKntJDrd59kwBcgNIbqxJAJoC9APo+ub4cjXio1WunJYCFUBrICgBUQ5kVMwbKo5HdtNzXAsBKAFeh9Dyra6w/AO0BbIDSmFUK5fHONAA7ADg3Mcan9VAbB+AbKBMcPARQ9eSZTkIZy03yEt5X5qHGYDAYDAZDI8xDjcH4e6NQKKioqIhycnLoxo0bvDfa9evXKTMzkx4+fKjVC62yspKKiooEJwbq4+/vT1OnTtXad58+fWjp0qVka2tLkZGRfP3SpUsFpxqcnJzowIEDWtupq6ujAQMG0NChQ9U8xOpriIhSUlJIJpORXC7nr8XFxZFMJqO0tDQiIjp37hxZW1vTgwcPeE1ERAS1a9eOiouLiYho9+7d5OTkJDjpsHHjRnJxceH7WrlyJfXv318wjgULFtDw4cP51z4+PjRhwgSBZvz48eTr66vxORqeRNBGfHw8yWQyunPnjqA+KSmJevXqRbm5uWptPXz4kGQyGcXExPB1JSUlJJPJ6OLFixr7KSgoIFtbWzp06BBfl52dTTKZjBITE5sc5yvgldtVWHkx5U8fgIaIfsUzWHSJ6Ds0EiuNlJ5cy5vRThGA4CflafovAbD0SWmOPhNAwNP0Ue/ep5ofIgqH8ngng8FgMBgMBoPBYLxURCIRTExMYGKizLumUCgEHmyqzJX6+voCDzaxWMxnH/0j2NjYYMqUKQgKCsLAgQM1xmizsLDA+fPn8c4772hMjJCUlITU1FRs3bpVa4w3VVwzuVwOqVQqiNHm6uoKqVSKuLg4dOzYEXK5HE5OTrCysuI1Xl5eqK6uRkJCAvr16we5XA53d3eBJ5+XlxeCgoKQk5MDW1tbyOVyeHp6Csbh5eWFsLAw1NTUQCKRIC4uDh9//LGaZufOnc2YPe2UlJSA4zg+rhmgzA47Y8YMBAUFaYzBa2pqCgcHBxw6dAjOzs7Q1dXFvn37YGFhwSdjaMihQ4dgYGDAx/etz4cffoiqqip06NABH3/8sUYNg/G8+Dtm+WQwGAwGg8FgMBgMxl8EsViMli1bwsbGBl26dEH37t1hZ2cHY2NjFBcX4/bt27h27Rpu3LiBnJwcFBUVoba2Vmt7kZGRsLe3F5SGR0ADAgKQk5OjNWj92rVrERsbi65du+Ltt99GYGAgYmNj+eu3bytz36mSCgBAQUGBoM/du3cDAPLy8jQeTzUzM+OTJ+Tl5cHCwkJw3cTEBBKJhM+eqkmjet2URqFQ8MH88/PzNWoaJnJ4GqqqqrB69WqMHj2aT6IAAIGBgejduzeGDh2q8T6O43DgwAEkJibCwcEBHTp0wI4dO7B//36BYa4+4eHhGD16NPT19fk6IyMjLF++HDt37sR3332H/v37w9fXlz8SymC8CP70HmoMBoPBYDAYDAaDwfjnIJFIYGpqClNTZSjr6upq3nutqKiIN/wYGRnx3mvGxsa8p5iHhwfWrFkjaLNhxmAzMzP4+vpi7dq1GDlypNoY3N3dERMTgytXriA2NhbR0dHYtWsX5s2bhzlz5vA6lRcaoPS2ioyMBAB4e3ujpqZGo04FEQnqNWka1jfUEKmHidamaaodbf03RU1NDXx9fVFXV4fg4P8d7Dpz5gyio6Nx9uxZrfcSET7//HOYm5sjIiIC+vr62L9/PyZPnoxTp04JPPYApbdfSkoKQkNDBfWtWrUSeN316NEDRUVF2LJlC8aMGfNMz8VgNAUzqDEYDAaDwWAwGAwG40+Lrq4uzMzMeC+vqqoq3sD28OFDPHjwABzHwcjICKWlpZBIJLC1tdV6FFOFj48P9uzZw3uSNUQikcDNzQ1ubm6YNWsWNmzYgJCQEMyaNQsdOnQAAKSlpaFr164AlEdZ27dvD0DpdafC0tKSP8Zan8LCQt5TzNLSEleuXBFcf/z4MWpqamBubs5rGnqRqdqt344mjVgs5g2UmrzRCgoK1LzWmkNNTQ18fHyQnZ2NH374QeCdFh0djaysLLXkMtOmTYObmxsOHz6MS5cuITIyEsnJyfy9wcHBiIqKwqFDhzBr1izBvd9//z26du2q9ThofVxdXbF///6nfiYGo7mwI58MBoPBYDAYDAaDwfjLoKenB3Nzc3To0AHdu3dH165dYWNjA4lEgoqKCjx+/BhXr15FSkoK7t+/j9LSUo2eXEZGRggICMDXX3+NkpKSJvt1dHSEQqFAZWUlunXrBnt7e2zdupXPPKoNV1dXFBcXIz4+nq+7cuUKiouL0bt3b15z69Yt5Obm8pqoqCjo6uryxiNXV1fExMQIPN+ioqJgZWUFGxsbXnPhwgVB/1FRUejRowef7bJ3794aNaqxNBeVMS0jIwMHDx7kDXYqZs2ahXPnzuHs2bN8AYAVK1bwR3ArKioAQM34qaOjozavZWVlOH78OCZMmNCs8SUmJqp5uDEYzxPmocZgMBgMBoPBYDAYjL8s+vr60NfXh4WFBR8vTE9PD48ePcKdO3dQW1sLiUQCa2tr1NTUoKqqij/iOGnSJOzcuRMRERGCpAFjxozBqFGj0KNHD5iamiIlJQXBwcHo168f70kVEhKCcePGYeTIkfDz84ODgwNqamoQExODhw8fQiQSAQAcHBwwcOBAzJs3D19++SUAYMGCBRg8eDAfg83T0xOOjo7w8/PDsmXLUFRUhBUrVmDixIl8f6NHj8b69evh7++P2bNnIyMjA6GhoZgzZw5/XHPKlCn49ttvsXz5ckycOBFyuRxhYWHYsmUL/2zTpk3D6NGjsXnzZgwdOhSnT5/GxYsXERERwWvKysqQmZnJv87OzkZSUhJatmwJa2trKBQKTJ8+HdevX8e+fftQW1vLe72ZmppCIpHA0tJSYyICa2tr2NraAlAaAE1MTODv74+5c+dCX18f33//PXJycvDmm28K7vvxxx+hUCjg7e2t1ubBgwchkUjQrVs36Ojo4MyZM/jPf/6DxYsXN+M3iMF4Rl51mlFW/pkFQFsA9KS0fUn9MhgMBoPB+AuQmppKycnJlJqa+qqHwmAw/mK4uLiQjo4OXziOI47jyMzMjFJSUkhfX5+MjY3p+++/p9TUVMrNzaUffviBjI2NqU2bNnw769atIycnJ9LX1yeRSEQGBgbUqVMnOnz4sKC/qKgocnFxIUNDQxKJRKSnp0fW1tY0e/Zsqqio4HWZmZnk7OxMEomEJBIJOTs7U05OjqCt2NhYsrOzI7FYTLq6uuTh4UGlpaUCzfHjx0kmk5FIJCJ9fX0aMWIE1dbWCjTbt28nMzMzEolEZGRkRNOnT1ebp2XLlpFUKiWRSERSqZRWrFih1oaBgQGJxWLS0dEhU1NTkslk5O/vT0RE6enpZGxsTLq6uiQSiUgsFpOhoSFZWlrSpUuX1Pqrq6ujCRMmkI6ODq1cuZKvz87OpkmTJlGrVq1IIpGQvr4+de7cmU6fPi24f8mSJWRhYUHGxsb0xhtvqLV/4MAB6t+/P5mbm5O+vj7p6+uTnZ0dff3112raV8Ar//7Nyosp7Mgng8FgMBgMBuNPhb29PTp16gR7e/tXPRQGg/EXw9PTE+PGjcP9+/dx//59PHjwAA8ePEB6ejocHBzQrVs3tGrVCt999x3q6upw9+5deHp6Ys6cOXB3d+fbyczMhLm5OU6cOIGMjAzExMRg/vz5UCgUvCY+Ph7Tpk1D27ZtERERgdTUVMTFxSE0NBRZWVl8JlAAWLRoEczNzXH58mVcvnwZ5ubmAu+p2tpaLFiwAL169UJ8fDwiIyNRXl6OoKAgXlNSUoLFixdj5MiRSExMxOHDh3Hz5k3s2LGD12RnZ2PNmjWYOXMmkpOTsWPHDpw+fRo//fQTr5HL5fjmm2+watUq3Lx5E6tWrcKuXbsEMdzs7e0RGBiIY8eOwcrKCvv378e9e/ewYcMGAIC5uTneeecdHDp0CLdu3UJMTAwGDhyInj17wsPDQ+192blzJziOg5WVleBoaVpaGszNzXHkyBGkpqbi2LFjEIvFiImJEdxPRFizZg3+9a9/aXzfx44diwEDBqBTp044duwYbt26hR9//BE9e/bUqGcwnguv2qLHyj+zgHmoMRgMBoPBYDAYjOeMv78/TZ06Vev1Pn360NKlS8nW1pYiIyOprq6OiIiWLl1K3t7evM7JyYkOHDigtZ26ujoaMGAADR06VM1DrL6GiCglJYVkMhnJ5XL+WlxcHMlkMkpLSyMionPnzpG1tTU9ePCA10RERFC7du2ouLiYiIh2795NTk5OVFVVxWs2btxILi4ufF8rV66k/v37C8axYMECGj58OP/ax8eHJkyYINCMHz+efH19NT6HTCajU6dOaZ0LFfHx8SSTyejOnTuC+qSkJOrVqxfl5uY2q63NmzeTm5ubxmvr1q3T6KGWkpJCNjY2/Hz+yXjl379ZeTGFeagxGAwGg8FgMBgMBuMfg42NDaZMmYKgoCAQqScrAJSZMM+fP4/S0lKN15OSkpCamooZM2ZozSaqimsml8shlUoFMdpcXV0hlUoRFxfHa5ycnARB9L28vFBdXY2EhARe4+7uDl1dXYEmNzcXOTk5vMbT01MwDi8vL1y7do1PZhAXF6dRoxrLs1JSUgKO4yCVSvm6iooKzJgxA0FBQRrjqWlrp2XLlk/V99mzZ2Fra4uzZ8/Czc0Nffv2xaeffoqioqKnaofBeBqYQY3BYDAYDAaDwWAwGH8bIiMjYW9vLyiqrJIqAgICkJOTgyNHjmhsY+3atYiNjUXXrl3x9ttvIzAwELGxsfx11XFOVVIBACgoKBD0uXv3bgBAXl4ezMzM1PowMzPjA/nn5eXBwsJCcN3ExAQSiQT5+flaNarXTWkUCgUKCwt5rSaNaizPQlVVFVavXo3Ro0fzSRQAIDAwEL1798bQoUOb1U5mZia++eYbTJky5an6z8rKwp07d3DixAmEhoZiw4YNSEhIwPTp05+qHQbjaWBZPhkMBoPBYDAYfyru3r2L2tpaiEQiWFtbv+rhMBiMvxgeHh5Ys2aNoK6hx5OZmRl8fX2xdu1ajBw5Uq0Nd3d3xMTE4MqVK4iNjUV0dDR27dqFefPmYc6cObxO5YUGKLNbRkZGAgC8vb15j7CGOhVEJKjXpGlY31CjycNOm6apdrT13xQ1NTXw9fVFXV0dgoOD+fozZ84gOjoaZ8+ebVY7ubm5mDBhAoYPH44JEyY81Rjq6upQXV2N0NBQ2NnZAQDWr1+PoUOHIj09XWD4ZDCeF8xDjcFgNEpAQADatGmjVlR/5Pr27Ys2bdpALpcL7lu2bBnGjBnDvy4vL8eqVavg7u6O9u3bo1u3bhgzZozaH9jMzEzMmTMHvXv3Rrt27dCzZ0+MHTsWR44cEQSBffz4Mfz8/ODk5AQnJyf4+fmhuLhY0Nbdu3fx4YcfomPHjujatSuWLFkiWNgAQHJyMry9vdGhQwf07NkT69evV1uYXL58GUOHDkX79u3h7u6OvXv3qs3TTz/9BE9PT7Rr1w6enp44deqU4PrGjRvx9ttvw8HBAc7OzvjXv/6F9PR0rfO+YMECtGnTBjt37lSrf+2119ChQwd069YNU6dORVpamsY2qqur8eabb6JNmzZISkoSXFu6dCmGDh2Kdu3aqaUkb0hmZiYcHBzQqVOnRnUMBoPxvCgpKUFxcTFKSkpe9VAYDMZfEENDQ7Rv315QNB0h9PHxQWVlJe9J1hCJRAI3NzfMmjUL4eHhmD9/PjZs2ICamhp06NABAATrMJFIxPcnFv/Pd8XS0hIFBQVq7RcWFvKeYpaWlmoeYo8fP0ZNTQ3Mzc21alTtNtZOQUEBxGIxTE1Nea0mTUOvteZQU1MDHx8fZGdn48CBAwLvtOjoaGRlZaFTp06wsbGBjY0NAGDatGmC7wmA0pg2ZswY9O7dG2vXrn3qcVhZWUEsFvPGNABwcHAAoPxOwGC8CJhBjcFgNMnAgQNx9epVQdm6dSt/XU9PD6tXr260jc8++ww///wzVq9ejYsXL2L//v0YNmwYHj16xGvi4+MxZMgQpKWlITg4GL/++iv27duHcePGYe/evUhJSeG1M2fORFJSEvbv34/9+/cjKSkJfn5+/PXa2lpMnjwZ5eXlOHbsGLZt24affvoJy5cv5zUlJSUYN24crKyscOrUKaxevRrbtm3D9u3beU12djYmTZoENzc3nD17FrNnz8bSpUvVMiX5+vrivffew7lz5/Dee+/Bx8dHkCnp8uXLmDp1Kk6cOIEDBw6gtrYW48aNQ3l5udpc/fzzz7hy5YoghoaK7t27IyQkBBcuXEBYWBiICOPGjUNtba2aduXKlWjdurXG90N1n6Yd2frU1NRgxowZcHNza1THYDAYDAaD8VfDyMgIAQEB+Prrr5tlwHd0dIRCoUBlZSW6desGe3t7bN26FXV1dY3e5+rqiuLiYsTHx/N1V65cQXFxMZ/x0tXVFbdu3UJubi6viYqKgq6uLrp3785rYmJiBBvEUVFRsLKy4o1Vrq6uuHDhgqD/qKgo9OjRAxKJBADQu3dvjZr62Tebg8qYlpGRgYMHD/IGOxWzZs3CuXPncPbsWb4AwIoVKwRHcB88eABvb284OzsjJCREa0y6xujTpw8UCgUyMzP5OtWx3LZt2z51ewxGs3jVWRFY+WcWsCyffxmeNlOSCpYpSXumJCKigoICkslkdPnyZUH9/fv3qWfPnnTz5k3q06cP7dixQ2sbREQ3btwgmUxGGRkZgvpz585R//796datWySTySgxMVHj/doyJalYuXIlzZo1i8LDw8nJyanRsTAYDMbzIjk5ma5fv07JycmveigMBuMvhr+/P02YMIFyc3MF5eHDh0REauur6upqeu2116h9+/aCtau3tzft3buXrl27RtnZ2RQZGUmvv/46vf/++7wmLi6O7O3tafjw4XT69Gm6ffs23bp1i/bs2UN2dnb0n//8h9dOmDCBBg0aRHFxcRQXF0eDBg2iKVOm8NcVCgUNHDiQ3n//fbp+/TpdvHiRevXqRYsWLeI1jx8/pu7du9OMGTMoOTmZTp48SY6OjrR161Zek5WVRXZ2dhQYGEgpKSkUFhZGtra2dOLECV4TGxtLbdu2pU2bNlFqaipt2rSJbGxsBGvr0tJSSkxMpMTERJLJZLR9+3ZKTEzkM3jW1NTQhx9+SL169aKkpCTBXFdXV2t9fxpm+Xzw4AG99tpr9P7779P9+/cF7dQnIyODEhMTacGCBdSvXz9+bKq+amtraciQITR69Gi6fv06Xbt2jYYNG0YffPCB1rG8RF75929WXkx55QNg5Z9ZmEHtr0NzDGo7duygJUuW0KBBg3hjWEOD2uuvv04+Pj5UUlKisZ3r16+TTCajiIiIJscUFham0bjj5ORE4eHhRET05Zdf0qBBgwTXi4qKSCaTUXR0NBER+fn50YcffqhxHFlZWURENGrUKFqyZIlAc/LkSbKxseH/gLu6utL27dsFmu3bt1Pv3r21PkNGRgbJZDLBl8Xa2lp67733aOfOnUSkvuBrSFlZGS1btozc3NwEC5e8vDzq2bMnXb16lbKzs5/ZoHbx4kVyc3Oj4uJiZlBjMBgvFWZQYzAYz4qLiwvp6OioFQsLCyIiMjIyIhMTE4qLi+PvOXr0KBkbG1ObNm34unXr1pGTkxPp6+uTSCQiAwMD6tSpEx0+fFjQX1RUFLm4uJChoSGJRCLS09Mja2trmj17NlVUVPC6zMxMcnZ2JolEQhKJhJydnSknJ0fQVmxsLNnZ2ZFYLCZdXV3y8PCg0tJSgeb48eMkk8lIJBKRvr4+jRgxQm0zevv27WRmZkYikYiMjIxo+vTpavO0bNkykkqlJBKJSCqV0ooVK9TaMDAwILFYTDo6OmRqakoymYz8/f2JiCg7O5ssLS3J0NCQxGIxPx4LCwu6dOkSr5HJZIKio6NDrVq1oh9//JGIiMLDw0kmk1GrVq1IT0+PRCIRicViMjAw4MdSWFhIbdu25fsRi8VkZGREVlZWlJ2dTUREly5dorFjx1KrVq1ILBaTsbExDR8+nB49eqT27K+AV/79m5UXU9iRTwaD0SQsU9LzzZRERAgMDETfvn0Fcck2b94MkUiEjz76SON9Knbv3s3PyS+//ILw8HDehZ+IEBAQgClTpqBHjx6NttMYjx49QkBAADZs2CCIhcFgMBgMBoPxZ8bT0xPjxo3D/fv3BSU1NRUA0KVLF5iamgrClYwaNQpz5syBu7s7X5eZmQlzc3OcOHECGRkZiImJwfz58wUxfePj4zFt2jS0bdsWERERSE1NRVxcHEJDQ5GVlcWvbwFg0aJFMDc3x+XLl3H58mWYm5tj8eLF/PXa2losWLAAvXr1Qnx8PCIjI1FeXo6goCBeU1JSgsWLF2PkyJFITEzE4cOHcfPmTezYsYPXZGdnY82aNZg5cyaSk5OxY8cOnD59Wi1cyTfffINVq1bh5s2bWLVqFXbt2iUIV2Jvb4/AwEAcO3YMVlZW2L9/P+7du4cNGzYAUB6j7Nu3L4YMGYLY2FjcunULfn5+aNeuHVxcXAAAbdq0UQsbs3btWpiammLQoEEAgA8++AA7d+6EpaUlduzYgZSUFNy8eRMHDx7kx6Kjo4NVq1YhLi4OmZmZ+OWXX9CzZ094e3vzR13j4uLg6uqK06dPIzU1FRs2bEB8fLzg+waD8bxhWT4ZDEaTsExJzzdT0uLFi5GcnIxjx47xdQkJCdi1axfOnDnTZIYlb29veHp6Ijc3F1u3boWPjw9+/PFH6Onp4ZtvvkFJSYkgntyzMG/ePIwePVqwsGQwGAwGg8H4K6CrqwtLS0ut1ydPnow9e/bg3LlzeOONNzRqzp49iy+++IK/bmNjw8cyA/63iWlnZ4djx44J4n5169YN3t7e/JoxNTUVv/zyC06cOIFevXoBUG42jxgxgs9AGRUVhZSUFMjlcj6O7vLly+Hv74/PP/8cLVq0wJEjR1BVVYWvv/4aurq66NSpE27fvo3t27fDx8cHHMdh7969sLa2xhdffAFAGZj/2rVr2LZtG4YNGwYA2LlzJwYMGMCvF/38/HD58mXs3LmTj5M8aNAg3uiliYyMDMjlcvzyyy9wcnICAAQHB8PZ2RkRERGYMGECRCKR2vtw6tQpvPvuuzAyMgIAKBQKLF26FMuWLcP48eN5Xf1NdhMTE3z44Yf867Zt22Lq1KnYsmULXzd79mxBPx999BF+/fVXnDx5EoMHD9b6HAzGH4F5qDEYjCZhmZKeX6akxYsX4/Tp0/jhhx8gk8n4+t9//x0FBQXo3bs3nwXpzp07WLFiBfr27StoQyqVokOHDnB3d8euXbuQlpbGZxWNjo7GlStX0L59e9jY2MDDwwMA8NZbb8Hf319tPNq4dOkStm3bxo/l008/RXFxMWxsbBAeHt7sdhgMBoPBYDD+bNjY2GDKlCkICgrSmlDAwsIC58+fR2lpqcbrSUlJSE1NxYwZM7QG0VdtksrlckilUt6YBiiTB0ilUsTFxfEaJycnQVIqLy8vVFdXIyEhgde4u7tDV1dXoMnNzUVOTg6v8fT0FIzDy8sL165d4zen4+LiNGpUY2kOVVVVAJTJyVSIRCLo6uriv//9r8Z7EhISkJSUhAkTJvB1169fx4MHD6Cjo4PBgwfDxcUFEydOxK1bt7T2nZubi5MnT+K1115rdIzFxcVqiRIYjOcJM6gxGIznBsuUJNTUz5RERFi8eDFOnjyJH374Aba2tgK9KkNo/SxIVlZWmDFjBsLCwhqdDyLiFzWrVq1CZGQk38Z3330HANi2bRs+//zzRtupz/HjxwVjmT9/PoyNjXH27Fm8/fbbzW6HwWAwGAwG42XDwpU833AlmrC3t0fbtm0RHBzMb1pv2rQJeXl5gvV3fcLCwuDg4CBYI2dnZwMA1q1bh4CAAOzduxcmJibw9vZGUVGR4P4ZM2bAzs4OPXv2hLGxMb766iut4ztx4gSuXr2KDz74oNnPxGA8LcygxmAwmqS6uhp5eXmCovqD3JBJkyZBKpUiIiJCUD9mzBjs27cPCQkJyMnJwblz5xAcHIx+/fqhRYsW4DgOISEhSE9Px8iRI3HmzBlkZGQgJSUFe/fuxcOHDyESiQAoXdcHDhyIefPmQS6XQy6XY/78+Rg8eDC/qPH09ISjoyP8/PyQmJiI6OhorFixAhMnTuRjgo0ePRp6enrw9/fHzZs3cerUKYSGhvIu8wAwZcoU3LlzB8uXL0dqairCw8MRFhYGX19f/tmmTZuGqKgobN68GWlpadi8eTMuXryI6dOn85pFixbh8OHD2LJlC4yMjPh5rKysBKA83tqpUydBkUgksLS05J8pKysLGzduREJCAu7evQu5XI6PP/4Y+vr6/HEEa2trQRt2dnYAgPbt2ws84jIzM5GUlMSPISkpCUlJSbxx0cHBQdBO69atoaOjg06dOsHExOQZfosYDAaDwWAwXg4eHh6IjIwUlH/9618CTf1wJfU3V1WowpUcPHgQw4YNw61btzBq1Cg1w5ymcCWRkZGQSqV/m3AlmpBIJNi1axfS09PRuXNn2NnZ4bfffsOgQYP4NXt9KisrcfToUcGxTgD8Rrq/vz+GDRuG7t27Y8OGDeA4DsePHxdoV6xYgTNnzuDbb79FVlYWli9frnFsv/32GwICArBu3Tr+OCqD8UJ41VkRWPlnFrAsn38ZWKak55MpyczMTGOmJFVW0urqalq5ciUNHDiQ7OzsyMXFhSwtLWndunV8Gw8ePCAPDw+SSqUkFotJIpHQtGnTKC0tTdBXeno6ffjhh9SlSxfq0KED6enp0d69ewWat99+mwwMDPhMScbGxtS6dWs+U9K6desEGZlMTU1JJBKRnZ2d2rMzGAzG8+b+/ft0584dun///qseCoPB+IvR3Az1RESlpaXUvXt32rFjh1qGek2EhISQra0tVVdXU0JCQqMZ6uv381fPUC+TyejUqVMarxERPX78mAoKCoiI6J133qGFCxeqaQ4dOkS2tra8TkV0dDTJZDL6/fffBfXvvPMOBQcHa+3z999/J5lMRg8ePBDU//bbb2Rvb0/79u3Teu8r4JV//2blxRTmocZgMBqFZUp6PpmSDh48qDFTksoNvaKiAtevX0dAQADOnDmDXbt2oU+fPjh79izfhpWVFaZOnYrVq1cjJCQE5ubm+OqrrwRHDQCll2BtbS1++OEHnDt3DnPnzsXy5ct5N/7a2lpUVlZi2LBhuHr1Ks6fPw97e3v83//9H3/U1dfXV5CR6ebNm3j99dcxYsSIZv3eMBgMxh+hdevWsLa2RuvWrV/1UBgMxt8YFq5EqKl/FPNpkEqlMDMzQ0ZGBq5du4ahQ4eqacLCwjBkyBC1o6/du3eHrq4u0tPT+bqamhrk5OSgbdu2WvskUnrdVVdX83W//fYbJk+ejEWLFmHSpEnP9CwMxlPxqi16rPwzC5iH2l+G5uzyLV26lGxtbSkyMpKvb7jL5+TkRAcOHNDaTl1dHQ0YMICGDh2q5iFWX0NElJKSQjKZjORyOX8tLi6OZDIZ76117tw5sra2FuxaRUREULt27ai4uJiIiHbv3k1OTk5UVVXFazZu3EguLi58XytXrqT+/fsLxrFgwQIaPnw4/9rHx4cmTJgg0IwfP558fX01PkdTu3wq4uPjSSaT0Z07d9SuXbp0iWQyGT1+/FhQ//DhQ5LJZBQTE8PXlZSUkEwmo4sXLxJR8+amIUlJSWrtMhgMBoPBYPzZ8Pf3pwkTJlBubq6gPHz4kIiEnmNEylMCr732GrVv316wdvX29qa9e/fStWvXKDs7myIjI+n111+n999/n9fExcWRvb09DR8+nE6fPk23b9+mW7du0Z49e8jOzo7+85//8NoJEybQoEGDKC4ujuLi4mjQoEE0ZcoU/rpCoaCBAwfS+++/T9evX6eLFy9Sr169aNGiRbzm8ePH1L17d5oxYwYlJyfTyZMnydHRkbZu3cprsrKyyM7OjgIDAyklJYXCwsLI1taWTpw4wWtiY2Opbdu2tGnTJkpNTaVNmzaRjY2NYG1dWlpKiYmJlJiYSDKZjLZv306JiYmCdemPP/5Ily5doszMTPr555+pT58+9NFHH6m9JxkZGdSmTRs6f/68xvds6dKl1LNnT/r1118pLS2N5s6dS87OzlRUVERERJGRkRQeHk7Jycn8e+Hl5UXvvvsu38alS5fIzs6OgoKCBO/7o0ePNPb5knnl379ZeTGFeagxGIw/DMuU9MczJWmipKQEHMdBKpU2+x5TU1M4ODjg0KFDKC8vh0KhwL59+2BhYcHvbjZnbhry/fffw87ODm5ubn/omRgMBoPBYDBeNL/88gtcXFwEZeTIkRq1EokECxYs4BM8qfDy8sLBgwcxbtw4DBgwAEuWLIGXlxe2b9/Oa1xdXXH69Gl07NgRCxcuhKenJ959911ERERgxYoVmDJlCq/dvHkzOnfujPHjx2P8+PHo3LkzNm7cyF8XiUTYt28f9PX18e677+Ljjz/GW2+9hcDAQF4jlUoRHh6O+/fv46233sLChQvx8ccfw8fHh9fY2triu+++w2+//YY333wTISEhWLlyJYYNG8Zrevfuja1btyI8PBxvvPEGDhw4gG3btgnW1teuXcPgwYMxePBgAMDy5csxePBgrF27ltfk5eXBz8+Pn5/33nsPW7duVZvjsLAwtG7dWm29rGLp0qUYNWoU/Pz88Pbbb+POnTs4dOgQH7dXX18f3333HUaNGoUBAwZg2bJlePPNN7Fv3z6+jYMHD6KiogIbN24UvO8fffSRxj4ZjOeB+FUPgMFg/PlRZUqqzyeffII5c+bwrwMCAnDgwAEcOXIE7733nloba9euxSeffIKuXbuiS5cu6Nu3L4YPH44+ffoA0J4pqf6x0SVLlmDq1KnPNVOSyj1eRf1MSba2tk1mSrKysnoumZIaUlVVhdWrV2P06NF8EoXmwHEcDhw4gKlTp8LBwQE6OjowNzfH/v37ecNcc+amPtXV1Thy5Aj8/Pye+XkYDAaDwWAwXgYbNmzAhg0btF7/73//q1Y3atQojBo1SlDn5+fXrLWPnZ1do/2paNmyJTZt2tSoxtraGnv37m1U07lzZxw9erRRzWuvvYYzZ840qhk+fDiGDx+u9bqHhwfu3bvXaBsfffRRswxWCxcuxMKFC7Vel0gkWLZsGZYtW6bxer9+/dQSFDSkqfedwXgRMIMag8FoEg8PD6xZs0ZQ17JlS8Hr+pmSNO0AqjIlXblyBbGxsYiOjsauXbswb948gWFOU6YkAPD29v5bZ0qqT01NDXx9fVFXV4fg4OCnupeI8Pnnn8Pc3BwRERHQ19fH/v37MXnyZJw6dYr3SmvO3Kg4efIkysrKNBpKGQwG40WQkpIChUIBsVgMR0fHVz0cBoPBYDAYDDXYkU8Gg9EkhoaGaN++vaA0NKgBgI+PDyorK7F7926N7UgkEri5uWHWrFkIDw/H/PnzsWHDBtTU1KBDhw4AgLS0NF4vEon4/sTi/9n/LS0tUVBQoNZ+YWEh73llaWmp5iH2+PFj1NTUwNzcXKtG1W5j7RQUFEAsFsPU1JTXatI09AJrDjU1NfDx8UF2djYOHDjwVN5pAHDp0iVERkZi69at6NOnD5ydnREcHAx9fX0cOnRI6zM1nJv67N+/H2+++SYsLS2f+nkYDAbjWairq+MLg8FgMBgMxp8RZlBjMBjPDZYpSah52kxJKmNaRkYGDh48yBvsnoaKigoAUItDp6Ojw89rc+ZGRXZ2Ni5duoTx48c/9VgYDAaDwWAwGAwG4+8KM6gxGIwmqa6uRl5enqAUFhZq1E6aNAlSqRQRERGC+jFjxmDfvn1ISEhATk4Ozp07h+DgYPTr1w8tWrQAx3EICQlBeno6Ro4ciTNnziAjIwMpKSnYu3cvHj58CJFIBABwcHDAwIEDMW/ePMjlcsjlcsyfPx+DBw/mY7B5enrC0dERfn5+SExMRHR0NFasWIGJEyfyXl+jR4+Gnp4e/P39cfPmTZw6dQqhoaHw8fHhjz5OmTIFd+7cwfLly5Gamorw8HCEhYXB19eXf7Zp06YhKioKmzdvRlpaGjZv3oyLFy9i+vTpvKasrAxJSUlISkoCoDRUJSUl4e7duwAAhUKB6dOn49q1a9i8eTNqa2v5ua5v8MvLy0NSUhIyMzMBAMnJyUhKSkJRUREApbHMxMQE/v7+uHHjBm7fvo2VK1ciJycHb775ZrPnRkV4eDgsLS0xaNCg5v2yMBgMBoPBYDAYDMY/gVedZpSVf2YB0BYAPSltX1K/jGfAxcWFdHR01IqFhQURERkZGZGJiQnFxcXx9xw9epSMjY2pTZs2fN26devIycmJ9PX1SSQSkYGBAXXq1IkOHz4s6C8qKopcXFzI0NCQRCIR6enpkbW1Nc2ePZsqKip4XWZmJjk7O5NEIiGJRELOzs6Uk5MjaCs2Npbs7OxILBaTrq4ueXh4UGlpqUBz/PhxkslkJBKJSF9fn0aMGEG1tbUCzfbt28nMzIxEIhEZGRnR9OnT1eZp2bJlJJVKSSQSkVQqpRUrVqi1YWBgQGKxmHR0dMjU1JRkMhn5+/sTEVF2djZZWlqSoaEhicVifjwWFhZ06dIlwTyam5vz86jS7d27l9cMHz6cTE1NSSKRkK6uLrVv354OHTrEX09KSqLJkydTq1atSCwWk4GBAb3zzjtUVVUlGPPRo0epRYsWZGpqSr1796bNmzerPTeDwWC8CJKTk+n69euUnJz8qofCYDDq4e/vTzKZTK2MHz+eiIj69OlDMplMsC4kIlq6dCl5e3vzr8vKymjlypXk5uZG7dq1o65du5K3tzedOXNGcF9GRgYFBASQq6sr2drakouLC73//vt0+PBhqqmp4XVFRUU0a9YscnR0JEdHR5o1axY9fvxY0NadO3doypQpZGdnR126dKHFixdTdXW1QHPjxg0aPXo0tW/fnlxcXOirr76iuro6gea3336jIUOGULt27cjNzY327NmjNk8nTpygAQMGkK2tLQ0YMIBOnjwpuH758mWaMmUKubi4kEwmo1OnTgmuV1dX08qVK2ngwIFkZ2dHLi4u5OfnRw8ePBDovL291d4LHx8fgWbDhg00fPhw6tChAzk5OamNtT6FhYXUs2dPkslkavP3yy+/0LBhw8je3p66du1KH330EWVlZTXaHoPnlX//ZuXFFOahxmAwGsXT0xPjxo3D/fv3BSU1NRUA0KVLF5iammL16tX8PaNGjcKcOXMEGTozMzNhbm6OEydOICMjAzExMZg/fz4UCgWviY+Px7Rp09C2bVtEREQgNTUVcXFxCA0NRVZWFp8JFAAWLVoEc3NzXL58GZcvX4a5uTkWL17MX6+trcWCBQvQq1cvxMfHIzIyEuXl5QgKCuI1JSUlWLx4MUaOHInExEQcPnwYN2/exI4dO3hNdnY21qxZg5kzZyI5ORk7duzA6dOn8dNPP/EauVyOb775BqtWrcLNmzexatUq7Nq1C1euXOE19vb2CAwMxLFjx2BlZYX9+/fj3r17fDaitm3bom/fvhgyZAhiY2Nx69Yt+Pn5oV27dnBxceHb8fLyQqtWrbB27VokJSUhNTUVhw4dwgcffMBrRowYgbNnz+L27du4dOkSunXrhj179vDXExISYGtrixMnTiAtLQ379u1DcnIyvv/+e15z/vx5zJ49G5s2bUJ8fDyCg4OxY8cOfPvtt038xjAYDAaDwfg7M3DgQFy9elVQtm7dyl/X09MTrAs18dlnn+Hnn3/G6tWrcfHiRezfvx/Dhg3Do0ePeE18fDyGDBmCtLQ0BAcH49dff8W+ffswbtw47N27FykpKbx25syZSEpKwv79+7F//34kJSUJMnTW1tZi8uTJKC8vx7Fjx7Bt2zb89NNPWL58Oa8pKSnBuHHjYGVlhVOnTmH16tXYtm0btm/fzmuys7MxadIkuLm54ezZs5g9ezaWLl2qti709fXFe++9h3PnzuG9996Dj4+PYF1YXl6OLl26aJ2niooKXL9+HQEBAThz5gx27dqF27dv48MPP1TTTpw4UfBefPnll4LrNTU1GDFihMZ7GzJ37lx06dJFrT4rKwtTp05Fv379cPbsWYSFhaGwsLBZGT4ZjL81r9qix8o/s4B5qP1l8Pf3p6lTp2q93qdPH1q6dCnZ2tpSZGQkX99wJ9LJyYkOHDigtZ26ujoaMGAADR06VM1DrL6GiCglJYVkMhnJ5XL+WlxcHMlkMkpLSyMionPnzpG1tbVgJy8iIoLatWtHxcXFRES0e/ducnJyEnhmbdy4kVxcXPi+Vq5cSf379xeMY8GCBTR8+HD+tY+PD02YMEGgGT9+PPn6+mp8Dk07kenp6SSTyejmzZt8nUKhoM6dO9P333/P173zzju0cOFCKioqUtsx1cbp06epTZs2aruw9Vm4cCG99957/OsZM2aoeeLt2LGDevXq1ex+GQwG41lhHmoMxp8Tti58OetCTcTHx5NMJqM7d+7wdd7e3rR06dIm7yUiCg8Pb9RDbffu3eTt7U0XL15U81A7fvw42djYCN6LM2fONLm+ZPC88u/frLyYwjzUGAzGH8bGxgZTpkxBUFCQ1oQCFhYWOH/+PEpLSzVeV3lbzZgxQy2gvgpVXDO5XA6pVIpevXrx11xdXSGVShEXF8drnJycYGVlxWu8vLxQXV2NhIQEXuPu7g5dXV2BJjc3Fzk5ObzG09NTMA4vLy9cu3aNj20WFxenUaMaS3OoqqoCoNzVVSESiaCrq4v//ve/AJSZQ+Pj42FsbIwRI0bAyckJw4YNw+XLl7W2W1RUhCNHjqB37958EgVNFBcXCzK3VldXC8YCAPr6+rh//z7u3LnT7OdiMBgMBoPxz4KtC//4ulATJSUl4DgOUqlUUH/kyBF07doVXl5e+OKLL7TOaWOkpKQgJCQEoaGhGue7R48e0NHRwYEDB1BbW4vi4mL88MMP8PT0bHR9yWD83WEGNQaD0SSRkZGwt7cXlJCQEIEmICAAOTk5OHLkiMY21q5di9jYWHTt2hVvv/02AgMDERsby19XHedUJRUAlAak+n3u3r0bgDIwv5mZmVofZmZmyMvL4zUWFhaC6yYmJpBIJMjPz9eqUb1uSqNQKPjEDPn5+Ro1qrE0B3t7e7Rt2xbBwcF4/PgxampqsGnTJuTl5fHZOLOysgAA3333HT766COEhobC2toa3t7eiI6O5jN8AsCqVavQsWNHdOnSBXfv3uXnThNyuRzHjx/H5MmT+TovLy+cPHkS0dHRqKurw+3bt7Fz505+ThgMBoPBYPwzYevCF78ubEhVVRVWr16N0aNHCxJIeXt7Y+vWrTh8+DDmzJmDn3766amPYVZXV2PGjBlYunQprK2tNWpsbGwQHh6O4OBgtG/fHp06dcK9e/ewbdu2Z34mBuPvgPhVD4DBYPz58fDwwJo1awR19b2ZAOWixdfXF2vXrsXIkSPV2nB3d0dMTAyuXLmC2NhYREdHY9euXZg3bx7mzJnD61S7jQBgamqKyMhIAMoFQ/1sl/V1KohIUK9J07C+oYaIGtXX1zTVjrb+NSGRSLBr1y7MnTsXnTt3hkgkQv/+/QXZNVX9Tp48mY+D8cYbbyA5ORkHDx6EgYEBWrRoAQsLC8yYMQMTJkzAnTt38NVXX2H27NnYu3ev2phu3bqFqVOnYs6cORgwYABfP3HiRGRmZmLy5MlQKBQwNjbGtGnT8NVXX2ndKWYwGAwGg/H3h60LX/y6sD41NTXw9fVFXV0dgoODBdcmTpzI/9ypUyd06NABb731Fq5fvw5nZ+dmtR8UFAQHBweMGTNGqyYvLw+ffvopxo4di1GjRqG0tBRr167FtGnTcODAgWd+Ngbjrw77VsRgMJrE0NAQ7du3F5SGCycA8PHxQWVlpVZvKIlEAjc3N8yaNQvh4eGYP38+NmzYgJqaGnTo0AEAkJaWxutFIhHfn1j8P/u/paUlCgoK1NovLCzkdwQtLS3VdgJVnl/m5uZaNap2G2unoKAAYrEYpqamvFaTpuHuZFN0794dkZGRuHnzJq5evYr9+/fj0aNHsLW15ccCAI6Ojvw9EokEXbt2hUKhgJ2dHYgIt2/fxr1792BoaAgPDw9s27YN586dEwTDBZTu/e+//z4mTpyIgIAAwTWO47BkyRKkpaUhNjYWCQkJ6NmzJwDlLiWDwWC8SNq0aQMbGxu0adPmVQ+FwWA0gK0LX866EFAa03x8fJCdnY0DBw4IvNM04ezsDIlEgoyMjGb3ER0djRMnTsDGxgY2NjYYO3YsAKBr165Yt24dAGD37t1o0aIFlixZgm7dusHd3R2bNm1CdHS02vqSwfgnwQxqDAbjuWFkZISAgAB8/fXXKCkpaVLv6OgIhUKByspKdOvWDfb29ti6davWeBsqXF1dUVxcjPj4eL7uypUrKC4uRu/evXnNrVu3+OOSABAVFQVdXV10796d18TExAh2OKOiomBlZcUbjVxdXXHhwgVB/1FRUejRowcfM6J3794aNaqxPC1SqRRmZmbIyMjAtWvXMHToUABKQ5aVlRXS09MF+vT0dNjY2MDU1BROTk7o3LkzpFIp7t+/j4SEBGRnZ4OI+DhtgNIz7b333sPYsWPx+eefax2LSCRC69atIZFIEBERAVdXV37hyWAwGC8KqVQKExMTtVhBDAbjrwNbFwo1T7suVBnTMjIycPDgQd5g1xi3bt1CTU0NvwnbHHbt2oXIyEicPXsWZ8+exVdffQUAiIiIwNSpUwEos46KRCLBfaoTC5q8+BiMfwrMoMZgMJqkuroaeXl5gqKKE9GQSZMmQSqVIiIiQlA/ZswY7Nu3DwkJCcjJycG5c+cQHByMfv36oUWLFuA4DiEhIUhPT8fIkSNx5swZZGRkICUlBXv37sXDhw/5P+QODg4YOHAg5s2bB7lcDrlcjvnz52Pw4MF8rA1PT084OjrCz88PiYmJiI6OxooVKzBx4kR+d2/06NHQ09ODv78/bt68iVOnTiE0NBQ+Pj686/qUKVNw584dLF++HKmpqQgPD0dYWBh8fX35Z5s2bRqioqKwefNmpKWlYfPmzbh48SKmT5/Oa8rKypCUlISkpCQAyrTrSUlJuHv3Lq85fvw4fvvtN2RlZeH06dP44IMP8NZbb/GBbTmOw8yZM/Gf//wHJ06cQGZmJr788kukpaVh/PjxAJQp5g8cOIDS0lKYmprizp07WLhwISwtLWFsbIzCwkLcvHkT7733HgYMGICPP/6Yf08fPnzIj6WwsBB79+5FWloakpKSsHTpUhw/fhxffPHF0/8CMRgMBoPB+NvA1oUvfl2oUCgwffp0XLt2DZs3b0ZtbS0/1yqDX2ZmJtavX49r167xc/jxxx+jW7du6NOnD9/X3bt3+bZra2v5fsvKygCAj4mmKirjoYODA7+J+sYbb+Dq1atYv349MjIycP36dcyZMwdt27ZFt27dnvZXiMH4+/AiU4gC8AJAT1Gmvuq0p3/2AsASwHAAXwA4BaCg3vztfob23gJwBMAdAFVP/j0C4K0X/Bxt64277UuaP8Yz4OLiQjo6OmrFwsKCiIiMjIzIxMSE4uLi+HuOHj1KxsbG1KZNG75u3bp15OTkRPr6+iQSicjAwIA6depEhw8fFvQXFRVFLi4uZGhoSCKRiPT09Mja2ppmz55NFRUVvC4zM5OcnZ1JIpGQRCIhZ2dnysnJEbQVGxtLdnZ2JBaLSVdXlzw8PKi0tFSgOX78OMlkMhKJRKSvr08jRoxQS8++fft2MjMzI5FIREZGRjR9+nS1eVq2bBlJpVISiUQklUppxYoVam0YGBiQWCwmHR0dMjU1JZlMRv7+/rxm8+bNZGVlRRKJhHR1dalDhw60a9cuQTv79u2jHj16kJ6eHolEIho6dCj9/vvv/PXvv/+e9PX1SSwWk0gkIolEQkZGRmRhYUEREREUFxdHw4YN0/ieSiQSys/PJyKihw8fkru7OxkaGpJYLCapVEojR46krKwstWdnMBgMBoPxz4CtC1/OujA7O1vjPOvo6NCnn35KRER3794lBwcHMjAw4Oewe/fuJJfLBX1NnTqV70s1h2ZmZnTp0iW1cRcWFpKjoyPp6Oiozd/Ro0epU6dOpK+vTxKJhFq1akVLlixRa4OhkVduR2DlxRTmodYAjuN2cxxHHMdlvuqxaCEXwHEAS6E0hqmntGkGnJLtUBrlRgOwBqD75N/RAE5xHLedYxEm//F4enpi3LhxuH//vqCkpqYCALp06QJTU1OsXr2av2fUqFGYM2cO3N3d+brMzEyYm5vjxIkTyMjIQExMDObPnw+FQsFr4uPjMW3aNLRt2xYRERFITU1FXFwcQkNDkZWVxWd8AoBFixbB3Nwcly9fxuXLl2Fubo7Fixfz12tra7FgwQL06tUL8fHxiIyMRHl5OYKCgnhNSUkJFi9ejJEjRyIxMRGHDx/GzZs3sWPHDl6TnZ2NNWvWYObMmUhOTsaOHTtw+vRp/PTTT7xGLpfjm2++wapVq3Dz5k2sWrUKu3btEsSUsLe3R2BgII4dOwYrKyvs378f9+7dw4YNG3jN7du3YWdnh19//RVpaWn44osvsHz5cpw+fZrXVFRUYNq0aVi3bh0sLS1x8OBB9O3bl7/+/vvvIysrC3fv3sW9e/dw584d+Pr6okOHDnj33XfRpUsXrF+/HmfOnMHp06dx8eJFXLlyBWPHjsWIESP4nciSkhLcv38fS5YsQWpqKqKjo6Gjo/PUmaMYDAbjWaioqEB5ebkgezGDwXj1sHXhy1kX2tjYqM3x/v370bp1a/j5+QFQxppctmwZzp8/j4yMDPz+++9wcXHBxx9/jNraWr6vW7duYcyYMUhISEBqairmzp0LExMT2Nvbq72/c+fORZ8+fWBlZaV25D4uLg7m5uY4duwY0tLScOHCBQwZMkTbrwqD8c/gRVrrIPRQ2wKgWxOl5au2MALY/WS8ma96LFrGV9+jLxvAaTyDhxqA1fXuuwJgHIA+T/69Uu/aqhf0HMxD7S+Cv78/TZ06Vev1Pn360NKlS8nW1pYiIyP5+qVLl5K3tzf/2snJiQ4cOKC1nbq6OhowYAANHTpUbSewvoaIKCUlhWQymWAHLi4ujmQyGaWlpRER0blz58ja2poePHjAayIiIqhdu3ZUXFxMRES7d+8mJycnqqqq4jUbN24kFxcXvq+VK1dS//79BeNYsGABDR8+nH/t4+NDEyZMEGjGjx9Pvr6+Gp9DJpPRqVOn1Oq9vLxo/fr1grohQ4bQmjVr1LSXLl0imUxGjx8/1tiHiurqanJ2dlZrV6FQ0IMHD+jXX3+lLVu2kLm5Oa1atYqysrKoqKiIIiIiyMbGRvBenDlzhtq0aUPV1dWN9slgMBh/lOTkZLp+/TolJye/6qEwGIx6sHXhy1sXNmTq1Kn0/vvvN6q5ceMGyWQyysjIICLliQOZTEYxMTG8pqSkhGQyGV28eFFw7+7du8nb25suXryotsZMSUkhGxsbfj4ZT80rtyOw8mLKy/RQyyOixCZK0Uscz1+VLwCMANCaiGwB+DxtAxzH2QNY8ORlHIB+RBRORLFEFA7g9Sf1APAZx3Edn8O4GX9jbGxsMGXKFAQFBWkNHGthYYHz58+jtLRU4/WkpCSkpqZixowZfJDThqgcJuVyOaRSKXr16sVfc3V1hVQqRVxcHK9xcnKClZUVr/Hy8kJ1dTUSEhJ4jbu7O3R1dQWa3Nxc5OTk8BpVDLP6mmvXrvExLOLi4jRqVGNpLn379sWZM2fw4MEDEBEuXbqE27dvw8vL66naqc+ZM2dQWFiIDz74QFAvEolgZWUFT09PlJaWwsjICJ06dcJ///tf/Pbbb+A4DrW1tdi6dSsePXqEoqIi/PDDD/D09OSD7jIYDAaDwWA0hK0Ln8+6sD75+fk4d+4cHzNXE+Xl5QgPD4etrS2sra0BAKampnBwcMChQ4dQXl4OhUKBffv2wcLCgk/GACgzv4eEhCA0NFTjfJ89exa2trY4e/Ys3Nzc0LdvX3z66acoKip65mdiMP4OsCOffzGIKJCIThBRbtNqrcwBoMo17UdEgvMURFQOwO/JSzGAgD/QF+NvQGRkJOzt7QUlJCREoAkICEBOTg6OHDmisY21a9ciNjYWXbt2xdtvv43AwEDExsby11Vu+6rgsYAyxXj9PlVp1/Py8mBmpn7a2czMjE9TnpeXp5ae3MTEBBKJBPn5+Vo1qtdNaRQKBR+ANz8/X6OmYcr0pli1ahUcHR3Rq1cvtGvXDhMmTEBwcLDgSOfTEhYWBi8vL7Rp00ar5qeffsL48eMxbNgwuLm5wczMDEZGRli8eDFCQkLQuXNnODg4ICUlBcuXL0dpaSmImp/RqaCgADdu3EBqaioyMzNx584d5ObmorCwECUlJaisrBQc8WAwGAwGg/Hnha0LX866sD6HDh2CkZER3nnnHbVru3fv5ufkl19+QXh4OL/5yXEcDhw4gMTERDg4OKBDhw7YsWMH9u/fzx/prK6uxowZM7B06VLeENeQrKws3LlzBydOnEBoaCg2bNiAhIQEQaIFBuOfiLhpycuF4zgjKIPuDwbQG0AHAIYAigDcgDJ+2DYi0rydIWyrBYCPAQwD0AWAKYCHAHIA/ArgABFdeaJdDiCw3u3tOI5T+8ZIRGoxxTiOaw/AH8AQALYARADuAjgPYBMRXW9kjKo+VhDRco7jBgGYAcAdQGsAd4mofVPP2lyexEQb+eTlTSKK0aQjohiO424BcAIwiuO42fQ036AZfys8PDywZs0aQV3Lli0Fr83MzODr64u1a9di5MiRaIi7uztiYmJw5coVxMbGIjo6Grt27cK8efMwZ84cXlc/bJ+pqSkiIyMBAN7e3oI05prC+xGRoF5bCMDGNJp+zbVpmmrnaUMQ7tq1C3K5HHv27EHbtm0RExODhQsXwsrKCv3793+qtgDg/v37+PXXX7F9+3atGrlcjpSUFISGhkJfXx82NjZo06YNbt26hXnz5mHw4MEYOHAg6urq8O2332LWrFkICgqCSCSCsbExWrRogRYtWsDQ0FDr8xoYGKBFixaoqalBVVUVSktLUVNTo7ZrzXEcJBIJJBIJxGIx/7OmOm271QwGg8FgMF4sbF34ctaF9QkLC4O3tzf09PTUrnl7e8PT0xO5ubnYunUrfHx88OOPP0JPTw9EhM8//xzm5uaIiIiAvr4+9u/fj8mTJ+PUqVOwsrJCUFAQHBwcMGbMGK3919XVobq6GqGhobCzswMArF+/HkOHDkV6errA8Mlg/JP40xnUAPwEwFNDvTmAAU/KTI7j3iGim9oa4TjuTQBhT+6rj+xJ6Qvlscc/FHSf47gpAHYAaPjpZv+kfMRx3FIiCm5GW6sBLPoj42kGHaBMPAAAUU1oo6A0qLUF0B5AxosbFuPPjKGhIdq3b9+kzsfHB3v27OF3DBsikUjg5uYGNzc3zJo1Cxs2bEBISAhmzZqFDh06AADS0tLQtWtXAMpjiap+xeL/fVxZWlqioKBArf3CwkJ+R9DS0lIQ/BUAHj9+jJqaGj7wvqWlpdpuoard+u1o0ojFYpiamvJaTZqGu5ONUVlZiX//+9/4z3/+gzfffBMA0LlzZyQmJmLr1q3PZFALDw+HqalpowFjv//+e3Tt2lXg9i8SiXDixAlYWVlhzZo1yM/PR1FREebNm4dJkyahpKQEXbp04RMX3L17V2Bgk0qlMDAw4NszMjKCkZGRWt91dXWoqanhi0KhELxWHU2oqalRW9CKRKImjW6q1yy3CoPBYDAYzw+2Lnzx68L6/P7770hPT9e6QSqVSiGVStGhQwe4urqiU6dOOHXqFEaNGoVLly4hMjISycnJaNGiBQAgODgYUVFROHToEGbNmoXo6GjcvHkTNjY2AP5nIOzatSv8/f0xb948WFlZQSwW88Y0AHBwcAAA3L17lxnUGP9Y/owGNTGA6wB+hDKO1z0ojV7toMw+ORZKo1AEx3EuRFTZsAGO4wZCmb1SDKAWwD4Ax6AM4q8Ppbfa21DGIlOxBcAPAFZB6cF1D8DQxgbKcdwwKJMYcABKAXwFIBKAAoAHgIVQGvSCOI4rIqKtjTQ3GkD3J88eAiARgAEAl8bG8Ax0rvezVoOkhuudwQxqjCYwMjJCQEAAvvrqKwwePLhJvaOjIxQKBSorK9GtWzfY29tj69atGDFiRKMeSK6uriguLkZ8fDx69uwJALhy5QqKi4vRu3dvXvP1118jNzeXj5cRFRUFXV1d3njk6uqK4OBg1NTU8K7xUVFRsLKy4hcVrq6uOHv2rKD/qKgo9OjRg7+nd+/euHDhAj7++GOBRjWW5qAyIjV8bpFIpDX+SGMQEQ4cOID3339fa8yzsrIyHD9+HIsWqdvxKyoqIBKJ+EVaVVUVbty4gbq6Oty5cwc2NjawtraGvr4+ysvLcf/+fYSHhyMvLw8DBw6EnZ0d771mbGwMQLlbq6OjA47j+J9TUlJgZGQkWKBpQmVYa2h0U9VVVlbyPzdEk5FNkyGu/uL8j5CXl4eqqir+d+hpiI+Px+7duyEWizFt2jR07qz8yI6KikJKSgoGDhyIdu3aobq6WqORUkVZWRnKyspgaWnZ7L4VCgU4jsPdu3f5mDZEBB0dHZiamsLQ0BA1NTUwNjbmd8hLS0uRm5uL6upq/j2VSqUoKyvjszOqDJqqtsRiMUxMTKBQKFBUVKRmLNXR0YGOjo7WY8Aqb8eamhpwHIe6urpn+j/C+GugUCiQmJj4qofBaASVdzGgPDrWmK6+J0/9//scx8HQ0BAAUFVVBR0dHf5zpry8nA/+rNLq6+vzn0UtWrRAaWkpioqKoFAoYGpqiurqahQWFqK2tpb/m6PSchyHyspKVFRUoLa2FiKRCAYGBqipqYFYLIaFhYVgU6i6uhoPHjxAeXk59PX10bp1a+jr6zc6JxUVFaipqYGRkRFEIlGz5vHSpUu4c+cO3nzzTf74YkFBAYqKijRmY3xREBHy8vJgbm7e7LFrg60Ln31dWJ+wsDB0794dXbp0aZaeiFBVVQUA/N/ihvOno6PD/+3ctWsXKiv/95X62rVrmDNnDiIiItCuXTsAQJ8+faBQKJCZmckbNVXHctu2bftMz8Vg/B14mQY1S47jujVyPY+I8gD8i4hSNVz/HcBBjuP+A2VmSycAEwH8p76I4zgDAN9D+WzlAIYR0a8N2voNwC6O4/hvO0/6zuM4ruhJVQ0RaV3BcRwnAbAd/zOm9Seiq/UkMRzHHQZwGUqPuHUcxx0iIvXtEyXdAZx7Mt6qevUXtI3hGan/De9OE9ocLfc1CcdxTX2ytn6a9hivlurqarWdNrFYjFatWqlpJ02ahJ07dyIiIkIQHHbMmDEYNWoUevToAVNTU6SkpCA4OBj9+vXjd8xCQkIwbtw4jBw5En5+fnBwcEBNTQ1iYmLw8OFDfmHn4OCAgQMHYt68efjyyy8BAAsWLMDgwYP5HTJPT084OjrCz88Py5YtQ1FREVasWIGJEyfy/Y0ePRrr16+Hv78/Zs+ejYyMDISGhmLOnDm8EWDKlCn49ttvsXz5ckycOBFyuRxhYWHYsmUL/2zTpk3D6NGjsXnzZgwdOhSnT5/GxYsXERERwWvKysqQmZnJv87OzkZSUhJatmwJa2trtGjRAq+99hpWrlwJfX19tG3bFpcvX8ahQ4ewfPly/r68vDzk5+fzbSUnJ8PY2BjW1taC4xaXLl1CdnZ2o8Frf/zxRygUCnh7e6tde+ONN7Bjxw6sX78eo0ePRmlpKdauXYsOHTpg4MCBKCkpQWFhIaytrVFZWYm33noL6enpAICtW7di9+7d6N27N3JycpCXl4eioiIYGxvDysoKOjo6KCgowJw5c5CcnMy/X2vWrIG+vr5Gw5u2n1VfuvT19fnFokKhQF1dHWpra6FQKFBbW4va2lpUVVXxdSpjjep9VrUlkUigp6cHXV1dSCQS/t+GxjhNC/uamhr83//9H/bv34+6ujq88cYbOHToEL9j3RS//PILhgwZwo9t69atiI6Oxpo1a3Dw4EF+vPr6+qisrMQ777yDPXv2qMWNWbRoEUJCQlBZWQkvLy+Eh4cLgjA3pKqqCjk5OYLFdH1qa2vVdv7Nzc35L68Naait/6VZdWREFYtGE00ZyEpKSrReYzAYLx8iatSQVl+n6WfV67KyMkGdtjaJCOXl5SgvLweg3Hiqra3lr6vq6+uJCBUVFbxxoT61tbWCvoqLi3mjv7GxMYqKinjjRGlpKTIzM+Ho6AgdHR2Ul5cjPz8fNTU1kEqlMDMzw927d1FcXAxA+bfF1taW31jShEKhwKhRo/DTTz8BUHp/HTlyBCdPnsSWLVugUCjQs2dPHD16lDdu/BGISPA5W3/T7eLFi/jXv/6F9PR0tG3bFtu2bcOwYcPU2mDrwhe/LlRRUlKC48ePIzCwfmQiJVlZWfjxxx/h6ekJMzMzPHjwAJs2bYK+vj7eeOMNAEoDoImJCfz9/TF37lzo6+vj+++/R05ODn8ioqG3oSoWnIODAx9nrX///nB2dsbcuXPxxRdfoK6uDosWLcKAAQOa3BRlMP7OcC8yLBbHcV4AfmmmfAURLW9mu0cBjAJwgohGNLjmA2Dbk5dziGhDM/tX3b8bwIcAshqLXcZx3FgAB568XEhE/9aimwjguycvFxDR2gbXVW9AHYCORJT5lONtj/95ju0hoqlN6OcD+PLJy7eJ6OdGtG8DOPnk5Twi+uopxvU0v1g2RNSUce95wGLAPQMBAQH8l/n6dOzYERcvXkTfvn0xffp0QVDSiIgIzJw5E6+99hoOHz4MANi4cSPOnDmD9PR0VFRUoHXr1njzzTcxd+5cgcHh9u3bCA0NxcWLF5Gfnw9DQ0N06dIF3t7eGDduHO9FVFRUhCVLluDMmTMAgCFDhiAoKIj/ww8oXdAXLlyI6Oho6OvrY/To0QgMDBRkb0pOTsaiRYsQHx+Pli1bYvLkyZg7d67gmODly5cRGBiIW7duoXXr1vjkk08wZcoUwXycOHECa9asQXZ2Ntq1a4fPP/9cEDj2t99+w3vvvac2j2PHjsWGDRsAKI1lwcHB+PXXX1FUVIS2bdti0qRJ+Pjjj/nxfPXVV/jqK/X/iiEhIYJMnjNnzsSdO3fw448/qmlVjBgxAra2tti8ebPG68eOHcPmzZtx+/ZtGBgYwNXVFUuWLFHbKQ8ODlbzcuvduzdiY2NRV1eH4uJi5Ofno6KiAjY2NtDR0cEnn3yC77//XnDP8uXL4ePjwy/2VV+C/ujP2qirq+ONa6pS3+CmKqo2VEY84H9eb3p6erCxsYFYLMa+ffuwatUqQR+TJ09GUFCQVoOgrq4u/zs7bNgwnDx5UnD/kCFD+N9xTUyYMEEwjxERERg9erRA88EHHyA8PFxrG2lpaVqNaQwGg8FQx9bWFvr6+khNTRUYB42NjdWyVurp6fFH4zRx6NAhjB07VlDXpk0b3Lt3T1A3YsQI/m/648ePUVFRwRvGnqY0/O7XqVMnGBkZobq6GjY2NgJDmYGBAX7//Xc4OzvzdWxd+PLWhQDw3XffYdmyZbh69argWQAgNzcXn376KRISEvD48WOYm5vD3d0dc+fOFRzBvHbtGv7973/j2rVrUCgUcHJywpw5czBo0CC1/uuP7ebNm4I+c3NzsXjxYkRFRcHQ0BCDBg1CYGCgWvw8hkZY/JG/KX/GI58COI6zANASwhhlqq3tHhpuUW2jlEMZ2+xF8eaTfwnAN43oDgHYDMDkyT1rteguPa0x7Rmp76Pe1HZifU85A60qxj+S+sfZAgMD0atXL7i6ugIARo0ahStXriApKYnXfPTRR3j8+DHy8/NRXl6OkpIS3LhxA3FxcYJjAPUNDhzHwcDAAGKxmD8KoqK+RvVaE/V19fWNaZpqR9t1lbFFk05HRweDBw9GQkICcnNz8c033+Ctt94SaFxcXASv09PTsWLFCtTW1mLmzJkAlAaazMxMXLhwAaWlpejYsSNmz56N4cOHA1BfoNXP7nny5Em+j6VLl6K6uhonTpzArVu3+CC/9TExMYGuri5/NEcsFgsWnSqys7O11uno6KBly5Zqiy1NqeMTEhLQuvXzd15VGdeaa4RTGdZUBjeVV1VlZSWqqqpQXV2NmpoaVFZWora2lv/ydOGCukNxVFQU5lCwIwAATbBJREFUEhMTeY+5hv8CgJ2dHWpqagQ71So01dXnxIkTfHYzkUikdgwFgMY6FaqjNQwGg8FoPiKRCI8fP1YzTjU0pgFKL+DGAtLXXyupaGhMA4Dz588jKSkJOjo6yMnJQVVVFR+uQBVXVFPR1dUVvFZ5W6uO4KvCB1y9elXN66yiogJxcXECg5o22LpQ/fofXReePHkSP/30EwwMDNCpUyecPXuWjycHAFZWVli/fj1WrlyJCxcuoKioCKmpqUhOThYY1KZPn447d/7nuyCXy3H58mWBQe3u3btYtGgRb2z8v//7P8HR5/T0dHz22WdISUlBTU0NDAwM0Lp160bDTzAY/wRepkHtaTzQ+gGYDaUBSt13+H80TDgAAD2f/BtHROUarj8vVMdXM58cF9UIEVVzHBcPwKvePZpIeI5ja4z635zUvxkLqW/EVPeRb5ymjoiKAFgAePCkMP7EDBw4UC0dev0sQ3p6eli9erXW1OgA8NlnnyE+Ph6rV6+Go6MjHj16hLi4ODx69IjXxMfH44MPPoCTkxOCg4Nhb2+PsrIypKSkYO/evejUqRMfP2LmzJm4f/8+9u/fDwCYP38+/Pz8sGfPHgDKIxyTJ0+GmZkZjh07hkePHmH27NkgIqxevRqA0o1+3Lhx8PDwwKlTp3D79m0EBATA0NAQvr6+AJSGoUmTJmHixInYtGkTYmNjsXDhQpiZmfHHIORyOXx9fbFgwQK8/fbbOHXqFHx8fATHG8rLy9GlSxd88MEHmDZtmsY5unr1quD1L7/8grlz5wqOW/j5+aGkpAS7d+9Gq1atcPToUfj6+uLnn39Gt27d0KdPH7V2vvzyS1y8eBE9evxvD4KIMG7cOMTHx+PGjRtqY8nKysLUqVPh4+ODTZs2oaSkBIGBgfjoo4/UDDQjRozAtm3b1Ooaw8XFBbdu3VKrU42t/k56w5+bW/cs9zTHa1tXVxe6urr8IlK1aHZ0dFQzqnXs2BEmJiYaDWqq/goLC6GjowMvLy+19+Ldd9/FunXrtI5FJpPh/v37aNGiBQwMDODo6KimacwzQkdHR+24FIPBYDC0Y2hoCENDQ43HRxvGhgOUXl6NJccZMGCAWp2dnR0fn0pFp06d+L8nDg4Oan9P6v+NISI+1qQ2VAY1BwcH6Ovro127dhCLxWpH+V977TW1e9m68OWsC8vLy9GnTx+MGDEC8+bN06hpal2oYv78+Zg4cSL/ur4hrDlzIxaL8f7778PZ2RlSqRQ3btzAvHnzUFdXh4ULF2p9nxmMvzt/Og81juOWA1A/JK4ZTV5TKiPb/ecyIO2oDH25zdCqDEaNGQcfNXLteVI/+Iz2gA5K6m85qG+5NUIzj3BmPU2bjFeHrq5uo8HNJ0+ejD179uDcuXN8zIaGnD17Fl988QV/3cbGRpBZkogQEBAAOzs7HDt2TBCjqlu3bvD29uYXqampqfjll19w4sQJfmGydu1ajBgxgk/drQriLpfL+fhRy5cvh7+/Pz7//HO0aNECR44cQVVVFb7++mvo6uqiU6dOuH37NrZv3w4fHx9wHIe9e/fC2toaX3zxBQClceLatWuCuCI7d+7EgAED4OfnB0C5uLl8+TJ27tyJrVuVuUgGDRqk1bVeRcM5/vnnn9GvXz9BzBS5XI5///vffNDdgIAA7NixA9evX0e3bt0gkUgE7dTU1ODMmTP417/+JVjQq44mFhYWajSoXb9+HXV1dfjss8/492LGjBmYOnWqIFgvALzzzjv48ssv8e9//xuPHz+Gt7e34Fiq6shnfQPW1KlTERUVhQcPlB+PXbt2haenJ+RyeaNzpA1VDLT6sdUa/qzawW94XdM99evqf1GpH59NVVRHQydOnIjIyEjeq6xVq1aYOXMm9PX1BfHXVP9yHMd/8amtreVjmxw8eBA6Ojr44IMP8MEHH0BPTw+hoaEoKSmBRCLhvyBJJBJ89dVXAkPp//3f/2H37t28UdXQ0BD//rfGiAT8vFlZWWn0htCGnp4eH9SbwWAwXjUmJiYoLy9v1Hj0NDQ0iqkS7KiSErRq1Qocx6Fly5bIz88XbEiYm5ujrq4ODx8+BKD8nK7vKa6JQYMGYeHChfjqq69QXV0NR0dHhIWFwd/fH9HR0QCUWRxDQ0ObHfxd9fdW00ZOQy9p1d9zKysrfP7554LQBT4+PujUqZNa+2xd+HLWhaoTBzk5OVo1Ta0LVRgbG2t9z5ozN+3atROsR9u2bQtvb2/8/vvvjT4Dg/F3509lUOM47g38z5h2G8A6ANFQZucsJaLaJ7ovACxtormXFS+rOf0058z0y3IPqG/oauqvcn0vM+2f5Ix/PDY2NpgyZQqCgoIwcOBAjQHbLSwscP78ebzzzjsag/MmJSUhNTUVW7du1ZrJSWUQksvlkEqlguC2rq6ukEqliIuLQ8eOHSGXy+Hk5CQIxu7l5YXq6mokJCSgX79+kMvlcHd3Fxxj9PLyQlBQEHJycmBrawu5XA5PT0/BOLy8vBAWFsYbluLi4gSZnFSanTt3NmP2NJOfn49z587h66+/FtT37dsXP/74I958801IpVIcP34c1dXVGneQAeDMmTMoLCwUxFdrDj169ICOjg4OHDiAsWPHoqysDD/88AM8PT01Zg2dP38+Pv30UygUCrVjoaqjlKpMcDo6OujSpQsuXbqEy5cvw9DQEK+99lqzjGKa6hrb+ddE/dhp9TOHVlVVqdUpFAo1bwOO4wRHZ1TeamZmZvjtt99w4cIFVFdXY/jw4XzmuOrqalRVVaGqqgoVFRVqAf1VyRVmzpyJOXPmQE9Pjy+9evXCkiVLkJubCwsLCxw5cgT5+fkYNWoUOnToIBhbixYt8N///hfHjx/Hw4cPMWLEiCaP0bZq1QqGhoZ49OgR/6VUFVy6rKwMCoUChoaGMDU15T0a6urqUFRUhIqKCkgkErRo0YIP3G1kZITi4mJUVVVBJBLB1NQUUqkUd+7cQWVlJf/+1fcI1NXVhUgkQmVlJYgIhoaGkEqlKC0tRU1NjSAWXv0vzSKRCBzHac0I2hgcx0FXV7fZAdUZDEbT6Onp8TGtVDG+tGFgYIDq6mr+s0D1ua7aaBCJRHysMtXr3Nxc1NbWomXLltDV1eW9bAHlZ8ODBw/4o5CqTQtdXV3+M1j12fbw4UM+U7Curi5MTExgYGAAAwMDKBQK5Ofn859nFhYWEIlEagH3xWIx7Ozs+LakUilatmwJjuNgbm4OhULBJ9ppiqCgIHz66afIy8tDp06dwHEcLly4gPPnz6OgoABDhw59qjhVqk2kp83SuXLlSrz77ru4fPkyevbsif79+z/V/SrYuvD5rwu10dx14ebNmxESEoI2bdpgxIgRmDlzJr+ea87cNCQzMxO//PKLIC4cg/FP5E9lUAOgil5ZBOC1Ro5SNpYyrQBKQ1Hj20F/nMIn/zYn4I/q06mwUdXLob4rivqWk5D615NfwFgYfxEiIyPVAtF/8sknmDNnDv86ICAABw4cwJEjRzQGWV27di0++eQTdO3aFV26dEHfvn0xfPhw9OnTB8D/Um/Xj/lQUFAAd3d3/vWSJUswdepUPmZUQ8zMzPj4H3l5ebCwsBBcNzExgUQi4TMM5uXlCWJ+AODvyc/Ph62trcZ2LCwsoFAoUFhYCCsrK+Tn52vUNIxF8jQcOnQIRkZGaguVbdu2wdfXF126dIFYLIaBgQG++eYbtQxNKsLCwuDl5dXkDnlDbGxsEB4ejo8//hgLFixAbW0tXF1d1RIJ1EcVZL8hJiYmMDEx0XjP88oMpclApq1O0/FGlfeayoPMyMhI8Lrhzyrq6up4Q5nqC5urqyuqqqqQkZEhMMapjorq6+vDxMREYDSr36YmVMdxAGXGtMaQSCQaM7c21b5MJlOr15SxDVC+1w2v1Y+10vD/AwC1z5DmYG6uKbIDg8H4p9LYBoFEIlH7m64NTWsIFSKRqNmeYHp6ehr/vqoyQz8NZmZmgnFxHKfVu+tF0qdPH35tpg22Lnz560JtNGddOG3aNDg7O6Nly5aIj49HUFAQsrOz+dMEzZkbFSNGjMD169dRXV2NSZMmYf78+c/9mRiMvxJ/NoOaKsri+cbikgHo3ci1K1Aa1HpzHGf4DHHUmuvZlgjgNQDtOY6z1DZejuMk+F9ct8SnHMuLIAPAPSgNjp5NaFVBHe4CyHyBY2L8yfHw8MCaNWsEdQ13Ss3MzODr64u1a9di5MiRam24u7sjJiYGV65cQWxsLKKjo7Fr1y7MmzdPsACrv5NramrKB8v39vYWeKZo2vFtGPS3sUCx2jSaYmhp0zTVztN6TtUnLCwM3t7egpgkALBmzRo8fvwYBw8eRKtWrXDq1Cl8/PHHOHr0KDp37izQ3r9/H7/++iu2b9/+1P3n5eXh008/xdixYzFq1CiUlpZi7dq1mDZtGg4cOPCHnq05qLzIGhrDNBnKtHmR1TeA6enpwcjISKuBTNvuNwDee62srEzgaVZVVSX4nVR5makyd9Y3mKk8KRgMBoPB+KvD1oUvf12ojeasC+t7y3Xu3BkmJiaYPn06lixZwmdUbc7cAMD27dtRWlqKGzdu4IsvvsC2bdv4xFkMxj+RP5tBTTUeQ20CjuNcALhruw7gOIB3n7TxMYANTzkGVVAYvUZVQCSUHnUcgP8DoC1IzXtQZvhU3fNKISLiOO4YgBkAOnEc505EMQ11HMe5438easeoOZG6GX9bDA0NtXpA1cfHxwd79uzB7t27NV6XSCRwc3ODm5sbZs2ahQ0bNiAkJASzZs3ij66lpaXxGYxEIhHfb30PHktLSxQUFKi1X1hYyO+wWVpa4sqVK4Lrjx8/Rk1NDe/1YmlpqbZbqGq3fjuaNGKxmF+EaNp1LCgo0Oil0xx+//13pKenqxnCMjMz8e233+KXX36Bk5MTAKBLly74/fffsXv3brXFbXh4OExNTTFkyJCnHsPu3bvRokULLFmyhK/btGkTXF1dceXKFT5zV3NRxQlrjoGs4RE/FQ2zlOnp6anFJlP9/DTHXIiIz+BZ39NMVeqPRdWvrq4uWrRoITCaPa03AoPB0E5BQQFqa2shEomYpyKD8SeDrQtf7rpQG0+7LlShWsNlZGTA1NS0WXOjQuWR6ejoiNraWsyfPx8+Pj5PfbyYwfi78GczqKVCacR5neM4OyISpLfhOM4CwHdNtPEdgOUArAGs5jgunoiiNAk5jmurIXi+KpmBJcdxLYiopOF9TziK/3l6LeI47hQRXWvQvg2UceAAoBzAt02M/WWxAUpjoBjARo7jBhARn6qI4zgDABufvFTg6Y2SjH8oRkZGCAgIwFdffSVIea4NR0dHKBQKVFZWolu3brC3t8fWrVsxYsSIRr15XF1dUVxcjPj4eD4I65UrV1BcXIzevXvzmq+//hq5ubl8TIioqCjo6uryQW9dXV0RHBwsCLIfFRUFKysr3uXf1dVVLatlVFQUevTowd/Tu3dvXLhwQbADGBUVxY/laQkLC0P37t35zFUqVBnFGs6NSCRSM0AREQ4cOID333//mQw9FRUVaosjVb9Pa1/Pzc0VpGuv3159Y5i24P0qQ9kf2dlVKBQCI1l9o1n9+Fkcx/EGMmNjY5iZmQmMZszLjMF4ORQUFEChUEAsFjODGoPxF4WtC5/PulAbT7MurM/169cBgJ+H5syNJohI4ykBBuOfxJ/NoLYXwAgos09GcRy3BoAcSi8wDwBzoYxZdhnK45ZqEFElx3GTAZyB0kvtHMdx+6A0gN2B0vPMCcA7AEZC3RPttyf/6gDYxnHcRgAP8eQoKBGlPfm3huO4j6H0iGsBIJrjuLUAzkFphPIA8DkAVTqVeUSkvnXylHAc9zqA+kEL6q8y7TmOm1pfT0S7G7ZBRCkcx617Mr7eAC49met0AB0BfIb/HVNdS0Spf3TcjL821dXVajttqsC+DZk0aRJ27twpSA0OAGPGjMGoUaPQo0cPmJqaIiUlBcHBwejXrx9atGgBAAgJCcG4ceMwcuRI+Pn5wcHBATU1NYiJicHDhw95A4+DgwMGDhyIefPm4csvvwQALFiwAIMHD+ZjbXh6esLR0RF+fn5YtmwZioqKsGLFCkycOJHvb/To0Vi/fj38/f0xe/ZsZGRkIDQ0FHPmzOGNN1OmTMG3336L5cuXY+LEiZDL5QgLC8OWLVv4Z5s2bRpGjx6NzZs3Y+jQoTh9+jQuXryIiIgIXlNWVsZnfwSUadeTkpLQsmVLWFtb8/UlJSU4fvw4AgPVkx3b29ujffv2WLBgAZYtWwZTU1P8/PPPuHDhAvbu3SvQXrp0CdnZ2Rg/frzG9zQzMxNlZWXIy8tDZWUlkpKSACgXsxKJBG+88QZ27NiB9evXY/To0SgtLUVwcDDatm0ryBrVHFq2bKkWo0yVnOB5oQosr81oVj9umuoIqOoYaEMvsxd9nJXBYDAYjL8ybF34ctaFRUVFuHv3Lp8RPT09HYDSA87S0rJZ60K5XA65XM7P69WrVxEYGIghQ4bw/TRnbo4cOQKxWIzOnTtDV1cXCQkJCAoKwrvvvttkHFgG42+NKvvaiygAvKA0RBGA5c2855t69zQsCgD+UHqgkXL4WtsZCmUSAG1tabwfSkPa5afQfwjlMdHGxrywkXE+7fzsbuqZGhtvg+f8TxP37wKg8yJ/R15yYTwDLi4upKOjo1YsLCyIiMjIyIhMTEwoLi6Ov+fo0aNkbGxMbdq04evWrVtHTk5OpK+vTyKRiAwMDKhTp050+PBhQX9RUVHk4uJChoaGJBKJSE9Pj6ytrWn27NlUUVHB6zIzM8nZ2ZkkEglJJBJydnamnJwcQVuxsbFkZ2dHYrGYdHV1ycPDg0pLSwWa48ePk0wmI5FIRPr6+jRixAiqra0VaLZv305mZmYkEonIyMiIpk+frjZPy5YtI6lUSiKRiKRSKa1YsUKtDQMDAxKLxaSjo0OmpqYkk8nI39+f1/z000/k7u5OEomEWrduTYmJiWr9rF+/ntq3b0+6urokEolowIABdOjQIYGmqKiIunXrRkZGRuTo6EizZs2ix48fCzSDBg3i3wvVs5ubm1N2djb/fpmamvL9iMViMjAwIBsbG7UxvSwUCgWVlZVRYWEh3b9/nzIzMyklJYWuX79Ocrmc4uLiKC4ujuRyOV2/fp1SUlIoKyuL7t+/T4WFhVRWVkYKheKVjZ/BYDSf5ORkun79OiUnJ7/qoTAYjHr4+/uTTCZTK6+//joREfXp04d27NghuOfo0aMkk8nI29ubrwsNDaXhw4dT586dqX379uTu7k5LliyhwsJCwb3p6enk7+9PvXr1IhsbG3JycqLRo0fTvn37qKamhtc9evSIPvnkE3JwcCAHBwf65JNP1NY+d+7cocmTJ1OHDh2oc+fOtGjRIqqqqhJobty4QaNGjaJ27dpRjx49aN26dVRXVyfQ/PbbbzR48GCytbWlvn370p49e9Tm6fjx4/T666+Tra0t9e/fn3766SfB9UuXLmmcx/rrwvDwcI2adevW8Zrbt2/TRx99RM7OzmRnZ0eDBg0SrAsTEhJo2LBh5OTkRO3bt6fXX3+d1q1bR+Xl5U81N8eOHaMhQ4aQvb09dezYkTw9PSk0NJQqKyvVnp2hkVf9PZiVF1Q4ohfnoslxnBeAX568XEFEy5t53yQo45+5ANAF8ADABQCbiOi/HMctBxAIAESk1ZWA47iWUMYKGw6lV5oUQB6UnmrnAIQRkVqiAI7jWgBYAKW3XEcARlB6yWnsj+O49gACAAwBYAulseoegPMANhLR9UbGqHoDmjU/HMfthtKI1ywam58n7b0D5Vz3gdLbrQBALIDtRHSquf38RWD+yM9AQEAA8vPzERISIqjX09ODiYkJ+vbti/z8fPTs2RNHjhzhry9btgxJSUk4fPgwAMDPzw/x8fFYsWIFHB0d8ejRI8TFxcHY2Bhjx44FAMTHx+ODDz6Ak5MTZs+eDXt7e5SVlSElJQV79+5FUFAQfwxy4sSJuH//PtauXQsAmD9/PmxsbLBnzx4AQG1tLQYPHgwzMzMEBgbi0aNHmD17Nt555x2sXr0agNIb7PXXX4eHhwf8/f1x+/ZtBAQEYO7cufD19QWg3DEcOHAgJk6ciMmTJyM2NhYLFy7Eli1bMGzYMADK3b9Ro0ZhwYIFePvtt3Hq1CmsXbtWsBt7/vx5xMbGwtnZGdOmTcM333yDt956SzCnP/zwA7Kzs9G6dWvMmzcPZ8+e5eOGqNi5cyeqqqoAAEFBQbh58yakUqlA09TclJaWok+fPnjrrbcwa9YsKBQKrFu3Dr///jvkcjkkEgnKyspQVlYmaHfs2LFwcXHBhg0bmviteTaIiE8AoMnTTKFQ8FqRSKQW9L/+z8zLjMH4a3Pz5k3+yGenTk0lJWcwGAwG408NW5j+XXnVFj1WWHmJhfEM+Pv709SpU7Ve79OnDy1dupRsbW0pMjKSr1+6dKlgJ9LJyYkOHDigtZ26ujoaMGAADR06VM1DrL6GiCglJYVkMhnJ5XL+WlxcHMlkMkpLSyMionPnzpG1tTU9ePCA10RERFC7du2ouLiYiIh2795NTk5Ogh24jRs3kouLC9/XypUrqX///oJxLFiwgIYPH86/9vHxoQkTJgg048ePJ19fX43PIZPJ6NSpU1rnIjs7m2QymUYPNRWqnc2Gu6/NmZurV6+STCaju3fv8pobN26QTCajjIwMjf0lJSWRTCajmJgYrWNqDrW1tVReXk6PHj2iBw8eUFZWFqWkpFBiYqLAyywuLo4SEhLo1q1blJmZSffv36eHDx9SaWmpYEeawWD8PWEeagwGg8H4G/Gqvwez8oIKi67MYDD+MDY2NpgyZQqCgoK0BkG1sLDA+fPnUVpaqvF6UlISUlNTMWPGDK2xtVReR3K5HFKpVBCLw9XVFVKpFHFxcbzGycmJD64KAF5eXqiurkZCQgKvcXd3h66urkCTm5uLnJwcXuPp6SkYh5eXF65du8ana4+Li9OoUY3lZdKcuenYsSNatWqFsLAw1NTUoLKyEmFhYXByckLbtm01tvv999/Dzs4Obm5uTz2moqIi3Lx5EwkJCYiPj8eNGzeQnp6Oe/fuobS0FDo6OjAxMYGNjQ3s7e3RtWtX9OrVC87OznB0dES7du3QunVrtGrVCkZGRixWB4PBYDAYDAaDwXjlMIMag8FoksjISNjb2wtKwyOgAQEByMnJERz7rM/atWsRGxuLrl274u2330ZgYCBiY2P567dvK5P6qoLHAsosb/X7VKVdz8vLg5mZmVofZmZmfJDcvLw8tfTkJiYmkEgkyM/P16pRvW5Ko1AoUFhYyGs1aRoG7H0ZNGdujI2NcfjwYRw+fBgdOnSAvb09fv31V3z33XcajVXV1dU4cuQIJkyY8Mzj0tfXh4WFBTp06AAnJyd0794dPXv2RJcuXdCxY0e0bdsWFhYWMDExgb6+PjuyyWAwGAwGg8FgMP7UsG1+BoPRJB4eHlizZo2grmXLloLXZmZm8PX1xdq1azFy5Ei1Ntzd3RETE4MrV64gNjYW0dHR2LVrF+bNm4c5c+bwuvqGFFNTU0RGRgIAvL29eY+whjoVRCSo12aUaUxDpB5qT5umqXZelVGoqbmprKzE3Llz0adPH2zZsgW1tbXYtm0bJk2ahFOnTkFfX19w78mTJ1FWVob33nvvmcbTsmVLtd8XBoPBYDAYDAaDwfgrwzzUGAxGkxgaGqJ9+/aCoslA4uPjg8rKSt6TrCESiQRubm6YNWsWwsPDMX/+fGzYsAE1NTXo0KEDACAtLY3Xi0Qivr/6nlOWlpYoKChQa7+wsJD3FLO0tFTzEHv8+DFqampgbm6uVaNqt7F2CgoKIBaLYWpqyms1aRp6rb0MmjM3R48eRU5ODkJCQuDi4gJXV1ds2bIF2dnZOH36tNq9+/fvx5tvvglLS8sXPn4Gg8FgMBgMBoPB+CvADGoMBuO5YWRkhICAAHz99dcoKSlpUu/o6AiFQoHKykp069YN9vb22Lp1q9Y4bCpcXV1RXFyM+Ph4vu7KlSsoLi5G7969ec2tW7eQm5vLa6KioqCrq4vu3bvzmpiYGIHnW1RUFKysrGBjY8NrLly4IOg/KioKPXr0gEQiAQD07t1bo0Y1lpdJc+amoqICOjo6ah52HMepzX12djYuXbqE8ePHv5wHYDAYDAAGBgZ8YTAYDAaDwfgzwgxqDAajSaqrq5GXlycoqvhhDZk0aRKkUikiIiIE9WPGjMG+ffuQkJCAnJwcnDt3DsHBwejXrx9atGgBjuMQEhKC9PR0jBw5EmfOnEFGRgZSUlKwd+9ePHz4ECKRCADg4OCAgQMHYt68eZDL5ZDL5Zg/fz4GDx7Mx2Dz9PSEo6Mj/Pz8kJiYiOjoaKxYsQITJ05EixYtAACjR4+Gnp4e/P39cfPmTZw6dQqhoaHw8fHhjU1TpkzBnTt3sHz5cqSmpiI8PBxhYWHw9fXln23atGmIiorC5s2bkZaWhs2bN+PixYuYPn06rykrK0NSUhKSkpIAKA1VSUlJuHv3Lq8pKipCUlISUlJSAADp6elISkoSeL/l5eUhKSkJmZmZAIDk5GQkJSWhqKio2XMzYMAAFBUVYdGiRUhNTcWtW7cwZ84ciMVieHh4CN638PBwWFpaYtCgQU38ljAYDMbzo127dujYsSPatWv3qofCYDAYDAaDoZlXnWaUFVZeYmE8Ay4uLqSjo6NWLCwsiIjIyMiITExMKC4ujr/n6NGjZGxsTG3atOHr1q1bR05OTqSvr08ikYgMDAyoU6dOdPjwYUF/UVFR5OLiQoaGhiQSiUhPT4+sra1p9uzZVFFRwesyMzPJ2dmZJBIJSSQScnZ2ppycHEFbsbGxZGdnR2KxmHR1dcnDw4NKS0sFmuPHj5NMJiORSET6+vo0YsQIqq2tFWi2b99OZmZmJBKJyMjIiKZPn642T8uWLSOpVEoikYikUimtWLFCrQ0DAwMSi8Wko6NDpqamJJPJyN/fn9d89tlnpK+vz2vMzc1JJpPRunXreM2iRYv4dkQiERkaGpKlpSWFh4fzmkePHtEnn3xC9vb2ZGBgQIaGhhQTEyMYj5mZGenp6ZFIJCKxWEz6+vq0fPlywfslk8lIIpFQixYtSCaTkUwmIzs7O7VnZzAYDAaDwWAwGFp51d+DWXlBhXmoMRiMRvH09MS4ceNw//59QUlNTQUAdOnSBaampli9ejV/z6hRozBnzhy4u7vzdZmZmTA3N8eJEyeQkZGBmJgYzJ8/HwqFgtfEx8dj2rRpaNu2LSIiIpCamoq4uDiEhoYiKyuLzwQKAIsWLYK5uTkuX76My5cvw9zcHIsXL+av19bWYsGCBejVqxfi4+MRGRmJ8vJyBAUF8ZqSkhIsXrwYI0eORGJiIg4fPoybN29ix44dvCY7Oxtr1qzBzJkzkZycjB07duD06dP46aefeI1cLsc333yDVatW4ebNm1i1ahV27dqFK1eu8Bp7e3sEBgbi2LFjsLKywv79+3Hv3j1s2LCB1/Tu3RurV6/Gnj17YGVlhV9//RX37t3Dp59+CgAoLy/H+fPnMX78eCQkJOD69esYO3YsXF1d8f777/PttGzZEps2bcK4cePg7e0NExMTGBsbC95XXV1d7NmzB/fu3cPdu3eRlZWFzz77jL/u6+uLq1ev4s6dO0hLS8PVq1fh6OiIESNGNPbrwmAwGAwGg8FgMBj/DF61RY8VVl5iYTwD/v7+NHXqVK3X+/TpQ0uXLiVbW1uKjIzk65cuXUre3t78aycnJzpw4IDWdurq6mjAgAE0dOhQNQ+x+hoiopSUFJLJZCSXy/lrcXFxJJPJKC0tjYiIzp07R9bW1vTgwQNeExERQe3ataPi4mIiItq9ezc5OTlRVVUVr9m4cSO5uLjwfa1cuZL69+8vGMeCBQto+PDh/GsfHx+aMGGCQDN+/Hjy9fXV+BwymYxOnTqldS6ys7NJJpNRYmKioP7XX38la2trfvxEREVFRSSTyejChQsC7blz56h///5069YtjW01NYaGJCUlkUwmU/N0YzAYDAaDwWAwGI3yqr8Hs/KCCvNQYzAYfxgbGxtMmTIFQUFBWhMKWFhY4Pz58ygtLdV4PSkpCampqZgxYwZ0dDR/NKnimsnlckilUvTq1Yu/5urqCqlUiri4OF7j5OQEKysrXuPl5YXq6mokJCTwGnd3d+jq6go0ubm5yMnJ4TWenp6CcXh5eeHatWt8MoO4uDiNGtVYnhfV1dXgOA56enp8nZ6eHnR0dPDf//6Xr8vPz8e8efOwcePGRgN6L1q0CF27dsXbb7+NvXv3NpoM4vvvv4ednR3c3Nyez8MwGAxGI2RlZSE9PR1ZWVmveigMBoPBYDAYGmEGNQaD0SSRkZGwt7cXlJCQEIEmICAAOTk5OHLkiMY21q5di9jYWN6AExgYiNjYWP666jinKnA+ABQUFAj63L17NwBlYH4zMzO1PszMzPgA/nl5ebCwsBBcNzExgUQiQX5+vlaN6nVTGoVCwSdmyM/P16ipn0zgedCrVy8YGhpi1apVqKioQHl5OVauXIm6ujo+mykRISAgAFOmTEGPHj20trVgwQLs3LkTBw8exMiRI7FixQqEhoZq1FZXV+PIkSOYMGHCc30eBoPB0EZFRQVfGAwGg8FgMP6MiF/1ABgMxp8fDw8PrFmzRlDXsmVLwWszMzP4+vpi7dq1GDlypFob7u7uiImJwZUrVxAbG4vo6Gjs2rUL8+bNw5w5c3idygsNAExNTREZGQkA8Pb25j3CGupUEJGgXpOmYX1DDRE1qq+vaaodbf0/K2ZmZtixYwc+//xz/Oc//4GOjg5GjRoFZ2dnPgPqN998g5KSEvj5+TXaVkBAAP9z165dAQAhISGCehUnT55EWVkZ3nvvvef2LAwGg8FgMBgMBoPxV4YZ1BgMRpMYGhqiffv2Tep8fHywZ88e3pOsIRKJBG5ubnBzc8OsWbOwYcMGhISEYNasWejQoQMAIC0tjTfwiEQivl+x+H8fV5aWligoKFBrv7CwkPcUs7S0FCQFAIDHjx+jpqYG5ubmvKahF5mq3frtaNKIxWKYmpryWk2ahl5rzwNPT09cvnwZhYWFEIvFkEql6NGjB2xsbAAA0dHRuHLlitr79dZbb8Hb2xtff/21xnZdXV1RUlKi0dtu//79ePPNN2Fpafncn4fBYDAYDAaDwWAw/oqwI58MBuO5YWRkhICAAHz99dcoKSlpUu/o6AiFQoHKykp069YN9vb22Lp1a6OxvACl8ae4uBjx8fF83ZUrV1BcXIzevXvzmlu3bvFHIQEgKioKurq66N69O6+JiYkReL5FRUXBysqKN1C5urriwoULgv6joqLQo0cPSCQSAMrsnJo0qrG8CFq1agWpVIro6GgUFBRg6NChAIBVq1YhMjISZ8+exdmzZ/Hdd98BALZt24bPP/9ca3uJiYnQ09ODiYmJoD47OxuXLl3C+PHjX9izMBgMBoPBYDAYDMZfDeahxmAwmqS6ulrNA0ssFqNVq1Zq2kmTJmHnzp2IiIgQJA0YM2YMRo0ahR49esDU1BQpKSkIDg5Gv3790KJFCwDKI4fjxo3DyJEj4efnBwcHB9TU1CAmJgYPHz7kjzU6ODhg4MCBmDdvHr788ksAyphggwcP5mOweXp6wtHREX5+fli2bBmKioqwYsUKTJw4ke9v9OjRWL9+Pfz9/TF79mxkZGQgNDQUc+bM4Y9rTpkyBd9++y2WL1+OiRMnQi6XIywsDFu2bOGfbdq0aRg9ejQ2b96MoUOH4vTp07h48SIiIiJ4TVlZGTIzM/nX2dnZSEpKQsuWLWFtbQ0AKCoqwt27d/HgwQMAQHp6OgClB5zKO+zAgQOwt7eHmZkZ5HI5li5dio8//ph/blVbKoyMjAAA7du3h0wmAwCcPXsWeXl5cHV1hb6+Pn777Tf8+9//xqRJkwQJGgAgPDwclpaWGDRokNp7zWAwGAwGg8FgMBj/VDhN8YIYjL8p7Jf9GQgICMDBgwfV6jt27IiLFy+ib9++mD59OqZPn85fi4iIwMyZM/Haa6/h8OHDAICNGzfizJkzSE9PR0VFBVq3bo0333wTc+fO5Y9OAsrkBKGhobh48SLy8/NhaGiILl26wNvbG+PGjeOPfhYVFWHJ/7d352GyVOXhx78vXFYF2UQMKCigoKgxAoqCXBUxiChuqCiIaxQ0iqiAG7ihuEeDwS0YDUr8iaACKkYZRUFZNK4sIcqqsq+X9XLf3x+nmqnbdPdMzZ2p7un5fp6nnq7qOn1Odb3Ty7x96px3vYtTTz0VgF133ZUjjjiCtdde+566rrjiCg499FB+9rOfsfrqq/Pc5z6Xww47bLmk0Xnnncc73vEOfv3rX7POOuuwzz778Ja3vGW58c/OPPNMDjvsMC644AI22mgjDjjgAPbdd9/lzsdJJ53EkUceyaWXXsqmm27KIYccwjOf+cx79p9xxhk9xyDba6+9+NSnPgWUZFl9PLmOgw46iIMOOgiAD37wg3zjG9/ghhtuYJNNNmHfffflta99bd/x2i677DIe//jH88Mf/vCeS2lPO+00jjjiCC6++GKWLVvGpptuyt57781+++233KW1y5YtY7vttuOFL3zhwN5tkjTbzj//fJYuXcqiRYvYaquthn04kiStiNkdWFkjw4SaFhL/2CVJmgdMqEmSxogJtTHlGGqSJEmSJElSAybUJEmSJEmSpAa85FOSJEmSJElqwB5qkiRJkiRJUgMm1CRJkiRJkqQGTKhJkiRJkiRJDZhQkyRJkiRJkhowoSZJkiRJkiQ1YEJNkiRJkiRJasCEmiRJkiRJktSACTVJkiRJkiSpARNqkiRJkiRJUgMm1CRJkiRJkqQGTKhJkiRJkiRJDZhQkyRJkiRJkhowoSZJkiRJkiQ1YEJNkiRJkiRJasCEmiRJkiRJktSACTVJkiRJkiSpARNqkiRJkiRJUgMm1CRJkiRJkqQGTKhJkiRJkiRJDZhQkyRJkiRJkhowoSZJkiRJkiQ1YEJNkiRJkiRJasCEmiRJkiRJktSACTVJkiRJkiSpgUXDPgBJoyciFgEbDfs4JEmSJGmI/paZS4d9EBpNJtQk9bIRcNmwD0KSJEmShuhBwOXDPgiNJi/5lNSLvdMkSZIkLXT+X6S+7KEmqZera+vbAX8b1oGop42As6t14zOajNFoMz6jzfiMPmM02ozP6DNGo60en6sHFdTCZkJNUi9319b/lpl2cx4hEVHfND4jyBiNNuMz2ozP6DNGo834jD5jNNq64nN3v3KSl3xKkiRJkiRJDZhQkyRJkiRJkhowoSZJkiRJkiQ1YEJNkiRJkiRJasCEmiRJkiRJktSACTVJkiRJkiSpARNqkiRJkiRJUgORmcM+BkmSJEmSJGnesIeaJEmSJEmS1IAJNUmSJEmSJKkBE2qSJEmSJElSAybUJEmSJEmSpAZMqEmSJEmSJEkNmFCTJEmSJEmSGjChJkmSJEmSJDVgQk2SJEmSJElqwISaJEmSJEmS1IAJNUmSJEmSJKkBE2qSiIg1I+JtEXFWRFwXEbdExHkR8bGIePAstnP/iHhXRJxRtXNXRNwQEedGxJERselstTVu2opRrb2tI+KjEfHbiLg+Im6LiIsj4r8j4h0RsdlstzmftR2fWrsrRcSZEZGdZa7ams/mOj4RsSginl69Zk6PiKtr72+/qtrZfDaey3wSEQ+unvt5EbGkOvdnRcRbI2LNWWznxRHxg4j4a0TcXr1XfTUinjBbbYyruYxRRKxdxeYL1evghoi4s3p9TFRtrDNLT2UstfUa6mrzgVWsOp8rE3PRzjhoMz4RsUtEfDkiLqraujEiLoyIb0bE6yPivrPZ3rhoI0YR8YiI+ExE/C4ibqq9z50WEQdGxFqz0Y5GU2T63VtayKp/8k4GHt6nyI3A3pl5ygq28zTgv4D1BxS7FXh1Zn59RdoaN23FqGorgPcDBwOLBhQ9MDM/taLtjYM249Oj7TcAn6nfl5kx2+3MZ3Mdn4i4P3Aeg9/bAO4E3p6Z/zKTduabiNgdOBa4X58iFwDPzMw/rUAbqwP/D3hWnyLLgMMz8/0zbWOczWWMImI34ARgtSmKXgm8JDNPa9rGuGvjNdSn3W8Cz6/d9ZPMXDybbYyDtuITEesCxwDPmaLoYzPzf1akrXHT0ufQQcCHGfyd+RLg2Zn525m2o9FlQk1awKpfs84Gtqru+gJwHHAb8BTgUOC+lETXDjP9IIiIhwC/Bzq/BH0b+CpwKfB3wJ7Ay4EA7gZ2yswzZ9LWuGkrRrX2vgC8utr8DfCl6vY24EHAI4AXAMcslMTAIG3Hp6vtjYE/AmsB1wIbgAm1ujbiExGbAJdVm/9DeX/7JSVRcD9gN+CNwOpVmX/KzM/P4OnMGxHxGOAMynv+LcCHgNOANYAXA6+pip4PbJeZt8ywnWOBvavN04B/Af4CPAp4B9DpFfiazPziTNoYV3Mdo4h4GeVzfhnwQ+D7lM+SG4BNgJcCL6qK3wo8yWTApLZeQz3a3QP4DnAVsGF1twm1Li2+x90P+BHwuOqukymfYRcBKwObAttRvpft4WtoUhsxioi9KJ0FoPxodhTw38A1lM+f/YEdq/1/BbbOzBtn8nw0wjLTxcVlgS7A4UBWy9t67N8BuKva/+MVaOcztXY+0qfMG2tlvjPsczMqS1sxqup6Za2tTwIrDSi76rDPzSgsbcanR90nVPV+CZjoHMewz8koLW3EB9gYOBV4woAyj6ckDZKSUFhr2Odmjs/7adVzvYuSqOze/7ZaXN4zwzZ2rn9mACt37d+A0isggeuAdYZ9XkZpmesYUZJlRwMPHlCm/rn/o2Gfk1Fa2ngN9ajzvpQfOhPYp1b/xLDPx6gtbcUH+EqtnRcNKBfAomGfl1FaWvoc+l2tjt37lDm+VuYtwz4vLrO/DP0AXFxchrMAqwDXV2/wf6RP8qT6Qtz5IHjcDNv6VfX4ZcDafcoEpZdNAtcM+/yMwtJyjNaq/ulM4LRhP/f5sLQZnx51Pq+q72rKpYYTnTaGfV5GZRlmfPq087FaO88d9vmZw+e5Xe15Ht2nzEpVTDrJrlVm0M7J1eOXApv0KfPi2rEcNOxzMypLWzGa5rGcXbVxN7D+sM/NKCzDig/waWo/LtSOYWLY52SUlhbf43astXPYsJ/3fFraiBGwdq2NcweUe3St3DeHfW5cZn9xUgJp4VoMrFOt/0dmLutT7su19efNsK1Vq9trM/OmXgWyfOp0xjCYasyVhWIx7cXopcC61frhM6xjoVlMe/G5R0SsTfnHB0qvq2tXtM4xtZghxGeA02rr4zxBwZ619WN6Fahi8ZVqc11KrKatupT3adXmDzPz8j5FvwV0PnPmMrbzzZ619TmJUQMT1e1KwEPmqI35Zs/aeivxiYjtgQMol629fkXqWgD2rK3PZXzeUN3eAnx8Bo9fyPasrc9VjFatrQ8ag+3/auv+fzOGTKhJC9dOtfWfDCh3DrCkWt9xQLlBLqxu16+SAf08tKv8QtdmjF5Y3V6VmT+BMkFBRGwUEZs7e1RPbcan7sOUywx/mplfnoX6xtWw4tNP/Yt0v+TeOOic9yXAuQPK1WPS9Lxvz+T57BvbzLwT+EXnMRGxSsN2xlUbMZquhfK6aKLV+ETEIuDzlP8Lj8zMC2Za1wIx5/GJiFWZnITge1mN7xVlRulNq5krV+1fw4I35zHKzGsoPdtg8v+XXuo/oPn/zRgyoSYtXFvX1s/vVygzlzL568rW/cpN4XPVbVAGir6XiDgAWK+r/ELXSowiYiVK93iAX0TEqhFxGHAFZRDVi4CbIuKciNinmglU7b6GAIiIHYB/oowJYi+CwVqPzxR2ns7xjIHOObyoOrf91M9B0/M+rdh27V8EbNmwnXHVRoymq/O6WEr5rFH78Xkr8BjK++ARK1DPQtFGfB7D5EQ2Z1Y/bh5DGYPzYsr4kDdGxCkR8cSGdS8Ebb2GOhMM/UM1s3Ev765u7wacHGcMmVCTFq4HVbdLMvOGKcp2ZrC7f0Q07q6cmT8Ajqw2D46I4yPieRGxbUTsERFfYvIStmMpg6yrvRg9iDKGGpSZvX5KuezzgbUyQZll6ivAcdUv2gtda68hgKp3TacXwccy848zqWcBaTU+g0TEA4FXVJvXsPzln2MjIlanmm0W6HcZJgCZeT2TPQMfNKhsD/XyA9thMrYzaWfstBij6RzL7pTxhQB+0G9IiIWk7fhExEOB91Sb+2fm7TOpZ6FoMT6PqK2vThn8fj/gPl337wacHhFvblj/2Gr5NfRByqyeACdExMciYreI2C4iXhQRE5QZWO8G/jkzz5tBGxpxJtSkhauTQJnONNFLauszuvQvMw8BnkEZL+V5lFlvzqbMzvZK4DeUGYxelpl3z6SNMdRWjNarre9DmZHwPOBZ1TGsBewBdC4D2Qv4QMM2xlGrryHgYGAb4M/A+2dYx0LSdnx6qnp0Hl07nvdn5m2z2cYIWau23uS8Nz3nTdqZs9jOU23FaKCIWA84qtq8m8leHAtd2/H5HLAG8F+ZeeoM61hI2opP/XvZYZQE0UnAtpRE2gOA/SljRK4EfGJAD6mFprXXUHUp7m7AayjJu4OAU4CzgOMoPXC/BTwpMz/btH7NDybUpIWr05X8zmmUvaO2vsZMGqt6aOwLPKFPkUcBL42IrWZS/5hqK0b1XzxXo/To2DEzT87MW6rlJMr4En+pyh0YERs3bGfctPYaiogtgXdWm28Y44TMbGr1PW6AdwDPrtZPA/51lusfJavX1puc96bnvEk7cxnb+aitGPUVEStTeqNvWt31gcz89WzVP8+1Fp+I2BfYhZKUObDp4xeotuLT/b3su8BzMvPczLwjM6/KzH8DdqeMPRjARxySA2j/PW5b4CX0H0dtF+DlU4whrXnMhJo04qoBSHMWlv26qu5065/OoKb1S6Aa/yMfEVtTfq15KeWXoP0pXatXBTaiJNr+Qvmn88yI2KlPVSNpDGLUfYnHBzPzuu5C1QCsnfFVVmWezJo3BvGB0otgdeD4zDxlBo8fWWMSn54i4qVM9ia8GNh7wGyj46D+XtLkvK/Ie9ZU7cxJbOextmI0yGeBf6zWT8Yet3WtxCciNmBy5sh3ZuZfmzx+ARvGexyUGb3v9dmRmT+j9ICC0oN9m4btjKPW3uMi4gWUK2+eSrks97nA+lW7m1N+UFuFMubtGRGxUdM2NPpMqEkL183V7XS6ONd/KZtO9+luXwU2AW4FdsrMf8vMyzPzrsy8MjO/CuwAXAmsA3x9LsYxmofaitHNXdvfG1D2B7X17fqWWhhaiU9EvBJ4StXem5o8doFr8z3uXqrxoY6h9By4Enh6Zv5tNuoeYfX3kibnfUXes6ZqZ9ZjO8+1FaOeIuJDwGurzZ8BL3SYh+W0FZ9PUC4jPIeS4NT0DOM97s9TzLzq97LltRKjiHgA8GVKQu4PwBMz88TMvK76/+ZPmfkhypApCTwS+EyTNjQ/OKi0NOIyc2nVw2tFdf/6eDllrKz7RMQ6Uwza3Rmo8+rMvGNAuXuJiMdQBrMHOLbfgJyZ+ZeI+AxlbK6NKb9ef7tJW8My32NUtZOUf/yhzO7ZT32A7w0btjMUYxCfg6vbnwA79bmi455YRMSLq9Ulmfndhm21bgzicy8RsRj4JuWX6euBXTNz7GcwzMzbI+Iayj/qmwwqGxHrMvmPzGWDyvZQH2h6E0pSoJ/6QNNN2xk7LcaoV30HA4dUm78CnuXl68trIz4R8XeU8VIBfgzsNcWVghvWPlf+nJm/nG5b46bF10+9fJOJV+bF97K51GKMXlx77BGZuaRXocz8UUT8iHLp5/MiYt1qMgSNCRNq0jyQmedPXaqxPwLPr9a3An7Rq1CU2Rw3rzZnMjtN/R/lX01R9tza+lbMk4QazO8YZeaSiLgE2Ky6ayXKING9rFxbHzQV+UiZz/Fh8nKEZ1XLVL5e3V5CGXdl5M3z+HTXtz3lvK9O+cV7t8z87YrWO4+cB+wEbBERizKz3/vEVl2PaaI+w+1U42529i8Fxj6pOU1txGg5EbE/8OFaXc/IzBtXpM4xNtfxqV8G9/ZplN+ayc+V/wAWbEKt0sbr5w+19ZX7lrr3/nnzvWyOtRGjpv/f7EL5fv0wfA2NFS/5lBaun9XWdx5Qblsmf4H5+QzaqX+ITZXEX6XP4xaqtmIE8NPa+uZ9Sy2/b1BPtoWgzfioudbjExGPBr5PuczkdmCPBdibo3Pe78Nk7+Re6jFpet7PZnKw6b6xjYhVmZwI5+zMnM4A1QtBGzG6R0Tsw+RkHH8CdqnG5FRvrcZHjc15fDLzEuDSanPQd7Lu/Qv9e1lHG68h/78RYEJNWsgmgM6vwy+P/v3996utnzCDdv5cW59qsoH6B9uf+5ZaOCZoJ0YAx9fWB002UN93+gzbGhcTtBCfzNwsM2PQQrkctFO+c/9mTdsaMxO09/ohIh4GnAqsC9wFPD8zJ2Za3zx2Ym39Fb0KRMRKlMloAG6gzH46bZl5M/CjanOXiOh3Wc/zgM7MajOO7Rg6sbY+JzGq1fM8JscSvBx4Wmb+ZfCjFrwTa+uzHp/MvHiqz5Tqc6XjJ7X792v2VMbSibX1uXz9dL6XPSAinjignN/L7u3E2vpcxajJ/zdPrm6TMkGRxklmuri4LNAFeB/lzT0pMwh179+B8o9hAhN96tisVse9ylAS950xupZSvkz3qucfKJdHJWUm0HWGfX5GYWkjRrU4/a4qcyPw8B5ltqYM9prAVcCawz4/w17ais80jmOiU8ewz8koLS2+fh5M6U3QeZ97wbCf+5DP+0+rc3EXsEOP/W+rndPDe+zfb9D+qsxTa2W+DazctX8DymXPSRnHbt1hn5dRWlqK0a7AHVWZK3t9rrgMLz7TOIYV+lwa56Wl18+DKTNPJmWcyPv0KPOyWj0nDfu8jNIy1zGiXC66rNp/ObBxn+N4ba2eM4Z9Xlxmf3EMNWlh+yjwIsr1/B+JiC2A4ygf4E+hTPe8qNp+80wayMxlEXEo8BXKOA/fi4jPUcYYugpYj/Kl+43AmtXDPpSDBxBfSOY8RnBPnF5P6fWxNmV67yMpPZ+C0nvwYCZnTHpjZt460/bGSCvx0YzNeXwiYn3gv5kc/P7jwPkRsc2Ah12fmeN8ac6bKJfPrAGcGhFHUH79X4MykHNnlscLKeerscz8cUQcV9X3bOCHEfEp4C/Ao4B3Uv4hBTgkHQS625zGKCKeQOkVuCrlH9oDgVWmeF1c7mf/Peb8NaQV0sZ73KUR8R7gI5TLFs+KiI8AvwfuR+mZ9rqq+E2U15gmzWmMMvP8iDgGeCVlMrVfV59Bp1N+fH5Q1c7e1UPupnzn0LgZdkbPxcVluAuwBeXDJPssN1Jm4ur3+M2Yxq+YwFspY970aycpv/R8Eohhn5dRWtqKUVX2+ZQvZv3auhN43bDPySgtbcZnQB0TnTqGfT5GbZnr+ACLp3hf67V8edjnpYXzvkd1bvudgwuALfo8dr9aucMHtLEGcPKANu4e9PiFvsxljIDDZ/C62G/Y52SUljZeQ1O0v0KfS+O+tBUf4ENM9oTqtVxJjx5YLnMfI8qkUcdN473tFmDvYZ8Pl7lZHENNWuAy8yLgsZTeR+dQxhG4lfIh80ng0Zl50iy08zFKr4FPUGa7uZHyz87NlF/bjga2y8wDs/qUUtFWjKq2jge2AT5GmfHollpbRwGPyMyjZ6OtcdFmfNSc8RmOzPwu8GjKOb6Qcs5voMTgYOCxVWxWpI3bMnN34KXADym9nu8ELgO+BuyYmYevSBvjrI0YaeaMz2hrKz6ZeSjwJOCrlPG37qB8hz4beDfwsMw8c0XbGUdzHaPMvCMzX0wZguArVRtLKEM/XAecCbwf2CozvzbzZ6JRFv7fKkmSJEmSJE2fPdQkSZIkSZKkBkyoSZIkSZIkSQ2YUJMkSZIkSZIaMKEmSZIkSZIkNWBCTZIkSZIkSWrAhJokSZIkSZLUgAk1SZIkSZIkqQETapIkSZIkSVIDJtQkSZIkSZKkBkyoSZIkSZIkSQ2YUJMkSZIkSZIaMKEmSZIkSZIkNWBCTZIkSZIkSWrAhJokSZIkSZLUgAk1SZIkSZIkqQETapIkSZIkSVIDJtQkSZK04ETE4RGREZFz2MbiThsRsXiu2pEkSe0zoSZJkkZKVxJiOst+wz5mSZIkLSwm1CRJkmZZRExUyb6JYR+L5r82etNJkqRmFg37ACRJkgb4N+CzU5S5vI0D0XjJzMOBw4d8GJIkaZ4yoSZJkkbZVZn5+2EfhCRJklTnJZ+SJEmSJElSAybUJEnS2ImINSPizRFxWkRcGRF3RsRVEXFqRLwiIlYe8NhVI2KPiPjXiDg7Iq6PiLsi4tqI+GU1ntUGfR775Wqcq52ru3buMYnCxbXym013coWIuLgq9+Ue+/ar1bNZRKxWPf9fRMQ11f2H93jc9hHxhYi4MCJuiYglEXF+RBwVEVsOOp4pjvXkqs0z++zfsXa8N/SKR0SsGxHLqjIH9KknIuIFEXF8RFwWEbdX8TorIt4dEesMOMZpjUsWETtFxLeqv6PbI+JPEXF0RGxR7W80Xl5E7BURP4qIqyPitoi4ICI+EhHr9Si7X3V8h9Xu6zUxx2bTaVuSJM0eL/mUJEljJSK2A04ANu7adX/g6dXyuoh4dmZe2aOKzwMv73H/esD21fKGiHhOZv589o581mxAef5/369ARCwCPg28vsfuh1fLayLigMz8wgyOYQJ4JrBtRNw3M2/p2r+4tn4/4LHAOV1ldgaiWv9JdwMRcX/K83xS167VgO2q5YAqTr+cwXMgIt4JvL92HAAPAf4J2DsiXtCgupUj4lhg7677Hwa8DXhuROyUmX+bybFKkqR2mVCTJEljIyIeBZwG3Ae4ijKpwenAtcCGwLMpyZDtgW9XCYy7uqpZBPyJkqw5C7gUWApsCuwCvBJYHzghIrbJzKtqj30n8DHgGGBbSpLoFV313zkrT7a/LwGPAr4C/BfwN+DBwB1dZfat1r8HHAtcCCQlEfdm4JHA5yPib5n53YbH0EmALQJ2BL7ftX9xj+3uhFqnzDXAH+o7IuI+VRtbU87nMcApwGWU2D8ZeAvwAOB7EfHYzLykyROIiJcAH6g2rweOBH5abe8EHAIcB1w9zSrfBzwROJESm0uq4zsA2B3YAvgk8JLaY06knJf9mUx+PqpH3VdM8xgkSdIsMaEmSZJG2YYRsc2A/Vd1EloREcB/UhIqvwF2ycxrusqfGhEnAScDj6cklb7UVeYw4E+Z2X0p4DnA8RHxWeAMSo+3NwLv7hTIzCuAKyJiSXXXkiFMqvBo4FWZ+e+1+37VWYmI5zOZTHtNZn6x6/HnRMR/Us7RU4FPR8T3MnNpg2M4F7gZWIuSGLsnoRYRqwA7VJvfoSQ5F1MSkXWLq9uf9ojFhynJtBspce5Oxv2s6g12JvBASmJsn+kefESsBnyq2rwO2CEzL6wVOTMiTqzqf9g0q30i8K7M/GBXW9+nnJ9dgRdExD9n5tUAmXkDcENE3JO0dZIOSZJGg2OoSZKkUfZ64HcDlv1rZXenJJMA9u2RTAMgM78PfLPa7O49Rmb+X48ETn3/74BOEmrP6T6RFv24K5nW7dDq9oQeyTQAMvN24A3V5mbcu0fZQJl5N9C5HLb7sdsDawI3UXpkAexYH0ctItZlsifWRP3B1fh1r64239MjmdY5hksol2sCvCgi1mzwFJ5L6dEI8N6uZFqn/guB9zao81zgiB71JPCJanMRk8lGSZI0wkyoSZKkcfGc6vaCzPztFGU7l+5t12tA/LpqcPzNI+KREbFN1WPuhmr3I6oeV6Pk2H47ImJj4HHV5jcGVZKZ51Eut4SZJXkmqtvHRcR9a/cvrm5Pp/T0u43JcdQ6nszk99Tu8dOeAaxerQ98DkzGeRUmn/d0PK26XQZ8dUC5/6RcJjsdXxuQqD23tv7QadYnSZKGyEs+JUnSKHtvZh4+zbLbVrcPn2rmxppVKZMNLDcOVjUW24HAbsBGAx6/ErAuZby2UTEombhtbf3rEfH1adY56Bz0028ctcXV7URm3lnNBPpUlh9HrVPmOkpPxLr6c/hrudJ3Wpo8h85lxn/OzOv7FcrM6yLiT8Dm06jz/AH7rqutrzWNuiRJ0pDZQ02SJI2LDacu0tNylwJGxKsoY469guklYdaYYbtzpW8CiFk6R9N0DtCZ3XMx3DN+2hOr+ya6bhfXHttZ7zV+WhvPYd3qdjqJ0ulOSnBrvx2Zuay2ObDHpCRJGg32UJMkSeOik4j4OfC6Bo/7S2clIrYCjqZ8R7oK+CjwY+Bi4ObOjKAR8UomJzOYdhepltw9YF89WfNSBvdmqxuUpOspM5dGxBmUwfYXV3dvx+T4ab+u7puobneqLr9di8mx8Dr76jrP4U6aXcZ5eYOykiRJA5lQkyRJ4+Ja4AHA/VdgJsT9KN+P7gYWV+OI9bJun/ubqvdMmurKgfvMQnvX1tazhRkjJygJtc44aour+0+vJi4A+CVlHLW1KeOo/R39x0+DyeewKnBtZv519g/7ngTidHrD3X8O2pckSSPOSz4lSdK46PR4elhEbDrDOh5Z3f5mQDINlh/Hq5fpjuF2c229b5IuItYHNphmnYP8ura+6yzUN5XucdQWV9sTnQKZeSdwZrW5uFbmenr3oGvjOfyhun1IRKzXr1C1r41JBKb79yRJklpiQk2SJI2L79TW3z7DOjq99/uOtxURGzE5o2g/t1e3qw0qVA14f0O1OShJ95Ip2puWzLwI+GO1+eKIePBs1DvA2cCSav3p3Hv8NLq2F7N8L7Zl3Nv3gLuq9QMjYi6uuPhRdbsS8LIB5V5GO5f8dv6eiIiBf1OSJKkdJtQkSdK4OB7o9Cp7fTW5QF8RsU1E7NF19/9Wtw+LiCf0eMyawNeYeiKCzmWID42pp6H8aXX7nIi412yREbE18L4p6mjiA9Xt6sC3IqLvJYsRsVpE7B8Rq8+koWrMuU7vs1dRLlutj5/WMVHd7gw8puu+7jqvAI6pNh8DfG5QUi0iNoyIVzc89BOYnJDgsIjYske9WwKHNax3puqXtU5nRlFJkjTHTKhJkqSxUI3J9SLKzJIBfDEivh8R+0bE4yPiHyLiHyPi0Ij4OfA7SgKn7qvV7UrAKRFxSEQ8OSK2j4jXA/8DPIUy8cEgZ1S3GwKfiIjHRcQW1dJ9Oepnq9s1gImIeFV1rE+OiPcBv6CMGzbd2SQHysyvA/9RbT4O+GNEfCAinh4Rfx8RT6rO2RcoEzYcxYqNuztR3d6vuq2Pn9bRGUftvgweP63jIKAz/tsrgd9ExJsiYsfqOSyOiAMi4gTgMppNUkFm3g68udpcD/hlRLw9Ip5QLW+nxGUlJpOwc3lZ5hm19U9Wfxtb1v6mHBdZkqSW+eErSZLGRmb+LiKeBHwT2BJ4RrX0c1PX48+OiMOA91LGNPtQj8d8nJLMedKAeo8DDqWMr/VmJpMzAJcAm9Xa/EFEfBr4Z2AT4ItddV1GucT0lAHtNfUq4EpKYmoD4J3V0ssSBs8cOpXuxNhEd4HMvDMizgSeWt11IyV52VNm3hIROwPHAv8IPAL41IBjuGnAvn5tfD0iHgq8n/K3cGRXkVuBFwKHUP7WbmeOZOZFEfENYC/KuHHdY8c9hDITrSRJaok91CRJ0ljJzN9SEiwvB06kJKRuB+6kXDo3Qbns8XGZea9LKav7dgdOpQyMfydwOfAtYNfMfOs0juEWynhh/0K5DPXWKcq/CdibcvnnTZTeWhcAHwYem5l/HPDwxjLz7sw8mHKePk65BPN6SuLsZsqg/MdSzuEDM/O2FWjuLJZ//hN9yp1WW+83fto9MvO6zNwNeBrlEtD/pfROXApcRxm/7SjgmZTx2xrLzA9SejGeSLkE9A5KQvTfgW0z8xTK7KRQkoBz6WWUsQHPqtoaeH4kSdLcikwnDZIkSZKaiohVKMmtNYAPZOa7h3xIkiSpJfZQkyRJkmZmTyYnqPjFEI9DkiS1zB5qkiRJUg8RsUVmXtRn32bA6ZRx764ENsnMpS0eniRJGiInJZAkSZJ6Oz8iTgFOoowrt4Qyc+tTKDOHrlOVe6vJNEmSFhZ7qEmSJEk9RMRUX5SXAe/KzF6zwUqSpDFmDzVJkiSptz2A3Sgztj4AWJ8y0+cVlNlKj8rM3w/t6CRJ0tDYQ02SJEmSJElqwFk+JUmSJEmSpAZMqEmSJEmSJEkNmFCTJEmSJEmSGjChJkmSJEmSJDVgQk2SJEmSJElqwISaJEmSJEmS1IAJNUmSJEmSJKkBE2qSJEmSJElSAybUJEmSJEmSpAZMqEmSJEmSJEkNmFCTJEmSJEmSGjChJkmSJEmSJDVgQk2SJEmSJElqwISaJEmSJEmS1IAJNUmSJEmSJKkBE2qSJEmSJElSAybUJEmSJEmSpAZMqEmSJEmSJEkNmFCTJEmSJEmSGvj/tXNVG6XOQt4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = mfx.plot_weights(m.mofa, factor=1, views = 'genes', n_features=10,\n",
    "                      y_repel_coef=0.04, x_rank_offset=-150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "3643a331-970a-4bc1-8cc5-30c80ecb4b0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>feature</th>\n",
       "      <th>factor</th>\n",
       "      <th>value</th>\n",
       "      <th>value_abs</th>\n",
       "      <th>view</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1153</td>\n",
       "      <td>ENSG00000168283</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>-0.691943</td>\n",
       "      <td>0.691943</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>7404</td>\n",
       "      <td>ENSG00000152463</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>0.643829</td>\n",
       "      <td>0.643829</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5070</td>\n",
       "      <td>ENSG00000115590</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>0.606326</td>\n",
       "      <td>0.606326</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12425</td>\n",
       "      <td>ENSG00000163958</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>0.604256</td>\n",
       "      <td>0.604256</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1783</td>\n",
       "      <td>ENSG00000204936</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>0.604149</td>\n",
       "      <td>0.604149</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>505</td>\n",
       "      <td>ENSG00000185046</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>0.591682</td>\n",
       "      <td>0.591682</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2043</td>\n",
       "      <td>ENSG00000188452</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>0.589510</td>\n",
       "      <td>0.589510</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2543</td>\n",
       "      <td>ENSG00000080200</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>-0.570431</td>\n",
       "      <td>0.570431</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>7811</td>\n",
       "      <td>ENSG00000008438</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>0.566319</td>\n",
       "      <td>0.566319</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6035</td>\n",
       "      <td>ENSG00000189221</td>\n",
       "      <td>Factor2</td>\n",
       "      <td>0.543974</td>\n",
       "      <td>0.543974</td>\n",
       "      <td>genes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   index          feature   factor     value  value_abs   view\n",
       "0   1153  ENSG00000168283  Factor2 -0.691943   0.691943  genes\n",
       "1   7404  ENSG00000152463  Factor2  0.643829   0.643829  genes\n",
       "2   5070  ENSG00000115590  Factor2  0.606326   0.606326  genes\n",
       "3  12425  ENSG00000163958  Factor2  0.604256   0.604256  genes\n",
       "4   1783  ENSG00000204936  Factor2  0.604149   0.604149  genes\n",
       "5    505  ENSG00000185046  Factor2  0.591682   0.591682  genes\n",
       "6   2043  ENSG00000188452  Factor2  0.589510   0.589510  genes\n",
       "7   2543  ENSG00000080200  Factor2 -0.570431   0.570431  genes\n",
       "8   7811  ENSG00000008438  Factor2  0.566319   0.566319  genes\n",
       "9   6035  ENSG00000189221  Factor2  0.543974   0.543974  genes"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = m.mofa.get_top_features(views = 'genes', factors = 1, n_features = 10,df = True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9927e3fc-409c-4be9-92ab-c5bcb3baabe6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'group'}, xlabel='Factor1', ylabel='Factor2'>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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9Ni3Lkuj83KTLK8tSsrvDnWcwbdu2LeHll1/OPHToUFJLS4tRSomMjAzX+PHjnWvWrGm94YYb7CkpKZfMvnrjjTdSXnvttYzjx48ntrW1GeLi4pSCggLn8uXLW++7776GpKSkS65ZsWLF9Lq6OvPUqVM7X331Vb9L0mpraw2rV6+epSgKbr/99vrvf//7F1q53HbbbdbDhw8nzpgxo9Pf0rYXX3wxfd26dVmnT5+O83q9Ijs727Vq1Sr7Aw88UJ+WlubV+mdF4cEiUpDZbLZmq9X6FIAHAFxptVrvsNlsf/WNsVqtSQB+6XPo92FMkYiIiIiIKKZ81HQ++Wnbh6Vuxatqh/FGZ6fll0c2Wu+1Lj41J3Nce6jzC7bu7m7xta99rWjjxo3pA89VV1dbqqurLTt27Eg9f/68+dvf/nZN/zmHwyEefPDBku3bt6f6XtPR0aE/ceJEwokTJxJefvnl7CeeeKJizpw5Dt+YK6+8suWFF17IO378eGJlZaWpuLjYNVR+69atS1eU3jrUzTff3KLle3O73bj//vtLtm3bluZ7/Ny5c5bnnnsub/369enPPPNMuZYxKXxYRAqN/wFwHYDxAF6wWq1LALwCoB3ADADfAjC5L/a3NpttT0SyJCIaJkVKSEjoharncURERETDdrKtIV5LAamfW/HqnrZ9WPpV4ypbLM1I8nq9uPfee8v279+fDAD5+fk9t956a8OsWbO64+Pjlbq6OuP+/fsTP/jgg7SB1z700EPF/QWk4uJix9133103adIkp91uN/zzn/9MX79+fUZLS4vxS1/6kvW11147WlhY6O6/9tZbb2154YUX8qSUWLduXfo3vvGNuqFyfOeddzIAoLCw0Dlv3jxNf7bf+c53xvUXkAoKCpz33HNP3dSpUx3t7e36t956K+2tt97Keuihh0q1jEnhwyJSCNhstkar1foJ9C5tKwPwlb6PgZ4B8FA4cyMiGi6X14M9jWexubYC5zpbIAGkm+OxNLcUS3PLkGKKi3SKRERENMpIKfHH8p3FWgtI/dyKV/dc+a6ih+dffyxWeiT97ne/y+4vIC1ZsqT1iSeeOG2xWKRvzHXXXdf2X//1X9V1dXXG/mNvvvlmyubNm9MAYPbs2R3PP/98hdlsvnDdVVdd1f7MM890/vjHP57Q0dGhf/jhh8c9+eSTp/vPT5kyxVlaWtp96tSp+HfffTdjqCJSeXm5uaKiIh4Arr76ak2zkA4ePBj3+uuvZwNAaWlp99/+9jeb79K6K664omPOnDldjzzySJGWcSl8+BZyiNhstuMAZgP4DwC7ALQAcAGoAvA3AKttNtu9NpvNPeQgRERRoqWnCz888C6er9iFs30FpN7j3Xj97GF8d+8/caJ1yDeriIiIiIblcEtN0lA9kNRqcHbEHbbXJAUrp1Dyer3485//nAsAGRkZ7scee6xyYAGpn16vR0FBwYXXky+++GIWABgMBvnTn/600reA1O8LX/hC05w5c9oBYNu2bak1NTVG3/PXXHNNC9C7tOzAgQODvkO4bt26/t6+uPXWW5u1fH9/+tOfsvqXwT388MNnB+vN9JnPfKZ5wYIFbVrGpfBhESmEbDZbl81m+5nNZrvcZrNl2Gw2s81mG2ez2e6w2WwbI50fEZEaPV4PHj+yCbXdQ/9f7vS68cTRLajuag1fYkRERDTqbaotzwrKODXBGSfUDhw4EN/c3GwEgBtvvLFxsCLLYNxuNw4dOpQEAHPmzGkfP378kJMVbr311iYA8Hq9YuvWrUkDzrXodL1lgldfffWSfkwA8N5776UDwJQpU7pKS0uH7Js0mL179yYDQFFRkWP+/PlDLoO7+eabNRWnKHxYRCIiIr92NlT6LSD161E8eOvckTBkRERERGNBl7tHd8xed0nfn+E4Zq9L63L3RP3r38OHD8f3P77ssss61V53+vRpc09P7/c3ffr0Ln+xCxYsuHC+vLz8otlG+fn57lmzZrUDwPvvv3+heXa/3bt3x1dXV5sB4JprrtFU6HE4HKK2ttYMAJMnT/ab4/z58/2ep8iJ+l8iIiKKrM01FapjP2quQpvLETiQiIiIKIAmZ5dJYtCVXJpJSDT3dJmCMlgItbS0XOhbnJubq7r1ie91mZmZfq/zHbetrU0/8Py1117bAgBNTU2mLVu2JPqee+211zIAQK/Xy5tvvtmuNj8AaG1t1UvZ+/eZnp7u8Rebk5PDti9RikUkIiIaksvrQXV3q+p4r1RwrlNTf0UiIiKiQTm97qC+XnV4gjteqAkhhlVBG2kD8bVr19pNJpMCAK+//vqF/kcejwcbNmxIA4C5c+e2Z2dn+y0EDSSlvJBYrDQ5p0vF1C8RERGFl1eqWoZ/8TWK9muIiIiIBrLojUF9UhFnCO54oeA7Q6e2tlb1zCnf6xobG43+Yn13dEtJSfEOPJ+SkqIsWrSoDQA2b96c1tPTIwBg48aNyXa73QgA119/veZ3DdPS0i7k2Nzc7Hen+Pr6er/fA0UOi0hERDQki96IBIO2md8ZlsTAQUREREQBZFoSXALBmbGig5AZ5gRNTaAjYebMmRd6Ae3atUv1k6qSkpIes9msAMCRI0cS/MXu3bv3wvlJkyYN2ofghhtuaAaAzs5O/fr165MB4PXXX08HAIvFolx//fWtanPrFxcXJ/Pz83sA4MSJE35z3LdvX7y/8xQ5LCIREdGQhBBYnFOiOn5CYjrGJQal/yURERGNcQlGszI1LVdT352hTEnLbU0wmqN+JtKsWbMcmZmZLgB44403sjo6OlS9ZjcajZg5c2YHAHz00UfJ586dG3Imz7p16zIBQKfTYdmyZR2DxVx99dXtSUlJ3r48MhwOh9i2bVsqACxZsqQ1MTFxWH+W8+fPbweAM2fOxO3fvz9uqLhXXnklczjjU+ixiERERH6tyJsEo+6SnouDWlMwOcTZEBER0ViyMm9SY1DGyQ/OOKGm1+vxmc98ph4AmpqajA899FBx/3KygbxeL6qrqy8Ui+68885GAPB4POKb3/xm0WDXPffccxn79+9PBoBly5bZ8/PzB21gbTKZ5IoVK1oAYMeOHSl///vf07u7u/XAx7OUhuOuu+5q7O+H9N3vfreos7PzkprEiy++mL5nz56U4d6DQotFJCIi8isrLhFftC6GQfj/L+OqwilYmF0UnqSIiIhoTJiRnt+RZUl0jmSMbEuSY0Za/qAzbqLRfffd1zB37tx2ANi+fXvqNddcM+03v/lN9rZt2xL2798f9/bbbyf/8Ic/zF+zZs30559/Pqv/uuuuu65t+fLldqB3NtJNN9005S9/+Uv63r17499///2kr371qxMeffTRIgBISkryfve73z3vL4+bbrqpBQBcLpfuscceGwcAKSkpnjVr1rQP93ubPXu2Y+3atQ0AUFFREb927dopzz//fMbevXvjN2zYkPSNb3xj/MMPP1w8ceLE7uHeg0LLbzMrIiIiAJidOQ5fm3kF3jx3BMfstRdttluYkIorC6bg8pziiOVHREREo5MQAp+bdHnlL49stLoVr+ZJEEadXrln0mVnYmk3ML1ej6eeeurUQw89VLR169a06upq8+OPPz5OzbWPP/545YMPPii2b9+eevr06bjvfe97lzxBS09Pdz/xxBMVhYWFg85C6rdkyZLO7OxsV0NDg6mrq0sPAKtWrWoxGkfW8/qRRx6pampqMm3bti21qqrK8oMf/KDI93xOTo7r8ccfP3XNNdfMGNGNKCRYRCIiIlVKk7Pwb9NXodHRiXOdLfBKBVlxiShO4pJ1IiIiCp2ylOzue62LTz1t+7BUSyHJqNMr91oXnypLyY65WS0JCQnKU089dXrjxo1JL7/8csbhw4eT7Ha7Qa/XIyMjw1VUVOS86qqr7Nddd12r73VxcXHymWeeOfXGG2+kvPbaa5nHjh1LaG9vN1gsFqWgoMC5YsWK1vvuu68hKSkpYE8jnU6HK6+8suXPf/5zbv+xtWvXat6VbSCTySSffvrpU3/5y1/S161bl3X69Ok4r9crsrOzXStWrGh98MEH69LT0y/ZNY6ig5BSBo6imCKEKATQPzVxnJSyKky35g8TEREREdHIRdW0mX379r1lMBimWiyWVKvVejJSeZxsa4j/Y/nO4kZnpyVQbLYlyXHPpMvOxGIBiSiYbDZbmdPpbPV4PMfmzZt37UjH40wkIiIiIiIiinplKdndj8y/4ehhe03SppryrGP2ujTp8z62DkJOScttXZk/qXFGWn5HLC1hI4oVLCIRERERERFRTBBCYGZ6QcfM9IKOLnePrrmny+TwuHVxBqOSYU5wJRjNw9p6nojUYRGJiIiIiIiIYk6C0awkGM0j2rmNiLTR3N2eiIiIiIiIiIjGHhaRiIiIiIiIiIgoIBaRiIiIiIiIiIgoIBaRiIiIiIiIiIgoIBaRiIiIiIiIiIgoIBaRiIiIiIiIiIgoIBaRiIiIiIiIiIgoIBaRiIiIiIiIiIgoIBaRiIiIiIiIiIgoIEOkEyAiIqLo1+ZyYEvtSRy118CteJFoNGNhVhEWZE2ASc+nE0RERERjAZ/1ERERkV9vnTuCN84dhiLlRcdPtNZjXeUBfGnyEkxJy41QdkREREQULlzORkREREN669wR/OPsoUsKSP26PD349dFNONnWEObMiIiIiCjcWEQiIiKiQbX2dOONc4cDxnmkgr+e2heGjIiIiIgoklhEIiIiokFtrTs55Aykgc532XGqvTHEGRERERFRJLGIRERERIM6Yq/VFH+0RVs8EREREcUWFpGIiIhoUC6vR1O8U3GHKBMiIiIiigYsIhEREdGgkowWTfHJGuOJiIiIRqvbbrvNarVa5912223WkYxjtVrnWa3WeY8++mh+sHIbCRaRiIiCoMfrQVWXHec6W9DldkU6HaKgWJA1QXWsgMB8DfFEREREFHsMkU6AiCiWNTo68X71CexsqITT27uUxyB0mJs5DmsKpmBCUnqEMyQavsuyi/DKmQPo9gQujM5Iz0emJTEMWRERERFRpLCIREQ0TCfbGvDro5vh8F7cB8YjFexuPIt9TefxuUmXY2F2UWQSJBohk96Ae62L8dtjW+CRypBxGeYEfGbiwjBmRkRERBTdXn75ZVukcwgFLmcjIhoGe083fnPs0gKSL69U8Gz5Dm57TjFteno+/m36KuTHp1xyTkBgRno+vjnrSqSY4iKQHRERjWXS2aWT9Wcs8vyJeFl/xiKdXXx9SxRinIlERDQMm2rL0e0JvBOVIiXWVx3HA1OzwpAVUWhYU3PwP/OuQ0VbA47Ya+DyepBkjMOCrAnIiuMSNiIiCh8pJXD6UJJy4IMsnDuWBik/PikEMGGaXTdrdSNKZnYIISKXKNEoxSISEZFGXqlge91p1fGHmqvR2tONVHN8CLMiCr2JKdmYmJId6TSIiGiMktUV8cq7zxSjtWHw7UClBM4cSVPOHElDarZTd/UXKkXBxO4wpzlijz76aP4f//jHPACw2Wz7HA6H+P3vf5+9fv369OrqagsAjB8/3nndddc13XvvvY1Go3HIsSorK01/+MMfcvbs2ZPc0NBgUhQFGRkZ7rlz53Z87nOfa5g5c6ZjqGutVus8APjc5z5X++1vf7tm9+7d8U8//XTO4cOHk9ra2gzJycmeOXPmdHzlK1+pnTp1qjPIfwwXbNu2LeHll1/OPHToUFJLS4tRSomMjAzX+PHjnWvWrGm94YYb7CkpKYOuu3/jjTdSXnvttYzjx48ntrW1GeLi4pSCggLn8uXLW++7776GpKSkS65bsWLF9Lq6OvPUqVM7X331Vb9L0mpraw2rV6+epSgKbr/99vrvf//7Vf3nbrvtNuvhw4cTZ8yY0elvaduLL76Yvm7duqzTp0/Heb1ekZ2d7Vq1apX9gQceqE9LS/Nq+bMKBxaRiIg06nT3oMOt/v9JBRJ1jnYWkYiIiIiGSVbsT1befrIUHre6JWutDRZl3c+tumvuOyUmzm0PcXohU1dXZ/jc5z43qbKy8qJ14+Xl5fHl5eXjd+zYkfLMM8+c1Ov1l1z7pz/9KeNHP/rRBLfbfdGUrNraWvObb75pfvvttzO/+MUvVn/961+vC5TH7373u6zHH398nNfrvTBWS0uL8YMPPkjftm1b6q9+9auKFStWdI7gW71Ed3e3+NrXvla0cePGS3aqqa6utlRXV1t27NiRev78efO3v/3tGt/zDodDPPjggyXbt29P9T3e0dGhP3HiRMKJEycSXn755ewnnniiYs6cORcV0q688sqWF154Ie/48eOJlZWVpuLi4iF3GFm3bl26ovTWoW6++eYWLd+f2+3G/fffX7Jt27Y03+Pnzp2zPPfcc3nr169Pf+aZZ8q1jBkOLCIREYWBAKdTExEREQ2HrK6I11RA6udx65S3nyzVxX/dFoszkgDg/vvvLzt//rzllltuabjiiita09LSvCdPnrT84Q9/yDt//rxl586dKc8++2zmF7/4xSbf6958882U73//+0VSSlgsFuWOO+6oX7p0abvBYJB79+5NfP7553Pb29sNTz75ZEFSUpL3vvvuG7KJ586dO5NtNltCUVGR484776yfOnWqw+Fw6N59993UV155Jaenp0f33//938UffPDBEbPZLIcaRwuv14t77723bP/+/ckAkJ+f33Prrbc2zJo1qzs+Pl6pq6sz7t+/P/GDDz5IG+z6hx56qLi/gFRcXOy4++676yZNmuS02+2Gf/7zn+nr16/PaGlpMX7pS1+yvvbaa0cLCwsv9Km49dZbW1544YU8KSXWrVuX/o1vfGPIIts777yTAQCFhYXOefPmafoZ+853vjOuv4BUUFDgvOeee+qmTp3qaG9v17/11ltpb731VtZDDz1UqmXMcGARiYhIoySjGclGC9pVzkbSQSA3PjnEWRERERGNPlJKKO8+U6y5gNTP49Yp7z5TpPv8D4/FYo+kioqK+N/85jcVK1eu7Og/Nm/evO41a9a0XXvttdNbW1sNL730UrZvEcnlcokf/OAHE/oLSH/84x9P+M62WbRoUdcNN9xgv+OOOybb7Xbjr3/968Kbb77ZnpWV5RkshxMnTiQsWLCg7emnnz7lWyRavnx5Z2pqquepp54qaGxsNL399tspN910U2swvu/f/e532f0FpCVLlrQ+8cQTpy0Wy0UFquuuu67tv/7rv6rr6uouWs/35ptvpmzevDkNAGbPnt3x/PPPV/jmfdVVV7U/88wznT/+8Y8ndHR06B9++OFxTz755IVeFVOmTHGWlpZ2nzp1Kv7dd9/NGKqIVF5ebq6oqIgHgKuvvlrTLKSDBw/Gvf7669kAUFpa2v23v/3N5ru07oorruiYM2dO1yOPPFKkZdxwYPd6IiKNdEKHJbnq3xSYmVHAnauIiIiIhuP0oaQheyCp1doQh8pDSUHKKKxuvvnmBt8CUr+MjAzvtdde2wQAZ86ciWttbb2wnu0f//hHanNzsxEAPvvZz9YOXK4FAEVFRa6HHnqoCgB6enp0f/7znzOGysFkMsmf//znZwabZfTlL3+5wWAwSADYs2dPUHbb8Hq9+POf/5wLABkZGe7HHnuscmABqZ9er0dBQcFFu928+OKLWQBgMBjkT3/608rB8v7CF77QNGfOnHYA2LZtW2pNTc1FhahrrrmmBehdWnbgwIFBn8ivW7fuwp/Zrbfe2qzle/zTn/6U1b8M7uGHHz47WG+mz3zmM80LFixo0zJuOLCIREQ0DCvyJiLBYAoYpxc6XF04NQwZEREREY0+ysENQdniVjmwMSa3yvXXZ2f69OkXlk9VVlZeeGL64YcfJgOAEAKf+cxnmga7FgBuueUWe3x8vBcAdu3aNeS0+blz57bn5OQMOkspOTlZyc/P7wGA6upqs7/vRa0DBw7E9xfBbrzxxsbBCixDcbvdOHSot2A4Z86c9vHjxw+5nfKtt97aBABer1ds3bo1acC5Fp2ut1zy6quvXtKTCQDee++9dACYMmVKV2lp6ZB9kwazd+/eZAAoKipyzJ8/f8hlcDfffLOm4lQ4sIhERDQMaeZ4PDhtBeL9FJL0QofPT7ocJcmZYcyMhsPpdWNzbQV++NE7+NqOl/GNna/gN0c340hLTe9WwkRERBR20tmlw9mjg/a80ezskTTp7Iq517+TJ08esn9CWlrahcJOR0fHhZlI/U24s7OzXUMVfwDAbDbLsrKybqB3NtNQcRMmTPDbwyE5OdkDAN3d3Zd29x6Gw4cPX9iN5rLLLtPUrPv06dPmnp4eHQBMnz69y1/sggULLpwvLy+/6PvPz893z5o1qx0A3n///QvNs/vt3r07vr9ods0112gq9DgcDlFbW2sGgMmTJ/vNcf78+X7PRwJ7IhERDVNpchb+e84nsKHahh0Np9Ht6X2jw6jTY37meFxRMBnjEoPzvIdC50xHM359dPMlO+4daqnGoZZqTEzOxgNTlyPBGHjmGREREQVRW6MJwXozR0qgrckES0LItqIPhYSEhCFn4fTPlAEARVEuNHxqb2/XA0BaWtqQs3D6paenuwGgs7NzyNpAXFyc35lA/b2mfHMYiZaWlgu55ObmBvwehro2MzPT77W+Y7e1tV1SALv22mtbPvroo+SmpibTli1bEleuXHmhoPXaa69lAIBer5c333yzXUuOra2t+v43KdPT04cs8gFATk6Opu8/HFhEIiIagUxLIj5ZOg83Fc1Cc08XFCmRbk5AnMEY+GKKuPrudjx2ZCO6PUPPQK5ob8Bvjm3G12dcAb0u5t7AJCIiil0uZ3D/43U5xtR/5GoaiUspo7rbuBBi2FXEkTZSX7t2rf2nP/3peJfLpXv99dcz+otIHo8HGzZsSAN6l/plZ2f7LQQN5PtnHovN3sfULxERUaiY9AbkxaegICGVBaQY8s9zh/0WkPqdam/EvqZzYciIiIiILjBZVPfCUTee/xk1o0VycrIXAFpaWgI+KbXb7QYASExM1FQICSXf2Tm1tbWapoL7XtvY2Oj3+/fd1S0lJcU78HxKSoqyaNGiNgDYvHlzWk9PjwCAjRs3JtvtdiMAXH/99Zp2ZQMuXobY3Nzsd2JPfX191L2wYBGJiIKuy+3C+U47qrrs6PFGzf9HRBfpcDmxv+m86vjNtRUhzIaIiIgukZLlQrBmagidREqmpubHsaq4uNgBAA0NDab6+vohixQul0ucPHkyHuht8Byu/AKZOXPmhT5Au3bt0rTjW0lJSY/ZbFYA4MiRIwn+Yvfu3Xvh/KRJkwb9/m+44YZmAOjs7NSvX78+GQBef/31dACwWCzK9ddf36olPwCIi4uT/c3IT5w44TfHffv2xfs7HwksIhFR0JzrbMHTJz7EN3e9gu9/9DYe2f82vrnrFfzl5B40OC7ZmZQook51NMEj1b8hebK9EV4N8URERDQywpKgYMI0Tf1mhjRhWquwDN1faDRZvHhxOwBIKfGnP/1pyB1eXn311bT+ZtiXXXZZe7jyC2TWrFmOzMzegt8bb7yR1dHRobpuYTQaMXPmzA4A+Oijj5LPnTs35EyedevWZQK9vaWWLVs26IuVq6++uj0pKcnbl0uGw+EQ27ZtSwWAJUuWtCYmJg7rZ2r+/PntQG9D8/379w/Z1PyVV16Juh16WEQioqDY3XAGPzqwHrsbz1z0wtzp9WBzbQV+8NE7KG+tj2CGRBdzK5fMWg7Io4yJ555ERERRQzdrdWNQxpm9KijjxIK1a9e29jfMfuGFF/IOHDhwSZHi3Llzxl/+8peFAGA2m5W77roraraS1+v1+MxnPlMPAE1NTcaHHnqouH8p2UBerxfV1dUXFYruvPPORgDweDzim9/8ZtFg1z733HMZ+/fvTwaAZcuW2fPz8wdtYG0ymeSKFStaAGDHjh0pf//739P7C2/9s5SG46677mrs74f03e9+t6izs/OS2syLL76YvmfPnpTh3iNUWEQiohGrbG/CH8t3+p2l4fS68cSxLWhxRt0ulTRGpZm0zQ6ONxhh1nM/CiIiorAqmdmB1OyR7aiWmu1A8cwxMy3eZDLJ73znO2eFEHA4HLp77rln8o9+9KO8bdu2JezcuTPhV7/6VfZtt902tb9n0le+8pWqrKysqOpBcd999zXMnTu3HQC2b9+ees0110z7zW9+k71t27aE/fv3x7399tvJP/zhD/PXrFkz/fnnn8/yvfa6665rW758uR3onY100003TfnLX/6Svnfv3vj3338/6atf/eqERx99tAgAkpKSvN/97nf99je46aabWgDA5XLpHnvssXEAkJKS4lmzZs2wZ2/Nnj3bsXbt2gYAqKioiF+7du2U559/PmPv3r3xGzZsSPrGN74x/uGHHy6eOHFi93DvESp8NkxEI/Zu1XFVy3wcXjc21pbj1uI5YciKyL/S5ExkxyWpXmp5eXZJiDMiIiKigYQQ0F39hUpl3c+t8Li1T4IwGBXd1V84E4u7YI3Edddd19bS0nLmxz/+8QSn06l79tln85999tl83xidTocvfvGL1ffdd1/UzdLS6/V46qmnTj300ENFW7duTauurjY//vjj49Re//jjj1c++OCDYvv27amnT5+O+973vlc8MCY9Pd39xBNPVBQWFg46C6nfkiVLOrOzs10NDQ2mrq4uPQCsWrWqxWgcWc/rRx55pKqpqcm0bdu21KqqKssPfvCDIt/zOTk5rscff/zUNddcM2NENwoyFpGIaETaXA4cbKlSHf9h3WncNGEWt0qniBNCYHX+JPz11L6AsXqhw8q8iWHIioiIiAYSBRO7ddfcd0p5+8lSTYUkg1HRXXPfKVEQfbM5wuHuu+9uXrp0accf/vCHnN27dyc3NjaaFEVBRkaGe86cOR2f//znG2bOnBk1DbUHSkhIUJ566qnTGzduTHr55ZczDh8+nGS32w16vR4ZGRmuoqIi51VXXWW/7rrrWgdeGxcXJ5955plTb7zxRsprr72WeezYsYT29naDxWJRCgoKnCtWrGi97777GpKSkgK+E67T6XDllVe2/PnPf87tP7Z27VrNu7INZDKZ5NNPP33qL3/5S/q6deuyTp8+Hef1ekV2drZrxYoVrQ8++GBdenq69v4LISaklJHOgYJMCFEIoH9K3jgppfpX+CPDH6YxqLy1Hj8//IGma3608CakmaNuowEag6SUeMb2IXY3nh0yRkDgnkmXYVEOZyIREVHYRNW0mX379r1lMBimWiyWVKvVejJSecjqinjl3WeK0dpgCRicmu3QXf2FM2O1gETUz2azlTmdzlaPx3Ns3rx51450PM5EIiKiMUsIgc9bFyM/IRUba8rR5rr4zbjxielYO2EmpqfnDzECERERhYsomNit+/wPj6LyUJJyYEMWzh5Ng++kCKGTmDCtVTd7VSOKZ3aMtSVsROHAIhIRjUhufDJ0QkBROasxyWhGsjHwm0dE4aITAteMm4arCqbgsL0GTc5O6IVAUVIGipOibldVIiKiMU0IAZTM6tCXzOqQzi4d2ppMcDl0MMUpSMl0CUsCt1IlCiEWkYhoRJJNcZidUYj9TX43NbhgSU4p+yFRVNLrdJidURjpNIiIiEglYUlQYEkY2c5tRKQJi0hENGJXF07FoeZqeALs0BZvMGFFPpsTExERERGNVi6XS9hsNvNwri0uLnYlJiZyNlkUYxGJiEasKCkDX7AuxjO2D4csJMUbjHhw6gqkmxPCnB2F0tmOFmyvP4UmZyd0QqAkKQtLc0uRbOKSRSIiIqKxqLq62njbbbdNG861v//978tXrlzZEeycKHhYRCKioJiXNR458Un4oNqGPY1n4VZ6d6OMNxhxeXYJriiwItOSGOEsKVjaXA48dWI7ytsaLjp+uKUGb547jNUFVtxcNBs6NrQkH03OTmypPYldDZVodzlh0usxOTUXK/MmYXJqDtgAlYiIiCi6sYhEREFTmJCGeyZdjk+WzENLTxd0QiDDnACTnv/UjCad7h78/ND7qHcM/iaRRypYX3UcDo8bn5m4MMzZUbTaUX8aL1TshtdntqLT68GB5iocaK7CnIxxuHfyYhh1+ghmSURERCNVXFzsstls+yKdB4UGu9sSUdDFGYwoSEhFXnwKC0ij0JvnDg9ZQPK1te7kJTOVaGw60FyF58p3XVRAGuij5vP4o21HGLMKvm6PC4dbqrGv8RxOtjWo3rWSiIiIKFbw1R0REanW4/VgR32l6vjNNeWYlJIdwowoFrxWeQASgQsqe5vO4erOFoxPTA9DVsHT7OzCm+cOY7fPUl4AyLQkYmXeRFxRYIVO8H07IiIiin18RkNERKrZWuvh8LpVxx9orgphNhQLbK31qHW0q47fVFMRwmyCr6arDT868C6215++qIAE9PaAernyI/z++Da/s7CIiIiIYgWLSEREpJrD69IU75HKJS+saWw52d6oKf6UxvhI8ihe/ProJrS7nX7jDjRX4Y2zh8OUFREREVHosIhERESqxRtMmuJNOj0bJY9xXkXbDByPjJ2i4/6m82ju6VIVu7m2HC6vJ8QZERGFHLfRJIoxUsqg/t6yiERERKpNTs1FgoZC0tzM8SHMhmJBuiVeW7w5IUSZBN+2ulOqY7s9buxvOh/CbIiIQqobgKIoik5y0wCimCGlhKIoegBeAJ3BGJNFJCIiUs2o02NxTqnq+JV5E0OYDcWCeZkTYNap38djcU5JCLMJriantudijc7AuxoSEUWp84qiOBVF0TkcDnOkkyEidTo7O+OllEJRFAeAM8EYk0UkIiLS5Lrx01GYkBow7sqCKShOzgx9QhTV4gxGLM5VVxhKNcVhftaEEGcUPHqhbXa4nju0EVHs2tn3IlRpa2tLiXQyRBSYlBLNzc0ZUkq3oihOAO8HY1z1bw0SEUVAu8uJvY1n0eZ2wKTTY0pqHkpYmIioOIMRX5uxBs+V78ChlupLNm436w34ROE0XDt+WkTyo+hza/Ec1HS1wdZWP2RMvMGEf5m6IqZ6aBUlZaJBw2ykoqSMEGZDRBRSHwKQHo+nuaWlJUuv13vT09PtBoOBW08SRRkpJTo7O+Obm5szurq6EjweTzWAHgDbgjG+4JrW0UcIUQigv/HCOClluPbY5g8TBU23x4W/ndqLvY3n4BmwNfb4xDTcXjwXk1JzIpQd9WtwdGB7/Sk0O7ugFwLFSZm4PLsYFoMx0qlRlHErXrx17gi21p1Ch89uZjohMDu9EGuLZiI3Prbe3D7Z1oifHnpPVWxOXBK+N+96CI2zl4hozIq6fyz27dv3RQD3G43GXL1enwpA6PV6jxCCrwGIokTf0jW9lFJIKd0ej6fe6/XaAXxz3rx5W4JxDxaRRiEWkSjWdXtc+NnB91Hd3TpkjEHocP/UZZiRXhC+xHxUtjdhU20Fytvq4VYUpJnjsCi7BItyihGncQczorHEo3hx1F6LdpcTRr0e1pQcpJm1Nd+OJr86shFH7LUB4744eQkWxNBSPSKKuGgsIgkA/wPgegB6vV6fJITgyhai6ONVFMXRt4StB8C3g1VAAlhEGpVYRKJY90fbDuxoqAwYZ9Eb8KOFN4W1aONRvPhj+U7saTw76Pk4vRFfnrIMU9Jyw5YTEUWO0+vGb49twYnWwZfqCQh8qnQuVuVbw5wZEcW4qCsi9du3b18ZgJsBzAGQgijOlWiM6kRvE+33AWybN29edzAHZxEpzKxW608A/IfPoVU2m21TMO/BIhLFsk63E9/a9dolS9iG8qmSeVhdEL4XZ0+d2D5kAamfUafH12dcwabSRGOEVyo40FSFzbUVF/o+mfUGXJZVhJX5k1CgohE9EdEALMwQUVTi9MMwslqtswD8e6TzIIpm+5rOqy4gAcCuhsqwFZFOtTcGLCABvb1fXjlzAF+fuSYMWRFRpOmFDvOyxmNe1nh4pQK34oVZZ2D/IyIiIhp1uNdsmFitVh2AP6C3cNcQ4XSIola7y6Et3qdBb6htqqlQHVve1oDa7rYQZkNE0UgvdLDojSwgERER0ajEIlL4/BuABQBOAHg6wrkQRS2TTtsESaPG+JEo97M9+WCG6pFCREREREQUi1hECgOr1ToOwCN9Xz4AwBXBdIiimtaG1FPD2MDapXg1xXs0xhMREREREUUzFpHC4wkAiQCeC3YTbaLRZnxiOoqTMlTHr8ybGMJsLpZqigtpPBERERERUTRjESnErFbrJwFcD6AFF+/KRkRDuL1kLow6fcC4VfmTkBufEoaMel2eU6w6Nt5gxKyMwhBmQ0REREREFF4sIoWQ1WpNBfBY35ffstlsjRFMhyhmlCZn4SvTViDBYBr0vACwOt+KT5bMC2teS3JKYdar68G0OKcUJpWxREREREREsYCvcELrJwByAXyIIDbTtlqtfqc3pKWl5drt9mDdjigiJqfm4tGFN2FXwxnsaqhEm8sBo06PKWm5WJE3ETlxyWHPKdFoxpcmL8Hvjm2FRypDxpUlZ+GmollhzIyIiIiIiCj0WEQKEavVuhTAFwF4ANxvs9lkEIc/7+9kamoqWESi0cCsN2B5XhmW55VFOpULZqQX4KszVuOVygM43dF00TmL3oglOSW4uXi2quV4REREREREsYRFpBCwWq0mAE+id9XNL2w22+EIp0REQTQxJRvfmn0VznfaYWurh0fxItUcj9kZhbDojZFOj4iIiIiIKCRYRAqN/wIwBcA5AN8Lwfjj/J1sbW3NBbAnBPclIh/jEtMwLjEt0mkQERERERGFBYtIQWa1WicD+Hbfl/9qs9m6gn0Pm81W5e+8ECLYtyQiIiIiIiKiMY5FpOD7dwAmAKcBxFut1jsGiZnu83i11WrN7Xv8RiiKTkREREREREREI8UiUvCZ+z6XAHhRRfz/83lcDIBFJCIiIiIiIiKKOrpIJ0BERERERERERNFPSBnMnedJDavV+r8A/qfvy1U2m21TMMcXQhQCON/35Tgppd8eSkHEHyYiIiIiopFjk1MiikqciURERERERERERAGxiERERERERERERAGxiERERERERERERAGxiERERERERERERAGxsfYoxMbaREREREQxjY21iSgqGSKdABFROHilggNNVdhadxINjg7ohMCExHSsyJuISak5kU6PiIiIiIgo6nEm0ijEmUhEF6vvbsevj25Cg7Nz0POTU3Nw/5RliDOYwpwZERER0aA4E4mIohJ7IhHRqNba043/O/zBkAUkADjRWo9fH90Mj+INY2ZERERERESxhUUkIhrV3j5/FK0uR8C4k+2N2NN4NgwZERERERERxSYWkYho1HJ63djZcEZ1/ObaitAlQ0REREREFONYRCKiUetMRzOcXrfq+MqOZjg96uOJiIiIiIjGEhaRiGjUcnm19zhysS8SERERERHRoFhEIqJRK8UUpyneqNMj3mAMUTZERERERESxjUUkIhq1JiSlIy8uWXX8vMzxMOj0IcyIiIiIiIgodrGIRESj2qp8q6o4AWBV/qTQJkNERERERBTDWEQiolFteV4Z5meODxh3c/FsFCVlhCEjIiIiIiKi2GSIdAJERKEkhMC9k5cg91wyNtaUo8vjuuh8piURN4yfgctziiOUIRERERERUWwQUspI50BBJoQoBHC+78txUsqqMN2aP0wU1dyKF/ubzqHB0QmdEJiQmI5paXkQQkQ6NSIiIiJffHJCRFGJM5GIaMww6vS4LJszjoiIiIiIiIaDPZGIiIiIiIiIiCggFpGIiIiIiIiIiCggFpGIiIiIiIiIiCggFpGIiIiIiIiIiCggFpGIiIiIiIiIiCggFpGIiIiIiIiIiCggFpGIiIiIiIiIiCggFpGIiIiIiIiIiCggQ6QTICKij9V0tWJr3Sk0ONohhMCExHQsyy1Dqjk+0qkREREREdEYJ6SUkc6BgkwIUQjgfN+X46SUVWG6NX+YiIapy+3CM7YPccRec8k5nRBYnluGT5bOg15wAikREdEYICKdABHRYDgTiYgowpxeN35x+AOc77IPel6REptqK9DlceFe62IIweeVREREREQUfnxLm4gowtZXHR+ygORrT+NZHGypDkNGREREREREl2IRiYgogrxSwba6U6rjN9dWhDAbIiIiIiKiobGIREQUQZXtzWhzOVTHH7fXwuX1hDAjIiIiIiKiwbEnEhHFFCklznfZ0eV2wWIwYEJiOnQx3Gza4XVpipcAHF43THr+801EREREROHFVyFEFBO8ioKNteXYUluBekfHheNppngszS3FmsLJsOiNEcxweOINJk3xAgJxMfh9EhERERFR7GMRiYiinlvx4jdHN+N4a90l5+yubrxx7jAONFfhqzNWI9FojkCGw1eclIE0czzsPd2q4qen53EWEhERERERRUTsrgEhojHjr6f2DlpA8nW+y46nTmwPU0bBoxM6LM8tUx2/Mm9SCLMhIiIiIiIaGotIRBTV2l0O7KivVBV7vLUO5zpbQpxR8K0pmIzS5MyAcUtzSzE9PT8MGREREREREV2KRSQiimof1lfCKxXV8VtrT4Ywm9Aw6Q34t+mrMD9zPATEJeeNOj0+UTgVd5UtjEB2REREREREvdhYg4iiWr2jXWN8R+CgKGTRG/GlKUtxs7MTH9adRoOzAwICE5LSsSi7BAlGbQ24RyO34sW+xnPYWncStd1tAAQKE1KxPK8MczLGQa/j+yJERERERKHEIhIRRbXBZub4oxPa4qNNpiURNxbNjHQaUae+ux2/OroJjc7Oi47b2upha6tHfnwK/nX6SqSbEyKUIRERERHR6Me3bYkoqo1LTNMUX5igLZ6iX7vLgV8c2XBJAclXTXcbfnl4IxweVxgzIyIiIiIaW1hEIqKodnl2Mcw6dZMmBYAVeep3OqPY8H61Dfae7oBx9Y52bInBnlhERERERLGCRSQiimpxBiOuKLCqir0suwhZcUkhzojCya14sb3ulOr4LXUVUKQMYUZERERERGMXi0hEFPVunDATS3NL/cbMSM/HZyZeFqaMKFxqu9vQ6elRHd/k7EJLT1cIMyIiIiIiGrvYWJuIop4QAndPvAyzMwqxqaYcR+11kOidbVKWnIWVeRMxL2s8dIJ18dHGrXg1X+NRlBBkQkRERERELCIRUcyYkV6AGekFcHjc6Pa4YNEbkGA0RzotCqE0U7ymeJ0QSDZZQpSNdlVddhxsrobT60aCwYx5meORFZcY6bSIiIiIiIaFRSQiijlxBiPiDMZIp0FhkG5JgDUlB7a2elXxs9MLEW8whTirwM532vHiqb041d540fHXzhzAtLQ8fLpsITIsCRHKjoiIiIhoeLj2g4iIopraxuoAsEpDbKic7WjBzw69f0kBCQAkgCP2Wvz44Ho0OTvDnxwRERER0QiwiERERFFtVkYhriqcEjDu5qJZmJSSHYaMhqZIid8f3wqn1+03rs3lwLO2HWHKanSx93TjmL0Wx+y1sPd0RzodIiIiojGFy9mIiCjq3Vo8B1mWJKyvOobGATN48uKSce346ViYXRSZ5HwcbqlGs8rd4U62N+J8px3jEtNCnNXocLKtAe9UHcORltoLjfUFBGak5+PqwqkoS8mKcIZEREREox+LSEREFBOW55VhWW4pjrfWoa67HQBQmJCKSak5Ec7sY7sazmiK3914hkUkFXbWV+K58p1Q+opH/SQkDrVU44i9BvdMuhyXZxdHKEMiIiKisYFFJCIiihlCCExNy8PUtLxIpzKoDrdTU3y7yxGiTEaPMx3NeK7i0gKSL0VKPFe+E3lxKZiQlB7G7IiIiIjGFvZEIiIiChKTTq8xnu/lBPJB9QkocugCUj9FSnxQcyIMGRERERGNXSwiERERBYnWGVLTonRGVbTo9riwv+m86vh9jefQ7XGFMCMiIiKisY1FJCIioiBZnFOiejZSmjkeMzMKQpxRbGt2dsEjFdXxHqmgRWVjcyIiIiLSjkUkIiKiIIkzmHBL8eyAcQICd5TMg07wv2F/dEJovwbaryEiIiIidfjslYiIKIhW5Vtxe8lc6IcoEJl0etw7eTFmZ44Lc2axJ8uSiHiDUXV8vMGITEtiCDMiIiIiGtvY0ZOIiCjI1hRMxoKsCdhWdxIHm6vh9LqRYDBjXtZ4LM4pQbzBFOkUY4JJb8Dl2cXYUFOuKn5RdglMej61ISIiIgoVIVXseEKxRQhRCKC/E+k4KWVVmG7NHyYiIgqqJmcnfvDROwEbZicYTPjvOdcgw5IQpsyIiEKKa3OJKCpxORsRERFFrUxLIr4ybQUS/MzeSjCY8ZVpK1lAIiIiIgoxzkQahTgTiYiIRps2lwObayuwre4U2lwOAECKKQ5Lc0uxIm8iUkxxEc6QiCioOBOJiKISi0ijEItIRNHFKxWc6Wi+0BdnfGL6sHadIiJAkRJd7h4AQILRzN8lIhqt+I8bEUUldp8kIgoRp9eN96qOY1vdKbT2zZwAgExLApbnTsTqAiuMOn0EMySKPTohkGSyRDoNIiIiojGJM5FGIc5EIoq8LncPfnF4A8532YeMmZicjX+bvpK7SdElPIoX+5vOo6KtAV6pIM2cgEU5xdy+noho7OBMJCKKSiwijUIsIhFF3mNHNuKYvTZg3OXZRfi8dXEYMqJYsa3uJF47cwgdbudFxwUEZmUU4LMTL0OC0Ryh7IiIKExYRCKiqMTd2YiIgqyqy66qgAQAuxvOwt7THeKMKFa8V3UcL1TsvqSABAASEgeaq/CzQ+/DEWC7eyIiIiKiUGARiYgoyLbWnlIdq0Bie536eBq96h3tWFf5UcC4mu42vHbmYBgyIiIiIiK6GItIRERB1uBo1xRf7+gIUSYUSzbXVKheE7yzoRJOrzuk+RARERERDcRurkQ0qsjqCsiKfYCzCzDHQ5TNhRhnDWsOWrcc5xblBAB7m86pjnV6PTjSUoP5WRNCmBERERER0cVYRCKiUUHWn4Hy7rNA08V95OVH7wMZ+dBd9XmIvJKw5DIuMR1HVPZEAoDxiWkhzIZiRZe7R2M8+yIRERERUXhxORsRxTxZdwbK339ySQHpguYaKC/9FLLmZFjyWZ5bBqFyUxWTTo9FOeEpblF0M+uN2uINfB+IiIiIiMKLz0CJKGo4PG6Ut9Wjx+tBktGCSSnZ0Ov817qllFDe/gMQaBaHxwXl7T9A94VHIURo6+fplgQsyS3BNhUNs68omIx4gymk+VBsmJlRgB31p1XFGoQO01LzQpwR+ZIeN2T5HshDm3sL1lICGfkQM1ZATL4MwsjfYyIiIhr9WEQioohr7enGP88dwe6GM+hRPBeOp5jisCy3FJ8YNw1GnX7wi88dB+x16m7U1gRUHgZKZgUha/8+XboA3W4X9jefHzJmaW4p1k6YGfJcKDaszJuouog0N3MckkyWEGdE/WRbE5RXfnHpvzV1lZB1lZC7/gndLV+FSGdhj4iIiEY3LmcjoohqdHTiRwfXY2vdyYsKSADQ5nLgn+eO4JeHN8Dl9Qx6vSzfo+l+0qYtfrj0Oh2+NGUpvjxlGawpOReOCwjMSM/Hv05bibsnXgbBptrUpygpAyvzJgaMSzHF4eai2aFPiAAA0tkF5eWf+y9WtzdBefnnkF1t4UuMiIiIKAI4E4mIIkZKid8e2wJ7T7ffuJPtjfjrqX347KTLLh3D0antnk5t8SOhEwJzM8dhbuY4OD1uOLxuxBtMMOv5Ty8N7lOl82HSG/B+9QkoUl5yPj8+BQ9MXY50S0IEshub5MFNQFtD4MBOO+T+9yCW3RbynIiIiIgiha9kQsBqtc4F8AkAywBMB5ANwA2gBsCHAJ622WxbI5chUXQ43lqH6u5WVbG7Gipxc9GsS5bwCJMFl77UHpowxWmIDh6LwQiLQVvjZBp7dELg1uI5uCLfiq11p3CyvQEeRUG6OR6Lc0oxOTWHs9fCSCoK5KFN6uOPbINctBaCv+tEREQ0SrGIFGRWq3UzgOWDnDIBmNj3cY/Van0BwBdtNhv3aKYxS03j6X4eqWBnQyWuLJxy0XFRMgvy2IfqbxqGfkhEI5VqjscNE2ZEOg1qbwY6WtTHOzqAlloge3zociIiIiKKIBaRgq+g73MNgJcAbAVwDoAewCIAX++LuRu9f/6fjkCORFGhWePSsqbB4svmAIlpQKc98ADxyRCT5mu6JxGNYV73MK4ZvH8bERER0WjAIlLwnQDwXwDW2Ww274BzO/tmIG0HMAnAnVar9bdc2kZjlU5o6+2vHyRe6PTQrbkbyj9+DUhl6IuFgO6KuyHYj4iI1EpIBXR6QBn43/lQRG9Rm4iIiGiU4u5sQWaz2a632Wx/H6SA1H++Cb2zkfqxAyeNWcXJGdrikwaPFyWzoLvxQcCSOPiF5njorn8AYuJcrSkS0RgmLPFA6Wz1F0yYCpHEIhIRERGNXnxLPjI2+TwujVQSRJG2InciNlTbVDXGTjZaMDdz6D4jonQ2dPf9DNK2G7JiH9DTDZjjIcrmQlgXQhhNwUuciMYM3Zw1UCr2Ayr+pdLNWRP6hIiIiIgiiEWkyPB9Netn/Q3R6JYTn4xFOSX4sP50wNgbJsyAXud/8qQwGCGmLQGmLQlWikQ0xonCSRDLb4Pc8pL/uMtugCiZGaasiIiIiCKDRaTIWOHz+ETEsiCKAneVLUCP14N9TeeGjLmpaBaW500MY1ZE6slOO+ShLZC2XUB3B2A0QxTPhJi9CiJrXKTToyDQzf8ElKQMyF3/BJqqLj6Zngex4BroWLwmIiKiMUBIqWYhCQWL1WrVAdgBYGHfoQU2m22vxjEK/Z1vbGzMtdvte/q+HCelrPIXH0T8YaJhkVLiWGstNtVU4Ii9BoqUMOsMWJA9ASvzJmEcG9VSlFKOfQi5/o9DNl4Ws1dDrLoTQmMTeYpesuYkZFMVIAGRkQdRaI10SkQ0OolIJ0BENBjORAq/f8fHBaRXtRaQ+pz3dzI1NRV2u4rtzomihBAC09LyMS0tH1JKuBUvTNxFjaKcrNgH+c4z8Fc/lwc2AHoDxIpPhS8xCimRXwaRXxbpNIiIiIgigm+NhpHVal0B4Ed9XzYAeCCC6RBFJSEEC0gU9aRUoGx5CWomYMr970G2N4U+KSIiIiKiEOMrtTCxWq3TALyK3j/zHgCftNls9cMczm+TjdbW1lwAe/zFEBHRCFQeAdoa1cVKCXloM8TSW0ObExERERFRiLGIFAZWq7UYwHoAaQC8AO602WybhzuezWbz2+NICC6hJiIKJXle254IWuPDSTq7IY9tB2pOQSpeiOQMiOlLITL9tt8jIiIiojGIRaQQs1qt+QDeB5CP3nUPX7DZbK9GNisiIhoRr1tbvEdjfJgoO/4BuecdwOO6cEyidwkeJkyF7pr7IOKTIpcgEREREUUV9kQKIavVmgngPQAlfYf+1WazPR/BlIiIKBi07hiYlB6aPEZA2fw3yB2vX1RAusjZY1D+/mNIZ1d4EyMiIiKiqMUiUohYrdYUAO8CmNp36D9tNttvIpgSEREFiZiyCNDpVcfrpi4OYTbaydrTkPvWBw5sqYXc8Y/QJ0REREREMYFFpBCwWq3xAN4EMLfv0A9sNtuPI5gSEREFkUhKgyibGzgQ6J2FVDYntAlpJA9sUB977ENId08IsyEiIiKiWMEiUpBZrVYTendhW9J36DGbzfadCKZEREQhINbcDQRqPm2Oh27tVyA0zFoKB3lyv/rgHgdw7njokiEiIiKimMHG2sH3IoCr+h5vAPC01Wqd7ifeZbPZykOfFlHoNDk7caK1Hi6vBymmOMxIz4dJz39eaHQTlgToPvUtyC0vQR7feXFvISGAohnQLb8dIiM/ckkOQno9gMaZRbKnG9z3k4iIiIj4Ki/4bvF5vBrAoQDxZwEUhSwbohCq7mrFq2cO4EhLLSTkhePxBiMW55Ri7YSZLCbRqCbM8RBX3gO57HbI0weA7nbAaIEomg6Rkhnp9AYl9AbAaNZUSBLm+BBmRERERESxgq/uiGhYKtub8MsjG+EcZKvzbo8b71efQGVHE746fXXUFZJ6vB6c77TDrXiRbo5HTnxypFOiGCcs8RBR1jzbH1E2p3f2lBrmOGD8lNAmREREREQxIbpe2Y0CNpuNM/5p1HMrXjxxbMugBSRfp9qb8NLp/bhr4sIwZeafvacb71Ydw876Sjh8ci9OysDqfCsWZhdFLjmiMBKzVqkuIokpiyGM5hBnRERERESxgI21iUizPY1n0e52qord0VCJbt9eMRFS09WGRw+8i4015RcVkACgsqMZT9s+xIsn90YoO6LwEvllEHPWBA5Mz4NYvDb0CRERERFRTOBMJCLSbEf9adWxbsWLvY1nsTxvYggz8s/l9eDXRzehzeXwG7epthy58UlYlW8NOKbsboc8vBXy+A6gqw0wmiEmTIWYvRoipyhImY9ussoGeXgLpL0eEDqInAkQM1dCZBZEOrUxQay8AzDHQe599+Km4P3GT4Xu2i9BWBLCnhsRERERRScWkYhIM3tPt6b4Fo3xQ4/ThS21J2FrrYdb8SLVHIdF2SWYnVkIvRh6YuWexrNo7ulSdY/3qk5gRd4k6MTQK1Nl+V4o7zx98Qvvnm7Io9shj26HmLYU4srPRt227tFCdrZCeeM3QO3FxUhZewrywAaISQsgrv4ChNEUoQzHBiEExOKbIOdeCXl0G1B7GtLrgUjOhJi+DCKrMNIpEhEREVGUYRGJiDQzaCyOGEdYTJFS4pUzB/B+1QkoPrvAne+y43BLDdLN8Xhg6nKMT0wf9PptdadU36u5pwvH7LWYnj74tuzyzBEobz0JKN6h8z26DdDpIK68R/V9xwrp7ILy8s+AltqhY8r3QLoc0N30byzEhYGwJEDMuzrSaRARERFRDGBPJCLSbGJyVkjjB3qpcj/WVx2/qIDkq6WnG784/AFqutoGPV/vaNd0P3/xypaX/BaQ+snDWyCbazTddyyQe97xW0C64MwRyHL2qCIiIiIiiiYsIhGRZivy1fc3yo9PwaTUnGHfq7qrFR9U2wLGdXvceLly/6DnBLRtmjjUUjZZVQ40VakeRx7YqOm+/jQ5O/FK5QH8/ND7+OnB9/CsbQfK2xqCNn44SK8H8shW9fEHg/fnR0REREREI8flbESkWWFCGhZlF2NHQ6XfOB0EbimePaJ7ba6tUB17zF6LRkcnsuISLzo+LjENx1vrVI8zLiFt0OOyKnAx6+L4E5riB+NVFPzl1B5srzsN6TMT62R7I3Y2VKIoMR33T12ONHP8iO8VcnWVgKNDfXx1BWSPA8IcF7qciIiIiIhINc5EIqJhuXviZViYNWHI8wahw+etizAjfWQ7bR1pUb8kTAI4Yr80foWGneEK4lNRlpI9+EmPW/U4vfEebfEDSCnxbPkObKs7dVEBydeZzhb87ND76HA5R3SvsBhOju4Y+L6IiIiIiMYIzkQiomHR63S4d/ISrMibhM215Thmr4Nb8SLZZMFl2UVYmlsWlNkxPV5thZjB4mdlFGB8YhrOddoDXn/d+OlDn0wafIZS0OIHOGqvxZ7GswHjmpydePP8EdxROn9E9wu5uCRt8To9YOb28kRERERE0YJFJCIakbKULJSljKxxtj9JRjM6PT2a4gfSCR2+Mm0lHju8EdXdrYNeJwDcXjIX87LGDzm2mLQActPfAK+6GUli6mJVcUPZVFuuOnZHfSVuLpoNsz6K/1nPmQCk5gCt9eriS2ZBGE2hzYmIiIiIiFTjcjYiimrz/SyZG8io02N2RuGg51JMcfjm7CvxqZJ5yItLvnDcIHS4PLsI35p9Fa4omOx3fBGXCDHlcnXJxCVBWBeqzn0gRUocVbOLWR+n143yNpXFmQgRQkDMXqU6Xjd7dQizISIiIiIiraL4LWsiGopH8eJEaz063T0w6Q2wpuQgYZTO2FiWV4a3zx+FRyoBYxdkTUDCIDOR+ln0RqwusGJ1gRXtLic8iheJRjNMGmbviJV3QDZWAfV+moobzdDd+OCIZtG4FA+UIfogDcWpcelfJIjZqyHPHAHOHPEfN+8qiPFTwpQVERERERGpwSISUQxxK168de4IttWdQrtPw2GjTo/5WRNw44QZSB9lPWRSTHG4e+Jl+GP5Dr8llbz4FNxWPFf1uMkmy7DyESYLdJ/8D8itL0Me+3BAs2gBTJgC3bLbIbKHXhanhllngFGnh1vxqr4m0TB0AS1aCJ0eurX/Crnpb5BHtl66NNCSALHgGugWXBOZBCmquLwe7Gk8i7OdLZBSIjsuCZdnFyNpmL+/RERERDQyQkpt73RT9BNCFAI43/flOCllVZhuzR+mEHJ5PXjsyEacbG8cMibVFIevzbwCOT7LtUaLj5rO4+XK/Whydl10XAeB2RmFuGviQiT6mYUUCtLlgDx5AOhuBwxGiAnTINJygjb+s7YPsbPhjKrYFFMcHl2wFnpd7KxSlo5OyOM7AHs9IHRAzniISQvZB4kAAO+cP4Z3q46ie8CuiAahw+KcEnyydB6MOn2EsiMiCjkR6QSIiAbDItIoNNaKSPLcMSgHNwFV5YDiAZIyIKYtgZi2FMIy8t3BosULFbuwre5UwLjcuGT8z7zroBOj77mHIiWO2mtga22AW/EizRyHhdlFo272Vb/Kjib86MB6VbHXjZ+OGyfMDHFGROHx0un9eL/6hN+YKam5+NdpK2OqcEpEpMHoeyJHRKMCi0ij0FgpIkl3D5Q3fgucOTx4gDkOuhseHBV9VTpcTvzn7tdU9QUCgK9MW4EZ6QUhzorC4R9nDuKt80f9xpQmZ+LfZ1zBWRk0Ktha6/F/hz9QFXtb8RxcWRj7/8YTEQ2CRSQiikrsiUQxSUoJ5Y0n/Dfn7XFAee1x6D71LYicorDlFgq7Gs+oLiABwPa60ywi9elwObG9/jRsbfXwKF6kmuKxKKcYU1JzIaJgtlaHy4lt9adwzF4Ll+JFitGChdlFmJM5Dnqhw9qiWUgwmvHWuSPo8rguulYnBBZmTcCnyxaygESjxsaactWxm2orsKZgclT8LhMRERGNBSwiUWw6ezTg7k4AAI8LyvZXob/l30OfUwg1Ozs1xTdpjB+t/nn28KA7u+1uPIO8+BTcP2UpcuNTIpQd8M75o3jj7OFL8jvYUo00Uzzum7IUJcmZWFMwGSvyJmJP41mc6WiGVyrItCRicU4JUkxxEcqeKPjcihcHW9RPnm1yduJMRzOKkzNDmBURERER9WMRiWKScnCj+uAzRyFbGyBSs7XdQ0ocbqnGzvpKtLi6YRR6TErJxrK8MqSZw9trSS+09fxgjxDg1TMH8M75Y0Oer+1uw88OvY9vzboKWXFJYcys11vnjuAfZw8Ned7u6sYvj2zAN2auwfjEdBh1eizOKcHinJIwZkkUXt0eFxSNy+w7PT0hyoaIiIiIBmIRiWJTlU1DsISsKtdURKruasXvjm1Bw4AZPRXtDXi76ijWFEzGLUWzw7aEoiQ5CwjQZPai+KSx/a58XXeb3wJSvw53D16u/AgPTF0etHtLjxs4exSyuwMwmSHGT4EYUKRq6enCG2eH6OXlo8frwV9P7cM3Z10ZtPyIoplZr/1piVlvDEEmRERERDQYFpEoNg3Y8jkgr/r4ekc7fn7oA3QN8e62IiXWVx2HR/HiU6XzteUxTLMyCpBqikOry6EqfkXexBBnFN021Vaojj3UXA17T/eIZ5dJdw/kjtchj2wFnF0fH9cbICbNh1hyC0RyBgBga+1JKCr70J9qb0RVlx2FCWkjyo8oFlj0RkxKyUZ5W4Oq+CSjGcVJGSHOioiIiIj6cc0LxaakdE3hIlH9C/B1lQeGLCD52lBTjvOddk15DJde6FRv374opwS58ckhzii6HWquVh2roHfZ4khIlxPKSz+D3PvORQUkAIDXA3l8J5QXfwBprwMAHG6p0TT+oWZt8USxbGXeJNWxS3JK2VSeiIiIKIxYRKKYJKYuVh+ckAIUTVcV2tLThcMaChCbNcx4GakluaW4rXiO3/1e52WOx2fKFoQtp2jl1DDzDAAcGuMHkh/8Cag77T+oqw3KP34NKRX0aLyf1niiWDYnsxAzVewumRuXjKsKp4YhIyIiIiLqxyISxSQxYzlgMKmLnbkSQmWfjaMttaqXGQEY8QwWra4snIL/N/darMibiHhDbx8Qg9BhdkYhHpq+Cl+avAQGviuPBJU/G/0SDeZh30t2tUHadqsLbqkFKo8gwajtfoka44limU7ocN+UpViYNWHImJKkTHxt5hVIMGr7XSciIiKikWFPJIpJIiEFuuu+DOWfvwW8nqEDi2dCXHad6nF7FD9jDcLp794hUpCQik+XLcCnyxbAqyjciW0Q87Im4O3zR1XFGnV6zMooHPa95LEdgOJVHa8c3Yb5c1ejsqNZVbwOAvOyxg83vaBrdHTiZHsD3IqCNHMcpqblad49kCgQo06PeycvwXXjZ2BLbQXOdrZAQiLbkoSluWUoS8mKdIpEREREYxKLSBSzROls6G79OpTtrwDVA5aVxSVBzFoJcfkNEBpm5midkRLpGSIsIA1ueW4Z3j1/TNWssnmZ40f299iurhjkG784pwSvnzmkqmg5M6MA6eaEYSZ3MbfihdPjhllvgEnjLljnOlvw2pmDOGavvehPNdUUhxV5E/GJcVOhYzGJgiw3PhmfLJ0X6TSIiIiIqA+LSBTTROEk6D/1n5BNVZDVFYDXA5GUDpTMUr2EzdfMjAKYdHq4VM4sWeBnuQVFTrolAZ8snYe/ntrrNy7bkojbiueM7GZ6jcsH9QbEG0y4Z9LleOrEdr+FrnRzPO4Mwg6A5a312FhbjgPNVVCkhABgTc3ByrxJmJVRCJ3w12kLsLXW49dHNw36e9HqcuAfZw/hTGcL7p+ylIWkGCGlhAjw905ERERENBCLSDQqiMxCiMzhL0nqF28wYWF2EbbVnQoYqxMCy3PLRnxPCo1V+ZNg1hvwSuUBdLidl5yfmpaHz026HEkmy4juI/LLIPe/pz4+rxQAMC9rPIw6Pf52eh+anJ0XxwCYkpqLz066HKnm+BHl99Lp/Xi/+sRFxySAE631ONFaj9kZhX57aXW5XfjtsS0BC6sHm6vw5rmjuGHCjBHlS6EhpcTx1jpsqq3AMXstPIoXSUYLLssuwoq8iciKS4p0ikREREQUA4SU6psIU2wQQhQCON/35TgpZVWYbj0qfpi63C787NB7qOlu8xt3V9lCLM9jESnaeRQvPmo6D1tbA9yKF6nmOCzKLkFufHJQxpeKF8ofvgl0taqIFtB94VGI1I/7uUgpcdRei2P2WrgUL5JNFlyWVYScIOT3zvljePXMgYBxi3JK8LlJlw967r2q43i58iNV90s2WvDowrVs7h5l3IoXT53YjgPNg/9XoBMCd5UtwFIWxYmIogmnixJRVOJMJKIBEowmfGPmGrxQsRsHmqsgB9TG0szxuKVoNhZmF0UmQdLEoNNjQXYRFoTo70vo9BBLb4Z899nAsTOXX1RAAgAhBKan52N6en5Q83J5PXi3Sl1z8Z31p3HtuGnIHmQ2yof1p1Xfs93txJGWGszOHKf6Ggq958p3DllAAgBFSvypYjfiDSbMzYyeJu5EREREFH1YRCIaRILRjPunLkOzsws7GyrR2tMNg04Pa0o2ZmYURHXfF5fXg2P2WnR5XLDojZiSlot4jVvekza6aUuh9DggN/0NQ07IK54JaUmA8sELgCkOonQ2RH7oZn7sbjyLbo9bVawEsKW2AreVzL3kXEtPt6b7Nvd0aYofDWq62rCv6Sw63T2w6I2YkV4QNbuHnetswZ7GswHjJIDXzhzEnIxx7JVERERERENiEYnIjwxLAq4bPz3Saaji8Ljx+tlD2FF/Gg7vx8UDk06PBVlFWFs0EymmuAhmOLrp5l4JWTQd8uBGyBO7AUcnYDQBBROBjhag8hBQeehCiUnueRvIHg/dms9C5BYHPZ+zHdp2jTvb2TLocYPGgulYWsrW6OjECxW7YGurv+j4O1XHUJiQik+XLUBpcmSLSZtrKwIH9al3dOBEaz2mpOWGMCMiIiIiimXRO52CiFTrcvfgZ4few4Ya20UFJABwKV5srz+FHx9Yjxbn2JslEk4iPQ+6VZ+G/oFfQv+1p6D79HeAukqguWbwCxrOQXnpp5A1gRu5a+Vv17dB44foj6d1Rk1ZhIsm4dLo6MRPDq6/pIDUr6qrFb84vAHlbQ1hzuxip9qbNMY3higTIiIiIhoNWEQiGgWeq9iFqgCNnZt7uvC741vDkxABAJS3nwICFe7cPVDeehJSKkG992D9jfwZaneuFXkTVY9RlpyFgoRUTfeNVX8s34H2QXb98+VWvPjD8W3wKsH9u9XCG2BXvYE8Qf45JCIiIqLRhUUkohjX6OjEIT9Nc32d7WzByQjPjBgrZM1JoCFwLxoAQHsTcPpQUO+/KLsYeg1L0Zbllg56fEpqLqam5QW83iB0uKlolur7xbKqLjtOqpyx0+52Yn/TuRBnNLQMS6K2eHNCiDIhIiIiotGAPZGIYtyO+tOaFi5trz+NspRsAL0zJaq7WuFSvEg1xWmevUJDk7bd2uJP7IIonR20+yeb4nB5dhG2q9hdrTQ5c8jePUIIfHnKUvz+2FYca60bNMao0+NLk5dgYt/PVTSx93RjW91J7Gk8iw63EyadAdPT87EybxLGJaYNa8w9aouD/fGNZ0O2O2Agi3NKcHyIv7eBzDoD5mdNCHFGRERERBTLwlZEEkIsAXAbgFIACoATAP4updyv4tqJAN4FIKWUg79dTjRGNfd0aot3dqHd5cT71SfwYf0pdLh7LpwrScrE6vxJEXvBO6p0a/t7kY6OoKdwR+l8NDo7/fblyYlLxpenLPM7jkVvxL9OX4Wj9hpsrq1ARVsD3IqCNHMcFmWXYFleWVQ2bd9RfxovVOyG12eJVjfc2FZ3CtvqTmFF3kTcUTofOo27kfn+zoQiPpjmZo7DK2fiYVexy97i3BLEGYxhyIqIiIiIYlXIi0hCCCOAZwHcOeDUDQD+QwjxCoB/kVL6WxtgAlCEIffOJhq79ELbbliKVPCjA+8OuhX76Y4mnLY1oaK9EZ8uWxCsFMcmk1lbvFFjvJoU9AY8NH0V3q+2YUttxUV/54kGMxbnluAThVORoOLeOiEwI70AM9ILgp5nKOxvOo/nynf6/U9jc20FDEKHT5bO0zS2Wa/td86sj9ykX4NOjwenrsAvDm9Al2foYpY1JQe3Fs8JY2ZEREREFIvC8cz2KQCf9nP+FgBLhRC3Sym3hSEfolGlNDkT2+vV7+5V292OTj8vJoHeF9dZlkRcWThlpOmFhdPrRkVbA5xeDxINZkxKyYZeF9mWb6J4BuThLerjS0LTT8ig0+MT46biqsIpqOxoQqe7Bxa9ESXJmTDqtBVDYoWUEusqP1L1rsOGmnKsLrAiU0PvoOnp+dhQU64pPpLGJabhW7OvxOtnDuGj5qqLZmYlGy1YlluGa8ZPG7U/D0REREQUPCEtIgkhlgK4G70ziCoAfB3AJvTOLFoJ4FsAFgLIAbBeCHGHlPL1UOZENNosyJqAlys/QrfHFTBWBxGwgNTv/eoTWF1g1dScOdw6XE7889wR7GyohNPrvnA82WjBsrwyfKJwKkyRmgVSMhtISgc6WgLHmuMhJl8W0nR0QgzZ92i0OWqvRZNT3XJCCYkttSdxS/Fs1eNPTc1DdlwSGlQsQTTp9FicU6J67FDJiUvGl6YsRbvLAVtrPVyKF8kmC6am5kW84EpEREREsSPUzxzv7ftcDWCxlPJNKWWXlNIupXwVwCIA/wHAA8AC4GUhxF0hzoloVDHpDbhh/AxVsanmeNXjtrocONxcPdy0Qs7e040fHVyPTbXlFxWQgN4dsd48dwS/PLIBPV5PRPITOh10V3wGUFGEE6vuhAjBcraxytZWrym+XGO8EAJ3quyldGvxHMQbTJrGD6VkUxwWZBdhSW4pZqQXsIBERERERJqE+tnjYvTOQvq5lPKSt+Nlr58DuBKAHb0zo54TQtwf4ryIRpXVBVbcOMF/IWlF3kRIqa2tWJ2jfSRphdTvjm0JONvkVHsT/nJS2y5pwSRKZkF3wwOAeYim00YzxNWfh27q4vAmNsp5FK+meLfGeACYmpaHf5m6fMgCkVGnxx2l87Ayf5LmsYmIiIiIolWo13n0N4LY4S9ISrlZCLEcvTuw5QP4jRAiUUr5sxDnRxRVZGsj5LHtvUugdAagcBLExHkQKnZMum78DMzOGIdNNeXY13QOXR4XLHoDZmUUYkXeRJQmZ+FQi7aZRV5FCRwUAeVtDTjTqWKZGIDdjWdxS/EczbuHSSmB7nbA6wHikiCMw5tNIsrmQjdhGuTxnZAVewFnF2CKgyidAzFtMYSG2WGkjpYZdwCQNsy/gxnpBfjxwpuwu/Es9jaeRae7B2a9ATMzCrAkpxSJnF1GRERERKNMqItI/a98A77NK6U8KoRYBuB9AMUAfiyESJJS/k8oEySKBtLRCWX9s8Cpg7hoE8LDmyE3/RViyc3QzVwRcJyChFTcNXEh7pq4EFJKiAHLbQriU1Rt9d2vM4Jbk/uzvU59I3FFSnxYfxrXjJumKl72dEMe3gJ5cDPQ1tB70GCCsC6EmHMFRPZ4zfkKoxli5gpAxd8hjdxlWUV47cxBKCpn3i3KHn7PIpPegKW5pViaWzrsMYiIiIiIYkWol7P1vQKDqlddUspKAMsAHAcgAHxHCPHzEOVGFBWksxvK338MnDoADLaflKMD8v3noex9V9O4AwtIAJAbl6xpjMqOZk3x4aK2abLWeNneBOXP34fc8tLHBSQA8Lggj26D8udHoBzZquneFH6p5njMy1RX7Es3x2N2ZmGIMyIiIiIiGh1CXUQ60vd5mdoLpJQ1AJYD+Ai9haSvAvhlsBMjihZy+zqguSZw3JaXIO11I7pXnMYGv3aX+llL4aSmobEvNTvMSY8byiu/BFr9NFmWCuR7z0GeOTJ0DEWFT5ctQGFCqt+YeIMRD0xdHtU7EBIRERERRZNQP3Peit5C0O1isGkRQ5BSNgNYBeDDvutXhyY9osiSLgfkMb8tw3yjIQ9uGtH9jDq9pniDxvhwKU7K1BifETBG2nYBLbWBB5MSys43NN2fwi/eYMI3Zq7B8twymHUXr9wWEJiRno9vzroK4xPTI5QhEREREVHsCXVPpHcA/AC9zbJvAbBO7YVSynYhxJUAXkPv7m1Eo46sPAxo6DskbbuBlXcM+35lKVma4icma4sPl+V5ZVhfdRxysOV/AyQYTJifNSFgnKYCXc1JyMYqiCwug4pmcQYT7pq4ELcUz8bB5mp0uJ0w6w2YmpaHTEtipNMjIiIiIoo5IZ2JJKX8CL2zkU4DuGcY1zsAXA/g1SCnRhQdHNp6+8DZNaLblSZnYVxCmur4FXkTR3S/UMm0JKpuZHzt+OnqZmA1nNOUg2zUFk+RE2cw4fKcYlxZOAXL8yaygERERERENEwhbwQhpVwhpZwopbxxmNe7pZS3Sil1UsroXFtDNFwmS2jjB3Fz8SzoEHh16dzMcShO1rZsLJzuLJ2PBQFmGF07bhrWFExWN6DKnbw+jle0xRMREREREcW4UC9nIyI/RNF0SL0B8HrUxZfMHvE9p6Xl4wuTF+OPth3wDFEImZ1RiC9YF8Pl9aCyoxk9Xg+SjGYUJWUMuutbJOh1OtxrXYxFOcXYXFOBwy01UCBh1OkxP3M8VuRP1NY7KT1XVYPzfiItdxhZExERERERxa6wF5GEEKf7Hv6flPLX4b4/UTQR8ckQE+dBntilLn52cHrML8iagLLkLGytO4ldDZVo7XHApNdjckouVuRPREF8Kl47cxA76k+jy+O6cF2WJREr8iZidYE1Kna0EkJgWlo+pqXlQ5ESbsULk04/rEKXmLEcctNf1QVnFsIWn4hDp/bB6fUgwWjCgqwJbNJMRERERESjmpBal3CM9IZCuADoAayQUm4L683HCCFEIYDzfV+Ok1JWhenW4f1hGiVkRwuUv/wA6Gr1GydmXwHd6k+HPJ+Wni7836EP0Ogcul/T9LQ8PDB1edTu3jYc0tkN5Y//DXS3B4x91ToP7yWnXnK8OCkD90y6HHnxKSHIkIiIiMaQ6Jj6TUQ0QCSmEtT1fXZE4N5EUUckpUP3yW8CmUPs9KXTQyy4BmLVnSHPRUqJJ45u8VtAAoAj9lqsq/wo5PmEk7DEQ3fzQ0CApsvv5BcPWkACgMqOZvz04Huo7W4LQYZERERERESRFYmZSC8BuAXA56WUz4f15mMEZyLFLnnuOOTRbZDtLYDBAFEwCWLGcoiE8MxsOW6vwy+PbFAVa9Lp8ePLbka8wRTirMJLtjVC7nkH8vgOwN3z8fGCSXghMQk7hygg+SpKysC3Z18dwiyJiIholONMJCKKSpEoIq0G8D6AgwAWSindYU1gDGARiYbrD8e3YW+T+q3r7yidh1X51hBmFDnS5QAaqwCvF0hOxx5XN562faj6+m/PvhpFSRkhzJCIiIhGMRaRiCgqhX05m5RyA4BHAcwC8E8hxLhw50BEg2twdmiLd/hf9hbLhCkOomAixPjJEKnZmoprALC3UVs8ERERERFRtIvE7mzfBdAD4BCAKwGcFkJs7/vaDsDr73op5cMhT5JojNJpfNNLN4xd0GJVl8/SNjU6PdriiYiIiIiIol3Yi0gA/hcfL3uS6N2pbVnfhxosIhGFyISkDJzpbFEfP4a2tLfotf1zaR5FO9cREREREREBkdmdDehd49v/MfDrQB9Eo0JVlx3b605hW91JlLc1jHi8lp4uVLQ14FR7I5ye4bUaW5E3UXVsktGCuZljZzXqjPQCTfEfNZ3H/qbzgQOJiIiIiIhiRNhnIkkpI1W4IooKR+01+OfZIzjd0XTR8dy4ZFxZOAVLc0s1j/d+1Qkcb627MMXPrDfgsqwiXFU4BVlxSarHKkhIxdzMcaqKH9eOmwbDGJptc3l2MV49cwBOr0dVfJvbiSePb8U9ky7HopySEGdHREREREQUemHfnY1Cj7uzRa/tdafwQsVuSD9/VGsKJuP2krmqxnv3/DG8cubAkOfjDSb827SVKE7OVJ2jy+vB745vxVF77ZAx14ybhpuKZqkec7T4sP40nivfqekavdDhBwtuRJo5PkRZERER0SjEFRhEFJVYRBqFWESKTtVdrfj+R29DUfE798XJS7Aga4LfmANN5/Hb41sDjpVoMON/512HJJNFda6KVLC/6Tw211ZcWGpnEDrMyRyHNYkZGF95BLJiP9DTDVjiIcrmQcxaAaGhWBWrttedwl9P7YVL8bsHwEWuGz8dN06YGcKsoktddxs21VbgaEsNehQvkoxmLMgqwtLcEiQa1f8cEhERjWEsIhFRVGIRaRRiESk6/aliN7bWnVQVW5yUgf+cfbXfmB8deBeVHc2qxru5aBY+MW6aqtiBerwe9Hg9iDcYodv3HuS2l4HB/t0QAmL5J6Gbd9Ww7hNLttaexJ9O7lYdn21JxCMLbgxhRtFBSol1lR/hveoTg5436vT43KTLMT9AgZSIiIhYRCKi6BTR/kRCiHQhxNeFEG8LIc4LIbr6Ps73Hfu6EGLsbP9Eo5ZH8WJ3wxnV8ZUdzajtbhvyfFWXXXUBCYDq4tVgzHoDkk0W6A5ugtz60uAFJACQEnLz36Ac3DTse8UKp1db4/J2d0+IMokur5w5MGQBCQDcihdPn/gQh1uqw5gVEREREREFS8SKSEKILwM4C+AnAK4CUAAgru+joO/YTwCcFULcF6k8iYKhy+NCj6KuIXO/ZmfXkOfquts1jdXk7IJHw/KrgaTLCbn9FXWx29ZBjvKiiVmvbU8Ci8b4WNTs7MJ7VUMXkPopkHjp9H5wFiwRERERUeyJyCsbIcR/AvgBPp6m2QbgIwB1fcdyAMwBkAIgAcBvhRCpUsqfRCBdohEzCO31WqOfnc/EMGY4C6HuGofHjZ0Np7Gn8Sw6XE6Y9AZcb2/GTJdT3Y16uiFP7IKYsVxzjrFialoeBITfBum+pqXlhzijyNtSV6H6z6Pe0YETrfWYkpYb4qyIiIiIiCiYwl5EEkJMB/AIeotFtQD+A8BLUkr3gDgDgNsB/BRAPoDvCyHelFIeDXPKRCOWYDQjLz7F7xI1XyadHuMS04Y8X5iYCgH1Tajy41OgV1HIOthchWdsH16yjb373DGVd+pz7gQwiotImZZETE/Pw+GWGlXxK/MnhjijyDvRWq8xvo5FJCIiIiKiGBOJ5WxfAaAH0AhgkZTyLwMLSAAgpfRIKV8EsAhAQ981XwlrpkRBtDy3THXswuwixBtMQ57PiUuGNTVH/b3zAt/7mL0Wvzu+9ZICEgCYFEX1vQBAauwZFItuLZ6DeIMxYNzy3DKMTxz9rd3cXm3LJbXsbkdERERERNEhEkWk1eidQPGolPJcoGAp5XkAP0bvzKUrQpwbUcgszi1BXnxKwLgEgwmfKJwaMO7acdOhU7GsLcOcgMuzSwLG/e3UPihD9KlpNZkDXu9LJKZqio9FefEp+PcZVyDdHD/oeQGB1fmTcGfZgjBnFhkp5jhN8akmbfFERERERBR5keiJVND3+UMN12zv+zz6G4vQqGXRG/HQ9FX41ZFNqO5uHTQmyWjBV6atQFZcUsDxrKk5uGfS5XiuYueQxZ90czz+bfoqxPXNmGl3OdHmcsCo0yE7Lgm6viVuJ1rrUOcYuln3roxcLGtUv6OWmLpYdWwsG5+Yju8vuBEHmqqwo+E07D3dMOr0mJiSjRV5E5FpSYx0imGzKLsYx+y1qmJ1EFiYXRTahEJA2usha04CXg9EcgYwfiqELqKbnBIRERERhVUkikj9axi03Ls/VtuaGqIok2aOx3/NuRr7ms5hc+1JnOtsgZQS2XFJWJZbhkU5xYjzs4xtoMtzilGQkIqNNeXY03jmwhKhNHM8lueWYXleGRKNFhyz1+KDahuO2msvND9OM8VjWV4pVuZZccxe5/c+p5NScTY+CRO6OwInlVsCkVus+nuIdXqhw7ys8ZiXNT7SqUTU3MxxeLkyDm0uR8DY2ZmFSBtiBlc0krWnoXz4KnD2OPo7kUkASEqHmHMFxLyrIIbRPJ+IiIiIKNaIcG+zLIQ4AmAKgP+VUj6i8pr/B+B7AI5JKaeHMr9gs1qt4wH8G4DrAIwH0APgJIC/A3jCZrN1B/ueQohCAOf7vhwnpawK9j2GwD27I8jl9aDd7YRe6JBislyYZfT6mUN48/yRIa/LtiSiNDkLOxoq/Y6f4XTg6yf2ItXtGjooMQ26T/0nRErmsL4Him2n25vwyyMb0DNIX61+eXHJ+MasK5Fo1LZEMlJk5WEor/8a8PM9CesCiGvvYyGJiIiCSftWvEREYRCJItIvADwEoAPAUinl4QDxMwFsA5AA4DEp5ddCn2VwWK3W6wD8GcBQjXBsAK612Wyng3lfFpGo3/a6U3i+YlfAuCSjGR3unoBx6T0O3HauAjPbmqDz/bdDpwdKZ0O38g6IpNHfRJqGdr7TjpdO74et7eLd2gxCh/lZE/DJkrlIiJUCUlcblGe+Daj43RDLboduwSfCkBUREY0RLCIRUVSKRBFpAoATAEwAOgF8H8CzUsqmAXGZAL4A4L8AJANwApisphl3NLBarbPQ2/cpHr3f56MANgKIA3AHgC/1hZ4AsMBms3UG694sIhEASCnx//a+gUZn0H60LrivcBrmtLcAPd2AOR6idDZEYlrQ70Oxq667DUfstejxepBktGBuZiESjZZIp6WJsvMNyA9fUxeclA7dvT9mjyQiIgoWFpGIKCqFvSeSlPKsEOLLAJ4FkAjgRwAeFUKcAVCP3kJELoAi9P7jKfqOfTlWCkh9foneApIHwFU2m22Hz7kNVqu1AsBPAEwG8DUAD4c9QxrVjrfWaSog6YUOXqmu7Zi1cDJ0MTKbhCIjNz4FuSp2I4xm8uj2wEH9OlqAc8eAophacU1EREREpElE3jKVUj4P4EYANegtEukAlAC4HMCivse6vnM1AG6QUr4QiVyHw2q1LgCwsu/LpwcUkPr9HMDxvsdftVqtxnDkRmNHTXebpni1BSQA2N90PnAQUazraNEULtubQ5QIEREREVF0iNi8eynlmwCKAXwKwB8A7ABQ3vexo+/YpwAUSSnfilSew3STz+NnBwuw2WwKgOf7vkzDx0Unoqi3K0ATbqJRQafXFm/gewFERERENLqFfTmbLymlB8BLfR+jybK+z10A9vmJ2+zzeCmA90KWEY05+SFcSnS+0x6ysYmiRsFE4OxRlcECIq80pOkQEREREUUaO4CGxpS+zydtNtvQ+0L3NtUeeA1RUExJzUWmJTEkY/coHlR1sZBEo5tu1kr1wROmQqTlhCwXIiIiIqJoEPaZSEIIBYACYKaU8pjKa0oBVABQpJQRnT0ViNVqtQDI7PvS765oNpvNbrVauwAkABin4R6F/s6npaXl2u18gT/WCSFwzbipeKFid8DYdHM8Wnq6NY2/tfYk7ixbMNz0iKJfyeze2UjVFf7j9EboFt8UjoyIiIiIiCIqUgWZ4W5ZGQtbXSb5PFazNVZ/EUnLlBG/XY1TU1PBIhIBwNLcMjQ5u/D2+aGX5GRZEvHVGavxw4/eQZfHpXrs2u72YKRIdBGvouCj5vPYXFuByo5meKWCTEsiluSUYGluKRKNlrDlInQ66Nb+G5R//AqoLh88yGiG7oZ/gcgrCVteNLQWZxeO2Gvg9HqQYDBhdkYhEriTJBEREVHQRPWsHh/9xSMZ0SzU8X2Fo+YVeU/f57gQ5EKEm4pmoSw5CxtqbDhmr73wS5RqisPS3DKsyp+ERKMZJUmZOGyvUT2uiIWSLsWUDpcTvz62GWc6Lt7lrMHRgVfPHMQ754/hganLYU0N37IxYYmH7vb/AE4fhHJwI1BzEvB6gKQMiOlLIWYsg4hPDls+NLgGRwdervwIh5urofg8VXjx1F4szJqAW4vnsJhEREREFASxUkTK6PvcFdEs1HH6PDapiO9/VuvQcA+/S99aW1tzAezRMB6NctPT8zE9PR9tLgfaXA4YdXpkxyVBLz5uizY1LU9TEakwIS0UqdIY5VG8+NXRTTjb2TJkjMPrxm+ObsZ/zLoS4xLD9/MndDqgbA70ZXPCdk9Sr6arFT8/9AE6PT2XnHMrXmyvP41T7U34xsw1SDKFbyYbERER0WgUySKSqllFQogEAP/a9+Wp0KUTNB0+j9UsUUvo+6xm6RsAwGaz+e21JDhFhIaQYopDimnwSW+X5xTj1TMH4FK8AccRAJbnlgU5OxrL9jad81tA6tejePDmuSO4f+qygLE0+ilS4rfHtw5aQPJV52jH8xW78OC0FWHKjIiIiGh0CnkRSQhxeohT64UQ7gCXmwFko3cXOQngjWDmFgo2m81ptVqb0Ntc228DbKvVmoaPi0h++xwRhVq8wYRV+Va8WxW43/28zPHI4RIeCqIttQGaV/s42FIFe0830szxIcwoMqSjE/LMEcDlAMzxEMUzIEbh9xksR+01aHB0BA4EcLilBo2OTmTFhWbXSiIiIqKxIBwzkYoGOSYAFGgcZyeAn4w4m/A4DmAZgDKr1Wqw2WyeIeImD7iGKKJuKpqFNpcDOxsqh4yZkpqLeyZdHsastPFKBQeaqrC17iSqu1ohAeTHp2B5XhnmZIyDXqcLOAaFlyIlTrc3aYqv7GgeVUUk2dkKuW0dpG0P4P34/RVpNENMvgxi6S0QcUl+RhibdtQP/W/VQBISOxsqccOEGSHMiIiIiGh0C0cR6bkBX9+D3llFrwNo9XOdRG9/oVoAHwLYIKWMhcbaALANvUWkBADzAOwaIs53Xv32UCdFFIhOCHzeugizMgqwqaYCtrb6C+cmJKZjRd5EXJ5dHLWFmJaeLvzqyCbUdLdddNzW5oStrR55ccn4yvSVyLRwJkI08UpF864JHhXLLmOFbG+G8rcfAR2DLOdz90Ae3gJ53gbdp74FkZAS/gSjmL2nW1N8q0tbPBERERFdLORFJCnl532/FkLc0/fwv6WUgdfNxKbXAHy77/HnMUgRyWq16gB8tu/LVgAbw5EYkRpzM8djbuZ4dLic6PK4EGcwDtlLKVp0e1z45eENqPeztKXW0Y5fHN6Ab8++GoncqSlqGHV6JBstaHc7Awf3ybAkBA6KEco/fzd4AclXaz2Ud56C/tavhyepGGHU6TXFG4S2eCIiIiK6WCSmE3wPwMMAGiJw77Cw2Wy7AWzt+/Jeq9W6aJCwrwOY0vf4MZvNFqg/FFHYJZksyI1P1lRAcnrdcHjcCPfEwU01FX4LSP2anJ3YWGMLQ0akxeKcEtWxuXHJKE3OCmE24SNrTgF1Q7UOHODsMchm9TsojgWTUrI1xVtTtcUTERER0cXCvjublPJ74b5nhDyE3iVqcQDWW63WH6J3tlEcgDsA3NcXVw7g5xHJkChIutwubK8/hS21FWh09m40mGqKw5LcUizPLUNqiHvXKFLB1jr1jZm31Z3CteOnQy+ic1neWLQ8byI+qLHBrWKZ2uoCaxgyCg95VNtKZnlkG8SKT4Yom9izLK8Mb50/Cq9UAsammuIwK8PvfhdEREREFEDYi0hjhc1m+8hqtX4KwJ8AJAP44SBh5QCus9ls6raWIYpCNV1tePzIRtgH9BppdTnw5rkj2Fhjw79MXYGJGmcMaNHo6ESLht4orS4H6rvbkZ+Qqvqaqi47NtdU4ExnMxQpkWlJxNLcUkxLy4dOiGFkTb4yLAn4onUxnjyx3W9BYGluKVbkTQxjZqElO5q1XRBo2dsYk2KKw1WFU/D2+aMBY28tnsPCMREREdEIhf3ZlBBijhDCK4RwCCEC7tAmhCgQQjiFEB4hxNRw5BgsNpvtDQAzAfwCvQWjbvT2P9oL4FsA5thstpMRS5BohDpcTjx2ZMMlBSRf3R43fn10M+q620OWh1tqb7LsVgLPXAAAl9eDJ49vwyP738aWupM412lHVVcrDjRX4ddHN+Ph/W+h0dGp+f50qdmZ4/C1GathTcm55FymJRF3lM7D3RMvi0BmIaTX+F6O1vgxYO2EmbiyYMqQ53VC4K6yhViYXRS+pIiIiIhGqUg8G/0UAAHgn1LK6kDBUspqIcTrAG5D7zKw74Y4v6Cy2WxnAXyt74PGINl4HvLARsiT+4GebsCSADFxLsSsVRCZsb20YnNtBVpdjoBxTq8b66uO47OTQlMASDHGQUBAqtzjSwBIMVkCxilS4skT23C4Zeg+NLXdbfj54ffx7dlXR33z8VhQlpKNr828AnXd7ajsaIJXSmRZEjEpJRtiFM74EgWTIE8dUH9BweiZhRUsQgjcVjIHi3OKsam2AodaqtHjdSPRYMb8rAlYnjcRaSFeUktEREQ0VkSiiLQSgATwtoZr3kRvEWkNYqyIRGObsnUd5J63Lj7Y3Q55cBPkwU0Ql98I3eK1kUnu/7d333FyXfX9/99nZnvvXV2rq2rJliV3FVewselgINSYGkhCSAIh+f5oCQkJAQIEMKEYQgkdbIwxbpJc5C5b/apLK+2utCvtanubub8/ZlZarXZm7uxO253X8/HYx87M/cw9nx1dbfnMOZ8zRX7HrydaD7qOf67tiN4w/1LlZWTFPJfCrBwtL6sNW+wZa3FJjas+TS+fPu7qnB2Dfbr/2E69deEaV+Mjspq8ItXkFSU7jbgzy66R8+RvJJ+LvRWyc2WWXBn/pKZo2O/TkM+n3IzMhC71rMsv0VsXrtFbxf9DAACAeElGEWlW8PPuKJ4zupXS9J62gbTif+b+iwtI4zhP3yt/Vo48l9+SoKxi5+zQQNhlbOMN+X1q6Tsbt121rq+zXBeRrq9z15h5c4v7Zt3PnDqs181dpZyMTNfPmU5G/D5tO31cx3s65ChQ5Lm8YrayWF41JSa3QOaK2+Q89dvIsVe9WiYzO/5JTYLP79dz7Ue1uXm/DnW3S5KyPRlaUzVHG+sWqSG/NMkZAgAAIBaS8dt/efDzQBTPGQx+Zm9eTAvOQJ+cZ37vLvbpe+Vcsl7GxfKqVOJ33C0dG8vnsg/RZCwtrdVts5fr/mM7w8bd0rBUl5RHbMcmn+PX3s5W1+MP+EZ0oKtNy8vqXD9nunj4xF492LRbXcMXftv+xaEXtLHO0qtmr0hac/Fhv0/PtR3Vno4WDfl9KsrM0ZXV8+JWrIwHz5W3yz80IOf5P4aMMVe/Rp7LbkpgVu71jwzp67s260BX2wWPD/pH9ETrQT3ZekhvXrBaG+sWJSlDAAAAxEoyikgdChSDZkt6yeVzRmcgxa8zLxBDzu4npZEhd8FDA3L2bJVZuTG+ScVYUVaOsr0ZGvSNuIo3kipyC+Ka0x1zLlF5dr4eaNqltoELm11X5OTrloZlWle7cMLntvX3aMeZExr0j6ggI1tLSqpddlg6L9JrcXaoX2393ZKMavKKVJCis0rG+uWhbXroxJ4Jj/WNDOv+YzvVPtCjdy+6KuE9i546eUi/PLRNvSODFzy+pfWAZheU6i7rGlVPkyVxnnVvlLP4isBS1wMvSkP9UnaeTOPlMqs2ypSnbnHym7sfv6iANJYjR/938HkVZeZodeXsBGYGAACAWEtGEWm3AkWkOyTd6/I5rw1+tsNGASnCOb4vuicc3y9NsyJSpserKyrnakuruw0Gl5XWqiw7P85ZSdfULNDV1fO1p7NVJ3o7JUm1ecVaWlo74WyZlr6z+vmhF7Wno+WCopFXRh4Z+aMoJRWGmE12sKtNfzq+R9vPnDg3g8sjozkFZVpTFWj8m+nxuh4nUXZ3tIQsII31zKkjWlxSo6ur5ycgq4AtLQf04wPPhjx+rKdD/7H9YX185U2qzC1MWF5TYapmy9z0DummdyQ7Fdf2drbKPnvSVex9R7dTRAIAAJjmPEkY8w8KTEp4hzHmukjBxph1kt6uQDNud+uDgGRzOTtnlOOPLj5VbKyzlGEifxsxkm4MswV3rBljtLS0Vjc1LNFNDUu0vKxuwgJSU0+H/v3lP2n3uAKSJPnkRFVAKs/O18IJllBtPXlIX9z+sF46ffyCJYB+OTrcc1o/P/SiPvb0r/Srw9tcz+pKlEeb3dftH2uOsnA6BV1D/frZwecjxnUPD+inLuIwedH0DWvp75Ld6a7gBAAAgNSUjCLS3ZLaJXkl/cEY8xFjzEVv3xtjcowxf6nAzmxeBZbBfTOhmQKTZIrKoosvjC4+VdTlF+vd1lXyhikkGUlvmH+ZlpTWxHz8k/1der7tqJ49dURHu89E9Vy/49e39mxR34iLXbFcWFfbeFGh6mBXm364/5mI/aMGfSP60/E9+tL2hzUQzOdEb6c2N+/XIyf2alt7k0b8vpjk6VbfyJB2nmlxHX+s54xa+xKz4viJ1oMacdz119rd0RJcQoh4iPb/3ZGe03HKBAAAAImQ8OVsjuP0GGPeqsCMpDxJX5H0eWPM85JaFJhxVCfp8uBxI2lY0lscx6EnEqYFs+xaOS9viip+urq8co5Ks/P0QNMu7TzTImfM7J1FxVW6uWGJVpRFbmQdjX2dJ3V/007ZnScvmCs0u6BUNzcs1ZrKORHPsf30CbUP9MYkn6UlNbqpfvFFjz90fG9UDciP9JzRt/Y8rmG/76IeM4WZ2VpX26jbZi8PW7SLlZ7hwQv+Ld3oHh5QjeLfg2jb6SbXsY6kF0836ZaGpfFLKI35XBbzzsX7o2/IDwAAgNSRlL2ZHcd52Bhzi6QfSaqVlC9p3biw0bf0T0h6u+M4mxKXITA1pmaeVLdQanbRL2jWYpnKhshxKWxBUaU+vGyDzgz06kRfp/yOo+rcItXEoanxc6eO6Hv7tk5YnDnW06Hv7H1SrX1dun3OirDn2XrqcFTj5ngzNDBuuVmWx6urqxfoDfMvlddzYWGna6hfL585HtUYkrQnxI5w3cODuv/YTh3rOaMPLl0X90JStjf6Hw9ZnsT8SOlz27Q+qD9Gs81wscqcQnUO9buOr4pzc30AAADEV1KKSJLkOM5jxpgFkt4h6TZJl0qqCB5ul/SipPsk/chxnMGJzwKkLs9t75f/Z1+QutpDB5VUyXPr+xKXVJyV5eSrLCd+zbNb+s7qnn1PR5zd8/tjOzSroFSrykMX585G8YevJF1eMUfLyup0pPu0fI5flTkFWls1V3kZWRPGtw30RDULya0dZ5r1wLFdelWEItlUFWflqj6vRCf6Ol3HNxSUxDWnUbneLEnuZ5HlZmTGL5k0d23tAu3vOuUqtjAzWyvD/J8EAABA6ktGT6RzHMcZcBzn247jvNpxnNmO4+QFP2Y7jvMax3G+SwEJ05UpLJPnLZ+UWXaNNL7QkJEls/w6ee78pEx+cXISnIYea97nuhfOw8f3hj0e7W5oWV6vLquYpdfNW6U3zr9MG+oWhSwgxdvmlv3y+aNbRjQZ62sbXcdeW70gIcvsJOnSCveFCCPp0vJZ8Usmza2umK1yl7subqhdlJK7EAIAAMC9pM1EAtKByS+WueU9cta/Wc6RndJgn5SdJzNvhUx2XrLTm1ZG/D49E8UStP1dp3Sqv1tVIbZ3t4qrte+suxkUkrS4JLrG4DW5xcr0eDUch4bYXcMD2tnRHPdZHVfXzNfWU4d0uDt8M+Sa3CLdMEFPqHi5tmah7j+2y1U/niUlNSGvAUxdpserDy9bry/veFRdwwMh4y6vmK1bZy9PYGYAAACIh6TORALShcnJl2fxFfKs3CjP4isoIE1C78jQRT2JImkf6Al57Lraha5nzpRn50fdHDw/M0urK2ZH9ZxodA5GtxxvMjI9Xv3l8o1aXFIdMmZ2QZk+uuJ65WcmblZWcVau3jT/sohxBRnZunPh5QnIKL3V5ZfoE6tu0bU1C5Q1bqZRdW6R7lywWnctvuai3QsBAAAw/TATCUBC9Q4PqW0gsOV6ZU6h6+KDR9H/ARquSFSclatXNCzV/U07w57DSHr9vEsn9QfwzQ1L9GL7MQ3FYTZShicx7wHkZWTpoytu0MGuNm1p2a+mnk45clSTV6TrahZqSUmNTBKKAxvqFinD49GvDm9T3wSNsxvyS/TexdeoOjf+u8VBKs/J19sbr9Ab5l2qQ93tGvb5VJydq3mFFZGfDAAAgGkjaUUkY0yWpLdJeo2klQo01c6N8DTHcRwKX0Cc9QwP6uxQv7zGo8rcgpj0umnq6dBDJ/bohbZj5/oaZXq8Wl0xSzc1LFFDfmnY5xdkZqsqp0CnwswuGivT4414zjvmXqIRx68/Hd894Wb2GcajP2tcq9WVk5tRVJ9fog8svU53735Cg/7oZlGFYyQ1FlfF7HxuLCiq1IKiyoSOGcm1NQu1tnKunm07ot0drRryj6g4K1dXVM3TogS/PgjIzcjSstK6ZKcBAACAODFOHHYPijioMYsk/VaSJUU1vcBxHIeunBEYYxokNQXvznIcJ/p9xicn8RcTYmpf50k90mxr++kT8gf/OUuycnVNzQJdX7dIBZk5kzrvtvYmfWfvkyGbYmd6vHrv4msi9vh56Pge/fLwNldjXl09X+9cdKWr2Na+Lm1u2a8dZ05owDeigsxsramco+tqFqgoK1JtO7K2/m49fMLW46375YvB99ylJTX6qxXXT/k8qWLY79MLbce0pfWAjvd0yJGjsux8XV09X9fXWzRjBgCkI9YAA0hJCS8iGWPyJW2XNE+SX9K9ktokvVeBIsQ/SyqVdLmkK4OPbZX0kCQ5jvOZhCY8DVFEwmQ8eHy3fnP4pZD/iOXZ+frrFddH3aT4eG+H/nXbgxF3Vcv0ePXJVbeoLr8kZEzfyJA+v+2PaoswGynXm6lPrLpFNXmptZRp2O/Ty6eP65lTR7S3s1VDfp/yM7K1pnK21tU26leHt2lXR0vYc2R6vPrbS27U3MLyBGUdX239Pfrarsd0sr97wuMZxqPXz1ul6xPYuBuhOUP9UneH5PFIheUyGZnJTgkAZiqKSABSUjKKSB+T9B+SfJJucRznUWPMMkk7NG6mkTFmlaQfSVos6a8dx/l6QpOdpigiIVovtB3Tt/c+ETGuMqdA/99ltyrL635V6T32Vm11uavaNdUL9I5FV4SNaevv0Vd3PaZTIYoO+RlZ+tDS9VpYnFpLrybid5wLei0N+kb07T2Pa2eIQlKON1MfWHKdlpRGt1NcquoZHtS/vvRHtQ/0Roy9rmah/qxxbQKywkSctiY5Lz4kx35OGhkKPJhbILPsWplLb5ApLEtuggAw81BEApCSklFE2iTpOkn/5zjO24KPTVhECh6rlPSyAj2TrnIc54WEJjwNUURCtD734h90vLfTVew7Gq/QNTULXMX2jwzp7575jett7rM8Xv3HFa9TToTZDYO+ET1z6rA2t+zXid5OOZIqcvJ1bc1CXVu9QIVZk1t2lyr2dLRqc8t+Heg6pWG/X2XZebq6er6url6Q0F3Q4u2+ozv0+2M7XMe/dcEara9rjGNGmIh/7zNy/vhdKdT/49wCeV77UZmauQnNCwBmOIpIAFJSMppULw1+/s1EB40xxhlT2XIcp80Y8yVJ/y7pw5LeHf8UgfRxqKvddQFJkra0HnBdRGof6HVdQJKkIb9Ppwd7VZ9REjYu25uhdbWNWlfbKL/jl+NI3gTtViZJB862qbW/S0bSrIJSzS6I7SyMJaU1M2a2USg+x68nWg9E9ZwHj+/WdbUL2So+gZzmA+ELSJLU3yP/b74izzs+I5NfnLjkAAAAkHDJKCKVBD8fHfPY4JjbBZLGr1N5Mvh5fZxyAtJWc19ndPFRFJwmI9rygMd4EvZe3dMnD+vB47vV3Hf2gsfnFpbrVbOXa0VZfWISicKQb0QvnzmhzsE+ZXi8soqrVZcCf+i39/eoc6g/quecHuzV7o4WLS9j969E8T/3QPgC0qj+bjnbN8tcdUf8kwIAAEDSJKOI1CepUBcufeocc3u2pF3jnjMaO7PfmgeSINoVrdGEV+YWKNuT4Xp7+xxvhspzCqJLKEF+d+Rl/aFp/LemgCPdp/XfuzbrrQvXaF1taiy3Gvb7dO/R7Xqi9YD6RoYvOLaouEqvnbtK84sqkpSdIjZaD6W1v0vLRREpEZzuM9Kh7e7jd2yRc+WrZEziZgUCAAAgsZJRRDos6RLp/F8BjuO0G2POKLAr2zW6uIi0Ovh5KCEZAmkk2lkpdXnu43O8mVpbNVePu1y2dEXVPGVH0bQ7WiN+n15sb9ITrQd1qr9bHmM0p7BM62sbtbgkdI365dPHQxaQRjmSfnrgec0pKNecJDcZHvb79LWdm2SfPTnh8X1nT+lLOx7Rh5au09LS2gRnF1CclSuPjPxRtlJjIVsCnW6Woin29XRIA31SbmoWggEAADB1yXi78Png58vHPf6IAn8f/J0x5tze1caYuZI+rsDfaC8lID8grSwoqlR9Xonr+HW1C6M6/431i10VhnK8Gbqh3orq3NFo6TurT73we33Xfkr22ZPqGOrT6cFevdjepC/veFRf2v6I+kYmrlM/fGKvqzH8cvRosx3LtCfld0e2hywgjRr2+3T3nidCfs3xVpCZrRXl0S//m5VfGodsEDvsrwAAADCTJaOI9JACxaLxjRO+Gvw8X9I+Y8wvjDH3K7AzW0Pw2LcTkyKQXl45a2nkIEnl2flaWzk3qnPX5BXpg0vWhS0k5Xgz9MGl61SdWxTVud06M9irL+94NOxW8vbZk/r6rs0aGdf/pX2gR/vOnnI91gvtxzToc7d8Lx6GfCN68qS7mV8DvmE9dfJQnDMK7Ya66IqGtblFWlRSHadscJGyWimaJub5xVJOfvzyAQAAQNIlo4j0e0lbJHUbY85t8eQ4zpOSPqtAgalU0uskvUKB/kmS9H3HcX6S4FyBtLCmaq5ePWdl2JjSrDz95fKNyprEcrMlpTX6p0tfqY11i5TrzTz3eK43U9fXLdI/XfrKsMvJpuqBY7t01kUT54NdbXq+7dgFj50Z7ItqrGG/T11DA1E9J5ZeOn38oh5I4WxNYhHJKqnWq+dc4jr+ttnL45gNxjNF5dIc96+5WX4d/ZAAAABmuLj2RDLGvCN487eO43RJkuM4fZI2TBTvOM6njTGPS7pL0rJgfvsl/dBxnF/FM1cg3d06e5nmFZbrkea92nmmRU5wWUphZo6uqZmvG+osFWXlTvr8VbmFunPB5Xrd3FXqGOqTkVFpdp4yPd5YfQkT6h8Z1jNtR1zHb2rZpyur5527nzGJP4ozPMn7Q7pjKLqiV8dgdDukxdqts5crNyNLvzz0Yshm20bSa+et0pqquQnNLVlO9ndp0DeivIwsVSS50bxnzSvlP7orcm+k7DyZSzYkJCcAAAAkT7wba9+jQIOE5yXtHn/QGFMp6YOS5DjOZ4OfH1GgPxKABFtSWqMlpTXqGupXx2C/MjweVecWKiOGhZ4sb0bclq1N5HB3e1TLyw53n9agb0RZHq802K/6jGzleDI04HKHuYqcAhVPodg2VZkmun+rzCQWvEZtrFukq6rm6bdHXtLz7cfUPTwoSfIajy4tb9DGOksLiyuTnGV8Dft9eqL1gDY371dLf9e5x+cWlGlD3SJdUTVPnmiWlsWImWXJ3PQOOQ/9MHQhKTtPntf8pUwh/aoAAABmumTszjZWlaRPK1Bo+mxyUwEwqigrd0qzjlJJtP2JCocH5Tx9r/y7npJ6OpQh6XO5BXqkrEpPVNarJzMr7PPX1S4898d++0CPNrfs177Okxr2+1Wanasrq+bpsorZ8sapeLOopCq6+OLU6DGUk5GpOxeu0ZsXXK7OoX6N+H0qzMxRTkZm5CdPcwMjw/rark060NV20bEjPWd0z76ntf3MCd21+Bp5k7BczLP8OjlldXJe/JOcA9uk0b5hWTkyS66WWX2TTJTXHQAAAKanZBeRACBu+keG9YdjO13Hz+k5q7/Y/7Iyx/UUyu/v0R0nerThZJP+e9EqNeVPPJOqKrdQ19UslN9x9MvDL+rRE/vOLQuUpBN9ndrZ0aLSwy/pA0uv09zC8gnPMxUN+aVaUFSpgxMUJCayoa4x5jlMhTGBZY7p5Pv7tk5YQBrrxfYm/erQNr1pweoEZXUhU7dApu6Dcvq7pbOnJY+RSqplsnKSkg8AAACSI/nrGADMGM5An/wvPiT/778p3+++Jv9jP5XTdjxp+dy953Ed6+1wFVs22K+/2PeSCsI0pS4aGdaH972k0sGLG2dX5xbpr5ZvVF5Gln528AU9csK+oIA0VsdQn76y41Gd6O10lVu0Xjd3lateTqsrZmtB0cxeJpbqmns79dJpd/9HtrQeUE9wqV+ymNxCmZq5MlVzKCABAACkIWYiAYgJ/9P3yXn2D9LI0LnHHEnOtoel2UvkufV9MnmJ64Vkd57Uns5W1/HXn2xSgYulb4Ujw7q945R+UjtXxhg15JdofW2jLq+co0yPV8d7O7SpZV/E8/T7hvXrw9v0keUbXefo1sLiSn1w6Tp9e+8TIZfzXVYxS++2ror52IjOltYDrmOH/T5tPXlINzUsiWNGAAAAQGgUkQBMmX/zz+S88KfQAcf2yP+zL8hz5z/I5CZmt6nNLftdx2b6fbqyvcV1/JVtLbr6tR+TmaBfz6Zm9+Pu6mhRW3+PKuPwmiwvq9Pn17xaT508pK0nD6lzqF+ZHq+s4iqtr1004xtVTxfNvWeji++LLh4AAACIJYpIAKbEaT0cvoA0qqNVzlO/k7nhbfFPStKR7tOuYysH+pUXTQPugR6pq10qq73o0M6OZtencSTt6mjWhtxF7seOQkFmtm5uWKKbmbkyYyR+fzYAAADgPHoiAZgS56VH3cfu2Spn6OJ+QvHgC7Ud+QQ8zsS9i8Ia3aFqnKEod4OLdvc4zCz1+cVRxdfmRRcPAAAAxFKiZiJ9yBhzaoLHz+0JbIz5/9ycyHGcz8YsKwBT5hx40X3wUL90bLe08LL4JRRUkVOgzqF+V7FnsnPk93jk8bssPHkzpMKyCQ8VZuaod0xfqEgKaU6c1q6radSjzZF7aElSpserq6vnxzkjAAAAILREFZE+GObY6BSAT7k8F0UkIEU4fr8U5cwiZ7AvIUtyrq1ZEHHb9FEmp0BmwWXS/ufdxTdeLhNiG/o1lXN037Edrs6T5fFqVXmDq1hM3sGuNu3tbNWQ36eSrFxdXjEnZYp3dfnFWlXe4GqHtnU1C5WfmZ2ArAAAAICJJaKIFMu/Fyex5gRAvBiPR8rKiaqQFKr4EmuXV87R745sV8dQX8TYDXWN8s5ZJf+BF6VIy+A8XpnLbgp5+LrahXqgaZdGXCynW1s1V3kZWRHjks3v+LX9TLOOdp+W33FUmVuoyytnK8d7cWPxVLK3s1W/PLRNTb0dFzz+y0PbdHnlHN25YLVyU+D1f7d1lb62c1PYoudlFbP0+vmXJjArAAAA4GLGmUwvELcnN2Z9rM/pOM7mWJ9zpjHGNEhqCt6d5ThO5Le4Y4MiXxry//G7cnY/5S44K1ee931RJkGzQJp6OvSVHY+qZ2QwZMxlFbP03sXXyGM88u98XM5DP5BCfV80Hpmb3yXPsmvCjvv0qcO6x35aTpj/EvV5Jfq7lTemRBEjnCdbD+q+YzvUMXhhMS7Hm6F1tY16zdyV8prUa6+3/fQJfWvP42F7YzXkl+hvL0mNf4Nhv09Pth7U5pb9F+zANq+wXBtqF+mKqrkyhrbaAJBG+KYPICXFtYiE5KCIhERyWg/L/5N/dhVrVl4vzyR3ZzvafUabW/bpaM8Z+R1HVbmFurZmgZaV1skT5o/rtv4e3d+0U8+3HdXwmGbYVTkF2lC3SBvrrAue7xzbK/9zf5CO7tb5S9pIc5fJs+ZWmVmWq3xfOn1cvzr0ok4N9FzwuMcYra6YrbcuXJPys5D+2LRLvznyctiYlWX1+sDS6+RJoUJS38iQPvHsb101Lb+meoHeseiKBGTlXlt/t/p9wyrIyFZZTn6y0wEAJAdFJAApiSLSDEQRCYnm3/wzOS/8KXxQaY08d/6DTG5BVOce9I3ou/ZTejlEz5i6vGL9xbL1qsgJf97e4UEd7GrXsN+n4qxcLSiqCDuzw+lsk840SzJSeZ1McUVUeUuS4zja09kqu/Okhv0+lWTnaW3lHJUkaEnfVBzpPq1/felBV7FvnH+ZbqxfHOeM3Hv4xF794pC7hu+ZHq++sPY19BoCAKQaikgAUhJFpBmIIhKSwb/1XjnPPSBNtDPZ7CXyvPK9MlFuZ+5z/Prazk3a09kaNq48O1+fWHWzirJyozo/Apyz7XK2b5ZzeLs0PCjlFurpkgr9IjdH/RmR+x5V5RTos5ffnjLLrf5l2wM61tMROTDobQvXal3twjhmBABA1FLjhyoAjJOo3dkAzHCeq+6Qc+mNcnY/KTUflOMbkSmukFl2rUzl5HYge6HtWMQCkiSdHuzVA0279eYFqyc1TjrzP/U7Oc/cd2EfqLNturL1kFZ5vPrB/KV6ubQq7DlODfTocPdpzS+KfrZWPHRFuWNg93B/nDIBAAAAZhaKSABixuTkBXYuC7N7WTQ2t+x3Hfv0qUN67dyVyvLybc0t/9P3yXn63pDHc/w+3XVwp77ZuFK7i8vDnqtrOLrCTTxlebxRxWd6uGYAAAAAN1KnEyoAjDHoGwm75fl4fSPDOtTdHseMZhanp1PO0/dFjPM6jt54bF/oHeuCoi3cxNOS0tqo4pdFGQ8AAACkK4pIAFLSkIudtcabaDeuzsE+nejtVPu4XdLSnbNjizRmt7pwqgf6ZHWF7jGU481MmaVskrShttF17MKiStXnl8QvGQAAAGAGYQ4/gJSUm5GpDOPRiON3/ZyirBxJgV3Rnm87qk0t+y+YzVSXV6z1tY26pmaBMlNo5kwyOMd2RxW/tOu07OKyCY+trpilHG/kBtyJUpdfog21jdoUYTlkpserN8y/NEFZAQAAANMfM5EApKQMj1eXVcxyHV+VW6i5BeXyO46+Z2/Vd+ynLloO19x3Vj89+Ly+suNRDYwMxzrl6WV4gl30wsj0hy7mvWr2iqlmE3NvXnC5NtYtCrm1TX5Gtj6ybIPmFabODCoAAAAg1TETCUDK2lC3SM+2HXUVu762UcYY/fbwS3q27UjY2ANdbfqe/ZQ+tGx9DLKcpvKLogrvysya8PFlpbUqy8mPRUYx5TFGdy64XBtrF2lzy37t7TypYf+IirJydVX1PK2tnEsTdgAAACBK/AYNIGUtKKrU7bNX6L5jO8LGXVJWr+vrFql/ZEiPNe9zde6Xz5zQid7OtO2HY5ZcJedw+Nd1lF/Sc2U1Ex67pWFpDLOKveq8Ir1pwepkpwEAAADMCCxnA5DSXjVnhd62cI1KsnIvOpbjzdBN9Uv0gaXXyWM8evrUEQ363Tfk3hyhZ85MZhpXS/nFrmJ3FVfodM7Fr//GukWySqpjnVpKctJ9+SMAAAAgZiIBmAbWBZthv3z6uI52n5FfjipzCrW2co5yMs43dG7u7YzqvM29Z2Oc6fRhvBnyvOqD8v/6y9LwYMi4tuxc/Xje4gsey/Zm6Ob6Jbpt9vJ4p5lUznFbzkuPyTm4TfKNSBlZMo2rZVZdL1M7P9npAQAAAAlHEQnAtOA1Hl1WMVuXVcwOGeNEeU4n6mfMLKa+UZ43/r38m34qNR+48KDHKy1YpexrXqt13W1qG+iRx3g0p6BMV1bNU25G6uzGFmuO45fz8I/k7Nh84YGRITl7tsrZs1Xm8lfIs+6NyUkQAAAASBKKSABmjLo8d8uzJhs/04z4feourZLndX+tgs42mSM7pKFBKa9QpvFymcJSlUq6vaw22akmlPP4ry4uII2Pef6P8ufky7P21gRlBQAAACQfRSQAM8aV1fP0myMvacjvcxW/rrYxzhmlplP93XqseZ+ePnVIfcFeP6VZebq2ZoHW1TaqKCsnyRkmj9N7Vs62h93FPnu/nFXXy6Tx6wUAAID0QmNtADNGXkaW68LQ8tJazSoojXNGqWfHmRP63It/0KPN9rkCkiR1DPXpvmM79M/bHtDx3o4kZphczs7HA/2P3BgakLNna3wTAgAAAFIIM5EAzCivm7dKHYN9eqH9WMiYeYXlumvxNQnMKjU09XTo7j1PaDjMTK2zQ/366s5N+n+XvlKFaTjDxmk+GN0TWg5JKzfGJZfD3e16svWQ2gd65DFG8wrLdW3NQpVm58VlPAAAACASikgAZhSv8eiuxddoxak6bWrepyM9Z84dq8ot1PraRq2rWagsb/p9+/tj066wBaRRZ4f6taX1wIzffW1Cfn908T53SyejcXaoX9/e84QOdLVd8Piujhb9oWmXNtQ26o3zL5PHMJkYAAAAiZV+f0UBmPE8xuiq6vm6qnq+2gd61DM8qBxvhqpzi2SMSXZ6SdE1NKBtp4+7jn+89YBeOWuZPEl+vUb8Pg37fcr2ZiYkF1NcEd2efcUVMR2/d3hQ/7n9EZ3s75rwuN9x9GjzPvWPDOtd1lUxHRsAAACIhCISgJRyZqBXuztbNeQbUWFWji4pq1f2FGYNVeQUqCKnIIYZJo4z0Cdn95OBvjs9Z6XMLJk5S2VWXi9TUR/VuZr7OuVz3M+y6RjsU+/wYFKWtPkcv7a1N2lzy37tO3tKkpTtydCaqjnaULsorr2szPJr5Wzf5DZaZvm1MR3/98d2hiwgjbX11GFdUTVPS0prYjo+AAAAEA5FJAApobXvrH59+CXtONMs/5i5IDneTF1dPU+vnrtSOd7MJGaYWM6h7fL/4W5paODCxztPyXl5k8zKDTIb3ybjcbekye9ENb8m8Jzo5uTExIBvWN/cvUV7O09e8Pigf0RPtB7Uk62H9Mb5l+qG+sVxGd/UzJPqG6UT+yMHL1gpU1IVs7GHfCN6+tQh1/GbWvZRRAIAAEBC0VABQNId6zmjL7z8J7185sRFhYsB37Aebd6nL21/RANjdhObyZymvfLf+/WLCkgXxLy8Sc5jP3F9zurcIkWzGCw/I0sFmdlRPCM2/mfPkxcVkMZy5Ojnh17Us6eOxC0Hz20fkEqqwwdVzpLnlvfEdNx9Z09dsGNeJNvPnJhUcRAAAACYLIpIAJLK5/frG7u3RPzj+WjPGf3fwecTlFVy+Tf/XHLRANt5+TE5Z1pcnbM8J19LSmtd53B19Xx5E9y4+cDZNu3saHYVe+/R7XLiVEAxBSXyvOWTMquul7JyLzyYUyCz+hZ53vxxmZz8mI7b74uuSOp3HA35R2KaAwAAABAOy9kAJNWLp5vUMdjnKva5tqN6/bxLZ/TW807LIenUUffxLz0mc/1bXcXeXL9EezpaIi5Sy/ZkaEPdItc5xMrmFhdLyILaBnq0u7NFy0rr4pKLyS2Quf5tcq57g9S0V85gf6BoNGuxTEZ8llXmZ2RFFZ9hPMr28GMcAAAAicNMJABJtfWk+x4wI45fz7YdiV8yKcA5tie6+Cb38UtKa/TmBZeHXdaW5fHq/UuvTUoz8qM9p6OKP9J9Jk6ZnGcys2Xmr5RnyZUy81bErYAkSYuKq1SY6b5AelnF7LTdbRAAAADJwVuYAJLK7SykycZPOyNDcY3fWLdItXlFeuj4Hu3qaJUTnJeUYTxaXTlbNzcsUUN+dLuftQ/06PRAr7zGqD6/RLlRzqgZ5YtyeVo0u81NBxker66tWaAHmna5it9Q1xjnjAAAAIALUUQCkFQZLncXOx/vjVMmKaKgJLr4/CjjJS0uqdHikhqdGexVW3+PjDGqyytSQRSzYCRp55lmPXRij+zOk+eWyGV5vFpbNVc3NyxRdW5RVOerzClQ+0BPVPEzzStnLdOejhYd6Qk/y+qm+iVaUFSZoKwAAACAAJazAUiqxqLotkhvLJ7ZfzibRZdLXvf1fbP0qkmPVZadL6ukWouKq6IuIP2xaZe+tmuT9o4pIEnSkN+nJ1oP6t9eelAHu9qiOuc1NQtcx+ZlZGp1xeyozj8dZHsz9NcrbtDqitkyEyw8zPFm6rVzV+oN8y9NQnYAAABId8xEApBU62sb9WizHbHZsyRV5RRoaYn7HcamI5NbKLP4Cjm7nowcnJ0ns/jKSY3TPzKkAd+IcjMyleONrs/Pi+1N+s2Rl8PG9I0M6793bdanV79KRS4boV9WPksVOflqH+iNGLuuplFZURTbppPcjEy9b8m1ah/o0VMnD6l9oEde49HcwnJdUTU36n8vAAAAIFZm5m/gAKaN6rwiXVezUFtaD4SNM5JeN+/StGgkbDa8Rc6pY1JbU+igjCx5bv+QTBQ71fkdv55vO6bNLft1IDhLyMhoRVmdNtQ1ut7p7MHju13F9Y4M6YnWg7p19jJX8V6PRx9etkFf2v6IuoYHQsatLG/QHXMvcXXO6awip0B3zJn5XycAAACmD+NE2cgUqc8Y0yBp9K/PWY7jHE/Q0FxMmBSf49eP9z+rJ0Ps1OY1Hv1Z41pdXT0/wZkljzPYL2fzz+Tsfebi5tl1C+VZ9yaZOvfLv4b9Pt2953HtONMcMmZDbaPuXHB52ELd8d4Ofe7FB1yPW56dr8+vfbXreEk6M9Cr+5t26rlTRzXoHzn3eGVOgTbULdL1dYvkMazGBgDMaDP/XTMA0xJFpBmIIhKmq8Nd7drUsl+7Opo16BtRUVaO1lbO1braRpVm5yU7vaRwBnrl7Hte6uuSMjJl5iyTqZwV9Xm+u/cpPdt2JGLcHXNW6LbZK0Ief6HtmL6994moxv76NW9W5iQaovePDOlAV5uG/T4VZeZqQVFFWsxEAwBAFJEApCiWs8WBZVmzJd0maYOkVZIaJHkltUt6QdL/SfqFbdsjIU4BpKV5RRWaV1SR7DRSisnJl7lk/ZTOcbKvS8+5KCBJ0p+O79WN9UuUHaLf0GRqOJ5JFn5yM7K0oqx+Us8FAAAAEHusB4gxy7I+K+mIpG9IepOkRZLyJGVLqpd0h6SfSNoaLDYBQFxtbt3veprggG9Yz5w6EvJ4Q35pVG+N1uUVy8vSMwAAAGBG4Df72KtTYPppr6QfSXq3pGslXS7p7ZKeC8ZdLulhy7IKkpEkgPTR1NMRZfyZkMeqcgu1uKTG9bnW1S6MamwAAAAAqYvlbLF3WtLHJX3Ttu3uccdesCzrpwrMRHqTpEZJH5X0ucSmCCCd+KPsfeePMG/p1lnLZJ89GfG8FTn5uqoqfZqhAwAAADMdjbWTwLKscknNkrIkbbdte2Usz09jbQBj/XDfM3ry5EHX8a+fd6lublgSNubZU0d0z76n5XP8Ex4vz87XX63YqOrcopDnGPb79HzbUT3fdky9I4PK8WbqkrJ6XVU9Tzkth+TseVpOb6eUkSUzZ6nMkqtkMrNdfx3p7FBXu7a0HlBzb6ccSfV5xbqudqEWFFUmOzUAgDs01gaQkigiJYllWc8psKSt17btmC5po4iE6W7AN6zn246qta9LktGsghJdVjF7Ujt8IbDr3b+9/CdXsRnGo39b+xoVZuVEjD3R26nHmvfp2VNHNOgP7BNQnp2vdbULdV3NQuWHKfjsPNOs79tb1TMyeMHjNf29uuvgTtX191z8pOxcmeveIM8lG1x9Lemod3hQ3977hPZ2npzwuFVcrfctuVYFFOMAINVRRAKQkigiJYllWdslrZDUbdt26LfqJ4EiEqYrv+PXvUd36LHmfRrwDV9wrDAzW7c0LNVNEWbITJXT3y2dPCr5fVJxpUx5XVzHS5T/3P6w9p09FTFuXc1Cva1xbVTnHvb71D00IK/Ho8LMnIi7se3paNXXdm26aBZT5UCf/nbP8yocGQ7xzACz8a3yXHpDVDmmgyHfiL64/WEdDdPTSpJmF5Tpby+5MeQOfACAlEARCUBK4jfIJLAsq0rS6F/Ce5OZC5AqHMfR9+yteq7t6ITHu4cH9cvD29Qx2Kc3LVgd+/FPN8t55n45+5+XfCPnD9TOl2f1zTKL1sR0vANnT+ml0yfU7xtSXkaWVlfM1tzC8piOMdb7Fl+rL+14RM19Z0PGLC2pmdRrm+nxqiwn31Ws4zj6yYFnJ1wG96ajdsQCkiQ5m38mp3G1TEFJtKmGPudxW87Lm+S0HJR8Pqm4QmbZtTKLr5DJzIrZOPG0pfVAxAKSJB3rOaMtLfvjXpAFAADAzEMRKTn+Tudf+59H+2TLshrCHS8tLa3p6IhuNyYg2Z46eShkAWmsR5ptLS2t1fKy2M0Qco7b8v/2q9LQwMUHWw7J//tvyaw9Js+1r5/yWIe72/Wj/c/qeG/nBY//6fgezS0o0zsWXan6/JIpjzNeYVaO/n7lTXro+F493npAXcPnv9aq3EKtr23UxtpF8nriu2nn7s4WnRq4eKla5UCflnRFLoBIkvw+OTs2y1z16inn4wwNyH//t6TDOy480Nspp/mAnKd+I8+r/1KmZu6Ux4onx3G0pWW/6/gtLft1Y/1imQizxgAAAICxKCIlmGVZV0j66+Dd45K+MYnTNIU7WFJSIopImG4ea97nOnZTy76YFZGcvi75f/f1iQtIY+Oe/YP85fXyLLly0mMd7GrTV3Y8qiG/b8LjR3rO6D9efkh/u/JGNeSXTnqcUHIzsnTH3Et02+zlOtJzWoO+ERVkZmtWfmnCigk7zjRP+PjKjjZFU75yDmyTplhEchy//Pd9Qzq6K3RQ71n5f/Wf8rzlH2XKaqY0Xjy1DfToZP/4DUFDOxWMr8mL6WpqAAAAzHDxfcsZF7Asq1rSLxUo3jmS3mnbdl9yswKSr7XvrJp63Rc+d55pUd/IUEzGdnZskQbd/Td0nv/jpMfxO46+u/epkAWkUf2+YX1v79ZJj+OG1+PRgqJKLS2t1eyCsoTORhkYu1RwjNwQj4fk8t8srEPbwxeQxozlbP3t1MeLo8FoX79JPgcAAADpLW1nIlmWlSEpcvONyN5t2/Y9LsYrlHS/pNGlaJ+0bfvRSY45K9zBzs7OGknPTfLcQMJ1DQ9GDhrDkaOe4UHlZUy9V42zY4v74LYmOa2HZWrmRT3OjjMndHqw11Xsib5O7Tt7SouKq6IeJ9UVZEy8K1hfRpQ/jrLzppyL/yX334Kd/S/K6T0rk1885XHjoXASu61N5jkAAABIb2lbREoky7JyJP1O0mjH2i/Ztv1vkz2fbdthd1ujxwWmm2xP9N+KYrGzlOMbkbpOR/eczlOTKiI976Lf0/j4mVhEWlM5Rw+d2HPR4y+VVOm1TQdcT481jTFort4Uxb4Gfp90Yp8U4wbrsVKSnafGoirt74q8A58kLSiqdN0MHQAAABiVtkUk27ZHLMuKxdY0LeEOBmc8/VzSxuBD37Ft+2MxGBeYMRoKSlSclauzQ/2u4mfll6o4K3fqAxuPAjvoOlE+J3o9Uc62ijZ+uphTWKZ5heU63H1h8e50Tq52F5dr+VkXRT2PV2bFuinl4fh9gcJQNM8ZGU7p/ZY31i1yXUTaWNsY52wAAAAwE6VtEUmSbNuO4m3o6FmW5ZH0v5JuDz70M0nvj+eYwHTkNR5dW7NA9x/b6Sp+XYz+ADYej1Q1Szp1zO0zZKpmT2qsHG9mlPEz99vzuxZdpX9/+SH1jlxYKPvZHEuzdj+v4gj9rsz1b53ysjLj8Up5RVJfl/vnFJRMacx4W105W9d0zNeTJw+Fjbuqer7WVM1NTFIAAACYUWisHV93S7ozePv3kt5u27Y/ifkAKevG+sWqzY28U9SCokpdVR39crJQzCUb3AfPWSpTWj2pcaLdTW5FWf2kxpkOavKK9Pcrb9KCoooLHj+dnasvLVmt5sKSiZ+YUyBzy7vliebfLAwTzU57hWVSw+KYjBtPb2+8Qq+avUJ5GRcXLXO9mbpt9nK9o/GKJGQGAACAmcA4ThTLOOCaZVlfkvTR4N1HJN1m23ZC1qcYYxokNQXvznIcJ2wPpRjiYsKUnB3q1zd3b7loqdOopaW1et/ia5Qbg4bao5zhQfl//DnpTNiVqZLHK88b/06mfnKzoIZ8I/rEs79Vr4td5Uqz8vT5tXfIM8mlc9NJU0+Hnm87qp6RQeV4M7WyrF6LSqrlNB+Us2droJl1RpY0d5nMojUyExRHJsvpPCX/Pf/kalmbufb18qy9NWZjx9uQb0TPtR3Vib5OyZHq8ou1pnJuTHqJAQASIpVXUANIYxSR4sCyrE9L+lTw7lOSbrZt2922TDFAEQnTnd15Ulta9qu1v0tGRg0FpVpfu1DzCisiP3kSnK52+X/1ZamjdeIAb4Y8r3yvzKLLXZ+zf2RYW08e0vPtR9UzPKhsb4bKs/O17XTk/46FmTnyGqPynHxdXb1AayvnKIs//uPCv/spOQ9+Twr3s3D+Snnu+HBg+SMAAIlBEQlASqKIFGOWZX1E0leDd09IerOksxGeZtu2PRyrHCgiAdFzhvrl7HpKzsuPnZ+VlJ0ns/RqmVXXR7WM7aX2Jn1/31YN+EYuOmZk5DVGI477la1FmTn6i2XrNbew/ILHfX6/+n1DyvJkUGSaAufQy/I/8Wupfdy3ypx8mUs2yFz96kAPJQAAEociEoCURBEpxizL2iRpfZRPm2fb9pFY5UARCZgaZ7AvsMQpOz/q2Sc7zzTrv3dtlj/Cf4dVZQ0a8o+ob2RI7QO96hkJv9o1LyNLH195k2ryinXg7Cltatmvbe1N54pRVnG11tc26tKKhrRYBhcPzon9cloOSf4RqahCZuFlMV0+BwBAFCgiAUhJvHUNAOOY7LxJPc9xHP3s4PMRC0iStLOjWf+29jU61N2ub+zeEjG+b2RI9x7docrcAv2xafdFx+2zJ2WfPakVZXV6/5LrlMnMmaiZ+sZJ97wCAAAA0gEzkWYgZiIBybGro1lf3bnJdfxr567UvrOntKsjQlPvICMjx8V/szWVc3TX4mtc5wEAAFIOM5EApCTWPABAjLgtBo2NtztPuo53U0CSpOfajqqlL1IrNgAAAACIDkUkAIiRYV/kreLHGvSNRNVgOxqbW/bH5bwAAAAA0hc9kQAgRgqzcqKKL87KVWFmjrqHB2Key5Hu0zE/53R1ZrBXT7QeVHPvWTlyVJ9XomtrF6gsOz/ZqQEAAADTCkUkAIiRtZVzdf+xne7jq+aqOrdQD53YG/Nc6HcnDft9+smB5/T0ycMXNDt/6fRxPdC0S1dUz9PbFq6hCTkAAADgEsvZACBGavKKtKSkxlVscVauLiufpfW1jfKa2H8rrswtjPk5pxOf49e3dm/RUycPTbhbnl+Otp48pG/s3iJfnJYUAgAAADMNRSQAiKF3LrpSZdl5YWOyPF69b/G18no8qswt1Nsb18pE2IRlSUlNVDNmrqtZ6Dp2Jtp68rB2umh0vrujRU+2HkpARgAAAMD0RxEJAGKoNDtPf7/yZq0sq5+wMDSvsFwfu+RGLSyuPPfYVdXz9RfL1qkhv+Si+LyMLL1y1jJ9ZPkGXV0931UOcwrKZJVUT/prmAk2Ne9zHbu5xX0sAAAAkM7oiQQAMVaanacPLVuv0wO9er79qHqGB5XtydAl5fWaXVA24XNWlNVrRVm9Dpxt06Hudo34/arIydeq8gZleQPfqt84/zK19Xdrd2dryLGrcgr0waXr4vJ1TRftAz1q6u1wHX+8t1Nt/d1pvwQQAAAAiIQiEgDESXlOvm5pWBrVcxYWV14wS2msTI9XH162QY8029rcsk/tA73njuVnZOnq6vl6xaylKsiMbpe4maZ/ZDjq5/RN4jkAAABAuqGIBADTiNfj0c0NS3Rj/WId7m4PzHLyZmh+YcW5GUvpLjcjM+rn5E3iOQAAAEC64S8OAJiGPMZoQdHEM5bSXUVOgWYXlOpYj7slbbPyS1nKBgAAALhAY20ASFODvhENzNBlXOtrF7mOXVfbGMdMAAAAgJmDmUgAkEb6Rob0ZOtBbWnZr1MDPZKkkqxcXVOzQOtqFqokOy/JGcbGVdXztK39mHZ2tISNW1paq2tq3O16BwAAAKQ74zhOsnNAjBljGiQ1Be/OchzneIKG5mICUlhL31n9187H1DHYN+HxvIxMfXDpei0qrkpwZvEx7PfpJwee09MnD8s/7tuTR0ZXVM3V2xrXKtPjTVKG0XO6z0gdpySPkcrrZFiGBwAzlUl2AgAwEYpIMxBFJADj9QwP6J9f/KM6hiYuII3K8WbqH1bdrJq84gRlFn8dg316ovWAmnvPypFUl1esa2sXqCw7P9mpueY02fI//0fpyA5p9Oe2N0Om8XKZNa+QqZyV3AQBALFGEQlASqKINANRRAIw3v3Hdureo9tdxV5TPV/vWHRlnDOCW/7tm+U88r/ni0fjZWTJc/uHZOatSGxiAIB4oogEICXRWBsAZji/4+jx1gOu459tO6q+kaE4ZgS3nCY7fAFJkkaG5P/9N+V0nkpcYgAAAEhLFJEAYIbrGuoP2QdpIsN+n5p7z8YxI7jlf/6P4QtIo4YH5bz0aPwTAgAAQFqjiAQAM5x/EsuWfY4/DpkgGk73mUAPJLfxu56U4xuJY0YAAABIdxSRAGCGK8zKUbY3w3W8kVSZUxC/hOBOxyl3s5BGDfZJfd3xywcAAABpjyISAMxwmR6vrqic6zp+SWmtynKmz85lM5aZRE9VDz/WAQAAED/8tgkAaWBjnaUME/lbvpF0U/3i+CeEyMrrpChmkCm/RMotjFs6AAAAAEUkAEgDdfnFeo91tbwRCkmvn3eplpbWJigrhGPyCmUWrnYfv2KdDDORAAAAEEdRvMUJAJjOVlfOVkl2rh5o2qWdZ1rk6Hy/ncaiKt0ya4lWlNUnMUOMZ9a+Us7BbdLIUPjAvCKZlRsSkhMAAADSl3EmsWsPUpsxpkFSU/DuLMdxjidoaC4mYJo4PdCrE72d8stRTW6havKKk50SQnAObZf/998MXUjKK5LndX8tUzUnsYkBAOJpEo3xACD+KCLNQBSRAGBmcTpOynnpUTm7nwrswiZJ+SWBJWwrN8jkUwQEgBmGIhKAlEQRaQaiiAQAM5PjG5H6ugI7t+UV0wMJAGYuikgAUhI9kQAAmCaMN0MqLEt2GgAAAEhTvIUJAAAAAACAiCgiAQAAAAAAICKKSAAAAAAAAIiInkgAgJRwsq9Lpwd7lWE8mlVQqtyMrGSnBAAAAGAMikgAgKR6sb1JD5/Yq4Ndbecey/ZkaE3VHL2iYakqcwuTmB0AAACAUcZx2JV9pjHGNEhqCt6d5TjO8QQNzcUEICq/OfKS/ti0O+Tx/Iws/eXyjZpbWJ7ArAAASDqT7AQAYCL0RAIAJMXWk4fCFpAkqXdkSF/ftVl9I0MJygoAAABAKBSRAABJ8afje1zFdQ8P6KmTh+KcDQAAAIBIKCIBABLuYFebmvvOuo5/ouVAHLMBAAAA4AZFJABAwrX2dUUVf3KgO06ZAAAAAHCLIhIAIOE8Jrp+oR76iwIAAABJRxEJAJBwswvKooqfVVAap0wAAAAAuEURCQCQcPX5JVpQVOk6fn1tYxyzAQAAAOAGRSQAQFK8avZyGRfL1Gpzi3R55ZwEZAQAAAAgHIpIAICkWFpaq3csuiJsf6Tq3EJ9ZPlGZXq8CcwMAAAAwEQykp0AACB9XV09X3MKyvRos63nTh3VoH9EUqB4tK62UddUL1BuRmaSswQAAAAgScZxnGTngBgzxjRIagreneU4zvEEDc3FBGDShv0+9Q4PKsPjUX5GtkyUO7gBADCD8EMQQEpiJhIAICVkerwqyc5LdhoAAAAAQqCIBADAFDiOo5P93Rr0jaggM1vlOfnJTgkAAACIC4pIAABXuocG9OTJQ3qx/Zj6RoaUm5GplWUNuq52oYqzcpOdXsIN+Ua0uWW/trQe0Kn+7nOPzy+s0Ma6RVpTOYcleQAAAJhR6Ik0A9ETCUCsPXXykH68/1mNOP6LjnmNR2+Yd6mur7eSkFly9A4P6as7H9WRnjMhY66omqt3Lboq7O5zAACEwA8PACnJk+wEAACp7dlTR/TDfU9PWECSJJ/j188OvaDNLfsTnFny/M/eJ8IWkCTpmVNH9LujLycoIwAAACD+KCIBAEIa8fv080Mvuppm+OvD2zTgG457Tsl2pPu09nS2uop9rHmfBkZm/msCAACA9EARCQAQ0ovtTeoeHnAVO+Ab0TOnjsQ3oRSwpeWA69hB34ieaTsSv2QAAACABKKIBAAx1j7QoyPdp9Xce1b+ad53brfLGTfn4jta4pRJ6mju64wuvvdsfBIBAAAAEozd2QAgRp49dUSPNe/Toe72c49V5BRoXc1Cra9rVI43M4nZTc6QbyS6eL8vTplMX/TVBgAAwEzBTCQAmCK/4+j79lZ9137qggKSFJiV9OsjL+mLLz+snuHBJGU4Obs7WnS053RUzynKzIlTNqmjPr8kqvi6vOjiAQAAgFRFEQkApuj3R3fo6VOHw8Y09Xbo7j2PJyijqXEcRz858Jz+a+djah/ojeq5V1TNjU9SKWRdTaPr2BxvhtZWzYljNgAAAEDiUEQCgCkY9I3o0WbbVey+s6d04GxbnDOauvuO7dDmlv1RP68mt0hLSmrikFFqmVNYpqWlta5iN9ZZ03IZIwAAADARikgAMAXPtR1VfxTb2j/eGn1xJpH6R4b18PG9UT8vLyNL71tyrUyaNAB63+JrNK+wPGzMlVXzdMecSxKUEQAAABB/NNYGgCmIeqeuvtTeqevpU4c06I+umbZVXK23LLxctXnFccoq9eRmZOlvVtygJ1oPanPLfrX2d507trCoUhvqFmlNJcvYAAAAMLNQRAKAKTCKduZNas/UOdrTEVX8wqJK/c0lN0x4bMTv0+nBXjmOo5LsvBm3rCvLm6Hr6y1dX2+prb9bA74RFWRmqzQ7L9mpAQAAAHFBEQkApiDanbrqU3y2juP4o4rP9HgveqxjsE+PNe/Tk60H1TMyeC5uTeUc3VBvqSG/NCa5ppLK3MJkpwAAAADEHT2RAGAKLq+YrbwM9zNs1tW639krGapyi6KMv7B4crT7jP5l2wN68PjucwUkSRr2+/TUyUP6120P6rm2ozHJFQAAAEBiUUQCgCnI8mboxvrFrmIXl1RrflFFnDOamqur58sTRXPsa2sWnLvdNdSvr+3apO7hwZDxI45f37e36mBX6u9SBwAAAOBCFJEAYIpunbX8gmLKROYWlut9i69LUEaTV5qdp7UuG0IvLqnW7IKyc/e3tBxQ9/BAxOf5HL8ebNo96RwBAAAAJAc9kQBgiowxenvjFVpWWqdNzftknz157lhNbpHW1zbq2poFyvJOj2+5b1u4VqcH+rS/61TImPq8Er138TXn7vsdR0+0HnQ9xo4zzeoY7KMJNQAAADCNTI+/aABgGrisYpYuq5ils0P96h4eULYnU5W5BclOK2pZ3gz91YqNeuTEXm1pOaDTg73njhVl5ujamgW6uWGpcsf0guobGVLHUJ/rMfxy1NJ3NuZFJL/j18unT+jx1gNq7jsro0Dz8+tqFmpFWX1US/UAAAAAXIgiEgDEWHFWroqzcpOdxpRkerx6xaxlurlhqY50n1bvyKByvZmaV1ghr2eildBO1GP0humdNBlnBnv1tZ2b1Nx3dtzjfdpxplmz8kv1keUbpv2/DQAAAJAs9EQCAITkMUbziyq0oqxeC4urQhSQpLyMbBVl5kR17k0t+2ORoqRAQerLOx69qIA0VlNvh76y41H1jwzHbFwAAAAgnVBEAgBMmccYXROhufh4B7ra1NzbGZPxH23ep1P93RHjmvvOaktr7IpXAAAAQDqhiAQAiIn1tY3ymuh+rDx18vCUx/U5fj3ResB1/JaWA3Kc6JffAQAAAOmOIhIAICZKs/M0q6A0quecGdO0e7Ja+7rUOdTvOr59oEftA1MfFwAAAEg3NNZOIMuyXinpD2Me+oxt259OUjoAEHPR9kXKDNFjKRpD/pGonzM8iecAAAAA6Y6ZSAliWVa+pG8mOw8AiKfG4qq4xk8k2t3WjIyKsqIrdgEAAACgiJRIn5M0R9KpZCcCAPFyTfV8ZXq8rmLzMjK1tnLulMcsy87XoiiKUcvLalUQ5YwpAAAAABSREsKyrMsk/aWkQUn/lOR0ACBu8jOz9cpZS13F3j77EmV5Y7Oq+vo6y3XsxrpFMRkTAAAASDcUkeLMsiyvpP+R5JX0eUnsLQ1gRrtt9grd0hC6kGQkvXrOSl1f777wE8mlFbNcFZJe0bBUy0rrYjYuAAAAkE5orB1/H5V0maR9kr4g6arkpgMA0fM7jnacOaEX24+pd2RIeRlZWlU+S6vK6+UxF78f8bp5q7S2ao42N+/XS6ePq983rLyMLK2umKX1tY2qySuOeY5vXrBalTkFevD47ot2ayvPztcts5ZqfW1jzMcFAAAA0oVxHCfZOcxYlmXNlbRLUp6kG23bfsSyrA2SHguGxGV3NmNMg6Sm4N1ZjuMcj/UYIXAxYUZxHEcDvmFleLyu+/zMRPs6T+qefU/r9GDvRcdKs/L0jkVXaGlpbRIym5jP8WvHmWa19J2VkVSfX6JlpXXyGJPs1AAAcIsfWgBSEjOR4uubChSQfmzb9iPJTgaAO619Z/VY8349feqwBnzDkqS5BWVaX7dIayrnpFVBaV/nSf3Xzsc04vgnPN4x1Kev79qsDy9bnzKFJK/xaFV5g1aVNyQ7FQAAAGBGoYgUJ5ZlvVXSKyR1SvpYjM8d9i+j0tLSmo6OjlgOCaSNrScP6Yf7n5F/3CzNIz1ndGTf09rcvE8fWb4hLXb38juOfrD/6ZAFpFE+x68f7Htan1/7anknWNoGAAAAYGbgt/04sCyrTNKXg3f/wbbtkzEeoincR0lJyXMxHg9ICzvPNOsH+y4uII11pOeMvr5rs/wRCiszwa6OZrUPXLyEbSKdQ/16qT1RK2cBAAAAJANFpPj4oqQqSc9I+naScwHg0n1Ht8tx0drrcPdp7TjTnICMkmtblEWhbaebIgcBAAAAmLbSdjmbZVkZkoZjcKp327Z9z5jzbpD0bkk+SR+wbTse0xVmhTvY2dlZI4nZSEAUjnSf1pGeM67jN7Xs18oZ3nOnb2Qoqvj+KOMBAAAATC9pW0SKB8uysiXdHbz7Vdu2X4rHOLZth50eYNiBCIja0W73BaRA/Ok4ZZI68jKyoorPjTIeAAAAwPSStkUk27ZHLMtaEoNTtYy5/TpJiySNSNptWdadE8QvHXN7+ZiYZ2zbPhyDfABMgi/KHkfRxk9Hl1Y06MmTB93Hl4edJAkAAABgmkvbIpIk2ba9N8anzA5+zpD0Py7iXx/8kAJL4CgiAUlSmVsQXXxOYZwySR3LSutUkZPvqrl2SVauVlXM7OV9AAAAQLqjsTYASFpWWqvS7DzX8dfWLIhjNqnBY4zeuegqZZjwPyq8xqN3LrpS3ghxAAAAAKY344TZyhqxF2y8/Vjw7mds2/50rMcwxjRIGt0maZbjOInad5uLCdPaQ8f36JeHt0WMK8zM0T9ffrtyMjITkFXy7Tt7SvfYW3V68OIZSaXZeXpn45VaUlqThMwAAJixaHIKICWl9XI2ABjrxvrFau47q6dOHgoZk5eRpQ8vW582BSRJWlRcpX9ec4d2nmnWi+3H1DcypNyMLF1a3qBLyuvlYQYSAAAAkBYoIgFAkDFG71x0peYXVujRZlvNfWfPHcv0eLW6YrZunb1M1blFScwyOTzG6JLyel1SXp/sVAAAAAAkCUUkABjnutqFuq52oY50n1bHYJ8yPV7NLSxXQWZ25CcDAAAAwAxFEQkAQphbWK65heXJTmNGGvANa2/nSfWNDCkvI0uLS6qV402fJYIAAADAdERj7RmIxtoAUlXv8KDuPbpDT586rAHf8LnHc7yZurJqnu6Ys0L5zPgCAIDG2gBSEkWkGYgiEoBU1DXUr//c/oha+7tCxtTkFuljl9yooqycBGYGAEDKoYgEICWxpQ4AICG+az8VtoAkSa39Xfqe/VSCMgIAAAAQDXoiAQDi7nhvh/Z2nnQVu6ezVSd6O1WfXxKz8R3fiHRinzTQK2XmSA2LZFg2BwAAAESFIhIAIO6ebD0UZfxBvWnB6imP6wwPynn2D3J2bJH6xsyCys6TWXq1zJW3y+QWTHkcAAAAIB1QRAIAxN2Zwd6o4k9HGT8RZ6hf/l9+SZqogDXYJ2fbw3KO7JDnjX8vU1Ay5fEAAACAmY6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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfx.plot_factors(m.mofa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "4196bd20-b9ae-4ecc-baab-5b457813a785",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.matrix.ClusterGrid at 0x182889ff0>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x2000 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfx.plot_weights_heatmap(m.mofa, n_features=10, \n",
    "                         factors=range(0, 5), \n",
    "                         xticklabels_size=6, w_abs=True, \n",
    "                         cmap=\"viridis\", cluster_factors=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "56d14268-538c-4f06-8fa6-e6d9ee959fe7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Feature rank', ylabel='Factor1 weight'>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfx.plot_weights_ranked(m.mofa, factor=\"Factor1\",  view='genes', n_features = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1d8c6793-8862-44b3-b595-38a641f3d114",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:title={'center':'group'}, xlabel='factor', ylabel='value'>"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mfx.plot_factors_violin(m.mofa)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}