{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "88f84c11",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "# LIANA x Tensor-cell2cell Quickstart (Python)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aa297f63",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "This tutorial provides an abbreviated version of Tutorials 01-06 in order to give a quick overview of the pipeline to go from a raw counts matrix to downstream cell-cell communication (CCC) analyses. By combining LIANA and Tensor-cell2cell, we get a general framework that can robustly incorporate many existing CCC inference tools, ultimately retriving consensus communication scores for any sample and analyzing all those samples together to identify context-dependent communication programs.  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae4d56f2",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Initial Setups"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f36813f6",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Enabling GPU use\n",
    "\n",
    "First, if you are using a NVIDIA GPU with CUDA cores, set `use_gpu=True` and enable PyTorch with the following code block. Otherwise, set `use_gpu=False` or skip this part"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "0a2e08ca",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "use_gpu = True\n",
    "\n",
    "if use_gpu:\n",
    "    import tensorly as tl\n",
    "    tl.set_backend('pytorch')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8c731c0e",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Libraries\n",
    "Then, import all the packages we will use in this tutorial:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "ecb8e089",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import cell2cell as c2c\n",
    "import liana as li\n",
    "\n",
    "import pandas as pd\n",
    "import decoupler as dc\n",
    "import scanpy as sc\n",
    "\n",
    "import plotnine as p9\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b09c0029",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "import logging\n",
    "logging.disable(logging.WARNING) # This is to avoid too many logs because of GSEApy\n",
    "\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cabd426f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Directories\n",
    "\n",
    "Afterwards, specify the data and output directories:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a8bc9c6b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../../data/quickstart/ already exists.\n",
      "../../data/quickstart/outputs already exists.\n"
     ]
    }
   ],
   "source": [
    "data_folder = '../../data/quickstart/'\n",
    "output_folder = '../../data/quickstart/outputs'\n",
    "c2c.io.directories.create_directory(data_folder)\n",
    "c2c.io.directories.create_directory(output_folder)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c26b6554",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Loading Data\n",
    "\n",
    "We begin by loading the single-cell transcriptomics data. For this tutorial, we will use a lung [dataset](https://doi.org/10.1038/s41591-020-0901-9) of 63k immune and epithelial cells across three control, three moderate, and six severe COVID-19 patients21. We use a convenient function to download the data and store it in the AnnData format, on which the [scanpy](https://scanpy.readthedocs.io/en/stable/) package is built."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "2baa2310",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "adata = c2c.datasets.balf_covid(data_folder + '/Liao-BALF-COVID-19.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67bbb31a",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Preprocess Expression\n",
    "\n",
    "Note, we do not include a batch correction step as Tensor-cell2cell can get robust decomposition results without this; however, we have extensive analysis and discuss regarding this topic in [Supplementary Tutorial 01](./S1_Batch_Correction.ipynb)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ddff77b",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Quality-Control Filtering\n",
    "\n",
    "The loaded data has already been pre-processed to a degree and comes with cell annotations. Nevertheless, let’s highlight some of the key steps. To ensure that any noisy cells or features are removed, we filter any non-informative cells and genes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "c7a023f5",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# basic filters\n",
    "sc.pp.filter_cells(adata, min_genes=200)\n",
    "sc.pp.filter_genes(adata, min_cells=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "62cc7303",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We additionally remove high mitochondrial content:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "d8d1a069",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# filter low quality cells with standard QC metrics\n",
    "adata.var['mt'] = adata.var_names.str.startswith('MT-')  # annotate the group of mitochondrial genes as 'mt'\n",
    "sc.pp.calculate_qc_metrics(adata, \n",
    "                           qc_vars=['mt'], \n",
    "                           percent_top=None, \n",
    "                           log1p=False, \n",
    "                           inplace=True)\n",
    "adata = adata[adata.obs.pct_counts_mt < 15, :]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e11120c8",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Which is followed by removing cells with high number of total UMI counts, potentially representing more than one single cell (doublets):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "1cd80250",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "adata = adata[adata.obs.n_genes < 5500, :] "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91a589ae",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Normalization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c520a41",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Normalized counts are usually obtained in two essential steps, the first being count depth scaling which ensures that the measured count depths are comparable across cells. This is then usually followed up with log1p transformation, which essentially stabilizes the variance of the counts and enables the use of linear metrics downstream:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "4cc7d7be",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# save the raw counts to a layer\n",
    "adata.layers[\"counts\"] = adata.X.copy()\n",
    "\n",
    "# Normalize the data\n",
    "sc.pp.normalize_total(adata, target_sum=1e4)\n",
    "sc.pp.log1p(adata)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af583cf3",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Let's see what our data looks like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "9b0e451c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "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>sample</th>\n",
       "      <th>sample_new</th>\n",
       "      <th>group</th>\n",
       "      <th>disease</th>\n",
       "      <th>hasnCoV</th>\n",
       "      <th>cluster</th>\n",
       "      <th>celltype</th>\n",
       "      <th>condition</th>\n",
       "      <th>n_genes</th>\n",
       "      <th>n_genes_by_counts</th>\n",
       "      <th>total_counts</th>\n",
       "      <th>total_counts_mt</th>\n",
       "      <th>pct_counts_mt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AAACCCACAGCTACAT_3</th>\n",
       "      <td>C100</td>\n",
       "      <td>HC3</td>\n",
       "      <td>HC</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>27.0</td>\n",
       "      <td>B</td>\n",
       "      <td>Control</td>\n",
       "      <td>1377</td>\n",
       "      <td>1376</td>\n",
       "      <td>3123.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>9.189881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCCATCCACGGGT_3</th>\n",
       "      <td>C100</td>\n",
       "      <td>HC3</td>\n",
       "      <td>HC</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>23.0</td>\n",
       "      <td>Macrophages</td>\n",
       "      <td>Control</td>\n",
       "      <td>836</td>\n",
       "      <td>835</td>\n",
       "      <td>1429.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.909727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACCCATCCCATTCG_3</th>\n",
       "      <td>C100</td>\n",
       "      <td>HC3</td>\n",
       "      <td>HC</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>6.0</td>\n",
       "      <td>T</td>\n",
       "      <td>Control</td>\n",
       "      <td>1105</td>\n",
       "      <td>1105</td>\n",
       "      <td>2342.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>6.319385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACGAACAAACAGGC_3</th>\n",
       "      <td>C100</td>\n",
       "      <td>HC3</td>\n",
       "      <td>HC</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Macrophages</td>\n",
       "      <td>Control</td>\n",
       "      <td>4530</td>\n",
       "      <td>4530</td>\n",
       "      <td>31378.0</td>\n",
       "      <td>3132.0</td>\n",
       "      <td>9.981516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AAACGAAGTCGCACAC_3</th>\n",
       "      <td>C100</td>\n",
       "      <td>HC3</td>\n",
       "      <td>HC</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>10.0</td>\n",
       "      <td>Macrophages</td>\n",
       "      <td>Control</td>\n",
       "      <td>3409</td>\n",
       "      <td>3409</td>\n",
       "      <td>12767.0</td>\n",
       "      <td>659.0</td>\n",
       "      <td>5.161745</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   sample sample_new group disease hasnCoV  cluster  \\\n",
       "AAACCCACAGCTACAT_3   C100        HC3    HC       N       N     27.0   \n",
       "AAACCCATCCACGGGT_3   C100        HC3    HC       N       N     23.0   \n",
       "AAACCCATCCCATTCG_3   C100        HC3    HC       N       N      6.0   \n",
       "AAACGAACAAACAGGC_3   C100        HC3    HC       N       N     10.0   \n",
       "AAACGAAGTCGCACAC_3   C100        HC3    HC       N       N     10.0   \n",
       "\n",
       "                       celltype condition  n_genes  n_genes_by_counts  \\\n",
       "AAACCCACAGCTACAT_3            B   Control     1377               1376   \n",
       "AAACCCATCCACGGGT_3  Macrophages   Control      836                835   \n",
       "AAACCCATCCCATTCG_3            T   Control     1105               1105   \n",
       "AAACGAACAAACAGGC_3  Macrophages   Control     4530               4530   \n",
       "AAACGAAGTCGCACAC_3  Macrophages   Control     3409               3409   \n",
       "\n",
       "                    total_counts  total_counts_mt  pct_counts_mt  \n",
       "AAACCCACAGCTACAT_3        3123.0            287.0       9.189881  \n",
       "AAACCCATCCACGGGT_3        1429.0             13.0       0.909727  \n",
       "AAACCCATCCCATTCG_3        2342.0            148.0       6.319385  \n",
       "AAACGAACAAACAGGC_3       31378.0           3132.0       9.981516  \n",
       "AAACGAAGTCGCACAC_3       12767.0            659.0       5.161745  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.obs.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "27aea60f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Deciphering Cell-Cell Communication\n",
    "\n",
    "we will use LIANA to infer the ligand-receptor interactions for each sample. LIANA is  highly modularized and it natively implements the formulations of a number of methods, including CellPhoneDBv2, Connectome, log2FC, NATMI, SingleCellSignalR, CellChat, a geometric mean, as well as a consensus in the form of a rank aggregate from any combination of methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4cb6f37a",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "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>Method Name</th>\n",
       "      <th>Magnitude Score</th>\n",
       "      <th>Specificity Score</th>\n",
       "      <th>Reference</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CellPhoneDB</td>\n",
       "      <td>lr_means</td>\n",
       "      <td>cellphone_pvals</td>\n",
       "      <td>Efremova, M., Vento-Tormo, M., Teichmann, S.A....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Connectome</td>\n",
       "      <td>expr_prod</td>\n",
       "      <td>scaled_weight</td>\n",
       "      <td>Raredon, M.S.B., Yang, J., Garritano, J., Wang...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>log2FC</td>\n",
       "      <td>None</td>\n",
       "      <td>lr_logfc</td>\n",
       "      <td>Dimitrov, D., Türei, D., Garrido-Rodriguez, M....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NATMI</td>\n",
       "      <td>expr_prod</td>\n",
       "      <td>spec_weight</td>\n",
       "      <td>Hou, R., Denisenko, E., Ong, H.T., Ramilowski,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>SingleCellSignalR</td>\n",
       "      <td>lrscore</td>\n",
       "      <td>None</td>\n",
       "      <td>Cabello-Aguilar, S., Alame, M., Kon-Sun-Tack, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CellChat</td>\n",
       "      <td>lr_probs</td>\n",
       "      <td>cellchat_pvals</td>\n",
       "      <td>Jin, S., Guerrero-Juarez, C.F., Zhang, L., Cha...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Rank_Aggregate</td>\n",
       "      <td>magnitude_rank</td>\n",
       "      <td>specificity_rank</td>\n",
       "      <td>Dimitrov, D., Türei, D., Garrido-Rodriguez, M....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Geometric Mean</td>\n",
       "      <td>lr_gmeans</td>\n",
       "      <td>gmean_pvals</td>\n",
       "      <td>CellPhoneDBv2's permutation approach applied t...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Method Name Magnitude Score Specificity Score  \\\n",
       "0        CellPhoneDB        lr_means   cellphone_pvals   \n",
       "0         Connectome       expr_prod     scaled_weight   \n",
       "0             log2FC            None          lr_logfc   \n",
       "0              NATMI       expr_prod       spec_weight   \n",
       "0  SingleCellSignalR         lrscore              None   \n",
       "0           CellChat        lr_probs    cellchat_pvals   \n",
       "0     Rank_Aggregate  magnitude_rank  specificity_rank   \n",
       "0     Geometric Mean       lr_gmeans       gmean_pvals   \n",
       "\n",
       "                                           Reference  \n",
       "0  Efremova, M., Vento-Tormo, M., Teichmann, S.A....  \n",
       "0  Raredon, M.S.B., Yang, J., Garritano, J., Wang...  \n",
       "0  Dimitrov, D., Türei, D., Garrido-Rodriguez, M....  \n",
       "0  Hou, R., Denisenko, E., Ong, H.T., Ramilowski,...  \n",
       "0  Cabello-Aguilar, S., Alame, M., Kon-Sun-Tack, ...  \n",
       "0  Jin, S., Guerrero-Juarez, C.F., Zhang, L., Cha...  \n",
       "0  Dimitrov, D., Türei, D., Garrido-Rodriguez, M....  \n",
       "0  CellPhoneDBv2's permutation approach applied t...  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "li.method.show_methods()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8bdaea49",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "LIANA classifies the scoring functions from the different methods into two categories: those that infer the “Magnitude” and “Specificity” of interactions. We define the “Magnitude” of an interaction as a measure of the strength of the interaction's expression, and the “Specificity” of an interaction is a measure of how specific an interaction is to a given pair of clusters. Generally, these categories are complementary, and the magnitude of the interaction is often a proxy of the specificity of the interaction. For example, a ligand-receptor interaction with a high magnitude score in a given pair of cell types is likely to also be specific, and vice versa. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d56c861b",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "When considering ligand-receptor prior knowledge resources, a common theme is the trade-off between coverage and quality, and similarly each resource comes with its own biases. In this regard, LIANA builds on OmniPath29 as any of the resources in LIANA are obtained via OmniPath. These include the expert-curated resources of CellPhoneDBv223, CellChat27, ICELLNET30, connectomeDB202025, CellTalkDB31, as well as 10 others. LIANA further provides a consensus expert-curated resource from the aforementioned five resources, along with some curated interactions from SignaLink. In this protocol, we will use the consensus resource from liana, though any of the other resources are available via LIANA, and one can also use liana with their own custom resource."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "348c57a9",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "baccin2019, cellcall, cellchatdb, cellinker, cellphonedb, celltalkdb, connectomedb2020, consensus, embrace, guide2pharma, hpmr, icellnet, italk, kirouac2010, lrdb, mouseconsensus, ramilowski2015\n"
     ]
    }
   ],
   "source": [
    "liana_resources = li.resource.show_resources()\n",
    "print(*liana_resources, sep = ', ')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6e4d9c6",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Selecting any of the lists of ligand-receptor pairs in LIANA  can be done through the following command (here we select the aforementioned \"consensus\" resource:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "27616d8a",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "lr_pairs = li.resource.select_resource('consensus')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2a468e2",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "<img src=\"https://github.com/saezlab/liana/blob/master/vignettes/ligrec_pipe.png?raw=true\" width=\"900\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ce5a810",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Next, we can run LIANA on each sample across the available methods. By default, LIANA calculates an aggregate rank across these mtehods using a re-implementation of the [RobustRankAggregate]('https://doi.org/10.1093/bioinformatics/btr709') method, and generates a probability distribution for ligand-receptors that are ranked consistently better than expected under a null hypothesis (See Appendix 2). The consensus of ligand-receptor interactions across methods can therefore be treated as a p-value. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "4588c878",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Now running: S6: 100%|██████████████████████████████████████████████| 12/12 [03:38<00:00, 18.24s/it]\n"
     ]
    }
   ],
   "source": [
    "li.mt.rank_aggregate.by_sample(adata, \n",
    "                               sample_key='sample_new', \n",
    "                               groupby='celltype', \n",
    "                               resource_name = 'consensus',\n",
    "                               expr_prop=0.1, # must be expressed in expr_prop fraction of cells\n",
    "                               min_cells = 5,\n",
    "                               n_perms = 100, \n",
    "                               use_raw = False, # run on log- and library-normalized counts\n",
    "                               verbose = True, \n",
    "                               inplace = True\n",
    "                              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd3756e7",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "The parameters used here are as follows:\n",
    "    \n",
    "- `adata` stands for Anndata, and we pass here with an object with a single  sample/context.\n",
    "- `resource_name` is the name of any of the resources available in liana\n",
    "- `groupby` corresponds to the cell group label stored in `adata.obs`.\n",
    "- `use_raw` is boolean that indicates whether to use the `adata.raw` slot, here the log-normalized counts are assigned to `adata.X`, other options include passing the name of a layer via the `layer` parameter or using the counts stored in `adata.raw`.\n",
    "- `expr_prop` is the expression proportion threshold  (in terms of cells per cell type expressing the protein)threshold of expression for any protein subunit involved in the interaction, according to which we keep or discard the interactions.\n",
    "- `min_cells` is the minimum number of cells per cell type required for a cell type to be considered in the analysis\n",
    "- `verbose` is a boolean that indicates whether to print the progress of the function\n",
    "- `inplace` is a boolean that indicates whether storing the results in place, i.e. to `adata.uns[“liana_res”]`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8df92e32",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Let's see what the results look like:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6e9b56b2",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "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>sample_new</th>\n",
       "      <th>source</th>\n",
       "      <th>target</th>\n",
       "      <th>ligand_complex</th>\n",
       "      <th>receptor_complex</th>\n",
       "      <th>lr_means</th>\n",
       "      <th>cellphone_pvals</th>\n",
       "      <th>expr_prod</th>\n",
       "      <th>scaled_weight</th>\n",
       "      <th>lr_logfc</th>\n",
       "      <th>spec_weight</th>\n",
       "      <th>lrscore</th>\n",
       "      <th>lr_probs</th>\n",
       "      <th>cellchat_pvals</th>\n",
       "      <th>specificity_rank</th>\n",
       "      <th>magnitude_rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>HC1</td>\n",
       "      <td>Macrophages</td>\n",
       "      <td>NK</td>\n",
       "      <td>B2M</td>\n",
       "      <td>CD3D</td>\n",
       "      <td>3.410504</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.059611</td>\n",
       "      <td>1.300556</td>\n",
       "      <td>1.397895</td>\n",
       "      <td>0.083273</td>\n",
       "      <td>0.961040</td>\n",
       "      <td>0.221495</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003713</td>\n",
       "      <td>1.698996e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>HC1</td>\n",
       "      <td>T</td>\n",
       "      <td>NK</td>\n",
       "      <td>B2M</td>\n",
       "      <td>CD3D</td>\n",
       "      <td>3.410586</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.059861</td>\n",
       "      <td>1.300856</td>\n",
       "      <td>1.272266</td>\n",
       "      <td>0.083276</td>\n",
       "      <td>0.961041</td>\n",
       "      <td>0.221213</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.003713</td>\n",
       "      <td>6.256593e-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>HC1</td>\n",
       "      <td>NK</td>\n",
       "      <td>NK</td>\n",
       "      <td>B2M</td>\n",
       "      <td>CD3D</td>\n",
       "      <td>3.264099</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.614378</td>\n",
       "      <td>0.790913</td>\n",
       "      <td>1.113901</td>\n",
       "      <td>0.078673</td>\n",
       "      <td>0.959963</td>\n",
       "      <td>0.216816</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.006245</td>\n",
       "      <td>2.653267e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>HC1</td>\n",
       "      <td>T</td>\n",
       "      <td>NK</td>\n",
       "      <td>B2M</td>\n",
       "      <td>KLRD1</td>\n",
       "      <td>3.297900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.865250</td>\n",
       "      <td>6.960920</td>\n",
       "      <td>1.244892</td>\n",
       "      <td>0.171293</td>\n",
       "      <td>0.957924</td>\n",
       "      <td>0.214586</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>9.767878e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>HC1</td>\n",
       "      <td>Macrophages</td>\n",
       "      <td>NK</td>\n",
       "      <td>B2M</td>\n",
       "      <td>KLRD1</td>\n",
       "      <td>3.297818</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.865037</td>\n",
       "      <td>6.960620</td>\n",
       "      <td>1.370520</td>\n",
       "      <td>0.171288</td>\n",
       "      <td>0.957924</td>\n",
       "      <td>0.214861</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000092</td>\n",
       "      <td>1.086199e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  sample_new       source target ligand_complex receptor_complex  lr_means  \\\n",
       "0        HC1  Macrophages     NK            B2M             CD3D  3.410504   \n",
       "1        HC1            T     NK            B2M             CD3D  3.410586   \n",
       "2        HC1           NK     NK            B2M             CD3D  3.264099   \n",
       "3        HC1            T     NK            B2M            KLRD1  3.297900   \n",
       "4        HC1  Macrophages     NK            B2M            KLRD1  3.297818   \n",
       "\n",
       "   cellphone_pvals  expr_prod  scaled_weight  lr_logfc  spec_weight   lrscore  \\\n",
       "0              0.0   8.059611       1.300556  1.397895     0.083273  0.961040   \n",
       "1              0.0   8.059861       1.300856  1.272266     0.083276  0.961041   \n",
       "2              0.0   7.614378       0.790913  1.113901     0.078673  0.959963   \n",
       "3              0.0   6.865250       6.960920  1.244892     0.171293  0.957924   \n",
       "4              0.0   6.865037       6.960620  1.370520     0.171288  0.957924   \n",
       "\n",
       "   lr_probs  cellchat_pvals  specificity_rank  magnitude_rank  \n",
       "0  0.221495             0.0          0.003713    1.698996e-09  \n",
       "1  0.221213             0.0          0.003713    6.256593e-09  \n",
       "2  0.216816             0.0          0.006245    2.653267e-08  \n",
       "3  0.214586             0.0          0.000092    9.767878e-08  \n",
       "4  0.214861             0.0          0.000092    1.086199e-07  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata.uns['liana_res'].head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad75df23",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "This dataframe provides the results from running each method, as well as the consensus scores across the methods. In our case, we are interested in the magnitude consensus scored denoted by the `'magnitude_rank'` column.\n",
    "\n",
    "We can visualize the output as a dotplot across multiple samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "54b8afcb",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1400x1000 with 24 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 1000,
       "width": 1400
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure Size: (1400 x 1000)>"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plot = li.pl.dotplot_by_sample(adata=adata,\n",
    "                               colour='magnitude_rank',\n",
    "                               size='specificity_rank',\n",
    "                               source_labels=[\"B\", \"pDC\", \"Epithelial\"],\n",
    "                               target_labels=[\"Macrophages\", \"Mast\", \"pDC\", \"NK\"],\n",
    "                               ligand_complex=['VIM', 'SCGB3A1'],\n",
    "                               receptor_complex=['CD44', 'MARCO'],\n",
    "                               sample_key='sample_new',\n",
    "                               inverse_colour=True,\n",
    "                               inverse_size=True,\n",
    "                               figure_size=(14, 10),\n",
    "                               size_range=(1, 6),\n",
    "                               )\n",
    "\n",
    "plot.save(output_folder + '/Dotplot-by-sample.pdf', height=9, width=9)\n",
    "plot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81e2ad00",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "The key parameters used here are:\n",
    "\n",
    "- `source_labels` is a list containing the names of the sender cells of interest.\n",
    "- `target_labels` is a list containing the names of the receiver cells of interest.\n",
    "- `ligand_complex` is a list containing the names of the ligands of interest.\n",
    "- `receptor_complex` is a list containing the names of the receptors of interest.\n",
    "- `sample_key` is a string containing the column name where samples are specified."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bc8981d5",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Let's export it in case we want to access it later:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4b783951",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "adata.uns['liana_res'].to_csv(output_folder + '/LIANA_by_sample.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "43c508e8",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Alternatively, one could just export the whole AnnData object, together with the ligand-receptor results stored:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "382bdeb2",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "adata.write_h5ad(output_folder + '/adata_processed.h5ad', compression='gzip')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6b42bc63",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Comparing cell-cell communication across multiple samples\n",
    "\n",
    "We can use Tensor-cell2cell to infer context-dependent CCC patterns from multiple samples simultaneously. To do so, we must first restructure the communication scores (LIANA's output) into a 4D-Communication Tensor. \n",
    "\n",
    "The tensor is built as follows: we create matrices with the communication scores for each of the ligand-receptor pairs within the same sample, then generate a 3D tensor for each sample, and finally concatenate them to form the 4D tensor:\n",
    "\n",
    "![ccc-scores](https://github.com/earmingol/cell2cell/blob/master/docs/tutorials/ASD/figures/4d-tensor.png?raw=true)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e68222a3",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "First, we generate a list containing all samples from our AnnData object. For visualization purposes we sorted them according toby COVID-19 severity. Here, we can find the names of each of the samples in the `sample_new` column of the adata.obs information:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0abc3dbe",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "sorted_samples = sorted(adata.obs['sample_new'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d89bcd40",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Then we can directly pass the communication scores from LIANA to build the 3D tensors for each sample (panel c in last figure), and concatenate them, with the following function:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "73c818d0",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████| 12/12 [00:17<00:00,  1.44s/it]\n"
     ]
    }
   ],
   "source": [
    "# build the tensor\n",
    "tensor = li.multi.to_tensor_c2c(liana_res=adata.uns['liana_res'], # LIANA's dataframe containing results\n",
    "                                sample_key='sample_new', # Column name of the samples\n",
    "                                source_key='source', # Column name of the sender cells\n",
    "                                target_key='target', # Column name of the receiver cells\n",
    "                                ligand_key='ligand_complex', # Column name of the ligands\n",
    "                                receptor_key='receptor_complex', # Column name of the receptors\n",
    "                                score_key='magnitude_rank', # Column name of the communication scores to use\n",
    "                                inverse_fun=lambda x: 1 - x, # Transformation function\n",
    "                                how='outer', # What to include across all samples\n",
    "                                outer_fraction=1/3., # Fraction of samples as threshold to include cells and LR pairs.\n",
    "                                context_order=sorted_samples, # Order to store the contexts in the tensor\n",
    "                               )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f35e2542",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "The key parameters when building a tensor are:\n",
    "\n",
    "- `liana_res` is the dataframe containing the results from LIANA, usually located in `adata.uns[‘liana_res’]. We can pass directly the AnnData object to the parameter adata in this function. If the AnnData object is passed, we do not need to specify the liana_res parameter.\n",
    "\n",
    "- `sample_key`, `source_key`, `target_key`, `ligand_key`, `receptor_key`, and `score_key` are the column names in the dataframe containing the samples, sender cells, receiver cells, ligands, receptors, and communication scores, respectively. Each row of the dataframe contains a unique combination of these elements.\n",
    "\n",
    "- `inverse_fun` is the function we use to convert the communication score before using it to build the tensor. In this case, the 'magnitude_rank' score generated by LIANA considers low values as the most important ones, ranging from 0 to 1. In contrast, Tensor-cell2cell requires higher values to be the most important scores, so here we pass a function (`lambda x: 1 - x`) to adapt LIANA's magnitude-rank scores (subtracts the LIANA's score from 1). If `None` is passed instead, no transformation will be performed on the communication score. If using other scores coming from one of the methods implemented in LIANA, a similar transformation can be done depending on the parameters and assumptions of the scoring method.\n",
    "\n",
    "- `how` controls which ligand-receptor pairs and cell types to include when building the tensor. This decision depends on whether the missing values across a number of samples for both ligand-receptor interactions and sender-receiver cell pairs are considered to be biologically-relevant. Options are:\n",
    "    - `'inner'` is the more strict option since it only considers only cell types and LR pairs that are present in all contexts (intersection).\n",
    "    - `'outer'` considers all cell types and LR pairs that are present across contexts (union).\n",
    "    - `'outer_lrs'` considers only cell types that are present in all contexts (intersection), while all LR pairs that are present across contexts (union).\n",
    "    - `'outer_cells'` considers only LR pairs that are present in all contexts (intersection), while all cell types that are present across contexts (union).\n",
    "\n",
    "- `outer_fraction` controls the elements to include in the union scenario of the `how` options. Only elements that are present at least in this fraction of samples/contexts will be included. When this value is 0, the tensor includes all elements across the samples. When this value is 1, it acts as using `how='inner'`.\n",
    "\n",
    "- `context_order` is a list specifying the order of the samples. The order of samples does not affect the results, but it is useful for posterior visualizations."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ac31972",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can check the shape of this tensor to verify the number of samples, LR pairs, sender cells, adn receiver cells, respectively:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "fda5853f",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([12, 1054, 10, 10])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e074feb",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "In addition, optionally we can generate the metadata for coloring the elements in each of the tensor dimensions (i.e., for each of the contexts/samples, ligand-receptor pairs, sender cells, and receiver cells). For this, we have to pass dictionaries for each dimension containing the elements and their respective major groups. In cases where we do not account with such information, we do not need to generate such dictionaries. For the contexts/samples dictionary, we can use the metadata in the AnnData object. This information will be used later for visualization of the results.\n",
    "\n",
    "In this example dataset, we can find samples in the column `'sample_new'`, while their majors groups (representing COVID-19 severity) are found in the column `'condition'`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "ec99749d",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "context_dict = adata.obs.sort_values(by='sample_new') \\\n",
    "                        .set_index('sample_new')['condition'] \\\n",
    "                        .to_dict()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d99830f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Then, the metadata can be generated with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "84333fa9",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "dimensions_dict = [context_dict, None, None, None]\n",
    "meta_tensor = c2c.tensor.generate_tensor_metadata(interaction_tensor=tensor,\n",
    "                                                  metadata_dicts=dimensions_dict,\n",
    "                                                  fill_with_order_elements=True\n",
    "                                                 )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91bb46ca",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can export our tensor and its metadata:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "19a1af6b",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../../data/quickstart/outputs/Tensor.pkl  was correctly saved.\n",
      "../../data/quickstart/outputs/Tensor-Metadata.pkl  was correctly saved.\n"
     ]
    }
   ],
   "source": [
    "c2c.io.export_variable_with_pickle(variable=tensor,\n",
    "                                   filename=output_folder + '/Tensor.pkl')\n",
    "c2c.io.export_variable_with_pickle(variable=meta_tensor,\n",
    "                                   filename=output_folder + '/Tensor-Metadata.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "04ba074b",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Then, we can load them with:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "993ad1a2",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "tensor = c2c.io.read_data.load_tensor(output_folder + '/Tensor.pkl')\n",
    "meta_tensor = c2c.io.load_variable_with_pickle(output_folder + '/Tensor-Metadata.pkl')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80e3c357",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Perform Tensor Factorization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26fa855f",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Now that we have built the tensor and its metadata, we can run Tensor Component Analysis via Tensor-cell2cell with one simple command that we implemented for our unified framework:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8898aa8f",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running Elbow Analysis\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████| 25/25 [35:03<00:00, 84.14s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The rank at the elbow is: 10\n",
      "Running Tensor Factorization\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████| 100/100 [05:43<00:00,  3.44s/it]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best model has a normalized error of: 0.505\n",
      "Generating Outputs\n",
      "Loadings of the tensor factorization were successfully saved into ../../data/quickstart/outputs/Loadings.xlsx\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<cell2cell.tensor.tensor.PreBuiltTensor at 0x7f03b373ced0>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 400x225 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1300 with 40 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2c.analysis.run_tensor_cell2cell_pipeline(tensor,\n",
    "                                           meta_tensor,\n",
    "                                           rank=None, # Number of factors to perform the factorization. If None, it is automatically determined by an elbow analysis\n",
    "                                           tf_optimization='robust', # To define how robust we want the analysis to be.\n",
    "                                           random_state=0, # Random seed for reproducibility\n",
    "                                           device='cuda', # Device to use. If using GPU and PyTorch, use 'cuda'. For CPU use 'cpu'\n",
    "                                           output_folder=output_folder, # Whether to save the figures in files. If so, a folder pathname must be passed\n",
    "                                          )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12bc5c9b",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "**Key parameters are:**\n",
    "\n",
    "- `rank`  is the number of factors or latent patterns we want to obtain from the analysis. You can either indicate a specific number or leave it as `None` to perform the decomposition with a suggested number from an elbow analysis.\n",
    "\n",
    "- `tf_optimization` indicates whether running the analysis in the `'regular'` or the `'robust'` way. The `'regular'` way runs the tensor decomposition less number of times than the robust way to select an optimal result. Additionally, the former employs less strict convergence parameters to obtain optimal results than the latter, which is also translated into a faster generation of results. **Important**: When using `tf_optimization='robust'` the analysis takes much longer to run than using `tf_optimization='regular'`. However, the latter may generate less robust results.\n",
    "\n",
    "- `random_state` is the seed for randomization. It controls the randomization used when initializing the optimization algorithm that performs the tensor decomposition. It is useful for reproducing the same result every time that the analysis is run. If `None`, a different randomization will be used each time.\n",
    "\n",
    "\n",
    "- `device` indicates whether we are using the `'cpu'` or a GPU with `'cuda'` cores.\n",
    "\n",
    "- `output_folder` is the full path to the folder where the results will be saved. Make sure that this folder exists before passing it here."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73b725f2",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "The figure representing the loadings in each factor generated here can be interpreted by interconnecting all dimensions within a single factor. For example, if we take one of these factors, the cell-cell communication program occurs in each sample proportionally to their loadings. Then, this signature can be interpreted with the loadings of the ligand-receptor pairs, sender cells, and receiver cells. Ligands in high-loading ligand-receptor pairs are sent predominantly by high-loading sender cells, and interact with the cognate receptors on the high-loadings receiver cells."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c355c30",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Downstream Visualizations: Making sense of the factors\n",
    "\n",
    "After running the decomposition, the results are stored in the `factors` attribute of the tensor object. This attribute is a dictionary containing the loadings for each of the elements in every tensor dimension. Loadings delineate the importance of that particular element to that factor. Keys are the names of the different dimension."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "306a7bbf",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "odict_keys(['Contexts', 'Ligand-Receptor Pairs', 'Sender Cells', 'Receiver Cells'])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor.factors.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c7895be2",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can inspect the loadings of the samples, for example, located under the key `'Contexts'`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0b140002",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "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>Factor 1</th>\n",
       "      <th>Factor 2</th>\n",
       "      <th>Factor 3</th>\n",
       "      <th>Factor 4</th>\n",
       "      <th>Factor 5</th>\n",
       "      <th>Factor 6</th>\n",
       "      <th>Factor 7</th>\n",
       "      <th>Factor 8</th>\n",
       "      <th>Factor 9</th>\n",
       "      <th>Factor 10</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>HC1</th>\n",
       "      <td>0.708322</td>\n",
       "      <td>0.104737</td>\n",
       "      <td>0.090899</td>\n",
       "      <td>0.068597</td>\n",
       "      <td>0.056585</td>\n",
       "      <td>0.348333</td>\n",
       "      <td>0.011751</td>\n",
       "      <td>0.010677</td>\n",
       "      <td>0.155580</td>\n",
       "      <td>0.184025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HC2</th>\n",
       "      <td>0.583005</td>\n",
       "      <td>0.016801</td>\n",
       "      <td>0.075149</td>\n",
       "      <td>0.016643</td>\n",
       "      <td>0.206293</td>\n",
       "      <td>0.193095</td>\n",
       "      <td>0.105770</td>\n",
       "      <td>0.078638</td>\n",
       "      <td>0.062675</td>\n",
       "      <td>0.116539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HC3</th>\n",
       "      <td>0.229497</td>\n",
       "      <td>0.549203</td>\n",
       "      <td>0.279390</td>\n",
       "      <td>0.310239</td>\n",
       "      <td>0.006598</td>\n",
       "      <td>0.030883</td>\n",
       "      <td>0.135658</td>\n",
       "      <td>0.231957</td>\n",
       "      <td>0.370718</td>\n",
       "      <td>0.052132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M1</th>\n",
       "      <td>0.008884</td>\n",
       "      <td>0.478022</td>\n",
       "      <td>0.098610</td>\n",
       "      <td>0.334124</td>\n",
       "      <td>0.198149</td>\n",
       "      <td>0.500957</td>\n",
       "      <td>0.135596</td>\n",
       "      <td>0.623529</td>\n",
       "      <td>0.346221</td>\n",
       "      <td>0.329193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M2</th>\n",
       "      <td>0.004919</td>\n",
       "      <td>0.431901</td>\n",
       "      <td>0.140348</td>\n",
       "      <td>0.349510</td>\n",
       "      <td>0.194244</td>\n",
       "      <td>0.413197</td>\n",
       "      <td>0.127818</td>\n",
       "      <td>0.599028</td>\n",
       "      <td>0.348139</td>\n",
       "      <td>0.272664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>M3</th>\n",
       "      <td>0.181776</td>\n",
       "      <td>0.388515</td>\n",
       "      <td>0.104921</td>\n",
       "      <td>0.298354</td>\n",
       "      <td>0.171414</td>\n",
       "      <td>0.446122</td>\n",
       "      <td>0.001239</td>\n",
       "      <td>0.110907</td>\n",
       "      <td>0.209971</td>\n",
       "      <td>0.164483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S1</th>\n",
       "      <td>0.225939</td>\n",
       "      <td>0.002075</td>\n",
       "      <td>0.478845</td>\n",
       "      <td>0.200954</td>\n",
       "      <td>0.412503</td>\n",
       "      <td>0.002279</td>\n",
       "      <td>0.345798</td>\n",
       "      <td>0.145365</td>\n",
       "      <td>0.205606</td>\n",
       "      <td>0.303407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S2</th>\n",
       "      <td>0.032451</td>\n",
       "      <td>0.011212</td>\n",
       "      <td>0.443589</td>\n",
       "      <td>0.346494</td>\n",
       "      <td>0.464173</td>\n",
       "      <td>0.080372</td>\n",
       "      <td>0.481296</td>\n",
       "      <td>0.310248</td>\n",
       "      <td>0.390459</td>\n",
       "      <td>0.406946</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S3</th>\n",
       "      <td>0.026430</td>\n",
       "      <td>0.118665</td>\n",
       "      <td>0.250201</td>\n",
       "      <td>0.367463</td>\n",
       "      <td>0.311271</td>\n",
       "      <td>0.215456</td>\n",
       "      <td>0.033697</td>\n",
       "      <td>0.141541</td>\n",
       "      <td>0.206051</td>\n",
       "      <td>0.125222</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S4</th>\n",
       "      <td>0.028198</td>\n",
       "      <td>0.292207</td>\n",
       "      <td>0.364289</td>\n",
       "      <td>0.371689</td>\n",
       "      <td>0.297431</td>\n",
       "      <td>0.067789</td>\n",
       "      <td>0.463423</td>\n",
       "      <td>0.125962</td>\n",
       "      <td>0.410685</td>\n",
       "      <td>0.436202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S5</th>\n",
       "      <td>0.048065</td>\n",
       "      <td>0.124125</td>\n",
       "      <td>0.461640</td>\n",
       "      <td>0.194442</td>\n",
       "      <td>0.378922</td>\n",
       "      <td>0.018785</td>\n",
       "      <td>0.534163</td>\n",
       "      <td>0.027190</td>\n",
       "      <td>0.206305</td>\n",
       "      <td>0.435308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>S6</th>\n",
       "      <td>0.129097</td>\n",
       "      <td>0.078312</td>\n",
       "      <td>0.181984</td>\n",
       "      <td>0.323308</td>\n",
       "      <td>0.365061</td>\n",
       "      <td>0.402339</td>\n",
       "      <td>0.288267</td>\n",
       "      <td>0.161089</td>\n",
       "      <td>0.317591</td>\n",
       "      <td>0.294891</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Factor 1  Factor 2  Factor 3  Factor 4  Factor 5  Factor 6  Factor 7  \\\n",
       "HC1  0.708322  0.104737  0.090899  0.068597  0.056585  0.348333  0.011751   \n",
       "HC2  0.583005  0.016801  0.075149  0.016643  0.206293  0.193095  0.105770   \n",
       "HC3  0.229497  0.549203  0.279390  0.310239  0.006598  0.030883  0.135658   \n",
       "M1   0.008884  0.478022  0.098610  0.334124  0.198149  0.500957  0.135596   \n",
       "M2   0.004919  0.431901  0.140348  0.349510  0.194244  0.413197  0.127818   \n",
       "M3   0.181776  0.388515  0.104921  0.298354  0.171414  0.446122  0.001239   \n",
       "S1   0.225939  0.002075  0.478845  0.200954  0.412503  0.002279  0.345798   \n",
       "S2   0.032451  0.011212  0.443589  0.346494  0.464173  0.080372  0.481296   \n",
       "S3   0.026430  0.118665  0.250201  0.367463  0.311271  0.215456  0.033697   \n",
       "S4   0.028198  0.292207  0.364289  0.371689  0.297431  0.067789  0.463423   \n",
       "S5   0.048065  0.124125  0.461640  0.194442  0.378922  0.018785  0.534163   \n",
       "S6   0.129097  0.078312  0.181984  0.323308  0.365061  0.402339  0.288267   \n",
       "\n",
       "     Factor 8  Factor 9  Factor 10  \n",
       "HC1  0.010677  0.155580   0.184025  \n",
       "HC2  0.078638  0.062675   0.116539  \n",
       "HC3  0.231957  0.370718   0.052132  \n",
       "M1   0.623529  0.346221   0.329193  \n",
       "M2   0.599028  0.348139   0.272664  \n",
       "M3   0.110907  0.209971   0.164483  \n",
       "S1   0.145365  0.205606   0.303407  \n",
       "S2   0.310248  0.390459   0.406946  \n",
       "S3   0.141541  0.206051   0.125222  \n",
       "S4   0.125962  0.410685   0.436202  \n",
       "S5   0.027190  0.206305   0.435308  \n",
       "S6   0.161089  0.317591   0.294891  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tensor.factors['Contexts']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be12039d",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Downstream Visualizations"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8e1f9bd1",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "We can use these loadings to compare pairs of sample major groups with boxplots and statistical tests:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "62caa7a0",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABjYAAAR2CAYAAACf547hAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjguMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/SrBM8AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVxU1f8/8NedGZhhFWVH2VxRERcQRcQtd1OzT7l9cgNMwyWlLK1PistXKlNpEdJMyTQlzSyLUlxQXDPS3HcURRBBBRQGmJn7+8OfJAHKIMxleT0fj3k8mHPuuec9bGfmvu85RxBFUQQREREREREREREREVENIJM6ACIiIiIiIiIiIiIiovJiYoOIiIiIiIiIiIiIiGoMJjaIiIiIiIiIiIiIiKjGYGKDiIiIiIiIiIiIiIhqDCY2iIiIiIiIiIiIiIioxmBig4iIiIiIiIiIiIiIagwmNoiIiIiIiIiIiIiIqMZgYoOIiIiIiIiIiIiIiGoMJjaIiIiIiIiIiIiIiKjGYGKDiIiIiIiIiIiIiIhqDCY2qM65du0aBEF46qMqxcfHQxAEhIWFVWk/5fH5559jwoQJ8PLygkKhgCAIiI+PlzosIqJqgePFI5cuXcLixYvRrVs3ODk5wdjYGM7Ozhg7dizOnz8vaWxERNUBx4tHrl+/jsmTJ8Pb2xu2trZQKpVwdXXFoEGDsHv3bkljIyKqDjhelC0kJKToe5CWliZ1OFRDKKQOgEgqTZo0wWuvvSZ1GJKaPn06AMDR0RG2trYcPIiISlHXx4sPPvgAMTEx8PT0xNChQ2FpaYlTp07h22+/xZYtW7Bjxw4EBARIHSYRkeTq+nhx6dIlxMTEwM/PD507d4alpSVSUlLw008/ITY2Fv/3f/+H9957T+owiYgkV9fHi3/bvXs3vvzyS5iZmeHhw4dSh0M1CBMbVGc1bdq0WmapDemXX36Bt7c3HBwcMHnyZKxcuVLqkIiIqp26Pl70798fc+bMQdu2bYuVb9q0CaNGjcLkyZNx5swZiaIjIqo+6vp40a1bN2RmZkImK74wxK1bt9ChQweEhYUhJCQEVlZW0gRIRFRN1PXx4kk5OTkICgrCsGHDkJmZiX379kkdEtUgXIqKqAx79+5FYGAgWrRoAXNzc5ibm8PHxwerVq0qs01SUhImT54Md3d3KJVK2NnZoUePHoiOjgYAhIWFoWfPngCA+fPnF5tueO3ataLzZGZmYubMmcXOM2LECJw9e7ZEn+PHj4cgCLh69SqWL1+O1q1bQ6lUYvz48c98jYMGDYKDg4Ne3xciIiquto8X48ePL5HUAICRI0eiefPmOHv2LDIyMp79jSIiquNq+3hhbGxcIqkBAE5OTujSpQsKCwtx/fr1Z3+jiIjquNo+XjzprbfeQk5ODiIjI8vdhugxztggKsNHH32Ey5cvo3Pnzhg2bBju37+P33//HZMmTcKFCxewdOnSYscfPnwYAwYMQHZ2Nvr164eRI0fi3r17OH78OD799FOMHz8ePXr0wLVr1/DNN9+ge/fu6NGjR1H7x3cuZWZmonPnzrh8+TJ69OiBkSNH4tq1a9iyZQt+/fVXxMXFwc/Pr0S806ZNw5EjRzBo0CC8+OKLsLe3r8pvDxER/X91ebwwMjICACgUfEtJRPQsdXW8yMzMxNGjR2FqaorGjRtX6BxERHVJXRkvdu7cia+++grr1q3jNSyqEH4KpTrr8uXLpU7969+/Pzp37oyoqCi4u7sXq9NoNBg4cCA+/fRTvPnmm3BxcQEA5OfnY8SIEcjJyUFsbCz69+9frN3NmzcBoGjg+Oabb9CjR49S+3/nnXdw+fJlzJkzB4sXLy4qHz9+PPr3749x48bh/PnzJe6GOnnyJI4fP14UExERVQ6OF6X7448/cObMGXTs2JHLihARgePFY9euXUN0dDS0Wi1u3bqFn3/+Gffv38eXX34JCwsLvc5FRFQbcbwAsrOzERwcjIEDB2LMmDHlbkdUjEhUxyQlJYkAynwsX778qe1/+OEHEYAYHR1dVPb999+LAMSxY8c+s/+9e/eKAMR58+aVqMvPzxdNTExEa2tr8eHDhyXq+/XrJwIQExISisrGjRsnAhA//fTTZ/b9NJMmTRIBiHv37n2u8xAR1RYcL8p2//590cPDQ5TJZBw3iKjO43hRejyPH+bm5uK3335boXMREdUmHC/+MWHCBNHS0lK8ceNGUVn37t1FAGJqaqre56O6iXtsUJ3Vr18/iKJY4jFjxgwAjzYwmjdvHtq2bQtzc/OitQf/85//AHi0Cd5jf/zxBwCgb9++zxXT+fPnkZeXB19fX5iampaof5xhP3HiRIk6X1/f5+qbiIhKx/GiOLVajZdffhnnz5/HwoULi01jJyKqyzhe/HNOURRRUFCAixcvYvLkyRg7diymT59eofMREdU2dX28+O2337B27Vp8/PHHaNSoUUXCJQLApaiISlVQUIAePXrgr7/+Qvv27TFmzBhYW1tDoVAUrUmYn59fdPz9+/cBAA0bNnyufrOzswGgzLUFH2/0nZWVVaKO6xESERleXRsv8vPzMWzYMOzZswdz5szBe++9V+FzERHVJXVtvAAe7cPUrFkzLFmyBLm5ufj8888xYMAADBgw4LnOS0RUm9X28SI3NxcTJ05Ez5498frrr1cgUqJ/MLFBVIqffvoJf/31F4KDg/HVV18Vq9u0aRO++eabYmWP1xZPSUl5rn4tLS0BALdv3y61/nH54+OeJAjCc/VNRET6q0vjhVqtxksvvYQdO3bgnXfeKbbuLhERPV1dGi9K07dvX0RGRiI+Pp6JDSKip6jt40V6ejpSUlKQkpJSYq+OxxwdHQEAx48fR7t27cp9bqp7mNggKsWVK1cAAEOGDClRl5CQUKLs8bS7nTt34r///e9Tzy2XywEAWq22RJ2HhwdUKhWOHTuG3NzcEtP/9u3bBwD8x05EVE3UlfHiyaTG22+/jY8++qhSzktEVFfUlfGiLI+XTVEoeAmCiOhpavt4YWFhgaCgoFLrfv31V6SlpWH06NEwMTGBtbX1c/VFtR/32CAqhaurKwDgwIEDxcr37dtXImMOPBpwGjVqhPXr12PHjh0l6p/MnDdo0AAAcPPmzRLHGRsbY9SoUcjIyEB4eHixul27duG3335D06ZN4e/vr/+LIiKiSlcXxgu1Wo2hQ4dix44dCA0NxZIlS577nEREdU1dGC/++OMPqNXqEuXXr18v6puzNYiInq62jxfW1tZYvXp1qY8WLVoAAJYuXYrVq1fD2dn5ufqi2o+3SxCVYvDgwXBzc8PHH3+M06dPw9PTExcuXMAvv/yCl156CT/88EOx45VKJb7//nv0798fAwYMQP/+/dG2bVtkZ2fjxIkTyM3NxfHjxwE8yoI7OTlh06ZNMDU1RaNGjSAIAt544w3Uq1cPH330Efbt24dFixbh0KFD6NSpE65du4YtW7bA1NQUa9euLXO6nr4+/PBDnD9/HgBw+PDhorLo6GgAQHBwMLp27VopfRER1UZ1YbyYPHkydu7cCQcHB1hYWCAsLKzEMePHj4ebm9tz90VEVFvVhfFi8eLFSEhIQPfu3eHi4gKFQoErV64gNjYWBQUFmDlzJj9bEBE9Q10YL4gqjUhUxyQlJYkAxH79+j31uKtXr4r/+c9/RFtbW9HU1FTs2LGjuGnTJnHv3r0iAHHevHkl2ly+fFkMCgoSGzVqJBoZGYl2dnZijx49xHXr1hU77siRI2L37t1FCwsLEYAIQExKSiqqv3Pnjjh9+nTR1dVVNDIyEm1sbMRXXnlFPHXqVIk+x40bV6J9eXXv3r2o/9Iea9eu1fucRES1BceLR541VgAQ9+7dq9c5iYhqE44Xj2zfvl0cOXKk2KRJE9HMzEw0MjISGzZsKA4bNkyMjY3V61xERLURx4une/y5IzU1tVLOR7WfIIqiWLWpEyIiIiIiIiIiIiIiosrB+UNERERERERERERERFRjMLFBREREREREREREREQ1BhMbRERERERERERERERUYzCxQURERERERERERERENQYTG0REREREREREREREVGMwsUFERERERERERERERDWGQuoApKDT6XDr1i1YWFhAEASpwyEiqlZEUUROTg6cnJwgkzH/zTGDiKhsHDP+wfGCiKhsHC/+wfGCiKhs+owXdTKxcevWLTg7O0sdBhFRtXbjxg00atRI6jAkxzGDiOjZOGZwvCAiKg+OFxwviIjKozzjRZ1MbFhYWAB49A2ytLSUOBoiouolOzsbzs7ORf8r6zqOGUREZeOY8Q+OF0REZeN48Q+OF0REZdNnvKiTiY3HU/0sLS05iBARlYHToh/hmEFE9GwcMzheEBGVB8cLjhdEROVRnvGibi9sSERENU5kZCTc3d2hUqng7e2NhISEpx6/YcMGtG3bFqampnB0dMSECROQmZlpoGiJiIiIiIiIiKiyMbFBJJEePXroVU5EQExMDGbMmIH3338fx48fR0BAAAYMGIDk5ORSjz9w4ADGjh2LoKAgnDlzBps3b8axY8cQHBxs4MiJiMjQ9E2E5+fn4/3334erqyuUSiWaNGmCNWvWGChaIiIiIiLSBxMbRAZ08OBB7Nq1q1jZrl27nlpORP9YtmwZgoKCEBwcjJYtWyIiIgLOzs6Iiooq9fgjR47Azc0N06dPh7u7O7p27YpJkybhzz//NHDkRERkSPomwgFg+PDh2L17N77++mtcuHABGzduhIeHhwGjJqq4MWPGYPHixZVyrvz8fLi4uCAxMbFSzkdERERUFZjYIDIgFxcXrFy5EiEhIcjJyUFISAhWr16NRo0alVru5uYmdchE1UZBQQESExPRt2/fYuV9+/bFoUOHSm3TpUsX3Lx5E7GxsRBFEbdv38aWLVswaNCgMvvJz89HdnZ2sQeRofXo0QPTp0/HO++8gwYNGsDBwQFhYWFF9WFhYXBxcYFSqYSTkxOmT58uXbBE1ZC+ifDff/8d+/btQ2xsLHr37g03Nzf4+vqiS5cuBo6c6B/lncl98uRJ/Prrr5g2bVql9KtUKvH222/j3XffrZTzEREREVUFJjaIDMjZ2RmbN29GvXr18Ndff8HKygqbNm2Cq6trqeUNGzaUOmSiaiMjIwNarRb29vbFyu3t7ZGWllZqmy5dumDDhg0YMWIEjI2N4eDgACsrK3z++edl9hMeHo569eoVPZydnSv1dRCV1zfffAMzMzMcPXoUH3/8MRYsWIC4uDhs2bIFy5cvx8qVK3Hp0iVs27YNbdq0kTpcomqjIonwn3/+GT4+Pvj444/RsGFDNG/eHG+//Tby8vIMETJRkYrM5P7iiy/w6quvwsLCotLi+O9//4uEhAScO3eu0s5JRETS4s1TVNswsUFkQCkpKRg5ciTu37+PDh064N69exg5cuRTy4moOEEQij0XRbFE2WNnz57F9OnTMXfuXCQmJuL3339HUlISJk+eXOb558yZg6ysrKLHjRs3KjV+ovLy8vLCvHnz0KxZM4wdOxY+Pj7YvXs3kpOT4eDggN69e8PFxQW+vr6YOHGi1OESVRsVSYRfvXoVBw4cwOnTp/Hjjz8iIiICW7ZswZQpU8rshzP8qCqUNcO7rJncOp0OmzdvxpAhQ4qVu7m5YfHixQgMDISFhQVcXFywatWqovqCggJMnToVjo6OUKlUcHNzQ3h4eFG9tbU1unTpgo0bN1bJ6ySqTvTZkyk+Ph6CIJR4nD9/3oARE1Ucb56i2kTyxMb+/fsxePBgODk5QRAEbNu27Zlt9u3bB29vb6hUKjRu3Bhffvll1QdKVAmuXbuG4OBgREVFwcLCAlFRUQgODn5qORE9YmNjA7lcXuKiVHp6eomLV4+Fh4fD398fs2bNgpeXF/r164fIyEisWbMGqamppbZRKpWwtLQs9iCSgpeXV7Hnjo6OSE9Px6uvvoq8vDw0btwYEydOxI8//giNRiNRlETVlz6JcJ1OB0EQsGHDBvj6+mLgwIFYtmwZoqOjy5y1wRl+VBXKmuFd1kzukydP4v79+/Dx8SlRt3TpUvj4+OD48eMICQnBG2+8UXTx9bPPPsPPP/+M77//HhcuXMD69etLJE98fX2feoGXqDaoyJ5MAHDhwgWkpqYWPZo1a2agiImeD2+eotpE8sTGw4cP0bZtW3zxxRflOj4pKQkDBw5EQEAAjh8/jvfeew/Tp0/HDz/8UMWREj0/f39/9O7du1hZ7969n1pORI8YGxvD29sbcXFxxcrj4uLKXAM9NzcXMlnxoU4ulwN4dIGLqDozMjIq9lwQBOh0Ojg7O+PChQtYsWIFTExMEBISgm7duqGwsFCiSImql4okwh0dHdGwYUPUq1evqKxly5YQRRE3b94stQ1n+FFV0Hcm97Vr1yCXy2FnZ1eibuDAgQgJCUHTpk3x7rvvwsbGBvHx8QCA5ORkNGvWDF27doWrqyu6du2KUaNGFWvfsGFD3mhFtZ6+ezI9ZmdnBwcHh6LH488YRNUdb56i2kTyxMaAAQOwaNEivPzyy+U6/ssvv4SLiwsiIiLQsmVLBAcHIzAwEJ988kkVR0pUuR5/qChvOREBoaGhWL16NdasWYNz585h5syZSE5OLlpaas6cORg7dmzR8YMHD8bWrVsRFRWFq1ev4uDBg5g+fTp8fX3h5OQk1csgem4mJiYYMmQIPvvsM8THx+Pw4cM4deqU1GERVQsVSYT7+/vj1q1bePDgQVHZxYsXIZPJ0KhRo1LbcIYfVQV9Z3Ln5eVBqVSWOhvpyYtXgiDAwcEB6enpAIDx48fjxIkTaNGiBaZPn46dO3eWaG9iYoLc3NzKeWFE1VBF9mR6rH379nB0dMQLL7yAvXv3PvVYLl1I1QlvnqLaRCF1APo6fPhwiUGnX79++Prrr1FYWFjiD5SIiGqPESNGIDMzEwsWLEBqaio8PT0RGxsLV1dXAEBqamqxaePjx49HTk4OvvjiC7z11luwsrJCr1698NFHH0n1EoieW3R0NLRaLTp16gRTU1N8++23MDExKfo7IKJHifAxY8bAx8cHfn5+WLVqVYlEeEpKCtatWwcAGD16NBYuXIgJEyZg/vz5yMjIwKxZsxAYGAgTExMpXwrVMaXN2P73zO4n2djYIDc3FwUFBTA2Ni5WV9bFKwDo0KEDkpKS8Ntvv2HXrl0YPnw4evfujS1bthQdf/fuXdja2j7PyyGq1iqyJ5OjoyNWrVoFb29v5Ofn49tvv8ULL7yA+Ph4dOvWrdQ24eHhmD9/fqXHT1TZHt88NWTIEEyZMgUeHh44deoUOnToIHVoRKWqcYmNtLS0UgcdjUaDjIwMODo6lmiTn5+P/Pz8oufMjhMR1VwhISEICQkptS46OrpE2bRp0zBt2rQqjorIcKysrPDhhx8iNDQUWq0Wbdq0wfbt22FtbS11aETVhr6JcHNzc8TFxWHatGnw8fGBtbU1hg8fjkWLFkn1EojKNZO7Xbt2AICzZ88WfV1elpaWGDFiBEaMGIFXXnkF/fv3x927d9GgQQMAwOnTp9G+fXs9oyaqefTZk6lFixZo0aJF0XM/Pz/cuHEDn3zySZmJjTlz5iA0NLToeXZ2NvdlomqHN09RTVTjEhtA6YNOaeWPMTtORERENUlpF7O2bdtW9PVLL71ksFiIaip9E+EeHh4llq8iqu5sbW3RoUMHHDhwQK/ExvLly+Ho6Ih27dpBJpNh8+bNcHBwgJWVVdExCQkJWLhwYeUHTVRNVGRPptJ07twZ69evL7NeqVRCqVRWOE4iQ+DNU1QT1bjEhoODQ6mDjkKhKPOPjdlxIiIiIiIiqo1ef/11REdHY+rUqeVuY25ujo8++giXLl2CXC5Hx44dERsbC5ns0Tachw8fRlZWFl555ZWqCptIck/uyTRs2LCi8ri4OAwdOrTc5zl+/Hipq4cQVTe8eYpqmxqX2PDz88P27duLle3cuRM+Pj5l7q/B7DgRERERERHVRuPGjcPixYtx+PBh+Pn5AUCpm42fOHGi6OuJEydi4sSJZZ5z2bJlmDVrFveYoVpP3z2ZIiIi4ObmhtatW6OgoADr16/HDz/8gB9++EHKl0FEVCdJnth48OABLl++XPQ8KSkJJ06cQIMGDeDi4lJiEJk8eTK++OILhIaGYuLEiTh8+DC+/vprbNy4UaqXUK2Iogi1Wi11GER1gkqlKnMJPKLqjuMFkWFxzCCiqqJSqbBu3TpkZGRUyvny8/PRtm1bzJw5s1LOR1Sd6bsnU0FBAd5++22kpKTAxMQErVu3xq+//oqBAwdK9RKqFX7GIDIcfr4ABPHxBhUSiY+PR8+ePUuUjxs3DtHR0Rg/fjyuXbtWbLrUvn37MHPmTJw5cwZOTk549913i7Lp5ZGdnY169eohKysLlpaWlfEyqgVRFBEUFISTJ09KHQpRndC2bVusXr261g0ktfV/ZEXVxu8Hxwsiw+OYUfvV5u8FL1QRGU5tvVBVm/9H6qu2fi/4GYPIsPj5ohrM2OjRoweellspbWO/7t2746+//qrCqGomtVrNAYTIgP7++2+o1WpO0acah+MFkeFxzKCaiheqiAyrtl6ootqPnzGIDIufL6pBYoOqxs6dO+v0LzZRVcrLy0Pfvn2lDoOoUnC8IKpaHDOopuOFKiLD4oUqqg34GYOo6vDzxT+Y2KilTExMOIgQEdEzcbwgIqLy4oUqoqrDC1VUm/AzBhEZAhMbRERERERE9Ey8UEVERERE1QUTG7WISqVCQkJC0ddEVDX4t0Y1HX+HiQyHf29ERERERESVj4mNWkQQBN5BRWQA/Fujmo6/w0SGw783qumYnCMyDP6tUU3H32Eiw+Df2j+Y2CAiIiIiIqJSMTlHZBj8W6Oajr/DRIbBv7V/yKQOgIiIiIjqph49euhVTkRERERERARwxgYRERERGdDBgweRl5eH3r17F5Xt2rULJiYmZZb7+/tLESoRERERERFVU5yxQUSVokePHpg+fTreeecdNGjQAA4ODggLCyuqDwsLg4uLC5RKJZycnDB9+nTpgiUiIsm4uLhg5cqVCAkJQU5ODkJCQrB69Wo0atSo1HI3NzepQyYiIiIiIqJqhokNIqo033zzDczMzHD06FF8/PHHWLBgAeLi4rBlyxYsX74cK1euxKVLl7Bt2za0adNG6nCJiEgCzs7O2Lx5M+rVq4e//voLVlZW2LRpE1xdXUstb9iwodQhExERERERUTXDxAYRVRovLy/MmzcPzZo1w9ixY+Hj44Pdu3cjOTkZDg4O6N27N1xcXODr64uJEydKHS4REUkgJSUFI0eOxP3799GhQwfcu3cPI0eOfGo5ERHRk7gXExERPYmriNRNTGwQUaXx8vIq9tzR0RHp6el49dVXkZeXh8aNG2PixIn48ccfodFoJIqSiIikdO3aNQQHByMqKgoWFhaIiopCcHDwU8uJiIgOHjyIXbt2FSvbtWsXDh48KFFERERUnXAVkbqHm4cTUaUxMjIq9lwQBOh0Ojg7O+PChQuIi4vDrl27EBISgiVLlmDfvn0l2hARUe1W2kbgT24YXp5yIiKqe1xcXBAaGoqtW7cW7cV09+5dLF26VOrQiIioGni8iggANGvWDF988QV2794NOzu7olVEjIyMilYSoZqPMzaIyCBMTEwwZMgQfPbZZ4iPj8fhw4dx6tQpqcMiIiIJxcfH61VORER1V1l7NHEvJiIiAriKSF3ExAYRVbno6Gh8/fXXOH36NK5evYpvv/0WJiYmcHV1lTo0IiIiIiKqAbgXExERPc2zVhFZsWIFTExMEBISgm7duqGwsFCiSKmyMLFBRFXOysoKX331Ffz9/eHl5YXdu3dj+/btsLa2ljo0IiIiIiKqAbgXExERVRRXEamduMcGEVWK0pYN2bZtW9HXL730ksFiISIiIiKi2kWfPZqIiIgei46OhlarRadOnWBqaspVRGoRztggIiIiIiIiohqDezEREVF5cRWR2oszNoiIiIiIiIiIiIioRuIqInUTExtE1YAoilCr1VKHQXpSqVQQBEHqMIioDuF4UXNxzCAiIiIiIqo8TGwQSUwURQQFBeHkyZNSh0J6atu2LVavXs0LVURkEBwvajaOGURERERUHfHmqZqJN04xsUEkObVazYtUNdTff/8NtVoNExMTqUMhojqA40XNxjGDiIiIiKob3jxVc/HGKSY2iKqVnTt38oJHDZCXl4e+fftKHQYR1WEcL2oOjhlEJAXefVtz8Q5cIjIk3jxVc/HGKSY2iKoVExOTOv0PiYiIyofjBRERlYV339ZsvAOXiKTCm6dqBt449Q8mNoiIiIiIiIhqCd59W7PxDlwikgpvnqKahokNIompVCokJCQUfU3VH39mRCQF/u+pmfhzIyIp8e7bmoN34BIREemnUhIbarUa165dQ7NmzSCXyyvjlER1hiAI/LBRw/BnRkRS4P+emok/N+lERkZiyZIlSE1NRevWrREREYGAgIBSj42Pj0fPnj1LlJ87dw4eHh5VHSpRleHdt0RERFRb6Z3Y+Pzzz3H//n188MEHAIDExET0798fd+/ehZubG+Lj4+Hs7FzpgRIREREREZVHTEwMZsyYgcjISPj7+2PlypUYMGAAzp49CxcXlzLbXbhwAZaWlkXPbW1tDREuERERkSQ4u7jm4c/sHzJ9G6xevRpWVlZFz9999100aNAAy5cvhyiKWLRoUWXGR3XYmDFjsHjx4ko5V35+PlxcXJCYmFgp5yMiIiKi6mvZsmUICgpCcHAwWrZsiYiICDg7OyMqKuqp7ezs7ODg4FD04Gx0IiIiqs0ezy42MTGBIAhSh0PlwJ/ZP/SesZGcnFw0HTsnJwf79+/Hpk2b8PLLL6N+/fqYO3dupQdJtUePHj0QHx//zONOnjyJX3/9FZGRkZXSr1KpxNtvv413330Xu3btqpRzEhEREVH1U1BQgMTERMyePbtYed++fXHo0KGntm3fvj3UajVatWqF//3vf6UuT/VYfn4+8vPzi55nZ2c/X+BElYR3ctZM/LkRERHpR+8ZG/n5+TAyMgIAHD58GDqdDr179wYAuLm5IS0trXIjpBrv4MGDJZIJu3btwsGDB8ts88UXX+DVV1+FhYVFpcXx3//+FwkJCTh37lylnZOIiKTVo0cPTJ8+He+88w4aNGgABwcHhIWFFdWHhYXBxcUFSqUSTk5OmD59unTBEpFBZGRkQKvVwt7evli5vb19mZ9VHB0dsWrVKvzwww/YunUrWrRogRdeeAH79+8vs5/w8HDUq1ev6MHleKm64J2cNRN/bkRERPrRO7Hh4uJSdBfBTz/9hHbt2hWtQ3vnzp1ia9ISAY9+Z1auXImQkBDk5OQgJCQEq1evhpubW6nH63Q6bN68GUOGDClW7ubmhsWLFyMwMBAWFhZwcXHBqlWriuoLCgowdepUODo6QqVSwc3NDeHh4UX11tbW6NKlCzZu3Fglr5OIiKTxzTffwMzMDEePHsXHH3+MBQsWIC4uDlu2bMHy5cuxcuVKXLp0Cdu2bUObNm2kDpeIDOTfFwZFUSzzYmGLFi0wceJEdOjQAX5+foiMjMSgQYPwySeflHn+OXPmICsrq+hx48aNSo2fiIiIiIjKpndi47XXXsOCBQvg7e2NlStX4rXXXiuq+/PPP9G8eXO9g4iMjIS7uztUKhW8vb2LEidl2bBhA9q2bQtTU1M4OjpiwoQJyMzM1LtfMgxnZ2ds3rwZ9erVw19//QUrKyts2rQJDRs2LPX4kydP4v79+/Dx8SlRt3TpUvj4+OD48eMICQnBG2+8gfPnzwMAPvvsM/z888/4/vvvceHCBaxfv75E8sTX1/eZv19ERFSzeHl5Yd68eWjWrBnGjh0LHx8f7N69G8nJyXBwcEDv3r3h4uICX19fTJw4UepwiaiK2djYQC6Xl5idkZ6eXmIWx9N07twZly5dKrNeqVTC0tKy2IOIiGoefa9JPXbw4EEoFAq0a9euagMkIqJS6Z3YeP/997Fw4UI0bNgQYWFhxZZ0OH36NP7zn//odb6YmBjMmDED77//Po4fP46AgAAMGDAAycnJpR5/4MABjB07FkFBQThz5gw2b96MY8eOITg4WN+XQgaSkpKCkSNH4v79++jQoQPu3buHkSNHIiUlpdTjr127BrlcDjs7uxJ1AwcOREhICJo2bYp3330XNjY2RXt2JCcno1mzZujatStcXV3RtWtXjBo1qlj7hg0b4tq1a5X9EomISEJeXl7Fnjs6OiI9PR2vvvoq8vLy0LhxY0ycOBE//vgjNBqNRFESkaEYGxvD29sbcXFxxcrj4uLQpUuXcp/n+PHjcHR0rOzwiIioGtH3mtRjWVlZGDt2LF544QUDRUqGwqVuiWoOvTcPFwShxEZ8j/388896B7Bs2TIEBQUVJSYiIiKwY8cOREVFFVtG6LEjR47Azc2t6B+Hu7s7Jk2ahI8//ljvvskwrl27huDgYPTu3Rs9evRAVFQUdu3ahWvXrpU6ayMvLw9KpbLUpQKevHglCAIcHByQnp4OABg/fjz69OmDFi1aoH///njxxRfRt2/fYu1NTEyQm5tbya+QiIik9Hjvr8cEQYBOp4OzszMuXLiAuLg47Nq1CyEhIViyZAn27dtXog0R1S6hoaEYM2YMfHx84Ofnh1WrViE5ORmTJ08G8GgZqZSUFKxbtw7Ao88gbm5uaN26NQoKCrB+/Xr88MMP+OGHH6R8GURURzy8dQuXv9uA9KOHAUGAU88X0GTESKgaNJA6tFpP32tSj02aNAmjR4+GXC7Htm3bDBQtGco333yD0NBQHD16FIcPH8b48ePh7++PrKwsLF++HJs2bULr1q2RlpaGv//+W+pwieosvWdsVKaCggIkJiaWuPjct29fHDp0qNQ2Xbp0wc2bNxEbGwtRFHH79m1s2bIFgwYNKrOf/Px8ZGdnF3uQ4fj7+xdtMP9Y79694e/vX+rxNjY2yM3NRUFBQYm6si5eAUCHDh2QlJSEhQsXIi8vD8OHD8crr7xS7Pi7d+/C1tb2eV4OERHVICYmJhgyZAg+++wzxMfH4/Dhwzh16pTUYRFRFRsxYgQiIiKwYMECtGvXDvv370dsbCxcXV0BAKmpqcXuxi0oKMDbb78NLy8vBAQE4MCBA/j111/x8ssvS/USiKiOSD14APHjX4N52ikE9GqMrt3dID9/ELtGvoq7585JHV6tVpFrUgCwdu1aXLlyBfPmzavqEEkiXOqWqGbQe8ZGr169yqyTyWSwsrJCx44dERgY+MwLyBkZGdBqtSXWurW3ty+xJu5jXbp0wYYNGzBixAio1WpoNBoMGTIEn3/+eZn9hIeHY/78+U+NhQzj8bJRT/N4fcqzZ8/qvValpaUlRowYgREjRuCVV15B//79cffuXTT4/3e6nD59Gu3bt9czaiIiqomio6Oh1WrRqVMnmJqa4ttvv4WJiUnRhU0iqt1CQkIQEhJSal10dHSx5++88w7eeecdA0RFRPSPguxsJM77AL1eag9TC5Oico8ObnB0aYADoTMwYPuvkCn0vnRD5VCRa1KXLl3C7NmzkZCQAEU5fy75+fnIz88ves6bbau/spa6nTJlCiIiItC4cWP0798fAwcOxODBg8v9u0BElUvvGRs6nQ4XLlxAfHw8rl27hry8PCQlJSE+Ph7nz58vylq3adPmqZvtPenfSw6JoljqMkTAo4vd06dPx9y5c5GYmIjff/8dSUlJRdPKSzNnzhxkZWUVPW7cuFH+F0wGZ2triw4dOuDAgQN6tXs8HfD8+fO4ePEiNm/eDAcHB1hZWRUdk5CQUOJuDCIiqp2srKzw1Vdfwd/fH15eXti9eze2b98Oa2trqUMjIiKiWkQUReTl5en9uLh5M9xaOBRLajxWz8YStvbmSIqL0/u8oihK8F2oucp7TUqr1WL06NGYP38+mjdvXu7zh4eHo169ekUPZ2fn546ZqtazlrpdsWIFTExMEBISgm7duqGwsFCiSInqNr1Tiv/73/8QHByMw4cPo1OnTkXlR44cwYgRI7B48WJ4eHigT58++N///oeYmJgyz2VjYwO5XF4iE56enl4iY/5YeHg4/P39MWvWLACPsqhmZmYICAjAokWLSt3gT6lUQqlU6vtSSUKvv/46oqOjMXXq1HK3MTc3x0cffYRLly5BLpejY8eOiI2NhUz2KH93+PBhZGVllVieiohqlsjISCxZsgSpqalo3bo1IiIiEBAQUObx+fn5WLBgAdavX4+0tDQ0atQI77//PgIDAw0YNVWV0mYCPrnO8UsvvWSwWIiIiKhuUqvVT30/WpbhMhGBw3zLrHdwtMDn/3sfewX97klNSEiAiUnJZAkVp+81qZycHPz55584fvx40bUKnU4HURShUCiwc+fOUlc5mTNnDkJDQ4ueZ2dnM7lRgz1e6nbIkCGYMmUKPDw8cOrUKXTo0EHq0IjqHL0TG++99x7mzp1bLKkBAJ07d8bcuXPx3nvv4fjx45g1axY++OCDp57L2NgY3t7eiIuLw7Bhw4rK4+LiMHTo0FLb5ObmlpjiJZfLAYB3JdQi48aNw+LFi3H48GH4+fkBeLQJ+b+dOHGi6OuJEyc+dW3DZcuWYdasWXyDR1SDxcTEYMaMGYiMjIS/vz9WrlyJAQMG4OzZs3BxcSm1zfDhw3H79m18/fXXaNq0KdLT06HRaAwcORERERFRcWpRRIG67Du98/LyoRZFoPQFLeg56XtNytLSssRebZGRkdizZw+2bNkCd3f3Uvvhzba1B5e6Jape9E5snDp1qszMsrOzM86fPw8A8PDwQFZW1jPPFxoaijFjxsDHxwd+fn5YtWoVkpOTi5aWmjNnDlJSUrBu3ToAwODBgzFx4kRERUWhX79+SE1NxYwZM+Dr6wsnJyd9Xw5VUyqVCuvWrUNGRkalnC8/Px9t27bFzJkzK+V8RCSNZcuWISgoCMHBwQCAiIgI7NixA1FRUQgPDy9x/O+//459+/bh6tWrRXvtuLm5GTJkIiIiIqrlVCoVEhIS9G53588/cTVyCZwal5wdIIoirl+5i7mbYmCu5939KpVK71jqKn2uSclkMnh6ehZrb2dnB5VKVaKcaicrKyt8+OGHCA0NhVarRZs2bbjULZGE9E5s2Nvb48cff0SfPn1K1P3444+ws7MD8Ghq3ZN7G5RlxIgRyMzMxIIFC5CamgpPT0/ExsYWZTtTU1ORnJxcdPz48eORk5ODL774Am+99RasrKzQq1cvfPTRR/q+lFpJFEWo1Wqpw6gUvr6PpuTm5eVVyvneeuutSj1fZVOpVGXuLUNEQEFBARITEzF79uxi5X379sWhQ4dKbfPzzz/Dx8cHH3/8Mb799luYmZlhyJAhWLhwYZmzt+rK5n61abyoazheEBERVS+CIFRoZQDnrl1x+asvceGva4CoxZ2bmYAgwNHdDjlZ+bD08IStHns5kP70vSZFtR+XuiWqOfRObLz++uv43//+h6ysLLz66quwt7fH7du3ERMTg++//x6LFi0CABw6dAheXl7lOmdISAhCQkJKrYuOji5RNm3aNEybNk3f0Gs9URQRFBSEkydPSh0KVUDbtm2xevVqXqwiKkNGRga0Wm2J9W7t7e1LrIv72NWrV3HgwAGoVCr8+OOPyMjIQEhICO7evYs1a9aU2iY8PBzz58+v9PirE44XNRvHCyIiotpBEAR4Tp+Jg9NC0Lh1Q7T2awFRJ+Lq6eu4mZSJnut4A6ch6HtN6klhYWEICwur/KCIiOiZKrTHxoMHD7B8+XJs2rQJwKMLJEqlErNnz8acOXMAAKNGjSpaKoQMQ61W8yJVDfb3339DrVZzDxCiZ/j3xVxRFMu8wKvT6SAIAjZs2IB69eoBeLSc1SuvvIIVK1aU+vdWFzb343hRs3G8ICIiqh00eXn4473Z6PVqZ9Sztigqb+BgBdeUTBye+Sb6/fgTBJl+m4cTSYWzwmsuzgqnmkjvxAYALF68GO+88w6OHDmCzMxMWFtbo1OnTqhfv37RMeWdrUFVY+fOnbzgUUPk5eWhb9++UodBVO3Z2NhALpeXmJ2Rnp5eYhbHY46OjmjYsGFRUgMAWrZsCVEUcfPmTTRr1qxEm7q2uR/Hi5qD4wUREVHtcv2X7XB2ty6W1HjMtqE1LC1uI+3IETh26SJBdET64azwmo2zwmuOnORk3IzbCU1eLhp4tYOjvz9kcrnUYUmiQokN4NGGOf3796/MWKgSmZiY8EIVEdUqxsbG8Pb2RlxcHIYNG1ZUHhcXh6FDh5baxt/fH5s3b8aDBw9gbm4OALh48SJkMhkaNWpkkLirO44XRERERNK488cRNHGtX2Z9w0aWuHPsKBMbVCNwVnjNxlnh1Z+2oADH3p+D7POn4d7UBibGctz4Ix5/fxSOLp9+DqumTaUO0eAqlNgQRRHHjh3D9evXS92IeezYsc8dGBER0b+FhoZizJgx8PHxgZ+fH1atWoXk5GRMnjwZwKNlpFJSUrBu3ToAwOjRo7Fw4UJMmDAB8+fPR0ZGBmbNmoXAwEC+YSMiIiIiAI+ucWg0GsN3LJdDq9GVWa3RaAGZHIWFhQYM6hGFQsE7t6nCOCu85uCs8Jrjr4XzYfrgJjr9x7vo/7NbK+BeehYOTpmMPt//AOMnVquoC/RObFy8eBFDhgzBpUuXIIpiiXpBEJjYkIhKpUJCQkLR11Qz8OdGVH4jRoxAZmYmFixYgNTUVHh6eiI2Nhaurq4AgNTUVCQnJxcdb25ujri4OEybNg0+Pj6wtrbG8OHDsWjRIqleQrXA/zs1E39uREREVUOj0WDNmjUG71cOOQrOpsDB1bbU+gtnU5FSPweHJYgtMDAQRkZGBu+XagfOCicqW0X2olFnZiL9yCEM/K9fiaRzfbt6cGtqgwubNqFpBa7J1+T9VfRObEyZMgVqtRoxMTHw8vKqU+uQV3eCIHDgqIH4cyPST0hICEJCQkqti46OLlHm4eGBuLi4Ko6qZuH/nZqJPzciIqKqpb511rAdGou4lXoPNy7dgnMzp2JV548n4b5Wi9yCdOBWukHDUjm1Mmh/RER1iVqtRkBAgF5tPDQahLZzLTMB4dbCERu+XokJX32ldzwJCQk19nOm3omNP/74A1999RVeeeWVqoiHiIiIiIiIiEgSw/v4QmHATVjzOnvi+Mff4Nwfl9G4tQu0Wi2unLwOUaVCj3fHw8jEcLM0NVotvo/7w2D9ERFR+ZiKIuRGZY9NMrkMpgaMp7rQO7Fhbm4OS0vLqoiFiIiIiIiIiEgyCrkcRgrDJTbObtkF5yb2aNTEDhm37kEQBHQa0AEXTlzDjd8OosVwrn1PNQOXTa2Z+HMzvCe/5+V16dtvcXNjNNp2bVlq/c3LqbC0sETCL79VKJ6aSu/ExoQJE/Ddd9+hf//+VREPVZAoirjz11+4Ebsdmoe5aNCuPdwGD4GRmZnUoRERUTWTk5yMpB+2IC/tFsxcXNH4P6/C1MFB6rCIiIiI6pT7SSnQZNxFu5d9IQgCbBtaF9V17tsWv29IgLpPZ6jq8+ZSqv64bGrNxJ+bfkRRhEajee7zKBT6XZI3tbODIAhIOpMM99Yuxepyc/Jw4c8rUDo01Pu8AJ779SgUCsn26ND71Xp6emLjxo0YMmQIBg8eDGtr6xLHvPzyy5USHJVP4cOHODA1BIrce3BvZgNjcyPc3v8TdqxehY7/9yHsO3WSOkQiIqoGRFHEyaVLkLYnDs1aO8LRyhRZV49i3/htcHt1JFoGTZQ6RCIiIqI6I/XACTRv41zqBSGZTEDjVg2RevQ03Pt3kSA6IiL6N41GgzVr1hi8X+HhQ9hoRFz++zrSrt2Bu6cLjIwVuJ18B1dPJcO6kQ0uWtpIEltgYCCMjIwM3i9QgcTG6NGjAQBJSUn45ZdfStQLggCtVvv8kVG5HfvgPTSsr0PzHm2KyuycbdC4pSPi/zcHPb/9jnfiEhERrm7ejAeJB9Dn1Y6QyR59gLZtZA33Vo2w/9etsHBzR6MXekscJREREVHdUPggFyZONmXWm5qrkP0g14ARERFReahvnTV4nw+tzOFubw57pwa4fu4mtBotGjjUR6f+7bA39gSyurlCNHBcKqdWBu3v3/RObOzdu7cq4iA8upNWrVbr1SYvPR1ZZ0/Db2TJWRlmlqZo7uWEc+u+Qatp0/WOR6VSSTaViIiIylaR8UIURZyP/hq9XvQsSmo8JlfI4d21GY6sjIJ1F3+94+F4QURERKQ/s4Z2yEzNhI1j/VLrM25nw8xL2otGRFR73b94EVc2fYcH169BZWsL91dHwrZDB362K6fhfXyhkBtuTybdCx1xbs1PuHPsCtxbOMFYZYTU5ExcOncLPm+OhoWzvcFi0Wi1+D7uD4P1Vxa9Exvdu3evijgIgFqtRkBAgF5tWmg0eLOda5n/dJybOuDbNTGY9P1mveNJSEjgOntERNVQRcYLU1HENHMjmJiVvjGYpbUFMq9fQ/euXaHT840sxwsiIiIi/TXq1gF/LP4ajVs7w0hZfBmPvAdq3LxyG/6Br0gUHRHVZicjliNt129o2bYhmrephwdZ93Huw3m47NwUnZcshcyAF+xrKoVcDiOFAb9PCjnaTRmOrGu3cG3HYWgz1LD29EDX6T4QZDLDxVGN1M1XXYuIAHSiWHa9TkTZtUREVFeIAETdM44RwTGDiIiIyECUVhZwH9wdu384itvX70AUReh0Im5cSsWerUfRcuyLkBtLs245EdVeN3buxP2Du9D7P95wbu4Ei/rmcHSzQ7dBXlBl3cS5lV9KHSKVQhRFXP5xD06u+B4WunzYmsmQfiARxz7+Bup72VKHJ4lyzdgIDAzEBx98AHd3dwQGBj71WEEQ8PXXX1dKcHWNSqVCQkKCXm3y797FwQljIIpiqbM2ki+lwXfMOIyZ+HqF4iEiouqnIuOFKIrYN/JV5ObkwdSi5OyKe+lZsGveHPu/0n+zMY4XRERERBXTKKA9zJ1sce63Azi65wwAoEELV3hNGwWLhnYSR0dE1VlFligGgHOrV6Jzl6aQ/esuf0EQ0KZTY/y++Qe4jRkLmUK/hX64RHHVurJtLwqSkjFobDfI5I9+dm38gJSrt5H4ybfoPHci5EpjiaM0rHL9hu7duxdvvvkmAGDPnj1P/SXlL3DFCYKg91IeJg0bwta3M84cS4Knb+NiddmZObh0Ng29P3gNKi4RQkRUa1RkvACAVpPewB9rIhEw0AvyJ6bMFuYXInH/RbSePY9LShEREREZmFWTRmg3daTUYRBRDVORJYohigiVi7Ac5FFqtZHSCBqxAEO6d0eWnssbcYniqlOYq0bqoZPFkhqPNWxsjzu37uHWkVNw7u4tUYTSKFdiIykpqejra9euVVUsVEHec8Nw5J23sWtrIlybWENlaoy0WzlIT8lCl+WfQWVtLXWIRERUDbgOehG5aan4fdN3aNTEGtY2lrh/LxfXLtxGy8khcPTXf+NwIiIiIiIiqjlEnVjmyi8AoNVooTVwTPR0GaevoFFT+xJJjccat2qEPw4ysUE1kNzYGP4Rn+H2mTP4cMxrMJEJCJwbBu8BAyAz4nqcRET0j5ZBE+HYfyDmvPgiGsgFjJ46DX0XvwzjevWkDo2IiIiIiKjOEEURGo2mwu3lcjn27Nmjd7u/3n0b6TcyYO9iW6LuYXYuTC0b4KefvtN7VR65XI7CwkK943lMoVBwJaAyaAsKYWxc9mV8Y5URtAUV/97XVExs1CKWjRsjQfZoaZEP+vRhUoOIiEqlbNAAx+SPxov/jRgJY04XJiIiIiIiMiiNRoM1a/Tf4/B5yZyccW/3DvR/tRNMzP/ZL7GwQIN9v55AWhtvbNq0yeBxBQYGwojXMktl6eqIS3uPonWn0uvTrt+BpbuTYYOqBsqV2JDJZHplzLRaTlgiIiIiIiIiIiIiepp7Z5OefVBl0ulgohHx27p4ODd1QH07KzzIeohrZ29CLQq4kytCNHBM9Vu5G7S/msbS2R4amQKp1+/A0bX4TJvC/EKc/fMqvN4cLVF00ilXYmPu3LnFEhtr167FgwcPMHjwYDg4OCA1NRW//PILzMzMEBgYWGXBEhEREREREREREdUmgzv1gKKM/RMqW/rRfTBpYocO3T2QcjUND+/nop6NJV4MegFXz6bA9u59NBo4wiCxaLQ6bD8ab5C+KlOhRgt1fgE0WrnB+mweOBR/frYRLo3voknrRjBSGiHt+h2cPnYFTv26QF7fEnn5BQaJRaPRolCjherZh1apciU2wsLCir5eunQpHBwcsGvXLpibmxeV5+TkoHfv3jA1Na30IImIiIiIiIiIiIhqG41WC41WA0PtGHDvxCF0fMUbMrkMzs2KL1/UtI0zzkUnoECthszIuMpj0Wg10NTAlX827TiCTTuOGLxfI1GE559X0OH4VRgBuCECh3TAvZjdQMxug8czcWIbg/f5JL3/YiIjI7FkyZJiSQ0AsLCwwDvvvIO3334bs2bNqrQAiYiIiIiIiIiIiGqjbUf2YtuRvYbpTBQRKgdUZspSq2VyGXRKYOanYbgvM8wMEgCY2KapwfqqyQoFAccFOc7pRChEEQ8FAaKs7m64rndiIyUlBQpF6c0UCgXS0tKeOygiIiIiIiIiIiIiqkSCAK1OC51WB1kZS18V5BYgX4+9luuikf06Y0QfXygUhluKCgDunUvC9Z/3AfkFMFIaITcnD7adPeEywB8yueFi0Wi0iIn7w2D9lUXvxEbLli2xbNkyDBgwoNhO9QUFBVi6dCk8PDwqNcCaQhRFaDQaSWMoLCws9nVZCShDUSgUem06T0RERERUWR7PNE9NTUXr1q0RERGBgICAZ7Y7ePAgunfvDk9PT5w4caLqAyUiIqI67aXOPTG4U3co5Ia5jpf6+2YkX7wFt5aNStTdTbsPi/r2+HL0FIPEotFqsP3oPoP0VZmMFHKolMYwMmBiIy3xHJK37kaX/m1Rz9oCwKONw0//cRkXvvoR7aeNhGCgWTaFcq1BX3tZ9P6LWbRoEV566SU0btwYL7/8MhwcHJCWloatW7ciLS0N27Ztq4Iwqz+NRoM1a9ZIGsOTiY1169YVSzxJITAwUPIYiIiIiKjuiYmJwYwZMxAZGQl/f3+sXLkSAwYMwNmzZ+Hi4lJmu6ysLIwdOxYvvPACbt++bcCIiag6kGIz2OqkumwGS1TXKORyqIyNDZbYcOo+EH+v+xSm5irYOdsUlWdl5uDgbyfhMiwQKuOq318DADRaGRQGnGlQU+k0WlyM2YG+w/2gMv1nGTEjpRHaB7TEgdjjuHP6Cuy8mkkYpeHp/RczaNAg/P7773j//fexYsUK6HQ6CIIAX19frF27Fr17966KOGuMK4dSJOtbq/tnxkjS0VuQy6SbsdGkS0PJ+iYiIiKium3ZsmUICgpCcHAwACAiIgI7duxAVFQUwsPDy2w3adIkjB49GnK5vM7esEVUl0m1GWx1I/VmsERUtZT16qPp6BAk/roR2H8JVjYWeJCViwKNDM5Dx8O8oavUIdK/ZJ69CruGDYolNZ7k0c4Vp+L/ZGKjPF544QW88MILyM3Nxb1791C/fn2YmppWdmw1VreWvSETDJ9tFEURAR6PEktGcmNJloHSiVrsP7fL4P0SERHVBdqCAohaLRQmJlKHQlRtFRQUIDExEbNnzy5W3rdvXxw6dKjMdmvXrsWVK1ewfv16LFq06Jn95OfnIz8/v+h5dnZ2xYMmIiIiMiCVtR2aj30T+ffvIj/rLizMLGBiYy91WFQGddYDWNQr+9q7uZUZCrJyDBhR9fBct/SbmpoyoVEKmSA32PSxfzNSSLv0k0YrafdERES1UtqhQziz4nOo79yGTCaDzMQULSYEw23IEKlDI6p2MjIyoNVqYW9f/MO5vb090tLSSm1z6dIlzJ49GwkJCeXepy48PBzz589/7niJqPqQajPY6qK6bAZLNVPenTu489dfgCDArmNHqOrXlzokKgelVQMorRpIHQY9g6mNFdL+eFBmfVZGNlTWVoYLqJqo0NV3rVaL3377DefOnUNeXl6xOkEQ8MEHH1RKcERERER1XdK2H3F5dRQ69mgBK9vGAICH2bn4a/0qZF+9DK8ZoRJHSFQ9/Xv2siiKpc5o1mq1GD16NObPn4/mzZuX+/xz5sxBaOg/f3/Z2dlwdnaueMBEJDkpNoOtTqrLZrBUs2hyc/HnvA9w79TfcHK1hiiKOPXJh7D380f79z+A3EB7NdR0Gq0OgOaZx1U2URSR///37FUaGRl89ZdHr5uepUELV5xbl42HWbkw+9fMDVEUcfavJLi83Fei6KSjd2IjMzMTAQEBOH/+PARBgCiKAIp/cGBig4iIiOj5FT58iDNffIZ+wzvCSPnPrEwzS1P4D2iDuC2/we2ll2Hp5iZdkETVjI2NDeRyeYnZGenp6SVmcQBATk4O/vzzTxw/fhxTp04FAOh0OoiiCIVCgZ07d6JXr14l2imVSiiVpa9zTEREVBeIoogD00LgaKFBp5G+RdcG23ZpilNHL+LonHfQZWmEtEHWENuPxkvSr0arxbYjewEAL3XuyY28qylBJkPLsYOx95uf0bFHK9g520AQBOTm5OHEwQswdrRHgxZ1b28UvRMb77//PlQqFa5fvw5XV1ccPXoUDRo0wJdffolffvkFu3ZxfwUiIiKifxNFEWq1Wq8217dvh0tTu2JJjcdkMhmaezrhwnfr4TnzLb3jUalUkuzHRVTVjI2N4e3tjbi4OAwbNqyoPC4uDkOHDi1xvKWlJU6dOlWsLDIyEnv27MGWLVvg7u5e5TETERFJrSLvVTNPnIDsQSZadPMqVi4IAtp0aoJdWxORfu4cLPS8CaeuvU+t30q69xqFhYXAkUdfW3m4wshI2iXuqWzWLd3hFTIC53/ehyNxpyBXyCEzNoJz705o1K1DnfqbeUzvxMbu3bsxb948ODk5AXj0obpJkyZYsmQJ1Go13n77bWzcuFGvc0ZGRmLJkiVITU1F69atERERgYCAgDKPz8/Px4IFC7B+/XqkpaWhUaNGeP/99xEYGKjvyyEiIiIyCLVa/dT3N6XpIeowtU+bMuvrNTDH1h9+xBtbt+kdT0JCAky4CTnVUqGhoRgzZgx8fHzg5+eHVatWITk5GZMnTwbwaBmplJQUrFu3DjKZDJ6ensXa29nZQaVSlSgnIiKqrSryXnWQoMPEfu1KrRMEAW5NbRD+39FIkOk3C6CuvE9VKBSSX8vMy8tDdHQ0AGDs2LGSft/Lu89ZXWbp4oC2U0dAFEWIOh1kdXyGjd6/MTdv3oSbmxvkcjlkMhkePnxYVDd48GCMHj1ar/PFxMRgxowZiIyMhL+/P1auXIkBAwbg7NmzcHFxKbXN8OHDcfv2bXz99ddo2rQp0tPTodEYfh06IiIioqp0VyciIz0bbi1Lr8+6m4N7OhFA3bs7h+hpRowYgczMTCxYsACpqanw9PREbGwsXF0fTdFPTU1FcnKyxFESEVF1oM/NtgcOHMC7776L8+fPIzc3F66urpg0aRJmzpxp4KirB5UgwNik7D00VCbGUMn4PrUsgiBIPkOiIC8PpqKIAgBGRkaSx0PlIwgChDqe1AAqkNiwsbFBVlYWAMDJyQmnT59Gt27dAAB3797VO8GwbNkyBAUFITg4GAAQERGBHTt2ICoqCuHh4SWO//3337Fv3z5cvXoVDRo0AAC4cV1pIiIiquZUKhUSEhL0alP44AH2jXwVhQUaGBkXf9um04m4dCYN09atx/sVWCpHpVLp3YaoJgkJCUFISEipdY/vTCxLWFgYwsLCKj8oIiKqVvS92dbMzAxTp06Fl5cXzMzMcODAAUyaNAlmZmZ4/fXXJXgFlaci71WvbtqE28d2wK6Rdan1aanZCJobhrl9+ugdC1Wt/Pv3cSpiGVIT9mOahTEKcwuQOPsdtJv1LswbNZI6PKJy0Tux4e3tjTNnzmDQoEEYOHAgFixYAEtLSxgbG+O9995D586dy32ugoICJCYmYvbs2cXK+/bti0OHDpXa5ueff4aPjw8+/vhjfPvttzAzM8OQIUOwcOHCMqdL5efnIz8/v+h5dnZ2uWOsKXT5D1FwaR+0149A1BRAbu0KRYv+MLLlmsBERETVgSAIek/tNjExQcvXJ2P/hrXw7eUBi/rmAIC8B2r8deASbLv2gH2rVlURLhEREVGtp+/Ntu3bt0f79u2Lnru5uWHr1q1ISEio8YmNirxXbf7qq9ixYR2atHKCqUXxttl3H+B2ShY69O8PuXHZszrI8AqysrBn7Gto3rw+OvzXDzK5DKIo4taV29gXNB7dvloDizJW0SGqTvRObEydOhVXrlwBACxcuBBHjhzB2LFjAQBNmjTBp59+Wu5zZWRkQKvVwt7evli5vb090tLSSm1z9epVHDhwACqVCj/++CMyMjIQEhKCu3fvYs2aNaW2CQ8Px/z588sdV02jzbmDvD1L0dzTDk2Ht4Gx0gi3kzPw14FVyHftAWXLflKHSERERBXUdMRImNjZ49CKz3A/9SYEmQzmlvXRYlwgGr/6qtThEREREdVIFbnZ9t+OHz+OQ4cOYdGiRVURYrVnZG4On4X/h73z/ocWXg3h3NQBoigi+WIaLp1Jhd/SCCY1qlBFNnwHgLMrv0Rjd0s0afNP8kIQBDRs6gCZXIa/Pvw/+C6N0Pu8dW3Td5Ke3omN3r17o3fv3gAAW1tbHD9+HKdPn4YgCPDw8KjQRi///qUXRbHMPwSdTgdBELBhwwbUq1cPwKMM+yuvvIIVK1aUml2eM2cOQkNDi55nZ2fD2dlZ7zirK/XBL+HfrznsnW2Kyhzd7dDf2Rq/fxcPjX1LKBow00pERFRRoihKup+XXdeu8PP2xoCePSFAh19/iYGpqamkMSkUCn5wISIiohqrIjfbPtaoUSPcuXMHGo0GYWFhRTM+SlPbVxFx8OuCHtHrcW5dNOK/3gIA8B79Gnq9NwYmtrYSR1e7VWTDdwCYDi1GT+pbap2Dmy3if9+J3l27Il/P9/p1ZdN3qj6ee7t5QRDQpk2bCrW1sbGBXC4vMWCkp6eXGFgec3R0RMOGDYuSGgDQsmVLiKKImzdvolmzZiXaKJVKKJXKCsWoL61OgwJNPnSi1jD93UuBqVFBsaTGY3KFHF5+bkg88zt0ncYZJB6NVgOtjhu5ExFR7aLRaMqcGWoohYWFRR8uvv32W8k39gsMDJQ8BiIiotpAFEXcv3wDmeeSIMgE2LZtDktnB6nDqjP0udn2sYSEBDx48ABHjhzB7Nmz0bRpU4waNarUY2v7KiIAYObkhNZvzsTkLVsBAAmT3+AF7upKFKGQy6AwLv2SsCAIMLEwgUnmQ70TG0SGVqHExt27d7F8+XLs3r0bmZmZsLGxQe/evTFjxgzUr1+/3OcxNjaGt7c34uLiMGzYsKLyuLg4DB06tNQ2/v7+2Lx5Mx48eABz80frTF+8eBEymQyNqsHmNvvO7cS+czsN1p+HRoOZPmXvo2HvbI2MHbvx5Y2/DRYTADTvOtGg/RERERnCvbNJkvWt0f5z08T989ehkMsli6V+K+7hRUREVBnU93Nw4vNNMDGWwdndFjqtDpeif4JoYoK2IcNhZMpNlKtKRW62fczd/dF7oTZt2uD27dsICwsrM7FR21cRIelUZMN3ANg9dDAK8wthpCx5k5IoijCCAlt37IDR/7/uqk88RIakd2IjJSUF/v7+SE5ORsuWLeHi4oJbt25h4cKFWLduHQ4ePAgnJ6dyny80NBRjxoyBj48P/Pz8sGrVKiQnJ2Py5MkAHg0AKSkpWLduHQBg9OjRWLhwISZMmID58+cjIyMDs2bNQmBgYJ3MBhcIAh7klL2enjq3AIUCANFwMREREdVmgzv1gEIuM3i/BTnZCDC3BHQ6WLk1hcra8FP7NVodth+NN3i/REREtZFOq8Vfy9ajrW9jNGz8z4X0pm3dcOVUMv5e8T18Zo2VMMLarSI325ZGFMViS039myFXEaG6pSIbvgOA6+DBuHzqCFr6NC5Rl3L5Nuq3bgNLLiNGNYDeiY333nsPeXl5OHr0KDp27FhUfuzYMQwePBjvvfceoqOjy32+ESNGIDMzEwsWLEBqaio8PT0RGxsLV1dXAEBqaiqSk5OLjjc3N0dcXBymTZsGHx8fWFtbY/jw4dVmo6buLfsiwKM3FPLnXuWrXERNATJ/C4NWo4VcUfLOzYsnb8KhzSsIa9bVIPFotBoknN9lkL6IiIikoJDLDDbOA4BOo8GN32KQm3wJzk3tIJPLcHPbPsgsrOH20jgoTEwNFgvA5SaJiIgqy50TF2FtY14sqfFYkzYuuH45DVnXU1HP1VGC6OoGfW+2XbFiBVxcXODh4QEAOHDgAD755BNMmzZNstdApC+PwGDsGRcPITEJTb2coTBSQKfTIfnCLZw5cQs91q6TOkSictH7U/nvv/+ORYsWFUtqAEDHjh2xYMECfPDBB3oHERISgpCQkFLrSkuSeHh4IC4uTu9+DEEuU8BYoTTcBQ+FEmjRG/t+Popug72gMPqn3+QLqUi+mg2zAV0hKAxzd4BMkEMuM9zFHiIiotru+vb1sDXNRc9xXYvWe27j1wxXz9zEue8i0WJCKASZ4WeQEBER0fO5c/w8mjUrey8Nt2YOuHP8AhMbVUjfm211Oh3mzJmDpKQkKBQKNGnSBB9++CEmTZok1Usg0puRmRl6RX+Ls19G4bdNsTAyVqBAXQBH/67o+c3HMH3GUmxE1YXeV6CzsrLg5uZWap27uzuysrKeNybSk3HL/nh4Xoaf18bB3rkBlCoF0pLvQqOyg2nvdwyW1CAiIqrtNFot1AUFUMh1Bukv/14GCu/cgNdovxKbWDZu3Qi3rmfizoXTsGziYZB4NFpNsb0+iIiIqOJErQ6ypyxvKZPLIHLcrXL63Gw7bdo0zs6gWsHI3Bxt354Fr7fehjYvD3KVijdLUY2jd2LD3d0dv/76K/r06VOi7rfffivaQIkMRxAEKFv2g3HzXrh3+yJETQEU3ZxhbG4jdWhERES1yrYje7HtyF6D9ddJq8W0gBYlkhqPNW3thDU/f4utYun1VWVim6YG7Y+IiKg2smrpjpvnLsC2kXWp9TeT7sBhYHcDR0VEdYkgCFCYGnJpW6LKo3diY8KECZg9ezZ0Oh3GjRsHR0dHpKamYv369fj888/x4YcfVkWcVA6C3AjGTq2lDoOIiIgqiVIGqEyMy6w3MlbAWAAgGi4mIiIiqhxOndvg0K8JcG/ZEFY2lsXqbidnIDtbjdYtefMoERFRafRObMyaNQtXrlzBF198gRUrVhSVi6KI119/HW+99ValBkhERERUXbzUuScGd+pusL20si+fQ8rZPXBr5VxqfWpyJjr69cWAToa5m1Oj1WD70X0G6YuIiKi2kxsboe2UEUhYEQPnJvZo1MQeolaH65dSkXbrPrxnvlbmrE0iIqK6Tu9P5YIgYOXKlQgNDcXevXuRmZkJa2tr9OrVC82bN6+KGImIiIiqBYVcDpWxscESG0qPNjgb/zPu3b6P+vZWxepyc/Jw5XQKPCaOgcK47FkdlUmjlUEhlxukLyIiorrA0sUBfgveQOrhkzhz9ioEmQw23m3RZVJLyBSGeb9BRERUE1V4lGzRogVatGhRrGz//v0ICwvDnj17njswIiIiorpOkMng/kow9sesRJPWjnDzcIRcLseNy7dx/q/rcB40GgoTrolLRERUkymUxnDu4QPnHj5Sh0JERFRjVOp293fu3MG+fVyegIiIqk5kZCTc3d2hUqng7e2NhISEcrU7ePAgFAoF2rVrV7UBUq2n0eqg0WoM9jC2tkXTCaG4a+yOfb9fxO5fzuBWXgO4vzYNZm5NDRqLRquT+ttPREREREREVPEZG0RERIYWExODGTNmIDIyEv7+/li5ciUGDBiAs2fPwsXFpcx2WVlZGDt2LF544QXcvn3bgBFTbbT9aLwk/Wq0WmxLTwcAvNSkDRSn/5IkDiIiIiIiIiKpMbFBREQ1xrJlyxAUFITg4GAAQEREBHbs2IGoqCiEh4eX2W7SpEkYPXo05HI5tm3bZqBoqTaq38pdsr4LCwuBI4++tvJwhZGRkWSxEBHVND169ICXlxdUKhVWr14NY2NjTJ48GWFhYQCAsLAwrFmzBrdv34a1tTVeeeUVfPbZZ9IGTURERERlYmKDiIhqhIKCAiQmJmL27NnFyvv27YtDhw6V2W7t2rW4cuUK1q9fj0WLFlV1mFRLKRQKBAYGShrDnfPncerr1ZADGOLjA0dvb0njUXBDUyKqYb755huEhobi6NGjOHz4MMaPHw9/f39kZWVh+fLl2LRpE1q3bo20tDT8/fffUodLRERERE/BT6RERFQjZGRkQKvVwt7evli5vb090tLSSm1z6dIlzJ49GwkJCeW+CJufn4/8/Pyi59nZ2RUPmmoNQRAkmyGhyc3FkXfeQl7yVcwI8ICRQo6rSxfhosIM/p99ARNbW0niIiKqaby8vDBv3jwAQLNmzfDFF19g9+7dsLOzg4ODA3r37g0jIyO4uLjA19dX4miJiIiI6GnKdZXHy8urXCfjxR8iIqpqgiAUey6KYokyANBqtRg9ejTmz5+P5s2bl/v84eHhmD9//nPHSVRZDr81E/aqh2j+H5+isqZtgZSrt7Hv9SD03bwVMs6eICJ6pn9/rnV0dER6ejqmTJmCiIgING7cGP3798fAgQMxePBgzkwjIiIiqsbK9U6tQYMGpV40+jdra2u4u0u39jQREdVeNjY2kMvlJWZnpKenl5jFAQA5OTn4888/cfz4cUydOhUAoNPpIIoiFAoFdu7ciV69epVoN2fOHISGhhY9z87OhrOzcyW/GqqLRFGEWq3Wq032lSvIT01G82EdStQ1bGyPlOt3kbRzJ5x69tQ7HpVKVa73d0REtcW/Z94JggCdTgdnZ2dcuHABcXFx2LVrF0JCQrBkyRLs27eP+xkRERERVVPlSmzEx8dXcRhERERPZ2xsDG9vb8TFxWHYsGFF5XFxcRg6dGiJ4y0tLXHq1KliZZGRkdizZw+2bNlSZiJeqVRCqVRWbvBEANRqNQICAvRq46fVYlqPlmXWuzW1xZqwD7Blrv4JioSEBJiYmOjdjoioNjIxMcGQIUMwZMgQTJkyBR4eHjh16hQ6dCiZWCYiIiIi6XFuLRER1RihoaEYM2YMfHx84Ofnh1WrViE5ORmTJ08G8Gi2RUpKCtatWweZTAZPT89i7e3s7KBSqUqUE1VXcgEwMir77ZpcIeebOSKi5xQdHQ2tVotOnTrB1NQU3377LUxMTODq6ip1aERERERUBn4WJiKiGmPEiBHIzMzEggULkJqaCk9PT8TGxhZdeEhNTUVycrLEURKVTqVSISEhQa82d/78E8lRn8C9denLoaVcz8TAqdMx5dXhFYqHiIgAKysrfPjhhwgNDYVWq0WbNm2wfft2WFtbSx0aEREREZWBiQ0iIqpRQkJCEBISUmpddHT0U9uGhYUhLCys8oMiKgdBEPRe+sm5a1ecW/4J0m9kwM7Zplhd9t0HSL6cgX6fvAIjLilFRPRUpS2vvG3btqKvX3rpJYPFQkRERETPj4kNIiIiompKEAT4fx6J/ZOC4XDtLlyb2kImlyHlWiauXbyNzksjYGRmJnWYRERERERERAbFxAYRERFRNWbesCH6bf0Jyb/9hvO7dkCnKYBdl4Ho99EwGJmbSx0eEdUBoihCrVZLHQbpSaVSQRAEqcMgIiIiqhJMbBARERFVc3JjY7gPHQr3oUOlDoWI6hhRFBEUFISTJ09KHQrpqW3btli9ejWTG0RERFQryfRtIJfL8ccff5Ral5iYCLlc/txBERERERERkfTUajWTGjXU33//zZk2REREVGvpPWNDFMUy63Q6He8GISIiIiIiqoV27twJExMTqcOgZ8jLy0Pfvn2lDoOIiIioSlVoKaqykheJiYmoV6/ecwVERERERET0vCIjI7FkyRKkpqaidevWiIiIQEBAQKnHHjhwAO+++y7Onz+P3NxcuLq6YtKkSZg5c6aBo67eTExMmNggIiIiomqhXImNTz/9FJ9++imAR0mNl156CUqlstgxeXl5SE9PxyuvvFL5URIREREREZVTTEwMZsyYgcjISPj7+2PlypUYMGAAzp49CxcXlxLHm5mZYerUqfDy8oKZmRkOHDiASZMmwczMDK+//roEr4CIiIiIqjONVitJv6IoIr+gEACgNDaSZPUkqV77v5UrsWFnZ4fWrVsDAK5du4bGjRvDysqq2DFKpRJt2rTBm2++WelBEhERERERldeyZcsQFBSE4OBgAEBERAR27NiBqKgohIeHlzi+ffv2aN++fdFzNzc3bN26FQkJCUxsEBEREVEJ38eVvgd1VSvUaLFpxxEAwMh+nWGkqLv7XZcrsTFq1CiMGjUKANCzZ09ERUXBw8OjSgMjIiIiIiLSV0FBARITEzF79uxi5X379sWhQ4fKdY7jx4/j0KFDWLRoUVWEWKOoVCokJCQUfU3VH39mREREVUvl1EqyvuWFhQAeJTZUjh4wMjKSLBap6b3Hxt69e59ar9FooFBUaOsOIiIiIiKi55KRkQGtVgt7e/ti5fb29khLS3tq20aNGuHOnTvQaDQICwsrmvFRmvz8fOTn5xc9z87Ofr7AqylBELivRg3DnxkREVHVUCgUCAwMlDSGvLw8REdHAwDGjh0r+ZgvZR5A757HjRuHL7/8stRv2rVr1zBy5EgcOXKkUoIjIiIiIiKqiH+vNyyK4jPXIE5ISMCDBw9w5MgRzJ49G02bNi2auf5v4eHhmD9/fqXFS0RERETVmyAIks+Q0Gg0RV8bGRlJHo+UZPo22LJlCzp27IizZ88WK9+2bRs6dOiA27dvV1pwRERERERE+rCxsYFcLi8xOyM9Pb3ELI5/c3d3R5s2bTBx4kTMnDkTYWFhZR47Z84cZGVlFT1u3LhRGeETEREREVE56J3YOHbsGERRhK+vL6Kjo6HRaPDmm2/i5ZdfRkBAAP7666+qiJOIiKjWEEURhYWFkj4ekzqOwsJCiKIo4U+DiGobY2NjeHt7Iy4urlh5XFwcunTpUu7ziKJYbKmpf1MqlbC0tCz2ICIiIiIiw9B7KapWrVrhzz//xBtvvIGgoCC8//77yMzMxCeffILQ0NCqiJGIiKhW0Wg0WLNmjWT9P5nYWLduneRTVwMDAyWPgYhql9DQUIwZMwY+Pj7w8/PDqlWrkJycjMmTJwN4NNsiJSUF69atAwCsWLECLi4u8PDwAAAcOHAAn3zyCaZNmybZa6gORJ0Ot48exf1LF2FsYYmGPXtCaWUldVhERERERPonNgDAxMQEw4YNw/fff4/U1FS0b98er732WoWDiIyMxJIlS5CamorWrVsjIiICAQEBz2x38OBBdO/eHZ6enjhx4kSF+yciIpLClUMpkvSr1f2zJmfS0VuQy6Tb7KtJl4aS9U1EtdeIESOQmZmJBQsWIDU1FZ6enoiNjYWrqysAIDU1FcnJyUXH63Q6zJkzB0lJSVAoFGjSpAk+/PBDTJo0SaqXILm7587hyNuhsLJSwtbOFA/VWuyK/BwuQ16C59Rpz9yvhIiIiIioKul9JUOr1eLdd9/F8uXLMWjQIIwbNw5TpkxB+/btsWHDBvTo0UOv88XExGDGjBmIjIyEv78/Vq5ciQEDBuDs2bNwcXEps11WVhbGjh2LF154gft6EBFRjdWtZW/IBLlB+xRFEQEevQEARnJjSS5O6UQt9p/bZfB+iajuCAkJQUhISKl10dHRxZ5Pmzatzs/OeFLu7ds4/OZUdO3XCvVs/lliq3XHxjiyaxfOm5qgZdBECSMkIiIiorpO78RGt27dcOzYMXz44YeYNWsWAKBLly4YNWoU+vTpg7lz5+KDDz4o9/mWLVuGoKAgBAcHAwAiIiKwY8cOREVFITw8vMx2kyZNwujRoyGXy7Ft2zZ9X0aV0olaaLSG71cURRRqCwBIe6GKiIjKTybIoZAbfsaEkULapZ+kGCeJiOoaURShVqv1bnd27Rq08HIqltQAAJlcBt9eLfHbxu/g/MpwyI2N9TqvSqXiTA+q9jRaad6kiKKI/IJHy4UqjY0k+VuR6rUTEZF+5KIIOVDn96vU+0rKjRs3EB8fX2zjPUdHR+zZswdz587FggULyp3YKCgoQGJiImbPnl2svG/fvjh06FCZ7dauXYsrV65g/fr1WLRokb4vocpJdQeqVqfBvnM7AQDdW/aVdGkRIiIiIiKSllqtLtcSv/82FVq8NrlvqXUKIwWU5nK81qMHbsr1m3GYkJAAExMTveMhMqTv4/6QpN9CjRabdhwBAIzs1xlGCsPO6K3L9FkefevWrYiKisKJEyeQn5+P1q1bIywsDP369TNw1ERUF2WcPIlTEUvxpgKQK+TY+5+X0HTUf9H8tTEQZDKpwzM4va98Hz9+HNbW1iXKZTIZFi1apNdSVBkZGdBqtbC3ty9Wbm9vj7S0tFLbXLp0CbNnz0ZCQgIUivKFn5+fj/z8/KLn2dnZ5Y5RX1KuFV5YWIh95x597d7JiRuxEhEREVUDok5XJz9oUM0l4NGH5bIYGSvA32iqjVROrSTrW15YCOBRYkPl6MHP8wai7/Lo+/fvR58+fbB48WJYWVlh7dq1GDx4MI4ePYr27dtL8AqIqK5IPXAAJxbOQ8eeLdCze38AgDo3H6f2/IQjp06i88ef1LmZsXonNp5Maly4cAEZGRlo164dzMzMAAC9e/fWO4h/f9NFUSz1B6HVajF69GjMnz8fzZs3L/f5w8PDMX/+fL3j0odCoUBgYGCV9vEseXl5ResFjx07VvK7ocqbeCIiIiKqbXQaDS59twFXv98EXb4aWq0ODl26oNUbU2HeULobYahuUalUSEhI0Ltd4px3kXbtDhzd7UrUiaKI3Hv5WBMbC6WVld7xEFVH/DxfUl35PK/v8ugRERHFni9evBg//fQTtm/fzsQGEVUZnVaLvxbOR8/BbWFirkLOvQfQarQwtzKDTw8PHIg9hdtHjsDBz0/qUA2qQiPVunXr8N577yE1NRUAcOzYMXTo0AHDhw9Hnz59MHFi+TaSs7GxgVwuLzE7Iz09vcQsDgDIycnBn3/+iePHj2Pq1KkAAJ1OB1EUoVAosHPnTvTq1atEuzlz5iA0NLToeXZ2Npydncv9estDEATJ76jQaDRFXxsZGUkeDxEREVFdpNNqcWBaCMzyM9FzYGuozJTQ6XS4eSkN8RPGIiBqFeo1aSJ1mFQHCIJQoYujLYNfx5/vzoRtwwZQGBf/yHj55A1Yd/CBlaNjZYVJJDl+nq+bKro8+pN0Oh1ycnLQoEGDqgiRiAgAkP7HH7C2t0Bm6j2cOXwRxibGMFYqcP9ONpyaOKBpawdc2bieiY1n2bx5M8aPH48XX3wRAwYMwJQpU4rqOnTogO+//77ciQ1jY2N4e3sjLi4Ow4YNKyqPi4vD0KFDSxxvaWmJU6dOFSuLjIzEnj17sGXLFri7u5faj1KphFKpLFdMRERERETP4/ovv0D18A68X/hnSROZTAaXFk4wtVDhz7nv44UNmySMkOjprD090XRcMHZ+vRItvBrBrmF9qB/m4/L528jVqdBtVZjUIRIRPbeKLI/+b0uXLsXDhw8xfPjwMo8x5PLoRFQ7PUxLgzYvFxcSM9Dt5U4wtXh044pWq8OFP6/gzJGL0JmX3DqittM7sREeHo4JEybg66+/hlarLZbYaNmyJT7//HO9zhcaGooxY8bAx8cHfn5+WLVqFZKTkzF58mQAj2ZbpKSkYN26dZDJZPD09CzW3s7ODiqVqkQ5EREREdHzEEURarVa73aXvvsWfn4l1+UGABunBtAdTsKdS5dg3qiRXudVqVR1bt1ckk6T4SNg38Uf59d9g9++2wo1gP/834dw7dULMj03DSciqs7Kuzz6v23cuBFhYWH46aefYGdXcum+xwyxPDoR1RwV+YwhmJkhPTkDg4J6wVj5z4w+uVyGVp2aISszB9miDHl5eXrHU5M/Y+id2Dh37hw++uijUusaNGiAzMxMvc43YsQIZGZmYsGCBUhNTYWnpydiY2Ph6uoKAEhNTUVycrK+YRIRERERPRe1Wo2AgAC9202HFhYDW5RZL1OKeH34cNzQ8+JwQkKC5GuuU91i3qgRWs8MxeStPwIApnTtyqQGEdUa+i6P/qSYmBgEBQVh8+bNz9xr1hDLoxNRzVGRzxiNNRq82cyhWFLjSS06NMb3Ww7j/Qp8dqnJnzFk+jYwNTVFVlZWqXUpKSmoX7++3kGEhITg2rVryM/PR2JiIrp161ZUFx0djfj4+DLbhoWF4cSJE3r3SURERERUFQoEAbk5Zd8tlX3vIXJr6F1RREREtcWTy6M/KS4uDl26dCmz3caNGzF+/Hh89913GDRo0DP7USqVsLS0LPYgItKHCQCLBmZl1ptamqAu3nqi94wNf39/fPHFF/jPf/5Toi46Oho9evSojLiIiIiIiCSlUqmQkJCgd7urMZtw8VAs2vk3L1GXffcBVOb1sW17XCktnx0PERHVTg9v3kQrjQYiAHVGBkx4R79B6LM8OvAoqTF27Fh8+umn6Ny5c9FsDxMTE9SrV0+y1yGKYrEN6KVQWFhY7GuFQu9LjpVKoVDU2OV1qHaryGeMjOPHcf3z0ldQAoB7t7PQqls3JCwKr1A8NZXe/2Xmzp2Lrl27wtfXF6NHj4YgCNi6dSvmzZuH/fv3448//qiKOImIiIiIDEoQhApNy24xchT2xv6KC8evoamXC+TyR5Ok76bdx5Hd59Dxw09q7HRvIiKqXAXZ2Tj67izk3kjCzI5NoNPpcDh4PKzbe8Nn/kLIlUqpQ6zV9F0efeXKldBoNJgyZUqxPWfHjRuH6OhoQ4dfRKPRYM2aNZL1DxRPbKxbtw5GRqUvmWMogYGBksdAVJqKfMZo5OeHU4sLkJ2ZA0tri2J1Op2IsyduoO38j+rcZwy9Exs+Pj747bffEBISgrfeegsAsHjxYjRr1gyxsbHcxJuIiIiI6jSFSoUea7/ByWWfIHbDXhQKGhTm5sOmSTP4fhIBGy8vqUMkIqJqQNTpsH/y62jcSIXGr3b8p1wUcfZYEo68Owv+EZ9JGGHdEBISgpCQkFLr/p2seNpS6dXBlUMpkvWt1f0zYyTp6C3IZdLN2GjSpaFkfRNVBUEQ0Cn8YySEvgkvX1c0bOoAmUyGrMwc/H3kKqy79IBN27ZSh2lwFfov07NnT5w7dw5XrlzB7du3YWNjg+bNS061JyIiIiKqi4zMzOD9wTy0mPYmhvbqhXxBQNyqr+vcXVRERFS220ePwlRQo3HrJsXKBUFAa9/G2PVDIrKTkmDp7i5RhFQTdWvZGzLB8Kvti6KIAI9HG6kbyY0lWQZKJ2qx/9wug/dLZAjWbdqg2+q1OL96FU5sOPRo5oetLZpPfBPOffpIHZ4k9E5sLFiwAMHBwXByckKTJk3QpMk/A3Bqaiq++uorzJ07t1KDJCIiIiKqieRKJbJkMqnDICKiaujGr9vh1symzHq3pta4sXMHWk+abMCoqKaTCXIo5NLMljBSSLv0k0YrafdEVc7C1RUdF/6f1GFUG3p/ypo/fz5u3rxZat2tW7cwf/785w6KiIiIiIiIiKg206rzYKws+0KwkdII2rw8A0ZERERUc+id2BBFscy6Bw8ecGMeIiIiIiIiIqJnaNCuA9Ju3iuzPu1WNqzbtjNcQERERDVIueamnTx5EidOnCh6Hhsbi/Pnzxc7Ji8vDxs2bCi2NBUREREREREREZXk/tIw7IheA3cPR5hZmharu5eehcw7uejYrZtE0REREVVv5Ups/Pjjj0VLTAmCgAULFpR6nImJCdauXVt50RERERERERER1UJG5ubouPgjxP9vNpq1dkKjJnbQaXW4fuk2rl26A/8voiCTG34TaCIiopqgXImN119/HS+++CJEUYSvry/Wrl0LT0/PYscolUo0adIEJiYmVRIoEREREREREVFtYu/ri14bYnD+23VYt+47iAC6Br+OPv83Esb16kkdHhERUbVVrsSGo6MjHB0dAQB79+6Ft7c3zM3NqzQwIiIiIiIiIqLazsTWFh5vhGDidxsBAOPHjIUxbxolIiJ6qnIlNp7UvXv3qoiDiIiIiIiIiIiIiIjomfRObADA+vXr8d133+H69evIy8srVicIAq5cuVIpwRERERERERERERERET1J78TGRx99hDlz5qBVq1Zo27YtlEplVcRFRERERERERERERERUgt6JjVWrVmHKlCn4/PPPqyIeIiIiIiIiIiIiIiKiMsn0bZCWloZhw4ZVRSxERERERERERERERERPpXdiw9vbm3toEBERERERERERERGRJPRObCxbtgxLly5FYmJiVcRDRERERERERERERERUJr332JgwYQIyMzPh6+sLBwcHWFtbF6sXBAF///13pQVIRERERERERERERET0mN4zNqytreHp6Ylu3bqhefPmsLa2LvZo0KBBVcRJREQEAIiMjIS7uztUKhW8vb2RkJBQ5rFbt25Fnz59YGtrC0tLS/j5+WHHjh0GjJaIiIiIiIiIiCqb3jM24uPjqyAMIiKiZ4uJicGMGTMQGRkJf39/rFy5EgMGDMDZs2fh4uJS4vj9+/ejT58+WLx4MaysrLB27VoMHjwYR48eRfv27SV4BURERERERERE9Lz0nrFBREQklWXLliEoKAjBwcFo2bIlIiIi4OzsjKioqFKPj4iIwDvvvIOOHTuiWbNmWLx4MZo1a4bt27cbOHIiIjI0zvAjIiIiIqq9KpTYuHv3Lj744AN06dIFLVq0gL+/P+bNm4d79+5VdnxEREQAgIKCAiQmJqJv377Fyvv27YtDhw6V6xw6nQ45OTlcNpGIqJZ7PMPv/fffx/HjxxEQEIABAwYgOTm51OMfz/CLjY1FYmIievbsicGDB+P48eMGjpyIiIiIiMpD78RGSkoKOnTogP/7v/9DVlYWXFxccP/+fSxcuBAdOnTArVu3qiJOIiKq4zIyMqDVamFvb1+s3N7eHmlpaeU6x9KlS/Hw4UMMHz68zGPy8/ORnZ1d7EFERDULZ/gREREREdVueic23nvvPeTl5eHo0aM4c+YM4uLicObMGRw9ehR5eXl47733qiJOIiIiAIAgCMWei6JYoqw0GzduRFhYGGJiYmBnZ1fmceHh4ahXr17Rw9nZ+bljJiIiw+EMPyIiIiKi2k/vxMbvv/+ORYsWoWPHjsXKO3bsiAULFuC3336rtOBIPzqNBg21Wrhptci7c0fqcIiIKpWNjQ3kcnmJ2Rnp6eklZnH8W0xMDIKCgvD999+jd+/eTz12zpw5yMrKKnrcuHHjuWMnIiLD4Qw/IiIiIqLaT+/ERlZWFtzc3Eqtc3d3R1ZW1vPGRBVwaeMG7Bk2BCEuDTCthQOOvj4BB6a+gfz796UOjajWUWdm4vw30Tjx8Ye4tGkjCnJypA6pTjA2Noa3tzfi4uKKlcfFxaFLly5lttu4cSPGjx+P7777DoMGDXpmP0qlEpaWlsUeRERU83CGHxERERFR7aV3YsPd3R2//vprqXW//fYb3N3dnzso0s/Fb9fh1g8b0H94R/R7uTO6D+iA/iM7wdlSjb0TxkGjVksdIlGtce6rVdgz6lWIiTthnX0B+ft/ws5hQ5C07UepQ6sTQkNDsXr1aqxZswbnzp3DzJkzkZycjMmTJwN4NNti7NixRcdv3LgRY8eOxdKlS9G5c2ekpaUhLS2NSXgiolqMM/yIiIiIiGo/hb4NJkyYgNmzZ0On02HcuHFwdHREamoq1q9fj88//xwffvhhVcRZJ4iiCLWeSQitWo0L0WswYFQnKIz++XEKggDXFk64e+cBLv+0Da5Dhuodj0qlKtddbUR1RdLP25C+Yxv6jfCFXCEHADgDaN7OBftWR8HUqSHsfX2lDbKWGzFiBDIzM7FgwQKkpqbC09MTsbGxcHV1BQCkpqYiOTm56PiVK1dCo9FgypQpmDJlSlH5uHHjEB0dbejwiYjIAJ6c4Tds2LCi8ri4OAwdWvZ74o0bNyIwMBAbN24s9ww/pVJZKTETEWnVatjrdBDxaJlpIiIiejq9ExuzZs3ClStX8MUXX2DFihVF5aIo4vXXX8fbb79dqQHWJWq1GgEBAXq1aazVIqS5Q7GkxpOatHLC+qVLsGbJJ3rHk5CQABMTE73bEVV3FUkiiqKIc6tWokf/lkVJjceMlUbwDmiGE5Gfw7LNKr3jYRJRPyEhIQgJCSm17t/Jivj4+KoPiIiIqp3Q0FCMGTMGPj4+8PPzw6pVq0rM8EtJScG6desA/DPD79NPPy2a4QcAJiYmqFevnmSvg4hqP51Gg1OfLkdy7K+Y0tAKOp0Oe14eimajRqPFhCB+TiAiIiqD3okNQRCwcuVKhIaGYu/evcjMzIS1tTV69eqF5s2bV0WM9BTGoggLC1WZ9SpTYxiLIgC+GSJ6rCJJRHNRxFRzY5halJ7sa+BghbQthxHQtSug54cPJhGJiIgqV22Z4SeKIjQS37ldWFhY7GuFQu+PkJVKoVDwQi/VKkfeeRumOSkYOLpz0Q1UhQUa/Ll7O07evYu2b78jcYRERETVU4XflbZo0QItWrSozFjqPJVKhYSEBL3aZF28iLPz55RZf+fmXbTq0RMJCxZVKB4i+v9EEZA940M0P2QTERFVG7Vhhp9Go8GaNWskjeHJxMa6detgZGQkYTRAYGCg5DEQ/VtFZoQDwL2zZ6G+dhF+Q9oVS9gZGSvQqXdr/B6zA87DR8LE1lav83JGOBER1QXlSmzcu3cPwcHBmDBhAl588cVSj/nll1+wdu1arFq1CtbW1noFERkZiSVLliA1NRWtW7dGREREmXdTb926FVFRUThx4gTy8/PRunVrhIWFoV+/fnr1WR0JgqD3XdsmbdvilMIUd1LuwrZhg2J1Wq0OZ47fgM/Hb/FucKInVCSJKOp02PvKMKhz86EyLbmedlZGNmybNEHCmm8qFA8RERFRWa4cSpGsb63unxkjSUdvQS6TbsZGky4NJeub6GkqMiMcAAZCh4n92paahJDJBLg0scb7Q4fimFxeSuuycUY4ERHVBeV6V7p69Wr8/fff6N+/f5nH9O/fH6GhoVixYgXmzp1b7gBiYmIwY8YMREZGwt/fHytXrsSAAQNw9uxZuLi4lDh+//796NOnDxYvXgwrKyusXbsWgwcPxtGjR9G+ffty91ubdF6yFPsnBaOphx3cWzrBSGmE9OQMnPrzOpxfehUNWrWSOkSiaqUiSUQAaD5mHP769Xt07t0asidmb2g1WiQmXEKrGbP5AYKIiIiqRLeWvSET9Lu4WRlEUUSAR28AgJHcWJK7wHWiFvvP7TJ4v0RVzVwmwKSMpW4BwLKeKSyeNWuciIiojipXYmPTpk2YOHHiU9dTVSgUmDhxImJiYvRKbCxbtgxBQUEIDg4GAERERGDHjh2IiopCeHh4ieMjIiKKPV+8eDF++uknbN++vc4mNixcXfHCxu9xZdNG7P71V+jyC2Dl0QJt538I2zr6PSGqCk1HjcaDG8mI27IHTVrao159c9zPfIBLZ26h8ajX0LBHD6lDJCIiolpKJsihkEszW8JIIe3STxqtpN0TPVNFZoQDwIXVXyHzylHYONYvtT7zTi6C33sf8wcO1DseIiKi2q5c74wvXrwIHx+fZx7XoUMHLFy4sNydFxQUIDExEbNnzy5W3rdvXxw6dKhc59DpdMjJyUGDBg2efXAtpqpfH63fCEHrN0pfR5iqL1GnQ/69e5AZG8PYwkLqcOgpBEFA+3fnIH3oMCz972jUlwvoN/o19HjnE5g6OEgdHhERERERSaCiM8JbjByFPaN/RONWDWGkLJ5AzHugRsq1DAx48UXIlSWXwiUiIqrrypXY0Gg05dqgzcjIqNjmcs+SkZEBrVYLe3v7YuX29vZIS0sr1zmWLl2Khw8fYvjw4WUek5+fj/z8/KLn2dnZ5Y6RqKrotFpciF6Lq9/HwFgph6ZAA2MbW3hOnwl7X1+pw6OnsHB1xW5BBuiANydN5vJTRERERESkNxNbW7QMmYY9q6PQrrM77JxtIIrAratpOPnHNXjPW8CkBhERURlk5TnI0dERZ8+efeZxZ86cgUMF7lr+9zqtoiiWa+3WjRs3IiwsDDExMbCzsyvzuPDwcNSrV6/o4ezsrHeMRJVJFEUcmfUWHh74DX1eboc+//HGgFGd4N3OGsfnvYebu7iGMBERERERUW3XeNjL8A5fist3jPDrhiOI/e4IUgpt0GXFKjh27Sp1eHVCZGQk3N3doVKp4O3t/dRlxVJTUzF69Gi0aNECMpkMM2bMMFygRERUTLlmbHTv3h2RkZEICgoqc+ZGYWEhoqKi0LNnz3J3bmNjA7lcXmJ2Rnp6eolZHP8WExODoKAgbN68Gb17937qsXPmzEFoaGjR8+zsbCY3qFKIogi1Wq13u/Q//oDm5mX4DfQqlsSzsq2HHkPaIe6jcNTv1Amyp+xrUxqVSiXJho5ERERERERUMTZeXrD5bIXUYdRJMTExmDFjBiIjI+Hv74+VK1diwIABOHv2LFxcXEocn5+fD1tbW7z//vtYvny5BBETEdFj5bpqOnPmTPj4+GDYsGFYtWoVnJycitXfunULEydOxIULF7Bhw4Zyd25sbAxvb2/ExcVh2LBhReVxcXEYOnRome02btyIwMBAbNy4EYMGDXpmP0qlEkpO36QqoFarERAQoHe7EYKIcUN9Sk1CqEyVMKunwPhu3ZAkl+t13oSEBC6LRERERERERFQOy5YtQ1BQEIKDgwEAERER2LFjB6KiohAeHl7ieDc3N3z66acAgDVr1hg0ViIiKq5ciQ0vLy+sWLECISEhcHd3h7e3N9zd3QEASUlJSExMhE6nQ1RUFNq0aaNXAKGhoRgzZgx8fHzg5+eHVatWITk5GZMnTwbwaLZFSkoK1q1bB+BRUmPs2LH49NNP0blz56LZHiYmJqhXr55efRNJxVIALOqbl1lvZ1cP5pdvGzAiIiIiqmy3jx7F+bVfYyq0KBQEXN20Ec2Hj4CRmZnUoREREdV5BQUFSExMxOzZs4uV9+3bF4cOHaq0frjvKxFR1Sj3OjcTJ06Ep6cnFi9ejL179+LIkSMAAFNTU/Tv3x9z5sxB586d9Q5gxIgRyMzMxIIFC5CamgpPT0/ExsbC1dUVwKP1C5OTk4uOX7lyJTQaDaZMmYIpU6YUlY8bNw7R0dF690/0PFQq1VPX3yxL4px3kJ2ZAxNzVan1Dx5oMG/pUth36aJ3PERERCS9vz/5GHcP7kVrH1cEdBoA9UM1Lh/9Hbu2bUXPteugatBA6hCJiIjqtIyMDGi12hJLodvb25dYMv15hIeHY/78+ZV2PiIiekSvBfz9/Pywfft26HQ6ZGRkAHi0T4ZMVq49yMsUEhKCkJCQUuv+nayIj49/rr6IKpMgCBVa+qn5a+NwNnwe7FxsSixHlZuTh4zb2fDt0QMyPZeiIiIiIundOnAAdw/uQfchHSCTPRrnTS1M4OXXDPUupODPuf9D1y8iJY6SiIiIAJT4TC6KYqXuXcl9X4mIqoZ+OxP/fzKZDHZ2dpUdC1GdYevtDdMWbfDH7rPw6twEJuYqiKKIzNR7OLbvIjr8L4xJDSIiouckiiI0Go3B+z3/1Zdo26lxUVLjSS7NnXD62wPISU2FysbG4LEpFIpKvVhDRERUU9nY2EAul5eYnZGenl5iFsfz4L6vRERVo0KJDSJ6PoIgoOOixbgcE4O9679B9r1M6DRaOHq1RcePl8PGy0vqEImIiGo8jUYjycae1hcuwLpX31LrBEGAVQMTxKxYAa0Ed2sGBgbCyMjI4P0SERFVN8bGxvD29kZcXByGDRtWVB4XF4ehQ4dKGBkREZUHExtEEhFkMjQbNQoNhw5Fr4AA6CBg3+eRFVraiohIH7r8hyhIOgrk3QXM7GDs3hEyI/7vodpLfeusYTvUalGYXwgjZekJhIK8AmhunEe+PMegYamcWhm0PyKSjqjTQVdYCJmxMWdpET1FaGgoxowZAx8fH/j5+WHVqlVITk7G5MmTATxaRiolJQXr1q0ranPixAkAwIMHD3Dnzh2cOHECxsbGaNWK4ywRkSExsUEkMUEQoOGHDSIykPxzcdBc3IEmrRxRz8UUd+9cQ9IvP8PI62Uom3SROjyiKjO8jy8UBlrmMWHnIVw9nYwW3k1K1Klz83E/Iwc9Xu4L65buBolHo9Xi+7g/DNIXEUkrJzkZZ1Z8hvRjx2BkbASdKMD95f+gxYRAyI2NpQ6PqNoZMWIEMjMzsWDBAqSmpsLT0xOxsbFwdXUFAKSmpiI5OblYm/bt2xd9nZiYiO+++w6urq64du2aIUMnIqrzmNggItKDtqAAydu3I1jQQaUTcWjyRDT/71g06t0bgkwmdXhET1Vw7RiUqfswYJw/FEaPLvC6egCtfd2x6/vtKDCtD2PHlhJHSVQ1FHI5jBSGSWxYNLLHxeNJsLK1hL2LbVF5gboAB346BplCgfouDgaLh4jqhqzLl3EgZBLa+rrCd4w/ZDIBBeoCnPtrD/YfOYzuq1ZDxqXoiEoICQlBSEhIqXXR0dElykRRrOKIiIioPJjYICIqJ41ajX0TA1FPkY///rcbzK1Mcf9ONs5Fr0By7Hb4LY3gpu+kF61OgwJNPnSi1iD9FZz+CT1f9ixKajxmrDRC5z4tsW/PNsC2sUFi0Wg10OoMv6kzkSG4DeyKpO9/x+nDF3Dq4HlYOzaAOleNzNT7cHC1hcJBCWU9c6nDJKJa5s+wD9CpZ3PYODUoKjNWGaNtl2ZI3HceSdt+RJNXh0sYIREREVHlYWKDiKicTn8aAcd6Ilp19Cgqq29XD359LfFn/Hlc3rQRzf/7moQRUk2z79xO7Du30yB9mYgippkqYFbPtNT6Bg5WyLt3GIs3z4RowOXxmnedaLC+iAzF1rMJ7l/wQNbpS2jS2gkyhRyiqIPKwhSpKffh884rUodIRNWYKIpQq9V6tXmYkgJd9l3YOJV+g4JHexcc2PQdnF4crHc8KpWK+3QQERFRtcPEBhFROWgLCnAzbgcGjOpUok4QBHh2dEf8pu+Y2KBqSwCeuVyaIAgQAHByPdU2hRot1PkF0GgNN6uu0YsBMPdwQ9LeY8i9lQGFiRK2nb3gNdoTWiMF8vILDBaLRqNFoUYLlcF6JKLnoVarERAQoFebRlotprjblllvZmmK9OvX9T4vACQkJMDExETvdkRUd4g6LQpunIB4+zQAAbKGHWDk1AqCwOWaiajqMLFBRFQOeXfuwMzKDPIy1kM3MVdBl6+GTqvlclRUbt1b9kWAR28o5FU/HIuiiILYeVDn5kNlqixRn333AZRmtpjb970qjwV4tBRVwvldBumLaNOOI9i044i0Qdx7CGyNf/SQyMSJbSTrm4iq1gNBQPa9B2XW5z1Qo0AQePcCEVU6bXY68uIj4NDQAm4tbSCKIq6e/wl3TmyGac+ZkJlaSR0iEdVSTGwQEZWDwtQU+bn5ZdbrdCK0Gi03ECe9yGUKGCuUBklsAABa9MWxPYfQdZBXsSUldFod/th9HkatBsNYUTLpURVkghxyGd+GUO1nKoqor9MhXxCQIQgAl3MhomdQqVRISEjQu93+sf/F/TtZsLKtV6Luwt/J6BwyDaNHjqxQPEREpRF1GuTFRyCgf3PYNvxnf5+GTRyQcvU2/oj/FKYD5nI5OyKqEryiQERUDqr69WHUwAb30rNQ367kh8XUq7dh17Ej37BRtWbcohfu/ZmK39YfRUvvRrCsb4b7GTk4m3gDcO4CpVtHqUMkqhIj+3XGiD6+UJQx664q5Gc9wJXvfoP6diasHayQ9zAfDx/kw3VYT9h4NTNYHMCjpahi4v4waJ9EVHGCIFRo6SefeQtwMHQ6fLs3h03DBhAEAVqNFpdO3sCdLKDnqFFQMElBVKtpdRoUaPKhE7UG6a/weiIcnS2KJTUea9jYHlYnU5F16zQU9s0NEo9Gq4FWpzFIX0QkPSY2iKjGEUURGo3h36y0mj4Thz+Yje6D2hbbgPn+nSwcP5KELlFzUFhYaPC4FAoFEypULoIgQNXxNWjup+DU5f3A+buAmR2Mug2H3MJO6vCIqoyRQg6V0hhGBkpsFOaq8denG9Gmozuc+7Qq+h+dm5OH/T/thbFCDvv2HgaJBQAK5VqDvXYiko61pye6fB6Fvz/5CKnbd8JIZQSlQoVGffqiZ/ibTGoQ1QH7zu3EvnM7DdbfMJkIvxe9y6xv7GGLyJ2R2G3gvTaad51o0P6ISBpMbBBRjaPRaLBmzRpJ+pZ39MOvP+yHqakMVg3MkZOVjxy1Flnde2Hz7t2SxBQYGAgjIyNJ+qaaSWHVEAqfUVKHQVRr3dh7DG7N7OHS3KlYuamFCboN9saezbtg164Fk9JEVOnqt2iBTp+tQK+uXWFcWIDY+J0ws7CQOiwiqqXEZ+zbI4oit/YhoirDxAYR1VjqW2cN36kcuO/vhb2/H4ZZWja6+LeFYF0P0GQAtzIMHo7KqZXB+yQioqdLPXwSvYeVvrSbqYUJLOqZIDs5DfVcHQ0cGRFVNalmFj+psLAQhYKAQgBaUZRkRvGTOLuYyHC6t+yLAI/eBtvDrzD5OK6e3wMHV9tS66+ev4Mu3aeim11Tg8Sj0WqQcH6XQfoiIukxsUF1WnX54PHk1wqFtH+WNe2Dx/A+vlDIDbu8hiiKGNG3EwBAaWwkyfdLo9Xie66XTkRULekKNFCaGJdZb2KqROHDPANGRESGIuXM4see/Hyxbt3/Y+/Ow6Iq+zeA3zMDDCCbgiIii/uGK7ig4i6GlUuamr6aiZZRmpK5pJVLr2aWWwa5vmaW4pJliQvuoFju+5oiigiCCij7zPP7wx+TCCggzJkzc3+ui+tizjbf4cDcnHnO8zxrJO/Zy97FRPqjUprBwkytt4YNc8+WuLvtDyTeSkIVN6d8625dvYuUNAWsXRrq7ZpZqVBBpeRHnUSmgn/tZNJ44VGQ3C48zFQqScYNtzDn2ycRERXOyskeDxJTULGKfaHr7yc8hFtVRz1XRUT69ODCDcmeO1fz76TBDy/d1PtNQE+r2LCGZM9NROVPoVTBqtN4REUsRGXneNSo6wQhBP65mIgHDwWsOo+X1Y2TRCQv/GSOCLzwyMMLDyIiopfn1rU1zu4+DL/XWhS4mI+7ngDzSg6wqlR4owcRGY/XW3eCmUq/E+YCT3oXv966IwBAbS5V72It/vhrv96fl4j0T2XrhAqvzUTK7XM4ce0sACWUNTrBuirnEyOi8sWGDaL/xwuP/Xp/XiICtEKDXM2LtytLQgjkaLIBAOYqC0ned7RCzy+aSI+qtKiPpLNXEbXtBBq3rgOHynbIzsrB9XOxuHbhDrw/GSZ1iUSkB2Yqpd6Gg3maJisLWf9cRG5GBrSVnWHrUVuCrJd2uF8i0i+FQgkLtyaAWxOpSyEiE8KGDaL/J9WFBwCYm0k99BMvPIikcvCi/ie302hzceDiLgBPJhjkOLREZUuhUKDh268j4fhFHN39FzLup0BppkLV1o3RamoALGyspS6RiIxUQvQe3Dt6AG61nWFnY4HEv/7CrfB0ePYdjgoublKXR0RERFRm+EkGERGRRGq1dZXkeXNycnDg4pPva7SuJqt5dYjkQqFQoKpPQ1T1aSh1KURkIu4di0LWtWN47e32UP3/HHT1AaQkpeLAphWoPfQjqB0qSVskERERURlhwwYREZGemZmZYcSIEZI9f0ZGBlavXg0AGDZsGKysrCSrBXjy8yAiKmshISGYN28e4uPj0ahRIyxcuBB+fn6FbhsfH4+PP/4Yx48fx9WrVzF27FgsXLhQvwWTUcnVaJCZnQ0zlVYvzye0Wtw9HIGeQ9roGjXy2DvZwat1DdyI3o2qXfvopZ5cTW6+uQSJiIiIyho/SSAiKqGs1MeIP3IWWQ9TYVWlElxae8HcylLqskhGFAqFpL0kcnP/HX7O3NycPTaIyOiEhYVh3LhxCAkJQbt27bB06VIEBATgwoULcHd3L7B9VlYWKleujKlTp2LBggUSVEzG5rcj+/DbkX16ez5nrRZBVe1gYWlR6HqPetUQGboTk04f01tNADCqcW29Ph8RSTOHH8B5/IhI/9iwQURUAjfCoxB34DhqNnCFo4M1HvxzHUe2RaFmn85wbddU6vKIiIgIwPz58xEYGIiRI0cCABYuXIidO3ciNDQUc+bMKbC9p6cnFi1aBABYtWqVXmslKgtmQqCCuujLe6VKyYt/IhMhxRx+AOfxIyL947sMEVExxR0+jYcnLyBgyL/jFrsBqN+iBvb9GgVLR3s41veUtEYiIiJTl52djePHj2Py5Mn5lvv7++Pw4cNl9jxZWVnIysrSPU5NTS2zYxsKbWYasq9FAimxgHkFqGq0hZlTTUnuwpWb4cOHl3pfIUS+3pXFoUxNxYPtW6HVCiiVBc9P0p37UFtYYMibg0pcj5mZGc85kUxINYcfwHn8iEj/2LBBRFQMQgjEhEeh8+stCoxbbKE2R8vOjXDyz4Ns2CAiIpJYUlISNBoNnJ2d8y13dnbG3bt3y+x55syZgxkzZpTZ8QxN9s1jyDm5HnWauKJqvYrIfJyOi6fW4LGoCKsOH0Ch4gdWhSmLebQyMjLQpUuXEu3jqtEg0E6Nq6duoF6LmvnWaXI1OBN5EekZmfj5559LXM/evXtfaj4uzqVFVP6knsMP4Dx+RKR//CsnIiqGrIdpMDdTwtq28H/OKlV1wOO7JyGE4B1tREREBuDZPC7rjJ4yZQqCg4N1j1NTU+Hm5lZmx5dS7oM4aM9uRM//tIHa6t85G6rXccHpQ1dx8/g6WLYaJmGFhqss5tEqaW8NAMhRKABLC9y+cgcPE1NQu6knLCuokRz/ABf/vobqdVxw617pehVxPi4iwyf1HH4A5/EjIv1jwwYRyVZOrgaZWdnI1ahevPFLyszMBoR44XYZmdlQFNL9v6zl5mqQk6sBpyyn0hBaLaprNKggBJJPn4Zr69ZskCOjl6uRZjJJIQSysnMAAGoLc0n+1qR67VJxcnKCSqUq0DsjMTGxQC+Ol6FWq6FWq8vseM+j0eYiOzdLb5Oi5l7YBu92NfM1auRp7Fsb11dGIiv9IRQW+rkbN1eTC4225B/2y5WlpSUiIyNLtI/QarG3Xx+0fa2JrjEjOysbdo62aB3QHPfuPETjAYMQOWZsqeohIiIiMjRs2CAi2Vq/8wjW7zyinycTAhMVWmRlZBd6kZ+SnIZHjzPQK3ihfur5f6NGNdbr85H83Tl4ECdmz8Jot0pwdLLFjUVzcDYtBz6z/ovKzZtLXR5RudkQ8bckz5uTq9Fl1aAebWBuVv6N8abOwsIC3t7eiIiIQN++fXXLIyIi0Lt3bwkrK70DF3fpJmTVhzHQwLXXK4WuUyoVsHexxpItkxGr0u/vc932o/T6fFJRKBSlGsKl8ZiPcHjZEvi92gTV67jolifduY8r5+LRZfJ8yYeGISIiIiorbNggIioGNQCFEDi+5wx8X/XOd8etJleDYxGnodJoAT1f4BOVROLx4zg9ewa6vNY037BqaQ8e4+Ckj9H2u1BUrFdPwgqJyodltYaSPK/qzh1UOH8SH0CDbIUCqgcaaBrWBzg0Q7kLDg7G0KFD4ePjA19fXyxbtgyxsbEYPXo0gCfDSMXFxWHNmjW6fU6dOgUAePToEe7du4dTp07BwsICDRtK8/sjJQFAaAWgLHy9ViPw4n6spG8er74GbXYOdoUsQeVqDrCyMkPyvUfINbOG39IVsKpcWeoSiYiIiMoMGzaIJKbNzUV2ygMozMygtq8odTmyMqhHm9LtKARyNdoS7WJ+PwXm567AsoIlIn6JRJ1mNWBbsQIe3kvFlZPX4dnQDQ/vpaJ/Z29AWcSnAEUwUykBDgNEJSCEQGZmZon3OzN/Htp0bVBgrhjbihXg3b42zn63EC3nzS/xcS0tLTmUFRkkKSfSPP/dIiSf/gteLdzh9HpDZDzOxLVzdxC/eyf8lq+C2sFBkrpMZSLNgQMHIjk5GTNnzkR8fDy8vLwQHh4ODw8PAEB8fDxiY2Pz7dP8qV5rx48fxy+//AIPDw/ExMTos/RCdWzgj3b1OkOp0M8NFNqTG3HzcjxqNqoOjUaLzMeZMLcwg4WlBTS5GqQkpGNYnzlQmBXsxVou9QgNDl3ep5fnkrsaffvC47XXkHjsGLJTU+FeowYc6taVuiwiIiKiMmcaVzZEBkir0SD+wDYkn/kbarU5tBoNhLkVXDq9hor1OLxQcdi6l+7nlJOTg9WrV5doH7fcXHg52aBFZy+kJKfhxvlbSIi9hwp21uj4RhtUsLPG5WP/4Nc9R6EtYcPG8OHDObEalUhmZib8/PxKtI9aCIxRK1HRv1ah653dnbBn63YEt29f4oa2yMhIDm1BBkmqiTTjDx/Gg8g96Ny7OZT/nwk29hXQrF0dOFy6g9NfzkC7RUv0XpepCQoKQlBQUKHrCvs/QBRjLi2pqJRmOHK1ZHMuvAwLMyvkRJ5A8p1kJNy8B2s7a2RlZMHSWg1hZoZ4G2fEXj+st3qAJz8DKh6luTmq+vpKXQYRmRBNVhZit21Df+WTHn1xe/agZo8eUPI6l4jKEf87JJKA0GpxbV0okJoASwvA2c0BOVk5SIhNwp0d65GbmYHKTVtJXabBetk7cDMyMkrcsJGsVOJRSjo0uRrYO9qiWYf8w1JkPs6CRqOFVlnyOymHDRv2Uh8Km8rdt3lCQkIwb948xMfHo1GjRli4cOFzP+Q/cOAAgoODcf78eVSrVg0TJ07UDUViSswBmFkUfWGhUCigNFdBmS1Qsv5MRPSsq6tXonHrGrpGjad51HPBxfV/IyMpCVZOThJUR3JUq62rfp8wNxdIOA4rG0sEDO8M1f/PDXP/7kMc2HoMll3boJarnmsiIiKDlPLPP4j64H1UrW6PEb1bQmgFYjf/DzuXhaLDD8tRoVo1qUskIiNlEJ+G8UMqklquRoPM7GyYqfTzcV7K5XPISriFpn4N4Nmwum4Il9ycXBwJP4k7Eb+iQh0vKPX0gXWuJhe5Go1enqssvOwduGZmZoiMLPldj7tf74krJ26gQavaBdadi74M21q1Ebl6TSF7Ph+H8Sm+sLAwjBs3DiEhIWjXrh2WLl2KgIAAXLhwAe7u7gW2v3HjBnr27IlRo0Zh7dq1OHToEIKCglC5cmX069dPgldQNiwtLUv8O6zNzcXeN3ojJzsX5hYF31syHmXCvpITDmzaUqp6iOhfqTduwLFt4cMlKhQKVKpsg9R//mHDBr3Qy97MUdqhC2N//x1ZNSvDyzf/vEuVqjqg25ttELn3BNp9PKHE/7+Uxf88pnZDBxGRIdNkZyPqwyD4dq6DSlUddMud3Z2QEJuEyA9Go8fm36Ao4agGRETFIfl/hfyQigzBb0f24bcj+hu3d4Q2Fy0bVkeNRm75lpuZm8H3NW9sXRaBr+ZPw2U9X7iNalzwA3tjpFAoStVDovXX3yLq/VHIeJyJ+j61YG1rhdT7j3D+yBXE30xCtw2bORxPOZs/fz4CAwMxcuRIAMDChQuxc+dOhIaGYs6cOQW2/+GHH+Du7o6FCxcCABo0aIBjx47hm2++kXVmlPZ32PP13rh4/DCa+Ob/WxdC4Ozf11FnyFD+DhM9pbQfCudmZSE3Oxfm6sIb4dMfpCJXqURGRkaJjsuGcNPzsjdzZGRkoEuXLiXe712FFkOGdix0nW1FG+RkpGJg585IKuEHVRy6kIjIcJXm/55b27ejajXbfI0aeZzdnWB7KQGxBw6gSpuSzY/J/3mIqDgkb9jgh1RkipzMlKjd1LPQdSqVEu71qsHtZAwu67cseoEqLVqg3fdL8ffkiYi9HAkhBBRKJcwrOaHr2nWwK6QxlspOdnY2jh8/jsmTJ+db7u/vj8OHCx/nOzo6Gv7+/vmW9ejRAytXrkROTo7JzW3ScPT7iPrgDI7sPo96jV1hU9EGKUmpuHT6NlTV66D2oLekLpHIoJRmPhsAGC9ycf1cLOp5F5zTJisjG/cTH+Ldd99FgqpkwxfyQ2HSF7UQqGBvXeR6+0o2qJD0CEl6rImIiMpXaf7v6asQGNnLu8j1bu4OCPnkY+wGG8KJqOxJ2rChrw+psrKykJWVpXucmppaBtWTMRk+fHip9svJycHPP/9c4v00ACyt1UWut6ygRk4p6hkyZIjJfVCrb84+Pnh9916kxsQgMykJ1i4usOEY03qRlJQEjUYDZ2fnfMudnZ1x9+7dQve5e/duodvn5uYiKSkJLi4uBfYx5sxQWVjA74dliNu7F2fCfkHGvZuo4OKCWh9MhEv79rwriqiMaABcOx2Dis4OqFLdUbc8OysHUVuPwsqhAizuPZKuQDIZpRm6EACiRryN1PuPYFfJptD1mmwg9JdfYOvpWeJ6iIjIeAgAWq0ocr1Wq4VGCICXGURUDiRt2NDXh1Rz5szBjBkzyq5wMhplMW5xYGBgifc7MWUSEm8nwaN+9ULXx9+4hzGhofiiceMSHZfjFuuPnacn7Ep4MU9l49nfcSHEc3/vC9u+sOV5jD0zlCoV3Lp3h1v37lKXQmTwSvuhcHTQe6hTTYUzkRehUCrgVK0iMh9n4d7tZDRoXQdXzsVj1datsCzhHBv8UJhKqrRDF9YZMgwXN6xE664NC6y7n/AQWnNrVGnQoCxKJCIiA1Ga/3viDx7EzZ9/gItnlULX37xxH+NCl2JmKT7bICJ6EYP4BLO8P6SaMmUKgoODdY9TU1Ph5uZW6LZkWl523GIAsLCwKPE+zYMnIDJwGFxrucDMPP8wFMnxD5ClUMOjbVvePU30FCcnJ6hUqgIN34mJiQUavPNUrVq10O3NzMzg6OhY6D7MDCLKU9oPheuPGIUrC+eg66B2SE1OQ0pyGizU5mjZvSlu/5MA29p1UZHvK2TA3AMCELvtD5w4eBkNfTxhaa2GVisQfz0Bp/6KQdvvQqQukYiIylhp/u/x7NYNV0K/x50biahWI3/jxs3Ld5BrYYtqLVvysw0iKhclG+SujOnrQyq1Wg07O7t8X0RSsq9VC3VHvY/dG47gzo0EaLUC2ZnZuHjsHxzefRF+3//A4Cd6hoWFBby9vREREZFveUREBNq2bVvoPr6+vgW237VrF3x8fIps1GRmENHLqubnB4dWHbB/6ylkZ+XCrW412DvZ4fyxGzh/NgE+M76UukSi51KqVGj/3few9nsNe/88h/Cfo/HnmkO4lV0RfstXoWK9elKXSERUZkJCQlCjRg1YWlrC29v7hb0WDhw4AG9vb1haWqJmzZr44Ycf9FSp4VGqVOiwdDnOnU9G1I5ziLlwCzfOx+LAn2fwz61stF8Sys82iKjcSNpj4+kPqfr27atbHhERgd69exe6j6+vL/744498y170IRWRIao75D9wbNoMV39chZMbjkFlYYHqPV5B9xmDYVmpktTlERmk4OBgDB06FD4+PvD19cWyZcsQGxuL0aNHA3jS2yIuLg5r1qwBAIwePRpLlixBcHAwRo0ahejoaKxcuRLr1q2T8mUQkQloNmky7h7phEtr/ofUg0dhXqECPPr0Q7c33oB5hQpSl0f0QkozM9QfPhz1hw+HNicHCjMzfjhFREYnLCwM48aNQ0hICNq1a4elS5ciICAAFy5cgLu7e4Htb9y4gZ49e2LUqFFYu3YtDh06hKCgIFSuXBn9+vWT4BVIz9rZGd03bMa948eRcPgQoFTCa2gnOJZw+CkiopJSiLxxnCQSFhaGoUOH4ocfftB9SLV8+XKcP38eHh4eBT6kunHjBry8vPDee+/pPqQaPXo01q1bV+wQSU1Nhb29PVJSUngnLhHRMwz9PTIkJARff/014uPj4eXlhQULFqBDhw4AgOHDhyMmJgb79+/XbX/gwAGMHz8e58+fR7Vq1TBp0iRdQ0hxGPrPg4hISnyP/Bd/FkRERTPU98jWrVujRYsWCA0N1S1r0KAB+vTpgzlz5hTYftKkSdi6dSsuXryoWzZ69GicPn0a0dHRxXpOQ/1ZEBEZgpK8R0o+x8bAgQORnJyMmTNn6j6kCg8Ph4eHBwAgPj4esbGxuu1r1KiB8PBwjB8/Ht9//z2qVauGxYsXm2zLOBGRqQkKCkJQUFCh61avXl1gWceOHXHixIlyroqIiIiIiOQkOzsbx48fx+TJk/Mt9/f3x+HDhwvdJzo6Gv7+/vmW9ejRAytXrkROTk6hI4lkZWUhKytL9zg1NbUMqiciIskbNgD9f0iV10mFYUJEVFDee6PEHfoMBjODiKhozIx/MS+IiIpmiHmRlJQEjUZTYI5XZ2fnAnO75rl7926h2+fm5iIpKQkuLi4F9pkzZw5mzJhRYDnzgoiooJLkhUE0bOhbWloaAMDNzU3iSoiIDFdaWhrs7e2lLkNyzAwiohdjZjAviIiKwxDz4tn5g4QQz51TqLDtC1ueZ8qUKQgODtY9jouLQ8OGDZkXRETPUZy8MMmGjWrVquHWrVuwtbWVxQR40dHR8PX1Lda2qampcHNzw61btzhWo0Se/SfoRf8UATxvhsbUz5kQAmlpaahWrZrUpRgEOWUG80JemBfyV5xzBhj3eWNm/EtOeQEwM+SmpJnBc2ZYmBeGmRdOTk5QqVQFemckJiYW6JWRp2rVqoVub2ZmBkdHx0L3UavVUKvVusc2NjbMCyo3vMaQN+ZFyfLCJBs2lEolqlevLnUZxXLq1CkEBATgs88+K7TrYlHs7OyM7hdbDrRaLZRKJR49egSNRgO1Wg1LS8ti78/zJq379+8jNzcX9+/fR/369Yu1j7GeM0O7i0pKcskM5oW8MC/krTR5ARjveWNmPCGXvACYGXLzMpnBcyYt5kV+hpYXFhYW8Pb2RkREBPr27atbHhERgd69exe6j6+vL/744498y3bt2gUfH59C59coDPOCyguvMeSLeZFfcfNCWc510Etq2LAhQkJCMHfu3BKFCOlfXoCcPXsW3bp1g7+/Pxo2bIjJkyfj9OnTUpdHL3D27Fl06dIFr732Gtq0aYOBAwfiwIEDUpdFVGzMC/lgXsgb84KMATNDPpgZ8sW8kIfg4GCsWLECq1atwsWLFzF+/HjExsZi9OjRAJ4MIzVs2DDd9qNHj8bNmzcRHByMixcvYtWqVVi5ciUmTJgg1UsoV8wL+WBeyBfzovRMsseGnFhYWCAwMBBKpVI3wfoXX3whcVVUGKVSiX/++QfdunXD4MGDMWDAAOzfvx+rV6/G9u3b8cMPPxS7+ybp140bN9CzZ08MHz4cffr0gUajwauvvopTp07hk08+wciRI6UukeiFmBfywbyQL+YFGQtmhnwwM+SJeSEfAwcORHJyMmbOnIn4+Hh4eXkhPDwcHh4eAID4+HjExsbqtq9RowbCw8Mxfvx4fP/996hWrRoWL16Mfv36SfUSyhXzQj6YF/LEvHhJgmQhMzNTLF26VKhUKjF9+vTnbvfFF1+IzMxMPVZHWq1WCCHEZ599JgYMGJBv3ZgxY4RCoRB169YVUVFRhe7P8yatJUuWiG7dugmNRiNycnKEEEIsW7ZMWFpaig4dOohffvmlwD48Z2SomBeGjXkhb6XJCyF43shwMTMM28tkBs+ZtJgXZGyYF4aN1xjyxbx4OeyxYaDEM5PFqNVqjBgxAlqtFh9++CGAwlvJ1Wo1pk+frq8y6f/lnavk5GRkZ2dDq9UiNzcXFhYWaNGiBV5//XUIIbBkyRI0bNgQFStWzLc/z5u0bty4gczMTCiVSmg0GgCAtbU1/P39ce/ePaxatQoDBgyASqXS7cNzRoaCeSEvzAt5K01eADxvZDiYGfLyMpnBcyYt5gXJHfNCXniNIV/Mi5fDOTYMUF6AHD58GKGhofj0009x+vRpPHr0CKNHj8Z3332HWbNmcXxDA+Tk5IS///4bly5dgkajwe3btzFp0iS8/vrrGDRoEPbs2YOUlBSpy6RndOrUCdHR0di0aRMA4MqVK3jvvfcwcOBAbNiwAQcOHMDOnTslrpKoIOaFfDEv5Il5QXLGzJAvZob8MC9IzpgX8sW8kB/mxUuSpqMIvcimTZuEjY2N6Nq1q3B3dxeenp7iww8/FLdu3RJCCBEaGiosLS3FxIkTJa7UNGk0mnyPc3Nzdd936dJFODg4iJYtW4oKFSqId999V7eucuXKIiwsTG91UvGkpaWJKVOmCIVCIRo0aCCsra3Fhx9+KIR4cq7r1KkjVq9eLXGVRIVjXhg25oVxYV6Q3DEzDBszw3gwL0jumBeGjXlhPJgXL4cNGwbo8uXLwsPDQ6xYsUI3vtq8efNEx44dxbhx40RqaqrIzs4WixYtEk5OTuLevXsSV2xa8gLkzp074ujRo7rl2dnZuu9/+OEHsXTpUrFx40bdsgsXLogGDRrk24f0LyYmRpw5c6bAco1GI6Kjo8XGjRvFrl27dMsTEhKEj4+P+PPPP/VZJlGxMC8MG/NC3pgXZGyYGYaNmSFfzAsyNswLw8a8kC/mRdljw4YB0Gq1uol+hBDi2LFjwtXVtcAv+1dffSU8PT3FtWvXhBBCZGVliQcPHuizVJOXd54uXrwoKlasKHr06CGOHDmiW/90kDwtNzdXTJs2TTRs2FDEx8frpVYq6NKlS0KlUokqVaqIEydO5Fv39N9gnpycHDFp0iTh6ekpbt++ra8yiYrEvJAP5oW8MS/IGDAz5IOZIV/MCzIGzAv5YF7IF/OifHCODQOgUCigUCiwY8cO7NmzB48fP4ZCoUBGRgYAIDs7GwAwadIkPH78GL/99hsAwMLCAg4ODhJVbZoUCgUSExPx3nvvoUWLFoiJicHcuXPx119/AQDMzc2h1Wrz7XPy5EmMGTMGixcvxtq1a1G1alUpSjd5ycnJGD9+PPr374/GjRujV69eOHHihG790xOjAcChQ4cwduxYLFu2DL/++itcXV31XTJRAcwL+WBeyBfzgowFM0M+mBnyxLwgY8G8kA/mhTwxL8oPGzYMxN9//42ePXviwYMHaN++PZydnREcHIysrCxYWFgAANLS0lCzZk1Ur15d4mpN2+3bt1GtWjXMmzcPv/zyC86dO4evv/5aFyRKpRJCCN32Wq0Wrq6uiI6ORvPmzaUq2+TdunULNWvWxIgRI/DHH3/Ay8sLvXv3zhcmT6tZsyZq1KiBI0eO8LyRQWFeyAfzQp6YF2RMmBnywcyQH+YFGRPmhXwwL+SHeVF+FOLp33aSxLlz53Dnzh0cPXoUU6dOBQBcu3YNPXr0QJUqVfDll1+iQoUK2LZtG3744Qf89ddfqFmzpsRVm67Hjx/jn3/+QZMmTQAAx44dw+DBg+Hl5YWJEyeiTZs2AIDc3FyYmZkBAHJycmBubi5ZzQQIIXD69Gk0a9YMwJPz2K9fP5w/fx6///47WrRoAeBJ6GdlZcHKygoajQYqlUrCqonyY17IC/NCnpgXZCyYGfLCzJAf5gUZC+aFvDAv5Id5UX7YsCERrVYLpVKJ5ORk1K1bFw8ePMCYMWOwaNEi3TbXr1/H0KFDERcXByEEbGxs8NNPP+l+4Ul6eeFw/PhxvPXWW2jcuDEmTpyIli1b4r///S9q1aqFwYMHS12myRNC5Oval/f3l56ejjfeeEMXJk2bNsXs2bNRqVIlvP/++7ouuURSYl4YB+aFPDAvSO6YGcaBmWH4mBckd8wL48C8MHzMi/LFhg09efoX19raGgBw+fJl1K1bFzt37kRwcDCcnJywZ88e3Zh4SuWTkcLOnz8PhUKBypUro3LlylK+DCpEXivqiRMnMGjQIDRp0gQ5OTmIiIjA0aNH0ahRI6lLpELkhUtGRgb69u2Ly5cvo0WLFtiyZQvOnTuHhg0bSl0imSjmhfFiXsgT84IMGTPDeDEz5Id5QYaMeWG8mBfyw7woO2zY0KPY2Fh8/vnn+Pjjj3H16lX0798f58+fR926dbF3714MHjwYnTt3xoYNGwCwq5ihyguNvKAXQkAIAaVSib/++gu+vr5wcHDA3r17dd3MSHrPnrenPXz4EDVr1oRSqcTu3bt53khyzAvjwLyQJ+YFyQ0zwzgwM+SHeUFyw7wwDswL+WFelB9OHq5H169fx6lTpzB69GgMGTIEa9asQYMGDaBSqdCtWzf88ssv2Lt3LwYOHAgAMDc3B9udpPHszz3vcW5uLlQqFeLi4rBo0SKkpaVBoVBAqVQiMzMTa9euhZ2dHaKiovhmJIGnz9vT3+edt5iYGMyZMwdpaWn51k2ZMgWPHz/GgQMHeN7IIDAv5IN5IU/MCzImzAz5YGbID/OCjAnzQj6YF/LDvJAGGzb0qFOnThg6dCiio6PRqFEjNGjQQLdOoVCgW7duWLduHQ4ePIiAgADdctIfrVYL4N+fe96bkUKhgFarhZmZGWJiYtC8eXMkJCTA1tZWt29CQgJ27tyJnTt3stuYRPLOW05Oju5cajQa3Xlr06YNbty4ke+83bp1C/fv38ehQ4fYRZMMBvPC8DEv5I15QcaEmWH4mBnyxbwgY8K8MHzMC/liXkiDQ1HpSW5uLszMzLB8+XLdm02VKlUwduxYdOzYUbedEALh4eEYO3YsDh48CFdXVwmrNi15XcJu3bqFP/74A+Hh4dBoNHB3d8dnn32GatWqITMzE1WqVMHgwYOxdOnSAiH/9HiVpF83b97ETz/9hN27d+POnTto2rQpRo0aBX9/f6SlpcHPzw/e3t5YsWIFzxsZNOaF4WNeyBvzgowJM8PwMTPki3lBxoR5YfiYF/LFvJAOGzbKWd6EMGlpafla5bZv345Zs2bBxcUF48aNg5+fHwDgr7/+QuvWrfmLrWd5AXLu3DkMHjwYrq6usLa2hlarRVRUFOzt7bFgwQJ07doVu3fvxmuvvVZgXDySztmzZ/Hmm2+icePGqFy5MtRqNfbs2YPz588jNDQU77zzDqKiotChQweoVCqpyyUqFPNCHpgX8sa8IGPBzJAHZoZ8MS/IWDAv5IF5IV/MC4kJKnd//vmn6Ny5s3jttdfE559/LrKzs4UQQoSHh4u2bduKfv36ifXr14sZM2YIhUIhEhISJK7YtGg0GiGEEKdOnRI2NjZi0qRJ4s6dO7r1Fy5cEG3atBGurq4iKioq3z4kvZMnT4oKFSqIiRMnivv37+uWnz59WgQGBgqFQiHWr18vYYVExce8MGzMC3ljXpCxYWYYNmaGfDEvyNgwLwwb80K+mBfSY8NGOYuOjhbm5uZiwoQJol+/fsLHx0f07NlTZGVlCSGE2Llzp+jRo4do0KCBqFWrljh69KjEFZumc+fOiQoVKojPPvus0PW3b98WTZo0Ea1bt9ZzZfQ8V65cEUqlUsybN08IUTDcr127Jvr16yecnZ3FhQsXpCiRqNiYF/LAvJAn5gUZG2aGPDAz5Id5QcaGeSEPzAv5YV4YBvZbKkfnz5/HlStXMGfOHMybNw8///wzJk6ciLt376JXr17IysqCv78/QkND8dtvvyEqKgo+Pj5Sl21yhBBYsmQJ0tPTMWTIkEK3qVatGj755BOcPHkShw4d0nOFVJjc3Fz8/vvvEEKgatWqAAClUqmbpAkAatWqhWHDhiE1NRVxcXFSlUr0QswLeWBeyBPzgowNM0MemBnyw7wgY8O8kAfmhfwwLwwHGzbKSWxsLN5++22MGzcO5ubmAAC1Wo1evXphypQpSExMxBtvvIGsrCzUqFEDdevW1f0xUPl7+s1GoVBg3rx5eOWVV9CtWzccP34837bi/8ek7NixI3JycpCSkqLvcqkQZmZm6Nu3L6ZNm4agoCAsW7YMwJMwEULoznGvXr1gZmaGf/75R8pyiYrEvDBszAv5Y16QMWFmGDZmhrwxL8iYMC8MG/NC3pgXhoMNG+XEwcEBgwYNQqVKlbB9+3bd8rwgmTZtGi5evIj//Oc/ElZpupRKJa5cuYJly5ZBCAEbGxts3rwZDRs2RJ8+fXDixAndtgqFAkIInDlzBo0aNULTpk0lrJyuX7+Ot99+G8CTFvCRI0dizJgxmDBhApYvXw7gyTnLs3//fri7u6N9+/aS1Ev0IswLw8a8kC/mBRkjZoZhY2bIE/OCjBHzwrAxL+SJeWF4zKQuwFjktaDmsbOzw3vvvQdra2ssWrQII0eOxIoVKwAAFhYWeO2112BmZobGjRtLVbJJ0mq1UCqftOft2bMHH3zwAbKzs/HBBx/AysoKW7ZsQd++fdG7d2/8/vvvaNGiBYAnb0wRERGoXbs2bG1tpXwJJu/ChQvYtGkTMjIysGHDBri7u+O9994DAHz88ccQQuDdd9/Vnec///wT7u7ucHFxkbJsIh3mhTwwL+SPeUHGgJkhD8wMeWNekDFgXsgD80LemBcGqPyn8TB+Wq1WCCFEVFSUmDt3rpg0aZKIiIgQQgiRmZkplixZIho3biwCAwOlLJP+3+XLl8XevXuFEEJ8/fXXQqlUikWLFunOY3p6uvD39xfVq1cXx48fF0II8dlnnwknJydx/vx5yeo2dZcuXRKLFy8WQgixefNm4e7uLvr27atbf/PmTfHpp58KW1tbsXTpUiHEk/NWsWJFce7cOUlqJnoW80JemBfyxLwgY8HMkBdmhvwwL8hYMC/khXkhP8wLw8WGjTKyadMmYWNjIzp06CBat24tFAqFGD9+vEhISBAZGRniu+++E97e3mLAgAFSl2ryhgwZItzd3UVubq4QQohvvvmmQJA8fvxY+Pv7i1q1aol33nlHWFtb6wKF9E+j0Yjp06cLV1dXcffuXZGRkSE2bNggPDw8Cg2TSpUqCT8/P2FlZSWOHTsmYeVEBTEv5IN5IT/MCzI2zAz5YGbIC/OCjA3zQj6YF/LCvDBsbNgoobw3maddvXpVuLu7i+XLl+vWr1u3Tjg6OopPPvlECCHEw4cPxdy5c4Wfn5+4c+eOXmum/LZu3Srq1q0rduzYoVtWWJCkp6eLLl26CIVCIU6cOCFVufT/9u/fL+zs7MSmTZuEEEI8evRIbNy4sdAw+fjjj0X16tV53khSzAv5Y17IE/OC5IiZIX/MDPlhXpAcMS/kj3khP8wLw8WGjRLQaDRCCCESExPF0aNHda2lZ8+eFTVr1hSnTp3KFzI///yzUCqVIjIyUgghRFpamrh//77+C6d8MjIyRKNGjcRbb72Vb/nTQZLn0aNHIi4uTt8lUhHefvtt0axZM5GcnCyEeBL0hYVJTEyMuHfvnlRlEjEvjATzQr6YFyQnzAzjwMyQJ+YFyQnzwjgwL+SJeWGY2LBRTHkBcv78edGuXTvxyiuviDfeeEPk5uaKY8eOCQsLC3HkyBEhxJMxDPN4eXmJb775RpKaTd3TgZ53/vK6+m3atElUq1ZN7NmzJ98+33zzjVCr1eKrr77SX6H0XBqNRncut2zZImrVqpXvvGVkZIiNGzeK2rVri65du0pVJpEO80J+mBfGgXlBcsTMkB9mhvwxL0iOmBfyw7yQP+aF4VNKPXm5HAghoFQqcf78ebRr1w4dO3bE0qVLsXHjRqhUKnh7e6N3794YMWIErl+/DrVaDQDIzs6GWq2GnZ2dxK/A9AghoFAokJiYiPv370OpfPKrrlKpAACNGzdGxYoVERUVBQDQaDQAgI8//hjTpk3D119/jQcPHkhTPCEhIQHnz58HACiVSigUCgBAnz59ULFiRSxYsEC3raWlJV577TVMnz4d9+7dw+3btyWpmQhgXsgR80LemBckZ8wM+WFmyBfzguSMeSE/zAv5Yl7IjHRtKvKSnJws2rdvL8aMGZNveV6ra1RUlHjllVdE/fr1xZ49e8SBAwfEtGnThJOTk/jnn3+kKNnkJSQkiFatWgl3d3fx888/i/Pnz+dbP3v2bGFvby9iYmIK7JvXtYz0LzU1VXh6eoqaNWuKoKAgceXKFZGenq5bv2XLFuHp6Sl2794thPj3LoiMjAyRmpoqSc1ET2NeyA/zQp6YF2QMmBnyw8yQH+YFGQPmhfwwL+SHeSE/bNgopvPnz4tatWqJ/fv364LjWX/99ZcYMmSIsLS0FHXq1BGNGjXiZDESW7dunRg5cqSoVKmSqFevnpg8ebK4ePGi0Gg0IikpSTRt2lTXLTOvSyBJb8+ePWLBggWiWrVqol69eqJPnz7i9OnTIj09XaSkpOjOpRBPgqSwCdSIpMK8kCfmhTwxL0jumBnyxMyQH+YFyR3zQp6YF/LDvJAXhRBCSN1rRA5++eUXvP3228jOzoZCoYBWq9V1JdNoNFCpVEhPT0dsbCycnJyQnp4Oa2trODk5SVy56cg7J1qtFtnZ2bC0tNSti46ORmRkJL7++mu4urqifv36mDt3LsaMGYO0tDTs379fusIJAJCTkwOFQoHHjx/D3t4eAJCWlobQ0FBs374dhw8fRkBAAN59913cvHkTn376KY4cOYJ69epJXDlRfswLw8e8kDfmBRkTZobhY2bIF/OCjAnzwvAxL+SLeSFjUresyMWhQ4eEpaWl2LRpU5HbLF68WHTv3j3fRE2kH3l3LFy+fFmMGTNG+Pr6Ch8fH9GzZ08RHR2tOyd37twR8+bNE97e3sLd3V20b99eKBQKsWrVKinLN3kXL14UQ4YMEd7e3sLR0VH4+vqKZcuW5dvmxx9/FP/5z3+Eubm5qFu3rlAoFGLx4sVsHSeDw7wwbMwLeWNekLFhZhg2ZoZ8MS/I2DAvDBvzQr6YF/LGycOLycPDA3Z2dlizZg1u3rypWy6e6vBy8+ZNeHt7w8LCQooSTVZeq/iZM2fQtm1bJCUloUOHDmjdujWuXbuGHj164LvvvsO9e/fg4uKCjz/+GMeOHcOUKVNQq1YtVKlSBX5+flK/DJN19uxZ+Pr6wsrKCsOGDcPEiRNhZWWF9957D+PGjUNKSgoAYNiwYVixYgVOnDiBNm3aoEWLFnjllVd0EzkRGQrmheFiXsgb84KMETPDcDEz5It5QcaIeWG4mBfyxbwwAtK2q8jL5s2bhVqtFkOHDs036c/jx4/FlClThIeHh7h8+bKEFZqu27dvi1q1aunGucuTmpoq+vbtK9RqtVixYoXQarUiOztbtz47O1ukpKTou1z6f/Hx8cLLy0tMmjQp3/Lbt2+LWbNmCTMzMzFjxgzd8rwxJzMyMkRaWppeayUqCeaF4WJeyBPzgowZM8NwMTPkh3lBxox5YbiYF/LDvDAObNgoAY1GI3744QdhZmYm6tWrJ9555x3x/vvvi169eokqVapwUiYJ5HX7Wr9+vfDz8xNJSUm65U9PqBUQECA8PT1Fenp6vv1IWnv27BFNmzYV//zzjxBC5DtnycnJ4uOPPxZmZmbi0KFDUpVIVCrMC8PDvJA35gUZM2aG4WFmyBfzgowZ88LwMC/ki3lhHDgUVQkolUq89957OHToEBo3boxTp07h7NmzaNCgAaKiotC8eXOpSzQ5ed2+zp49i6SkJNja2uqW503aBABTpkzBnTt3sGvXrnz7kbROnDiBxMRE1KxZE0D+81KpUiUMGDAAFhYWiImJkahCotJhXhge5oW8MS/ImDEzDA8zQ76YF2TMmBeGh3khX8wL42AmdQFy1KpVK4SFhUGpZLuQFIQQBULAysoK9+7dQ3p6OiwsLHRjHOadIy8vLyiVSty/f1+KkqkIderUwb1793DgwAF07NhRd17zznGrVq1QqVIlXLt2TeJKiUqHeSEt5oXxYF6QKWBmSIuZYRyYF2QKmBfSYl4YB+aFceC7YCk9/SYmnpqsicqXVquFQqFAcnIyzp8/jwMHDgAAOnfuDKVSialTpyI7OxtKpRI5OTkAAI1Gg/v378PLywsNGjSQsnyTd+/ePURFRSE6OhoZGRlwc3ODra0t1q5di1u3buXbVqvVIi4uDlWqVIGPj49EFRO9POaFNJgX8sa8IFPFzJAGM0O+mBdkqpgX0mBeyBfzwjixx0YpPR0i7EKmH3kt3hcuXMBHH30Ea2treHl5oV27dmjevDm6dOmCLVu2wMnJCdOnT4e5uTkAQKVS4X//+x/S09Ph6ekp7YswYefPn8fIkSNhbW2Nli1bonHjxmjRogUmTJiAadOmwcHBAaNGjULdunWhUCigUCiwdOlSpKWloUmTJlKXT1RqzAv9Y17IG/OCTBkzQ/+YGfLFvCBTxrzQP+aFfDEvjJdCsGmXZCCvK9j58+fh5+eH999/HwMHDsz3BvPgwQMMGjQIJ06cgJeXF8aMGYOEhARcuHABa9aswf79+znmpEQuXLgAPz8/BAUF4d1334Wbm1u+9VOmTMHcuXPRsmVL9OnTB0qlEteuXcPGjRuxb98+njciKjbmhbwxL4hIn5gZ8sW8ICJ9Yl7IF/PCuLFhg2QjKSkJAQEBaN26NZYsWaJbrtVqIYSASqVCSkoKvvvuO/z222+4fv06nJ2d4eXlhS+++AJeXl4SVm+6Hjx4gD59+qBevXpYtmyZbnne3Q55fvzxR4SFheHo0aPw8PCAl5cXJk6ciIYNG0pRNhHJGPNCnpgXRCQFZob8MC+ISArMC/lhXhg/NmyQbBw7dgwjR47E0qVL0bp16wLrc3NzYWZmpmtJv3z5MqpXrw6FQgFra2sJKiYAOHfuHPr374/Q0FB07ty5wPq885YnNTUVdnZ2yMnJ0XXdJCIqCeaFPDEviEgKzAz5YV4QkRSYF/LDvDB+nDycZOPMmTO4du0aateuXeh6MzMzpKenIyIiAgBQt25dVKhQgQEisUuXLuHu3buoX78+gCct408zMzODRqPBvn37kJmZCVtbW91yIqLSYF7IE/OCiKTAzJAf5gURSYF5IT/MC+PHhg2SjQoVKiA3NxfJyckAAI1GU2CbNWvWYPv27QA4gZahcHV1RWpqKg4fPgwA+br75QkJCcGPP/4ICwsL3Xnj+SOi0mJeyBPzgoikwMyQH+YFEUmBeSE/zAvjx4YNko0ePXrA0dERH3/8MQBApVIhOzs73zZnzpyBg4NDgVZYko6npyd8fX3x9ddf4+TJkwAK/gNw8+ZNVK5cudB/DIiISop5IU/MCyKSAjNDfpgXRCQF5oX8MC+MHxs2SDYqVKiAMWPGYO/evRg4cCAAwMLCAgDw6NEjTJs2DX/++SeGDBlSaCssScPFxQXDhg3D9evX8dlnn+Ho0aNQqVQAnkzk9Omnn2LdunUYOXIkxzAkojLBvJAn5gURSYGZIT/MCyKSAvNCfpgXxo+Th5OsJCUlYd68eQgJCYGbmxsGDBiAhw8f4ubNmzh8+DB27NiB5s2bS10m/b+8SbMAYN68eVi8eDEyMjIwcOBAPHz4EBkZGYiOjkZ4eDjPGxGVKeaFvDAviEhKzAz5YF4QkZSYF/LBvDANbNgg2ch7U3r48CGioqKwZMkS3LlzB2q1Gn5+fnjvvfdQr149qcukZ2i1Wt3dCjt37kRERAT2798POzs7+Pn5YejQoUVOvkVEVBrMC3liXhCRFJgZ8sO8ICIpMC/kh3lh/NiwQbKQFyBPt7gCwMOHD1GhQgWoVCp29TMwTwfI098DQHZ2NiwsLAqcTyKil8W8kB/mBRFJhZkhL8wLIpIK80JemBemgw0bZDDy3lTOnDmDe/fuISkpCQEBAbCzsytyW5Je3rk4duwYLly4gHv37qFv376oWbNmkdsDKPSfAiKi4mBeyBPzgoikwMyQH+YFEUmBeSE/zAtiwwYZlF9//RUffPAB6tWrh0uXLqFBgwZ4++23MXz4cKlLo+fYvHkzxowZgzp16sDc3BwHDx7EsmXL8NZbb0GtVktdHhEZIeaFPDEviEgKzAz5YV4QkRSYF/LDvDBt7CdFBuPvv//G6NGj8d///hf79+/Hzp07ceDAATx69Ejq0ug5Tp06hQ8++ABffvklDhw4gI0bNyI3NxdxcXEMESIqF8wLeWJeEJEUmBnyw7wgIikwL+SHeUFs2CCDce7cObRs2RIjRozAlStX8MYbbyAwMBAffvghACAxMVHiCqkwd+7c0Z23q1evomnTphg1ahSmTp0KAEhLSwPwb5c/IqKXxbyQJ+YFEUmBmSE/zAsikgLzQn6YF8SGDdIrrVar+16j0QCArvX7+vXrcHR0BAB07doV3bp1w9KlSwEAW7Zswfr165GVlaXniulZeYFw8OBBxMfHIz4+Hrdv30ZsbCy6d++OgIAAhIaGAgB+//13fPTRR0hPT+fYhURUIswL+WNeEJG+MDPkjXlBRPrCvJA35gU9iw0bpFdKpRIxMTHYt28fVCoVNm3ahDlz5gAAunfvjt9++w02Njbo378/li5dCqXyya/o7t27cfjwYeTk5EhZPuHJJEt79+5FQEAA/vrrL7Rt2xY2NjZo1KgROnfurAt+ADh8+DASExORnZ0tYcVEJEfMC/ljXhCRvjAz5I15QUT6wryQN+YFPctM6gLItGRmZmL27NmIiIjAsGHDMGvWLKxevRoA0KxZMwQGBmLdunVo3rw5gCfdypYsWYKwsDBERkbCxsZGwuoJAG7duoVt27bhyy+/RJ8+fZCVlYWWLVvizp07cHV1RXp6OuLi4vC///0PK1aswMGDB+Hg4CB12UQkM8wL+WNeEJG+MDPkjXlBRPrCvJA35gUVIIj07Ny5c6Jt27ZCoVCISZMmCSGE0Gq1QgghTp06JcaMGSPMzc1FnTp1RPPmzUWtWrXEiRMnpCyZ/t/JkydF165dRf369cXvv/+uW56amirGjh0rmjRpIiwtLUWLFi1E/fr1ed6I6KUwL+SLeUFE+sbMkCfmBRHpG/NCnpgXVBiFEJxBhfTr/v376N+/P1JTU5Gbm4uvv/4a/v7+uvWPHz/GhQsXcPToUXh4eKBp06aoXr26hBVTnoSEBIwaNQq7du3C+++/jwULFujWZWdnIzExEUeOHEHt2rVRtWpVVK1aVcJqiUjumBfyxbwgIn1jZsgT84KI9I15IU/MCyoMGzZI73JycpCWloaYmBh88803OHv2LL799tt8QaLVanVjGZJ0hBAFJlm6d+8ePvroI1y4cAEffPABRo0aJVF1RGTsmBfywbwgIqkxM+SBeUFEUmNeyAPzgoqDDRtU7vLejOLi4pCRkQELCwu4u7sDAKKiohASEoLz589j3rx58Pf3x5dffons7GxMnToVarVa4upNV955O3z4MA4dOoR79+6ha9eu6NGjB5KTk/H+++8jPj4ew4cPR2BgIACGPxG9HOaFPDEviEgKzAz5YV4QkRSYF/LDvKBi0/fYV2Ra8sYp/O2334SPj49wdXUVHTp0EJMnT9ZtExkZKYYNGybs7e1FQECAUKlU4vjx41KVTE/ZtGmTcHJyEq+++qoYNmyYUCgUYtq0aUIIIRISEkT//v1Fp06dxJIlSySulIjkjnkhb8wLItInZoZ8MS+ISJ+YF/LFvKDiYFMWlSuFQoHw8HAMGTIEQ4cOxbZt29C9e3fMnTsXH374IQCgffv2mDhxIubOnYuaNWvi3LlzaNGihcSV0+XLlxEcHIz//ve/+PPPP/H9999DpVJBo9FAo9GgSpUqWLJkCczNzbFt2zakpKRIXTIRyRjzQr6YF0Skb8wMeWJeEJG+MS/kiXlBxcWhqKhcJSQkYPDgwejduzfGjh2LpKQktGjRArVr18bp06cxYMAAhIaG6rYXhYyhR/qVdw6OHj2KSZMmYe/evfjnn3/QsWNHvPrqq1i6dCkA4MaNG6hRowYSExORnZ3NybSI6KUwL+SHeUFEUmFmyAvzgoikwryQF+YFlRR7bFCZy2sru3HjBpydndGzZ0/06NEDd+/e1b0ZbdmyBQMGDMDSpUsxfPhw3b4MEOk828YZFxeHmzdv4vjx4+jevTteffVVXeDv378f48aNw61bt1ClShWGCBGVCvNCnpgXRCQFZob8MC+ISArMC/lhXlBpsWGDypxCocDvv/+O1157DZcvX8b48eNRr149rFu3DjVq1MCsWbNgb2+PunXromnTpjhx4gTu3LkjddkmL29ipoCAAOTm5qJdu3aoVasWOnbsCF9fXyxdulQX8jt37sSjR49gZWUlcdVEJGfMC3liXhCRFJgZ8sO8ICIpMC/kh3lBpWUmdQFkPPK6jMXFxWHp0qUYO3Ys6tWrp1t/7tw5PHjwAE5OTgCetMD2798f48aNQ4UKFaQqm55y8+ZNxMbG4tKlS/Dy8kL37t0RExMDS0tLXL58GY8fP8b69euxfPlyHDx4UHcuiYhKgnkhf8wLItIXZoa8MS+ISF+YF/LGvKDSYMMGlRmFQoGDBw8iLCwMABAQEAAA0Gq1UCqVeOWVV7Bnzx4MGTIEFhYW2LJlC/7++28GiAHp2bMnZs6cicWLF2PZsmX45JNPoNVqER4ejoYNG6Jx48ZQKpXYt28fGjduLHW5RCRTzAv5Y14Qkb4wM+SNeUFE+sK8kDfmBZUGJw+nMvXTTz9h1KhRUCqV2L59Ozp27Khbd/fuXWzYsAGbN2+Gra0t/vvf/6Jp06YSVmvaipoU648//sCYMWOwatUqdOnSBQCQkpKC8+fPo1q1arC1tYWjo6O+yyUiI8O8kA/mBRFJjZkhD8wLIpIa80IemBdUVtiwQWXu119/xfvvv49XXnkFn376ab6uf3nS09NhbW0tQXX0tB07diA8PByDBw9GmzZtAAAxMTEYOnQoevbsiSlTphQZOEREL4t5IR/MCyKSGjNDHpgXRCQ15oU8MC+oLHAoKiq1vDeYixcvIjExEWlpaejZsyfeeOMNZGVl4ZNPPoG9vT3GjBmDOnXqAAA0Gg1UKhUDxEBkZGTg999/x5EjR1ClShXMmzcPDRo0wOjRozFq1Ci89dZb8PT0lLpMIpI55oX8MS+ISF+YGfLGvCAifWFeyBvzgsoCe2xQqeQFyK+//opJkyZBrVbDzMwMKSkp2LZtGxo2bIhffvkFEydOxJtvvon33nsP9evXl7psk/d0a3feOJMpKSk4ePAg5s2bh9u3b6Nly5YYPHgwQkND0bJlS3zxxRcwM2MbKBGVDvNCnpgXRCQFZob8MC+ISArMC/lhXlB54G8HlYpCocChQ4fwzjvv4Ntvv8XIkSNx9OhRtG7dGhEREWjYsCEGDx4MAAgMDIRarcasWbNgbm4uceWmKy9Edu/ejW3btuHcuXPo168funbtitdffx2vv/461qxZgwMHDqB///7QaDTIyclBbm4ug4SISo15IT/MCyKSCjNDXpgXRCQV5oW8MC+ovLDHBhXLzZs34eHhka+FddmyZTh69CiWL1+OGzduoFOnTnj11VcREhIC4N83rrCwMLRo0ULX9Y+k89tvv2HYsGEYMmQIKleujFWrVqFp06ZYtGgRateurdsuKioKP/74I8aPH4+GDRtKWDERyQ3zwjgwL4hIH5gZ8se8ICJ9YF7IH/OCyoUgeoFt27YJhUIhdu/eLYQQQqvVCiGECAoKEv379xcJCQnCzc1NvPvuu7p1v/zyi5g+fbpkNVNBt27dEk2bNhWhoaFCiCfn0dbWVkyaNKnQ7XNycvRZHhEZAeaFcWBeEJE+MDPkj3lBRPrAvJA/5gWVF6XUDStk+Fq1aoW3334bffr0wd69e3Wt4927d0dSUhK8vLzQo0cPLF26FEIICCFw5MgR3Lp1C48fP5a4etOl1WrzPVYoFFAqlRg2bBiuXr0KNzc3DBo0CF999RUA4OjRo0hLS9Ntz+5+RFRSzAt5Yl4QkRSYGfLDvCAiKTAv5Id5QfrChg16IScnJyxZsgTDhg3Dq6++iqioKABAixYtoNVqYWlpiYCAAADAgwcPMG3aNKxfvx4ff/wxKlSoIGXpJismJgYrV67EyZMndcuSkpJw584dHD16FAEBAQgICMAPP/wAADhz5gzmz5+Pa9euSVUyERkB5oX8MC+ISCrMDHlhXhCRVJgX8sK8IH1iwwY9V14r68mTJ9G8eXNoNBq89tpr2Lt3L9zd3bFs2TK4u7vj888/h5ubG/r374+ffvoJO3bsQIMGDSSu3jSdPXsWPXr0wPbt23H37l3d8qZNm6Jr167o3LkzvL29sXz5ciiVT94C1q9fj3/++QdVq1aVqmwikjnmhfwwL4hIKswMeWFeEJFUmBfywrwgfePk4fRCW7ZswTvvvIMxY8YgKSkJJ0+exOnTp7F161Z0794dcXFxuHTpEo4cOYLGjRujadOm8PDwkLpsk3Tp0iW0bdsW7733HsaMGYNq1arlW3/w4EFMnz4dcXFx+P7775GSkoJDhw5hxYoViIyMRNOmTSWqnIiMAfNCPpgXRCQ1ZoY8MC+ISGrMC3lgXpAU2LBBz5WWlobu3bujc+fOmDNnDoAn3cq++OILbNiwAeHh4ejcubPEVRIAZGRkYNiwYXB2dsaSJUt0y3NycnD37l3k5OSgZs2aOHfuHGbOnIldu3bB3d0dzs7O+Pbbb9GkSRMJqyciuWNeyAfzgoikxsyQB+YFEUmNeSEPzAuSCmdjoefKexNyd3fXLfPw8MAXX3yBM2fOYMCAAQgLC0OXLl0krJKAJ5Mr3b17Fx07dtQt27lzJ3bs2IFVq1bBwcEBDRs2xPbt27FhwwZdVz+tVgtbW1sJKyciY8C8kA/mBRFJjZkhD8wLIpIa80IemBckFc6xQc9VqVIltG7dGlu3bkVKSgoAQKFQoGbNmmjSpAlSU1MxePBgpKenS1wpZWRkICkpCWfOnMGlS5cwZ84cfPTRR7h16xZmzZqFL774AlevXkVwcDAAwNPTExUqVGCIEFGZYF7IB/OCiKTGzJAH5gURSY15IQ/MC5IKe2yQjhACCoUCOTk5yM3NhZWVFQCgd+/eWLBgAebPn48JEybo3ngqVKiAH3/8Ed26dYO1tbWUpRMAOzs7fP/99+jRowd27dqF+/fvY968eejatStq166NnJwchIWF4f79+wAAlUolccVEJFfMC3ljXhCRPjEz5It5QUT6xLyQL+YFSYUNGwTg3wAJDw/HihUrcP36dbRs2RIDBgzA4MGDcePGDfz66684cOAA/P39cfHiRezYsQPBwcFwcnKSunz6f126dMH169eRmJgIDw+PfOdGpVLB3t4ebm5uyJtaR6FQSFUqEckU88I4MC+ISB+YGfLHvCAifWBeyB/zgqTAycNJ588//0S/fv3w/vvvw9HREVu3boVKpUJgYCBGjRqFzZs3Y+vWrTh9+jScnZ0xd+5cNGvWTOqyqRiys7Mxa9YsrFq1Cvv370edOnWkLomIZIx5YbyYF0RU1pgZxol5QURljXlhnJgXVJ7YsGGC8lrC874HgNTUVLzxxhvo1KkTPvvsMwDAvXv3MH36dBw/fhxff/01OnToAAB49OgRzM3NoVarpXkBVCJr167F0aNHERYWhu3bt6N58+ZSl0REMsG8MC3MCyJ6GcwM08G8IKKXwbwwHcwLKm+cPNzEaLVaKBQKJCUl4eHDh1AoFFAoFLCxsUFKSoouXLRaLSpXroyZM2ciPT0dW7Zs0R3DxsaGASITly9fxsqVK3Hr1i3s27ePIUJExca8MC3MCyJ6GcwM08G8IKKXwbwwHcwL0gfOsWFilEolrl27Bn9/f/j7++PLL7+Ek5MTHj9+jAoVKuD69eu6bTUaDRwdHdG1a1ecPXsWGo2GE/zITL169RAWFga1Wg17e3upyyEiGWFemBbmBRG9DGaG6WBeENHLYF6YDuYF6QN7bJgYrVaLNWvWICYmBteuXcOsWbOQkJAAOzs7TJ48GatXr8a3334LpVKpC4w7d+7A3d2dE/vIVJUqVRgiRFRizAvTw7wgotJiZpgW5gURlRbzwrQwL6i8cY4NE3Tq1Cl07twZ3t7eMDMzQ/369TFlyhQ4Ozvju+++w0cffYRBgwbBxcUFjx8/xs8//4zo6Gh4eXlJXToREekR84KIiIqLmUFERMXBvCCissKGDSP37KRMWq0WKpUKn3/+OdLT02FtbY3w8HD4+flh2rRpcHR0xO7du7F48WI8fvwYDg4OmD59Oho3bizxKyEiovLEvCAiouJiZhARUXEwL4ioPLFhw4hptVoolUrcv38fubm5qFKlii5UVq5cieXLl2P37t1YuXIlfvrpJ/j5+WHy5MlwdnbWBUxmZiYsLS2lfilERFSOmBdERFRczAwiIioO5gURlTfOsWHElEolrl69ilatWqFLly74448/cOXKFQBAYGAgrK2tMWvWLHz00Ufo06cPDh8+jHnz5uHu3buwtrYGAKjVailfAhER6QHzgoiIiouZQURExcG8IKLyZiZ1AVR+tFotVq9ejbt378LOzg7Tp09HrVq14OTkhK+++gpDhgzBoUOHkJ2djWnTpkGhUGDNmjVQq9WYNWsWlEolJ2ciIjIBzAsiIiouZgYRERUH84KIyhsbNoyYUqnEhx9+iMePH+PmzZuoVKkS3nrrLUyZMgVDhw5Feno69uzZAz8/P7zzzjuYOnUq1Go1+vfvD6WSnXmIiEwF84KIiIqLmUFERMXBvCCi8sZ3CiPn4uKCiRMnwtXVFZcuXcK1a9dw9OhRvPfee2jatCkAwNbWVrf9hAkT4OnpKVG1REQkFeYFEREVFzODiIiKg3lBROWJk4ebiPj4eMyePRvR0dH4z3/+g3HjxgEArl+/jpo1a0pbHBERGQzmBRERFRczg4iIioN5QUTlgQ0bJuTu3bv473//i7///hu9e/fGp59+CgDQaDRQqVQSV0dERIaCeUFERMXFzCAiouJgXhBRWWPDhonJC5KTJ0+ia9eumDFjhtQlERGRAWJeEBFRcTEziIioOJgXRFSWOMeGialatSqmTp2KOnXq4PDhw0hOTpa6JCIiMkDMCyIiKi5mBhERFQfzgojKEntsmKiEhAQAgLOzs8SVEBGRIWNeEBFRcTEziIioOJgXRFQW2LBBRERERERERERERESywaGoiIiIiIiIiIiIiIhINtiwQUREREREREREREREssGGDSIiIiIiIiIiIiIikg02bBARERERERERERERkWywYYOIiIiIiIiIiIiIiGSDDRtERERERERERERERCQbbNggIiIiIiIiIiIiIiLZYMMGERERERERERERERHJBhs2iIiIiIiIiIiIiIhINtiwQUREREREREREREREssGGDSIiIiIiIiIiIiIikg02bBARERERERERERERkWywYYOIiIiIiIiIiIiIiGSDDRtERERERERERERERCQbbNggIiIiIiIiIiIiIiLZYMMGERERERERERERERHJBhs2iIiIiIiIiIiIiIhINtiwQSYnJiYGCoXiuV/laf/+/VAoFJg+fXq5Pk9xPO9n8NVXX0ldHhGRpJgX+Wm1WqxatQrt27eHg4MDrK2tUbduXbzzzjtIS0uTujwiIskwL56YPn36C38OgYGBktZIRCQl5sW/cnNzsWrVKvj6+qJy5cqwtbVFw4YNMXHiRNy9e1fq8kgmzKQugEgqtWrVwn/+8x+py5Cch4cHhg8fXmB5+/bt9V8MEZEBYl4AWVlZ6N+/P/788080adIEw4cPh1qtRmxsLMLDwzFr1izY2tpKXSYRkaRMPS86depU5LoVK1YgLi4OPXr00F9BREQGytTzAgAGDhyIX3/9FbVr18agQYOgVqtx5MgRzJs3D2vXrsWJEydQtWpVqcskA8eGDTJZtWvXNohWaql5enry50BE9BzMC2DKlCn4888/8dVXX2HSpEn51mm1WomqIiIyLKaeF506dSq0cSMhIQH//e9/4ejoiD59+ui9LiIiQ2PqefH333/j119/RatWrRAVFQVzc3PdunHjxmHRokVYtmwZPv/8cwmrJDngUFRERdi3bx9GjBiBevXqwcbGBjY2NvDx8cGyZcuK3OfGjRsYPXo0atSoAbVajSpVqqBTp05YvXo1gCfdszt37gwAmDFjRr7uhjExMbrjJCcnY/z48fmOM3DgQFy4cKHAcw4fPhwKhQLXr1/HggUL0KhRI6jV6kJ7YRARUdkz9ryIi4vDd999Bz8/vwKNGgCgVCqhVPJfSiKiFzH2vCjK6tWrkZubi6FDh8LCwqJUxyAiMiXGnhfXr18HAHTv3j1fowYAvPrqqwCAxMTEF/2YiNhjg6goc+fOxbVr19CmTRv07dsXDx8+xI4dO/Dee+/h8uXL+Pbbb/NtHx0djYCAAKSmpqJHjx4YNGgQHjx4gJMnT2LRokUYPnw4OnXqhJiYGPz444/o2LFjvjuaHBwcADwJkTZt2uDatWvo1KkTBg0ahJiYGGzatAnbtm1DREQEfH19C9Q7ZswYHDlyBK+++ipee+01ODs7F+t1Pnz4ECtWrEBiYiIqV66MTp06oU6dOqX+uRERmRpjz4vNmzcjNzcXb775JtLS0rB161bExsbC2dkZPXr0gKur60v/DImITIGx50VRVq1aBQAYOXJkqfYnIjI1xp4XjRo1AgDs3r0b06dPh5nZvx9Ph4eHAwC6dOlSmh8dmRpBZGJu3LghAIhatWqJL774osBXdHS0EEKI69evF9g3JydHdO/eXahUKnHz5k3d8szMTOHm5iaUSqXYvn17gf1u3bql+37fvn0CgPjiiy8KrW/EiBECgJgyZUq+5Tt27BAARJ06dYRGo9Etf/vttwUAUb169Xw1FQeAAl8KhUL85z//EY8fPy7RsYiIjA3z4omhQ4cKAGLWrFnCxcUlX2ZYWFiI+fPnF/tYRETGiHlRtIMHDwoAok2bNi91HCIiY8C8+NeHH34oAIi6deuKMWPGiAkTJogOHToItVotPvvssxIdi0wXGzbI5OQFSVFfCxYseO7+mzdvFgDE6tWrdcs2bNggAIhhw4a98PmfFyRZWVnCyspKODo6Ftqw0KNHDwFAREZG6pblBcmiRYte+NzPmjBhgvjrr7/E/fv3xYMHD8TevXtFmzZtBAAxaNCgEh+PiMiYMC/yH0ulUolXXnlFnD9/XqSmpoo///xTVKtWTQAQ27ZtK9ExiYiMCfOiaHnHWrFixUsfi4hI7pgX+X377bfC3Nw838+gZ8+e4vTp06U6HpkeDohMJqtHjx4QTxr38n2NGzcOAJCWloYvvvgCTZs2hY2NjW7swX79+gEA7ty5ozvW33//DQDw9/d/qZouXbqEjIwMtGrVCtbW1gXW53UVPHXqVIF1rVq1KvHzzZs3D61atULFihXh4OCAzp07Y8+ePahduzbWr1+P8+fPl/iYRETGxtTzIm9y8CpVqmDz5s1o2LAhbG1t8eqrr2LlypUAgPnz55fsBRARGSFTz4tnpaamYuPGjbCxscHAgQNf6lhERMbE1PNCCIHRo0fjiy++wOLFixEfH4+UlBTs2LED165dg6+vL6Kjo0vzMsjEcI4NokJkZ2ejU6dOOHHiBJo3b46hQ4fC0dERZmZmujEJs7KydNs/fPgQAF56nPHU1FQAKHI8wqpVqwIAUlJSCqwr7Zi3z7K2tsZbb72FWbNm4dChQ7qxD4mIqCBTyAt7e3sAQLdu3Qpc5Pj7+0OtVuPYsWMlOiYRkakxhbx41rp165Ceno7AwEDY2Ni81LGIiEyFKeTF//73PyxduhSLFi3C6NGjdct79OiB3377DQ0bNsTkyZNx4MCBEh2XTA8bNogK8fvvv+PEiRMYOXIkli9fnm/d+vXr8eOPP+ZbljfRUlxc3Es9r52dHQAgISGh0PV5y/O2e5pCoXip536ak5MTACA9Pb3MjklEZIxMIS/q1asH4N/an6ZUKmFra6u7ECIiosKZQl48K69XHycNJyIqPlPIi23btgEAOnfuXGBdgwYN4OLiguPHj5fomGSaOBQVUSH++ecfAECvXr0KrIuMjCywLK/b3a5du154bJVKBQDQaDQF1tWvXx+WlpY4evRooY0Kea3VzZo1e+HzvIy//voLAODp6Vmuz0NEJHemkBddunQBAFy4cKHAunv37iEpKYl5QUT0AqaQF087e/Ysjh49ikaNGqFNmzZlemwiImNmCnmRnZ0N4Mm1xLM0Gg0ePHgAtVr90s9Dxo8NG0SF8PDwAABERUXlW37gwIECLebAk8CpXr061q5di507dxZY/3TLeaVKlQAAt2/fLrCdhYUF3nrrLSQlJWHOnDn51u3evRvbt29H7dq10a5du5K/qGecPHmy0LDauHEj1q1bBycnJ3Tr1u2ln4eIyJiZQl507NgRDRo0wJ49exAREaFbLoTAp59+CgAYMGDASz8PEZExM4W8eFpeb43AwMAyPS4RkbEzhbzIO8bs2bPzDasFAF9++SUyMzML7c1B9CwORUVUiNdffx2enp74+uuvce7cOXh5eeHy5cv4888/0adPH2zevDnf9mq1Ghs2bMArr7yCgIAAvPLKK2jatClSU1Nx6tQppKen4+TJkwCetIJXq1YN69evh7W1NapXrw6FQoH3338f9vb2mDt3Lg4cOIAvv/wShw8fRuvWrRETE4NNmzbB2toa//vf/6BUvnyb5KJFi/Dbb7+ha9eucHd3hxACJ06cQGRkJCwtLfHjjz9yLFwiohcwhbxQqVT43//+hy5duqBnz57o27cv3NzcEBUVhb///hstWrTA5MmTX/p5iIiMmSnkRZ7s7GysXbsWFhYWGDp0aJkdl4jIFJhCXnzwwQf46aefsGfPHtSvXx+vvPIKrKysEB0djSNHjqBSpUqYPXv2Sz8PmQBBZGJu3LghAIgePXo8d7vr16+Lfv36icqVKwtra2vRsmVLsX79erFv3z4BQHzxxRcF9rl27ZoIDAwU1atXF+bm5qJKlSqiU6dOYs2aNfm2O3LkiOjYsaOwtbUVAAQAcePGDd36e/fuibFjxwoPDw9hbm4unJycRP/+/cXZs2cLPOfbb79dYP/i+PXXX0Xv3r2Fp6ensLa2FhYWFqJGjRoiMDBQXLx4sUTHIiIyRsyL/M6dOyf69esnHB0dhbm5uahVq5aYMmWKSEtLK9XxiIiMBfMiv7CwMAFADBgwoFT7ExEZK+bFv1JSUsTUqVNFo0aNhKWlpTA3Nxeenp7i3XffFTExMSU+HpkmhRBC6LUlhYiIiIiIiIiIiIiIqJQ4xwYREREREREREREREckGGzaIiIiIiIiIiIiIiEg22LBBRERERERERERERESywYYNIiIiIiIiIiIiIiKSDTZsEBERERERERERERGRbLBhg4iIiIiIiIiIiIiIZMNM6gKkoNVqcefOHdja2kKhUEhdDhGRQRFCIC0tDdWqVYNSyfZvZgYRUdGYGf9iXhARFY158S/mBRFR0UqSFybZsHHnzh24ublJXQYRkUG7desWqlevLnUZkmNmEBG9GDODeUFEVBzMC+YFEVFxFCcvTLJhw9bWFsCTH5CdnZ3E1RARGZbU1FS4ubnp3itNHTODiKhozIx/MS+IiIrGvPgX84KIqGglyQuTbNjI6+pnZ2fHECEiKgK7RT/BzCAiejFDzIyQkBDMmzcP8fHxaNSoERYuXAg/P79Ctx0+fDh+/PHHAssbNmyI8+fPF+v5mBdERC9miHmhb8wLIqIXK05emPbAhkREREREZHTCwsIwbtw4TJ06FSdPnoSfnx8CAgIQGxtb6PaLFi1CfHy87uvWrVuoVKkS3nzzTT1XTkRERERExcGGDSIiIiIiMirz589HYGAgRo4ciQYNGmDhwoVwc3NDaGhoodvb29ujatWquq9jx47hwYMHeOedd/RcORERERERFYdBNGyEhISgRo0asLS0hLe3NyIjI5+7fVZWFqZOnQoPDw+o1WrUqlULq1at0lO1RGWjU6dOJVpORERERC+WnZ2N48ePw9/fP99yf39/HD58uFjHWLlyJbp16wYPD4/yKJGozA0dOhSzZ88uk2NlZWXB3d0dx48fL5PjEREREZUHyRs2StpNHAAGDBiAPXv2YOXKlbh8+TLWrVuH+vXr67FqotI5dOgQdu/enW/Z7t27n7uciIhMT6dOnTB27FhMnDgRlSpVQtWqVTF9+nTd+unTp8Pd3R1qtRrVqlXD2LFjpSuWyMAkJSVBo9HA2dk533JnZ2fcvXv3hfvHx8dj+/btGDly5HO3y8rKQmpqar4vorJU3Buezpw5g23btmHMmDFl8rxqtRoTJkzApEmTyuR4RERkGHiNQcZG8snDn+4mDgALFy7Ezp07ERoaijlz5hTYfseOHThw4ACuX7+OSpUqAQA8PT31WTJRqbm7uyM4OBi//vor0tLSEBQUhPv372Pu3LmYMGFCgeXffvut1CUTEZFEfvzxRwQHB+Ovv/5CdHQ0hg8fjnbt2iElJQULFizA+vXr0ahRI9y9exenT5+Wulwig/PshINCiGJNQrh69Wo4ODigT58+z91uzpw5mDFjxsuUSFTAoUOHkJGRgW7duumW7d69G1ZWVmjXrl2h+yxZsgRvvvkmbG1ty6yOIUOG4JNPPsHFixfRoEGDMjsuERFJi9cYZEwk7bFRmm7iW7duhY+PD77++mu4urqibt26mDBhAjIyMop8Ht5NRYbCzc0NGzduhL29PU6cOAEHBwesX78eHh4ehS53dXWVumQiIpJIkyZN8MUXX6BOnToYNmwYfHx8sGfPHsTGxqJq1aro1q0b3N3d0apVK4waNUrqcokMhpOTE1QqVYHeGYmJiQV6cTxLCIFVq1Zh6NChsLCweO62U6ZMQUpKiu7r1q1bL107kbu7O5YuXYqgoCDdDU8rVqwo8mY+rVaLjRs3olevXvmWe3p6Yvbs2RgxYgRsbW3h7u6OZcuW6dZnZ2fjww8/hIuLCywtLeHp6ZnvxkJHR0e0bdsW69atK5fXSURE0uA1BhkTSRs2StNN/Pr164iKisK5c+ewZcsWLFy4EJs2bcIHH3xQ5PPMmTMH9vb2ui83N7cyfR1ExRUXF4dBgwbh4cOHaNGiBR48eIBBgwY9dzkREZmmJk2a5Hvs4uKCxMREvPnmm8jIyEDNmjUxatQobNmyBbm5uRJVSWR4LCws4O3tjYiIiHzLIyIi0LZt2+fue+DAAVy7dg2BgYEvfB61Wg07O7t8X0Qvq6gboYq64enMmTN4+PAhfHx8Cqz79ttv4ePjg5MnTyIoKAjvv/8+Ll26BABYvHgxtm7dig0bNuDy5ctYu3ZtgcaTVq1avXD+SyIikhdeY5AxkXyODaBk3cS1Wi0UCgV+/vlntGrVCj179sT8+fOxevXqIntt8G4qMhQxMTEYOXIkQkNDYWtri9DQUIwcOfK5y4mIyDSZm5vne6xQKKDVauHm5obLly/j+++/h5WVFYKCgtChQwfk5ORIVCmR4QkODsaKFSuwatUqXLx4EePHj0dsbCxGjx4N4Mn1wbBhwwrst3LlSrRu3RpeXl76LpkIwPNvhCpMTEwMVCoVqlSpUmBdz549ERQUhNq1a2PSpElwcnLC/v37AQCxsbGoU6cO2rdvDw8PD7Rv3x5vvfVWvv1dXV15PUJEZGR4jUHGRNKGjdJ0E3dxcYGrqyvs7e11yxo0aAAhBG7fvl3oPrybigxFu3bt8o2XCwDdunV77nIiyi8kJAQ1atSApaUlvL29n3sn4fDhw6FQKAp8NWrUSI8VE5U9Kysr9OrVC4sXL8b+/fsRHR2Ns2fPSl0WkcEYOHAgFi5ciJkzZ6JZs2Y4ePAgwsPD4eHhAeDJBOGxsbH59klJScHmzZuL1VuDqLyU9IanjIwMqNXqQm8MfPquXIVCgapVqyIxMRHAk/+RTp06hXr16mHs2LHYtWtXgf2trKyQnp5eNi+MiIgMHq8xSG4knTz86W7iffv21S2PiIhA7969C92nXbt22LhxIx49egQbGxsAwJUrV6BUKlG9enW91E1UFvLuliruciICwsLCMG7cOISEhKBdu3ZYunQpAgICcOHCBbi7uxfYftGiRfjqq690j3Nzc9G0aVO8+eab+iybqEytXr0aGo0GrVu3hrW1NX766SdYWVnpPrAloieCgoIQFBRU6LrVq1cXWGZvb88PcUlyhd3Y9OwNUE9zcnJCeno6srOzC8wLU9RduQDQokUL3LhxA9u3b8fu3bsxYMAAdOvWDZs2bdJtf//+fVSuXPllXg4REckErzFIjiQfiqqk3cQHDx4MR0dHvPPOO7hw4QIOHjyITz75BCNGjICVlZVUL4OIiPRg/vz5CAwMxMiRI9GgQQMsXLgQbm5uCA0NLXR7e3t7VK1aVfd17NgxPHjwAO+8846eKycqOw4ODli+fDnatWuHJk2aYM+ePfjjjz/g6OgodWlERFSGinPDU7NmzQAAFy5cKPHx7ezsMHDgQCxfvhxhYWHYvHkz7t+/r1t/7tw5NG/evMTHJSIi+eE1BsmRpD02gCfdxJOTkzFz5kzEx8fDy8vrud3EbWxsEBERgTFjxsDHxweOjo4YMGAAvvzyS6leAhER6UF2djaOHz+OyZMn51vu7++Pw4cPF+sYK1euRLdu3XjXCRm8wj7M+u2333Tf9+nTR2+1EBGR4apcuTJatGiBqKgoXSNHcSxYsAAuLi5o1qwZlEolNm7ciKpVq8LBwUG3TWRkJGbNmlX2RRMRkSR4jUHGRvKGDaDk3cTr16+PiIiIcq6KiIgMSVJSEjQaTYE5mJydnQvM1VSY+Ph4bN++Hb/88stzt8vKykJWVpbucWpqaukKJiIiItKDd999F6tXr8aHH35Y7H1sbGwwd+5cXL16FSqVCi1btkR4eDiUyieDOkRHRyMlJQX9+/cvr7KJiIiIXopBNGwQEREV17OTYwohCp0w81mrV6+Gg4PDC+9CmTNnDmbMmPEyJRIRERHpzdtvv43Zs2cjOjoavr6+AFDoZOOnTp3SfT9q1CiMGjWqyGPOnz8fn3zyCYd7JiIiIoPFhg0iIpIFJycnqFSqAr0zEhMTC/TieJYQAqtWrcLQoUMLTKz5rClTpiA4OFj3ODU1FW5ubqUv3EAJIZCZmSl1GUQmw9LSsliNsEREJWVpaYk1a9YgKSmpTI6XlZWFpk2bYvz48WVyPCIyHbzGINIfXl+wYcPoMESI9Ichol8WFhbw9vZGREQE+vbtq1seERGB3r17P3ffAwcO4Nq1awgMDHzh86jVaqjV6peu15AJIRAYGIgzZ85IXQqRyWjatClWrFjB3CBZ4jWG4WvVqhUAICMjo0yO9/HHH5fp8aj4eI1BcsVrDCL94vUFGzaMCkOESL8YIvoXHByMoUOHwsfHB76+vli2bBliY2MxevRoAE96W8TFxWHNmjX59lu5ciVat24NLy8vKco2OJmZmcwKIj07ffo0MjMzOawLyQ6vMYj0i9cYJFe8xiDSL15fsGHDqDBEiPSLIaJ/AwcORHJyMmbOnIn4+Hh4eXkhPDwcHh4eAJ5MEB4bG5tvn5SUFGzevBmLFi2SomSDt2vXLv4OE5WjjIwM+Pv7S10GUanxGoNIv3iNQcaA1xhE5YfXF/9iw4aRYogQlR+GiLSCgoIQFBRU6LrVq1cXWGZvb4/09PRyrkq+rKysmBdERFQsvMYgKj+8xiBjwmsMItIHNmwYKYYIERERERGVJV5jEBEREZGhYMMGERGRibG0tERkZKTueyIqP/x7IyIiIlPA/3mI9IN/a/9iw4YR4S82kX7wb43kTqFQ8I5bIj3h3xvJHf/vIdIP/q2R3PF/HiL94N/av9iwYUT4i02kH/xbIyIiIlPB/3uI9IN/a0RERCWjlLoAIiIiIiIA6NSpk9QlEBERERGRDA0dOhSzZ88uk2NlZWXB3d0dx48fL5PjUflgwwYRERERSebQoUPYvXt3vmW7d+/GoUOHJKqIiIiIiIgMQXFvfDpz5gy2bduGMWPGlMnzqtVqTJgwAZMmTSqT41H5YMMGEREREUnG3d0dS5cuRVBQENLS0hAUFIQVK1bA09NT6tKIiIjIBISEhKBGjRqwtLSEt7e3bq6Tovz8889o2rQprK2t4eLignfeeQfJycl6qpbI+JXmxqclS5bgzTffhK2tbZnVMWTIEERGRuLixYtldkwqW2zYICIiIiLJuLm5YePGjbC3t8eJEyfg4OCA9evXw9XVVerSiIjIAHBoESpPYWFhGDduHKZOnYqTJ0/Cz88PAQEBiI2NLXT7qKgoDBs2DIGBgTh//jw2btyIo0ePYuTIkXqunMh4lfTGJ61Wi40bN6JXr175lnt6emL27NkYMWIEbG1t4e7ujmXLlunWZ2dn48MPP4SLiwssLS3h6emJOXPm6NY7Ojqibdu2WLduXbm8Tnp5bNggojJXVFdBjp1ORETPiouLw6BBg/Dw4UO0aNECDx48wKBBgxAXFyd1aUREVE44tAgZivnz5yMwMBAjR45EgwYNsHDhQri5uSE0NLTQ7Y8cOQJPT0+MHTsWNWrUQPv27fHee+/h2LFjeq6cyHiV9ManM2fO4OHDh/Dx8Smw7ttvv4WPjw9OnjyJoKAgvP/++7h06RIAYPHixdi6dSs2bNiAy5cvY+3atQUaT1q1avXCXlwkHTZsEFGZeF5XQY6dTkRERYmJicHIkSMRGhoKW1tbhIaGYuTIkYiJiZG6NCIiKkMcWoQMTXZ2No4fPw5/f/98y/39/XH48OFC92nbti1u376N8PBwCCGQkJCATZs24dVXX9VHyUQmoaQ3PsXExEClUqFKlSoF1vXs2RNBQUGoXbs2Jk2aBCcnJ+zfvx8AEBsbizp16qB9+/bw8PBA+/bt8dZbb+Xb39XVldclBowNG0RUJorqKli9enWOnU5EREVq164dunXrlm9Zt27d0K5dO4kqIiKi8sChRcjQJCUlQaPRwNnZOd9yZ2dn3L17t9B92rZti59//hkDBw6EhYUFqlatCgcHB3z33XdFPk9WVhZSU1PzfRFR0Up641NGRgbUajUUCkWBdU2aNNF9r1AoULVqVSQmJgIAhg8fjlOnTqFevXoYO3Ysdu3aVWB/KysrpKenl80LozLHhg0iKhNFdRX08PDg2OlERFQseXdPERGR8eHQImSonv0wVAhR6AekAHDhwgWMHTsWn3/+OY4fP44dO3bgxo0bGD16dJHHnzNnDuzt7XVfbm5uZVo/kbEp6Y1PTk5OSE9PR3Z2doF15ubm+R4rFApotVoAQIsWLXDjxg3MmjULGRkZGDBgAPr3759v+/v376Ny5cov83KoHLFhg4jKxPO6CnLsdCIiItK3kJAQ1KhRA5aWlvD29n7hh5hZWVmYOnUqPDw8oFarUatWLaxatUpP1RIZPw4tQobGyckJKpWqQO+MxMTEAr048syZMwft2rXDJ598giZNmqBHjx4ICQnBqlWrEB8fX+g+U6ZMQUpKiu7r1q1bZf5aiIxVcW58atasGYAnDY8lZWdnh4EDB2L58uUICwvD5s2bcf/+fd36c+fOoXnz5iU+LukHGzaIqEw8r6sgx04nIiIifQoLC8O4ceMwdepUnDx5En5+fggICEBsbGyR+wwYMAB79uzBypUrcfnyZaxbtw7169fXY9VExo1Di5ChsbCwgLe3NyIiIvItj4iIQNu2bQvdJz09HUpl/o/SVCoVgCc9PQqjVqthZ2eX74uIyk7lypXRokULREVFlWi/BQsWYP369bh06RKuXLmCjRs36oaXyxMZGVlgHh4yHGZSF0BExqGwLoHPdh180XIiIiKisjB//nwEBgZi5MiRAICFCxdi586dCA0NzTfWfp4dO3bgwIEDuH79OipVqgQAnA+MqIyV5HoByD+0iIWFRb51xRlaZPv27di9ezcGDBiAbt26YdOmTbrtObQI5QkODsbQoUPh4+MDX19fLFu2DLGxsbqhpaZMmYK4uDisWbMGAPD6669j1KhRCA0NRY8ePRAfH49x48ahVatWqFatmpQvhcikvfvuu1i9ejU+/PDDYu9jY2ODuXPn4urVq1CpVGjZsiXCw8N1jZfR0dFISUkpMDwVGQ42bBBRmSuqqyDHTiciIqLylp2djePHj2Py5Mn5lvv7++Pw4cOF7rN161b4+Pjg66+/xk8//YQKFSqgV69emDVrFqysrArdJysrC1lZWbrHnAyWqPhKOrRI3vfFlTe0yMCBA9G/f3+88soruH//vq7hkkOLUJ6BAwciOTkZM2fORHx8PLy8vBAeHg4PDw8AQHx8fL7efsOHD0daWhqWLFmCjz/+GA4ODujSpQvmzp0r1UsgIgBvv/02Zs+ejejoaPj6+gJAoT0CT506pft+1KhRGDVqVJHHnD9/Pj755JMi/xck6bFhg4iIiIiIjEZSUhI0Gk2B8dGdnZ0LjKOe5/r164iKioKlpSW2bNmCpKQkBAUF4f79+0XOszFnzhzMmDGjzOsnoieeHlqkJA0bCxYsgIuLC5o1awalUlnk0CKzZs0q+6JJloKCghAUFFToutWrVxdYNmbMGIwZM6acqyKikrC0tMSaNWuQlJRUJsfLyspC06ZNMX78+DI5HpUPNmwQERERyYQQApmZmVKXQaVgaWlZ6DjxVH6e/XkLIYo8B1qtFgqFAj///DPs7e0BPLlLr3///vj+++8LvVNvypQpCA4O1j1OTU2Fm5tbGb4CIuLQIkRE5c9YrjFatWoF4MkcTWXh448/LtPjlTVeX7Bhg4iIiEgWhBAIDAzEmTNnpC6FSqFp06ZYsWKFyV986IOTkxNUKlWB3hmJiYkFenHkcXFxgaurq65RAwAaNGgAIQRu376NOnXqFNhHrVZDrVaXbfFElA+HFiEiKl+8xpAvXl8ASqkLAICQkBDUqFEDlpaW8Pb2RmRkZJHb7t+/HwqFosDXpUuX9FgxERERkX5lZmbygkPGTp8+bRR3wsmBhYUFvL29ERERkW95REQE2rZtW+g+7dq1w507d/Do0SPdsitXrkCpVKJ69erlWi8RFY1DixARlS9eY8gXry8MoMdGWFgYxo0bh5CQELRr1w5Lly5FQEAALly4AHd39yL3u3z5Muzs7HSPK1eurI9yicqFsXT7MzXs9ieNkJAQzJs3D/Hx8WjUqBEWLlwIPz+/IrfPysrCzJkzsXbtWty9exfVq1fH1KlTMWLECD1WTVS2du3axTtNZSIjIwP+/v5Sl2FygoODMXToUPj4+MDX1xfLli1DbGwsRo8eDeDJMFJxcXFYs2YNAGDw4MGYNWsW3nnnHcyYMQNJSUn45JNPMGLECP6tkSwZ0/UFhxYhItIPXmPIA68v/iV5w8b8+fMRGBiIkSNHAgAWLlyInTt3IjQ0FHPmzClyvypVquSb/ItIrtjtT77Y7U//StMYPmDAACQkJGDlypWoXbs2EhMTkZubq+fKicqWlZUVLzqInmPgwIFITk7GzJkzER8fDy8vL4SHh8PDwwMAEB8fj9jYWN32NjY2iIiIwJgxY+Dj4wNHR0cMGDAAX375pVQvgajUeH0hb7zGICKp8BqD5EbSho3s7GwcP34ckydPzrfc398fhw8ffu6+zZs3R2ZmJho2bIhp06ahc+fO5VkqUblhtz/5yuv2x+DXn5I2hu/YsQMHDhzA9evXUalSJQCAp6enPksmIiKJBAUFISgoqNB1q1evLrCsfv36BYavIpIjXl/IG68xiIiIikfSho2kpCRoNJoCk/g5OzsXmOwvj4uLC5YtWwZvb29kZWXhp59+QteuXbF//3506NCh0H2ysrKQlZWle5yamlp2L4KoDLHbnzyw2580StMYvnXrVvj4+ODrr7/GTz/9hAoVKqBXr16YNWtWkX9rzAwyVJaWlrp5yCwtLSWuhoqL542IpMTrC/ngNQYRSYH/q8oPz9m/yqRhIzMzEzExMahTpw5UKlWJ93+2i6UQoshul/Xq1UO9evV0j319fXHr1i188803RTZszJkzBzNmzChxXUT6xm5/REUrTWP49evXERUVBUtLS2zZsgVJSUkICgrC/fv3sWrVqkL3YWaQoVIoFMwIGeJ5IyIp8fqCiIieh/+ryg/P2b+UJd3hu+++w6xZs3SPjx8/Djc3NzRq1Ah169bFrVu3in0sJycnqFSqAh9IJSYmFvjg6nnatGmDq1evFrl+ypQpSElJ0X2VpEYiIjIsJWkM12q1UCgU+Pnnn9GqVSv07NkT8+fPx+rVq4ucMJKZQURERERERERk2ErcsLFixYp8k3ZPmjQJlSpVwoIFCyCEKNEEexYWFvD29i4wlm1ERATatm1b7OOcPHkSLi4uRa5Xq9Wws7PL90VERPJSmsZwFxcXuLq6wt7eXresQYMGEELg9u3bhe7DzCAiIiIiIiIiMmwlHooqNjYW9evXBwCkpaXh4MGDWL9+Pd544w1UrFgRn3/+eYmOFxwcjKFDh8LHxwe+vr5YtmwZYmNjMXr0aABP7pyNi4vDmjVrADyZKNbT0xONGjVCdnY21q5di82bN2Pz5s0lfSlEBoFj48kPz5k0nm4M79u3r255REQEevfuXeg+7dq1w8aNG/Ho0SPY2NgAAK5cuQKlUonq1avrpW4iIiIifeL/qvLE80ZERFQyJe6xkZWVBXNzcwBAdHQ0tFotunXrBgDw9PQscpzzogwcOBALFy7EzJkz0axZMxw8eBDh4eHw8PAAAMTHxyM2Nla3fXZ2NiZMmIAmTZrAz88PUVFR2LZtG954442SvhQig5A3Np6VlVWRw+mQYeE5k05wcDBWrFiBVatW4eLFixg/fnyBxvBhw4bpth88eDAcHR3xzjvv4MKFCzh48CA++eQTjBgxgmNSGolOnTph7NixmDhxIipVqoSqVati+vTpuvXTp0+Hu7s71Go1qlWrhrFjx0pXLBERkR7wf1V54nkjMgy8viCSjxL32HB3d0dkZCQ6deqE33//Hc2aNdMN03Hv3r1SDdkRFBSEoKCgQtetXr063+OJEydi4sSJJX4OIiKSv4EDByI5ORkzZ85EfHw8vLy8ntsYbmNjg4iICIwZMwY+Pj5wdHTEgAEDSjRsIhm+H3/8EcHBwfjrr78QHR2N4cOHo127dkhJScGCBQuwfv16NGrUCHfv3sXp06elLpeIiIiIiAwYry+I5EEhhBAl2eHLL7/EjBkz0KRJE5w+fRrffPMNxo0bBwD49NNPERkZqes+aahSU1Nhb2+PlJQUjp1ORPQMvkfmx5+HYevUqRM0Gk2+/z1atWqFLl26oEqVKli6dCnOnTun621KRGWL75H/4s+CiKhofI/8F38Who3XF0TSKsl7ZImHopo6dSpmzZoFV1dXTJ8+PV+Xq3PnzqFfv34lr5iIiIiolJo0aZLvsYuLCxITE/Hmm28iIyMDNWvWxKhRo7Blyxbk5uZKVCUREREREckBry+I5KHEQ1EpFApMnjy50HVbt2596YKIiAyZVqNB3L59uBH2CzKSklDBtTpqDxkK5zZtOBYukUSevVtKoVBAq9XCzc0Nly9fRkREBHbv3o2goCDMmzcPBw4c4B1WREREZDAe37mDa7/8jMS/ogGFAtU6d0WtgYNgWamS1KURmSReXxDJQ4l7bBARmSpNdjYOjh6FuB+/h1cdK3QOqI96Llpcmf9f/D11CoRWK3WJRPQMKysr9OrVC4sXL8b+/fsRHR2Ns2fPSl0WEREREQAg/lAU9g//D2zunoVfl5po39ETqkuHsHvQm7h/8aLU5RHRM3h9QWQ4Stxjo0uXLkWuUyqVcHBwQMuWLTFixAhUrlz5pYojIjIk50OWoJLqMZp0a6hbVrm6I5xcK+GvPRdwffMm1HpzgIQVEtHTVq9eDY1Gg9atW8Pa2ho//fQTrKysdJPNExEREUkpOzUVx7/4DF36NIe1rZVuef0WnnBxr4So4HEI+GMblGYl/uiGiMoBry+IDEuJ01Gr1eLq1auIj4+Hp6cnnJ2dcffuXdy8eRPVqlVD5cqV8eeff2LBggWIjIxEnTp1yqNuIqJSE0IgMzOzRPtoc3Nx888/EDCoVYF1CoUCTVrXxIGffkS1114vcT2WlpYcxoqoHDg4OOCrr75CcHAwNBoNGjdujD/++AOOjo5Sl0ZERERGpDTXFwDwz8aN8KxXNV+jRh57JztUdrbBjYgIVOvUqUTH5fUFUfng9QWRYSlxw8a0adMwcuRIREdHo3Xr1rrlR44cwcCBAzF79mzUr18f3bt3x7Rp0xAWFlamBRMRvazMzEz4+fmVaB87rRYfOFjBzLzwt01rWys8SLiLDu3bQ5TwIiIyMhJWVgUvZojoxfbv319g2W+//ab7vk+fPnqrhYiIiExTaa4vAGCAUmBE34I3TuWp6mKL76ZNxT5FyUYR5/UFUenx+oJIPko8x8ann36Kzz//PF+jBgC0adMGn3/+OT799FPUqFEDn3zyCfbt21dmhRIRSSlHoUBudk6R64UQEBothB5rIiIiIiIi+coUAtmZRV9jZGRkIVPwCoOIiKgwJe6xcfbsWbi5uRW6zs3NDZcuXQIA1K9fHykpKS9XHRFRObC0tERkZGSJ94scPhQpyWmwd7QtsO7uzXvwaNcekV99Xap6iIiIiIhInkp7fXHv2DFcD5mHajWdC6wTQuDmP/fx+fow2BTxGczz6iEiIjJ2JW7YcHZ2xpYtW9C9e/cC67Zs2YIqVaoAAFJTU+Hg4PDSBRIRlTWFQlGqrtlNgycgevo0dHy9Kawq/HuxkPbgMU4c+gftQpaxyzfJRmnHgibpcdxsIiIiw1La6wu39u1xbfkPuHb2Fmp5VdfluxACZ4/8A7v6Xqhct25Zl0tUbniNIV+8xiA5KnHDxrvvvotp06YhJSUFb775JpydnZGQkICwsDBs2LABX375JQDg8OHDaNKkSZkXTEQkFefWbeD1yRTs/mo21NYKODrZIuOxFqmpWWg191s41K4tdYlExSKEQGBgIM6cOSN1KVQKTZs2xYoVK3jhQUREJHMKhQJ+ocvw99QpuBr2NxydK0Cj1eJ+/CM4t22PllM/k7pEomLjNYa88RqD5KjEDRuffvopHj16hAULFmD9+vUAnrx5qdVqTJ48GVOmTAEAvPXWWxg5cmTZVktEJLHqXbqiUqvWGOLnhwoxSfgqNBSubdow/ElWMjMzecEhY6dPn0ZmZiZ7iBERERkB8woV0G7hYiTfuIGxfftCq1AgNDwcDi4uUpdGVCK8xpA3XmOQHJW4YQMAZs+ejYkTJ+LIkSNITk6Go6MjWrdujYoVK+q2YW8NIjJWCpUKt1QqAIBjs2Zs1CBZ27VrF/95lYmMjAz4+/tLXQYRERGVA+uqVXHZ7MlHNGoO600yx2sM+eA1BslZqRo2AMDBwQGvvPJKWdZCREREemZlZcWLDiIySiEhIZg3bx7i4+PRqFEjLFy4EH5+foVuu3//fnTu3LnA8osXL6J+/frlXSoREZFR4TUGEelDqRo2hBA4evQobt68iYyMjALrhw0b9tKFERERERERlUZYWBjGjRuHkJAQtGvXDkuXLkVAQAAuXLgAd3f3Ive7fPky7OzsdI8rV66sj3KJiIiIiKiEStywceXKFfTq1QtXr16FEKLAeoVCwYYNIiIiA2ZpaYnIyEjd9yQPPG9ExTd//nwEBgbq5vxbuHAhdu7cidDQUMyZM6fI/apUqQIHDgFDRERUYvxfVZ543kjOStyw8cEHHyAzMxNhYWFo0qQJZrHm4wABAABJREFU1Gp1edRFRERE5UShULBruAzxvBEVT3Z2No4fP47JkyfnW+7v74/Dhw8/d9/mzZsjMzMTDRs2xLRp0wodnipPVlYWsrKydI9TU1NfrnAiIiIZ4/+q8sTzRnJW4oaNv//+G8uXL0f//v3Lox4iIiIiIqJSS0pKgkajgbOzc77lzs7OuHv3bqH7uLi4YNmyZfD29kZWVhZ++ukndO3aFfv370eHDh0K3WfOnDmYMWNGmddPREREREQvVuKGDRsbm3zjzhIRERERERkahUKR77EQosCyPPXq1UO9evV0j319fXHr1i188803RTZsTJkyBcHBwbrHqampcHNzK4PKicgU5aano5pGAwFAk50N8A5qIiKi5ypxw8Y777yDX375Ba+88kp51ENEREREz9BqNIg/dAh3du+EyNWgim87uPXoAZWFhdSlERkcJycnqFSqAr0zEhMTC/TieJ42bdpg7dq1Ra5Xq9UclpeIXpo2Jwenv52H27t34QMPR2i1Avv69UGt/gPQ4L3RRTbIEhG9rPTERNzYvAmPYq7DskpV1OjXH3aenlKXRVRsJW7Y8PLywrp169CrVy+8/vrrcHR0LLDNG2+8USbFERERPSskJATz5s1DfHw8GjVqhIULF8LPz6/Qbffv31/o+OgXL15E/fr1y7tUojKRce8eDo4eBfsKSnjUdITSSoG4rWtw/vvv0G5JCBxq15a6RCKDYmFhAW9vb0RERKBv37665REREejdu3exj3Py5Em4uLiUR4lERACe9CQ7/PF42GXfw6uDfaFUKQEAuTm5OH5wF049eIDmUz6VuEoiMkZX1v6Ea2v+hzpe1VDT0QaPEs/iyIe74OTrh+afTmOjKslCiRs2Bg8eDAC4ceMG/vzzzwLrFQoFNBrNy1dGRGSAslNTcWnFcoyBBmYKBfb174sa/d5E3SH/gYp3bZa7sLAwjBs3DiEhIWjXrh2WLl2KgIAAXLhwAe7u7kXud/ny5XzDKFauXFkf5RK9NCEEDo35AF5eTnCt+e+d5s7ulfEg4SEOfRiEHr9thZmlpYRVEhme4OBgDB06FD4+PvD19cWyZcsQGxuL0aNHA3gyjFRcXBzWrFkDAFi4cCE8PT3RqFEjZGdnY+3atdi8eTM2b94s5csgIiOXfPYscuNuoPHrTfN9iGhmboaWnRtg54a9SH9nBKyrVpWwSiIyNvFRUbi1cS38B7SCmbkKAFAZgGcDV/y1+ziurv0JdYcOk7ZIomIoccPGvn37yqMOIiKDl/XwIfYO+w88Pe0w+N3uMFebIzM9C1f+2ol9uyPQadVqfrhYzubPn4/AwECMHDkSwJMPonbu3InQ0FDMmTOnyP2qVKkCBwcHPVVJVDghBDIzM0u0T/Lp0zDXZsC1Zp0C6yo6O6CamwOu/f4bPHoV/y70PJaWlrwTi4zWwIEDkZycjJkzZyI+Ph5eXl4IDw+Hh4cHACA+Ph6xsbG67bOzszFhwgTExcXBysoKjRo1wrZt29CzZ0+pXgIRmYCbv/2KWg2qFJrHSqUCNes642Z4OBqMGCFBdURk6EpzfQEA53/4Ht7t6+gaNfIoFAo0b18HEWvXoHrfN6BQqYo4QuF4fUH6VuKGjY4dO5ZHHUREBu/0N1+jXr1KqOn178SgltZqNGlbB2ePXMPl/61Co/eDJKzQuGVnZ+P48eOYPHlyvuX+/v44fPjwc/dt3rw5MjMz0bBhQ0ybNq3Q4anyZGVlISsrS/c4NTX15Qon+n+ZmZlFDptWlPZaDcZ29SpyvVtNR/zv23kIm/dNieuJjIyEFScmJSMWFBSEoKDCc3n16tX5Hk+cOBETJ07UQ1VEZIiEEMjNzdX782Y9uA8r56Kz2MraHMkPkpGTk6PHqp4wMzPjB5REBq401xcQAuOVAhW7BxS6Wm1lgezcDLzeoQNSlMoSHZrXF6RvJW7YICIyRbkZGUg8Eg2fIW0KXV+vmTsitmxhw0Y5SkpKgkajKTDxq7Ozc4EJYvO4uLhg2bJl8Pb2RlZWFn766Sd07doV+/fvR4cOHQrdZ86cOZgxY0aZ109UGgJPPmwpcr1WQKu/coiIiIxSbm4uVq1apffntXqUDofcx3BwtEXMhdtIuJUEhQKoVtMZbvVcER//EOez4vG3BLWNGDEC5ubmen9eIpKe0AoUfQVCZDiK1bAxYsQIfPbZZ6hRowZGvKALpEKhwMqVK8ukOCIiQ5GZnIwKFW2gLOKOBQtLC0CTC61GA2UJu2tSyTx755gQosi7yerVq4d69erpHvv6+uLWrVv45ptvimzYmDJlCoKDg3WPU1NT4ebmVui2RCVhaWmJyMjIEu3z8NIlXPpyGmo19ih0/c3rSXjj088wtkePUtVDRERE/8q8c0Gvz5dVyQznD1zF9VPX4V7fFfV9akEIgZuX4nD+yBU8yspFWjc3QM91WVZrqNfnk1pISAjmzZuH+Ph4NGrUCAsXLnzuXfBZWVmYOXMm1q5di7t376J69eqYOnXqCz8vI3rWy/YWU6lU2Lt3b4n3O/bRh0iOfwBrWyvcOB+LRw/TYWmthmcjN1iozWFpZYstv20vca8tlUr1Uj3M2FOMSqpYDRv79u3DRx99BADYu3fvc3/JSvMLWNIQyXPo0CF07NgRXl5eOHXqVImfl4iouCzs7JCRml7kh+gajRZarWCjRjlycnKCSqUq0DsjMTGxQC+O52nTpg3Wrl1b5Hq1Wg01J4KncqBQKErcNduqeXNcsq2EGxfjUKOBa751ibeTkZjwGM179oTKwqIsSyUiIjJZA7q3gpme/qfXZOXgyKFTaN+nJRyc7HTLnapVQkLsPfy9/yLe6tlWbx/05Wo02BDxt16ey1CEhYVh3LhxCAkJQbt27bB06VIEBATgwoULcHd3L3SfAQMGICEhAStXrkTt2rWRmJgoyVBmJH9S9RZTuddAyp87YaEEajevAc+G1fEoJR3R244jK0eD5KY+WL9+vd7rYk8xKqliNWzcuHFD931MTEyZFlCaEAGAlJQUDBs2DF27dkVCQkKZ1kREhk2KMXAVVlao4FEDibeS4ezuVGD9zctxqNqhI8e/LUcWFhbw9vZGREQE+vbtq1seERGB3r2LP3HyyZMn4eLiUh4lEpWLdouWIOrDINz85zQ8azpCqVLgdmwKUtNy0eGH5WzUICIiKkNmKhXMzfTTsHH38Gl4NKiWr1Ejj7N7ZVSsfBupV2Ph1LCmXuoxRfPnz0dgYOD/sXfnYVGV/RvA7zM7i4iyKSoIKILgCi6ouOWSlqktWpZWLmmo/YzKtLLQfLOyxTZMMzVbzLSy1zIVd1xT3HFfUQQVVBZZZ+b5/eELiUAxCHPmDPfnurwu5ixzvuOBuWfOc57nwejRowEAc+bMwdq1azF37lzMmjWr1PZr1qzBli1bcPbsWdStWxcA0LhxY2uWTHboxtFz/75RFTKkX0N9gxZ9H+8Ejfb2pWHPRkDj5o0Qv2ovkpOvIUOybk11mvtZ9XhkH2SfY8PSECkyduxYDBs2DGq1GitXrrRStURkC+S6q0HV2B/X/vwd3fq1gkeD2x9ihRBIPnMFe3eewc2BrbCP499Wq+joaAwfPhzh4eGIiIjA/PnzkZSUhHHjxgG4PYxUcnIylixZAuB2pjRu3BghISEoKCjAd999h59//hk///yznC+DyCK62rXRY8l3uLx3L+aMew5qScK492YjokcPSBZO6EdERES24+axcwjy9yx3fcPGHrh27BwbNqpJQUEBEhISMGXKlBLL+/Tpgx07dpS5z3//+1+Eh4fj/fffx7fffgsnJyc89NBDePvttzlpMlWa0WRC/3aRUFvps/2lZV+iU5+WxY0aRVQqCR37tMKNpbsRMXAYJKn66zGZzVi9x7LheomKyNqwUZkQAYBFixbhzJkz+O677zBz5sx/PU5+fj7y8/OLH2dmZla+aCKyGdYeAxcA8sOCEbcpEeqcPDi6OKDwVj7ynByR3iEU5swkwMpvLzVt/NuhQ4ciPT0dM2bMQEpKCkJDQ7F69Wr4+t6efyAlJQVJSUnF2xcUFODll19GcnIyHBwcEBISgj/++AP9+/eX6yUQVYokSagbGopN0u07SN/q1ImNGkRERAonaVQwG83lrjeZzJD0HOq2uqSlpcFkMpUa1tbLy6vU8LdFzp49i23btsFgMODXX39FWloaoqKicP369XJvvuM1Kfo3K3dtwspdm6xzMCHwokqgjlerMlfrHXQwq014aU4MMqz4fWNMiyZWOxbZjwo1bKhUKouGOTGZTBXarjIhcurUKUyZMgXx8fHQaCrWLjNr1ixMnz69QtsSkbJYcwzcIkL0Qta1GyjMzoWzhyv0tZysenygZo5/WyQqKgpRUVFlrlu8eHGJx5MnT8bkyZOtUBXZOzmGwLvbnUPdFRYWVvhzUHWpKcPgERERVReP1kE4t20PvHw9ylx/4WQqmgxvZ+Wqap67P8+UN68iAJjNZkiShO+//x61a9cGcHskkkcffRRffPFFmb02eE2KlEYIASF3EUQVUKFvxG+++WaJN/VFixYhOzsbAwYMQL169ZCSkoLff/8dTk5OGDlypMVFVDRETCYThg0bhunTpyMwMLDCzz916lRER0cXP87MzESjRo0srpOIbI81x8C9k5t32V8+iMg+yTUE3p3ubNhYsmSJ7EPQ1aRh8IiIiKqDR+tAnPltM5LPpKJBQL0S604fvgCzwQAXX84NV13c3d2hVqtL3Vh79erVUjfgFqlfvz4aNGhQ3KgBAMHBwRBC4NKlS2jatGmpfXhNiv7NoI49MKBDN2jU1rlxKWnZl0hPuQG3+nVKrcu7lQ8NdPj0pWlWuYnJaDJi1e4t1X4csk8V+ouJiYkp/vnDDz9EvXr1sH79ejg7Oxcvz8rKQq9eveDo6Fjhg1saIllZWdi7dy/279+PCRMmALjdWi6EgEajwbp169CzZ89S++n1euj1+grXRURERFQWa0/sdyfjHT1ibx6/YPXeanfi5H5ERET3TqVWo230Uzj4+Y84nXgJDf08YDYJXDidCsnZGa3GD5G7RLum0+kQFhaGuLg4DB48uHh5XFwcBg4cWOY+nTt3xvLly5GdnV18TezkyZNQqVRo2LBhmfvwmhT9G41aDYNOZ7WGjXqR/fHXuqW479F20On/vlHJbDJj9/pEeEX0goOVfmeNJpWs32tI2Sz+i4mNjcXs2bNLNGoAQK1atTB58mS8/PLLeOWVVyr0XJaGiIuLCw4fPlyqno0bN2LFihXw8+OXbCKqXkIIpB87h+TNe5GfkQ0Hjzpo1KMdXAPK/hBLRPZnQIfu0KitP7+FEAIDOnQDAOi1WlmGgTKazFi1e7PVj0tERGSvDK610P710bh55hKuHz8HSaVC4LMRcGlUdo8BqlrR0dEYPnw4wsPDERERgfnz5yMpKQnjxo0DcLu3RXJyMpYsWQIAGDZsGN5++208++yzmD59OtLS0vDKK69g5MiRnDycFMOlcRMUtO+DP7/7A/7NvVHXoxayMnJx+kgyajcPh3ubCLlLJKoQixs2kpOTyx3TWaPRlDs3RnksCRGVSoXQ0NAS+3t6esJgMJRaTkRU1cwmEw7NXQHVrWwEt/aFs2sj3LyWiaPf/Q6nAB8EPdmP480T1QAatcpqd1PdTauRe+gneecZISIiskeSJKFOk0ao04TDE1nb0KFDkZ6ejhkzZiAlJQWhoaFYvXo1fH19AQApKSlISkoq3t7Z2RlxcXGYOHEiwsPD4ebmhiFDhmDmzJlyvQSiSnFv3QGuzVog/fAeXE+9BrWTJwKeegw6l9r/vjORjbD4W3lwcDA++ugj9OvXr8S4ygUFBfjwww8RFBRk0fNZGiJERHI590c8XNQmtHmwbXEDhmMtB9T388T21ftxecchNOjcSuYqicieGfNyASGgNjiwIZWIiIioCkRFRSEqKqrMdYsXLy61LCgoCHFxcdVcFVH10zg4wqt9N7nLIKo0ixs2Zs6ciUGDBsHf3x8PP/ww6tWrh9TUVPzyyy9ITU3FypUrLS7C0hC5U0xMTIk5QIiIqoPZZELytgPo90TnUhcTJUlC6y7NEL92Jxs2iKha3DxxBKnb/oTIz4FKrYLJLMGjQ0+4t4lgAwcRERERERHVOBY3bDzwwANYs2YNXn/9dXzxxRcwm82QJAnt27fHokWL0KtXr+qok4hIVvk3suBUywFafdnDwDjXdoIpNx/CbIaksv7Y+0Rkv64lbEfm/k2I7NsCLnVvz3GWk5WLhM07kJx2BQ37DP6XZyAiIiIiIiKyL5UaIPq+++7Dfffdh5ycHNy4cQN16tSBo6NjVddGRPSPCo0m5OUXwGhSV/uxCoQZhQXG25OHp9zA2SNJyLuVDycXRwS08kVtt1owGU3ILSi0yt3TRqMJhUYTDNV+JCK6k9FkQl5BATRqs1WOZ8rPw5Xta9F/eGdodX9/bHOs5YDOD7TG2qU7cfNyOAzu1plg1GgywmgyWeVYREREREREROW5p5kvHR0d2aBBRLL5ce0u/Lh2l9WON1aYsH3VXhTmFyKwrT+cXZ2QcS0Tf605AJe6zjiVm4+3X5xjtXoAYMyYFlY9HlFNt3LXJqzctclqx2tpMuH5Nr4lGjWKqFQSmrVuhK+XfIK1sG5PsTEtmlj1eERERERERER3qlTDhslkwp9//oljx44hNze3xDpJkjBt2rQqKY6IyJZcFAKhGjU6Dwgv7pVR260WGgbWx6afduBMoQnQcBgqIqo6dVUSPDxrl7ve1a0W6qokwDodSIiIiIiIiIhsgsUNG+np6YiMjMTx48chSRKEEABQYugVNmwQkTU83rcjhvZuD42m+oeiEmYz9r71JcJ6hpYaakqlUqF939bIj0vEm1OfrfZagNtDUS2L+8sqxyKivw3q2AMDOnSDRn1PnV4rLP3AbtxMP1zu+ozrWWjdoj3uv2+gVeoxmoxYtXuLVY5FREREREREVB6Lv5W//vrrMBgMuHDhAnx9fbF7927UrVsXX375JX7//XesX7++OuokIipFq1HDoNdBa4WGjdz0m3Cq5QCdQVfm+lp1nGHKyYVBq7HK5OGFapNVXjcRlaRRq2HQ6azWsFGvVTscmxeHkHb+0Oq1JdaZzWYc33cRjR55DgZd2e9NVc1oUkGj5nsPERERERERycvib+UbNmzAW2+9BW9vbwC371QOCAjA7NmzkZeXh5dffhlLly6t8kKJiOQkqdUwGsufMFcIAWE2A1aYOJyI5GU0mQEYrXMwjQYenfti48+b0LFPCGq7uwAAbmXmYO+m43DwD4W2jhuMJuvUc/u1ExEREREREcnL4oaNS5cuoXHjxlCr1VCpVLh161bxugEDBmDYsGFVWiARkS3Q13aGCRJuZeTAqbZjqfVpl2/AuaFXqWGqiMj+rNq92erHNHg0Rvp/D0LKz4GkkiBUWqQ38Ee23hHYsdHq9RApQWxsLGbPno2UlBSEhIRgzpw5iIyM/Nf9tm/fjm7duiE0NBQHDhyo/kKJiIiIiMhiFjdsuLu7IyMjAwDg7e2NI0eOoGvXrgCA69evw2i00h2MRERWJEkS/B/qjp2/b0a3ge2g1f399pl3Kx97NyUieNRgGSskImuo09xPpiP74XpBG/y2cCHUAB58dji0ej3qyFQNka1btmwZJk2ahNjYWHTu3Bnz5s1Dv379cPToUfj4+JS7X0ZGBkaMGIH77rsPV65csWLFRGQLCo0m5OUXwGiqmcMuGo0mFBpNMMhdCBERUQVY3LARFhaGxMREPPDAA+jfvz9mzJgBFxcX6HQ6vPbaa+jYsWN11ElEJLt6YcEozLqFNd9vQ6Om9VDLxQE3r2cj+dw1NHvifrgGNJS7RCKqJhqNBiNHjpTt+BdW/YYTC77CuDoOUKlU0KxaCb9HH0PgMyOtMq9PWTQa68wzQlQZH330EUaNGoXRo0cDAObMmYO1a9di7ty5mDVrVrn7jR07FsOGDYNarcbKlSutVC0R2Yof1+7Cj2t3yV2G7MaMaSF3CURERP/K4m+kEyZMwJkzZwAAb7/9Nnbt2oURI0YAAAICAvDJJ59UbYVERDakUfdw1O/YAlcSjiHjZjYc/Zug85hmUGt5gY/InkmSBK1W++8bVoNjX3+FK6t/Rc8HQuHgfPseysL8QhzYEYcDFy+i/cx3ZKmLyFYVFBQgISEBU6ZMKbG8T58+2LFjR7n7LVq0CGfOnMF3332HmTNnVneZRERERER0Dyy+EterVy/06tULAODh4YH9+/fjyJEjkCQJQUFBvHuPiOyexqBHg86t5S6DiBRGCIG8vDyL9sm/eRNnfvwB/R7vALXm72ExtHotwrsHYcOv+5By4ABcmzWzuB6DwcB5gcgupaWlwWQywcvLq8RyLy8vpKamlrnPqVOnMGXKFMTHx1f4+0x+fj7y8/OLH2dmZla+aCKyCY/37YihvdtDo6m5Q1Eti/tL7jKIiIgq5J5bISRJQosW7KZIRERE9E/y8vIqNHHxnVqbjBgfHlCiUaOIJEloGlIPc0ePxGpYPhxVfHw8HBwcLN6PKkYIgeRNm3BqySLcSr4MtV4HnwcfQtMnhkFXu7bc5dUIdzfcCSHKbMwzmUwYNmwYpk+fjsDAwAo//6xZszB9+vR7rpOIbIdWo4ZBr4O2hjZsFKpNNfa1ExGR8lRqUObr169j2rRp6NSpE5o1a4bOnTvjrbfewo0bN6q6PiIiohJiY2Ph5+cHg8GAsLAwxMfHV2i/7du3Q6PRoHXr1tVbIFEVqq1SoY6bc7nra9V2Qm0Ve13YGiEEEmbE4NyXH6F1SG08+FRH3DcgFKqj8Vg/7HHkXL0qd4l2zd3dHWq1ulTvjKtXr5bqxQEAWVlZ2Lt3LyZMmACNRgONRoMZM2bg4MGD0Gg02LhxY5nHmTp1KjIyMor/Xbx4sVpeDxERERERlWZxj43k5GR07twZSUlJCA4Oho+PDy5fvoy3334bS5Yswfbt2+Ht7V0dtRIRUQ23bNkyTJo0CbGxsejcuTPmzZuHfv364ejRo/Dx8Sl3v4yMDIwYMQL33Xcfrly5YsWKif5mMBgq3BBXJOmPP3Bj3U9oXM76G2lZ6P7oEERNfKFS9VD1SN60CbmJCejSv2VxDwGdQYfgMD+41HHE3mmvo+u8r2Su0n7pdDqEhYUhLi4OgwcPLl4eFxeHgQMHltrexcUFhw8fLrEsNjYWGzduxIoVK+Dn51fmcfR6PfR6fdUWT0REREREFWJxw8Zrr72G3Nxc7N69G+3atStevmfPHgwYMACvvfYaFi9eXJU1EhERAQA++ugjjBo1CqNHjwYAzJkzB2vXrsXcuXMxa9ascvcbO3Yshg0bBrVajZUrV1qpWqKSJEmyeOingAcewJovv0BwGx8YHEteQDUZTTh5OBmRC97hkFLVpDLzogDAiW8Wom24b5nDHnn7eeLwnj24fuECHDw9LXpezotScdHR0Rg+fDjCw8MRERGB+fPnIykpCePGjQNwu7dFcnIylixZApVKhdDQ0BL7e3p6wmAwlFpORERERES2weKGjTVr1mDmzJklGjUAoF27dpgxYwamTZtWZcUREREVKSgoQEJCAqZMmVJieZ8+fbBjx45y91u0aBHOnDmD7777DjNnzvzX43AyWLIlGgcHtHr1NWz+6D207RwAj4ZukCQJN69lYN+202j82ONwbthQ7jLtVmXmRQGAF2DCfT37l7lOkiRoHVUYNWgQLqotG8ec86JU3NChQ5Geno4ZM2YgJSUFoaGhWL16NXx9fQEAKSkpSEpKkrlKIiIiIiKqLIsbNjIyMtC4ceMy1/n5+SEjI+NeayIiIiolLS0NJpOp1PjoXl5epcZRL3Lq1ClMmTIF8fHx0GgqFnmcDJZsTaPeveHg5YVjX36BXRu3QyVJcKzvjaDo1+Ddtavc5VEZjADycwugd9CVuT4nOw/57HlR7aKiohAVFVXmun/rYR4TE4OYmJiqL4qIiIiIiKqExQ0bfn5++OOPP9C7d+9S6/78889yx6AlIiKqCncPwyKEKHNoFpPJhGHDhmH69OkIDAys8PNPnToV0dHRxY8zMzPRqFGjyhdMVAXcW7ZEZOw8ucuocSozLwoAnFz4Nc4kbkfzcP9S63Kz86BSGbBi258WDyvFeVGIiIiIiIhus7hh49lnn8WUKVNgNpvx9NNPo379+khJScF3332Hzz77DO+++2511ElEVCajyWT1YwohkF9QCADQ67SyjHcux+uWm7u7O9RqdaneGVevXi3ViwMAsrKysHfvXuzfvx8TJkwAAJjNZgghoNFosG7dOvTs2bPUfpwMloiKVGZeFAAIHj4C64f9AZc6qWjg71WcE7nZeYhffQitol+Fo6NjVZdLRERERERUY1jcsPHKK6/gzJkz+Pzzz/HFF18ULxdC4LnnnsNLL71UpQUSEf2Tn+L+svoxC40mLF+zE3oAD/XpAK1Oa/UaaiKdToewsDDExcVh8ODBxcvj4uIwcODAUtu7uLjg8OHDJZbFxsZi48aNWLFiBXsYElG10bm4oMeiJdgz7TUc2fsXNA5q5NzKg1plQKvoV9GwVy+5SyQiIiIiIlI0ixs2JEnCvHnzEB0djU2bNiE9PR1ubm7o2bOnRUN9EBHdK4N3c6sfU8rMhMeu7fg/lYDWUQds3YcC38bIbt8R4ISu1S46OhrDhw9HeHg4IiIiMH/+fCQlJWHcuHEAbg8jlZycjCVLlkClUiE0NLTE/p6enjAYDKWWExFVNQcPD3T98itcv3ABowYNQp4k4edtf7KnBhERERERURWwuGGjSLNmzdCsWbMSy7Zu3YqYmBhs3LjxngsjIiqPRqPByJEjrX7cW8nJ2DZ2NFq180HDAc0hSRLMJjPOHbuEExvWoduiJdDVrm31uio6KbY9GDp0KNLT0zFjxgykpKQgNDQUq1evhq+vLwAgJSUFSUlJMldJRPQ3B09PXFSrAZSeI4iIiIiIiIgqp0qvhl27dg1btmypyqckIipFkiRotdYf/ilxzodo094XDZrUK16mUqsQEOoDs1Hg1OKFaP3yZKvXVdNERUUhKiqqzHWLFy/+x31jYmIQExNT9UUREREREREREZHV1JzbfImI7kHhrVu4mZgI7yc7lrneL6Qh1ixbw4YNIiIiIiKySObFVFxYswM3T18EALiFBMD3/k5w8qwrc2VERES2SyV3AcDtyVz9/PxgMBgQFhaG+Pj4crfdtm0bOnfuDDc3Nzg4OCAoKAgff/yxFaslopoo/8YNONZ2Kh5GxGwWKMwvhBACAKDRqiFJgNlkkrNMIiIiIiJSkJTdR5A4dzn86znigeFd0f+pSHg7Afs//Bbpx87JXR4REZHNkr3HxrJlyzBp0iTExsaic+fOmDdvHvr164ejR4/Cx8en1PZOTk6YMGECWrZsCScnJ2zbtg1jx46Fk5MTnnvuORleARHVBPo6dZCTkY2crFwk7jqJ1PNXodVrUZhvRKPA+ghs6w8hJKj+N446ERERERHRP8nPzMbpn9ej7+OdoDPo/rdUQuPghvBoUBcbFv2Gzv+ZALVW9ks3RERENkf2dPzoo48watQojB49GgAwZ84crF27FnPnzsWsWbNKbd+mTRu0adOm+HHjxo3xyy+/ID4+ng0bRFRttE5OcAkMwvql29CySxDCeraASq2CsdCEM4cvYMOP29DgwcFyl0lERERERApxaet+NAn1uaNR429OLo5o0NgTVxKOwbtjCxmqIyIism0Vatho2bJlhZ4sMzPTooMXFBQgISEBU6ZMKbG8T58+2LFjR4WeY//+/dixYwdmzpxp0bGJiCwmSWjdtTl8ghoUL9Jo1WjW1h8mowl5koy1EVkgKykJ535egdzUFDj5+MD/kcfgWK+e3GURERER1Si3Ll2Bb1O3ctd71KuN1EtXALBhg4iI6G4VatioW7du8bjy/8TNzQ1+fn4VPnhaWhpMJhO8vLxKLPfy8kJqauo/7tuwYUNcu3YNRqMRMTExxT0+ypKfn4/8/Pzix5Y2wBCRfRFCIC8vz6J9jDk5yDh+DI2eiihzfWBrP/z5UxyCX5hkcT0Gg6FC77FE90oIgUMffYDUDevQNKQ+6rk6IuPMbmx+eiX8hz6BoJHlZykRERERVS2NowF52eV/L8nNyYfGzdV6BRERESlIhRo2Nm/eXK1F3H1BTwjxrxf54uPjkZ2djV27dmHKlClo0qQJnnjiiTK3nTVrFqZPn15l9RKRsuXl5SEyMtKifVzMZkyo41jue5NGp0F2Zga6dukCYWEjRXx8PBwcHCzah6gyzq5Ygey98ej9WDhUKhUAwLOhG/xDGmLrqp/h3NgPDXveJ3OVRERERDVD/U6tcPqnNWjYtH6pdUIInD12Ga2j+dmMiIioLLLOseHu7g61Wl2qd8bVq1dL9eK4W1HPkBYtWuDKlSuIiYkpt2Fj6tSpiI6OLn6cmZmJRo0a3WP1RFST5EoS8rJzy214NRaaYDSZISROHk7VrzK9joQQOL5oAXo+GFrcqFFErVEjLLIpdn0ZC7eIThbXw15HRERERJZzDWiI887OOLTzJEI7NCn+jGYympCwORGuwf5wcKstc5VERES2SdaGDZ1Oh7CwMMTFxWHw4L8n3Y2Li8PAgQMr/DxCiBJDTd1Nr9dDr9ffU61EZD8MBgPi4+Mt3m/v5JeQfPYKGgaUnovgbOJFBD/yGOInvVipeogsUZleR45CYKKzFg5OZf++ubjVQvqF8+jWpQvM7HVEREREVO0kSUKrqMdw4sd1+GPJVng2dIPZbMa15Bvw7twaTR/qKneJRERENkvWhg0AiI6OxvDhwxEeHo6IiAjMnz8fSUlJGDduHIDbvS2Sk5OxZMkSAMAXX3wBHx8fBAUFAQC2bduGDz74ABMnTpTtNRCRskiSVKmLsG2mvI4tI58GzAINmtSDJEkwm8w4dzQZZ87cRM+3oqDnxV2yUQKAMP/LNuL2dkRERERkHSqNBsFP9Udhbk9knk+BpJIQ6NcAap1W7tKIiIhsmuwNG0OHDkV6ejpmzJiBlJQUhIaGYvXq1fD19QUApKSkICkpqXh7s9mMqVOn4ty5c9BoNAgICMC7776LsWPHyvUSiKiGcG7QAN0XLcHhjz/Age92wuB8e7K/el0i0XPJp9C7uspdItUQlel1JITAlscfQ05WLhxrlW6Au3E1A56Bgdj61cJK1UNERERElad1MMAt2E/uMoiIiBRD9oYNAIiKikJUVFSZ6xYvXlzi8cSJE9k7g4hk4+TtjY6zP4IpPx8FWVnQubhArdPJXRbVMJXtdRT83Dj8tXguIvu1hFrz93wwhQVGJGw9iZApb3FIKSIiIiIiIiKyeTbRsEFEpDRqvR4OnLuHFKbxgwOQm5qKNcuWolGAG+q61cLNGzk4f/IKgp97HvU7d5a7RCIiIiIiIiKif6WydAe1Wo2//vqrzHUJCQlQq9VlriOqqO7du+OFF17A5MmTUbduXdSrVw8xMTHF62NiYuDj4wO9Xg9vb2+88MIL8hVLRKQwwaPHoPOibzF392nMXXMAUru+6LNiJQIeGyJ3aUREREREVhcbGws/Pz8YDAaEhYVVeMjX7du3Q6PRoHXr1tVbIBERlcniHhtClD+tqNlshiRJ91QQEQB88803iI6Oxu7du7Fz504888wz6Ny5MzIyMvDxxx/jxx9/REhICFJTU3Hw4EG5yyUiUhR93brYo7p9I8IbQx+HjsNPEREREVENtGzZMkyaNAmxsbHo3Lkz5s2bh379+uHo0aPw8fEpd7+MjAyMGDEC9913H65cuWLFiomIqIjFPTYAlNt4kZCQgNq1a99TQUQA0LJlS7z11lto2rQpRowYgfDwcGzYsAFJSUmoV68eevXqBR8fH7Rv3x5jxoyRu1wiIiIisjGW3IG7bds2dO7cGW5ubnBwcEBQUBA+/vhjK1ZLRERy+OijjzBq1CiMHj0awcHBmDNnDho1aoS5c+f+435jx47FsGHDEBERYaVKiYjobhXqsfHJJ5/gk08+AXC7UWPQoEHQ3zW2fG5uLq5evYpHH3206qukGqdly5YlHtevXx9Xr17F+PHjMWfOHPj7++P+++9H//79MWDAAGg0nC6GiIiIiG6z9A5cJycnTJgwAS1btoSTkxO2bduGsWPHwsnJCc8995wMr4CI5GI0mWQ5rhAC+QWFAAC9TivLaBhyvXa5FBQUICEhAVOmTCmxvE+fPtixY0e5+y1atAhnzpzBd999h5kzZ1Z3mUREVI4KXQ329PRESEgIAOD8+fPw9/eHq6triW30ej1atGiB//u//6vyIqnm0Wq1JR5LkgSz2YxGjRrhxIkTiIuLw/r16xEVFYXZs2djy5YtpfYhIiIioprpzjtwAWDOnDlYu3Yt5s6di1mzZpXavk2bNmjTpk3x48aNG+OXX35BfHw8GzaIapif4sqeU7S6FRpN+HHtLgDA4307Qqvh/KXVLS0tDSaTCV5eXiWWe3l5ITU1tcx9Tp06hSlTpiA+Pr7CN1jm5+cjPz+/+HFmZmbliyYiomIVehd+4okn8MQTTwAAevTogblz5yIoKKhaCyMqj4ODAx566CE89NBDGD9+PIKCgnD48GG0bdtW7tKIiIiISGaVvQP3Tvv378eOHTv+8U5cXqgisj8G7+ayHFd19SqcjiTgBZggBKA6cwW5bcIh7rqhlKrH3b1jhBBl9pgxmUwYNmwYpk+fjsDAwAo//6xZszB9+vR7rpOIiEqyePyeTZs2/eN6o9HIYYGo2ixevBgmkwkdOnSAo6Mjvv32Wzg4OMDX11fu0ojISmJjYzF79mykpKQgJCQEc+bMQWRkZJnbbtu2Da+++iqOHz+OnJwc+Pr6YuzYsXjxxRetXDUREVlLZe7ALdKwYUNcu3YNRqMRMTExxT0+ysILVUT2Q6PRYOTIkbIc++Kfq3Hi15/QqoMf6g9oDmEWuHgqFUc2rEXrmJnwbNdOlrpqwnUdd3d3qNXqUtlw9erVUhkCAFlZWdi7dy/279+PCRMmAADMZjOEENBoNFi3bh169uxZar+pU6ciOjq6+HFmZiYaNWpUxa+GiKjmsTipnn76aXz55ZdwcHAote78+fN4/PHHsWvXriopjuhurq6uePfddxEdHQ2TyYQWLVpg1apVcHNzk7s0IrICjplOREQVVdE7cO8UHx+P7Oxs7Nq1C1OmTEGTJk2Ke67fjReqiOyHJEmyDG2cl56Oo5/OQZ/HwqEz6G7XopbgG+QNd29XbHprGvr98SfUOp3Va6sJdDodwsLCEBcXh8GDBxcvj4uLw8CBA0tt7+LigsOHD5dYFhsbi40bN2LFihXw8/Mr8zh6vb7UPLVERHTvLG7YWLFiBRISEvDTTz+hefO/u2muXLkSI0eORO3atau0QKp5Nm/eXGrZypUri38eNGiQ1WohItvCMdOJiOjfWHoH7p2KLkq1aNECV65cQUxMTLkNG7xQRUT36uzPK9AkxLu4UeNOTi6O8Pati4txcWj8wAMyVFczREdHY/jw4QgPD0dERATmz5+PpKQkjBs3DsDtRuzk5GQsWbIEKpUKoaGhJfb39PSEwWAotZyIiKqfytId9uzZAyEE2rdvj8WLF8NoNOL//u//8PDDDyMyMhL79u2rjjqJiKiGKxozvU+fPiWWV2bM9G7dulVHiUREZAPuvAP3TnFxcejUqVOFn0cIUWIODSKiqpZx4hjc65d/c6i7hxMyTx63YkU1z9ChQzFnzhzMmDEDrVu3xtatW7F69eri4a5TUlKQlJQkc5VERFQWi3tsNG/eHHv37sXzzz+PUaNG4fXXX0d6ejo++OCDEl2xSR5CCOTl5cldBlWCwWD41+ERiGoya42ZzslgiYiUz5I7cAHgiy++gI+PD4KCggDcnqPpgw8+wMSJE2V7DURk/3S1XZGXXf5F89ycAmhru1qvoBoqKioKUVFRZa5bvHjxP+4bExODmJiYqi+KiIj+VaVmg3JwcMDgwYPx008/ISUlBW3atMFTTz1V1bWRhYQQGDVqFA4dOiR3KVQJrVq1woIFC9i4QfQvqnvMdE4GS0SkfEOHDkV6ejpmzJiBlJQUhIaG/uMduGazGVOnTsW5c+eg0WgQEBCAd999F2PHjpXrJRBRDeA76GEcmTEVDZvWL7VOCIFzJ6+i61QOQ0VERFQWi4eiMplMePnll/Hwww+jV69eWL58OZKTk9GmTZsy50Yg68nLy2OjhoIdPHiQvW2I/sG9jpneokULjBkzBi+++OI/3lU1depUZGRkFP+7ePFiVZRPRERWFhUVhfPnzyM/Px8JCQno2rVr8brFixeX+O4yceJEHDlyBLdu3UJGRgb27duH559/HiqVxV+XiIgqzK1FC2jq+eLwrjMwm83Fy42FJuzZeAyekd3hWK+ejBUSERHZLot7bHTt2hV79uzBu+++i1deeQUA0KlTJzzxxBPo3bs33nzzTUybNq3KCyXLrFu3Dg4ODnKXQRWQm5tbas4AIirtzjHTBw8eXLw8Li4OAwcOrPDz/NuY6ZwMloiIiIisQZIkRHw0Bwdnv48/vt8AQy0NzGYzCm6Z4f/wo2g+7nm5SyQiIrJZFjdsXLx4EZs3by4x8V79+vWxceNGvPnmm5gxYwYbNmyAg4MDGzaIyO5wzHQiIiIisidqnQ5tX38DTcaOw/DevSEA/LBpE5xdXeUujYisyGgyAzBa/bhCCOQXFgIA9Fqt1YdHv/26iSrH4oaN/fv3w83NrdRylUqFmTNnonv37lVRFxERUSkcM52IiIiI7JHWyQnJajUAQM3ew0Q1zqrdm2U5rtFkwspdmwAAgzr2gOZ/70NESmBxw8adjRonTpxAWloaWrduDScnJwBAr169qq46IiKiu0RFRSEqKqrMdYsXLy7xeOLEieydQURERERERDarTnM/2Y5dWFgI7Lr9s2uQL7RarWy1EFnK4oYNAFiyZAlee+01pKSkAAD27NmDtm3bYsiQIejduzfGjBlTpUVSxRgMBsTHxxf/TMrA80ZU8wghYDRav5txkcL/dTUu+lmjqdTHgSqj0Wis3uWZiIiIiIhIThqNBiNHjpS1htzc3OIbBEeMGCHrsPZyfy8l5bH4N2b58uV45pln8OCDD6Jfv34YP3588bq2bdvip59+YsOGTCRJ4rwaCsTzRlTzGI1GLFy4ULbj39mwsWTJEtnvyhk5cqTsNRAREREREVmTJEmyfw+684Y7rVYrez1ElrC4YWPWrFl49tln8fXXX8NkMpVo2AgODsZnn31WpQUSERHZqzM7kmU5rsn894fXc7svQ62S786YgE4NZDs2ERERERERESmTxVcyjh07hvfee6/MdXXr1kV6evo9F0VERFRTdA3uBZVk3QnahBCIDLo9J5ZWrZNlGCizMGHrsfVWPy4RERERERERKZ/FDRuOjo7IyMgoc11ycjLq1Klzz0URERHVFCpJDY3a+j0mtBqZuzybZD08ERERERERESmYxVdSOnfujM8//xyPPPJIqXWLFy9G9+7dq6IuslDejRs4/cP3uLhmNUwFBajTrBkCnxkFj7Zt5S6NiIiIiIiIiIiIiO5B4a1bOP/f33Dxj1Uw5eejTmgLNB3+NGr7+8tdmiwsbth488030aVLF7Rv3x7Dhg2DJEn45Zdf8NZbb2Hr1q3466+/qqNO+gdZFy5g69jRaNLME/cNCIVWp8HVi+k4GDMVDR56FMGjOZk7ERERERERERERkRLlpKZi86hn0dDHBe3b1YdWr0XqhQvYETUGQWMnwG/wYLlLtDqVpTuEh4fjzz//RHZ2Nl566SUIIfDOO+/g5MmTWL16NUJDQ6ujTvoHu155Ce27NkGzto2h02shSRK8fNzRY1BbXFy5HNePHpW7RCIiIiIiIiIiIiKqhJ0vTULb9o3QsmMTOLs6Qe+gg29QA/R6OAzH532OzPPn5S7R6io1qHePHj1w7NgxnDlzBleuXIG7uzsCAwMrXURsbCxmz56NlJQUhISEYM6cOYiMjCxz219++QVz587FgQMHkJ+fj5CQEMTExKBv376VPr6tEEIgLy/Pon0yTp6E2pgDjwZ1S61Tq1UIadsIxxd9jTYzZlpcj8FgkGVC2Zrkyp49OLnwK2ScOQNJrUaDHj0ROOIZONarJ3dpREREREREREREVIUqdf339GkgJxP1GgeUWqfVaxHcuhGOL16IFq9OtbgeJV//tbhhY8aMGRg9ejS8vb0REBCAgIC//0NTUlLw1Vdf4c0336zw8y1btgyTJk1CbGwsOnfujHnz5qFfv344evQofHx8Sm2/detW9O7dG++88w5cXV2xaNEiDBgwALt370abNm0sfTk2JS8vr9wGnfIEGY14Mdyv3PUeDerizwUb8IKFzwsA8fHxcHBwsHg/qphjC75C8n9XoJFfHbg1qQtJUgFJ+7FpRBw6fRaLOs2ayV0iERERERERERERVZHKXP9tbjTixfalGzWK1PN1x7pFvyPq99UW16Pk678WD0U1ffp0XLp0qcx1ly9fxvTp0y16vo8++gijRo3C6NGjERwcjDlz5qBRo0aYO3dumdvPmTMHkydPRrt27dC0aVO88847aNq0KVatWmXpS7ELBZKErKzyW/nycgpQoNBWN3t28+RJnPvpBxRmZyHt0nXoHfSQVMCFY5dQ21mFnS9HQwghd5lEREREREREREQkIyOA3Jz8ctcX5BXCiJp3/dfiHhv/dLE1OzsbWq22ws9VUFCAhIQETJkypcTyPn36YMeOHRV6DrPZjKysLNStW3oopiL5+fnIz//75GdmZla4RmsyGAyIj4+3aB9TXh42PToYxkIjNNrSp/PM0cvo+dIrePahgZWqx94JIWA0Gu9pf0u7jwHAkflfwnjrFjo9GAZ3779/d5uFBeDQtmPIOHMVF7ZtQ91WrSx63qroPqbRaBTbBY2IiIiIiIiIiMhWVeb6b2F2NrY+MQRmsxkqVel+CueOp6DHpJfwbCUmEFfy9d8KNWwcOnQIBw4cKH68evVqHD9+vMQ2ubm5+P7770sMTfVv0tLSYDKZ4OXlVWK5l5cXUlNTK/QcH374IW7duoUhQ4aUu82sWbMs7kkiB0mSLO/64+CAZs+MxPbffkSnPqHQ6m83LAkhcOFECq6kFaDXwEHQKPiXtDoZjUYsXLgQhYWFldq/sLAQ33//vcX7TRBGhIUFlGjUAG7/DrTsEoyk45cxa8IEJFjQUAgATz75pEWNi3fTarUYOXLkPT0HERERERERERERlVaZ678ODg7wHTAQf23YjPY9g6FS/924cfncVVy+nI3egwdDo9AhpSqrQg0bv/76a3HDgCRJmDFjRpnbOTg4YNGiRRYXcffd4UKICt0xvnTpUsTExOC3336Dp6dnudtNnToV0dHRxY8zMzPRqFEji+u0VYHDR0Cl0WDNwgXQOUrQG3TIzShAraZB6LHoYzZqVMDixYutejyDWgXf4IZlrpMkCT5BDeDy12mLn7cyjSx3GjNmzD3tT0RERERki7p3746WLVvCYDBgwYIF0Ol0GDduHGJiYgAAMTExWLhwIa5cuQI3Nzc8+uij+PTTT+UtmoiIiOh/Ql/4Pxz5DPjjh99Q18sJBgctblzLhaq2G7p9vbjGNWoAFWzYeO655/Dggw9CCIH27dtj0aJFCA0NLbGNXq9HQECARS1O7u7uUKvVpXpnXL16tVQvjrstW7YMo0aNwvLly9GrV69/3Fav10Ov11e4LiVq8sQw1H9wAIZ17QotgPm//Ya6ZUy+TrYhVwAarbrc9WqNCukcDoqIiEjRjDk5OL9yJfpLAtlmM7IuXIBDUJDcZRHVWN988w2io6Oxe/du7Ny5E8888ww6d+6MjIwMfPzxx/jxxx8REhKC1NRUHDx4UO5yiYiIiIpJkoQWL0yC7xNPYmyfPtAIgQ++/x5eISFylyabCjVs1K9fH/Xr1wcAbNq0CWFhYXB2dr7ng+t0OoSFhSEuLg6D7xgDLC4uDgMHlj8nxNKlSzFy5EgsXboUDzzwwD3XYS9UGg2S1bcvljt4eMhcjbIM6tgDAzp0g0Zt8bQzlXJl8++4eCoFzdr6l7n+4umrGD8qGgb3f27gqypGkxGrdm+xyrGIiIhqgsvx8dg3/U00CvDAuP5tkJ2Vi/0vv4A6rcMRPv1tqNTl3+BARNWjZcuWeOuttwAATZs2xeeff44NGzbA09MT9erVQ69evaDVauHj44P27dvLXC0RERFRaVpnZ5z633cJF/+yryvWFKVnG/kX3bp1q5JGjSLR0dFYsGABFi5ciGPHjuHFF19EUlISxo0bB+D2MFIjRowo3n7p0qUYMWIEPvzwQ3Ts2BGpqalITU1FRkZGldVENY9GrYZGrYFGrbLKP492XXF8/0XkZpeeePzCicuAU104e9W3Wj23XzsvsBAREVWFjLNncWBmDO4b3BatOjWFt78XAls1Rp9Hw6G+fAJHPvtE7hJrhNjYWPj5+cFgMCAsLOwfJ2n85Zdf0Lt3b3h4eMDFxQURERFYu3atFasla2jZsmWJx/Xr18fVq1fx2GOPITc3F/7+/hgzZgx+/fVXGI1GmaokIiIiooqo1O3p3333HX744QdcuHABubm5JdZJkoQzZ85U+LmGDh2K9PR0zJgxAykpKQgNDcXq1avh6+sLAEhJSUFSUlLx9vPmzYPRaMT48eMxfvz44uVPP/201edJIPuyavdmqx7PwScQv3+/DYEtG8HdszbMZjPOn76CS5cycLFFexzcsdGq9RAREVHVOLnoa7QI94WDc8l5ziRJQuvOTfHnj6vQfOzzNXIcXGtZtmwZJk2ahNjYWHTu3Bnz5s1Dv379cPToUfiUMVzr1q1b0bt3b7zzzjtwdXXFokWLMGDAAOzevRtt2rSR4RVQddBqtSUeS5IEs9mMRo0a4cSJE4iLi8P69esRFRWF2bNnY8uWLaX2ISIiIiLbYHHDxnvvvYepU6eiefPmaNWqVZXMXREVFYWoqKgy193dWLF58+Z7Ph7R3eo097P+QU0+yJcKcOrACVyupUdhgRF5ZjVyOnVG7YAA69dDREREVeLKX7sR9ni7MtepNWp4eNfF9cREeIaHW7mymuOjjz7CqFGjMHr0aADAnDlzsHbtWsydOxezZs0qtf2cOXNKPH7nnXfw22+/YdWqVWzYqCEcHBzw0EMP4aGHHsL48eMRFBSEw4cPo23btnKXRkRERERlsLhhY/78+Rg/fjw+++yz6qiHyKo0Gg1Gjhxp9eMKsxk7XhiPOk4FCBndExrt7T/F7Ixb2LHuAAIiIuDz4INWrwu4/X9CZMtiY2Mxe/ZspKSkICQkBHPmzEFkZGSZ2/7yyy+YO3cuDhw4gPz8fISEhCAmJgZ9+/a1ctVEVKOIf1kvWaWKGqugoAAJCQmYMmVKieV9+vTBjh07KvQcZrMZWVlZqFu3brnb5OfnIz8/v/hxZmZm5Qom2S1evBgmkwkdOnSAo6Mjvv32Wzg4OBSPIkBEREREtsfiOTZSU1NLTPRNpGSSJEGr1Vb6n0ajgdFotPhfcnw8tJlX0SqiaXGjBgA413ZC9wGtcPSLT5Gfk2Px82o0mnt6PVqtFpLEqy1ku4qGFnn99dexf/9+REZGol+/fiWGLLxT0dAiq1evRkJCAnr06IEBAwZg//79Vq6ciGoSz/BwXD5ztcx1JpMZ1y5dR93mza1cVc2RlpYGk8kELy+vEsu9vLyQmppaoef48MMPcevWLQwZMqTcbWbNmoXatWsX/2vUqNE91U3ycXV1xVdffYXOnTujZcuW2LBhA1atWgU3Nze5SyMiIiKiclh8a3ZYWBjOnDmDnj17Vkc9RIqSl5dX7p3i/+QJSWDE4PZlrtMZdKjlZsCo7t1xxsIJvePj4+HA8brJjnFokXsnzCYUnN8L89lNMOVkQO1UF6qmvaBr1AqSZPH9DkRUhsCRo7Fzwli4N6gDg+Pfw7YKIXB412k07Hs/NI6OMlZYM9x9s4YQokI3cCxduhQxMTH47bff4OnpWe52U6dORXR0dPHjzMxMNm7YsLKGNF65cmXxz4MGDbJaLURERER07yxu2Pjoo4/w1FNPoW3btggLC6uOmojsnrMk4Fy7/Asa7m614ChSrFgRke2z1tAi9kyYCpGz6WN41TEipLcPnOsEISMtE4d3r8KN8zvg0OV5SCo2bhDdK9cmTdDilalYP+s/aNzMC+5eLsi9lYczJ67CqWlzdHjxJblLtGvu7u5Qq9WlemdcvXq1VC+Ouy1btgyjRo3C8uXL0atXr3/cVq/XV8l8g0REREREZDmLGzaeffZZpKeno3379qhXr16p7rmSJOHgwYNVViCRLTMYDIiPj7d4v31vvIYb1zLg4Gwoc31mZiFi5syBZ4cOFtdDZK+sNbSIPY+Znn/ov/BvpEarLkHFy+p6uaLrgFbYHXcUV4+vh6F5HxkrJLIfDe/rBc/2HXBqxXJ8FfsFbgmBFxd9A68WLeQuze7pdDqEhYUhLi6uxBC6cXFxGDhwYLn7LV26FCNHjsTSpUvxwAMPWKNUIiIiIiKqJIsbNtzc3ODu7l4dtRApjiRJlRr6qdmIZ3DwrVdRv7FnqSERsjNu4Ub6LUR07co7p4nKUN1Di8yaNQvTp0+/5zorwmQ2osCYD7MwVfuxhNmEwvM7EfJMp1LrJElCq84BWL10I1SB3aq9FgAwmowwmY1WORaRXHS1asH/8Sfw2xexACS81aSJ3CXVGNHR0Rg+fDjCw8MRERGB+fPnIykpCePGjQNwexip5ORkLFmyBMDtjBgxYgQ++eQTdOzYsbjB3MHBAbVr15btddgKIQTy8vLkLoMsZDAYOH8eEVmF2WTC5a1bcWXbVkgqFbx79oJXhw68pkFE1criho2yxiYlIsu4t2qFuh0isX3NLrTqGIBadZwghEDK+as4sOMc2r3zHj8AEN3FWkOLWHPM9C3H1mHLsXXV8tx3cxYCE2rpodGVHf0OTgYUGLPw3vIXYbbiRZDALmOsdiwiqjmGDh2K9PR0zJgxAykpKQgNDcXq1avh6+sLAEhJSUFSUlLx9vPmzYPRaMT48eMxfvz44uVPP/00Fi9ebO3ybYoQAqNGjcKhQ4fkLoUs1KpVKyxYsICNG0RUrbIvXkT8+HGoW0ePhr51IMwCZ794H4c+lBA5dx4cPDzkLpGI7JTFDRtEVDVaT3kNF1b/gV2LFyL/xg2YzWa4t26DTl98CdemTeUuj8jmWGtoEXsdM70QgDG/sNz1QgiYC00wg42qRGQfoqKiEBUVVea6uxsrePNW+fLy8tiooVAHDx5EXl5epXqYExFVhLmwEFufH4vwCB94Nvx7qPqGTesj+ewVbBs/Dr2WrWADKxFVi0o1bFy/fh0ff/wxNmzYgPT0dLi7u6NXr16YNGkS6tSpU9U1EtklSZLQ+IEH0fiBBys8lA5RTWdvQ4t0C+6DyKBe0Kitc59B4cYPcePKTdTxci21LvXCNTjVD0FM5+esUovRZET88fVWORbVXEIIGI3yDnlWWFhY4meNRt77ijQaDT9zUKWtW7eOF8kVIDc3F336cM4sIrJMZYYdTN6wAR4eDiUaNYo08PfC2RNXcWnHDri3bWvR83IoPSKqCIu/WSUnJ6Nz585ISkpCcHAwfHx8cPnyZbz99ttYsmQJtm/fDm9v7+qolchuMbCJKsbehhZRqzTQafRWa9iQWj+G+D++wn2PtoWTi2Px8sz0LOxefwK6rpOg0Vint4pKUkOtYsdRql5GoxELFy6UtYY7GzaWLFkCrVYrYzXAyJEjZa+BlMvBwYENG0REdiovLw+RkZEW7TNYJTDqwbBy1/s0roPPX5iIDZJlvcLj4+OZN0T0ryy+ovDaa68hNzcXu3fvRrt27YqX79mzBwMGDMBrr71mExeLiIjIPnFokcrTejaFCHsaa3/6FnXcHVG7jiNupGUjI6MQ+k7joKnTQO4SiapF3uWjsh270Gj6u46U4zBp1LLVYvBuLtuxiYiIiIiIqpLFDRtr1qzBzJkzSzRqAEC7du0wY8YMTJs2rcqKIyIioqql8w6B9qFZyLl6Btm5N6EKdoOTe2P2HCO7N6R3e2jU1m9UEEJgaO/2AAC9TivL35rRZMJPcX9Z/bhkHwwGA+Lj44t/JtvHc0ZElXHne0dFJW/YgIs/L0I937InCE86fwMTPv0MMZUYioqI6N9Y3LCRkZGBxo0bl7nOz88PGRkZ91oTERERVSNJkqD1aiJ3GURWpVGroZWpt4ROy2HXSLkkSeJwIArDc0ZElVGZ9w7/vn2xdl4srl5KLzXPRvLZK8gza9GwUyfeREVE1cKyQe5wu/Hijz/+KHPdn3/+CT8/v3suioiIiIiIiIiIqLrFxsbCz88PBoMBYWFh/9hr4ZdffkHv3r3h4eEBFxcXREREYO3atVas1raotFpEzp2PhN0XsWvDUSSfScWlUynYvu4IEhOvo8sXX7JRg4iqjcUNG88++yw+/fRTvPDCC0hISMDly5eRkJCAF198EZ9++ilGjRpVHXUSERERERERERFVmWXLlmHSpEl4/fXXsX//fkRGRqJfv35ISkoqc/utW7eid+/eWL16NRISEtCjRw8MGDAA+/fvt3LltsO5YUP0/fW/8HxyHOb/uR/z1hxAw+ei0Xv5z3DwKHuIKiKiqmBxv/hXXnkFZ86cweeff44vvviieLkQAs899xxefvnlKi2QiIiIiIiIiIioqn300UcYNWoURo8eDQCYM2cO1q5di7lz52LWrFmltp8zZ06Jx++88w5+++03rFq1Cm3atLFGyTZJpVajfteu+EPcvn/6tfbt2VODiKqdxQ0bkiRh3rx5iI6OxqZNm5Ceng43Nzf07NkTgYGB1VGjIgghYDQaZa2hsLCwxM8ajbzjOWs0GgYZEREREZGCGXNzkZOaCq2zM++8VZD8mzdRmJUFg4cHNJyEl6hMBQUFSEhIwJQpU0os79OnD3bs2FGh5zCbzcjKykLdunWro0QiIvoHlb7y3axZMzRr1qwqa1E0o9GIhQsXylrDnQ0bS5YsgVarlbEaYOTIkbLXQEREREREliu8dQsHP3gfqfFb4eLugrzsPKica6PlK6/CMyxM7vKoHOlHjuDQB+8h/0oKDM4OyL6RjXqRXdHqpVegdXaWuzwim5KWlgaTyQQvL68Sy728vJCamlqh5/jwww9x69YtDBkypNxt8vPzkZ+fX/w4MzOzcgUTEVEJFWrYuHHjBkaPHo1nn30WDz74YJnb/P7771i0aBHmz58PNze3Ki1SSc7sSJbt2Cbz3z1Gzu2+DLVKvh4bAZ0ayHZsIiIiIiKqPGNeHjY/+zR8GxjQdlhHqNS3hxa5mZaJna9NRpvpM1GvY4TMVdLd0g4exF+vvIgOPYPg1sMHAGA2mXHmyBlsemYEen77PTQODjJXSWR77h5pQghRodEnli5dipiYGPz222/w9PQsd7tZs2Zh+vTp91wnERGVVKEr3wsWLMDBgwdx//33l7vN/fffj+joaHzxxRd48803q6xAJeoa3AsqSW314wohEBnUCwCgVetkGQbKLEzYemy91Y9LREREREQlCSGQl5dn8X7nli+Hh6uEwNa+JZa7ursg8oEW2Pqft9F92QqLv28YDAYOVVsBlT1vCTPeQqe+IcjJzMWOPxJQkFeA2m61ENCyMXJvFeD4Dz8gYNgwi5+X543slbu7O9RqdaneGVevXi3Vi+Nuy5Ytw6hRo7B8+XL06tXrH7edOnUqoqOjix9nZmaiUaNGlS+ciIgAVLBh48cff8SYMWP+cc4GjUaDMWPGYNmyZTW+YUMlqaFRy9NbQquRd+gno0nWwxMRERER0f/k5eUhMjLS4v3GSmY8+XT3Mtc513aCsSAbj3TpgmsqlUXPGx8fDwf2GPhXlTlvdcxmjKttwP5NGdA76tGkpS8cnB2QnnId21ftgU8zb+ya+wWemTvX4np43she6XQ6hIWFIS4uDoMHDy5eHhcXh4EDB5a739KlSzFy5EgsXboUDzzwwL8eR6/XQ6/XV0nNRET0twpdfT958iTCw8P/dbu2bdvi7bffvueiiIiIiIiISB46IeBYq/wL2S6uTnC8mmXFipRDCAGj0fjvG/6DO+dOrCgnIaA1C9Tz9UBw+6bFy2vVcULDpt7YtHwHdCYToLasMaqonn+6yfHfaDQa9vggmxUdHY3hw4cjPDwcERERmD9/PpKSkjBu3DgAt3tbJCcnY8mSJQBuN2qMGDECn3zyCTp27Fjc28PBwQG1a9eW7XUQEdVEFfp0YjQaKzQJtFarrdSHMCIiIiIiIqpaBoMB8fHxFu+3ffRIZKRlora7S5nrjXkCc5cuRS1f3zLX/1M99s5oNGLhwoX39L1YCIEnn3zSon3U6ekwxf2JZuFNSq3TaNVoFRmMzD/248khT1hczzfffFPphgmtVouRI0dW6HoCkRyGDh2K9PR0zJgxAykpKQgNDcXq1avh+7/3t5SUFCQlJRVvP2/ePBiNRowfPx7jx48vXv70009j8eLF1i6fiGogIQRczWZoABhzc4Ea3KuyQg0b9evXx9GjR9G1a9d/3C4xMRH16tWrksKIiIiIiIio8iRJqtQQQoHDR+Dod/MQ0Tuk1Lq0y9cBRxd4BgVVRYl2y9oXOL1NJkT7ukGlKrsBwqOhG/ILC/H9999bta4xY8ZY9XhElREVFYWoqKgy1939t7x58+bqL4iIqBwX167B4c8+QVQdB+j0Wmx+7GF49+iJVi9PhqYG3EBytwo1bHTr1g2xsbEYNWpUuXdaFBYWYu7cuejRo0eVFkhERERERFQTVcWwRpVRr0dPXFj9B/7aeBSh7fzgWMsBZpMZF0+l4nBCEiI+i5Wtpz6HNSqbWZKQW1j+hIdmkxmFAgD/64iIiBTp3K+/4syiL9H9/pDiIUNNJjNO7D+OrWNHo/vXi6G6h6EjlahCr/bFF19EeHg4Bg8ejPnz58Pb27vE+suXL2PMmDE4ceJEpe4AiY2NxezZs5GSkoKQkBDMmTOn3MnSUlJS8NJLLyEhIQGnTp3CCy+8gDlz5lh8TCIiIiIiIltWNKyRLIJDoDsKnP95L4y3smEyC0hNmiCn9/1YsXkzINNdy0oZ1mhQxx4Y0KEbNGrrXGAQZhNOz38XhfmF0OpL//8knbyMBi3b45veg8vYu+oZTUas2r3FKsciIiKyd6aCAiTGfoY+j4VDd0fOq9UqNA/3Q9aGo0jetAmNeveWsUrrq9CnrJYtW+KLL75AVFQU/Pz8EBYWBj8/PwDAuXPnkJCQALPZjLlz56JFixYWFbBs2TJMmjQJsbGx6Ny5M+bNm4d+/frh6NGj8PHxKbV9fn4+PDw88Prrr+Pjjz+26FhERERERERKc2ZHsizHdcwWaAgHqM3ZKJAk3MzQ4sbBGzCr5Zk4PKBTA1mOWxkatRoGnc5qDRsA4NmxJ3as+QtdHmwN9R2ThGdez8bh3efR5MmJ0Ot0VqnFaFJBo1Zb5VhERETWIldv2svx8fBqWKdEo8admoZ64/DyH1Gve3frFgZ5e9NW+FPWmDFjEBoainfeeQebNm3Crl27AACOjo64//77MXXqVHTs2NHiAj766COMGjUKo0ePBgDMmTMHa9euxdy5czFr1qxS2zdu3BiffPIJAMh39xIREREREZEVdQ3uBZVkvQvFhYd+gy77BNp094NHwzbIu5WPEwcv4tzpPdD3fAkqQy2r1WIWJmw9tt5qx1Mqz3ZdkZqfhz8Wx8O3WT04OulwNSULaVey0Hjws9DXcZO7RCKqJnJdbL3TnUMUFhYWQiPzkDgcupCqg1y9aTVHj6K9ofzPgY61HHD1/DFZapOzN61F7zIRERFYtWoVzGYz0tLSAADu7u5QqVT/smfZCgoKkJCQgClTppRY3qdPH+zYsaNSz1mW/Px85OfnFz/OzMyssucmIiIiIiLbY2/D3aoktdXu/i9IOQ7D9f3o/Xi74u96TrUd0bZrM7h5Xsb+PUvg2P3/rFILABjLnzqC7iBJEupH9oVHeCRunDiM7NxbMLSpjxD/ZpAq+Z2diJRB1qEL/+fOho0lS5bIPmygUoYuJGXKu3zUqsfTGG/i6qV0AE3LXH/jSgYKdCqr12Xwbm7V492tUp+MVSoVPD097/ngaWlpMJlM8PLyKrHcy8sLqamp9/z8RWbNmoXp06dX2fMRERFVFbMwWf2CjRAChaYCAIBWrZPlTiaz4FUqIqo+9jbcrclsRIEx32rvnYXHV6NDl4Ayb2DzaVYfB3ftQF7mFagcXa1Sj9FkhMks753ISqJxcIRH6w5yl0FEMpBr6EIAJd6nz+2+DLVKvh4bShq6kJRrSO/2Vht2sTA3Dzsnf4KM9CzUdivZa9ZsFji4NRGNWwejz/0RVqnHaDLhp7i/rHKsf2ITU6XffUFFCFGlF1mmTp2K6Ojo4seZmZlo1KhRlT0/ERFZj73dgSvH0BomsxFbjq0DAHQL7iPrlw4ioupgb8Pdbjm2rvh92xomwgT3Bv3KXCdJElw8HfDZqrdwwcpzKAR2GWPV4xERKZG1hy4sIoRAZFAvAPLePMWhC8kaCo0mGK14h2Lq3qOQVBLiV/6Fll2C0LBpfahUKmSkZeJg/DFodBqkHzoF48M9rVKP0WhCodEEg1WOVj5Zr2S4u7tDrVaX6p1x9erVUr047oVer4der6+y5yMiInnY2x24ct1JVFhYiC3Hbv/s18GbXbSJyK5Ya7hbe2YCUJhfCJ2h7Immc3PyUVjmGiIikps1hy68m1Yj7/cKDl1I1vLj2l34ce0uqx2vZ0EBHm/rh6at/XAw/igSNhyGJEnQOegQ0rEp6nq54s8f4jFgknWve4wZ08Kqx7ubrA0bOp0OYWFhiIuLw+DBg4uXx8XFYeDAgTJWRkREtshe7sDVaDQYOXKkbMfPzc3F4sWLAQAjRoyAg4ODbLUAkH1iQSKyL9Ya7taa8/h1C+6DyKBeVrtQVXjkD5w+nITm7fxLrSvIK0DODSPGPPYRJJV17gg2moyIP847cImIiKhmuiVJUKtVSNh4CAAQ1rMFtHotUi9cw+Ftx9G2Ryhq4qCdsl9JiI6OxvDhwxEeHo6IiAjMnz8fSUlJGDduHIDbw0glJydjyZIlxfscOHAAAJCdnY1r167hwIED0Ol0aN5c3glLiIio+tjTHbiSJMnaS8Jo/Psjj1arZY8NIrJL1T3crTXn8VOrNNBp9FZr2NAE9cHxNW/DzcsFXj7uxcsL8wux+beD0IUMgF7naJVagNt3H3PYRCIiIrIVj/ftiEd6hkOjLj0fWXW4lZKG45/+gOB2TdAsLKB4eX0/TzRp1Rgbf9oOz6DG+HXkIKvUYzSZ8fPGvVY51j+R/dPh0KFDkZ6ejhkzZiAlJQWhoaFYvXo1fH19AdweHz0pKanEPm3atCn+OSEhAT/88AN8fX1x/vx5a5ZORERWZI934BIRUdWz1nC39jyPn8rgDIf7XsaOrfNhUJ2FV0NX5N4qwJWL16ELeRD6pl3lLpGIiIhINlqNGv/dut9qx1Pl5MFHrUJg29K9aWvVcUJgG3/supyFxE0JVqtJq7H+XD53k71hAwCioqIQFRVV5rqioTLuJISo5oqIiMhW2dMduEREVPWsNdytvc/jp67lAae+r8N48zKSb16G5OIApzbNIMk0bjsRERFVHbPJhAu//45TP3yLF2BCgSThzNIfEPTEMGhkHqpYCQze1h01SHP8OHyb+5R77cM3uAGOnD6EAivXJTd+KiUiIkXgHbhEpDRpR8/iYtwuZF9Og8ZBh/qdWqNh1zbQGOz3Yrit4HC3VUfj6g2Nq7fcZRAREVEVMRuN2P7CeOizryIiwge1+jdDbnYeTu5ei41//oEei5ZA6+wsd5k2Sa75Mi/88Qdy1y79x23q1K2DQTLUJuecmWzYICIiReAduESkJCeWrcOtU+fQokMTuPcKRt6tfJw6lITdM/chfPII6F34ZbE6cbhbIiIiorKd/nEpHPPSEHbf3zdvODgb0KpTU5w6mISDH85G+FscxaAscs2X6d2xI7bO+xyhHQLK7LVx8fQV1O/Ws8bNn8mGDSIiUgzegUtESnDt0CnknD6P7oPaQ6W6/cXDwdmAlp0C4ermhKOLV6HNC0/IXKX943C3REREZM+EEMjLy7N4v9M//oAe/cv+PhwQ2hB//LAVWTduQGMwWPS8BoOhSoeJpr851quH2s1b4MSBJAS18S2xLvN6Nk4lpqDXtCEyVScfNmwQEZFi8A5cIlKCpLhdaBMRCJVKghACpkITVBoVVCoVGgV6I3HPWeTdzILBtZbcpRIRERGRQuXl5SEyMtKynYRAtBpwcGpb5mqVWgWjVIjB992HmyqVRU8dHx8PB87PUW3azXwHOyZNRMp/98OvqQd0ei1SkjOQknQdHT+cA4Obm9wlWh0bNuyIMBai8MoJiMJ8aNx8oK7lIXdJRERVjnfgEpGty7lyHbU9QpC46yTOJ16EWqNGQX4h3BvURWhEM7jVr4Psy9fYsEFERERE1iVJMJlNMJvMUKnLbrgoyClAPnte2ByNgwO6zluAy/v24dPnRkMvAU9OeR2tBwyAWqeTuzxZsGHDDgghUHBsDQpPbEA9XzfoDRqkHr+BfG0dGDo9B5VDbblLJCIiIpJNodGEvPwCGE1q6xxQrcKWn3fCrX4d9H4yEjqDDkIIpJy7ivhfd0Nf2xG11Wrk5hdYpRyj0YRCowmWDSZARERERLbMYDAgPj7e4v0OzpyBi6dS4BvUoNS6G1duwq2xP9YtWFSpeqj61QkOxnqoAAFM6d+/xjZqAGzYsAsFR/9ErZt70OXZztBo//7CfvFUKvasfx9O/d6EpOFEuERERFQz/bh2F35cu8tqx3vYVIhezRuiVeTfYxdLkgRvfy8YnPTYsHwHpny8FLDynXBjxrSw6vGIajqjyQzAaPXjCiGQX1gIANBrtbKMd377tRMRUXWSJKlSQz+1GD8Rm58dAcdaDvBoULd4eeb1bOxcfwztP5jDIaVIEdiwUcVMZiMKjPkwC5NVjicK81F4cgMiR3aBWlPyLsRGTevh6uUMJJ2Kh7aphWPuVZLRZITJbP0P70RERES2wkOjRvMOTctcV9fLFVpnB7hm5OEmu/iTBczCBKN1vmKUIIRAoel27yKtWifLRXJrfbeqaqt2b5bluEaTCSt3bQIADOrYAxq1lXqrEVGNVZByDKajv8OUeQWAgLpOI2hCBkDrESB3aVQGJ29vRH75Ffa++TrMu8+htlst3MrMRb5ZjfBZs+HesqXcJRJVCBs2qtiWY+uw5dg6qx0vwGTC+Gb1SzVqFAls2QB//fALvj74q9VqAoDALmOsejwiIiKi8jzetyOG9m4PTTmfl6ranmmxcK7tVO5670Ye+PTJ9qgT1Ngq9RiNJiyL+8sqx6Lqs/XYelmOazIbi7/fdAvuA7WKXyErok5zP9mOXVhYCPyvk5prkC+0Wq1stRCR/cs/sQmaC3GI6NkMbvWbQQiBa5fS8dfGr1DQ/GHoGreXu0Qqg4ufH3p++wOyL13CreRk6N3c4NqkidxlEVmEn0oVTisEnJzKH2ZK76CDVggAvCOQiIiIaiatRg2DXgetlRo2dE4OuJWZAycXxzLXZ928BW+POnDQW2c83EK1yWqvnapHQKfSY2BbS2FhIbYcu/2zXwdvXiT/FxqNBiNHjpS1htzcXCxevBgAMGLECNmHE9FoeNmByF6Zc27CdGI1+g2PgEZ3+29dkiR4NnJH7yEu+OPbn6Bp0AIqLYc1slXODRvCuWFDucsgqhR+wqhi3YL7IDKoFzRq6/zXmm4k49rBheWuv5KUBvdGbRHTfoRV6jGajIg/Ls/dZERERES2wLtrGE7sP4m23ZqXWpeRlolCIcHZ20OGykhpeJG8NFu/SC5JkuyNP0bj30MDa7Va2eshIuux9vDohSc3Ibh1w+JGjTvpHXTwC66H86e3c3h0IqoWtv2pUIHUKg10Gr3VGjbg4Y9bRgNSL1xDPd+SX5CNhSYc3Hkeuo7jobHS5OEqSc3u6URERFSjNejSGnt3HkTiX6fQrI0fNFrN7WEZkq/jrw1HEDr2EblLJIXgRXIiIrKEtYdHf1Ql0GVgu3LXe9SrheVrfsY6Do9ORNWAV6DtgKHLOOyI+wBNQzLQpEVD6AxapF64hgM7zkH494KmbiO5SyQiIiKqMdRaDcJfHoEzv23G6u+2weCkR0FuARzruaPl+KFw8aknd4lERGRjCrOz0chkggBgyssDZO4dRVQRGSaBrIwceDR0K3P9zRvZyDALQGXlwoioRmDDhh1QO7vD8f43ce70Vpz+eReEqQDqur7Qho+D3t1X7vKIiIiIahy1TovAx3qjycM9UZidC7VBB42V5tQgIiLlMBUU4MB7s5CyZTPG+3vAbBbY9Ohg+A1+GCFREyCpeEWYKs7qw6PfTMHxhPnwa94QklRyblezyYwzR1LR98Hp6OfoapV6ODw6Uc3Chg07odI7whByPxByv9ylEBEREdH/qNRq6Gs7y10GERHZICEEdrz4f3AVN9D/yY5Q/a8Rw2Q0IWHrZux75ybC3nhT5ipJSaw+PLp7Y+TWDsTOtYlo16MZtPrbwxXm5xZg57pESI06wuDiZZ1awOHRiWoa/rUTERHVIMacHJz6dgmiYIZOAjY/MQQBjw1FwGNDoNbxbnIiIiIiSwkhkJeXZ/F+1w8fhulKEloMaF1iuVqjRrseQVizbCvSz52DYz3LhjA0GAyl7p4nqi6GDiOQnrgGq5ZsRq06jhBCIDsjD9qgvtAH9pC7PCKyY2zYqAZmYYLRZP3jCiFQaCoAAGjVOlk+yJiFDC+ciIgqpDA7GxufGQ5vDx2GjeoJg6MeOVm5OLFpJbasW4Nu87+GWq+Xu0wiIiIiRcnLy0NkZKTF+z0AM8bc37rMdZIkwbeJO6Y98jD+Uqktet74+Hg4cI4OshJJUkEf2h+65n1RmHkVkiTBycUTksRh1IioerFhoxpsPSbPeH4msxFbjq0DcHtcRXa/IyKiOx2a8xH8GjkhsPXf8y851nJAm8hmOLTzFI4v/Bohz0fJWCERERFRzeGkkmBwNpS73rmWAc7seUEKIanU0LjWl7sMIqpBeOW7igV0aiDbsQsLC7Hl2O2f/Tp4Q6vVylYLERFVn8oMd2AuLMTlTRvRf1jHMtcHtfHFup9/gf8zz1pcD4c7ICUwmuTpVZqbdhM3L12B2qCHe1MfqNTWv3tRrtdORFRTGAwGxMfHW7zfyUULce3EdrjXr1Pm+mtXsjFm2puY3revxfVQzcVRRIiopmDDRhXRaDQYOXKkrDXk5uZi8eLFAIARI0bI3vVUo+GvFxFRdajMcAfOQmCCix5qTdlDGegMOmRl3UT3Ll1gsvBLCIc7ICX4Ke4vqx5PlZsH9wPH4Wg0wsW9Fm5l5+FIRi5uBvsjr4GnVWshqiwhBNIOHEALoxEFuD2kId/viUqTJKlSfxvNHn8C64euQEDzBtAZSs51diszBykXb6B1//6cB40swlFEiOybMScHASYTNEIgOykJDs2ayV2SbPguU0UkSZK9h4TRaCz+WavVyl4PERHZjnwAhbkFEEKUefeU2WyGqdAEEzgWLtkfg3dz6x4wLw91flmOTt2C0DDA6+/Ft/Kx/tc9uFqnAQqbNLVuTUQWunn6NHa99CKcHCS80qUZMjJzsOXxxxAw9AkEj3mOPfWIqoChbl20jH4FGz/9CC3a+aK+nxeEELh4MgWJ+y6i3cxZbNQgi3AUESL7JYTA0bmxOPvLcowPqg8Hgw4HXn4BGvd66Pj+B3Dw8JC7RKtjwwYREZHCVHa4g90vTMC1S+nwbOReat2lUynwv68X4mNmVKoeIlskV4/aY/PnQdvKp0SjBgAYnPS4b3A4Nq46hN7/eUeWC8PsUUsVkXvtGrZFjUXnXkGo4+VavNxkMmPn2t9x0mBAsxFPy1cgkR3x6dcftfwDcHLhAhz48S9AklCvcxd0XTADtXx85C6PFIKjiJTGzzxkbxJjP0fmjvXoPywC6juGt00+cwWbRz2D3stWQFPDetbyr9zOGISARgiY7+i9QURE9qWywx20njwF26PGIqKXBnXruRYvv3oxDYcTLqHbwv/I/gWEqCrJ1aM2ec1q3PdgSJnrHJwMcHF1QPapU6gbUvY2RFWlMnMyAcCxbxahWWj9Eo0aAKBWq9CxV3P8+e03aDhoMFQW/n1xTibr0QkBnRAwFRQAzHabV6dZM3R4b7bcZZCCcRQRIuWozOezwuxsnPvlZzzwZESpOfsaBHjhWmomTq38FY0HDba4HiV/PmPDhp24sns3Dn38ASYa1NDoNNj48EA0HjAQIc9HWfyFg4iI7JNr06bo9OkX2DdzOszbT6OWqzMy0rOg96qPyPlfw7mBfF3XieyJKT+/1FjpdzI46FCQlWXFimqm2NhYzJ49GykpKQgJCcGcOXP+cX6iLVu2IDo6GomJifD29sbkyZMxbtw4K1Zc9SozJxMAjIcJT43tU+Y6jU4DnaOEYd26IVld9rxN5eGcTNXvxrFjODD7Xbygk6B1MGDTI4PQoOd9aPF/L0Lr5CR3eURkxwoyMtDYZIIAUHjrFt/vicpRmc9nTU0mTAhpUKpRo4h/UD18+/GHWPThRxbXo+TPZxxI2w4kb9qI/TGvo327ehj6XG888kwP3D+kHcyJ27FtQhTMJpPcJRIRVZnY2Fj4+fnBYDAgLCzsX4dk2rJlC8LCwmAwGODv748vv/zSSpXapjrBwbjv+x/R6ctFaPLyW4hc+C26L/wGLr6+cpdGZDecGzTE9Ss3y1wnhEB66k24+Ptbt6gaZtmyZZg0aRJef/117N+/H5GRkejXrx+SkpLK3P7cuXPo378/IiMjsX//frz22mt44YUX8PPPP1u5ctugEoBGW36jhU6v5R1yNijt0CHseGE8WjR1xOPj+uKRp7uj/xMd4HT1GDY/+zSMublyl0hEdshUUIA9b01D/PAnMCGwHiY08cKWoY/iwPvvcjQRoiqiFQJOjvpy1+scdNBCWLEi2yAJIWR/1da+myozMxO1a9dGRkYGXFxcquIlVInKdEUSJhM2PjwI9w1qBQen0mOc71h3BPWeGof63btbXI+SuyIRUeXZ6nskcPtC1fDhwxEbG4vOnTtj3rx5WLBgAY4ePQqfMsYgPnfuHEJDQzFmzBiMHTsW27dvR1RUFJYuXYpHHnmkQse05f8PIrJN5//4A2e+mI2eQzqV+ix18eRlHD+Vid4/2ccFc1t9j+zQoQPatm2LuXPnFi8LDg7GoEGDMGvWrFLbv/rqq/jvf/+LY8eOFS8bN24cDh48iJ07d1bomLb4f1HZoaj2vvoymroXop5v6UkohRBY/cMudF70LfR161r0vPx+UTGVPW9bhw9Dh4iGcHUv/ft3cMcpqDv0RcATwyx+Xp43qgq2+B4pF3v6vxBCYNv4cairykTzcL/i9wqzyYyDO06h0LMJ2r/zrsxVEtmWyuR8xqlTOBozBT0Htilz/YXjyUjVNULLKa9ZXI+t5bwl75Gy32hTdDfVnRep+vXr948Xqfr3748xY8bgu+++K75I5eHhUeGLVLaqMl2RGplMeN7XrcxGDQAIatkQ3771Br41W/4LquSuSERknz766COMGjUKo0ePBgDMmTMHa9euxdy5c8u8UPXll1/Cx8cHc+bMAXD7otbevXvxwQcfKD4ziKj6Vfbi4o1TJwFJQvyvuxHaKQh1vGqjIK8QZw6dx7nESzDrHZFz6xYklWWdp23tS4etKigoQEJCAqZMmVJieZ8+fbBjx44y99m5cyf69Ck59FLfvn3x9ddfo7CwULHjhFd2Tqbg0WOx/7WX4e5dt1TPjbOJyajbohVcOXxhtanM90JXsxlRrga4ujcvc31gy0b4Ye4XeCZ2bpnr/wm/F5K949CFt1Xmc8/1I0dgunoJIQNal1iuUqvQuksg1i3fi2unTsG5YUOLnpefecieVebzmUPLljiid8aVpDR4+biXWFdYYMTR/ZfQee5bNS6vZW/Y4EWqe+MsBNzca5W/vo4TnIQAwEAgImXjhSoisrZ7mZ9g2JheSL98A4e3H0fWjWxotBr4BjdA7ycjse7Xv/BYZCSuWNiwwYuLFZOWlgaTyQQvL68Sy728vJCamlrmPqmpqWVubzQakZaWhvr165faJz8/H/n5+cWPMzMzq6B62+DesiV8H38K679fguDWDeHRoC7ybuXjzPFU3MxRofvXX8hdIt3FWQjUci1/Dg0HZwN08g/WQGRzeLPt3yrzuacfzHiub6sy10mShMaB7pg5dAi2qzgnE9G9ivhwDraMfhY+KRnwC64PrV6LKxeuIXHfRQSOGgsXPz+5S7Q6WRs2eJGqJIPB8K9jxd8tbf9+XPj8vXLXZ1zLRGC7doj/cE6l6iEishW8UEVESqEGoDfo4O3vBW9/r1LrHZz0vMBoBXff6SmE+Me7P8vavqzlRWbNmoXp06ffY5W2K/CpEfDq1AWnv/8WZ3Ydg7aWC3yfeA5hPXpCpeDvXEpQme+Fty5fxr5JUeWvz8iBp29jxH/3Q6XqIbJXvNn23jipJOj/Ydx/Ryc9nFS80ZaoKjh5e6P3Tz/j7K+/YOfq32HKy0Pd0Bbo+NnrcG3SRO7yZCFrwwYvUpVUma5IDSMicPg/+ci+eQvOd92hI4TAsQOX0PTF19jSTUR2gxeqiMhaKnNxEQB2Ro1FesoNuNWvU2qdEAIF2UYs/O9/YXB3L2Pvf66H/p27uzvUanWp7xNXr14t9T2iSL169crcXqPRwM3Nrcx9pk6diujo6OLHmZmZaNSo0T1Wb1tq+/sjbNpbcpdR41RqiIqAAGhc3XAt+To8GpSe++TY/gtoMuxJfi8kugNvti2pMp97znz/Pa4d2ADPhmVn5dWULDzz2huY1q+fxbUQUWlaZ2c0Gz4CzYaPkLsUm2BZ//dqYo2LVLVr1y7+Z09fOCRJQviM/2DLH4eQeuFa8f9FTlYu/tp4DPomIagXESFzlURE986aF6oyMjKK/128eLFqXgARKU7RxUVL/wWNHIPDe84Xfy6708VTqajVJBB1GjWy+Hk51nTF6HQ6hIWFIS4ursTyuLg4dOrUqcx9IiIiSm2/bt06hIeHl3uRSq/Xw8XFpcQ/IjmFTZ+J3ZtP4uLJFJjNt99/8nMLcGD7SWSrasPvoYEyV0hkW6rjZtuy5OfnIzMzs8Q/W1SZzz2BQ4bg3PFU5N3KL/V8tzJykHLxBgIefJCfeYioWsjasMGLVFXDMywMnT6bizPpOqxash2rv9+JLetOwO2BoWj/n1kMBCKyC7xQRURK4R0ZCdf2XbH5vwdwLfk6hBDIzc7D4d1nkHj4CsKnz5S7RLsXHR2NBQsWYOHChTh27BhefPFFJCUlFU/uOnXqVIwY8fedbuPGjcOFCxcQHR2NY8eOYeHChfj666/x8ssvy/USiCxW298f3Rd+gxThid+/vf29cP1vB6Fv3weRc+dxCDGicvBm28rTubigzevTsPG3/bhwPBkmownGQhPOJl7E5t8Pov0770Gt08ldJhHZKVmHorrzItXgwYOLl8fFxWHgwLLvJomIiMCqVatKLKvIRSq9vvwx/+xBnWbN0PmTzyGEgDAa+aGViOxSdHQ0hg8fjvDwcERERGD+/PmlLlQlJydjyZIlAG5fqPr8888RHR2NMWPGYOfOnfj666+xdOlSOV8GEdUArV+dgtRd3XF8ySJkbt0DrZMTfAc9gl4PPwytU/kT/FLVGDp0KNLT0zFjxgykpKQgNDQUq1evhq+vLwAgJSUFSUlJxdv7+flh9erVePHFF/HFF1/A29sbn376aY0cL52UzblhQ7R/511+LySqAA5dWDUa9OiJWn7+OPnNIiT+vAuQJNTv2g3dF78LJ29vucsjIjsma8MGwItUVU2SJEj88EpEdooXqohISep17Ih6HTvKXUaNFRUVhaiosidTXrx4call3bp1w759+6q5KiLr4PdCon/Hm22rjkvjxgh/i/MUEpF1yd6wwYtURERkCV6oIiIiIiKiqsCbbYmIlEv2hg3A+hepisY/tNUJm4iI5FT03ljWpLc1ETODiKh8zIy/MS+IiMpnq3khx822zAsiovJZkheSsLVUsYJLly7Z1XiGRETV4eLFi2jYsKHcZciOmUFE9O+YGcwLIqKKYF4wL4iIKqIieVEjGzbMZjMuX76MWrVqQZIkucv5Vzt37kRERESFti2ahOrixYtwcXGp5sqoLEKIEr9Xdz8uC8+bbanp50wIgaysLHh7e0OlUsldjuyUlBnMC2VhXihfRc4ZYN/njZnxNyXlBcDMUBpLM4PnzLYwL5gXd2JeUHXidwxlY15Ylhc2MRSVtalUKsXcIXDgwAH069cP06ZNw/TpFZ+IycXFxe5+sZXAbDZDpVIhOzsbJpMJer0eBoOhwvvzvMnr+vXrMBqNuH79OoKCgiq0j72es9q1a8tdgs1QSmYwL5SFeaFslckLwH7PGzPjNqXkBcDMUJp7yQyeM3kxL0piXtzGvKDqwu8YysW8KKmieVGzm8kVoHnz5oiNjcV7771nUYiQ9RUFyOHDh9GrVy/06dMHzZs3x5QpU3Dw4EG5y6N/cfjwYfTs2RMPPvggOnbsiKFDh2LLli1yl0VUYcwL5WBeKBvzguwBM0M5mBnKxbwge8C8UA7mhXIxLyqvRvbYUBKdTodRo0ZBpVIVT7D+1ltvyVwVlUWlUuHMmTPo1asXhg0bhiFDhmDz5s1YvHgx/vzzT3z55ZcV7r5J1nXu3Dn0798fzzzzDAYNGgSTyYQHHngABw4cwCuvvILRo0fLXSLRv2JeKAfzQrmYF2QvmBnKwcxQJuYF2QvmhXIwL5SJeXGPBClCXl6emDdvnlCr1SImJuYft3vrrbdEXl6eFasjs9kshBBi2rRpYsiQISXWTZw4UUiSJAIDA8W2bdvK3J/nTV6ff/656NWrlzCZTKKwsFAIIcT8+fOFwWAQXbt2FT/88EOpfXjOyFYxL2wb80LZKpMXQvC8ke1iZti2e8kMnjN5MS/I3jAvbBu/YygX8+LesMeGjRJ3TRaj1+sxcuRImM1mTJgwAUDZreR6vR4xMTHWKpP+p+hcpaeno6CgAGazGUajETqdDm3btsWAAQMghMDnn3+O5s2bo06dOiX253mT17lz55CXlweVSgWTyQQAcHR0RJ8+fXDt2jUsXLgQQ4YMgVqtLt6H54xsBfNCWZgXylaZvAB43sh2MDOU5V4yg+dMXswLUjrmhbLwO4ZyMS/uDefYsEFFAbJjxw7MnTsXr732Gg4ePIjs7GyMGzcOn332Gd5++22Ob2iD3N3d8ddff+H48eMwmUy4dOkSXn31VQwYMACPP/44NmzYgIyMDLnLpLt0794dO3fuxIoVKwAAJ0+exNixYzF06FD89NNP2LJlC9auXStzlUSlMS+Ui3mhTMwLUjJmhnIxM5SHeUFKxrxQLuaF8jAv7pE8HUXo36xYsUI4OzuL++67T/j4+IjGjRuLCRMmiIsXLwohhJg7d64wGAxi8uTJMldaM5lMphKPjUZj8c89e/YUrq6uol27dsLJyUk899xzxes8PDzEsmXLrFYnVUxWVpaYOnWqkCRJBAcHC0dHRzFhwgQhxO1z3bRpU7F48WKZqyQqG/PCtjEv7AvzgpSOmWHbmBn2g3lBSse8sG3MC/vBvLg3bNiwQSdOnBC+vr5iwYIFxeOrzZ49W3Tr1k1MmjRJZGZmioKCAvHJJ58Id3d3ce3aNZkrrlmKAuTy5ctiz549xcsLCgqKf/7yyy/FvHnzxPLly4uXHT16VAQHB5fYh6zv/Pnz4tChQ6WWm0wmsXPnTrF8+XKxbt264uVXrlwR4eHh4vfff7dmmUQVwrywbcwLZWNekL1hZtg2ZoZyMS/I3jAvbBvzQrmYF1WPDRs2wGw2F0/0I4QQe/fuFQ0aNCj1y/7uu++Kxo0bi9OnTwshhMjPzxc3btywZqk1XtF5OnbsmKhTp47o27ev2LVrV/H6O4PkTkajUbzxxhuiefPmIiUlxSq1UmnHjx8XarVaeHp6in379pVYd+ffYJHCwkLx6quvisaNG4tLly5Zq0yicjEvlIN5oWzMC7IHzAzlYGYoF/OC7AHzQjmYF8rFvKgenGPDBkiSBEmSsGbNGmzYsAG3bt2CJEnIzc0FABQUFAAAXn31Vdy6dQsrV64EAOh0Ori6uspUdc0kSRKuXr2KsWPHom3btjh//jzee+897N69GwCg1WphNptL7LN//35MnDgRn376Kb777jvUq1dPjtJrvPT0dLz44ot49NFH0aJFCzz00EPYt29f8fo7J0YDgO3bt+OFF17A/Pnz8csvv6BBgwbWLpmoFOaFcjAvlIt5QfaCmaEczAxlYl6QvWBeKAfzQpmYF9WHDRs24q+//kL//v1x48YNdOnSBV5eXoiOjkZ+fj50Oh0AICsrC/7+/mjYsKHM1dZsly5dgre3N2bPno0ffvgBR44cwfvvv18cJCqVCkKI4u3NZjMaNGiAnTt3ok2bNnKVXeNdvHgR/v7+GDlyJFatWoXQ0FAMHDiwRJjcyd/fH35+fti1axfPG9kU5oVyMC+UiXlB9oSZoRzMDOVhXpA9YV4oB/NCeZgX1UcSd/62kyyOHDmCy5cvY8+ePXj99dcBAKdPn0bfvn3h6emJmTNnwsnJCX/88Qe+/PJL7N69G/7+/jJXXXPdunULZ86cQcuWLQEAe/fuxbBhwxAaGorJkyejY8eOAACj0QiNRgMAKCwshFarla1mAoQQOHjwIFq3bg3g9nl85JFHkJiYiN9++w1t27YFcDv08/Pz4eDgAJPJBLVaLWPVRCUxL5SFeaFMzAuyF8wMZWFmKA/zguwF80JZmBfKw7yoPmzYkInZbIZKpUJ6ejoCAwNx48YNTJw4EZ988knxNmfPnsXw4cORnJwMIQScnZ3x7bffFv/Ck/yKwiEhIQFPPPEEWrRogcmTJ6Ndu3b4z3/+g4CAAAwbNkzuMms8IUSJrn1Ff385OTl4+OGHi8OkVatWeOedd1C3bl08//zzxV1yieTEvLAPzAtlYF6Q0jEz7AMzw/YxL0jpmBf2gXlh+5gX1YsNG1Zy5y+uo6MjAODEiRMIDAzE2rVrER0dDXd3d2zYsKF4TDyV6vZIYYmJiZAkCR4eHvDw8JDzZVAZilpR9+3bh8cffxwtW7ZEYWEh4uLisGfPHoSEhMhdIpWhKFxyc3MxePBgnDhxAm3btsWvv/6KI0eOoHnz5nKXSDUU88J+MS+UiXlBtoyZYb+YGcrDvCBbxrywX8wL5WFeVB02bFhRUlIS3nzzTbz00ks4deoUHn30USQmJiIwMBAbN27EsGHD0KNHD/z0008A2FXMVhWFRlHQCyEghIBKpcLu3bsREREBV1dXbNy4sbibGcnv7vN2p5s3b8Lf3x8qlQrr16/neSPZMS/sA/NCmZgXpDTMDPvAzFAe5gUpDfPCPjAvlId5UX04ebgVnT17FgcOHMC4cePw5JNPYsmSJQgODoZarUavXr3www8/YOPGjRg6dCgAQKvVgu1O8rj7/73osdFohFqtRnJyMj755BNkZWVBkiSoVCrk5eXhu+++g4uLC7Zt28Y3Ixnced7u/LnovJ0/fx6zZs1CVlZWiXVTp07FrVu3sGXLFp43sgnMC+VgXigT84LsCTNDOZgZysO8IHvCvFAO5oXyMC/kwYYNK+revTuGDx+OnTt3IiQkBMHBwcXrJElCr169sHTpUmzduhX9+vUrXk7WYzabAfz9/170ZiRJEsxmMzQaDc6fP482bdrgypUrqFWrVvG+V65cwdq1a7F27Vp2G5NJ0XkrLCwsPpcmk6n4vHXs2BHnzp0rcd4uXryI69evY/v27eyiSTaDeWH7mBfKxrwge8LMsH3MDOViXpA9YV7YPuaFcjEv5MGhqKzEaDRCo9Hgq6++Kn6z8fT0xAsvvIBu3boVbyeEwOrVq/HCCy9g69ataNCggYxV1yxFXcIuXryIVatWYfXq1TCZTPDx8cG0adPg7e2NvLw8eHp6YtiwYZg3b16pkL9zvEqyrgsXLuDbb7/F+vXrcfnyZbRq1QpjxoxBnz59kJWVhcjISISFhWHBggU8b2TTmBe2j3mhbMwLsifMDNvHzFAu5gXZE+aF7WNeKBfzQj5s2KhmRRPCZGVllWiV+/PPP/H222+jfv36mDRpEiIjIwEAu3fvRocOHfiLbWVFAXLkyBEMGzYMDRo0gKOjI8xmM7Zt24batWvj448/xn333Yf169fjwQcfLDUuHsnn8OHDeOyxx9CiRQt4eHhAr9djw4YNSExMxNy5c/Hss89i27Zt6Nq1K9RqtdzlEpWJeaEMzAtlY16QvWBmKAMzQ7mYF2QvmBfKwLxQLuaFzARVu99//1306NFDPPjgg+LNN98UBQUFQgghVq9eLTp16iQeeeQR8eOPP4rp06cLSZLElStXZK64ZjGZTEIIIQ4cOCCcnZ3Fq6++Ki5fvly8/ujRo6Jjx46iQYMGYtu2bSX2Ifnt379fODk5icmTJ4vr168XLz948KAYNWqUkCRJ/PjjjzJWSFRxzAvbxrxQNuYF2Rtmhm1jZigX84LsDfPCtjEvlIt5IT82bFSznTt3Cq1WK15++WXxyCOPiPDwcNG/f3+Rn58vhBBi7dq1om/fviI4OFgEBASIPXv2yFxxzXTkyBHh5OQkpk2bVub6S5cuiZYtW4oOHTpYuTL6JydPnhQqlUrMnj1bCFE63E+fPi0eeeQR4eXlJY4ePSpHiUQVxrxQBuaFMjEvyN4wM5SBmaE8zAuyN8wLZWBeKA/zwjaw31I1SkxMxMmTJzFr1izMnj0b33//PSZPnozU1FQ89NBDyM/PR58+fTB37lysXLkS27ZtQ3h4uNxl1zhCCHz++efIycnBk08+WeY23t7eeOWVV7B//35s377dyhVSWYxGI3777TcIIVCvXj0AgEqlKp6kCQACAgIwYsQIZGZmIjk5Wa5Sif4V80IZmBfKxLwge8PMUAZmhvIwL8jeMC+UgXmhPMwL28GGjWqSlJSEp59+GpMmTYJWqwUA6PV6PPTQQ5g6dSquXr2Khx9+GPn5+fDz80NgYGDxHwNVvzvfbCRJwuzZs3H//fejV69eSEhIKLGt+N+YlN26dUNhYSEyMjKsXS6VQaPRYPDgwXjjjTcQFRWF+fPnA7gdJkKI4nP80EMPQaPR4MyZM3KWS1Qu5oVtY14oH/OC7Akzw7YxM5SNeUH2hHlh25gXysa8sB1s2Kgmrq6uePzxx1G3bl38+eefxcuLguSNN97AsWPH8NRTT8lYZc2lUqlw8uRJzJ8/H0IIODs74+eff0bz5s0xaNAg7Nu3r3hbSZIghMChQ4cQEhKCVq1ayVg5nT17Fk8//TSA2y3go0ePxsSJE/Hyyy/jq6++AnD7nBXZvHkzfHx80KVLF1nqJfo3zAvbxrxQLuYF2SNmhm1jZigT84LsEfPCtjEvlIl5YXs0chdgL4paUIu4uLhg7NixcHR0xCeffILRo0djwYIFAACdTocHH3wQGo0GLVq0kKvkGslsNkOlut2et2HDBowfPx4FBQUYP348HBwc8Ouvv2Lw4MEYOHAgfvvtN7Rt2xbA7TemuLg4NGnSBLVq1ZLzJdR4R48exYoVK5Cbm4uffvoJPj4+GDt2LADgpZdeghACzz33XPF5/v333+Hj44P69evLWTZRMeaFMjAvlI95QfaAmaEMzAxlY16QPWBeKAPzQtmYFzao+qfxsH9ms1kIIcS2bdvEe++9J1599VURFxcnhBAiLy9PfP7556JFixZi1KhRcpZJ/3PixAmxceNGIYQQ77//vlCpVOKTTz4pPo85OTmiT58+omHDhiIhIUEIIcS0adOEu7u7SExMlK3umu748ePi008/FUII8fPPPwsfHx8xePDg4vUXLlwQr732mqhVq5aYN2+eEOL2eatTp444cuSILDUT3Y15oSzMC2ViXpC9YGYoCzNDeZgXZC+YF8rCvFAe5oXtYsNGFVmxYoVwdnYWXbt2FR06dBCSJIkXX3xRXLlyReTm5orPPvtMhIWFiSFDhshdao335JNPCh8fH2E0GoUQQnzwwQelguTWrVuiT58+IiAgQDz77LPC0dGxOFDI+kwmk4iJiRENGjQQqampIjc3V/z000/C19e3zDCpW7euiIyMFA4ODmLv3r0yVk5UGvNCOZgXysO8IHvDzFAOZoayMC/I3jAvlIN5oSzMC9vGhg0LFb3J3OnUqVPCx8dHfPXVV8Xrly5dKtzc3MQrr7wihBDi5s2b4r333hORkZHi8uXLVq2ZSvrvf/8rAgMDxZo1a4qXlRUkOTk5omfPnkKSJLFv3z65yqX/2bx5s3BxcRErVqwQQgiRnZ0tli9fXmaYvPTSS6Jhw4Y8byQr5oXyMS+UiXlBSsTMUD5mhvIwL0iJmBfKx7xQHuaF7WLDhgVMJpMQQoirV6+KPXv2FLeWHj58WPj7+4sDBw6UCJnvv/9eqFQqER8fL4QQIisrS1y/ft36hVMJubm5IiQkRDzxxBMllt8ZJEWys7NFcnKytUukcjz99NOidevWIj09XQhxO+jLCpPz58+La9euyVUmEfPCTjAvlIt5QUrCzLAPzAxlYl6QkjAv7APzQpmYF7aJDRsVVBQgiYmJonPnzuL+++8XDz/8sDAajWLv3r1Cp9OJXbt2CSFuj2FYJDQ0VHzwwQey1FzT3RnoReevqKvfihUrhLe3t9iwYUOJfT744AOh1+vFu+++a71C6R+ZTKbic/nrr7+KgICAEuctNzdXLF++XDRp0kTcd999cpVJVIx5oTzMC/vAvCAlYmYoDzND+ZgXpETMC+VhXigf88L2qeSevFwJhBBQqVRITExE586d0a1bN8ybNw/Lly+HWq1GWFgYBg4ciJEjR+Ls2bPQ6/UAgIKCAuj1eri4uMj8CmoeIQQkScLVq1dx/fp1qFS3f9XVajUAoEWLFqhTpw62bdsGADCZTACAl156CW+88Qbef/993LhxQ57iCVeuXEFiYiIAQKVSQZIkAMCgQYNQp04dfPzxx8XbGgwGPPjgg4iJicG1a9dw6dIlWWomApgXSsS8UDbmBSkZM0N5mBnKxbwgJWNeKA/zQrmYFwojX5uKsqSnp4suXbqIiRMnllhe1Oq6bds2cf/994ugoCCxYcMGsWXLFvHGG28Id3d3cebMGTlKrvGuXLki2rdvL3x8fMT3338vEhMTS6x/5513RO3atcX58+dL7VvUtYysLzMzUzRu3Fj4+/uLqKgocfLkSZGTk1O8/tdffxWNGzcW69evF0L8fRdEbm6uyMzMlKVmojsxL5SHeaFMzAuyB8wM5WFmKA/zguwB80J5mBfKw7xQHjZsVFBiYqIICAgQmzdvLg6Ou+3evVs8+eSTwmAwiKZNm4qQkBBOFiOzpUuXitGjR4u6deuKZs2aiSlTpohjx44Jk8kk0tLSRKtWrYq7ZRZ1CST5bdiwQXz88cfC29tbNGvWTAwaNEgcPHhQ5OTkiIyMjOJzKcTtIClrAjUiuTAvlIl5oUzMC1I6ZoYyMTOUh3lBSse8UCbmhfIwL5RFEkIIuXuNKMEPP/yAp59+GgUFBZAkCWazubgrmclkglqtRk5ODpKSkuDu7o6cnBw4OjrC3d1d5sprjqJzYjabUVBQAIPBULxu586diI+Px/vvv48GDRogKCgI7733HiZOnIisrCxs3rxZvsIJAFBYWAhJknDr1i3Url0bAJCVlYW5c+fizz//xI4dO9CvXz8899xzuHDhAl577TXs2rULzZo1k7lyopKYF7aPeaFszAuyJ8wM28fMUC7mBdkT5oXtY14oF/NCweRuWVGK7du3C4PBIFasWFHuNp9++qno3bt3iYmayDqK7lg4ceKEmDhxooiIiBDh4eGif//+YufOncXn5PLly2L27NkiLCxM+Pj4iC5dughJksTChQvlLL/GO3bsmHjyySdFWFiYcHNzExEREWL+/Pkltvnmm2/EU089JbRarQgMDBSSJIlPP/2UreNkc5gXto15oWzMC7I3zAzbxsxQLuYF2RvmhW1jXigX80LZOHl4Bfn6+sLFxQVLlizBhQsXipeLOzq8XLhwAWFhYdDpdHKUWGMVtYofOnQInTp1QlpaGrp27YoOHTrg9OnT6Nu3Lz777DNcu3YN9evXx0svvYS9e/di6tSpCAgIgKenJyIjI+V+GTXW4cOHERERAQcHB4wYMQKTJ0+Gg4MDxo4di0mTJiEjIwMAMGLECCxYsAD79u1Dx44d0bZtW9x///3FEzkR2Qrmhe1iXigb84LsETPDdjEzlIt5QfaIeWG7mBfKxbywA/K2qyjLzz//LPR6vRg+fHiJSX9u3bolpk6dKnx9fcWJEydkrLDmunTpkggICCge565IZmamGDx4sNDr9WLBggXCbDaLgoKC4vUFBQUiIyPD2uXS/6SkpIjQ0FDx6quvllh+6dIl8fbbbwuNRiOmT59evLxozMnc3FyRlZVl1VqJLMG8sF3MC2ViXpA9Y2bYLmaG8jAvyJ4xL2wX80J5mBf2gQ0bFjCZTOLLL78UGo1GNGvWTDz77LPi+eefFw899JDw9PTkpEwyKOr29eOPP4rIyEiRlpZWvPzOCbX69esnGjduLHJyckrsR/LasGGDaNWqlThz5owQQpQ4Z+np6eKll14SGo1GbN++Xa4SiSqFeWF7mBfKxrwge8bMsD3MDOViXpA9Y17YHuaFcjEv7AOHorKASqXC2LFjsX37drRo0QIHDhzA4cOHERwcjG3btqFNmzZyl1jjFHX7Onz4MNLS0lCrVq3i5UWTNgHA1KlTcfnyZaxbt67EfiSvffv24erVq/D39wdQ8rzUrVsXQ4YMgU6nw/nz52WqkKhymBe2h3mhbMwLsmfMDNvDzFAu5gXZM+aF7WFeKBfzwj5o5C5Aidq3b49ly5ZBpWK7kByEEKVCwMHBAdeuXUNOTg50Ol3xGIdF5yg0NBQqlQrXr1+Xo2QqR9OmTXHt2jVs2bIF3bp1Kz6vRee4ffv2qFu3Lk6fPi1zpUSVw7yQF/PCfjAvqCZgZsiLmWEfmBdUEzAv5MW8sA/MC/vAd8FKuvNNTNwxWRNVL7PZDEmSkJ6ejsTERGzZsgUA0KNHD6hUKrz++usoKCiASqVCYWEhAMBkMuH69esIDQ1FcHCwnOXXeNeuXcO2bduwc+dO5ObmolGjRqhVqxa+++47XLx4scS2ZrMZycnJ8PT0RHh4uEwVE9075oU8mBfKxrygmoqZIQ9mhnIxL6imYl7Ig3mhXMwL+8QeG5V0Z4iwC5l1FLV4Hz16FP/3f/8HR0dHhIaGonPnzmjTpg169uyJX3/9Fe7u7oiJiYFWqwUAqNVqLFq0CDk5OWjcuLG8L6IGS0xMxOjRo+Ho6Ih27dqhRYsWaNu2LV5++WW88cYbcHV1xZgxYxAYGAhJkiBJEubNm4esrCy0bNlS7vKJKo15YX3MC2VjXlBNxsywPmaGcjEvqCZjXlgf80K5mBf2SxJs2iUFKOoKlpiYiMjISDz//PMYOnRoiTeYGzdu4PHHH8e+ffsQGhqKiRMn4sqVKzh69CiWLFmCzZs3c8xJmRw9ehSRkZGIiorCc889h0aNGpVYP3XqVLz33nto164dBg0aBJVKhdOnT2P58uXYtGkTzxsRVRjzQtmYF0RkTcwM5WJeEJE1MS+Ui3lh39iwQYqRlpaGfv36oUOHDvj888+Ll5vNZgghoFarkZGRgc8++wwrV67E2bNn4eXlhdDQULz11lsIDQ2Vsfqa68aNGxg0aBCaNWuG+fPnFy8vutuhyDfffINly5Zhz5498PX1RWhoKCZPnozmzZvLUTYRKRjzQpmYF0QkB2aG8jAviEgOzAvlYV7YPzZskGLs3bsXo0ePxrx589ChQ4dS641GIzQaTXFL+okTJ9CwYUNIkgRHR0cZKiYAOHLkCB599FHMnTsXPXr0KLW+6LwVyczMhIuLCwoLC4u7bhIRWYJ5oUzMCyKSAzNDeZgXRCQH5oXyMC/sHycPJ8U4dOgQTp8+jSZNmpS5XqPRICcnB3FxcQCAwMBAODk5MUBkdvz4caSmpiIoKAjA7ZbxO2k0GphMJmzatAl5eXmoVatW8XIiospgXigT84KI5MDMUB7mBRHJgXmhPMwL+8eGDVIMJycnGI1GpKenAwBMJlOpbZYsWYI///wTACfQshUNGjRAZmYmduzYAQAluvsViY2NxTfffAOdTld83nj+iKiymBfKxLwgIjkwM5SHeUFEcmBeKA/zwv6xYYMUo2/fvnBzc8NLL70EAFCr1SgoKCixzaFDh+Dq6lqqFZbk07hxY0REROD999/H/v37AZT+AHDhwgV4eHiU+cGAiMhSzAtlYl4QkRyYGcrDvCAiOTAvlId5Yf/YsEGK4eTkhIkTJ2Ljxo0YOnQoAECn0wEAsrOz8cYbb+D333/Hk08+WWYrLMmjfv36GDFiBM6ePYtp06Zhz549UKvVAG5P5PTaa69h6dKlGD16NMcwJKIqwbxQJuYFEcmBmaE8zAsikgPzQnmYF/aPk4eToqSlpWH27NmIjY1Fo0aNMGTIENy8eRMXLlzAjh07sGbNGrRp00buMul/iibNAoDZs2fj008/RW5uLoYOHYqbN28iNzcXO3fuxOrVq3neiKhKMS+UhXlBRHJiZigH84KI5MS8UA7mRc3Ahg1SjKI3pZs3b2Lbtm34/PPPcfnyZej1ekRGRmLs2LFo1qyZ3GXSXcxmc/HdCmvXrkVcXBw2b94MFxcXREZGYvjw4eVOvkVEVBnMC2ViXhCRHJgZysO8ICI5MC+Uh3lh/9iwQYpQFCB3trgCwM2bN+Hk5AS1Ws2ufjbmzgC582cAKCgogE6nK3U+iYjuFfNCeZgXRCQXZoayMC+ISC7MC2VhXtQcbNggm1H0pnLo0CFcu3YNaWlp6NevH1xcXMrdluRXdC727t2Lo0eP4tq1axg8eDD8/f3L3R5AmR8KiIgqgnmhTMwLIpIDM0N5mBdEJAfmhfIwL4gNG2RTfvnlF4wfPx7NmjXD8ePHERwcjKeffhrPPPOM3KXRP/j5558xceJENG3aFFqtFlu3bsX8+fPxxBNPQK/Xy10eEdkh5oUyMS+ISA7MDOVhXhCRHJgXysO8qNnYT4psxl9//YVx48bhP//5DzZv3oy1a9diy5YtyM7Olrs0+gcHDhzA+PHjMXPmTGzZsgXLly+H0WhEcnIyQ4SIqgXzQpmYF0QkB2aG8jAviEgOzAvlYV4QGzbo/9m77/AoyvWN4/eWZDcBQkkgtIQOoUvvTToIogdFUREpigiIqBT1SPOIHhRQEQQRERvYwAJIL5EmIlWKSJGWUDWhpO3u/P7gR44xgFlIdrLJ93Ndua5k3pmde1nMI/PMvG+2sXv3btWrV099+vTRr7/+qrvvvlt9+/bVoEGDJEmnT582OSGu5eTJk6mf24EDB1SzZk31799fzz//vCTpwoULkv73yB8A3CrqhX+iXgAwAzXD/1AvAJiBeuF/qBegsQGf8ng8qd+73W5JSu1+Hzp0SKGhoZKk1q1bq02bNpoxY4YkacGCBZo3b56SkpJ8nBh/d7UgrFu3TjExMYqJidHx48d19OhRtW3bVh07dtT06dMlSV9//bWefPJJXb58mbkLAXiFeuH/qBcAfIWa4d+oFwB8hXrh36gX+DsaG/Apq9WqI0eOaPXq1bLZbPriiy80YcIESVLbtm21cOFC5c2bV927d9eMGTNktV75K7pixQpt2LBBKSkpZsaHriyytGrVKnXs2FGbN29W48aNlTdvXlWtWlWtWrVKLfyStGHDBp0+fVrJyckmJgbgj6gX/o96AcBXqBn+jXoBwFeoF/6NeoG/s5sdALlLYmKiXn75ZS1fvly9evXS+PHjNWfOHEnSbbfdpr59++rTTz9VrVq1JF15rGzq1KmaP3++oqOjlTdvXhPTQ5KOHTumRYsW6aWXXlK3bt2UlJSkevXq6eTJkypRooQuX76sEydO6P3339esWbO0bt06FShQwOzYAPwM9cL/US8A+Ao1w79RLwD4CvXCv1EvkI4B+Nju3buNxo0bGxaLxRgxYoRhGIbh8XgMwzCM7du3G4MHDzYCAgKMChUqGLVq1TLKlStn/Pzzz2ZGxv/btm2b0bp1ayMqKsr4+uuvU7fHx8cbQ4YMMWrUqGE4nU6jdu3aRlRUFJ8bgFtCvfBf1AsAvkbN8E/UCwC+Rr3wT9QLXIvFMFhBBb51/vx5de/eXfHx8XK5XPrvf/+rdu3apY5funRJe/bs0ZYtW1SqVCnVrFlTJUuWNDExrjp16pT69++vZcuW6fHHH9fkyZNTx5KTk3X69Glt2rRJ5cuXV9GiRVW0aFET0wLwd9QL/0W9AOBr1Az/RL0A4GvUC/9EvcC10NiAz6WkpOjChQs6cuSIXnvtNe3atUuvv/56mkLi8XhS5zKEeQzDSLfI0pkzZ/Tkk09qz549euKJJ9S/f3+T0gHI6agX/oN6AcBs1Az/QL0AYDbqhX+gXiAjaGwgy139ZXTixAklJCQoMDBQkZGRkqQffvhB06ZN0y+//KKJEyeqXbt2eumll5ScnKznn39eDofD5PS519XPbcOGDVq/fr3OnDmj1q1bq3379jp37pwef/xxxcTEqHfv3urbt68kij+AW0O98E/UCwBmoGb4H+oFADNQL/wP9QIZ5uu5r5C7XJ2ncOHChUbdunWNEiVKGM2bNzdGjhyZuk90dLTRq1cvI3/+/EbHjh0Nm81mbN261azI+IsvvvjCCAsLMzp37mz06tXLsFgsxgsvvGAYhmGcOnXK6N69u9GyZUtj6tSpJicF4O+oF/6NegHAl6gZ/ot6AcCXqBf+i3qBjKCVhSxlsVi0ePFiPfDAA3rooYe0aNEitW3bVq+++qoGDRokSWratKmGDx+uV199VWXLltXu3btVu3Ztk5Nj//79GjZsmP7zn//ou+++09tvvy2bzSa32y23260iRYpo6tSpCggI0KJFixQXF2d2ZAB+jHrhv6gXAHyNmuGfqBcAfI164Z+oF8gopqJCljp16pR69uypO++8U0OGDNHZs2dVu3ZtlS9fXjt27NC9996r6dOnp+5vXGMOPfjW1c9gy5YtGjFihFatWqWDBw+qRYsW6ty5s2bMmCFJOnz4sMqUKaPTp08rOTmZxbQA3BLqhf+hXgAwCzXDv1AvAJiFeuFfqBfwFk9sINNd7ZUdPnxY4eHh6tSpk9q3b6/Y2NjUX0YLFizQvffeqxkzZqh3796px1JAzPP3HueJEyf0+++/a+vWrWrbtq06d+6cWvDXrFmjoUOH6tixYypSpAhFBMBNoV74J+oFADNQM/wP9QKAGagX/od6gZtFYwOZzmKx6Ouvv9Ydd9yh/fv366mnnlKlSpX06aefqkyZMho/frzy58+vihUrqmbNmvr555918uRJs2PnelcXZurYsaNcLpeaNGmicuXKqUWLFmrUqJFmzJiRWuSXLl2qixcvKigoyOTUAPwZ9cI/US8AmIGa4X+oFwDMQL3wP9QL3Cy72QGQc1x9ZOzEiROaMWOGhgwZokqVKqWO7969W3/88YfCwsIkXenAdu/eXUOHDlWePHnMio2/+P3333X06FHt27dP1apVU9u2bXXkyBE5nU7t379fly5d0rx58/Tuu+9q3bp1qZ8lAHiDeuH/qBcAfIWa4d+oFwB8hXrh36gXuBk0NpBpLBaL1q1bp/nz50uSOnbsKEnyeDyyWq3q0KGDVq5cqQceeECBgYFasGCBfvzxRwpINtKpUyeNGzdOb775pmbOnKlnn31WHo9HixcvVpUqVVS9enVZrVatXr1a1atXNzsuAD9FvfB/1AsAvkLN8G/UCwC+Qr3wb9QL3AwWD0em+vDDD9W/f39ZrVYtWbJELVq0SB2LjY3VZ599pi+//FL58uXTf/7zH9WsWdPEtLnb9RbF+vbbbzV48GDNnj1bt99+uyQpLi5Ov/zyi4oXL658+fIpNDTU13EB5DDUC/9BvQBgNmqGf6BeADAb9cI/UC+QWWhsINN99dVXevzxx9WhQwc999xzaR79u+ry5csKDg42IR3+6vvvv9fixYvVs2dPNWzYUJJ05MgRPfTQQ+rUqZNGjRp13YIDALeKeuE/qBcAzEbN8A/UCwBmo174B+oFMgNTUeGmXf0Fs3fvXp0+fVoXLlxQp06ddPfddyspKUnPPvus8ufPr8GDB6tChQqSJLfbLZvNRgHJJhISEvT1119r06ZNKlKkiCZOnKjKlStrwIAB6t+/v+6//36VLl3a7JgA/Bz1wv9RLwD4CjXDv1EvAPgK9cK/US+QGXhiAzflagH56quvNGLECDkcDtntdsXFxWnRokWqUqWKPvnkEw0fPlz33HOPHnvsMUVFRZkdO9f7a7f76jyTcXFxWrdunSZOnKjjx4+rXr166tmzp6ZPn6569epp9OjRstvpgQK4OdQL/0S9AGAGaob/oV4AMAP1wv9QL5AV+NuBm2KxWLR+/Xo98sgjev3119WvXz9t2bJFDRo00PLly1WlShX17NlTktS3b185HA6NHz9eAQEBJifPva4WkRUrVmjRokXavXu3/vWvf6l169bq0qWLunTporlz52rt2rXq3r273G63UlJS5HK5KCQAbhr1wv9QLwCYhZrhX6gXAMxCvfAv1AtkFZ7YQIb8/vvvKlWqVJoO68yZM7Vlyxa9++67Onz4sFq2bKnOnTtr2rRpkv73i2v+/PmqXbt26qN/MM/ChQvVq1cvPfDAAypcuLBmz56tmjVr6o033lD58uVT9/vhhx/0wQcf6KmnnlKVKlVMTAzA31AvcgbqBQBfoGb4P+oFAF+gXvg/6gWyhAH8g0WLFhkWi8VYsWKFYRiG4fF4DMMwjIEDBxrdu3c3Tp06ZURERBiPPvpo6tgnn3xijBkzxrTMSO/YsWNGzZo1jenTpxuGceVzzJcvnzFixIhr7p+SkuLLeAByAOpFzkC9AOAL1Az/R70A4AvUC/9HvUBWsZrdWEH2V79+fT388MPq1q2bVq1aldodb9u2rc6ePatq1aqpffv2mjFjhgzDkGEY2rRpk44dO6ZLly6ZnD738ng8aX62WCyyWq3q1auXDhw4oIiICN1333165ZVXJElbtmzRhQsXUvfncT8A3qJe+CfqBQAzUDP8D/UCgBmoF/6HegFfobGBfxQWFqapU6eqV69e6ty5s3744QdJUu3ateXxeOR0OtWxY0dJ0h9//KEXXnhB8+bN09NPP608efKYGT3XOnLkiN577z1t27YtddvZs2d18uRJbdmyRR07dlTHjh31zjvvSJJ27typSZMm6bfffjMrMoAcgHrhf6gXAMxCzfAv1AsAZqFe+BfqBXyJxgZu6GqXddu2bapVq5bcbrfuuOMOrVq1SpGRkZo5c6YiIyP14osvKiIiQt27d9eHH36o77//XpUrVzY5fe60a9cutW/fXkuWLFFsbGzq9po1a6p169Zq1aqV6tSpo3fffVdW65VfAfPmzdPBgwdVtGhRs2ID8HPUC/9DvQBgFmqGf6FeADAL9cK/UC/gaywejn+0YMECPfLIIxo8eLDOnj2rbdu2aceOHfrmm2/Utm1bnThxQvv27dOmTZtUvXp11axZU6VKlTI7dq60b98+NW7cWI899pgGDx6s4sWLpxlft26dxowZoxMnTujtt99WXFyc1q9fr1mzZik6Olo1a9Y0KTmAnIB64T+oFwDMRs3wD9QLAGajXvgH6gXMQGMDN3ThwgW1bdtWrVq10oQJEyRdeaxs9OjR+uyzz7R48WK1atXK5JSQpISEBPXq1Uvh4eGaOnVq6vaUlBTFxsYqJSVFZcuW1e7duzVu3DgtW7ZMkZGRCg8P1+uvv64aNWqYmB6Av6Ne+A/qBQCzUTP8A/UCgNmoF/6BegGzsBoLbujqL6HIyMjUbaVKldLo0aO1c+dO3XvvvZo/f75uv/12E1NCurK4UmxsrFq0aJG6benSpfr+++81e/ZsFShQQFWqVNGSJUv02WefpT7q5/F4lC9fPhOTA8gJqBf+g3oBwGzUDP9AvQBgNuqFf6BewCyssYEbKlSokBo0aKBvvvlGcXFxkiSLxaKyZcuqRo0aio+PV8+ePXX58mWTkyIhIUFnz57Vzp07tW/fPk2YMEFPPvmkjh07pvHjx2v06NE6cOCAhg0bJkkqXbq08uTJQxEBkCmoF/6DegHAbNQM/0C9AGA26oV/oF7ALDyxgVSGYchisSglJUUul0tBQUGSpDvvvFOTJ0/WpEmT9Mwzz6T+4smTJ48++OADtWnTRsHBwWZGh6SQkBC9/fbbat++vZYtW6bz589r4sSJat26tcqXL6+UlBTNnz9f58+flyTZbDaTEwPwV9QL/0a9AOBL1Az/Rb0A4EvUC/9FvYBZaGxA0v8KyOLFizVr1iwdOnRI9erV07333quePXvq8OHD+uqrr7R27Vq1a9dOe/fu1ffff69hw4YpLCzM7Pj4f7fffrsOHTqk06dPq1SpUmk+G5vNpvz58ysiIkJXl9axWCxmRQXgp6gXOQP1AoAvUDP8H/UCgC9QL/wf9QJmYPFwpPruu+/0r3/9S48//rhCQ0P1zTffyGazqW/fvurfv7++/PJLffPNN9qxY4fCw8P16quv6rbbbjM7NjIgOTlZ48eP1+zZs7VmzRpVqFDB7EgA/Bj1IueiXgDIbNSMnIl6ASCzUS9yJuoFshKNjVzoaif86veSFB8fr7vvvlstW7bUv//9b0nSmTNnNGbMGG3dulX//e9/1bx5c0nSxYsXFRAQIIfDYc4bgFc++ugjbdmyRfPnz9eSJUtUq1YtsyMB8BPUi9yFegHgVlAzcg/qBYBbQb3IPagXyGosHp7LeDweWSwWnT17Vn/++acsFossFovy5s2ruLi41OLi8XhUuHBhjRs3TpcvX9aCBQtSXyNv3rwUED+xf/9+vffeezp27JhWr15NEQGQYdSL3IV6AeBWUDNyD+oFgFtBvcg9qBfwBdbYyGWsVqt+++03tWvXTu3atdNLL72ksLAwXbp0SXny5NGhQ4dS93W73QoNDVXr1q21a9cuud1uFvjxM5UqVdL8+fPlcDiUP39+s+MA8CPUi9yFegHgVlAzcg/qBYBbQb3IPagX8AWe2MhlPB6P5s6dqyNHjui3337T+PHjderUKYWEhGjkyJGaM2eOXn/9dVmt1tSCcfLkSUVGRrKwj58qUqQIRQSA16gXuQ/1AsDNombkLtQLADeLepG7UC+Q1VhjIxfavn27WrVqpTp16shutysqKkqjRo1SeHi43nrrLT355JO67777VKxYMV26dEkff/yxNm7cqGrVqpkdHQDgQ9QLAEBGUTMAABlBvQCQWWhs5HB/X5TJ4/HIZrPpxRdf1OXLlxUcHKzFixerWbNmeuGFFxQaGqoVK1bozTff1KVLl1SgQAGNGTNG1atXN/mdAACyEvUCAJBR1AwAQEZQLwBkJRobOZjH45HVatX58+flcrlUpEiR1KLy3nvv6d1339WKFSv03nvv6cMPP1SzZs00cuRIhYeHpxaYxMREOZ1Os98KACALUS8AABlFzQAAZAT1AkBWY42NHMxqterAgQOqX7++br/9dn377bf69ddfJUl9+/ZVcHCwxo8fryeffFLdunXThg0bNHHiRMXGxio4OFiS5HA4zHwLAAAfoF4AADKKmgEAyAjqBYCsZjc7ALKOx+PRnDlzFBsbq5CQEI0ZM0blypVTWFiYXnnlFT3wwANav369kpOT9cILL8hisWju3LlyOBwaP368rFYrizMBQC5AvQAAZBQ1AwCQEdQLAFmNxkYOZrVaNWjQIF26dEm///67ChUqpPvvv1+jRo3SQw89pMuXL2vlypVq1qyZHnnkET3//PNyOBzq3r27rFYe5gGA3IJ6AQDIKGoGACAjqBcAshq/KXK4YsWKafjw4SpRooT27dun3377TVu2bNFjjz2mmjVrSpLy5cuXuv8zzzyj0qVLm5QWAGAW6gUAIKOoGQCAjKBeAMhKLB6eS8TExOjll1/Wxo0b9eCDD2ro0KGSpEOHDqls2bLmhgMAZBvUCwBARlEzAAAZQb0AkBVobOQisbGx+s9//qMff/xRd955p5577jlJktvtls1mMzkdACC7oF4AADKKmgEAyAjqBYDMRmMjl7laSLZt26bWrVtr7NixZkcCAGRD1AsAQEZRMwAAGUG9AJCZWGMjlylatKief/55VahQQRs2bNC5c+fMjgQAyIaoFwCAjKJmAAAygnoBIDPxxEYuderUKUlSeHi4yUkAANkZ9QIAkFHUDABARlAvAGQGGhsAAAAAAAAAAMBvMBUVAAAAAAAAAADwGzQ2AAAAAAAAAACA36CxAQAAAAAAAAAA/AaNDQAAAAAAAAAA4DdobAAAAAAAAAAAAL9BYwMAAAAAAAAAAPgNGhsAAAAAAAAAAMBv0NgAAAAAAAAAAAB+g8YGAAAAAAAAAADwGzQ2AAAAAAAAAACA36CxAQAAAAAAAAAA/AaNDQAAAAAAAAAA4DdobAAAAAAAAAAAAL9BYwMAAAAAAAAAAPgNGhsAAAAAAAAAAMBv0NgAAAAAAAAAAAB+g8YGAAAAAAAAAADwGzQ2kOscOXJEFovlhl9Zac2aNbJYLBozZkyWnicjEhMTNX78eFWpUkVOp1MFCxZUx44dtX79erOjAYDPUBf+56233tIjjzyiGjVqyG63y2KxaM2aNTc8JjY2Vv369VOxYsXkdDpVsWJFjRs3TsnJyb4JDQAAAADIdexmBwDMUq5cOT344INmxzBNYmKiWrdurQ0bNqhGjRp6/PHH9eeff+rLL79UixYt9OWXX+rOO+80OyYA+ExurwuSNGTIEElSsWLFVLhwYcXGxt5w/9jYWDVo0EDHjh1Tt27dVLFiRf3www8aPXq0Nm7cqEWLFslq5T4aAAAAAEDmorGBXKt8+fLZ4u5Ys0ydOlUbNmzQPffco08//VQ2m02S9MILL6h27drq37+/br/9duXLl8/kpADgG7m9LkjSd999pzp16qho0aIaMGCAZsyYccP9R4wYoaNHj2ratGl6/PHHJUmGYeiRRx7RBx98oA8++ECPPPKIL6IDAAAAAHIRbqEDrmP16tXq06ePKlWqpLx58ypv3ryqW7euZs6ced1jDh8+rAEDBqhMmTJyOBwqUqSIWrZsqTlz5kiSxowZo1atWkmSxo4dm2aakyNHjqS+zrlz5/TUU0+leZ0ePXpoz5496c7Zu3dvWSwWHTp0SJMnT1bVqlXlcDjUu3fvG76/hQsXpma62tSQrtyx3KdPH505c0ZffPFFxv6wACAXyOl1QZI6d+6sokWLZujP48KFC5o/f77Kli2rAQMGpG63WCyaMGGCrFar3n333Qy9FgAAAAAA3uCJDeA6Xn31Vf32229q2LCh7rrrLv3555/6/vvv9dhjj2n//v16/fXX0+y/ceNGdezYUfHx8Wrfvr3uu+8+/fHHH9q2bZveeOMN9e7dWy1bttSRI0f0wQcfqEWLFmrZsmXq8QUKFJB05eJVw4YN9dtvv6lly5a67777dOTIEX3xxRdatGiRli9frkaNGqXLO3jwYG3atEmdO3fWHXfcofDw8Bu+v1OnTkmSypQpk27s6rZVq1Zxpy0A/L+cXhe8tXHjRiUlJalt27bp1iEpVqyYqlevrs2bNysxMVFOpzNTzw0AAAAAyN1obCDX+u2336455UiHDh3UsGFDTZ8+Pd1Ff5fLpU6dOumNN97Qk08+qcjISElSUlKSevTooQsXLmjx4sXq0KFDmuOOHz8uSakXrD744AO1bNnymucfPny4fvvtN40aNUovv/xy6vbevXurQ4cOevjhh7Vv3750c5bv3LlT27ZtS830TwoXLqzffvtNhw8fVpUqVdKMHT58WJL066+/Zui1ACAnyO11wVsHDhyQJFWoUOGa4xUqVNCOHTt06NChdHUGAAAAAIBbQWMDudbBgwc1duzYdNsLFCighg0bXvNJBrvdrgEDBmj58uVavXq1Hn74YUnSN998o2PHjqlXr17pLl5JUsmSJTOUKTk5WZ9++qlCQ0P1wgsvpBlr37692rdvr6VLl2rDhg1q2rRpmvFnn33Wq4tXHTt21MaNGzVu3Dh9/PHHqdNRHT58WLNnz5Yk/fnnnxl+PQDwd7m9LngrLi5OkpQ/f/5rjoeEhKTZDwAAAACAzMIaG8i12rdvL8Mw0n0NHTpU0pW5w0ePHq2aNWsqb968qXOe/+tf/5IknTx5MvW1fvzxR0lSu3btbinTvn37lJCQoPr16ys4ODjd+NU7e7dv355urH79+l6da+jQoapSpYrmz5+vOnXqaNiwYerTp49uu+02lS5dWpLSrL0BADldbq8LAAAAAAD4C57YAK4hOTlZLVu21M8//6xatWrpoYceUmhoqOx2e+pc6ElJSan7X32yoUSJErd03vj4eEm67jzoVxd0vdbdr97OnZ4vXz6tX79e48aN04IFCzR16lQVKVJEAwYM0B133KHmzZurcOHCXr4DAMiZckNd8NbVJzWu90TG1ezXe6IDAAAAAICbRWMDuIavv/5aP//8s/r166d33303zdi8efP0wQcfpNl2dYHXEydO3NJ5r07bcXVh77+7uv3qfn/194VbM6JAgQKaNGmSJk2alGb7nDlzJEl169b1+jUBICfKLXXBG1fX1ri61sbfHThwQFarVWXLls3SHAAAAACA3IepqIBrOHjwoCSpa9eu6caio6PTbbs63ceyZcv+8bWvTu/kdrvTjUVFRcnpdGrLli26fPlyuvG1a9dKkm677bZ/PM+t+PjjjyVJ9913X5aeBwD8RW6vC9fSsGFDORwOLV++XIZhpBmLiYnRrl271KBBAzmdTp9nAwAAAADkbDQ2gGsoVaqUJOmHH35Is33t2rXp7tSVrlzoKlmypD766CMtXbo03fhf79gtVKiQJOn48ePp9gsMDNT999+vs2fPasKECWnGVqxYoSVLlqh8+fJq0qSJ92/qGq5OE/JXkydP1ooVK3TXXXepXr16mXIeAPB3uaUueCMkJEQ9evTQoUOH9M4776RuNwxDo0aNksfjUf/+/X2eCwAAAACQ8zEVFXANXbp0UenSpfXf//5Xu3fvVrVq1bR//35999136tatm7788ss0+zscDn322Wfq0KGDOnbsqA4dOqhmzZqKj4/X9u3bdfnyZW3btk3Slbtvixcvrnnz5ik4OFglS5aUxWLR448/rvz58+vVV1/V2rVr9dJLL2nDhg1q0KCBjhw5oi+++ELBwcF6//33ZbVmTk+yRIkSatWqlSpUqCCLxaI1a9Zo69atqlu3rt57771MOQcA5AS5pS688sor2rdvnyRp48aNqduuTlHYr18/NW3aNM3+q1ev1hNPPKEVK1aoYsWKio6O1vr169W+fXs9/PDDmZILAAAAAIC/orEBXEPevHm1atUqPfvss1q3bp3WrFmjqlWr6uOPP1Z4eHi6C1iS1KhRI/3888+aMGGCli5dqhUrVqhgwYKqUqWKBgwYkLqfzWbTV199pREjRujDDz/UhQsXJF2Z9il//vwqXLiwNm/erPHjx+vrr79WdHS08ufPrzvvvFOjR49WtWrVMu19Pvjgg1q9erVWrlwpi8WiihUrauLEiRo8eLAcDkemnQcA/F1uqQvff/996vRWV/31iZOWLVumaWwUK1ZMmzdv1gsvvKBFixbpu+++U2RkpMaOHasRI0ZkWsMFAAAAAIC/shh/nxQZAAAAAAAAAAAgm+I2OgAAAAAAAAAA4DdobAAAAAAAAAAAAL9BYwMAAAAAAAAAAPgNGhsAAAAAAAAAAMBv0NgAAAAAAAAAAAB+g8YGAAAAAAAAAADwG3azA5jB4/Ho5MmTypcvnywWi9lxACBbMQxDFy5cUPHixWW10v+mZgDA9VEzAAAAAJghVzY2Tp48qYiICLNjAEC2duzYMZUsWdLsGKajZgDAP6NmAAAAAPClXNnYyJcvn6Qr/wALCQkxOQ0AZC/x8fGKiIhI/V2Z21EzAOD6qBkAAAAAzJArGxtXpxIJCQnhIhUAXAfTLl1BzQCAf0bNAAAAAOBLTIQLAAAAAAAAAAD8Bo0NAAAAAAAAAADgN2hsAAAAZFMPPfSQXn755Ux5raSkJEVGRmrr1q2Z8noAAAAAAJiFxgYAAIAPtWzZMkP77dy5U4sWLdLgwYMz5bwOh0PPPPOMRowYkSmvBwAAAACAWWhsAD7UsmVLDRkyRMOHD1ehQoVUtGhRjRkzJnV8zJgxioyMlMPhUPHixTVkyBDzwgIAMs369eu1YsWKNNtWrFih9evXX/eYqVOn6p577lG+fPkyLccDDzyg6Oho7d27N9NeEwAAAAAAX6OxAfjYBx98oDx58mjz5s3673//q3Hjxmn58uX64osvNHnyZM2YMUMHDhzQwoULVb16dbPjAgAyQWRkpGbMmKGBAwfqwoULGjhwoGbNmqXSpUtfc3+Px6PPP/9cXbt2TbO9dOnSevnll9WnTx/ly5dPkZGRmjlzZup4cnKyBg0apGLFisnpdKp06dKaMGFC6nhoaKgaN26sTz/9NEveJwAAAAAAvkBjA/CxGjVqaPTo0apQoYJ69eqlunXrauXKlTp69KiKFi2qNm3aKDIyUvXr11f//v3NjgsAyAQRERH6/PPPlT9/fv38888qUKCA5s2bpxIlSlxz/507d+rPP/9U3bp10429/vrrqlu3rrZt26aBAwfq8ccf1759+yRJb775pr755ht99tln2r9/vz766KN0zZP69esrOjo6098jAAAAAAC+QmMD8LEaNWqk+blYsWI6ffq07rnnHiUkJKhs2bLq37+/FixYIJfLZVJKAEBmOnHihO677z79+eefql27tv744w/dd999OnHixDX3P3LkiGw2m4oUKZJurFOnTho4cKDKly+vESNGKCwsTGvWrJEkHT16VBUqVFDTpk1VqlQpNW3aVPfff3+a40uUKKEjR45k9lsEAAAAAMBnaGwAPhYQEJDmZ4vFIo/Ho4iICO3fv19vv/22goKCNHDgQDVv3lwpKSkmJQUAZJYjR46oX79+mj59uvLly6fp06erX79+120wJCQkyOFwyGKxpBv7a4PcYrGoaNGiOn36tCSpd+/e2r59uypVqqQhQ4Zo2bJl6Y4PCgrS5cuXM+eNAQAAAABgArvZAQD8T1BQkLp27aquXbvqiSeeUFRUlHbt2qXatWubHQ0AcAuaNGmSblubNm2uu39YWJguX76s5ORkBQYGphm7XoNckmrXrq3Dhw9ryZIlWrFihe699161adNGX3zxRer+58+fV+HChW/l7QAAAAAAYCoaG0A2MWfOHLndbjVo0EDBwcH68MMPFRQUpFKlSpkdDQCQia5OG3Ujt912myRpz549qd9nVEhIiHr06KEePXqoe/fu6tChg86fP69ChQpJknbv3q1atWp5mRoAAAAAgOyDqaiAbKJAgQJ699131aRJE9WoUUMrV67Ut99+q9DQULOjAQB8rHDhwqpdu7Z++OEHr46bPHmy5s2bp3379unXX3/V559/rqJFi6pAgQKp+0RHR6tdu3aZnBgAAAAAAN/hiQ3Ah651l+7ChQtTv+/WrZvPsgAAsrdHH31Uc+bM0aBBgzJ8TN68efXqq6/qwIEDstlsqlevnhYvXiyr9cq9LBs3blRcXJy6d++eVbEBAAAAAMhyFsMwDLND+Fp8fLzy58+vuLg4hYSEmB0HALIVfkemxZ8HzJKYmKhKlSpp3rx5atSoUaa85j333KNatWrpueeey5TXA/gdCQAAAMAM2eKJjWnTpmnixImKiYlR1apVNWXKFDVr1uya+65Zs0atWrVKt33v3r2KiorK6qjZnmEYSkxMNDsGkCs4nU5ZLBazYwDIoZxOp+bOnauzZ89myuslJSWpZs2aeuqppzLl9QAAAAAAMIvpjY358+dr6NChmjZtmpo0aaIZM2aoY8eO2rNnjyIjI6973P79+9PcFVa4cGFfxM3WDMNQ3759tXPnTrOjALlCzZo1NWvWLJob8Es0wv1D/fr1JUkJCQmZ8npPP/10pr4eMo5mOAAAAABkHtMbG5MmTVLfvn3Vr18/SdKUKVO0dOlSTZ8+XRMmTLjucUWKFEmzECauTFlBUwPwnR07digxMVFBQUFmRwG8QiMc8D2a4QAAAACQeUxtbCQnJ2vr1q0aOXJkmu3t2rXThg0bbnhsrVq1lJiYqCpVquiFF1645vRUVyUlJSkpKSn15/j4+FsL7geWLVvGxVYgiyQkJKhdu3ZmxwBuGo1wwPdohgMAAABA5jG1sXH27Fm53W6Fh4en2R4eHq7Y2NhrHlOsWDHNnDlTderUUVJSkj788EO1bt1aa9asUfPmza95zIQJEzR27NhMz5+dBQUF8Q9nAMA/ohEOZC2a4QAAAACQ+UyfikpSukfyDcO47mP6lSpVUqVKlVJ/btSokY4dO6bXXnvtuo2NUaNGadiwYak/x8fHKyIiIhOSAwDg32iEAwAAAAAAf2M18+RhYWGy2Wzpns44ffp0uqc4bqRhw4Y6cODAdccdDodCQkLSfAEAAAAAAAAAAP9j6hMbgYGBqlOnjpYvX6677rordfvy5ct15513Zvh1tm3bpmLFimVFRL/idDoVHR2d+j2ArMF/a/B3/B0GfIf/3gAAAAAg85k+FdWwYcP00EMPqW7dumrUqJFmzpypo0ePasCAAZKuTCN14sQJzZ07V5I0ZcoUlS5dWlWrVlVycrI++ugjffnll/ryyy/NfBvZgsViYToRwAf4bw3+jr/DgO/w3xsAAAAAZD7TGxs9evTQuXPnNG7cOMXExKhatWpavHixSpUqJUmKiYnR0aNHU/dPTk7WM888oxMnTigoKEhVq1bVokWL1KlTJ7PeAgAAAAAAAAAA8BGLYRiG2SF8LT4+Xvnz51dcXBzrbQDA32T335HTpk3TxIkTFRMTo6pVq2rKlClq1qzZNfdds2aNWrVqlW773r17FRUVlaHzZfc/DwAwE78jAQAAAJjB1MXDAQDwxvz58zV06FA9//zz2rZtm5o1a6aOHTumebLvWvbv36+YmJjUrwoVKvgoMQAAAAAAADIbjQ0AgN+YNGmS+vbtq379+qly5cqaMmWKIiIiNH369BseV6RIERUtWjT1y2az+SgxAAAAAAAAMhuNDQCAX0hOTtbWrVvVrl27NNvbtWunDRs23PDYWrVqqVixYmrdurVWr159w32TkpIUHx+f5gsAAAAAAADZB40NAJmiZcuWGjJkiIYPH65ChQqpaNGiGjNmTOr4mDFjFBkZKYfDoeLFi2vIkCHmhYVfOnv2rNxut8LDw9NsDw8PV2xs7DWPKVasmGbOnKkvv/xSX331lSpVqqTWrVtr3bp11z3PhAkTlD9//tSviIiITH0fAAAAAAAAuDV2swMAyDk++OADDRs2TJs3b9bGjRvVu3dvNWnSRHFxcZo8ebLmzZunqlWrKjY2Vjt27DA7LvyUxWJJ87NhGOm2XVWpUiVVqlQp9edGjRrp2LFjeu2119S8efNrHjNq1CgNGzYs9ef4+HiaG0AmatmypWrUqCGn06lZs2YpMDBQAwYMSG2GjxkzRrNnz9apU6cUGhqq7t2768033zQ3NAAAAAAgW6GxASDT1KhRQ6NHj5YkVahQQVOnTtXKlStT1zdo06aNAgICFBkZqfr165ucFv4mLCxMNpst3dMZp0+fTvcUx400bNhQH3300XXHHQ6HHA7HTecE8M9ohAMAAAAAbgVTUQHINDVq1Ejzc7FixXT69Gndc889SkhIUNmyZdW/f38tWLBALpfLpJTwV4GBgapTp46WL1+eZvvy5cvVuHHjDL/Otm3bVKxYscyOB8ALVxvhFSpUUK9evVS3bl2tXLlSR48eTW2EX22C9+/f3+y4AAAAAIBshsYGgEwTEBCQ5meLxSKPx6OIiAjt379fb7/9toKCgjRw4EA1b95cKSkpJiWFvxo2bJhmzZql2bNna+/evXrqqad09OhRDRgwQNKVaaR69eqVuv+UKVO0cOFCHThwQL/88otGjRqlL7/8UoMGDTLrLQAQjXAAAAAAwK1hKioAPhEUFKSuXbuqa9eueuKJJxQVFaVdu3apdu3aZkeDH+nRo4fOnTuncePGKSYmRtWqVdPixYtVqlQpSVJMTIyOHj2aun9ycrKeeeYZnThxQkFBQapataoWLVqkTp06mfUWAOifG+HLly/XihUrNHDgQE2cOFFr165NdwwAAAAAIPeisQEgy82ZM0dut1sNGjRQcHCwPvzwQwUFBaVejAa8MXDgQA0cOPCaY3PmzEnz8/DhwzV8+HAfpAKQWWiEAwAAAAD+CY0NAFmuQIECeuWVVzRs2DC53W5Vr15d3377rUJDQ82OBgDIRmiEAwAAAAAygsYGgEyxZs2adNsWLlyY+n23bt18lgUA4J9ohAMAAAAAMoLGBgAAAHyGRjgAAAAA4FbR2ACyAcMwlJiYaHYMeMnpdMpisZgdAwAAAAAAAMhVaGwAJjMMQ3379tXOnTvNjgIv1axZU7NmzaK5AcBnaIT7L5rhAAAAAJB5aGwAJktMTKSp4ad27NihxMREBQUFmR0FQC5AI9y/0QwHAAAAgMxDYwPIRpYtW8ZFcj+QkJCgdu3amR0DQC5DI9y/0QwHAAAAgMxDYwPIRoKCgrjgAQD4RzTC/QfNcAAAAADIfJnS2EhMTNSRI0dUoUIF2Wy2zHhJAAAAXAeNcAAAAABAbmb19oC33npL48ePT/1569atioiIUNWqVVWxYkUdO3YsUwMCAAAAAAAAAABc5XVjY9asWSpQoEDqzyNGjFChQoU0efJkGYahl156KTPzATme0+lUdHS0oqOj5XQ6zY6DDOAzAwAAAAAAAMzj9VRUR48eVVRUlCTpwoULWrdunebNm6e7775bBQsW1IsvvpjpIYGczGKxMJ2In+EzA2CGq03Vq9/DP/C5AQAAAEDm87qxkZSUpICAAEnSxo0b5fF41KZNG0lS6dKlFRsbm7kJAQAAQFPVT/G5AQAAAEDm83oqqsjIyNS7zr7++mvddtttCgkJkSSdOXMm9XsAAAAAAAAAAIDM5vUTGw8++KDGjh2rhQsXaseOHXrttddSx3766SdVrFgxUwMCAAAAAAAAAABc5XVj4/nnn5fdbteGDRt01113aciQIalju3fv1r/+9a9MDQgAAAAAAAAAAHCV140Ni8WikSNHXnPsm2++ueVAAAAAQE5wdudO7X7zDcUdOqiAPHlU4aFeKntnN9kcDrOjAQAAAIBf83qNDSCrtWzZUkOGDNHw4cNVqFAhFS1aVGPGjEkdHzNmjCIjI+VwOFS8ePE0Tw0BAABkBz+NH6d1/fvIcvqIKlYuoqKFbPpl0kQt7txByXFxZscDAAAAAL/m9RMbt99++3XHrFarChQooHr16qlPnz4qXLjwLYVD7vXBBx9o2LBh2rx5szZu3KjevXurSZMmiouL0+TJkzVv3jxVrVpVsbGx2rFjh9lxAQAAUh39/nsd++5rtereSAWL5E/dXrN5Fa1bsFlr+vdRu8++NDEhAAAAAPg3i2EYhjcHtGzZUgcOHFBMTIxKly6t8PBwxcbG6vfff1fx4sVVuHBh7d27VwUKFFB0dLQqVKiQVdlvWnx8vPLnz6+4uDiFhISYHQd/07JlS7ndbkVHR6duq1+/vm6//XYVKVJEM2bM0O7duxUQEGBiSiDn4ndkWvx5ALmXYRhKTEz0+riVd9+pqMqFVb5m6XRjKUkp+nbWCrX8YqGCvLwJyOl0ymKxeJ0nK/E7EgAAAIAZvH5i44UXXlC/fv20ceNGNWjQIHX7pk2b1KNHD7388suKiopS27Zt9cILL2j+/PmZGhi5Q40aNdL8XKxYMZ0+fVpPPPGEpkyZorJly6pDhw7q1KmTunTpIrvd67/KwE0xPB7FrF+vQ/M+UeLZM8pTsqTK9XxIhWvXznYXmwAAtyYxMVHNmjXz+rgRcqv0v2pdcyzAEaBCxQrq2S5dtMPLmzSio6MVFBTkdR4AAAAAyGm8XmPjueee04svvpimqSFJDRs21IsvvqjnnntOZcqU0bPPPqvVq1dnWlDkLn9/GsNiscjj8SgiIkL79+/X22+/raCgIA0cOFDNmzdXSkqKSUmRm3hSUvTDoIE6PO01RZWUmrYorTL5L+uX//xbW8eOlpcPwAEAcjCb3XbdsYBAuwya4QAAAABw07y+zX3Xrl2KiIi45lhERIT27dsnSYqKilIcCyMiCwQFBalr167q2rWrnnjiCUVFRWnXrl2qXbu22dGQw/3yznTlc53XbR2qpW4rmqewwiPDtHH5Dh1esEBl777bxIQAgL8yDEMul+umj7fZbFq1apXXx/3Qs4fOHD+nIhFh18x05vh5vbpggRyhoV7nudWbOex2O08YAgAAAPB7Xjc2wsPDtWDBArVt2zbd2IIFC1SkSBFJV+bbLVCgwC0HBP5qzpw5crvdatCggYKDg/Xhhx8qKChIpUqVMjsa/MjNzJnucbl05JuF6nBvvXRjFotFNRuW1bq576tYx45e58mOc6YDQE7gcrk0e/Zsn5/XVrWGfloZrfYPNk/35MaBbYeVlL+Avlq2zOe5JKlPnz6sUwYAAADA73nd2Hj00Uf1wgsvKC4uTvfcc4/Cw8N16tQpzZ8/X5999pleeuklSdKGDRvSrZMA3KoCBQrolVde0bBhw+R2u1W9enV9++23CvXyjkfkbjczZ3o+j0eDCgQpIPDavzbzhATrj5iTat60qdfTizBnOgBkrcSTe3x7Qqd0qlBBLZ6zRjWbRalwiVAlXkrU3p8O6tiJP3SqRV0Zvs4kyVm8is/PCQAAAABZwevGxnPPPaeLFy9q8uTJmjdvnqQrdz87HA6NHDlSo0aNkiTdf//96tevX4Zec9q0aZo4caJiYmJUtWpVTZkyJUMXHdevX68WLVqoWrVq2r59u7dvBdnUmjVr0m1buHBh6vfdunXzWRbgKrfFInfy9aczMQxDhtsjw/uliwAAPnBv2/qy266/7kWm69BIF0+c1m/frtPOLYdkczpUolU9taxXVdYbrL+RFVxutz5b/qNPzwkAAAAAWcnrxoYkvfzyyxo+fLg2bdqkc+fOKTQ0VA0aNFDBggVT98no0xrz58/X0KFDNW3aNDVp0kQzZsxQx44dtWfPHkVGRl73uLi4OPXq1UutW7fWqVOnbuZtAMilnE6noqOjvT5uXa8HFH/+okIK5U03duroWUU2aqTo/75+U3kAAFnLbrMpwMcNhYKliqngoB4+PScAAAAA5AY31diQrkwJ1KFDh1sOMGnSJPXt2zf16Y4pU6Zo6dKlmj59uiZMmHDd4x577DH17NlTNpstzd38ud3NrB2A7IF1FnzHYrHc1NRPNZ4cpo0Txqpll9vkCApM3X4p7rJ+/uE3NXpzGlNKAQAAAAAAAFnsphobhmFoy5Yt+v3335WQkJBuvFevXhl6neTkZG3dulUjR45Ms71du3basGHDdY97//33dfDgQX300Uepa3rgyufSt29f7dy50+wouAk1a9bUrFmzaG5kY8WaNlXKoGFaNmmi8uQPUFjhEF28kKI/zl5W3fETVDAqyuyIAIBsxvB4lHwxQXZHgGyOwH8+AAAAAADwj7xubPz666/q2rWrDhw4IMMw0o1bLJYMNzbOnj0rt9ut8PDwNNvDw8MVGxt7zWMOHDigkSNHKjo6WnZ7xuInJSUpKSkp9ef4+PgMHedvEhMTaWr4sR07digxMZE7/rO5yI4dVahJEw1t1kwFfo1R3+efV6N77pHFytoaAID/cSen6OA3axW7ebeceRxKupykvCWKqNzdrRUSEf7PLwAAAAAAuC6vGxtPPPGEEhMTNX/+fNWoUUMOh+OWQ/z9DnXDMK5517rb7VbPnj01duxYVaxYMcOvP2HCBI0dO/aWc/qTZcuWcYHcTyQkJKhdu3Zmx0AGndq8WVtfGquuRfMrf6G8ipn3gY5/MV91X5qggpUqmR0PAJANuFNc2vrahypeLJ86PdBU9kC7DMPQmePn9OPUear2WHcVKFvC7JgAAAAA4Le8bmz8+OOPevfdd9W9e/dbPnlYWJhsNlu6pzNOnz6d7ikOSbpw4YJ++uknbdu2TYMGDZIkeTweGYYhu92uZcuW6fbbb0933KhRozRs2LDUn+Pj4xUREXHL+bOzoKAgGhtAJju7fbu2vvicmneqrrwF8qRu/+PUn1o/6HE1n/W+QkqVMjEhACA7OLl+u0ILOFStQYXUbRaLRUUiwtS0Uy1t+vA7NRz9mIkJAQAAAMC/eT13St68eRUSEpIpJw8MDFSdOnW0fPnyNNuXL1+uxo0bp9s/JCREu3bt0vbt21O/BgwYoEqVKmn79u1q0KDBNc/jcDgUEhKS5gsAvLXz9f+qUeuoNE0NSSoYXkC3NSytvdPfNilZ7jJt2jSVKVNGTqdTderUUXR0dIaOW79+vex2u2677basDQgg1zuxdquiape55liBwiEKsEoXT57xcSoAAAAAyDm8bmw88sgj+uSTTzItwLBhwzRr1izNnj1be/fu1VNPPaWjR49qwIABkq48bXF1zQ6r1apq1aql+SpSpIicTqeqVaumPHny3OhUAHDTkv78U8nnzqhgeIFrjhcvW1Snftx8zbWHkHnmz5+voUOH6vnnn9e2bdvUrFkzdezYUUePHr3hcXFxcerVq5dat27to6QAcrOUS4nKExJ83fF8BfMo8c8LPkwEAAAAADmL11NRVatWTZ9++qm6du2qLl26KDQ0NN0+d999d4Zfr0ePHjp37pzGjRunmJgYVatWTYsXL1ap/5/OJSYm5h8vWOEKp9OZeuey0+k0OQ0yis/NP6RcuiRH8PXXFLJaLbLZbTI8HllsNh8my10mTZqkvn37ql+/fpKkKVOmaOnSpZo+fbomTJhw3eMee+wx9ezZUzabTQsXLvRRWgC5VUDeIF2Mu6S8+a990038+YsqXogniAEAAADgZnnd2OjZs6ck6fDhw/ruu+/SjVssFrndbq9ec+DAgRo4cOA1x+bMmXPDY8eMGaMxY8Z4db6cymKxsK6GH+Jz8w9BhQvr0p+X5Ha5ZbOnb1wkXEqU1eGUlaZGlklOTtbWrVs1cuTINNvbtWunDRs2XPe4999/XwcPHtRHH32kl1566R/Pk5SUpKSkpNSf4+Pjbz40gFypRMu62rd1j+reXi3d2B+n/pTbalPeomEmJAMAAACAnMHrxsbq1auzIgcAZGu2wECVaNNWv+7Yrcp10s+b/suWIyrX434TkuUeZ8+eldvtVnh4eJrt4eHhio2NveYxBw4c0MiRIxUdHS27PWMlb8KECRo7duwt5wWQe5VoXFNbN+3SjvX7VLluOQU6AmQYhmKOnNbWtftUc1APsyMCAAAAgF/zurHRokWLrMgBANle9Sef0pq+j+jyuv2qVLOk8oQEK/7cBe3ZdkzuAsVV+/6eZkfMFSwWS5qfDcNIt02S3G63evbsqbFjx6pixYoZfv1Ro0Zp2LBhqT/Hx8crIiLi5gMDyHWsdptqP/WAjiz5QUvnbZDdblNKUrLyl4tQraE9lbd4YbMjAgAAAIBf87qxgezNnZwsT0qK7MHB17zQB+Dm2YOC1GrOXB346kt9/PpEOT2GSlSOUsUHH1PJtu2YhiqLhYWFyWazpXs64/Tp0+me4pCkCxcu6KefftK2bds0aNAgSZLH45FhGLLb7Vq2bJluv/32dMc5HA45HNdfTwUAMsIWYFe5ri1VtksLuROTZQ2wy3qNqQwBAAAAAN7LUGOjT58++ve//60yZcqoT58+N9zXYrHovffey5RwyLjzv/yi3W9NUfxvB2QPDJBHVpW7r6cqPviQLFar2fGAHMMWGKhSd3bTu6+9Llmk6Hdns0aKjwQGBqpOnTpavny57rrrrtTty5cv15133plu/5CQEO3atSvNtmnTpmnVqlX64osvVKZM+inFACCzWSwW2YNolgIAAABAZspQY2P16tV68sknJUmrVq264ZMAPCXge6c2b9bWF0epXvOKCmvYWBaLRYmXk7Rr1dfauH2bGr0+mc8FQI4wbNgwPfTQQ6pbt64aNWqkmTNn6ujRoxowYICkK9NInThxQnPnzpXValW1amkX7i1SpIicTme67fBfLVu2VI0aNeR0OjVr1iwFBgZqwIABGjNmjCRpzJgxmj17tk6dOqXQ0FB1795db775prmhAQAAAADALclQY+Pw4cOp3x85ciSrsuAmGB6Pfhrzb7W8o6byhASnbncGO1S3ZZTWf79LMT/8oOLNmpmYEshchmHI5XKZdv6UlJQ032d0UeqsYrfbc03zskePHjp37pzGjRunmJgYVatWTYsXL1apUqUkSTExMTp69KjJKeFrH3zwgYYNG6bNmzdr48aN6t27t5o0aaK4uDhNnjxZ8+bNU9WqVRUbG6sdO3aYHRcAAAAAANwi1tjIRgzDUGJiolfHnN26VQUKBadpalxlsVgUVbOkfvl4rgrWret1HqfTmWsulsK/uFwuzZ4927Tz/7WxMXfuXAUEBJiWRboyXaDZGXxp4MCBGjhw4DXH5syZc8Njx4wZk3onP3KOGjVqaPTo0ZKkChUqaOrUqVq5cqWKFCmiokWLqk2bNgoICFBkZKTq169vcloAAAAAAHCraGxkI4mJiWrm5ZMVlV0uPVX3+vPEh4Tm04GvVujpm3hiIzo6mrUDkK0lntxjynlTXO7/ZYjZJ7eJi8E6i1cx7dxAdlGjRo00PxcrVkynT5/WE088oSlTpqhs2bLq0KGDOnXqpC5dupj+lBUAAAAAALg1GfqXvdVq9erOfbfb/c87IVNctFh0+nT8dcfjz1/URfHUBXKue9vWl93m28aCYRjq0fbKXd+OwABTnmxyud36bPmPPj8vkB39/Ykli8Uij8ejiIgI7d+/X8uXL9eKFSs0cOBATZw4UWvXrs1VTzkBAAAAAJDTZKix8eKLL6a5cPf+++/r4sWL6tKli4oWLaqYmBh99913ypMnj/r06ZNlYXM6p9Op6Ohor44xPB6turubLl9IUHC+9E9X7N9xXHe+/Ioea9r0pvIA2Z3dZlOACU9MBAZwxzfgD4KCgtS1a1d17dpVTzzxhKKiorRr1y7Vrl3b7GgAAAAAAOAmZejK3F/nI3/99ddVtGhRrVixQnnz5k3dfuHCBbVp00bBwenXekDGWCyWm5r6qfa/X9Tal8aoQasoFSpaQJKUnJisX7YclhFaUqVbt5bFas3ktAAAZG9z5syR2+1WgwYNFBwcrA8//FBBQUGpi80DAAAAAAD/5PXV7mnTpmn48OFpmhqSlC9fPg0fPlzTpk3LtHDImOJNm6nuhNe0bU+cPp2+VJ+9t1LLvtwmR4O2ajzlTZoaAIBcqUCBAnr33XfVpEkT1ahRQytXrtS3336r0NBQs6MBAAAAAIBb4PVcKidOnLjuopt2u12xsbG3HAreK1yrlhq/865ub9pUtpQULVvytYLz5DE7FgAAWWrNmjXpti1cuDD1+27duvksCwAAAAAA8A2vb+WvXLmyJk2apJSUlDTbk5OT9frrrysqKirTwsF7KRaLEi0WntLwE4bHo5j167V72lTtfe89XTh61OxIAAAAAAAAAJCtef3ExksvvaRu3bqpbNmyuvvuu1W0aFHFxsbqq6++UmxsbJq7JAFcX9yhQ1o/ZJDy57GoeKlQpSS5tOGLT5SvSg01mPCqbIGBZkcEAAAAAAAAgGzH68ZG586d9f333+v555/X22+/LY/HI4vFovr16+v9999XmzZtsiInkKOkXLyodf37qkm7KqkLvktShVqltfOHfdry7+fV8NWJ5gUEkOMZhqHExESzY+AmOJ1OWSwWs2MAAAAAAGAarxsbktS6dWu1bt1aly9f1h9//KGCBQsqODg4s7MB2d7NXhjcP+d9RZYpmKapIUkWi0U1mkbp2/dW649jx+QMC/PqdbnYBSAjDMNQ3759tXPnTrOj4CbUrFlTs2bN4vc9AAAAACDXuqnGxlXBwcE0NODXDMOQy+VSQkLCTR2fkJCgzp07e33cEItHdz3Q7JpjFotFkRWLauQdd2hrQIBXr7to0SIFBQV5neeqoKAg2e12LpYBOVxiYiJNDT+2Y8cOJSYm3tLvewAAAAAA/NlNNTbcbreWLFmivXv3prsgbLFY9O9//ztTwgFZzeVyafbs2Xr33Xd9el6nxSKr7foLvAcE2BRqGF6/7s00Wf6qf//+6tOnjwK8bKgA8F/Lli3jArmfSEhIULt27cyO4ZdSXG4lJiXL5baZHcUULpdbKS63nGYHAQAAAIBM4nVj49y5c2rWrJn27dsni8Ui4/8vvv71Dm8aG8CNJXg8OvFbrCrWLnvN8aO/xug8T00A8IGgoCAaG8jx5i3dpHlLN5kdw3T9+1c3OwIAAAAAZAqvGxvPP/+8nE6nfv/9d5UqVUqbN29WoUKF9M477+i7777TihUrsiInkKW6NWylTvWayWa9/lMUmen0uu+1d8tmlaxQTMH50l5QPLLnmBIvJ6nfo8/q8ZACPsnj9ni0eEu0T84FAAAAAAAAALfC68bGypUrNXr0aBUvXlySZLVaVa5cOU2cOFGJiYl65pln9Omnn2Z6UCAr2W025XE6Zbfd0rIzGeZs1l6/7P5JKz79QeVqlFKx0kWUkpSiw3uO6eyJ88oTUV4Fw4v7JIskudwu2W25c3oOIDdyOp2Kjo5O/R7+gc/t5t3XvqF6tK0vuz131jqXy635y380OwYAAAAAZBqvr+IeP35cpUuXls1mk9Vq1aVLl1LHunTpop49e2ZqQCAnsgfnUfmej+vQ57N08vAZnfr9jCQpIckje1hJlb6rt7kBAeRoFouF6af8EJ/bzQuw2+R0BCoglzY2UmzuXPveAQAAAORMXjc2wsLCFBcXJ0kqXry4du/erebNm0uSzp8/L5fLlbkJgRwqT7EIVX3iRf2xd4cSThyS7IGKqFJLeYpFmB0NAAAAAAAAALItrxsbderU0S+//KLOnTurU6dOGjdunEJCQhQYGKjnnntODRs2zIqcQI5ktdkUWq22VK222VEAAAAAAAAAwC943dgYNGiQDh48KEkaP368Nm3apF69ekmSypUrpzfeeCNzEwIAAAAAAAAAAPw/rxsbbdq0UZs2bSRJhQsX1rZt27R7925ZLBZFRUXJbvfN4ssAAAC5SdKff+r0li3yuN0qfNttCi5a1OxIAAAAAACY4pa7EBaLRdWrV8+MLADgNxL/iFdS3EU5C4XIEZLX7DgAcjCPy6Xtr05QzJrVKl4mTFarRXvfOKd8laqo/n8mKCBPHrMjAgAAAADgUzfV2Dh//rwmT56slStX6ty5cwoLC1ObNm00dOhQFSxYMLMzAkC2EX80Vvs/WSLP5QTlyR+k+HMX5SxSSFEPdFJwYX7/Ach8P43+twJP/6aOPRvKarVIkmo0LKeDu49r3WP9dPuHn8hisZicEgAAAAAA3/G6sXHixAk1adJER48eVeXKlRUZGamTJ09q/Pjxmjt3rtavX6/ixYtnRVYAMNWF46e0Y+o8NW5fU6HFrjQxDMNQzJEz2vraXNUb+YicBUNMTgkguzIMQ4mJiV4dc+nECZ3f9pPa31svTfPCYrGofPUInYrZraNr16pIgwZe53E6nTREAAAAAAB+yevGxnPPPaeEhARt3rxZ9erVS92+ZcsWdenSRc8995zmzJmTmRkBIFv49bPlatCmempTQ7pycbF4mSJKSkjSoW/XqUqvO0xMCCA7S0xMVLNmzbw6pr7brcFNK123AVG2YhHNfvZpLTC8b1BER0crKCjI6+MAAAAAADCb1dsDvv/+e7300ktpmhqSVK9ePY0bN05LlizJtHAAkF2kXEpQ4pnzKlyi0DXHS1UqoTM7D/g4FYCczmmVgoIDrzvucAbKwUMXAAAAAIBcxusnNuLi4lS6dOlrjpUpU0ZxcXG3mgkAsp2Uy4kKyht03bumrTarbDaLDI9HFqvXPWMAuYDT6VR0dLRXx8RERyv243dUusq1x2OPn1e7Pv30xMO9byoPAAAAAAD+yOvGRpkyZbRo0SK1bds23diSJUtUpkyZTAkGANmJI39eXfrzkjxuj6y29I2L5MRkyWKlqQHguiwWi9dTP5Vu3Vr7pryuP8/Gq0BY2jV8Ei8l6dDeWLUdf78cTCkFAAAAAMhFvG5sPPLIIxo5cqQ8Ho8efvhhFStWTDExMfroo4/01ltv6ZVXXsmKnABgKltggApVLatDvxxT+Rql0o3v3XpYxZrc5vtgAHI0q82mRq9P0fonB6lc5aIqVamobDarjh88rX3bj6vWC6PlKFDA7JgAAAAAAPiU142NZ599VgcPHtTUqVP19ttvp243DEOPPvqonn766UwNCADZRcV72mrLq3OUnJii8jUiFegMVMKlRO3bekhn/kxSnd6NzY4IIAcqWLmyWn/6mfZ9/JE+ev8DWSXVuLObms/+j/KWLGl2PAAAAAAAfM7rOVMsFotmzJihvXv36u2339a4ceP09ttva9++fXrnnXeuO//8jUybNk1lypSR0+lUnTp1bjj/9A8//KAmTZooNDRUQUFBioqK0uTJk70+JwB4KyBPkOqNekQJhQpr2eeb9e2cNVr1zc+ylC2rOk8/JFuA171iAMgQZ2ioKvV/VDMMq6YbVlV7+lmaGgAAAACAXOumr8JVqlRJlSpVSrNt3bp1GjNmjFatWpXh15k/f76GDh2qadOmqUmTJpoxY4Y6duyoPXv2KDIyMt3+efLk0aBBg1SjRg3lyZNHP/zwgx577DHlyZNHjz766M2+HQDIkIAgp8p1baFyXVuYHQUA4AdcSclKPB+vgCCHHAXymR0HAAAAAHKETL29+MyZM1q7dq1Xx0yaNEl9+/ZVv379JElTpkzR0qVLNX36dE2YMCHd/rVq1VKtWrVSfy5durS++uorRUdH09gAAABAtpByOVG/frZM5385pHyh+ZR4KVFWp1MV7mmrghXT37wDAAAAAMg4r6eiykzJycnaunWr2rVrl2Z7u3bttGHDhgy9xrZt27Rhwwa1aMHd0wCQGzB9IYDszp2UrJ/++4GKODzq/HBztexaRx3ub6L6Tctrz+yFOrf3sNkRAQAAAMCvmdrYOHv2rNxut8LDw9NsDw8PV2xs7A2PLVmypBwOh+rWrasnnngi9YmPa0lKSlJ8fHyaLwCA/7k6feHzzz+vbdu2qVmzZurYsaOOHj16zf2vTl+4bt067d27Vy+88IJeeOEFzZw508fJAeQmx9b9rOIl8qtCzdKyWv/3v9sFCudX8y51tP/T72UYhokJAQAAAMC/ZYuVbv++4LhhGP+4CHl0dLQuXryoTZs2aeTIkSpfvrzuv//+a+47YcIEjR07NtPyAgDMwfSFMIthGHK5XKZmSElJSfO93W7u/8bZ7fZ//P+13OrkD9vUqnMteTyGYg6fUtzZCwp0BKhkxWLKVzCPgpx2XTxxWvlKhv/ziwEAAAAA0jH1X8RhYWGy2Wzpns44ffp0uqc4/q5MmTKSpOrVq+vUqVMaM2bMdRsbo0aN0rBhw1J/jo+PV0RExC2mBwD40tXpC0eOHJlm+81MX/jSSy9lRUTkYC6XS7NnzzY1w18bG3PnzlVAQICJaaQ+ffqYniG7cick61L8Za36bL3CihdSWIlCSryYqFXz16tkhWIKzudUUvwlsZQ4AAAAANycDDU2atSokaEX83aKp8DAQNWpU0fLly/XXXfdlbp9+fLluvPOOzP8OoZhKCkp6brjDodDDofDq2wAgOzlVqcvPHPmjFwul8aMGfOP0xf+taYwfSH+6o895q2N4HK7U7//c9/vsttspmUpWKWMaee+WX/988tqtmCHNi7+WS3/1VD5CuZN3V65QQVtWvyzzp2KU7GCIUpx+SaTL987AAAAAPhChhobhQoVytBUA6GhoalPUmTUsGHD9NBDD6lu3bpq1KiRZs6cqaNHj2rAgAGSrjxtceLECc2dO1eS9PbbbysyMlJRUVGSriwM+9prr2nw4MFenRcA4J+YvhBm69Kgpew23y9TZhiGujRoIUlyBASYMg2Uy+3Rt5vX+Py8meGz5T/67FyhKW41blgxTVNDkqxWq+q3v00LZyzXgi17JKupy90BAAAAgN/KUGNjzZo1WRagR48eOnfunMaNG6eYmBhVq1ZNixcvVqlSpSRJMTExaRaF9Xg8GjVqlA4fPiy73a5y5crplVde0WOPPZZlGQEA5mP6QmQXdptVdps5s3kG2M2e+sncdUZulrN4FZ+ez5H4k0pFlbjmmD3ArtDS4frTWkju4sV9mgsAAAAAcopssXj4wIEDNXDgwGuOzZkzJ83PgwcP5ukMAMiFmL4QgLfsdrv69Onj8/Mu/fIzWW/wVE+evHnUsX17FalXz4eprjB70XkAAAAAyAz8ywYA4DeYvhCANywWiykLnBeqWk2nfj+joqWLpBvzeAydOX5Ot1WrxuLrAAAAAHCTaGwAAPwG0xcC8AeV+vTTTyOHKbR4IQUEpv3f7f3bjqhI46YKDAkxKR0AAAAA+D8aG8D/c7k9MmPucMMwlJSSIsncxWABf8H0hQCyu9Dq1VW+96Na/u50VaxRQoWLFVDCpST9tjdWKUGF1Oy/z5sdEQAAAAD8Go0N4P99u3mNKed1ud1auGm1JKlbw1ay22ym5AAAAJmn3D33qGiTJtr38YdaNP8zXTaknq9NUmTz5qbcxAAAAAAAOQmNDUBSwSplTDt3SkqKtOnK9wWiSjHfNgAgneQLcTqzZZ3iD+yS4fEob6kKKly/lYLC0q/hgOwjT/HiqjJoiB6b/7kkaWj9+jQ1AAAAACATeN3YsNls2rhxo+rXr59ubOvWrapfv77cbnemhAOymt1uV58+fUzNkJCQkDp9Tq9evRQUFGRqHrudficAZCeXTh7VkS/fU1StSDXsXktWq1XHD57SrvnTVOz2u1Swck2zIwIAAAAA4FNeX8E0DOO6Yx6Ph7vQ4FcsFovpT0i4XP9b1yMgIMD0PACA7MNwu3X4q/fV6s5aCgnNl7q9dOUSKloqTEs//VJ5I8spIE9eE1MCAAAAAOBbN3Vr9vWaF1u3blX+/PlvKRAAAEB25XK7lZicLLvN45Pzxe3frSLFC6RpalzlDHaoQo2Siv0pWoUbtfZJHpfbJRdP5gIAAAAATJahxsYbb7yhN954Q9KVpka3bt3kcDjS7JOQkKDTp0+re/fumZ8SAAAgG1i4abUWblrts/M1N9wa0qb6dceLRoRq8ZerNG+j7zJJUv/q5X16PgAAAAAA/ipDjY0iRYqoatWqkqQjR46obNmyKlCgQJp9HA6HqlevrieffDLTQ/oDwzDSTClkhpSUlDTfm71Wgt1uZ2oyZKkUl1uJSclyuW1mR/E5l8utFJdbTrODAMhSCR7p8qWk644nJSQr8fqzhAIAAAAAkCNl6Mr3/fffr/vvv1+S1KpVK02fPl1RUVFZGszfuFwuzZ4929QMf21szJ071/S1Gvr06WN6BuRs85Zu0rylm8yOYar+/a9/JzeAzNetYSt1adBCdptvbh5Ijjuvw1/OVOW65a55s8CBXSfU5q7euqt0BZ/kcbld+nbzWp+cCwAAAACA6/H6X+WrV994qgOXy2X6kwJmOrjhhGnndnv+98TI4c0nZbOa9zmUa1zCtHMDAJBV7DabnIGBPmtsOAsX1R8lK2jrmr2q3SJKVqtV0pUnRX/d/rsuJttVsUIVnz0h6XJbZbflvqfkAAAAAADZi9f/Kn/44Yf1zjvvKCgoKN3YkSNHdN9992nTptx9B3Xzym1ktfj+H/2GYahZVBtJUoAt0JRpoDyGW+v2rvD5eZE73de+oXq0rS+7PfddZHO53Jq//EezYwDwgchOPXRixUJ99360ipUpLKvNqpjDZ+QsXlrl73ucaR8BAAAAALmO142NL774Qlu3btVnn32mKlWqpG5fuHCh+vTpo/z582dqQH9ktdh8difn3wXYzZ36yeU29fTIZQLsNjkdgQrIhY2NFJs7V75vIDeyWK0q2e5uFW3eURd+PyiPx61yzcooMF+I2dEAAAAAADCF1dsDtmzZIsMwVL9+fc2ZM0cul0tPPvmk7r77bjVr1kw///xzVuQEAADI1ezOIBWsVE2FKtekqQEAAAAAyNW8bmxUqVJFP/30k7p3766+ffuqVKlSmjFjhl577TV9/fXXKliwYFbkBAAAAAAAAAAA8L6xIUlBQUG666675HA4FBMTo6pVq+rBBx/M7GwAAAAAAAAAAABpeN3YcLvdeuaZZ3T33XerTZs2+vzzz3XixAnVqlVLa9asyYKIAAAAAAAAAAAAV3jd2GjevLnefPNNvfLKK/rmm2/0r3/9S9u2bVOFChXUtm1bjR8/PityAgAAAAAAAAAAeN/YOHbsmNasWaNnn302dVuxYsW0atUqjRgxQuPGjcvUgAAAAAAAAAAAAFfZvT1g27ZtCg0NTbfdarXqpZdeUsuWLTMjFwAAAAAAAAAAQDpeP7Hx16bG/v37tX79el26dCl1W5s2bTInGQAAAAAAAAAAwN943diQpLlz56pkyZKqUqWKmjdvrv3790uS7r33Xr377ruZGhAAAAAAAAAAAOAqrxsbn3/+uXr37q3atWtr6tSpMgwjdax27dr67LPPMjUgAAAAAAAAAADAVV43NiZMmKBHHnlE33zzjR599NE0Y5UrV9aePXsyLRwAAAAAAAAAAMBfed3Y2Lt3r+67775rjhUqVEjnzp275VAAAAAAAAAAAADX4nVjIzg4WHFxcdccO3HihAoWLHjLoQAAAAAAAAAAAK7F68ZGkyZN0q2tcdWcOXPUsmXLzMgFAAAAAAAAAACQjt3bA1588UU1bdpU9evXV8+ePWWxWPTVV19p9OjRWrdunX788cesyAkAAAAAAAAAAOD9Ext169bVkiVLdPHiRT399NMyDEMvv/yyfv31Vy1evFjVqlXLipwAAAAAAAAAAADeP7EhSa1atdLevXt18OBBnTp1SmFhYapYsWJmZwMAAMh2XG6PJJfPz2sYhpJSUiRJjoAAWSwWn2e48t4BAAAAADCX142NcePGqV+/fipevLjKlSuncuXKpY7FxMTo3Xff1YsvvpipIYGc6tyuXdr73rsaLLfckvbNmK7KDz0sZ2io2dEAANfx7eY1ppzX5XZr4abVkqRuDVvJbrOZkgMAAAAAALN53dgYO3asOnTooOLFi6cbO3nypMaOHUtjA8iAA598rMMfz1H1eqXV+ImOcqW4dHjPVq18YImaTZ+pkDJlzI6IG0hJSFRy/CU5CuST3RFodhwAPlKwinm/m1NSUqRNV74vEFVKAQEBpmUBAAAAAMBMXjc2DMO47tjFixf5RzaQAXEHD+rgh++rzb/qyh5w5Y7bQEeAKtUqrbCi+bVx2FC1+2qhKdOM4MbOH/hdu2d+JXdCkoLzOnXpQoICQ/LqtqEPKG94IbPjAcgidrtdffr0MTVDQkKC5syZI0nq1auXgoKCTM1jt9/UjKYAAAAAANyyDP2LdOfOndq+fXvqz4sXL9a+ffvS7JOQkKCPP/44zdRUQE5nGIYSExO9Pm7fB++rcq2I1KbGX4UWKyhnwDGd/OknFapWzavXdTqdNEOy0Nn9R7TjjU/UuHNdFS1dWBaLRR6PoaP7jmvzmHfUcMwA5aG5AeRIFovF9Js3XK7/resREBBgeh4AAAAAAMySocbGggULNHbsWElX/mE/bty4a+4XFBSk999/P/PSAdlcYmKimjVr5vVx/a0e9Xq41XXHC4U69UL//trl5d2w0dHRpt/Bm5Ptnv65Gneuq2JliqRus1otKl0lQikpbv085WM1mzDYxIQAAAAAAABAzmfNyE6PPvqotmzZoh9//FGGYej999/Xli1b0nzt3LlTZ8+e1b333ut1iGnTpqlMmTJyOp2qU6eOoqOjr7vvV199pbZt26pw4cIKCQlRo0aNtHTpUq/PCZgpSRYlXk667viFi4m6/ij+yuV2K8Xl3VdyiksXLiV49XX6aIzkdqto6cLXzFG2aoSS/rzg9eteuJSg5BSX1+/B5Xb7+E86+6BmAAAAAAAA5G4Zuh28WLFiKlasmCRp9erVqlOnjvLmzZspAebPn6+hQ4dq2rRpatKkiWbMmKGOHTtqz549ioyMTLf/unXr1LZtW7388ssqUKCA3n//fXXp0kWbN29WrVq1MiUTkFFOp/OGF1Wv59iSJTr43ceqWyR/ujG326NzMRf0zooVCsiTx+s8uc1ny3/0+pgUl1vzlm7y6pgKLpd6h+W97lRfNrtNNptV3Z+aLLct/RRjN3Jf+4YKsHt3TG5FzQAAAAAAAIDXqz62aNEiUwNMmjRJffv2Vb9+/SRJU6ZM0dKlSzV9+nRNmDAh3f5TpkxJ8/PLL7+sr7/+Wt9++y0XqeBzFovlpqZ+KnfHHVr56Uc6vOeESlcunnqx3JXi0qYVe1TunvsUEhaW2XFzHGfxKjd1nC0lRZJ3jY1zFosuxV+Wx2PIak3f3EhJSpHH7ZHbmqEH4dJwFotirvwMomYAAAAAAADA68aGJH300Uf65JNP9PvvvyshISHNmMVi0cGDBzP0OsnJydq6datGjhyZZnu7du20YcOGDL2Gx+PRhQsXVKjQ9RfsTUpKUlLS/yb2iY+Pz9BrA1nFFhiolrPe15Z/P699835UeEQhpSS7debEHyr/4IOq9PAjZkfM1ux2u/r06XPTxxuGoV69enl93Ip2rXV033GVrhKRbuzXnw/JFhysVd8t8fp1b3XRd7uXa7H4K2oGAAAAAAAApJtobLz66qsaNWqUqlSpopo1a8rhcNz0yc+ePSu3263w8PA028PDwxUbG5uh13j99dd16dKlG67tMWHChNTFz4HsIjB/fjV5c6ounz6tP/btk93hUN1atWQLDDQ7WrZnsVhu+QmHwJv4c6465Cn9NGmiXClulakaIZvdppSkFP267ZD2/nRQjd+YqpCQkFvKheujZgAAAAAAAEC6icbGzJkz9cQTT+itt97KtBB/v1PZMIwM3b386aefasyYMfr6669VpEiR6+43atQoDRs2LPXn+Ph4RUSkv+MaMENwkSIKvsHfX2QflXr2lCcpSTunT9WOdXtks9vkdrklm031X35VxZs0MTtirkDNAAAAAAAAyN28bmzExsbqrrvuypSTh4WFyWazpbvT9vTp0+nuyP27+fPnq2/fvvr888/Vpk2bG+7rcDhu6ckSALiq8iOPKOrhhxXzww+K//13FahUSeH16t3SVFLIGGpG5vG43Trz009KOHNGeYoXV1itWvwdBgAAAAAAfsPrVW7r1KmT4TU0/klgYKDq1Kmj5cuXp9m+fPlyNW7c+LrHffrpp+rdu7c++eQTde7cOVOyAEBGWaxWFW/eXFEPPaSi9etzQdhHqBmZ4+TatVrSuYMOvfWKLiz+SPsnjtWSLp10eutWs6MBAAAAAABkiNdPbEyaNEkPPvigateurTp16txygGHDhumhhx5S3bp11ahRI82cOVNHjx7VgAEDJF2ZEuTEiROaO3eupCsXqHr16qU33nhDDRs2TL1zNygoSPnz57/lPACA7IuacWtO//STdkwYp9u73KagvM7U7Rf/vKR1o4ar0VvTVLBSJRMTAgAAAAAA/DOvGxuPPPKIzp07p/r166to0aIKDQ1NM26xWLRjx44Mv16PHj107tw5jRs3TjExMapWrZoWL16sUqVKSZJiYmJ09OjR1P1nzJghl8ulJ554Qk888UTq9ocfflhz5szx9u0AAPwINeMKwzCUmJjo9XE7Jk1UozaV0zQ1JClvgTyq3bScdr05RfVem+T16zqdTp5cAgAAAAAAPuN1YyM0NFRhYWGZGmLgwIEaOHDgNcf+fuFpzZo1mXpuAIB/oWZIiYmJatasmVfHOAxDQxxWFWhf/prj4ZFhWvnNEg1r2lTyskkRHR2toKAgr44BAAAAAAC4WV43NnLqRSIAAHKyAEm2wIDrjlssFlkDbLImG/L4LhYAAAAAAIDXvG5sAAAAczmdTkVHR3t1jMfl0qq771RKsksBgenLf8LFROUvFKa1Xyy4qTwAAAAAAAC+clONjfPnz2vy5MlauXKlzp07p7CwMLVp00ZDhw5VwYIFMzsjAAD4C4vFclNTP5Xu2k17fvpBNRtXSLPdMAzt+vGQKjzQiymlAAAAAABAtmf19oATJ06odu3a+s9//qO4uDhFRkbqzz//1Pjx41W7dm2dPHkyK3ICAIBbVHXA4/rTCNGG5bt1PvZPpSSl6MyJ8/phyS55ipRV+fvuMzsiAAAAAADAP/L6iY3nnntOCQkJ2rx5s+rVq5e6fcuWLerSpYuee+65dIu3AgAA81kDAtRs+gwdXrZMH41+QXkMQ+Vr11aFwSNUrEkTWbxcNBy+c/HYMe15710NlluS9PMLo1Sl32MqWLmyyckAAAAAAPA9rxsb33//vV566aU0TQ1JqlevnsaNG6d///vfmRYOAABkLqvNpuItW2quxyLJougpbzH9VDZ3eutWbRn1rKrUjlCdgR1ktVoUc/i0Ng8brKiBQ1S6S1ezIwIAAAAA4FNeNzbi4uJUunTpa46VKVNGcXFxt5oJAAAAkjwpKfpx1Ai1vKOG8ubPk7q9eNlwhZUopOVvTlZ4w0YKKlzYxJQAAAAAAPiW142NMmXKaNGiRWrbtm26sSVLlqhMmTKZEgwAACAnMQxDiYmJXh1zYuVKhZfIn6apcVWgI0DlqxbX/k8/VqX+j3mdx+l0Mv0YAAAAAMAved3YeOSRRzRy5Eh5PB49/PDDKlasmGJiYvTRRx/prbfe0iuvvJIVOQEAAPxaYmKimjVr5tUxLQyPBrepft3xwsUK6P2PPlS/uR95nSc6OpppyAAAAAAAfsnrxsazzz6rgwcPaurUqXr77bdTtxuGoUcffVTPPPNMpgZExnmSLinlxC4ZrmTZQ0vJHlrK7EgAAOAWXPR4dPFiwnXHEy4l6pJhSOLJCwAAAABA7uF1Y8NisWjGjBkaNmyYVq9erXPnzik0NFS33367KlasmBUZ8Q8Mw6Ok7V/KfXSzSlUMl8Nh08mdK3Ux0SZn04Gy5QszOyIAALme0+lUdHS0V8cknDmjTY8+oip1y8tqTd+8OLjvtPq8+baeve22m8oDAAAAAIA/8rqxcVWlSpVUqVKlzMyCm5S8Y4FC3b+qUZ+mslqtkqSqDaRTR89q/bLXFNxxtKyBTDUBAICZLBaL11M/BUVGqljL1tqyeovqNK8ke4BNkuTxeLR36xGpYLhKNGzIWhkAAAAAgFwlQ42NP/74Q/369dMjjzyiO+6445r7fPfdd3r//fc1c+ZMhYaGZmpIf+L2uJTsSpLHcPvkfEZyglKObFSjvv9ralwVHhmmspXP6/CBNQqodLtP8rjcLrk9Lp+cCwCA3OC24SO1553p+n7eFworUUhWq0Wnj59T0abN1WTU8zQ1AAAAAAC5ToYaG7NmzdKOHTvUoUOH6+7ToUMHDRs2TG+//bZefPHFTAvob9buXaa1e5f57Hzl3W4NqlI8XVMjdbxaCW368BvN2vWdzzJJUsWm/X16PgDwJ4ZhyOUyrwmckpKS5nu7/aYf4MwUdrudi/M3YLFaVXXgE4rq20/ndu2Sx+XSbVWrKjBfPrOjAQAAAABgigxdyZg3b5769+9/wwsfdrtd/fv31/z583N1Y8PX7IYhpzPwuuOBjoCbn28MAJAlXC6XZs+ebdr5/9rYmDt3rgICAkzLIkl9+vQxPYM/sDkcKlK3rtkxAAAAAAAwXYauef/666+qm4F/SNeuXVvjx4+/5VD+rEXldmoW1UZ2m2/aCe74Uzq95Z3rjp88fFphpeprTN2ePsnjcrsUvW+FT84FAP7u4IYTppz3r1MGHt58UjareS3wco1LmHZuAAAAAADgnzJ0JcPlcmXoTsqAgIA0d4HmRjarXYF2h88aGyoUqcu2Ajr2W6wiyhdNM5SSlKKdm44osNlTstsdPoljtdhMvUAGAP6meeU2slpsPj2nYRhqFtVGkhRgCzRlGiiP4da6vTTCAQAAAACA9zJ0BbpYsWLas2ePmjdvfsP9fvnlFxUtWvSG+yDzORs/pi0rJyr26J+qUKO4Ah0Biv39rHb9+LtsVbrJnr+Y2REBANdhtdh81wz/iwC7uVM/udymnh4AAAAAAPixa684/TctWrTQtGnTbvg0RkpKiqZPn65WrVplWjhkjDU4v/J0HK3YoMZauyJGy74+oN3HCiiwxTMKLNfY7HgAAAAAAAAAAGSaDN0i+tRTT6lu3bq66667NHPmTBUvXjzN+MmTJ9W/f3/t379fH3/8cZYExY1Z7AFylG8qlW9qdhQAAAAAAAAAALJMhhobNWrU0Ntvv62BAweqTJkyqlOnjsqUKSNJOnz4sLZu3SqPx6Pp06erevXqWRoYAAAAAAAAAADkXhme1Lt///6qVq2aXn75Za1evVqbNm2SJAUHB6tDhw4aNWqUGjZsmGVBAQAAAH8Su2mT9s95T4PkVorFooOffqJKPe5TQJ48ZkcDAAAAAL/m1WqljRo10rfffiuPx6OzZ89KksLCwmS1ZmipDgAAACBX2D7xVf2xcY2q1Sml5g07KuFion7bskwrFi5Qqzlz5SxUyOyIAAAAAOC3bqojYbVaVaRIERUpUoSmBgAAAPAXJ6Oj9eemtWrRpZYKlwyVxWJRcL4g1WhYXlWrFdFPLz5vdkQAAAAA8GtePbEBAAByBsPjkpGSJEuAUxarzew4QLZkGIYSExO9Pm7/+7NUo15pWa2WdGMRFYvql3mb9cexY3KGhXn1uk6nUxZL+tcEAAAAgNyGxgYAALmI+/IfSt7xldwxexQY5FByYpJsJW6To8Zdsjrzmh0PyFYSExPVrFkzr48bIrdateh0zTGLxaLAvHb16dpVx2zeNRWjo6MVFBTkdR4AAAAAyGlobAAAkEu4L/2hhBWvqnbjSEXe0UxWq1Vut0eHdh/TruWvKLjdSFkdNDeAW+WWlJyUokBHwDXHEy4nKZknLwAAAADgptHYAAAgl0je/pnqNi2lyKgSqdtsNqsq1Cwlj9vQ/l3fyln3fhMTAtmL0+lUdHS018ftm/GODv2yRVG1y6QbS7ycJHkC9Hl0tCxerlXndDq9zgIAAAAAORGNDQAATOL2uJTsSpLHcGf5uQxXstynf1XEnc2vOV6ueoR2b/lBlpp3+WQOf5fbJbfHleXnAW6FxWK5qamfKj/cWyt7LlHB0HwKL/W/dTSSEpL1w5Jdqj74SQXnyZOZUQEAAAAgV6GxAQCASdbuXaa1e5f55Fx5DUODQxzXbVrYA2xKNhL13y+Gye3DKXIqNu3vs3MBvuIsWFAt35ujzSOHa9fW3xUanl+JCck6f/qCqg4aolKd7zA7IgAAAAD4NRobAADkAomSki4lyjCMazY33C63XCluueXd1DgAri1P8eK6fe5HuvD774o7dEiBISFqcNttsnq5YDgAAAAAID0aGwAAmKRF5XZqFtVGdptvynHKptk69muMIisVTzf2265jylu2icbUvtcnWVxul6L3rfDJuQAz5StVSvlKlTI7BgAAAADkKNyWCQDwK9OmTVOZMmXkdDpVp06dGy7sGxMTo549e6pSpUqyWq0aOnSo74JmgM1qV6Dd4bMvZ6379FP0ER3Ze1wej0eS5HZ7dGDH7/pl22kF1bzLp3lsVu6vAAAAAAAA3qOxAQDwG/Pnz9fQoUP1/PPPa9u2bWrWrJk6duyoo0ePXnP/pKQkFS5cWM8//7xq1qzp47TZjy1PQQW1GaGdBxxaOCtaiz7crK/fi9be4/kV3HakrI68ZkcEAAAAAAD4R9wqmQU8hlsut+/PaxiGUtzJkqQAW+B1F4jNSh7DhDcOINeYNGmS+vbtq379+kmSpkyZoqVLl2r69OmaMGFCuv1Lly6tN954Q5I0e/Zsn2bNrmx5CsrWqK8Mj0tGSqLyBATJYmXOfwAAAAAA4D9obGSBdXvNmTPc7XFp7d5lkq7M284UHwBykuTkZG3dulUjR45Ms71du3basGGDSan8l8Vql4UnNAAAAAAAgB/KFle+p02bpokTJyomJkZVq1bVlClT1KxZs2vuGxMTo6efflpbt27VgQMHNGTIEE2ZMsW3gW+gXOMSpp07JSVFa/de+b5Mg+IKCAgwLQsAZLazZ8/K7XYrPDw8zfbw8HDFxsZm2nmSkpKUlJSU+nN8fHymvTYAAAAAAABunemNjavzpU+bNk1NmjTRjBkz1LFjR+3Zs0eRkZHp9v/rfOmTJ082IfG12e129enTx9QMCQkJmjNnjiSpV69eCgoKMjWP3W76Xy8AOdDfp9kzDCNTp96bMGGCxo4dm2mvBwAAAAAAgMxl+pXnnDJfusViMf0JCZfLlfp9QECA6XkAIDOFhYXJZrOlezrj9OnT6Z7iuBWjRo3SsGHDUn+Oj49XREREpr0+AAAAAAAAbo3VzJNfnS+9Xbt2abZn9nzpSUlJio+PT/MFAPAvgYGBqlOnjpYvX55m+/Lly9W4ceNMO4/D4VBISEiaLwAAAAAAAGQfpj6x4av50plWBAByhmHDhumhhx5S3bp11ahRI82cOVNHjx7VgAEDJF152uLEiROaO3du6jHbt2+XJF28eFFnzpzR9u3bFRgYqCpVqpjxFgAAAAAAAHCLTJ+KSsr6+dKZVgQAcoYePXro3LlzGjdunGJiYlStWjUtXrxYpUqVkiTFxMTo6NGjaY6pVatW6vdbt27VJ598olKlSunIkSO+jH5dHsMtl9u35zQMQynuZElSgC0wU2tuRnkMH79pAAAAAACQY5ja2PDVfOkOh0MOhyPTXg8AYJ6BAwdq4MCB1xybM2dOum2GYWRxoluzbu8Kn5/T7XFp7d5lkqQWldvJZs0W9zkAAAAAAABkiKlXMv46X/pdd92Vun358uW68847TUwGAEDWK9e4hCnnTUlJ0dq9V74v06C4AgICTMkBAAAAAABwM0y/RZP50gEAuY3dblefPn1MO39CQkLq0y29evVSUFCQaVmkK38eAAAAAAAAGWX6lYScOF86AAA3YrFYTH1KwuVypX4fEBDAExsAAAAAAMCvmN7YkHLefOkAAAAAABp7BysAADWzSURBVAAAACBrWM0OAAAAAAAAAAAAkFE0NgAAAAAAAAAAgN+gsQEAAAAAAAAAAPwGjQ0AAAAAAAAAAOA3aGwAAAAAAAAAAAC/QWMDAIBcKMAwlM/jkSsx0ewoAAAAAAAAXqGxkUNcOnlSu/77iobIraEWj9b376Pjq1ebHQsAkM1cPH5cP414RoPt0qACQVp7z93aPOJZJZw5Y3Y0AAAAAACADLGbHQC37o/9+7V+8EBVrVVSdR5vL5vdpj9Ox2nn26/p3NYtqvnMcLMjAgCygYvHj2tt3966rUEpNX28vSwWizweQ8d+jdHq3g+p1QcfKSgszOyYAAAAAAAAN0Rjw88ZhqHNI59Vk7aVVbBI/tTtBYvkV7PONbX661U607qtCteqZWJKAEBmMgxDiTcxhdS2ia/otvqlVKJc0dRtVqtFpaKKy5Xi0q6pb6r6iFFev67T6ZTFYvH6OAAAAAAAgJtBYyMbuZkLVX/88ouCAow0TY2rrFaLqtaK0P4P3lfeqCiv83ChCgCyp8TERDVr1syrY+yGoSE2qenA9tccL125hDZO/1YDv10kefm7Pzo6WkFBQV4dAwAAAAAAcLNobGQjN3OhqrLLpaF1y1x3vFDRAtr33UoN9fJ1JS5UAUBO4pQUmMdx3Ya1zW6TLcAmW7Iht2+jAQAAAAAAeIXGhp9LsFgU9+fl645fvpioRItFMnwYCgCQpZxOp6Kjo706xp2YqNXd75LH45HVak037kp2KU9wPq1eucjrp/WcTqdX+wMAAAAAANwKGhvZyM1cqPKkpGjV3XcqOSlFgY6AdOMHdp9Q+1EvqG+HDjeVBwCQ/VgsFu+fqAsKUniDhjq6P0alK5dIN/zbrmMq1bGTgoODMyklAAAAAABA1qCxkY3c7IWqak8MUfScd9S4XTUF5b3SjPB4DP2265jiEgNUu3Nn2QIDsyAxAMCf1Hj6Wa16+EG5XG6VqVxCNrtNrmSXftt1TL+fuKzbX37c7IgAAAAAAAD/iMZGDlDmrrtkczq1euqbCg62K9AZoPOxfyi8YWO1mPUcTQ0AgCTJGRqq2+d+rL0zpmvxJ8tls9vk8RiK6NhZt7/8mALy5jU7IgAAAAAAwD+yGIaR61ZfiI+PV/78+RUXF6eQkBCz42QawzAUd/Cg3AkJyle6tALz5TM7EgA/lFN/R96snPrnYRiGDJdL1oD00xgCQEbl1N+RAAAAALI3ntjIQSwWiwqUL292DACAH7BYLLLQ1AAAAAAAAH7IanYAAAAAAAAAAACAjMqVT2xcnX0rPj7e5CQAkP1c/d2YC2cqvCZqBgBcHzUDAAAAgBlyZWPjwoULkqSIiAiTkwBA9nXhwgXlz5/f7Bimo2YAwD+jZgAAAADwpVy5eLjH49HJkyeVL18+WSwWs+P8o40bN6pRo0YZ2jc+Pl4RERE6duwYCziaxDCMNH+v/v7ztfC5ZS+5/TMzDEMXLlxQ8eLFZbUyY6E/1QzqhX+hXvi/jHxmUs7+3KgZAAAAAMyQK5/YsFqtKlmypNkxMmT79u3q2LGj/v3vf2vs2LEZPi4kJCTH/cPZH3g8HlmtVl28eFFut1sOh0NOpzPDx/O5mev8+fNyuVw6f/68oqKiMnRMTv3MuOv2f/ylZlAv/Av1wr/dTL2Qcu7nRs0AAAAA4GvcVpXNValSRdOmTdOrr77q1YUq+N7Vi1S7du1SmzZt1K5dO1WpUkUjR47Ujh07zI6Hf7Br1y7dfvvtuuOOO9SwYUP16NFDa9euNTsWkGHUC/9BvfBv1AsAAAAAMF+ufGLDnwQGBqpv376yWq0aOHCgJGn06NEmp8K1WK1WHTx4UG3atFHPnj117733as2aNZozZ46WLFmid955J8NTxMC3Dh8+rE6dOql3797q1q2b3G63OnfurO3bt+vZZ59Vv379zI4I/CPqhf+gXvgv6gUAAAAAZA80NvxAQECAHn74YUn6x4tVDodDo0ePlsPh8Fk+/G+O7Q8++EAtW7bU5MmTJUmNGjVSTEyMpk6dqt69e2v27Nlq0qRJuuP53My1ePFiRUVFaezYsfJ4PLLb7Xr55Zc1ZMgQffjhh8qTJ4/uv//+NMfwmSE7ol5kf9QL/3Yz9ULicwMAAACAzEZjI5v6+2KUDodDffr0kcfj0aBBgyRd+2KVw+HQmDFjfBUT/+/qZ3Xu3DklJyfL4/HI5XIpMDBQtWvXVpcuXWQYhqZOnaoqVaqoYMGCaY7nczPX4cOHlZiYKKvVKrfbLUkKDg5Wu3btdObMGc2ePVv33nuvbDZb6jF8ZsguqBf+hXrh326mXkh8bgAAAACQ2VhjIxu6epFqw4YNmj59up577jnt2LFDFy9e1IABA/TWW29p/PjxzKGeDYWFhenHH3/Uvn375Ha7dfz4cY0YMUJdunTRfffdp5UrVyouLs7smPibli1bauPGjfriiy8kSb/++qsee+wx9ejRQ5999pnWrl2rpUuXmpwSSI964b+oF/6JegEAAAAA2QNPbGRDFotFX375pXr37q0GDRrowIED+vTTT3XHHXdoxIgRevzxx2WxWPTUU0/p8uXLevXVV82OnOtcXfj1KrfbLZvNprFjx+qHH35QkyZNVKFCBe3Zs0cPPPBA6pzbQ4cO1Y8//qjSpUublBzX0rJlSw0fPlz33nuvoqKi9Pvvv6tPnz7q2bOnPB6PSpcurTNnzpgdE0iHepH9US9yFuoFAAAAAGQPNDayoV9//VVPP/20pkyZoocfflh2u12vvfaavvvuO73++usaN26c+vbtq+TkZI0fP17PPvuswsLCzI6da1y9SBUTE6MTJ06obt26stlsSklJUUBAgFauXKkZM2bIYrGoUKFC6t69uyRp7969CgsLU9myZU1+B7nb77//rvj4eFWvXj11W968efXSSy+pa9euOn78uPLnz6+2bdtKks6ePav8+fPz3xiyJepF9ka98G/UCwAAAADIvmhsZAOGYUj637zbFy5ckMvlUv369WW3X/mInnnmGbndbr3zzjsaNGiQypUrpwEDBqhXr14qUKCAWdFzHcMwZLVatW/fPjVu3Fj169fX2LFj1aBBAwUEBKRerHrsscfSHOd2u/XJJ5/IYrGoZMmSJqXH/v37VbVqVYWGhur7779XrVq1UscsFosaNmyYZn+Xy6VJkybp7Nmzuu2223ycFkiPeuE/qBf+jXoBAAAAANkba2xkAxaLRRaLRd9//71WrlypS5cuyWKxKCEhQZKUnJwsSRoxYoQuXbqkhQsXSpICAwO5SOVjFotFp0+f1mOPPabatWvryJEjevXVV7V582ZJUkBAgDweT5pjtm3bpsGDB+vNN9/URx99pKJFi5oRPdc7d+6cnnrqKXXv3l3Vq1dX165d9fPPP6eO/3XxZUlav369hgwZopkzZ+qrr75SiRIlfB0ZSId64T+oF/6LegEAAAAA2R+NjWzixx9/VKdOnfTHH3+oadOmCg8P17Bhw5SUlKTAwEBJV+7MLVu2LHdwmuz48eMqXry4Jk6cqE8++US7d+/Wf//739SLVVarNfWuaunKVCQlSpTQxo0b09zxCd86duyYypYtqz59+ujbb79VtWrVdOedd6a5WPVXZcuWVZkyZbRp0yY+N2Qr1Av/Qb3wT9QLAAAAAMj+LMZf/0UNU+zevVsnT57Uli1b9Pzzz0uSfvvtN7Vv315FihTRSy+9pDx58mjRokV65513tHnzZubdNtGlS5d08OBB1ahRQ5L0008/qWfPnqpWrZqGDx+eOj2Fy+VKnRrm6pQjMI9hGNqxY0fqFCGXLl3Sv/71L/3yyy/6+uuvVbt2bUlXLiwmJSUpKCgodZFfILugXvgX6oV/ol4AAAAAQPZHY8MkVxcUPXfunCpWrKg//vhDgwcP1htvvJG6z6FDh/TQQw/pxIkTMgxDefPm1Ycffpj6D2qY7+oFqK1bt+r+++9X9erVNXz4cNWrV0//+c9/VK5cOfXs2dPsmLmeYRhppg65+t/f5cuXdffdd6derKpZs6ZefvllFSpUSI8//njqtD+AmagXOQP1wj9QLwAAAADAP9DY8JG//sM4ODhY0pWFKStWrKilS5dq2LBhCgsL08qVK1Pn3bZar8wU9ssvv8hisahw4cIqXLiwmW8D13D1Ls2ff/5Z9913n2rUqKGUlBQtX75cW7ZsUdWqVc2OiGu4evEqISFBd911l/bv36/atWtrwYIF2r17t6pUqWJ2RORS1Iuci3rhn6gXAAAAAJD90NjwoaNHj+rFF1/U008/rQMHDqh79+765ZdfVLFiRa1atUo9e/ZUq1at9Nlnn0liOors6uqFqasXEw3DkGEYslr/r707j4uyXP84/p0BQUDQ1HBLMHdNJTGzjUxxCTVFj2npUTP3DLeMsjQtLVMzf7lkuFVaKpZoi7gvGLhkueOeSoYiEIoIKMvM7w/PzNHTcsyTPDzyef+lMw+9runu1ffFdd1z31bt3LlTDz/8sEqVKqVNmzY5j7GA8f5z3a538eJFVa1aVVarVRs2bGDdYDjy4s5AXpgTeQEAAAAAhR+XhxegkydPau/evRo4cKC6d++uhQsXqk6dOnJxcVGLFi20ePFibdq0SV27dpUkFStWTMydjPGf/94df8/Ly5OLi4sSExP1wQcfKCMjQxaLRVarVVeuXNFnn30mHx8fxcbG0uwwwPXrdv2fHet2+vRpTZw4URkZGTe8N2rUKGVmZiomJoZ1Q6FAXpgHeWFO5AUAAAAAmBuDjQL0xBNPqEePHtq+fbvuu+8+1alTx/mexWJRixYttGTJEm3dulUhISHO11FwbDabpH//e3c0OywWi2w2m1xdXXX69Gk1bNhQ58+fl7e3t/Nnz58/r7Vr12rt2rUcS2EQx7rl5uY61zI/P9+5bg899JBOnTp1w7qdOXNGaWlpiouL4xgYFBrkReFHXpgbeQEAAAAA5sZRVAUkLy9Prq6umjt3rrOh4evrqyFDhqhp06bO5+x2u6KjozVkyBBt3bpVlSpVMrDqosVx5MSZM2f0zTffKDo6Wvn5+fLz89OYMWNUsWJFXblyRb6+vurWrZsiIiJ+00i8/kx8FKyEhAQtWrRIGzZs0NmzZxUQEKB+/fqpVatWysjIUFBQkBo1aqR58+axbijUyIvCj7wwN/ICAAAAAMyPwcZt5rhwMiMj44Zdf6tXr9b48eNVoUIFDRs2TEFBQZKknTt3qkmTJvziXMAcTaqDBw+qW7duqlSpkjw9PWWz2RQbG6uSJUtq2rRpCg4O1oYNG9SuXbvfnLsN4xw4cEBPP/206tevr7vvvlvu7u7auHGj4uPjNXv2bPXu3VuxsbF6/PHH5eLiYnS5wO8iL8yBvDA38gIAAAAA7gwMNgrAqlWrNHXqVHl5eSkwMFCjR49WsWLFtHr1ak2YMEEVKlTQ008/raNHj2rcuHFKSkqSr6+v0WUXGY4m1b59+/TYY49p8ODBGjp0qCpUqCBJOnz4sJ5//nmdOXNGkZGRevTRR3/3QlEYY+/evc51e/XVV3XXXXdJkvbv36/p06drwYIFWrJkifMuAqAwIy8KN/LC3MgLAAAAALhzMNi4zXbs2KHHH39cQ4cO1alTp5SQkCBfX1+tWLFCbm5uWrdund5//339/PPPysnJ0dKlS/XAAw8YXXaREx8fryZNmmjEiBF66623fvN+YmKi2rRpIw8PD+3YscOACvF7jh8/rtq1a2vSpEkaOXLkbxqIP/30k1555RXFxsZq8+bNN9xTABQ25IU5kBfmRF4AAAAAwJ2FLYS3UXx8vI4dO6aJEydqypQp+vzzzxUeHq6kpCS1b99eV69eVatWrTR79mytXLlSsbGxNKkMYLfbNXPmTGVlZal79+6/+0zFihX18ssva8+ePYqLiyvgCvF78vLy9NVXX8lut6t8+fKSJKvV6rwEVpKqVaumnj176tKlS0pMTDSqVOC/Ii/MgbwwJ/ICAAAAAO48DDZuk59//lm9evXSsGHDVKxYMUmSu7u72rdvr1GjRik5OVmdOnXS1atXde+996pmzZrOX7Zx+13fzLBYLJoyZYqefPJJtWjRQj/++OMNzzrOvW/atKlyc3OVnp5e0OXid7i6uqpjx44aPXq0XnjhBc2ZM0fStWaV3W53rnH79u3l6uqqn376ychygT9EXhRu5IX5kRcAAAAAcOdhsHGblCpVSs8884xKly6t1atXO193NKtGjx6tw4cP65///KeBVRZdVqtVx44d05w5c2S321WiRAktX75cdevWVWhoqHbv3u181mKxyG63a//+/brvvvsUEBBgYOU4efKkevXqJenaDtu+ffsqLCxMI0eO1Ny5cyVdWzOHLVu2yM/PT4899pgh9QL/DXlRuJEX5kVeAAAAAMCdy9XoAu4Ujl2aDj4+PhowYIA8PT31wQcfqG/fvpo3b54kyc3NTe3atZOrq6vq169vVMlF0vVnam/cuFGDBw9WTk6OBg8eLA8PD61YsUIdO3ZUhw4d9NVXXykwMFDStcbH+vXrVb16dXl7exv5EYq8Q4cO6csvv1R2draWLVsmPz8/DRgwQJL00ksvyW63q3///s51/vbbb+Xn5+e83BcwGnlhDuSF+ZEXAAAAAHDnYrDxN3A0qeLi4hQXF6e0tDS1aNFCLVq0UJ8+fWS32xUREfGbZlX79u0Nrrzocey8TUxM1KBBg3T58mUNHTpUNptNYWFh8vT01MqVKxUaGnpDs+qNN97Q559/rpiYGPn4+Bj9MYqko0ePat26dQoLC9OiRYs0fPhwderUSVFRUTc0q0aOHClJ6t+/v9544w0tWLBA3333nUqXLm1k+YAk8sJMyAvzIi8AAAAAoAiw42/x5Zdf2kuUKGF//PHH7U2aNLFbLBb78OHD7efPn7dnZ2fbZ8yYYW/UqJG9S5cuRpda5HXv3t3u5+dnz8vLs9vtdvt7771nt1qt9g8++MBus9nsdrvdnpmZaW/VqpW9WrVq9t69e9s9PT3tP/74o5FlF2n5+fn2cePG2StVqmRPSkqyZ2dn25ctW2b39/e3d+zY0flcQkKC/bXXXrOXLl3aHhQUZPfw8LD/8MMPBlYO/BZ5YR7khfmQFwAAAABQNHDHxl9kt9t/89qJEyc0YsQITZs2TVu2bNGOHTu0ePFiLVy4UO+9956KFy+uHj16qEuXLjp37pzOnTtnQOVw6Nq1q4oXL64NGzZIunYcxeTJkzV8+HDNmDFDdrvduRPX399fn3zyiWJjY53HjKDgWa1WPfHEE8rIyFBsbKyKFy+uNm3a6L333tPu3bvVqVMnSXLuxO3du7dOnTqluLg4NWrUyODqUVSRF+ZHXpgPeQEAAAAARYPF/nudF/wux3nbKSkpSkhIkNVqVWBgoA4ePKgOHTooKipKDRo0cJ6dvnjxYvXo0UMxMTF67LHHdPnyZeXm5uquu+4y+JMUbVeuXNEDDzygBg0aaPHixc7Xp06dqvDwcE2bNk1DhgyRJGVmZio9PV0VK1Y0qlxc57nnntO+ffu0ceNGlS5dWtnZ2Vq1apVGjhypwMBARUVFSZISEhLk5eWlsmXLGlwxiiry4s5AXpgXeQEAAAAAdza+sXGTHE2qQ4cOqWPHjhozZozefvtt5efn6+rVq/rll1905coVWSwWXb16VZLUrVs31a1bVzt37pQklShRgiZVAbp+Zmez2SRJ+fn5Kl68uN58803FxMRo06ZNzmccO3HDw8M1adIkSZKXlxdNKoPZbDbnWoaGhiojI0N79+6VJHl4eKhdu3Z67733dODAAbVo0UKS5O/vT5MKhiEvzIe8uDOQFwAAAABQdDDYuAl2u11Wq1Xx8fF69NFH1bRpU0VEROiLL76Qi4uLGjVqpA4dOuj555/XyZMn5e7uLknKycmRu7s7l4cawP6vC3qTk5OVlpYmq/Xaf+ouLi6SpPr16+uuu+5SbGyspGsNLOlas2r06NGaPHmyLly4YEzx0Pnz5xUfHy/p2rEijl3toaGhuuuuuzRt2jTns8WLF1e7du00btw4paSk6JdffjGkZkAiL8yIvDA38gIAAAAAiiaOorpJaWlp6tChgxo2bKjp06c7X3fszI2Li9OECRN0+vRpzZo1S66urlq/fr0++ugj7dy5U1WrVjWw+qIpOTlZTz31lJKSkjRx4kTdf//9qlu3rvP9iRMnatKkSdq3b5/8/f1v+Nm0tDSVLl26oEuGpIyMDDVo0EBWq1VPPvmkhg0bpnvuuUceHh6SpJUrV2r48OGaN2+egoODnU3JK1euKDc3V97e3gZ/AhR15IX5kBfmRF4AAAAAQNHFYOMmHTp0SO3bt9f8+fMVFBTk3NF5ve+//17Tp0/X8uXLVblyZbm5uWnRokVq2LChARVDkpYuXaqNGzcqKipKd999tzp27KhevXqpZs2aunDhgoKDg9WjRw+99NJLys/Pd+7QhbE2bdqk/fv3a8qUKfL29ladOnX05ptvqkaNGsrNzdWDDz6ojh07auLEic5jRxy7dAGjkRfmRF6YE3kBAAAAAEUTg42btHjxYvXq1Us5OTmyWCzOnbeSnA2OrKws/fzzzypbtqyysrLk6enJuc0FyLEmNptNOTk5Kl68uPO97du367vvvtPkyZNVqVIl1a5dW5MmTVJYWJgyMjK0ZcsW4wqHJCk3N1cWi0WZmZkqWbKkpGu7cWfPnq3Vq1dr27ZtCgkJUf/+/ZWQkKDXXntNO3bsUK1atQyuHLgReVH4kRfmRl4AAAAAALhj4yZVqVJFrq6uioqKkqQbduA6dm3Onz9fQ4YMkbe3t/z8/GhSFSBHk+rYsWMaNmyYmjdvrsaNG6tt27basWOHAgMDFR4ergMHDqhHjx766aef1LRpU128eFFbt27Vxx9/bPRHKNKOHDmi3r1766GHHlK1atX0yCOPaO7cufL29lZ4eLg2b97s/HtoaKj+7//+T+np6Vq3bp2YzaKwIS8KN/LC3MgLAAAAAIDEYOOm+fv7y8fHRwsXLlRCQoLz9et/SU5ISFCjRo3k5uZmRIlFlqNJtX//fj3yyCNKTU3V448/riZNmujEiRNq3bq1ZsyYoZSUFFWoUEEvvfSSfvjhB40aNUrVqlWTr6+vgoKCjP4YRdaBAwf08MMPy8PDQz179lR4eLg8PDw0YMAADRs2TOnp6ZKknj17at68edq9e7ceeughBQYG6sknn+RIERQ65EXhRV6YG3kBAAAAAHDgKKq/ICoqSt26dVOXLl306quvOi8WzcrK0oQJE7R48WKtW7dONWvWNLjSoicxMVFNmzbV008/rYkTJzpfz8jIUK9evRQdHa1Zs2bp+eefV15enooVKybp2nEW2dnZ8vHxMar0Ii0pKUktW7ZU27Zt9e677zpfT0xM1Mcff6w333xTY8aM0RtvvCHp38f4XLlyRXl5eSpRooRRpQN/irwovMgLcyIvAAAAAADXY7DxF9hsNs2dO1cvvvii8/iD4sWLKzExUTt27NCaNWu4+LWA2e12WSwWRUZGatasWVqxYoXKlCkju90uu93uPAKmTZs2Onz4sA4dOiQPDw/nz8FYmzZt0ogRIxQVFaWqVavecBdBWlqa3nnnHX3wwQeKiYnRI488YnC1wM0jLwof8sLcyAsAAAAAwPU4iuovsFqtGjBggOLi4lS/fn3t3btXBw4cUJ06dRQbG0uTygCOZtOBAweUmpoqb29v5+uOi2EladSoUTp79qzWrVt3w8/BWLt371ZycrKqVq0q6cZ1KV26tLp06SI3NzedPn3aoAqBW0NeFD7khbmRFwAAAACA67kaXYAZPfjgg4qMjLzhQlgUnN/bPevh4aGUlBRlZWXJzc3NuZPTsUb16tWT1WpVWlqaESXjD9SoUUMpKSmKiYlR06ZNnevqWOMHH3xQpUuX1okTJwyuFLg15IWxyIs7B3kBAAAAALgenZZbdH2jhNO8Co7NZpPFYtGvv/6q+Ph4xcTESJKaNWsmq9Wq119/XTk5ObJarcrNzZV07ZzttLQ01atXT3Xq1DGy/CIvJSVFsbGx2r59u7Kzs1W5cmV5e3vrs88+05kzZ2541mazKTExUb6+vnrggQcMqhj435EXxiAvzI28AAAAAAD8Gb6xcYuub1RxTEXBcOyqPXTokIYOHSpPT0/Vq1dPjz76qBo2bKjmzZtrxYoVKlu2rMaNG+e88NXFxUUff/yxsrKyVKVKFWM/RBEWHx+vvn37ytPTU40bN1b9+vUVGBiokSNHavTo0SpVqpT69eunmjVrymKxyGKxKCIiQhkZGWrQoIHR5QO3jLwoeOSFuZEXAAAAAID/hsvDYQqOoybi4+MVFBSkQYMGqWvXrjc0MC5cuKBnnnlGu3fvVr169RQWFqbz58/r0KFDWrhwobZs2cK59gY5dOiQgoKC9MILL6h///6qXLnyDe+PGjVKkyZNUuPGjRUaGiqr1aoTJ07oiy++0ObNm1k3ADeNvDA38gIAAAAAcDMYbMA0UlNTFRISoiZNmmjmzJnO1202m+x2u1xcXJSenq4ZM2Zo5cqVOnnypMqVK6d69epp7NixqlevnoHVF10XLlxQaGioatWqpTlz5jhfd+yodvj0008VGRmpXbt2yd/fX/Xq1VN4eLjq1q1rRNkATIy8MCfyAgAAAABwsxhswDR++OEH9e3bVxEREWrSpMlv3s/Ly5Orq6tzt+7Ro0d1zz33yGKxyNPT04CKIUkHDx5U586dNXv2bDVr1uw37zvWzeHSpUvy8fFRbm6u83gYAPgryAtzIi8AAAAAADeLy8NhGvv379eJEydUvXr1333f1dVVWVlZWr9+vSSpZs2a8vLyokllsCNHjigpKUm1a9eWdG3n7fVcXV2Vn5+vzZs368qVK/L29na+DgC3grwwJ/ICAAAAAHCzGGzANLy8vJSXl6dff/1VkpSfn/+bZxYuXKjVq1dL4pLewqJSpUq6dOmStm3bJkk3HCfi8OGHH+rTTz+Vm5ubc91YPwC3irwwJ/ICAAAAAHCzGGzANFq3bq0yZcropZdekiS5uLgoJyfnhmf279+vUqVK/WaXJ4xTpUoVPfzww5o8ebL27Nkj6bdNxoSEBN19992/23wEgL+KvDAn8gIAAAAAcLMYbMA0vLy8FBYWpk2bNqlr166SJDc3N0nS5cuXNXr0aH377bfq3r377+7yhDEqVKignj176uTJkxozZox27dolFxcXSdcuin3ttde0ZMkS9e3blzPSAfwtyAtzIi8AAAAAADeLy8NhKqmpqZoyZYo+/PBDVa5cWV26dNHFixeVkJCgbdu2ac2aNWrYsKHRZeJfHBfzStKUKVM0ffp0ZWdnq2vXrrp48aKys7O1fft2RUdHs24A/lbkhbmQFwAAAACAv4LBBkzD0fS4ePGiYmNjNXPmTJ09e1bu7u4KCgrSgAEDVKtWLaPLxH+w2WzOHdFr167V+vXrtWXLFvn4+CgoKEg9evT4wwt+AeBWkBfmRF4AAAAAAG4Wgw2YgqNJdf2OTkm6ePGivLy85OLiwnEihcz1Darr/yxJOTk5cnNz+816AsD/irwwH/ICAAAAAPBXMdhAoeFoWuzfv18pKSlKTU1VSEiIfHx8/vBZGM+xFj/88IMOHTqklJQUdezYUVWrVv3D5yX9buMRAG4GeWFO5AUAAAAA4O/CYAOFSlRUlAYPHqxatWrpyJEjqlOnjnr16qXnnnvO6NLwJ5YvX66wsDDVqFFDxYoV09atWzVnzhw9++yzcnd3N7o8AHcg8sKcyAsAAAAAwN+BsxhQaHz//fcaOHCg3n77bW3ZskVr165VTEyMLl++bHRp+BN79+7V4MGDNWHCBMXExOiLL75QXl6eEhMTaVIBuC3IC3MiLwAAAAAAfxcGGyg0Dh48qMaNG+v555/XsWPH1KlTJ/Xp00cvvviiJCk5OdngCvF7zp4961y348ePKyAgQP369dPrr78uScrIyJD07yNFAOB/RV6YE3kBAAAAAPi7MNhAgbLZbM4/5+fnS5Jzh+3JkydVpkwZSVJwcLBatGihiIgISdKKFSu0dOlSXb16tYArxn9yNJy2bt2qc+fO6dy5c/rll1/0888/q2XLlgoJCdHs2bMlSV999ZWGDh2qrKwszkYH8JeQF+ZHXgAAAAAAbhcGGyhQVqtVp0+f1ubNm+Xi4qIvv/xSEydOlCS1bNlSK1euVIkSJdS5c2dFRETIar32n+iGDRu0bds25ebmGlk+dO0S102bNikkJEQ7d+7UI488ohIlSui+++5Ts2bNnM1FSdq2bZuSk5OVk5NjYMUAzIi8MD/yAgAAAABwu7gaXQCKlitXruidd97R+vXr1bNnT40fP16ffPKJJOn+++9Xnz59tGTJEjVs2FDStWMrZs6cqcjISH333XcqUaKEgdVDks6cOaNVq1ZpwoQJCg0N1dWrV9W4cWOdPXtWlSpVUlZWlhITE/Xxxx9r3rx52rp1q0qVKmV02QBMhrwwP/ICAAAAAHC7WOwcZIwCFh8fr/79+2v79u0KDw/Xu+++K7vdLovFon379mn+/Pn66KOPVKVKFZUoUUKXLl3SF1984WxewTh79+7VyJEjlZiYqEmTJql9+/aSrp2LPnr0aG3ZskXHjh1T3bp1lZWVpcWLF7NuAG4ZeWFe5AUAAAAA4HZisIECl5aWps6dO+vSpUvKy8vT5MmT1apVK+f7mZmZOnTokHbt2iV/f38FBATonnvuMbBiOJw/f179+vXTunXrNGjQIE2bNs35Xk5OjpKTk7Vjxw5Vr15d5cuXV/ny5Q2sFoDZkRfmRV4AAAAAAG4nBhsocLm5ucrIyNDp06f13nvv6cCBA5o6deoNzSqbzeY8Lx3GceyMvl5KSoqGDh2qQ4cOafDgwerXr59B1QG405EX5kFeAAAAAAAKEoMN3HaOZkdiYqKys7Pl5uYmPz8/SVJsbKw+/PBDxcfHa8qUKWrVqpUmTJignJwcvf7663J3dze4+qLLsW7btm1TXFycUlJSFBwcrNatW+vXX3/VoEGDdO7cOT333HPq06ePJBqMAP435IU5kRcAAAAAgILGb5S4rRzNjq+++kqhoaF64okn1KNHD40aNUqS9Nhjj+mFF17Q/fffry5duqhNmzYaN26cQkNDaVIZzGKxaPny5erQoYNiYmJ0/vx5hYSEaMyYMSpTpoxmzpyp8uXL67PPPtOsWbMkiSYVgFtGXpgXeQEAAAAAKGj8VonbymKxKDo6Wt27d1ePHj20atUqtWzZUpMmTdKLL74o6VqzKjw8XJMmTVLVqlV18OBBBQYGGlw5jh49qhEjRujtt9/Wt99+q1mzZsnFxUX5+fnKz8+Xr6+vZs6cqWLFimnVqlVKT083umQAJkZemBd5AQAAAAAoaBxFhdvq/Pnz6tatmzp06KAhQ4YoNTVVgYGBql69uvbt26cuXbpo9uzZzud/74xuFCzHGuzatUuvvPKKNm3apJ9++klNmzZV27ZtFRERIUk6deqU7r33XiUnJysnJ4cLewH8T8gL8yEvAAAAAABG4Rsb+Ns5ZmWnTp1SuXLl1KZNG7Vu3VpJSUnOZseKFSvUpUsXRURE6LnnnnP+LE0q4/znjDMxMVEJCQn68ccf1bJlS7Vt29bZVNyyZYuGDRumM2fOyNfXlyYVgFtCXpgTeQEAAAAAMBqDDfztHGekt2vXTkePHtXw4cNVq1YtLVmyRPfee6/Gjx+vkiVLqmbNmgoICNDu3bt19uxZo8su8hwXv4aEhCgvL0+PPvqoqlWrpqZNm+rhhx9WRESEs5G4du1aXb58WR4eHgZXDcDMyAtzIi8AAAAAAEZzNboA3DkcR1IkJiYqIiJCQ4YMUa1atZzvHzx4UBcuXFDZsmUlXdvh2blzZw0bNkxeXl5GlY3rJCQk6Oeff9aRI0dUr149tWzZUqdPn1bx4sV19OhRZWZmaunSpZo7d662bt3qXEsA+CvIC/MjLwAAAAAARmKwgb+NxWLR1q1bFRkZKUkKCQmRJNlsNlmtVj355JPauHGjunfvLjc3N61YsULff/89TapCpE2bNnrrrbc0ffp0zZkzRy+//LJsNpuio6NVt25d1a9fX1arVZs3b1b9+vWNLheASZEX5kdeAAAAAACMxOXh+FstWrRI/fr1k9Vq1erVq9W0aVPne0lJSVq2bJmWL18ub29vvf322woICDCw2qLtjy7e/eabbxQWFqYFCxaoefPmkqT09HTFx8erYsWK8vb2VpkyZQq6XAB3GPLCPMgLAAAAAEBhw2ADf7uoqCgNGjRITz75pF577bUbjhdxyMrKkqenpwHV4Xpr1qxRdHS0unXrpoceekiSdPr0afXo0UNt2rTRqFGj/rChBQD/K/LCPMgLAAAAAEBhwlFUuGWOBsbhw4eVnJysjIwMtWnTRp06ddLVq1f18ssvq2TJkgoLC1ONGjUkSfn5+XJxcaFJVUhkZ2frq6++0o4dO+Tr66spU6aoTp06GjhwoPr166dnn31WVapUMbpMACZHXpgfeQEAAAAAKEz4xgZuiaNJFRUVpVdeeUXu7u5ydXVVenq6Vq1apbp162rx4sUKDw/X008/rQEDBqh27dpGl13kXb+b1nGWfXp6urZu3aopU6bol19+UePGjdWtWzfNnj1bjRs31tixY+XqygwUwK0hL8yJvAAAAAAAFGb89olbYrFYFBcXp969e2vq1Knq27evdu3apSZNmmj9+vWqW7euunXrJknq06eP3N3dNX78eBUrVszgyosuR5Nqw4YNWrVqlQ4ePKh//OMfCg4O1lNPPaWnnnpKCxcuVExMjDp37qz8/Hzl5uYqLy+PRhWAW0ZemA95AQAAAAAo7PjGBm5KQkKC/P39b9jBOWfOHO3atUtz587VqVOn9MQTT6ht27b68MMPJf27MRIZGanAwEDn8SIwzsqVK9WzZ091795dd999txYsWKCAgAB98MEHql69uvO52NhYffrppxo+fLjq1q1rYMUAzIa8uDOQFwAAAACAwozBBv6r6OhotWvXTuvXr1dwcLCzATV48GAlJydr1qxZeuCBBxQSEqKPPvpIFotFS5Ys0bFjxzR27Fijy8e//PLLL2rXrp0GDhyogQMHym63q2TJknrhhRf07rvv/uZ5dt4C+KvIizsDeQEAAAAAKOysRheAwu/BBx9Ur169FBoaqk2bNjl34LZs2VKpqamqV6+eWrdurYiICNntdtntdu3YsUNnzpxRZmamwdUXXTab7Ya/WywWWa1W9ezZU8ePH1flypX1zDPPOJtUu3btUkZGhvN5mlQA/irywpzICwAAAACA2TDYwH9VtmxZzZw5Uz179lTbtm0VGxsrSQoMDJTNZlPx4sUVEhIiSbpw4YJGjx6tpUuX6qWXXpKXl5eRpRdZp0+f1vz587Vnzx7na6mpqTp79qx27dqlkJAQ545pSdq/f7/ef/99nThxwqiSAdwByAvzIS8AAAAAAGbEYAN/yrGLc8+ePWrYsKHy8/PVrl07bdq0SX5+fpozZ478/Pz0xhtvqHLlyurcubMWLVqkNWvWqE6dOgZXXzQdOHBArVu31urVq5WUlOR8PSAgQMHBwWrWrJkaNWqkuXPnymq99r+ApUuX6qefflL58uWNKhuAyZEX5kNeAAAAAADMijs28F+tWLFCvXv3VlhYmFJTU7Vnzx7t27dPX3/9tVq2bKnExEQdOXJEO3bsUP369RUQECB/f3+jyy6Sjhw5okceeUQDBgxQWFiYKlaseMP7W7du1bhx45SYmKhZs2YpPT1dcXFxmjdvnr777jsFBAQYVDmAOwF5YR7kBQAAAADAzBhs4E9lZGSoZcuWatasmSZOnCjp2rEVY8eO1bJlyxQdHa1mzZoZXCUkKTs7Wz179lS5cuU0c+ZM5+u5ublKSkpSbm6uqlatqoMHD+qtt97SunXr5Ofnp3Llymnq1Klq0KCBgdUDMDvywjzICwAAAACA2XHbI/6Uo8nh5+fnfM3f319jx47V/v371aVLF0VGRqp58+YGVgnp2uWtSUlJatq0qfO1tWvXas2aNVqwYIFKlSqlunXravXq1Vq2bJnzKBGbzSZvb28DKwdwJyAvzIO8AAAAAACYHXds4E+VLl1aTZo00ddff6309HRJksViUdWqVdWgQQNdunRJ3bp1U1ZWlsGVIjs7W6mpqdq/f7+OHDmiiRMnaujQoTpz5ozGjx+vsWPH6vjx4xoxYoQkqUqVKvLy8qJJBeBvQV6YB3kBAAAAADA7vrEBJ7vdLovFotzcXOXl5cnDw0OS1KFDB02bNk3vv/++Ro4c6WxseHl56dNPP1WLFi3k6elpZOmQ5OPjo1mzZql169Zat26d0tLSNGXKFAUHB6t69erKzc1VZGSk0tLSJEkuLi4GVwzArMgLcyMvAAAAAABmx2ADkv7dpIqOjta8efN08uRJNW7cWF26dFG3bt106tQpRUVFKSYmRq1atdLhw4e1Zs0ajRgxQmXLljW6fPxL8+bNdfLkSSUnJ8vf3/+GtXFxcVHJkiVVuXJlOa7WsVgsRpUKwKTIizsDeQEAAAAAMDMuD4fTt99+q3/84x8aNGiQypQpo6+//louLi7q06eP+vXrp+XLl+vrr7/Wvn37VK5cOU2aNEn333+/0WXjJuTk5Gj8+PFasGCBtmzZoho1ahhdEgATIy/uXOQFAAAAAMAMGGwUQY7dto4/S9KlS5fUqVMnPfHEExozZowkKSUlRePGjdOPP/6oyZMn6/HHH5ckXb58WcWKFZO7u7sxHwB/yWeffaZdu3YpMjJSq1evVsOGDY0uCYBJkBdFC3kBAAAAADALLg8vYmw2mywWi1JTU3Xx4kVZLBZZLBaVKFFC6enpzgaWzWbT3XffrbfeektZWVlasWKF859RokQJmlQmcfToUc2fP19nzpzR5s2baVIBuGnkRdFCXgAAAAAAzIQ7NooYq9WqEydOqFWrVmrVqpUmTJigsmXLKjMzU15eXjp58qTz2fz8fJUpU0bBwcE6cOCA8vPzuUDUZGrVqqXIyEi5u7urZMmSRpcDwETIi6KFvAAAAAAAmAnf2ChibDabFi5cqNOnT+vEiRMaP368zp8/Lx8fH7366qv65JNPNHXqVFmtVmdT6uzZs/Lz8+PiUJPy9fWlSQXgLyMvih7yAgAAAABgFtyxUQTt3btXzZo1U6NGjeTq6qratWtr1KhRKleunGbMmKGhQ4fqmWeeUYUKFZSZmanPP/9c27dvV7169YwuHQBQgMgLAAAAAABQGDHYuMP958WvNptNLi4ueuONN5SVlSVPT09FR0crKChIo0ePVpkyZbRhwwZNnz5dmZmZKlWqlMaNG6f69esb/EkAALcTeQEAAAAAAMyCwcYdzGazyWq1Ki0tTXl5efL19XU2rubPn6+5c+dqw4YNmj9/vhYtWqSgoCC9+uqrKleunLOJdeXKFRUvXtzojwIAuI3ICwAAAAAAYCbcsXEHs1qtOn78uB588EE1b95c33zzjY4dOyZJ6tOnjzw9PTV+/HgNHTpUoaGh2rZtm6ZMmaKkpCR5enpKktzd3Y38CACAAkBeAAAAAAAAM3E1ugDcPjabTZ988omSkpLk4+OjcePGqVq1aipbtqzeffddde/eXXFxccrJydHo0aNlsVi0cOFCubu7a/z48bJarVwACwBFAHkBAAAAAADMhMHGHcxqterFF19UZmamEhISVLp0aT377LMaNWqUevTooaysLG3cuFFBQUHq3bu3Xn/9dbm7u6tz586yWvkyDwAUFeQFAAAAAAAwE7oRd7gKFSooPDxclSpV0pEjR3TixAnt2rVLAwYMUEBAgCTJ29vb+fzIkSNVpUoVg6oFABiFvAAAAAAAAGbB5eFFxLlz5/TOO+9o+/bt+uc//6lhw4ZJkk6ePKmqVasaWxwAoNAgLwAAAAAAQGHHYKMISUpK0ttvv63vv/9eHTp00GuvvSZJys/Pl4uLi8HVAQAKC/ICAAAAAAAUZgw2ihhHs2rPnj0KDg7Wm2++aXRJAIBCiLwAAAAAAACFFXdsFDHly5fX66+/rho1amjbtm369ddfjS4JAFAIkRcAAAAAAKCw4hsbRdT58+clSeXKlTO4EgBAYUZeAAAAAACAwobBBgAAAAAAAAAAMA2OogIAAAAAAAAAAKbBYAMAAAAAAAAAAJgGgw0AAAAAAAAAAGAaDDYAAAAAAAAAAIBpMNgAAAAAAAAAAACmwWADAAAAAAAAAACYBoMNAAAAAAAAAABgGgw2AAAAAAAAAACAaTDYAAAAAAAAAAAApsFgAwAAAAAAAAAAmAaDDQAAAAAAAAAAYBr/Dy6hZ3ns+IwlAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1600x1200 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "groups_order = ['Control', 'Moderate COVID-19', 'Severe COVID-19']\n",
    "fig_filename = output_folder + '/BALF-Severity-Boxplots.pdf'\n",
    "\n",
    "_ = c2c.plotting.context_boxplot(context_loadings=tensor.factors['Contexts'],\n",
    "                                 metadict=context_dict,\n",
    "                                 nrows=3,\n",
    "                                 figsize=(16, 12),\n",
    "                                 group_order=groups_order,\n",
    "                                 statistical_test='t-test_ind',\n",
    "                                 pval_correction='fdr_bh',\n",
    "                                 cmap='plasma',\n",
    "                                 verbose=False, \n",
    "                                 filename=fig_filename\n",
    "                                )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eab261db",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Using the loadings for any dimension, we can also generate heatmaps for the elements with loadings above a certain threshold. Additionally, we can cluster these elements by the similarity of their loadings across all factors:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "bdb255c8",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_filename = output_folder + '/Clustermap-LRs.pdf'\n",
    "\n",
    "_ = c2c.plotting.loading_clustermap(loadings=tensor.factors['Ligand-Receptor Pairs'],\n",
    "                                    loading_threshold=0.1,\n",
    "                                    use_zscore=False,\n",
    "                                    figsize=(28, 8),\n",
    "                                    filename=fig_filename,\n",
    "                                    row_cluster=False,\n",
    "                                    tick_fontsize=12,\n",
    "                                    dendrogram_ratio=0.15,\n",
    "                                   )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a6672057-ad2f-4b9d-b4c4-caab95d90ed2",
   "metadata": {},
   "source": [
    "### Overall CCI potential: Heatmap and network visualizations of sender-receiver cell pairs"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88619ac8",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "In addition, we can also evaluate the overall interactions between sender-receiver cell pairs that are determinant for a given factor or program. We can do it through a heatmap where the X-axis represent the receiver cells and the Y-axis shows the receiver cells. Here, the potential of interaction is calculated as the outer product between the loadings for the sender and receiver cells dimensions of a particular factor. To illustrate this, we chose Factor 3, but this can be repeated for every factor obtained in the decomposition."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "55878b96",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "selected_factor = 'Factor 3'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "ee86a88a",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "loading_product = c2c.analysis.tensor_downstream.get_joint_loadings(tensor.factors,\n",
    "                                                                    dim1='Sender Cells',\n",
    "                                                                    dim2='Receiver Cells',\n",
    "                                                                    factor=selected_factor,\n",
    "                                                                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "571d3915",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x800 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lprod_cm = c2c.plotting.loading_clustermap(loading_product.T, # Remove .T to transpose the axes\n",
    "                                           use_zscore=False, # Whether standardizing the loadings across factors\n",
    "                                           figsize=(8, 8),\n",
    "                                           filename=output_folder + '/Clustermap-CC-Pairs.pdf',\n",
    "                                           cbar_label='Loading Product',\n",
    "                                          )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5871748c",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Similarly, an interaction network can be created for each factor by using the loading product between sender and receiver cells. First we need to choose a threshold to indicate what pair of cells are interacting. This can be done as shown in [the extended tutorial](./05-Downstream-Visualizations.ipynb)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "f17cc26e",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "threshold = 0.075"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32aa6f12",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Then, we can plot all networks we are interested in:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "537abd25",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(<Figure size 3600x1200 with 3 Axes>,\n",
       " array([<Axes: title={'center': 'Factor 3'}>,\n",
       "        <Axes: title={'center': 'Factor 5'}>,\n",
       "        <Axes: title={'center': 'Factor 10'}>], dtype=object))"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 3600x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "c2c.plotting.ccc_networks_plot(tensor.factors,\n",
    "                               included_factors=['Factor 3', 'Factor 5', 'Factor 10'],\n",
    "                               ccc_threshold=threshold, # Only important communication\n",
    "                               nrows=1,\n",
    "                               panel_size=(12,12), # This changes the size of each figure panel.\n",
    "                               node_label_size=30,\n",
    "                               filename=output_folder + '/Factor-Networks.pdf',\n",
    "                              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2554f94",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "If ```included_factors=None```, all factors will be plotted."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "588f5692",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Pathway Enrichment Analysis: Interpreting the context-driven communication"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce5fd54d",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Classical Pathway Enrichment\n",
    "\n",
    "As the number of inferred interactions increases, the interpretation of the inferred cell-cell communication networks becomes more challenging. To this end, we can perform pathway enrichment analysis to identify the general biological processes that are enriched in the inferred interactions. Here, we will perform classical gene set enrichment analysis with `KEGG Pathways`."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c1a1c9b1",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "For the pathway enrichment analysis with GSEA, we use ligand-receptor pairs instead of individual genes. KEGG was initially designed to work with sets of genes, so first we need to generate ligand-receptor sets for each of it’s pathways:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "e9f4038e",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "lr_loadings = tensor.factors['Ligand-Receptor Pairs']\n",
    "\n",
    "# Generate list with ligand-receptors pairs in DB\n",
    "lr_list = ['^'.join(row) for idx, row in lr_pairs.iterrows()]\n",
    "\n",
    "# Specify the organism and pathway database to use for building the LR set\n",
    "organism = \"human\"\n",
    "pathwaydb = \"KEGG\"\n",
    "\n",
    "# Generate ligand-receptor gene sets\n",
    "lr_set = c2c.external.generate_lr_geneset(lr_list,\n",
    "                                          complex_sep='_',\n",
    "                                          lr_sep='^',\n",
    "                                          organism=organism,\n",
    "                                          pathwaydb=pathwaydb,\n",
    "                                          readable_name=True,\n",
    "                                          output_folder=output_folder\n",
    "                                         )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c04c71bc",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Next, we can perform enrichment analysis on each factor using the loadings of the ligand-receptor pairs to obtain the normalized-enrichment scores (NES) and corresponding P-values from GSEA:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "20779bc6",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../../data/quickstart/outputs already exists.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████| 10/10 [00:07<00:00,  1.25it/s]\n"
     ]
    }
   ],
   "source": [
    "pvals, scores, gsea_df = c2c.external.run_gsea(loadings=lr_loadings,\n",
    "                                               lr_set=lr_set,\n",
    "                                               output_folder=output_folder,\n",
    "                                               weight=1,\n",
    "                                               min_size=15,\n",
    "                                               permutations=999,\n",
    "                                               processes=6,\n",
    "                                               random_state=6,\n",
    "                                               significance_threshold=0.05,\n",
    "                                              )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "009f99f6",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "The enriched pathways for each factor are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "8fda4d1c",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "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>Factor</th>\n",
       "      <th>Term</th>\n",
       "      <th>NES</th>\n",
       "      <th>P-value</th>\n",
       "      <th>Adj. P-value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Factor 2</td>\n",
       "      <td>ANTIGEN PROCESSING AND PRESENTATION</td>\n",
       "      <td>1.622506</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.016266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Factor 2</td>\n",
       "      <td>CELL ADHESION MOLECULES CAMS</td>\n",
       "      <td>1.428369</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.016266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Factor 3</td>\n",
       "      <td>ANTIGEN PROCESSING AND PRESENTATION</td>\n",
       "      <td>1.370556</td>\n",
       "      <td>0.001001</td>\n",
       "      <td>0.016266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Factor 4</td>\n",
       "      <td>ANTIGEN PROCESSING AND PRESENTATION</td>\n",
       "      <td>1.556417</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.016266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Factor 4</td>\n",
       "      <td>NATURAL KILLER CELL MEDIATED CYTOTOXICITY</td>\n",
       "      <td>1.374844</td>\n",
       "      <td>0.002002</td>\n",
       "      <td>0.026026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Factor 4</td>\n",
       "      <td>CELL ADHESION MOLECULES CAMS</td>\n",
       "      <td>1.220381</td>\n",
       "      <td>0.002002</td>\n",
       "      <td>0.026026</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Factor 5</td>\n",
       "      <td>ANTIGEN PROCESSING AND PRESENTATION</td>\n",
       "      <td>1.320129</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.016266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Factor 5</td>\n",
       "      <td>CELL ADHESION MOLECULES CAMS</td>\n",
       "      <td>1.277904</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.016266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Factor 8</td>\n",
       "      <td>ANTIGEN PROCESSING AND PRESENTATION</td>\n",
       "      <td>1.424629</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>0.016266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Factor 8</td>\n",
       "      <td>CELL ADHESION MOLECULES CAMS</td>\n",
       "      <td>1.243899</td>\n",
       "      <td>0.003003</td>\n",
       "      <td>0.035490</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Factor                                       Term       NES   P-value  \\\n",
       "13  Factor 2        ANTIGEN PROCESSING AND PRESENTATION  1.622506  0.001000   \n",
       "14  Factor 2               CELL ADHESION MOLECULES CAMS  1.428369  0.001000   \n",
       "26  Factor 3        ANTIGEN PROCESSING AND PRESENTATION  1.370556  0.001001   \n",
       "39  Factor 4        ANTIGEN PROCESSING AND PRESENTATION  1.556417  0.001000   \n",
       "40  Factor 4  NATURAL KILLER CELL MEDIATED CYTOTOXICITY  1.374844  0.002002   \n",
       "42  Factor 4               CELL ADHESION MOLECULES CAMS  1.220381  0.002002   \n",
       "54  Factor 5        ANTIGEN PROCESSING AND PRESENTATION  1.320129  0.001000   \n",
       "55  Factor 5               CELL ADHESION MOLECULES CAMS  1.277904  0.001000   \n",
       "91  Factor 8        ANTIGEN PROCESSING AND PRESENTATION  1.424629  0.001000   \n",
       "93  Factor 8               CELL ADHESION MOLECULES CAMS  1.243899  0.003003   \n",
       "\n",
       "    Adj. P-value  \n",
       "13      0.016266  \n",
       "14      0.016266  \n",
       "26      0.016266  \n",
       "39      0.016266  \n",
       "40      0.026026  \n",
       "42      0.026026  \n",
       "54      0.016266  \n",
       "55      0.016266  \n",
       "91      0.016266  \n",
       "93      0.035490  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gsea_df.loc[(gsea_df['Adj. P-value'] <= 0.05) & (gsea_df['NES'] > 0.)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f51eb435",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "The depleted pathways are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "3a87a6f2",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "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>Factor</th>\n",
       "      <th>Term</th>\n",
       "      <th>NES</th>\n",
       "      <th>P-value</th>\n",
       "      <th>Adj. P-value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Factor 4</td>\n",
       "      <td>APOPTOSIS</td>\n",
       "      <td>-1.260816</td>\n",
       "      <td>0.001</td>\n",
       "      <td>0.016266</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Factor       Term       NES  P-value  Adj. P-value\n",
       "41  Factor 4  APOPTOSIS -1.260816    0.001      0.016266"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gsea_df.loc[(gsea_df['Adj. P-value'] <= 0.05) & (gsea_df['NES'] < 0.)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd9ebbd1",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Finally, we can visualize the enrichment results using a dotplot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "2639e425",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 800x1200 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pathway_label = '{} Annotations'.format(pathwaydb)\n",
    "fig_filename = output_folder + '/GSEA-Dotplot.pdf'\n",
    "\n",
    "with sns.axes_style(\"darkgrid\"):\n",
    "    dotplot = c2c.plotting.pval_plot.generate_dot_plot(pval_df=pvals,\n",
    "                                                      score_df=scores,\n",
    "                                                      significance=0.05,\n",
    "                                                      xlabel='',\n",
    "                                                      ylabel='{} Annotations'.format(pathwaydb),\n",
    "                                                      cbar_title='NES',\n",
    "                                                      cmap='PuOr',\n",
    "                                                      figsize=(8,12),\n",
    "                                                      label_size=24,\n",
    "                                                      title_size=24,\n",
    "                                                      tick_size=20,\n",
    "                                                      filename=fig_filename\n",
    "                                                      )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "df07aabb",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "### Footprint Enrichment\n",
    "\n",
    "Footprint enrichment analysis build upon classic geneset enrichment analysis, as instead of considering the genes involved in a biological activity, they consider the genes affected by the activity, or in other words the genes that change downstream of said activity [(Dugourd and Saez-Rodriguez, 2019)](https://www.sciencedirect.com/science/article/pii/S2452310019300149). \n",
    "\n",
    "In this case, we will use the PROGENy pathway resource to perform footprint enrichment analysis. PROGENy was built in a data-driven manner using perturbation and cancer lineage data [(Schubert et al, 2019)](https://www.nature.com/articles/s41467-017-02391-6#Sec8), as a consequence it also assigns different importances or weights to each gene in its pathway genesets. To this end, we need an enrichment method that can take weights into account, and here we will use multi-variate linear models from the `decoupler-py` package to perform this analysis [(Badia-i-Mompel et al., 2022)](https://academic.oup.com/bioinformaticsadvances/article/2/1/vbac016/6544613)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecdbdba0",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Let’s load the PROGENy genesets and then convert them to sets of weighted ligand-receptor pairs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "53f6e6a3",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "# We first load the PROGENy gene sets\n",
    "net = dc.get_progeny(organism='human', top=5000)\n",
    "\n",
    "# Then convert them to sets with weighed ligand-receptor pairs\n",
    "lr_progeny = li.rs.generate_lr_geneset(lr_pairs, net, lr_sep=\"^\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81d63114",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Next, we can run the footprint enrichment analysis:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "158158f8",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "estimate, pvals =  dc.run_mlm(lr_loadings.transpose(), \n",
    "                              lr_progeny, \n",
    "                              source=\"source\", \n",
    "                              target=\"interaction\", \n",
    "                              use_raw=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7926cce",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Finally, we can visualize the results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "10bbc976",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 1000x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_filename = output_folder + '/PROGENy.pdf'\n",
    "_ = sns.clustermap(estimate, xticklabels=estimate.columns, cmap='coolwarm', z_score=4)\n",
    "\n",
    "t = _.ax_heatmap.set_xticklabels(_.ax_heatmap.get_xmajorticklabels(), fontsize = 16)\n",
    "t = _.ax_heatmap.set_yticklabels(_.ax_heatmap.get_ymajorticklabels(), fontsize = 16, rotation=0)\n",
    "\n",
    "plt.savefig(fig_filename, dpi=300, bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac5b493e",
   "metadata": {
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "Let's zoom in on **Factor 5**, which is highly correlated with COVID-19 severity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "67a65397",
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 700x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "selected_factor = 'Factor 5'\n",
    "fig_filename = output_folder + '/PROGENy-{}.pdf'.format(selected_factor.replace(' ', '-'))\n",
    "\n",
    "dc.plot_barplot(estimate,\n",
    "                selected_factor,\n",
    "                vertical=True, \n",
    "                cmap='coolwarm', \n",
    "                save=fig_filename)"
   ]
  }
 ],
 "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": "3.11.6"
  },
  "vscode": {
   "interpreter": {
    "hash": "f9f85f796d01129d0dd105a088854619f454435301f6ffec2fea96ecbd9be4ac"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}