{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n",
    "\n",
    "import random\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import scanpy as sc\n",
    "import multigrate as mtg\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "DPI = 300\n",
    "random.seed(123)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ref\n",
    "scrna1=sc.read('../data/q_to_r/scrna1.h5ad')\n",
    "scrna2=sc.read('../data/q_to_r/scrna2.h5ad')\n",
    "cite1=sc.read('../data/q_to_r/cite1.h5ad')\n",
    "cite2=sc.read('../data/q_to_r/cite2.h5ad')\n",
    "scrna3=sc.read('../data/q_to_r/scrna3.h5ad')\n",
    "atac3=sc.read('../data/q_to_r/atac3.h5ad')\n",
    "scrna4=sc.read('../data/q_to_r/scrna4.h5ad')\n",
    "cite4=sc.read('../data/q_to_r/cite4.h5ad')\n",
    "# query\n",
    "scrna_query3=sc.read('../data/q_to_r/scrna_q3.h5ad')\n",
    "cite_query3=sc.read('../data/q_to_r/cite_q3.h5ad')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = mtg.models.MultiVAE_PoE_cond(\n",
    "    adatas=[[scrna1, scrna2, scrna3, scrna4], [cite1, cite2, cite4], [atac3]],\n",
    "    names=[['rna1', 'rna2', 'rna3', 'rna4'], ['cite1', 'cite2', 'cite4'], ['atac3']],\n",
    "    pair_groups=[[\"pair1\", \"pair2\", \"pair3\", \"pair4\"], [\"pair1\", \"pair2\", \"pair4\"], [\"pair3\"]],\n",
    "    condition=True,\n",
    "    z_dim=20,\n",
    "    h_dim=32,\n",
    "    hiddens=[[], [], []],\n",
    "    output_activations=['linear', 'linear', 'linear'],\n",
    "    losses=['nb', 'mse', 'mse'],\n",
    "    layers=[['count', 'count', 'count', 'count'], [None, None, None], [None]],\n",
    "    shared_hiddens=[],\n",
    "    recon_coef=1,\n",
    "    kl_coef=1e-6,\n",
    "    integ_coef=0.1,\n",
    "    dropout=0.2,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.load('../../output/qr/poe_cond_kl(0.0000010)_integ(0.1000000)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prepare the query data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 452373 × 4000\n",
       "    obs: 'nCount_ADT', 'nFeature_ADT', 'nCount_RNA', 'nFeature_RNA', 'orig.ident', 'lane', 'donor', 'time', 'celltype.l1', 'celltype.l2', 'celltype.l3', 'Phase', 'Batch', 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'cell_type', 'sample_id', 'full_clustering', 'initial_clustering', 'Resample', 'Collection_Day', 'Sex', 'Age_interval', 'Swab_result', 'Status', 'Smoker', 'Status_on_day_collection', 'Status_on_day_collection_summary', 'Days_from_onset', 'Site', 'time_after_LPS', 'Worst_Clinical_Status', 'Outcome', 'patient_id', 'batch'\n",
       "    var: 'names-0', 'n_cells-0', 'mt-0', 'n_cells_by_counts-0', 'mean_counts-0', 'log1p_mean_counts-0', 'pct_dropout_by_counts-0', 'total_counts-0', 'log1p_total_counts-0', 'highly_variable-0', 'means-0', 'dispersions-0', 'dispersions_norm-0', 'n_cells-1', 'mt-1', 'n_cells_by_counts-1', 'mean_counts-1', 'log1p_mean_counts-1', 'pct_dropout_by_counts-1', 'total_counts-1', 'log1p_total_counts-1', 'gene_ids-1', 'feature_types-1', 'genome-1', 'feature_types-2', 'mt-3', 'gene_ids-3', 'feature_types-3', 'genome-3', 'n_cells-0-3', 'n_cells_by_counts-0-3', 'mean_counts-0-3', 'log1p_mean_counts-0-3', 'pct_dropout_by_counts-0-3', 'total_counts-0-3', 'log1p_total_counts-0-3', 'highly_variable-0-3', 'means-0-3', 'dispersions-0-3', 'dispersions_norm-0-3', 'n_cells-1-3', 'n_cells_by_counts-1-3', 'mean_counts-1-3', 'log1p_mean_counts-1-3', 'pct_dropout_by_counts-1-3', 'total_counts-1-3', 'log1p_total_counts-1-3', 'highly_variable-1-3', 'means-1-3', 'dispersions-1-3', 'dispersions_norm-1-3', 'feature_types-4', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna_query3 = scrna_query3[scrna_query3.obs.Worst_Clinical_Status != 'nan']\n",
    "scrna_query3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "scrna_query3.obs_names = [name[:-2] for name in scrna_query3.obs_names]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "idx = random.sample(list(scrna_query3.obs_names), 50000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 50000 × 61\n",
       "    obs: 'sample_id', 'n_genes', 'n_genes_by_counts', 'total_counts', 'total_counts_mt', 'pct_counts_mt', 'full_clustering', 'initial_clustering', 'Resample', 'Collection_Day', 'Sex', 'Age_interval', 'Swab_result', 'Status', 'Smoker', 'Status_on_day_collection', 'Status_on_day_collection_summary', 'Days_from_onset', 'Site', 'time_after_LPS', 'Worst_Clinical_Status', 'Outcome', 'patient_id', 'cell_type'\n",
       "    var: 'feature_types'\n",
       "    uns: 'hvg', 'leiden', 'neighbors', 'pca', 'umap'\n",
       "    obsm: 'X_pca', 'X_pca_harmony', 'X_umap'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cite_query3 = cite_query3[idx]\n",
    "cite_query3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "View of AnnData object with n_obs × n_vars = 50000 × 4000\n",
       "    obs: 'nCount_ADT', 'nFeature_ADT', 'nCount_RNA', 'nFeature_RNA', 'orig.ident', 'lane', 'donor', 'time', 'celltype.l1', 'celltype.l2', 'celltype.l3', 'Phase', 'Batch', 'n_genes', 'n_genes_by_counts', 'log1p_n_genes_by_counts', 'total_counts', 'log1p_total_counts', 'total_counts_mt', 'log1p_total_counts_mt', 'pct_counts_mt', 'cell_type', 'sample_id', 'full_clustering', 'initial_clustering', 'Resample', 'Collection_Day', 'Sex', 'Age_interval', 'Swab_result', 'Status', 'Smoker', 'Status_on_day_collection', 'Status_on_day_collection_summary', 'Days_from_onset', 'Site', 'time_after_LPS', 'Worst_Clinical_Status', 'Outcome', 'patient_id', 'batch'\n",
       "    var: 'names-0', 'n_cells-0', 'mt-0', 'n_cells_by_counts-0', 'mean_counts-0', 'log1p_mean_counts-0', 'pct_dropout_by_counts-0', 'total_counts-0', 'log1p_total_counts-0', 'highly_variable-0', 'means-0', 'dispersions-0', 'dispersions_norm-0', 'n_cells-1', 'mt-1', 'n_cells_by_counts-1', 'mean_counts-1', 'log1p_mean_counts-1', 'pct_dropout_by_counts-1', 'total_counts-1', 'log1p_total_counts-1', 'gene_ids-1', 'feature_types-1', 'genome-1', 'feature_types-2', 'mt-3', 'gene_ids-3', 'feature_types-3', 'genome-3', 'n_cells-0-3', 'n_cells_by_counts-0-3', 'mean_counts-0-3', 'log1p_mean_counts-0-3', 'pct_dropout_by_counts-0-3', 'total_counts-0-3', 'log1p_total_counts-0-3', 'highly_variable-0-3', 'means-0-3', 'dispersions-0-3', 'dispersions_norm-0-3', 'n_cells-1-3', 'n_cells_by_counts-1-3', 'mean_counts-1-3', 'log1p_mean_counts-1-3', 'pct_dropout_by_counts-1-3', 'total_counts-1-3', 'log1p_total_counts-1-3', 'highly_variable-1-3', 'means-1-3', 'dispersions-1-3', 'dispersions_norm-1-3', 'feature_types-4', 'highly_variable', 'means', 'dispersions', 'dispersions_norm'\n",
       "    layers: 'count'"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna_query3 = scrna_query3[idx]\n",
    "scrna_query3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Perform architecture surgery"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_model = mtg.operate(model,\n",
    "    adatas=[[scrna_query3], [cite_query3]], \n",
    "    names=[[\"rna_q3\"], [\"cite_q3\"]], \n",
    "    pair_groups=[[\"pair3\"], [\"pair3\"]],\n",
    "    layers=[['count'], [None]]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " |████████████████████| 100.0% iter=10000/10000, time=263.57(s), loss=1.0640, recon=1.0461, kl=1340.3075, integ=0.1658, cycle=0.0000, val_loss=1.0445, val_recon=1.0263, val_kl=1336.5640, val_integ=0.1685, val_cycle=0.0000"
     ]
    }
   ],
   "source": [
    "new_model.train(\n",
    "    n_iters=10000,\n",
    "    batch_size=64,\n",
    "    lr=3e-4,\n",
    "    val_split=0.1,\n",
    "    kl_anneal_iters=5000,\n",
    "    validate_every=1000,\n",
    "    verbose=1\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>iteration</th>\n",
       "      <th>train_loss</th>\n",
       "      <th>train_recon</th>\n",
       "      <th>train_recon_mse</th>\n",
       "      <th>train_recon_nb</th>\n",
       "      <th>train_recon_zinb</th>\n",
       "      <th>train_recon_bce</th>\n",
       "      <th>train_kl</th>\n",
       "      <th>train_integ</th>\n",
       "      <th>train_cycle</th>\n",
       "      <th>...</th>\n",
       "      <th>mod_vec1_norm</th>\n",
       "      <th>cos_similarity_mod_vectors_1_2</th>\n",
       "      <th>mod_vec2_norm</th>\n",
       "      <th>val_loss</th>\n",
       "      <th>val_recon</th>\n",
       "      <th>val_recon_mse</th>\n",
       "      <th>val_recon_nb</th>\n",
       "      <th>val_kl</th>\n",
       "      <th>val_integ</th>\n",
       "      <th>val_cycle</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1000</td>\n",
       "      <td>1.281238</td>\n",
       "      <td>1.252636</td>\n",
       "      <td>0.191197</td>\n",
       "      <td>0.247464</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1352.329907</td>\n",
       "      <td>0.284401</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.194198</td>\n",
       "      <td>1.164395</td>\n",
       "      <td>0.134574</td>\n",
       "      <td>0.238885</td>\n",
       "      <td>1349.684731</td>\n",
       "      <td>0.295336</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2000</td>\n",
       "      <td>1.179219</td>\n",
       "      <td>1.155124</td>\n",
       "      <td>0.132417</td>\n",
       "      <td>0.235857</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1351.603687</td>\n",
       "      <td>0.236631</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.128360</td>\n",
       "      <td>1.104317</td>\n",
       "      <td>0.101970</td>\n",
       "      <td>0.231134</td>\n",
       "      <td>1347.760581</td>\n",
       "      <td>0.235039</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3000</td>\n",
       "      <td>1.127315</td>\n",
       "      <td>1.106403</td>\n",
       "      <td>0.110547</td>\n",
       "      <td>0.229331</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1348.860449</td>\n",
       "      <td>0.202112</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.096603</td>\n",
       "      <td>1.076128</td>\n",
       "      <td>0.090031</td>\n",
       "      <td>0.226013</td>\n",
       "      <td>1344.979233</td>\n",
       "      <td>0.196676</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4000</td>\n",
       "      <td>1.104586</td>\n",
       "      <td>1.086720</td>\n",
       "      <td>0.099029</td>\n",
       "      <td>0.226681</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1346.952100</td>\n",
       "      <td>0.168960</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.079461</td>\n",
       "      <td>1.060801</td>\n",
       "      <td>0.086173</td>\n",
       "      <td>0.222395</td>\n",
       "      <td>1341.858979</td>\n",
       "      <td>0.175867</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5000</td>\n",
       "      <td>1.082242</td>\n",
       "      <td>1.064107</td>\n",
       "      <td>0.092089</td>\n",
       "      <td>0.223900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1340.513281</td>\n",
       "      <td>0.169018</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.069361</td>\n",
       "      <td>1.051089</td>\n",
       "      <td>0.085102</td>\n",
       "      <td>0.219676</td>\n",
       "      <td>1339.234375</td>\n",
       "      <td>0.169326</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6000</td>\n",
       "      <td>1.089115</td>\n",
       "      <td>1.071339</td>\n",
       "      <td>0.101873</td>\n",
       "      <td>0.221395</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1341.709644</td>\n",
       "      <td>0.164347</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.062048</td>\n",
       "      <td>1.043866</td>\n",
       "      <td>0.084648</td>\n",
       "      <td>0.217575</td>\n",
       "      <td>1337.804193</td>\n",
       "      <td>0.168444</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7000</td>\n",
       "      <td>1.079410</td>\n",
       "      <td>1.058153</td>\n",
       "      <td>0.091681</td>\n",
       "      <td>0.221884</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1341.503418</td>\n",
       "      <td>0.199152</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.056229</td>\n",
       "      <td>1.038109</td>\n",
       "      <td>0.084331</td>\n",
       "      <td>0.215910</td>\n",
       "      <td>1337.132318</td>\n",
       "      <td>0.167825</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8000</td>\n",
       "      <td>1.078983</td>\n",
       "      <td>1.061346</td>\n",
       "      <td>0.098952</td>\n",
       "      <td>0.220029</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1340.058960</td>\n",
       "      <td>0.162969</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.051402</td>\n",
       "      <td>1.033299</td>\n",
       "      <td>0.083945</td>\n",
       "      <td>0.214563</td>\n",
       "      <td>1336.960839</td>\n",
       "      <td>0.167658</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9000</td>\n",
       "      <td>1.063679</td>\n",
       "      <td>1.046056</td>\n",
       "      <td>0.098680</td>\n",
       "      <td>0.213749</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1337.797607</td>\n",
       "      <td>0.162852</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.047586</td>\n",
       "      <td>1.029424</td>\n",
       "      <td>0.083704</td>\n",
       "      <td>0.213460</td>\n",
       "      <td>1336.729826</td>\n",
       "      <td>0.168259</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9999</td>\n",
       "      <td>1.064001</td>\n",
       "      <td>1.046076</td>\n",
       "      <td>0.093060</td>\n",
       "      <td>0.213389</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1340.307544</td>\n",
       "      <td>0.165848</td>\n",
       "      <td>0.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4.128789</td>\n",
       "      <td>-0.14382</td>\n",
       "      <td>3.806184</td>\n",
       "      <td>1.044466</td>\n",
       "      <td>1.026279</td>\n",
       "      <td>0.083553</td>\n",
       "      <td>0.212547</td>\n",
       "      <td>1336.563983</td>\n",
       "      <td>0.168504</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   iteration  train_loss  train_recon  train_recon_mse  train_recon_nb  \\\n",
       "0       1000    1.281238     1.252636         0.191197        0.247464   \n",
       "1       2000    1.179219     1.155124         0.132417        0.235857   \n",
       "2       3000    1.127315     1.106403         0.110547        0.229331   \n",
       "3       4000    1.104586     1.086720         0.099029        0.226681   \n",
       "4       5000    1.082242     1.064107         0.092089        0.223900   \n",
       "5       6000    1.089115     1.071339         0.101873        0.221395   \n",
       "6       7000    1.079410     1.058153         0.091681        0.221884   \n",
       "7       8000    1.078983     1.061346         0.098952        0.220029   \n",
       "8       9000    1.063679     1.046056         0.098680        0.213749   \n",
       "9       9999    1.064001     1.046076         0.093060        0.213389   \n",
       "\n",
       "   train_recon_zinb  train_recon_bce     train_kl  train_integ  train_cycle  \\\n",
       "0               0.0              0.0  1352.329907     0.284401          0.0   \n",
       "1               0.0              0.0  1351.603687     0.236631          0.0   \n",
       "2               0.0              0.0  1348.860449     0.202112          0.0   \n",
       "3               0.0              0.0  1346.952100     0.168960          0.0   \n",
       "4               0.0              0.0  1340.513281     0.169018          0.0   \n",
       "5               0.0              0.0  1341.709644     0.164347          0.0   \n",
       "6               0.0              0.0  1341.503418     0.199152          0.0   \n",
       "7               0.0              0.0  1340.058960     0.162969          0.0   \n",
       "8               0.0              0.0  1337.797607     0.162852          0.0   \n",
       "9               0.0              0.0  1340.307544     0.165848          0.0   \n",
       "\n",
       "   ...  mod_vec1_norm  cos_similarity_mod_vectors_1_2  mod_vec2_norm  \\\n",
       "0  ...       4.128789                        -0.14382       3.806184   \n",
       "1  ...       4.128789                        -0.14382       3.806184   \n",
       "2  ...       4.128789                        -0.14382       3.806184   \n",
       "3  ...       4.128789                        -0.14382       3.806184   \n",
       "4  ...       4.128789                        -0.14382       3.806184   \n",
       "5  ...       4.128789                        -0.14382       3.806184   \n",
       "6  ...       4.128789                        -0.14382       3.806184   \n",
       "7  ...       4.128789                        -0.14382       3.806184   \n",
       "8  ...       4.128789                        -0.14382       3.806184   \n",
       "9  ...       4.128789                        -0.14382       3.806184   \n",
       "\n",
       "   val_loss  val_recon  val_recon_mse  val_recon_nb       val_kl  val_integ  \\\n",
       "0  1.194198   1.164395       0.134574      0.238885  1349.684731   0.295336   \n",
       "1  1.128360   1.104317       0.101970      0.231134  1347.760581   0.235039   \n",
       "2  1.096603   1.076128       0.090031      0.226013  1344.979233   0.196676   \n",
       "3  1.079461   1.060801       0.086173      0.222395  1341.858979   0.175867   \n",
       "4  1.069361   1.051089       0.085102      0.219676  1339.234375   0.169326   \n",
       "5  1.062048   1.043866       0.084648      0.217575  1337.804193   0.168444   \n",
       "6  1.056229   1.038109       0.084331      0.215910  1337.132318   0.167825   \n",
       "7  1.051402   1.033299       0.083945      0.214563  1336.960839   0.167658   \n",
       "8  1.047586   1.029424       0.083704      0.213460  1336.729826   0.168259   \n",
       "9  1.044466   1.026279       0.083553      0.212547  1336.563983   0.168504   \n",
       "\n",
       "   val_cycle  \n",
       "0          0  \n",
       "1          0  \n",
       "2          0  \n",
       "3          0  \n",
       "4          0  \n",
       "5          0  \n",
       "6          0  \n",
       "7          0  \n",
       "8          0  \n",
       "9          0  \n",
       "\n",
       "[10 rows x 23 columns]"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_model.history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1440 with 6 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 20));\n",
    "loss_names = ['recon', 'kl', 'integ', 'recon_mse', 'recon_nb']#, 'recon_bce']\n",
    "# nrows = int(np.ceil((len(loss_names)+1)/2))\n",
    "nrows = 4\n",
    "\n",
    "plt.subplot(nrows, 2, 1)\n",
    "plt.plot(new_model.history['iteration'], new_model.history['train_loss'], '.-', label='Train loss');\n",
    "plt.plot(new_model.history['iteration'], new_model.history['val_loss'], '.-', label='Val loss');\n",
    "plt.xlabel('#Iterations');\n",
    "plt.legend()\n",
    "\n",
    "for i, name in enumerate(loss_names):\n",
    "    plt.subplot(nrows, 2, i+2)\n",
    "    plt.plot(new_model.history['iteration'], new_model.history[f'train_{name}'], '.-', label=f'Train {name} loss');\n",
    "    plt.plot(new_model.history['iteration'], new_model.history[f'val_{name}'], '.-', label=f'Val {name} loss');\n",
    "    plt.xlabel('#Iterations');\n",
    "    plt.legend()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [],
   "source": [
    "out = new_model.test(\n",
    "        adatas=[[scrna1, scrna2, scrna3, scrna4, scrna_query3],\n",
    "                [cite1, cite2, cite4, cite_query3], \n",
    "                [atac3]],\n",
    "        names=[['rna1', 'rna2', 'rna3', 'rna4', \"rna_q3\"], \n",
    "               ['cite1', 'cite2', 'cite4', \"cite_q3\"], \n",
    "               ['atac3']],\n",
    "        pair_groups=[[\"pair1\", \"pair2\", \"pair3\", \"pair4\", \"pair3q\"], \n",
    "                     [\"pair1\", \"pair2\", \"pair4\", \"pair3q\"], \n",
    "                     [\"pair3\"]],\n",
    "        layers=[['count', 'count', 'count', 'count', 'count'], \n",
    "                [None, None, None, None], \n",
    "                [None]],\n",
    "        batch_labels=[[0, 1, 2, 3, 4],\n",
    "                     [0, 1, 2, 3],\n",
    "                     [0]],\n",
    "        batch_size=64\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated, _, _, _ = out\n",
    "sc.pp.neighbors(integrated)\n",
    "sc.tl.umap(integrated)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Vizualize results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Trying to set attribute `.obs` of view, copying.\n"
     ]
    }
   ],
   "source": [
    "integrated.obs['reference'] = 'control (reference)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs.loc[(integrated.obs.study == 'pair3q'), 'reference']='COVID-19 (query)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs['reference'] = integrated.obs['reference'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 1, figsize=(6,4.5))\n",
    "sc.pl.umap(integrated, color=['cell_type'], title='cell type', palette=sc.pl.palettes.default_28, frameon=False, ax=ax, show=False)\n",
    "plt.savefig(\"cell_type.png\", bbox_inches='tight', dpi=DPI)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['AAACCTGAGAAACCTA-MH9179824', 'AAACCTGAGAGTAATC-MH9179824',\n",
       "       'AAACCTGAGAGTGAGA-MH9179824', 'AAACCTGAGGAATCGC-MH9179824',\n",
       "       'AAACCTGAGTGTTGAA-MH9179824', 'AAACCTGCACCACGTG-MH9179824',\n",
       "       'AAACCTGCAGATTGCT-MH9179824', 'AAACCTGGTAAGGGAA-MH9179824',\n",
       "       'AAACCTGGTCAAACTC-MH9179824', 'AAACCTGGTCCATGAT-MH9179824',\n",
       "       ...\n",
       "       'BGCV15_TTTGCGCAGCGAAGGG-1', 'BGCV15_TTTGCGCCATGTTCCC-1',\n",
       "       'BGCV15_TTTGCGCGTTCATGGT-1', 'BGCV15_TTTGCGCTCCATGAGT-1',\n",
       "       'BGCV15_TTTGCGCTCCCACTTG-1', 'BGCV15_TTTGGTTGTTGGGACA-1',\n",
       "       'BGCV15_TTTGTCAAGGCGATAC-1', 'BGCV15_TTTGTCACAGACACTT-1',\n",
       "       'BGCV15_TTTGTCAGTTACGGAG-1', 'BGCV15_TTTGTCATCGAATGGG-1'],\n",
       "      dtype='object', length=527286)"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scrna_query3.obs_names = [name[:-2] for name in scrna_query3.obs_names]\n",
    "scrna_query3.obs_names"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs_names=integrated.obs.barcode"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs['severity'] = 'Control'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs.loc[(integrated.obs.study == 'pair3q'), 'severity'] = scrna_query3[integrated[integrated.obs.study == 'pair3q'].obs_names].obs['Worst_Clinical_Status'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "barcode\n",
       "L1_AAACCCATCTCCCTAG-0          Control\n",
       "L1_AAACCCATCTGCGGAC-0          Control\n",
       "L1_AAACGAAAGGCCCAAA-0          Control\n",
       "L1_AAACGAAAGTTACTCG-0          Control\n",
       "L1_AAACGAACACAGCATT-0          Control\n",
       "                                ...   \n",
       "BGCV15_TTTCCTCTCTGATACG-1-2    Control\n",
       "BGCV15_TTTCCTCTCTTTAGGG-1-2    Control\n",
       "BGCV15_TTTGCGCTCACCGTAA-1-2    Control\n",
       "BGCV15_TTTGGTTTCAAGATCC-1-2    Control\n",
       "BGCV15_TTTGTCACAAGCCATT-1-2    Control\n",
       "Name: severity, Length: 206222, dtype: category\n",
       "Categories (7, object): ['Asymptomatic', 'Control', 'Critical ', 'Death', 'Mild', 'Moderate', 'Severe']"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "integrated.obs.severity.astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs['condition'] = 'control (reference)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs.loc[(integrated.obs.severity == 'Asymptomatic'), 'condition']='moderate COVID-19 (query)'\n",
    "integrated.obs.loc[(integrated.obs.severity == 'Mild'), 'condition']='moderate COVID-19 (query)'\n",
    "integrated.obs.loc[(integrated.obs.severity == 'Moderate'), 'condition']='moderate COVID-19 (query)'\n",
    "integrated.obs.loc[(integrated.obs.severity == 'Severe'), 'condition']='severe COVID-19 (query)'\n",
    "integrated.obs.loc[(integrated.obs.severity == 'Critical'), 'condition']='severe COVID-19 (query)'\n",
    "integrated.obs.loc[(integrated.obs.severity == 'Death'), 'condition']='severe COVID-19 (query)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs['condition'] = integrated.obs['condition'].astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "barcode\n",
       "L1_AAACCCATCTCCCTAG-0          control (reference)\n",
       "L1_AAACCCATCTGCGGAC-0          control (reference)\n",
       "L1_AAACGAAAGGCCCAAA-0          control (reference)\n",
       "L1_AAACGAAAGTTACTCG-0          control (reference)\n",
       "L1_AAACGAACACAGCATT-0          control (reference)\n",
       "                                      ...         \n",
       "BGCV15_TTTCCTCTCTGATACG-1-2    control (reference)\n",
       "BGCV15_TTTCCTCTCTTTAGGG-1-2    control (reference)\n",
       "BGCV15_TTTGCGCTCACCGTAA-1-2    control (reference)\n",
       "BGCV15_TTTGGTTTCAAGATCC-1-2    control (reference)\n",
       "BGCV15_TTTGTCACAAGCCATT-1-2    control (reference)\n",
       "Name: condition, Length: 206222, dtype: category\n",
       "Categories (3, object): ['control (reference)', 'moderate COVID-19 (query)', 'severe COVID-19 (query)']"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "integrated.obs['condition']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/icb/litinetskaya/miniconda3/envs/multigrate/lib/python3.7/site-packages/anndata/_core/anndata.py:1210: ImplicitModificationWarning: Initializing view as actual.\n",
      "  \"Initializing view as actual.\", ImplicitModificationWarning\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "... storing 'severity' as categorical\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "... storing 'severity' as categorical\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 1, figsize=(6,4.5))\n",
    "sc.pl.umap(integrated[integrated.obs.condition == 'control (reference)'], color=['condition'], palette=[\"black\", \"#a6dcef\"], frameon=False, ax=ax, show=False, zorder=1)\n",
    "sc.pl.umap(integrated[integrated.obs.condition != 'control (reference)'], color=['condition'], palette=[\"#a6dcef\", \"red\", \"#00a8cc\"], frameon=False, ax=ax, show=False, zorder=2)\n",
    "plt.savefig(\"condition.png\", bbox_inches='tight', dpi=DPI)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pair4     97039\n",
       "pair3q    50000\n",
       "pair2     27825\n",
       "pair1     21358\n",
       "pair3     10000\n",
       "Name: study, dtype: int64"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "integrated.obs.study.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs.batch = 'Dataset 1 (reference)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs.loc[(integrated.obs.study == 'pair3q'), 'batch']='Dataset 4 (query)'\n",
    "integrated.obs.loc[(integrated.obs.study == 'pair4'), 'batch']='Dataset 4 (reference)'\n",
    "integrated.obs.loc[(integrated.obs.study == 'pair1'), 'batch']='Dataset 2 (reference)'\n",
    "integrated.obs.loc[(integrated.obs.study == 'pair2'), 'batch']='Dataset 2 (reference)'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "integrated.obs.batch = integrated.obs.batch.astype('category')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uy3ELwz/Sj+sXV2V6tYMMr0slj7ygCvCfPxEOtOawhBmOGe7sV7IIdyKU7poaL+LNK9+9OjVYdtzdPX9ckLN3QXaZgXLFKfmSJK4nSRjiN9rh7Ldwm5Mp4ZdLOdz2yZiA5XEp5fOSxplPHrv+6INfekIw6hDws+X+mUf6YHv6qacuY8PXq5C4ODlfJEHG+VWYkZX9af47jUaj/a/QLXHa3400EAFpIHLM/50Tqj4OEl3iWQ8XYQiJLHVmOh/rNDxMr1TDhkTGuRCJSmqzy1TwAliH8UXLEOFKuD5umOfn9StMijw9HzKnxCk7YiRuBKX+5w9tdne7cKzThQkAxB5Gv8y4IH8yffKDI+qx9ibhUEwX9oS8Iq8UwFFj5itZvuMlQW6Ue5wb5s6G2eEFd2bB6xf6A9nD2a1uYXhKM6NZseDSAlv/mw8Ofs9TPCBg4fZNRYF9whg3dDNPGv/OKvtQjKMxCpO75wnyDlW2T5W1TLGsZalbflf96LFbWQ0tSW6vW8VvOLhE82573sR7v79fWJnE2JzEDtsPDelTkyXOEjknOrt/KM18/y1P5PTOKF0Mrn/cEIClRArr9RvfXALgNIB2AJzqJMRlHOR/DoeSRqN9wdFBnPZ3o+opPxKtagES9cUPAaj8SS8yAeQDUE4EMGQMInziHqoRUWY1El3mGwHExn3QABiByKoFO1Ql9AjdQUFwnS3ZZl6iQtSpcg54JB6xK2WyFGVv1lH1lAEAtUoNXdySc09WYaMAwCoAJRKPxDmvc95UzlCOCXEUFPYWus1qM2f+oqm6IC+oltvle//QI9WJPWLm+WKjTMYkRm6AmzOtn768fu0fqeQr2jeUSFD72NGk1MWRCjH4btzXjmCLbyQ54GNMZkRygvenTk2/f6aib3q0bEHedDKpsWzLHhjPwvKCy6KAS160/opjZalc3uhMlJHlBct2bpbNS9XO+NcuumyKRBgevsC5/WhjHWt6IjevLCy7ZsG8SxUPZvDWvLUQOx8tQ8mrE+D2u+ECAPQTJvrpSm80Gu1/h+5Op/2fkAaShkTFtDoAbwiYqMgVY3GHEz4kxrHdSNQXv4BEgBcBGC+RgtltkuwEzz2ARGW2SJ4Qo5N+iIIUPgKQha5rAyh9KwmJ6Wmb0sfSzROqgJfLcOVxwpz0vEzP4EwAgtkgjjOH15YoBO3aK/dfefKsTJfXt/OHH7Em5z+0prDzqHOkbP14zNBJLDm8fK02PBEOcq9Z2FQ+MSEYra0aXTE9y3M7WJG28uEqWbtwRlVGqdh7euZx7p/fbzEKwstFma2dp0bk6q16huHghQVVOfykPpeZyfCIQiaBdDhz0Kj1VJUM9Hs8yLirekJiCYh1Nid1MEvlW9TYkWOW5w3EyuR8oc3Lt5wMmvbp2zYVn+O6ZyWW6pnJ8sc1z4+iDYllVs3oJ1oUJJZbpdFotL+FDuK0/zPSQHTbUrFszzRGkSg1WobEdLArAXQjEbgHkJjz3QaAkrJR4opAiEQWewxAdqUEU44YeGM+DAOwwJlmhmyyf70Gmw4bMcn38tkBUeCionVDHY8ELk1XnPRopjXXrak12sJ9+pI9kfCL4fENxVmVrzNHqfDUEhVWnzXh5F3RlO3pOYyJQcYU+tygHpIlyfe0rWe3RMYpY3xQurzSFtAMp40d/+PzUXnOuTU33f/TfQFDwdXRmHD4A/dsxtVlkx1bFBLTqIVxfYAfbFN7ijrtTPNtZ3rSArHUoXe3pnvumhiqaUpiTeex5WEi5sWNoRAzNT/ZbR6KuY66jXkZhemDQj4TMgmLZfrRe9uOWPPezf1JEVOz+ULslIaHiqUqNF+thzXrQwiv0KD2kBFvAohSO6EC4EQBFf7MDyyNRvuXR3en0/4ZyJ5pXAIwIOdgERJzxlEgBgOJpUF7AGxHYq3wdI6fo3H5EUUiwc2JKAowNd/Q6sbScE+qD4ANwDHIJlUAVh02YhqAI+3yRqaAiQ22yoMz0yr3V7RT2h0xElO93y0UD4htvDtshcslDDMr05adV3x27aKzF9Z3/7wc2w82V48HmX59rTlV6Ty5s/KcQa5rGoHt2kjQXRuv8A8PlToqFk+6v/rT23MLqzsEbc/8uPBU4zIdlx0t1owv4QlHV21rD7iXzzrUeScurFRZuGNb4jGWTeTXUGVI2iLza9wFeW1rlBlWT1nGlDjC8KeKBNGuJ8+W8c5eWrYy3cEcQUiqMI8VjU/6o/GhjHelmbOrI10TaYJ1mFf3/WIMROMo//0ImD8rg+SICY6v5WIZEkVxwnQAp9Fo/xM6iNP+z6h6ykDVUyMAXNtS0Y9E0lZ3vwfvINEiTwYwi0R51FiYGw6AjSwk5ocr4db3pec1uQC8FdQZS5Dohv86gBBMpWIkuuOzBvLHwtt1mAXgo55r/hE7wh4N8UMin9Q32T5RamrWdHEKAhZJx3jmGXmVbSrTW5zU3JnMLddzkn70u+/teePUV6MDcdahd4dKnV+55a0YU6Sdr2bmeppv7tr3wgc3ikIeVRlJ6Z89m/dHnnds+fs+V/Ll3Nyp6ULVtP3lN77Ej8gMZ7VcVjaXExSMx53dq0rH1QpBRHt+PD0oZLCPjfbVRabMKZff/GhzfKgtz1wjFgw6PEx0UdH1Dq9QyhNM1U0NF5W8uxAp+tJjxW7JWHJnbMbmN2nTmowCRqkENdYweDEKF1P5UP+6ElWB2J+WaaXRaLT/gg7itH8aqp6KPX8z1UTVU3sB9CNOLLh81yNITDvrA8ABsBtMRAE8li6Abytb7IHcEKYSc8nZXlbs+HI1Ykh0y3shnhGhd1s2gBGktEhem0AqTn9fRhqIepKtrszvWHgQAYkIvhRHeVDnLN/ZJM81rCr3eLSSsfaNhndMque2bn9v+vt90/EFhWPc2tzhmkDPlkn3yOJ5ufO7LaMxG3tXk+yrW2vPqzqNvHC5LEYKjz3s3X7PXcWrC3vrioXMvNZw1FWx4JRJ5k+P5iUPtctisnStdQG7P+J9QacxTj57dIXlrsMptWzVYLfDrtReu+RUOqekeaGa7xKnSQJTbr90el76zLkPzq/st5pLJ860LYiqvCJbgSeDebNUv+V8l3De8pkvjdzUhLZf9CPte7Ed87KFsH4lG+P5B5Gx5LdEj35C/6/SaLT/gv5goP1TEQIZIRBT9ZQDDGp28RXPetF6Ww8M1XYkMtmrkKjsFpjw491WtucNAMcm/XByGbB8LR+n7SGcB3ASgA3ulBhU3XYAlUi0yCOLGadiVD1lXqXkxi8v/4h3ZXCd8I0bD3WIhKVMOR8eh7xP1J584Ay+tLKvev9zW3//+0c0HTsmlr11pPByUaQgVlewhxk0iTNdfm5x54UdJlvnVm7MxhJXMxXi9oNbx5Trjle1dy+09oyUDJx3wDbaV8vdJGb6I2FeDiemWc0IC3rOd6sL4nbt/dyohH/dysMhOIpOj7kZa4IkHAyFpS2qcOpMeqahNUvlSy8rMIRfPFeRL5DEU9na5kxhZiNTlRQM9E6W94tTB/aX5THNlRVvrN+cgsIfFXBH05hJts7J1Mpb9lRu/2kpFAImsgEwSQORAPQ65TQa7c/oIE77p6IoOCkKHvQTJoD21cnw4Mz3p6FvfgeJsfHdSCxwMgyg0OBHzbt1cEhYuBCKQ/6rE2UrFFxIAYTXarBgCzdpOoMEXSIWwkhkup89t+SclnylYtlx3nmxOCyf/sgUP3/9Y99nvznK4lvO3uPol9sbK5p/vOYaPW55/Omdy4dP3308XxvLKLj2Bwqe0CZdms/GO5eXHpwcWnBquZqKXMRAWEgydUQ3ZAtmn6r91o63+rOVPo83TpXduOSsfIHOwvFS8tyitAl7OGmk9/SEKHP+8qPJ8KQOISr5sFbrK35oWeeyHLYsw2/KU46ZVaPf+eXPLW1e57WpunE58QoXidmTDl36wHERh8weOHilbnpmno5ppvrrlPF0q4/nlEp4s69W4c51EoYwq/zAV50s20RKduuFicPfmz1iQtugG3Xv1v2pKI72czi0NBrtXxCdnU77dHw8VaqfCEkhJQVgpCjESQMpBSDCme+GsPTRHiTmmm8G0Lo+GYU6Ic49P4piABEAowNrOeTeRypT6osZ7kVRg+C2coPyhZupw2TFD5ZK635jz7lw9/IbFgSbv3GsoPn9m17/7bn2Dcco+Yjq4oUtzEuXNr//w2fTv2Z1S6eHJ/L9a4qGedUad9n+vXdYB4xcZC84eqBSJLj1x41ydi6TMfDre/+o6uiuLlYmWYYmLFrWpYF8R0HB5exNeYZCg00+tfvcSjOL4vjvu/JdpsfPr/EFhWZPLBqUKA3ukC1FMxoIeq329MDmqq7LfbOqlfooZ3heZe/pHhP/noGh0oFoSEL1TGadKcg4l5KdGkxRsmPjFyzsCnj1DF12C586n/tRezSLfGntgbhK5z32nV8+uuznl7XDMM1z4O6K0K5iWHb1oBSJoQn13Px5Go32H4z1eb8A2r+pP8915lAUZj6+m6qnugiBHsAslj6qxdB6PnIPjwHAqB/nn6iEOhyHwPfllwa3/viYJP/I627qw4uXGkgDD2ud5S+yX2b3PU2UMO52/zwjY8mOq3/ZmcSPMnk5ZTsVHElPVDqR/OuDKyWLdCYyb8H7mbM9a2QbcmetYkq/I1vWed4biaZ8ecfzvNYZaWaQb6eS1VOCH1BbVYPjWfLzZ6901FSedL154ooCf5S0byjvrC7M77aMmJItA2MF5rvWHuN5Q5x577SUWGfsIseOhU1Jgw7OqQpbTrU3SjUO95Ximrr29CSpfaOzozQ3LnGrOvddVTNryvz+vTc9taqtN6cwp/hC8INzVdVJ2omBM7052feuPtdxZMjk+l13PPkHywfKZ1675uiRs0btuoXtX/JmHPLkxFSsDMaFomMHnnlyF+5hAJhEotAOgETXOh3MabT/XHRLnPa5mAvk+NG9P2D/UPGI9fFyZH6jHVaqnpoGgAbSkHTLKy+xvxudKPpOLtvy1OE1mXrHAsfkzJBg4e2vLUwT4c19zz4jzcvsz3jgll835hX2ld6y80VVZs345PtDsrqvL+nd88bZ2s1XLTorjgaEKe+dXa6UMNnMlJSJIY7mjDBNHVWx3WkfBsKMjQVpk7a24bRsjzvjjCHimb1tyfmr/vDhdn911qQ7M7NzOFkzJpwerdTlpg8Lnt29w0dJrexqrZsXjTEjo7MpbIV2cHJB5tSCE52VpjK9gVAsP1MtnU2LCANvffdnjydvnt/k2P/+FvPKK04ozbD5ynRDjvRUa5nDJdMIeeGAXDk71uKg5IUitlGvsPcc2Ls2NUk/I4urxy9lcoWsPTMx98IMc9KmFBy+/iKWlMng+24n2pDI+gcA8nEgJw1EDMBH1VPxz+XA0mi0zxQdxGmfCUKgpygY/uo+0ZKq06ozzcvG/vr3Yy9nSfKGDXzG1NKa3xZocMdDrx94+Cs/qfGKRorqcsaZPVZBVOHPSEtLMZyWiNyFvz+6fOFL33xseHo2NZ3DC+JbP//VzPwlry3MS7ZGtEpTiA2hE/G40GJTi61Ole2Vw1uyq0paRlLTepl2U4b69q3vmJ56/Z7p3Iy+DKXILzjbWdl3RcWF6trqxou/fPnepenaac+8/M5Ugcgce3P/tYJV1Y1tEqUlbXAiw+ShomAEZdrs1Jm9Qk5wgy8gsh5pLpvYvmE3xY8q7EXZg5IpD4PT3bUkItN1GtrN/JJcjoySaXrdQb88WRTUevq8IWVd7vivXj2xeo03whwpKz2cc3hcFy9Inzjedermwms2vm4e8Mesv+iHe6Ua2e9NoRmJbH8AEOCdd1m4ZscIEnPv/VQ9/Y9No/0noBPbaJ+6jwM0IVAQ8ud5zxQF79mWZU70E969r5MkINE9TAj05zRjN0VujGL8q+c6uyz89Gs3vFk7KD3Pu6Wu1SPnQOUx5lxhcPEmRyYzduToh0SHA1N7vvOrxzzn2xdOHb20aNW21e+myCl5z5CX1X++a776qw1P+zoHiwt4AldaKMzSffXGXxtK9FPpfHA0pWkGzo5790xfs3p/waLiTp5AYYhcv+ZAPC19KKVrOGvd6trjEos9eXjckDZm94ljGam2yf7JktjISPGZqqK2nAyZW76u9jQxe7i5xkA8GApxOetrOo1JhJ/2/LvbKt9+Y/vRX/32p0Y3byLr7CvXcZIDGaI/vPbAjNuSnWOzpCouUX2zHzQqW00WgSZVOSsbuVTC6D97rzM1ebpHOnjVsrOKfUc/OL/C32KHJBCDK4UPH4A0AOlIFNDh45od3kwhrkZi+ddVpIEUfR7HmkajfbboljjtM0UItBSF/1IbvDSvK7trX5kFBZR79cIjtx97ad0hAMy3J1C5gJV+vqmrqnz/YHJmcGQZb+uqd8s9XinzZNPqxuKcrmV9YwXBvMLT2pArbbS0oGXe6x/c3vn4d76ROTadZRKK7JV2R/JYRupQxdmh3MOcoIKqLujIvdxdzZKIvYNluR0VwzMpMrtPMrh54WkcOLO5h8sKFeo0406VwpbS3FFFQlFuODerO5dJccfZ7OCEKskWC4Z5Mm+AX6HXDbjGZzJimUqb2+JS2YftPE6+ypbfM1FwqrbsYvXUVN5sqmaK/7tTC5vhSQltWXgmRSLw5Xil4882dyyMqxjsrXHFaFc2k582YFE0avUDdclil2V/X7ZNPFLNzlqxf0gu9noPDKrdb9rNWXIOplocGAEQxejyVMzW8LDoF80Acr5fBO8jvYlKb1Q99cJnfWxpNNpnj26J0z5THwfwj8fE0U80ANC1r2wMQJAQrH3r8evavn2ZnwYgZZlQbTnXsnixl28osfYvS6mqOF66+8h1lyuKOl08XpAnTJqVblm+f2BJRVPUFA5JFepx0Y51u5VvfHg95FKroG+k6KxMPq4amcyNLM0frRidyKnonkxzbVm9R1me31KerDKZrFYNtyR9NH14MkOnSR5ep5bPClPVs/O8PqE4EOaHFlacp+JR/rTDK50etSpThUJvnpDvA4frnurqXSBgRgXH7B6Jj8d258CttzIZcFbl9itONi0bUchsppdPLzLeufK0+MGr3iicmMyXxiOC2QOv70pfmBwonQh7LXZr8oxfaMhkqHuNI80bL3WNZDPSFe583qI3vafHVLqnBmH+SZ3ZLGRhcklPvdm1SZjJbXyAD5FJjUW/mABwLQDVb4Zw16pkiAG8RRpI1sfzymk02r8vOojTPlMfB+9PjH/b0E/UKKDiAFQPfukXY6o628zUTGZ82Q9/kPn4y/cXP/L7h3OVURWrMm/Q19i82r9m0cG6x57/tixLN7R+w4IzfrdPwjh97sqB9WUDfptfYHR5BanXb3xD6g9wK4TcULnTninLzu4aiERh3b52D/v4mU15I9Ppo0cvrjGf6yxNnl/WwoiEOCyvTxrK0o0rRSIf22RTTctELr8ueTopFmWXajUTspULTuj1ApedyYhp/UFeHotBkguy+qa53FB6z1DZFIcT9cqllgpvQMwenlVJVQozPxZjFcmZzMn2joXVlya0keTkSeWrTQWnb9n6ctzrFQSvru5R12iCae98tGWQPbHGxsu6lPZccOj0NMt0IGZYZlkTYO1b4l2a960PqzbclQ3vkykNuLPDpw4FRX6o+04xPMkbAZgQxXWlxhLLcRMaAcipemqUqqfcn9dxptFonw06iNM+M4Rg/tzYuI4QEPSTVADJddedZxCCHBRQ026vuOTln960styygdu091uRDUsODaxYsrvu6MU1rskZ3YJs3UiFTD1GPfXde0vjMYb7REutWip2ssYMmYVZaePxJ3/zRE/nSL50/6mN4/1j+SMigTOpb0oTfeIPP7Rq5TZ190hu5N4bfssJ+aUat1ecl5I6ajPb1f5Jq9hUmN3Xw2EgwGUHZbEYM3dyVs+PxolGKnE4EWcJZ8zqVHGSO/PQmfWtvaMFvhS1OdQ7kcOOUuGKRVWnl/O4Yee88kuWvPSRQ1V5Q9xi7ZRJJnQ1LyoeYC0sb4oszJwJhaLM9p9et6fouSNrBAZHTGbxCi74wsyK6+Y3wRTyb+Xbg8c8Hz4qvFsvILXZg+uS0yNLvuY4c8aT3DJw730ngKmamoOzENyw7t2dVUnIr2ELM8VOcUjqke4917GjE4mudHrKGY32H4IO4v8A0kAEn7idhn6SRBrIfNJANP+/v/tPR1Fomvs+df8tT1QBmEUBNXWhrc4IYB4hqBUJvTPegCTw6t6blWq5hT02nZVRkGJsHZnMHdu08sClGMVwHW0v7X/lg9ve7RsrFIf9SReSRC7mlnVvyUcmM52Pf+uB5SlKs6e8sE2Wox9hluT2TRToZi7My++UdA2VGFiE4ZRIXHGDMZm5cv4JHzss44VCTHYkpNbEYoxyp1can7UrIsEwJ1hR1M7SKC2zviB/1O6WWB0u+WDTYLZ7QWnjQirG1PaMZ0bqStqPJYl8LluQ8o0atcqhvlJrMBbZOjKV5ugeLWuPxJnl8qTpRQZjiq9rPC3TFqH0e49v++myXAOW1nRniyOKTN/FlOPHu9KmFKXHR6zxvNs2Fo0pWk/Pixwzx46XlYybPsgt/LpjRlSO+b9W7tAIAp6m21pt8Plbdj+8k/KnQ6H2L44youXLdtaXAxgjDUT5eR5nGo322aGD+N+BNBBCGogawDbSQEpJA9kIQPONNuiuTIHu9VqkvnaYrEU/yUc/YaOfrEY/IZ/36/5XQQhKPr79ZOY3TCig4oRAQghqAbR+ZedvK4NhPmWxK1Ib36nh3rj1DcaMKYV7rnVh2taVe0pfeO8OdW76iH1T2dBGPte3kaKY3XLt8LIQ210U8iX5XW4ZLz970LqgtBlTptR4XnZ/+oxdxWUyI8kl+T2Stt4KhVjoVlnsSuH6JYd5k0b9TEd/cca4OXVsfDrDZDDqKSYzas1JHZEq5ZZkDitAkjVjSkIx2STOjkslPkWe1s6IhNkWgzntglzsm3b6+Du5fH9yjtrljYYk9paRHM7QyLxRjdySVpLfsf7DM6vjk2a1f8Koc4b9ylMBl3pSkWT5g1xmN/WZlY3q1OEeazYigUCZ++zJa7g3Lj/bpMq+zGLpHYVTl6/Lc7gl9vcuLGre/crvo9+Rzhe2i8/r16SEUxvPbRc9tOPtGk3xSX/a9Eb4pL6PThtZB6h6ykjVU9bP8TDTaLTPEB3E/wbSQBhzATsNwCoAeQC8d2bDB2CA2onZJwahjFEQJ3HAzhEi/4QJhQAKAYgG3Nj4zhPXbEI/KUE/kaP/z634/0DjH9/4RJevZsvK91VLqk888LMHH3LsPbaFdeT8ugvf+eUvfHanLF8qdorFIq+2c7CkLD+jv8vhkqa8vPv2/RyJsSszvcfBiUq6ZyeLC30BAatvWp/31B/v9bMZ8d507VSFzce3jI3nOIqz+mUSkV0mFtnVKcqpFLHAbXE4lTGtajanprTNpVOYU6sK2+PJChNPxPdm9I2U2pkiS0/vaImgs6/KePzSilSTNTnodItlLrc0k82LSBeUNqa3dVUxA5G4h0kRi8Mj9WakjHFXVV3Oy9IPi0emMjiREEeyYsHpSGtXbXhh6eUkHi/A0AijLp16kt07Jknvato02euGWyiwZd977QvHthYZpsJBgULpzSUSDonxy18P9gTd2+rmH6FWZduC7wzxS7eRSudNW16rSmcF8wPE3e3xyM6cURxoXqWGC813Sf6UMEij0f4j0EH8f0AaiI40kHUA7gOQCaAGwAgAHYD+IQ+UPB+vbOHXa8V1CqTzmTgvZSNeu4T6zcpkXAAgBOBTcJC9YdmBYiQWrVgE4D+ykhYhYFAUvISghBBcTQjyHvvGQ/MBhLpPlDHPNq989XtP/DSeqRvZyuP6bz98bq2wa6g4BYilEsCQmz7iCPrZd77ywU3uFPVs2cXGK0qSVBMZbFZYfuT8WrJ20fHgNSv2JlWXnWc29pUsnTZrp4+d3M71+wU5lzqq2GnayVg4LJrtGip1xuIsmcWZJDVZtaMMRoynTLKxteoptdWtgN0vaMnLHOS5jLm6SIzJqM5vZW5dvZthtGpN4TCXk5cx6LG5Zf4U9QylU0+XRoJKanQyS3Tu8rLkk43L2FKJgw2KKWew/Z7esUKrxyO3X7N232zHYFlAKbMURtnu3Bmn3FpV0cOLIVzENZWv54kdbDAiKS+/d1fa7svl3gu9hRkuab+hVGeNDZy95ZyKIdIvqD2oPN/w08bGpvU5jf2Fwk2rj4u+VGke0JtF6kXnXtJd49+SQx18uonqozt+aLT/JHQQ/yukgWhJA2EBuBWJQLwbQPCKZKxeeH4hT2qXtgHIj727dHJe17yex39wKXTBhgO+GBzFUkz/eh9ZiMSCHt6X3r+FAtDk9EiiAMqPXVjOfPfw1WEAQP9/xnKShEBPCMQAcufu6qUovAdg8rtPPNYDQCnO9yy++9rf5uw7sbl2YLzo8YmZzFfW1H207varXhw93rjSMjqVFW/uKY84/XLTndc8m5WbPpScLDd3VGROFF7qmB9eXHVu+MYHX5356iO/G7PZk6v8fomUxYxYSvK6/TVlzcHRyXyRza5kbFu9W1lU0E3e3H/dVCzOCTWPZsXt7qTgxbZFfpXcEoiFCeVxKEsdbpHEF+SxlDKz3+JMzh8azx91+0Qlbq/Y7g8JvfEoj9vSVRlmsWMd0SiLqU02GcoK24LJSovJYtNw3jhwgy1DbVUvnHfR7fBIdUqZvbAsryMc9nGK81RGbsin2M/nhnLVEr/BRlzd7DiX7TFnXXHHVc8mZwqYzm/f9Gwbj00lTRuyvcrUng2WkMswNCEX3fD7m5dkCwizMnUmdaFYogxM1Ai+VpE8/cgtz7Up2EwfIRCg4P+f1EYaiOKvfv6POA9ptH9XdLGXv0IaCBNACoAoEl3n5QCOA3Ckj6fXTWRMXEKiNT61bzFEW85B+0Q5Ou7fStk+PEE2bUzBKQDbkFida9ISQCWbidMyDuwApkghJab6CFCQqBH+b6ef6D8OJISAB0D0nS8/lvWz5x6aAsCiKEwSAgGAGBK9G0EAnrqK8/kX2hbwAFYqgNnCrM6iLP1I9rnmZafml52vTEsxZLxzfmHbjcvOFF+/5Y3JpvaaxW8fumZCLPKYllSdLLQ7ldLCnH6Sox8NvXVwRyQ/sz89FiWu9UtPTHQP5xUwmHH28ESuf2n1+cDkrJ4zPpnpLC/oSHYHRCy13NwXjrAWDBv0wYWl7abe8byYWOATqeXT3J7h8phK5gjoNBMKhdxMJCJ3bP/Zdb3z8vpSWKD6uJzQPLHQPzM5neHIyxoyf3ByXenSkkvTSQrb4hFDzoTRqm8TCR0qscDNE4t8sNiSO/IyB/TdfcVpInGg3eZW9MtEzvxTg5nW6xZdCPG5gaXTFt3oKycW+1O0k2Rd4cT4eCCyRBKTmC2CMdcrB68ejbAC0ocXjYaZigGtYUxJ1czvdaUKYiclvPgUAC8KqODHh4M0EDlVT9k/8bOAqqf8n+UpQaPRPj10S/wTSAPhACgFsEVhVlwNYA0AB4CNAMpvfO3GS5sa6zJuSIeE2gnPlnPwUjsxXCHDagDYmAI7El3vE0gEJ90FG7pkHCQDSL/YVvulK1ftkQKYQT+pAgD0J8qN/tv4REuQohCk+ojosW989zIA5lwAl1y19r2NSFwgGZDIHUi+0LYoCLAk6akj5fPyL23avOLDi32jhT6XT14qEviSPT5p45qynpVqhZn96LM/nGzrrxxnsKLc8oK2JUOTBe5gWDgQCInPf3Bii9QfFEkau2qcr+y/LXSurVZ7oW3p6JnG1ZO185qDLBLhRyJci0TqTBOLXSa3WzaSpRsrSEk2BD1uxaRSYe9dVXuGl60f5yqSvNTaRSd44Qg7dOjc+maLVeMcncyxxoPicCwkoCYMWYUD4/n+1GQLCYW5M41dVTl5OV0jXIVtymxPbrM65YyTTYuI25vkU8pduy0uqc/mE2p4nNi+dod4qrW38qhWMZuTqRtzbVm0O1OvnOkGYfxUKbNcuGPNCZKrcOacfH8Ze997947xWLE0hT1r8bO3vMu5vcBrn5jW1y3KMp01Tq/ZWyiPvMWNMwIooKyfDOAAcGIFlHPJmCAEaZ8M4HQrnEb74qOD+F9aC0AEADa1bQqAjO1jcwGMAWgxlPaKMutGtG9PoIv3LvJ37dpFAZhelozRub8fP2ZEzkkTcpFY8zltqw65I5PpiwEoFlZc4u55ejsLiSVgPy49qkA/kf47JrwRAj4SF0GcTxR3Sd595OqOO3Y8pwMQAHDg/Bt1gxrVrBCAaGI6u18i8gjdXuEdGpVRsqjijMAf5JtONq1exOeGo0arZsZoVc8z2bSW9v4KLoOgyeMV82USV/+JS8s294/lXcrWj0ylqmfI9778E5bJqqVWLjyq3LTi/Ty3RxDZd3JrVCaf4czL7w50D5XFRSJX8pmWpV6zTUuEfI9m1qJJ7+gvHzHZkmfHprPcPQOFQX+IK7j3umfKQmEeKxQSzK5aeKqIyQxNZqWPsCqLW+InGhcz5DJzKosRd3gcaeIL3ZXCQFAUzdZPTN9/01MLls8/LhwzZGyZ8JO+sryOVDY7mHVVZSdrYeWFVS/tuW1WLbd0m03lQx0zKdvDIeZGq1umOdtWF1OkdzCFKk9pZfWJKgYrFEnRzvrH+/IyzAxrysqFp/Yc6Sgu+o73yEAsjrpDj1wRf2IvKQTwF0M1K5ZSgwDCcz/GAIA0JB731/PJSQNRzOWC6P7qftn/eIwbCJs0kOT/6fc0Gu3TRXenzyENRApADECFOLYlm5LHfXxfRowZcwbEAZMqwm003xjykrchoHbC1PpeBS8eZUqqr21OtRukuXK9qwlAJYCT0RAWOwxJSaocRxAAAaAEkHuudeGFxZUXPQDOA9iMAuoPADA3DS0ZgBUFVPTzeP//F4QgBYCRov4yaY8QKCgKtk/e99g3HpofjnIGzDZ1VXt/ufGbt/7Kuf2+PZuRSPjLunnrS563D11nUiZZMqZNeu091z0988ybX0tOVY/mKOXWDrnUypp1SNZI+RGzwyXlZusnkjSqWe6YIdt0y9VPUy++fR//3pueZLrcUltaqkEfCHBZx1vqjIwoj4pEeJz01PGoLmVE7fXLvS6PhM9iUGaN0ii+1FfUmam0zC/M7WbxOUE+ixUJaFXmcPdwybSI7yvqGio5XzuvsUaVZBnoHS4NTBm1heVF7S06zWRa30ipJ1k5nRyNcThWmzqUmzHi6R4qGBXw/XoOO0TJxN7w6FTm5PLyUxP9hnyOIsltHZvS7MjWGy6MT2dMM5lUJjsUDi5c3Gx7ft+6mmylmUUxBK5Ru5BTWtx2pO3ilrotK/ef7JhMKVFoRjIk4ZQfTs7qyl7bdxPz1Z/d+tEDL9z6pYPalw9G4mCPfYsyAohRFHykgeh37do1tWvXrqTyXa3SdThik3/pg81vW8LTzDhTdnn+5WkAHe/UYuvslJh37Onllw5tPBRccXIF/8j5I4MAQBpIHgAfgCQAPQAYVD0V+wxOKxqN9r/wHx/ESQPhApAA8CMxFp4HoJ/n5SVTDKooJAgNlbeV++xJds2P+5cPWNedy9M3Vh1R5ZgXnn56Rce2n+9O1VdOCEUKf39PIHqrYCTbmlc9UjfqhjlLAg0ACsAkgHMA6mxOUfnwZP5o7c7m/VQfMaKAMqCf6EkhFf3vFgb5d7Tn6W367ffuYe36Wr1o19MNTiQuYGQAap/87teP3v/oU1Ygds9Va98ZuNC2WFGQ1ZvXPTQvrk9vUWUl26YM0xmK7LRRKkVtEFodGmWS1BIBWN0Ol6i4qbOacc2G3Z5ojBUbHM/KWlF7YobNiGYeOnvFhCbJlrWs9iT6RwucqiQrt7aisd3rFQlbeyrmZWR3TuZqTcL+sTxOSXYvb9SQ4ZVJHCIWK25JSrKpBJxI++nLdQu47JC3baA8umb+aYgEbngj/CCDwnA8zkj1BSUjqiRL9qxNc0Iq9GhOXlom1WmnqLryy51MVrji5KUVxrKcbio6yRzuYSnJ6OB8o1w5frWMQzrTUidRXdw2OTadwTIH44uUHBJ79/AO5zfu3FU9PFIx2dxV27xyyX5BqtwZN9nV0YHRgumHH/1Jz0rtKdUzb3x1nLwsI/jVTHTTbyTrrows9/bPjLh/5eRkZDi4vbevH4p9/2xJVclISvdkxclJfpBPURS1M8aKXQiygkt8Sb5OmUtEOYXeqoLBgt0hTogzxpN8RcIf63Ur3O1o+5IAFS8JALgAXKLqKTdpIMUAzACSqXqq+6+PMWkg+r9VOY40EA5VT4X/xmOSqHrK8Q+eajTavz06iDeQOiS6tlP0k3qlRWnp43v5mxhgRLNHss81LWxyV1yu2Hijmmc8W3fx8rs1jPjIhRw+RVHJBSuHmgAoej4qLNQWTS+Q690z41NafYZudsIxLUxLSvXJhyYyXbnpY1kAnjTbk76sljsOAMgMBLlePi90EUA/CiiKEDBbflRVUvmDlg7gv19/+4uKEFQDaKEo/OXJ1k/YpJAqRGLooQiJMfIUFitUm6UbS2KxYlO9w8VJ2Wl9FQqZzdfUuVhUXXxBIBH5LhiMepVCZqrxB0WzVrs8I1U3LLui9oTgZy98Z2bdoqN9WalDW9JTxycmjVkd6+oOFhhms7L6xvL7Zq1q5eLKC47x6azmUIRTvnXFB/KM1KFMf0RoP9a4tG/9wtOFx8+vIpE4c3RFzemsgxeXWdiseGR1zZkwRTHKNCqTde/xrUhWWC/JJPYKDifANlk0LELi02X53WR4MnfQ7ZWKuJyIJks/6qXY7iQSEQZkUlfbh8dXZAXCSs/BAxumv/WNXwQNVtnSupIu5wdnV84uKGnRUEJz35GTV1Xl882KSV/m8F07f1/JJNT7z3VLvevkMsFE3GG3D6zuO3Zptf3GVS9/xaoaHfzRI3cZWFJGsX7j87aek4tC7tXPHw13bVtYULO/UW6vuHF1t+xgxdePMl8dR/BMizp/U6hM3m62D3p9uprB3KlTpQzBFZTV6vVCYOJTAaG5ZEDgZMSHC8RYEoojNmNhZPn58ecAXJExnOEazxmfQKLH6sN1h9fJ2yravOZkcwSAmaqngqSB6Kh6auqTQZw0kAyqnhqfu/3J+9MATAHIpOqpkbkLAxcAC4BrkOjFaqbqqd5P+xyl0b6o/mODOGkgWqqemiUNpCBzJHN+hB3xhNghrdwhNwwUDZzhe/mlOcM5yYsuLmr5nfF34wDwEO+hmqsfOsYRaJy5nbqx0Wtz4uuQGC+3A8hCYh74vmkflo/O8pqX5ARjAFZOzqS4ub5g7zuXdgruvel38d2Hr+SZ7SrD3dc/1wKAd+tDL4aOXVod+LLpxaFdqFf/uwTv/w1CkAyAj8RsACsS8+krAZiTJKZvulTtL6zThpaLhF7qxKVVFodHWlWW1zZCURzmjVv/mP67N+7ibl21r/dyV+UqNiveQ0gs44qlR/Ydu7DkaiaL+K5as9v03kdXFadrJ6yblh3IV8jtPX/ce5OmIKc/WprbNdbVX6rn8QNCdZKJSpI64kxmTH6hvc6RnTbikgo8bh7PV2x3Kl1jU9nOLav3sI+fX60IBPnmxRUX4slqo+BMR3VkZfVF8ZFzVxwTC905yQrzxKwlOacgc3DktQM3TQ5P5NpeeeyW1B6L0O6z6KtNxhy3ROwLVBU3xYNhbtKwWS4JeeRp44bCi6oko0avmfboteOKtw7eYFhSfa4pFiM7KYrZJVdOVhnMutdTpO6i145t1N257rXAufZKwclpffLi4p5Ls36W7geXUk8+e8t7uS+PoZ176ebSm69/NfxC/YmOsZR9Po7uzfjePBmn+rU7Kr52/SPG67TpU2/aR9W8fff5i9b+UfjtDzbIktPOh6/Z1q3IMuiS7u7lsPxcSzFF4u0+sW85WLiMGFLBRBuACgDvA/BmDWUFR3NHxwDwqXpqiDQQAqAWwCgAztzxDAPopOqpOACQBjIfwOwrCyC7pRG5AJqR6I1xANiORPf9fAAXqXrq95/VuUijfRH9RwZx0kB4ACJIJJjNB9ACoBjAIADBd6TyPP4D93Xs2rUrZ9mpZS0rTq3YgETroGX05V0FPxVoa1JLZy8A0Bh8WKzgwChggwNgucUBjSoJj/od7G0ObmRazILWadPYmjrnD1y9bh+jZ6ggJVM/2vuz577DO3FpDePRb35HdrppWaiyuO3MFUs+GgOQRgqp2L97ICcEUoqCixCwkfgApwDMIJE/kAJgGIljEwawDIjr1XJjo92lGl1de+R6f0jIW1Zz+oTJpqhzuiWqPce2e27Y/EeB2ZacK+QHJrXqqaDTLctZPv+st2ekUKlOmuEkiV0GmytZVpzT++GIIf3KqpIWb89QoZaAREJRNkchsxmUUrtr0qhX15S1CF99/yYWRcF/4+Y3meMzacIkqbvVH+JQZ5uWewuy+1PGDGnBcJQf9noFgZV1J7N5nPCZWIzF4PEC+hTlTNaprnkT+SkmQZLU+WrXWI43yrIU7Nn9jZIH7vkBk+2TynW66cauoTK2QDIzL+RVhU9dXrr/yzufucnlkU+L+T4Bk0F1Tc6mZS6tOsMIubhDVkGAva8jI2dp4fhEtx2SmaGKLDab2c+3VHa/1iK/YlXFxKXdfRpGn108cd/m30Sf2uA4QAqp+OPvMRbXTmWtXLhu5IM/tqZ/03is4o3nzLnIRaD2w18+3Vx/vGC+N8TMY6X2XMqKpNSdnvCcW6pMTX3fMeFRhrmr3+8v7BTI+qPsCJthUVnGxB6x1q10C+UmucGebG8BoEFiRkYLgCsA7J87dh0AllL11MG54J6GRBd8NhJj7BIkgj1/7jkykegVMwNYCuAdqp4a/izORxrti+o/KjudNBD+3E3Bdh2qVyVDiEQXbgDAGN/P5688vlL72P220/VUvTNPjLEblLxtbH74cn3fLmN9366ypzOF4tTS2QM/KX84AGBCL8SL4z4Yg1GUABhQJaEfgFGQFDmh4SEWjiGWpjXOluV1rAJQWZzbf+IXzz00zGRievn8U1NqudX80vu3n7piyUeqZ968u+aJV+5P/3cP4HPihEBDUUh0xVKYpvqIjqJgofqIHYmLKh8SpVonhHz/j5IVZnM0xna19lUfPtO8vOfHv6sXxmLs3uGJnFheZn8qnxdStPdXXhyfzegLhUVDH53d/FrfSOn+jgndEYkw4A1HeUqO0D7scAuLczMGuRdba5ksJiXgsgOHUlXG/iljel9rb5U8Go/rTFZVoKqktUck8Pnf+PCmRooixuHxLP38kuasras/KNy4/MMWHj8sZTNiHXfe8oRIJnQ6GIRK1qpnR9O1hharW/XukuLuU1SMOZycZC7P1UzeVpbi0q2qO64Qs8kls0MRdbglSW4fvzI/bZxLCHlnXl5XjsmuGW7sK1bMWLRjv3vjbvWwTTz42PtXeQ452CLDQHW+36NmvP7hFmWOp4p/rKMmMtO3LGmcM1K35eYnLlijodKH1p9llIQLYj9a7Zga70yre/QP+RlXyHjii2PZvIVXnA/dPDTxdFk80Hq1zh+NbHracGwWG7LV9vwXzyz9bTFTWbi7tdR6c1VU02izB/MJryg1z7m3auFFPy/EE5lTzCkUk0oV+AR2zaTGHWFHslPGU74OIFVqlyqVZmUtEkmbGiT+rxQACGkgZVQ9RSHRPa6YO6YdSLTSCYCFSPTCyAHwkLhw+yMdwGm0v+0/Ioh/YnWxdNJAqqqaq1jOl1eyB5p1qwDkpEyllN3z9D0ld//u7mSnzJnz5ceUOwHgZXOthjerNOYsGdxiHlTJAXDCflYRAO3D7T/ZOOWH5nfvLL6uSIYSHgt+ABcA/BHA3VMm9oZ4GHIlH1MAqvMyJ35+snFJOwD/2x9do9RrJtIIiSW/8N6t2uEjuarhyaxoZ39Zzzcee8Lz2Dcemk8I5gMAIZB81vvrM6JCYi49KAphQsAlhRQIQRIppOTb1+zOxsrvRm7c8sfq269+3uELiEybVhx0AxCb7ckTv/3hPcey9ENqo1WLVpP0sk5tPN3eWzFbXdw2tWL+ybRTl1YI3X6ZTKEwLBOCUxwK8Y873KoTMvVkyBlmZ4j5Xt+JxlWHBTz/oXCcO69/rMAmFblFTo8sKmBTLfuOX+n46NyaJI9f7Fmx4OQsixWPlOV0GDv6yt80WrRBp1uqlYg8Y+uWHVYlcaJjU2adv3Uwv4iKx69/de+tYas9eWpwMndrbfkF2b628pSzLcuPh0L8imCI3zY8kVki1hhabH5OOkc8w+4aLjT3WnlfSteNbGJxXQG92M5evfCcqKjsDVlyylC6iO0VSty6uscbZZE0acCoSzbPhinqzA+uPGa89YYnu3772ycudZ7febhWzjkTNRftv/Oa32lYBMquiVLFYnlk41UPPcQtLgnsf/CBn+vGc3VZKIpd02Vq8vZ7cHK1Fu9JrOXtP1rzTo1/INdg/ujKzgtnqobeczHis7zQxPv7s8AcU+UGs2etfDefJ3ALxPMK7DGjxrjUI/O4ZjQzZwGscMldUqvaWp42mrZ47viqAWxCYpjEQRoIc25c3AKgAMCVSPS8VMGZ5oQlfz6Ak0j0kA3Ty6nSaP87//ZBnDSQXADhucIWBADl4/vmOWVOtkfkaabqqWN3Pn9n/IU7XrA9/s3Hp8Ps8Gndd+890EAa9Ed+tt75RtlFGb96ZJifFBiwjieByY35e10QAvjDDx55wXv3NedcADJNQ4pxALcDKBydTFfokiNv2Qzyy+EAcwbAswAUALG8e3h73n03/RoCnl/x/tGrm3724MP7Ft9wdvqPe28Mx+KM2299nm/sGy0MA8CGZR/WXr/pdR4hyPhcdt6naxyJGQGYW7RDQlEwUBQcD9zyy9r3j151DiceHf7g+Fb+zVtf7QYgfPQP31uARKa/22RVq/i8gPnD01visBc/0z9WNJYkcfblVRzSjBry9g9MFPWsWfb2gncOXds2PJ7N239qo+Snf/iO6sMDX+4xjJd4fv7Ct706zfS6D05c6RgzZIp47KAwEuWMLa055U2SOcIahXEyu/hMZM3CYyqZxJbFJCFN60CFEqCuG5/KDDZ1zB/3+YWiKZPWeL69dqPHJ5sye6VnznTWvheJMX0ykZ1Ihd7m9rGs9FNHbh6vKmmucQV4weTkkVyt3O4qy2/PHxst/2hjbaPHbtPYrq5rbCwqbJ5ZVDx0sLF32esX26s6OVLnzIhRfzYt95JPm9UbfnLH+cnT/VlMRURUarbwFzsdWrnPqlQ37HhJs2LZ3kWZuU213UOleTcvOVsbjqP6iEUhk87wjMd+9Yxh3eKzA8+OBlImoyF9f2h4ev+jl20xCuFIDCm9AxVHz/5xa/iN8cBINld5dn5N15oyOy8WDzLayzM9OUaJzaU48CVHQBoM1YiTrGdm2NkSl6QTDHSAhx1yk7yD4+Z8ZW1cmjyZNZmERGvbBOBlJPJFfACK5xLcQkjMVz+AxNBJgHpi4nWoBswA2ql66t1PVpij0Wj/f/+WY+KkgaxF4oODi0T5U9dtz982/eIdLxqRKJnqBiDZtWvX2K5du+YtO7kscOrUqZ4G0vBxwZWs+r5dPRPNaZKH73ik5HJofsdrP7wxt3BtD0OkCJg7ncg3vbDSseabJzzRCMkN+citQW7cqOBjMYBuJD6guMEguywY4VmGJ3LNSpkl7d0j15w+3bQsOxxl913mN1LOY/UjALhd+4oFp5uWaU81rRC9d3JNNiKyfRSFMUKwAAB5+gf3BL/6o2fa/+I9JhLCHBSF/+8Unb9zv/EAgKr/y6pfn5a57nTjXBlWDkXBCQDoT5S+3XPsSvH2e/dMzj1cjkQXbQ2AywB4V619b/XuI1dPI3GsU9Ty2co4xRhSymzrZ8Y0BpY0Sv3gnh8ZYjHWipy0kXP7Tm2oe/+jHbN1FReGbrvqxdJ7Gp7xfe+uH81zemVTy6vPkNa+SpFU6GTJpVZpWUF3/NV9N3k2Ljk029lfXD5t0WkWzLt8QSa2lXQPVRxK143V9I/mdykkjjJlkjl2rm0xJy99wNo8lkm1Na217/pKffWwMefMFYsPrH1i9029TpsmOTPZNnj9preSIxHORbtLum5yNG08v+piKOrRQiDwWUcm9cXFwpHdXJ3t6sa+Bb7M7C744+h46+XvRpW6zqzDJ+44tvr6b61blG7V89XDJ3o6lnCLFQZtW/cmw6rVbw07LNpvZSZbLtrDVGooxvLtP7RFWFz3tnGRLk5sJm6vozl/nBGkeq1Lh77rv7RiZijnQnRwuFS4jrCYgmX7hve/s517JOe9jgbHsltnizugjklEMq5z9txQZrY1oyPUbWZzecOr2KPci0yPxM1n+BWcmMI6C0BVIsXM4BQnNywOPwOgKXkmeaUpxXR27phlITHuPV7SWVLXXdZtJXFizBzJLBzNHRUikRw6gKM/y8Wa73T8rWlnNBrtz/5tgvhclSkJEh8aGiQqrzkBzENinG34Sy98yfnS7S/NALgWQHdxVzGzp7SnceOBjUk1zTWx8wvPrw+WjoR+KkyZzl/VK1Bl21uaXq++0zyk/qDsmwfzRztSRLXzrGM9FtaibAG0Mo2/uf1YWcydJOHXzju3kcOCw+yH3DmsPkaJJWqV3NoVjrAy2norzKEwP+Bwy6mqkmbXfQ8/VSLwBRoPjm5sJQQZLzxyW+DeR36jXTb/dNWhMxu6kLjI8G1ZsXfpvpNbDUi0WAcoCp7/1b74B6enkQbCRqLs7CoAb31aXZofvz5CwKIoROfmyU/9xRS0xH1AovuVhUSrLYI/9x4tffSBh4bqn25wrlhwcmFq8rT10JkrOt1eiawkt3tLR2fp60EIl+dl9M76AuLFPh9/pDi328llhwuHp3IUmSljYzOWFLJ900tr+eAMBcNce0760IJzLcvfnF9ycZHJrmbUlV+Q5mUMMY9fWjkRjbEmIgF2hsMj1+ZkDvEpQjVvXXkw8usTC2aTg/rlnYOlsS9te4V88+ePD1UUtsndHtHQqCFr/TtP7mzz+kVpZzuLlCFPMnG6pWmZBe1OndRvmzHqPFtWHXyuubPsK+Ik6+W3919VnauZaWbCX21iuoOLCqfmX5gSjRcpHCkaXtBWlG//4b7zi7amK/p9xulS6+rlp6fPt9auytEMjXN5oQ2uoKx/1qJhjEzm1HIY/q7Sot6prllZCiWZ7h04eRMv4JEI8iufUeSXmHvGDu0wVK1pdZw8vJytyOmruaw+PVMwtd2dw7YU+ZJmol3x4PTpS3XqL1f25rdJe9xlMQnrojOCvee0gyyBfilbOxIYCpg3JTEZMzJN0B6OIzZmQx546FFPqwfNqWbCDDP3xzgxA5A4b6l6yjWXmR7DLsqsepQUlUnBP25GBInsdQNpIMlUPWX6NM47Gu3f0Rc+iM99KASRyG6OIjGtJYpEBqwQwHB+b37eWObY1Mg14cZfHFHPG3t3Qef+LfvTAHB37do1CQCcJ56pPPNm5fShVw5bAAgfmf+tnbHvvXa5/spZO4Cs2qPoeboKG3RBIcPI9inSJQjEZ2RhRaYzMjadbshMndC7zbwMiTqoBtCFRHdx+GJrxRZJIHD42OAa29e/9Jv+bz3ws9r11xzuXbXwpEW7ZCb9mvXv+INhHvsP79w1iV0kjl/3V8Oe70Qi2WcMwBkkxo+1FIVzn8H+VAC4yHPxTgWlwR//MwP5//bi4pOPIwRKioKVEAgB8LSqGf+MOSXw8brZcxcDqQC27vraD8/vevpHPgArAbiripsXZOpGZ232JMaMNWXm2g1vSM63LossX3C6/ce//f6GqpLLApnUFP/GTU8L9xzfwnz47kc/+OMHN948NJEbXll9rECTbGonTErvDwhdXFbIyuNG2dPmFHeS1K4405ZmkXCTNHKZvVenmeVfmJSxKtT+eHVpE8PnFqXEGazY8+9+uWv7plc0LFawnE8441KJRSeR2wY9ttRQ/2jO6rz0geEMvfGFC6Oaq9+9OH/k3qXtjIOnrrBv3Pz8euNsenFXe51LqxoaOtG65NyGhc35ZQVdJrtLzrda5VVLahsvAjj5/pFN3zPbVf4U4eywWGlcX1Pe83SEitzS11lzgs8PeM1BUqpSOWMOU+agJRLPmLRIpiq0oaG1tx+bXrXht0v4M6r2r/3wW0Ur8if7fj+M5Ok/PBo4L32V8dtNpPrFS/lsp2Iw6Ws8/q8cNc1Vz45ig3A6K/xWb1pQluT3aHObtCY7M9c+WTLDzuto9Hsxnx/mi4KMYIgSUjH9uL4xwo6MG/XGViQC+eytGbji5XGcBhDL786/v3jh+PT7nlAPVU81/7POMxrtP8kXOojPtb7zAdiQCN5tSHS3mgFway/Uyi7VXTIVdxbvzBrL6ti/df/5bXs3F3cX9HPXHFtzaTp1urqivcKGRLc76vt2mVBATaGfCH47hOqjJiDv57fOrFk6lbLmwWP2KR+KRvrLapW8aUtutn2Kw6PYsRiyLHalXaOyLgAwDeAUgFQAZ5HoBXC7jOIwgxntEqsCs3aXbIVc6nSPT6d3rbz1eBWbFZ0dHM9XYK4YylxA0gLQzz3PBBIlSUcoCv2EQEhR8H3K+/W7AL4D4D6qnnr109zWf8fdLEmTiDxWFFD+T66Khn7CBSBGAWX9RGu+BoARiQIkOgBJN2z6oy9J6hh9+vX7In/40R1VJy4tPzIvvzvn9QM3SNK04wuvXLV3/+/fvvuKnLQB7pYV+8a1aqP3J88+XPr1m57I5nL9YWWSlWO1q6Men0jcM1wyvXrhUXFm6phayPd1TptSSpv65zE2rfiw6aV9Owvyky3Hp816vlpuLFTJbZc0ypnC7s7SwBPvfGP4hs1vyLdtfCG58fIaGZcdTi3MHrA5/HzXkTMbiwryGy9xuMEMiSA8DLY/2jRQwK7QT29KFbrsurTp/e1DhRlJAn/UYk+ekPFtlcqMoUsPvXVV+WoesVeWdxTE2KSNyaCEPTNyjXmyTKlOGYiGnapw72Sht6qoRTI6lfeuXjN5XUbquK04v01wZiC3P4XNGuUzg9tfubh4VMlil4v4g+cZSs/VwyOVL1+76P2Wtt5VSdX5/ZzeKUGhjDJNDLRuLDzI9LJd9vzOrRtfWhaWjT7PtqTccMGoTQ/N6mY86U3c/tisttKjMh4XWcIAcmVmWY9H6FnAjDMjvBDvgFvpJhnDGTaT1tQZEAYYyTPJRaYU08u7du3SfLD1g6Qr917ZXU/Vx//Hk4FGo/1/fSET2+ZKpQIAE3MBG4AUwINIlO/MAjBwqe5SAIDDJXVd3L91fxMAzp6t+2tYERaJ/uqZzL6b9jJ27dplRaLlbL/v5quu/8N73M17n6++arsOl/dOo184lDE+ej5bCED2pgEXigo7rdIMm9jYq3UASGMyodGorCEAlwAc9fp4ZUjMfR0lhdSZO77/B4w6MvLO9C5f+PPnv1X97uFr7K/tu4HTM1R4xfGXVg9dfreaAoBFFWdvJgS1SCTfdQCoQ6JUqxaJXoYlhCBv7r1+2p4H8DuE8K3iHcWrP4Pt/Vk/4ew5eqXs27/4WeLnT66PXUCFUEBZgUQLfO775bnvvUgsGet5/cBN3N98/+sjAAJ3/vD5UadHwXH7RLl3X/c7m9WhbuwZLha09lZd6h4sC5xuWaocMWSu0icbLgfD/EtUjM1BnGXM0Y3AYlNKr1n/ntPq1AQ+bKvs7BwqlUwaM/v4BMaO7toz1tm8HgaJr49GWakWe/KE3alYFIlxvYsXX5hZu/jgkryMAcvgYE320Fi22mjVnjNFAzM9AyWL79zx/KBEGMiNxFjh7v7ynN/v3b5KJ+sqttnVQ+N2rfaDmXhhyCWa1+Pk2KJ2pqhrpHRqoGf+VfesPGMoqexad7x11SEhfLoksS0zR+4KLq85oU7VDbb74kxcuWr3vLTUIUaGauBLadqJnrL8TuH+Y9sYWjbngtGquTJZa7EVpE0IF+jbXQUFptjl81f96s4dLwXGW1KXsDlh2YW+3OU5wuikKViVn3PtcwNVhyX7XW7pRJ0gql4jx5daW/NESsLWclTGcK56VrQhia+mJF7xL8pQzJhN95EoEXNHF3mjzCgrxAlpuH5ukkPqyIuyogxugGsypZgaAWx/56p3vu6/8DB/165dqZ/p+UWj/Zv5wrXESQPRLjy/UH9x0UUbgBASLfF8AO1ILNCwAX9eCpQAGFp6einPLXFr7r2znbr9Mmx5fXnlY9ljlyOciHvXrl3zVj1wDIsfP9t0w0ukqCGaM/zqvsySH/3i6DASFwbhB+/aLKj55sH1O/Nilya8uEriFJtmRJ4FxTIEzzSqBpYusASsQVQqeWDbXJJ+n1d0Ztqsky6saOpEATWJfnJ1OMxSXXf9m9Y337hWu+/kFkMwzJstye3OrtjW2UNRaCcEywF0AliBxMXJx+P6R+beOkVRaPmbO+iTLdf/g63PkWynF482WRjWwE9j9/xfn+/TRgi0SGREy5EoJKL70vYXgy+9f1uoMLs3XpjVJ37/6FXB9NRRfSAo4Jttmn6x0CX1+KQ9LGYkOxpjG6k+YjXM6q574uX7uYurzw+uWngkQyrynT7VWPd0cW7f8N7jV74b4lm2rijo45xvW3pi4/JDyftObORd6lwgTtNOE6tDztWJp7nfue/n3iPn1o6qFeak9v6SgiSJPT5lSg90BBz984SczXz15Nl4nMlanD2e+n57IYfLiCXdtfhUy0tDOm5+TMNTKsd0M7Nl5q2rDg5c7iqvNNvUjVn6kcwTjStCO1a9t6JvvHCIy7UptSrvUHrqzEBbX8HVCplZGI9wuBq18WyfWZ4u4zAkXQNlA/Ny+l3tBpVoaeGw9ujJNUK1flDKIqIT4NlVvJjkQpJqUr97/01Zs7aUVq+81SRgMBdfk37eetqvn5emnBlvCU1x76oOjo92Z+rfGy6cmnSI6hbn9IbGZb3iOhEfPx8ODa1WiWRx4jG+bowN+uPIgT1jYGXBePTsuGCn3CY2SnySuNqsHhJ5RL7c0dzj7171rsQpd3pDvJCDzkSn0f5vvlAt8bliLXdcXHRRjUQSGxOJbuePkEh8kiGRje4E0P7dn36XA6BC4pbYr9x7peCxP+YWFvQU3DhYONh9XV4EO3urqwHoHuyL9DWQhqRt714VDLi5d5YTsRbAvJIfFEvNw4prr6y0K1OTYs5gDGIdDzKxyqMvlsEMYKywzFLj8QocdovOaLaxFFKx+4xfNDPPMqUq+uC9LVfffd3v1t7x/WcHf/fWXaL3e67e9/x7d55s7Kxl3PTtN2bKC7re3L5mdzohWPPbH9ydAvHECiTGDo8gEZDcClgdSBTCkNovybV/cyf9EwI4AOybgaVpltcdjTEkogdFN/8znvNTxppbRY1ConjP6Rd/cnsLAHPfSFHX+0evOg/AtffpK6fzMgZHAQx4fFI8cMvjmdtW7xbduPmVPFJIlb/x4XXRb3/55yUd/SVrRiazuK29864pyO7fd+T82sHqkpaNOUk+1rRFF/3yNS/FYnGSmp4yWnbLlS8XaFWzo6W53RNrV33k/cM7N+c1dtcU8HnBycU1p7rS0vqkyiTbyVvmDyQvWnB02OlQabIzen1JMptxYUm7dU3GhPt0+/JgfjQdw5OFJgWbeOeXXXQACKenTEh1yRMrYi4GMzv7WHTKJTOcb196yGpPM8UpknTy0sIddqfCJ+BFwt6QpDEc4dbBlzrjdii4PTPaAanYsSZX5U6asaREnSHJOGWS9xVk9C2dHC3NIYx42uCUnvGzpx90NAXMudkc2ZpRh6jznbYtCkLxjYdOLpwVJ4W7FByMXuSYJ0n+Qc/CFF/PoEUX7GxZc+GuAwsMyRYFyxmA6nRv6ZKfp8g3ZhvSefN9xRXnegvMkQhv1iVzDUQ4kf6uoi4NiZOkp+99WpbMZMoeGK0pe/iRh8VzS5mSjw/iXy+DSqPR/v++EEGcNBABaSBXIVGbPAagf+77xyuELZ67rQUwgEQRCcaj33uUKbfIaw5sPrDxR9//EalqrQInwtnD8/OqG8d4umduG7ncWt5KGmsbVQA0TQxXxVvf3eqLhZmHAEzsWRMKq3Nsw8efXDOUa1OPcQjqvFbRLIuLmXCEMQ0AKj6enLmcasnTT/WqFdFL33/i0UmNTzS4tOrs++s3H26qKrqcvmHZYb583r4jz/1+wUomMyr7xbe+c+Zn3/x28rsGrJ41a1ybVuzzfvXHv3sPPLdn+5r3pHPv5wiAEYLIPABVAC7nbxjQEJJY7/zv2n9zSWB/x/7eAeCGEl1QEhVEw0qTUph7Y674793uZ2lufFxPUbBRFKYoCnEUUOHFVWfJU9+790okLva4K2892ZupG1dQFLxrFx22Xu6qyS3J7WEtqrwgpfqIIydt2LPxrgNH0jWTvkNnNp95ff+NE6/vu6E8Wz+UniS1BidmMmYqi1pYY9P6ykiUzawpafVWll94pm75a5zzrYvHp80pklW1pydWzT85OzKZtRxR1hqHRxEmqRcXtTiDzItdC2NX1lwKvt6amxVhBIq43hQn+P64kO/elpE6mr2m7mgVTxwoMpmTtz17qkbMZgeSojFm9XhAQWUno/Oj/Rvjy2pO3MFmxfxJEttUUVELsyi/VT1l1LqjEVbemYtLR0cn05fz+H7eV7a/znvnQl2TRGKvNVlUuhXVx/NUemPGpDHNYrJq3+0a19WMDlYUXnnV07GtReOZF8zs8w9f+3LFwiWneAqnKilXqhMV2lasDbs0BQfeuIe/YOC2iaGQO4XLM+ZfobHmP1RkW6JhLJhQU6rYN/NYiv19GVwB5ms6Pa68TErzkCgaDomdYs20arqspKvE40xyigDYVr5xzYRrUNvDjrKtSEw94/zpONZTU5/PGUSjfTH9y3enkwaiAiCoulyV3VLTwkGiBT4GgLvg0oLsxtrGE0jUZBYgEbzNALYhMZ68HsB7+X35lQN5A4Kr9lx1VGVRJe3dujfOiDNsU89NOYI9RH/wufmaTbe0sjn86FT3oSJJyRW9M2efXbxOnWueyVo0XMLmxj8AcHXAyUrxc6PZCj7G+0dz2ZxYQKHQTldwwfwhTxQtAXB0aCKbK4s6JHEpw/d6a77O6uO5b02aDOctHzIfPrs2cqA3gzx91x9cS286WcRhRfuPX1ot2VS+d+mB9q2vb1y+r+zDUxtVAHMEie70kbn3JkQiS10MwEpRcH2K+1uPxHi8D8BPALiSp5Xu9ImsE40fNT7+aW33n+kTSW96JKanfbxGu52i4CMESgBZxTldIi4nPNyyuzowasiQZa8d495741PFv374/iMX2hdslokcwqKcwd5F15+jbtv+7PX5mQOTnYPzvH94+27OK4/dqCvK6VUcvbCmh8WMD4uFXnFu+lAmqHjq+RH9ZC4/wPtwQjFy47LLJZdH0kJCCNJbDdq8/KLz3VlELjN5+EWhgLyjWDcl3dc0350sdcj2HPjye7ff+AuPSOgqGLEn6UrlQSaTGeX/8Uzd+asqLm4bninrDzF9DBbX60zmMpPlEqtQpbCk2O1KWyDCUquSHON+Fz8gU3p8dqe4MhLjTvl8Qk66djISjbGoSUdSIFXm7R2zi4qoOJvnd2hZBYVnqY7eSumLb39r9Iff/prp7rvf5Bx7eX34xQO3FbhDItZ5o92fmhzxL1I5fcPKbj1rfGVkiDnpvW31R6zOoH/6g5YCAXNoaaZb4OwukvhVeWl90qg4eOqpDnVyeTS5xELaPClaf7hncF6wxB4Z6C3tdd33m/tOHdh0QLbtg22meqre/PmdKTTaF9+/dEt8LqDkAEhtqWnhI9HSPnHVe1d5Nuzf4AxxQuNIZITbkUj4mkXiQ3tKaVYKU6dSWwQESwcKB8bAhGr31bvLf3/379dxgpzSad00XviQrOYxMfXbVlHMTEVnPmzYILVPyCUAKrpXnpMoMi3X7DfHh4c9EBqtqnSHJ2mK6RQNjkzqBeCPOaVKz4He4cqzFIuhMQ0r7EMT6VcMulD91Ov3bmg2hZQ353dpHyjr6Aj72cYtL69mffkHz/fdfe0fUg+fXbOcyYhJTzauKAPgbW6f/3sgtuNCS52OAEKKQhOASxSFHgDdFIX3AHApCiN/K4ATAhEhkP69re+5/c2eu7kHiYugryOGjrQM96hVaY0n3508/xNJhf+yPtEqN1B9JDpXCc5A9RH/zx/8ds0j9z+c/egDD6F7qPTEjnXvagB4svTjM2PH0iU2p9zBmxcQ1ZU39v7q5W9P7jm2JX3HundEZQXd51ffdvqNjUsPz7zy7CImlxNpZbMwIxO7WSq5pXxiJl3V3FOm7Roqtmp5DE6jWVOUnT45/6OWBdajH93RyuRZ04US8+jUSI1xximzaPmM0+91ZIpDAZZk06JTpky1s+fNx29ii6OslSGXrmvy4tppk0XTce7gst0xa4G1rX3x0Ialh6LHT+x8rTLNmLxi/ulJtdyUfbpx5TuZ+vEP+AKXP0lqZ/UYigaiJCoanMhVWhzJXqXCAsICc3CiyCDlRX2BMC89Q+rW7Tlwx1QwxBnjULxCtcybfuf232sHuxdzvn3fk8Hf7N6ZYfRKwxamVXjPpsagwMe3Pf/B13sZE0tJZskxnkDoPHTfs1/J1HikiseWTSxaWzahDpa+Y2eKnX2VKd5Ua9y0eJ2UTf3q+sPvLTuy7Xc1ztSurDO37u5QCC3XvHtNNzvKDm/7YFtfPVVvnvsf/7N+koR+Ivx8zhwa7YvnX64lThqIEokpYzoA6Ui0rCVITLfqAGDOHM1UFfcU5xh0hkhHRYcWiRZrGIBk4Uz6gkjxxGCzAz0CJhZvToHgwnl9syHNwAdgVRqVKx1Kx76qlirtvIiUXCEQzZ6ZYstHqWB07xv7eIaOVOeL1345VN+3K884I7LNzvKr9MWW6bCPdWOKIsoE4Hvnw+1vbVi2/5b3z68+uHXZIY2Uh2YAVxqtcvnvfnrPW/rqSeXlGQb/6ftf7Z5/TVPp9lV7Or3jguTHD31rJhpjZz1wyy99KxecUB06t8HcNVjGW5B6wfr03q/l5+YNT/oDotYRQ87NALo0yukqh1XxWgg8KwABRcEG4E/Ja//sNcdJAylAopcjBYm8Al/yVHK9SWfqWTiUl6npzJe4JL7RpeeXvlZP1X+q09z+6RJV4JS/eOHB9G//8hdtVB/R4ONzq4CyvP6LG0pu/PbrLgDe7Wvfrb1h05vUPQ3PGDav2LvyuR9/JXSxvVLH5cRmpGIPt3ugKDrNMUSL+ILZ59/+Clm39NDKstILltZJlZ3rTxnVlx7bcL55uX+BxslRpXelmlyKacRJMCVlvOvJo4vmXZtv5WqlXps7zNS6Lfqc7MyembNn10pXLz/hmRxOs7aMV0kMkWBfldqlyUkfkbe2ViEta5L3/Ht3GH/zva+J+0cLutrbylOu3/Y63+zS6JweGXvWrBJVlTYrJRy/oXuiOCUapkLlxd2cCGLhN/dvnSrPm2K4faLkdO1ki8UtKoqERN0KmaNIIvC+3jNScI0zHJ61jhaTa696Ozjg4KnEIb4sSjiBVqNMb+rLvUQEfp7Fnmpzq7uF2wumcnePCeIH28vbV+Z3yncs6bn47KkFtQVp46gI5aUNRgw9M0HzzIlX3hrVbfmlRpZzwdYWsbW6I5Df8dwdA7ppnW8X6lMoCnTXOY32f/Qv0xInDURCGogEwPVIBPC1SEzV0iBRsawLiXHwrLGssZkDmw9Ie4t7+5AI3hZEkZc9mM1vTDLwmh1QAPiyP4axtw3YK/QJ/UhU+yqyaqzDuknd/LaKtjHZ+fLQw3V79W4SiSjv35d+0gz3Gdk0b9euXXjPgNyXG4uWjastpjiFDGGMxQDwTpsdTddsfH/brFUvvnLFIY7XIyttPpl+B4CL/hHx0epNrSwpx4OkygtDPYPF7u9/5afHonF255G+NfEff/374lu+8nVussLEfvvwzqmX3r/NPMWYcZ13ZLD06TO2Het3u0YMOVokEtk8Wyv27RPBU4xEK9xGCBSEIJUU/qksapCQf+qUM8lcbespqp5yAOBGedHnAXxYyOFfENYOMZeeX3o75hYu+YJJQQFl+tbtv5ymKERQQBlQQIVIIcUDgDcOXKcEUDJyJEv2/pEdDiqOfuM5LfO5d+/6jajS8/7C8tbfHj633v7B0S0nHR7FZHHW0HCKyrg2VTNLBfjGLqV60p2SNhgMy4Y3zvatEKbyw5v7ZjXS1wYko/0D5akpXE6zwy3cflNWqMBmSq4wmfSlfI4/T8x3cBETeSRyN+XzC1UZuQbZ+iUHi9cVDisGJgoGHG75sCcmlHrdvPjPvvUNz4mmlR1L51/KkKhdFf6wUC8RuwdytYPG6tLWLonQN/nhhY3tbx+58p2a8nb+tElt4jJDsYKMKaFKPlOYxLc6s9MG8oM26WSSxM0RyWat+1rybkxP7UiJB5XqiDCYuuejDZxMqV+Rnz3R+9Sbd8Y7OmsvL6gemnfOonAr5RHxYNcq7Yn2RW0NC2bOfLl0wtM6UeJu783foas4csjtSZI/Mx50PtWdFeg9tcbjXfxLxo0MeWCkVc97rAw1APqen36O7EK96H8K4IRAQAj4pIGw0U8E6Cc89BM9+gnrszxZaLQvin+ZII5EkM0C0IzEMpRxAIVIBHAvEq1zLVVPdX/nse9o2SF2Su2lWikStcrlYOHCeMa4Jc6PN6mN6g/v+MMdTyNRvpQzmjXqXR6VLQdQBGBqImuiucaQWXv7r/aGqo6sdO74xZ7Ur2TjjK8xV7UoCdWRK5kpqcdrm28vGzm0Wi6Qxilwz9iZptkZ+XUVckgAiGUS9x8tpgxtJCwMVK+YGDjbspCZtWBiKjs6EnaIZ2QVoXLz/J3N7NNmqqzZKCkcqnjK85Nnv1vR1Ly666FLSvNr+24ZePBLv+SONV3bdfHMtd6hibzLP/z1j6eRaAVbAUiePXq31QbVKQBRQpADgE/1Ecbc+wJFwUJRCP0Tj8EsAFD1VGTuZ4lNaQsAAOfgwun0C5XDzaXNfAClDaQht4E0/CudP/+9fpJ4jX/O2ifAn5P95rredVKJQwngWNaa0TGqj0xetW6PEoDr7cd35t9z3W+zj11Y5clMHY1TFKPy1m2vOPJ5Iv8fDm8cuXHLqxaOyLz1YneFI9kktXT7A0q/6iK/ZTTraF1J13ilSFicrp7NbppQXyONyaHR9Q8srWqTBMMcn4DB5iapTQynU5Jfnt+ZnqadHPVHvJzDr638wfS4Tn7XNc/J3v9gm8hgU74Z5LtVsyHKumbh0ZpRQwoRC1wyo13TPmXU6jwRMcvmVBaMTmf3e/1C7eLKM1d1TMsMXirMP9u05qP0lNGsUUPOpbysQbnbI8m3xXgpTEYknwemYF3piICf5LL1DZYGclOGvLXzz2stNhl79+WS4gdufTx98+o9KjHXmzJrSdU1RyfDQau2qaZ2v3KPQVQ5v+YE/9Yiw5qonzc1cfdZU4qpsH/SntSFsTXNWQUi9TJGUWFQOyB5YbXq8D13NrcA0FAU3BQFNyHQEIK/CMwLyy/m3P57RR4SF+ZSRxhaAJq5Y6dEP0lG/5+GfGg0Gv5FutNJA2EiUa+bAJhCYooQF4lgFQGQozaqwwFewOuReUSFFF9ptghENrVtFoluXzsSFyRyALHC3kLfVMrUDXK7fHAia2I6ZzAnYtAb5oX4IT+Ac7mDufOypFHd4fvG3mso3OUDoKyn6g33bVuWt+yeM3Weh285dOurr3AAFPeP5NUyVYPjuRLkASgHcBSJ+eMGAPJBN6J5EkQAzLYNpt52wOz66VahUDaoNBlf/9nuzNd+flPHk69/Vf7h8wsZdnm+ZtSQVRiJ8RopCscJ+dP6yREkqru1L6o4m3uudclFQrARiUx7NQARRf1pvvh/vw8JuP/kgA6y7ZZias8rPR+PW74m0a8ceW2JxGASND039Vwj+omqoXCXtZ6q//xPov9J/1y3eQH1p6pgpIGoqHrKQgh0FIUpQkCoPqJEAWVpIA3q+r5dVgCU/r6fVj2xscXx4M9/ETnz+sLFaRrTwP6TGz1b7jngqP9qfd6jHy5L37H51XncrDMOqWoMoqio7OyxW1t/esuz89XCaJM7RnFmhhZWza+4yOnqXOBK141a+VznShIWxKbtunGp0OWyWZTi7Kwx1juHr3HotJM5UpntuJDnZqUonKxmg9Lnni6H2yo0Vla1SFJl00tiTPZQz0ihp2be+WuOnt3QrVUaY1na4ZQZRyoVjzNtkSgjLUs3OhkMctO8QUmISagZClQqk+uZ1SS55Ea7cjhJ4FsTCzPcQ7OZYT4rpGLwgtPjE/lunsghLcgc4jaPpNlMISYnK6vDOHBhM7IyJlhHe4qOzM8b4tpmcqtCqrb4aOvmojH1mUumzrX+DTVNxSLEbJ19q05TSQML6tKHIsVVra9/+c2V260RcmZeuJjRvv/7H84dDz2AmQd//ovSX774YPvfOHZ6UkhFzr9RF1x0/QXxJ4eOCEE+RWHg47K8n8apQ6N9EXxmLSnSQAhpIKK523+RzELVUzEk1hJmIzH3m49Epvm1AHIBqFxSV1ZAEOACMMUlgSqb2mZAIqlNPPeYSOZIphBASV9RX4mn9cHDKcaUcQBTw3nDbAbFcOb35Q8DYAy+Pngg8/11bQC89VR9oJ6qNzSQBp7ig5VTxcO5o1d8/2D+4KnceQDGQuIh20x/sXBgNPcIgNZj/eKi4/1pXiT2nS1PAu7+E+sHLHZFb0Xe9CM/WOxFWYVp9Go9Yjdf+ceWw+fW5uQVH8n/+tcaqAH5adeue390+PwbdT2d+8oEc+81G0A1ACYHQTGLFXUTAiYS88TjSLSOe4C/OVVM+n84NhzSQKSkgfxpGhkh4MBczP/EMTK89ct7izQa78SDD59x3552e/bt31yejsRwx78y9scBnBCkAAAMCz218y6JAfjQT/QUBQoFlAUAmlDjQwEVRwFF7fnOzx2Xu2p4L/7kdvYvuoTjZ5vrsk453dfd+BKpG6n4Se6mr91gFNa84n/VPsHJsS7Nq5ByzmjGSmeGZ9OGHjuwWcQ25xWw+E7D8HgmOsd12llrUvnoSBHD4OVPI05lxAVWrcmdMhGNs6yry445yoqaJiQCW+GhYxsW9w4U+ZRBQcYVSw/olGrz4sHBvOVmu9raZRbPFmT2ZxtNKc6c3JZodellJuFQ4+mpExEe15chk9hnvX5Jikjki7g84pheO6lo6a2MUhF+qjMIscPNLx6aSmMo1bYQX2oipy+u7FSLXZQmdSiYkd3mGhgsD2Sp7KKlBW1BY9e6EoczyTfrkJQsyOvaMDaee3NFybnkbEUgsrqs69JqlAYLBcLaUxPKuDT/8ExQe2RRYbKLf7JtfdTdk5x+S/bsz5+5brd5Uf4gtzinh41+oj/19HKCAir2ev63HHMBHQDQQBpUfzpi/YSLfiJDAWWg+girruIiRfWRj3+nB4CM1DEjIeA0vj1f8l+OeOLCjUb7j/CZBHHSQNIALABwHWkgC06uSCxcQhrI1aSBbCQNZCWA5UgsGuJCYs731wAcA9ALwBzih9qjnKhQPaPWjJk4XABmgU9ApY2nqQA4qXrK7Ehy8JBoyV/Cyvqci7UXVemj6QuVRmVJQBA4M1A40AvAX3tF7S0ak6aPvI1i0kCKU+5KWaAtnpa539xVWLBi6FJynmUib/nQzN6T2sXFMko1Tzepys8a2u4OInd1gYe7qmAyD4ngFe0dzQhuXnm46qX3by2baNanHTq9Tt15sbjOHsbI+bFkzVVrP3C63SnWa3/3bipa73YL+L6yRddfKJ/3w2+mIzHv3Tv3nnskcK05fXlFFMCvauddXItEQt9yAKs3r9h/KxKBHYTgT8H1YxQF89zv/q5iGXMXVDKqnnJR9ZSHNBB9A2mQAog8XBom6CdcaieAfpK2//i3f2J2Fc+446KVLxx5Uf3Cr0611FP1s3/P9j6xXQZpIDzSQHL+kb//b/UT7VwC2ydNfeI+EwAkvXtAWf+1BgVFwfFxgiAh0JMGQsrvP1Y0lyHNrU51On/24EOj33vip9M3qJXUkuoLLR8OpB5gEcReG5AfCPGsN6nsBdE1opTxQx3u3W/a7P4vf+fhjcbxtKRqKZXSN6k1hnyyZB5hpKanDvs7R7NdE1MaS9dQoSsQYhkZLkWSHEapYVaXqU+fFNpmUnkkLnx985rj5yQyw6Q02eX62ZObu/aduOrDrPLTbfsuXjEuiiorkkVmr1TkPcmMShtHh7KVLEIVNndWOTw2yXkCkp+hHdH0DudHU5Sz2vHpjPDqpXvjPJ5b4HLowhyh169KsoSHxvNn+Ux4Vi49lisQW1il6dMxtzknqlQb7MNutstoqPQVpk/03r59d3Fa0QVrQYq1YmH5xSjFDEaPNdeknxpMU86SqexlK98KIs5tq0gPstiG9YM9fpMSHG//yZByaXBgy6LtQjGVpbZf7jlQUg2AnVk7IkI/WT+7FbOfqIlfibkhojlhJP4vEgoo118UMeonJWPHsnT33fhk2vyyy2PoJyVz9+vRTwg+Me+cRvt391m1xD1IlEbNALDmqvOoQaL4hhOJ8e8hJGqPf9wtvgDAb6l6qgPAFUjMW74JQJY5xXyT0COMAkj2C/11kxmTAgBTpIFkOOXOq5CYYpYEoPureYgYU4wmu9xuQWJ6WgSAvLG28fD7V75fDWB0/aH1yBjPsN+97QXh4wMImUeU6eeer+NEoszMslyOKegW7J/u0poAHAMD+wC4fE6Oc8TE0h+9sJIIFeP5Bh8cX7/5Kc/Dbz9id2d+JP/5hGLmzsvI5Nc+O/7s27ct2/3+PcK71h4/eua1Rdrfv3X3GbayfwMsBRIAxus2vpEJoA+A3IrkC0gkjb1vdchH2KyQF4kPpMkDpzaHACjmWuMfr3v+X+0i5v/t9DLJNyUZu3bt8lP11J/m6lL1lGHZ105yvvmlX1Y9cv8Phh87tPRqAKy79larN3791XlvGG/kPfW1+3dvvHU/DwAL/WT+/2Zbn0QaCJMBPJzEwd0AuKSByP7e5/hvFVCzAP66a5+LRPlaUBRiAGB3yac23HkoETQSLXEDRcHwy3ngj5c9wdcumZGggArd8YPndOEY0npX36D73oBzJ3kbkYHMt/wvj8NWJHDXO7y89u6xAsbaJOHq1cv6ri8Ki7LcJrkhxvaHVld0uHJ0E+mhMDekkdqMGUlB9eqy1tQVi5vkgpi4SiV1KbSqGUZqzozywOXadptXRQSaKdaZNt3W3JQ+UpgzekfP4DxnhpifvPyKH61ME0aS5xdcqm3tqToqVoR6ww5uasjOJb6wuD+KuKc4ZwB6/fRCo1vS0jxQHghHeD4vIziUljIpsjmUfKnQy8vQD+hDbol0xpY8xOJYhTO2ZL9M7LRd6K5x3PfiTiWfFZSyGHHoRJFus4fF58hmhL3TamPL4a8NN3bO71MKQ0lSmaOgMmcoNuVQTqZzJKZIjMFdzMwx+Ez5yQK2TSvkMtpumd9fvTFJvq9i2WE8OcP4+oPn1RJSSE0ByE+vNngAnACQDAA7XySFACL1fbu4f2qZF1AUgOS5gPynam6PfeOh+SigDG6j2NtQuGviqYcfsDcU7tIB4KKfZKOAMpBCSgcgDf0k5Z9yTtFo/+I+szFx0kBYSJRFZSMRaPlIBKwgEh+y66/Swb57ClYSIvP1s/rLkxmTQiSuyKeQCPYGABsRwwiYkAGY3anH8EUbiib9mEAi+S0PiSAXBNCYYkhZNqOfGUGiypsUiS7qCADeW/ysimcO60zfuHokx/HyakPprWeTLlqISuGQH9tySxdv1JDNLc3rmfe9dzcxNi0/4K5TwQ9go9fGyhQponsA8Pd9cEVqeV7X+bcMmUk//t6HTQ3f+UpNV/uqkfV33V55pQ4dXCZsVVc1hS6+tUjIYUfMW7/y/mqx2CV58+CNnfE4y7iy9lgsGmNmnLm8YgaAA4lWyFd5XO9sMCQ6gkSuwN65998HIEhR8P8P+1gPIAx3Chu9O5JQ+5TpkwF67jFZACJzazcz5Da5zvZr2+RfPFE/kZNCSkj1Efuhs2uXVRc3q1/bd0NeVvGpy66Z0rK1BUdm43GmNWWb8f0G0iCb0c7En5151o2/g+gnZIeQie3mEL4JwE3VU96/+Uf/G/0kBQXUzN96GGkg2UjsbwdVT1FzJX0LqZ2wkLcx+/Vc5B42IlYsRWTfNNZHKRgBcOsU8KYHc1g2yqddq/Np9XEW70TXIh7lYxecSn//7Qcu35JZvbGTF/RyHKHcy1mWwSr9grwhNYcb5brcmtauwRJXSWHjqosXF3fkl7XL8tTmNJnI1TU6nd7l8ioqCnNadScvzB/NzTcao04+a5Bn8i5VEDeTEY+/dXhnWk1ec2+EwYo4grHayrRxsZjri73UXtW9RO2u7Rgsic8rbZWPWZJa05K885UKS3vvYLFOKbQxS0t6CEXFHGazplatNo5c6C7V5WWMKGwWzfCUKdfEE9i1xVlDvS+2ay3Zkdw1MzaJqTBzQpOkmrSfubhUMBIPNstjqCzNMQRGnCBiPovtM+Za20YKbPfd++3O225onbfrrl82uYVmYW1Bbxo3Inbtaa0I//rNu97oe/lq6dELK0XXb3o38M6hHTKNcrZ8ac25gz47PxjycdPkeqcHgAcF1AAhUADgr8Rx79sf7pQrs2w5+QcxNPhNyiyCh+uhxPYG0sC64+0/pKWWzaS+e//Vhh1PvrcEQFvLO5VJVde0WpEYnmoDMI6Cf9J5RaP9i/pcEtvmgo0IiW5kE4BSJAI7B4lkrjIkAjEbiWpbSgBukVMUjpO43i/1uwCoylrL2jorO68A8M7c361BYs74PCRa9syv5kD622FkALBQ9dQp0kD0Gz7cIDu48eDwcjXy1AM36N7+yutNi+9dlLH4jvOT0c70Vb/iTLz1uLXiKhtj1dS1qw+1d3F6lmXGlUtrM61hJLrRAwBazg2lFl9qX3jxtrVH1FNGZOUkh7p6LNzsC5d3vnOgO5vLtpb4h89l5+247/eRseH5s29+eL1wRfaxgpNCQzdG1wrhTQ0DWAfgCSQuPtwQTVXBq+MgMYyQicTSprnb1rwn2nP06hEAkxSFj7PH/7t9qwRwBcLCOPo3mVD2di4SC6tMYhdlwS6iRKJH5DxV/98f/LnV0gzrFh+++dmGO4dONC1ZVJHflpksm5JqtZ49ew+sW9QzXbrnjQO32C3Ebv/ZU8v4t2aid64FlfA3FmKZ60a/DRfv34+FT04AMFL1fxq7/ov576SB6D+5rjlpIDyqngo6OklaUhk1+V+f/b9sq2TupguJ5EchEkM3TADJ1+jhe8cAFRJJhG4AwgIxbP12/kZ1ME1Umj3gLJPhgyf6GfNXaOKW3BhP98cj6+dduajffwWZd7ik4viKg32KIF86Yehu3lG+o2rQ74ki023lpkeTbP4yqff/sffW4W1d2dr42mKWxbIsM0lmDjgOOJw03CRNU0iZmTFOmZlTSCFtkwbaMIOdGGMGyQwiW5LFTPv3h5y5nZn2zsx3534z8/36Po8f6Rytsw/6rL3XXut9fSKJje60xRx2WKUbC3JbdZfUBVRJjMUcxhGGn6H3UiIMwqST3i3GDHFL34yDOfFtS1kCh6KjL79/Yf7JcKszcuHkwdXkRQtrkw4cvvdMqbwJQlTfoqQUrbQst2N8+84t8R6aPn/zvGrK2Y4yX2Vhg3hQG09IlU1ovURvJIZARIZJCdaYBWEIMI0luY2FehvbRY4wPWfbc0ixSer+GEyJCwNmtalLTwk5hmw/gQASybCw/vzmpiLlxby8zIELnxxaxb5u5XfTdS762YH+/Ir6EbHrtsomm6ovI9YbYA33+92aawpGyT9WV+rcOKBanKnTKpJVi+h0F0szyW+nJzf4Oeb8IIEQzqgbjDUvLmhSakcVP197//fW4YaU2G3KKt1WVZVBlqtLvi20fWyrqip2WxcQ6cNxPu+jtwQgGmmhvfp8VZw3DM2Oeaz8t+Y83AYAaCveGkHb0PTkgWv4b5S5/I0GJoqdtjO4Jh7CCUX4AqgRFxT4f43t8A/8gX8F/mUlQngrVuGtWA/RkqoRiI6cJQAwJ48L8jwu2CE68hYAQAsADLliXH0ermcMoo7a0FHUETv1Wy8A3AnRzkA6ANQxXIzCTFUm49tRmMBb8U8AYETbkAwA9EeWH6E/lwPZZ+/A7W7Fj77P1t3KuTjr4virasCV80ed1daK4tDOBUeevuk9PY7A1ZsSwcZl+KFdxRUFA3DQbmCdAYC0Gck69ezynzW+AIX/2t779qjCfhtf6rj0y6nVsXkz9uRPWLmr+7HC+lIHe2T66pdoN1Vulfk59OalXFEON8DQAgAF0g52QJSVzggAASCE/ABwHqJEN7UA4MYYavefvNINUedTiBBIEAIi2oboaBsSoG1ITLs982q0DeUDwAzeBC8TKG4x5O2Km2oXAQAb7k26B6KdBgcApKBtCCEE8b9OMLqcPVx199YCu5P7pddHZZAJgaSGtmk8vSm5oa6t6MYUZefastza666/4guWbt+8lC3JQAUFxlM1vQIA+CshFrQNSf7iEdABwGmY8U4GAPAvO3CA/5IZ/dWz8mfLmxNhGqhRPH//FJ3q5eOPzonG/9m6KHohmkAoAAAV3oprAWB8rRyyAIAY9rKSIETRg5/FBWPWQgBYwCaBMpPnvbheMai8MELt6bTD/Cx/VlqrFfLWsTi2mSIe1jsm4Sa1rljlc6b7egSkQkFkWl6GCuqbFmpfclz6pDjdfDqbgyYiVGIvj+2xS2Sjy2aWNODqjuKgUDJIcTvoiIwIrBxByE6O0MA3kjshFRjTp8/9PkMYZzaqTdwOp9VLahkuDg9PKBeuX9a2xucWE5bM+PbuhOzh9eJ0tYBEcef7IsF58yvOShdNb6BYPWzv8tmnR10+lhshiktviiXSw3SaySzQEyIRWpLIRAwiX0JrT7He5xIzmjQCCo/hiUvnuVIjITrj9MWVPWsXHKT16ZKSG5vnumQcBxULVXF7GqbX6kJGxZyCZsoXe24fOHtxcUYwEBnfkGMa/GbvtXIuy99HE6tHri8ZGvv8p9tVj2/6irC49IekzLSm0uKc1sas1P6u6WndkrbN91y6WD9D8dOx9bYkDYx/vvmhz816wcJjP+S+9dX+FLlBaiAd+XbJHe9cfV9B/nOtIgCwLm6eDo8+ojX8oETl32/6nrsVb9V7nsZN1yWBMuAlDx9fdHx2+Q/vrNa1oFkAMMC3qkIjtO5SMkcXE4zAkozDoPvxOLoFAOhoG5L8ipnwD/yB/3j8S5z4r1/KeCvW4K3Yhrfirs2JYAOA/R12sHbYYRCiDmgvRMOeQxANxx+F6Au5GqI14g0AUARRh38eAAYAQOBheSZ7lb0xjiBIp0b+CKK9+CK8FTcSNj81AQAwWxquM/TIghANxXtaO2aynrtEdT1S+zrJ0CotVqT0tr5846PlGUIngTXJax6ozhB4rCwvALR57XRjYLAk/clPHjvEJpAqiwVQlFaG0drKI6G+I8+cXjzjfE9WancEzj5vv++WLkGffX7L47e8JG3pKCBlBvr8AKCDgRWtW9Z8FTd1biJwJJkh2hHhQDQyUTg1MpZDyrFkABh5+cHHKAmxoywAEEIVZgCAS9a2cIROBPItRDHVGeM0QATGyV6ytLShtA2inSMl8EeHAcAFbv68Qg5aAgDJUIUsv3a47393N1WZ0l1Z9cE204v3P/bcd4c2rXJ52AkkcojV2F0yN1EyHBvLs/cpkntyNl2x8x2zlV984eyM+aBGsRDtjAT+VJv95/hLyckARKMvdgAQ/RX95n+D76ZD7dS9jLLGXT7+KIGL5s/WwZ/q3k/hrbgNb8WBqXWRveVwBm+ExtBYuR6c0ueA6gqBuAdAtaa2yQpLJ7yg+FAX2uM/9F3bqQm4NBbyqOcR01Qb61MDQxF79aZ0n/H5/AChtbPYkZhFTRwOQSSebUuZPfuX9A8Lwys8BJtSZ+MmpohGCm0mYTybQJKqh9Mdp86tIfg9TDKNZ4mVCgfY/QaJgkUJyJJTB/JqB7JUdRemC7b/MjcSG+MUJaWY6oS8SYKSGrT2jEj9pBh9gps6TmJxdYvEVOJkSqzR1DyQPspi2QlNbXO9uokE1YmzazgUcqRBPZJEF0s0TL1R6hswpGQQyDjEYjqEWam9CWGijzzppnrpiMpKTep3jGolLh5fi2fm1ub09mWsiuPYh1onmGO8GLs+geNJT0/tKzrVPp056AklUbL2ktIzWgXZbE/d/jPLnENGaTuFEDEHTOmSo+evGInh2Oto1ECXqvMak9VHM5+qnZsYDkPFCXVqVujh1iv2v7auf9nMI/S0ir55skfObzaGJSgzxX143pzh8k/OfkquXHV232gggahxy2eYdRxR3VczCl66edq1vRu31p5+uM/3Ydpds76etmXZ19PAs7uVs7BuZt3Qwk3Wxgd3pAqOVMDMYy82Wy6ifr4/+RwLA9gfzIQ4LhnC6y9CPt4IcXjjH4lvf+D/HfzLRuK/Lme6jM9LYQBvxRhvxYfwVmyAKHMbg+VglUB0PrsToqPtGoiG2q0QTVwSAMCRuLG4eABYiLfipinbdogmtOVC9IWfAQCebWhbzNNPvIhBjcg6D2QDgO+kZVbBA289wH76gYs/3Vph5t7w+pVLv9ly48nqS+UpT3z5mopIhDOICLXnPV5vEzmgAIBGlsDrJbBQYww1FJua2Wx1uJhNAHBy0j9YYDPERIIhMmnf+2tG75/3dgELnL3zm89OPnLnm8YJu9zeKGQtgvhqEQBYv9p3w6Gp8xkBAPfN67cTAKAdYxiG3O80EHXC5wGTvVCF7J9KX+OOcVvmAkACVKEAAKwdXvohzRuGrO1hYzBEDanjdHEQpAc/H0oemg3RKYlBqU7KmiOApEcziaYYMqH5jmTEezkPxAAACAEZISi8982q9HeefKANq9CmicnYvRar+EB60mBTRUnt4Vixnnipp4h6rqEiaHGILIZJ2YjVyc9Oz+2n/nxq+Z0QzV+4rC73Z/gVgczl5TBEpwwGAMCCN0a3+Q0ubXFeZkfyx4dQ9tQoKhMUOAjREsTwr+z+Mppw+TsB1IiCt2L31HkK0FNMMdqGKKDAQVBg/MtrxwwQ4HwF0XJFByj3U+HCI2/5fWzD7XEE7vrrbywvY7CoBC8HBLKBOCoM2dYUtSw9GHBelGc26n0mWn1j3eoT8kCSJj/N8G1q3GCi16iQaSckgRiaN9jaPhdHCBSzLRKyiXgTjC3rXx2UsEMOOX9S6A/yuiMBzsCZzlyfh2WQu+PrdnLizAm5aWqalODqdpLcZL0vwszNGhqSC732uen61phwvFMSY1OnyEfC3T1ZLq8+CTmcPO+sgnqz0cLiOv0E95AmnpOtbDAO9ueekUsNrMqy8yAU6jCPN4mtHkY3l+ENJ6d2NBMh4pOLDUZujMOg7i97fyQU7CXQnQ1OJ8+fnzjh6jPIkC1AaCxOUmEhw8e8qrB/OJcfCsRSSWf2qotLZbHDRbet/cAvSehBypS+aUKB/s4rF/9YsuvI+lkyvoX26qfPVogSOyOjmsTaUHcqzE+wzLz7/XeKQw4ic9ScNJBB8C+WgD6445TEzw/TRkeG4x7w2OhXJ+aOODn8dsV3NcKZjgnuyAlPUsxn+UTygAuSztImcOuWn/BDuW+Ujod4mXgjjL/CeTxmVdFkwssquHbmKVgRxmAmI4jMFIJKO8JadGoCFs0QQNFBHQhcQZCB+p+UTPkH/sC/GP9Kxq2/2jct+6/mUOvxVmy85fNbzk2N3v0QdRSZEM1uRwCwHgAOA8AyXYLuNN6Kf620lUvyk4gQARoA+PBWfJ7lZNnWfPFlLN6KtaDAwff6Yayqqoq64I4L+g3PHqVAFaooWttGZCOg3tpSJSalnjcDwLlxtUiZMmPEYRu/ejSPwWRdaJ6+6oAO/Hde/VHyitknvI98c/3FO7Z9xNv04MaFYnJc/4zYOjGD7pbP2FSfMjz7R8/qFT8zqmBr+K1PH6QXF57xwt05hxRCVwkALEcIcm7b+NGMlx94PAUAqJ//si4ecr8LIQQsIITZqxfsMwBAIVDsNDj3DGXk4pZkoE+GACBn6noMwNjMCoiGyRMBIE4v1itm1sysFJAgS6wVFwGASxJLjZs4vlr/hcrrJVrTivdeFOV1fvmdHyGI3//+6gXNtWiwdPphweKbT2RzS2xnNi3fbSkvqolHAH71kIKZING2Dw+mHqfRwmAYj5WlJgwxxUwdj81wUspTai0PvPxmEiiwZyq0LvudEfmv4QEAOd4IFlBEJSjxVqwBNSKjbSgebUPxaBdMdl6dP3pHGqjmHD5rpr7k9YAaFXy9/7rCbxmb/xSCvzzyRgiovypdin9t3+qKk7ULmL9i+nLjF91GqMK/Du/bQNLVDQCX3i2EL1JNs0Mw7b3itcQiZ92B3LrjejSi3vcq99aKts7P99x4MJw0QTeNCU6NNayc0WOHgoUzhoRLrn04SY8tfI+Dd+WhpmmjUrbXnBRrEaTKLPqC/DocLx5Tqvuy9DYXN9LZPT3TFQrrEUQ6ORxr7IRJEpORNKBKJ0YaKlj0t6SIQxr2cUa/HJaQYqho+dkLK4a6BgU8qbBLf7ipNM0CkSTNJC920MJMV2TV51kwTuVxDLHmyTgblx1IU6S3JnkikWImPejqtofTW/XcyUFtkjYYoJO37771TLLEJOs387zBIJmVJtexAkEKNSHG6NFMitclcv3kOJ5RLEnrFFy3+qsVh1pybVyKd8b+hgqLfSLVrfeFJHwiMbFhIDm1MGXAs2DRt80EEpM6aRMpUpL6TyVKdMNclmt0SJNsvmrZ7rT8pMH6Y3uvn3b0wmJH0YIOyzin52CsyDAepgPH6yavKszv+Dkmrd2WIRXJ7A4aYgoN357rihEqMqtXTZtzwfr1+SvtM2+6wM6tnWXxNpbPHj+0MYgRjvv6vfdMe/PMfc85tC2HNSitKWEgU2OhTFYKAEgEoJ7RguDlBt60z4ZgCVHiisnkQFvEzV/y1SDMfbsPmBsv/o0n8w/8gf8Q/CvnxP+eBBMZAMDbD74dQdtQCt4IcRAdgdUAQMvsc7OlEFXcyoLo/LEVbUMytA2lx2pjVzz1wlPDij6Fquq5qqaqqqpJAICH33w4svu2a11oG5KxH2bLAaD05TwIbKgF0/GHr0r3LqMOprIhbsnak+O/qCQJfS2LMQDMGQoGw+NqsfXxW1+NSYrTfDmruN5VLgT+jTtWF/90bG0KyBtoF5orvM8vbpR/f/z6QAOVN6+HXa/+9pXNVO1PH3qvmHewAPiqTcsff2+yuSePCW9qYhOZBAMA7AGA4M4D17Y+8fUNJJj7DBcC/G7ovMYFN5dNg/bre/tGMsog55tCcEkyAQVeB6c4FWa8PgdqHjXDWNn14GEvg4TaWgAgwtD8PSUNJUFShGSpraiNTxiX0Xw0nx8AyO2E0UPqtBZ1bPUm5qlxwEaZMfi9cDsfY9CsXvCL1tyzkLJldn13Rcn5AJXq02378JmK6qZ5/f1jmTvPN1bAZ3tu9TtCfO/ZxnmamSV1RoeTFSFSw+h8c3mZPhCryEjqSwA1mgtqRAcF1v+aJe13noFJAHCh72h/Grk/9rl0JgAIY960ILwVa9RLYa70xGdypMRxCdKxxd++eq2g5Mqm0J3PfYTTE/qZmcm9yY/c9Frl5e0fvenV/xqFK7DmseDP7QtvPGmFaLQGMI7yvmMV0oIaIVCj+DmlZxdCFWbijaC7rxUCgx2LeoHsP3a0jck0uApmsTysloeu/JExWwiklxa0rLxFIEtYPWtYLBWZY5ZwxE8MEw20hksLZJN2HmIKtQN5aZ1FndpYfmHKqNNgZVFHJoX8s835nX5rXNAawkw5z0Z1kSxysyV2js0mdJ/vgcHjp5bGI0Q8ODCotFf3JUyGgtRpS4T+9AkbW8dV/Fi+z4Qlkyw3kxLfRA2ESHQ/wX+yvn06UCnIW5HT5XDTnUCPGc2YU1JNEfNMxnTJpD1F6HRkiF3C4eHsICL5E3q0CeErFu6dYTZJjEXx+riASzBT6yCNdOnkkzo3f3ZBSjttPOQm1rUtUPOJjBr7RFJgZmZ/sTdC8D9y1ees8sK6ZISBBx7xYAzfIIyhBpIvnV2loAvHdBwCaeTZr28ivfbFozo6zSuTCCYFFgfv+JLZxzNlCeMdJcmXiv0Bqm8Oj1g+ZCCnlpfUSiheO9VooVTmp9rTTYPxvGYzM6O1M/6JlMTwYiaJIn56/S4/8dyV45TZHon5zidp7tasYpVpaFEsmXDu4S1Pr3+y8tj8u9IdvBPX3hbmzO7KPDMZmaa1k07ncmFidSL00U0Foh+7KWEEEB5ywgwz0WLIwHE8KRXSAGAeqFH82WqUwX0R8f6Od9H/E0AIhRFCbQihboRQO0LoIYT++842QigJIXT1/8Kx3I8Q+s1yWYTQ3QihAYQQRggJ/5s2ChFCX/yD+6UihE5NXYeN/+hx/28BIfQGQqjyb1v+xXb/DrSrfwtTiSihy9nU29C2+KqqqhBER558ACDhrXgYbUM8vBVbp8qHJBBNngpBlPWsZMGJBYFTi07ZASD2zDww3/jw/ekGGuus7v0XUrIf25AZlje3vbN+kJ7TnkvZ7cguKJ7zI/HdTwp6P7nVKqLa/ZTOiLdhrgQHTSwHm4QgJYkFxnu/Xp9fwQj6z7XPC3/4wn1tS289VHqsZrkLAFxYheptDk5W1rWHiEnyfnndmRsvEhPP5T583QeWj76+ZnUaK+GdVmpr+Q2Vp7xfWcfU8OXFRADQQPHH0p+3HK7snKTbdh7ZaFbTOwezc+ryXPJzlsDHX/MM3qwWMOUb4lbNq5jfkXC0Nsm5aWDOfhVECFmc83cUi+KPvWjim26K1cfqJ3xpRJzQbLSLx2Pzm/PHjQHpWrJU9Z619S1t744r3bLnrikBl1T6SKLo1OtfPAoAgLAKIaTErml59UsbOqb3NuwqIzz97rYEMd/AbOkpZc4tOT2/tqn8TGXZyVIO1+0rKWzEypQB1YguyTmn7Nzk2nt+6T3w0aoBUODwX9/NP7uvcrwVa998cV3lcNK+oQ3xEN67+4EZj215ly+iQd2ZukrJSQ2bMTiaSq+IDZJvXPeV4am3n7uyvLB2tLatQnOsZrFn9c33+xbKQpoltxwfmFt2Nvzwja+tuOL2ow0AMIFVKDz1HIQAgI2UmDt0MtmYLB/RQ7T6AYECO0GNqEiJiQCAMQYvmldVAimn1OvrZFgl9U9Pnltd1s2wqZ5QQlnDQGK/qrcocs+s9piDVmvcdA4T3V2q3ffexYzNAq+cFi8ap4nFWkkgwIjEUMIijUGOaRQ/kcsycw5dXOq97oqf+roHshMLs5uoRgvfT8S0fnc44qDTvEIR0wsdwyl+CcfJPXNuwdnyxXsjR8+snjbuojVsLq4XZyT3Sc6MSdkuF32oLFWflyhyHh8aj7lp0pzoZPH7GBp9toZE9kpZFBeNynAHSVTcYrSyc6enjDAb+zOxPUAamaPoHwz4iUt67OReAT2Ewn42zxMO00WUQG8wyB92BvAV3gCZoR1J1RN4FnD7mAM+R0x8qsjMsxp5Y91EC2GeLMS61KfsrWsrTnr46m+EDmQZHjQkmkyTMrFHV6BfMe9gn84YF/H6Kbk3rP6m57G3XiE8euNrudoJGc1sFndLudoNJHq4XcQ1U4USq9kyEsPu1ucwM/iqXp7MkR4GRDOMxl54/9CtPLZg0Hpy2Be6b2EPyXxRltVZ2GMqGpA2Oypaeb6+imx/zinJ4KVZjI7IYC9bZkjz+ijOXmfYl0OjTlKEnpTYMInfFQrVzhXCdJKPwLkUiHzGMRbLSfJmi5IDNe8VwSAA0EGB/39B3YoQcmGMWVPfxQDwPQBcxBhv/W+2mQsAD2OMr/gnH8sIAJRg/NfXHiFUCNHp0nO/ZzNl9xMAvIAxbv+L9SSMceh3tpk+tc2Cf+BYf7e9fxYQQokAsB1jvOgf2u4/wYn/FtA2RMRbcRhtQwIAoOKtWI+2ISZEM501UzZxEA3ZJkJ0vjkFog+GB6LOX7tFTpi3QxtppBGA7IsABgAr7eLtM+++opr1hrXn4Bv9Fct108YZ92d5Aw/vSem6ubR38YzSiV84+0D4DlwXd8fa70l7T6yhVn3wXGcStbdSmO7QJUjH2K98/lQdALCuW/VlJpft1AmVJ9Jo1qyBg2eukIyQNKANek0J44v6X3puQ4bZB4nLpjWefunlL2bce+073LEJ2Xj/UI7+kdff0MxfX7Xx9Nl1o6y8faykhL6sOLEOj41llkSg85Su9VYXYdFjajmNu1CJEkb2Mk4HQJ9P3uiZFQ7FHE12KYfYCW6u/iurey//xx1z8brbuxa98Yni+k8fb0st1CavvfWMqn115dAVXz6SeWjstdGOX3LFp+oW6OdPP5W7+q6fadnQhfb8vKFTubonb1iXenFmQfWD0woazC4jk7Nlw47YwfG0oz4/fXqBsllMNQfrvmu+buj4hcUJ7T8X/gwAElDgcQCAv+S3RghYGP8XI1d9NfGqr0civnGNUj43R0XdKOSrP9p5D3rg+jdFn+6+g1WQ3RgT9NPivhmgH+k7vDX80v2PF5xumG9Yv3iP+bkv7vUdff+ai1UfbJXOKT27Yev7z++/95p3uUPa1Mhjb742ijEYX7z/qdKn332xFQAiGEMEIWBjDM5fHU88RBMbCwCixC8fHURld6aD4dGd65bOUVxAV2y/o2MDdyD5lFjf8rwsPdZstCd8DgbvA2VDC+Js6DxHhjamMoKC2nbl+LyZnfRAiOJ1eimxVJZd19BWTp9b0JAu5k8EBkczGfGx2k6DScwRy4dNyE8NtJnYzSP9xTPjk7pVdHJgjpCM0IiO00eMcFxxEsOiYW3uriZKa+7meJfJS8CVlgD9GTamveIJhJw0CrZCmEqLj9VO9vblsllUv5zBnhijILrY5qWyaIDsLK7VO6CX6Whkv9KHkFXjiYxTLWkFXg/ZPK20Vrrr6Abv9EVfusS+WDqRSOCESZ62QIDKMk0kiig8fXM4REkghcOg7S0dHTIlBnSBYGhNaSNl1BgvDxO9nrysFiuH4R2MY/n4KEJRvvXlg4Mp8pF4Iil8Mjuhu9xoEuuyZCpTgEUhi0njwiAZ8Wh8W9pQd149xFiWJMdYVLZxfktm4YiiuVlkkdKA6GV5FVZd8qRpkhry513SLJLBhZoR6qyJ3nTS2UGCj812+sLDYl6XQi1KJ1F7Hqqw8hbVBMu4+iwzI6OH68bgQ0RoEQRpZVKBj2zwwdigC+LmisC4Rg7NG+pA824hxN2bAR/d2wK5712NO/633lX/p9iGtl0NAC8BQAIAjAHAk1vx1u//J23+2olPLacAQBNEy3gTAeBbiFbBAADcjTGuRQjVQ1SMahgAvoZo9PO37GIBYBdEk3JJAHAHxrgGIbQIALZBNH9pEABuAIAbAeANiFaOmDHG837neEfg9x09GwAuYYwzp5arIJr0nALR63UvAHwC0esHAHA/RInFagFANHU+6yCaVPwWRMuezQCwBWNsQAidA4A2AJgFAD9AtEPxe3YNADBvqq2bps6bCACvAsASiPKTbMcYv48QKv6tdqbOoRkAlmMcfXf+Pfj3V6EC+MtyIQD4U2IUQHRERZki68AAwFNcpVh62Qyi2c+TAMDAW3EL3oqHYYqW8dHeG5YaP14SSd/zbPkLjNjE8WUEwXfToOjpysacrAu5GgCIzZlG88QNFtDX7ynhXrG4NWPu9Inat/KqIgeyuAKGsD7b5WG1D46lRw7tVkpH8o932KV1kysqD9c9eP2rq5fAUVMoRIlNTRgoX509Zn3sjdfVbg8rLg2kEv/Xdzr1DNWSzbManfctaKy55d5XZr9w35Myt7DTxRYNFZ1wXbrxq6+yrzV1rPlhqVJjfujqz02GgWIPMciIVzBJbZmpyLhg8ZEUUeP1WfYgSa0lmzBpz5ftCU3XcijzP2wrmakZb/zwo+7xGDthVWR+bmx6W5x84qrKnVXX9C8yaI152+6baG+b552vvXnhweOv9ybFDTPz3lkZw6S75PmrO/VD2tSag9pV1fe+/l5i1T1b8czCiwsv/jDn/bd3PHKyQ1tEre2eVXvgzEo6j2MdOFO/eE+PN9v4wPVvSbbetdVxsrZy2fSNtcxfsWb9JeEGEQAAbUNUtPSe1FfffZsoYwCXeH7b2AKiwv7dgetkvcOZJbkrVRcOn1vu87nZZjo10H5Llv2q+659S5qe1D88u7iG/9Crb2Vsu/ntlCvv/e49Pnf8lSFNagvGKPOdb+4XL5h5qgtjMCIE8U+982ITRIVmLsu2EqaeKxGoEcIqBFiFKFiFOjAGDdqGeHwqGBvaSzOvm9lSR3RLL36+cJTblNFmX55pEJ32j+Tef+3PkbH7zv+8Oslr8rDZxebQZE/9YG5tQeVpd6zY6PN6mSQuyy4c0ohT87Iasd7M01/oKO2Mkw3TunpzjBYnh+GalHnDYaIygUJdZhhJ2cUN8bK0DvKgiOjfy0nrPxKnbKZzuI7xFkNYsowlV2vDIO5uW/yNQmpZEfJxgmmxk+RBXYLI4RAwunqK4ozY67MGka9vLIsMBD8/I05n43BdPUYn250Ra8qweJgx1Ag5dnGquUQW228uKWiiux0ShyR2dKTm3MbQ0ER80BsAV21/Kn/Y73HxeBPkwKQsA3tjNM0DuWAJct3Zma1LCrNaJgxkbQlF1OtNy6jHnfVXBMb6SpmeEJIOaRInlAWnZ11RebD29qu+4CbKxwxAQ7oA3y/V+iJUIic0EWD4Y3TajImS0pbJFLG9Td2S08OQeFeZrVw3kSzKIZLCHjLPNTxIdXiS+BMhWse04JlLgrlFiDU2POmNYYnN/UQ/MdZTqiKRMDBHWJMxy6oj3EwiPRyf0yN29mWQiDqF1OeF9SKeT2T2Qe8GOeQSAeyxYRHh80Hg383Odb3YA/Y6Myx472rc8VvvmH8lphz4dog6VjT1uX1q/T8NGOMhiP4/iiFaDbQQY1wEABsB4L0ps8cBoAZjXIAxfvu/sbsaAI5jjAtgStBpKhT+NAAsmLK/BAAPYozfg+jU6Lzfc+B/B0ogWqH0a2RN7WsTALwLAG9jjEsh6qw/xxgbAeDmy+cDUWf/PgBciTEuBoAvAeDFX7VHwRiXTJ3jf2dHwhiXQbSjcDmqcStEOTkKMMZ5ALATIUT+G+20QJSO++/Gf4YT/w3SkCmOb+JUidoIRHuFXgCY7FX2HgMAwFux/nL98VRN+mUkiw1ir1o9OXj4uyPt77/33ND5Gjn3qIqxIYsL1gQdudOPLGG8FWv6Qzr5t6N9B54vcZoLCQn1KEwM11WUZc+OjxDy0rXhompb+OC5lWcO/Hyb6JXKQeOhhz4enFlYZ5pVUjt4AhYuMNtEZ38+ucrf3Z/tHzsjX0uhBA+e/XphA4UcGl0kDzQ1d+enyueMMva/+6IoTjLxvbZpvWhsVKGPi3faM3je7ILMlvWp8WdmZ2tLZroNWaGM9E53iKnndtPauT5brD4tA0O8YVFCQ2cBM8ZFzciqfPvkTxdmLT1jD45aN9zZcfCTTw/Fvrq8o73ko89aUz/fDVXYBABEYs0tZqhCwumkBAwKHBo+lYKrssjt3x24NoxVSAkAsGHpLsUt67ePXf/4dzW1reUj7GLbvMrpJ/kp8QNHnn73BY/THeO7csn+X+aUndf7/dTCUxcXTGMz3aH0xP6++l0zhy8zp2EMPoTgT71/jME+dU/8V+SrKq7b8I54DVWpW7/2w6VO5ijNaBYHs9M6Q7t2FG584paXhB4/o59ACLO//eX6nVmpKvzaF49kBkJk/pY1X8Q73BzUqi5yDIwpnM++/5whQTbW/+m220wHz6zIQgjibY1c9M4T983AGFwYg3eKSOZyPobdYJTGIyU2IiWO+WDnXRlT69O/f+UXqlyqa25Bw4HHPO0xl8gd1LnkYM63r//o3nep4Mhb2wtQbV3Zy18eWSvjEOmEXHp8SlqKOsfppUa6+rJoHqo53NZVTPE4EvuTBSYFkRg2KeMGZAgFz3nITm5GZjtXJtZPBpy0Pp2DFixI6J7f0DZLJQ/H82959TNgWpTrq4fidP0Wnk2ZaGRgu6tYpUkk55f9XOkOAj3IGB+d9KNWuymJzGP4XVSGewTZElhCGoEoF5l9hy4s1u6srvBEIhAX9jLia7sy+xPZAWNmnG7QR3R2SDmetJNNpZE2ndjNY9oFKSntDIHA4BuckFsIdp4tmczT1fVLzAdVSZwQ2ZEnEBocOXmn52ek9GpZZMIGMYnXM6qeBhODeYGC7OYMMW8y50Ltkj69lZsxaZLXolBk1Z7jq2hag8w3s+hiKp/pLCeZpVn9mrTZIZcQSxN7LD2DmYsmLXwyI2l0DZ9mUQWcRHEMyxoiii3zRt0QzGVH/J1D+dJL1ZUea5Az/s0LKyd7kUtvspE2en+oVF0wRjJKYoMyQYhakMCJpGl9UnKfD5gQp9Mokgd02SIYCwEgXwAKTw3R45UcSEc0G1fjgyR1aDK3UgzSHjvMBjUq+e+Iif5FeAn+ml6ZMbX+fwtkANiOEOoEgJ8g6hD/EbsmALhhakScizF2AsD0qd8vIoTaAOB6iHZI/hmIBQDTX6w7gDH2Tn1fAAAfTO33AABwEEKsv7DPhGiC8Mkpu6cB/kx/Ytffabdv6rMZoo778v4/vRyGxxhb/o52jDCVC/b3gvS3Tf79cJnBa1vVNhlEe3OAt2IzqBEFFFg3Ja7yJ2GOX4XXaQDAOzALTA/sYLtailp8aBfYt5eA4kaCrGN1WZP+qp2zy871pEycXVev/PQQ4m+YC8KkfIjvdgAtTUiKIZPDxDitdrK5tZDaQBj0jazwCNwL5imYdO8QACQgJe7GKsRce88vDQCQkhA7UirPOSYtL7o0+M2Bq2OPbl8ivOnduxYpmSTmxiW7ursHcii3XfUZ+a5tH++8ef2nDwnk7aijN29kVWw40tmuGK9Y8baYH99p5BpLiDdU/sQY7660cH0iz4e5TstV+6XZ1y+tZ2rsxLQHfejkWxvuGak99nby/JwL+PDEBfu8s7sK6Cy6V7NeNSzd/wurYOn1Kw1ZT/7QfvJVX5r4l8TmjVCXvKFk3osIuo+cAeYPg3Sx+rs5gTP18xrnK4H65mP1hGW3HeFBNPQUFvEn7VmpPWmJMs3okfPLaQtiTtgAIGXXkY2RnsGsL1ZV/jK9+Xwp8d1v7vdiDBFQIxYAEKdYsshT94APAH68FbvRNiQDOvywXSZOV4WHFYkxrIuxmHPVO9889F16Yv+lzGTVw4qUvrN8/+S8X06v9o7q41a9v/O+sTuven/ONweu1Wcm9be9+vkj8k+r7pDf+9L71WyG/Xoq2dO56q4DXgbN7Xp4y6uZC286zvj+9c2WL15wTu/ozfWT4S7PNvQydauqCt374rsZp+oWqACAijGMAHwwMvW8NIIaUQAg5jqAgeuSwIOUl1qJ0990XPPc9JIsWoy2mB4zMjNPpTZ5heTB4dzlZfOOjvMwwTFuypEC8sTJyOBnJQ+OjE3EOw2TEt3YuDxdmTIQ6O4t7WFGoFjMgB3H25Q5ldkqN0zCpJ7mEzhturHqS2tanr7j2Q3yRHWvsnMWmRk2NyMyLslWjlgOffdgi54oKp5VXO30kYhsvzGNkSTTdEcgQGUKxxLJkzIqT6DxChghhiDGFHO4blo4HAYeiYiM+RnqzFMtsyYXsSZzJuyxzvSUvq75mUMEHxGLiGyjtlGliAOhniBmccLFGd1xNQ2zefQwmb0ibTJIDXDoArrXe/D0mvpYqZYhie9E57vzOu9Yvm/eiD4xwewnHd57bgkvW94iXKwY9ZcpO8snLLF7Qz6CyOVkMQRcs7C5vkgzvaSW6g4TeBChTTCJkD9OcrmkMU4RK+y1E9jBBLeDIgxRPJ5xXTxRyHEm6ExhATfhkjZQcMi169uNiryN+68YGWET75o17vjYfHbetHiCmED0T8aKQhyyj9iXkDhM2Ld/i+DKDTsKVGbwo9E41zD4zBVpk/EqK2lASIFLTghmkhEoW8J6p8xMGUtkBiZ2jQFsBBT//nd3xd9zzYddoMD/EIXw/xIS/sH1/0eYCqeHIeo8tkKUQTMfogM83+9s9sBv2WGMqxFCswFgOQDsQAi9BdHpy5NTI+N/NrwQjbD9Gu5ffScAwHSM8Z+dB0LozxYBoBtjPON39uH+O+0uy0CH4b/3q3+rHRpEz+vvxn/GSPwvcNkpb8Vb/4wje0MtzEbbUAHeihunRuiav2D7SmcRQbIiDmwJYwmJ2nitCQDQ6Qevmphz5/m4q/eUFG2prG6YmX6RtsPi8NzeDG1PvrT9xLOd4PBFwP3mgbKV6Nn17V8cuZVcOa9aqDJLA5+1yIRMuvcSADT+fPqKyrEz8hSkxMm3X/WxoOdgJuulB54c1nUvbmvsKHEqU/qbvthzY8a109uDviDTyGXbyDFsu+nZ915oWTDz5MJAgErs75oz7tSlx3PYkxk+IlWMfQRhsieXtePIBkccQ6K7Pt+gZhEICT9qnHEFlHzHibOzPOWshJpRe1xK8qV1yhRFcybGQvHnlKtJK2ZcDJqrxbbaVhH3au3RoeH2WTs18z/1Xj3RPiaQnZrY89ra+JHOpc1YhfyPtYOj98K1PgCImX/DGQYAiB985e0e46R4EKIdpZFhbUqbP0CfeP2LR6zP3/dMyyOH33IgJfa8880DY8c/X0JeUnFs4t1v7m8EADRFu+q6THOJMVin7p0FAOLQNlRSVVVFhAAjK/bljYQL+5/WNvRn5Pf05xz7dNuNM9958u6C9MTBZgIKVXq9NAXCOJSf3klJT1KFW1WFu2VCvedMY6UnO60n1D2Q3bx+yQ/TXnnwkQwe13jNvGmnssQC42SrOj/OOCntWnTzSc3Nz3w5+e5TD+oZ4Al2QTYbAETvPXWftedQtgRjcP1FbTkZAGSn3lwQBwocRkqsAwAI1T109rNy76XRQVbKnGxVyO5gx086glssJrmkVsMLRzByDFipKneYziCQUA/Q7e44wahscDgLzZxxttlmFtWKebo0k4Vg3FtfmJQlsX3j91PdwSBdXpisM3bWXItLZ/+YlywzvO+3i5wEQS8uzVafnAzSDVR66NiNV3xbKhJMmH6unq2IIfidUv4Em8ealEtFpnS/OcmDgzSDUZ+i6Z3gxWp1SdRYVoDROZzYpXZHRkkkTFbknCGcaaw8QwMCdDeXcyzEAGMSe4JsEsqM4U+Gu9sWILM5zri7qaAnPWXAk5Fdb5Ilt7EIdKeNRYv0zc7rTIrluAme8RyKCDEW9I4kRzr0ok77eLr81oWn9bHpanJLwzRNU8esY0NjqZKaxgqUldsdrPqwarDLmmztGlFQBnUpdkAoIeRjhoUcm2bSRZWQMMvXb6ZrnW6iqqdPMlaQrHF1WHzjHJlvyMKzjc6n0FKLchqaEmXugWeTaPu+uzAdl7HIDmyimDzNaa5+C2MICEgopZDjs4Qma7sJgoMe+CUxTcfMi7cMayxEtULo7CNYUpJr+hPE7hCE6UTIKiPHugWG8uZ5Auromfp5srLcRjsosGNKeOVfjd+jE/6bNMN/LxBCIojOGX+Ao8lRXAAwYIwjEBWcuqz+54Qoh8Jl/KbdVGLWBMZ4OwB8DlESrnoAKEcoqlaIEGIihDJ+p91/FCqIEkz9Hk4AwD2XFxBCBb9h0wsAIoTQjCkbMkIo+39g92ucBIDbEEKkqW34f0c7GfDXUwT/Lf4jnfjv4ScN1ACA+SHOQ0lo2190t7ahmDvTQDO6AuJAgQ1nPj2rraqqoj2o23jVdZWGyN3vfmD+4ZmmUzEnyjif3dFvvHGWqfAuJv8VgIigZTGwr02C7ooZ6vMvbvzpKohe6JaXZ2kvntv5WteLR8oXpt720arU+KHO+Fgd7dAnywe3rNlhy0juS6ltmSF567EHJSfrloTtTna6iDfZ0TOUwbIGoPfIgDCtG0biJi4IBZkVX0cS40adPkLAqWeNWieN+Y10gba+1yxzf9eSalAseDvtbEPl+NZTuWKLk63NQFIlM/Hiyvw4SH/olXf27u0rOLlmURfdI+owkCYKJhgU37IDPfH8FhmKKRqQ0k8RruaJbNeF1u7eZP5+cTP1xKdnB698dF+jCIxMpMRJHfdj/esL38oAAAPGMP5r6lOMwYkxBABAcPzCYt3EpGTwnhc+0EGURc8H0fk0+c1Pfz45FbbW/M4UiBxtQ2UQ7Z2PV1VVjQPF04nfet+quOIFzrqlO5sZdA8pJ6OL7fXREuKkmhk2F9uRKBvxV844sXLlvP2CodHkBSsrD2o4HAfx+cduK0iUjcSoBtOWUwiB5EFtuvVswyLdzIJaokRouEsznjypSFHNy0nrKgeA9Bue/LLUDjHmM9y5Mz78/g4qUmI9KLAWIYhHymiGJ0JAuf7xHTP2nVhNWbD9ZCsAgK+dMrNlb6EC1IhHJ0HXp8/3nap44tWg1ih3aLUlhx658e2jFckml85OT5+j7E+NlXeN1bdNHzRbeZxRs1yRIh1zGUezZUQCElAofnmy3NmrbZsRIJMCG386up5z8vyisxYbN5wj7+HDZFp/BAP/q303mZMFDugeia+Q0pBjzBQvFUksLWYfQZifMv7R9j334i59fByTCv5+vXSCSQ0zMpO7EzU2pvxca+lIasLoSAzb61Ak6FILxZ68YY3U6hwpk6bFjcXpnASThzFuYIUZPCaiToT97J6sGK/fzxkj5GVdEifwtfEjmvjMNBYOn+nMGrtkpundIbzFHaB40zMaiigMC1LI9E2WoeTgytImhskUE8pIVtPjQTKQl9vPtTm4hYrUnsz1y39KvNg801R1V1UKlxxQyMV6UapYL2sfiz9id7EF3klOrpxrcrusTCk3TEvjM31Jssy+oZ9e3XAhy5U4RI74RoYjPgHZS86Vp6KE/ka56EGdYS5yjpn8ZT0z9X56yqkQzmsyBTPy2KHYL1rJqEB5gRsJIt5md8UqPxHauBFhTpAZ5gNA5UMzhoIoZsw84gG6nA5DWcmjF5YVtuVKDvnJRtlZ5rT8pkFQIyEAxP3z307/MJ4E+CuhI8/U+v8J6JdLzCAq9XwCoklnAAAfAcD1CKF2AFDAf41COwAgPFWS9sB/YzcXANoRQq0QnSt/F2NsAoAtAPADQqgDAOqmtgEA+AwAjiGEzv7lQSKE7kUIaSEaau5ACH3+lzYYYzUAcKcS3H4L9wJACUKoAyHUAwC3/0YbAQC4EgBenTqfNoiqZv4f2f0FPodop6tjapur/7t2pubL0yCaN/B34z82O/23MCVpGYJo6NaNt+IAqBERFDj8+fTr0jZ+uN/KLnZOghrJFctUlE3Du6xbVVVsv5vi8rko13HnON8BNUq+8r6fGI89s/664y2CYMQwXfvUtYcnWy1w5bv9UDtjcoXN5iO5ZQW/oC1pEV+jGfgFXNLk6fpKicdNL5mmaDBW3nHm4oYr35m/bctnk40dxSUICGelYkNaU2eZF1DEyorRzXCTnK0OF2eXcSLuodKiaupo45JugdRKq5/E6umZ7bwZci+/w8CLOXh2KVvKs1ImfBQdg+7sdvlJ92am9uh+rC/0cMcK6DNnNXSVVxzove6et0VjY8tZuTkX4+hsu987Nt2ycdn32rmFR6Wt/RXnP/7htsi7D94368Z7P64PXflyiv7HHbu3oW3xO+B6+kje+TjouL4LAAowhpMIQTrG0A8AfyZk8trDj5Y++sZrTQiB4Ok7nuf2j6RHdh29ygvRcLvhkZteC7/28GOkX5fr/Fq8BG1DRACQwaEPhTDzTRcMLRRA9RMk17msvl1HNijTk/q1kQi6IjVhaO/gaOLjNhsn3eqj0oPeGL3eGkNMix/iWCwyp8fP7MtM6id+vOsOyRsPP7K36oOtvCdufXHds++/oO7sy0suzq1thQgpn0SMsExWUXWBorOlLK+BdsOTO0YCQUoXQpAF0WS7iZcfeDz/8VtfBaTEBoxBM6XVHsE4Gh5DCKhYhfIBYBwAJtEu8K3jCbK42yuDX/z00/pnP72P7OD2erVnrnN+/upNc850FQjXVtRpai6VyhTJ/aofDq4SzipqjoALmhJTRjP31aw/n5d7YnM8w+fnipwXH371TcLyssMJKkOGXZnay/B46eRzjfPMJTnNEzeu+9p1tqGiqNbhDN9aNjDc0V243BIODhF9IgOL7kiTiIzUrBRV4HRL0WxSmP5RQWbn/P6RZH4IKF0WL6lCET/ERJjoGxhVXOLRJ2l8qU4QwzVnVtctswgTWyhkrzA0olX2+JljiTym3RcnMomb1EpaFg/7gKUbD/n5IpZgODKsl6FEmZ7W2Z3VdtCCz22SEZexyIh5oj/OvSF70HG2PzEmgU52BqhOUlNHEXN+vrpeIuvNyUsaGwo6ychBxKkoSBLGMB2JZFJEu+/8PIsizkTliLQCOdfKDiBwsMiRodON+S4hX5eem6Gj6Sa5QxOTDKK5JseBZ7TPaG6XOGLcson3g+1dK4UU+c/GEKMsJZzqCHo9Dj/h/Lxc28z6C8lHPEnDs4X+ZCKDpxGaCaERl4knm51uHfxiBEiPZICeSoTyb0dAXcoHn4wOEbUT6jcnwtiGBHBCVC3RAAoc+VsCPv838L+Rnf7/GqY6FU6M8V85+f80IITWAEARxviZf2i7/8ec+K8dBsIbQQrRXvUQAOTuPnol2rB0zwBEywAY3x+6aqy9N4/26kNPhp++SJ+zPsurIxPAl8WFexZ+smL/9msO0t87nWJbNm3IHE8HYnhCtFDG8hJiZK7hQQcwxwemC3PSu4Z8RJdhe5tcnz5cVlAyu9nePy5Yt6S05X0AELR05xerhzOdKhMj5pErf0o4UrNsrw1Zl2XwAuyD55dqwryBwytzeu8fG02sUXvJsy3mhBNxTNM8Kok5zo5rXZgpsIxs23Ff7/v3vqFr0PLm9XTM6dmy6aOOl7+8t2xewmB7vboiscZj7v7uuoNeNstp27dvbcWP+65S90V4NgLTlPHh9R/ousdzglct+576ys2Pazq8BZ4bFn152/kTc86dg8pBsWDC/O6T90276sEfDwMAIAQIAGJefuDx9I6+vNgfDl9dh1WIIC6foJos4ghWoWhS2K/mDd976t68+156Tz01Wo9CjeLRLjDgrTiEks4nA2+ICcXb+WCPN+GfdqnQNiQFAFOJffa6plurj9/fCqJ3q35Oa3zhhZbzTXMSHnn9DdIXL14/Pzuti/Plvi3sVPlw6qRFZGKyHIR1C/erPtl1W2WcWNcKEEl94u23ju14edMKqWBi8Is9N3Cy0lQ0k0Uc5HKcozlpXTEYE+qveeyHlgQYYTiAw2g+UaJRLlcRAkGqDQBsGMOf1X8e+Gglff+pNelfvXSjHSlxDMbQDmrEfuWre4sfv+E935k+eXqefFzz7Zu30cjJwVwQ9gVKpPYspqQ3juiWHz7bOE8QJ9bklhfV9hw6VZnqd/Kbhyc4sGb54WKHM86CAYXlVO0oM9ajGDdLB4jEsCVRNhpRDWVMxss0KZZBITk+W+vqHlAmaw1xE119eZQMZQNwuZqyQJDT1dq8xDszqybH7WCa+LGWDD5fnzDu4Fp0o1nBKxfvkfoIvsikRUrQjKXSpbIhisPB7o+VD6XaxtN9JKrHz2b4qa2qbKcipZtb3Zk6vrGi1XO6YbqEKB1mywXGPh6RlOEKIdNI/7Te4qKzcs2ELHFEk2j0kE00I8FFvjHTgbudYYdNn2dnkFAnleoseuvndUMf3rod7fhlC2QUHen84fPHlAVLd4humV2bdLgx13TjgvPMWnW+IZZnjuXSPYIRfXovl2ucaZnk6OVCs8jh45g4McM2Ftfl6e3JpVCs7FY7AcqJrCGHxoPs/RFyoVSms5/p4XbL+5NdazZpmE+eC2aYRpTsUHLnSLbcFT5rRlkbZRGv208ks8hh+mAQ7LERimN2aiAYxKB9VQ1kkUtBpEnU3AEXHKpKYc65M8d98nB3CrckbQhS2XAQAGwA4AIFDsAf+LcHQogGAOsxxt/+q4/lfwqE0HqI5g/Y/qHt/l9x4mgbin85D2Kf6IDBgWWQWXQCQg8bn/ILF7zYzyJDzrVJoILo3M1yiNYKss5PgBAQUM7tfnZo693PMd/88VpCRsW3xBVxENfnAK83DAyjMU7E8clGcxRNnO/qlbRrc4dsF+pn8ihFZw3WEFgs9Td4b7ryq/iP9m0QhcMBoohBzB8nGYZvqqxtrD83Z3GqYtSxv7ZMtKHyiKOta6ZQO5HYE4kAp0jZqvn5zNyrNy85cvaSutjw+JuvBz954Bb2UzteRO4hzlDW+i+W37XgKJNDpVx67tsbc2crh1w5ad2krr4stodi02CyF+rPXOOftAmlFbMOhsRpde3nGyo91YceGtw4a+eGuDTdubfaeRxq97U1MwMXy/Ovbye88/WDPS8/+FjaE2+92gAAxkdufK309S8ftWMMnQhBGkQTKoyXpU6nHHocAOgw/i8+dIQgrv9Ymilt8UBgapmAMfwVOxvahmLv1j6b/MHn2xqwCsn+hjQpJfGzYdmoPkmLVWguKPAphID36bZbZtz7wvu9+z644qlBTcbZ/pH0tKKsZqhvm06tKLnonrAIqTy2jeh0se15me3KQU2aac/O9b2MBLd86azjrprmcv2L92/d+9EPt895+bOn9QDgmDfttPzMjgUdSIkDT9z6YsVLDzw9CtFEHTYAIKTEEaxCBoiyvJHvfO5D4UfP3jWAdgEPbwTbJ7tuufLqud9HOBK3HwDGwyGIb+3Mne7DdJo/wOrgsiZ5kQjKG3MTGt0BYibbIeWbPOJDZYrGhOONS0ZnVOxKV3csGmZS3ZTFFccGWnpKYh1Ojjhept1nc7AfwhHCbqnQkBcv03W/9cvyirzU/mAiO+Tt7s4uUCpVpETZUJ96KCshJbd6wm9MzQLwKSbM8rGGQZkoU2ynZ6X2huraZo4vnX1Eqh2XOyddHKJMYBS7PHSKRGx06CbZoaFRBSEjucN1sGYlumr57mB18ywLi+RNE4nHCLQI1TEeDhHIQORQMTvCY1rxM1/dN/Lxg89kNKgKIh4vvVco1vVI2Y4FFLalfnSgsLBjJMEUjhAkPnti8+zC2oSLLXOOzi07vdgwLh4515vrfHDzh/Hm8VTpoM+rmZWi47gMYilNqONIBTbGgRPT2yCzgZDpLhxNyGsac+hEBWaCL5flpemGAtjEZTopzc3JPiydyPcHQvbuXmErW+SRpmVPcHr6BP4JmyRGzvEk2Vljvka9KOLGvkvZfF/qpbCHVEBnj9yT76aZbVhU78NnyQQoM9mp0rNOf+3tLIUnPVWtniMGgyQs9B8/v9Jw05VfqicmxXGS8ol/2tzzH/gD/5v4954TVyMpqNHvZ/qp0Z8yE/FWrHlcCQa8FU+mssFnXwfOmxdsT73CJU+6NgkMY24obbHADIgW2CcAwBWx3mQmTZ8wb+vdz+W4TNQ1hfGnU5ZKQWZzsKZRiGAbbkhkidhGw9ERNqaRQbNIMsl2ediqWYvO8vbvuW/CMzQr7aYrv4oAgPfOtbtJAhr9RF5m534fxTb+7Z5b0sNUYqzOIC68YfFhWtDLJ9qcgn1FBdWWUJhk2nVi5Qqv/NK+CeylpOafCM4orOFT5BMZtzxws/XRO161zI83iE6c3Th5pCNHjmhWkZumh8FJDo3DG8Cjk/z+1/deieaU1p6kLX48OGjm9w83r5TKqaR14sKflC4Pq6ZPI7xzHkO8ZO3Cn27J2dzlS6n4PDy9oIY7aROaAIC9ZuGeZa9/+agNALoRAhlEQ4mTGEMQIWD98OYmJQDIRTyj8O3H71v/68uOMei22wazp+4BeYpABSGSr/TP7LZiwwfy54YwhvBvSJMS0TbEQNuQACHg/yJaIR05newFAOHJ2koBqBEfAOgXW2aN+Dro9H0nrpw8cm6ZyOen8jQGeczqBfvlZLI3kpvWXnaheRYlglH2vlNXnhjSpTKuvWnnkN4Y63prx/0+l4cpKL+6ZovGkNgCAL1YhSKlOU2B5z56JgOrkPilB57uAQAbKLADKbEMKbEbY9CDAuOpaQHzR9/f2QkK7K2qqoJzH84JLpSfrvls7R21SInrC1a3EDt7c1Nsbr5zVlFjd82lmT0kYjhebeKNtYfH9za2zK33YNapjct2xZ1rmzexae7OwjmKsbMr5h4cSU8a0DV/WaorzmpOnR5/YWJ6foN8ScWp2mW3H69jMj3Qrs4VPbVh16SASJXqJmRxN2/+OhQrNDT2D2fkx0tGRZdqr5gtEZg+GNZm9Hm8dMc1lXXV2RkqdEmdG0yO15joNHcoiAm8oswmjkwyahcJTJN2F51OIIddeWnqYRoFZa6Zfcrmc3GECZLRtCSxCcXQAjS2WEPt7i7XucHnt4Yire9+8WTdLcv24oam+UYekXI2WTggS4nrLevpz3X26sXz2THj9BWzT1pFVL9r4awjeQPq5P6kjNpp8WmNp83IPLBmWr31XM3qwPBYcihHahMCCggz87qBwfKC380dzE0x8o2dVwfTMgboqo7ChShEy6RSXb1f15ZwfVqBvLuPJwxRw0WzqbLhREdCPYdEwJjlKfvmePy5XgezKCdhlNwfCro0oYhvkmHYXZnkTS1N9EuSnBI6je2VqRwRnYGAg6EwKKoHJYF16f6x1XGQdImstm/rgdZqE1AobHP/TVd+6QIAkM6a+DOxnj/wB/6d8e/txBV4HBS/T3V37v25SZe/z/4ICX/SABHUiA1RFpysH2s3jccXaoODTlgrpUEllwQF5xorPACwt3c41SnimZnStDHrDycXLGaJ/A0F2V7ngw+8ETCYY0+M9ZRLllYauh966si5SF8c0RdEERvH7XTSvXKDF8hzFcNkfX+Zec+JtQyHm5HeP5oMV6/4oYAQM7z2rpk9OXEiQ+DFH7doGQz/1ggmGe0emrhI2Zy8/VRlmAThyNzKb/E1CluRRpOUPmKgEl948IlmEn9kFDnk8xrMCY/PKO7USZK6ZmIXlXPd8v1mVtp57aLSGklOitEuDAsNt1z/mpHAHV5bZlvYd/KNuy4wqSF1b8OM46k4LsUcEi7n0Ci3J4rNP6uHM8V5io7wuzcf8D684S3hxVMzYdPynWGrXRCAaM1iLESTRzIhOs0AGINr0/If1QAAJqt46P7r37uAEJSBGrFAjWJAjeJf3Yhbpy69ANRIiDFgeIauQwjiEQKESj8qRNtQAUzVuk4JmsQhBPG576AUOPlK7rLBRze9nsFLgCrE2BY6SAYFnsAYxhfddPoiKLAFAMa/fmWLARS4a+tdL37cO6JQuT2c3TEcB/3AmVXaYICSqB7O7r9yyR62IknFzk7tKhHzJgK+ACk3N71DyWa6gjYHL3nMkFxTktNUvuvtdRvn33AqX8Q3m56983kVUmLnVC27Y4q1bRympFS9bfT895++pwQAZKBGcQAAVbCVOPeu85LU8iHKwxffEGIMmszyb1Oe+/iZASbTe/BUbWXH9at33Fig7Oq6bv7ZhtvS8FXXzD3ny8g7R2vtLvKsWbif6BPrR29rAsNTnzyS1WykE8tvuugfNSQeis2YSAUAWiBI4Dx8w2uFX+69gTkwlqokEoNlPIY5qX2A53n500cu/nRiPfNs0+KHASEDIYgNFh+6Llk+ZkNE8jdGC6/c42UOlih6/BK+Ib11UGmGCFHt9nMc/WMZ2OZiMc2mBI3PJvHT2cZkiz1mwmjhp/tRwEsmh0YowhE3hGkeGqZIy0vOJfvcAn82zzbdnXiSmpDUFUct2GV6rzpfGifx41Z1MYspGW51GzN6hxwUfGFYKmfKVSYRxXNYnN6fDmEG9e1vb7Wvndmy3sBWs0pKTgZJwoYBPhm5RFzH0MCwkB0keNrZAjPXCgitKL0gs7jDFB5X71FZWC0Z/pjm+/L6HyZxpWZGhNSTmznq/dmrTbLQfcvaI86cZCLHBcbUymw/OmfgOE4O291ah1puV0Q4N7sIXrfVIemdmWDHpVSWyu2HzAw2mPo8MLxaOUG9YILzQmf6GQ5mnqvKhtwHMuGM25ywuF2dSwGAVIzhT+Wpf+AP/Lvj39uJ/x7UKB4hiO/np6T42mnJT9/+QlF1JcSvjwd84NkrEm5sBDYAqBQpPSIA2CKnA6erN8eUyoHOuWU1pQDwWqp8cEAzEpf5Tov46Lq5p47bdGwJP8aauvqKg/GRMEE8M/+ift/OtfzrVu7Ivv/eb2N2jhClw8M5makC93gqG3p9Pmpsfs7pksVFR+I5TE/DfYfKVG+rgW8dSrOzqdDDYjm8CxZ/2RKOkCQjumSSSpPoNNsEix9ZdmyxOOfoFYMdS+obu0tGRBLz2b7mLWUtnaWVQjLJYnTRCQtm1Ib0E/H1lhA+wmUSmIM9Fbrxug0Lytb2PvblqfmRtUt/SKONl8ovVq93knnazFlXV3PixZpZXL6V8uCW17udBLslhmOTndi/kD4xKXHc8swXjs137gw3jxaTe+2ZsZXTz2T2DmcSAeB89bcVPgDQVRRXByBaQlkGAAAKjDEGDVYhfP/Lb5O/fPGGEQBgggLbfqUYxkRK7C9edykGISBAFRYA0RcP6T8/AAxjBkRpTK/nvoQer8qGefCKhQhVaO1DGXA9LHxcdITzS/fDhdYBvBFsLT+9LAA1ykQIhE0/lVABADCGCNoFdlCj+Ph5mqFhbVq/ZjyhUyo03e7xMXQGs8wfiRA8h88vb6/vnHnJOCklDetSxi42zZDKxHq0Yt5hJ5kc+fTZO6to97/83sgPhzf5nW5228OvvTGClFjw3WubeaBGZFBgP0T1zl0YgxsUOFJxTY1LkdqTAQo8CopoiRlWIQEAJOWu7Ah9sPOuEADATde+bd2wdNek20svBBTOiESIXz71zvOHj19YqP7u4Gb7rs6kSL8mcTw5t/pckkzTeKn6KtdLaTzunNzOb++672TX8nsP5jd3F1GO1y05/dKnj0Uo5IhmVnENevXzp14pyGwfe3n7U+ff2ndD7aK1344uW7G9dHH50QXrVnxyk59iE2Sn93iHhnNCY+PyxJz01uvHTRK/xUtGQ1oR1eVmU8atMQLAoTyEKQK5QGdis+3ezJQuvsUPsUEvP0IkkCwinsEWy3JL+MIRmtWQIeHyxlkGkwxxEJERcfLARp0IXFfekNE+znU5B0uTilIGUk7rKX09DmQeNwpncTkTebU96eMCzAhOTsYnqFx4QSASsAFDF1amNisN+vTR8bGsuO5+JXlsPD+9ezDL6/ASUxkE6sCguiyzpnHBoSyxVh620gZdIbo15KfKzEPygu0/zk9wybTXimNaoW44lzZ2KmfAcnG67lwHRVXIJJHVPheBLAbyiNBZcnEUNtw23S+elsCylqfbgeaUJHnsjLQLAwoTnUhKr+vJdMSzIOMZcbqbHKQGV8ZCniFoL+My3dkPZIKpxQLr5bFjkXxFpw8UuO//2nvsD/yBfwL+M524AmswBs0tm7+8SKP6U6rufnbj96PAtowzsoqva8q+l55115hBzl5acTIXAGTtI3HMZN5QBkRHm6daevKMJDIM0Mhe+zWxrAesLtaMHi+Lb9VyoGh6a78pgEuWPL81ZvVV+4V+H1k42C8Q3JoZmgzHNreU3Pu+9NsDG9JnzjxUlp0ymjMSIsgBIG0JjyO7kc9IJ9EYI5JZ+m5yKCBYGmfPP1QzewGbaXezuWauMkXV1aURagOjxeGszI6Q1o34Q91z3Sy2hdKtlTG0Q0VpM5MM9TOLz45faC+hLMow2C91FVOOtOTm2Cyppuy0rsyU2Alt/2D2jI6mpTUXL83SG3sKwnZxk/itrx7ofPTO16iPv/kC5fXb3xtiE213KRecSK8sq94/u+R82ZY1X9lf/vTpBotdyLjlmS/os4ovTAJAzO1Vn5QDQOLiimM5EJ1qmJgaTcdPEZ5Q33niAcMNT35lBIDQ1IicDWoUgzG4MQZrc3fxAFahOKhCA7Di1iHoX/0xVFf9BFGtcJMjCP5tZ/KIn/7ELweAY6+38dqg9oEUGJo75/UvH1ICgBAuPN666KbjEozBXHLlpUEAgMd3IRbls6ZlSIldAAAYw0D1pdn24xcX58WKDHhEl1xT21bRMy23MeWB69/TmK2CyfzMliyzTRQbJ9GL+4bTibOKayLPfX/9ANyZ3V857Syxcfe0cYQgEwDsmx/ZOQwKHEQI0KsPPaq8XMsOAHCpq2Rw4Q2nvweY6qwgoHy2+xYVANS+8uDj6PiFRcMv3v+k3N25ukdnjI85eG5lLIPuNbzzzYPO7LQuQXpiP+/xW9449s51P03OL6kf+3IIBkCBGzev+JFatK7FFwm33vbLKyv9nWsqG2/d8MXAgTOrFAtnnvANOSFBKtYWb1y68xM63efqG1YOX7vgBKPuyH0ZZxrKmfubJDsm9Jnm9r7cEUwkBTgUF5tJ9apddg6lSNHumzDEh8OY5ddMxE/OUvYba+rnj3vD2NuozpUHvTGhS+p8EDL8rHEbKyYcIEiBEmKNmCVDJExMd5JNrubhxIkYhsvBie1152Z0U2lhapjLdIbkPLM8Ra6HvERtPylMzisQW2h7DeEgIbnh5CKlnkekRpgJipqg1c2nM2QDg7sH+Ho5FhBHw76uSpn153j5OWlx0RGszGiXDY0kQq9ZRI0VWJHV5xDo/Ixvx12iZAnHsoxDIYzEy8eGN925p9TUoYwN0XzEsHDQkDxHy0yk8Wyl8Tx7j5NKZnRmDq3mOERaC3LNocupE46Qo1Efo/chaBXSAzU6cOgrsrSyxUnOYXrcKM1iEnmbUP9sh0PsGveDLivBqNs3C2rRezmqGDLUU/ZA3b86G/0P/IH/E/zHJLZN0WVqpkKbpa+UPXZ2ySdfK4gp4ym5MTB49PwiyYyMWumoPYltsXN8Lg8Xr5h3VDup5eQQOVj89o77DNvufcEIAJvKrz7/8N53r5w9YGJPcxKsLczJTKkiRe0YMCaI4pO77NRgjMjl4R5xeanko40puUwKYsQkd/cJ40Yyxk1ivDHDwqXTQ0cAgHff7oWhp+Y38+xGdq49HNNQktMes/PgpvaFM47c88G5Gb0VcfaKvuHs8yc6cyJbr/nS5g9SWA3diqyRsNs+XRTxhmFAnZgQWIC9vHB18+zgLoNn8K01pwoOtuVOrChQhcdG0/12Ycf+d58+cd3SOUerJ0wyGZOnydVPxLFXFF48+tauB0JEUlA6okvrAABzQnrtNV5zcqoDnJ+kuU02Oz8hXzsePyTkj681W6RHIcobfwYAKgGgEaJ0tW0YQwghUNy64dOkz3bfdgIA5mIV6oIorWHcZb1vhCDp3SfvEd977Qfjx2oW8w0uiv3GY+n0D6d5iXc9/9FgyV3LC3wnXhnvPJA30tKTv+pjS79veChncYWy17HjidYvRlJ3xE5f/1zmFteGUFZuddqJ+rnO5zf/6AUF/vhP9/gyolMjfqTEkr9YX/HY0ldMZ1lzBE1d0zsBIHVzxbclO2uu7QeAsZ5Dihl8rlkwfWOjVi7Vtigz2qcnJHUIvvrusd1D2jTnZTlSUCMqRMUaorkVv1XbHg2zcwFgqHF36bTXv3ik5/arPvEWZ18Sc9lOJyjwxPT8utSn35qZqQwnJ/0wRBpmjy3R3L7x01QqNdANAMIn28F6axrQk5jQDQCMx954cVNuRmfCubay7Z8/+6DkVN3cEt1EXCeD5sk32nixN6z6fvfPP69cf/Wm3b9AlKJRDwCC402lzkNtWcmbk3oC+oCEIpXplhIx1jsxUTY5IXWzuUYukYRDHrsw4PJyTNNy6kVstiNpVJ9iJTNNAT7dmzg8HusqzuiUjehSdBzBmFivTfHFia1ajZXD9gbo5tjY4TguJcTpHMhkJMX3mR0ufuhCdzozOaUd7eks6MSWpOGb5tQX/dyci2UUspRBNzhb+qZZlxc25+2uWTDiEfT0KOUGR9DGicsRe3gam/iIsS9XPG/+18JEkY/PFI2Rx1RzUBg5fS4fmuCRPZyMnK50y0TGxKQfT+pHZIxFqSrq2z9cR11w5c+eviG6PAZR6occwcoIZroyk0Ywh2cXTaKQuq4uEWt4JNnSxHHSBbOHuZzOqd3jc2fNSLW7fX4kHAesLeGDPYzhSCoTVlu8kHxIA/1VufTqt5qkibeUDY8e3Fk1VJp7aWDFvEMGAOCDAg/9M95X/65ACIUBoBOiZbghAPgGovzivysbjBBKAoCZGON/ankbQuh+APgMY/yX9fCAENoJUW70IETfU7dhjP8qV2FK7exujPFN/8B+qQBwGKKiLy9jjHf9jU3+rwAh9AYAHMEYn/lHtvv3GYn/HkuSGolBjVJ+9RJfCACOxxtfZWRmWQO5MWAEgIGlc040B6nUrFiRgTNvWu3JZbOPMk1Wzs1jrlgFi+F0b7v3BWMgQMg0WnhNF7+fEysVmVBp+tBkGoWYPaOsnmDxCqCmcUHD3U/sGegbzpgQS4flItHoso3zL+q0DLM61F8InvEMdwGNl/n9oWsm9xxblNQ5KC17fe2ZzqXHBUQOyTMoiDHN3NesIF7/0yzPqD6tmunIsJAdxB8LszrwYxu+g0CQ4h8aS+nuH86hzJH6OPNKayYpkDYz5BF99cPhiob2cZZlZkSRYAgFVclhiXfg5/JdT3728JhXtXLlhhXfhkk0R6oR2exStu/smZr1za99/1BPQVZzxogurT0hdiSUJBvaUJKksZhIE/vyUoakhCSaPF40TKyQnZ80W6QhiNZGm5dWHFkM0Qx9B5tpS18y68gShGADAHA/231bOwCkA4AAKTEVKXEBUmIHQn9iVtJWFNcIAWCyTVVAueGBA8Nw4s3hO6/+2JQoGxG7hO3mzgN5NACIJ8YMlanGBYzTX3y2xxD0WkrvuOLBGUU1MyL9SyppQA1u+/L+7Qvy28QA0Pjhs3cuxRg0rzz4eBmoETczuTcZKTEHKXEQYKoELBoBkAOAMeOmXutnz91GmFl4MR6rEHlvzbr6Oze9H3Prho+W6E0y/PL2p79fOvtYA4fldJUo21uevv7zHwdPppsBgPwndjYF9oMCm0CB/4ucRo3KAADWLNifBQCAMWgwhi6MwVO6vuns7nc2miunnxV9/fMWCgD4QI1ELz/4JPHUkZvyUhOGf5g3IDbfd937E7QCvwGiykWMo1XN4iQm8Gpbp9802ixfWZLT3HjNyh+3d4daJa21WYL0hH69hG/qDYYpA2sqj37BoPtKr960e/cN3y4TAcDw8QsLSA4XPa08q5u1YWa9KDlnkEINBgMWm+yGs63lpFPnlw/PLa3tjuE47KaJ1N6snEbKmvn7aJqJWI/Bwq3DEOQniybyEYqweLxJhi1AnxTIRqyREMsRIiCWPYxTyRSfkM+djBVTIgyrh+KiJ3QM0omYJeG62JkyKyWNQ4YHZrdk5sQaS4+1KZlbKmoKSEwdl8QICQJhrGQy7DpxyiVzIsesULLDPHnCqPw0Hu3Qcs4zTKPxLs+IxOJ10Vs/Pj27J4w0oRyioXdxSRPFjiG+o3O6NUhwxHx24KqWeeUXHERpKLJ+xanxnw4XmSg+/7jb5pqRqZg0BYnjntNWj+3ncwrbxWGaqy1i4/GpGv17vU6kqynR9fuAHcv1BJKoVMsZM+Ei18rq9IahZdQKm3VGLvIjuJBDE7czEMpeJw8SSwXgfOTG1zLVQ5ksiBI4iUCNpP+Et9m/M7xTQibZEH2XLoX/Euz4PSRBVNzkn4374a/54S9jJ0RJYXIBgA5R0ZLfwpPwXwIsf8JllrTfQSEAwNR1+Lsc+N9o75+F9yEqNvMP4d/Hif8l6Xs0gYoNCmwEAB2o0RZQI/L3h6+agGh2eeGoIX7xwGiK0mJj3w0Ad4j4k0fFgsnGCyYoIxKB4fWyXBLpkL+pTyap+uZ6X3XrDAON4idoTfyr9p9YNs8ZggFSjAuPjCbGpsQP669a9mPc1lu2bizMbrP+fGxjuc4oZ4qE9rxVpQ2x65ce7U9hULR6Mxd62tMdAuQjZsaNQ6cq9777JPKUJm1xp9YKpCQyMe7CQ19ez2S6OmfkXRL0WhXGxqG4oQ/eurY+MW4ok4Z96R4nhxgJYca3v1zPVma2G4MQeFCwaOelfJF6bM3Cn0lvbX923O+hO1QBRfns9OFyi1ki7unNDx4+ud7LDfATj9Qszt249NtpFgdvTkOvhAkQyhgzJK1MSeinmq2imEKxk9Y0HI+tIX9JXefsYR0xrhgAqgHgLABQjtYsIwAAj0FzXzN/xumMYxeW9QHA6Vs3fOqGqEQgBoBmrEKB4uxLHoj2WAkAABhDqGhdWydSYv/jb73SiJT7szAGLyjw+Kg+Kbw5V8cFgNCszTW5+TJnwwMFVsLy8tNzcgyryTa7YEJEYAU2JPrPBFOOk5vapq+orllrmvHBctesaUe5fcfSlpflNaQPaxMTPnr2zry7v0P8nPSOJABgo4djE0GBnUiJyUiJJQtmnvYVrm2v5XGsIqTEeq+KqYvhOPo/233niflbzny/Yclu0sc/3hk61ziXdPDMyhQAsHyx58ZlEOVy//2wqQI3AgDs/2CtBiGIQwjQNrTtT5SsSIkVoMCDuRmdHgBwX//4jph5084Z3rnli7rb3nhy0b1H37U8sX/e4w1HY2cBQPaWL68UnfpqoQkADA0dJSaOxO5Nko3OOfLDYk/1M9+7PjJwLM09pa1LX3w6e+2ivZPNQUMmANRqx+MC16Z5Gl/+7DHvrKKL9u8Obr5U9WGV75MTi0bV2qygXKmL8Lkm8YI5+1MWTj+r04zHWxQy3RiH7aBlyiyOXn0sm8+2Jtnd3MzM5B63zkXulQotxqHB3GajNjHitwr9ZjfVxaT6LHQEJJ+HZxOKxvsd4HWTA3we0ZJKO9hcGlYNp9msTt4wJUg22I2J1Mz0TqrfyeE5QoSennHxyDdHNliHbETt8KSU79AUiBsvbDIIRKNGojc0Ju+9TnA1j5T46F2v5lKTLJIxny9ukYhZ//25qy+9r0pAz3+4wc7i2hsH2xXdxl7p5D2Ljqy6eG5xkdsfYkPARF1S0Mf1s1m9mMpE6UTCmChpwpXKJ9vCRJJXT3b6C72CYWYoxrlA4Q2lLqwPewQTEmaA5/jZ6B/u8YTpProvC9y8dHvvLNe6TLsnkQHqLdmTmUMhz9mZyWY6AEj1Rinh6hVfrwEAIyhwA0QVD/8tgLahq9E2NIK2ocjU5z9bwcwIUaWtu1EUSQihGoRQy9TfZUayVwCgYorp7YHfs0MIxSKEqqfsuhBCFVPrFyGE6qZsf0IIsRBC90L0nX/2txjbMMZH8BQgOhKX/6XNFFNb3mUtcYRQFULoW4TQRQD4FiEkQgjtRQg1Tf2Vo6iG+ncAUDp1nKkIoWKE0HmEUDNC6PiUpCoghM4hhN5BCF0CgPv+ht2rCKFGhFDfr86biBB6Y+padCCE7pla/5vtYIxHAUCA0D/Wkfz3ceIKrAM1ygA1iplatgEABjWaAQABiKrJZF69/Mc4iB53sF1VOJCWOGR3uNgKi509PKaPXQsAc2eJIOQPoHkeH8Poc4lSZ2TpY+9b9n1lWcalpEiYEHI7g9oYrvMnIR3ykvk+77Gapb12I7PY6WbGZ2d39zZ1lcgkfGMPgwQRJhlqi3nEiSFT8myDgVE4wuo9uqr8MIEvn8w43zxncNxLOKie4IXS0tqv1mqL5QHOgFYVHjfES8aSg0ESau8tUMVCRLHthbeFQ2PphKz8Ntrt9z18SReBPUTeCPFc3ULzsJ1Wm2ufdtWXPz89+emFwvprpjcrwiECO0Gu6Z8x7QT7l36+xxcJyzCQ5EKeVRQIkEP8hPbW61d9LaJhiXTxrCOpc0pPCTlMx7BqSGHqDdnNK/L6DSIqrY/FcE4f0qT1AYQzAGA1AJgYNHeYTnUJMpPV8uM1SyfL8hpuAIB5NZcqeADQDgDXAYDp5qc/E/z45lXDAJBcdffWLIBoePnkFwuKitdsTUUI5Ps/WBu86+oP5z9y0+tzACD0dDa0ICX2XmyZNfzmVw82Pf/w+aQtc2r0n3z91NjJ16v3/HLLwX1P/7hhJM5W4LMfnptzaUzgKAwp79x94Ob+b365duaxC4sVwSDx5s7+tNvmmK946vvXNy05s2POXHjTwJ9dWr3yzI651C2rP59TuKaVAwC5ZXmNBqxCCAAEL37yVPddV3+QtGLegSsuMevEAEDx+Jjkg+dWHgMAuOnpLw5jDLbffP7UiABqRJ9KmiSAAjsxjtbHb8Vb/+T0T3yxMIQQxM+bdk4LAHGP3vSaCSmxr6s/SyPPO9GVkdxL0zRt3HnP+w/vQErccoVC53/weDYZFFjNoAWq558i2lFcc+O0mQ2byOSwe/u6et/ahT/HQZCu9XpZBmPdjXDz+/eI7vroHtEnu2/nLJx5LGPlXQdxcXYb/YHr36w4+dOT+mMXFhtS5cNH9UbpZhqwWvrHFJRgiJzc2FZC4bJsnkEDj6KIG2exxeP9xTkdOr05VjOgmk5we+mT8SktMqVC7WPGmBK5DL/B7uJ4zJMSmkA4yGYRSIjo5wl6JhiTfGqQKgah2xEOctonSRq1LSa2v09ZN2pIwPOyuwe4lAhvxMrDFsZweGZpbYhAdIfv3vQh66rbHq+LIbANrarFmJxyNkAVgejsSGytUgLP0Ok0SqxU/fD81BGBwq/oS0/yp2m6F8V1NZZFyLSAI0Sxj/HYE22ne7KsKlekzRL0cNIFxuWDHtnwUU3Id0wliKN5KPIxO9NeEItF2RF2fKeXGGGHaSf77FjeZYuE5ymMsiwaR/xeAYnunUjQ3pNvZdyw6ALs7ROwlWxYx0YU+lwJLKfSfBGjF8YyU4ZiBBxHNQAwQY3EoPjrkO2/AlMO+6+kSP8XHPm/tRTpFBXptQBw7Dd+/kOKFP6dnDgAgAL3gQLbQI14U2v8EO2FiSEqzJ6nHkpjDIwmCcaccMXGZT8pjV6YK+abRxGCzkm7YDjoB5LRzFve1ZfjJ/gCcplQ7wWAUZ01qZFEikwSSYGR+NhAKD52rMhqo5IHB+LISyuP5Jk8saRQmGqikiPeuaUXwllp3RSJUN/17g+rZ3YPZl4bCJLbLc6E5GnERG5q0YDom13XaBNkY/xLdaVb+L4E19iosilf0dFBI3JYdH352H0vvdc86A2KVyz5ppTMDidN+JAAgT+rbzAr+/3PtoF+JKdwRXF7t94HiWLgBg43lZAUM3avvmZae7bTzTb+UreqXsMa3fygyvVwrrKrmhima+Oko1S7k0kVC8bVk6PF/QgR68Nhcn9D28wxrSG+/sSFhdL8jLZEf//iLvVwxvTkiu06NtOJ42BEmpHUzSURXDQAWFycfemqOaXnjCaLOJST0dXe2DHtWHpiX79qKGsIomH2AwBA+WLvLQnpSwZWAYDptS8e9UxckGQVZzeRZxVX66YX1CEAQLdvNNg+/P6u01YHTwsAk298+VA8ViHLstmHkx969U1d28/Fn6yef6AxueCwpPb7abDtg2dnLcrQJi6dfeIcADyDHMn+VSXt53e1pk/7+dSqiXAYJD39mTkdvUVDI7q0YHVzReXRmqX511z77JXtFoi98amvcGFW+2FLgyAMAMxPd92aBgqsQUrsQwg4H35/d2/3QE738e2fRHoOKV0QnVMGAJC99vCjpQAACP2myhABAKRIicMQLbv7L/xKHGXhjSd7sQrFQjQMiLLTe9gAwE+WD2c9e1+Tbt66F/J2OkbCWVRejqeVTti2awMp3VVM+2TbbRWpcz6bPXbyQ8tYy+rRPmvm7tnXnCsBBW4FBb6w+62rFpz6Zf7SJRVHpURTFlqWNSje/fZVgTFDYvj0Vwu4saLxvqse3HVuy9odnIqiahGL6U6+58WP+0NBSj2N6j9+5sI8p9aS3CITj5sGB3OCgRClubFxUbVBn8TXGdIGZhfVxdrsfEea0MlzOrlUv0fYGXbxs2QiS8ygJsni88VAdXthqt6LNFxMIxzUknQMrpHYrBXV5Mea8y2sflOy8hIpke1lPN8R43r6RK6zmB+M2ZjmGFc1rovRMAYH7/jk7jNnjl1V+fHBtan6uCNu7Iwd1zuZh1EwLi1eMrpKgjhAJdF2tFUXuEY7EglyWfCgnDlK3PrsS3YaOYbU359FkrK8sRn8oASxqEt8nnhqWvaoW8idnOSnmkLZdUWNQioNiZUq8q5di8f72SzjcpkjP6IVi+Pi/frFSeTe3YOcX7KlDmaEEIrMz9MJB+wgzuFDx4qMyWEqEUY9ProZACw+Lzk95OYuAIAL73zzgAWijkn0b6Qr/ocUaRQfAUA1xrjmN377Q4oU/t2cuBpdnq8UTa2RQnTeJhGi8m44NX5AJBXpw8bRfCMAiH1WmYhIDLDNFv6aOLF2ucdNkRpDfhMQwk0ymc7TZxDSj7ZnqGLY9lneIC2ZTIrkVX34jGfUKMr58vA151LTdDoGzQMT1hix3sFY9OPhdfz+mtSPO3tz0m02QWr1pcwhmdj4PI9qXSvij/EGxkWz3R4m/cmHnlsSiIRS0lLGnW6iRSDim9M++e4exw+77gl09GXLctI7VpVQ3b1iuZqSldIddIynkapb5mmCQYpmw5wzzuRYnXx3azphVJsa2Xti3cj9V/549Aqlvt8KHn//aBJQyb6ZXWfuPHVTePE1+w/cwAOKI1ZnEqrbxkUNZEFXSV379HSDUVxEp7q8NpdwgM+zez3+GN6p+mV6FAk93T+a1XTgi/c0wRDZpoOkVX0jecRQhBUAgEBN85zGnkFlvtdP1fYMKJaRiMGCUJi0SSbWvAUARXU/TrcAQAVECWBMAEC7fcMnpq3vV5GLslroNGqw/8OtJ8YxBk3ngdyipbOPKj5//hYKAPAzkvqoSImlR6qXn01N6N8MABF2icuRxSF89+nu2xZ8d/Ca/l++e+GbBTec4N3w5Jezpuc3qCXCia7rH9vYyGZ6jnPZLh2b7T43t+ScUswbFw1rEnLKchrO6Hrn+MShWOe1q75Jue+l9/vTl/Sh1x952KY7H9+cFDeShFWItPfdtUKsQsbNK3Yyjhy6rV+5XGXFGI5OZdk7Hn3jtaap5yoOIUiv3zU9DdSIAmqEpvgIdFiFFk056T85b6TEkJYwkD3Fqw4Q5dd2AERJbLAK2VhFnuaPt942+9YZqp/xqZfbX3nocWD84jN12dGAk6pP3bB490DNT1X2m4rGHMlxI8Q77/ooJMg+Mt55gbYA1IhCnszR5czs6rXY+EOfPnfHudVFv7TUnS9br5+QWe1OTsdX+7coPrjjbv9rDz9xhEIJDXy26xb/7rc3tBUou1pnFV0QMKn+8HvP3zMeDJIhI3m4/2JLuXVafmOh2SpyS4VG7kc15afONc1XaccT+8MQcftwuEAqNHYGfJyBafltx/iCiUh6epMpju+gCGWa2PnSINjog96bZzbnZAgnJzKCCdSgj0kzO1meDxb2y9YmRZyjPtwXZoxNsuJqbW1a4TA/xjzbxxk39zK6wjzbtIOOEEbfffV8aMHiL0nP797I/eqjmw6eqlsQWrv5p8zEBcMJI/r4fLfQ4eUJJ2MoUjPSDRbqHa6QMGBkhzL5FM/MjPZ2LoHUyAeXYOjY4kRYZEwha+iGjiH+YOz0Vvtaxag01SsZMbCtE3Ejxe2qUYGbpc29iq7JKQlNpE+y6H4gBhkxGANGQUJan2qaDwCoGoNYaAgFD0dCNIPTRaephpRkAJDsO7k6HgB0/3svuH8I/wop0l9LjJZANAn2t/CbdhjjagCYDdFruAMhdB1Eowgnp0bxBRjjrL83CQ0htBWivuDB3zH5e6VIL+87DuNopcuvdwNRadDLNrkY40W/0d7fsvtHpUh/r53/eClSAUQfCCKoUSJEM6c1EL2QeQCQBGFCO4sRMEiEJsKwVu5PkOnNuuH4IJUcnPR4mZdsViHOkXo8qXEjGd3GOHteshktze/TyKXGRA7HiWjUEPX6FV9dmyTV+G5Y+8UKAMhgM13jgClahUzftmrR3pnxBcPPxTCsiM+bGH7p7l3Lx42SxZMeHnCIPvd0Rbe4vTd/6MOd9zUfOnNlX0GmKiChECnjGin9ydtfucCQdTOvW/1dIDaxh/PpoVth585HV/f2pxFdBHfS2fZsx+nGyozTtfPlMo6V/dn7H1kS2T5ueu75nHcPrNw0YWNqiPbk/SaHkFmU1Ya9PprsXGOluCKrU1xft4AzbohhMLxQePWsBsmEOXZEwJ8cdXrYpUlxPUu9oWAhQKibzbKEQkA/glCkPFk+/ILZKkqGKInJWQAQEVDYFS8dU4wZUvuFMUaf28sRh8Jk8bA2xWCySA4BgGbGVfXTIEr8wpy69i3qYUXSJ9vu9Gz/6TYHUuJMiBKkJInLTa1Hq5eqQYFVAEBfeeeBXgBwAABlSJPeAwAhbxvDf65pdtmuo5sa1y/5KZiV1p1Mo7uuWj7nkPqJt1/hzL6mJrPxgwPeVVvLuURh/7GjNYtpMTzbscfeeuPVGI7zO4tdoNh2z7MUIjGsU3FrOFiFYgZG0+2PvP4G/d1v7o1bPOu4+Ej1kvi1i/YPP/jqGwUMmoeyCX5IQghiprLLqQDg37h0F++KuYdmYAyjWIV80zfWD+w+tj4mZ0VntCcc5cs+DQp8WUUIgxqhWzd8alhYfpKM8dQ/lwJrEIJfC2QooAq5XAWftQ9pkspT1t87O29Wh7mqqoqJ6+9r4wJbozPGrqOQffbX5E/4ita1aq5cvGdOwYrXQgf3PiAHgGlrGlzd+as7TBdby8cuts7IcpmYuR8euufjnsEceiBIjmfS3X2TYWEiAKR3DYeUYoF+SZuqgPTKtkcT0hYP/kK1BVr3H143MTEidk0YpeMxHPdwMEQ7LpVoXHyqhZnGoBjnTjsbiJNqmTy2k04CYofFHmMnEEMRAWdyGSMS0xzPoLInDMlcq5fqYtBDstKkCdC46PZDF1e1YK4xSCNGYrIkjmD3QBq/zki1TIuzU+oH0gusEWq79vBrvDlFjYNL042dq3DCyPT8OmUiit0ryTlRb8bBgyrVNP3P2GSgkn3ODz66/8CxIYKkori2d17yUI26S+mpbkw3vrrt6WYKn/UZkRkeHhjLGxh2pcXsPLXYrA0xRTF++ZhQx6OesHGJhW3X2XK5OOb2DqouPKG4eIuSPc3PnShJlPjS12RYz44E0blpEjczi0pIIwZ4HpuLXOlzSSh5mS18q52TS0ChJH1vOZJLJzR0urfo/afu5ABA/9p79h9DSvzvoGAG8P9zKVKE0M0AsBgANv03mfN/SJHCv4MTV6O41x55KHfoZHISRAk3EkCBVaDAo5e6CudC1HlPh6iICcOkFca1qPKEXg9NmCzXUtvVWVx5ii4iFRvoRGLIn5iqr33ls/t46uEMCYtACbn9cFEzScuJRMBwREM/3DOQJvFisE1apWE+HYyuANAIVJ8V0SeFCGH/qIk3oXGxeTRqYOhiw+xZghjreJDoTWRRXByGfGIwGKZYuGx7kkxssFYUXYxv6CiNu3H9V34CM2LffnjFTV59TlLAQmYODSkIl4aT85jU8HmLP2Zo+77rBucou1hu7Ap1MC/ZfX5qf1JCT8YPp8s63ROKBuSSf3TFrLOcsw0LGR36GPu+i7NsDheDzuOatAwiKlgwu7paQAhlXbf6MKmmYSGan3c8o6mztFAmnuge0WWJulTTJ7JTu8q5LJsYABgYExLsTm47k+5CEO0lFgDAnAgmZjncnAsAEAljSuU1K74a57BMiQAQCoYoRAAohegI3AfRsA4JAK7csnZH05q79ybSqZ4IALRgDBGMYQRjME7dx1gAsCAEqyHqxCUAMAQK7EdKzM1J7270+emdL3/25IhxUrJ0wiQ/fsuzn4cWlR8PK1N6dDeu/cISOvdkRJe0h4qJ4eMr5x77cdwc55hdWnPcYJKNv/DJM+MvP3HzHTLd/Lmvbn9kycrKX8qXzz1Ycf/L79r6RjJGj1YvoyAlLqGQg/iJW1+xfK+6egCrEPuxW16JBQAEChzY9fZVpEOfrGhGCFigwBpQI3bNpQpW90DOn3TpkRJffi7jfz69ioGUmPvprttCm6/Y6f7VSBymFM/kU/zyvXgjUFfGwWRq7Ui90riYYwRp/2NdVQyEgPPmB6/oD51b1fzq508EoAqbAUA6MJTqX0vJmcAYsTr7sjueZVcwP93LscbM+Ex260uveNe9vtdy2+Z31r1w39PWL/fd2HyuYV54zUM/75p9/8e8lt61+747sOXQidrFcpVFqUcI4tVB5eEDp1emNQ2WDcVTNeZZxReHFSl9bJU+ViWSmU/HC61nU+M1KoSJ9Scuztd9cXjdAJUcEAuYFpiYlDb5fTTepA96LQ6GZ3wg+2B9b/qAcyJ1bHg8oTc/py5tMOhq6rYzB0aDrp9VvkhvYGy69qNziRY91ViN+QPCsrKTJ8IDgQ+SKQ7e+aFs3+jpK2kF0/by9cxeru7YTaQ7yg7s27Py+NIj51c4hHn96PGlbae3t8UPXaybkWbwBOJnpxttey6Wrab6w4Wx3PHxAHKysjmTkvGdmbsyBZzgglu+4nxhkDfHuaA3dmx0OLFTwaqaZexpEgwXeuxItSyOM5BpybZ0+AKynJjw+HF1Zr/XntJIpNrFfqcs4iVb64NhYgaJiN+kUoJ0s1UcAQCvelCp5bA9PgCIgBr9eYnjvxb/v5YihWjnQgIAdVPH++xfGvwhRRrFv7ZOPJrEJoBowtUlAOh/79u7Ntx77Yd7IUqdehVEywsSIPqgBK02jifkRpmiOPsFj49ccqpugTcrVSVNSxi5e0wvu37SzpseE3B0JudrFrs8FOfEJF9vsgpoeekDQRrVP2RzMDbrnOyXc+MnZk/a2NxRXQJTwDVjHsuh/+H45obbNn6ebXWSNmkMKd9cbJ6dsnbhT1SLnY8o5BAxNlbTzCCD9dC5RUkz8mslwSAl8uaXD+nKiz6ZYDJTU/e35ZxPZZBdR6sX5dAlPRUyKvU0YERYNOvY8nQYOFZvLc3msFz+oxeWUKfl1aY6IPDdqVPXWNgi9Yz+7oWtALgtuejg8ppza5KumnOa3NontrHpPLkNWU1zMoc1HR25mec6Fn6WndZ93cBostvjpQXFsZ15dCLdQCIQLQNjipFpeXVptrCXQwvFtPSPZsbSaN7pFpsQAGAUwJ8BQDWnJgzw2AxHc5u6iJIS36+jkIN69VBWHkSz0EkQzWQXQzSh0AkAE1fMPThy8OOVQ0iJfRD95yL/Re02ESkxBQAoGIN9al08UuL4qbZaAECMVagPKXEu3J2px+/3Dj9x68vLZGJ9370vvp+5afn345nJ6rSqD57rHTyZzBoYTYPFN58cwiokNxglyjONs2f5fAyiw8UZWzDjhLS9P1c9YY6vO3p+mUUm1nu++eU63VQ+hQ8AiEiJEcbgBJiSUb359RZQ4HBmci+/96jCCoo/aYjLMQYtQsCDaIeHgzGM/+rc5EiJxwGi2fmXV6NtiFFVVUXb2FAVc9NtFxJrV886DwAMqMIBAIiBKpQAVXhI8KSEO6/5/bSvXrpxmFXkGrj5GyTU7n+x8NjLT43d88J7fqebxcjL7Mh5yH3kNL6rL9TcnV+uGsweubae4M/rediwqPxEYdVdW8NMhrdny+tPzH5q4w+D6Qkj3gNnVuSsrDzoRErcd+uGT/PL8hrab1r3FQkpse/454s2qIfSGy1kY1n/pZWGTVf8EAz4KRVxsZoxgzfE0gyWyWYVNAwZ9RIrCXuKyBy7JIYdsRkiLlex3J5+tiPndKx0pLzWY27uuLgijuvOr542f0fuNz88OCMoar9QtWEP/45nvrSkpHRjEd+0Q9e0dOFXT13rWz5mOtf502vuLQzzgvmbDi83tmadc7KNWbu+vuVAecVo0qDZW/bQ/e+PH/5uW0DItwQ043JiasKQlWlzFzAEBqaIGeyfWXRRdPLUop6eMCvzlR0v/bxmwyuKZQltaTQflMdIA59UW/yzb0w0Mc5HmJwA8oVa2tL1i8v6+cpYy0zEnmy40J/svSJnmEv28icJFGeB1SJzJMWO0q3OmBg+19YwpEnvSUsciCWTsPrpd55ve/HTp61YhfC/G9nLVBLbn0mR4q3/3Frt/3SgP6RI/0UjcTUSgBqlQXSCnwTRkAt/VCe/7d5rP+wFgMIhTcLzDW2FM/QTElP/SGpXOAyG3qGUEC/GYWoZLqkGgFYGLchfOe/okbSEkf1uD/XzBJleU6jsnmTGuzK1bviyrz8hzCD501PjxjKdbnru4Fh8IpEQDE8MSud19Wfw3R66QybrT/YFaAJfiEorVDRtsdqZmYOjmeZ4iXa6PHZEwaHZqWfr56V//P0dppNnFy+62Fi8xhcg559qKKZojbzU2pY047BhcX6EOU4zWgWir/dfy11VecgahnCfJLGT9PnPV8P57ozeZ37aJrNYBcxXtj9BQMxxSstovMkxkT4nO7njPg7wzhVnN8oykrtvA2P65tKUgWw63RO02vJbEGDPUPeCVA7L7aruLI8LhcglXIopuTj/7HRM8M+I5+Mxq51baLaKKKsX7NnQM6QUI4+E1K7j8QEisbOKqoMAIYNUoKHRKIExAGgY0yd0tamL+MAcJjtcrJLbN34CVPCYSeCzTN2LZog6cvXCmSfoAOA5eHZFN1JiIcaAMYbxyw4cIciYCi1fTggjIgQIIYibYtarBYB2jGEMY7gE0Tmhvlcoq50IweJXtj+hvffF911vPvaA5IfDVwc+/vEOdPUVOwmpC4elg2OpIQBANZfKE/acXMfiMD1nbdTx1qWzD88Q8U3yyvKjC7OSu2c9dvMrxGFdshshKG7qLAkhJeaBArv2vb8mHiGQgRpRHr359dGpY4Teo4pwyZVNKZcfxykHHgsADozB89y9zyRd/m3q3LQYQ+iyA/8Tox0ArWD7xwnKo+CWCCcMeCuOAAB1wxeIJgITWRFKcjy16bnrIi+pJC8+eq+dfcPHBFCjkuye+5UPzz05q90KMYFpb0m8LtrSqg+qLC+XOFMr3l1X0DucQTvSVKr4MJuZ9e2rm2/98fDGoR37b4Cbnvo8IZlJ5DV3llHONVTMKC+6eA4AzJpdsiWbZd85WnuKwqDAmt6jGfzFN5+ouffaj2zbtv1UfevGz2JmFtZ3K9PUb6gGFXllKYYTLhf/R4lwXMiIcZNyitT1+1oqv/UR/Gn7jm9i3vjE1z/WsWpJR05v6JjlyWKumnXsyJKc+mJd55LaxHkfPnD+se37t31178nx9F37Bcue/m740lqf1Ses7jAWh1+hLympqvW4Q6m9cqq8+7mHGss7Ns3vPzV0+zUsdmZjZNnavdoH7q7f37RrxsVRfbJu88rvG5ZWnKhdMufYAYEgbLv39XcMrATvh5//cmOaTR9GayvOEDcJB6nuHdkHO84uONinEa2rn8g8XXN+bo/JSKo72zy/ZVm2/dzOUyUtnRN8DYsCIzOk7lBP+6zghElCPn9xqTEQImOLXRCKYFLdqC5BFifRYpeHdVg9lDLjhfufqcAqFP5fetP9j4C34u/xVpyEt2LC1OcfDvyv8TH813z0fzpIAPDmP7rR//2RuBpRQIEDoEYiALjN5mQk08hes8kq0dBpAbeQZ/GeuFipX1R+JgjR7L42AJhpsvCZbIYjRKOF6GYb99iINolVktOeCQAWt5000+rhc+WxxkN1bYVpMwpaTwHA4u1fb/Fdv2nHTAoF9lU3FV3p9rH586efHwmFSJHWnpzEzOR+q5DvHtcaxCyzje8iccdtyVx34ZA2YSQ3c1DS2Z/ukQomjM1dxUQu1yIOhi0mBo2WYffw3udQAmKtk7oqM7vhR6ojSdXQWXJdr0HMSRUZhUC1OHbuub2BJ+8rkKU3tYdGZ9DmVRzg2S0JA9X1lZJQBPnHx2UpIUwcl6c30GvbKgYlipMz8lms9oifE1Amd625NMH5/MLRG2bOKq0ztfUWiNwhh4jK8taP+zCTF+Izh4ezSIAjJbEi9yWLnS9bu3DP+LmGOa1uuoGVQGPkdfWnqwFoHhIhMBqKUG5lMx1jTjdnAKKhnB6IRj4SE2KH/ONmGSkQpKkgGub6GAByASJrAQgnACDKZBUlijkFEOU0B4hKkEKUGMYD0QfQhzEYfsWuFwsARqTEEYwBTzk+IsQMztyybC9xx/ePJr7zxH1H39zxwJI4sV6eJBs5MmGRBIuyWjJO181xUinhLJFg3JsaP2Js6S50Ziark+qpzSeU/x973x3gWFW2/57cm957z/SZTO+zvTfYpS8dKQooohRBUVTcXcVPLIgIogIiRXpdlrK9t+l9JtMyM0lm0nvPzc35/ZFZXRGw/PRTPvf5Z/benOSezbm57znnfd7n4bCVz9/xRMm2526VXrfqRKCuYviXFedbmn5239fFW+9805+hWH0blu6r2HdywxhCwMCjSAwAGTDj+Jm+IQRFkN/dCWAM2bMEYOwAABuW7pPuO7nhjzKsCIHRfshAGNc4cpDnaTDxKFK/N642X3PNRE8sIWRBPv3genMPUdv5YXliKtTQvEwjH37oD5/bkCw4nbpv0xHxw0dans913O5Zv2RvyebzXuCOu1VtE7NKzZWtUx033P+HvRqFs/GO6365+pvvLX9uzzcerf/BE9vossKpdMuqlxtvu+PQj7vfqruk/dSi5ulAqW3zyvdtXE6iaFFd9+CPfvsNvLihw3O0ayVj21d+UHKqb3HP0mtOzf30G/c2NFX1cNYuPqyAfD6ufKH/ylffu4zDZNHCyzbu9N/wrWcn1y7a98WwsmdvzHK+X7zq51RTbAlJZUl8xMkySqJG4vVgkP3tZPr4cebSdV0OxYGrlnQmhyar2h6Jdg3jN16x3nDJ87XPP3SjGFXicdcxdZnmgKcbANKXEfVXK1go+I4rbhJ6c8NTR5/hXFNrb7/1iqcqtYz5+vmc3uV6VWvlcRLF+rq5UOvVXVOdBxovf+yXd3Y/v/PzPQDAthwov/Vnz31jIteJZGU376ngYkdkKnX1e5RgcGNZ26sgDtS3SGXpeciImPEsMAb71h9uqupeySQzSy9a896zvZb6VSSiLZ6gMts32ljC4aRDYkH0jS9sfXYKVWIRxjDyz33QncM5/O/gf3clbkFVAKB/YtvtjdP2QgEA7JcIE48TBExRWRapkAZIABAL+ZE6AGjzBsTFkC956kqEuUc5nGwSAMQEyt5TWz5YbLGWBgFAzuFn3Qat5wQAXFVTOsq3OrT3AEDFeRt26/xh2cDhjuWSugqLrLmiz+oNKNLDPt5ue0DuGJ+s7JpzKbFB6+EbNPOScmVIFYxJR8WSIDiDnHk2mWGOjZdSTWU9zBLVTCQQqHWlUZqSCEIXkHz3eWREMlglgUiYZ685PdA6lCNiMU9A3R2KiWN33PnNokaTs3fgg6vNm1a8V3/LA88kxby4pKRgUqUuOFoikQZDXGMvc/ehrVKzYfrCO5aNzWXi0sjv9p5fcv8vfmYJTi813Xbt0yN2l4HJlU1FdPJkip1W8oqEODltLxUB5nl0ynBXJkOqFRKPk8eNZ50+k69SioVDE7U2EnCWAemibI61TK92xBRijwoAOGKBJ2jUWMOQ3zovkYrDHoXUIweA6yDPUL0HAFhLGk6PQV70RcqFaDHkddUF3/3yD5oAABACYiEvPragajZ9xv3pj9vsZuwEM6YXAviZMooYhIz2U6cuGgEA0d0/enSL3VmYON2/NPrKh9eWW6yVaw+OlHCDcc7VveMVzg8tBvz2/ssSBJGlXD6da+jFp5a+/rvHFaU3vhP98Ref7BALokd/MQaNQokz+k1LWNay6sUsQqC6+8Zf+AEA8CjS3/79x82oEpf8Wd8Asgv5/LqFvtr/SFgDgMs2viVH6I/EHgAAjXGNA1+2+A1qa8NrnwMACarE+IJy94GvJ34e+8X9d6oAIG5Q20vvfeClzuPjlbI399xBkiRNuVCmkxpdMr3rua+NPdg6fk86yqyxjhaZbFSy5LH3LhjweM2eu168PPnr733ppu9/9TvL7/3CL9754pK+r3UNthavaDnZX7fsZR2kBDIAEHT0L/FmGayJ7uGm7iLDTMjuNB11eVUcm9sgtcVym8at5TWy808PZQPpzQ9/8671X7n2CcepviWZLV/axYV8pUEc8uzh8asueCt82cade9fc/SS9qvVw402XvnhPx6kL6e/87OH2r16Ie5Y2noJVrcc0JdVHBg4NtoaOP/GG9dZnniK/cu2vX5Jhsfh49/KSn3/zG1mofdUOAPD8OzcMghkfB4CQZoU7AQDse392r+ktuv9dtTCxyCOeeL9ixZTuotKg5+K1OxevWXRk8Dcf3n5q7aLDB8OtosZr3n75SOv2zuMAIDx0bP3+nz1z3zgAFKNKTKorPE/Wige4p8oZdJMpNFDWKn1xUX27kl998uSbb/4gtbZ58pCan/NDRpBaUzuCa8sHZMkMk4+LWgAA1ndJREFUZ+nzO7/w8ofHzr/2rh/+yjrrLJC7/Tq7VuV5PRKTPn/zd39/EgDo5uouxz/+UDuHc/j34n93JW5BJTt+9YBs21d+MA/5CYQb8iUKJAC4Zx36LXrtnHV8utwUZURVhTrni2oOmObcmjkim7lLow+ED7avGKwsHtzi9Wt8dWbLMAA0eoJCnkoaHQMAljsBvFxc3KAQh2kmC1z7T65Mrm47KozEuYZ0moN5nKTtVHeLrqhiIABJKcFkxatwjuVis6j5SIRfeGCwaaZMHQouqu/gZJKMwneObZTrZAFUUz7KPtHVON9UM56wuQpv/eaPH/o6h5UcuWbzi5s4EiedCunjarVLWGyc4j728i0pTdWx6QJRsm5ooHWyubFdmY3qj/Rb6jdEEjyNUuwfnPdq5kZsherVi45NZDPkhmBAR53uX0KVFw4paU7YXlbeo0i5KyeXNbSLXv7gcz3941Wr4nEJO8vyTq9vHJSEo6IPkjHW9TLDxJyUZJFzbq2xa2RpJwAITJoptc1V8hbk9dFpIT9SX144frJ7uIUtEQaTXE6yOZYQUAJeLC0Te1AgrNzp9OqnIZ97Ww35h30X5Ms73mdB8uIMcB0A8PqCdzgJAFIACAIA90ze+a8BIWA98q27lv/kmfuMOMeIuUiHHFytFQCwt7Z84PLB8bqd1aVDV0/Pq12JhKykobI/E0/wE8GILOELKofYrFRxOsP5AABOc1c8VP+N2hQ61r3SfAgPWkDfzW//8gezfRk/+4tb8BBYUBuqxHDL5U+RT71+68mz+wAAgDFkzrovz2aaw8KEAwEAjTHMH7lz1cY1jx0MFoHVIIB4YEBFrysU4k7jVNL13O9vDLV9/uRV69cdGn/nwEUBjjBVcvNNOzTcKNP1slVaeV7zzEFrKLiy0L5owkeqWw4MVeJdD1zveKb9/NWLKmynTo6VyaS00tdiPs2aQeHJvlOXFDQUWhVFxRZ7l02rzWUZcftM03GeyEPd0PrhTTXLTvc8s+H+5xhP/6jg/juPB7Zf8sEXb1z7nKfltsOH219ZeoeInfuN6spdxS0FNsulrd3Lv/PoT/bvfmqDYtPy/TMLvzM/5BnBoYXxzmy8+mq0r//l2Z4fNi6+88A9nCZd4NCj37lbfNcPHzE8+p2vWSHPjVAsTHLYGEMaIWBCvoIhiTHEOre1NlasGQuKj0SzeBt2jPyyclPVRss4mPE0QN6KFgDg56m79BmKHTvSuWr2280/qlzxyLGuez//s7pASEo989bNwwAAO9AO47bR7bUAsBvMOIcQND/94M1zN299JosqcfzOzz26NJ7ik0//4NYTiQxqvv+nj/h++dZVsgNPXbBuZKQt8tDT94/88tt3liUz7HrLVPXgxGypft/JjfvPW/HBJtt8wRtfufYJ7pGulfzfvHL7CYwh8Lfcu+dwDv+p+N9ZiVsQCRbUCADKC1btaoB8kECQL2EyQP4h4VcrPD6SgGw8KUiWKxKH4z7jptd3X5abdhSXvnfqoul0mgxkKeYkm5Xl15ktb3oCgvOTKYZXLooaIZ9f1/GYMK9VhicCfnEokYTipU0nVCQJTpk4OSOXBk9FEzxQq4Nvm6SRcaEgwVHIfPMAWMflJiWlxTOp5tKJIoSo4nSaXDw8UcElaXi9qf4Ua2Je4Vje1B9y+TVPkFz3rzaueWVVc8sH7ItWfxBWMnNjBBvvdXkNR37+3L0Cozo4Rc01J07s3RpGtGy+9+RGduecXC8UBvq8IelQkuc0TdjKDSrVZKk/zlJq1U5qPJaxX7Lu3Zd7hxdbVVzmsCeoPNw9YV501wvXHK4wn2hlsiLyjatfo4wKv5JixLLi8n2c4Zn6BEnJxrI5IsFiUYdJTU83QDRgc5VEAOBzkF9tqyXCUGf3cAsCgKJQVGpzenUnszQtdXp1YxOz5U613M0DjrcE8iTCXwHAqbWLDyggP8liZ4AbggVGOkCe3IUxeCGvDf6Jfu9ngBAwFla4ugzF7kkk+I7Gyt5xcLUurikbVAOAvLRg8lBV6TBis1LHCjRzRpN2NqbVTb46F8chX1BZCwDKikLL9EP3fL3tR1/7Vm3y2LcoquWJ8CEXHIDlP45A/QvHFm30Cb90AQ4vXHYcj6LRS9e/ldn91Hl/FPC46dLfV/7i/rv4Z/cvFBHzFnLiAADQUtMphnypI25Bncvedl+sv8T45vKlK0+zRxq7qkUeY/ab1z0ZpVe49C+dKCviN5xMHg/iivOW7JVyKp7Bxyb0hLmma8kKbWR2eM5X6hq4jo6IM22HBg3ipKec+z+Hti5OhFm9r40pZ3dLdz7FFtu1NnuRr/vALcKS6qMpu6swZtZOXaYlOfLVzafb6kzTNcWGWVP71OrDD++8ULXp2ddX+w/fdv8VLb03h5MoPehTlp96fsPKXQe27u8aamFfc9O25NbFvc7brnn6ma9/4aF1Spln8X1P33I1ANgWlBBTANByuGOVZcuX3mN09j9BAQBrRlTo/dmXHu9srulcCWbsffSFu3sBQARmnIS8ohkTAMRgQWw8isx4FIUBQAoWZFzy/VNe8ZoIja8CBABQfdfoIORd74xH7lhd9vDg11JL3j7BTGc47m89/OO5Obees/znxzowhtxVxlcFz/zPLe6F9AssKOTtAwAGWJAUjyLrHQ8+htoHWs0Tu0vpX/7hrsO/e+OW4KZbdl/GY+Gjw5PVmVPPXKz7wjdef3vT8r2WR799Z+zpN24N3/ydZx988DcP9KcznN/4TysOvrjr+nuP96w8fc3XX4n+5pXbz5gBncM5fKbxvxPE80Iak+8f3qxorumzQ75ulwV5ItR+mkZaACjmNmY+vPJrrx5qre3pl4rC9XNunfuK896qp2ks/+Xzd7WnKBanstiSEHBiPaePt7TGkqJJhBD+4MCGCACIO0fLuQQAy+WWk+64QDU4ac56vDI2AOijcRZz1iuv6J2qICWiwJXhsGA1ovDhmflCnk7mGfL6la4PDm/urCobChbqbWQyxQ0DQeYqSmYWd3SvaM/41Z5UlqnQ6awXNhRPkc3VA/TmDa8sPzxaUz/uKm8r0k/c7vQpJRpT/1jTqufmuRKbgiNJSwfHa2pXLj/x2nrzRH2OHViybvVbOjpQmv3GXfcEc2nVdCrBWfvyrutca0tdpYGIbMOSJe+zclxHfYksfM38rNnRJOJlhy0N0WX1fYmBmSK/QmP1jI82c4+8c8+NGDMtHf2t5e8fuaAyHBKXyTKqTXXlkwtlYdkE5B2AonafwFjW8A4GgKly89FN5QUDS+ks6QfIzhXoHBwGAxcBxayC/Mr7FgAQZyiWAPIBuhrydebsjw7rwnZ68iyi18dioZ0dKt+UfvPhn/C2bnyTyWDkGtcv3dc+NFHrAIDlb++77Hyj2tZUZhpfVW8e4Mx7jIIPD154dSLNEUC+xn1vwnjYtu3xB1+5/5GHBgCg/9WH3pWCekgFKVnq0hNvbsUYehZy8YaFYCXZctuHg+d/cXcCAAAhEP/+rc/3J1PcMrAg1cI5YyLF5W3/ynYPQqCToNCKInKqDgB4313zg8KskCg8cnqVy9jUzdOy5oiCot/OYk5058v/s7kmlD0mm6LkNyZi0Oxwm8a3Lnm1dlWp9RLbcJXxwMCymG28WjUs9Sez5tcFSXmfyrTxmVSy8g1fwFtoiYWa8ZfWnNiw2nLHT0tK+3LNFUeoloa3Kwmxs3j56ldou6+4z2LXs557/cuumtKO1VcvO3B5IMlYWcCQlmhYsezyMiu/pHggubyxu9zlrva9MSFR6GSuRpKgzL+76EhUpB269tbv/vaLCok37vTqnJsrB3O3fPe3a19++JrqOY9mAwAMrJk+onjm0Qtki1ecZv7gru9U5cj26ut3BpMEykl+cOcDyoXfrv2ip1AFANhQJS7f+7sNUsjvwkwAgBhjsIMZ22kg0wupijM8AvcZy+DVjx+eK1w5U/Dh0+cF3vn5JRoAoH587zc3nfn+W6/psoAZ+8CMnWBBxo7XWm9AlZjZeFmPHvITfG4yxZMturLj+H0/+0mr5YMKM8bQsefp814AAOX+U+snllzdvsegmVOe98U97lsf+N1MU1WPNZ3hpADg2NuPXzYDADKEgA0Acoyhc2Ei+qcKhHM4h88o/vVB/E8yhpItqz84fOO3nrWDGUd3HriwAgBYYMaBbY9/fwYA/HgU1Rk1dvrG+39XQdMgWtHczj/e1WaVSkLsX3z77pBYkPi5UTd/VfdIYzNXkYwW6+et3oCKWLroVDidhlGNNMRLJbjVCol/pkjtPZKmmcw4JwC9I2a3L6iIz9nNYzqDxS0VhhJej244keNxWCz3QM94rahjoE2qUXkKXZ4Csr13cXeQwlRVqSXNZlNOUjnMnI0q1CQ3QkxPV8gs1iqHlJcd9dsXRWpMc5OXbnh7onN40VGGekhdLHMVsj2l62cmW/3Xnv9iUlr9wdxvDjY3nO5d4ol6i4/u2/c5mysJjF/+6kfVLZUDPIM4vX95XYexuvYoz53MpnJZNuOili6Kiisy56/axcuJJzbP2GrR+ExVyjHVxmam5MuWNpzg19V0MoyaCQkg1LVu0cFnVyw65kPAKEeMHC7SDzPZzLgXAMIAwFhaMzhGULzlAFAtYPDI8dm6wUxWmAMgq7wBBb9npNEEtOQUAIwxIL0TADqPd6+wQ149aBQA+vAoCn3SEC/kxP96eY7x1AwA4GfeunlodKrCf6KrbTHkSVZkXUV/9nDnmq3RuCjh8upjG9e8ygTMHYFo4XEAeGzdkv0tkwfu3p/OcEogLyJxxdTY4hOQlqTxHcPSnenBHEJQhlb+sBXO7A7kt8hFGIMffbVS9vkvfHcpQmD81s8f6vjcfS9kEIJGjMGuX+WMBcLSJQAAX4NHRzdq9qdrJG+v7Q5WNPdHm+xMW5Z92LUo5w5I6jJ9t9TTKdltRZe/0ZJON5qm397iLl3703Gg0WU9jjpBYFoz6iOzMiTwLR4MKYtbLfcu2loI68VImjUmi4tKTCdVjdWnMFd1ou6hP9xi8UV4wa7DF7CH/Yat4/xhVr0UZwu0s6UzUVpzx9bnmGWFw4WeQGGoc6LYpFLN+lc2nA6cHmj+AkWzeG1Fc0ZgUKRG7q189+lHHXqeQ6eSz1c9c2Tl1+Z7SjVvPnblu7POQiKV4nAee/7O0PS8ochgPnJJKCzpfer1mytgO6bUDfjU7nWb49eveXLi6TufPjH+wITsuotefnu2p2DDmd/uuyuARJU4gzEMb7x5XxDM2AVmnAIz9n7pqt+etzC6Eedb2rU7fvU95Y3o+TKMgd6BdugX7o/EZXe+1SVuiYTOhz0922FHqv2LS46cuXfAjH0AAAiBFMzY3nZl5/MAwLlsw1tayE/0ZXgUZQEA3npsq+3ar78U3fu7jabCddMF6QyLvfA5oePdy/db7SUoEJY5fvjb71oBwIMx0GDGOTBjD8aQxhh8f/U+/T8MhBB9pk58oe77XoTQp8YBlDc8+ae7mCGE7kYIfZKL2Zk2v0QIfVRl7ezXL/m4GvK/8plKhFA7Qqj3jFnJfwIQQq8ghMr+3vf9a4O4BakBgFx4GMwDgPC5h26KgAUpL163a/+uQ1v0YEGq0/2L53Yd2kICQN/D3/y6ecvn7472hGAKAEJMZlZWVTwqXLv4CA/yEqyZuEd0yuEyruwcbKKMWqdHLo71+7NAIITmhbykZ8qv1I7azHWFMmeyXEK/F4uLVDPzJm197ak0lxKslYiTfVGaX6FX2TYI+ZzYdMR3SKdwDaqk3tO5FMm8YPXORjLLD8y49FNSoUNer6ZEHAbi6PnhIZ3IURpKckrNJaOUVn1SEY2yxLMBLpmOxDXnN/YF3GEVPesykpnSnSIG5GLrS+aWbKmYq+WKvKXZLHt1kWGKte/QlQ+XGyzpUFTEDuO0QmYYDf3htbvTk5Fck8en0v3PU99hvL3vEqpUP6lUgkgt5CUMYr63sKWmndta23nizQNXCupLrO2NlX3FlSVDm2xO/SVdw4s47oCuf2SiXNha25NLU+J+ucTLv/GS31JiYVRnGd7oJhhxR89ISyfkc5kvMlDWSRB0GAE+CABugGyRAoIUABSD8UgGAN6E/EqoAlXif0iO8uwVOt7zsyAsf8gIAGlrmGzesOw9QU3Z6ZvVCmfNwFi9qLJk9MTeU5vw4c5183sOXv0U5MvcIk1V3aY7P/fLIcjvFNghLxjxCgAAXHrjFJhx1/fv2j4N21ECjn2nC85yosKjCw+oX43yfv/Mg71nJhsvNl+fe2TH59Cd1/+yDgBSsj+EZq+EV6m1dx8omdtttG0OTbxujVa83Lz+N2VDTaeiFwn3qEwVztmbra6n1RD40cGhyrkpW3P2WJVDdvqpA8yLNLO8J4crukzXPhmWKhxHRrIuWLr6RVHzkucLP+xpfmQkSqQVgpQHUqXksmpLiUYaZ7eq46HLLnmJuenyJ7lr2044L5CLV8w7tEXTtmIxWzrbHUVRTWvTiURz40GjVu2KSIXRkml7cWFx+SinunRYXmqaKrI5inNJzhz5mx9fUeejFfilk0syg7Yi13vd10ZfPrTi1wXamapMllCsvuLx7I92XFPunWrgvfXrSwyGmr2FX7vx4VqwIO027wOVLx68pVzw5V+WQj5X3vz08VteOnh6zRKwID23IRF58O5vnzGpCAEA7Pr1hZUIgahKNHIcLEiFR5GKycvQyTRX+Ry+YQIAYOM3d2t3oB0ILMh41mSeBADG2aYyZ72mXDjW4lEkfODLD3aDGU+CGQ/l78+8GM89N/1ctOmWvY6ZucIZTn36z9S8FsoYAWOYP5P+OYc/w2fFihQQQi2Q3/X5NNwHefGZj77306RP1wHAIMa48RM02T+uL8Rfb/X/jV9D/v/zd+FfR2yzIAXkS5NckBd9dwCAZ3SfeWPlBsteyOfD9QCAwYwtYEGVp/pbW5bUd+6B/ErqYgCIRGI8Nk3jsum58lhTVT/rmTdv6D3Zu6zs6Qe/ZNt58ALuxWvfcwFAQTzJXMTnUt1HOpfX1VSd4gkJ2sTiQKfDpZLOO+SqYv0cM5pmk31TNZwi/bxAKfUNpZI8QaHRbovHWFsm7WU+udRT4A2qBuXqCYqRkVbNOIr7VAqnVqP0JFMZFt/n15xmsTKiQIyz9GjX8vnVrcetc0EZKlPPF72599ruL1/9ePPIZI3rUGdTNQP4Tp3UNZSgufp5j44pkHreIpWWxX1Hr0vyxM6S3p7V0SVNh6t//+rt0q9/6Ud98bgkm8DpQrutnOwZXOyorTvJPTlUJ2SlNSPNDYfNKmEkWdV4wPHh+18uGxqvwhx2VByJy96TicJsqdhnprJsQSpNknZX6cttjR/c0NG7uVsmctcFqOxprSCHnF59NZcVppNEfBSSBikIp4M12kh6aLyegDyJrRjyXIXQwnjthfwPKAEALozh72bwoh2IwNswfYbUhK+C+Zu/+/SKZ965LgE0x3rJ2jd/MDYvYSoFRM6gceReeu9z4zxuXJtI8ud1qjl/eeHY8sMda58882AGC9qEKnEHxn/csv3TtfJkOyXG4FwQmUmyWUlzqp9nA4DIwvb6n/TQb3/A1P3DH/Q0SUEOZuy4ZevTl73TKUMqe4XvKngjMlNkFHEvfHfL4RcfsKgu+k18OYUZYx3r1QPII+LT5npu5f5MIZfX3zNcXyU3jAtnpwp5uUXPK5dq0On2N7/uvPXap84btaqZBUYvPjqsnS81j2vmxwusjUaigmS72BDHqe5gWfCS5tPyuaCWUVDYmWQlDEXVhtn4REA8alCEzITAnw47Sqia6j5/71iNRsKhEZ+VHXMHZdIcwmzIslPhBEEtqmknJ3xqDp0WRtNJgbuuaKZs74huqE6J2jMUY4NI4DQaNLFvTA2VLOcUzugmjq+wUCtec19ngozdZWyKc5z0Sbty6qQ/R+7vaXlzM7Vy9Yqa/j5h6ZEy+/gSU2/O5h4NM9KnDt4QgAtuzy38dvsAILd9+/b67/T9wEfWZ88mBhoxBvsOtANtw9vOCOqUYQwTC2PABgDVwsSQ/DOS4QJuvOS56uceuilxhhj33wiE4C/FXjD8f9WKI4RiGGPBWcfFkDcuUUDeo+IFyI8vAMBXMcYnEUKnAaASAKYB4DkAePsT2mkhbxgigvxk7csY42MIoY2QV4VjA8AUAHwe8pbHP4N82aPvo05mC0FzP+QnDxNn9/msNuWQNxhZs3D8LOT5Ho0AcALy/J5fQX5ymACAWyG/u/gu5Pk/cwCwBPI+EX/WP4xxDCE0s/D/2QAAP4G8ougntXsOAC6EvDnMFRhjy4LZymOQJ29jANiBMX7z476Phc9hLByXnTFN+VvwrwzibZBfxc0snBFCftDdC+dbIC8sUgUAvgUZTGOGYnLZdZkEHkWmwx0ri5c3H5UnU5xcPCma1ig87ZAnbP0hk2Vc3XWyybBoWdcJgoBGp0eZ4rCT0u6RxpmigolNJ46tPOmMGCSbFn+okxaOjjEiWimPH1XHaRwPeIocGsHcsoGpepdQa2VyuXFGMKiAQmmIpDGz3BUn7DF/ITdHZxXG4lGmTphmp1KcY2Oz5iUjNk10Wa3lFF8yqzdIYuVPvPLloNen7q8pG6lyUZku2lbIS6vdJibFrZawGGM9Y0XiwyfX5bZc8dQwCYzGlWXz+3776hejl13867W/ev3zY+saupc4Pab5XJCbmwmUMJat+F10xLJenqPYEo3M7Z1xVI+zOJGlx7uXeVMplqGicIpjsTYPS0WemELqNc3MlVFUlmUskE+PzvqL+szFoyvZrBjVb6kBmWqmMx3TmUqNEypfUBjxBQ2BNEVgAM4o5Ou+ZZCvA1dBfnU+AvmbLbDwV4Txx1oA/k1AO5Bu4fMlAEDjq4BElbgQtO1l4FzE53NjZpXcVmtQexnHule9d9GanTGro1g6NFE7SpJUwf23/s/oD369bQZjmAUAmD+qI3Ur57MfZZP/2TURIIkweGEoKrUs/D/EeBS5z1ZvQwhqKoosM5YPKkWoEhN4FM19d8v3v/RDzy0fXBM7VPEeXNBbVfHe1wdLdr91JaO6fBDP6PsnV9JNvN3++tWu1fYpaVykDosdI83zLZK4+smIJGsWYD6X6ykdtZpDdbXdrEigmNIYTvLsnsJUbdmILzV+XomipJ2+utWSPTisgGJtMJYKlsuLdTMKBisxbRDGo46gWs9jx5klWpd9YLymNoypSaMgqwJGxuP0qFVpTshTJEybpl0FVp12NqIRRoyJHGhGhhv9BoMtqRDGKJnULxuYLPMIRWG3nJP1hzlz06eOnreol472XabjxkNpVEWl+Prm2vapP3RV7jk+2LSIwfMfWLXlN4S378Lls7lA+dF48J3VnEJMuGvkZMHJ9PWrjge5BIyPR6H+6099af0FTf0notrTzokYqJpmbggwGp/nD7Tr+emyuZfr3z6veG/3a9FFazf5XrrWaSiamUnibdiOEMgxBj9CoMSjCMCMvZYPzMWVWyw+jCECFrQWAE6DGScQAkSSVDM1yHKiSsz4Y6rmU8b9/xoWAvhT8Ocr1QQA3Pr/E8g/GsQXzoUgP3GPAkAOY5xa2NZ9GWPcghBaDQBfxxhfsNCe9wnt7gUADsb4hwtBmAf5QPUWAJyPMY4jhL4JAGyM8fcXgl8LxvgvUhwIobsAgIExfuTj+rzQ5vMAUIMxvnfh+FnIT0YuxhjTCKEDAHAbxngCIbQIAH6EMV6LELpp4bpfXbBK/bT+PYEx/snf0O5hjPFjCKHbIa+6dgtC6McLbe5e6J8U8jrzH/s5C232AcC3MMbdf+OQ/gu30824A8y4D/LB+wyLWQBmHFw4HgOAXCIL85BnvCIAcLGYlAiPIoY3oEj1WRrQ4FhdvGugdW7aUVg7NFG9dXrOdAwAlmZyuWNefgwIAuhD7UvrtSrvYak4ll2/5BhRonO9mWbw4t+89efsfktjXEsyXL2WOrC6VQI2K+3NEvGS/rjghFHl4PjcBchmbfLnOHNJT0Abm5ou9uhlSUlN/RHmieFmO5EV5saGzcct00a7STPlvXrlHlskxq8gMiJD33SRb0XbrggWzaf397WOb24cXlHfeHpTd/sWYYXJ5mQw4xomyQ4sb+1NUt4yAzMlH37qvQsbhwOo8sX3rqXKpUnl24c3TWrF0U5HXGEMJxmiYcu6smhYnu3raRV9ePSSWC7HqBJz04M5ZkQrE0XnvAGNDQBmghRt0qk8LqnI5zJpZ2yz/iI3AJRY7BrSE1DOAnBxwFO5SK4e4/aPtfg0hslMdelgDQDHCWz3FshLp65eGIcQ5GfjosX1J4ohT2bTAcDMWfXdfzfwNjwPeQvZUgC49KQPMrAdecG5yA0Alm/e8iN+OiPuufuGR38IADPvHrp4ydBELRcAcDbLHD/SuXruW7f+iAsWxEAI+J2DLZUL99afVn07/tw6Eo8iQ7BDZgcA20L+04ZeheznvrOpEiEwoh2IBddvDFus5hh6FQiMwb6jcjtj2FolWx6bVMyDVqKu/NUKw1T24KKA5MYi8uDJxnKnSa0+YlZJSorc8zUchoiVm3Y1KUCfXHqImfXIQSQZ8koL54JGvLgo4pAbx1NjttKXUap8anlBVFWlCZpVpl5Msqjwzt5K5VxcE8G8oLSx9mTa5yjxRfwF7jSR5eU4gdz8nDE451eoVZIAhOerVCKJA4RcSlZsnO+sKZj3JzJEiK+YIIu1s22ZNJddqnGmywpsWK10RYMJpMxlSd/4RPM0DwhRKsmJW09uqb/qvA+V31hka9aWH2FJpHOSxU1HrYfai2fOl4YiJ3b86FDJ4ldl5YmqFYtLHSMpZrLr7srM4gwRU9Y1HXBlwmqRJwUXPDcDLV/vB/miqn7bhPT0tUcGGpfNRwnFe6h98btW0brlVSz5RhXcufv83Szhbcbr2iXS1rJxx4qFAG780de+VQIWVPed234ATo+GBRaEzMVjMowhAgBQtmn8uKApKgAAwBgwRTG7wIzn/oxrkS9x4yIEin/0nvwM4b/WihQhpAOAKyC/iv00fJwV6esLAVwAeU3y1xeu+1v4qMVwHn+tf6/+je0+yYr0V2caYIyDf8Pn/AdakeZFNCJgxk4AGLv92idqF16RgBlT/Fc4JOQJWDoAkN90/+8DqBLPK2U+59d+9OiBkalqW6bg2IzXr0oyybSvSG/bmKGQRMCCkvPrxucGxswbF9V1zj//zrWbByyVsvcObZod6Ffyb73iWcGATSVtWrLTOTlbyhey4tXlhdYX2Kwso754GsQI6g1qG6O1asCklvrVAqwqYzByZXxJQG2dLQn0T1SHb9n8PDMV5x8fnquqowhyXSrFI3JkrrjAMM5579D5aHBwjdXqUPW0FFsXX77yjUJnhDVVXTcyccnaXWm51ENUlUwmWqr6OAPTBWRZRd/siY7zLGNDy2lRSldgkAXQ4HSpsFRhde4dKr6sf7SRMzpnTGqEmWQ0TSoIYcKlUThlYy4Z/cbRNTmtJGlf0nBEnMlykhKxYwXkgO4ebrDEU+xym7OwHwTTfAAIyvmZnekUb7a2vG8UAF6xTbd5S0xjue6eLfxgRHVKJvabIK3ug7xlXg/kZf5iF63ZqW8wd5lO9y87BvmtuwkAwP/INvoZoB2oBPI/+AsBIP7kFKwBAAfIx2ZhO3J+j3zhwXmPfs/Wu95StNWdriQqX9v54k+uoW64+DkWAOSOdq0S/+ieb48BQB0eRcnB8Tr0EQEWwNs+sjLL32+9GEMKAACPoga8Dade+NzePozBDtux7DLXl8rBgtD27dvDLJRRHYTV9VPF1qElcDpsgXJ50aJ3BbvK6dqIrWziHVXqZ/vHNF6TDMuOodmCrtyYZijGT/T1LJ63BYG29a7QUmxf5HqVN5RIieYclqVS3lxb4b2r3/gKlxls7pwyz20sDaeUCq+1mM/SUClwb2g8hdLOxkI6rChiKuw8xPcW90/Us6MhebjIMG9AjBx7X3/9tEruTLKZWdITknBDUeZyOipXS/l0lpPSsqw+6QG+KMTxuLRjxQXTJ1WCqFjKy02MTZfJN6x9tVijm83404mqLefvKvL7CrpjCWE4ONvKs081TQ8OLsdLloyKh6LCkoO+XO5GPX8VM1iuU+B50ab4evC13+T/0Qqrm9Z1Uw26gCBGw/cN8xsZK6gGljlTPh93lU43y7P8WjndAKqxMkgJdYNoOhP2lAhhruGaMKXl1hbbrs+yslK0A90K29HG+8U/doMZD6xbfFCqW+XkAIDhLLc4mJgty8QSAg9YkBQhMIIF/XHyiBBwwIKUYEFsjCH5X0JO+2+2Im2E/MR/cmGVy0MITX5Mu0+zImUAQOis6zZgjCs/7iv4K/2L/43t/h4r0k/7nP9wK1Izjj7xva/4wIyTN37r2fzD+IdJQJU4gipxBMzY9eyPPo/xKCqsvnCQg0cR87oLX565+7ULZi5a994TFUWTvliCd2z74w9O0TQSspg5u5CfeMcXUvqE/FgIQU6uVrouZkjRov2nVkiCrrJZDZfF9+NsaSrEHds9rro4nWauOTHDImUoPPvhwc2O+YiAqi4b2VVtdHQ4nRqOhJeMKoSBEg0DMX791p2O05PFdUW6qXmxYpb/4ZiJ+X5P63EuMyevbdw9x+PN1kiYospNrceH+TxmkKKZ4aBf1xGFuMEf5w0OzZQ45n2KkcWlw6pcTKxh8mYqo7lsvLL2kNCdyApGLc3ZUKhSoOSAOxpVn4C4DtvnDa5C/bTQqLHLZxzFVpISsdRSbxuBs+X9lrZUMsEPmQqGJoBmxWIJaXk8IWkHMlQG7Ii0QDu+2h9SLwlEVNVzHm2tSj63BgAoX1Ael4o90TWLD7UHwnIGQNYNeYJYDACOspnJuXcPXdzbZ2mZhDwBMQf5WSzn00rHPg1oB1JBXuJTB76CNMwuL39uBkYBQAF3mBl4G57uWqZkfO6i5wsAgLdk9QtENV3hk4hDp+USfxQAjgHAHJgxBjPuQ5VY/90v/9CCR5EcIWAj9EfP+b+GrgW/8AwAAMbguuuGRwI3XfW7C56Em2vu3La6biUcUywXJ0W7rulodKv8xxVE1PO9rQ9yQv6mGB7fTCwxtlMzkytwmpXGVWwT1OfK1rZsfLwuMr0hWlB/yIvmyitPZvm6kuo9VbGGx9Ui9VS8f3bJeH31sP/qRceku44tk2+otTSSKMNe0nqKWSkhCbtTPe+ISDzLqywyNYFRs8kWKlH5cxr1PIPKMnmrFh9mKZU2Ui4OcWVCX1alcibEIh9fKXcSOu2UtEoTrrTPq2lg0c3vH15RF05yhTKlQ11Xd2pKLAvaQ0ElPx0rddmcBZ5gWGSQKGbrzEWD69ctf39FY1WXeUmxU6Dmcddqo/r7Tww0DfdZFXho/PL0Q4drph+84weGnEe3NDu+epHQ2zqZOfjd4kRUJDrG7HuhNwQmB3/yMQk/nJLRwv5FhPYUcIPP5gCM76ampltq+iogXjCXUYyoeP6KZsjzXnKLo8pNAABVpSMZPIo8nzJemQXGumOBGAuQ38Hzghn/X9HI/lvwX2tFijF+H2OswRgXYowLASCBMf44y9FPtCLFGEcAYBohdMXCdRFCqP5jmn5a//6RdmdjHwB85czBwnb6X/ucz4QVqRcsSP3cQzeNAQCcfHkJF2MIYwzRhYDhvfFbz7KHd9VSAKD/2TP3iH+3yrsYADT7Tq4zuFI53vG4N9lxsqXwnod+an7/yIVhh9PovnTDu/6dh7buaK3p/0MqKXLKpPMDq9pOOK677+W9YkSUldaNc1RKzz4hC/b4RjdJfmUpVhaaZ5j8KPPRV97ZcunBaZWktHSij85hr4/jPM4Q+xiVBd1VybiwN4Rp1+ljmyYb1Ek0OrBsndWtbq/We6DaPNnZbTdwfrrrQrM3qGLwZDbOqVlFw+vv3zDgtNVwawutx6pLB1urqrtiI5O1xfG4rPSGi18Q+MJiF4OZGdi44QXp0GStgenlHbzs4l9p77rtPsEBSyHn1GjDSaEgMnL1VY9INIaR2RgZnq0onB2PxiXzfKk9O+oTKyDLTK5o/XBxc+2hVEPxeAb89RmaJo+KBG4tAJQFQurDl657Z0ijcPrCUYUiGFYJdx9bvwoAcHPLhxWg6SiFfM64Q8AL3w752XQc8iQOJQC8B/fJfbAdzX/cIP414G3YA/nVfB8oZvdDwfEUAMTxNuyFBaaxVBRk/eHdG94CgIlfPPqrH930k4bYFufu9p8/e88hANDDNReJEQLJQ/d8q23hwZ4BM/bgUaRcEJv5WyCEM9uSFiQCCxKvuv743HMDX9g/Dwa7aLpQ4L+/A3UEmVRR6VFTqbhvcTKytM7qrwhma7ua1BmPtaf7xvpkxU5ukdyr11slI4nitw/JDdZHFVW/k4nF6dVbN+5mb7/p1zPKlMm71UBI5Fiuqa47XBawVuRqi4fYXZOlc2+caA0vMY8RLQrSkMUpzc3n72EwMZd1dLAqMRvlqD0BpcIXULOHrWWxcsMMX5JjJ6TiWDaVEvuFogDOZfgGmhMihmY1nhwrCgRKiT2BArcnLBotK3DJKUY2lIyoBhNhlTbsVBciAH5ZwUS9XBxkhaOiolPt5z8z7yn6/aS1Pn5i0hh4add5BVUlY9Of2/bU3vUlHn+VJsUp0zmTj37zmxU/ee62wSFH3avXtUzYmha/VbR0+dulbsKnul8mXlaq77FdnVu+5CqV0HyBKRNgSZyoiDY0fB5Vi8y5AvFqMXd/ZclQYqLrwqP8qUu2i6c2z1WJoGjdIu8eAIDyTeNhb0BuAvhzMhtC0AYWxAMzjp91mgcAgEcRFyyoFv678N9uRfq34CgANCKE0Ce8fh0A3LzQz2HIk6X/DH+lf393u4/gQQCQIoSGFvqw5tM+ByGkhnz1wN+lX/DvtSIFAIRAgTH4Xn3kqsqrvvbq6B9fsCDtwhY8gAWJGi/tQQxndsN771x0/MUPrjMoDvt6y78yVrLvpvNC20a38//IYrUg8dY3GqqnT19d+Iv7vuUY6NlAliRwvbgovi8c5V8nFYdmhifVqw1qL3PUr/YImBS3VDs+/Ktndly6YdOrXTMz2qxca5GGnPWGL17zuxk/ThIBVwljqH+paXS2FJXr3SNc9ai2Y98mh0yaZCNWJEkQsumjqfFLLi9NI2+WSkoSRb0HvGntfFQQr+NxqWKlv3qgf5mvuv7EoEw1Xe51lbL/8PK9wz+463uKnzz3Jd60W1Zx5Ybd3WJ2tgkRtGPSoQ/sGajI8DLyVoUwg67e/FJoz+mV4oLyLqK/YytSlO+xdx+6cUjAj9fG4sIcAKejuaqd7w/JqjNZmJJLkkWD43XOQsMkRyyIne63NGwu1E1ZQzGZKxSRFgLAGBTuD8DMehfkA3Yt5FflSgB4DfLbYQwA4Pyj/spoBzLibdiOdiAJ5NMlhr/Y+v4oLIhcEAaCBWEOeqEPsY+0+7sITgs5VD8eRdzHX/yK8o4HH4+CcK4QGp9hmbzs0mRGzrmx+ljz+11Ld+qbbXckV/6sZ2rXDmVR8RH2KbeCsU5CCBJMd2o5u4R6055s0FDFSUdIv5tR9FrjDbWUpH1a5zlCWR28rmsv+OXdT+SmUrlkzKeNrm4YkieCBiJOEdSoj0XEaBDcvWKEsW9EZ23WJww4TSRZorhAwKLoX71x09xXLv290RkVkiJuPEsnxBy1xpVqH22cb67t4E9OlkkaqwYY1tliD18UCdvnTcqakjEWl8RugkzqQjGROJlkzwt4WcRjRzLd02W5RWUznUe6FtfrtXZVMKB07e5eYt/Q1CXPQLY9TmNtfW37r1Bcc1E8LL1g2C3vnpgxc3m0aLyk8PTK6dnFTzJFDtmatsNVIiYj+9KhDXP+6ueyxuFVpRKB9vCbPv/G+xujXX3C06hVDqNHLQUX3tchDoNtxfAFyw40Sie3jjvRlILN5o2lG56Z2397ugSPsLtQJaYBAB94do1y7Y2HLH82pgBxMOPAgnpevsb7zFhbEHdBOe6/Bv8Kdvr/NSCEHgWAXRjj/f/uvvz/YmGCFMEY/+7vet+/O4ifAUIgOkNy+QtYEFG2aZzofL1VJV0UQpB/IC8CAO/iL7wC333wanp5Tsy39xtytVuGhyDPutYe9UBF1rqyZJcn2a8YXVdjXfXTrvuNqrKn2qu860yTK37x0nfHLi5pp5lr/9B68q1tb37lkhdbDx1t8q+98nlCEVEJD3Uvk4xazHUJdiRXofQFK6ttkkgsl1y6pP3pr/7mlps3Fzvwh4O16NrVp47tm1RKXz9wkbFCnugUIpIgJbMX5Wje0KoVb8++8fptX6kotniDYW68TB8kZqz1VB815V8m0WQZOaJmMsBz5DDTwxd6mqM5CtOhwr4Jt0LGDhmKw2nS1Wa29Ub9nNIJt1nSVHt66sjp9ZUATLy46fAbp+3i6qWGVN/J3mW1bXXHFR0Dy31ABFqAFneA3EKAv/oo8O3LZSTvnfLC8VKaZhg7hxbNrWo96DrSubYdADZBvq56DvLbYs5/NHD/y/EJwXtBDz37SXXB6IqrFFDzWgZvw5EF5zWWbMXdjYFwk+E296nT+9131xdd85ONXblhkjmzPHrxxrcJh6fUPEWhVInfyDwSIvWLKscYJWwZb/9EdkYulpZaPbz+lc1H2HxWTjs/vzjKDUk4QanF2ShLqW9e3hf3h4q0ngBXMR3jpOxhPl5cNMcEYDCYOchIOJg7ZDcFtq44xgz7VWHETFFzjqKIQjtrUEo8omCGmZNgXiiNsHDOaYyLeDEGgwBmMIlEZVrvjFLiJ+JpHiucJCiDwqd1e3VTgLBEJgrnMJkIDU2XMkVMIqpXuiSegMrrC6jeRET2aik7xJbIQ+EcxZC4gpo+W1ikLFUEMjs7WnMVZcMTfacuor589ZMqDOBQK9wC27yBPDHQavNDZBPOiI4OhHLEd7e+HlSEJJK3RlYwBuaV6pOs7hO0fEKc3vcgdeJnd+t+ebSBtHv0dpIdZr23e31614M/99/6hy3GLxokfbkcIQxFJBMv7b2Qtoy1xTH+eAtJhECHMfxDO0Dn8N+FhdXrIozxu//uvvz/YoFt/8LfU14G8B8UxD8NgXaZTrYoMH/2Q/yite9WvHvwojG0AzFOrwf5omXYi3YgzUuLocl529f67p35OQOPIgoAWDfd/3vRet6L5PXl+8e/9MwTlxXf+z3xW0duS8rtPV0fdL7P+t3rnM2/f/77KBTmxLdtOkgFB5TJvYNra4GVmC5ZfDhzwcaji4+dWva+16PeLC4ZyyFXaUavs3heO3Cz/NJr7y55+bmftP/me99E4x6J/ae/3aZcft7T/CNHNpjKjY6mSi4+7EyIik1l7dyJ3kst0+lgJZ+WBhM4ExezozJmQh9wUZRmdKJBtuXSH+w6dvzmMgkvKqGSklG5ziIQYDHzre7aw+Us/vnRJKnyJri8pTUDfSdGamukDN58Tj6YjczX8rIJ3WECJQ1l9QdV8zOV7HRC45CKgnP+oCxN0dwM5OsPNwCADwDGIV9WNg75WT4BABbIs0t1/xFB/OMC9pndGQuSgxn/UdAFIRBD3ojjz7dodyARAABsx+KlcEJ7EpbNAUAO1nxXu/0Qc1r0znaNfUpWOvv71QMT07dsVd79dWI+kWuVWS4PJoLFwFIdL05lTIxcwdsRv7uCqG3Z01Mnyzb3vPM5Jn/REa4LEr3iifNWj7vLnFfWD5qNFScTAsV8nBUxyQiKKx4Ps6axrxiH+K7RasP4Kh2HRyrFnlQkrBGms6wMyWAgAT9C5xipeSWPKpr1ykN6SUwajPKRVhrK0jTJcPq0ySmPJLSxpTeZA1oVCUo5WQInGQyaY1AEmfMeZZdK7lySTnPjfG7KS9Fs95i9gDBJPUaCSYlzmMzOz5heM9eMXOUJKG0lxpmEN6CaxDineXffJWMlxV0FQmmMjlGs43oBLRJpxsLRsFT00LNftW+sHUeJNOt2ES/x0+m5Ak1R4WF9pdkedM3W5sJx8ezTe9eXp1h+ybVr9tMFKr/jyUGJ9jIjLZNIfPyx8RbL/UeKDv/smp1lT9/zEu/tNy8eLjHOOttuerflxju/OD6z/x7yp898ox8siIR8WRDzzHgjBIwFo528jWy+ouUczuEcPgb/jpz43wcLIt/ad5kAIeCd/VB/9+BFYzvQDiPehnOLluEz+VHftadhMDoj9uJRhNCrUAZmbH/unZtGri/fPwoARW2/vn1cHrxgpL3uwf0fWB8Wfn7dRtP3Xlg67Eod6x3SHJzdBXOjX/jO7zpuvfvpQ1lBj7AGW6NvdOoyZNluSVvle0OLtX17SJx2PrZvjbBAOe867pbYZdreRU+9u5UXjkiKdU1PSX7z6lYjZsFkiBl879GOerSvb1HijX3X/p4CyuyiUJRmJgSNi95njY/Xq/pGmix8sVdRJgkMBaxbWsTclGhpsfMdH+lTzlqbWjssNXjt2ldvmgpwOc4EM5aN6o4UKAPZMlki1VreiQI+Y7CuqivBgoihosRSyEkpfRwGx5XJsJ0ev6qIzUrWAKRLoHjXWgA4uGHp3jgATHzhst+dAoAiPi9mv3zT616M4TQAqP8jAjgAfOx2+Zn0CkDiLJUvWOBU/IVgCN6GI3gbjmAM9hN4Wcd22OGF7Yh8xTTOeqNWsOFrFZB+5OgF7pIWzVedTGla7NUaUx/cRyLjgZxKeoqZKNhzcovce4qL9dJGOc0bmzWeb58rohnlfRoAyk1YVl1IMalkXeXxAms2GHAGlJlfP3sHc2asNdM+1DrHTks5Bq1TvbXctUqWMPl1cl9AxE9jKYfisBhEpEzryJZo5wW5lFDljPJyKkE6koBkwh0jPTnEIOJJfriufJTctOiEKp5LFjHobIrGRFrID2O10pHO5ijKoHapnSGRjWbkXNGYwBgMy3UVpmmlxV7CDUbEYwG/wnp8dKmaw07tGxmqzJ7oXpLwhWTKU/OSjmLjdLVBE0sQWUFwdrxlw9RY4aKpkaV1kJTmbr/o7a8++doXNiilwffGZirl5YWWBrMpej2VEC3buPwgBqFj6Svf+9b0VdUz+htXnUzqebRya2FiUZU8xjKQDFdxxQnzwyucjSWUyffoY3dbh8arFX0zprbf3PfAIn1gkWz90r2lU/uK28CMs6gS47MCuHghgCPIl0H+xbiewzmcw5/wnx/EzTh7y3efHgcA+ZlTO9AOFkDe7QghQAs/eMDbcBZfBbANb6PQqwCLTi3Koh2ovvLKKlPRjHHJb1uA8dspKMm1PNteziJW6zddouo4f59xvuFwcHNn8fSH7LSv+DsX9F3y2pLGO4YGEkUXvhrcS/gkLIjs3usRNz9+tK3h2e4SkcV4yNu/fFtHOCnUJxKsOS0V+eC3+zZ77zmpLop5C/RytqybzRuWLzOP8QpFySI5Bya3Xvzr8hdO1wY47BhO5egBAhOcphW7rezaDyMzIclE0tRrOjSjSmYlVvt0mLtCndVmgj7hZG3NsRLP4BqvjEuZWisG+FC6W/vCBxfpJvzsw4csppig9LCMSrMLpGo3Ry63c4qMVqOHnMvoVI6CGy55wR5Lyn524yUvHwPrhXEASNWWDSIA0O8+fl4DaDsZsbjg8Bt7rpgAyEtV/htG+O8CQkCgSixZqBkWIgSiv+PtCgAQFehsvcs2t4823F9fgKJyQxLFReHz7l/lfPIHzwuX/W5+1MMjpimuPhMRbXRp7Cs3sFmOK5oHmeZEtdztqg+NpbIdAwMbmzL8aO680o6JjK53+vKWHkWjzl9UU386svWCl0LL2g4y1rQeFQoYOTpDc9IGvVMzPl2uCASlMjY7Re05dp4rFOcJZn28eIHarsJZEuaDfAmPnWQWiNOEgBdE8TTJPTzQEEAYpQfHmryhpEhJsnLHBNyE2xPQJQhgZKwhVk7OyYohl+N542KHL8RPp2I8okBv8yCEi4HMFl62+QVxJo2a0iwGb86jTzAQnu48dH2CL4y6ZueNFEFS87GIgFFWNiHCUZyZmKko9QflfQ98aUfb/pNr2Ubt9Mru4cU7T1mq3pxyFMpfP1WvKuBlZYND1TesX36AcfuO3w68d3CJUC1KhtN+LjuTE0xJ0wb91jXvL40mBG2IkboxwfbV7z29rFKkGQ1maXzN7968heweajzDfg788O7vtIIFaZY3H0NgQUaMAeNRRH6E6HYO53AOH8F/fhBfwEdWiFIAgA+v31x389an5QDAX7F+RRtYEB/gjyQofHr36dMAMD5aNVoWEESWbH9Hy2bNyyTfG4TVm+O60pDKMUEeqU9XWCqY7Xc//flfsqdkj2w9/kXjlDkZ4Ec1aWV4f1jnLPiNXZgoMc1MJN2moxmq0vTOi/fhRba1haL61yBmaVvUnjYKv7N+d/E3a8OezWvesNhEPXGlkmYJsRRtqNvLCTLmypxTSwq/eu2TIS47c6h/1zUst70i9dbB85wCmcM85hJkx5xEmMlKqvtthQdCyEn2RbJuRcN+P3ILxtVl3TRfYD+FWbSDY984BMxkTMHkVaciJfFY1627B61VNoM82HGsfWP32/uujkOo9JhRY0++vvty8R2f+8WVPcP1V0BeJtP+yodX9wBA15xb/wdwth5GCBrhLwUT/mOBMdAYg3MhDy75RB7FR4AQCAAgt+bAGkXn3rK2spY3WkSNNvoCIropjBKTJuPc1MgND9zGqz7VgchUn07ls8lzys5+J5P9KuOI/pkj1ZYu4cme8qLOxsUi2cXr1AxLKcFOe9iZ9YNOaUEsZGL7AhLnKr1fu/vAVsLl1bBm3CZCZpyAwxOGXJaRG24omkgWq720MyJJfvHSFwqGp8pd2ZSYiEY1c2puErExhyNlEfZghhQEk1wkkvrYDaUWCEYVifXNJ0UCfnRawI2fH2FkLLEYVzI8WcmUskg+YuQSGYqXqTTYRCqlT8UXxiWxqGSQy48HRPzYlISb4U+4THR12VC2paZniCsIaG65/LEvzMwb5csaT2mSSV5beemYPRwUu0CIy6tKhzXj9mIyJ5k7cvX5r1THGCHH5ee98n1z8VjRm+21O2f610je27eFYmlmLR6fJvz5q39+m1TCMNgnm7i+nDzg8mlWJtj+kd0nNgV9QZlczIsaZmOMI9Wa4P50oHCJXu3soSgSYgmRAiEQYAzUd277Hw8AhI/9YaU8EhNKF8SfkmBBH60DPodzOIez8JnIif817EA7jGcMFc6wogEAwIKMOyq3w/bt26Viv/iKhwoFex4aIJMqr6o0WRirCEdj/HnT/Ds0k156vgasvJHCXETALR7xBX00O5MlghsSpHJ8SdYfHmZPtS3Vr9jN4jkbUbj+8FHNsYsMJ1m81ohq72zGs7R3MSoVzCQdSbmS8oyyuptbAkXFThqObirJmeKzDQOiipHq3gFNtE1HZiJzqyb2R51fr5c6YV8kk9Vzba9yGSYBWzIogLkrSZHp4NKh9+521rceigwcua1Z1ficc3JySYGGF5/KARHyesw1BG+SW6BKO31Fu+LFoQYjNyf1+GLcgaHuS2ohr473NADolOLTUiCK+r0BNQ/y9d8eyJc0WADAjjF8Ws3ufyQWBF/EGEPg73iPFAAEy9etIEuXzS3v/f5bpyavu3XrYzpp/8t2bUnvtKLluhUWNDoj5OzVHcityjRWecMCpxWiHJ5PYtMsOVTDsFezthp4OQeaVZK0cXDIg0M1DJOpoXWfnpqvjiNekIPJgDuR0GSTGYqQyNMseVoLPJGPIZa4eOkscOv0bv7xvhp7Q6kvFkohiUIYUk56VY46o80QiUrZM44SimD7o9WVFsAxSVwkiPJyGPkRwoWRBBeyCCcTfvUIZlMmLiupymFk47MzxmhcaBcKo0QizQTrbBmqrxgQZygyO2qt8DZWd5H+gNHz8vubyTs+97zL61foYinJW9EY73ySSNF8flrFhLifI0pOjo/XFOvUrlBtxZBt7/G1DQ63MRSKysjlTcdyLr90qZiZOs3i0NHHX71zdtOy96okwmDSXN6XmXUW0hxO3FRePEzt/eCqKZF63pxKiOUauTPjDhhDXH44xSFy/YBzNQqZL+P26eB7j/3Pwz++5+vXbbr1wAN4FLU9/Puvoa//5OddF6zetWjXry/qO7cKP4dz+Ov4TATxPwvM+WMe3oY/WkP5x3Y70A7W61tfbx6uHY4CQIRIEZe29Lb0ti9p763tq73QYXTYaAa9LCKMTAEJBAAU1vbVJgdL3QSE1beQWdxL2FcOZhf9dn5jSlnjt6sFBn3Ce9jLknJziMDyACrnkaHDXFv8fDEzwn52yxBvw3CDShlgveLg1RU51883rH078ut3rq1DQI7hvpt8UuWhFmHjW6ykvyFrrHjdYT12O1facFpp619t5XNoLdu6LKJremeJtPydV/2jt1w8lHPeXBiR3I/cl0Xsiv1OHFIuKi7uocLTa5l6xfxwz2ydDWJqhjgrLw/HJC8CEKLS8lNX+l2lgWBEyW6q6gr1jLQcAyJ2NdCCdsizz0sX/u6DPLEtBwDzeBQZ/hs0qdHaB5rh6Le9wsW/bV4l3hcllSXFjswMFkcrlPayDxtjPgFfnDYTPNLSPRY3lS8rdFWp+DE6kc5ZI0yfyGtdrU3l6NTWpR9EXZ46SV25lX98uDRZL81lRRK3UEjmkCeuwHNR4uhyY2iDlBegaOACYmTERnkwQ2e4nJE57XC13l3e5eUcbVRQS3xRobNY5VV6PLocg5UWS7kRnzMq4ouZVMKfEDK0sogLME6Gs1BOUlxKp5/iskkcjUWFvHBEOTBh1ysW1XRrPAFjn1FrK3LMGVMkO8YEMpfLpvi2quJJ7r6j69pZcqdaSCCs5Pn58bSg/rUPrn25rrZ3i1bpio9OF4ytWnKwbrC7tUuhCa4PRNR/cFPppVMDK+1f+dwTumPdK3u6ZrWEiBcu3VDXV32iZ3GkqXSIXVDg6GIQ2JFLofJ9A0tEet20eFH5eHjX4fUUyc7ii5ftMUw7C/nt/UtnygvH2QJ+QE9jbC3U+qZODy6qiMUEH563Yndr/1hjzxMvfWVq168vPgBmnPtv0kj/3wZCiAaAQcgrKWYB4HkAeGRBuOWT3lMIAEsxxv/U8jaE0N0A8CTGf/ksP6vNLwHgCx+nnb7w+iUAUHdGe/x/GwihnwHABxjjg/+O6wN8RoJ48y9RafdGCIMZe9EOhABAjLfh0Fm1yHLI1yITeNufVJ3QDvRVvA0/foX5is/ZCmy6/ob+RNlk2d6ZwpnFMXaWJUwz6hVpeZlD4NrNTrOrZX5ZzFZiswrn9KKkzK1FOZQSIKJyeVLlipltQ740mBoci9IH/c6xNcJyxRtEb93lAmXkA74lWp5Q1U07eJ0KNd0gmJAeZR25hXds2cnCYtkQZU2rxMDIDnNwumidXK3tcQqiThzUADMeheKjJLfnBn954RxtiXkVBNYICjx1/UYeb7ZjmldRXeIvGPCl5vS1Jwnr64/3ZuTWEoirmFzv4gFj8el1MjJBTU83D62/+CldR9+KI67pFl00Lu6AvKHB+PkrPkCD4zViB8OtAmdrH+QFI/yfxRU4AMAf2czmTxFE+Ah7fQfawbnh98+2vTpwVepbX/zx6PJfmgxxHus2pmM5TqQ6ZXadn95UHBMG5/kBV45UEVxoUUgzPw47dVutk4b2xpbxZcWI8CkZAgbNc8uPdFySddAz7B1b+uM0J2Ivl6WLBqZNFUoOCvf52bFVyoQgnZLSUrkdMDssi3iVk6WamGx6tpBXYJpmi0jMp3I4ymRlszmKTOcYTLYtwvCWSClNKk06hYKYhkXSzMmZUoZc4UqfHGye2Nh2onLCbsoAzfWSBO2TCz0VXGEUXE5jdMxWGa4u7dXbg+J5BqWeqCgclqXSWCSXJuKn+to45spuKZNmp1hA+SlgZY92rsio5D6s0U1pwh6d4IOONdHVzftyGAuVp6eMR1ZVWI2+qFhIIhyvLRiggJ2UnOrbcEqDPZOkLl3F4XuaBgaW8yo1490yvY+57+RqpmtOw7ro/HdZclGkzBVQ52pKB2f4nITAMlM+3jGwWLpl1Xv1CJA/GJEw5eJg6kD7emTUOt7MZklhiWkKS4SR/p0HLhFs3fSG6+e/v5fx4G++e/x/43b6b8PZZiIIIRUAvAQAJzDGn2hH+lEDlH9iX2bgEwxQFl5vAYC7AODSTwniJwHgok/6jH9SP8lPKvtaUKl7CmO88V91/b+Gz0QQBwDYfQid/8w07HntC385Y0Q7EHfz+5trs4wsd8/pPUfQDsQDACwMCS/ZtG+TY+eWnRU6t24CcmBMcpKKoCTI1I03F0voZI+tdLapXJ5iDjkJ0XKsEB1n+bri4vguYECtfHjJZiy0hoBFkU0EjzyqcoygkLjmIjlGlFMaOiB0+IiIMBsTxurrtNnxHod8pg0XXt6LBgYE7jKCyBAitQHkQi6tziRzluFkqADZlhxRcMhmR/E7drBuELNYdFoYL+CH5UeBQaQCGX+zk5hZSQhlAyMaluRGb5DmJwhxssBXMJxUxUSzfvFYpdGRbAno/S903BhRkzY1VL426x78ev/Xft5Q/cg9fSIA8MDq7RQc3m5WgJuKgIjOALcbY5hGCCoxhryozmd8xYMQMDEGakFW9U83cl75K7HQxogx2H/1vduXvnJyMHvs8ePxbw8A+7V3V1/Rqpi1ECw6l1HQF/SOmBwm04TSbVuijlAhXb1aNNrJ3Mv43Owttv3M0JoQY5LXaqATzaAIdTDcZIIipAVMUdas94a4NG1YY7aLrLNl1B/6Cmfu2Xha6oixWKXKIIPLjfqjfo2czUrHo0mBPkcm3XRSJJSKklmMk0m1KCXqHKlwqbU2HhVT4eLCKXkiyeb4A7qQSTcrdPnVSSE/Qnl8SpZK4g8JRCGOP6gGITvGCSc5ObUilMxlibQ/LAunM6wKBKQNI0bGHZCFZBKvGtMsfzQq261UzF3jcBbGEKJzAl6CIsjshDcJDcyMbOZw1wqZXBSiNizdK/ME1HNMlDREk+IpZ1BaQkBaFqMR/8IlHS53QHugZ7ReW1d9XBj2GWVNFT2aX39wZe8dV74QGp2sLImEZYJYgn+0rnyoIZ7OcaWiLBcwnp1xFqHfv35z18P33JuLZ3lbDVrH3pHJys2vfHjt/zx45wNMJhN/GQAeTCTYxb6wcuzOBx/rfufAJbFPGvf/GljQX4i9gPn/bzX8f9yKtAjykxIBAOwEgLsxxoKPcWF7HAC6MMbPIoSaAeDnC+/xAcBNGGMnQugw5HlEywFgF+RV1soxxhRCSAQA/WcddwPAlr9Xae2fhc8Mse28NfjDjwvgAAB4G07WDta6u9q6htAOZKwdqDUzM0yNzqmLHF98fIPOoVszq5stntPOnReUBUUUm+KbSqaYFrNlDU4Dxz+kR2KmVLmPE+KwKXaAmSG/QyaI61kZIlQppeXcKFfTnaBkS5KyEtKvKzjqYjjdhNBUzmJWkBnyUkFUEOgZqpfIorjVTU7Lc2klimkmRMmczOi06AKDOVe/k/Avkng1A4wsWzjPGyE17tYGWcFgKKM+IfY3PjnOpjWuLEFXgMhWRDf/AdXYl6dsPk4mFqztFpQ+PzoeMCfmE4wZRcsPfMFxQ+Jl9V5a17AdNFnfyQ0SpQwAVjyybwkPOF7BTx+4hYLD22MAgH2SOC8D3BMcSMIOtEMF+e10AAB46Mlvfpyrz1/Cgv4h/fT/BZypWPhz1x/zn7bnzhAifT9Qd6w/sH4umyYihwck6QRrLNptubY4kdNUDnhF0baymRzHsXF8ldEhqy4ez56cJUpLs7UVB5jetc2F4+k1FZHegHU18/DwmlyJMsKuMExEl5r7M8N2NcmgeNSQtci2d4438rX1PcXjfjbHNVM3MDpbjHBSZHy3rxKfcjIDTEYukImKpQXaOeBw/ImRvjbbhKMkWlpk1/FIQsgVxIRTtpJoliIzWVYwDRQx5fIaHNbp4oxMOR1Jpni5aJKbZLPS5GxAPsvARHBuTpmYdBRK2WwqGc2yT/njbOqFd6+IR6MSRCc5XowR31xzcoWUFxsrMU7yDAVD2OdS2Pa2r2zS8ylqaqbEe+m6Xf0kM2EWcYLS96bFO0M0Y0Yhc9bwmRRVU2KN4JQyOzlTRKqErg1bVu/S0ylFTK+Y5044DOiCxqO8N/Zu0RdorbW1pYPccuPEskyWodt18NpI50Bb55S9VMOAdOE3b3/gogyDaeZyUgO2ef1akknFrt784vWzTtNlbp9kfGy64PM8XprTNdxc8OT3by0GgP/k++5fj3wAfwrygRUt/H1q4fw/DRhjK+R1IlSQ58tswBg3QV429ZcLzb4FAMcWDDse+ZR21wLAHoxxA+TNUfoWLDy/CwDrF9p3AcA9GONfQt6nYc1HA/gCvgoA72L8x7LSj8MyyJs4ncGjAPBrjHEt5C2QPxUIISbkndIuxxg3A8AzAPDDs5qwMMYtGOMdAHAYALYsnL8aAN7CGFMLxz0Lffm34DMTxM/go9aTZ879+Fs/zgXkAdbik4v1GWaGSbEo8VjlmNZldI37lf4ZYAMhSAjGmVlmlh1nl3QQEXeWkQXIgTzBSeZUItrNTbD5KSLVJkpwYsqgPEgpLcITFD/pU/qkUusNh3xZOh4vGJ2LsNJJIsUggoxMxqeIzyBZyNisticlpQEUEAb+QEvnDTnI4RzX35mROOPZ8Wam02vsCKvsNeyCPfU5Ll3kiiisiUTczJ2vzZB9F5t5wtmK4t7186wcleAJhoV+g3Vljha/xCw8wPVqfJGiK+8LEYSvgu84vyVXsVNUMlsQ5g1dKIhXvb96PHZsHgBOQMmhHrj8uq5Dv1fzoWiv+Q54bA/cXfLGethrTGLuNAD4zmZzpx/hOhECwQLp6+O/37PcpM46xzzLnOLfBowhP/M14zmwICNCQC4osn0cFNvwtrnPb73Gfz1HuiIsD88UNj/DuqIcBwtp0tzDcDfmNB1XEbohlo7kS0tqhxw+t3oWROPz/bxJcXzoQlmp1OPRGvtVA73n2erFbGXQWy1PZiAaRukMmxNTra4cVVMc3yyEy1MlhSO14RA/5/Bqgtct71CuMCbNBBDMIrU/6UuyGP6QWrl82YlFGuUcX8RJEhxOhmvzKWi9xsHj8pIMFs1GmElri3VTksqq/gCR47MDGUQ7XSWS9sHqOa0swqIxSx1OKEgJ3x1wuRW6MuMEW8GNJK/e/KZdo59QhHEuIBf7eSFXAeGLSJv7umq9u/bcEE4Cd3rL0n3iHJlKt1WeWj4X4hc1NR6eBBKnL6gZuVJO0MpIVMKtN/fL2fyYprqqYyLslfWpNG52z2AN66e//YokkGTyM1lRRiRNalX8mPpo79KpUEJEODz6QDpH+K8672X9BavfK56YqRisLR91SnkJ5vBkldgblFUrpF4fwkCUFYyhofG6geM9qzh0lswOTVRmL1u/06qS+zxgQYrP8i7RPwHnrEj/fivSZQDw8sK/X/gr7wXIpxxrAGDfQt++C/Bn1suvnvXvpyG/gwALf39/1mt/t33oPxOfuSB+huCGdiAG2oEItAORkN/WiQojQrYwJozOGmfrAKBK5pFNAgCKSWOqyoFKE8IomhAm+EyKidNkuhwBGmbRLIZX4TVYkt5Eoz52lEWxJuNkNkPSGoVP4wuSCW6cm+GOkxf9tG6YFa5nxVi8pCDZ3C8f0FipXFA6vmhMkuTHBjzSGvbuVYpoRFYknjcwpQSJm0yBFqpiYGm6Yp+MRPG1REYwGmTKXwNm9hTw3Q0aARlPSuerstxIqTci1jCKcrpMcV8h8lSVjBZ/SJdeeV9xrOWl+VtE5Se8nqwem46l1DWvxQhdO2QyokJu1QuCTOvTmY6mfnpt4XdMYF0jhGPf5vad9yy5Tv+TeTkEZHgbji6HU3OPF90hv/a3fyjcgXYIAAA0X9aIt2/fHsEYYhhDXhHLguRnM/sXttsdf/EwNWMKzNj9vzbon4Y/X63xAECDEHA/pqW3DXVU91WNfvX3biY3IUhwYsNq77PhkQuBFxmRR5r3qyldSBRWhWccEvdo9xJtWaE/yPBW6K7hlgbeF+1Msoy9Mr62P+GZN3DsCTJxyMINc8IcnGMm+IiXRDxeUjhrLxErdAMaX5IdqSv2RBCZVCSyOB1Pca1CiQcxmGkGJ8slEDOemnUavRJunNs/UetGNCLqC+1ds/MGwjpTRkQSUnYW51jAjnNTCYleJojyjLKQnGTFUxVlk9IZexETYzQn4EXJ433r7VJJhBEOqisyGV4gk2YWB5wFdMJlFPePN1oZrFRzgX7WIzNEidVNBwuF/EidZdoMoZCyGHGzMTkvWeHzGFV0Dkf87iIJRdBKd1SembaXhPqGFs2VGWclMnEQxRN8rFPPGe+96VfsbJKdNcjnA8kEiAoLbKzSgkmRWm0nlGJfhUwUzaYynNxru684esn6N5fkaMJIkrSr0tzNL9DZJ4Jh5YBe7TwSjUqkF67ZxS4rGFGpFe4xFpmes9pMq7qH6xsjcUH2v3olfs6K9B+1Iv24/HAW/jzWnXkPAoDhs/pW+5Hc9h+rIzDGJwCgcGFrnsAYn+009nfbh/4z8ZkL4mdBAwBFkM+zxPE2HIqKovS+jfsMplmTC3LAa5TmLlPOK4UA0D9rmi0NKoMq9lSLlmJSM5wMJ1AszW4ICoMMNsWeJ2jG6hO5xFUhWWhVSpSKUtqRGJkky0rl/uawMFw542RNqlICi4biGs1zDaSIJBzgK2oi6o6ssAvjbBDayFDrKV4NsLVhfkLny6WXdPrBmaagk8ghZqUmdBox/WWINXU38BxmvnjI455vm+PQmZOgnJgWYxZhFZ6mDScu2RM3ddF8cpo/ZK3hKAY2qd5646LljAxPYkrEJ0K9S4Rk/+XV2boXYVodY9iomhn4XadPN2Nm13OPmb7+tctYc0/NHdh/bH8H/OnG0vpnFKGyL05YYeEhUPGb1wpg+0IJz58elomzLD6dC8YT/+kPUjFY0KqFiUYMY5jHo0gBAB8N8OpOaJsast73SiW7imna/4UWTonaE4V0lDGuU8dO6X3vUT3Tj/UXx3FDzwubVhx3TkfiNYY40/LhqQrRWqFBqRKEJHa/PnbPFS8Z9VkZq0mNIiuandVmWZZnkka74u7ilEE7w4m4ZRYdhyHzhnkCvSiQOeGU9CIiV4yY2UTPdKmTJLMptTjC1SsdCetc4fSUtSzmi0gDY9PlDHOhNWwyWjNmk5XlDqhwJMmNRsPi3KnhxiDJoRwm5TxfwKLYOqWTQAhUFM2SlxeON5305OxD4+bTRoNTweGmFFlgcITSsJ4JmcJkNmE7dnK1rXNw8U5vROVkEOGCyqJxSinx20SCiCqZ5KjSGS5psdZyN63cL1LJQtwKgzW2q7vcoldPqyMRIUUxCVk8IvQOTpWGqisHK8fsTeOWmTLX1FTVgEjkFY6NN56YcxlGEJPOCck4r0hvla1dfEjh9qs8cx79AMHARTglCDh9Kj5JZNus9qLU8ERd9v0jm/s0Cl8Hg8Fw0JgoxAhXVJZYlCJ+rAoAqP/iOvFzVqR/vxXpCchvdQPkHczOYBYAqhBCbISQBADWLZwfAwAlQmjJQt+YCKHqj/+2ACDP5H8J/nwVDvAP2If+M/GZIbadwVmMdBEAYLwNR9EOxIW8AIwA8tsaFwHAAQBYAwDFACATBAR9MVksCQBpiVtSaGSj+KAkuAzS4GCmmSVAcRkEyvbSDMqMALEzksyM2CsmYpxYhqCJFAAUZsmsLYeYHUxm9mYFA0eCCZYlFdeXMaVTig1qoufgHJTI/Oq+ECUu1FaNym0B5mmKSTcWJUXxKD/ilweUpA/xlkaI+QQXCyPJuDyipKMJl8bF4oWUdErsn5fEKvtN7Mjygah4IGscKIQMIMPoYmVEOdeTSWrUZaEUOLSuSMS76lQRp69tkix4rCHs30g6q9WJwt7fxspnKut2r821dLc4IM9EZ0E+30VC/kdTDACOw7CKtxqOuAFg3gE6kQHmWQsKeGyMIQ0WpPlUBvh/EixIBWbsQQhaMIauj7wmAzP+Yz15/AS/4Mr+VEU2CxV7JwoqNxY4eRW+hsArroA8MfZl9rWb3p2bYfevSyTo2QuNIs2gtaTIQLJTMzDrmUZ+ThNtpuu1KUYom8ro9FaummS5bUmaLyT4lFwQ4LutS3MFBQN6BS9nzxEJU8hZGDTo5khfQB9LUYiRzrIUAqHPPx+Sig3S0HyZYc7scBhiqYzQrdM4dB6/lIwmmVSh2o1pREq8IdmMVulgQI7ByiQFUYEgruoabukv0DqUkahAJZW6CJk4GnSHFb10miez2w3S3v665Mb1B0UI44FYlqEmclzXzLy+RSKMRV0uTXjEXiy8cNWeDI/MBBIUWRjPsHS2uWJfc0Ufxowcl2BAOgNUhqaYormghlNXMJ6MxQS0Vu3wdw+16dRaG29w1jBdJosptCq3m2ZQSIxpWYgSB/ncuDidItkOb0FnU3VnhdVRyKgpG4ahifqR5qp+4QvvXyratOSoZNpRsre+YiA2NFnDIAmqwqixS1gs+qXu4UaqparzvJP9K57dsmp3CgA6wfzJ5U//Z/GnnPjZW+oJALj1/4fc9jElZi8AwM8xxjmEUBkAvAn51exuAPjKAjGMCQB7IM9BeRYA3vuEdjcCwDcAgIK86NYNGONphNBaAPgx5BdcAADfxRi/ixC6A/K57/lPyIuf6fOfkfHOOs+D/BZ+DcYYfxKxbaHtTwDgUsiT82KQz7c/ixBqgHxOXwz5Z+QvMMZPLRDbvo4x7jrrepqF92sxxqGFc0zIW7XW/r3GJf8sfOaC+BlhlwUGuhzyjMIqyOcy5ABQUT5UHhivGVcCQDuk4VvAhiFugKtIC9KDOZyrBARMcUwQD/Njhcw0M0KxKQWRYQ8RNK7PsDIBAogAzaZVkAaKDBtVSOQ6SibJtqQwmSOzpEjDy2J/kIsUquRQJE7K6RiHSghiGk6CN8pJcvRhYVRCj1yT4hbv8guYaYUsuCQ4Lu2QYEn0GJquX4Vl/WkCEUZGljfLSbECUV6OyU2xBhEzum5FSerI/gl1C4Pvm8QYE1l+dq/EK6kMKUO9JZaSpmi8RC5j2hJxgjucpoTN5gBMFE0XDe5qs35BPF/9xvSyt3puf/ZypsqnIgBgEvIz1THIT3JqID9rPr3wnXkAoOQtuHR2YHt9Em/DDgAAsCAFAMTAjFP/q4P7j+Js21rI3yMAML8Nb6PBgniQZ8v6wYyp5RuWtxZPFcteuPGFyEOlxDd2ftg43cP1GRCt7tis96yf8ZSqFcaZ0VVCb/lj/tiIIlhSXqeLqMqzuohKkmJrNHNEhxv6nXRKe5VGZopRnHiUhvHp8epiAyfObKudVEy5TPMU3x0pYWOlTObjICIp9nrVHkRgoVAQZRK0KB7K5BjpmDSnUlmdNIFEYlZGnEzzg8kwnzthr2bUNJyI5KJillwe5VEUAVmcAyYDe9istNI2X5iy2ouTbGY6XGKaQcCIqCngebI5SiRlgyMcljBiWTo7MtVE11X0VJHMzMSstcrAh1h66ZJT/N7hRu7EbJl/2aKTYHcaiBSm/MIswiXmCbVlqiKOyEyJkB3NTdnN0cpSS5ov9MlSCREuM1ln3jq4PrussVs3aytiAD9yCNKiTSbFeOeHfUuJ1iJbuU7jTti9qlh717rsNRe8lDo0WBduK500ptJstoAflfsC6rhROyWdcRtG+SzabtA4lC6PPqFWeCJZmhTKJZG9ACDxh4SFckn0JKrE7XgUfbyW/v91/AvY6f/X8GlWpJ8U/P8/rnU5AFyMMb7+rHOXAkATxviBf9Z1/l58prbT0Q7Uun379jOHvO3bt4d1Dl095LdVGACgBwDBeM14OeSNE64FNqT4Ab4jKUsSOSKnBAIMgIEfZSWUSkRYRRFRj9QvnYWgqZqf5IeYmJnm5YhmbpArkwfkE4jrRhRJ1Se5SS8nzkmxg7oxf4jLzxE5t9MriiXdJoIiqCyDIkM0k+5K5ARMWkgNQdPzcZodj8ZJKjBmOiApVUWjENGJGDkyXjBf8kaOzM0IoiSjWJRVl8sTrCQ/ukqnTOC9c6iW5ajoJNKEOMvPMgCgip1iC+RuOenUOJsJIuWJ8+JKRpZY5Kns2RMTxFhvbX0LCfm242vtVM/tz11eZqm0SOO8eHXFWssVkCeRNEPeM9w9UTxjiPPi/IXvhwMA836QYQDwoh0ov5Vuxr7PTADPIwQAgBC0gQUpbn3jt07Il8zkmepm7AJznkm6Yf8Gx4tV7Dlj53nsY1H6+TFPfSY9t9HL8WoYPVRSkSZTY5w4r75Kokh/XietuqHKT7KzQlRVOcZtH69hPzJIjjMSBvlFEgP+5ktXhY2SUE7M9ZnWLN3H3byiUxFNcb3ADWgL+KnCnslGWwYyQQGHzqiUYaZYEvKIRSFqwKFxDU7Wzk35ZXYBN6dVC9KqXEZMjE7WstLADK9bsl8EWVaM5KTT/QPmqMOuS01NlVIY55hMkqICYQVdXTrKMein9YGIFLGZOXckqAQVn/bPeTXFszGuIJeUuQukHs/hw1vcIZdJhHNkLM5GnJf3XjYvlkUIvWE24wrwZV6nSlGocSqYrGzM6ZEp3ju5nFtisHUEE6ITBv002+mT8xPJTLdM6CPcHpWm1ORAc05TMsmKuAplnnXRmNhh9etMK8snSwWiUG5opjAg40VAJvWzghFZslrvNNmdhlyxYVoRjAm8Bu0MJNPcpFoaLCRQrjqV5JgF3NT7iSRHHgiLGQAgnrQVjU/Mlg8AwMx/bQAHADDjl8CMC8GMGQt/zwXwv8THEQD/6UAIPQYADwHADz7yEgkAD/+rr/9p+MytxM8A7UAVkP8C/ZDfZloEeTnRVZDPswQAICD2iRVhRRggC3pmksmkhJQPpVAhplg5kp326RHLG85ljSGckwANNGDAvFhROiGdFgECxA1yY0lJUkVmSCcrw3JQBDOdY8XGCZpoYmQZXDJUSMUVUxoWzRzkxzglcXGkWyLMVrqTIAQCJpgx7mImRiMJXgILkgJrJlBaTKYF/ETp8QIIVOzkk86aLDdtT7MoEUyt4pLKHg6iBFEmNyhBORRDgCDJT+7HUVXx+lO1E0dbx3VL+4qZrMq5UnKm7Ami6zyxa+kLs0tPLq145N5HOrdv356EvPsTp7upmyfsuYqlAadNBPFxAGj4JXzVeSc8LoP8xOcWAHgL8ikIJgCkt+FtPR/9rj9TsCAjqsQAAATGMHPmNEKAvnjrtzc9uef8TvjCSumlb10q3/jg2+bMmFrY6yvSBYSBuhI+Y37SR2iWa8OxZ8aKeKLiY7oiHnBMmBNWpFX0VCZj7KHc/kuE5W7KL8Ulag8nkdQKXOCTSpCQARmE28y9zDQt5XKyAtQ/XRxTlfZOQthQXG+a4dOYwXOEFRaVMChMxyXcBDMUEBEMSTIqY5vUHrvFk1UrWAqRXBixeBI8YZxCHCU3KRIIY6nR8VI3l5fRqKUeJouZZQyPtsQMJYPZeEgpzgJKcRh4GkGuECNyKhDh8ZSiBCcWETh3ta8MbVp0su5E+xJuTfMpmBpvttSbe6VFBUPq949uThkVLm5F6SSyzmnFJo3LFYoJoEDpFZ4YarOXFg9MamX+1llHsWhyjm83G2K5eadWp1PNe0MhlaCsfIj14bGN7A2tJ0JzPl5kaf0oPnB6PautuoNzylLtX1TfwcUpngITuVQ8LkmP2bWBpopJDZMdI6gkv1MsjBfEkqwIn5dScNnZOZIAfoaCd1hMkL2z/0Iwam0hLjsprCodPwIAU2DGEYSAgzF8liaY53AO/1J8plbiZ2P79u0JyOcxTJBnScYBwCsIC6YA4CTkyw/qw7IwAWlohDQU5hi5EQAIGByGV8gcPZzNgmw2zSgKUVjOzrBd7DRbCwSIOW6tk0gyg8wUc4qZY4YAwzhg0CXkCZpLYR5m4EUZVgaQywwp9SQhiQrCaUGiLCKOSNK8bKmbBgwMyAENRRQWEwySyWFilshsMRMZeTiXKGsPg6ccgXBsWTxUUSKMCK2isICtKjquNjJJrwqY81lGNosBS7XzWl99b71fAHH2eMW4Quw0TYal4XGnn/PTk+aTbe3XPBhac3iNUBwVv/u57S/QWSCYANALANPNPc2t5TA5QwDtBAAjAOjvhMdDADAB+UnPryGfLx8DgBH4DBmhfBJe3335HACY7v/iD2vAgoy9/9NYd3vjE5zzV35g+tYXf+S4WPZw7PFq0vj2ZW/PvbWvueS0zD1uNZ6OxLjOfY9OhecOH18af3BExCyJqoWr2SKOMiaKWAJcNETn6I5Y+tT6zDrF8FhJqa5oppQiWd0m45TiwkoHW8XLcKvVGT6VUzmsEX6CFvhCtVo/GZuvLByzqvYQgogvHpXbFKy0wRuQp7RSv1ScFZWw2UlqIsSMRGMCk4SUSzNEAqUyrCpgUK54WK0gyWQ6GhOL60pnyWxY9P7ETH3aFePFKyr7EoyMJNE9vHg4Q5HWSa+KVqnn5UMTtXKSkWHPeXRegSSsvfGi5xtzOXTyqotfnzdrXY4S5ZSWz4nIhmwGWsjKuWkGylpn9HSFdr7dFpAG1dKQOJDgZHisqHxwsKLCNm+kIjGOD9MqVjjO4zZUDlGhhMxii0PcG5BCa+OJAIOV9Naap4hBu1YgEvsEFMZCkkUx4iElGxiMQCSipKXC6HRz+UQGAa3Mprh+Littcjj0iQRFCLms7Gg0xscA8EQixbkAAAQlpol4c3X/qarS8VcBwAZmfKY08p+2PXoO5/B/AZ+ZlfhCKZkUb8NetAMZ8DbsWNj+JQEgCADfBoAiVoRFZUQZDAARAGiBDCQgByVAwFFAkAUSiiANEmADg4gQSUZayqS48QQIkuziNItrzWZYhVyVMOTKBEOiNAvSAgK4Xh/EpGUgjhxHdK6gQon5lgCkRVHRbKU4G/YSGY0jxqgADIPAAHWGnQkUEITQG2SzM9zMuDTHLfUSqQFemkkpE8J0kEw2JPgJMSPH6KL85lKeZOoIN8Fd4lf4Zctny0em9IHJaJxujKoCwep37uyRyntmHTqH0zhjXGottRoYWcYYMyVszmWEE+o4qM0T5pFxIbOwZqh12v2VR4Yu722NW0+WkJDnCbi6oYH9Lr64fQfaQQIAaxve9olaxX8GC8qLQJg/VXDhPxKTe0uuKTVZT0dcQjzmKVvVWtdzDABmd1RuZ/d9fnLFlmIWfWhWbKzf/MiYgQuK9mm+1Ne3pGVvlD2xhcvNlK/dffnkrJRtmD4v5Cr/0NPKF/PFgmjLhEebLjdNKm2Ti6cWL9qt2TmgmTclWhQiQZAoKOpPyJA4+a4ry6hmKBUNpZNMDkY2RwrrJewUeDzmzP72Nu4lG95LI2bckwwa9DZX4cCixuMVroA4KhNEVWwm5gl4cRyOC0eolFBPIyoVCyqgsnSUMWQtg2Kdk2JyYqLRwZrZDMFkYUB+t1eqKDFZaZJN8Q63r8s2Nh4RERnhyICliawpHXGPDFcU0wRZqNY4bbksO8nCaaZI5c6OWQsMLbUj/vk5E69Qby1kkDgxNyp3ycsDQrefl07FJGIOQVqAwGatfhzLWTg8ko6dPvzBXYXnr9pZaRKHBtMIasNE0Bn3F4VrNXZV13hNN59MiyI5oqCtysJLp7k2rtidcDoKjbsH6nqvWn6yIpdlkSJBSJ2mOGNUlsnn82IehSTudvukTLUiGH5n/2Z/ffmAtMjkmIV8KdMxAMBgxuF/7111Dufwn4fPUhA/U4Q/B9sxGwAEsB2VFfNhaTwL0+40sAHgQsgr6xQCwEpGgjGXI3J6YIMYEuBGPCjCACFmlBlm0IxhgzK9csrPDwEjTYAgy4I4JIEEGSvNctIEzaAJmgU0OCURCSfGj1VmBdnHuWHutQRNcJTqGNcWJlI0ptn6lKw9gilVDnI4wU8UCWICf1QQJYEAJTPD9FE8KgspHpNJUC8ZmOj26XTGDnw4AinYTGSIHDfFZVIMkoW5ibeINLOJl+bgDCaIgtlCByUOvxuUBLeSWXJG6lVoMuHKcLzsWGLz7s3pQ6sOTXLSnDEGZiBenFd9/p7zhdrq+TcCMzJzOs7xQZ7QNQIAbZDPgfcCQM02vK33U7/rBanSf81I/uuBEKDNRTvv+/2jtz7T9VqzavN3dmshn17pgzxvYg4A2A+fKL3gxJjcLK9tf9oxLfwfjAgynmAW3b/eO79nXBOf8bGqy2hT/DDZz75OqVFdYIx7Xp6LMFmYGWtSJY21svR4e1CgHe1dnynUTEvk2plcwKfnlqsDPIKZiocSJINNS8Uk2zkGtIzjSgOFo0pxkd7B4nJDY9GI3MzjR9NCfoTMxCV8b1AXI5nJnNOvjkUCMmFhwURWJfcRsajUJpXbtS+8c7P4yrU7J09btYkCra9Er/LbT5xYrw6kedHPnfdmvzNJVB45dgGuq+iVJ2PinMNVgacsBvf1l70i6hltcTQ2dJVDhvBzRbEiFoPyugMqSsSLRsYnynl605g0S/PE3rDsVLlxptEflsYP9lQFNiw9IuHRHHka5zIZkqaPdNfSK8pneTxRmmFzFNLFxSNJt08yz+LSkmyS7BexSJlS7JfHc6iUivI6TgyuhvM2vCIMzGpSIlWKzLJDQQVJSGfmCwMNlRYnACQSKbgkneaP25zGPSadbbOAm/BkMuyZ67/1B9tzD910VNQSyy14i8/+G2+rcziH/0h8ZrbTF5jTfrwNY4whBdsRFwCE1jj0u9NQAQArIM9OvwgAMDPGjPJSPA+wIQ55RjbCeQIUj2JRhWlOunWKAhriSj5wsm4yRroQRkKgwc+P8vWIoJu5Ea4XsrAqw8xoEaAOoOA+mkGbpNK4whaFGJ2jecwsU+jihJdTtEDACRcEMR97AEEcSMioOGChmBQCEjKQ5GkgA9dMU5mjYq8xxnQrrwUOELmsrCMhTAwzUfYFRlilldhaXw1Lwqd4OXR0qLkj65f516c56UOrjq46RhGYkWBl3T6lr9NSZlEUzRYFrnjziuhg3SCjfUn7B2NlY9YvXfFkJh3nDEFeAMcP+XKPuW14W8c2vI36iwB+tiKbBYkA/sK7/TOH+7/4P40fTF/84pEnVkX5S6LrJmaLJIkgJ/STJfdpAIBORjjaBx7YfrvDqrVvLJy2t51sa5sVRrfB6BVcEy/j7/NDChIpeqOKxf71DG2RJ8qEIRymO6NULB028Ib8mgQNBP1iR03h+ESRt6q8CwihI9AzUsU0aF2TPG6yv0IZDOrlsQyQyWAgrmEwyKzSyKNVGrmb1itdUSk3Vylm0ymSAZKp6ap4IKiysSWzXjpL5MqL2pkFpmmHSOjFKkkIkileJhlTZ+srB4Y7Zsp9S2undMysdMwdEkVCAfW+9Y2nWd98+Odq21hbQTAqEgrZkZhCGM2dt/yDd9dvPKh1BTR0act+zeneGtIdUWWmHHrmwFBJ56xfrn346ds0PWNNhp7Jps54hkh39TY3xOhcNhjkcLhcJjMTV0unXSWjVI7Dofw6loSdZcYz4uTgrD7JEfiyVochZZBFlIMTZZl5nMqNRbh4LqCBLEadk161GLR9/UzEkGtMLsO4taaHiCrbEimuXsiPMv0hwbJQlNPCJKBLKo4HRIK4NpNhKYMR2UQkIfJ/90s7itnM1PrRD0orz//i++y/OvDncA7/hfhMrMTRDqQDABcAVD7TBujz5+MhtANJIJ8PDwLAZZBfdeYgn/tdBhkYARboIR/MOgFg88JnzANAKVAgJdPkRJaVTQEFDQQmIjSDngIecFAK5TAlLgYcdZOAqCwzSwMTOoGCq1gp1ixKiYm0zKtjAcSyKQaDES7yIqFTwaYZKB0q62eLJ6rS3PQQy9acjZeermYlWIJMqDQp4jlcKXZqXBaQyb0KvxcjuqJisoIfFUUJp9oZJbJEEABYzJREFFd7xhkpRpqf5JeLw+JOh8GRu+ydy9zdzd0DBE2IraVWYcFkgaCtp22ueqR6FADwNrzNAQCwA+1ogXz5GD7js/5HWJAKAEJgxpm/+KItSHRW7vGzi7zTmRYAAFViHx5FNQDgH3yvRlr3jUH4BvzEv+bR/YvO37jP8bUHbi9+PcdwbKk41nDEWs9aWTLaouCm5t6dFtFV+niRVjKVk2f5QiUp7+Eo5iuCmJQkBN7uaixakmFmIhqGqGDCyQ3LJXH++131noubhngGeYrJpyW2lGBWHXEWCaWCtCbJ9oZyWQ7ISQgGvHpOUekYTE6UCOUqJ/dk/+LUivouD86RjHCKa0zEeaMSblaBCDoiEbuF8ahcIODGKIdPlp2ymzMmnRWFQ7rc4FiNbcPqt816cSj19FtfSF130UvqoWhutP3oVZJLFh/iTjgNSCEJzglyWX0sLcJujzL80p5rePfdvq2oumzqwKxNpzuw/8KR5hUH1xukPtLnURB9U7WeLRveMybjnFQyLpaUFFntMzMmdS7Lne+dKXMvre2sRKyoZ8phYtEUW3LQpnJtaepNFWs9KiYDeFGPbppFMKJskbc2iXMdMoKozuYwg8OiXaMTdaEi40yEx43KvX6VSCIKZ7I0ygZiAo5clIhl0qyoO6BxlxVMpgS85D6nR3VhKCZ/hSSy/IqiiYMAYAAz/qeJnZzDOfxfwGciiAP8UdO7mJNlhBs7FhGnlp7yQH6VuQjygZkLALdCvi46CgAlkM+lNQIAQNAYBZ6dBjbMQgwQsKECGOAtEkGxzU3kOEmOJS6MG8k0ycMcPAQYeHTcqADpDA98VZMMoaUlBzgEkQLF8ij54gkWo1VB+oa9kkBrOYc1OO8SLY8pfSGSIi2YxgpuhjsPCFQ0QQs4CQ4nqAgelAQl0pAiZJY75YkYN8YT+QoSFJCRhHYyoQgqpnOQkxMZYr1qbM3TU63vLqZofpYfF48jnt/g1XmfB4Cl+ll9cM2RNe1jZWPLQ5JQZPyV8dd2oB06yDPyQ5DPedt3oB2qbXjbP99u1IL4AJAG879H2OBvRl6tTWx3GeLG1fbp26954uKH77o3wZWk3AAw2O6Di96++rbBmfIVy19ddd3BPUWLrnhxwscuL0ydcgY01SOh0NUtutDuOm1oUcBeVDwUJr1RlQWuN7EtJCVomrKWEgQnRFRogux+i5mRydKjNRVOMkAnpPUGNw/HZKauaaO1WhcQKFQ2TibOCQ+PL2aXF4+o4zGRh8tK2WJhlUFmsPpxmilzuEwxJpkrNqkdg4iRLeFwcEYuCk0eGqgxtpVNWONprskdEHO6+pYKLzvv7fi83cRg8mJTmObOISa10eHWBZU6i+XUoQupWFJa3Fzd4wEiXWCbL5tvrDstPjBajldX9mvn5ivSNq8wsaJmjPLH+MZEnB2224x8ntKVkslixOSsbrZE5zcy0mxJLM6dW9zYJd7XvZQfnVX/fsOWty+PURwuExP+VC7DSgBBmyQxViLBTY+7FFaV2qcj0zzsx4GQAmuzkGNqSEF4VsyO8QzyCOmPsqM2rz6oECSwN8aTtlZZZuNxVnM2zesPRZRxmSiQiyZEKb16uoHHhV+HIrxrJaJEfN6jPqJTuacBwAdmPPPvvbHO4Rz+s/CZ2U6HfE7TnSJzgVNLT1kgz0ZfBQA9zBjzXsjr4FIQ1iWEbo0f8vlPAeRroSMgtTMhB2oAqAEBaIEJBDPBVNm8hJcW0MG4Mq4HDqRokvZiGhuZFFMuyYbC4C4PGiPREblXPgpRoxrEM5Zp7dxGhnRK41UE9GUycAZSUETxknPCgDCVxdm6XKRUEufGl2fJbBQwTPM1cQmXRtUUoprJIJnw6/3iNDctD+mnx+KaSZ3Ea1QF+cHlOcgtjYM8O1nZ684xcoQiQUp9OkubX+bPlY+Ur2o83SgLi8I6a5HVFBFFbDFRLLYwuWFuw9vGAIA+a+Ud+heNA4aP1yf+z4EFIciX2Yna+9t0YEGSJ16+fSdXkgoDQCJLoQuahYSr0pAkb73haTe+ChgXT/W9vnzWOO6aIjRR1rDqyurgseR8g+D9AJ087EvsdhPpmdpoeXTCK2945aT2CTtND7H0Y+z5bIQSyCLBBJMacvy/9u47vM3q7B/492jvbS1b3kN2POLsPchghlU2hQItbaGlP7p3ZXUB3W9bWl5KWWXPAGGE7D1tx/GSt2zLlmztvXV+fzwOTVs63g4g9PlcV65IlmI9euT4fs59zrnvkCxVyEj5JCcuHfGqt13QMKROFTg9mZTSPRko5TQ07uPr1bMhi8ldEkiJK4fiyMSTHJE/JuNWWkZRYprI8ESp+dmU1DfqMgXdAWn1/NIx2dHeptrfb70s6pst761q2d7ROVI7qDK7fIGg1jDs0a4Jprh9vY6F0zRkajWYfNqGlsP9xSV9ZRaj21lmdobGpkyFVqPfrNdECyG/gVshiymzWZ5Sr/DEjBofZzpaOrigqjcQmjXnL1rQUbmoukdbrJ/KBkKKmMevj7dUDs3GK7oWB5ISoU4Z8/T3tfD50nQmEpQXYnG1YMyv8JaUjpXJBFnRwAxPJCEqt67Ik6sodaijsRw3GSsqhCKKdIUpOp2kdCyVVDVaze4EzRJRISMe43Kh0xqH9Ea9vyWRFs4kkvLEwfalWpUi8QsAiqHx6vFASKnHXHaFxWL90bk0Ej9zwbEQwAC10Qixk01gUuSXglm41QT3/CRMp9rB9IHtBjNXXgqmjngQTNp9kqRIBeVSMTfJFeV5+Ry4yEKILm6C25AX5b2CmGBeRpzxgo+MICTQUUKnOGmOmcPlTCflSaEgLRCRPCkIs8KOHC9nJnkyVeAVGsVRMSeoCUqEQkpqqHSgm8bLFP7GPRnp4KIUP5PhUV6Cggr4GX4NJ1q6P0UgEoldlPKpShqXTlLQUr/B/7ggJK8q9Ri0Ab6wJEBkXrNgsjMui1tWH1idjsqjWWVEOb3g1IJRMCnzk/hXOIgUVhr/+088hziI/NLfXGP89LzwuovWbv/9mdKdV53/wrwbxU+mS1pcSYE0vfxjDzz2VuO1l1xac+8nn6355dbv3Bg49Rgnx+HcbTbfY5Z5XZqYouQHRwwnbysqPX9XRKKvLfXu+NLKPsuxGbHANdZMTIpI+duZ7lOV+dK6a1qdAoU0EkymxBpvVJEOJbNmUU4d0enCUSFFNQHxpElWzikIYyp5WHHi9EJ3RVWPKhfTSorUoQwo5aVygohCnD6ezfKb0/mMkodcUqlOeWNBVeXAVPVJpSTemuXFvCZFOjkb4fX3uMuWrawZnZYKspF4VGbKFnjCwUmzxmAem6ZxJRmftkZCvFB2rLeVe+tHHi0NR5UGY5GvkOOlpgdH6mFRJTh5TlrIFaQ4SkU4MjywdJdG6zzf4zFIi0SxIEdeqM4i5RaIghKtKEeyeaIRycPhrFsVycoJJ5YSJnLcpGZ6qi4yHaVUo8wl1s7rq+lwGgYM2rgvlhBKhaLkIRWXWyfj8OIQB3XppEw47ayRmMtHcgZl/Cgt0EU8TlKbp8KYUp7+RTAsvZvDwZBSHt8OJsOk7+xrHm1tOL0bAB9WGnxff7ZYrA+QcyaIAwCxEzmYxicpMCPsEgCTAIoAfARMX9fzwIxCS8HU6vWCKQZTgjT0oCjh5/jbs/xsCz/JT2RF2XJw0Qs+crwYz5zj5wrIw08IkVMe9QGoIXyEuRFeNsfNWfgxrVySUE6HzaNSUUI0k5KkyhAspwLpdCgjyDh5OZ5RHpbvzmflLUWR8vRM1RGtTJF1p2dlqaAmppX75GlBVgBxXOwKqGLOnDhRUjlUWTxaPVouTUi7gupgQRqTGvVdF/aKdL2hkDIkSwvTyoqRCocmohkYqh7SFruLJzft3OT5i/nuf5aDMHXn38vKWA4iObvv938CsRMFvRbRw53LpacHmpfd++DXhpy7K3IAOKSeInlCFH3l65cXxdeJzdmWRzkVUmSen0DRK0eKVF6YBK9YOFPffuFHsi2XfnWTVxrRLjdFUxZldOw7b602Hvrc27//6dZVv+ofkSVsH9sbf31EVlQlFAuKRJyoyycZJzlFPJtXFVv0Lh5H1yt3jy9IKS0dYQNHXTbs0Y03mmdb/GF52GSa4seiKuIKS/rkhFs2EzCOVVf3CNNhs8xUPKx8/OWrwuvWbSsJTTUHuLJZLjel5nEkgdmOzk0DSxa/aho8tSa5YMFJoUjrnD198CKOzuisPdZ93sANFz5Rs2uwIr68ymWa8BQj7DYkGxs6UmJVNJLPc5cHI9JoISvOvLzrIm9z9ahhkbUjxBHEpfmIck/vrHnL/MrxuDeo0uqNE5munoUCvoDMOgOySG1Ff208SadkgnxllJuNhuIiD/XVz3T7C0qaVsuXNw5wFOKozmzwjJ12G/hDYc7MR2pClnA2y497yr0qOQ0o5YF8oSCclUoiNVmaExpUkZ4Jd4lJo/Lz+wbnHywvcXoF/NR8hTR+SCzORMBMiTlgpa//J39eWKxz0bmUTgeYwvWjc+0yR8EE6CIwabaTYEptOuaepwQT1JVgutbwIIQPXBzLirLLQVGU4+YouEiDjzgAaU6cE4DCyPc0irh57iQ3xYVpzOST5ODUBDSeShlXSASJSb5+eoab4YYIIUlJWOKB1Hl8RUIXkyQkCnDwZFAdvFaRKRRG6vZrJBzOEX+Ib4rzM638GD+eFqY5sqiMn5Kl+hPy0GqaUi50VjqjorRoZ46bE2mD2pMav2akKZg5OFA7UJYVZv0lkyXOpCyZyXFzFc4q54lNOzed+reeVSsNvg+lLd+tXei/FbXRCKyUrrzhsCKdEQad0+XjYNZLaCjF5H2Lvy6PB6T5j1362KxGiH1f/u3nySo9Dn1qaXTs+49ueTNoHVtQmPdCl6TudKdWFaP7/XHtyRh4Ny7sN6x78IJ5E4rjR+ddsCN5zC3nV3C0M0lecurR1zfvUpv8YZkqLK9RD4kMupk8J6MTJgocf95Xp5icUUxWGWeUSlk8r1QHFHzKEWvFcU+9IViaSstcVZV9FQIqKBZKfdJYVC1aYj2pCE7XD0nl06L4rIEkBWGXhEdkIzmnJkMFVStX72g92tNUPuG2BNWmsToRHzqV3Lfo0JEVyQrDjGB/X02yqtipNVf3S/wpvnzCq2zIZvhEK4txM9lM4LZLn0zxlY7MgZ5S2YmeBdzjYckGkWwmHEmJNBLlLPdY73yuQBrMhguZoJhwZzk0ctDprpWNJnm+2fHSMbkwVTIpGIO1ZiI73zrolcncgWSO9nBifO2hN2/23rFsjHPKaXTwUgoJVx4/+fqgOfTKqcapmaBCxeXkZkr1kd3RmHLMFZZFU0mpYvXiIxUWk3u+QRcMi8UZfWdfSy2YZkaBd9rjslisd5xTI/EziJ1owDT00INpA/camObzPAD1C9UwtgfRCaYM6wYwI3MegAySoOBACiG8SMIMMeIABpDGJgAzEEKFNELcNI+bl+R43CQ3npfns8jDRVKkXpgRUoUypUwEZL6EIKEsCApxYVroTsvT47KgrEgT0qRTvNT8kDo0w8lzUil1iisKiEq1Ee2OKV24hEMStbw8b4xT4BRz8hwOL8sT8yhva0AdkIicK6x8Q/cpUVIkFSfF42lRumjpsaXtr1/8upZX4J1Ki9MCaqPH3odTfu74K1MDhIADwEj7SQZA/mNfe9T02L23BGClngOfX7V49acOOez1baoNT+7g+E5ojZd/6lV+w2fvyH2xxZXlrnir7HeHVonzXqt2gd6p2nzhm0eEfnl1e5K3eqKz3FNhnV0WnlgdaVn5HFcw3ZLWasJZs2a2rn28ckIgDsrml00VuBkJxKKYNJVHtmvCdGKxJbT29FjtiFKQb0qlJZ4ihVeZEoW0o47WwYriKalAmAoZTeMSAQShnqEqvlCSyrsmrepcnjNQVNYj4rhMPaUNw9fc89uv9n7+9p9UOf2qISSki5Yv7Aj2dTfHRNIMr5BENpqXCSuKXaFgXFj6TJ+p8wIzXVNkHB3xheXlnCx/0qDziZzukuLmhtOzwYCmRCyND09MF1WW6SK5TApBlSIjiuSzhROjJTmdkJsv1SYzhB9W7A/F01IOh6vI6mAu8ol8Pm0ygbAMeWVAKM6KvKk8Z3NpNvzG3lVHFq3ctSGbUvGiSYy83bk4oVfGJi5ddKJVlhDtHczK5SuqpruHxsobOdy8sap0chRAc9dAw+vWCsfC27/98P/++CtfXGbQ+o8DGDzHavqzWP9x59pI/IwUmDT6BIDd1EYDYFaiLwLQ2x5EFwA3mHnwLnFY3K+f0j8LgEIMCfIIAMghDw6y6AVQBSE6IIRQ5pX1g4sukocAWYQKvIKYG+UKBQlBlSArGMkKsuGEX9YZ08U8XB63p1WHrrQknRfEBa2SuKQ0y83OpgS0i8Q1JbwMT8OJcZpSmtSBiDyi1TnrCjzK20dABFl+Nm3ymIYj2sjRIl9RHqF6lVw4NZQVZvu8Zu9uXo6Xq3fUJ19dGJwHLnZ//b6v+963AO4gPDiI8X157f87wbt9kVIUKH1nF4PmsXtvmbb9qo0DAGt+cdDzyMsfWwBg5ugvlhJODXXc+OUnAv9TPihz/WzhqWR3udzrdebvuvb3vGtaYv3ZcNElXfxorFgbbF+8rndmSXmUJxHmxkq4olxtQ+dsSODF1nHlm8V6l1xDONnOnkUEhJbORKWZKZc121DmXjwT1njml48r6sp69ptKu+CaVLnf7JD9FJDEKRCMJOXCQJx3unvIKpfKIpqQX8VprOk7uXn+7oRjoMl44HRtjTuo3rNh9Y76fSfXZrRpWhHipdsnfCpBtkCQymZl6byMI1W4Jb395RVlRR7dR2oDrWbj5BCluRIuFfqk8qhqaLRCiUzcsaOzsnvcbeInUgI9SavGfAHlcFIcLR7xq+mQTyVuLPars4JUISb0jngDxXSZRJ/PxIqS87SZCV9ETZ7rLs4ZJbxAqSYk52elgvriaPq3R+YVRJoBoz/JS0VCpvvLNeHBm9Ye9W1sHNJm+dkTAkPUUqlMKkciKAeHekGxK53mWAEM15b2XS4UFI4+ft8tFoPW3wUgyAZwFusvnZNBnNpoAoAKQHCut3gLmFH3m/jjnPkNYKq35ZLSpHC2eHYzmD3jWUgwCUAPGabBx0IwzT8ogPFYUawMPPCEHOHbopxoSBPRdAuygs48yefTXLGMUCLMCDIGXoxnLp4oFnQGoFCH1FMccKZD2lD/jG5mQ0GQVKT1nmBBWOjk5/hxXoKniiqj41GtR5eRZbqzvKw0L84Hs4Jsp86ng3JW2SDnuVT6kMxkcVoWLT20dMl1L1x3YO+GvU+2PbLhiW9//9s+ADI7savsxP7e1o52ECWYwMd/T1/3n/X3Fj0x0wZhWGnou7+xxQmBGIDr1ise67D1t0lu+8HDrgHTa9YnX7uxT2UKJ7906EfaWfuNB4eqx1698ZL0z9Z3jWB9cbanEBasqhYTodRfZI57FEPfd2R3SnOmiHe23KiMGpJlGo+MF9L2xJCU1JeMzR7uNU35s4XO9kTc4QkIJwzqgGxq1ixK5WTVKlk62tw0pr50cej8xa175AK5T61T+v093eucVZWOg36XoX1oul5k0MyQWFZWmiVZbLxgF18tS5dEp4p28Dn5Dp4mjS2tvfUBTzV3moQozWn8pzwqWf9oi1SpikuTOV5SrwiR8VgmPerSeyXcpJ+ACmurR71iicQlksfMFstYgESkkeEgDxpNqGliqiq8Z1waVvD4weePW07yCdH/Ydd8q18ylI7zYtIXXRnvYDJumg1w0GJO8Q6NlU7yeNlkQRxyH3KqI32n1wUNUpgjEwsHtYX4CneCJCcHW2TeJG/y+VfO80r5SPIkQY0yL9PtmVT7LCaXRigsHAYwm8jIjs54dXkA0t89/wni8hRzCQGbSmex/sw5mU5/N8ROFoAZmX8KTAP6TwI4AqZ93OtgajCf+SVQDGZu9CCA74CZO88jhxXcNPdoXpoXg0m/ewCsE0QFpzPyTFIWlIWT/OQqvV/vcpvdagBevU+/VZAQ3CZNSqdGy0Z5grSglJ/jC8LCnMcYkbuUYaUhIomUxFXxQ2FpJiYo5CvFSfGgIC3gUEIXZYLNMxJ5n5Cb4wrS4nS7z+Q7AKDYOG10VoxWLDi69Og8cUZ8b/xH8f/M6nFmhO17Z9+3g1j+ZH7cQeoBhMGsCv7bZS8dhA9mMSEPVhqCg6gA5GClsbOeo/4grS7+9bc/W7agocO/4vrDsbPfu53Y+QA0J7Gg6DW6pYfYie5LdahuHq0v8/taRB6np+chY7fuU7nNCx9XnYi4pMN7984rvVaRk0JQOiA5dWx+aFXr0I2/eOrm7S0Ng5ZinTvHzXBNoxn0r2numu92LPEqld4apc4f53HzE2POea6K0uHloVwmpCik3G8NLKq4ftmJkfaxqpRJPrlPrs6sM0jzonhccpTDzazuHK1RcsSzeQ0Rm5SSaH8uw5emcwXp/o6LEycGjFjVcoofFkalFcoMUUriQm5cNBuM8jJlNaO13QNLI8XF/bx5JeP6h7ZfnpAjH1mzZA/lSnKG2ZAslZstdRtqu2WjE8ZZjSQnDkWhLatwq4fTSI96ReSCklSfQIiinnFNTCGNJX1R3WJ/Iefc0VUjbag9gUoVb9B58AJTruaU3xysmXd/t+zYV84/zjvklw/LQipZc3NXqypmdm9onnpaLErXC/j5agDHhpyWjW5vye/XLD4yBqA6GJGtVStiDjANjc6Mwimsc33vWSzWhyqIc6mN5omdlAKYB2YrWQ7MwrY0mH3DEsw0GaDrHwM3dzWA3809tx7AdhQwTxaWeWPSWAsEOAEmIBkAnFb6lMqwLuwvHS5tnNXODmaEmUsLksKY+fCloWDjDgWAgnHKaEpL0115kp/1CQQtecPkpMqrmspysxsAaOUx+Qt+rf98To6Tzglz/aKkiFPgFtIrjqzo2r9qf4kyqpTm+Lmjl79yuTekDuW2XbItu+zIMv7G3RunbNSWfe/PKv5Yxc1BjLBSz1lfLwcQh5V65+5bwGzzKwPQDivN/5XvJ4OVxv7iYuEDhBBoAUgoxSQhkFCKhJ3YzW1tbTMA8D+t2Py/I9g57BXw7vrVXfqfrkxe/8ja2LYJ5cmrPyIOi6WNU3p3t3k7kqZV4+Xtkapki8xcNHrBgKd4Qqeb8hlV0UwsqBcFOb4KQUGRoEmBU6MoiEIxubm4eCwh4uGJaFxS2TkjWllpDPSmp8yS8YgQLWVR0R+OtNAtC9r1h/rnvbTC5Kt4zGEwjzjVfVeXc+TZkr56BZ9fEwsVReRwJ1cunvZuPzlP2loxIZ2Oc1QarlT6xI5Lu68+b+sih1c/vqj+ZLFBnh7vGyrL5eSBYqEi4giMK+q8KUmySc9Pa0T52WePG8o2LBvxdA/Xmi3SYNHTuy7y33nj/yrdcSmZHDYHU7IJd3VJTNMXUsYLcYllacVMdM/+BR0JrWe5JykIJQjySpGHU83XuILSyQoTpzi4QDeTqDLmOvgFnjWRlHqjSPLTnsbTa1o75MPj5RKt0mdRq2KDkZi0EE1IycR0WWD5/BMvAaiElXa/vz8dLNYHyzmZTn83cwHcDMAFoAdMkwsxmFG3aO5p1TB0l4CbGwHwEzBb1DoB7AewEhzIYurYfgiwE4ATQAOYvtulYV24DsCnJ8om8il1qh4ETn6C7/Q3b+9JKpK9BU4hxc/zD+e4uXJJQqJW0nhdTX8N1QQ0Usqhbh7lHY+qoj4OOKeVEeUhdUjtk6Ql0aqxqqO7zt/lufiti49EVdHxRScXlTx626MCANJv/eBbOLDrgPM9DeDMCmDZ3G0xgAwc5EIApXCQW+AgV8FBbgbQCKZTHOAgNwFoBlABJhtihoMUzz1W8iff/8yo3Eon/+5KYwd5v+plJ87Uj6f9REsISn+CL3Kojebb2tp0C/eviF7L06z8xj3fEH/70E/pXYtdo1WNe6/8znl933cHNfw3puFWNUzPr1nS6ej08LiLG7tOqEWx3Y7heclIvCDic6HMSb2nxELy+lQqrwwl9JYg15+QimOTuTyi1z2+Wd49sOBEbsbSXyzBi2MRc2eXp+RYPlygJlVYPB6Wu2u0Y6WvnWoyfG3LfvmvPvOKubLl2OblRWnP0T7ztEGazIu5+ulTAzWGmqpBfU7hyYghUeZyXPrZKx6u9QnGttcqvBLneEVPIc2hT02li0cda/l9QdTNRvRUkCt3En5Q82KXtqTIEs48sG2LVKOakXN13tDCBXtmshlpeHKiOLjCOpsp1qdHo5SafWNldf5CKl2g+UQ7N6IrK56K1Oli5iW1I8IqERH6ZJOtC0S62OvbVm/dOmwJ3ne4QuUPFflcQfl8aaxc3T2WSubyeFsqiVTJZTERgL0H21f6O3sXO0WC7AippxoAfXAQtuALi3WWD81I/M8RO1GAWcFuBrPYKQNmVE7BzI1zwAR3AYBxMEFoAkA98tiiCCtei2gieoVPEYvoImoAuwHUS6KSTEKe8AoSAmFGkglKw9JWRVTR7S5xrwDwNDI4r3qkWugsd3pz4tzoiv0rGobqhl6qd9Sr9q/dr597Xe5lL1/W3WftqyGENAxaB++nNpqwE7vl+9/4vjQnyLmo7awU9HuNSYPLwUwnAMwOAD2YqngzAG6au/8GgMVgLpqKATwG4EIwndN4AMb/LDVvmQveFWDmpQN/c0TuIEXvjPT/+ffyT4/4z3RzsxO7xUZtk2cd/0ZY6U47sRMAJTZqm9z7+DpustA336P3xmdTUH2iCun9o/xLPLl87o6mgndyyrR4MknCZh5VEK17OuZXLSiRx6YnEzotZsnhYb3bisGlYUvTMbPMZwhW1c1EX9i2yfLIrpvu+80d3/p0VD/56sO716qWceIXRJpPdBr9C64IRtRTZarpIsgDUzuOrKvtmZRvvbF5csuAX+K8Yd3J8plcQSwuCHPepDgD7aBZOVPWxy0b0QiCdX2qEodSxkVtPioIOnyG4jLDtCqUy2d9eQxQnwWvvXWx7/wrn6idzWei7onGwEgovQyh4nZrzYgaQieJciQK6hZ19iJquLo+vWQozpkO0XxyIomykwH0bcop46FUTaWltN2voEqE4/JCLKfgbmzo99CsbHS1gtPsSBZcYnGqt3OsIvSZlQOiTXsxsGMdNjqnzHLnVHlk3ZLDit4h69C8GsfgoquOD53sWTz6L/0ssFgfQh/aIA78McV+5jaYJig5MClfP4BeyeDymxK1R34F4DIwqfWoNCzNxpXxCTB12CsA/BjAegDPANgMJkA5wKThJ8EEvJcANGo92o1mj/lo9/zuaQBBtU+9KqgL9gDIYP/Xi1D99jjM7XwASZInDV/58Vcm703e+8Gd43OQM9MNXDAtXnsArANzASQCswNgYO6xFQCuB9CEuZ0CYM7NXjAXVD5Y6QQchAcrzf1Fiv6Pr6kCkPrArkZ2EIG9vo1zDEtWvUEv3DmXuciPHq5orLxt9AQcZPXvX7yVWCt61+mqjucfef0jJ26+5MVUjQzpFztrF+fdLQlJ5e5UldEvLnjrNmY46SPBkOG4SR3YcPSUgWfgKzSVdeMT4XR2ZVH54J46JYZOOA2bTrk4k4vEco3OHHNN8KYXKrI84/j0vLF0lps8OWGMf2zBscwul0FbK0m3joWEXZrS4flNatFsKCZT79q/1LNy1Z6qwXAu3hCty0ua2mPcqLT8yHh9PBJSVzRXdZxOUm5ZlSjZM5rlrJkOarJEMTXhmTJktk5yMp9dMU3ckzp+dY27eOeYOXt8Qs4Xa1yJeo7ZUCpKCyuLPMHHR1URDo+TiAo8DUYhho6HuWMXyzj1O+NZX0OhTC2fKRVa6k+MCLSpdGxkfnLz/EG/hErH5ymRN+q8+wAQx2j1hXJpLFts8NQA6AJTPtkJYD2s9MX370NnsT6YPtRB/K8hdmKgNjpD7IQgqW6AOBgB00hlDEwafimAHmlEunHLti0vPNNcOA+Nz+XB1GsXA5i65eFbgo/e9mgxgJaWzpauS16/ZPQH3/qBCUw71BNgRtwLAYxTG+37s9e3zBWs+eBjFrZZwVzQxMBcxJSB+cWqAhOkkwCeAnAtgMfB1LlvAJPh4IM5Zx0AArDSYTiIHIAGwNS7NlJxEA6YBUwfuB9OQkAAmCnFFCEQU4okHERlr2+TAzDaqO0EHKR+3pYe9xO3fNTyK2NX9X1GdcVrCAT9GThvrcCq/jDcqw3o2deru8isD2Lez27a/51FQRlXNWY2VZwOVOYkm2bGNj9dt/DVS57dt/kNuTDdJObw8rPplOny6tiR+8cH5ddXwF2tyZg1BZFcXRyd6guh4uMnMWaZnr+uwTxWXhTeoOyMpdJrdel005Jd6UPt871avmBjpPj4IxtE0o/u6q/0VzX29973ysXUYpjUra/unfEXeGoVP1ktz6oMEXG8P58U698YVrmuqc6mDo9WI0SDFpKhVU7+9EBTuV8gyPGnnxortF4ot+QziQIN6SZm53PLi96YiTtXqjgyL6Fxb0hcsrg45erKzCRmpopUxVJV5OS07+ANlRoiKvL2RLiRiW9Ji5YbrN4mANvB/P8rANgIJqPTC2ZtCoGVDr1fnzuL9UH1XxnEzyB2UkxtdGrutpTaaHyuocgstdE0sRMlmBHoSjBp5CSYcq6nwax0HwQTtDVgVs+KwfziyVMbjRI7EQGQUhv1v9fv7d/GQZaBmYq4FsyInIApnjMfzPqD8rmvHQWTyWgHE8ALAB4FUzKzG8BxMEHbPzfXnoaVFuAgAgCGD+oitzPOpNbPvj23AE5MKf40kzK3GFBHfBZff5FxPI6p16chvbMGiQd+9qkVn/7C/27deXj9dT84XOX4w50PeUskKLn/LVP1NrH7yBdFK5sd/AGdJlu8jxi7LhZysPdKC2TLlx9S/vihi2uj/iWjr/fJFq2rwJ6qxS8pJRxseer5z/3eP/+Xl/A4SJ2vEBYeOrS+/7yy9it0aWPhtHTat1RkNi+r7Ke/OF7/vJEKblAW9xJJombCWDxY/OqBymm5KmaZzcC7bed1ime/+WP10SBieh4MgRxUez3I9vpJQiKlhUAK8dTo/HxDUxfPIuQoXJPNsuXSRE+/1FW1e6Lgq5RoTTfPd0V+vGuhJCV0iwsZiVOkTOhKzdMdm8WqhU9162NLy1xTJMMT68si/c0qlM9X4eF5cuLl8uhSMME6CWbXSM30TNE689rZL8JBhLDS9Hv9mbNY54L/6iD+t8wFcy+YOfMstdEksRMhAAW1Ue9cP3MRtf0xHUzsRERtH9AU8L/CQepd3abWkib3J8CkN4vBXNzIwYzOdWACuQZMkxk3mFK4g2ACuBbA83P3iwCcvbAtDSudnXudYliZi6oPjP/jnDoh0FIK/9xtLpgSr144iMVe34b29a2SV3dfOgAHWb13Fofjv73YePKZxeE22NQ//OnaNfLq/eSztegAkPrKj+9p6TT99tSvNrrXFrpqTnw3ILpyIOTqWmUx1aznlE888dai1Zfd/DvSAm7fcD44vyQp3zOhTG96YVp07JqymdY4v5AIj2s63vboLr6lZWzU5Vk4oucO1ccUHGuSF1KWcsmRscHVGSF3Rt0bMdRnOU6Xg1fIaHmeJrM0NyWQps0qRZ4cDGOiKi6f4spSkuFCturoiL5iOYczVFnvaXL6xdv6grr56+sm9wcmVS1l+nD0mVFZw0oTP77fKYwm+FlTDS85JtZmuXxhRlyeVkztGxG2Txm8us/X4vANZYgfD8BxZzV0B6f5m1eZs1sBFHe+2FJo/eap/XOfQREA0Qf9Qo/Fej+wQZz1tznIYgCcfA51XB4awQRrGZiA7QQTwM9s4VsIZqU/AZMWnQYzRcEH4IKVHv87C9nIBzGF/tecPTo/62tMiv2P94VtsOv/olmNgxgACKs3D5mH366ZgpVOprqES8VbMzP0WmhgpR1feYYsbZUQnTQv5HVe+bVdbbCp0UbIxEWcG4YShcd/2ye5aVOioejteH68SR+uOr9x9HXXhLwxDnkzdUl8CnlZxMkfoi8MxJVrF/pnyvmcFvfxqjGePFE+JkW9gR/dnpBGLMqssOwGrXzqD70lgnhcIRcu2B9HjCfY5yuUWnLqKaXZb9o5zHNaNYUGyidROYF+KF7oNkqoTEfVRS+Ggt7NCi76AzLpjF+VPK9hvK4ngsDlOqXy9Wh4eMDHeVMtKVz52XrsOzaDainEoxAln21rhFsUqkR12WgOwPqjwxbVt37w8PadRzYOfeUZMv9H8zEKZi1FgQ3gLNa7Y4M4629jenNXgxl1O8CsQB8GMALgSgB7wCxo0wAwJyNIiBXIAciCmQc/BWYbnw9WOnbW97UA8P+nO5n9OxA7UVAbjbzrYwR8SvGPbQF0EC6pp2ZKMTlXGCff5Wg2tVzeNQUAb91z/qafqd927JhBaa0c04+TOrGhZla5vj/Yt9GIS+rkGPjyc1uiv6oaqHxtx5XN3/vpvZM/evQiS5KaByr028t/K5w89rCorCLZMK7bdmSt6ydLhiLPDco2HpONOCXtW/KL645XQZ7I7kHIrR5pUr2SSps3yTmqMVctFWhPj1TWOxeEKRLuOFR1XEEacdGxY4JIZVWBV1fKlXMjvAgqUGJIi1yRGeR7t/caFYuViXBWHVl1ws2fWqAQaz00zd1ckQ4c7ytX5cSTlKPMj/ZN84ZWmnOrowl1ryWn1Mu0kcP6OPfoqNpbdn1h3cCVq/YJ/udEKW/PY7+ceO23l3nmdi0UgykypAaTDfMBULDBnMX6Ux+afeKs/5iSg79bATDlbK8E8HswPzdCAC+C2Wq2E0wa/QmxAk4wI/AwmAVwXgASAM4/2RfO/DL+Yyezf6Q71Qeog9WXbvvJ/Lmb2j954F2OcW4xHACoaD/hAQCsNPv5e3+2oMV6+p0tdK5OC+/tT9NJaqOHRmMoWnrhwFD5JYEjzgRK+yOY/PlP7rC29JWbEwsG49KVr3Bv/nXdgekpbwcdEJeSfS2Bazjlm/f5azeoutbKqk199KI3Cg0jNKk71i/TLVq4u2XfqCjxZt/8eb3txcK0fOKKFUUed6DE0VOy6tVJddWEqbdr0dSxneucy3IK/nQhUxvkpM73hlCtkObqutO5onxckBcVjdMX+ht6HFEYtPnSlt2ZVIOXYKBEnkeRPkIIP516aRLuEbHzeE+CjlxlQM3y8lz9kXHp8MjgIvGU3Lnr1K7iHebiSHWLGuNXr907xuXSvcuE5oPb9l46BkBKCCxz0ypxMG2EMwBibABnsf4SG8RZf5uVThJC/GACcQJM8NaC2VZ2HEzBHAJmq10HmLaRs2AC+QiAz4LZ1sd5lz3jfjiIcG4/+N//Bf0f/CX+1+pyEwILvRb8ucV47/jJV77cBwC0n/zpfv6zjpEQnGmdaT7zJZzZe+8g/J9/7QuTsNLMmed/4rmH3jxzO/sdehzMhRPotXAsVCOpbhnZPqPMCDwpdHm6VSeuf+Z6f2NJyidc8mLFwJKOzDMFZ7ZjYPZHny3sT8+QkGJTkXpZ4PWal4o5QtnIYJOkOC/mmmVjfWtqQlefV05PCwY2+KeSKPIPrp3IcQtup6h/0tI0ZPn9hG6m3c0/fTjM4VsV6B0MSY8OT5FpDuH6/uew2Rkhw3z3sDaSUXd2XFKZSU+M6AkVFTTuDPIpLvKtUmKKRbkLlPKC6JE+wf7DXoQ/vjA+vmHlLtfxCHq6W7rJF4fTJ9IFTIH5ubK8wjlS/dD3blsAK52k/UQCB2mYm1qpADD9VysAslj/5dh0OuvvcxANmF+2cjCtXTNg9oIPAlgOZrQdBvCzuZrpC8EsfIsDqAMwCis99R4f81+de3+3ueyz/h0XgB5W6v67358RB1ACKz39F6/tIGJYafJd/z3zPBPmiv+A2VI3+W7Hbif2kra2tiy9Fpzbzr9VJ/3hI7xn7/9yyVdSQf3YoDnWZHt4wf4ezatNVFr+XCg5vqC1cMs+xen7H1wE3o/f0t5yWuXv+1S2JOmg2YXaeG1gljs0/ZWV6ePXn6S/luWUx0Xc2YIzyOerjVFRlVKgzCfoUUG4Sn8kPbzIy8/GeOGiXEbnDV8i40sCwqwwmkO+Z4pY15qo92gQ6WxSKJQq0pIIxcTH9IQ4crTBE4FgPIk3RAmRKc/P5z5Sl52eSCDSMFLVU/KLm449uiS0ZGHY637x+idd9FpMgdn54H1nkeMfzxEfVvr+lBxmsc4BbBBn/WMcpAnMgrbrwKTBF4MZbasA7ACzJ3wSzGg9Bys9PvfvdGD2hxfe+4P+O/72IjsOABWsNPAnz2cW8EXAvHf1M29c23zdRc/uIvW0aG6uWwlmPYAagBpW2jM3/62FlXr+5DUdREHqqZVSHAf+zsXFnx3vZd9Yf9Pt8pj7D7mEX6OcKHv7hSv59TquStq0Tfbc4OKBBZLwLUstLlVC4e9Ym9Gd2EcCn2vfetcRw5onMtdWRei3d9UUvPKkcFlr98gtQlXj8VRqSCDONT3RJSERbaS9aMq0qMKSVRfl+F6/T1V0VNuf4vPhXCLFFcNTxSlfITDBi5XUpg1DmVUmzB6c5OohzkcAcNVudSxmDr4o8Smrw9pw+IpsEedljncfuFAs10K0e6lw95evvEmjc5X4bdT2rmsNWCzWP4YN4qy/jxmdLgYz4v4imG1iCjBBOwMmRXwQTPBy/lnaXDL3HN27Vmd7HxACFZj66Bk4SBmASVJPKaWgc/PXxZTC9Rf7k5k68J6/UqCGee5coRrT6mmRx2eSnNlu9q7O7ujmIDz8H8/RV5/krv7RcKHf2mctmaKLLBfV7jD19xrGTntunNlkbl/fK8jh9saTxqpqr/b2F1dkPqvRZFU1ew68FYKxW+SrXBjUlwdNs+h3C+UZefrEQgUmLpOKq77tTibFIbF5UaqZ10l6G3mU3x1Whhbp0tKuMDfDkUfl+voG/65AlL+AUlrq5uamy4QIDE6JBXJ9sjCbRvHVBjK2zUNPJwmSmw3gvj0DGYBnbPMgqP/fa8TOO5+TfPUK2vGPvlcWi/Xu2CDO+r9xkE8AqARTcjUCZsS5H1b64jsdyj7gCAEv2i5TyxbEvL/73u3rbr/6oWOknmrPLtpCCIopxdTcbR2l8IlFyZJkSuwiBCJKkYKDGGClM3Mr+MtgpU4AyHQLygT8rBTA2A8e+EbjNz/9Q9fXfnaP5d4vfJ3Zdvd/2EZHCISU4q8WOrETuwCAzPmDX5k2clWVN351+LWrGq/aWLFmsKqr0+gt3LhDlQiLlhyZMb22YNvdLeam9mqX3lsY5DhOJfjZCIpcbt3Rq5pLG3dthDyZjqW4vZ4YlxfRRu6r5fAeNXG4nnoJP9Ef4uQ/tTzyPze8bfwClJ4ilVeVDxWFniUJsoVKqEccEfPS/PQCvbow6kmhV+/Rkzu4dxy3F9mXgikElAAwdbmnZuPL/29oJ3kWMWr7AGZnWKxzDBvEWf84B1GD2RdeAFPMRQWmmMu5t4/XQYSknhbe2R7GpMqnYKWFuZF6jlLEAOAT37pkXf8bX+891LHSCwfh3ve7r1R/9fYf+QBkYKVROMiiCz/5RuzN/Rc6AIAQbAawm/aTRsxV8ANzjigcxELqKd5Jm89tNZurXsfswbfS6JnDJARFlMI7d/sv0u12Yi8C4Lv/0/cvumLrFeTBTz/oBoBNb28yOMudqknrUHrjS5fMi6gi/ftXH4qvVBJuq2Oear+1yxAqgNZOFm/cJ5t9snmyQtpePdgEpkFQEEAWGZxfPln+nC9jWhSrPDKllqFJnpW/mnXJVO4SdwpASsRBSybOMRa4BSkEeBvAWLMSmtNh7BFx0ZTKQwhg/5mATeyEwwZvFuvfhw3irH+cg0jBBCQZrNT3fh/OnyMEOgAxSvHXq+Y5iJrU0zilyBACA+0nETBz/EpY6dhcOr2RUnRfvPb1S17fd/E2heVU6xNf/07o0jtfHZv7Hmd6ovMAqF7YfuXyq85/aQZM8HPhrDK9l31mK+eVXZcNztWgV8JKj/7Z8dSDWfiXfrcg/mfP/bvV4+zEzgWgt1Gb207sS9ra2txtbW285696XtzzfE/f7X8gW+rkmPhyF5QKHsSrXZVcznBJ/8myoYvdFvfw8kPLY0dWHskBECiCilmj21irma4ecVf21q5VcwrJ5rGBF8c4VYYZQ5G72P3yV62ofmoCqckEBgHoauUQDVwEP6w0Yid2eV99n+jZvmf/tU50LBbrr2KDOOvDy0EWwUpPzt0uB5C6+u7nxOuX7lHdaf9N51xd+Om5zmqVYOa7Ez/+8pcVAPDlj/9E8JOHv1h+5/W/mZKIkykwAXYSDlKy5Y5XQ6/99lKZfuWM0BvQGzYs2+m794tf9Sy+ul3z5oPn11+w+u0cgP03fPkP8xuqHGNb1r2yrMXaMwKgBla6be6YJACKYKXj79UpsRO75Vef/VXcr/ML6bWY/dqjla2KiFJySu2pfF7gfhNM7XIlmNK5rQD0d/zmDsdDn3hInRVkvdRGx0XfI5vSBfDAVOcTf7MBlu9fTTuJnVjotcgAEJxzmRkW6xzFBnHWh8ufrv4msFI616gkAWYqwEMpsoRgsVHnnv3+//um5ePfevjg4/fdvPCtA+dbnn79xje+dNt9F+w7sX76ni98Pbxh2e6R59+88vJgVCPde3xd31M/+agRAL3T/qvq3z7z2e0ABn///dv0uTzX0FDZ1/Da3ktHqizDik9e+9B+ANVur0GUzfF5373f5v79i59QUIq+s45VCqblan7uvgGABFY6NrdAzggrnf53n6JrG66tfrbv2WEAqL6punz4D8NOYmeK0FDbuyzaO8tcoM6TZ+EFoKK2f7HfO4vF+pewQZx1zvq7W7L++DwOpSgQAjGAGkpx+rqLnrFce9GzuSvvellcg8GGIdT6A8eUVU+8etNkVemQRMjPivn8bOyNfRcs339y/Z47r79fcOs3HvX98pt3iRY1tk8ubjrpWf+x3bw9j51n6B2qX3vB7dufn9xbygeQvfCTb5S+uf/CQUKgP/1Kk7yptifT9mubSyxKtiqkkYH1S3fVWiuHRkg9BZhiOeEzi+jO2mP+f2q88p821xAIZ7fQnWsClKG2D37pXBbrw4oN4qwPnz9bPEYIisFsc1tJKbZ+78uf27R9QkbvXDzmAuji5968ruuV3ZfHDj21rLVQwGXJlGhbKiMbNhsm1ixs6O462rVYcbB9lZJDCiKz3qWZnCnt+X83/WrskZdu1U64LfwV8w81XHLHW4dtn2nraPusfRkAweob95VtOe+1wYvXvCFuvLT3CO0nHADiQFidWXvTPuXBJ1dxlPJIGkzvdS2Y2uAEABfWD2EnPBaL9R/Bll1lffgwpTujT/z4o5q5cqpLaD8hv/j6XbxUl8gyNVFviHZd2/WFe35yVy7PzV2x8cWyRKdI99S26ypnA0WjiZR0ZS5PLmj71fcCm27brs7lBH3dg03dWpVP8cruKw9Ne0rivYPWC3uG5incsybdyZ7Fzo9sfq5FLg2d95Wf3Jv7zv/YKw48ufbwVz7+E9nBjlX+bA93JYBGAGLtskBSIkoklPKI58nXbtCCSZmf2XuumPvDYrFY/xB2JM76UCEEWtpPIrDSrECQachmBYNb1r9y2fSsiReJyXnxpGK0yjISOj3QbI4m5LXdrzRwvvzjn2i+9Sl7zbHuZcmTvYsPfezyRyxvHbwgX6J3WQSCbOxQ+8r8F2/9WSgcVUq5vMIpmSRq6h+xNl66YdsuhTSO0wPzjM11vd5ARGl+YfuVfIU01nusa5nsyk0vZj1+o3PLutcU9z/12VQ8KXNMTJeseej7n+oBMNszNG/ZnqPrFHf94Ncvv/MGPmBpdBaL9cHGBnHWhwYhsBx5ZplwWcuxKKx05sYtT166rOWIaHrW7LvnC9/cQ+rp4k9e8wDJF3gqkSCVVyv8SrXSvzSZlCX2n1xe/LmbfuOfmjVWvLHv4hMW46RJLM503LTlD8pRV3kok+Vb5eLQBrk88YQ3qNMkkvK+HYc2KS5e+3q0onSUKxImFk55Sp1rl+zdc9rRcqtaGXrAF1QbOISusBinOJG4/KBBN6NRyaMjYEq2NsBKjxMCBaVgS4+yWKx/CptOZ32YuJZfd9T50PMfN84e0pc9te3GN4+cWuG993ffyJJ6egEAy6GOFRcU8lTdXHsq8P0HbH0T7vJ2jdqb/fhVD9P7HvqSkxbg/+TVD5USTsHn9auueeyVG1fNBjQXWyv742pVqPPF7Vcpn33j+tjB9mUf6+hdEN2272LOTx++u6V/2Kr3+nUtQn6+rLmu+/jzb37k7j+88rGy2vKhPsIp9Pz8sS8UqeTRWQCpnUc2mD5/z09DcJBKlTyoeufoHWTRXInbM7XqWSwW629iR+KsDw1CIADTbU3ync/Yy797v01q1LmDHp9pGQAHAMkFq980VJQMl3MIzT/43KdlN17ymKy59hQ/mlBUrV54YNhinpo61LHcmM4IZPMbjnfua191uUERTEjFMYEvZEg21vSJ0xnR1LGepSc18qAqkZJke0dqF3zlEz9JH+lcOXHV+S8/HksIv/uDB749fOd1DwyPTZcvlgjTu3Ye2XAIhG6sr3T4brjkmU5ST7O0n4QArJ47tgKsdOof7oDGYrFYYIM46xx39jazM7en9hWvqjl/qOhjlz/m43JzlYc7l2YTSZlAwE/V3Hblw+5fPnnXogX1HepFTSdRYR4LPLv92p7Vy7YuRVJD+dIoeODz/EF15VUbXow+/OqtIYPWZW6q6eZ0DSx0ikQRuVk/Y/AHDdHzlu/vyIU4kf99/Q7+9Rc+UZrISP2nB1oEd1z/gJ/HxYuRqPC+rTs/8l0KsvBQ5+o3fvf8p0S0n/QD0Mz9YZrI/GkPcjmleNeKbYRADyBEKTLv9jiLxfrvw6bTWecsYid/vk/cTQg4xWunDibTkoNPbrtB8+yb13o7++drBpwNCg6HM/3Y1ptWbFn3Kq+2fIhTYpja1jtaP1NT5li9qvlUywlHq1kmStSd6F4opJTyeaJsur5qMJ3JCcKdPQvSZt1khViQFZn1M1Sj8CmPdy1SD3jrSn72ta94XV6Tsb6yTxSJSiqe2XbN0m17N1+gkKdfaW04tW7/yTWqKze9tN6931gFoPL5t67Skno6/u1ftuVgpZP3fuFrS87qT07+2vulFLNsAGexWGdjgzjrnHV24ZE5EgDFpO61WkhmJddf/MwukTCVBT+2vMzsHEykJPrzlu91R+PKHJdbOCESJi851b+wsHXnVbHtBy7p5RJMZtJS9aUrt83OBoqSDz5/+xu0QIsWNh/lblq7S9o91ET5vKxOpwwMCYW5UaU8KByZLDW+vOPi5UpJPDvirKpuru1KzgaNodd2b2l8+vWrQ1q1V9Nc11VcYpiUPffW5bWnB+uvT2UEhu/cafv4939rs8JBVF/75H3hd95TP1ECwFlBncVisf4qNoizPjTmVnnPwNjpRVpRIISu1Gvcn754xf5j5cXORpEwVXGka2XS4zPPFAp0yUs7LsttWf+qoK6yv+bZNz/6dn3V4OmRicokR5w1m3QzmYpi56VD4zXik6dWVp52tBRWLzmglsvjMzM+bWUmL6CEoGJp00lOiWkidXq4acYXVtMirV8HWuC0WLvGSoyTvMdevjm4YflOXzQurqor6zfnsnwqFcU4m1Zsj6e6BG4ANQASR04tbSQEwnfeDLvNjMVi/QPYIM76UKH9JH+rUT0f5hNNr+y6bDKTFb1urRwoXdm6P11icB70B7X6cFS6aM+x88JvHrjCd/zEkpJZn7p/Ye3R85XS4IVL5x85ff/DnwnG0/Iwj+RVS5uP8LqHmxzZHE+tlCTGDrWvneTxqOZ413yLx2uMzgb0femUuHphfbslkZBqC8hxr9jyUGFJy5GLy8yjl69fuqd1x8HNqR89/NWnCxBMzwSKYs7p8uY3DlzcfaKntRVAHIC6zDwe/cRVvzMBoGePwglh/4+yWKy/jv0FwfpwsdL8I8/d5cDk6sEijVcbjqp9P3/sS72/fvIzesdYozaekPfnKRnnkLxgvvUk/9VDlxi+dOv/IJjQ+sbdZenjfU36puZu9YJ5J5SzYQW/xDTFvfS812vmNx53nh5q5C5pPiLJ5PiiCU/pgFgWFOcLnMYDHSvyFvM4p6pseCKVkgd37r7Gq5CEFQfa17pGJ8pTWza8cMXzv7iW5/GaapprTwcuP+/F1T+8+ztrHnv5tq0A5P/7zO2rzXqPeWiiWnq8e+FFADxnvSMjHMT0ztYzFovFOgsbxFkfCsROZABACCRg6qSrugeb05Oe0s5br3jEGYlrey5Y/Xroik0vNqbT0vwVm7eGzXqX+KZLnxiMxpWSTEZgmXRbaG3JdOHY6aXKWFRek0rI+Se7F1GTdiLk9xuNYnHIZNR56g93Lo/qdX6VRhy3IE/yl533Uk0uz5EYdLOyYEQtMBsm16VSkhmpMFLP42elRztXn9pxaONtZsOEdnyqbN3bhzZMPrd3zaqv3n5fY2dfSxNAOQBy937+q1VLmto7wcztAwAoxTSs1P1OpzMWi8U6C7vFjPWhQOxERW00NLcNKwqgpdjg8lWWjK470L5GU1vaU2M2TtFJd0XS7S3uXj5//5Krzn+R9/PHvpBSyMKm1vqTIj4vm3JOlWfPX/XGQrkkwk2kpTPptDg/GzQ4TTp3VT7HmU1leVShCBlKzOOixoqJt3oGrBdxuRlphWUsdLhjFbe+0uHz+A2mKU/pQbPetaBIN1PQq/09Ekms2Ocv4o+6ystWLji299GXbz1danbJ1YpA6aYVu58/1LEi1N67iH76ut9UCPi5oyJh+k/nxdlyrCwW612wQZz1oUIISm645MkFT4leGbwlf2H1Jz7yUObH939+vcbkF796cC1XLcq5ZsMqq04+ybvtypc56axQ1j3UOK2WhfQXrHm9ZXTKktx1fG2Q5CSpdUv3BVPZfG1NqYsjFiUT8YRQWmaekA85awZMJldmZsZcW1fRy0+lZNmDnedtGxirXvDNT/9APTpZ5Zpv7eQOOmsUOrUvEYvLpemcUGzSzuRF4sSIkJeb5HBzG1XyyDfEotyKXA6cw6dWTDXXnWo6cmr10cde/pj32Tev76b9ZApWWni/zymLxfrgYoM460PJ/gLht11N15abx7h7H16bWHz3Qy2Pf/4n/Td97Q+bpOKwrtTkjjXXHS861rUysOH8xzNux/wFwURRX2NNbz6X5xSVF4/pgyENlcuDkmBUVaxU+P2VBpdYrQ5KhsdrvDTHTTnG6znrl+4Ua3RTvEJOElJKY+kTPQvKyszj4xJRrJrHyQi5PDINyssq5aGZbI5nmg2anqoqGb4+ElMMSSXR8mKD/3BHbzMnENbs1yr967zBoiOzAWPxRy996n4wHc6Y0Tc7EmexWO+CnRNnfagQO5Es+B9iWq3DcgASp6yTt+6CPUmZv8J/qGNFk8U0uEJjHMkSZBL728+LKWTh0sHutdahaWtszfLt1j2Hl5UrJbPqRELKFYsTeak4WhGPK3pU8kiYyy+IMxnRkUSOJMrLRidWLd6P6VlzCjkhzz1rFh5oX+srKnKFS0zO1q6BhR0gvA6L0TlCSDaXSgsrJ9wWfj5fuCISk/v12inT/vaVB8Mx0fxKy7CmSOO501rZV9pQ3X37Ry99KgPgSgC1Z1aqk3r2YpvFYv0lNoizzll2Yv/TgigOInqKXmfovJsmDqxvOwagHYNXHnOiKjfmrQn++un/J+4dWvJi1mcSDU3U1Yv4GUN99UBco5sMjk5aX3r21Vvo4tbu3Mn+dW94AkavWJTUWUwzL+VEfuestyTa0bsg7JqxlBjVkUAhz12eTAlUVZZh/ZirMisSpiZXLtyrCwTMiYmp6u41C/dXJpLi6qmZknkScUI9NF7lrCxxuvi8QvqtYyslkYRMvLz56IXBoNry+r4LZSbdTMdMQKsuMXojDzz98XkAhsF0OyuCgzTQ/r9ayI3FYv0XY9PprA88YidGAD5qo7l3e9xO7AIbtWXS7UJN19YW87i2rE88lmzOFHjyG3/9lC8FCe+Btk9xn3vzGksoKlf0j9R7ubzsbVqe30cl3MKkp1y7dsmuwsVrtlaEY0XDL759Re62Kx5zcjjZlkyOy8tkeBX5Am+0WO8Zz+V4y1vntWf5nExAIYsbuofrS2NxeTyT4RfUxslZGeEqczmOUKmMpAgKacLJc9Uat0LCL/QoZbHaUVeFXymLqEWCTEjAz7RH4orF45PlB1csOFSfo1wSjmoO0QI3qdfNaIT8/BMAEgB4sNLx9/Sks1iscwI7Emd94FEb9fy1AD5HBQBCaSa95HvHe64Jv6B16Yp0Pz7wVennPvErUR3pNk/NFEt3H9swJuCl5yfTcuPS5vYRoTJRsXbRjrpi/ZShZ2D+9Jv7LkxajGO1t17xUIrDSd2QygiKgyFVXXnJxGQmKwxbK/vXJNKS2JOvfvSU011e2jtcL9MqA52ZjLB3cdOpAj8nJZUlY7MW8/hUIimNSMUJ7pTHEnVN1R9OpWTWREooiCbFfn9IFS0xegu+oE7A42Qscnnw4t3H1psmp4vjhUKhistL1E/NmHh9wzWrANwBQAQHIXCQkvfifLNYrHMHG8RZ5yRin5srJtC2wSYd2l6jBZCaezj46W8/svNowr/v8a038waW7Ax+77ff8QCI51Dg6CoORLmcXI2waHwsEC5yuGYsvb6w2FBeNjq588iGmFCQE8gkieGdRza9vWbx4Y5yozPp8epJbcVw39Lmw0Ublu8qfX3flt6KEmdMLktweTwqBsmRMVdpbM+Jtdx4Qk4CQXXmWNfSQG35yHg+xzXKpdHxE10r94IWFIQSvnPa4CYkv2h40vpMmWmqo7x4nGPWzxQrJAm/uShUqCxx7depgwcBvAorHYCVUlip6/063ywW64OJTaezzkl2Yic2avvjD6+DCGGl6TN3V29cveTg6oOuJW1Hy49jqY9SDBKCFQD0YOab14K5iDUtnHeSy+EUoJIFKjramwLr1u0tsxjdMZenJLR8/pFd2Rz3vKOdixY113eHPrL5ZWE4Jlc99er1g+uW7S5T6cddHR0bReXmYUO1ZfzUyGRlTYVlNDkxXRkU8JNlHX2t3KaabnFTbXc+kxOQIo037w9pHbmsoKZARYOl5hEFh6Q5kZjGweFQgUE7WyIQYOxg+7KuVQuP9gK4CsAvAYRhpWGwWCzWWdiROOvc8se64sVnvkTsRE6ehWju8WI4CDmw88BxaqPTx+jSw22wJ6UkVqeFbwSA48pNLzZVYHj60st+oVnafJQWG6Z+LeBnjqpV/tGmll7/latedkpEsUOb176SmA3olUadW3PxhrdOXrz2Nf6wR5scdZXE1i49mDHpfP2limhZudmZb6nrC+UKPJlR53VyOCTUXNepK+R4mk3LdmVzJN0dT0oKWpVvYnrWHB+ZqA0KBBlVY00XkklRJpGSVRcbZxp06gAdc5Wf6OhtzlsrB+iRU0tqADwOK51gAziLxXo3bBBnvS8IwT/capPYz5oLttLJu3R3VdiozUXspJjYCQEzJ674qf5LWldXsQCA8ux/39bW5lVevRliJBQApl07So6BTxxRT1NuzeLdyesvflqXSEp8FcXOgXu++K3RtWsOjUokieZ2R71iZLJUnM3yAj/47bf8W3defWpsdL5Xq4hFkylRw47D68VvH94sdLktfOd0aXTCXSoDJRyjdlbgD+l0Ou3M8UOdKwuNVSPNibQsX6AcLp+XC6+Yf3BdefH4ofb+ZnE2xyuWCLNv+fyqtMttLlYqgvPE4qhaLEwu2XnkPB6ANCEw/FtOOovF+tBhgzjrfUEp3rVwyZm57j+7/Sf7q35916+FxE4s1EanAJhueeQWIQDEvPLg1Y9YtAByxE6MxE7ExE609zTD4n7+sNuF0gkA5QPyOv+Lz16V2n10ww8o5R/43Pd/2dLp55kGCm7OQy980n3rt++xTs0ahQePL0mtW3JAGkvK3Q/Y7qhf0nTi+BGv4G2OaupIKi3xLG0+WUrB5WxetZ1DwInPBgzjFWWD1lRGINCrZuN8brb1onXbtBVm54hRN63Qa4K+VJqvFwrSeW9AN1NuGldLJDGda9ZQY9SHhMVGV0kiKVdnMgL163svjn3hlp8HAazY/ej67H/kQ2CxWOc8dk6c9YH0KfOnqh781IM+AIXa/tpVorSIE5PGcptqEvr/hedFAOJFxxbVzhhnykonS0c27dzUDyC18957dQf33V6Ppb9yUBt1EztZ+qxn1dA1vz0QOPv7l5Ox1jREEQ9MOgB+VLzdgrHNAQCZb3zq+xXisv3VXXtvJisXHFbffs3vhx97+Zb4igVHxEPOGnE+V2hWKuMjRp3H/8quy5rrK7sLOo1ngUoRlo1O1sy21naWhWLK3lRGpBKLklmZOCGNxiWVlZbRSW9EmeKBO6OUhyWjLosJBV5Ep/UXZKI41esiw1t3Xta9YdmOzuGJqrLWhu7D0zP6q8xrZ37IVmxjsVjvhh2Jsz4wiJ2oiJ1oiJ0s7rf2KwEI1u5eu3mwfpA/rovKQ+Js9olY9MC6PesaAGhPLj1pnHh44pkutbhk75q9rb0NvYUDl6VwXqw3Rm3UbSd26YLnvyR45oEvKNact+aar4m/VnbmtVpxiux5bX3+Jy8THHtuSebtb96XRfNj6Ym9pmRV086yb9te8gDCrgNvr9vxh998LEopatt7FpRzONno4uZ2QZejRS/kJWo2rdiekkkSEZk4OSbiZdIifjp9erD57WyOJzPr3LKpGZMkGpO4QTjjz2+/tlPAIaR/ZJ6Iw8lLldJ0p0Hn75CI4nKpJNp5uGOx54JVrxO5LHFpu7D7oGO0Lle+cXIrHETLVmxjsVjvhh2Js94Xc+nwSWInZKNIdPfOVOohcVwsSUqT1aKYSJuSpeQ6t06XkqZOF80UtYj8xc2jtQ5H80CFLCFJ0Iww05Xn5Gmxu/iEaKqx1blw53SZs0zd0N8w7CpxyV46ryt0Fa3Y8vwvd/wWAL75oOy8H7rjndRGg2eOwUTc4k/jQXUbbBwAQcx/pMQ40LpqxdVP+D6zeb/qk994Mtm64tkSXqRiJBRVJB6w3bH5//36C2EZlUhGXOWJL938G4VB65UdObVEc7x76YnP3/zzdWXFE4439m2qJoRIVyw4pHdOlqEAymuu699RKHCrZnw6s04djMskUSmXC09Hb2usdV6HVMDLqGYD+tdKja6FfSMN00QS7J+dshaee/O6Zx76/u15WGnyffuwWCzWBxY7Eme9b4idVFy07aLGgz5EhAnhtVqf9osAKnMkdx4/zL/AZ/JtziJ7eUgeuiLElQ7xeMkkoeSItdcqQgGtkphkocavsWpJUKUNaMVNvU2ZX979y6Lexl4/NCNFz/9yx2+JnZQROykXfOrLXQDkxE7eWdXugUlqo7ZpSuGi/URNO28d8CTnv/3ol37a87n77xaPTNQM//STv+3af3Jdo0YZMk16LB3XrDwWFmbzmaKi2dEXd1zT8YvHPr/j3t994627P/tlU3NdV8rj15maahwy10xJ6HDnyjGZLDleYxl3KqTBEh43rdcoI6cCIS2VSmIhqTga5RAMZrN894H2NU6NImQVCgvtgbBmjyArraksce6uLh1uAJD+qyeRxWL9V2NH4qz3xNwiNQpgFsB1AHhqr1odLAqOA5CKYqLyFD91HTgIgSIgSojyaVGaY5oxpUiBeGfVYbk+rJxShpRDXp13gdfg3VvrqF1injX/LiFKnAeKwcrxStEzNzyzZ+HJhZVbtm0R3vO1e4Z5GV5tXBHPAhgH0Aqg++aHb5Y/ftvjBgAu/P6ACB9fHabXIvLcW1etvvZoroc+87KbXPLpdV82VHBiCZloDDMld284LD090LK17f7vyn/2lc9t3jfLEVxUFjfnCiQaCOlk3qCWVBQ7eUPO6q03X/HIp0EQ0cpDgkRKUkhnRFkQDOcLqOxyLHz9psueXjHlKVLw+ZnywXHrsVbrKU7PUCPPGzS8cMm6Ny4IhJSj3/3Ndzp/8Y0vSufOVx5WOvE+fXQsFusDjA3irP84YidLABQAtADoB2AGsArAlDAm1ObyUrSWB/gng2gShUTOlCzVgjwKIHDx03yBMqrMax2rj+U0YxWTNX1vrdu7bn1IHYo4y5wOfUCfynPygbg0LlAFVRVXvnKlv62tra96oLpl045NWU6Ok7n/7vtP3P3zuwW/+PwvRGC2owmXH1zuP7zjcA/5mrq2Jd3U0KU60F49WN0yLJdZ8NqDnah+Q4b9tlMAeJdf/ssbi0wOSDQzxwf336Y0G6atnYO1/Rcu39cc4M3Sn33id13f+IX9/115/nNDiTR/hU4RO+me1ZqXtpwWdzkaO0/1Lab1Vd2talVA6Z4tebXSMmzmcfPaaa+5a8OyvYHuwQZIRbHmvtHG0Pplu8NjrqqsTBx3V5U6j4LZLjcBKw2868llsVj/1dggzvq3mhtxuwBwqI3miZ00gamSZgSwGsBRAAIAKplfpohpY0VISuohTsSRh4mX4GX4Gf5gUpEc5+V5JdKwVB3Whvs279x8oHN+J/UavdV6t77rh+7FJQ9kZsr7G/qfPn/H+Rsy/IxvoHZAfuMzN74MoGbPqj1N+zbu+8OCkwvWqEKqIlAkji89no0pYikAE8Wu4vS83nnFb1uT+ktqZsa3nWpsRsNLY+t2r8v98ou+YFNtT/zrb82X+A/fwfV5xmuPDd4+NT1Tnnzyx9eV7DyyYbq8ePzi79z5g0cuvP31r16y7pXp5tpOeV+Y541NLl5aX9EXsZimYjJJ2PXg87fXF2lCQ2sX7VoVjGiCS5uPe7J53mEut0CVskQ9gJEnX7suuXrh3oWlZo/vzQMbIxeu3onnt1/16tXnv9AKKz0OB1kAK+14nz5SFov1AcYGcda/zVy3MS8APgAZmNH3twA8BaABTBBPATABmATgAdAEplPXszK/7OaYNiYDMCQOiq38HH8mI8qMpeQpLoDTAMLmSbNQlBKJRmtGj1QOVZaF5eFVCXki99EnP3rCZXbVvXHijT8IviFYdftDt9PfXXiq/puPb95u/7a9SBVQreXmuXKf0TcqjogrBM5lRfM37JnYNyVtV0jidcUSGPsjeB1AqSZZHH1U1eoI8rprx8yBeNuNES+ABNZ/y1gqEKqut3B5mSz/ugXzTu2fnjGaAbJBLEpuy+U5EAlTi/uGGtvtd32n+kDHipp4XHawb6SRfO2T93offulWxZWbXjDwOEg5p8o6M1mRgsPJi4SCdNTlKTl9xaZXrwDw9ty5CQLIAVADcMP6NxvAsFis/1JsEGf9W8yNwKcBrADQDiZwHweQBxPUjQAGAVSTDJHxMjxRVpb1KX3KRFwSF3Bz3Gyel8/mJLkwchi4/JXLB3Zu3HkjoeR4VBXdd/nLl5f6NX65dcAaffr6p2MVoxXFSXFSPVw7fOLrP/y68p5v3JO6+tmrW56/9vmTAHQr9628KSPMb7v4rQuGd563c6kwKQwP1g7qJismg2Dm5tcCOAmgGkyKPQrmQmEUT7zaoL3yc/2GguZ6l7qjr2NR5SFCqLDSMsYH4P3u/d/W/ebpO1eVlzh7hYL0yis2vuT63XOfVG1csUMhEcZnVi0+oFLLg0FjkYeC0oqXd1yVv/HSJyaNOq/i9EADPD5TMpvlicuKJw821vRF587RNIDlsYTEc8OXnip/dfdlO+EgBMBiWOnx9+yDZLFY5xQ2iLP+LYidyAB8DkAcQAzAPgCXAzgEYFgala40TZtGh+uGdQCE0oi0Ja6IHy4ZLykKaAKFjCBDVxxe0eg2udt9Rb6m1QdXn5w2TfO1Aa1nrHysSevXuo8tPTZU4BUsWq/WT0EXfu7+zx3P8DK6vWv2Nmzevfn5tra2On6aP1Q+Vr7u6hevPvzIrY8o6hx1yu7m7rBf5y+5/vHry5+++em3jX7VD5c0hV56dRqNADrn3kKxYcrAnymeOQkmQzAPPVfm0fiSG0AfACGAVFtbmxiAsPyTI/PKG8eH1n1uX1Fzy55gTd3J62ZGlj23ZuHeS8MxtfDzn7trxjXWKvji9x/8Q2NN98Wf/9hPrQfaV6dCEc2hpS3HKFGPXux3Ljp67YXP58Fc3ACABYAHVjpaVzFQMfCmNQYr9b43nyCLxToXsUGc9W83V+u8ACa1LqY2GiF20gygHMxoVwNmdC4GEAZAlx9aXn102dHC/M75NZ2LOh9va2vjtbW1qQEErX3WWkeDQ3H9U9f3EUpq2lvbkwMNA0fW7VnX4B66JVerea12YU/TaQDxPav31HqN3sA1z1/jAyAZrRgt7Fm3x/pZkygfbBmaHnpgQ8nu+g5LRpjRx6XxJvCwFUDQOGVc5Cn2vIEDXyVYfZ8CQBLAkCQmqY7/OH74hR2k9urDGEEbNVOKyRu3PHnFU9tu3A9AAkB95ZW/4L9U+vOpT0Zu1T1Yah/F9xLNyItPAqi89YqHZ0Zd5Zd9+84fvLlh2e4YAC2s1EUILLSfzLb92lZlv79tiFJk2cpsLBbr/4IN4qz3BLETEZgFbpPURunc/Lmora0tb6O2yZJPlGxcdHJR8pUrXiGmSZM1pAn187N8YUtXS3S0fFSiDWpLA9pAd0QeUUsSkrTH7NECiLceWZ3rXH6gS5gSKr9+79czO9ftzA7VDZXe8b93dD/wyQcW8nK8oCKiaOpr7HsZgKnxdOMiSmi0yFfk3rt+rwtAySINbjsZwE8AKFTtl9WTkmPyoMGz9xetMN7/bI12qHbosJiLeYlv0WN/8p4IJJQiMXdbAaD4pksfj6y56W7d7VcHfAAylMILB+G+9PblTR/5fy/30n6iASCBlY4RgmJKMcUGbhaL9c9igzjrPTcX0KuojfYSO6kEEKM2Ojv3mGXl/pUrji897hamhXkADTFF7GEAvCXHlmw43Xy652v3fW1mx8YdNYdWHXIAKKc2OkzsZFWZs2xw1YFVqxLSRKbldIvLq/OKD6w+IOt6qWsHsZOyi7ddrG4+3Sz9YfqHh6o+WnXpaM2oQOPXOALaQPjGJ26cee2jT13C8StTioiieKJi4iQAP4AZMKvpeQBCn6iE6nc3/bHq25nKc3/xHgkIpWD/c7FYrP8oNoiz3hfETjjURgvEThaBmXNuBOAGYADQBWZlNqqHqqs/+uRHfQO1A4KXrnhpydfv+/oeAGYbtQ1e0XLFR3xFvtGDqw/6AJipjR4jdkKo7Y8/1MROitFG6caau8OWVKRo3+p960drR3cKkoKVGXGmu+l0E7+7uTtodBu1S+uDta+E0ifAFIVxgEmpV1Mb3U7sRENtNPCrV0n1XZfS4X/LSXCQElip69/yvVgs1n8ltuwq631BbbQwd7MdgIDa6HEwi+ImAdSCmTevG64ZTgEof2rgqZm0ON3d1tamzPKySTux644tO9a1cdfGTFtb2/TKgyt9xE7Ua/atWQgAdmK3zL3O1CULt+iGV7xSLE1IeaO1o8879LWy5p7mgYqRiqnu5u4pQVoAj8nDfSWU1oO5eNhaNlbWAEA6F8AtmGuHeteldBgOpkUqIf/i/x82gLNYrH8RG8RZ7ytqo5TaaGjurhEAl9poL4AQtVEHtdFJG7V1zj3XCYDDz/Gpjdp8brM7DaDvzQvenL9p5yY3AM6+3ftOVn6sssyn9fFWb1y9ZPXG1YuCqqCKFMiqX9/1azkArXV2MHbJ65dEAVTM65mXXXJ0yWoAPXfef+cfVEFVfv3u9U3jFeNbAYSInWgA+Nra2ggwd3Hwx/lrI7ET3tz8/ju2kNcaCYHkP3riWCwWC8w8H4v1gUBttO+suwYwe6f/ZN6Z2ugkAeG02dsWUhttJyA8UVIUvfCtCwttbW0cAiJqe7wtbqM2H4AxO7HLTrWcWrHwtkMde2aR6w5DuXHHxsS+1fs0bpNbU+AW8rccvGVAHpdbn7vmuVhLV8uw2+ie9/EHP64csA4INu7e2GGjtqS9zV4MwAdmPzlzvBTTzJZzeM5+H6/RLT3/4VPFYrFYANiROOsDitro9Fl3jXPb1gAAbW1tiwB0zAX3XEqc4ra1tcnn9nCXtLW1MSvG7cQyYZlYc3reaeMvh8AtHJxnBBDst/anUuJUISVJ9VaMVpQ8+OkHT6ZEqYW6Wd0VboP7E64SV+GhqYf2hlXh6Nz3hI3azsyD/0OV0+ZS8CwWi/UfxS5sY50ziJ0UUxudmrtdQm3UZSd2DZgiLGfm2JdSG9131r8xNnc1t5xuOT0AJgCXlI2VldUO1Q50NXXNu/mJm0d2r9u9/Pzt50/d8617OsoOX15rpjMDR1YeSVb1N9ZjplGlFY1OH192PAggTm100k7slra2Nqzav2pmwDpgmr1/dvw9PxksFosFdiTOOrecPTrPEDsR2KgtYKO2BLXRFJjctovYSaOd2EvmtrKJFnQs6AWwkNqoa9WBVQXno85njy49aq0aqYq+fPnLZcqIcperxJUEUC/JZ3TqgHrjFS9eIdaGJXrXspf7ji87furM/PzcgrkktdHJscqx4s/85jPeP58TZ7FYrPcKG8RZ54wzW8eInajBjIozZxaWETsxURtNg1lFPgbAXTtQqwfA5WV4cgDtdmLnC9NCEDvh87I8r9anrS5xlcgWdCxI+4p8S+p76uOphmNc3qKByoQg8VlhXGh6rUbDa+5qXmm91rp206pNa7ZdtK32wKoDVjuxW0pcJRobtSXAzJWzWCzWe44N4qxzxlnzzDIAVmInXAALwIzAQwBAbXQYgPqnX/ipvoDCagDhlDiVB7Co39q/etfGXVi1b9VNQV0wOVw9zO9p6tk6VjZ23XDFsLq/sb9HOWbJpTurIxPlE1Neo7f76y+Zz08Kkzp5TB5ShVS5k0tOVkyZp4LTpml3d1O3j9iJgdr+7x3G5rIELBaL9S9h58RZ55wz8+FzaWw+mDQ7D4AWTMGYasu4pXWybPK0xqtZWj5RPmCcNibf2PJGCkCdNCxdZXVY+0/PP/3KqoOrvhRSht7Kk/zlXqPXZXFatISQE91N3YtM06bxjCgjyyMPt9GtWnl05XG9Tz/w0kde4oFpiDIGprWqmNpo+C+Ok0AGgKKNpABIqI1G545/CYBRaqPsCJ7FYv1L2CDOOicRO1kIwE1tdJrYSSuYvts9YIJrBIAeBZQtP7I8d2TlkQrljNKSkqWGxSmxmEM5YkFGkK8arKo6tObQYJGnqEYel58IS8JbzB6zp6+xb1IVVBW3nG6JH11ydJU6pD7l0/hkaUl6a3N3c8pZ7pSZ3eYpQVpg5ha4yp6mnq6sICsHU2lOf2Y73DvFYJgt5lXURofmjv1MIRq2XjqLxfqXsOl01jmJ2mg7gNm5u0PURnfP1V9vmRsVG8CB6MjKI0U4+anpcFG4WBFR6EPaUK0yrHR5zJ6GU/NPDYCDjV6Dt+DVeFv5Bf64R+9RVg5V1vmN/lT7gnYtL8fbM1UyNUEoyYGH4tOtpxetOrxqeKh6yOTX+UVdzV3RrCA7AeAEgFUGt0Gp/az2amInXEpRoBQFaqOFswK4YS54s1fPLBbrX8aOxFnnnLmRrBVA/1xavQSAEkAlAK8kKjEm5IkKAGMqn6o+pAvlAYgAHAdwCyfNcReEBWnJWInbVeriW8Ytak6eYwmpQj3honCp0qucKZCCKaqKTmt9WmVQGdQWBIUdvDzPVTpWutBn8E1HVJG0fkpfPls86weQBtOXPA5gHph+6p0AuGDS++a5v01gLjxWgskYhKiNHnnvzhyLxfqwYYM465xD7IQDZkGbBMze7xkAAQCfA+DQzmq5fr2/Xx6UXx6VR1PgYRTAmfrnE7wk7yM5ce5pkiUrZRFZVVqQ5mTkmX3I4EpJQnKcn+cnwtpwN5i0fDGYWu507jWEc3/vAxOsTQCaqY0+QOzkirnX4QLYDkA+d3x8MCvYxwFsBrARwFeojWb/82eLxWJ9mLHpdNY5Zy49fRLMwjIfmGDZAmAHgBSnwGkgOVIWVUffBg9nyqVyAfRJIpKNOXHuOQAXUD7VpIXp9jzJUwDu0rHS/ZKkhIS14ZaSsRIRgI3iiLgFwASYCwAtgATJkmUA1gO4BUyAThA7uQCAC0AHgEEw5Vn5ALIAhgAsAnANmAuPp8FkBlgsFutfwgZx1rnMBEABZrQ8NncffrUforhIAuBSMF3RbgWwRD2rXpzlZvXSkPRWaViqArCAEhrnFDgyXoL3OfAxSgqkAXnwXRUuKy/BK08qkmYwqfvjYBau7TF4DW+DGXF3AMgrfIpFAMrB1HsvAiAGoJp77QCASwDkqI0+CeAlAD1nVqqzWCzWv4JNp7POecROllAbPU7s5FowqW8ugCowo94pMOnrvWCC7hpk4RGnxJKkKMkDHwpk4BekBfIcN+fkgqvNSrIcMNvWjoDZurawaLpoMsfP1TX1NL1gdpvDz9zwzHoAgrnHQ2BG1gkwe9hHAeTBbD/rmCtKwzmr/SqLxWL9W7BBnPWhQezkSwBOg5kv7wSwAkyQtYAJ5q8DaAYzWvYKooLqjDyTFUVFspQ8FQDgBTOqj4AJ4iIw89hVq/auOnZw3cECgMt4ad7hnDBXDyAM5mLh92AuHixgRuvTAKRgsgNkriQsi8Vi/duxQZx1ziN2ogOzyKwMwDCAj4JJswfAjMrrwaSxiwB0g5k/nz/33EEwafgAgAsBpNWz6sGgPkgA1IEZjQPMwjYhgL3URhNzpV/zYBaqHZu7bQLQ9c9UcGOxWKx/BhvEWR8axE6WgwmmQQAZMOltK4C1AA6DmbfeDWAdgP1zfwcAvAKghOTIJfP6552OSWL1zirnITAXBty57xMCUENttJfYiQCAam5fOovFYr1v2IVtrA+Tsbk/E9RGxwFUAPAD+AG10d1gFqfFqY0+Sm10FMALYBajlQLIUR4V9jT1uJxVzu0A5HNFWawAhNRGM5jrokZtNMMGcBaL9UHAjsRZH2rETvh/bT82sRMhmMVvBWqjYWInjWCKsoSojebfy+NksVisfwYbxFksAMROFABAbTTyfh8Li8Vi/aPYIM5isVgs1jmKnRNnsVgsFuscxQZxFovFYrHOUWwQZ7FYLBbrHMUGcRaLxWKxzlFsEGexWCwW6xzFBnEWi8Visc5RbBBnsVgsFuscxQZxFovFYrHOUWwQZ7FYLBbrHMUGcRaLxWKxzlFsEGexWCwW6xzFBnEWi8Visc5RbBBnsVgsFuscxQZxFovFYrHOUWwQZ7FYLBbrHMUGcRaLxWKxzlFsEGexWCwW6xz1/wGIPBl0QaGHhAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x324 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(1, 1, figsize=(6,4.5))\n",
    "sc.pl.umap(integrated, color=['batch'], palette=[\"purple\", \"green\", \"blue\", \"gold\"], frameon=False, ax=ax, show=False, zorder=1)\n",
    "handles, labels = ax.get_legend_handles_labels()\n",
    "labels = [labels[0], labels[1], labels[3], labels[2]]\n",
    "ax.legend(handles, labels, frameon=False, bbox_to_anchor=(1, 0.7))\n",
    "plt.savefig(\"batch.png\", bbox_inches='tight', dpi=DPI)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cell type transfer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = integrated[integrated.obs.study != 'pair3q'].X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {},
   "outputs": [],
   "source": [
    "y = integrated.obs.cell_type[integrated.obs.study != 'pair3q'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_test = integrated[(integrated.obs.study == 'pair3q')].X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_true = integrated.obs.cell_type[(integrated.obs.study == 'pair3q')].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = RandomForestClassifier(random_state=0, class_weight = \"balanced_subsample\", n_jobs=-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(class_weight='balanced_subsample', n_jobs=-1,\n",
       "                       random_state=0)"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 132,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = clf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# adjusted from https://yoseflab.github.io/scvi-tools-reproducibility/scarches_totalvi_seurat_data/ (accessed on 25.05.21)\n",
    "confusion_matrix = pd.crosstab(\n",
    "    y_true, \n",
    "    y_pred,\n",
    "    rownames=[\"True query labels\"],\n",
    "    colnames=[\"Predicted query labels\"],\n",
    ")\n",
    "confusion_matrix /= confusion_matrix.sum(0)\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(9, 8))\n",
    "sns.heatmap(\n",
    "    confusion_matrix.transpose(),\n",
    "    ax=ax,\n",
    "    square=True,\n",
    "    cbar_kws=dict(shrink=0.5, aspect=12),\n",
    "    cmap=sns.color_palette(\"light:#2b6bb4\", as_cmap=True),\n",
    "    vmax=1\n",
    ")\n",
    "ax.set_title('Random forest classifier')\n",
    "fig.savefig(\"confusion_matrix_random_forest.pdf\", dpi=DPI, bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 134,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/icb/litinetskaya/miniconda3/envs/multigrate/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n",
      "/home/icb/litinetskaya/miniconda3/envs/multigrate/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "               precision    recall  f1-score   support\n",
      "\n",
      "         ASDC       0.00      0.00      0.00        12\n",
      "       B cell       0.95      0.95      0.95      5762\n",
      "CD14 Monocyte       0.91      0.97      0.94     10744\n",
      "CD16 Monocyte       0.94      0.50      0.65      1675\n",
      "         HSPC       0.49      0.45      0.47       307\n",
      "          ILC       0.00      0.00      0.00        60\n",
      "         MAIT       0.39      0.19      0.26       715\n",
      "           NK       0.88      0.97      0.92      8601\n",
      "  Plasmablast       0.00      0.00      0.00       419\n",
      "     Platelet       0.94      0.69      0.80      1310\n",
      "          RBC       0.39      0.24      0.30       201\n",
      " T CD4 memory       0.56      0.71      0.62      5587\n",
      "  T CD4 naive       0.66      0.54      0.60      4996\n",
      " T CD8 memory       0.65      0.79      0.71      4923\n",
      "  T CD8 naive       0.81      0.53      0.64      2176\n",
      "         Treg       0.00      0.00      0.00        29\n",
      "          cDC       0.51      0.78      0.62       546\n",
      "          gdT       0.59      0.49      0.53      1104\n",
      "        other       0.00      0.00      0.00        65\n",
      "      other T       0.00      0.00      0.00       334\n",
      "          pDC       0.96      0.81      0.88       434\n",
      "\n",
      "     accuracy                           0.79     50000\n",
      "    macro avg       0.51      0.46      0.47     50000\n",
      " weighted avg       0.78      0.79      0.77     50000\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/icb/litinetskaya/miniconda3/envs/multigrate/lib/python3.7/site-packages/sklearn/metrics/_classification.py:1248: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
      "  _warn_prf(average, modifier, msg_start, len(result))\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_true, \n",
    "    y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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