{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "# Tutorial 1: DLPFC"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Environment Configuration & Package Loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:49:07.769302900Z",
     "start_time": "2025-07-12T11:49:07.700676300Z"
    }
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import torch\n",
    "import pandas as pd\n",
    "import scanpy as sc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:49:07.811543300Z",
     "start_time": "2025-07-12T11:49:07.705187300Z"
    }
   },
   "outputs": [],
   "source": [
    "from GenOT import genot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:49:07.828584100Z",
     "start_time": "2025-07-12T11:49:07.721246900Z"
    }
   },
   "outputs": [],
   "source": [
    "# Run device, by default, the package is implemented on 'cpu'. We recommend using GPU.\n",
    "device = torch.device('cuda:0' if torch.cuda.is_available() else 'cpu')\n",
    "# the location of R, which is necessary for mclust algorithm. Please replace the path below with local R installation path\n",
    "os.environ['R_HOME'] = 'C:/Program Files/R/R-4.4.1'\n",
    "os.environ['PATH'] = 'C:/Program Files/R/R-4.4.1/bin/x64;' + os.environ['PATH']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Data Loading"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:49:08.293257500Z",
     "start_time": "2025-07-12T11:49:07.738767400Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AnnData object with n_obs × n_vars = 3639 × 33538\n",
      "    obs: 'in_tissue', 'array_row', 'array_col'\n",
      "    var: 'gene_ids', 'feature_types', 'genome'\n",
      "    uns: 'spatial'\n",
      "    obsm: 'spatial'\n"
     ]
    }
   ],
   "source": [
    "# read data\n",
    "section_id = '151673'\n",
    "input_dir = os.path.join('../Data', section_id)\n",
    "adata = sc.read_visium(path=input_dir, count_file=section_id + '_filtered_feature_bc_matrix.h5', load_images=True)\n",
    "# adata = sc.pp.subsample(adata, n_obs=3000, random_state=0, copy=True)\n",
    "\n",
    "adata.var_names_make_unique(join=\"++\")\n",
    "print(adata)\n",
    "\n",
    "# read the annotation\n",
    "Ann_df = pd.read_csv(os.path.join(input_dir, section_id + '_truth.txt'), sep='\\t', header=None, index_col=0)\n",
    "Ann_df.columns = ['Ground Truth']\n",
    "Ann_df[Ann_df.isna()] = \"unknown\"\n",
    "adata.obs['Ground Truth'] = Ann_df.loc[adata.obs_names, 'Ground Truth'].astype('category')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Data Preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:25.899399300Z",
     "start_time": "2025-07-12T11:49:08.310343700Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "using 19*19 SOM nodes for 3639 points\n",
      "norm mtx first\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "Models: 100%|██████████| 10/10 [08:07<00:00, 48.75s/it][A\n"
     ]
    }
   ],
   "source": [
    "from GenOT.utils import find_hvg_somde\n",
    "hvg_gene_names=find_hvg_somde(adata,save_output=False,n_node=10,n_retrain=100)\n",
    "adata = adata[:, hvg_gene_names ].copy()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:25.913954300Z",
     "start_time": "2025-07-12T11:57:25.899399300Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "AnnData object with n_obs × n_vars = 3639 × 14986\n    obs: 'in_tissue', 'array_row', 'array_col', 'Ground Truth'\n    var: 'gene_ids', 'feature_types', 'genome'\n    uns: 'spatial'\n    obsm: 'spatial'"
     },
     "execution_count": 288,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Run GenOT"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:39.923291500Z",
     "start_time": "2025-07-12T11:57:25.915459Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Begin to train ...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 700/700 [00:11<00:00, 61.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " finished!\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "# define model\n",
    "Encoder = genot.Encoder(adata, device=device, pca_n=16,epochs=700)\n",
    "adata = Encoder.train_encoder()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Spatial Domain Identification (mclust)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 290,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:43.806058Z",
     "start_time": "2025-07-12T11:57:39.895630800Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fitting ...\n",
      "  |======================================================================| 100%\n"
     ]
    }
   ],
   "source": [
    "\n",
    "# clustering\n",
    "from GenOT.utils import clustering\n",
    "\n",
    "n_clusters = len(adata.obs[\"Ground Truth\"].cat.categories)\n",
    "clustering(adata, n_clusters=n_clusters - 1, method='mclust', refinement=True)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Clustering Quality Evaluation(mclust)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 291,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:43.865413500Z",
     "start_time": "2025-07-12T11:57:43.808063900Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ARI: 0.6162\n",
      "NMI: 0.7281\n",
      "HOM: 0.7394\n",
      "COM: 0.7171\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import (\n",
    "    adjusted_rand_score,\n",
    "    normalized_mutual_info_score,\n",
    "    homogeneity_score,\n",
    "    completeness_score\n",
    ")\n",
    "\n",
    "true_labels = adata.obs['Ground Truth']\n",
    "pred_labels = adata.obs['domain']\n",
    "\n",
    "# ARI (Adjusted Rand Index)\n",
    "ari = adjusted_rand_score(true_labels, pred_labels)\n",
    "# NMI (Normalized Mutual Information)\n",
    "nmi = normalized_mutual_info_score(true_labels, pred_labels)\n",
    "# Homogeneity (HOM)\n",
    "hom = homogeneity_score(true_labels, pred_labels)\n",
    "# Completeness (COM)\n",
    "com = completeness_score(true_labels, pred_labels)\n",
    "\n",
    "print(f'ARI: {ari:.4f}')\n",
    "print(f'NMI: {nmi:.4f}')\n",
    "print(f'HOM: {hom:.4f}')\n",
    "print(f'COM: {com:.4f}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:45.221424900Z",
     "start_time": "2025-07-12T11:57:43.836835600Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1455.6x480 with 2 Axes>",
      "image/png": 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3WMPoFOvD1r0NiuUy1qbEsaa+WEF6EpMZGo0GUalIEAR0t3oEQuSfSx6JTWl3+vjGQ3iCQa/L3PwcpOCVFJtrO/hegFCCXr9PpVggUkUG3YSg4KFtRqvVolguknUSrDRc8tSDGJmxudZm89g2yytzKE/RaneolgKiKCJNLNZktBs9wiAAbeh3ulTLZTxPgbBsbrTop+D7HlZl7L9shWKtAEqwvd0C5eEHHmmS0Wv1WdlfR/iK5maDbrfPwv4lkixj0Oiyd/8ySIvyFZsnttCpIvR9uu025WqBcrVEnFla2w38MEJg6TY6LK7U8ZRHv5nQazTZaWg8mxH6Af3egFq9hF/0ybKU1mBAWCgy0AbfSzj81ZehlCSLM+697ThBpYDvK7a2BqzurRAEPhjBoBPTONkgKhTpbrZpn2iTtRLu2T7BVd9xJbWVeUqVEsqTbG82OXx4D8rL7Yaddo9T623qc2X6vRglDHv3LQL5uNBudTh+YodCocCg3+fgwWUKhRCLRWvN3XeeQHoBWZoyP19ibr6KlBIhBdtbTTY3OijPQwnDoUv2IGR+3SxNufvuUyAk1mj2H1imUIwQw7Fpe7PBxkYLBMzVSyyvLGAFCAv93oAjR9cJwpAsSTh06QphGDAcMDh27zqDgQEs5XLAyp55hMxPfNftx5F+yOt/9sfOb7R1OByOhwGnnzn9zOlnTj9z+pnTz86FszYA5IJg+DcgpBjJGsTwl11enWd+qQoWlO/BsL61UCwXuOzKvcRxShgFw4EapBCA5dDlq3Q7AzxPERbC/CLD9gt7FiiWi6RpRqlcQHlq3K9SpcjBS5bptHqUygWKlQJ22EcpJYcO72Vnq4kF5hYWkUqAzY8vLNdRnqTfi9m/f4FyrZj3d3hPhy7bw8apbawxrB5eRSkJ5AK1UIo4fMUq3XaPUmWJQjEEwNj8updcsZ+dzSZCCuoLNazNz2syS9iWGFEglgPm5xewKKyUkKaEnsd8vczGTpdaNaBYrmDSFC+MsCZlbr5GkhpSm7GwWKOyVCZtp5TI8IohraYltilBBKVSFZuCVBJrUrLuAK/okyYZhSggS7Jc2AYSTwmSOMFkmqAQEkQhcTumUPIQGcRxRrQQEHg+ke9jZYbve/iVgO2NFlmSokoCT1hUIEAqpDX4nkcSpxityZKYSrmaD3ypxlpNmsWoUJL1M4TxQCiwGtPXKCvpdQaU6kWUn3/3xmrCQDHopHihgsxgjKaXtaktzNPc2SEoFCj4HlEpYJDEBLJAr58yX6+RWoP0FRjDVqvLUt3DE5bA9/E8RW9gsEYzSFP8Yki56NPJNFG1gAwURlqUBwZQvqLf6WOsRViJEpJCFNJYb6F7GVpYjAGLRSKw2mJSTeD5+L7CDwKwFmsNUpALcd9iyT+DJR4kbG+eolidp6hiiuUacW/AwnJEpVJDeQKTaXpHT0CW4SuD9aHf6pFpKBY8SvUicZyhraDb6BGXQkRRExYiGtst0kQT1SFaKpNlmiyqcZlX4oaP3shXf9fXUayWh+8ECJm/+9ZarLXAUNGUAmuGlYZsb7Wo1ioUCj5CQLPRyQUB0O/HoDzqcxXSNKOx02RhoYY1BpBsb3WYX6rhKcnWZpN+P6ZULgDQaLTxw5B6vUSvH7O5scPBS1bzd9cYtjZbzC/WEVKwub7N3HwVP/BBwM52i0q9SqkQ0u0MaGy32bO6AFjSNKXbS1hansdY2FzbYnllDokkTTNSLViYL5ztkOlwOByPCE4/c/qZ08+cfub0M6efnQtnbwAY/s9acmsNjAfyXPIIQAwtv/lLBWCH1lwLKE9R9BR2aHXOH8W8npSScrU4FGJTFxl+LJQLFGH4UE/aWisoliKK5QJjCTjCWjxPsbQyj50SWOOrCqgvVKkvTF0Ii0Bgsfi+z94DK+PrjQXssHpYCIkKIQhBnKQoKUnjhDCK8AOfxdX5/PuyFmtADwzdE120tYQioFwtYNBYrZEKrJBYBX4YsrIcIjxBlmgEoNMUERiKC2WigSQSPkhINvtYLRAlRaffywdXJfBChY0tMpRkaYaRkvpChTRNMBpKUQGTWqwSoATFaplBHJMaS32hjm7l1miLoFAskdFHKkMh9AgLERKB6ab0E838Yo3G+g50PSrzZYKSR9xJACgVIpo7bSgEVKoFZOBhlEEqRehF1IWg1WgitKRcqoDWCGGQKqBcLpAmbbqNDqVyAU8pZEFiYoPpJsRtDammvbVNea7E4p4qwlN0E4NGsvfAEv1OhyQZsLRUJzEQKEGh5GNtxOpqSrPRpF6pEAVlskzQanUp1Xz2HJxnkGi80Gf/XB3pC0QgEBaqC1U217ZJd2IGScb8Ug2sxcSaKIqYX6rRb3VBCRYWq8O3QZDFmnKpxPZmiyRIwBqK1ToIgTGaufkSja0WwlrK1QJSSFCGlQN7wQO9ldAf9ChVIiqVEkkSY6WPChVL+5ZpbLcRQlKbrxE3U0yiaXlQrET0u03arR4HL5kjLIUUK7lFdn65znaySXujRa+fsmexTjdr0e0Kqjpi5+Q6YdHHWsv8fAlPqfGAUKoU8LZabK43UFJw8JLl8ZhggVK5QLM1QClB3I+pr9TGo0bg+5jMkGaaJEkJAh8pJVmWIbB4niRNNARgMp1b/od4nofRMVobsiybOman/p+/r8KK4cCV/+MHHs1OjLCGJE4p1gvjNlJKBJY001hjkVKMrcuep/AVdNp9HA6H42LC6WdOP3P6mdPPnH7m9LNzQVi7e1Q+M+99//vGrmQj4ZClmo21bZIkoz5fplqrDAdfO6mLGA/IowsJIWg3O2xvNolCn6XVhdwKOhYusLPVpN8dUKoWqc1VGZ4JrGUwGNDYaqGUZH4pdyGa3ISl3egw6MdU62WiQjRzH1ma0W13CaOAqDg6NuqgRRuDNTa3YotJ34UFrTW9bp8wCvGDie3EWhgMYrZPbSOMYPXSPVgs1uS9MrGldXuDzvE2DHJBK6WPHqTIskIPdD5AZaCURBtNMF8EI4h7PVSg6LcHFMoReAKsQCcpnvLRiUZjUJHC+AKhJEknJYoUFomOM5QSoBQyTVFlH20sZAYvCEiyDJPo/KVVACa3zls5tpyiBEIJCA1Z32CBoCARA+i0M4JIYoUGbRFFRaEa0tvpoGNJGHpoLAiDMBLP98AX9HYGeJFH4EvAogcaYUXuumgFRmuMNVhPYbEoYfCjgCxL8DyF53kEUYT0PFAmt0DL/LfTmSFOMqIgNwUniUEbS5wYPCWIQsmglzAYJIRC4UtFp58h4wFeIKgsLqAiRawNKhQEocoHGmFBSIQSCCHQiWZ9c0DoSSolD2MMnueBtPlKg5IImb8nSgoGA03oS4zVIAVSKpQUGGOIU03ke0NRlD+TJtOkmSEIfbTOFY04gSAEpTyssZjMgIFBrIl8RdpN2NncJqxERNUiIiA3h/shyjeUF0rDaw8VH21Jugm99Q79VkqnbQiA3voAej43d27g+372RUiVD7hTr0r+jA9dKpVSs6tQAjCWjfUdut0B1WqJ+cXqxCUVaGy32Nnu4HmS1b0LeJ7CWouQkiRJOXF8C6MNc3Ml5hfrU++b5eTxTbrdAb6v2H9gOV/Rmjrv+noTaw0L81UWl+fGx7TRnDy2Sac7oFIpsXffwrBP+ffeanbZWM9XpPaszlMuF8bKqE4ztjZa/MRrfgSHw+G4WHD6mdPPnH7m9DOnnzn97Fw4aw+AsTUZhqYbwcljG2QowkKBUyca+L5HsVjIB2Y7seJO7M/5g9fvDbjr9pOUqhXW71mn1+1z6ZUHyasLNta32N7uUywXOXWyCQjqc1XyvSkZR+9aIywV0f2UXm+Ng5ftHfdta6PBxlqLqBixvXmSSy7fm1uBgSROuPv2EwjlodOUPXvnmVusDVsKWq02J+/dxFpBoRhw4NI9MHSFS9OUO289hrESjOHApUv5frThPW2d2mZnu0cQBHDPGsv7l8CCGVh2bt7k3uuOkfQNYeQzX6sRRBKERSeGncYOSS9FhR7lUokoDMj6ffyogPAEp+49iYhCerrL8p4VsiTFC3y0NvRFTK87gK6lvlgDbQmi3IpvbYYKBdKXxO0UT0pEJtBJhhSKtJNhtMYqgdagY4MXCIRv0SZBCB+LwQwMoqAwvQyBzN2lYoOxgkLVQ5sMawxCgfAEaZZhhAdCY40mtYYg8BBSMOgPsF2NsBLdizFRAWsMOjFYI8BmoAQyClA6Q3mSQb9HZbWGVwoQtkxjbYeo7hPVfZRU9HopyhNkiUUqNXTzy62DFotUkKSWUqRyQW4Mnsr3hxVC0BKCYoD1M/xyBa/igRT4VuSD8VDIGWvJUo0/jp0pWJgL0GkG1pJqkMrkwjkzJKkm9AXSCkxqiIJcUCklxwqYMfnbUSwE+dM/FDgYkArQBqM1UkissRQ8idEmf6+MQQqBFbliYgCvFDLnL+F5ksQIbKaxOiXt9CgulHJBoGwuyAHhSYJSgF4ooENJfR4iG9HduhdhLKJjaTXb1OZK+drL1MssbC5opTfaZzpWIfN/pGB5z/yM2xmAsLkCWp+vMjdfHQ4pk5UmLIRBwKWHc7exoRcqo7UlIQR7Dyzlwmg8skysy/WFKrV6Jf/tpZyqB0pK9h9aycuEnIxn5Ksp1XqZyvC9HvV7qDPjeR57Vid7Xx0Oh+NiwOlnTj9z+pnTz5x+5vSzc+GsDQAThj+GMfQHKdX5IoEniaOQQS/OBYydritm/rIW2s0OfhRRqkT4wTLtrcbQSy0fENqtPuVaiSjyAUur0aE+VwHyYDVIRalSwBjDztoORpvcmge0G12q81WC0MMC7WZ3LGBaO/l1q/USSZyxtdGkvpALGCEsGyd3KNVrBIHHzkaDbqtHpV7G2ryt8EIW5sr0+zGb6w1K1RIWSOOUVrPPwuoSUghamztUOykyEfSOtGkcbSK8iNpiRBIP6HQ7LEQLZNqQphlxoqnUalhraLVbFOtLFFer6FSz/pUGFMqEoYf1UhpbjdwVS1mQlmazQ1AoYGLNznqTcrVKMVIE9YBerNm4ZxOJolAooIoF0jhDFTyyfsL2Rht8gedJ6nNVTGbxCh4UobPZp9/uoq1mcWEOaSxKKExmMZ5h/dgWQiqqtSJ+JaRcL2GNpdMY0Ov36HcSJIJyqUykPLLYABD3BvT6CdZaqpVyvs8ts2SpITMp/W4H4wmKpZC5Sg2DpDxXpLynghGa5nqbbprQOR4TbGpWD+6lUAxI+wnpIKW5vU2aajKtWdozR6FUQChDP0lYO7ZOv9/HWMX+S5ZY3lNCIZBK0e126KSGuNPEUCAo5kFZlJDE/YTGTjO3pErJwso8SknSzGCMpdfp0WsPAEttvkYQhbkVXknigabXapEkKYViSHWuikRirCAexCT9AWmcUqwWKZWLCCvIEsjilDSJ6bT7RJFPUAjxpEBbged59Jpdms0OCKjVq/hRSBbnrlhSQKvdpd8b4Cmfer2E9TTt4ztIm6HKHlubDTylmFusExQDokqE9BRpP6V1rEWSWgJpqKgiW2sN6vN54KZed8D2Vgs/8FhYquf7LqfcSLGWNElRnkJJOXTttON9qEYbjB1apKdGlXzfGmhjkEJOVnbEtMPqNGJ8TmssiF1Hh3tJR3vh5NCynW+Ly1dJZuTecIDKdefR3VjSVGO0JgiDGeu4w+FwXHw4/czpZ04/c/qZ088cD8x5GADyL18IQbkY0Gn3CMKAuB9TXK2fXnfGNA1gKVeKnDzRYNALiQd58IiJG5qgVIpotntgC/Q6fZaXquMfNoxCTJYRD1J0pvF9lbu+DPF9RTxIkEqSxinBXHFys74iS9PxwO77ihlys1J+LTlb7PkeRmu0sehM4yk5trYpJfGVRGsDUmATQ+fONnozY7DWJ231McagE4nC4BcDjDb4ykeIFCXz4CXJIEGnkHY1nY02YSFE+h6hleh+hlUWL5KYYTAPaw2kFlUW+GWfQTcjKnpkiUYmKdsnd4iqFbCCQa9HsRhhlEBnGqMsfimAzJJpQ6wH+EHAoNPHWOi0BpQKJTSGVrPFwtJ87vIlLb3mgKBQQKmAxnaLJd+jvx2TZZokTugNYsoLFVprO6Sqh/A8JAIZ+XQHCYVimczENLZaLC8v5i5XKiVTKeF8EWEDkkabO+69nTD0WTy4ir/Wxit5xHHGvitXiHuGtXs2yFLLIE0IBAx6MUYoagsVkn5KvzNASoVUPv12m6AQEpZyBSiLM8K5AG1z967OYEBpvgII2tstakFAv6vp7/SRhdxKXywV6XcHtLZaVOtl4sSipKXbjimVyxhjaG61mF+ZzwdQC43NBr7nExUDep0e0nQp10sIIUi7MfHAoK2itdEjbhmCQCE9Ra/Zo9XoIDwfshSdZtQX6xhtMdrQ2uoSlIpIJWhstakvewSBgszSXG9iooByvUpru0s8SCmVS2RS0z/VZ729zurVl2BSy5Ev3sWBJxyksFDAj3y21nZoN3p0Gg08UUCIkFP3rnPlky4liQfcc3SDcrVMp5uSJNvsP7Q4fk+MMdxz9ykGSe5St+/AIsVCNH7/O60OJ09sY6ygVisMg7sM3VUzzb1H13OrfOCx/+DycO+YxVpo7LTY3GghhGBldZ5ypThz3RPHNojjlFI5ZGV1MV9hGAqEVqPDzk4bz5Ps2bOI9CaW5UE/5vjxTbSxzM+XWZxyZdvebLK+3gagWPQ5cGhlLNQcDofj4sPpZ04/c/qZ08+cfuZ4YOQDV8kR094jeX4Z9uxfYq4a4mE4cGiRsBBg8y1QE4eP0e8x5SJSKEVccukSNh1QKfocPLx3XElgWd4zT70SEne6LC6UqS9Uxo4kYRiw/8AiaaeD1CkHLlkZp40BWNm7iNAprc0datVonHIGoDZfpVTwaW400IM+e/Yt5dccNl5ZXaSz02B7bZti6FGqlsZtK/Uy1bLPzvomJkvYs3cJM3RNUZ5i9cAiSbNJ52QD1bTEmwPSTowXBhTLNXwk3U4bKywFP0AqSa/Xw/OCfPDpdrG+pb46hyqFCOmj+5pyrUya9EhNAlZTrBSQUmCsRQU+QUEx6HTobbWJvAI2y6112UCQ9TUmzqOmeqEHEpQCJQRpkmCMyV9Ez+BFiqDkE1SD3F3MWlQkc0u2EFhhkX7u5hQPYow22DRDDL3CQKKkIo5jEBC3e0S1Al7BRwqJVIpBp4dNUpJ2H5V5JL2YjXvXiDNBUCggrKDd7pOlA5LBgGp1iWpxAbRh0I2RUiGkxWgwgwypLbZvEImGoQtYmpqx6XDQSdlc7zJodymEHspXVBerFOslrJrck+cDNndHGoaFxZOSpJeyvtXBDhI8obCpQRqwqcFmljBQeBIw+QMvkWAECoFJNSYzSGtRUuELH2UDeo2Y/mZM63iX/mYfD4+i74OBfruLkhIlctezgvKZK0YoqUjiDGFzF6ks0RhjsRrSxJLEmkE/QylJEuepfqTI9+4VigEGnb+yOqN9qknagvbxPlvH2sQDn7RtwArkMIpydbVOsV5nkBiSOMY3PmBI4gShFIViQKkcEfcTGLmqAdsbOxgUyytzlMolNtZ2hu90/v2eOrlNtV5jYalOs9lnMIjzn0rA5kYDoXKrtSFPaTMacNJUc+rkDtW5GuVqmRPHNvKIvcPfan19m8wIavNVOp2Y5k5rPOYkg5hTJ7aJikVSLTh2bH10CEueViYqlqjWa2yu5SsBo+tubrSpz9dYWJqj18uI48RZmB0Ox0WH08+cfub0M6efOf3McS6cWwyAsZ9Y/q9UkoVhAIdhxomJQBHkkmb0QdjxIYDqXIXqXGWqwQQhJSt7F1jhDC4dYjjY18tn/LG9wOeSK/bnbi15JI1xPSEE+y7Zg9FmmLNyIlxAUK4WufKaQ1gL0pNTznH5nqW9h/awZ/+kbX44d4srlIscuLzAxnVrpJ0MOQzQIpRG+jIPkmEMIvARnkArS6EcIX1BTeX3g8r3IOkkI20NUMUQpGL5wB7iTkypXkAqQdaLUZGPQDC3OI/OMpRUYEGFkriX4KOoVKv0+wNIDfWlKsrLrct+1SewIUmnxyAdUFyM8IRHkqb4JZ9qpUzcTei0O5hEU69XMRrsIENKSWm+QHO7Q2ZSfOGhQpUHLRGCSr3MTqNJkkLa7hENBwyjLVnmUa5U2Vnbpt1TWJMS1ZbwSbB9TTnwMFlGv9cks4rV5TrNrSaVQkCpViIoBJTSiM17txhsDPCER7YT49ciZORRXajS723SWG/SbfRQYcj+g1WUb1FekcZWk067hUBQquTBVoy2YAWFQkhzq0VvkFIvFVBSsLhYoF7zMdZy/MQmURgggdqeOXRm8IUizUBaQ7fRQXqCUjkPXKRTsJmmGEQ0mx2E8um2e+xfWUD3Y04cO4IXhIRxihf6KE8wv1jL9z5pSyX02Gn3iAcJCZpKPcrTuAz3svl+QNzugoByuYAnBTY16MxQKEd02l1sxxKEikK9DtZSqdcJwhKy1SJtD1AC5isFGqcaeSrmSFCpldg80SSWlsiTdITGK+X736JCCDqj2eiSJilzc6XhSsfwHRnugxsFndbZyG9r8o4NddPxvrGRr5fRFqUUUgiUGu6zI/9tjDEgJEqBlXIc4GakVsZxShBFKE/iB3kapdHp4zjBD33CMN/j2N5u5v0cdirTFs/Pg/3kz4Nh9NoLKdDaIAQYayZ70hwOh+MiwulnTj9z+pnTz5x+5jgXzmELwDAO4/CBGA++I6Ei8v0j/d4ApeSu6K65cEnilCxNiYphnmd2SrjY0d4UpXZFjc3RmcZam0fxFKMzjgb53LooxxtT2LWBZJaRJW02/0F+I1IN3VpGZx/vORmeWsmh4Tx/8PP8mnn9eLtPejKBVgJ+iFQiv89IIIsCkxhUwSfr5pFfTZpHUxW+RFiL0ZY4jpEogihEC4O0HlILPCXJBgk6zRC+RG938UpF0naKDAVe4KG1wWLwhEIoSaEQElUjpNX4xdxyLD2FjDzMZp+oUqBerA8t0AGGBJsZkkxTX6hijMFqEJ7EJBkIiVeQFGWErzy0sfhKIn1B2s9QvocnPRaW50njDFkp4hcC0n5GVA4RfopJBcsHl8ALiRstAt9noATV+ToFkZEmGUFlDm+hSDyQYHLhmcUxlgLV+TpCewzaEmkF/ZaGIEUEEhV4LNSrdNoDFi+rQygQaJTnk9mU+b1zCKly66TOret5ABIolUpEYYE5I/A9gTHg+RKrPZSw7F9dQqeaoOCjPI9enGJ0vj9wfmmOeJAQhj4qyKOtBiEIA6oQUpcCnRoq5UWC0CfzJJc/6RoQeW7fNMsolqPJfqrMojyP+mKV3iAlUD7lchGrDSAohh7RfDUP7mMtfuiDtXkE5V4G2rK4NM8gTajUC1grSLQlDCSB8lgqzzPoJVhpESikhUErwU8V4XzI/GIJ0RT0BgMarQapzffPSaU4fPlemo0OflikWhut3uSJmeYXa3S662ysbSOl4ODB5Rn9cWmpxqlTDRCCUtEnisLx+7uwWOPI3afodftYk7Hnsr3jtzIIfErFgM31JsYY5uqloVtpfvLFxRr33rNBr+uh45S9q/vGQ0OxVCA7sU2r0SOOY+Zq5aG+K0DAwnyZrc0mCEHgK4IwGN6SYN/+RY7du4HWluWlKkFwHjumHA6H42HH6Wfg9DOnnzn9zOlnjrPlHL6xqcF7OACP8rEKC9YYjtxxglTnwmJursDK3sVxk8Z2k5PHd5DKQ0nDJZfvG+eH1Fpz9M6TxIlBWMO+Q0tUxu5dgu3NBmsnd7BAvV5k9cDyUH4IkkHMvXedJEkyavXS8Niwr9aytb7NxtoOQRiw79DK8AHKj6dJyvqJTbQxLO2Zp1QqTFmjYdCP2VrbRirJ0so8nu/nYs3maUvWjm+Q9BNq81UqtQq9ox1EKyOoFonjAc1OjDGWWqWCpwOElFgkaZbSa/Vzd7NSgUiFefRaCZ7ySLKY7vaAqFREWI0o5LlE85QlgrTfx/MDfC+PKGu0IbOGsOrRbXQY9AxRCF7Bw488dD+PKppb2yWDrQF+McrToaQZFotNU5QQmDRDBgHW5Ba8cD7ADCy9QYqUuQA2xhBUIrI4y13UfIHKwGpNlkBQVPgFH5NpkBAWA/rNGEGeh7dUDEnThMCPCFUGOsGrSGr7lykemGf9nm1kPw9GFEQevbhLsVrGpJZBJ6Z1qsfGqQb79h1mZ/MuCgv76Gz22ekNWF2uMLdYxYh875iSgBQEXogxAqEtg0GMpxQaw6CvUQh8afGUwghBu5NQKudpXCRgtUBaBSpPg2K0wZcKiaVU8EhSTaEY5asow8ireSYfiycFnh/i+8MotSbLXfUsIA1BwcMzkmyYAxdAeAAy/20DD98fRqUVIIUgzQzKk3jWA5vvsZJCopRHqRgwiPOgS7ViEaEkg9SgfIEZ+okKIfAKCiU9stQMow8rpDakOzF+GFCqStq2hzUdJIv5xUW+T3NxuT4zMuTKWK5MHbx0T55WR8lxjtaRa2ltvkqxXMQYTRgEY+OzEBBGAZdfuY8kzghCLw9eM3xPhRDsP7jCoB8jhCCKgqkrQ6lc5PDle0kGCYViiOd5YwXR8zwOX76PVrPL/HyJSrU4UYotLK/MU62VMdoQFUKEHPXJUixHXPGEA1M3atmllTocDsdFgNPPnH7m9DOnnzn9zHH2nLUBYMZjzJJbdCVjF5Nuu0eqBXNLVYyxNDYaLC4bPC9P87B+qkF1oY7vK5rbbVqNDvOLNbDQ3G6jrWRxpUYcZ6yd2KZSyd1XdJaxdnKH2uIcUgm213aozw8olnIL9rGja4ggolYLaWzuUKp0qA1TV/S6fU6daFBbmCOOE47dfZLDTzg0dom5587joEKU8rj7tuM84cmXoLz8K9HacPSO4/iFEjbRHLn9OJddfSj/LqRk6/garVZKuVZh83iDeCsh2RjgewHaaLa6LXwbkWFo9FssVZfQWEySstNpIQMfL/TZ6fRYKimsAhlFNDZ2SAYxUalMo9lmYWkO6VlMCsaH9ZObSN8nLBmsB8VqCF2BkJbGdoPWdhelPAZJj/nCAtZmyEDS7/aRkaLX6OIZj+JcCS/wyHSC8n2SOGOQ9jGZISoaFAoVeMSdBInCKkO3N8BaTeB7eQ5aCVmS4VlFr9/NLeNhRBaneMLHSrA63+fT78X4VlIIfSIRIIRHoRpgdUan0aPbbGEDhdIa4gybhJRKioGO+cINn2R+cYWvuuZZZD1DvBmzUF/g5q98ib3Le9g4vklQUiwtLQz3z5k8smyrQ5JqMqPZs3c5jzxsLYHy6PcGNLfaZJmlVisRlIpgDcJCMVQ0NnbQxlIsRURRSJqJ3G1R5EFL4jRBBQELi1U8f+iChGTQ79PrDAjCkKAYIpTC83J3q04vRZkErCUqRYRBCFiU9TD9FCMsSRpjLASeIlABoafGg2Gn0wej8cMAgQ9GIIVACInWmm63h+8H1Ot5RFQMmNQghSUdJAyyjFKpmEeAtQpMnoIHYxl0uxSKIWkcI/opJlH4nkR5RbqNHvEgzVMQDQO3jNZ3jDZkWYbv+4w8sLzdwZtGg4bNj1kztTo0WquyFqUkhWIw/Dw+NK5WKEZMlNvpU1uCwCcI/HG5MSb/DoTA9z0WFmuMVslGbmRS5oI7KgRjuWGx44uP9pCOXFXZfV2Hw+G4CHD6mdPPnH7m9DOnnznOhbOPATC1FwsxHT0wd9FRnsTYPO2G1ia3tsnRHrGR1S1P+WBG+7+Gp8tzOzC2ok1dFT3csyKEGD8wIwFhLaSpplj0UZ4cDpTpuPWgHyM9hR96CAnNre6wrcAYTZIYakt50JZep0cySCmUPQSQJSnaCuqVCGst2yf7mEwjlUInWe5uFObWv4EVNO9qUJVltEroDwYIo/AiDzJBnPQxRoO0ICQWQxBFCKORaBKZUSxVsTZFookqJQLpkfYFg16fIKqANaT9DOn5lKtldJyyee92nmO3oBCppbvTJfBCQj+k3e2QpilhMcJoy05jGyEjZCroxl38goenJMZYPE/S3GqCUaAESaPJ0uoiOtVI6dFptOn0+ygvYCdpU1uoEMogz2lb8NjebhB3M6TnUZSWYrmEthk2BhlIGlsNxEATa0W0vII2IRkZqU45cu8JGr0mi6zS3jxJtVAiJKTXa9JPuuz0tynLA4hmmZN3N0gGHfav7mdr/SR75veQWkOtUiY1CUmvQ6FaodVN0FkfjUD6EWGW0W92UbUSaWrwEDTXm3iFAoEn6DW6REHuEigFbG82SDNLuVqi2+4ihaQQFvLors0W7W5GqRwS93v0B0NXKaHY2e7Qa7UplUt0m33i/oCFpfnxc24GXeLEIj1Jp7PN8t6lfMDF4IWCxmaDeJChM0OlVsjz0VqLtIp+L2Zjs02xFGLbLZb3LAxz0lpMZtjcbKA8n3arRbkcUqmW0YCUil67Q6czwPM9+u0BC3vmc/dOYekPUhrr2+g0w2spFpbnUAKUB4XQQ1jY2Gpw5+0nKVc89h9aGb+iaZJy1+3H0UbgeYLDV+xDeRPhYrTh1Kkt4kHC4lJ9vGo0ElL93oBmo0OhMAoGNbIo5wKn3ewy6MdUKkWiQgBCDq34eVTaVrOL50nK1dLwfvIxZGNtm63NFoGvOHBoBT8MGAm0xlaDEyd3sNayvFxnaXluKDsEWmuOHT1Ft5dQLAYcOLSau4kOx6dBL+bkya2zHTIdDofjEcHpZ04/c/qZ08+cfub0s3PhPKMm5GlmhB0+EgIKpQLztYjmZoPuTou9+xbG6V+EgD17F+jutNhe3yHy5a7orxWkydheb9DeabG8Z34saHxfsbBQprG5w/b6DqWCT7EYjc+7sFilublDY7OJjmNqc5WRzwulSgmTprQaHZrbLebmKkiRDyJKKQpFn9ZOm3ajgxKWsDC0bpHva/EktHe6tDe7BOuQfnmH7N4W2XbM/Mo8pt1l+9ZTdG7aothWZP0YE1qCUkBUC2g2mnR7bQJfYUwunCwQFiN63S79Xpzn1USRxX1koPDDkKQf0x8MSJMMX3qY2OAX/dzFS2oSHZMM8hyiOtGQWqwBX3kYINYpQkqkkeiuxQrD/PwcUguiICIII+JejFQSz/NI0xhtNV7oEwVBnvM11rlLmslIshQ/DAlCH2Flvg8uFKAEgzglbqcUS0WUEbSbHXScIRMoCEHcaOHrgHJ5kUwoGq0OrX6Hnc4aX777DtZ2NiBL6Z7aoHVik85WTKfRxg8sFApUy6usLl5KQIruNylXFji12aBSLVOaD6gulZC+JSzmwUXi1FAKPGQGNtYUpY80Cp0Ykr4Fk6eYsVpiM5nnHx0+x3n0XkOcZERRhCdzty2dahC5m1ZvkFAsFwijAM/zyVKNRSCtQQlLEISEYUAQBcSDlFYnj8grsAz6AwqlAoVSAeUFNFoxmbZIle9TzBJLFBYplMr0+vnes8zkg+nGRotKqYTnBYDMU+oYnRtubQZYwsgnLIYM4hQjhvsotWbQiikUCkRRQJZZWs0B/SSj3c8wOkaFPrWVBcJqmV6vj5W5y1eqJWkaM7dcZn6pRqc9QGcZCIsVeWRYLyqysDKHUD472+1JNGprOXl8g35fExVKHL83FzQjkjjl7rtOkaSCtfUWa6e2mWrK9laTY8e36A4y7rr7JP1+PLT+5tbjO+84znajx8m1JqeOb+aBa8hXlU6e3KYyV0X4PsfvWR+eNQ9kc/z4FtX5GvWFOqdO5jmJh0MY2xsN4gzqi3X6sWFjfWeo1ObXPHp0HS8snN+Q6XA4HI8ITj9z+pnTz5x+5vQzx/1zTkEAZ82/dvwxN9DkaWeW9+S5VvMAHsOqAiq1EleWCxhjUZ6aigGTB9Q4fNV+4n6KF3jjvWf5aQUr+xapz1fyfSClUTCOnMWVeQrFiLgfU6mV8QKPUQTJIPS47OoDtLbb+Aul3PVsFN7SwsHL9rK93sRozfzSMmooAASAlBy+cj/bpxpkWzGdXpPGTT1qKzWib9pH1tMsmTrb925QNBVkUWEk2NSgjGSuViPEw2SaqFoCLHqQYoFKvUQ0SNDGEpSrSJtHtNVZSrFUIohC4iymWKgQFvzcOh9rlFCs7F+mudMkLEeUikVU4KFTCxhqC3Wa7SbWGKrlIkpIUp1RKkXDvVEdYtMj1RmVQp1Mp1gpEEbho0h6CamFIAiQIo9aS6jyPWKdBG0BoSkUipjEQiow3Qxlya3uNiGSHpHOyKzAqAI6C8h0QpKk9IUgzTpkPUMWp9QLVYq2RL2yQLe9g7UpS/UQGXkMRELv6DqDnmSxEuIHAWFlhThO0bqLKM9TCAWbGy18z8NYTXW+jBcIlJEUCxGDnRat7RZSWsrLdXr9hErJB0/iedBrd/AkRKE/3luEEMzVS7QaXUwSoHVKuVzJI5AaiIoRab9PTyt0miFVCZtaDFAshLS22wgh6PdjKsWQUuihM4PnKcIwJEmToZDuszRXQApDmmRIT+Ep6Ow0CMtFII9uKpQlHehcOMR9TObT76VU6nmeYSHJrato4v6AzBp830drTZpolJTDAEUZWglMpilFHlIJIl9hvIhuo4+2GWmWUgkCwrBAr9FHmxglI7IMkkTnSqWU41ff9xRZOkBrg84yPE8NhUD+fvZ7CZX5GoGv6PUC+r2YKAqwQKfTJQgjSpWIIPRoNVqs7JnHDgNYNRtdqvUKUeShjabd6g0VS8FgkGAR1OdKGGPYXm+wavIVrSzLCHw/DxBkPHr9wXAFK3/vrbUzaanGq1VApjWep1CeJAh90iwbjzNGG4yFKHKBZhwOx8WG08+cfobTz5x+5vQzx1lzbkEALYxMSHb0vymZYwGhhulZ7O72eXRXedr2k5EVWubRZwErxNQFcsJCONNq+tKlSpFSZSp4xFCAWARhFLK0d9RWjP8V5GktllbnGe+YGf6TR4+V+L7P0uoCDbNN2i0TLVbxD9TGe6csFoWP9sEKiTJghAE/j0AbhAE2kBgAY/FLPqPtNYEfYIVAahBSARrhKazV+FKhbIS2BqRE+AKdWrQBJRT1Si0PSON5WEneVgiUr1hYzS37aStDSo84TfMIsFKxtKdOlmUopfD8YOiWYzCZpr40T7/TR8d5LlvlKQyWuKeJCnmKk7ifUC4XCbwwz3GaWsJykWLJZ+3kNiJLKFbnEapC5HuYLCX0Q3biLVrtDqXSMuXCItVCQD8SlCJLFidsbJ0iKEdU5xZo9jJ8X9HaHlAqrZB1T3J87R4OHLwEqRNIeiweWEKVJIWCx2qgiOMktwj7HhhLSobvByws1Ml0hhIKJSTVUp7GRwrJ0soinU4HKQSen+8LlAIGA430Q+YXFckgplCoIcNcIbLCsrBUpdfskaQaVQzxlcrz8kqJ7ysWl+fo93pUawXKxSJaG9IMlDLUFip0Ol0gj6oaBj461Ww2U0KZ0et3iEpFQDO/UCMbRrwNQo/FpSppktKNYxYW5kiNoNPXlIqAtRSrFaxOCYUkKhXwPIZBgwxRpUy/10dJS2mhkj8fCQSBQSlFvV6iN4gpFT0qlSImzVDSI1ABC9USp7Y2yeI+Bw4tT6K7CjHMv3qK5naTaqVAfegmlr++gmqtSGOnjR/6JPGAcnkYdEoISqUip9Za9HsJ/d6AYjEcvpX5a1wqRzRbPbARcW/A6lJt/P76gY/VhniQkSYpfuANlU5BpVxCym221hpordm3b3Hos5aPP3v2zHNqbQcQLCzVCAJvPMrML9a48/bjDPox1mr2Xr5vPNZ4vkex6NPYaZ8+sDkcDscFxelnTj9z+pnTz5x+5jh7hLX2DKLgdP73371v1/4vxhZkMf7fqHD8ATF+4M6yQ8OHbPZ8Z74ucH/ZZIYCZziiT19BTCxLEzN5LmDytCOCuNVHeorWTosgCPG0QjVALnmIisLElsHJDs2bdki1QQmZC9c8Sw3CF9jUYlVubTfSoOYCTGywcR7dFSmQSuAFPlkvRfr5w66zFKUk0lNAvqeu146xSKKSlwsFkwtIIcAasFku2GSY70syscQPFIlO8HyJEIo4SVE23zNjhj+aweQWWmwedMRT2MxihEUoARlokw1/GZHXG9aNGw3q9Tn6gwGBVyKMQrSSHD95in7WxfeqJIMulUKVPfXcDcnaDGNS4l4PYfNBOqwHBItFNk422TrSIgwVhXIFkoSN7T4r9QW2ttYoFRX1fTUqc3m+3VF0VTn8jtAWk2kG3QSFzL93P98TWKyGZDpDSIESEpPp/Cf3JHoYkERKRRLnEVKVEqRJghSSREMUqfFzpLXFGoPv+bS7AwqRj8UgpUQIkF6+90sgECbfe5kHg4FUp0ipUAisMaAUgzijudMgSxL27F1BemC0pdMzVMoeiNxVTHkKk+W/UaY1FpACUp0HT/EVSKUYpBlhIJFGYHTebStzF7rcIg3aGqRQpKkBYwgiHyHz/aJZqklbkmM3nmRnZ51GqcH3/cxLsSJlOr/r8EXK94yKPPfy6P0ZvUutRofBIKE+V8ldFKde2E67x/ZWmzD0WFyeRw2j7FrythvrO/S6A+r1MvVhTurR69xud9ncaCKVZO++JfzhqpQVYLSm14/xPY8wCna//qRpnp4nTxsjxq5ro31mSZISBH7+fg3bWMAaS6vZ4Ud/6D/cz6DjcDgcjyxOP3P6mdPPnH7m9DOnn50LZ+8BsFu47PpbDOXKaL/OlDH3DMJlSgidZqW2U+X3IT0EEykzzBd5xmoif3hGbiUzgm8qWM2JLvzLCcWpvmA5snz9YkLWzvhs02dLL7JSgG+opCyFGTrRKC2RoaCwv8zJtuUzOz5NoVgY9HmG6DNAclO5RstI9tqUK7sNsmLEjYMSPemxR/S4OugzKIR82UT0rWS/6nI4iemGilvCeQYW9qd99sUDBoHijuoCA225VMSsegkD63OHKhJncKnusagsPSR3JBHC97iUHsXBgCQKuEWHgOBSYbA2o5/BqUIFaQyXeDESSQzcS4hnDPvFAGs0qZWcFBGh77MYxyglaLR7bKkSVc9jMZrH2AIDEXLMSFSnQ3/jHjwRMLewRMcrsDi/SCHL6MUDrNimW6xS9CylkocIC5iCTy8K0MZQrUVE+yWNrsGLfJSfsOB7+H7MgWoNb6lOIbIIa3LraxiQagOZYbRCIH2JXwjwDMOgRwYrIU3z6K7WCJC5tdGkBmHAGoMdBj6x1qC1RnkBUkmUkoRqmMPYWDJrUEqS2fycauiKJ4XIBYwEk68p5NFMrc37MXRrkuSBWyx5ACVtMjxPsDA3h8HmOX0xZCZPYdPtZmgDlZJHq5PhexDJ/BlWSpIl+eqBVDDKU1sIvPyFFLlKgMzVts3tmErZJwwFSuYpc6xhmGpG0273iXyJDAN0klIMBG0pKEQl8tuf1ihHqziT606OTd6/2lyF2vh1HQWMyo+XK0XKleLMEGBMHslXCMHy8vz4usba0VoUAqhUSlSq5fE5x2OMtUgpKZcL3NfA4M9EwZ0dnZRSFItqdKqZakIIavXKGc/pcDgcF4zHsH7WO3aU1h1fwQxiouUVSoevpnXsOPGJI6BT7NIq3upV2NCf0c+ifSV6a8fJThwhMxmZmadQPYA1DYjXMFqj1B6SbB4/bJOeOJl/H3IRGS2iVJesc4K4B4glrJkD2cQONsgMmGAPUEKKFoHZItNg9D5UFCGTHqa3jjYK4a+g/BCbtkk7m8iggPWWSQYpUg1Im1sgQmRhiQyLiTv4dBHCxysvIoXEpl1M3CRTEcKv5l4Q6QCbdRFBEW1KSCXoNzbx9IAwqhEO9TNjNYPeJu2+5HhjB08ELM9VCGyfsLaCth69eIC0p/ACCUGZaCnXz0QIfpChTTrWz9qdhJqfknpmrJ9dWq1TWapjIoMd6mdBGIA2GG2wZqifeZKgEOTeGE4/c/rZGXD62SPH+XsATP+o01YnmJIyzFiUZhtPP5TTVuAzPxS77cQMX9LTzj/9tA4bWWvzPW/TdYbc0RT88c2KbBJGF4FF5DbDcZmP5fuSNQ4UEupPWkAGipu2JO+8y8dM9TnSmkRKzFS/SjqlL72ZsqpJaQlvRojOZzENFczUWzEDNkQ4U7bf9Dkho5nrHtI97pGF3D0PkNZyue5ypyqhh2WeNVyh29yuKmTDnCCh1VyedbjVm5SVTMYVpstNqkI6LKtnAw7rHjcG9XHZoknZ22vwleI86dB3cCntcljCl2SBZFjvUNJixfS5IVpkQJ6f9YnFmJXI8m/NkJ6WeMLylGhAFc2newUGQhGieWahj2cNn0vLdLSkIg3PjLoY4AtxkZZWzEvNs4MOzYHlOlGhaSWrIuUbRZPv8T/KE/gkRZqs24N8UXwr85ziaj5NgTanuJQbvGtZMEd5gv00oe1yksNcL76FVe7iSj5HQMy9XMmXeS77uIUr7BfwSDguruYz7a/loLqZJxduRImMu+w13KGexSF7M5ea6xAW7jJP4k7xNC6RN3GpvQFtBfeop3KEJ7I3u4nL5E1YFHeKp3KvvYLD6lb26y9jZcBN3SeywSEuDW9n1d6KURFHg69lUy+wX9zKXn0b3SzkHv+ZtEWdVXs7e7mTRJW5nacTU2XF3MoqR+jYOneLp5GpAveYgJPGo4rhStHHE4I7OoINLZgPFZemMTu3neSORHB3IeXa73waVy7mg//4ZRQTi/DodTtNYxyV2El6GDtVe+qly+saO3UotygbY8etpJDsHi0mV7RT0bB3HR2ufI2O5zqqna02uibMpNTazUu++0WnFzocDscF4rGqnzW+fB07139+9hzKA53NFMmwTKH+LEQlGutnO9d9nvZtN+7qaAR2sKusCLa36xol0N3ZrqsKQu9yMfbrkDamTwbBHCTb070blk1HKPeGZRtTTUNsUIN4ffIte6W8L/H6uJr1auAXEf2T4zKj6kgZYNNJWxGs5N4PemP8+2RqiTCIMP1jwxKJ9fcgRArJJmARyic6cAUm6ROfPArWIMMIf8+V2E6TeOuefF3WL1HZ/2SeHD6VfUkNZQUtL+a2whaLaZH9cRXPSna8PncGWyz0iuynhkKyITrcySb75ByruoxAsCba3OVts9/UWNVVBHBSdjgetVhNKuzRZbBwUrY47jfZr+ss6zIGywnV4qRqcTCrs2TKaAwnVYs7+9tcIubY79fQwnJENmkGHQ6m88xnBVI0R0WTluxxwM4xpyMGGE4ETbpywEpcY5Eisci4RzXok3CAOapZSCI1t/c30EpzwFugpANiL2O90Cc2MXt1jWLm09QxW4UuRhhWsgplG9LzEk6oFhLFUlqkZH2aJGx4XZQSrOgyBevREjFb9JBCUO1EFDS0I00jidm+7SRlWyT2+lz1wieTzenxI+j0M8fZcA4GgL8FdllzrcXYKfkgckvWKJXLyFI0rMr40ZpyTRl9HlulR5ZfK8Zz48mDICYDWZIhpUCpYTTNoaVpfL4pA/aw6aTbxo7P9Xs3KO7pnF0yhJVul1eIU6x8w16sFPz69QHN7DwTKVwopk18j3H+k/cXvNr7wEyZtQIhZh95g2S4E3CMtgol9ExZio9POlMW25BQxLNlFAjpz5R1TZmS7MyUdWyNsmjOlLXsHFWxM1O2k9WZ8xozZdt2mXkxUQoMkh1WWGCiFGR4NFmaKRtQ5GfT1/FP+upxWUVoqmiO22BcNm8z/G6ftfLEorq/ZHnVE1KqwVC5k7lbGXaivI0EyfRYMWWQHjL9/Z8ujKaP5ytBeZklt+RjZ+uMzyLE0N1tlyY8FjDT/ZouG559RlLOiq5pnIBxOBwXE49F/czEA+597/+DNbNy+L6w8T6Cg09k5Rv2knWbnPqnvz2rdo4Hxzfv+X6WCwfHn2fc0O+nzGCRZ1GmMahdCcvOVJah8ZgNYpGi8c+iLLYZoZh1iI7JCKecpA2WhIwIf9IPa0iMpqAmZSkajSWaapuQobEUptr2RYpAENlJvbaI8aycqdeUAwKjZsq2bI8gFVSCSdT7jaWYuy9r56qN088cZ8HZz17P8KOOhMjwz6lBXIwfql21h+eaPIQCMbFWTbl9nX7t/N80zS2/UkmElNipB2B2XitmLz/zTOcVB9qe9eQfYK1UwtbyF+7oqfTRN/mHx83kf44WP6Q+fFr57sk/cNrkHzht8g+cNvkHTpv8A6dN/oHTJv/AaZN/4LTJP3Da5B+YmfxDfg/TE30Aj+y0sogev6T+GDF1z22rZib/ANvCm5n8AxzrCv76Lm/4uo6Wb0aueaMBemKatcZOCZbcSnym9/v0IjH8fz42jBRVOaxsTxuHGPdh8niPrNIT8/Goe3b3RcWZxMj0vTgcDsdFzGNRP9s4ddaTfwCCBmE9T0HYufPus2/neFDc2vrczOfdE/37Kts90b+vst0T/fsq2z35B06b6N9X2e7JPzAz+R/1bXryD6CEnJn8j84f7Wob4M1M4AEK1p+Z/ANUbHhavZqJTitbEMWZyT/A0kbIyqnI6WeOs+bsZ7BDATD+3awFMb3vQ4zrjd2Ep36fkQuIGJ5HnKne6AmYmY+JicVIjKzReeAWMfVgjB/GqWvB8KEb9X9MfhM7A5Bn8iG5D6Q1mOaA5i07rN+w9cANHBeMK8VxQpE9cMXHIZfKNZ4i7jqvtjfvCDrJaHwerR7lqztm7EYmxvu+jB0JGTGsNytkjDF5UKTRatOwPG82HGwswzoTuWCnrjH6b9xuZtPZqGxSSYzajfoy6t/oXNNtOb3PDofDcVHxGNPPrDVknXOM6C19kkaun3WOOP3skaKdbj9wJccjwuJ6NNSXwOlnjgfi3JImjq3Ms9Jj96LyKOLk6MEQY0kwZTkaRqWZWIsmLkJ2ZK0WYhy8ZtRWeWpSd2ywHkWzHVmTRo85Y4E2s+8NwT8fl3zg6OmWwPvjKtOFZspHkwqfnl89p7aOh58aHZ4i7uQz9mqefJ4T3EcDd/keW0pxdZxQPs+BLzyDN8PZYBEMtKVkBWh72ruf15ka38fv76SfU68ilomSipgSEMN6o7ajsnwLWr6NwzIRFjOeZ6PXXYx6nI8pQ5146sr3bUMeuyyOBNrwYs7m7HA4LkoeI/oZ2rD+r/9M//i953T7qrqPtBETr38RYTfPqa3j/MlMwlr/KCuFQxe6K497vGwUNd/pZ44H5hwMALsEy8RzIz86suqI6R/bjv8VUoxPY7EkSYrvK6ZzS45lxmhfmrGTazF5+LQxKCkZR4q1YIdPmpiqO+tuMnmwj3e538n//qJGW8HJ/sRB4mDJ8NJLPI4cXebTnbmz/9oeBXhGk+1KAOxhyM7BQeRi4Ge89/Kj3oc4aedYPYMr/aOdU0rxi8sLfDHK3RwLxvDqRotXNVvndJ4NW+U6e/l59+Pvj3q88BLNYmEsGsb/joYFOdrvJSdD8nAH6sz+z5FSeV87U2aGGcvM/tGR3nha3d2SY1zRjmvtWm+aGctG17JT20XEUMl1lmaHw3Hx8djRz1q33Xy/k/9o70HizTVsMtl+Vzp8FfUnP4Otz3yWwanH1uTfjn+Fi5O+7vDZzQ/w7ft+FF8GD9zA8bDhp5JDR0vce6AHntPPHPfPWRsAzmSNGaVx2V1hLFxmR/nJMSxpmg7zecqR2WgsFASTlBa5YWdofTJ66GZiyXSGsvk+s7HMk2Ii1JgSMlNWq0wbvrB235P/q0WPl9V6eGWfe4nYTCTLkeFwJc+leXPw2Ekzoazhq1vHeFIt5dbKXu5IQgIFX7VguSTr8f47BtxdXLzvt/8ioUyXH/f+nh9RHwJ4TE3+DXC773NlmvLa5UVujMLxsb6U/Lf5OvuzjG/v9u77JFNYC29JX0qya0/ZufDlHcWxruQXnpYRDUcQIYZqytDdTDAMCDMtIcRodWm6aLL6ZIfSYXqv6rDXw7HmTKtZM58mlmempI+YCIgZSTKlK4+8Wmdj2IiZ859pb5vD4XBcaB5L+ln7yJ33eZ/B8lMoXXoV1WsEurOOTRPCpT341RogSJv3nPN3d7FiCBj4hygtzeFnpzC9JqpYpnLFE0m7sHXdv+KdId7QheCJ9a93k/+LAGkFqyeLhLHijqs6k3fP6WeOM3BuWwBGiIkFyVqb5ykd+3oM3TiEADmy5kxbmfLfvVAoMDY+jV3A8hPYccWJkLDW5vk/lQdDoaKzDCWm9qDNmJin3ESmUEpixX2vbIfdhO3PrxHOR6xcs0y17DMXDJ9Fa+mnj52HTAvJi79pkbDg80Rr0FkKfUHjrlPcccOdPHHpKu6+yCf/AD+s/omf9N5/obvxkNMWgpft28Nxz+NJcTwz+Z/mryrlszYACAGv8/+aRlrmQ+ZZ5923RiL4/Lrg6/eYqVcu3wc2GoeFsAgr0EPr7sg6bBkpfLPvrjGMt7KOFUMmuWlnBvvTddfx+56/q7uUYjFUiM2Ua9mulauREBsbnG2es9YYMzw/syZth8PhuNh4lOtn4n7G2KwJW5/L9bPqFfOomkWVquNZgUmTB/31XSwEtSoH/93X40c+1j4pz3w4pZ+tREuQXRwGjz2Fwxe6C44p5rdDgl6PQUE7/cxxn5y1AeBM+WLjQYyUkiAMkEjG+0XGVidmBviR4Bglixn90GPrz9jyNNlDNnYnsQLP82YeGqXk+MGY7t/4dFPCZvr4E+ct/zIbHH3MFf0eGp9/kkvcfFcJLSSRtDx7LuE5hR6rjZSb1PLZfm0XNYuRwY8U/czwmVMe1x1LSRtbXNLY5OrKYe58lHg7VMS5WcEtcEMY0JSSp8YxNfPIDRotKfAsFM9ioPKBY36+Un/j0O3/TGx45xbLYkm0eIK890EZAABO9icuVxMX0qmVoekxYWTxlVPm5VH9oTCZcQ9lNnXUdNORJdpagRSz9SbWaDsOQiPF1EnGtWbHIYbW8Ukk7FGXLYPBAN/3UcrblcfW4XA4LjyPJf2ssO8gyc6ZgvgpFIsY2yfevImNU3kdVShTueoZ+NU9CH8em62d/Rd3ERMtLaBCRdJp0b71Flr3nqTV6tNPayzULgd90wXtX9mbo5PtAKDt+cUUcjx8FHqKfpQHwnb6meNMnHsQwPFDYPF9f+jWNTpI/gOMJgXkrhvjvWBMD/TDp2r0U8vReUfWo6mHYfTnVLCYkSvLqC+TfJSMZNWuBxmsNmRZxsEQvmYRPrc5e/tPUT32xl0+Or/MjWF1XD4wgn/eCjFZi6eVB9yC5thgdtLlG00qz20idqH55r2aWAt+/8seJ/oSUFDby8naXr5kMgby/BxEHkkUmheoT511/bt8j9cuL3JnkLurRcbwH89jH/39cavv82sLdf7zVoMr0lww3hT4/NbCHF+MIqS1fFOvz3/a2mGPvu80R5+/jxX/3WxKxZ9XK/xAq32GBDdn5qXyX/iO4LPcY5d5u/4OPmWeeJYtJ6z3JduxYHGYjWYm+AswPSaMhMxEnkybiyEPKGVHf46txeNIszNtZmzH7DrRuP5u9zN2jU3jeuMuiNOEHViCIECp/Jt1BmaHw3FR8hjRz0qHr6J37ChpYza6fLT3ySSbAvT1YCYeb7rfoXHdv+AtPYtg71XE9+xgT/MEmMiFC8l9Sa7TkIrqldeQ7uxw8iP/OL6fqgdVr4tNTsIZ0hc/UhRUme/Y/6Mc697Gpzf+niOdm3jy3HMuWH8cp1PpBjRrKdYfve9OP3PMcu4zvKlRXMncwmuGA5EYCoCZH2EkDPLG5G4lMNqDZhEzRic7dZkz7QuZdgMZIeVIgImZxtZadKKxbU3STfBrAarogYCXXprx5LrmxobCIHhKXXMoSTm1Ibgpmkz+p7kunOfaJyS8RqV8dsNy047Ew3KN7LFv0OHT3jyf757dpO3hoCA0z9trMELw8TVFKxXMBZbnrma0U8G/rSt6maAWWL5lNeOZc/D3N/Q5EddOO9ejYfIfkPIb/v9kVZxdGhoN/PTKEvf4k/3vg+E++svSlGf3+mwqxerUpDwFOlIyZybCNgFiIahMPejJ8PyxlPzY6jI7SvGWefjvaxtsKcWP7VmhrXItygjB/ykVuSvw+dtjuSvK7h35AyF4W/303+VMdJXkzQtz3Ot7/OetHTIe+MXeJ/PVk6s4xvPUF/mZ5Cd5v/mGs7reiDtbgt+90ec112QcKNvxqs7ucV2O3mE7GdJnDc2jSLCjYEe7hIQVk7FAzAqX6VUqOxpbYEo4zVRnSobMMOnProBLNl/JgsneOYfD4bgoeQzoZzIqsPLvnk/vyJ0MNk4hw4jyJZej0zJbOzdBcqbtbhZPbrD4lOdgrl6hfdvNJDubyKCEVz9E2rdkGzeStS9cekBRqDH/1GeQbByne+QOrM4IF5aoPOEp9O69m96xI2AMwfwCc0/5GvzSAvd86O/PYMywszLqEaagynzDyvcgheJg+WrWB/dwtH0TV1WfSaAunP7rmGXviYh6w+emJzYwntPPHKcj7FmGTXz3//orwsIkyMfoizZTv/fY/jPaP8LEumyHZpux25m147bjyJF26PAx/fuOBRFIKSfXHeanzJ+73MVMa421EAQ+upNgPYHtGHRPIyseKlLYkQVM5udDgDWWwdaAxs3bnGrDXy7dx34ma/n/FU5Q2FNEBQpV8JBKohND53iL2ynynp0zGw8eCZ65lPGSS9OxxS6zAk8yjuWvDQw0qMRA23LvV27jr5IVGvVHT0rDfWzwau8f8cm4Vn2OBXH2uYI/FYW8enXljMcOpikawZaSfGe3x9MGMZtK8b5KiYaUvLjT5YlxwklP8b8rZfpC8NJ2hyckKcc8j7+ulEmF4PIk4WOl4vi8T4gTVrKMf5kqm+ZlrTZfikJWMs3LW232ZhlfCQL+rFbltvDcguooa/mVzW3+d6XEt/b6/ECzzdme4Zhd5Bvj38OcR+aHK2uGVz0hHeZ+zt/7UX5ZBLNuYLuMw+M4MNNCYFwt/8tO/TVbY3eL2ZLp4pH+ORmjZrsyo9ju6s/o+Ggse+mLXnxW34vD4XA8Ejxe9LNk4y7Ibj/zl+DNU7ny2UQrZ9bP4hM3EJ+67wCDDzcLX/uNFA8dzlcwsWANwvPH36fJUtCaTAeYluXem2/FX/v0abLoQrASHuJQ5UmEKmKlcClKTHwNY93Dk+FMmePi4Z6DHY6t9p1+5jiNs17mvfvuUywvVZlfqsOUDWbaFQOGD8WM98jQ8jTcnDE+NLQ8je1JMy5ok/Q0uSAhd/EYCiAhRB78QWsYGMx2irdaQGnB9rE2/5LNcd12hBGCa4oZ37is+fy6xw3NfIC6ppzx9cspX2h6fLmhEAKuCeFw5vPlUnXavL3ry7J8Yk1x+T2b3FCZ594oJBKWJyRtDiU9bg6j05dyH0GqQW5th1x4egiMyb/DJIPrNgQnN1OizXWyWz6Nr2oET7rmwnX4AbEcEmuk1uMEiwDURZsf8j58XmfbUvctoKa9At5bKfPeSnnm+J/XTjfsvG2uflrZMX/2lbolDLjlfiby76nmcRZuD+ATxcJ91jsbtBC8cWkByGMGvKTdITjL+Ab7xSYHxDpH7Z5zvu5tTYm2FmGH9lkxeYWsZRyAavyOWzEZ+6dWrCZ7zOy43Wg8MFPtpZytd6YANIzPysRJbezrNm3bnm5np23bU8rx5MQXgS7mcDgcMzxa9LP27feyvX47g/UTSC+guOcyCgcO0vjSTcRbp5BBSGHfZYSre+nddTPx5hoqLBAuH0b3JJj7SfGnezRvv5v2XRHoexF0EUEJwv1gfEx340F/zw8Gr1ic0s8UjPQza8i6XXpH7qaz02On7XP0yN0UVYHLapIL6eo/wlcRl1aedMZjoTrz4obj4qC+E3Jsb2+yd9/pZ44hZ20AqM1X2N5qMbdUn7XeDL0+xhYadudwHDI25eQP4GivmZycBs7QUko588BYA9YapBIQW9Lrm5CCkYJYav5sc46Txh+f4gvdgOuOWPRUdIhPNQI+2/DRU9f7l0HEJ0r70PeTISATkn+t7eFTZolsar//PUFE4BuS+2l73pzRGLHLTAcoYXnmislTewzbWQtWG4414U9u9+lZBYRQKrP8tAN0hKB3kbr6P1N8hf+//2dcJY8B8EVzOf9LP3ec6u98eFoc5/uYLgaT+iPAllJUTXZWdY2FBZoc5dwNAEpYEg3e6PEfW3VPj/I8WY4aOoGdwT5hJ4PJTJPxcz9UNO3pr8HYlHymQ5Me5IJmJDzEsN2MnXpaEO2yTjscDsfFxKNBPxvEDXa+/HGsyePi6CSjfc+NtO/98njQN8mA9q1fpH3bl8Zlutcl2bmfif/44gNkeiM2nZpYpG3onpr6Qi4MfqVGYc/eKVE20c/ad9xO44ufHPevCjx1ZRmTrnEh+zzN+uAomUnx5AVc4XKcF2naB2NgNGdx+pljyFnPWNMkQ3lyIlym/h25hY0CxAydNPIBeGzeGZYNK9mxLwfDtrv2jk09eFJJhBCYWJN1M3RPk93dJ/tiC93X6EsiBjrlDl2aTP6n0GcIDanP8Ljc3+R/muwMwf4ejsl/IUv4lqjHQjD5Miq+5Xn7NFV/Ulb2LD94ZcZCmH+vRlt0Ykj7Gb0tzV/cKoaT/wnryr9oJ//7xQbvCH5rPPkH+Cp5B7/p/QlPmCp7IAa7fuL9meaFne5D1c2Lnr/Z5cVwf0gB7w3fxM95f3PO19FW8GtfCrl5Z/IOjN3Npn6DkfuZnNqHJmUeKfZM9abbi6FSOjnvsB0jt1UmFYdK7mSYOr0vdlh3+hEZnT93Zc3PIIRASDFJieVwOBwXGY8G/Sw+eed48j/D/c4yzp0zD9UP/URaixLhyhOR/sTDz6/PU73qSYgpb0O/PsfKNz0v78Uu/axzss3O1OR/hEnXH5Y+ny+JGXBb8/MXuhuO8+C2ez7GyX/8W3Rnsl3W6WcOOAcPAJMk7D2wsms12u76e5c9yZ4mi8buG6MB3oqxQ1kuaGYsOaOckcO6mcU0UzAWc90mcr6IuKRE0k/Rieb2Zg+8x04Qkv+wP+XyfYpvlzHHe5LMwoGSxVPwvP2Gu5uQGcuhMENpQ7KT7+3RicEODDunEo43U7arBy70rZwT36f+D0URn1Z+Lgv3/1ws8Ja5Ok9OEr633WFeGz4fhXzmftLpPdb4i2qF/WnGS9uds37Rf857Lx/VT+cGe9k5XSs2gnfd5vErX51S9pl590ev97RyOt5LmkuSYeHQHXVUUUzaWSaCZ3waOfo8sjwPx6BdgmN6lBIM97+J3ZbmSY7aWbXLjve/XuBFJIfD4Tgjjwb9rHfiPnIvPwqxwmPlm15MYdEH+3TSnS2EH+DX5xFSUHvy04jX18AP8MrzmMyS7CSn6WfxyZvxLmKhsr94JVJ4LEcHOFS+mLeLOs7EHa0vcU/3KwBs/tvH2HPtC8eL504/c5y1AeCSy/cxcu8Acr+y0Z8M3cZ2+3UMf3OjNZ43vJSYeUR2/XATlxSBwAzdPsRwdV2FCrOZ0EwEn75iPyfxqceGy+85QdTRrM1VzievwUVLWFcgLMYIEk1umdcGnViyzGCaGhPDVruHbnUJlGJNBNjEUOr0OXXiFC2vAE9+dBkADoj1B32OTxYKHAt8jgU+HyyXHoJePfowQvBri/O0pOQ/nkOaw+9Sn+aG7NwMAACZFVy3Kfj6FYMYDv7Te7Ty7Sn5ez3az5UP8kN3yGHkl1FQGmEn6alGo7wdbVybGW/EuO2UXNrVdvidjPpjQMih4jpcBRvtX51tO3STErkX3YNZmXI4HI6Hg4tJP0s6O3RrR7BpjLc5T2+9hukloHdHs3/0In1JtChz2ZUarDYIZTGZAQ16kJK2MzLjMzjWJmt2CYVFZ10yHZAMPE6eOEVdbTIMA3RR8tT551L25y50NxznwSfX/pZjvdvGn+OtDeJGg6Bac/qZAzjH6fLwJ+Z0X43TrUeThwc8T82cY8bcPGPpAWtsLlCEzR80O6kofMHmcpE/PFak25m4G3+2egi/Yknkw7AH/wLyx7eFfE094Us7Ht2hC38RzdO9DtfrMp1hWS2LuKZruLG2RMcPwIeyaXL5vMedq/sv5C3cL98sv8SPqX/kkFzjNrOfP9IvICTlKeKuB33uu4LHkCXoQdI/R/+oAoPzvtZAT/Z3jWTBiLx8lEs2PzjjUTrVYJQ32o6Kpwb/HDG2Cp8WMlZMCQhgdxyNmTGIKYv21PFx63G0HGdedjgcFy8Xg37W99bYuXfKpX3jOKDIk+Q+drBJwskPvJdwYZXesTvBDgP1hTVUeQG9cxRMfs9W1LCmTJ9TCJFnQhj0Ahb8GsVi48LdxP0gEFxR/WoC+eACE19MmN42wgsQQXm2LCiCCjGddVTlzFmiTH8HEdXGxq5HA7E5PV2mzVKnnznGnMMsSUysOjAe+PO9YXa8B2T0Y+cPRv4A2EmDYZ3hOYZWpBETAZNbVJXv5e5k2pAlBp1mfHArpGtmX0IrBMljMLBbbASf2ApmXo4eik+m1ZmyphfyqYW9M2WdSo3ryrP1Lia+R36c3wn+cPx5n9rim+QNSPHgX+IvhQFfDB87W0EeLB8pFvm5neZZ13+J+ld2qPC72Uuw55gW8DPrioXI8vTFibuXtWbi9iWGomEoOcZ7yJi4kQFjFzUL47rTQ/8kIqydCIwpOZKvUJlxpFiG5x7lqRajiwzLJ8ls8iNSTGWbHa9+DeWMw+FwXFRceP0si2Mat36e0xXxx9bkf4Tudej1dqUkjJvoeFbWCttEiEmZEFApJcCFzUpwf3zN4ndwaeXJF7obDynxl/+abP0mCl/7k3iLV+VlN/4vss3bkcUFbH+b0rf9BsI7PWvT4PP/E5sOKHzdzyAL9Ue45+dOrHtsxadvuWlc/3nmnv5MovkFnH7mOAftftZdY/rHGH/no8im0y12/SDj4DLjc0yddmwJsmR3t0i+skVyok/veA890EipuL13brnRH/WcaQL/YMouAiSG1/qnB5t7sJN/DfxducRPrSxdtPd+ITgS+Px+vXbW9Qsi4We89/Ef1T+c87W2Y8Ff3O5z844YW4ellEP5MAwKw3TQl+E4Mhz8x8PKqFjmQV4mhyafJxblyTmnx5v8unnQmFEgm11VxkzGomnX2dMq7bJyOxwOx8XAhdfPdLuJTc7fe8xxcVDx5x8Vk3+bxcS3/xPZ+s1TZQnxnR9FN+6ZlOmE+Ct/R3biC5ANGHzh7Zh0kJedvA7SLqZ5Dzbp0P/8H2PT/qSt0cRf/t/orTswrWPE1/8l1hrSE9dh7YVPz3gmrLXcuPOvGHu64S1eO8H6Rz9I2u85/cxx9h4AAk5z4xhZgcZuYgDCjq3QufvHLpeNGQvzxNJjbf4gjIJPDEoRX7wlJt0b8IQly3Jo6BmBOGNuCcejiVW22C/OIq3PObKmFP95aeEhP+9jgT+cq/HJQsjbT20QneU+qR/2PsQf6hdwPu/b/zmueEI9Q4qRBRewFsNEfuRFE5ezfJwQw3pDi+/I4DxyNRWTCLR2vJq1a2+YnQiTsYV60nzoyWbH15ZTQsOYqdWy4VhkRq6wbthxOBwXIY+0fmbkgM5NtyP31ygcvhQRCkzz9MC9jkcfi+G+C92FsyK++X2kd30EAFFaRkZ1dOsYpD0SQNYOIsIKeuduSCfu8La/Q/effhGy/mnn1KduoPNPv4C38hRQPnrtJuyUR0d26no6H/oFiFuIwhze6tNBKsInvBBxkQQgF0Jwdf3r6GVtTvbvPO24SWI6d9xC7Ulf5fSzxznnvAVgWlqMrEYjRsJhbOmZSJUzL1APWwlAa41JNXIANyQB7763SlYU0IAPNeCyIOZIEpwxfZ/jYsDyLfJLfJf6ND4ZH9bP4APmmXyDvInvlJ9BAB80X8PHzZN5ojyCtgJ1jiv+FrjD97giPXNu+5Z69OzPuhDcEQRnPfkHWBENQlJizt3rZq0vxq5ko2FDGztx8RJMAssgZoTEyK6+29Q3ElJjZXZYYeRuNimbykE78VGbaMNTzJzfTvrH9P9P064dDofjYuKR0c9E39K444u0br8pr3Q7tO74Iqq2hG6sPSx35nh4UMLjYOkalgsHiHWfu9s30sl2qAZLF7pr94m1FrNzF2bQwsaTwMa2u47uzgaPNs17djefcIbJ/+RYTHb8c/d9fHhd298hveujAARXfPtFYwAAKHlV5sM9ZzQAAKTNhtPPHGdvABjt5bAjATKyDDF5QKa8x8bHR0wnhMh/yKkyC9l2irSSdiPh3VtFsl0/5p3JxfNyOXZj+b+9t/MK7yPjkheoT/OLZpH9crLS/318jCNmmUvkuUf518B/XlrgH0pF3nv8FFekp+cTft/jNNr/2dIXgrt9j0vvw4Cym9h6/Af1Yf5cfzvpOabXsMBXdiRXz5nxZ3GfA3VuFZ4M5OyyHIvRCDNVdZKXeuLuOmvcGI9HU6ta45NPr4oNGQW2mXVds5Mxz+FwOC5CHin9rHf0yGTyPz6XcZP/RyGXVZ7G0xf+3fjzldVn0Ncdit7FmZbAdDfof+YPMK1jF7orpzH40jvxL30u6V0fJXraDyALcxe6S1T8+fs8lrXbxM0dwlreT6efPT456yXTkbsYMPK8GP0548Yx/owYB40xejgJyE1K4+fIDPfQGGsRDY2+YYsvp+Fpk3/Hxc1TxZ0zk/8R05P/Eecz+Qf4QLnIP5RLIASvX17k2FTkYsj3/v+vizmfzsWAEPzhOcQCCEXGf/bfzdv832P34P1A9DLBn97q88/H899JwHCf12Rv2chVDKbd0BiXj1y/Rp9H/+XV7NB9bUpwCRByVH9iUBbD8okrmZg656zrmJATsSPGwWnO6dYdDofjEeWR0s962/ezqup4VHFH64sMdHf8WQjxiE3+rclIT3xxZh+9NZps45Zd9TTZ1h1Ya+l/9g8vysk/gD51PYNPvRW9diPxze+70N0BYH/xSkremfW9ZGeTUx96P4O1PFCg088en5z1sp7WGuWpcW5HQb4fQ2cpUimEnJqQjV078o8WMEYjhr/+OMekEHneSAFmMMAA/UDheHTxLepLD/s1PlCarO7fFfh81/69fF1/wKLWXB+G3B34D3sfHgt8oFwiEYIfabS4LE1JhKBu7j+YzfPUF/nq7Da+YK865+v9v8cUz1zWVIe7CKSQea5XM9xtJiYuqaNosKO8rtYCxuYW5YlsGCuzMwFj7OT42APNMpOLdlRvKDbG5xy5uo2tyGKq3pRwcSlmHQ7HxcgjpZ9pTve8czw6MRhO9Y9wSfmJj8z14g7Jze8FLNmpG7BxG1GYx1t9GlhDdvJL2EETWd2Ht+cpWJ2SHf88dtBAVvdftJP/CfkLld37KXpxk+Cyb0WWlkAFF8QjQEmP5+7593xx6//lZP8MqbWNZudLnyH89u8e6z5OP3t8cdYGgHuPrnHw0lWknLiFaa3HlmTBKCjEMFiEsAgJ1gqUEBhjhm3tuM4IIQXqYJV/8SQf3XqcRfl/VGH5GnErT5J3c9wu8lHzdDI8YvvQTr6PeB7rnuLKJB1PTju7ctlrIfhE8bGTo/aR5J9LRf65VATgpa02b9jaecA2z5Jf4Qv63A0A2gruaEq+asnMuGkJKSYD9ihgzJBcJuRjRW51ngSisVPLWXYoJMauZFNCZrziNdqTJqZ13jO4uY32vg0PT+9RGwsipva3ORwOx0XCw62fyX0FdtavI946cSFuz3EWSCR7i5dT8Cpsx6fYio8/YBslHvyC23Qat/utlw1Ij35itqy/Pd5HP8K0jpO0ju8qu9gn/7Po9ZvpD7MTBE94IeETvuuC9KPs1/m65e/mvUd/94zHk51tzKCPKhSdfvY45KwNAGlmyNKUIMwn6AKBUvngkaYpWZYhpcTz88ngyGIzvR8tf4jy6I5CSuyUoPnCIOBDjXPbZ+x45Cgy4H/6b+Eb1GT/3z1miR9Mf4l/MF/H6+1fP+g0fgPgZ1cW+bdiPjkNjOUl7TZHfJ/rouhBndtxZk56Hk0pqJn7/+22OPutA7vpZTAZ0Ef5YUcW4ql8rkPEjLQYlk3tI9stHsTMHyO3tN17XCfMiDI7+VuMxJqYSCgxPucokI0zMzscjouLh1s/27nls/TX7n7kb8xxVlT8Bb5pz0tnXL5P9u7ik+t/i7Znjvnjy5DVwuEHdV3dXmPwmd8neOL34K8+7T7rZVu3E1//7gd1rUcrsrx8Ya8vJFdWvwawHOvdRi9rUVBl9hYvz7UkE04FV3f62eOJs59xW5MLlGkrjjYgJFIpjNZYa9FZlrucMXmIxtahoenGCpGnbhimehBC8IlTzvX/YuZnvf89M/kHOCg3eIv/h7wk+VU+ap7Gtz7IrQARcHWS8m/5/J9ECt5dqz6oczrun08UC3zPvlXefnKdQ9l9ZFewRT6gn3Xe13jfEZ8TPcNLDmd4It/rNS0mrDFnXD0Q0wJjahyZlDI2FlsLrWabYqmAQOD5U+6wYtc5rRi3GbmpzeS8Hl1npku7PzscDsdFwsOon5l4QPfomaOJOy4Ovm7pu07b771aPMzV9a/jKzufYj5aZWNw7/iYEh5fu/QCPPngPG5laRGEJLnpvaj5w8hwoq9ZneTPUNKh/29vBf34SxMpigt5qsALiBIeT1/4FgCeNv8tnOjdwWrxMqTIQ8CZGy1HDndZXx4gcPrZ44mzNgDs27+EUmr8WFhrh4LFwNBiPBIYueARuYvZ2GFk8mtLKdHbCeZUH3VpCREqdmL3613MfI/6xBnLv1rezieCn2Wf3HpIrvOSdoc/PYdAdY4Hz7rn8eb5Ov99/fSgjQD/op9CfI5ZAHbz2XXJJRXJs5aH48WUkBGjSC8zK1E5YreEYCQk8r9Ho4uUIKXA87yxjVmIKQvybrP0jKF4ckI79FdzUWUdDsejhYdTP9P9nttgexFT9ReZC/ec8diV1WdwReWrCFTEVnyStf4RAhlxoPQEQvXgt1AKqfAveTbxje+h99E34R96DrK6D9PdID36r4BAFhcfl5N/AFGYx/Z3EBfYC2CEEIJ9pStmyqQVXHpniVY1IY6cfvZ44qy1+mKpMN6fMcnqKJBKYg1YrXPLss1rzOScHZlyGLqeWYtpJNjQxyQG4Uv2FjR3dNwWgIuVIoP7PPZAk/9RiLmzSTmxqO8/IJ3j4eHjxQIJcKb1gBd4n+Yb1E18ylzDwPq8LvuJ87rGFzYkz1w0wwchH02MtWPlciQ4jCWPDmxBSYEQknG1KUPvbkFUrVbQxo5HqJGgMWbiaWRMvlI2ajtyeMuV5qFCbAA5VIunFV8ncxwOx0XIw6mfqVIF4fnYzAUAvBjxxH3HYPKnVvgXwlUWwtWH/PoiqgNg4zbJbR847bjunXlh4fGA2bqdwZfeSfE5r7/QXblfBIKFjZDj+/pOP3sccdYzbisYCo+JcBn9gEpKpBRYY/OAMUJijcnTx9hJaggBuTDKLKLuIzyRRyL94nGeEgfcKffl+zscFx0fM0/l+eqz59TmqOfxu/N1PlYsoCxc2+3x2p2d0yb5d/seb6vX+GShgO9WGi4IU0bbMzIv2jxffYYNW4Uz7xR4QAbpcKC3k91aOsujV48sxdN70EZ1JulexFhXHXu6ilzQ2HGjiaV4vCvMTlbFRvtiR3vJxiOTsEM5N+rD7Dg05VnrcDgcFxUPp362fsMGtnQQmo/8NoAp28T9l/H4HZsbyRr9rEPBKz8s58/Wvkxy2wfQzWPI0hLBZd+Kf/Drxsf19hkizDvGmKxPeu+nEX4RtXwNQnqYpIsMSg/c+BFEJE4/e7xxNouyQ4Y/IlMWntnDMz+CGFqGskyjN2OS69bJthKSnZjBdgxKIJRg0IrZua3Jynab7680WCZ50Dd1tgRZxlNP3svhdmP8EIdW85xij8NqsuIdCss3zMXsC/Uj1rcLiUQzR3um7Pey7yWxZ++h0ZCSH15d5iOlIloIEin4+0qJH92zQgqMvslTSvGDqyt8qFyirSTbnosFcSHQQvA9+1e5R93/978kWvyF/3+zh3Pf8nFqIPm7o4o4sxiTW3xHA75kkkdWylxp9ZRESjnj7iWHpuPxPrChFVhMCROtDdZCr9cny7JxvZkot1MBrgQMV8OG/8nZeuM6DofDcVHy8OpnWbaf8MDTQD1yWZqMjugNDmLsZGJrVZHiwachwkmZDEuULnsKMnx8ZAXyZYiYUt0Nhpsan5xdDX2IyE5eT/9T/x29dQdkA0zzXgZf/DOSOz+SX7u7QXrPJx/y6z6WsM17GXzh7fQ//T/ofvg/0f/Cn9H9p1/CxJ0L3bUZlrcLLK9HGOP0s8cL5+xzL84gXQQMc0daDBbhqbzUGqSQ9G84huiDOFgnw5LqFEUBUoPyFPuetY+wFnBpLWLnlOSDD5y95CHhiZvH+YbiAAqWNOqTRCGHVgKiggQ023GXdibYE1lCD6zJ+PWbC7Syc7CbPMq4XBzjD/z/xoJo8f/ob+Y6czmrYpuXq48QiLNf+n1fucSGd/rjdVfg85b5OtdFISuZxreWxgNMOh2PDCVj2acf2Mj1bHUTbxdv5juTX+Nchl5tBZ9Y82h2U15+uSYshrkiOqowZUkeCQBjDUmSoZREqtHzNNwHNmyZ7321+Rg0CiwKRIVoIiB2d1OMrM75UDZtsc6FFuPSsWCy5pzu1+FwOB5JHk79LKodZuPjawzWTz4i99JOD1Hdtw9KBbxggB9JagdWUJHC2ieTNXcw1hDU5xFSkl56mPV/ft8j0rcLxf7iVXz14reR6B53tK+jl7WYC1a4rPq0h2VfdHzL33Mm38D4ln/AWkt6+z9B2n/Ir/tYxQ4aZPd+CoDBF95O4ZmvQXgXR+rzIFNcdqRCr9ujsc/pZ48HztEAMMq0OHG4Gv2VW4tGP4RFa42QEikE0ROX0YklRXPy5pOs3XWKJ3zb0/i32/s0q3UWKyWeERqkgZOtR24P+MolcxSLKaWqQhtLWFB4BYHNZSPzBVhg6gETQwvXY5h52lwhcwvMT3rvP+/z3Bre96D2l8PI/jeF5316x8PAy1ptztYU8/+x995xkhzl4f5T1ZNnZ3O828tJl3VBOYIyIARCCGSSQLIBY0zwzyQbE75ggg22wQKMMSeBhBEYIYQQyjolULrTSbqc9vLu7d5t3tkJ3V2/PzrMzIa7DTO7s6t+Pp+9262urq6e7ql66603LJMHOVvs5AW1dNTX2dobIi7T+EyFzIrmqkxFz9Eu/JqfSG0UQzdIGWl6enspLS8l4MOdQMAyXxJCYGIJtworgq3UNEzTUhlbdez2nRkFsDTOdrmyfWLBsVkbEPPKasvycfNcVDw8PIqR/MlnKy5dTPsrrxCICMJ1dfjrF2Ik4ujxiVvs1Z85B6LltnwWs+UzaY3jpsBfWYnIGse16S6cAWWBakJahJAWYW3V5QW9llImZtehoQ+m+0ht/VVBrz/dMVq30vfw54lc+g/ISOVkd8dlYU8Vr4Q6MTz5bNozpqh7GT8za3pxHqwz2ZimiZDSNTXz10agNYUW1AiVRND9pdzWFKXTXw79QD88ftwkhEmvmJhAgD6hWD9PEPUHbdMSW6slrUAUylY9Cc26D0ejtbLS5OnjU9cCYIXYz8d997JO7qZNlXGXcTl3GZehbJOylbJpzG0/GgkzS9dZkkozKz1GR3GPSaN+BLv/2TSKtjEpABSCtn4oC1g7U9L261JKkejqp7XpGLpmIIM+Fpy/mJraqszY4kSaUZZGWdOEO7lYgWTI2QlRKsucTTo5bZ2ZxfpP2E5rWUplMhUyQrM7EHh4eHgUKeOVz6JSp/1P94MySPVCqrWJru1bwEiRCelbWPxlVVQsrgUhRiyf+UvL8JdVkO7qmJA+TgaVw0T7HwmppifxNaxBhk6dWjl15AV89asx2/dZLh/GxLnlvt5QqZ4htr8nl1BCw8kE4Mln05tRr2TFgP+VMq0HrJQdWMa0tMtk/DhUTxq1vw+VVgRKA2yvnU3ngMilupAFWfxL06Ax0ZVT5hOKG2cliPptXzhNWmly7BdNCIHms/LnSk2i+TSktDRhl83QqQ9NzUj1y8UBfh34KldpL1EtulkqD/M1/wY+5/tfAErp42btwTG13SElX6uu5KYZ9TwXCnJ9Ty9hc2p+Tq9XXjuF1cZQXClfYjYtY7iSYk+3pF+3JwSUm2qmZmk9cy9bTMPyWcxeOw8Z0lyRU+HUt76jUnP8ywCl0NM6QljfY6lJ+xzrX2F/f0V2jhrHpyzrdwdX6MzqtRgUesbDw8OjeBivfOaP+Ylph0ANUAYbCQqx+NdNDVPk+u5roQjl6y6wxuRRyGdCCirXn4/wDR8VfypTGWigPjx/TOfqJ3aTfOUu4k/+M2aic9h66WMvk3zpJ8Qf/SL9f/p3b/E/ARgn9052F3IwpaLqZNAKGurJZ9OaUa+4sxUwmVQNCpRlgiGFQPP53AevFOh72jGP68iFJZRURTl0PJKn7p8aDZPPNiYpjfloSfexO64R0GB5uUGJpuyXMVPf0TA7gSyc+zVRmIaJaSpkPMH7qzp5oDXK1nRsQu4jX/y1717CYvCA/kHtIfaaM7nV9wCz5MhStjh+ORJ4LhTkX6oqOGn78n+3soJPt3dQbpj0y6lrLfF64+5YjJu6eykfoeLmat9LPGKu45A52l0JwWNHfezqlHxsuY5mGkhNWpOCUvjCGmYE/CWWIJdKpRAIgsFAlpY3E9VKSIFU4PdpViRaQAhlRb5GIdCcM9zJzLU2G2LGcFLSQLbPWabMw8PDoxgZr3wWCqSIMzE520WgjMZzrkVGBMmOY6R72tGiJYQaZlsWClnmxzAy+cz0R4muu5zeV5+F/u4JuY9CIxAsLF3LivILkWJk8pQyDYTUUEYa/cgLJLb+2irvbye15yG00kaMrsMEFl2NDJejTAP96IskXvmFVe8USgKP/JLa9Qd8dSsR/tBkdwUAzZQs2ltKaV0/B+f3oac9+Wy6MmIFQFdHD2XlMdzgDFnmF84DE1La/hlZCwilMLrTkDRRcQNZLpGamBBLMhNBpFTH1AT1AWiIKZQSIJ2IlrbGSYqcl1U3QaJcXxNlmugJnVQ8AaYg2WlQIaeer8mZcug0PgGh8y+BH4+qrW4puWLWDCTQN2CRvyMY4C8b6sbaTY9JIGCa3NjTS2gUVhtNZj2/MS8Z8zWP9ElebJUsNk9SO7MaZZgITWKaiuNHWhFSoifTVNVXYaQNUv1p/CEfwjZHc0xdhbKEJCtdjcqRgt3os7Z3rLOL5JikKRPLusdm4LfaMjtT7u/eFOPh4VFs5E0+m0A/en9JCBFTKAmh+gbCM2ZkyWcMKZ8hrMUtMpN73JLP0qTiSTAF8T4/whdCMT0UAArFmZVvHPHiH0Bv3kJiy8/BSIOZzjmW3vc4afsDTTc9iYhUolJ9kI7ntd8eI8PsOUb8qW8QWHwNWsV8QCFLJl9+rjseprkuQWunJ59NV0asAGg+2oEyFeVVZdaHLqxgMwM/dMvfTNo7xNa/gbPrSTx7FNmeQJRGWBFL82JX4SPALYkZ+PzS9d8HkJqdbkJa2nAnqp8yFDu7JA8d83G4TxLSFGdVpJkbTrOxLciRRJgSrYSzY0lmRnT2dBRHypk1Yg83aY9TIzp50VzCL4zL6CRjmXClfJGnzZUsEkfxjzWBu40J7Pf7WJjWadE0kkJgelq3aYEA/rqz67T1snnRXDLu6+7sEJy3uJI9z+1HGIIZyxsIlARYvGoRfb19aATo74nT2dZNIOJHSklFTTlCSjc4TMbHVWRNBplwWJn0SJmosY5fmkOO/1oWlpCpXLO2qaf28/DwmO7kSz7zz6lAi8Qw4j1DXCW/hOsbkb6RyWembtK9Zzs9u7dh9PehRWNEFyxDGTp9+3di9vehlZQTnb2MaCpJb39nwfs/XjThozY4m5ZEE/XhebT0N6GGmGGCMjIq42alFGb8xCkW9FnXUAaqr22UPZ9c+gOQ9EFZ/NQLvqm0IDR7mkls+ikAsmIu0Uu+MMk9soh1aFTVe/LZdGXECoBoaYSe7j5rgrGDObgfthuu0QnYkAlDgxAQ8RE8sw6j0wRNcHltmr0nFB1ZJi9BqQhIRU9Wir2AVGgC+g2RU2Yq0JXIOTdtWjv+DhFNcU1DCiltM3/HZ8SxNVEiKwKC4EBc8tM9PreNhCF4+kSAp/HjvHQ9huCxzjDFMrSESPLv/tuYI1sBeIP2CjdpT/CO1JdppYLVYh//5f83WqigQYw/MM7jkTCfqqthXX+CTeHiMFfyyA8z9NEFAASoFOMXErv70jQf7kQLBYlVlNB5opPepj5mLpxBtCSCFALDMKmaUYnm06wxxvEXAyzzL+v/bMFmkC9s1jXd6mau2Zirix6o1BLZZ07+997Dw8Mjm7zJZz5J2arzOPncYwgyc4IMRTGT/ZBlPaCFoxiJuCvUA8hg2KqXxVBl/rIqovMWj1g+6969lc5XX3LPN/p66H71+Zw2jd5Ourf/aTQf26SyqHQdqysvpTfdSYm/nOfb/sCB3q2D6i0sXTNi82ZlpOl/4YcYxwe3M9WJB+DH10ieXyIwNMHsVsX7HjdZ3ZS77OuMws/eKLlsi8nyw5PU2XGgUn0YnYfRymdNdldInkzQmvbks+nKiBUAfd191NWXg2PY4YZktDW0rulwRlepLPUOKmGiWtOYIUk6lSJkwvUdhzggSulqqKC+NsD6GhOJ4uV2ybF+SaXfZF2ljuaTvHRSo6VfUhUwOatKx1SCF074aOsX1ARMzqlK02/A8x1+2lOShrDBudUGFYGMv5jCejGVCUJaZYZhIjUNZZo8fkTLUSBkGGnZxJMgyPeNt/Ov8r/cslmyjY/67uMpcxXf8v8YIaCB0S3+nw8F6ZSSq7JS/jwfCvKVaitVibf4n368t3v0i/mL5Ss0cJJmqsZ83SN6iA0nqnln5Qn6++OotEldYy3RWBilFIZpopRJIORHTxsYuo4voAHO5KDcKLGWCZlyJxxXayywItnaX1un3MpxmzXBiMzE5ci0jo/Z8EZoHh4eHpNLPuUzWVJJKnIWvngrwSpJ6bwZRGfNQ0/E6Tu4B6M/TqCihkjjXIxEnPjBPRiJfgKVdYRnzUfv7iB+cC9mMkmgqoFw4zySHa30H96H0tOE6mYQmbMQzRcYkXxmptN073xt4j7MAiORLCxdy8qKiwAo8ZcDsLbqCgyV5nDfLrfe/NhqlpWfP+K20/sfn5aLf4BQGk7GrMU/wKFawTffKfnG7QZzWyGtWebmX71J40iN4ESZ4Iv/a+AfsLdhMobo5xOI6msj/uTXCa2/Ff/M9ZPal2XxWipVhBfLj3jy2TRkxAqAhoYKyipjGV95gaWlxVXgAk6AhyylsBAIQ6G39CAXluHTNHo6+9ATCRZpoPZ3EO4rofso+MN+loY11teXoAU1u0WTS2qsyctUCqlJhFJcM0sHU2HqVj8qEFwfNVBCz3IXEwjN7ZzVFwmOk4lSoKd0Uv0pmuOnTo1SrDxprIIBQW/fpz3CB30Pjam950NBbrX99/89nWZxKs0Rn4/do4wQ7zF1CJomlYYx6okxIAx+EvhXPpL+FIdV7Ziv36H7eDxezXXRFmrm1hAM++g80c2R7ccQYY15y2YjJRzcfoSjhw5xyVveANIAkTEjs3BMyOy/VNYEITIysWMGm5lMVKbuEPOH85l4U4uHh0cxkm/5LJlUyMAs4p0G6liEnhPH8Yf9aOG5xOZm5DNftJSy5euAjHzmq6ohXFObJZ+Bv3YWsfpZKKFGLZ/1t3dgpiYmMOFEMLtkGWuqLhtU7pcBzq99G316N33pLkoDlYS06KjaTh95IV/dLDqkgje9ZLJrluaWGZrgZ5dJhIL2mGDZQZMjNdYLtXOW4Ivv03jr8ybzWhTHywV/XC9I+uG65xSz26z3rKp3su7oFCiT5Ku/xNdwJkJOTGr04ajvL2F5+QxeCRzx5LNpxojfrPLK0owVR5amBsgyLbP+UPaTk1h5JEWJJHhJA2gCn67QpI8tM+FFvZSOQJhyXWdVx0nCfYLNgVI624PUBBUXVacQyuTPXSFOpCR1IcUldSkWx0wwsVLBhOyXR1lR/YXK+JUIhfV2ZEWV3N0leK7VR08KZofSnFUS53jCR9osjl19hxBJIiRp59SKiZjoH1TmE6cO5HZc09gV8NOgGyxKWwFiTkjJ/oCfg77MK3HE7+eIf3qm1PHIkJSST9XV8IujLaxMjS7tz3J5kI2BT7E2+SO6GHtWjL29PqgvIZFIkkqn6GmP097cw8Kz5nLsQAs9rb2gfOx4cRdhGeLsN50Djhxg54Q2cV1GXd8wyEw4kLsxJpQTbAY3OI1jcuaei3DkaLusuMYJDw8Pj3zKZxJJT8lr0HkYIdIYLRUkxRzS/j5U8jA9QidQWUt00QrSJ4+TaG7CTKcI1jQQW7KKQKx0TPKZaZj0Nu0hfrgJpRSBmkb8NTNJHjvKQBPiqUhloIGYv4Iyf80p60V9pUR9Y9uQUvr0UZQMRV3H4Hdg69zMtsXRai3n2P4Gwb+/TRt4CtvnWP+/4RWTjz5QnOmqVbIbs/MQWuXYUj/mk7qOMCVzo558Ns0YsQJAYT0QsDU3WeUZzY6VjgGl3EA00nlgwio3leKVLsmDWoP7grT7A2ysbMi53pEU/O+x3O719MLe3hA3NfSxqsqKNCl9GtIn7AAQmX7Yl7fMy+wX46lmwX2HMzvZTX0az7UHSKriMwj6kPYgn/DdwyfSH+NB8+xh612vPT3iNg3gG1UV/F+sBMP+jM7qT9CY1vl9LIruBfR7XdM/xgjQmlAsE4dIo/GqWkBqoEnKCOk42UvCTDB7USM9J+OkEzrRsgjdnb1Ey0qYc8YslA7PP/oYUvOx/qq1OOFBhMiMT8ORESEzE0UmTA0MmjyciYjcicnDw8OjmMinfNa59Xlk175MI2Y7mmoHA9e9IHXiKKkTx9y2AfoP7yfRfISK864kVF4+KvlMKWh79jH6j2WctpOtzQjfKyh9aueiD8gQF9S+ndrw7IJdw+zvILH5dlRfa8GuMVJay+BXF0leXiAIpeCibYoLt5o8skbwno2KgJGp97tzJVvnCkr64dJXTS7bogZZIbaWwR/OkuyZKTDyPP/WdlrvZGcENq4StFQI5rQqLtmqiBSBLkUZ6dNXmgA0Jek+0UUqrY9cPrtyLVJa6w7lyWdFyYgVALnBGJRrquF86kopLKsNkfMchABl2pXt6I6PnRiPObngkeYAy0sTaFJi6AYoCZrMaJJMZzKzreAU9CUN/ngkMqi1Ylz8v1k+xyd8vyEodP7N/wP+nFzGarGPfWoGR8loj6+WL/BX2v0jbveOshh3l+bu0r4YDvFicSQ08JhkHoxGODsxtlnvf4NfB+CEKuWr6fdznzlyv0WA2pBJRUBRN6sRqUkipQEWrJuD9Avq51UTjUbRfJL562aht5/DM3/ezzOVqzlkhvBLxZpqk2vnGER97lCDnVgmM3YJx1wsMxOJHN8z28dMKStS9hAzlqcj8/DwKDbyJZ/pfb3ED+8Zov2hrjp4fFR6is7XXqP2vAuRo5DP4scO5yz+s9srdiSSxugZHI3vxlBWpiWBYEZkEcfie1lTdXlBF/9KKfqf+0/MruKIeNcbgqdXCJQQ9ETgngsE950j0H2Cij6Dtz2nOBGDf3i/RldJ5sXaM1PjYJ3JrQ+ZrjvisUr44vs0eiL5n3hDScUbXlXsq4evvVujL5y5xn3nKr58l0FdZ94vOyr6n/0uoXP+Gn/D6kntR3tpAk3TmDO3fkTymbatl6UVJcRUkJTfpKWhn+YZ/RkjJU8+KwrG5FziJJixHqajzbXUucK2tXcmH103QBeopAmmIClMWpPjCyJ3ggAnj7URLfMRqYxiGCZCWSlkHIy0QaIvgRQaEsmudkFaFf/bcYv2B77ov8v9OyxSPBj4LA2yg7TSeMI8k+OqgjVyLyvkgVG1/X+xkjz31mM68dtYCRf2J3hjVvDHFHDITv04EqpFN//mv419qQa2qXkjOscnFG+fZzCzvB6wtL5zls0i3hdH0ySRaMiOFi2IlAShZgZHLl+LaVqKxLQpeKFV43hc8LcrDFfVLIUTgdbCdjfLKSMngAwZwVnY45xSbn1TKTRPxezh4VHEjEs+az/BeE3tVV8H3ce68Zf6Ryyf9R4ojsXrWLhsxnupDDaQMhIcje/BVAYNkQVEfDH69V5C2uCNp3xinNxTNIt/gPnHYfV+xZYFmeet+6zf//dSSXtMkfCTs/h3eGSNYPFhwcZVgnV7FbtnioIs/gFqOyERgJ9cnbv4BzhZKrjrUsmn751c9wARqcRXt2JS+5AI6LTMSjIjODL5bGXdYi6ePdcdRgJpyexDUTRTcHRWP84BTz6bfEbuAqAyKRmcB+Camg1wz3J0zKZpkk6mEe0Cta8HDAO5vJyYz8xJ9zdaNGVyMhHAJ+IEogG0gA8pFIauULrJwX6NnSckQTPI6qhJFIPeVPEEsQuRIMHQSpBSMTh3a4PsAMAvDK7UNo35uie0wb5QHh4OuhB8oraasxJJzu1P0K1JHohGaNc0PtzRxUe7ukfUjiYU79Ee4wv6raetO7vE5N0LdGrD4Jp9mQrdSBMMB9GkBCzTVKGgeW8beytqMBODv88HeyV7uw0W2O6TQmQHnLEDyTh5pbNTV9l1TGXiTDi551ljnyblVHdD9fDwmIbkTT6bO/7FqlI6qi9JEmOwfJZKk2g5TOLESYQ/SqRmHroyUMnBsYyKnYgWQwiJT1gubwEtxLzYypw6YV/hN11U/GTBrzFa5rfAlgWDy5UQPLh++EWaEoL/vM6SU7fOY+BqMK8cqhN88q+0YbeNX1giMIUVfHCy8Deeg5CTJ7cfr01weFYful9Zkfo5vXx2RWQhDJFVuv5YmGMz4pj20s+TzyafUVoAZPlmqKwSRytj5ZWx8rki0KSPQFBglBuIBWWoo3HU4TTnlxs8dGLsCgBDSH6WruGC7hNcosWJzowhAEPBz/do7ExmJrFHexQz/TqH05MfzE5D5199PyKAzsf0Tw5Z5wo59gX+6VibSPJsxLP39zgFQthuIbkKqmP+0Q0VtaJjRPXqIoK6iL1j5Zh6SYHPiXzr+IvaA71PUxzqSEF46Pf4UKfO/BKBkJnxJTNW2YGnsqJlZfvKOpFmh/SndQo9GzMPD4+iZPzymWzXCFY1kDzZPPZu6HH69z2GjKwmofky8ll/nOMb/4hK9LlV+w9uRUgNM9k3fHtFQkiL8sb6v2B390vMLVlBVWgGkAlINpHox7dhdB5Eq1lG+vBzBb3WkSporhSctWfk99mWr6RahZ5vT9G+UJmUgUkNgkMsaguOP2IFdtT8CDHx7sp9ZQaGvdcyUvkspvuH9MXXTAGdOqpcevJZkTCKN0pkRVrIxXo4lgbHMBSGYWIaBgorLYwW1tDq/Mg5Jcign0v7E1xalkY7XVSI0/BsuJq2Tomm+dB8kk3tuYt/ABNRFIt/AAMfe1UjV2svcqV8cdDxW7QHWCYP5e16A725P9rZhZyEycpj6rMlGBxV/TPEYa6Sp09JdKwXDvQMNPTKmLA6RqxCCIQU1C+sY07D8EqsULqH/ngip8wJNpXxk1VIIXI00AKQ0iqT7oyi7CBZYsgJzcPDw6M4yJ98Vll7AaHqWePrjjIw+rajdxqufNa19aWcxT+ASiemxOJfIFlXdQWxQCVrq65wF/+QG39hIlBGiuT235LacS/9T38To21Hwa5lAndcLvnxNZL4ECLAUNJkewk8f8bUnzANTfCJj2jceangrz8maZ8ED9rUzt/Re//H6Xvoc6T2PpKjbEq8dnfBlT+lHT78STEq+SwxjKbEFIrWeLsnnxURI1YAuNkc7Ulm8KDnaG3sHzftDAgpEZoAv0DODaLN8POmmM76svGr1HakgugpA9NUvNpRHAv9U3GXcRkC+IH/P/iR/9+4Xj7Nu7QnuNP/z/yj7868XKNVk3yitpp3zqjnnpIoe/1+/hQK8dOyUkxPQ+YxBg4E/NxbMvKcxI3yBO/SNmbGjWE4Ghfcts3HziyDASGsFFXOoO4ohaUQaD7JpXPFkMrDurDi3AXlRGORQTlj7Wki81vW5GIqhWma9pHM98MJViPkwAnQw8PDo3jIp3zmmxWjZull+KJl4+xTglRXO3rKwNAN+o/mb3NjIigP1DI7upQlpWdx9cwP0hhdAkz8gj8bvW0n8ae+jdllf5aqsD7qEnj3kyZdEfjauzSa6jLH9tbDhssFx8tzy772bo2Uf3rMl23lgvvO0+iJSn58tSQ90db4dhYAlegkufXXpPY8CIB+Yjfp/Rsxu44W9PLVJ4KseK2MQDLzPE8nn7U2Dh1Iuq02SfWsWk8+KyJGbNfb3dVLrKwk8+CyHlBmPhFomoYb39FOOyMFmKYCTVmp/3wKUjrBPPi2JBIGRkJg6GniCT+Z5JPFSScxUvgIiTRXay9ytTbYEmC8nNA0Ho9alhBfqqnKe/ser0++VF3JjkCAj3d0UnIaSxKl4Nv6u1w98akwleCBwz6WlKWtiURa2mSFsiJUYwldTtTX2rDiljN0fnfAx/F+K+TVGeWKd8zTc/PMYiKUlYLKGayclKCZoUth6NZumE9oaFJY0alN27bMzlHtBqfxDGg8PDyKjELIZyIPMYP07n6MhE46mS74YjXf1IfnsrryDZPdjRz0Iy9kFv8TxIIWKOmHvTMFn/2gRk0XKAEnyqwX7KH1isY2SPugpXL6LsQ2L5J8+i8Fb3jVpKIHFjQrZp+Y2D6kdj+ImexGP/A0CElg8VUFv2YgrVHfHObQnD4Up5fPWmoTCANmHI3g1yWGVLTWJjg0O2Pp48lnxcGIFQBbXtjF2RetJBiyHEKEuwDI+O+6/hvCeRq23lkpEAqt3IfZo2O0JDEPd7FqYRVPMb7gfJtj1chOndZek2P65FsA1NDBZ3y/5Dv6u2ihctDx5aKJkChsbs8m/+R/Dh7TD1MIflEW42OdnacdaPsIsVPNGXHbR/sECQNCPmsCUCh7knBQCCXc4DCLyxR/vzpNV1rgQxH1ZwWSsQVbaxhS5ESMNQHh+MHmBptxL6ay/MyytNwq2/nMw8PDo0gohHwWrp5Durt9XP0SxjYSR0z6Du0fVzsTTU2okVmRMwp6DaPjAKmmjaj+drTyufjnvwGV6AKl0CrnDXmOWaCAf62lUN0zdMA7XULKESmFoK0897gSgsO1BelW0XG8QvDLSyzF2Ef+YDD7xATLA3o/+r7HAJAl9YjAxPgllHY7L8AI5DMBzQ0JjtcnCKQ1UpqBqdmBSj35rKgYsQLAMAV9PXF3gnGVLYN2Aq2nI7KOCWFpeRSgxXxoS3ywMMJ8E640UzzcOnYlgInghSIy/RfA1dpLKCSf0T+cc0xi8mnf/+XtWk6AkmzSwM/KYnm7hofHQL5cVUUAxUXxfq7sizPUty9Eki/7NqDj40HjLF5SSziVo5ZE0aNrRPz2LpHKGK1CRics7N0qgTWmlAcyaWDaT5ykJFZCKBxyZVwn4JXbRlb0GGX7nUnNimRrabVxr5MxTFOZQi+GhoeHR5FRCPkslK4l1dNKom0cZsZmmt7dr479/AlEIjExqQ3N4ZL6G5EFDLqWPvIiiZd+gjO3GG07STU9AXoSWTmfyEWfGRT0zeg+itG2M+992V8Hn79Z8jf3Ky7aNnh++/MZYtqY9OeTp5cL5h5XzD8+Odc3+9uJP/cDhC+Av/FsZM1SjGOb0Y9vRfgC+BrPwVe9OD8X0xU+04eh2W7bI5DPlBQkg4YnnxUxI1YA+KWipPTUPsCOZkdlaWbAeSaZhySEAB/o+3q4+GSKBQvK+OG+MKdaIEwVWqngXuMC3ud7lArRw3/rb+agqmOJPMxHtN9zvrY9L9fZEfDzo/IyLo3386a+PoLKKvu3inK2jzJgm4fHaHikxHIv+UNJlN/193NbS9sgJYBPKG72PQLArb4/skG/iq/o72e477iJ4FsvS66bZXLpbCe0DHaQl8ygbkWvzoosoARCWGNOVXWVNbaojFBrn+T+L7InDHsSc1LZ4AbSyvbzzJikCaFQkxCJ18PDw+NUFEI+Mw72U1q6Hl9lNb27XilU1yeVqK8MU5nUh+eypPRsDsd30BBeUNDFvzJ1kq/dzSAzOt3ynTbb95N46X8IrrgBGa6wDrXtJLH59sHn5IH5x2HZYdhwuaSuw2Dxscyx3TNgwxXenDcU2+ZKvvRewT/fYTBrgl0BADBSGC1bAMs1RIQrUP0d7uH0gacJnPFWgme8ZdyXiib9rHi+hF1LekhWm558Nk0YsQJg/YUrCAb9WRoYS9uisAMxZAdGyTLLkLa5iKmyvIHtZyzKAphbTxKpL2E6LP4ddqjZAFyhbeYKbXNBrvFf5WU8Ho3weDTC16oqCSmTbimzHP88PArPn8Nh/lAS5W29p47k/EHfQ9xvnMsmtWT4SkLwuyM+ltXoVIfs8cJ+n00za5IRYtBwIQQD3n1h+4U5O17ZE4b92wBB2FU7DGhbkanofb08PDyKjULJZ2rrSbTG3JSw04krZ9xMQMvcX1nwooJf0+w+ikp2n7KOfvRF9GObkLEGVLof1T8+V4zTcf52xbZrJP/4fo2lh2HGScWxKsGOWXiT3ilIBgT3nSP52B8mP75F9uLfIbXz9/hnnYuMVo+7/aDwsXB/Ca9Vdltm+uDJZ1OcEatLQpFQ5tO1HMesXwc8Ecd3w8nPqFAICVLKXK0PClkVJHR2HfW1ASoCxWm6MU8082Xf7fzC/zX+2fcTlojTB2CZI1oL3q8OLfPoUlLQrWne2+8xKTwRGT4tXzZv0k6fFhAELx+3xgLTNmRV2b6rDsqadExbyLWLrIixboHtr6ac8tzJxfmxDMkESokcCzJnHDNNUMrMsqv18PDwKB4KKZ+VzGmcuBuZQCoDDagCD+hm73FSex8l1fQkZrIHAKGN0EJTmZayIE+L/+Qptvt8TkIuIdgxW/DYGsmO2cKTKUfAvoZi/owUekv+XHAiup+grWfw5LOpzyjtJexgMpCjhRk4Rlg5Icm4aNh1hBwwEQnQGsJoIcG1cwxOlzJs4lF8RLuPm30Pc762nb/wPc59gX/kQvkawJD9LaOXG7QnC9qrfX4fL3tm/h5FQlyM7Jsbod/9PUxi2HodJ/pd/zDHJFVhzxdyoObYQjj5YB3NMqCbkDSUPT45M0rmOmLAGJatpR54zMPDw6O4KYx8FqguJ7awsAHxJpolpWdzxcz3E9RGprweLUopktvuoe/RL5Lc+iuSr9xF30OfJX3kBWSsHlkxtyDXHQpTwM/eKPnKXwwv7r+wxJvkxkrSD8cGx/suGpTef/pKo6D7UHde5DNpgDA9+WwyGZUCQA33u1IoW4Njmsp++MLV4AxsQ2VpgQRgKlhdbfLhRSlqApNvSpNB8B39RtIqkw4nKHT+wXcn68VOvuf7PmvEHvfYarGXOwPfoEr05OXq+30avymJkp0zYJ/fxydra1DeW+9RJDwXCfOBhlra5amHkxu1jXzXdxu3+f+N7/p+OGy9TYkYv32130r1Yo8TUoqMcJtxMHM9wLL9WPvT8Ku9Gv/wop9/eCHA91/z0dQtbX81C3ezTGQmJKf97GtkTrEj3xadktLDw8OjsPJZ5VnnU7nuQoSveAIuj5WwVsKqyksKeg2jbbubs93F1Elsvh0z0Y1/9oUFvX4295wvuP8cyd6ZkvvPGiw3/vkMweYFnjw5VtrKBX93q8bzi4vzM0ztuI/ElrusXfI8sK53JmJ7PGfBPhr5LNKnccb2GGe9UM1ZL1SxaHeMQErz5LNJYMQxAHImClfLLOy8jfbzUJm6QqhM3Aal7IimA6eoXJ+QRVVQdcykLVU8gRxaqWCPmsmyLNP/pfIw/xf8KgDX+p6jRVWgEDSI/PlpHdM0rmucAULw/cpyVieStGsarwQD3uLfo+h4ORTiK9WV/Efr8NFwNAHX+54FwFCCq80XeNA8e1A9XUqejZdScyzNRY3gjBu5A7/ImLc6Pqu2Tc6GXRpNPZkx5GCv5Mc7BJ9amaY+krmOEJBKpdF1g0jE9gMVgLIbJJMv29JQe987Dw+P4qPQ8pkQktLFS+jY8lwB72JiaIgUNsgfQPrw80MfMHXiG7+OSgz21y4EJvDgusy9/uwyyaaFivN3KHwGvLhYsGmhFbHdY+wYmuC/r5acccTgsVWCc3crZtjLgUGu7BOOIn3gSWSsgcCCN467tagW4KyuRrZ0tZMut9qHkcln/rRg2fYy/Lr1TkolqDoZJNKn8dqqTlTW19KTzwrPiBUAmckh40PmpGlQdgAZ57mIrMiQltWGY2+GUyHTrBBYU4/VRk0Udp46ntiEUyripzxeL8Y2mPcJiA6jsEq7Ni9wUtN4PBoZuqKHR5GwMRKmXUoqzdNrmjWhuM3/H/yfcTGf1f+KoabIZ1skF840Ec5AT2aHyppXHHOzzCR7sEfkLP4ddCV49IDBDQtNAgEf0jZbS6fSJBJpQuGgpYG2JeWMXxt2dhmRGyjLw8PDo2iYGPnMF42R7p6YxWs+KEmkqOhLkPBrnIhFUELgT6VGdK5KxRGBoeUupScRPssN00x0o+InkCV1iEDUPnd4ITZfi/+RLCx1H3RHc5/ntrmCbXPz0gWPLLqjgr/+a420X3D3pYqFRyGSVLz7SZMFk5QqMJv0oWfzogAAK/p/zdEAR8tSo5LPaltD7uI/m3DCh++gTs9M5clnE8goFADgDDdW0AYT99O3VTwiU8WqnVNga6JtjbTMNhcWmWi051YY/KlVwyiSR3me3EajyH+Oj9tLY/y4vJT7jjZTbQxeMD3qLfg9phimEPSMUAEAlhJgqTzEcGJMR8qaPUws1zJwjMqcXSzrTEPZeWdRtPQPP24caE3SXZEgVllCOBxAIIiURAhHbTNZ4RiSZVCmCVJzt9i8NLMeHh7FSeHls9j8ZbRvebagd5EPhFKsOtTKzM5etywe8NETDFCXaEHVXY3QAkOeq4w0iZfvwOxpJvqGLw5Zp/+FHyGCJSgFxtEXQZkgffjnXICZTmAc31qQ+wJI+OGuN0jW7DNZu2/o4xsuF1y1WfHUColmKAytOOTp6U7ab38HhWBPI4DghmeKw61ZpXpPX2kU+OOMWj6LxLXhmiO+u4PukObJZxPIqIMAWoYXWMEfsB8MkKONsTU0AuEqk5UCPZ3G0HWEPbk4k41QYBqKRE+Cap/JX5T0UG6MTEubL87gIBfLV3LKlohD/Kv/R3m/1lPhEN+pqqBH0/hSdRUD73RHwM9Py0rzfl0Pj4KiFD+oKKNFG36QH8g80UJkmICAUgj+dFxmRYLNiKvWzlXGN8y2MaM2PPwMkBYB/vzaYfp649bY5LanyFhAimwZ2R2rhBBIIZCeqaSHh0dRUnj5LDxzIZGZq4CRj/GTwdy2zpzFP0AkpVPXE4d0H4mXf4YyjZzjRqfl5pncfi/6kRcwuw6T3PXAoLZTB57GaN2Gfvh5jCPPW4t/AFMn3fSkVVZAX2RpwmtzBXdfpJEaYgvvt+dJnjhT4x8+oPHA2dJb/E8y//oOjVfnTnYvQCV7SG7/LcpIn77yCIiZIcq6/Dmy2enks0TYGLoxoFZWcOCVJk8+m0BGbgHguFnY5h4iyxzDMfAQWZpmJTJ1rWAzCl030Hw+TMMAITENHWECbQaqRJLoShDyCWalerlkfzO/W3SKnOF55ByxnV8GvoYQsN2czVZzHo2ijXPlDqTI/0D+61iJ+/tTkTDXNs7grb19VBsGW4JBHo5GSHkvssdUQwgeKInySjDIPUebiYxAHRsT/dyq/YHvGe8YdCylBPc0+TjSZ/DuhSbYJl450WCxFAUIawxaUAqNEZMj8cG6zd5ghKcD65kndCp0HRD4NM3SggrcNtwIt2RM2hQqd1fMw8PDo1iYMPksjFYyDyNxAi10bPLu9zQ0dpw6ELN+5AX6Tu7BP/Ns8Icwjm/FaN+HKGlAxdvceqkd96K3vIJ/5noQEr15C8aJXYXu/ikJGHDNiyb/c7XGF9+n8bY/myw6pmgvgYfWSZ5ebs1d3sK/OEj5YW4RuABg6qR2/xGzr43wWX817uaihp+lO8rYt6iHkzWpEclnrXVJ6ppD+IzBstTiWD0zzQp2R/vo19N48lnhGbECoLujh9LyWEb7orL+z1b92IWZx59xKfP5fJY5mZQoQPP5UEkTozeFlJKwDGG2p0k192KWFD7NXTk9zBfNzBLH3T4uk4dYJg+d+sQxkO2v1erL1Z4f8/v4UUVZ3q/p4TEZHPX7uL8kyo09IzM5+5TvN1SLbm43ruKYqkLDpI9MeqYXWjUunWFQF7LsysSAscYZgCzBVvGXS3V+8mIPh2UlA90LlBD8Zq+gpOYY8+fPxnElA8dszQmaZf1v2uGwNSldszYPDw+PYmIi5bPksR60QOFtbcOpNMG0QU8ogKHZO32mGhSwLqAb+A2DeMDvBkj266c3u1b9HaT2PpRb1ts8qJ7Z0USyo2mst1EQZrdZn39TveDf3l7c1hivd87frijNbya+caEffQnzjLciY/V5aa/xYIQTVUmc+CGnks9SQYOdS7upfg3qRfmgtqIySNWuOH8uO8bceZ58VmhGrAA4drSDYChIMBTAfajC0sRkJh3l5oYcGKJECIHm0+wAEQJh7w5qIQ01JwBJECkNwvDCjEaeShQmPyuAxOQLvrt4n/YoQZGeEL+Rz9ZU8sa+fvYFAuz3T/1UOh4ep2JnYOTvuBDwft8jvN/3CABfTb+PnxrX5NTZ3yWoCSnbZ8kaV0zHX9X1P7MmiYgfblkh+ecditQQkWF7TR+pcHVO2CzHLDYHlXtcIDKCtYeHh0eRMFHymQqmUWwDWbgtzYBusOrQcWp7rFWTLgUHqsuI9SfpCQfZ3VDl1ltxuI267j4E0O/3sa+2nOqefoL68KbGxUZ7FP5wtmT7bEFpXHHZFsWiY4pNCwSXvzr0hNNS6a10pgrV3cUnNBjdR/KmAAimNAIJQWKE8llPiU7f/DT1TeVDtjcjWUZFRYUnn00AI3cBkBqpVNqeYOyEW1mRGN0/bS2MUk64hoxGyAoKYUV3tPLRmkifHy3oI23qaEGNHQmNp5KhgRt3eWGOaOGgqufD2v3c6vujW55PrVG3FJSauW/hg9EIf4xG+WNJyTBneXhML2bq+pjPnSVa8aOTzhqeSvyODtn6yR5bHJMwt1RArKyEkE+QGsbdraLcUjAO/OorJRAiE03WsWYThRiQPDw8PPLBBMlnnXteI91TWHvm1QePU9Ob2TL1mYqFrZ0AVPYlaCkvoTsUYG1TC5XxTPyYcFpnxdH8B2wuNJsXCn5/rmO+LHh5IYSSimQA5rcazG/Jra9L+OM6z9x5qrC/wVG4FQ8yUp23thQK3adGJZ+FykLDtmf6FKXl1lrJk88Ky4gVAFIZRKLOrrzzeO3fFG6grpwj7q/K9dkwlUKZys4TKW3NjrI0zaZic29+d8dvko/hFwYXyK1cJjezTc1lnmg5/YmjpF8I/rmqgiciYd7V3csl/f2khOCBaIR7YiWebYrH64YS0+S6nrHn8vyg7yHWyj28N/UFeohQ6lcsrXDGjMFfJSfaLFm7XULB2hqTjccGm0c2Rk1qw5ZmWiHc0LGuIExmws4NKpO7a+bh4eFRDEyUfNZ/bH9B7yOaTOUs/gfiNxXn7j1KWyySs/ifyrzxVcVvLlCcLMvMLYmg9fs33qnxlw+ZrN+jkAqOVMHP3yg5UO/NQ1OFTQsFe+thYf6XHWNCq1yALJ+Tt/baq1KY9gbNSOWzZMikN6pT0jd4CXqiOuWe48lnhWXECoAFi2eiaVrWxztYo5XJM2tpasDxw7Jz0doKIpE16Vg5IgVKN8GE5Ng3DofkM/67qRAZX+TVojATWFgpflcSRQnBjyvK+LHn0+/xOqUxlaZXSqpHmA5wKFbL/XzEdx8/1d7FB5bo+LVcf1V3EhBZYq1S9qLemjOuaDQ53CvY153ZLSkLKG5aZNimsFZFR0h2/deyd84c7DQ0Hh4eHsXGRMhnylCY6cJmZwqlTi8A+kxFQ9fYFczFhlSw9LDimbLBE0xXieBf36ER7VeEUnCyFG8zaYphSsHXbtK48SmDqzaDNonGAFr9KkJr3u8q/MZLV1maAwv63PZGLJ8J2LewlzN2xAimMps0XaUpjs6Kk7Fc8uSzQjJiBYDm03A0LE5MWcBN9WChEFJkBW4QrlYoJ+CMAoVp5XAUEpSJQGB2mCwMGezuHXtQEz9pvuX7Mf9tvIUdag6bzUVcpr08qjb6gDvLYryjp2/Ei5i9/kwAmtc7QikWH4FIUrGzUdAfsrR4C5ohmFbsmSGsfKlKIRSDgvp4TG12hoJ8rK6aPxwdn8r7BvUMsQVvIRzy42QstSJWm+6OltQEpj2eCARO0g6lICDhw0sNmnpMjvQJygOK5ZUmPjusrBP92vEtkyozvmGnz5IZ9bUbbdbDw8OjmJgI+Ux1KoJVM0ieODrmfsbiSWa1d7OnvpK0b7Cc1x0OYojJXSQVgvYSeGqFoDsiWHZIsXafojsMzy4X9IYEzZWnPr8vLOgrXFisiSV7o/Z1smkbDwl+fZHGmzZNXmwKEZtB5Ny/yVt7++LHObzcIIgfbQzyWTxs8PKZnVR1BAimJL1Rne7StL229+SziWDkMQCcBycUOf4WbiCG3L+dh5hdz/H/UFkPWCCQPh9oIGJwtkjzcq9Gc2JsSoCPar/net+zXK5t5s2pf+Z7+tu5RL6CT4x8N7LN5+PH5eW0+nx88WTHiM75n/LSMfV3ulHap/jqzw1m2B9bwg8PrxGs26uY2W6V9YbgD2cJztupuPdcyTMrRjYDzGtR3PqgwX9frZ3SBG7pIcWbXzR5YqXgqk0m//Z2zVJCjJNFRxXX/8lkfrPiZCk8uE5ytBLe9rxi7nFFW5nggfWClxZ7/nlJIXkgGiGoFOf3JwiPIdKm30giyUppZWuEHYStOHLyVTtpYnL0cEKxsAwWlim7rnPgFFKIypqlBKCEN614eHgULxMkn5UuWMOJzlaUPvpc4kIpzmg+SU1vPxXxBH9a1GgrIzL9SPs0DlaVMf9E16jbL1Y2LxB853pJ2mfd5/3nwKxWRXMF6P7Xwep3AGuOXk5IL6Ej3MLMrsU8tvhnk92lCSERgP4AhAtrRDMsAoUydYQc+bLvVCT6kqD845LPTKlor876QDz5bEIRSo1MMv/Nvb/Ntu9wUWauf4YaMMFY5mYZvYwUtqZGZXzQpJAIAWbaRO9Ok9AkT7RqPHni9KkAq+ikWnRTJbp5t/YE18o/u325Xz8HXfi4Tj47aqupL1RX8vuSKG/v7eNDnd3M1XUO+HxsKItRYZq8t7uHasPkoM/Hj8tLuS/mBfhz+Jv7DC7edurXyvlKt5bBl96rcbI084B8ukIzIBnMlAVTis//ymDZYegOwyc+rJHygyHAzMp3G0gr/ul/DRYftQwcJZay4Y7LcxVKPl2h+3JfCk1XGAPKpKEwNcGSI4ov3WXgG6BHGmq34r+vkjyyVg6Zsuj1SKlh8K22k1zYP3qfzVb/HDYt/BvigRp79yrzYVt5XxWGbaVjBZqxJx0sf1bLqvUUzyDjTpaDO4y5O2K4g9sNb3v7qO/Dw8PDo1BMpHymp3vpeOXPpE6c3sIrkkghFcSSKea1dlLen3SP7a0po6ovQX/Az4HqMvoDPkr7kyxo6aAyq95UJqXBR/9Goyfy+pMDgukISX88p6ysv4a3b/0UIT0KWMbhDy35CQcqt+bU8xkBdG2SVsoF5AOPGLz5pclbropILZE3fAHpj4y7LVOZNMf6OLo0iZJ48tkUZOSqIJH1v7K+uE7EWAG5Shox+KnlvhpWSWZRrhy1M/gEIR/MjRo8OYKArldpm/hn//8MeewtvudP38AwrE0m+X2shN/aP1IpzCwtwk/LSgkpRf9QUS9e5zyxWpxWAeB8YrVd8C//Y/D4KsH+BkFNF1y2xcRnwCNrJIdroL4DrtxsUt9pnVPaDx9+wGT2CUXSb0XEbakUzGpTXPOSSeNJq56zD//mFxW1nQYPrxWcjAkWHlNc+7xJU4Pg4TWSzigsPqq47s8mO+YIHlst6YrCskOKtz5nsmmRYPlBNWjxD0ObKr7zaZPOiOLKzYqH10peXPL6fke6NY1P11bzyOFjlI0yLkBt+iDnNX2PRxd9BSE013ff8TnL1V/mOIVZz9/WTqusQFfZo5Nj/TpQDWrVUZimPZE5k9ioeu/h4eExAUygfOYLleIvqxiRAmBxSzszhvHXX9hm7fJXxJPM6Owdss5UZ/sc8bpc/K88dgnrjlxFc+k+dtU+T9LXT2PnEpYfv9Bd/IO1+Lti9wfZVvcMe6s3Y8g0cztWsrTlPHbUPcfLMx/GlGOPJVRs/OINkli/yYXbFJNhJ+pvXJeXxT9YisGZvTHkIY2Dc/oQSnjy2RRjFLYgmY9WYUeK1QTSfjquH5lwtDE5p9jaZJHTnHI1Q9KesCyMlE51+PQuAFV0sU7sGvktZNEjBHsDftYkUzllfyiJctDv44gv96MxByzglBDW4v/1jp03OJvuUU54JQl46wuKgULJTU8NP/CfuztT968fOP0EcdYexVl7ctufdVJx8dZcn6w5JxRXD/DTmn98dBrb8jj8/W+V3Z7Ji2fkx+RqKtMvJQ9FI9zYM3pBrzxxmKrEPtpLFmciyqJsHzHXe9VNOaMUuJGtHT8yMmVKgDIzQrJraOYIznawGWVaZaaphpKZPTw8PIqEiZXPfLHTuzyW9CeJJkfvKjCdSI49nNWUZmb3IkJGlHkdq5jXseqUdTXlY1XLpaxquTSnfEXLhWya9WABeznxpH2C/3yrBsrg4u0TL1D4Z1+Q9zZrT4Q4PCdu6Qg9+WxKMYqVSWbGEEIipGV3Yc0rtv7Y9j+zXT3cqLM4frxOeBoBpmFiGAY+n8+Zl8CwNIL9ff3UVsdYUWGwtWPoEXQmbfxf8Cs0iPZR3/Rhn4+bG2oxETxw5Bhhpdjn93FLfR0nhwhM4zE8l7ymaDxh8tpcwfV/MllyxPJz8rAIpkEzFEaWm8JQlHcrOktPXWeq0yXHrvMOpTsBXLNUzExCK2wT1eygMcIJaT0QezvMGZuUsgNj2ZOLKxyT0WI71/W8OTw8PIqTiZXPorMX0LvrNYz++JC9qO3uY+2BFuTrWCh/eI3gF5dMw3hASnBG6zmc0XYOAT3C0bJdbJnxOH3BTvd4ZXzGuC8T0CNcvvv9GFJnX9UrHCrfNnhKV4IZXQs5VrYny2VcUNczl+OlTePuQ6FInt67uSCIQPT0lUaJZkikKTA0Tz6baox4dBqw/w1CudpkW6Fja2QyxhvKVJgDTEBcrZCt/ZF2XgjTVOjNSTihU1pTilJwQ2OCs2sMfHboyKqgybX1/cxJdfO3vnvGtPgH+JdKK8DfCZ/GJ2qradU0vl5V6S3+T0EoOXgmL+tVvPMZk+ueV3zhbpNlhy2T+JLp4b6XF8IpOG/HqaWgdzxj8qMfGCw9NL2lpftKomwMjz6UsQIaO54jmjyeGYccE7PsSsMYgFka42wh15osXO+drFlFZJp2L2NNVXahN8l4eHgUGRMtnwmfn6oLriRUl1noBaprKV19PqaMsuzoidf14v+VeYKfXK0RD0+fCUOY1nLhwqbruXT/TdT3zKeyv56VLZdw/WufIpKyrEIWn1hPabJq3NfT0Fh4ch1L2s7hTTv/ikv2vztnl1coyVW7PsRbd/wNcztWAiBNq+zt2z7JjK6F4+5DoXhuyeS8F3rbzry3aQpFw9Ew0sCTz6YYo7dNdp+o+8m7ZaZhIKVmqxUyKRmygzw4E5Cu62g+n6sVMgwDrT6AUAICEqlMSgLwznlp3j5fI55ShMw0UsCqYIK3HN88phtOA09GMouQP0fCXDlrBoZnzj8s5203+cBjJgfqBI+sEXRGBUsPK970okl1j1VnGuq588aHHjE5WSrYMTvzjp1xyCQeFMT6Fe962jK1/Os/GHzt3RrHK6bnu3gg4Odv66r50fE2zh9FQEABzOraRG3vbh5f+hX6A1VAllkrzhCkXIF1SJ8x5YjDzoSDO7lk0mFlyLGKda71OhZqPTw8ipwJlM981ZWELr0KjDSmbmIKS5yMGD4iL786EXdbtDy0dvrM4T7Dz+pjlzG7Yxk7a//M8uMXDqoTTZez5sgV9Ad6WHfkqoL0Y2nreeyp3kRFvJ6EvxfN9LvuBZfuu4nHhE40VeaWXbbn/TyyeAMtjiXAALeXyeS1uYJHzxRcvmViBYrUzvvw1S5F5CkOAIBUgpnNEWK9fnau6LZLPflsKjBiBUDz0TbqZ9ZkPnGlcAPDuA9BYCoTTWkgsuM9Ov4e1pRjmiZCSvdlANA0H8KXMetQ9ksgAZ8Af0CR6lfoukGoJIBqD0K655R97heCP4VD6MC5iQRlTkTcAfW8xf+pWXJUUdkLlb1W/lqP0VGSgC/fZbCvAY5VCRpPKOa3WFkKurIssuo64d9+bPDyAkFbGbw2R7BpmqUUVELwk7LSUSkAHIJGDwtbH+bVmdZOgBNwxgp6NeA6tg+apTHOaIeVM6FkjVkqa5Iha3hzJQbhzkMeHh4eRcdkymfCp2H4TIz+NIZhECjPv5lxsaCAtAZ+I1eOHLi27IhNH5kyYIQ568g1ANQ1zRm23srjFxe8L2/a8WF8yg+ALjLxJUJ6lDfv/AhpmYnpFU2X8bZtn+RE5Ch9gU521bzA/uotBe/jiBCCH18t2bRA8ZnfmBOmlzB7munb+HVCK9+Nr35lXtsu7fFT3uGnoyLlyWdThBErADq7+ymvShEK284rAxbNAtA0mfOw3BfANc+wJgxkJrRDtpYou0U54OWRmiRUEkRP6qQSSZpiZ7Gy/Y/D9vfJcIjP11TTo1kLqJBp8pn2Dt7Z08cb4/08Es2fBmy60ziCbAz5QAHdsbm01awGoLZ1M6W9h93jptBIBCuIJE7QU9LIycrlaGaK2tbNBFNdQ7bZHygnnOo87bX7Q1V0lc4lmOyivGsfAkUiWEFPbBbBRAex3sMIIBEspy9STzhxkkh/24jvTQALm2Fhc2aUkkDFgADJPhM3WGF7DDaN+ApTh90B/5jPrezbS/agb0W6VhnTVgUiS2eSMXh16gLC8UOzaijbcU2h7DRY2aayGTO0EWZM9fDw8JhQiko+Ky+nd1YjJYePFOReJwNTwG/PEzy4XtIVFTS2Kd7xjElzlZWtqLMEFh+Bdz1tsuKgYuExxb6G4lMCSFNjdsdyDlS+OuRueCRVSiRVSnukmXntq5jRvQjNLB7XWGfxP/B3B785OABVdXwm1fGZ7K/aUsiujR4hOFE28UYJqq8No2N/3hUAANFeHx0VaU8+myKMygUg5wN2n2eWGZkzn6hsjaitMVagVCYfJMrE0E2kptn5Ie32TOVOSm6ZsnzVNCnxB31oAY3dgWupShxgRnzHoH6ekJK/q60mmRV0LCElX62uYkUyxYc6ungiEkb3dv5Py4JmxYoDhf9iKWDvgus5POsyt+zQ7CuZc/AhFjTdB8DRGRexZ+E7KOvaT1d5xr9r7/y3s3Tnz6lvfTGrPcHuRTdyrOECznv+S4SSHcNcV7Br8bs51nC+OzJF+o5R0nuU1tp1blmsaz/hxMmcsuoTr7Jsxx34jNHvZo+Ea15SdERNnl45vawAZun6mM/t91dYv7gDzBC2ZPbYkRmbBjBgu8aSiVWOJjq7WTcntoeHh0eRUkzy2dF3vIO5G24n2DW0Yn6qcecbJPefk5mHj9QI/uPtuQvjXbPg6++SfOkugze/YLJxpSAZKB4ZU5oab9r5YRq7lvDQ4v+hqWqwm8b6w9ewrPV8uoInKEtWT0IvC4MhdA5WbJvsbgzicA184NMawTRctNWKqRWagMQZZt/IN69GQzpgZ+Ty5LMpwYhXFrFoKKNdBhwfMidojJtFVikUpp3aIatMmSjTxDR0V6ssNWsAdTQ/Jsp98M65zqSmCauOss9Nmz6eavwkuyqvHNTXP5ZEcxb/2Xy+uopbZtR5i/9hkLabhE9XXLjV5PN3GxPi399VOj9n8e9wcM5VdJfMorX6TPbNvw6EzFn8AyipseOM95Dyl9Bevpj+QAXH69ZzdObFKKmxddmHSPtyLT46S+dhCD9HGi/l2IwLc9SS8egMWuvOyinrKZs/qOxE9Sp2LX4XAH3h2rx8DtlU9cDH7zdZt8caVAOp6THKva/r1K47p6Kp5o1W4BcJQjgTiMoNGmMVIoVAyozvmAKEFEgp3Si0AoEmhFXXnlgEVvAr6RTYY1AmUI2Hh4dH8VBs8lmirIJdH/84fY2Nhb3xCaAvCA+P0Kff0AS/vETy8FpJung2zgFYdGI9jV1LALh0318w/+Rq54HhN4KsP3wNS1vPA5hWi3+AVxs2kvDnmls6QQsnE1MK+oOCzhLB78+VfPOd2oRYsuvHNmPGT+a3Tc3kZHXKk8+mECO2AJg5a+gFTs7H7WhuBr3Btr5HmWia39ZAO2roAaZmrnZa5JqQONdSYCYN9LiBpkkSsmRQnzpPkW5sX9DLUXcqVh5QfOq3Bj4DAsbEXbe1ds2wx7as/ji6/9R+hUr6eXHdZ0mGKhGmgU/PpCfqLpvPn879f9Sc2EIg1UNn+UK6Y3Pxp/uc+W/MHK9dTzJQSmfZIqrad7By238h7Z2UfHHTkybn7VAsPaT45aWSp1dMXYuAkGniV1nf5xGSEiG2Nt5Ia2xZru/lANVvtg+Z66+a5YMmsgcolRFYnclKqVxfM7uabaI2yk57eHh4TADFKZ9pmMFJyneWR46XQ8o/8oF/+xzJ9jmF689YmdOx3P09aIS5cveH6A100hfooqK/joARmsTeFZaVzZcQSZdypGwXQT3CGa3nUJqo5vnZ97Ot4enJ7p7L9jmCbXMEKw4WWA1g6sSf/TdCZ74PX42lFFLZu+yjJBE02LuoB92nPPlsCjFyF4BBH6xtAiaU7VGGO7k4D9ZV9giQQiLwIezAMlLIrMWXymlPkHmorl8amZdE9Zj4TA0ZlRxJLmJ11vFflJbwq9LBSgGPASjF8kOKVU2KeFDwzDLByTJBX1AQSZ3+9JHSG22gN9pIOHGC0u4mBNAXqacvUkck3kpJvNmuOfw393SLf4dkqBKwLALSgVjOMcMXoqX+3JyydCAP74mQdFacAUBPbFbeF/8As9tgdpv19q9uUjy9Iu+XmDASUvLpuhp+c+QYi9MjdwV4bv7HaStdbk0owhotzKyZwxFQnUlMmVj1BFkCamZyUe65lmZZKSvVVfYY5uyeuQ15k4uHh0cxUqTyWefsucT27cv33RaEuB8eWi/YtFDi1xUXblecu1Px0kKBUAo1RXYXhZLM7lhGLFnJiegRWmL7QVhm8AMpSZVTkiqf+E5OMD7lZ0nb2SxpOzunvCo+Y5gzJo999bDiYOGvo/pa6X/2O4hQGUgfkfM/hSgZvSWriWLL6g6EZstLnnw2ZRhFDIBBThkoHDMNe0KwNcaZeUNlaXFASon7vHC0P8rVNjtmH9mnD0r9oMBX5QdDoaSiMzqXAxUXMLfjWX4VK+GbVZUjv6XXKZqh+OS9Jufsdqds3vUU3PYWybPLBEeqoHGc1kGG9LN96c201ZzplpV0H8Sv99FRucwtqzq5jeXb/4eati0caXzD+C46yaQCMRLBCjfeQMpfwoE5V3GiahVSGdS2bmLOoUfQzLFrWJYfVPzTLwy6I/DYasFr86aeNYBPKQKjVHAr22oge1cKRxOssv7MMulwdqTAEuAszbPICKoohD3PWNXsMYmMRtmtOw7tuIeHh0dhKU757OS6tdRs30ro+PG833G+OVwLv7xE2gt9wba5cOcbFH3hqTPuxxKVvHnHRylPZBZyR0t388cz/pu91ZtYdHLdJPau+Jh/8kxmdy4j7u9iW/0z7Kp5YdIXkkerBP0BRTiPG3HDIQIxfHV2MEDf2Kx1XHcg5x9PPpsyjGL1YD2GnOiLZD0EpexgDJmXwY3WqLJfEOt3M8sG2KmnTIUyc4NIZF/PDSQpQfgFUpOEY2E2zb6F5xo+yH+XV43q5l+vXPKaylr8W/hM+MgDJtGE4tmlmS/hWGma+6acxT9Ab+mcnMU/wMmq5exZ+A7Ku/ZS1rl3nFedZISkaY6VLkfXQmxe82mONL6RRLiaeKSOA3PfxCurPooaxwxT1QMrDirO36H44i9N3vxC/i0OCkmpYfCHw8eYO8pAgBcc+D7z2x7PRIYlM+A75mQCLN8zsHay7AFKwiD/MCcKdk6Z3Y4TaRaROc8KjJUZgzw8PDyKh+KUz4I1FRz4yF/Ret75BbnrfLLkKIMCHk+lxT/AG/b9Rc7iH2Bm92LOPvxmDpftpCNU/IqYiSRkRChJlVPbN4c37HsP649cPdldYuNqyedu1ugscKIy/5wLiV79LUJr3k9ozfuRobIxtaMhWbOlgpIenyefTTFGuX2YNRjmPCxXkQPO76ZpaYaG0BCjIB6PY+iG20y25idTeehrm7qRpSWCdEJnh3Ymx33e0x8J5+0Y+nMK6vDvPzZ51zPjWaJaNNefN+K6LXXn8uLaz9BVtmCcV518mmdcwNalH+TA7KuIR+oGHe8sX8zRhgvZuvRm9s99C7ocX0yKdz9pEu2fOu99t6bxRDQ86vN8ZpK1R35GVd++jFkZTnCZjFGqIGMNlgmARUYZbY8/ImuXyxmmrEmHQcOc86MyumgPDw+PIqM45bMkGl0Ns8ZyQxPO8kNTd3wvSVYwo3vRkMeWtVzA+zZ/hYrEYJnEI8PqY5cR0Ecvn+Sb5irBPRcUzrpTRGsJnvlehBxVIrhhCaY0luwsRTOFJ59NIUb5hrneZFkaGlwXDKscy5wjW3uTo8WxnnQoGERKDVSmnhUVUtoviQKhMsFnBChloqdT6M7uobAmm97OXrb0vlxU+UqLhfp2xfIDJrF45osRPEU0+bL4sIeAkX29FJAeod8+gJIavaVzBtsTTlFa69ZzaM7g7BQOu5e8m9a6szgw9xp6Y+MTjII6LD08tQa935eM/N0YyJwTG920L9ZdW0GoTAWmkw5GCXe3y3RmFGXrpe0yJxgNKEysHS+nyD3XtLXYWdplT8Ps4eFRnBSnfJZqOUl4x+6J+ABySPhhb31uWcoHT64Q/PJiybNLBbq0yp5ZJrjnPMH++ikigyjL3L8kWeEW+fXhNxN8yk9Yjw173MPCbwao6iuOuAAvLircu+ifdQ5C5FfB4Ncl5ScDnnw2hRil+ke42hchIJ1OowCfz+eaYDiv7NBrOXviQeDzZdJdZHmluaYdTrmw64MiEY/Tn0gQDocRwvJXMXSdhyIPsTOyY3S3Ms0piSs+/nuTNfutT1mX8PgqqOuCM46Nvr20FmbH0vdT07aFhuPPDzqe8pewddmHWLj/d5T2HKSiYxcdlUvHexvTnrR//IEIAxOQNzaf9J4iS8fpCOrdGX9WyHEEc0RfBOTGYswaX8B2XrXGFxOV3YRVdYBXRTqVQgiJ1KSnYPbw8ChSik8+Ez09rPz1Lwi15zfl2OloKYev/IWGKeH7PzQIGNBSAV+9SeNEWeZ+ajsVKQ06Y1Nk4Q/U9szh4v03Uh23UiweLznAtrpnWNl8yST3bHoQD4w9TXE+USLj755vhK8wGR98uvDksynEyCXxAVEWlVLoujEgzYOytT22r5gTZEZZERxNU7lBZdyyAT5kplKYphUi0tE8myjS6TQdHR10dXaRTKcxTUindA6lD7ETb/E/kL/+Q2bxD5aP/5VbYHXT2NrzGf2kfRGa5r6JZCA3f6pCsHfB9XRWLOHl1R+nP1jJvKb7QU1gHsEpyrFRuEoMx9/eZ/LGLcaUUX8e8fn4WlUF8TFYfJwoOQNn0ykjzVr/WZOlNeBk73hlcEzQRFZ9e1rK2iXLCNGWptowDFfQ9QLNeHh4FB1FKp9VPPfChC/+ATZcITlZJuiICb5zvaQzAv99lcxZ/AO0losptfiPpEp5846Puot/gLreubxh33uoiU8NN4ti5mjpbrrCrZPdDQDaSwX/34ck3QXwSNCPb81/o0BPLO3JZ1OIkVsA2FoZR8OihCAQCLjpGMB6WMo26ciaNmytsXKbwDEHsU0/st8GkfNKWJFsdV2ns6OT5mPNSJ+PiuoqS0NtmuxO7Ab/mO9/WlLZrVi/N7+LQQHMOrqRrctv5cV1n2Pmsaco6z5AMlDG0ZkX0V06DwDDF2b3ondaO9vCc8k4HSerV7J/7luYe/CPyDEqTOIh+NNSOWVcKAwhuLs0Rrum8d3WEyM+rydYT1PlRVnBYRwjMydPrFPm6ppxfnGiyUrXl9U+V+TUHNCedSQcCmWd4eHh4VFkFKl8VrJ7T6HvfBD9AdiyINPPlxdKPvI3AlObGvPjqTij9RyCxuAVoWDq39tko1AcKtuBUAJlz/913XMIGBEOV0zOJmNjO5T2579do20n6WOb8c9Ym7c2T1Ql6IumEUJ68tkUYcQKgKOHjjNjVm0msqPtR5adlzv3EQhX+2xNPOQEcMiYiDgP134xRNbUZDt9mIZBb1+cnt445RVlBALWil/4BL2yb7T3PO0Qdn5MJ09teYE+klC/tVhLBctomnftsPVOVq8qTAemKQfmXkNfpJaV2386pvOfO0OQCE49AeCRaISDPh9zTpMRQCnYKi9k39x3kNbCiGyzMGfYsEuUcsRSu0zgljnV3XYdATernnPE0UE7Qa9F1ver0Bim4oWmdlp7EtTGQpw9rxJNFvbaN998M52dndx7770FvU4+ueeee/jRj37Epk2baG9v5+WXX+bMM8+c7G55eEw4xSifBQwdLTUBucwGoBg8Vk+HxT9AaaJ6srswbREIzjt8HSuPX8yJ6BFKkhWupcXG+f/LzrrnJrxPV2wu1LJWkXjxx+iN5+CfuRakH616CUKOftNOVya7gm10zlFIZY0R01k+m06MWAHQ05ukrydOSakVwCszP9imZ85kkqWxcf08hMrS7NgvgACQ7vzimJ5JIW11kG0AIsAf8BMOh2mYOYOSkijhUIjO/nZ+3v9zjmuv37Qm9ScVH3jMMvVPa/CnZYLHVwmue84ck+9QX6Se5tqzWXjgvqyyOg7NuoKu0rn57LrHAEwZoKekEV86TjjZbpUJSX+4Bn+6l0B6eK1Ob1ARiyv6A6D7ptYg2OT3n1YBIAQ0Jc6kJxnE7zfRAN20vMM0TSPHHFVl55JVbt5Zy6TVMhWTUrOOOdOU+5Epd2Bz0tW6Y5YtIItCzcc2D25t5iu/305zV8ItaygL8aVrl3H1iobCXryISKVSBAKnzpDR19fHhRdeyI033shf/uVfTlDPPDyKj2KTz/y79zL7jp+hJTLj2EQRScHKJpPX5hUuivpEsvLYJXSGWxEI6nvmTXZ3pj0lqQpKUhU5ZaF0CVV9M+kNdJD0nyZSdh6p7C2gwKFM9MN/Rj/8ZwCi13wHERx9oEgBHE51EIxH8Jf4p7V8Nt0YsQJA4JiFZWNHYcyK2uikanANzRQIITPnDXiAzjO1HqAgt5oCJZBCUl5RTiQaIRjw49N8PNT7MMfN1+/iH8CUsOqAQiorGvwbXlVc/JpCG8OXoC9Sz0tr/z8MX5iyngPUnHyV3ugMNq35NIZv8tOiTHdOVq3gZPVKACrad1DZvoPDsy4jFSxDKIOatpdZsvuX+PXB9mBvfgne9rxBPAiPnin430skxhTZ8XgxFGRtMkGpOfxLqxRUJ5vo6J4PUT+mYWLoBj6/3/X/kj5Lcy2FsCcZsDzOrDHJiSyrUEh73FLuthfOgJVFZoCyTNPIVkEXhAe3NvPROzcPMmVr6Urw0Ts388P3rp0UJcB3v/tdNmzYwP79+6msrOTaa6/l29/+NiUlJfT19dHQ0MBPf/pTbrjhBvece++9l/e85z20tLQQi8U4fPgwf/d3f8fDDz+MlJKLLrqI//iP/2Du3LlAxgLhrLPO4rbbbiMYDNLU1HTKfr3vfe8D4MCBA4W6dQ+PKUFRyWdCMvPuX03Y4r8vAGl/ruXjDU+bbJsjMAtsOVVoSvurOevwmwiYhQna5jEyzjn8Zs49fC2G0NlW+yx/mvfbCVlt7pkhmNE+AataoaEfeRH/vItHnRrQVCYVfT66e3T801g+m46MWEUaDvkoiUUH7yrbymDlBpTJTEICgRgQ8VtlTSjuNJL9oJ1ilTmmFAQDAaLRCMFgAEOZ7DC2j+Y+pyWtFYLnl+Q+kbEs/gEOzL7KXehvW/ZBDjVexv65b/EW/xNF1vvfUbmUfQuvJxUsA0AJjdba9Wxf+sEhT/XboQMiSXjr84qbHzGHrFeM/Ky8lA801NFzCvMtIeD80j9wWdeP0ISBoeukU2k0n0RKgTJNkol+TNNECCf3rHs2CIEmJdL+yQiyuf6s2WmznKNC2JOLW1wYgdIwFV/5/fYh/dicsq/8fjvGKRQlhUJKyfe+9z22bdvGHXfcweOPP85nPvMZAKLRKO9+97vZsGFDzjkbNmzghhtuIBaLkU6nueqqq4jFYjz99NM8++yzlJSUcPXVV5PKMhF+7LHH2LVrF4888gj333//hN6jh8dUppjks9CBgwQ6O/N+j0OxsxH+5q81/vbDGj++WvLHdYINl0u+/U5tai7+FYRTMcKpEpa1XMB12/7WW/wXAcJeKmnKR0/o5IRtNd97niR+akO4/KAMktt+g9k38phMDn7p45yShcxpjyGlmJby2XRlxKqe2fOd3JhOuBF7InH8PbJ8xlz/j5znmOWDlu0X4lh5uDbrym0nWxp2zDtMpTCViYEXYR7gSPVA376x0VW+wP3d1ALsXXi9p1ErMk5WLacvXEu0/9RRat/4quLuixW9kakxGO4NBPi/0hI+2HXq9DuNxm5m97zMgdh6/IEAIDAME6VMNM2HkM7soBBI1IABRNMywm7O+GQLxcJ1nBnsj2ZXG6I0P7zQ1J5j9j8QBTR3JXihqZ3zFlQVpA/D8clPftL9fe7cuXzta1/jIx/5CD/4wQ8AuPXWWzn//PNpbm6moaGB1tZWHnjgAR599FEA7r77bkzT5Cc/+Yk7uW/YsIHy8nI2btzIlVdeCVjKhJ/85CenNf338PDIpZjkM5EenJdWl9BcCSX9UGHv1BsC2sog1g/RpFVmMnhXysQKdBtODt7g6IoK+sLWjTy6ZmrMd6cinI7xgU1fm+xueAxDWibZUffnCbve0WrBF9+n8f7HTVY3FVYe9886By1WP+bzF/ZX06u30+9T004+m66MygXANRtzy9xZATmEtlUIOVCH40aDdOYSla0NytIyu6+HHU0y2wRNE5KFvoXs0Sc+wmyx0ZAn86BAsotEaMDCwguqUXQkwtWnVQD4Dajtgt7IBHUqDzwbDp9WAQDQ0LWFA6Vnu1OA3+9D13VSqTRBzWdrlyXKNisDW+NMRghWZL/a9jiTGcqs0iyfWduKloEGtvmktWdk5rIjrZdPHn30Ub7xjW+wc+dOuru70XWdRCJBPB4nEolw9tlns3z5cu644w4+97nPceeddzJnzhwuvvhiAF555RX27t1LLJbrX5hIJNi3b5/798qVK73Fv4fHGCgm+Sw+dzZGOIzWb7mrPb5K8MtLJJ0lAqEU6/YoVhxQ3HeupL1UoBmKC7Yr5rcoXloo+KdfZizYHlstuOd8SVu5IBZXXL3J5B3PWm6PAFvnTFEZRcHszmUsOLEGiaSp8lWaKl6lpnc2JgYSL4NSMdLv70HXJjaw5eFay9K30AoArXbZuM6XCMq6AvRX6dNOPpuujFgB4MZdtCPHuMFkXFVNxrAsE3nW0dvkGJ1ltamy2hrqeo7jh8jyV7O0SFdGruJoz1HiauICckwqA83wgOouxXk78/PSz2x+lu6y+Xlpy6NAKEVr9SpKeo8QTHUPW80EztxvcqRKkgpMDQEpZo7MbUEXftKpNKFwCGyB1efzYegGmArc2AdqgCnZAK2xO6Hkjl2n1iDnx9pmKGpjIzPzHGm9fHHgwAHe8pa38NGPfpSvf/3rVFZW8swzz3DLLbeQSqWIRCwt06233sptt93G5z73OTZs2MAHP/hB9/Pv7e1l3bp13HXXXYPar6mpcX+PRqMTc1MeHtOMYpLPVCBIy3XXMuPuX/PKPPjRmzOLWSUELy0WvLQ405ahCZ5aKXjKCoHDo2cqLt+ieGqF4L/elDm3JyL49UUaSZ/JezeaHKqBJ1dMjfktBwUXNb2T5ccvdIsWnVhPd/AEpUkvyn8xU5Ks5KbNX8SUOvsqt7Bl5mOuQiCWqGRux0q21T2NKfPnhhntV8xvLvziVqXHn2/QwJyW8tl0ZRQWANYTsaLAAkpZGhyV0cI4wRwyiWdljmZHOJXJ8kVzzM3sfLVK2SkiJG5d005z57wvpjKpkbV8NPYxftv3G/Yb+8f/SRQb9ueghODMfSZv2GLywDkauxqtD2H1fpNbHjIJnDqA+ogJxVvR9H7P57+YEYLmGRfRUbGUszZ9G78+dGYACdz4tGLbbMWuWVNDQHpr78hyVzbFzqKvpx9lmHS0djJzwQyEEASCwYxTmE0mfXWWIJulSVZ2MJpcAdfy9lMiI9qiHHNYlSMg55Oz51XSUBaipSsx5BQmgPoyKyXgRLJp0yZM0+Q73/kO0vYX/tWvfjWo3nvf+14+85nP8L3vfY/t27fzgQ98wD22du1a7r77bmprayktLZ2wvnt4vF4oNvmsa82ZJOpq+V3/L4DhldVD8d9XS3bMUuwYZu56cL1AKsEja+SUTH9b2zs7Z/Hv4C3+ix+JpMx+TuuPXk1j92J+t/z7KGFy1uE3s/jEehq6F/Dw4p+SD1Ghokfx/35uUNs1/rZOh374zwTmXjTm8w1p0lYSn5by2XRlVBYA2c/PmhyG+cAH5o4lo5vJ1htnnWBNQlk+59acYmuFlMq0IkAKiVKKmIxRKaumpQKgqgf+7ccGSkDYtjg6b7dBVwQ0E0ryaAncF67l5bV/l78GPQpKIlzN0RkXMvfQQ8PW2TJfsGtW8adBEkrxoa5uLo2fXvu8o+ZNdJSvoFrTSKd0omUlIISdPkZmhFfIcVfNjCpOgRhmcna00JlRzRGCRY7GOv9oUvCla5fx0Ts3D9JjO1f90rXL0AoY2Kqrq4stW7bklFVXV5NOp/n+97/Ptddey7PPPsuPfvSjQedWVFRw/fXX8/d///dceeWVNDY2usfe85738C//8i9cd911fPWrX6WxsZGDBw9yzz338JnPfCan7mhob2/n0KFDHDt2DIBdu3YBUF9fT3392H0ZPTymGsUonyVnzOB4d8AySRvNvQjB06fY2U/5BfeeP3VN5Od0rJjsLnjkifqe+SxruYD6nnksOrkOgPntq6ntnUNr7OC427/hGXNCFv8Axsm9JLf9hsDStyHk6L5fhjDZvaAbLaxRHa2YdvLZdGUUKwTlmnk5OB+4o13O/O78ZMpy/s8+N+tn0Avi1HfCRrrvhdWJJr2JQ8b4v2TFSKxPEUhnFv8OZfH8Lv4BTC2Y3wY9Ck5n+cJTHt8yv7gHwy+1neTLbSd58MgxPtnRdVq97QPVn2LrzBtBWrmpA0E/5dWlmQjV9oyiFChTYaqMIKvs3TDTVDllYMu0dl1TgWlm7X7Z9ZRSmEOIxfnm6hUN/PC9a6kvyzXzry8LTUgKwI0bN7JmzZqcn5///Od897vf5Vvf+hYrVqzgrrvu4hvf+MaQ5ztuAR/60IdyyiORCE899RSzZ8/m+uuvZ+nSpdxyyy0kEolxWQTcd999rFmzhje/+c0AvPvd72bNmjVDKig8PKY3xSWfmcpkU+ol+tTILLteTxgyT2abHkXBRQducBf/DjO6Ty2fjZT1eybWpD215yH6n/33UZ2TQOeZOUforNLBjtQ/HeWz6cjoEj4C2W5lTpRYIUTW5OMEkrFwf8uOPpspcicMZ1LJ1mALbGWQY4amsPPTCranX+PXfb9mOgZ+uOFpkxufmbhUbsdr152+kkdR4U/3nvJ4aGLj1IyaN/XFiYwiy0QqXJ7xax2oLshxEcvalZIiZ9cqe4wZlA7LPtUKbp3Jn+2269i4Fni4uXpFA1csq+eFpnZaexLUxiyz/0Lu/APcfvvt3H777cMe/9SnPpXz9/ve975BdY4ePUpVVRXXXXfdoGP19fXccccdp7z+aLn55pu5+eabR32eh8e0pUjksz8mHuDF5AsFu82pzL6qlzn78JsnuxseBaTff2r5bKTok2DoosxRCo9CYUbE60I+myyeeuop/uVf/oVNmzbR3NzMb3/7W972treNu90RWwBkTC5U7uO1P3Nla2aslA3C1tgoV0Mj7HOdvx0fd7Lr5VzMqWf9jrIsyZSpMEyDR/sfnVaL/1VNJssPmCw5rAq2+O8umYUhcnU+7RVncGTmpQW5nkfhmNH8p1Mev3jrxCmQxsIz4dEFszuv7U5K+48AjtbXzNq5yjIZcycIcGYDYc8qmRyz1lQjEMjMtpXl1+q0Z/vDCvfHab/wY44mBectqOK6M2dy3oKqgi/+x0s8Hmffvn1885vf5MMf/rAXyd/DY4IpJvmsXW/npeSLhb7lKUtXuI2D5dsmuxseBSKpxdlfuSUvbT27bOLnfrPzEGaia8T1g8rH0mNVaLqtLpzm8plhKv687yS/23KUP+87iWEW/pp9fX2sXr2a2267La/tjjwGgKvyVahsXwtnAnD9M3B9wzKR67Oefla9nDZE1v851zUt/xFHgy0EfWYf7Wb7SLte9Jy73eTTv7MWbN15jsF3sPEyDF+YrrL5dJQvxp/upf74i/jTPXSWL6K94ozMN8uj6JFGigX7f0dF56lTYDaehFsfNNhwhcTQim8B+Z8V5axPJKkcYfT/usQeLt77LR5e+g3SvhJ3XJFZEwng7njlIISbNiqjZh401Lg7ZgqVM3S5c4odPdsjl29/+9t8/etf5+KLL+bzn/98Xtp8+umnueaaa4Y93tubnx0WD4/pQDHJZ4eNQ9NqcyYfCFNw3sG3AVYMgDIv4N+05WD5try5efzmAsmSIwZLj+SluZGhDJKv/YrQ+lvs7/apEQjqOyOE9vjYtdQO+DlN5bMHtzbzld9vp7kr44fdUBbiS9cuK6iL5jXXXHNKeWisjFgB0NZykpqGKkTWZGFi2pEahRslNmMGMui/XC11lsmZG/Mhe95yzMqEoxVy0tUoQiKADx8608OXKpJlcVM6/kwcObQ0nEtfdIb7dzoQ4/CsN+b3Ih4FZ+WrPwIB5V178esje0mufFmx9LDB392qZWw3i4SmgJ93zqznXd29LE2liBkmZ6ZObXoW0nuY0/4su2uuzJidOiapGfnTLsiyPFNukbtr5cq9CjsfrTNZYfuoWWOUlK64bPulFdfnWAx8+ctf5stf/nJe21y/fv2ggIQeHh5DU0zyWYnw0nkORFN+VrVcOtnd8JgAFp88i1ldZ3C0bA9pmeTJhb8cc1vJgODL79VYtV+x6BhU9Cqu2FJ45Zp+9EXivcfxz7sYGapAltQiS+pOeU55Z4BIn4/eSHpaymcPbm3mo3duHqTabOlK8NE7N09InKZ8M2IFQEdHL1W1FUhNsx6YtB6EMhXKzvWY8eewTTuGaMeZWLJKkLYviFvuKnKsics0rYnFmbwCMsiqwCo2pzaP4laLl7N3F+4LXd65N0cB4DE1CSbbQUg0Izmq8wI6Rbf4d2j1+fh+ZTkAV/TFObP1xGnPKUk0Ox5hrnDrBIqBzCTjTiaA4w/rCrS4xZmdqox0jGFagrMUEqRlXmaaWfU8Ck44HGbhwvwEUvLwmO4Uk3w2zz+fSlk5raw0x4uupThecoC63rmT3RWPCSCsx1h4ci1x38hN6YdDCcErCwSvLIAz95kTogAAMLsOkdxyJwDBVX9B4DQKAIBgv6QvMv3kM8NUfOX324e0a3LUDl/5/XauWFZf9C6b2YzK9jvHdEPZWl+lsh6w9WSVUijXsteq5/iRZZuYWZEglfvQnEiQpnL8OzL+JNaLI921zFWhq5nbP2+s9z0pzDwx+PW5cJvJmfvy99LqAyL6zz78CNLIc9oAjwnnpbO+wEvrP8efz/0qHeWLRnxeTSfUdRT/onW/38fm4OmzUfSEZriTQnakasdk7HRDr3B/7InJ3QbLnCmFNR0Jmdk5c31ji1SZ4uHh8fqmWOQzKSTvjtxERbpiYm68GFECaeZGcHth1h9Qo82J6DGliehlvGn7R4ikxp7tJptVTZMjyxkndmL2nX6Dpj+sT0v57IWm9hyz/4EooLkrwQtNU0vpOWILgBmN1VbURkffoZT9ECwdgpu2Iesfq4Y9Abn/A45WaIBfWY6JiG0jYj1TkXnA9rV8ZoBLj17JE7UPc7C0aaz3X1hMxdWbrT6v36NYfkCxaxb8aZnEEHDWHsWZ+9TotDDDkPaF2bn4L+gqW8CsI09Q0bET3R+luf48TOml+ZsuGDJItPfYiOtL4H2PmXz3eolZxJrJfYEA/1Veyg+Ptw37fej3l3Ow4gIE1iQAuIOGNckod/wROBNQ9oSpcne4hDP85H4uUkqkdHbDhOXn6hwb9516eHh45Jdik8+qqOGtB9/Jr+bcSb8/XtibLzLK43W8Yd97COohXm14kpORY5Qlq1nRfBHCm0Fed8zuWsrVO/+Se1Z+Z1wW6lVdije+MjkKAP3YZrSKeQQWXTVsnY6KFP0RY1rKZ609I9tEHWm9YmHECoCS0iiuBtlVygiE6yBml5FrwpHlWGa/C7aOR2ScQLLnGSddjXWudbJrKmIHeVBKoacNAroPUcQK1YABH3okt4PLDsOyw4XotKStdi0A+xa8rQDtexQDda0vEdBHl1v57D2Kr/3M4Adv1jhSU6RKAKX4ZEfnkAO4Ao4Fl7N13vvR/dHMbpataxYqY1aWGWfsMUQJlL0TlrNBpjImam5rytFcOyWWaZnKHrs8CwAPD48io1jls1wB//VBabKKut45AFzcdOMk98ajGKjtm019z3xaSvePuY32GNx1qeD9jyuCExz+TARL8S+4bMhjJormsj6OLUxmTP6nmXxWGxtZ1qqR1isWRqwAsFADZg1ygjA4R5yHlpmIrCPOQ3dT1eTOTZZJR65CKOdc50kLIGn280DDfRwpOzy6W5ggynoVNz1pYgoyES7zRG+knq6yhVSfeJUjjZdakfw9XheEEqc3wxqKhc1Q16mKVgFQbposTaWHPCaAjSUfIBCosccXUMq0AsEgQDpaYksbnDEbs39sfZtSIEW2AGxPLoLMJIKzq2X9lQmI5c5Yhbh9Dw8Pj3FSPPJZq9HC/839Nf3+PEc1ngJU9U3dmEtReYKEWYrBSFO5KoL0kiRGkB6SxIasJTABA4U/b32dasSSlbQwdgWAkoKNqyV/+bCRx16NDK1qEUIOvVzsJcX20pOUiIhldTQN5bOz51XSUBaipSsx5BUEUF8W4ux5lQW5fm9vL3v37nX/bmpqYsuWLVRWVjJ79uwxtzt6iwnXhszxDRNklbgfjsJ+aNmF2H5lAzTLym0vU88wTSvYg5l9LBNQ4v7+3xft4t+vK770C4M3vqryvvgH2Df/bexachPPnfMlDs65ip7SOfSUzsn/hTyKjt6SsX3Zt8+CY5XFufgHqEsbw+b0MJUkmI5bY4GpUKaZGYaytrTcKLDZNmRZf+f4pLk1RM64M/Dr6jbv7naN/t48PDw8JoQikM90U+eX6f+lK9RZoJssXoJ6hOXHL5zsboyJpeFHeX/Nh1kReXDE58wJbuLmulu4vOzfuLnuFhr824estzj0JB+o+TClsjlf3Z1ynIiOP5dfWoP2kjx0ZpSIyPBpK6UJMiWmtXymScGXrl02qH/Zf3/p2mUFCwD40ksvsWbNGtasWQPApz/9adasWcM//dM/javd0SsAskwsrElE2XNNlg+Yc9wuU9knDHqEKmt2smYf5bw5QuamdlRgpE0O7T3IHm33qLs+UZy7Q9F4Mv/t9oVreXX5X3KyeiUAhm9qmZt4jJ/WmtX0RupHdY4p4NcXSpqrilMB8JGOLv6vuWVYcyQpTK7v+ipzT24EFKZpDhrpHRMyZxdrYK5Zd9eLjLmYcO3QhGtZkLEiE+55MmcnzNMAeHh4FClFIJ+9dPhF+kRvIe6ueFEwq2Mpb932cUpSFZPdm1ETk61cWvpDpDA5u+R/mRXYknO8XDtCtW9fTlmFdphLSn+ET6RZEn4Kn0hzadkPicpc4bfCd4jzY3fQoc+k25xaadLyxb7KLXREWsbfkBD8cf0ExpGQPsLnfYLQincMW6VEBrnw+AwiPZLpLJ9dvaKBH753LfVlueuu+rJQwVMAXnrppZnxOuvn9ttvH1e7o3QBcMhS6+BoiB0LDOU6fOTWsuplfD0klp9Zbi0hJMo0rSZME6lJ2wREkIwn6WzqIq73o0TxCuLzjhemb8dmXMCJmjML0rbH1EBJPy+f+UkWNN1HbetmhDKQZnqQVjIbqeBdT5v809ziC0C0IpnkY51dp60nhclZzT+nvWIV7YkYSuoEIgErFQwqd9jPcSYbMA7ZAq87ATnCMZnJRTnCLrmTTaHzzLqYBhz8E/Qeh5I6mHM+SO30542Dm2++mc7OTu69996CXidfpNNp/vEf/5EHHniA/fv3U1ZWxuWXX843v/lNZsyYuia4Hh7jZ3Lls77A6GLUTAsEnHPoLVTFp+bYszD8LNIOqBWQCa6t+ArH04s4oc+nVDvOrMArABxJreSkPodyrZnZwc3uOQ6VviO8p/pj7E2cT7dRT5X/IPOCz6MJg2d6PjTh9zXZ6CLNqzOeYFPjQ+NqRzMUhiYIphRpaeWSmAhpLrDgMnx1y09bL4iPJQfKeW1NF6m+9LSVz65e0cAVy+p5oamd1p4EtTHL7H8qpf7LZnQKAOceVe6fmWCOIhPsQWAHf8j6YJz0DQKUaSCktBU8li+H264Q9iQjXJ+PVDxF266TxGWcLdUvZ8xLJpGKHsWVm03mtkJrGTy8VtIfGDrd30hI+6K01J1FIlRFrPcQNW0vY8oAx+vOIhkopadkVp7vYGrj+BMN1CZOd9KBGDuXvIedS94DwHnP/RPhxKlNTs44kplEiolrekceIVqgmNH+HAd7zyeZSOKvCRII+CivLLP8zWzZVtgThsoaTyAzkTj/uNGrB1wn929rDDJN0/Y3G9t9jpjt98GDn4XurEwPpTPg6m/BsrcW+OLFQyqVIhAY3g81Ho+zefNmvvjFL7J69Wo6Ojr4xCc+wVvf+lZeeumlCeyph0eRUATyWWvgOLvLitc6M9+U9dew4OSZSNNHJFU22d0ZFZI0pu2Tr5HKOSYE1Af2UB/Yk1M+K/gqs4KvnrJdv0yyNPLEoPK4WT6+Dk9B+gPdvDD7D+Nu551Pm1y4XVEah9DQoZIKgq/x7BHXDSd9hHskba1901c+w3IHOG9BVeEvNAGMSgHgBl8QYoBmWJClsMlomW11jRBWCBBnMgGQUsPRDInMiZimyph/ZF030Z0gJVLc1/hbev09Y77hfNHYpvjyXQalWTFuLn/ZwNDG9gU1hcbm1Z+gLzbTLQvNfQspfxTTF85Dj6cPRmo3euI5lHECRBRfcA3ICkz9AIHoFUOeo/c/DzKCFlgxrRQGwkzj00+/iO4LglF8BgD4R+m05SNF1cJKTMNESgnCyk8NuTpBRxucSQ2bq2rOFo6z49I4x1T279kTUyFfne33wa/ez8Apju5mq/zGn02KEuC73/0uGzZsYP/+/VRWVnLttdfy7W9/m5KSEvr6+mhoaOCnP/0pN9xwg3vOvffey3ve8x5aWlqIxWIcPnyYv/u7v+Phhx9GSslFF13Ef/zHfzB37lwgY4Fw1llncdtttxEMBmlqahq2T2VlZTzyyCM5Zf/5n//J2WefzaFDh8YVGMfDYyoy2fJZa/A498/8HWYxp2bKI2XxWt71yueRUzS13wWx2wnLbp7o/igHkus5J/bLgl5vhn87R1Orhjx2aew/2ZO4mBmBHbTpczmQPKegfZko+vzdeWnncLXghcUwox3O3F+Y2GJDIkZneSiVmL7y2TRkVCNXZsy3PDUyrmEK04766DwMKziMdZJVntE8Y5uaOfWdNp2gNGbWosC0TzT7TfaW7SqKxT/ATU+aOYt/AL85du2cVAZzD+eaCSXC1d7ifwBGah/pvvutxT+A6kNPPIMe/z1m6jWM9OAoq6bRjp54ET3+CEby5QnucWGpO/4Sfv30kZYfXy2YEPXoKHkiMrr3u6V0NQCaTyKlQErhTiBWQpmMDxkq95YFAimsczK2ZNltZGRjKa2fzLmOv1mBPkPTsHb+h/Rhs8se/JxVb4KRUvK9732Pbdu2cccdd/D444/zmc98BoBoNMq73/1uNmzYkHPOhg0buOGGG4jFYqTTaa666ipisRhPP/00zz77LCUlJVx99dWkUpmdp8cee4xdu3bxyCOPcP/994+6n11dXQghKC8vH9f9enhMRSZbPnulcvPrZvEP0BVpZX/VlsnuxpiYGXiVZZFHWBR+hjeU/oAT+gKaEusLes0VkQcpkW2DyheFnmR59DHeWvllzo79knNK/hefmFr51IdjW/0zeWnn2RWSn12u8c0bNb5yk0SfIJ2T3vLKiOumfSZ9MWsBNO3ks2nKiC0ATKWQOREcbeyHJKTt6zHsjp7lT6bcl0C55zsvhKPBNhUINx+EpRmSQY02o3W091cYlGLNvvyr4GratljqLjE1NcoTgZ54/pTH072/xwyuQQucAcKHmd6PnngRbBM3PfECWnA1YpSazWKkpu1lFu/99WnrpTR4bnFxDozPhUP8Phrh2r7TWzE0VV3CyfDcjL+V/RWUgHIGfscsFVt5nf01HeD0aiepycHRTDvmZ+745g59BfocD/4p1+x/EAq6j1r15l1UmD4Mwyc/+Un397lz5/K1r32Nj3zkI/zgBz8A4NZbb+X888+nubmZhoYGWltbeeCBB3j00UcBuPvuuzFNk5/85CfuzuGGDRsoLy9n48aNXHnllYClTPjJT35yStP/4UgkEnz2s5/lpptuorS0dJx37OExtSgG+aw1UCTy2QSyr+plFp5cO9ndGBFnhB5DCpNZwZeZF3wBTVjK5IWhP+ETX2dOcFNBrx/RunhH1efY3Pd2DiXXEhD9LAlvZGXkAQCkHder2n+Qt1f+A89238yx9MqC9qmQ9Pt6OREZf+T/gVy9WeGbID1bas/D+OpXoZXOPGU9heLQvD4MTDQnXeB0ks+mKSNWABw50MKsefVOPEaw/S2sh+QabNj+ZrmqHUfbg3B8QMg8bDf6o7AmF1NZWhyV+/i7/Z100jm+u80jKR/4UqevNxIM6aerbL69u+e9wKfC3fkfFgMj+RJGchg/YBUHsw+0qb1IqD3+Iit23D6iugEDvnanyZfeAztnF5dySQnBP9RU8VQkxDfb2hlKLZNWfp4p+SDts85DOPtaSrh+ZZbcawmvzu5UtomqW4Zp1XPmDRerrpkzG6mcc6WlYs7LPQ9J7/H81ssjjz76KN/4xjfYuXMn3d3d6LpOIpEgHo8TiUQ4++yzWb58OXfccQef+9znuPPOO5kzZw4XX3wxAK+88gp79+4lFsvNEZ1IJNi3LxNZeuXKlWNa/KfTaW688UaUUvzwhz8c3816eExBJls+Oxo4wmBv3elBJFVKZXwGvYEOOiPW+BtKl1DRX0dQj0xy70bORaU/ISAH76wLoZgXmpi4KSVaOxeX/g/wP6esV+vfz6Lws1NaARDWS7jx1c/xs7X/RH8wP64A4aTi7F0T+D1L9xF/8psEl72dwII3Dlml10yyvfYkqjqAcFyPppt8Nk0ZsQIgHk+ipw38AX9WqTUpuDgTRsbRI6PxyS7G8TdzzNMsLZGwzT+sl0C5L84+fR//G/gFemC4TOETjBA8s1xw5cvj/yIeqz+PvQuvR/dNnYlkMhGyDGWOJ8eiwDTakDI2pWMBCDU6U3ABE6Y1Hi1KCHYGgkMu/gH8Is3RqjMJCeFOENjRqrPTULnfRndnKvv5qkxabFe4dYYs5VjNDjOHTIBzWUldfuvliQMHDvCWt7yFj370o3z961+nsrKSZ555hltuuYVUKkUkYo1bt956K7fddhuf+9zn2LBhAx/84Afd71dvby/r1q3jrrvuGtR+TU2N+3s0Gh11/5zF/8GDB3n88ce93X+P1yWTKZ89mdjIE/4nCn6PE41Qggua3sGy4+cj7dnpSNkuuoMnWdJ2NpryFZ3Sw0eS9SV3syT8JAHRz8HkWjb3Xs/88HNIMfHuY+MhKtsnuwvjRiCo6K+jLFlFW/QIhja+CH6BNGgT/coZScye5mEPp6RBvMokBFaWkOkon01TRqwAECikZu8eukEdlDtRmKb1hITKMs8ArNkjy6hswINUzoYezkF7j085VzB5oP8P6BTJ4t/m0TMFl76qCIxjTO2KzWXnGe/NX6deB2ihdejxh8fRgiLd9zu0wCp8kcumrBLgeN05IDTO2HUnmnnq70Y8AP99tWTb7OK81zLD4J09PRgwtAWA6eeMnic5VHEFSvosAVSojM+q/QyFyhp3cIRY26RV5WqdpXTGnMwsJe2/sz8lKUVmYhp+Bho/c863ov13NzN0HABhHZ9zfmGuPwybNm3CNE2+853vWEF9gF/96leD6r33ve/lM5/5DN/73vfYvn07H/jAB9xja9eu5e6776a2tjavC3Rn8b9nzx6eeOIJqqqmR2ReD4/RMlnyWZfqZGNy4wTc4cSz+tgbWXE8192qsWtJzt+DjZQnE8XVFd9iTvBlt2RR+Fnmh55zzf2nErODm4nJVnrM2snuyrh4646/ASDh6+O52fexs+65MbfVFYUDtTB3gr1tjK5Dwx4LGj6qe8P0VWSUgtNOPpumjNgeuHFOHZqUdhCZjN7TmgzsWcL9PXMwR5RVA38VWROLO/fkmH+0Gx2cHNeOb/5ZfsDkG7eb41r8AxybcUF+OjQNUcpAT2wh1fsQptFpl+koZZCPDKhG6lVM/Qh64hWM1J5T+EYWKUJwvO4s9s+77rRVf/AWybPLJaoIc5WGTZPbm1t5f3fv8BYAMs36jrs5++CPcQ1ShSW3GmndLsEuEzgxZJzIVgLcQDLWpCNwUl5lD0pWdGvAMUOzfs2JoF2w10RqVqo/7IvmYP999TetegWiq6uLLVu25PxUV1eTTqf5/ve/z/79+/n5z3/Oj370o0HnVlRUcP311/P3f//3XHnllTQ2NrrH3vOe91BdXc11113H008/TVNTExs3buRv//ZvOXJkbD6S6XSaG264gZdeeom77roLwzBoaWmhpaUlJ7Cgh8frgcmSz/ak9xTdLni+WHZ8aslndf5dOYt/h6m4+Aer32+p/H9U+ZrcsqDoYX30V5RqLVk1p8b7F9KjXLr/Jhq6Foy9ESH4+Rsl6QkOYWV2NKEf3zrksagWYMXRKmqPh6avfDZNGbEFQLTEMvW0vcvc8lwjDuHGr3O0QCKrnhK5td1nJaSlrVYC0zRQSiGwokgmRhDhvBAEU4q6TugogZ5IrkBeksiPGU4q4JmrDocy2tD7Hwcgld4OIgIqCXm0BEn33gNYk6M/+na0wLy8tT1RHGs4jwX7f4tUQ9v3t5bBC0uKy+8/m7f09rEwPTKzuMbOF9jVdzUdkcxzSqXT+Py22atrPmbnj1UZi1dncnDM03AmE5URit18tI45GtnWsk6d8dztaVj2VivV34OfzQ0IWDrDWvwXOAXgxo0bWbNmTU7ZLbfcwne/+12+9a1v8fnPf56LL76Yb3zjG7z//e8fdP4tt9zCL37xCz70oQ/llEciEZ566ik++9nPcv3119PT08PMmTO57LLLxmwRcPToUe677z4AzjzzzJxjTzzxBJdeeumY2vXwmIpMlnzWq/cW5H6KgUgqdvpKRUStf9/pK00xKn1HeFfVpzmhzyWtItT69+ITKc4u+SUt6SWkVZCnuv6SLvPUQeqKieXHL6S5bOzP6rV5ks/dLPjr+w0WTGBIoP4XfkRgyVvwzz4P4QuDlAiZWUI2Ho7QWtOPyhI3p5V8Ng0ZsQIgGzHE7+7DyXL8cI01bPWPq9FxHcxA2jOSY8UhnRwPCJ5JPs3jycfG0sWxoxRvflHxzmdMIkkwBDy7TPDfV0uSAet+1u3Nj5qprGs/J6tW5KWtqYIy+1BKR8gYZroJUz+KkFG0wFIQYUz9AEpvQansYDUKVF8BepPRjCuzHSMNUqtFSMsX2TQ6wOxFaDUIGSrA9ceP4QtjaEHkMIqytrLiHhHPTCZHVb+6dzcdkflWnllNEImGUXZuatNUVgoZd4JQmCZ2mcjZqXIsxsAau7KPKTvAlWtZBhkzs0JrmJe9Fc54sxXtv/e45fM/5/yC7vwD3H777dx+++3DHv/Upz6V8/f73ve+QXWOHj1KVVUV11032Cqlvr6eO+6445TXHw1z586delY7Hh4TwETIZ7oy+HX/r9mp75yIW5oUWkqbBpn8FytB0UONb/opAMBa1NX4DwwoUzQErHdPE+Pzq59ooqnycbdxuFZwvFKw4PgEzoFGitT2e0htvweA8AWfwlez1D3s1yXhfh/xqDF95bNJ4Bvf+Ab33HMPO3fuJBwOc/755/Otb32LJUvGPzaNSQHg4OSUFVmpHZTplGU9HBQox8Qj62E6Gh77Ueq6jpQSgaApvZ/Hko+Op3tjQwiOVSoi9rpEU3DxNoVUJt+7TmP5QZMLto/tLdNlEJ+ZWfDMPPYMhxsvJf06sgTQ+/+MkXoNIctRZkdW+Z9AloF5uij/herXk/ZvEhlYhjK7UPphu8yHFjoPX2h90cUMiPY14zuFlcyio4rbbtOJB2HjKskf1wvMInIF+GM0wsvBIItTaa7t7aPkNIu6cKod7ACIAumOJ+5i0DVrzWiYrbrKrZsjIAunLHvXLLue/a/ImJwVHKlNeKq/8RCPx2lubuab3/wmH/7wh8cUyd/DwyO/FFI+ezr51LRb/EtTw5SZTYGXGv/IjK5FyDy4HBaSqDzJ9ZVfoNT3+kvDCPDWyq/yYOf/R0t62WR3ZUS0lhzMSzv3nC/4w1mSeccVb3rRZMYEx0wUwbJBZf6UhKiOZW80TeUz05jQDZonn3ySj33sY5x11lnous4XvvAFrrzySrZv3z6mwMnZjFoBkK1kcR6gykkrYz8shZ0A0qmncuo5GiDADUojNQnKqveq/uq4bmw8vLxQcrzcpK4zU3b+dgVK55zd4B+lS5UpNPbOfxvHa9cx6+iTVJ98DVP4OF63nvTrJPq/UjpG8mWMlPVcsxf/FulJW/znYmKmBvo66Wi+hqJb/KMU85t+f8oxL2BAjZ2B5gOPmcxvEXz/rRPsQHYKnolk3v8N5aVsaD7OTH34L9jiEw9TEd/P0ws+jcI2e3UGJUFmYrCF3sxOl0IKZwfMbswWgl0Ns6txdiaZDI4Q7TGYb3/723z961/n4osv5vOf/3xe2nz66ae55pprhj3e2zt9TY89PMbKRMlnr6RfmdD7KiSRZBkXN91IaaKKLTMeozV2kGiynBXHLyzaxX+JbGNt9B4OptYxN/jS63bxDyCFQbs+d7K7MSKSWj+vNTx5+ooj4FCt9W7umSlIS8VH/qgmTEbRKheglc4YVL50VxnH6uMcnJOZn6eVfLb9vmFcNL9VMBfNBx98MOfv22+/ndraWjZt2uSmWh4ro8gCkBV0AWtCyKyHBn70KrNYyvL7cJ64E6YmSy/tpoxASASQVIPzlU4kJ2PkKAAkcOGOsbUllUFzw/kYvhD757+V/fML68tbjKTjT2KmpqbQILQapL/x9BUnGiFoqV1PINlFuL8NgIB+aleJi7Ypfnue4khN8S1nm30+/r2inH9pO3XQz5r4Xs44/kd2zHwHkPFnHWgDlvEZw93hykTIFuTMIOTMO25ubM+37PR8+ctf5stf/nJe21y/fj1btmzJa5seHtOV15t8lk+i6VLmdliumG/cNzWyMl0Q28DC8J9ZGX0QU72+J6dd/ZeSUlNjI00oyfyTq3mt/imUzE9eZs1Q3PTUxC3+ZeUCQmf91bDHZ7RE6ChP0VthxeuaNvLZ9vvgV+9nUMe6m63yG39W8DhNYAVrBqisrBx3WyNWAGRrlRG5QRkcHM3OQGS2vZlT137YbqAHHD8RE6lJ5msL2KGPccU9Tvxpxey28bVhSB8tdedyonolCoGhvd7NYqduZG4hizcYUFvtWtpq1wIw98ADzD/wh9Oes/hocSoAAB6NRjDbTp5232VW5/Nsn/EOV9C1Pcvs6LDK1hpbZHazLJHWzNrdyt7xckxdM2NVxnQt25TWo/CEw2EWLlw42d3w8JgSTLR8tsC3gG36tjzfxcQRTsVY3nIhdb1z0Ez/ZHdnRPhFP/ODzxGUfUS1jJJcimno+DwKeo2pk/41YAY559C1vDpjY97anHscygsRImsIZMV8ohd/9rT1qtuD9JTr00c+Mw1r53/g4j9zdXjwc1b8pgK6A5imySc/+UkuuOACVqwYf/y4kSsAVEZrLNTQH4OD60c2ZKUsfw5pt+U+U4GwA0KsDq7m5fRmjpnHhmokbwhTDUqP9uYXFSXjUHCbwscrqz5GZ/nicfZueqBUGjO9f7K7MWZMvRWlTIQoPnPAcH8bDc1/IpRoJ9w/MheKug6FZigMrfiWs1KNzI1LMkB7LoQ9cziTgkDkaJ3tiURYo5OZdR13ElHW/ldOXhkca9mBSWk8PDw8ioOJls8uDb2B/b376WdysjSNCXsaiCWqeNvWTxBND/ZhLlYaA69ydfm3CMr4ZHel6KiZQtkPFIrjJQfQTB+GzE9Gq3gwL82MCOEPj6zeQKuUqS6fHfxTrtn/IBR0H7XqFTB+08c+9jG2bt3KM888k5f2Ru4CkKU5diPJZpEdcMYJIuOmahCZx2zaDzGjWc48YMsPxDJf8+PnfaEP8OjxR9hU8tLIVgWjoLRPcePTJrPaFPdcINk9Q1DZC1dtMrlq88hfI0P60cw0iWA5hxovQzOSBFLd3uLfRimTdPxRrBR+UxTVi5F6DV9w9WT3JAdh6qx47cfE4qNTkr39OcUZRwz++V2am9miWLg8Hh/RV/1o2Tp33JCZ3FZg4tiUYSowTQOfz+f6m4E1fg2lypFygAbZ8UFDuEFmiuvT8vDw8Jh4+axaVnNr+K/4XftvORQ+VOC7GzvOQqumdxZrjlzBgcrXmNm1eEot/n0kuar8X7zF/zAsDP2JzX3X067PmeyunJbOUCv3L7sNM0/m/wDNVYI9DbCoOW9NDotvxroR1WuvSk4v+ax3hPkWR1pvDPzN3/wN999/P0899RSNjflxSR5FEMDMxyuUO4WA7W/m1spK0eCcp2wVsp19JmfiGWjCkWlLEBABFscWs4mXxnZ3p6ChHa582brWP9w99i/j7oU30lq71jLxd170YXKyv14wjZOY6SaUSmKmdqDM7snu0rjR44+jjC584XMRojjcOZT0cWDem1i57SejPnfpEXjTS4rfnl88S9qAafKRjq7T1usOzmBX3Vvc8cLZzcpMIpb0KsgShN1fB5iRKadmZufLai9jRqtw5qws7bOHh4dH0TDx8lm5LKcxPItDFK8C4MYtnyOSLsVvWtuk8ztWuwqQqcKc4CZC0gt6Ohya0Hlb5Rd5vucmtvdfhSrSwI0AFYk6Fpxcy56a/K5pvv9WjS/cbVDfmddmcxCRGvyzzz1tvROVCbrKdTcWybSQz0rq8ltvFCil+PjHP85vf/tbNm7cyLx58/LW9ogVACdbO6iqtYIOZIZPO9gMju+ZXeb4eNgaZNfC3tYquxpnd3JRtslIRtOMEKREkr3pPVYv8/Bcw0nFxa8pFrQowsnxTwKG9JEMlmH4BuSIL0JT8UKilIll0mN/QY129P6nJrdTeUdhJF9CC65CFFE8hxNVK8es+Tx3p8lvzy+edzUlJR9qqOO63l5m6AZLkilWp3JjR2zrP5dXa27Cr5UMGEcyqWEsbbA1/mh+a4jL+JAB7nhj74zZZq6as+vlTkSZnTUrfZbide5u6eHhUYRMhnzWSTtHjSNQBEllQukSFp1YRygd5VjpXo6W7SGkR9BMv7v4dyjmSC4CgzKthaSK0m+WA+AT0yfgYqEIyx7WldzDtv7hM8cUC/PaV+VdAdBSKfjkhzXW7FNUdcOafSbr8uwZoeJtxDf+M/5Z54AWxDdzHTKYiY+llGJL4hidUUVYBRH2jv20kM/mnG9F++9uJnuEzSCs43POz/ulP/axj/GLX/yC3/3ud8RiMVpaWgAoKysjHB6ZS8ZwjFgB0NHeS2Vt5aCh0/U7G2ibgTORiNxS27ZMZWl+hL14zNYup0iyoe+ntPrzk96kokfxlTvzpyEzhWTLqo/TVf76DVRl6i3o/c9g6oeAAFpwGb7whUhfA1behOllCSFkOUMbJ00e0kyPWpxJ+OFQLXSPb+woCCd8Gv9Tbpln/t3JjkEKgINt5fTU+CnTTXx+zfUtU+67JjCVsiYfewcrYx5ra6SVQtOEa+KalSErg+Nf5gjDXgAADw+PImWi5bMWo5nb+zaQ1Cbfta+x8wyu2vUhd6G/7uhVtEUOUxGvw0fxKOtPx+LQRs6L3UmJdhKlBE3Js3ii6685klqNqSRSTC95Kt+ERBcXxf4bAz97+i+kTS9O2Vwao86+PiJMKdi0yPo+N7a5++L5vUb3EZLbjgCgVc6DLAWAEIKmo62EZlURmG7ymdSsVH+/ej8ZhykHu4NXf7MgAQB/+MMfAnDpr3H+ygABAABJREFUpZfmlG/YsIGbb755XG2P+E2MRILDLjQG7UAOsSWZsc6wn6rr8KHcycWw839LKdmc3kyryl9u03c9ZebVPEYqkzmHHubV16kCwDQ6SPX8GkjbJSmM5BaUcRJ/yQ1ogZUYUzTt31DIwFL8kauKLhBgXevINckKuO8cwf/P3nkHSFXdi/9z7p2yM7O9wtKW3pEmWEFEEStqlGjUiOVFny8/E01syct7Ji8qJk+SmBiN0SDR5KmxJsZYAEEsiKKo9Lp0WHbZNrtT7z2/P6Zvgdndqcv9JLg795577nfmzp7zPd/zLa+cruCyZuAuiJR8q8nJ/OZmyjStwybDHBuorRmOv3w8us+PKceMrmsoqooQCkKAighblNspuICmaaiqAiJUCjs0oIesyqELIldHFOkM/NwMDAxOaFKtn73nXo6H9C3+892lDKgfzdayNczedm27Xf6y1gFpkqx79Ld8xbmFvwm/FkIyJGcNOUozrx59gPWtc5jgeOsYPRiYFR8THG8CMMnxOp8657PGeXWapWpPVeNYLth0C0uH/xmvKTlJNF8/TSHfpXHa5qR0D4B353tYhs3Bv/djfPvXIqWkHyUcrDwTf/mA3qefjbkkUOrvrXtiEwLmVwYW/0kqARgdwpVo4jYA9OlX1u5YjGtHuFxDcHaJCscIHdN1iaJE2gkCe8QhF7RQhlmEYKc/sf4rJ29N/IdYcnQjqt+FZsrArdQko3k+J7L4j6D79+J3fYDmq065TElDWDHbz8m4xb+ieRi4Z1nc7T8aLfjL2Rngr9kJAji7tZWhvs6z444o2csg/xP8Zc2N5J99CkIRKGr756IE3czaxoQJwGw2RWLPgNAUE/UyfF1wygm7riUkFuk4aLrG5zWfc6T1CGX2MiaXT0ZNYmkZgAULFtDQ0MBrr72W1Pskkvvvv5/nn3+evXv3YrFYmDJlCg888ADTp09Pt2gGBikl9fpZ+qr65PhyufqLHyNQmLbnQqx69utfE+xvdHi80rKJOQWPMMi6NsUSZT8n577IdvdpGZkccGDDGM7cdQXLhj+blP7r8gU5vuRui/v3fIR/3xrQI/raGOrot/wwH7rmMej8kb1PPxtzSaDU3+6PAgn/cisCbv9J1s+SRdwGgMBDbGs6DlpdouO/O7VWRD1EAUKGJqaoewgleAeBVeR00MfxMfslE3dI7B5YP0hQVyBQNYnSzb+DY8VXCyRCdrxT2dvRtc5LzmmeT1MoSfJRTFUIkXm1gnXVyqdT72HSut+Q79x73PZvTcksA0ZbpBD8sbCA6YeO7fljNfk4o/QzPnVNxuqI3fkKjT8ha7MkoswG/pIFSIkeSkyjCEJlsWKGLl2GK9eI6HkqyfPL0t1LWbhmIYdbI9lkK+wV3DvtXs4ZdE5yb55BeL1eLJZju++OGDGC3/3udwwZMgSXy8WvfvUr5syZw/bt2ykra78gMjDoraReP7Pil4kpYxYvFn8O5c5BKLopHIrXGxb/APlq59nDh9s+TKEkvYuh1tUZaQAAGFI3iQ+qXsZjTnx1hwFHJJN3pCBmUW8/BhT4GxnqPUyLa3Cv08+AwGI/iaX+UkkXVwRtrDWizYdPwD2s7bG2cWgy/NCCk5KuI0RgkgqUoJFMNE/q8psZuU/y+8c07npF5z/+qfPY4xrf/bvG73+n4eiGt1qzo5KPT/kZRwtHdni+oWAofnNu1zvOUvye9UitCd23D6kbWWkzAc1kQ48zKeHRvOO3STcbj7PoC9FH3YM5J2KUEQTHldAkEp5cAucjiWMiWWkJHWpDyJAcY4MOXZJEd6ylu5dy54o7Yxb/ADWtNdy54k6W7l6atHsfi0WLFjF+/HgcDgcDBgzgtttuw+kM/P23tLSQn5/PSy+9FHPNa6+9hsPhoLm5GYC9e/cyf/58CgsLKS4uZt68eVRXV4fbL1iwgEsvvZQHHniAyspKRo7seMyN5lvf+hbnnHMOQ4YMYezYsSxatIimpia++uqrxL15A4OsIbP1s55w0oFZXLf2Z1y06TYu2PKdlN47cehMsL/BVSW3c0PZ9cwtfJhS0y4Aav1V6RWtl2IWyXGxTwSqVLFqyTFgVdalN2FRceuRXqef9UbiNgCIUGrYdl4bIcty5LOPqUkbaqUELpRSInU9bF0OWKeVcJ1aglbmoeahzLTOituDxeyX/PBljYIoY5oiYcYGSVE3DWyO1sMIqbNt2Dfwmhwx53wmO1uHXdG9jrMQXavD37oUT9MzeJ0vgt6YbpFShu6vRsr24Q6ZQkNBfHkoHnpGY/EiP3e8qtGvNjMHykp/fLtKitRweEOeAiLoFSYCyWCiJodQWGsYGRpzCCq1BMc0EX4thEAJ/ou2LEes1IlH0zUWrlkYlQk3WuTAsYfXPIymp97jSFEUHn30UTZs2MCSJUtYvnw5d999NwAOh4OrrrqKxYsXx1yzePFirrjiCvLy8vD5fJx33nnk5eWxatUqPvzwQ3Jzc5k7dy7eqCSPy5YtY8uWLbz77ru88UbHLrGd4fV6efLJJykoKOCkk07q+Zs2MMgiUq2fzcw5i+GmEUl9T/muUlTNzMD6sZy6+9J2cf7Zxpl5f+LM/KcpMe/FrjYxNGc1lxf/iGLTbr5ouRRNZqcbcSZzkuMfnJn3RwSZ56nbbKmn2Vqf8H5LmiRTtqU3YaSluRHFHTK+ZL9+1lvpUjrKjj9aGba8CCGQugwHjcnw+WA5iFBbET0p6eESNaEHKnXQND8zLDNwHMnnzfzXjyvbpB0yZvGfCBSp0ffganYOuZhPpv0nlQc/wtFyiFZ7BQf6nobXWpDYG2YgUkp03zZ8re8RiAg8ATPRSg++1qUZmQQQYF+/mfQ59Ak53oZjtssPjsenbpaMr9a45waVI4WZNWBe09QcV7tc/Sjnb/0xn1T9BweLptDa4iLHbqOjUSqs8LbJbB0mOP4IERmnQihExrJIKa3E83nN5+12/qORSA61HuLzms85uc/JyRGiE77//e+Hf6+qquLnP/85t956K7///e8BuPnmmznttNM4ePAgffv2paamhjfffJOlSwMeCy+88AK6rvPUU0+Fn8XixYspLCxkxYoVzJkzBwgYE5566qnjuv5H88Ybb3DVVVfR2tpK3759effddyktLU3QOzcwyB5SqZ8pmuAq29W8euR11uesS9h7GHX4VHL8dsqcA6mqH4/H1IJP8R7/wgzHodQxzv6vdsfNiptpuc9T6xucBql6P4rQmeB4E6deyhctl6VbnBg+HfhPZIIrO5Q0Sh5colHUktBuu0xB9Q7sv/kt1bd+B39pSdbrZ72VuFczIQtytCU51k0jWDom5OsRdV2Its8mNlotEqOm6TpSCpy1TuTh+Cx3jiSVSrV4AzvdPks+uwfNZeOYBVRXnX9CLP4D+PG1vAEyzSNKmtG9m/A2PYPUEx+v1VO81gLWTv4hByumxZ3yJdcNF3yWWcacHF2nuJPs/x2hSI3JexejaB5sdlvAcgyhSlbBwUeGBxpJwHwVPSYFWwSbyfBloUtD1mpdl+gxg19iOdJ6JKHtEsnSpUuZPXs2/fr1Iy8vj+uuu466ujpaWwN/C9OmTWPs2LEsWbIEgOeee45BgwYxY8YMAL788ku2b99OXl4eubm55ObmUlxcjNvtZseOSLLX8ePHd2nxDzBr1izWrVvHRx99xNy5c5k/fz41NYmrHmNgkA2kSz+zHrVS3FKJxZ8YV+YRR6Zyyp5LGHp0IqpUsfvyKfBkv0GvzLyz0zJ+Q3NWMz3v/1BF5u1S9xbG2t5Otwg0W47SaK1lb8Fm/jnqcbaWJT5X1rzVetoX/yHMTU1UvPFPkDLr9bPeStweABKJaGthCceOSaSMuGOEkjYEMs2KoME54AaiCCK1G4PJH6TUEYqKIPAgFSFoqmnh0wOr+aLqi7jkWz9IBDLWxvuG4qSxYEiCe8wspJRI7RCabycCFcUyEqEUIrVD6L7dyBNxx78TpN5A4r9hicGTU8SR0pPoe3hN3NcMPZhZg6VbUfhun3Je2neQkb74Qi6s/mZKnFs5nD8eCGa7lsQkuxJRE0zoZ3gSgrBVWQQT0ISOh9zWRLhReI8s4ZTZ40taF2+7RFFdXc1FF13Ev//7v/PAAw9QXFzMBx98wE033YTX68VutwMBL4DHHnuMe++9l8WLF3PDDTeELftOp5MpU6bwl7/8pf37iUrW53A42p0/Hg6Hg2HDhjFs2DBOOeUUhg8fztNPP819993XzXdsYJB9pFo/azzcQvPXFqaKb3IyKn7hY3P5x3xU9Rq60v2F7MH8HVQ2967Sygo+SoKx/gbpwaEm3tW+q3xZuZz1fVcl9R7jdmeWTpe3aTPS70eazGSzftZb6VIIAETmFz1oTQ6HYESeQvghBKeUNtdGnqwgEBOiqIHYJwl4XB5qquvYWreVDyd82KlLh8MlabFFTh4pFLw3QTD7q+59ATTFjKrHLjqcjkoOl0/tVn/ZgJQSf+tSNO/XkYPujxBqH6R2KH2CZTC6/wCqJTONQu6cki61r83PTH8pt9JFufS2LqIxM0f495ADWSCsLDJ4hRXdNr0E3F0lBJVkXbZxTUsgk8snU2GvoKa1psNJTCCosFcwuXxyUu7fGWvXrkXXdR555BEUJTCWv/jii+3aXXvttdx99908+uijbNy4keuvvz58bvLkybzwwguUl5eTn5+fVHl1XcfjSV99cgODdJIq/cxTnUu+2id8rUmaGXd4Bn7Fz+qq18nxOXCbY7cirT57u4znFn8OXlPEfXN9n1WMOXw6Nn/vSK5sEm4uKbqfvpYt6RblhOaQN7n5KuIhz1Oc9Hs4M6UohmJCLR6K1P3IdnuI2aef9VbiNwC0+fRlyBcjJoNspFSDlKGasjLsrhGw2AQa6FIidYlAIhQFEOh+HdVspnbfUXYO297p4n/2FxrfWinZ0Sew6HfaApav6VviX/xLoMXeF4Da0gnsqzyDfgc/orzmc4TUOFI2id0Dz407w3o2ovt2xi7+gxiL/87xu1ejmAciRJdtZ0nHmTeAhoKhFDbuOG5bHXh7cmZ6M7ztsHOSJ/64z1N2/5GvfQ3sKp8diHVFgAhNMiI8eShhJZiIchwyN0tJyEM2RlmWMpJ4Jokfl6qo3DvtXu5ccWdkh46QqAGZ75l2D2oS6802Njaybt26mGOlpaX4fD5++9vfcvHFF/Phhx/yxBNPtLu2qKiIyy+/nLvuuos5c+bQv3//8LlrrrmGX/7yl8ybN4+f/exn9O/fn927d/PKK69w9913x7SNl5aWFh544AEuueQS+vbtS21tLY899hj79+/nyiuv7HJ/BgZZTSr1s71H6aMO71CMcYfOwOHNZ1D9eHaUfs7O4i8RCIbWTaKqbhybKz6huvhrFF1lWN1kqurGsaHvh+wuWo9JtzCsdjLWBIUTpAszLUxwvEG9fwD56mFj8Z9mdKmwxnlVusVgxJFprO3/Dl5T8ioTvDdBYdS+9HrtKiUjsE+/FWEJGPEmrtfYPqyZlgIta/Wz3kr8IQBSRygKOgGFVFFEbE1ZEY4Sa3NlpJ0MJaIhyn0j9AUQEmESmHSF3IJcXDmdx1qP2gd5Lpi4SzJxVzd3/NUc1kz7z5hjuwZfxK7BF3Wrv2xE8xkTU1eR2iG8zc9jts1CMfdLtzgxWDwNuK1Fx23XYIfnzlbYMiAzraXP5+dxmsvNGa74EnuYdReT9/2ZppxK6vJGBsaikB9rEBH9iwwpwkHlOJThOrjsFtFXRXkjRGfPTgbnDDqHRWctYuGahTEJASvsFdwz7R7OGXROUu+/YsUKJk2aFHPspptuYtGiRTz88MPcd999zJgxg4ceeohvf/vb7a6/6aab+Otf/8qNN94Yc9xut/P+++9zzz33cPnll9Pc3Ey/fv2YPXt2tz0CVFVl8+bNLFmyhNraWkpKSjj55JNZtWoVY8eO7VafBgbZSmr1s3zUxo43RkzSwvC6gNfk6JpTGV1zasz5kw7O4qSDs2KOTd03l6n75nbznWceU3JfYkruawBoMvM2Ck40BDojbSup9/fHLQvSJofNn8uFm/6dlUOe56jjQFLusWKCYFCNYO5aiZImb3i9oTowHgVf53hURm3O54vJ9egmmbX6WW9EyJhZonN+//gfKa8MJGNp6yoWMteEHMzCWRuin3DUSxmcdMITktQJ1Xvw+/3U7jnK2/63qK7oeCfzf5/yMzDOXFgSwZGyiRwun4IuTJTWfU3F4TXUFY9l4+gFSNV8/E56AbrWiNQbUdQShBKItfU6X0f3HX+32KA9as50zLbT0y1GDKM3LTlmDoD7vq0gFcHuctDUzB4shZTc3NDE7Q2NcV+zp2g6awbdGlZcISrWTIJQApOEpul4fX6sFkt4DNKlJDQitU1KGzgWiTX7xiWX9vDdHRtN1/i85nOOtB6hzF7G5PLJSd35TxTPPvssd9xxBwcOHOhyMj8DA4Puk1L9bPdRtG0DMJHdO/XJ4qz83zPW/m66xTBow0t1CznsG5luMWi2HOUvU36a1HuUNkpG7pM43HDzO6n3CLCOm49lWOyGxY4hzRwpd2e9fpZqHn/8cR5//HGqq6sBGDt2LP/1X//F+eef3+O+4zZPOptaqaiMnjSCcWJChF0zwpNGwGQca2sOZXUIW6KDjq5RLh5CEZhMJor7FXKWaxbPabvxq7F1wadt0eNe/ANsHnE1BysjC7W60vHsqrrwhMniL6UHX8vb6L7twSMKimUMUncj/cbiv7tIvSndIrRDP05YQm2BoDE3sxf+IaQQHDJ1bdGb42sEEUoYE+wntLsFqMF4V6EEasiG7xU42rEcRI94Muy5lkxURU15qb+e0NraysGDB1m4cCG33HKLsfg3MEgxKdXP+hfSorvx7jAMAG1R8TA0Z3W6xTBoQ4O/Dx6960lmk4Em/Mdv1ENqCwS1BYJBh9PjBiC97cs5m71Kr9DPUr1B079/fxYuXMjw4cORUrJkyRLmzZvHF1980WNvx7gNAI48Ox0+hFCCBj06e2MghlWPjtkQQctzqFhjsJyMEowvQwTzPAowW8xUKn25/PCVrNZWsD/vALkumPWV5IoP4rdmNeUNjFn8hzhRFv8AvtZlUYt/AB3duz5t8vQWdO82pO1MhJI5yYq2jLoGzWRjwL5lHQ6Xp22S/Ovk7DAAAHyRY+1S+1r7sEDcqoi4l4UUYFWBQMxYwPpssZiDii3BgSsQmxatFsd6lMnY2cYgzC9+8QseeOABZsyYkbDs+6tWrTqmhdvpdCbkPgYGvYFU62e5VRoN7hq0A4UIaRj8ILD4P7fw1+Qo7Rc/Buljh/sU3mn4AXrXc54nnI3lH/FR1Sspu9/JW9NjAFBL2ucIac71Zr1+tnT30g5DNO+ddm/SQjQvvvjimNcPPPAAjz/+OKtXr06dAaC8b/sM4xErTuR14BkEHkb75xOZXKItPyKmtwCKEJSb+3HZqsGc/uXeeMWMoa54TLeu6y1I3YXu3ZpuMXopfrzNr2B2nIdiqki3MAAI3UdFzaedjoFXfqCzub9gV9/sWMXuM5t53eFgXsvxC9u61AJ2lJwNRE8wAYU1EkMG4YkCETwem3Av4gcrY14adM7999/P/fffn9A+p06d2i4hoYGBQcekQz9Tyj04DzVg18oT+E6yi0J1L+Ps72AWbobkfGIs/jMMv7TwXuNtGbH4r7Xv4/2hL6TsfoMPSS76NPXu/2rpKNTy2LVXfa6Hpjwf2ayfLd29lDtX3NlGHqhpreHOFXey6KxFSc/TpGkaf/vb32hpaeHUU089/gXHIe6/CkVRwvEYxwohi34eoaQyMQQfdiBJTfBKGcg6qwbMQOFyU9LvpaC1e67WEoHHUtita3sLUroI5Hs3SAZSr8Xb/DzWwv+HEOlPQVpStxGrt/O/l1w3PLhE46nzBMsmZX5M+bzmZqa7jp0xV0rY4p3M5uFX4jMVoAgFKSWaX0cgwmOKkAQTZAURAXdXqUcyY4vQsejYsqj7xB4xSCY2m41hw3pXPXADg2SRDv1M92mYZNe8tLIbiUM5il+a8chA8lKH2sBJjjfSLJdBZxzwjsYj89ItBgCbyz9J2b2+sUrjstUSS/KjDUAoKI5yUM2Y+k3FMnR2WB/WpM42fy21A/yoqFmrn2m6xsI1C9st/iEU0iB4eM3DzBowKynhAF9//TWnnnoqbreb3NxcXn31VcaM6fkGdxfMYqG3GUrE0DbBTNi2HHwGwdaRoDNCtR1FlIU5YA2SqChBd5BAWQfV52PKa38jd2/Xd/99Jhtfjr+NpoLMrNeeaHStGb9rJSbbaShqpNaoUApA2EF2XlHBoKfoaL5dCAiWB0xfUkmz//g75aqEopbsWMSe3eqmj35sA5YQsNl8Kq6cMkzBOFYpZVBv1cMuZUKIoJerHqP0hn+VRI1uhLNhh0JjZShyLb6cqQYGBgYpJLX6md6iIrcOwKJnviE5EVRa1nNm3tOUmquRUrDHO4kVjbdS4xuGV7dhUZJX2s2g+6h4GWL9GLfM44B3DJC+jRqP6fj6WaKoqiE1i39Aya/EMeu/Oj2/3XGUAnNhWJnKRv3s85rPY9z+2yKRHGo9xOc1nyclf9PIkSNZt24djY2NvPTSS1x//fWsXLmyx0aA+P8agtZgGQnKCP4mYxpJAvVjgYi3RjCZTNiiLMIdEmoYSlIT+nKUvL+qS4t/HcHhssn4FSs7hlx6wiz+AYRQ0P278bs+iCn9I4SKKeeUNEp2IiDxt7yOr+V1PI1PonnTV1qxvnAEkfQqnTNqb3YsYgf64pvBvKXlCBVCThiKUIK1YZVgdtiQUhw8Ryi2LFhDNnguPLmEfkYdEMGZxqg0Y2BgkHGkWD9r3GBDek+MxX+Bup+Li/6HUnM1EDCuDLJ+ziXF96NJM2udl6dVPoPOqbRs4vyiX3BZ8U+4pvS7FJv2pE2Wfo0jUnMjKflgtOBwilKd6c5aWj95AtfaxfhrNsasQVyaF2uFNev1syOt8WWej7ddV7FYLAwbNowpU6bw0EMPcdJJJ/Gb3/ymx/12wxwmAm4YRHLGRD9wGcolQ1TsWMzkJMJtAu0DSxY9NAEF+8v/umuJ6r4adwsbxt7EB6c9yIG+PY+NyCaE4kC1jEH3bcfnfAnNtwtdawj89G1Lt3gnDtKDr+VNdK0+Lbd320rZ12/mcduNq5aM2JfZoSGnt7oY5vMdt93O1jG0+oqCWWNDmWUCE4miKMig+6oeGmCCSqzL5cbv1wL6bqgsTSRINtZ9NjhYKSLaBm1gYGCQaSRfP/O7wVd/YpRPBhhnfxuT8LY7XmQ6wMz8xxnreCcNUhnEQ/SCsNB0kAsKH0KgpUWWYXWTKXMOSP6NhOCTMQq7y1Okq2hutIOf49/7Ma6Pfo1346vhUztddQi3zHr9rMxeltB2PUXXdTweT4/7iT8EIOwqFnswXNIhPMdEP6GIDTr2mQUmHRn1TMNXCxmwDOnRR4+PZgqUpNFNOV26rrcg1EASIN2/F93ZvaSJBolAonk3otjaV59IBduGXUFT3iBGbnsBk+Zud14Cb0+GQ0WZvZAt8/upF4KiTly6pIRdrnEsq70QxyALiikUAdt+lArtbImgciwk5OTkBK3KgUEorCjLiHsZRMWfhToyXAAMDAwyjRTqZ+l0o04HBerBTs+NsS9PoSQGPaXAdIhKywb2eyek/N4m3cLFG77Ll5XLWdv/HZJZs27wIcm0benx9PRuewsx4BT2qCq7Wg9QlNM36/WzyeWTqbBXUNNa08arKnR/QYW9gsnlkxN+7/vuu4/zzz+fgQMH0tzczF//+ldWrFjB22+/3eO+uziSy+DDkOi6Hoh7DtWNFUE3DSGi3DUC04oiIucJt41YayLxZoSTRzSNi7+8gceST1N+VdfeSi9A12rxtSzF2/wSmuerdItjEEJPY84FITjcZ1rnp4FV41SaHJm9kH0tP48/FnXuw7bHN4yV9puwTRuEucKMUJXw+ANRVmNCCmxwciF290sS2hKLdZWFgJVV1/WYHTEDAwODzCQ1+pmaIzEXpijAOM0Mtn5CSRrdxg0Sj03pXmLxRGDRcxhUPy6pi39If5jn13uXs6ukiYLpFb1CP1MVlXun3RuUKlZ3Dr2+Z9o9SUkAWFNTw7e//W1GjhzJ7Nmz+fTTT3n77bc599xze9x3F5IARtuHRcB00MZCLIn+cGSbq9vZfdqcl+F2UkrqZpxJ7uYt2A5GrK86Cj5LHlZvY+SYUNky/Cqkkv4yH6lE8+3B53wV0uTOZNA5ijkFbl7HodVWTr6zveIigTF7dHZXKPhMmW0EKNA6/26LwgJyhxYiFIL/BFKK8EQhQ9teUbFj4V0tEXBpJZgFW0KgnQxdF4o7U4iantqbrg0MDAwygtTqZ/mjXRz91IH09z5vAIEfiYkJ9jc4M//pdItjkEB0qXDQOzqtMuR5ilF0FV1Jnu7e6Eha13FhG5JH7vjepZ+dM+gcFp21iIVrFsYkBKywV3DPtHuSVgLw6aeTNwZ1qQpAABH8f6z1JmIllsFJImoKCU1EoWOhmA1FBCzVioKm60FrdSBJjd9iZeuNN6H+cx3Fh4/iseRzqM8peM159Dn8CQWNu/BYCzjY9zRa7ZlRhz1VSCnxu1ZgLP4zD6H2RTEPT7cY7B0wm7GbFrc7LoBrV0gm7tR54CoFTc28Va1V13mkppaZrvYhDCH29zkdxRSaT0RoLiGi8obGp0D8WbQSHEgWE9rdCh4VUWNXqA0Ri3X0tclGahqtn63Ff+QIprIy7FOnINTkJtxasGABDQ0NvPbaa0m9T7K49dZb+cMf/sCvfvUrvv/976dbHAODFJNa/UzN9VMwrZ6ja3JQ/GlebSQIgcYY27uMsi3ny5aLmJb7fLpFMkgw61vn0qKXpFUGmz+XEUemsbni46Td49PhggY7FKbBGVVXVVzTJ/ZK/eycQecwa8AsPq/5nCOtRyizlzG5fHJSdv5TQdwGAF3TUFRTx0EcUcg256PdyiDo+SIiJ4QiwhdJXQehoPsDD9wnFA72nUhNYd+Ye+zvN5P9cSQ767VIJ1KrTbcUBjEI1JxTMOVMQYj0DgZC92P2NaELBUV2nOxv3B7JaZskq8ZlngHgloamYy7+d5TO5lDBZBQh0NEJGZMRBDPNBpNgSRmeZmLcWaPdXWVgEgpYl6Mnndg2IZKdAqDpnXc4/OBD+A8dCh8z9elDxY/uI3/OnOTePIPwer1YLJa42r766qusXr2aysrKJEtlYJCZpEM/0xU/UvSeTQiJyml5f8aiuOhj+VW6xTFIAgOsXzDI8xm7vVPTJkOrqbnDOPJEYtJg8wA4JcVFqaSqcnD+Fei5uSjQ6/QzCIQDJKPUXzqI23/r8IG6zk9G+V+I8EsR+zDCFiAZY/8JPU0R9SVQTMHyEG4bZl9hvCKeQJgx/JEzDYnJMhYh4lu0JJO85j2M2P5yp4v/EJN2ZGZk+zxn5/Vyl5X+B58Uzsfr8aHrOopQwgliojNcB7LKBueGNhNHdDiZDI5BsRFmwf9FbaqFwtCkTN7fXdM777D/e9+PWfwD+A8fZv/3vk/TO+nJNr1o0SLGjx+Pw+FgwIAB3HbbbTidTgBaWlrIz8/npZdeirnmtddew+Fw0NzcDMDevXuZP38+hYWFFBcXM2/ePKqrq8PtFyxYwKWXXsoDDzxAZWUlI0eOjEu2/fv38//+3//jL3/5C2bziZOZ3MAgmlTrZyDQj+aiaLYEvotkI+ln+Yoz8/7IGXlP08e8mejVg1U4MYmeZ9Y2yFyKTAepyvksrTJsqviILRWrk3qPH76spXzx77Xk8OV3bqdm6Ci8bm+v0896I3EbANweb9TsESTa8hKM8yDKnSN60gn8IhCKEklMA+FakEiJpmuBp6hI/M1mGtfmIfzZNMGkBqHkoJiHpFsMA0Axj8LsuAiz4xJQ7OkWBwBdMaGLjp17JLC9L7w3XlBdnlq54sUPHFLVDm3kzjo77j1eWve68NY1obtb0EPZX6VE6m0mkNCMQ2T4is9p7NgxsYlGahqHH3woVvjwycCxww8+hDxGXoRkoSgKjz76KBs2bGDJkiUsX76cu+++GwCHw8FVV13F4sWx4SaLFy/miiuuIC8vD5/Px3nnnUdeXh6rVq3iww8/JDc3l7lz5+L1RsprLVu2jC1btvDuu+/yxhtvHFcuXde57rrruOuuuxg7Nv6ksQYGvY1U62fuvTacGx0IPVuMbpJZ+b/n0uL/ZoLjTU5yvME3Su7j1Nxnwy3G2N9BEZldHtegZ7j1XGp8Q9Mqg8VvS3okoe34FZQTjpASd6M1oJ/tceGt8+B3+3uFftZbiTsEoLS8uN0xSeCBIghkko2ONSNoYRYibP0JWZxDUSBSDz19iS71sEVIIGjZbgXDmgOA7j8MUkMxR1xcVctYdN9OjC9++hBqGWbH3HDlikzBmTeQNVPu5eTPH0bVIzNBqxV+ebnChqrMkrctcwdUIoVgmNfL3XX1nOqO7MpM87/EyoOnc0rxFwxs3ogADuWN58t+V9Ni64sMDUhEvGGllJGZRlFDDmhRY1JsCqzQq+gdslA5mmQ53rR+trbdzn8MUuI/dIjWz9bimN55lYdkEB1TX1VVxc9//nNuvfVWfv/73wNw8803c9ppp3Hw4EH69u1LTU0Nb775JkuXLgXghRdeQNd1nnrqqXDM3uLFiyksLGTFihXMCYY2OBwOnnrqqbhd/x9++GFMJhO33357At+tgUH2kUr9DL+gZac1+W8qgfS3fMkY+9J2xyfnvsp296mUmquZnvt/aZDMIJV84ZzHJlfPs6f3hPGHZ2DSzawc+nxS9InyesmQzitXJo2c8gmMcZaypaGWKYV9Kai1oQmd2jIPuwe1Ik1krX7WW4nbAJCXH7W7GYzLCD+ggB9HzIcvw0v5WNcOJRgQEkoOIaVEKIESERItfM7XeGJl9e8MzbsdX8vfAQIJ5tQSdO0oUjuQZskMpHYE3bcT1TIs3aK0o/+B92MW/wB/PjvzF/8QifXabrHw3Ypy/nbgIEN8gbJTfdVdfLOiGhFVRqdv81cUbt/Nu6MfxGdyxNiNQ2NPoNRVyKsgogiH1F0J6JqOoiiBI8GxLJSEJjB2JW928R85ktB2iWTp0qU89NBDbN68maamJvx+P263m9bWVux2O9OmTWPs2LEsWbKEe++9l+eee45BgwYxY8YMAL788ku2b99OXl5eTL9ut5sdO3aEX48fPz7uxf/atWv5zW9+w+effx6TCMjA4EQklfqZr0VF+rPrb25oTucu15cW/xcWpfOcMwa9hym5L/O160J8Mn2exRLJl5XvJWexKiXz39e6Wt+9xwiLA+uoi+in5FNZlBeek1WpUFFjw+JV2Tq6KZLVP8v0s95K/N+TYBxH+AVRk0uosKyMfKdFVLvwTynbHw3NQFKiaXog4YMAJefEccWS+jH8dWRk91NqB9G8643Ffwah+6rTLUJ7pKTP4U9iDvkVWDU2+wZIryL4v/zYhaPooIauzd/IwKMfoEsZtCgH3VcVJbDLFZ1pNhgrFjI6hy3KEEh0RfSwFFSkFZGcCTuIqawsoe0SRXV1NRdddBETJkzg5ZdfZu3atTz22GMAMe77N998M8888wwQ2N2/4YYbwkqA0+lkypQprFu3Lubf1q1b+da3vhXuw+GIP5v4qlWrqKmpYeDAgZhMJkwmE7t37+YHP/gBVVVVPX/jBgbZRAr1M9WqR7XKNCTlpm2MyFlBqSliXLSK5k6vMBb/Jw4WxU2lZUNaZajJ3UOD/fDxG3YHIfjDBSrvjU+drqf2mYD9rP9EzesbFKH9vYsaLNicStbqZ72VuLfZQ+4aUbMCEPzgQ4iYH5HDbVPNEpyThAi4mQmBajKFT+u6jm2AG+em3lFepjOk1PG7VqL7D2LN/1aHbTTfjg6PG2QGUroCuyQZZH0UUsekxSYz8pnA4gerT+K0Z46s8bDXFN8wle8+ELYwh99hSKkNpb8WoSEskFmWqHYi5A5LrIIsguelEEmbY+xTp2Dq0wf/4cOxQXIhhMBUUYF96pQkSdAxa9euRdd1HnnkERQlYC9+8cUX27W79tprufvuu3n00UfZuHEj119/ffjc5MmTeeGFFygvLyc/Pz8hcl133XWcc05s3d3zzjuP6667jhtuuCEh9zAwyBZSqZ8Ji4a1wofncPoT3kZjFU7OL1pIv6gF3j7POAQ6/awb0yiZQSZhEuk1+HhVV1L795kFtYmZZuNCLRmGYj9+acUcl4nWXD0r9bPeStweAKFYjJhj0ekaQpadKFezUGiHCAZniJh24U4IuHBIVNWEqphQFRX7QB+OIW7oxUlZNPcnaJ4vkNoh/O4v2p/3bkc3DAAZje7bhtf5WjC2Kf1Y3A1M/Op37Y7bvLD41xp/+o3Gf/1FY8CRTN3Bac9wb3wZbXI9h7B7jiAkaFrAXRUCY5CuB+vGSsKjkYiZMELabWy0GcE4WYEITEhJ+tiEqlLxo/s6kCHyuuJH9yHU5JWYbGxsbLdLX1pais/n47e//S07d+7k2Wef5Yknnmh3bVFREZdffjl33XUXc+bMoX///uFz11xzDaWlpcybN49Vq1axa9cuVqxYwe23386+ffu6JWtJSQnjxo2L+Wc2m+nTp0/cFQQMDHoLqdbP8se5sJanIdPYMTgz/6mYxT9Af+t6Y/FvEMOcgl9xSu5zpMOLZX/eVj4Y/Lek3mPKNp3TNqXuvan5/eJq53CaUDSRlfpZbyVuA0CkYmN0bEbwXNANIxR7BtHuHIGSDaFIjlBsmQi6pYXzPxCVw0EIhCJQy+vRTb2z3r2UEr9nXfi13/Ue3uZX8HvWo3k24XX+A1/LPzC+0ZmPKeekjEkE6LPkYvE2HbPNuD2S//qrhsOV+d8tu65zVXPn7pvRlDu3cO7m/6LIXY0aWiiLQHyZqkaeT3icIeqvK7DlFZ50QvGzSlS5rMAQl7zPLH/OHPr95teYKipijpsqKuj3m1+TH0yWlyxWrFjBpEmTYv49++yzLFq0iIcffphx48bxl7/8hYceeqjD62+66Sa8Xi833nhjzHG73c7777/PwIEDufzyyxk9ejQ33XQTbrc7YR4BBgYnMqnWzxQLWIfUIpXOS7amErNwMSznw3SLYZAFKEJnSu7LVFk/Tfm987zFNFuPJq3/6Zt17nlJp1/ybhGDUjAAtTy+Cjz9DtkZt74Aky6yUj/rjXQh016sVTj8EGLOx++A4fX6MJnUoMtu9EMLTEW6Jmne04zXV0hO/EJmERrIWFcg3V+N7q9OjzgG3UPYUTOoJKNUTOyvPJMR249tZS5ohRnrJf86ObOdpmy6zmaLhT5+FyrHH2XMuovx+55nxZC7Ay7rInp3LDazLIQU4IhiS/Ae0btlIuZYcsmfM4e82bMDVQGOHMFUVoZ96pSk7vwDPPPMM+EY/o644447Yl5fd9117drs37+fkpIS5s2b1+5cnz59WLJkyTHv31Oqq6t73IeBQXaSev2saXczml7QFSWyWziUWlThp0mroLP3YBIeVOFPsiQGvYlRtuVUe1JbUSffU8rAhrFUF3+dlP6v+CDFnqiqBb1hN2rRYKTuRyjHHg3srSYqDuSwt7IlK/WzTGDhwoXcd999fO973+PXv/51j/rq0tgdjrgIffbBBxXKMRM4LaIbx7hxhEs1IPH7fChKwBIkgqbm6Di2ut11yLoKcijo/rvLMKT04mtZjsk6Eb93I9GxegbZiRCZFQcJ4LIdPx4LoLIu8797dSYT368oI0fXUYD/O3AoXBGgM8qdm6mrPkBpVb+o5DAyvJMVXfIKIn+FoewBoYlESokS9OyQyK7ozz1CqGrKS/31hNbWVg4ePMjChQu55ZZb4s7kb2BgkDhSqp/taICaAZhIXjZ1u1LHeYWPUGnZBECdbwCfOy9jtH05n7XMZ793fLitSy+gzjeAEvPepMlj0LuwivR4r+S749PPuoqqSQaluEiQfnQHrSsfArMNYXaQO+fB416Td0SlxneEikHlWamfSU1L+QZNiE8//ZQ//OEPTJgwISH9xZ8DgFBcBsHJJWShCVqcgi4aIZ8xJeSeEWgVivYIhmwo2O12TGob+4MM/KfpqBPv3lzw9J7FP4DfvQbdtxGv8//QveswFv/Zj9Qb0LWGdIsRQ4u9D3XFY47bruqwzIpcABV+P5c3t3B5s5MCTTtue00KyityEYoIK6zRsa8Bwhpw1F9hmxjaoMuZjPKDzWx/ifTwi1/8glGjRtGnTx/uu+++hPS5atUqcnNzO/1nYGAQIdX6mX9PKWjJLaXm0gsxiUgy2xLzXs4pfJT+1vWckvssJhHtQSlY3XwtUhojtEF87PVOTMt9BzSMoqC1POH9agrUpyFvulI4CPOgMzH3j2/Twuf0UdKnJCv1s6Z33mH77HPYc/31HPjhD9lz/fVsn30OTe+8k+Q7B6opXXPNNfzxj3+kqKgoIX0KGaffxMt/fy1yUfC/LrcLRShYrJZIzIYescSIQPHYDuIyQlZo2eZlINPjkR1H0bb1B2nuxlvKHHTdCVID6cTvXofu25JukQySgGIeidlxQUZVAig6uomJXz2GOI6RyWuC/7lKZcuAzJE9mlEeL/934FCX3Uy9IofPqm7hYOGkwIEOnW1iHWSj3WRF1BjW2tqK2WzBZDIBkm9ccmkXpTHoKi6Xi/3793d6ftiwYSmUxsAgs0mlflazqQm9ekBS3kdbRtve5eyC33d4rt5fyVctF1HnryJfPcQExxuUm3emRC6D7Oaovx+v1C3EI9NjTF498O+s67cs4f1e9pHO1StTFwZgHjqbnPHf7PJ1rRY/W8c04bGFDJRkvH7W9M477P/e9yPjYljMgDDJztN0/fXXU1xczK9+9SvOOussJk6cmLoQAK/Hh8VqIuIwJjGbTChKxPUhlIRRBCeVSGwG4aA0ISKxHmGnNRGasgITkvBrIFPjUpFMdM9G/O4P0i2GQRIQah+EsCDUElTrxIxa/CMlQ3e+ftzFPwRKA169UuP+a5Mdydk9NlstfJ5jZZrbc/zGUVikm2nVv+etMY/gseSHJ5eooaiN0bnN5BJ8qesSs9mMSVWNgJ0UYrPZjEW+gUGcpFQ/8woEGhKFZO+5NWud75QWmQ4ws+DJpN7foPdwwDsKEOzxTGJ96/lpW/y7TM181XdFUvp+7RSBwy2Y+5nEcnxnyR7j2/0h1lHzEOauZWqze00M3ZrLxvFNAT/0DNfPpKZx+MGH2i/+IRyzcPjBh8ibPTsp4QDPP/88n3/+OZ9+mtjElXFr/Qf31TBoSGy5BzXKRSyUlCHkZSailh9S14OxHrGThZR6cHIR4YenewX6kXKyydlW6q1onq/QtUMIJQ/VOgFFLUOoRobr3oopZyqqZUS6xegQVfOQ74w/FnLMXjD5JX5TZv7N/cth77IBAMAkffRr+IQdZcF68VEZZINbX1GzSQAZPC6AkPdsSIk+UZLMGBgYZBep0s8KXbuYzl/p32cbXj2HLe6z2O46nbH2d1jWeDv6MVTKMtN2pub+jT7mLbToxaxvnctG17kcS9crM3b0DRLEP47ejx9rusXgcF41upKc1blUBM+drWL1apz3RQr0Fb8b/+GvMfc/ucuX5rVayHEpuOzBzyKD9bPWz9biP3So8wZS4j90iNbP1iY8f9PevXv53ve+x7vvvktOTmJT4sdtAPD7AnUbI5EWMjCJRLLLhNuG55GglUYJlXiIepaB+A01kOVR10FRkLrkyMc2pCt7kkjpWgPe5hdARhKKaJ6vMTsuQjEPA5EL0plGCQ2Sgd/1AX7XxwhTOSbrVBRTWbpFCqMrZvyKBZPuPWa7fSXw+bDAH6s/M6oYdkiL0n3hLLqLUPqq0D5WeztxVCRsxNBMMPdV+Fw486yBgYFBBpEK/czhOcSMrQsxy4Ax1qK4GW9/i7G2t1GEpM4/iM9bvhEjl4IPHTNlph1cXvJjTCIwJ9nVRmYVPE6eWsMnzmsR+JFt1FGraGa8/c2EfD4GBoWm/dT601+xKceXZM8DKbEdW/VLLHr3q2+YdAWJn0zXz/xH4suuGG+7rrB27VpqamqYPHly+Jimabz//vv87ne/w+PxRMoqdpG4DQCl5YUxr6MfUSQJQ/Ahhh6MDFprQmlo9eh8D4EHFrBEC3Rdx1NjzqrFP4Df/VHM4j+Ajq91OebcyxFKPlIzDAC9Dak3BH566/B6t2LJuxLFVJleoYJIReVQn1Pof+D9js8Dz81S+McpGbzqj+Jdu52FRRp31TfQ1WHucP64qF2skAtZMFMWxEwigSRa0SObiNkUE6KjycnAwMAgvaRCPxtaszS8+I9GCY6Zp+Q+R5FpPxta59CqF1Bp2cgk+6vs9U6k2LQnvPiPZqLj7zRp5Yyzv80215lscc/EJ20MtHzB9Ly/kqfWJuTzMTCY5HiVdxt/kG4xqHAOoqi1gnr74YT37XBJ7npZY0yqimEIFbVibLcu9QqNllx/VuhnprL4NvjibdcVZs+ezddfx5aNvOGGGxg1ahT33HNPtxf/0AUDQEFRHhAywLRJyRCaNaKPBWYWQlZpITuw6wST0ASuFvibsy/uX/ft6viEdOJr/nNqhTFIExp+18dY8r5x/KYp4mjRSCoPfoAi2yeE+XKwyJrFP4BfEZTpepcX/ztsJ1PvGBLQbf16JDZLdGRnllHRs7GE20rZ1kvWwMDAIO2kQj8rcO87pgxCwCjbe4yyvRdzvNjceTJPk/BxdsHjAJSbd3J6/pJj3sPAoLuMsH2AX1pZ3XwNLlmUNjl0JAPrx1JvO5zwDesb3tVTt/gHrGMvR7F2L9R5R2k9UgmMLZmun9mnTsHUpw/+w4c7zgMgBKaKCuxTpyT83nl5eYwbNy7mmMPhoKSkpN3xrtLNVUDEWhMi4H4R/QBExHIjCMd3hKzOUV2FfzE5smt3TXZgDTc4MdH9x1aOUklZzedM2PDHDhf/AB+Mza5VrEWXzG9qjru9T1hZXbGAzwbdHFZ+ZbBcjAyOP6GRRo86pmlBxVmCHoxDiyTKksF/CX1rBgYGBgkmOfpZizXxpcsMDFLJGPsyxtiXplWGDwb/jS/7LU/44t/qlZy2KTUKirAWYJ9xL5Zh53b5WpfVz1dDaqnr78sa/UyoKhU/CpY4bmtlCL6u+NF9SUkAmEy6mPo7elqJWGQCHmQidDhgwRFtXDmCDTuy0ATcOgQ5FV6ac3LQ3Zm/O6n5duFz/hNIZbCNQcYiklsTuSsouu+Y572ZmfC/Uwp1jbwujOwKfvZXzkKNBIihKko4SUz7SLHALpiqRtLRhpLRiPAWWuRaAwMDg8wjufrZjtLZDDr6IYpMQXpxA4MkIKXApRekVQavyZ2UfnN8YEpVBUDVhFrcvXwKbquGq0JgCpV5zxL9LH/OHPjNrzn84EMxCQFNFRVU/Oi+pJYAbMuKFSsS0k8XV9qRirEhq4uux1pdJEQdCz6YkBUn6hBEJ3AIHlKgcGozWNvG1GcGUnei+aqR0mMs/g1iUK09c8VJJIfLp7JpxLfQRccr/Snbs2cZ69B1rmhy0pU0M005/dtYgoOTRlDBjU6CJcLHo5JkhX5Gx5QFL0yF74SuS/ZvqWfrp4fYv6UeXU/+81qwYAGXXnpp0u+TSBYsWBB+dqF/c+fOTbdYBgZpIrn6WYNtIB9W/T8aKEn6OzEwSDRuPY+X6h5moyt1C7W2+BQPews3Jbzf8nrJd97UUrZBoRZWdftat0PLWv0sf84chi1bysAlS6j83/9l4JIlDFu2NKWL/0TSAw+AkKUmkKVBBh+e1ENuGjIcQxaJRYuy0oQnGRl+uBKBOVdi6VeDd+fg7r+rBKJ5d6L7tiNlK7qvGtBB5GEs/g1CKJbRmHKmp1uMCIrKwcrTMWkuhu94td3p0zdK3h+n8/XgzPa0seiSpw/WMNbbtb+1LRUXBnatQppruI519L5YQF0OhblGcsvE7oKFxq6Y5FlJZMcXNax6YRstDZHwIkehlTO/OZyhk04cF1yv14vFcvyEsHPnzmXx4sXh11Zr+ss8GRikh+TrZ4cLTqLF2sxcz9OpeUsGBgniw+brqfEPT9v9dTTeH/Jiwj0AcjyS+/+iURp/lGTPUMxYRpzfrUv9is7hCnfW6mcQCAdIdKm/dBH3CiCSQibyOjxpiCirTOhn6ClFeZ4Ffsoo03KbpxWM4dD9AtlJ/HIqkFEublK2onnXo/t2AkGZZKr+0gwyHTXnFCyO8xEi82J/DvQ9Hb0DuUw63PeizvXvaqkZMbvJ3JaWLi3+W9QiVvf/N/YWnBwTRxYIIYu8Tykju2DRO2a6lOgy4mIWcDOT6HrkY0pmEsAdX9Tw1h/Wxyz+AVoaPLz1h/Xs+KImeTc/BosWLWL8+PE4HA4GDBjAbbfdhtMZqGzS0tJCfn4+L730Usw1r732Gg6Hg+bmwFi5d+9e5s+fT2FhIcXFxcybN4/q6upw+5AHwgMPPEBlZSUjR46MSzar1UqfPn3C/4qK0pfcycAgXaRSP8vRDf3HILvQpcI215lpu3+z5SjPT3yQbWWfJbzvMzfIlC3+lZIR2M+8C7VwYJevrbe52TCqAZdVy0r9rDcStwEg9LFHf76BsgzBhDOh+STkjhnTLmShCTeKeh3l2iEE7n0W/HsHIUT6dic196d4m19B6q2o5kExMhoYxJK5AfWayYam5nR4zqTDkEMyo0fMk91dS7K52TydfSWnR9zBRCQyTIRzY7eJEwt7wUaU3tBkFElIk3wjia5LVr2w7ZhtPnhxW0rCAdqiKAqPPvooGzZsYMmSJSxfvpy7774bCGSjveqqq2J24QEWL17MFVdcQV5eHj6fj/POO4+8vDxWrVrFhx9+SG5uLnPnzsUbZeBZtmwZW7Zs4d133+WNN96IS7YVK1ZQXl7OyJEj+fd//3fq6uoS98YNDLKElOhnSE7e+zRn+V5M1tswMEgKEgWN9JUY1xQ/TbbklLQccCR1OoF5wCmoRVXdunarow5Xnp6V+llvpcs5AGJ+isi/cKlZYt0xZNhHo60NOtpKHfjnb1Fo2mADmb5Fie6vwe9Zi+6vxtvyBkLJQ7VMSJs8BpmN5v4Ev3ttZIDKIGytNZj8rR2ea7DBB2OUjPYAOKp2bXiySSd+jzfoShaKK4sJa+0gwUwAQRvll4j+2z76LPEc3NbQbue/Lc56Dwe3NSRNhs74/ve/z6xZs6iqquLss8/m5z//OS++GFkE3Hzzzbz99tscPHgQgJqaGt58801uvPFGAF544QV0Xeepp55i/PjxjB49msWLF7Nnz56YZDYOh4OnnnqKsWPHMnbs8WsLz507lz//+c8sW7aMhx9+mJUrV3L++eejaUaSMoMTkeTqZ1VH36fq6AdJfg8GBolHFX76W75M2/3t3nwm7j8bkeC1zaDDMrCRkyIUW0G3rzXrCn6vPyv1s95Kl7cvZSgYI/pJxVhhRKi8LOE0jcEgDhllyYkkdQgmoBEC1wEz6XiIfu9mhNTQ/fvQvFsgmHJM+vfhbf4Hun9XymUyyBZ8CLUkJklJpjC4+s0ou2osB0rh3ckioz0AXsvN5frGZuINrhjj+YDyPYf5cNid+FVboCwMkbcYcR7roF6sACUmI3bgPyFlOeRim6yptqUpPm+HeNslkqVLl/LQQw+xefNmmpqa8Pv9uN1uWltbsdvtTJs2jbFjx7JkyRLuvfdennvuOQYNGsSMGTMA+PLLL9m+fTt5eXkx/brdbnbs2BF+PX78+Lji/kNcddVVMddOmDCBoUOHsmLFCmbPnt3Dd21gkH0kUz8bePSjVL0NA4OEc1ren3nt6M/wSkfK723RczhlzzzyPKWsGpIYD5rxu3Tue1FPWeZ/YS9FLRvT7esnH+3LAVMre4cENqWyST/rrcS9xeb3BfNwR3/CUXONjDYxE/Uw2zyRUIXamMNBq47sSqrvBKK5PsTX+jaadwO0yTeu+7e1O2ZgEEIoJajmqnSLEYOt9TDjv36CPjWfdtpmzF4YvTeFQnWDXRYzPy4roSvhbaWt2xh14PXAVCAESijRla7HKLjQue1DEhVrJiI6cjLnWUd+fMnr4m2XKKqrq7nooouYMGECL7/8MmvXruWxxx4DiHHfv/nmm3nmmWeAgPv/DTfcEF5EOJ1OpkyZwrp162L+bd26lW9961vhPhyOnilmQ4YMobS0lO3bt/eoHwODbCMV+plZcyVWaAODFFJm3sk3S+5gkuMVBlrWUmY6dshdMhh9+FQcnsKedyQl1y1P3eJfKRiA/dTbEUrPcl1V1tjJP2rKOv2stxK3AeDI4fqY1zLmFxn0IotkaAyHj0UCzMLWGoQIJNoLWX50SfM2K617kxejI6WO3/0ZnsbFuBsew+t8Hd1/OCCrWpG0+xr0boSan24R2lFat4Gyuq+P227Uvsy3l/4z18H1lX26dM2A+o+ResTCjBAIJTDUhRLHhLbIdF0nJiNN8LyImozCE1N0uawE03d4IY7CYy/uc4us9B1emJT7d8batWvRdZ1HHnmEU045hREjRnDgwIF27a699lp2797No48+ysaNG7n++uvD5yZPnsy2bdsoLy9n2LBhMf8KCrrvUtiWffv2UVdXR9++fRPWp4FBNpBM/czsczK1+g8UuPcl900YGCSZfNMRTst7louLf844+zspv7+CQmlLvx73k+eCqlTlBLYVYz/rP1HyuqaHdUbRYXPW6We9lbgNALoWZV+RkTgMGXw4QgiEEmuyCU060ZZmEXTXUEJJ/oSgdVcOLTtsoCc38Z/m3YbU60F60H078Da/gK4dwZQzjS6nQzAwAHR/bVorVnSEy1aKz3T83dSG1HvCdQt/F8MUVN0bHmegjZ4LCKEEk4wGy8zEzi+ReLOYTTMR2TVLAooiOPObxy5RdMb84ShKcu4P0NjY2G6XvrS0FJ/Px29/+1t27tzJs88+yxNPPNHu2qKiIi6//HLuuusu5syZQ//+/cPnrrnmGkpLS5k3bx6rVq1i165drFixgttvv519+7q3qHA6ndx1112sXr2a6upqli1bxrx58xg2bBjnnXdetz8DA4NsJJn62Sm7H2dQw+pOw8kMDLKRI/7Babmv01p//EbHwWsCf4qWLCLBOo9wy6zTz3orcX+FSsuL2h2TQYtLoF6jCD+Q8AMLmHPQdT0qi2PgP5JgWQdN0ro7+W6tQiiYck5uc9SP3/UhmnczhgOJQbeQzWjejemWIoba0glsGnn1MdW15hz4eFR2DJa7zCZ2meNPV2KVLs7c8b/YffXB6SAwvbTPgC1QFAVFEcGBMGB5DrmuR+d1CE1YyUyZMHRSOXNvGdfOEyC3yMrcW8YxdFJ58m5OIKP+pEmTYv49++yzLFq0iIcffphx48bxl7/8hYceeqjD62+66Sa8Xm84+V8Iu93O+++/z8CBA7n88ssZPXo0N910E263m/z87nnQqKrKV199xSWXXMKIESO46aabmDJlCqtWrcJqTW2YhIFBukmWfpbfspsKZ2bNbwYGPaVJK2OL66yU3/dA3nbqHO096LqKxyJSpr9JVx2ty+9Hep0J6a/MY2fwrlyUsKEyO/Sz3oiQcfpMvPz6q9GXBdwtgNBkoQgRmjsirYLBZKEkMgFXNIFEhrPPSq/gyPLEuYEeC6k342n8Y0ruZXBiINQKzLaZKOb+x2+cKqRk+pqf4XB17iP28Sh47EIVryU7Rsw5zhZ+eaSuS346DbYBLBv5UwjFrYVyXkXyYRE+EXYpEx0kdJSROFohuHLeZT14J8dH12WgKkCTB0d+wO0/mTv/ieLZZ5/ljjvu4MCBA11K5mdgYNAzkqWf9W/4lFOrf5+qt2FgkBSkBD9WQLLTfQqrm6/FqZelVIY9hRtZPuwvuM2JWUjntkrueUlj5P6EdHdMTANPwzZ5QUL7PNTXxe6qlpgsgIZ+1p7777+fn/70pzHHRo4cyebNm3vcdzeLmAeflK6j6X5UkzkyrwStyuGHFAosk5JQTRkRnowkwixRrDq6p+f+LFL60Hw7MFlGdXxeb+rxPbKBPHMJZsVCg6cGnUBJLIepAJMw0+Sr63KuTLOwIAG/9B637YmGahmTWYt/wNF68JiLf4BTN0OOV+Ohb3ZzCEghs50t3F97tMtBOoWuvZQ7N1OTN4a2jmwR11iiFGMRjDwLar8hRThwKmWVHhRF0G9k+x29TKW1tZWDBw+ycOFCbrnlFmPxb2CQVhKnnzXlVKZc+t6MXypskFVY8DFK7EUI0KRgm+yPDQ+DlMC8rUlQO5ludClQRNd0uBOdFr2YJUeehvDcnlrqbAd4c/QfEtqn0y74yXUqI/dDZZ1kxH7J7C+T872wVM1MeJ9lh3PYN6AFTQ0u7KPOZap+tuOLGla9sC2mZLOj0MqZ3xyeVA/NsWPHsnTp0vBrkykxenuPehGKgkmxQNSSMjCfxGaSDSeckZHADxGeeHRsg1y0bO15QLLm3YG/9U2EyOkwM7vf/UWP75HJ5JqKOKX8IkqsgUnbrbWwuWEN/R0jKM0JJB5p8TeyuWENg3JHs6nxEw60ts+YnWcu5uSSuWxp+pRh+ZPpY6sC4GDrTj6vW4rT3/MYpt6C1JuQUkOInmVHTSRCi69qhaJn/q4ywEC/Rl43k7vYvbWEBh0JiNBsEqUHiKgYMxH1XxlzPHpEM4jmF7/4BQ888AAzZszgvvvuS0ifq1at4vzzz+/0vNOZmF0UA4PeSiL0s2ZrJfvzJtKveV0KJe+dvKtN5ie+GzhECQDDxT6+qb7HYv9c9hPYjZ4otnGp+iHPaufyN8tPKRbtx7n/02bxiT6ah8xP4RCpLwubjVhEKwo+dMxpub/P5E5Ox0Kwp0zSaBcUNidPPxE5iU92reoCk08JGgAyXz/b8UUNb/1hfbvjLQ0e3vrD+qSGaZpMJvr0SUwSxph+u9Q6xngW+ejD7hdErDCBY8EWocU+EqkHaz8igut/ianCiVLnwl9biCK6b5MwWUehuT/G1/Im2M9FMQ8LWLN1F373anTf1m73nekIBDP6XEmeObJzmKM6mFgyK6adw1TA5JJzEEIwQcmh1r0frx4p76MIlcnF51BmG0BpTv8Yq1pf+xBmWa7mX/ueMrwBgmietYCCyXZGynaIj0XlgQ8ZtuOV47ZbdpLgL2dlR+LLj2xWZrisTHV3XdlpsA0iemKQoXQzUUloAqbmyK+BHzI0ZBlpZY7D/fffz/3335/QPqdOncq6desS2qeBQa8mSfrZqoobGNf6IqP9H6MKI1dSV6iXuSjoHJGF3Ob7Pr4olXub7M/P/dcSPcOsk8NZ5x8GCH7q+zaLzI+jRu3275Ol/NZ/GYNEDTYMHSxeLIqbEbb32eyanZb7bytdm/A+TX7Jt5fpnP2VxOIHLRmKimLGMuoihDUv4V37zDo+S+x4kqn6ma5LVr1w7LKRH7y4jcEnlSUlHGDbtm1UVlaSk5PDqaeeykMPPcTAgQN73G/cq+3w3BLKHhM1KLVNIyBCx4SITDLBSzVdR+oyXJJG1ySKArr5KIpUQfTM9VUxV6F5vsDX8g8QDoRiQ2oNQHy7otlKH9vgmMX/sQgpAQWWUub2u4Htzeto8NaQaypkaN5E8i0lMe2isZvyGJQ7hh3GjkAQMybbtIxY/Oc37mTU1r8et93XgwR/uCBzPBaOxxarlX/rU86Th2o4uQtGgIP5J9For4o6IoOuriImYYwMzyThCNiQp2w4TtbY/08tNpuNYcOGpVsMA4OsIJn6ma5aWaldwiDta/JMJ0YYZSJYpk3kDt9tWNDoJ47ELP4jdKQ3BI69rp/Bdm8/rlaXUy4a+EIfzv9ps2ggj/8xLTbCALrImXlP49bzqfa0TQaeXHYUr2NT+UcJ7/f6pTrnfRH5DqhJ+DrYpn0HU5+TEt8xcLDShYxZLGeufnZwW0OM239HOOs9HNzWkPDwzenTp/PMM88wcuRIDh48yE9/+lPOPPNM1q9fT15ezwwzXdtub597IRh7EZW4gdAcFDgoQrEdkuAzDFikFVUNJKqRfqQGrsNubH4Veho+Kn1Rv7cgtZYedpgd2E3d+yLYTHmMLzqzS9fkm0u6da/eiGKuQojMyDre7+CHcbV7e3L6jRVdxS8Efygs4ORDxy9+69MVdpTNYXO/y2MmBT00BhEqLyPCsWahQSq0M9Y2UlAPZtQW2eE0YWBgcKKRRP1Mqa1BKTB2/9sSXoR0wB5ZQRO5ANTKgm71v0EO5j/9N7U7PkykIPNbL8OiuLiw6EHerL+bXZ5TU3LPlYNfYFPFRwnfpra7JbO+Sq4BSCkYmJTFv9Pv5tAQL3V9fDHHM1k/a2mKb+Mp3nZdIToUcsKECUyfPp1Bgwbx4osvctNN7ceGrtAlA0DkQ48KviA4iXTwBY92Nwu4dAhUoaIokS+uIgSeFgUbo8HSs/icQBLAY7tpZDtlOQMYV3gGpTn9cGstbG9ax+bG1Rz1HEqZDE2+2pTdK/PJnMW02Rvf7kxdfubI3BXWW+OzDta77awU51GMGSVaQ4tR1kSwRFbwVQdzqYw+HmVtNjAwMMg0kqWf9W3+gqtKnkIVWjLFzyqkhBe0mWyRA/lv87PhY3/VzuZp7QL2yHLsJC8+f7vsx2AOJ63/3k3q9J9WS2NSblfkBEuS/xzVwp67mHfE1tp9HKySFMtCFCmyQj9z5Me3yRdvu55QWFjIiBEj2L69ff62rtJle0n48xWxcWTRDWSo2GykaWR2EoLw/xQF1azi2pEPsuuL/2jXNil9+Fr+CbL3JkUpsVYys883KbcNRBEqdlM+E4pnMLnkXOq9hznQuiPpMrT6m9nt3JT0+2QLun83UvqO3zAFNBbE5zJ97980Fi/yc/ffNKoOZvaK1iQl5zlbuP9IHffW1cd1jcWsoO06QEtDCz5vMPRHymA0bIioTNgdETsvheNos9N0YmBgcCKQaP3Movg4rWaJsfhvgxBwUJbynHYu6/ShAPxRu5Af+29mp6zEj4kmep7YujOe8l+IJo3ZqCt4dRtv1d/FLs/0lNzPL7wcytuVlL5r86E1mWtNswOlaEhSui4rKKFlpzOr9LO+wwtxFB77A88tCpQETDZOp5MdO3bQt2/fHvfVZQNAdI4ZPeiLEV6IRx8LvkYSTCwTKtkQaKtLidR1pE9Bb+reN1lqtfhal+FreQtP45Povp3d6idbGFUwHbWDbPND8k5ieP6UuHMA9AS31kKeuTj8uo9tMCeXXkCuKfn3zkikB7/7s3Zxlulgf+XpuHKOH55R0AoOD0zdLqmqSb/cnWHVdf5wqIb/PVLHN5wtXOqML5yn0NzEd3J/Rf/WjSiKgqvVjc+vRWW9FmFNWRECRcRknEGI2PwXAlAEKELp3N/TwMDAIM0kWj/r61yPRSYpg3mWc6PpXyjoXOu9j0d8V/A7/6Upu/cncjS3+u5gqx6o7tQqrTzrP4f/9C3ggAzoZz5pxKtFs6LpVnZ4TiNVHgDrKpfjMbcmpW+PRfDPk5PzPoStCMesn2CpOiMp/Q+wFXGhaSw2rylr9DNFEZz5zeHHbHPG/OFJSQD4wx/+kJUrV1JdXc1HH33EZZddhqqqXH311T3uO+4QAF3TUVQlbCiO/omMLcIQds0QBFM2RI5D2NAMEjR/fHFlUkqk3oQQZoRiD8ikt6J5voz3LWQ9RdaKDo8rQmFyyTkpkaHY2oc5/a7H5XeiCBWragPAoeax4vALKZEhk1Ct0zHlZEYSQL85l7WTfsCgPe9ScjRQrsTuOtJp+8OFsHJC+uXujG80tzCtG5n/AUzCzxn1z/Jm5SQUW9DAKCLxrj6fH9VsCkwuQQJjWdDyHHI/i7aPxObWMjAwMMgIkqWfKf5IhSCDWApEK+Winr2ygt9ql6f8/u/qU3nXO4VCnLiw4gkm0Po/bTblNDBS2cMzll+mXK5MpFUrYLv79JTec1jdZJzWBg7n7UKi02A/fv6ieCltlPStS44yYhl5IYq9+PgNe4BDsTCqvoxtfZrJMWWHfjZ0UjlzbxnHqhe2xSQEzC2ycsb84UkrAbhv3z6uvvpq6urqKCsr44wzzmD16tWUlZX1uO+4DQAtzlbyCgIJTaItNdEhtiL8nwihY2EPs6jj7jozzRtsx7235tuHv/VdpB5wAVZMg1EtI9Hca+IVP+spyxmAQuZkbreZcmNee/QTU1FQTCWIDrwy0oXXWsC24VewjStQNC9nrbqj07bb+wpkBhguOuPs1p5Zz3O0ZsqcmzmcPz54RIb/azKbwq5joazYkbBZGRzbQlrycdzRDAwMDNJIMvSz4UfeYtTBvydX8DTgl4K/aOfyinYmLViZqXzFLaY3KBcNXeqnWdo4IguTImP8CBqITQCtoXKQEsrlUTzShFX07gpY8dCqFyJTrD8Xuss5a+dVAOzP38Y/xv4uYX2fsllyRpIicU0V44/fKAEUN1oQOkQcVTJfPxs6qZzBJ5UFqgI0eXDkB9z+k7HzH+L5559PWt9xGwBUpWN3oug4DAgkkom1KccmoAkckfhdCg2fO0A//genqAVIvTn8WvfvQvcnJ7YmExlZMI2JxbPSLUaHSCnZ2fwVn9W9lW5RUoSCyXYaqmUsiBwyLSuconnpe2g1xUc3tompisVjgl0dO5RkDHoCXPUU6Q3Hhyki8omEIzZEqKhMMFW2aPtEZVgrTpUJQNc19m/agLOhntzCIvqNHouiJFd5WbBgAQ0NDbz22mtJvU+i2bRpE/fccw8rV67E7/czZswYXn755YTUyDUwyBYSrZ/1b/iECQdeTJK06aWVHB73X8whAuFy27X+vK1P5e+Wn1Asmo9zdYTntHNwkxkVgDriSzmcsz2P8GfLQoYqB9MtTtpo0sr43HkZ0WkyU4HTUs/6Pqs44tiLX0lsnqgiZ/L0Tv/+z8BkxVQ2BsVRmrT7QGDHXie79DNFEQkv9Zcu4jYA2HJtxPwBRU8akjZ/WwH/MV2CEBIhQ9lmI4/Otc8S1+IfQCh5KJbh6N4TJ/ncAMco+tiq2N70BeOLZqRbnE4RQjAodwxf1a/Aq58IsYISxTQQoSQvwU93Uf1uJn35KPnNu4/b9u/TBX8/NXM8FzribYedU909+05N3f0nvurfyu6SqFKXoQQyMjKphHfJorXhtlblFMww2z75iOXPPInzaKTSRm5xKWcv+A7Dp5+WfAEyBK/Xi8Vy7KoPO3bs4IwzzuCmm27ipz/9Kfn5+WzYsIGcnJwUSWlgkBkkWj8bemRp0mVOF/nCxQ2mt3jIf0342D5ZzlP+88kRXg7IEv5D/TsDlCPUy1z+rJ1Ls8zhFtM/KRNNNEk7S7Q5/Nr/jTS+i/jYTxk/9N3Kq9b/TrcoacGt5/Jq3QM49Z67S3eVdX2Xs77y/YT3a/VKZqxPngHAs/5vgZ8ILMPPwzLmsqTssAsE49cXsn2Yk5Zcf/SJjNXPehtxZwk51mcrkcHgi8iXMvjcopLNxmZ41NxdS1AilIIutc9m7Go+p5XPY0jeSZxT+e0OE/9lEibFTH/HyHSLkSIkfvdn6RaiQyoPfhTX4h/g4jUSmzuzvBfa8nqeg+X244cIHQur3sLJe56mxLkVIDZZowjVlZVBQ3JQEZbRFmjCg1+o/myy2PbJR/x90YMxi38A59Fa/r7oQbZ98lES7945ixYtYvz48TgcDgYMGMBtt92G0+kEoKWlhfz8fF566aWYa1577TUcDgfNzYEdtb179zJ//nwKCwspLi5m3rx5VFdXh9svWLCASy+9lAceeIDKykpGjjz+ePLjH/+YCy64gF/84hdMmjSJoUOHcskll1BenpxYPAODTCXR+pndW5dwGTOJKUr7ctG/1+axyD+f57XZzPD+ignuJ5nqeZxf+a/kKe1iTvX8junu33Gy5/c84p+PlkEhmcfiCzmc3fqJOSZucs1Oy+IfYMr+81D1LlVa75gonaW0UXLv33QKkpNbsO2N8W57C+3w10m7g81lYtSmfBQtpHtlrn7WG+naKjz46co2n7RAxD6Q4C8y8mswc2PoeQnM+bFxSZp3C56m53E3/AGv8zV0/4HYW2uJS6CRCRRayhiZP40heSdhVmLdyCxqZNGjiOzI5GoSXS/jmK1Irfb4jdJASd36uNvm+GDc7sweLv1C8L3yUm7uU86fCvJ4Nj/3+Bd1wtDa5YE4sujJQxI5Fow4C7yWgSzYoXFOBrJi61JGz8UJRdc1lj/z5DHbvLfkSXQ99eW4FEXh0UcfZcOGDSxZsoTly5dz9913A+BwOLjqqqtYvHhxzDWLFy/miiuuIC8vD5/Px3nnnUdeXh6rVq3iww8/JDc3l7lz5+L1esPXLFu2jC1btvDuu+/yxhtvHFMmXdf55z//yYgRIzjvvPMoLy9n+vTpWRfCYGCQMBKon9XbB6dC4qThkSY+1kZ1ev6I7GhDKTrhmEITuTGLfD8mDlMcTraXTbRmcKhCMqnxxVcaORnY/LmUtvTvcT9lDfA/f/bz8yV+fve4xtg9qdXbfHuSu/Fg9iuU1FoyWj/rrXTRPBUYIMNuGMEMM4ogkkws+ABEdMYZGfhdhKw1EnL6+Wit1tBcKn735/hdK8J30X078fqqseR+A8U8AN1/CN3Xe2L+p5bOZWjeSeHXk4rP5qOa1znoCpQxHJw7Ll2idZsDrTvSLULKEGphukXoEE3tmmLiz4YNDCH4xJbDJ7YcSvwa1zU5u9WNzXs0YEUWBKtcgxQyqBzLsItsYHgKxsYGx6zo+rLJ8jLbv2lDu53/tjTX1bJ/0wYGjJ2QJCk65vvf/37496qqKn7+859z66238vvf/x6Am2++mdNOO42DBw/St29fampqePPNN1m6NOBG/MILL6DrOk899VR47li8eDGFhYWsWLGCOXPmAAFjwlNPPXVc13+AmpoanE4nCxcu5Oc//zkPP/wwb731FpdffjnvvfceM2fOTPCnYGCQ6SROP9tcfhF9mr5CldmXQK5ROviW90dslgN5T9zJQKV9JZy/aKmpmpQJ9OMII8S+dIuRFnKV9G7WeNQEJMcWMHJ/z7vpLtKf/NBeq0fNaP2stxL39nK4RmzY6hK0tgRNLiJ0OhRJJiIX6tEZHAk+MFVSNM1JTmULfvfqDu6o43N9iN/zJV7nK/QW545BjjExi38Ak2LhlPJLMAkzg3PHMyx/cpqk6x47m7/E6a9PtxgpQ7Vm5vM5XHFy3G0b7fB1VXYNl9N6kA+g3jEkXNoqEiYbUI4VRcQoxKEJKLRHJgjtkImkTTDOhvj+fuJtl0iWLl3K7Nmz6devH3l5eVx33XXU1dXRGqzSMG3aNMaOHcuSJUsAeO655xg0aBAzZgRyl3z55Zds376dvLw8cnNzyc3Npbi4GLfbzY4dEcPh+PHj41r8Q8ADAGDevHnccccdTJw4kXvvvZeLLrqIJ554IpFv38Ag40m0fnbUPpj3h95NnX1Iyt5DonjMP48NcjAaKjf67mKLHtmFdcoc7vd9mw/01GQ6Tz+Se03/h3qC1q8da38XhcQm4IuXGsduGuyHe9zPkQLY0ScBAnUTU/nYpN/DmefLaP2st9IF//Jo94rI7zEuG20JDToiOPGErgmeVnMk9gGHQHas2EvtAP7WZZ2ez0YG5o7p8LhFsXJ+/39jWtkFWeP2H6K/fSTD86akW4zko+RjdlyAas7MDON1xWNxWY9fv1UCr5+i4Ddlz3CZp+nc0tDYrWvdSi7by84JTCiKElGOgwTmligbctAdNqRTh63NRBaeiSa3ML6ssvG2SxTV1dVcdNFFTJgwgZdffpm1a9fy2GOPAcS47998880888wzQGB3/4YbbgjvRDqdTqZMmcK6deti/m3dupVvfetb4T4cjvgTa5aWlmIymRgzJnY8HT16NHv27Onu2zUwyFISr5/VOYazr3BacsRNIm/qEZm3y/6c532Yiz0/5xrvfUz3PMYz2tw0SpdqBI9oV/LJMcIhejOFpgOcX7SQPCW1IcQSnfV9ViWmMyF48nyV5jTktlXy+2MedObxG/aAxhwPjYXejNbPeivxhwDEZFwUgckj7LIRQraxwAhQQERbodt0peT0LMlXtnGsWHm7Ka/Tc5mMRc2hNKcf25rXpluUpGDOuwYhrAglH5Ghxhmzt5lTP7kfk3Z8Y5kArn1PZ9xuyeb+gkY7vDcx897XMK8XRcIEj4cFjc0M8nfNHVVK2FI3jI2D5+NTilCJ3vgKOpKFzM7hODMRXriGYs0AlKAFWiSp3mu/0WPJLS49ZhhAXkkp/UYn3xofzdq1a9F1nUceeSQwOQMvvti+PNi1117L3XffzaOPPsrGjRu5/vrrw+cmT57MCy+8QHl5Ofn5+QmRy2KxcPLJJ7Nly5aY41u3bmXQoEEJuYeBQdaQJP3MbS5MjrxJRMq2Y7TgazmktziRdplq2ZcdspLpbE63KGmhyvo5A8v+nTr/QCSCv9UtSvo9BQqzdlzDmMOnU5u7l3rrETb0oCLArj6C229Vue9FjREHjt8+EVhGXIBl+HkIc3IsD5qus/XIbg6N17FouaiqmrH6WW+li1UAolIuRiGDyRlCppnIpBOcWKLjzcLdBB6kyWbH1v/EUdh6Y6y8y+8M5y/ojUj/PnT/XqTelG5R2iMlFk8jquaJa/EfQpEweYfk6pU6s7/MTKvpA0fqePnAIf67rr7Li38IjDubnGfSYqmMMdzIUO3YYAKZWGey4LXBiab9aJecCUZRVM5e8J1jtpl1/XdQlOQlbmhsbGy3S19aWorP5+O3v/0tO3fu5Nlnn+3Qxb6oqIjLL7+cu+66izlz5tC/f8Tt9pprrqG0tJR58+axatUqdu3axYoVK7j99tvZt6/7sal33XUXL7zwAn/84x/Zvn07v/vd7/jHP/7Bbbfd1u0+DQyykWTpZwcKJuMydZQwL3M5X12TbhEyirFiF2OV3pNDqzt4pY1mrZwWrSRl9xQIyloGUHV0AhUtPfcabbEJWnJSt8BVy0YjzMnboBVCsK2lDsxqxutnvZW4PQBkm59EQs0IBW4oQoIMzC4RC04ovixYdzb44KL7Kzn5DA7Ut6K3tE/W0tvY0byOkQUnYzN1P6N5JuHyN/PugWdxac3pFiVp+F0rw7+bbGehWiclpS5qVympW8/QHa+S23qo3d7O8fhiMLw4Q2VHpcjYcoD7TSbGeHsWv1dgq+eoz4NN5AYSygQ/KSll4BkGJ5pQcplwAprg74FENBDlO9AjeY7F8OmnccmdP2L5M0/GeALklZQy6/rvMHz6aUm7N8CKFSuYNGlSzLGbbrqJRYsW8fDDD3PfffcxY8YMHnroIb797W+3u/6mm27ir3/9KzfeeGPMcbvdzvvvv88999zD5ZdfTnNzM/369WP27Nk98gi47LLLeOKJJ3jooYe4/fbbGTlyJC+//DJnnHFGt/s0MMhGkqWfaYqZVYPvZOrW31EsMk8/80gTO2VfRit7w8f+TX2D57VZOLGnUbLM4Azla/5k/gUWkfrqMZnCDtd0ljbegT+FlRAkknWVy/mycjlusxNF75nhXkjJ+Z9Khh1Ika4mFJTciqTeQkOnwJGL2+/DJkTG62e9ESFlpxFiMfzt1VfCH60QIlyOAYi4molY9wzCluYO7DTBQ1JKdE3n0GcH0fZ9iu492rN3lMFYFBtnVFxGWc6AdIuSMNbVLWdL06fpFiNFmLEW/BtCSUMwVhvymvcw5fNfosju7d5/MEbw6LzMLgMw1eXm6UM1XaxV2p499sl8Ovw/QKiEMs3EWJQlQZdZGR6YQv+NDI+R7DRXXHpZDyU6NrquBaoCNNSTW1hEv9Fjk7rznyieffZZ7rjjDg4cOBB3Mj8DA4Oek3z9bD+3WX6KKYMWkvv0Ui7z/ow68jlLWccpyibqZR6vaqdziNTt9GYukn9afsRYZXe6BUkrXt3GkiN/xCvjzzHTU77qs4KPBr+asP6ueU9j3urULW5NA0/DNnlBSu61vbyR2iG+qFh/Qz9ry/79+7nnnnv417/+RWtrK8OGDWPx4sVMnTq1R/3G7QGgazqKSSFceoFARFmg/mLgo1dEyFkj+sF1vDMZnH9Agu6XtNT6sGiZ6YqcKAT0qsU/wGH3iTO5KJZhGbH4B+i/771uL/4BztgoeX6GpKYo/Z4MnfGZLYcflZVw59F6ynswNgxs/ZwDDWvZVzQNgpZlEZxkQhOICI5VIeuzDMXRBglspMmUeH4oipryUn89obW1lYMHD7Jw4UJuueUWY/FvYJBikq2fueq8iL7JXYBE6fdx4cXEEQoBWK5PZrmemdV50kUBLSf84h/AorgYmvMxm1ypKf0o0fmy8r2E9edwSc7/LMmLf8UEuh9MOZirZmAdPS+594tiSE0+jf2P4rPIjNfPtn3yUTsPzdziUs5ekDwPzfr6ek4//XRmzZrFv/71L8rKyti2bRtFRUU97jtuA4Cz2UlhcSQWLJScQQn+1EPxGsFZo+2DENH/keHgDoQAv7MZk/MzyMQY607INRUxvmgGlfah6FJjd8sGvq5fhU/3dHpNsbVvCiVMDYNzJ+DT3dS491Dj7t3Zt4XIjMU/gL2151ltB9RmtgEA4J+5DqSUPFzbM8+gfo2fsafgZBQlFFwGkeQyhHfDZEhhDs0vIupY6BqDGH7xi1/wwAMPMGPGDO67776E9Llq1SrOP//8Ts87nc6E3MfAoDeQTP2svHkjF5b/EVUkb4NmpTaBh/3f5FnLQkpEfOGEH+rjkiZPb6AVC7/yfQOz8HO+soahysF0i5RydKmgSTPWOL9TicCv+GixNiSsv/51YOl6CqQuYRo8i5xRF4JqQSjx54ZPBAqConoLh8rcGa2fbfvkI/6+6MF2x51Ha/n7oge55M4fJcUI8PDDDzNgwAAWL14cPjZ48OCE9B33kzaZAk2jQspiXM5MIuJ6hgB0HUVVgmVpAxeEH1DwGcvgtUc/W4WSRYt/q2Ln7L7fiorjNzM8fwrFlr4sPfgskQwWERQUxhSemmpRk86IgkD5v7GczoHW7Xx4+FV0eqcnh+7LHANHi6MvBc3VPerjUIYv/kMUJqC0i0RE7S6FHcgIJYwOpM8SgRDZkPusEIhQXGzYKS07PrNUcv/993P//fcntM+pU6eybt26hPZpYNBbSZZ+ZtWcnLn/Mcymzjc2esomfQA3+36IDxMP+b/F/5r/EHO+RVpwCG/MsRpZyBP+i5MmU2/Ah4XfaN8A4H/5JneZnuc/TH9Ps1SpQZMm1jivYkPrHDwyD5XkfX/bYtIt5LmLac5JTDhzbbKLgwkF1VGKMKcvZ0as90/m6We6rrH8mSeP2ea9JU8y9OTpCQ8H+Pvf/855553HlVdeycqVK+nXrx+33XYb//Zv/9bjvuM2ADjygvEzobCyqNQBAlAUQSjRLBI8jW7M+TkoSsQlLWKxITzB+BqP4juaeclljsXQ/IkdJvEryalkbMFpVNgG0+CrYXvT57g0JyXWSsYUnkZpTv8Oeus9VNqHMSx/MlubPku3KElB6nVo3i2olpHpFoW9/WdRcfhTVNk90/DnQwX7SzN8MSsltzQ08t2GnhsH9zimBlzElFjjnBABC3TEaZawq1lYDNqMbwZJx2azMWzYsHSLYWCQFSRLPxtQvxqzTO7iaYl2Hr6gKvqSNpNqvYJrTUvpK46yTh/KM/65jFN2cZX6HiWikTX6aP7kn2vE+XeRX/qvYpayjjFK5mxkJIv3m77DRte54ddaChMACgST9p/D+0Pbl8vtDnUFgjUjBNO2JmF32+zAfvodqIU9r1LQXXQkdQ5XwPaYofrZ/k0bjlmiGaC5rpb9mzYkPHxz586dPP7449x555386Ec/4tNPP+X222/HYrHElFvuDnEbAISImlSClhcZissIx5zJ8LOzFuTQ0urCZstBUZSAdUfEdigAzR1/6bJMochS3um5ccVnAlBm68/w/BMvJm2gY3SvNQCo1kkopvQNlNG05Pbjy5O+y7Dtr5DvPP6ErglQJfgV+HCM4E/n9jS1XgoQgtfycrm1oSn+gaoDttuns89xEqoEXZfhySK2RnZ0GhlinHhCx0Ts3GRgYGCQESRLP7P6ku+ZWS1js41/JkfxmW9UzLGDegnv6j1LeGUAb2in9noDQItWxCbX2Wm7v0dtpd52uI1C0TMeu1BBU3Smb5Y9ToocjXXMpWld/Esp2VxxFK9JR5VKxupnzob6hLbrCrquM3XqVB58MBB+MGnSJNavX88TTzzRYwNAN75LIXNxsA5jcOIIJJkJHRMIRUFVBK1uH61uHx6vH48n8M/vDzid+eqP0rDhqx69gVSTayrCnmV1cVOJIrJgYdlNFHMVQkleXdSu0lA4nN0Dzz1+Q2D5BLjtNpWbvq/y2MUqrhTWk+0Jh00mPsvpnvVeSnij8Vo+6XsjCIGmaYGdLV0G48Yk4UTZQYVZl7FziIRI/Cx0LUuVgYGBQUpJnH729VHBH2rGdOnuj/su4j3tJN7VJnOV98ec5n6Um7w/5FM91mvuj74L2KwHEiKPFPsS8s4Njo+PzK8m01MatEpkGt/n/oJtfF25MqG70a4cwa8uU9mR4DRi5v4nJ7bDLuDWfbzbuoUj5R5AZrR+llsYX8K9eNt1hb59+zJmTOw4PHr0aPbs6bkhL+6NNRnzWyQwI5CYIfi7COVuDBxUTSrOhnryi8rD7reBKzU8TS3ULPsn0hcb25XJ9LEN4YyKy1BFapNkZBP7WrelW4SkoSgZ5nIoJVZPfBbHJoegtiA7F68tSveMSkLAgZZ8clUFU07gb1YoAqnLmHELYicV0cGx8IHs/AgNDAx6MYnWz748YuK5HWYE4/mGeRxnqutj7ueSFmxt4vI36QP4tXYFHi22CsgBvZQV3pN4xvwwZ6rrWacP5SHtWyzSvPzN8jMWqG/zgnYW7hS6aZ+ozFHXpluEpOLVbez1TCDVk7Um/Owq/oqj9oM4LYnfBQ7hsSR4mzvNa5lDLU6qlIKM18/6jR5LbnHpMcMA8kpK6Td6bMLvffrpp7Nly5aYY1u3bmXQoEE97rtrTz+qBmMo2YyEYFmGUDIGEbbemEwWhFBobqglv7AIKVVA4vN6cG76OisW/+U5gxiSO57NTZ8ypeRcY/F/DOo9h9jW2Dvd/xXLaISan24xwgjdz7gNT1FW9/Ux23lV+PWlCp+NyE7PjBxd5+RuhglJCWcWLmWnPhAXFQSjxRAiUEYmkvkaVEVEjMgExjQhCGecDZ+TCZx8DQwMDBJFAvWzZfsDi3iJws2+H3Kj/hYXqx9jxs87+hT+4p/NNaZlXKB8goLkLf1kHvdfgoeOS4BqqPzCfxXb5Sp+5b8CHQUXOSzyX8EsZR1qL00cnElcrS5nqthy/IZZike388rRBznq7/nCqCtIdN4d/gzVJcfWxRLBR6MF43YnTgfxH/oybV4AFqEyJa8vzeGkeZmrnymKytkLvtNhFYAQs67/TsITAALccccdnHbaaTz44IPMnz+fNWvW8OSTT/Lkk8dOShgPQsr4PrGXX381xsASvkgSychIKBYN9OADAvD7/LQ4mzCZzVisdtwuN00fL0fLguR/lw38HhY1J/iFM7b/2rLHuRkdjRrXHva0bETrZlK6zEVFtU7EZDsdkUHGnwF7lzJ8x6vHbffiGQovnZmdi3+Ae+rqubapZyV8Wk1FvDvyf/BbcgO7YJGaMQDBv+voKgEh1zMZzJIdyxXzLuuRPAYGBgaJJJH6mavVzf9sKiI1O6iGW1WyyMHNBcoazELjfOUTZipf9eoItrXOy1ntvC4t965x7OGVCY8k/T5Wj85vntQpTlAVXGEvxX7mXSi2xLuux0tdgZttI5sQqpLx+tm2Tz5i+TNPxngC5JWUMuv67ySlBGCIN954g/vuu49t27YxePBg7rzzztRWAZBRmRgjfhkylJcxaLyJuKdEEjMIzBYz+YVFNDc24daaEYBqd2SEAcBuyqeffTgA+1q24tIiiw0FBUUELDrG4r9j1h1dhkvrvTW5hVqB2T4z3WK0o8/h+Dwt3h+Xnd/bCr+fh47UcbK75xmo7f56BjV8zM7yOe30zUjerOh4M0mUDTpwTJfhsqUGBgYGmUQi9TMFKDTrNPhSEUdtjKfJoq+oZ5HliXSLkTL2eCal7d7lLQMTWvovmoGHJWds1LF74JTNknxX4vqWrbW0LP8ZOROvw9wvPUnLSxpz2O924XboGa+fDZ9+GkNPnh6oCtBQT25hEf1Gj03Kzn80F110ERdddFHC+41/azBkapGBSSQ8gRDM1iiimgVrzYooe7SiKBQWFWB35KFpGub+A9KeUGtkwTQu6n8rk0vOYXLJOVw04FaG5UX+CPo7RmJSzGmUMPMpPEZFhN6BDyl96RaiHao/Prd4V5aGVdp0mZDFf4gC157AxCEluqaj+TU0vxZQh0VkeNOlRNcJus9GRdamcKySusS9o4HWdTW4dzQELOJJ5IknniAvLw+/P+K943Q6MZvNnHXWWTFtV6xYgRCCHTt2UFVVhRCC559/vl2fY8eORQjBM888k1TZDQwMSLh+dnJB8rP/GySXA7KEBulItxgpwS8teGX66tgDKDI5i8CyJsmlqyVzvkjs4j+MrwW9pSYJHcePvdWUNfqZoqgMGDuB0afPZMDYCUlf/CeTbvoGi+ADiZ5mCFicg/Fm0UFoobqyIDCbTRQWl+LoM4CcCVMQ1vRkVS+0lDOxeFaMxUgRClNKzyXPXEyRpQ+TSs5Ji2zZxOjCU2Mscb0NqR3B0/g0uj/93ioAFk8DE7/8LXZ3fPKctCs7Y9abFYXl9sSNDXZPLWZXHZpPR/fpeNyeULLsAKGsM1IiRMC6rKCEs2lHMmgnTKQOca2v5dDDa6j949ccfX4LtX/8mkMPr8G1/tg1aHvCrFmzcDqdfPZZxKtk1apV9OnTh08++QR3VA6G9957j4EDBzJ06FAABgwYwOLFi2P6W716NYcOHcLhODGUTwODzKLn+tmZlQpnFjdiFkZsfrbiwcKT/sTvGmYaPt3K87WPUOsfklY5LtpwG2XNAxLa55jdOleuSu7foFo6ElNF4pPXdYUcp4L06Bmvn/U2um4ACHqRaZoWmUyCRGcTCC2sZTCVY6iMQ8gCnZNjo2zUeOSA2HqvqWJQbudf+BkVV3Ju5bfJUdNrUcx0fLqHg607iP0W9EJkK77WfxFnuowkyiEZv/5Jius3x33JFR/o5LVm3/OpM6k8WlRAonwAKlo2cd62n1DQXI0QAmuOFVUJTBxAePASQkFRFBQlWD9bD7ilKUIEjiVIno5wra+l7rlNaI2xyVG1Ri91z21KmhFg5MiR9O3blxUrVoSPrVixgnnz5jF48GBWr14dc3zWrFnh19dccw0rV65k79694WN/+tOfuOaaazCZMidnhoHBCUGC9DObzcbFw6yMtTSmUnqDBPN77RJ+4ltAvcxNtyhJw6x4GGd/J91ioKDSYE/cTvqgw5Ifv6Az5HDCuuwQU+Vk1ILEGi66Sv9DDsZuKkRx6Rmrn/VG4jYAhKYSKQNeZkq4NFcwYUPIzSzK3UwQ/fBk7MMJ9qF4km9htip2SqyVWJXIgt6idO4bnWsuNGJ946DV38SmxtXHb9gLkFotUk98fFdXyG+upqB5d5euqTwKD/9J45LVOmN2S4YcyJ4dndvqGxNaGMqqt3JS3UsINTJY6ZqOrmlIPZAZOxQjG8ieDaHkMyLoMpuscUHqkoZ/7Dhmm4Z/7ExaOMCsWbN47733wq/fe+89zjrrLGbOnBk+7nK5+OSTT2IMABUVFZx33nksWbIEgNbWVl544QVuvPHGpMhpYGDQnmToZ0IoeP2GES+7ETyrzWGtPjzdgiSVETmr0i0CW8rW4FMTF7Z4wWc6Zi1h3XWKd8s/kXr6k3fnuS30rXdkpH7WW4l7dNf8WmRHR9LO3UIEi85Gf/xSRizNMc5oioKUkiOrP0Dfm7yyJAoKk0vOpSpvPKpQ0aVGdfN6dHQGOcYl7b4nCoow4TAV0OI/QXYJ0lzhwOqu79Z1pc1w7XuBhf/nQwQLv5lIqZLHKd0s/3cs+rRsRJVe/IoVFAV0LVxWRgKalCgIdKmHd8x0qQSs0YrSVk1OGJ5dje12/tuiNXrw7GokZ2hhwu8/a9Ysvv/97+P3+3G5XHzxxRfMnDkTn8/HE08EEkl9/PHHeDyeGAMAwI033sgPfvADfvzjH/PSSy8xdOhQJk6cmHAZDQwMOibR+lmrD57eqLBby0uB9AbJpIwGymhItxhJRRXpLynutHZPP+uM/kdS47kpPU3I1jpEbkVK7ncsiptyOCDcgYEog/Sz3krcHgCqqtC+4AIEMjREMjNCwBotw9aa4DER/Qpadm2ndVdyFv+5pkBJi/FFMxiaPxE1mMlfESpD8k9iWP4k1CxO3JAp5JmLmNX3akziBEiUqOQh1LK03d7RvJfKgx/2uJ+9WZSz0SkSX75QR0VH4PV4gybkYIkZJfgTIt5JihL4PZhJK5khIHpzfApMvO26yllnnUVLSwuffvopq1atYsSIEZSVlTFz5sxwHoAVK1YwZMgQBg4cGHPthRdeiNPp5P333+dPf/qTsftvYJBiEq2f/X23yu5WQ0fKdqaJTbxnvZOT1F3pFiWp7PJMS+v9dxavY29h/KGZ8XCgJLmLWbVkGNbx38Q64WqEtSCp94oXXQTGqUzTz3orcXsACEWJDSIjFG4mI5UbdAmKQCDQgwlmoi3MUS1p2bU1IW+gLdNLL2CgYyy1nv0UW/sk5R4GETY2fIw/A7PkJxYFs+1sRBIWpPFid9VQ0oXY/45oscLbk9P3HrrK63kO/r0hsdmoDxRORpit5JgCdbAjCbHA5/WiKApmswld11EUBVWokdgyQcc6dgJQ8iwJbddVhg0bRv/+/Xnvvfeor69n5syZAFRWVjJgwAA++ugj3nvvPc4+++x215pMJq677jr++7//m08++YRXX301KTIaGBh0TCL1M58OX9QaO2nZjkDnYfOT5IrEe9JlEk6thDXOq9Iqw57CTTTn1CW0zzenKpy+UcOUhKhNJb8fttN/gMiwjdCjZR5UVSEnx5JR+llvpYurgUiShfBPGfgXeBGKKYt1NYsJywi6oWne+HeyupLaId9ShqIolNsGGCX8UsC+luSFcKQToZajmIejWqdgyf82qmVoWuU5Uj6FFlvXt+9DpZzXDRb89FsqtQUZrthFKbHv2O20JDCmq8naly8rrwYIJ5cJlZeBkNtsQEEWCDS/hu7X0DQ9EH8WsV8mHOvgAtSCYy/u1QIr1sHJs9TPmjWLFStWsGLFipjyfzNmzOBf//oXa9asaef+H+LGG29k5cqVzJs3j6KioqTJaGBg0BmJ0c80HTSZ4fOEwXEZLfYwWElyBrk0sds9ie3uU/mo+TpeqF1Es5Ze9/Up+85DJPhvZldfwS+uUNhfktBuAdCb9uM/uC7xHfeAumIPNWUBY1Wm6We9lfgzvAQ/3GgjcyCGLPJahNqFD4h2M03opb1vfxrrO7eYmYSFCcUzqModh1mxcshVzVdHV1LvPdTpNRYlh3xzEv5aDDqlt1YAUM1DMdlOTbcYMTTnDcDhij/LrA5c9wMlMFiq2TEyntvSyuxWF6WaxsluT3frlLZjX8FUPhl0C1KYEMGBS0SNTxKwWCzouo4erD+jqmrAdVbX0aSCVCSqkhwPCqEICi8eSt1zmzptU3jxkKArXHKYNWsW//Ef/4HP5wt7AADMnDmT7373u3i93k4NAKNHj6a2tha73aicYmCQchKon9lMMDBXZ48ze7zFDNqTHTN+91jbcgUHfWPSLUaYPG8xOb5cXJbmhPa7bqhCjkdy5+uJ17P9B9dh7jcl4f12h+pBTg5VuAIbxBmon/VWulAFgKDLWKynRYzXWchlI5SRMXhNqLxMZEDSyR85FmHpXFk8o+IyhudPwRzM1t/HVsWsvleF4/tFB6KPLTzd2PVPMf3tI9MtQsIRal8Uc1W6xWiHzd21KgT7S8CkZ8/iH8Ch6wzw+xnk8yds8Q/gNhWAYkaIUI3sYObrYAZZJZg0S1UDLmVKMKmMqqooqhpwR5MkNc7MNq6UkmtHt/MEUAuslFw7Gtu40qTdGwIGAJfLxbBhw6ioiOyozJw5k+bm5nC5wM4oKSnBZrMlVUYDA4P2JFo/u2ighqmXGvdPFDbKgezWsyjpTxeYXfAo15beyuyC31Ck7j3+BUnGq7rxmFoT37GUFDmTpL+lMaS1LV6LjlBERutnvZEueQDIKINxbE3ZwE9dj5yL8jaL/BKanCQIaw6mQafi3rgR1Xww5lYl1koqbFXtRDArViYWB3agbKY8NjWspt57CIepgOH5k+nv6H2L0UxndMF09rRsREtzhvxEoZgGYs69DCEyKzYqr3kP+U3xJ/L5+zTBc7Mz6z3Ew+t5ubyWn4eQktmtLn52pI68BAzq/Y6upk6Wsn/g+YED0R5j4XEtmDALGc6aDYHJJ1wjO8n7KrZxpeSMKcGzqxG92YuSZ8E6uCCpO/8hqqqqOpxABw0a1OHx6urqY/bX0NCQIMkMDAyOSYL1s8F5OtdYDvCvhiJqDK+erESicI//Ozxt/iUOkbjydJlAgelw+Odg6xperltIvZa+WvYbyz9EVxJcs09KrvhAZ/4HyVnUmvtPTUq/3aGi2kKL24Wvvyns95+J+hkESjanUj+rqqpi9+7d7Y7fdtttPPbYYz3qO24DgC4DH3okzKKzgIv2xwUgRWCGkqEZRoK1vJCm9bm03TMqtHSebb2fI1LP9PSKS+MV3yAJ1HsOs/LQi71m8Q9gsp2WGYt/qYcttEX1mxmz6c9xD20HisnKxT+ADMV+CcFSR0Dx/FVNbY/7tckWph99gbV2G9WlZwUDYwMTa6QeNpHXYU2awATUpqxWMhGKSEqpPwMDg95JMvSzylIzeYfdhgEgi1mtj2GWZxF/tixklJL+nfJkYFVamZL7Eksb70jZPSU6AgVN+Nlcvpo1A/+Z+JsIwdtTFC79WMOSYNuCefBZqOWZUwq9wJfDhL0WNhQ24HKIjNXPXOtrafjHjpiSzWqBhcKLhybNQ/PTTz9F0yJfgPXr13Puuedy5ZVX9rjvLngAyKABRoTjM9ruCoXcMBCE/dAiSWlElOUm8HtZUSGFpQPZ17wtph+nr7FHb8ogNfh0Dx49CW5PaUNBMVWmWwgAymq+oGrvu5j8LV12/f94VPa4/B+PZXYbh1SVPlpiZsCRR96kuvQsdD1UPiZg0ZVSRwglOImEBrDArlrIHN17PlUDA4NeRRL0s6bcAursvce4f6JSQxGtWNMtRlKptHSeOycZfDToNQ7m76DZehSPOXk6cLNd8PVgwZTtPfUCEFhGXgiAqe9JqIWDei5cglFR6FNjZ9dgZ0bqZ671tR3maNIavdQ9tylpYZplZbEb4gsXLmTo0KExeZq6S/xlAEMZGIOziAwekzJQU1aEEvy18S0LP5SQUYfAJJTjURi3tRhzSQnLvVuo9ewL3+uwu5oGTw2F1t4Zv9RbOOLed/xGWYWO1F0IJQPimBWVPGf3LPbu5FSKSwtSCGpMiTMA5HpqELqGUNSAMix1hKIQKostiYTG6boMD2cinO7SMAMYGBhkFonWzzYcVXh2mxnd2rsXjr0dBZ0b1X8xVBxItyhJpVVLXnWcjtAVndrc5Oq/BS0Suxt8SgJCAFQzllEXAaS1nPXxsLWqgIgYKzNEP5O6pOEfO47ZpuEfO8kZU5LUcACv18tzzz3HnXfeGS7h2hPi9wCIQkZlnAl7jAUzMwYMy8FJh4ACL4LWZilFeOLpt9+BxaeAgDMqLufzunfZ27IFiU6euRiX3kJhj9+eQbLwaK1sb/483WIkHM3zNSbbtHSLQV3xaHyqDbPmivsaCbxwpuCfJ2fuAN9VbLrOEK8vYf05LWXowRlEKCKcTDSsPEchkeg6qGFTtIxoyQYGBgYZSE/1M13CG3vM6IaxM+v5b9MSrje9m24xks4G13kpvd+w2kls6LMqKX0XOiW3vKkzaYdEIVDNqcdoXpx//w8ATJWTsI67EsVWlIieE4rLpkWW8hmkn3l2Nca4/XeE1ujBs6sxqeGbr732Gg0NDSxYsCAh/cVtAFCiXMrCDyLsTxZChrPRdkRwDgIEBU2RbUqrauPU8kuYqnvw6V5sam5CrBsGyUMVZobknsTmxtXoiRmiMgK/+2OEkotiGZ3W76CuWtk0+tuM3fA0apw5FgQw5DD4Tb3nb2dBYzO5CczsurX8fIQaMUTKYF1ZqfnRkZhMgSFRQqCkTEfZtAwMDAwyiETqZ/UeQZ3HGOuynQqOco26LN1iJBVNmviy5WI2uWan9L59modQ0VTF4fzqxHYsJff8TWNoVLXzhG3nyIAXpf/w11jHfiNRvSYMDZ1DFa7ADn+G6Wd687EX/11t112efvppzj//fCorExOqHLcBwO/zYTKbO0gh08FsIkDIgFOGEnVQRCV10NT215kVa7jsn0FmY1LMjC48hY2NH6VblASj4Wt9CxM+TNaT0ipJbekEPjr1f5j26UNYfU1xXTN1q6SoWVKfl90KXIlf47aGRq5sdiakv1bsbOt3GbtKzyaS7jpSNkY1qcHfZTCTbKyPbGyZLAMDA4PMIZH6WY4ayQhgkL2MUXZjEr1ncyaad+u/h4dcanzDcOmFKb23js5LEx7mqOPQ8Rt3kVH7iFn8JwNz/1NQ7CXJvUkXaVBdHBrpxZWrk4n6mZIXX1xtvO26w+7du1m6dCmvvPJKwvqM27jkdnmCzyXkRBYhVL8xUqwhkEhGCRWlJWRdDrYTcKS8d5UlOdGQUlLj2oNCdmabPy4yM5QfnyUfIeOPf1eAwpbkyZMqxns8zG92JmxQr644h+3lcwhNIRBxhdWlHiyNFSonI6MMy5FjupQdqdMGBgYGaSWR+lmuBUYXGSNdtrNJH8h3vf+PH/luZK0+/PgXZAlSQo1/GLs9U1O++AdQUHCZk6NkVdQn/+9OKRyY9Ht0lQMjPDQW+AO6VwbqZ9bBBagFx17cqwVWrIOTl4ti8eLFlJeXc+GFFyasz7gNAFZbTsxrXZP4NR09HG9GVCxZpIRDDFHa/OEKFzUl8cc3G2QWXxxdxqqal9BJcH2SDMBkm41qHZ9uMVA0DyO2voCpC3kAnDmwP7OMu3Fj13WubGrmx7VHucSZ2AnWb8qNDEnBSSZaKQ6lJ5GhCaWTqSQzzEIGBgYGERKtn1052E8/e+/cPT5ROEQJb+in8lftHL7h/SlP+S9It0g9xqPbeOnoQhq0/mmTQSI5c+eV5HoSH0NfXZFcDUM4ylDy+ib1Ht1BN5PR+plQBIUXDz1mm8KLhyQtAaCu6yxevJjrr78+HAaRCOI2AJgtbW4qgrFmoQQzAXsNMVOLiEpAE221Cf6yraqJzxt39+wdGKSco55DbGtam24xkobu35cROSikUClo2oki41fEXjlNwWtOv+xdpa/Pzyv7D/JfdfVc1ezk3NbEGQc1YWK77SSamxtpaKinrraOFqcTXddQlOhxLJBVVoR2x0I7ZiLWe8nAwMAgk0i0fpZvhv83ykOlOzEhWAbp52H/VRyR+ekWo0dYFRelpvSuGQSCIfUnccmG76Jq5oT2vbtCsHZocpQMtWQ4jln/jalkWFL67y4tdh9HhTPj9TPbuFJKrh3dzhNALbAmrQRgiKVLl7Jnzx5uvPHGhPbbdVNCIHUsiiBqOjnGp942XCOqnIPf68fnM+rMZhsHWrenW4Skovu2IvWz014OUCom9vafxZjNzx63bW0e/GWWwodjs7MCwA/qG+jnT7w3iU+x8nHlAo64Verra5BSx6dpFBTkYzJbsFotkYEpaGaOSZvVJrgsgfkIew0rVqxg1qxZ1NfXU1hYmG5xDAxOXBKon2k+PybN8ALoLfgw8b5+Et9Qk5O9PlWMtb/DRtecdItBvqeUoXUT2Vr+aUL7/dVlCt98X2fWV4EygLoCpgT8GVonXIUwZVaNaLfFz4aqozS3OKmvb8h4/cw2rpScMSV4djWiN3tR8ixYBxcktfQfwJw5c8L5EBJJ/AaA0DwSmizC8WaxhOsyhn5G/SfcWgA69Dtip39RWTfENkgnqkicC0pmIpHSjSC9BgCAFkd87lo7+4qsXfwLKTm7pTXh/fqFhTfH/ooW3YxsakKXEkVRsZjMKKoJIZTAqCRBDyeYASU4mOuh7TFJSj1CdF1n9+7dOJ1OcnNzGTRoEIqSnc/WwMAgBSRYP/P64dV9Vvbaevtcf2JhIXElddOBlGBTGtMtRphiV+Ld6b1mwbOzVZ49O5Du7sfP60yo7tniT+QUohYMSIyACaI518fGsY14/DrSJ7JGPxOKSGqpv1TShdE9aIFp9zkHk87INpNLME5DBMs4BNzNIl/i0loLQw/l01tzyPVmBjhG8VX9ynSLkVhELmbbGSiW4QS+0+n7Ylo8DfTfv5KCpmqEHp+HzJHk5R7JWgQ6ftWO1QSFhYXk5OQE3MgUFVVVsUTFUkWyXkeNc2nY7t+4cSNvvfUWTU2Rqg/5+fnMnTuXMWPGpFweAwODbCCx+tnL1Sqf1asJrEFmkG7yaOVs5Yt0i9EtDnpH8onzWxzwjsUs3GmV5YhjL+v7rKLZehSXKYkhMiJQl6OwJQF6iNne8z4SjF/VQRFYLeas0c96G10b3sOTS/QHH4kdiy47qwePh+PPQsaaYCxHn0OZ94U0iI9ccyFTSuZ0uMOQnZiw5F2Jah2DEGaEMKUtB4DNdYSTP1tI1Z53KGrYSmHTzuNe41PhnUnZq6lJIVjqSPx4cKhgUlDbFVjMJvIcDvIcuTjsNmw51kAcWWgoE4Fvc0gZDhwSMT+TzcaNG3nxxRdjFv8ATU1NvPjii2zcuDEp962qquLXv/51zLGJEydy//33A4H3/9RTT3HZZZdht9sZPnw4f//73zvtr7W1lfPPP5/TTz+dhoYGqqurEULwyiuvMGvWLOx2OyeddBIff/xxzHUvv/wyY8eOxWq1UlVVxSOPPBI+97vf/Y5x48aFX7/22msIIXjiiSfCx8455xz+8z//E4D777+fiRMn8uyzz1JVVUVBQQFXXXUVzc3N3f2YDAwymwTpZ01eyee12TufGLTHipdF5t/jENlXfeuIr4rXj/6M/d4JSFS80pE2WXYVf8kr4xexpfwTDhRso95xMKn3G7FPMvBIz/owDz0Hx6yfJEagBNJYHNrcyg79rDcS/ygf/pCPZ3URYaVbdNpekOM2JphsZlj+JC7sfwsnFc9iXOGZmERik6GkEtUyEkVNfEbX7lBV/S+svq4tUmrzExMjlk4eKS5knylxXhduUz4b+n6DcKqYoJuYogpURRA9t0BgtBKKiInlEiLgbpaK+UXXdd56661jtnnrrbfQ9fQ86J/+9KfMnz+fr776igsuuIBrrrmGo0ePtmvX0NDAueeei67rvPvuuzE5AX784x/zwx/+kHXr1jFixAiuvvpq/P6AErB27Vrmz5/PVVddxddff83999/PT37yE5555hkAZs6cycaNGzlyJKANrVy5ktLSUlasWAGAz+fj448/5qyzzgrfb8eOHbz22mu88cYbvPHGG6xcuZKFCxcm5fMxMEgrCdTP6j0Keq8x7hv04wgfWf8f56qfp1uUbrGu5VI00h+7rqPz4aDXkCI1c/Dw/ZI7XutZXiSlcBA54+cjlMxytW7O9XGkzJU1+llvpYer8OBEErbERHUczMgYZbcJxKXp0PeQzfDe6AU4zAUMz5/CqMLpWNT0x8t3F6GWp1uEMCVHu77L27cefvbn7C7HeNhk4vJ+ffnv0mL+kp/Le7buf58+r+3Hv6r+myZrn5jjupToeijrddQxGUmXJWXoWExVmmDt2eQNWrt3726389+WpqYmdu9OTwbkBQsWcPXVVzNs2DAefPBBnE4na9asiWlz6NAhZs6cSd++ffnHP/6B3R7r1fHDH/6QCy+8kBEjRvDTn/6U3bt3s317IKHookWLmD17Nj/5yU8YMWIECxYs4Lvf/S6//OUvARg3bhzFxcWsXBkIPVqxYgU/+MEPwq/XrFmDz+fjtNNOC99P13WeeeYZxo0bx5lnnsl1113HsmXLkvYZGRhkFl3Xz5p98NkRheMbEgyyAStezMJPichez6cj/sHpFgGABtthnDntjd7JoOqQ5IE/a5T08LGZB56aGIESyDu7v+DLIXVobVafmayf9Va6aAAI22uIZJwJVmeMcj+L1GkMxpYRqds4bEceg3Y7MEnDAyCbcfoa+ODwK7xc/QgvVz9Cq//Yi5dMRuqZkVRG9bu6rXb5VQgWfc5aXIrCK3m5LCwpZpmj+waAenM/dEcguWho3AlPFuFiWNExr5HU1zKYVCaUXCamj87qZycApzO+WMJ42yWaCRMmhH93OBzk5+dTU1MT0+bcc89l2LBhvPDCC1gs7Xdsovvo2zeQPCnUx6ZNmzj99NNj2p9++uls27YNTdMQQjBjxgxWrFhBQ0MDGzdu5LbbbsPj8bB582ZWrlzJySefHGN0qKqqIi8vL+aebWU2MOg99Ew/c/nhsY1mPqpRo/oxyEbOUL7mdct/siVnAW9Z7k23OD2iQD2cbhEA8KiJT1TcGTZvYvoRGRj731KgYbYF9INs0c96K11chUc+3JCLRvghhWLIdIkMmnHCTmnBGrP2FpWSo9aECG6QPny6h+UH/8r+1m0xf7DZiubdiNTTm1impG49p3/84y67/wPsrIDv36JCkkuRpJIp7u7HKraWjURKHSFByMhnEjV6xfyIVnZj3MkEkZqzou3JxJKbm5vQdl1BUZR21nOfLzZbtNkcG+IjhGgXjnDhhRfy/vvvd5qrILqP0K5kV0IazjrrLFasWMGqVauYNGkS+fn5YaPAypUrmTlzZpdlNjDoPfRMP/ukRqHW3XvmkBOVSWIbi82/4CQlkD8oR2R35v8J9n+mWwQ+HfAmr4/7bcrud8rmns5TAsuoSzD1nZgIcRKGLiTmQbas0896K132AIhyGEPza/g1jZAluW3bUBbLEHlN2RsnbhCh2rkBl5a9LmXtEPlIPT07qwAmXytjN/4Jk9a9Re+Qw1CWGU4MCWGUx8v53SwLWG8fjH/M7GBsWOy4pIiA62toVBIEJg9FxO6cCUUErg++9vn8SF0Gys8kaZIZNGgQ+fn5x2yTn5/PoEGDEn7vsrIyDh6MJDNqampi165dXe5n4cKFXH/99cyePbvLCQtHjx7Nhx9+GHPsww8/ZMSIEahqIH4xlAfgb3/7WzjW/6yzzmLp0qV8+OGHMfH/BgYnHj3Tz3Y2G16ZvYHvmN7ALLI7JDCaAdYvmV3wKHaRGvf7tuwt2Mza/m+DSM1G10k7dc5Z17N7WUZfjHXURQhTToKkSgw1fdxUjOmbdfpZbyXuEV/qUY78IlCWQfP7g8kbApaY6M8+NsFMYJfYZzZ2X3oDjd7adIuQUKx5l6KYStN2/9LaL7u9+A9x1tfZ/7elSMlN9Y08fegwOV2M59KkwvayObw/5IeE97aCXrAR17DAgVAcWfhaTcPr9UYSzkb1K3Udze9HAEoS614oisLcuXOP2Wbu3LkoSuKV9LPPPptnn32WVatW8fXXX3P99deHF91d5X//93+55pprOPvss9m8eXPc1/3gBz9g2bJl/M///A9bt25lyZIl/O53v+OHP/xhuM2ECRMoKirir3/9a4wB4LXXXsPj8bQLITAwOFFIhH6WZ85uTz6DACPEvnSLkHBG2d7jlLzn0nLvbWWfJf0ecz7TuGCNzr0vatz3oo65J/YbxYRlyNkJky0RuPGxp6qV6oEtEa+kLNLPeitxa5Na0HVSBH3JpIScnByslsCufvh5iYBlJxSmEao9I4TgaLEHr6n3WCZPROo9NdR7DqVbjIQipf/4jZKI2sPFP0CeKwGCpBldCC5ztpDfjVwGQki+7Pct/CZHQA0OzgR6UCkOlbuCyFgVmohcLg/19U0EJp9QjFnQXRawWq2oqhpQk5OYaGbMmDHMnz+/nSdAfn4+8+fPZ8yYMUm573333cfMmTO56KKLuPDCC7n00ksZOnRot/v71a9+xfz58zn77LPZunVrXNdMnjyZF198keeff55x48bxX//1X/zsZz9jwYIF4TZCCM4880yEEJxxxhlAwCiQn5/P1KlTcTjSVx7KwCCdJEI/m1auEesTYJCN7JJ9jt8oC/GkqfyfT0l+6cT5H0gWLNOZvEOi9PBPUFjzMy72v9ni42BfVzA0KTv1s96IkHF+Yi+9+mqn3hV60IojRMQCI4kkaQCJUJTAxFTtYeyeUvKtmeWaYnB8pJR8VPM6+1q3pFuUBKNitp+Lak3OAut42FprOHXNT3vUx/9n77/jNNnSu07we05EvD69qawsf72/t297r6ZbtltSyyABAiGkZWB2gGUYZnY+O8Ms+2GWBZaZndEHGECIAcEwGIFayCHb3Wq1V9vbfX3dumUzK/2b5rUR5+wfEcfEm1l1M6sqKzPrxq/7VmaeON48zxNPPM9z/sFHJZ966mibcFaU4lOXrlK/BSK+JUf41cf+J4IwxFmWCatJ1rgQCUa/kLqNpYlJxliENFpRkWcm3jVbP/qDP7Tn/u0FSikuXrzI5uYmjUaDM2fO7MuX/wIFCtwbuFPy2adf7vGflmr0b9ECqMDB493y2/wf0d9E3iWT9f2G1vClzT/GH279+IG0//z05/j9+//NvtRd6Wr+6B8ovucPNXfMQFpI5NBxCCKiE28nOvcdiOBg3a+vNba48MjGPSGf3Uu4A1KlsP/mFsRfG4TVSl9vrfOJ579JXARjOnIQQvDU+AcOuhv7gIR+6zdRydqBtN6uTTN/7O23XP7VGfjso0ff+Onjm1u39PIPcGnmO4miCGmYi0jNyQwD8eMjyswc1jwzzEcKkSOI1vVMmFx3B1JKzp07x5NPPsm5c+eKl/8CBQrcIvYmnz0cN/nu8/eeCfmbCZ9Xj/OX+n+Biyq93jjRR1s2EAIern4aOJh3hoeW3sZQZ+LOV6w1/80vKr7/S3fw5R9AK9T6VdTq63Rf+GV0+2BiJ/hYP6fvGfnsXkK4l8zauGlYOK0L6Bt6YGiy+BkaNq+06PSTwlfjiGIoGqcWDh/pa/92hkb1XkRW33XXWz77+q8ztfD1PZdLBPy79wl+/e2SfnT0TlSgNYkQlJXi45tb/NfLq3uuI1Hw7fCdnJ/+qE3TkKqRM8ZglMMmKdVA+16wxgzWM0GzX09yHmcF3SpQoMChxJ2Sz7pxEaz5qONX1bv5td47Oc4KZ8R1/s/y//ugu3RbGA3nmIleYr7/6F1tNxY9fvuBf85GefmO1/3oZXji0v6+uEan3oVsHNvXNm6GrV6bF4dWSRrO4ruQzw4P9qQA2I5sYXaIMiuE2JZPxQkT3Rofe/IcQfFV60hCaUWs7tAlpYcMWu+/r9dOGFm/QKD3flVPoOEzT0g65aNJ9v6LlTX+SLvNdJwwdItf/v/ja4+gP/4X0cTOf1VnrEA75uLdhoURhlPfszRFZH5pWqffGYQ2VmXpc6VBaH1PXbVYoECBexl7l89eVEN87qGpu9jHAvsFjeQak9wn5t448xFAWdzazUC3g1CXuDz2wg63aNw+7pvf/6/WwdTdVZgM4p9/+/d42599L1rHvpV+IZ8dEtyGAkCkdzna6I1i4On2ex1FT/OhiQepHLA/SoFbx9XWK/RU56C7sS+Q0dm736jWXJ96lvrmVSq95htm7wfwyacEX3xYkEhYHroLfdwnaCG4v397ARiHHzzNiugjPfqTZ6vmRgDDOXbKY7hJqmV2rpPCxKXNKRcKFChQ4HBj7/LZ+SZ8auz43etigbuCHwl+/6C7cNvoqzJz/Ufuerux6PPU3If4xvHfQ8s764KwOHJHq9sRur+1/43cBGfefYakkM8OLW75M7zWKrs8BlxYxjQKownUmObTmKseptYqxcv/EYbSCefXv37Q3dgXyOh+ZHj67jcsBPMz76JVe2MzLSXg7/yo5J98T8Bz5yTPn5Go4OhqPH+jcXuRahMNK7PvJwil90VLWB8yKYQ1bRUIL/iMzequyMJ5ywrhxZQR2vqs5b+aFShQoMDhxK3IZ19YLmSzew0/FfwnPi4/e9DduG18YfMn6B3ALQChjnhq7oOUkzsfVf8rDwgW9lkJ0L/0uf1t4Ca43lqhfHqokM8OMfamALjh/IqB59r+aTw5BBB1C7P/owwpAj4482N8aOaP87aJ7+a+oacPukt3AJKw+hGi+scOjICMrr3C+NobX5f21fsF37jv3jlDr5ZK/J3x0VsO7fOvXn8SOX7Ki37tLrHa7u+aBZxJuUWaolSOmfjmZ9YHTeO+oRX8pUCBAocVtymfNe9Nz743Lf5u+A/469EvHGm+tZmM88srf51vtr7/wPrwrZnP0Ik273i9SSD4H/9YwIsn7njVFnrzOsn6tf1r4Aboxj1+6crvMzRSL+SzQ4xdv03kjMgyiwzpLQRkmhoxoMnJVnBstcT0evVO9bvAAUEIwXh5hmPVszTC0YPuzh2AIig9iBAHd+3R2Noru8r3zXP3HoX7FyPD/NHZGZI9lOkmZf7ib7yFS2c+igjT62A0GpX7uqXN/7P7YV15nX0Ji+PYSyMtD84Mzfti5pW+tYEWKFCgwD7hduQzheCTcwHXO8XVf/cShrn7PvN3Gh01zJXewX5omhs+v291z48L/oc/FRDvx3cdIal9198mGJ7dh8pvjJXuFn/9d/4+1ScmC/nskGPXMQC01byQBWMwBhm+Ptn968doHFsp8dArw3eoywUOCkonfGPlU7y28Q1i3UfciVskDwQhQfkpguiBjKCUD6wnQsWUO7u7pqV2MDEK9x3rgWRvomdMd+h+HnriESzB9+l+phJOGYtRIRsqJaxhbBilJq8pU0oLae0Jx7a+7JkAIY7qni9QoMC9ituRzz5xMeBz14uX/3sNfzP5k9REl/cF3z7oruwJG8kk39j6GNf7D6P0we7LbtCiJ9v72kbU16j9+LajQQS3Gef9FrC0uUx1cqyQz44A9rY7zMJpnWMk7n5ZYRmOTROCE1fuvP9MgbuPb6x8ipfX/9D+rQ/oXtbbQ0Bp6EeQ4T7aXe0SUW+Dt3zjZ2ls7c5E6wPfUvzSewT6HrJ1eqDX468ur+2pjETxM++8yvWwT0zKJAwPMRpiDbl7ZMn9TuZ35n5aimYSPVomcp/MCg1zgQIFDiFuQT5b7wu+sFAIzfciruhJjouDvwN+L2jGM/z7lb9FW92FCHlvgPnGBX790X9EL9w/BcBbXlX8hV9RlPZiArlrKFq//7eoPPtnCIbuXnDP441JvuvZDxGUAnRm21nIZ4cTt0D5s2ALItW42BVyMR7yuRXU23dfC1XgzqKvepzf+MZBd+O2IUsPHYqXf4D7L/zHXb/8A4xvwINX7h0CN54k/PzcAu/t7O1WiSjQvDP6PO98/We9iLApI5BeQspMtDV59cVg41tm0qRI/7PhZrLgM1IKlFK2XIECBQocXuxNPptrCZQu6Nq9iA/Lr3K/PFpXAP7h1o8eipd/jeL3HvyX+/ryP7yl+Su/pBjax0u11OrrtD/3v6KTvV8zfasYKtd4lzzDzFx5mwtSIZ8dLuxaAaDUgErGwP8aKXD+GCI1SNMCetG+qLcK3EV0ky2SW7ir/rAhCM8cdBcsphe+uuu8CvjLf1by8ql752vND29sMq5u3Yrk2PpzjGy9hlLpPbDGUAyt0Up7X750Zm5m0nKxsT2dsXC5M1szDchAWl+1AgUKFDhsuFX5bLRc0LR7FfeLo/XyD3C5ezgCSy/Wr7BeWdrXNt77vKZ8e7cg7wq6vUI8f/c/3h2/WkEnFPLZIcbuFQBJYgM4+NfIpNEXhb2qwTAf+7uA68fuzXvj3yzoJm1eXf8aO3jfHDlofUgc6bVCqjem/hq4Ng4Lo9CLjv78+7i/d/sKpZH2RcsItGUQ5IXdjIv4f7r0jPGYpOxvlQWuQWf0biBfgQIFChwW3Kp8dqwKDw4fRVe+AjfDA+IK75HfOuhu7AlbySh6j9GA9gv9YP/fWYZad0+a0K277woSxpJSVxTy2SHGrm3zwyiyJhkCF5FRkN7naPzKjHeGb9Jx5XgLmQhm5qsEhbnZkUMr3sh8/4/+8Up63yasvOVA+1BpL/HMN/8+Ut9cAfDiSfjH3xNwZereOzNPdbo8eAcUAO3SJOCsXB2j8D5++Q8gR52cN5kHnQnNOgtIM1C+QIECBQ4Tbkc++4n7+/zbCyHPrx2Ol68Ct4/vl58/UsH/Xu28m99e+y9RWUyfg8SFsW/yyQf+1b628aFvKD78jbsnVMjRu2/5qoQmjtIxFvLZ4cTe7Ik9KzPf0mxQc6PR5N7zBVw+tcXiZGEJcBQxVp5mtvbAQXfjjkAnC/Rbv4d+g5fv/USnMk4cVm6aZ3kI/uaP3Zsv/x/ZavELc9d5uH97CoD1yiyLw08ghUB6pq5CgJQD1q9CEGRfwrKUzCdNIGU+n5QD9ZEK0ULce2tRoECBewS3KJ/VI/jph2KmK4UlwL2Cf5x8jA19NK7d7qg6v9v8S4fi5R9gevMMidw/d9f3P6f4z39dMba1b03kEEw8RDD50N1pzMPSdAcdUchnhxi35FBsTDgyhw6bbuZfCIHWeWaiNSRhoaY5qpgoH47AeXcCSffrdJs/R2/rN+ht/obni3SXICTXjr/3plk++ZSgU773CJrUmr+6snrbhn7Xoof47H3/FTq79sUIvp4LWQoN6Py1V763mPCk5EH/sx1xt/dKgQIFCuwBtyqflQsDgHsGW1R5Xh+eeEc3w+vddxDrm38QuZuo90c4u/LkvtX/8S/cJUWbDIke+E6q7/4Ld/XlOFGKy411Lp7ZystdhXx26LAHBUA28RlTkYhM6yK951kaIIV0/mYijeq4PH5I/K8L7BmdZPOgu3Bnoduo3guo/ksH0nyvNHzT5wsj997LP8CpOOZEfHtBQVvU+K3pv0S7NAHZlVd+EBhrdOb5h/kcQ2e+ZUo7mmZ8Z5XngKa0zsqDViqNNntvLkuBAgWONG5fPnt6vLAAuJcwwfpBd2FXSPThuyWs1r+5fHbL0JoT+xtb0EFGVJ74o4g3sDa905iL1nnp2ApaUshnhxx7UAAI61NmfsdeywAM+PbrbHHsY63ZrHT5djR/u30ucJfRVz0ubh4df7K9QEb3HYjp0Ejz/E2fn124NzWZa0Lyj0aH+WfDQ8wFt/bJSZfqDE8N7fwsF0Em98T+ZmjYtlUXA/xDu/xCSKSUFBymQIEChw+3L5+9Z7LH2WD/rj0rcPfwDvECD8jdXzF8kDhT/iqCw3VT2PzQa3e8Tqk0H/m6pneX9B2yOnZ3GhpAabxSyGdHBLd8p5j/zqS1u8bBpbnIjGl+gQgkr9RW+LWXnrv7ZtcFbglb8Tqfuf6LdNU9KBiIGmH1/Xe92Up7idm5z900z3c8pxnbuPfOSDMM+Htjo/xPE2N8z6lZ/n2jvuc6Lo+929F54QRf8yXL3BWbprko2NgiIr1T1rto1tw7a8Jj27tos4eFf1mBAgWOCm5FPosiyY/Ul3nr3PW73d0Ctw23ts+IV/jZ0t87wL7sDY1gmXc29jfo3l7w+ti3WGxcvrOVas1f/oTiP/tPispdCj8V3fcdd6ehASxPdQv57Ihg97qozI4jF8URQOiBTOzgoGEiNQq63Zi4p4oFOwJQWvHrl/8RinvHNFCEZxCijAymCMpPImTt7jWuNbNzf8C513+dKG7dMJsCPv8wJPf4EVFC8Dcmx3lvu8NMsrsvANeHnuClme835MSqlLVwemNtCdXNJzAlaWkJw1iMUGyYlXOmvccXo0CBAkcXd0g+6/Viat0iGMBRw4/LT/JdwVc4JlZ5XLzOUROv39r4D8yWnudXV/87erpxoH0Zax3joYW3c3n0RYSWtMrN267zkSvwrpfu0gcdGVF64CNEZz94d9rLoNFcO9FmcyQu5LMjgtsyRkmn3VzaoHPXOnixHFFJgpRpztKG4KnZU3YRCxxeZN8NDrobdxRh5VmC6NzBNC4Ex+e+QLl3c988CfzbDwSsN+7985EIwW/Xa/yp9Y03zPvCzMd54djH0Ya+mGtgAGPPmn7pygr4JmMaVJZXWmaC9TMzwWfSqrLrskRWozb+awXNKlCgwNHArchnL2+GfGNq9ED6W+DWMSWafDj42kF347ZwvPQiiS4ddDcY6U7xR87/SQA2Sqv8H2/967dd55MX7t5HtNLDH6X88PfdtfYMXnhinc1G7N7tCvns0GNvCgBjvqG910LPhMz8aUw7jN+ZCCRokF34bvkwtYmDP+QF3hhXtl66pxQAMnoIKScOrgNaUemu7PwIePEkfPFhiRawcTRu8LktDCeKMZUQ73KPtcPRVJNsiQwDX7MG/Mg09m5sjbbMRg8W9X1hwdrPGi80bT+nFShQoMAhxW3KZy+vCX4rOIGuF8TuqECi+G/D/5M/HfzmQXflthDriG9sfT/iEFibxqLP+YmvMTfyKrG4fXt9oTRjdzWG9sGc336o3MUjhXx2JLBnCwCdmWNoE45RCBNyxkVkJP2KaTTPxuJjYq5ELShe/o8CEh3z/NrN/dSPEoLy24hqHzjQPhxb+MoNv/6/eAr+nz8RcORs924BVaX4fyyv8tHNLSLYdfifBxd/nU40wvzosx69FzkeI7IvXdpjLoZdKJ19BdOA0C7MjPVLM+ZqeY2zX8+9vzoFChQ4qrgd+ex3r0prqlvgaOD/Evwa/1n4awfdjduC1vAbq/8tl3rPHnRX6AUdfuWxv89i49IdqU9ozV/+RMK77+JlU70Xfxnd26T8xI94t4DsP86+Vuf1cy26taSQz44Ibn13GI2M0TYPRpnN/vVj/Y3E5VtursDdRSBCPnT8TzBWmjnortwBRITVdx5c8yrh+NzneeSlGwe6efRy+t+bAf+vpRU+nr38A+zW43Sou8C7L/wsk5svAk5zbMy/jEmZIDUj8zXKmLQBAdcPQKMdv7GfyYzGeTBQTYECBQocWtyCfLbQK3z/jxp+Mvztg+7CbeNa7/FD8fIP8M3jn7pjL/+Q+r7/yrvu8rnSiv7536b/+mfuarMj6yUee36YMHGv54V8drhx67cA7KBvMSn+OphIjbV2SKVdMJijhEpQoyTv7h2i+wERTCLEwSmfJlaf59GX/iWB6t003zteOnjzt/3GdBzz3Vs3DoD4RhBoHrz+GyilUUrZO2RNcJiM1WB1xNoXckXuTlkfekAYRoNS2t5JW7CWAgUKHBXsRT5Dw/NrkuTeZz/3HGbY2aXwKGGu/+hBd8Hiwvg373idr84KFkbueLVviP7rv3/X24z6ksmFciGfHRHs0QXAc8YAhNDGKcOkIITzPzM/R5oRD788gtTFMh0VaK15Zf0rrPbmD7ortw1xkH7/gBLRwMnZGZX+3ejNweJ4nNyG2VGKRnfO/p70E7bWW9SH6iRJTLlWyfmLaeuUlmmTbdrAFzETqyYLJGMYlTU8M5dmiwHOVKBAgQKHArcmn/3m1YDfuXaXLicvcEfxtu7/hkbwYflV/kr0i5wUSwfdpT2hr8qsxrMH3Q0ANIpY3vwjza3iIIxrdPfmwab3C5W2k/AK+exwY2+yeO4F3vmYaa1RNvCMW0StAQVnLjaKl/8jhm+ufoqvrfwuPdU56K7cFmT0IKXGdx1oH1bHH+GrT/9lEnFzIevD39D8+V9LEOreJWIXo5DbZbGb5ePWDuzlL7/Kl//FV/nsL/wBS5dWcMatKexdsbuFDTDji83+LwUdK1CgwCHELchnax343WuFZeZRxRpDNGnwH9QH+LHu/8Carh90l3YNreEzGz/Dy50PHXRXWK1c518/8/+hWV3cl/r/zo8GfPv03ZUddK9F9/lPoJPbD2S4F7SrqpDPjgj2oADIXwnnm3GQ/e60NA5RT1DrFNrlo4Ru0ubl9a8cdDfuCFT/FVRy8GZyxxa/QqDfmBB//T6BlvcuEVsLAv7N8NAtl1cIXpn+XoQQSCEoN6rUpoYYnR5n+vQUSmn6vZ5jDgKENP5hKWWS9g5ZB5OWK5f9V/CUAgUKHG7cmnz28rqkMKC9N3CNSf5t8h0H3Y1dQwh4e+PfInYdBnh/oFH85sM/T7O6sG9tzE8I/tYflSzduuizd6g+8cK376r80g0Slqa6hXx2RLBrBYDQqYmGzlTHWisXcdZmGGQ8Gi3JMaYChx/N3hJKHyxRvpNQ/VcPtH2hEo7Pf/EN8zVr8MWH731q9nfHR/nZsRG29hi0ZUlN8OmZP8fS0CMIoN/tM3linKFzVc69+xylekSn3abf7ad30WIiyWbhaLSLkp0LkpU6kuW0yv5dtWA+rhV0rECBAocPtyqfVYqP//cUvqnuO+gu7AlDwRJT4WsH2of5oddZq13f93a6JcEnn7678l3poe9DyLvzAfaabvL1c4skoS7ksyOC3e8MY3qR/ZTCcQ4pTUAHP3ua1o8Ua6M9xtaKGwCOAhIds9y9dtDduMO4e1eh7Ni66r9hAECA9Rr39Nd/AyUEPzc6wgdbbZ7u7t4h4KXZP8rqzLtT5iEFV16+QqlS4Yn3PG41xvVGHaVS31el08iy4PzNNDq9Asv4kRnXsawNP1CNzO6XMYFpIPOrLVCgQIHDhFuUzx4ZTaiFIa343uc79yomaPLjwad4QF5lkuZBd2fPULu+B2h/0Am2KMUVYtlHyf398LU47L503w0Eo2fuWluXHu8ih6NCPjtC2JNqyOmN03807q5G87u5V1ZkiyOE4LVzmzzyYkC9XbgCHHZc23qVb65+6qC7cUchowcPrO1ye4WHX/nXuwoCOLMKw1ua9fqbQxhblXtTzMTV4YzOpDj5yCk21jby5mLbzFw1Pss10bG9wLN5GLo1mLyrFSxQoECBg8GtyGelQPCTD/b55y9HtJOCvh01PCiu8K9Lf4MJsXHQXbklrMazLMVnD7QPZ9Ye46e//Lfpyy4vT32Zz5/5ZeJgf4IBvnICvnVG8MTFu/OiqturUBvf8Vn/+rcIpx5FyNtXwCRaIaqykM+OGHYvgfva4ywhXbhUHyM9Hw4/OoPW0IsU33x8lbXh/TlUBe4cTjUeYSSaPOhu3DHI0uPIYOTA2k+iCsMbl3ZFmqIEfvizb567mP79UGPXeTejKZaHH83d91oqh4xPjyGE0yQjzH2y5qNY+iDpx6C150smkFle3+hCgK3PmJyZ+2n9u2sLFChQ4NDgNuSz+4c0//3TPWpB8fXsqOGvhf/iyL78aw1f2vhjHLiFZmaBEKkyj19/Hx955U/vW1tXJyWffGrfqt+G3oVP7pgeLzxP5/M/S/sLfw+tbj9I4NJ4BxGJQj47Ytj1ydM7/G50Lj5vsc+zxXWaHE0i3zwvN0cZx2tHy4/sZlC9b9Pf+s0Daz8Oa1w7/u5d5X3lOHz2sYNlhncTXwlm+F35PpI3MAFcl+N84b6/hJDSeYxpMt8wj+ib0NZCIKx3WZqnubZOa7OV5UvzpnTKMSyD3Je0gbRt0WkKFChQ4IBxu/JZKdDcw5fP3JOo0OUDwXMH3Y1bhhDw4dG/x0OVTx10V3I4u/oEY61j+1K3UJo//um7d9DiK1+i+61/j+63Xdr8c3T+8J8AkCx8m/jyl3Ysu9DfYF5svmEbi6UWV+7v2CB9hXx2dHBrNvl2YT2VS6a1Sc3LbMb0cQJnLzcYaxZxAI4CYnVvXUiv1cHch2rQqu2OmXzznOCVk28OAlaKS/zp9s+w9tQEX1l9nHdc/Ec75lvqT/IfT/z3jFTHEFpbZuCYi7veSkFmHmbMXZ1/2MTUhLEeQ6ERWjhGYu7GvoG/mbmfFpOnQIECBQ4r9iifrXbgly5GdIrvM0cKEX0SLQiOsN9zKHoMBUsH3Y1tGGvPsLoPgQGnmjB5l8XR3qu/Se/Cp5BDx9HddXQ7fytWPPc1ojPvyaVd7a/xjVNLTJwdJzjfYWqxsmPdr3SXee3MOqPhcCGfHUHsWgHgK1ZS/zFtTcjsEnvXN9gNIAXnLtQ5tli9c70usG9IdMzlrZcOuht3DnKcoPzWNDDJAWkH61tzN3x2dRx++y2SpWFYPDhPhbuGUIWMd8aJgojJs+MIoelT4nVOUKPNNClz6hGyyAQtGiAjE/UFc6+10TV3e33iXp8oigiCEBkK+yz30zqZZRxHeB6yOsuXbY+UvHl7JedeVnCYAgUKHC7cqnymEPzcyyGLnTeP5dm9gO+QX+N/jv63I/3yD3C+805ebe/OQvJuYq2yP1cCblUgEXDXvW2SLmrt9Z2fie1nvzxeYfLcOFkwkRsiJkEIeUP5THUUUV/QLyu0FIV8dshw61H5PE2P4Tegs6towOh+oh5MLe2sPSpwuJComC8u/Rpd1TrortwxCFlFRucO7OU/6m1wfP4LOz77ygOCv/vDkiR4c3z1f6D5AI+vPk6oU7Lz4sK3qYQ1nutEaH4MgBNc4xxX+DJP06UMEajz5zkRn2L69IRjG1qztLjIwvXrJEkCCCqlCvc//ABBIB3zEIJOp0ulXLKOZ8IGwnJ9MwGyTPRZ88VMG0Gawr+sQIECRwS7lM9eWBXFy/8RwxSr/MPof6Eijr6l5mL/fprqxEF3I4dLIy+wUr/xR5vbwVZV8IVHBO994fC8qIYn374tbXKjgvq6ItYJk50bW24/VJqk+9xV5pMmE6dGrZwkEzj9eoPJpTJSCzpBzEu1BTqPlRD+y30hnx0o9hQDYHDLpuYXforT5OjMtqPcC5C6WJrDjm7S4Vcu/wMub7140F25o9DxVXRyMNcajq88z1u+/r9S6m/3o1IC/ul33lsv/412g1I/zywanQahCjnWOsbTK0/bl3+Aftxno9O0X6gArjLLH/CO9OU/g6xr5uevopW25q0rKyvMXbuWvfwDaDq9NnPXrhHHMUopx4wyxmLMyFK/2O3znmqbncbbDzZjcHjYdoECBQqkuFX5bLFz7/CfNws+Hnz2nnj5B3hL/ROEdA+6GwAoFC9OfZHfeeif7VsbQmu+dQYOwttmtT6NHnhNbs4+STj77I75p9s1ZjtDiJu8WgdC8szQKaZfj3Ly2bnXGkwvVuy7XyUJeXpjlonlciGfHSLs3gJgQCNjTMgMpNE445laa+iUFUroQglwSKG1pqc6KJ3QVe03LnAEoeJFZHj3tcyPvvgvKfeaOz67NAWLo/fOmTh25QRvfe39nHr7DHNDF1hVq9SbQzw79ixxqc9Lr71wW/XrMKHb6VCqlEEL5i7vrNRZXVnh2PEZS49AUCqXAY3SKvMXE848NnMNyTERrXP+s86MVnBAhiQFChQocGPconw2UytE5qOG8SMa9X8nlGWLoWCB1eTUQXeF5do1PvXAv9qXun/i9xLOLMCJZc3UAYSk+t0Tz3L19OM8+sgIZ6+9iuj1uDIxQ/Dko6wmGzz+3PBtvaM9HBzj23ojtfruBowvl3bMNzNXYXmyiyNPhXx2kLglF4CdWIafZpiPRpOEiuvTbY5fr91KUwX2EYudK3xt+XdY7V2/qZbvqEMcwDWAQiUEyY01262d6eORxbmTZ3j7I48hg4BZPUG/HxNMBggpKIsKw2qYFrfnWtJqtSiVK7TXuyid7GjzpbWm1+tTq4YpkxGpZKwyvzQ9EATLlDFCsY2EnUvLzGid4VqBAgUKHErsRT57eEQxW1NcaxVuAEcFX1SP8p/zKwfdjTsCpQXHSi+x1p5Fv8FtQPuNQAcEKiSRt38t3iCEhjBJ/zsInPrg48w8/igyCFh6cJa4HxMFIUIKuqG67Q+0dUr0uj2icglWkhvKSZVuYMKTFPLZIcCeggDmF8cEcBj408RwsD4a8PqpTfqBYnauRqgLRnNYUA3qNHuLgAsUdK9ByHFkeOautzu19HXCpLPjs6/cD//fHz1YZnenUV+q0kxWabc6LC0upoS9J2FDkGxB5VR0205aG+sbBLrE5W9dhiF2rE9KSblUymhQphX2/GCF8Mv5wWiw/mfaS0qvocmCaJErXKBAgQKHArcqnwH82Yd6/MrlkK8uBxT07fDj0+op/iB5nPcF3z7ortw2pNB8eOTvc6b8VX5z7a+yB6/kO47x9nH+xFf/Gr/26D9ipX5n3Ub/5YdTeU8qzYe+ofmZ31KEd9EP4MTnP8NSrUTjK19n5JvfQCYJ8xOn+Pq5p1krDXH/sXcwprd/pFXtFXqv/DblRz6KKDVuWH8iNCcW68zXWlRfFOjKzkG3W9XESV2FfHbg2NtpMy5k2miRhf3PBObyFDQWWsDVEy3Wo51fiAocDBrRGLO1Bw+6G/sGGZ6mNPTDaZTSu4jh5ms89Mq/ueHzZ16DsTe+XvXAUe1tv7mjyva02a1ZRjZGuHzpEktLC+nLP0BJwXhCpVKjd1EjbpO5r62t8vqlV0lGujekXBOTk4RhgLvhOmMOQiCluVNWZGmpD5mUeDxGOL8yDWiNFCLzU3P1FShQoMChwi3KZ/UIfvxcTCE8Hw1oJD/T/6/52/0fp6/vjQ8JD1Q+z5nS1w66G9T7o3zklZ/cNzavpOB33yL59++9fZm0F24PzpeUdjYtrV94ndM//0+Z+NpXCJMYiWZ2+RIf/sbvMNaL+OLi6zt+BOx++5fov/a7tP7gf0YnN447EWjBuavDvP2VKR6tHtvx5V+jmTvRypSPhXx2GLBrCwBt/3G/WJMLw3gyhY0Ap4rObDbCWCJ7d6TPBe4ghqKxg+7CHYUIzhDVP4QQJYS8scbyTuPk5d9jaOsqtdZ1htcv3FSUCjS853nNr7zrcApcQgvev/wh3jb5Ns6XX+b55HkE8Fj0OI9Ej/K17lf5avMrCC04uXWSMxtnbmx6JSAZbiOaJcbLE2yqVbq99g1kTcH09DT14QbzV6/Rbu8Qk+JGzQjB1OQxpo9Pb3umfS0yoLUCUkaiM+Jlosn6jMumGX+zgrcUKFDgEOJ25bPFjiRAkRzgF9gCu0eXEr+YfJD/e3TjDw1HDWcrX+Zi760H3Q3G28eZ3DrJUuPKvrXxW88Kfuwzt6Zy65RqPPeB7yN6/Byz3/4a9ddfJ27UWX372+lNTjDzq7/O8HPPbSsn9HYBptxvc27+eb5x7Ak+17jK46sBw/0SanOB3qu/TbLwLQDU+hVW5j7H/PufpCIiTl2qUYq3K5/CG7hxbAY9rpxp0RyNt425kM8ODnuKAeB8LIT1ucD3uxBuFUSWHwHD6xGPvDxCWDCXQ4dmf+mgu3BnIRJkMH7Xmy1312hsXqHSWd4VUa/0Di+10kLz7LlnGJZDPCveyrM6ZcqK9Ii/RT9LY66+6/pUKeH4W44zdnqElS8tww30MoEMmZiaIggk1WptZwXADVANq0xPTdtrYsxPM8uZq5mNfq3R6XjwImj7UrR2f1pTtcOprylQoECBW5bPfn8u4FcvRwfU6wK3iiZ1mrrGiLg3rm2ODtE4ouTGV9/dCWzUBInkltwARCWi8ZG3odEsz36Y5UxkMfJZ+8zpHRUAN8JoZ5njbzmOOF3n9X/8v3P/lZ1vArveeYG18UcIgoSR6wGT8e7jul0Z2mBtVJFd8lfIZ4cEu7cAGNQeifRLodYq883A3TErnImZ0PDga8OEqnj5P2xY6y0y1zp/0N24o0iv/VtHBMN3td3z93+c80IiVZ/Za5/lgfP/HqlvTN2/fv/hPQ81UaMhhpxTVkaFWxtb1IbqRKUoO+u7VGJoWF9dZXNpnbIq07nRtT9C01rfIggjErU3zlipVRGRyBiCMQcjxzSc+au2NCtr2Hu6U1I+Z4ECBQocJtyqfLbYFsXL/xFFj4hfSL6Lvxh+4qC7ckfwcPUzBPT5reZfPdCAgJ1wi4XGpX1t49ycvuUYAL2Ts6ny7gbyWW9yYk/1VTobcOkal5fWua9yY7m51lpneXUDojpltTeaIYdDRNQv5LNDhl2/hQirR071MVpp62emlEbpNM2oZrTWKA2NrZBy797wU7rX0E+6jJSmDrobdxia3tavodVdjjeRxRlQMuLKye/gwtmP3TDrp58QvDJ7a80EyS7P0m0YGLyn/F4iGTqNqtbE3T7VahkpIAxDRkf34DoSaLaiFXq9LYb7dcJ4Z+aRJDEXL13gtVdfobm2uqc+j02PW5fXHCMBe42M8YaVMjUvAxcQK00T+bzCXZ/lB9AqUKBAgcOEW5XPvrF6eBXRBd4Y/0v8I/zD+GN09L2hxHml84EDffnXaL588tdJghv7u9+k8K4EBKHgx/4g//a/U7Ed06Rk+YMfSN/7byCfbT70EJ2p3cv1o5uLvOd3/iUTF66wcvxpkmDn78ITr73K4//qV3n7C1MMtXe/33oyYe1Yv5DPDiF2rwAwM55pb/wNKMy/vo9GpuS53eslCuwfpqoneWL0fQfdjTsOnczRbf4cKlk7sD5cnX0/aiD4YCeC/98PSv7BxyR7tVeqxBU+eOmD/NBLH+d08/QN81VVlY/E381PVn6K+4L7qFDhmDzGx6o/wB+r/glOBCcJCJiQE3y08v38UOWHmZIpsxiVo3xv9aO8t/x+jAFpEidoDUEpJAgD0GkU1tkTJ+k240yo3B26Qy2SXo/gehXZuYHxkSANkrBLCATHZ2apN+qZZtmJwelz7czItB4IdOO4kUA42uXTMmFqK1hLgQIFDiduVT5LCrJ2pJEQ8LfiP8FvqbcddFduG201zIXuOw60DwLBM9c+zOmVx/ZUbqIzwcfOf4zvPf89jHRGbphvMp7iR+If5/jjP0hnZoakUmHrgfu5+DM/zfXv/R56Y2OoIKB17iyX/syfYelDHyKup6b2rdOnuPTTP0Xr7FluKp/JgEs//TNcHD22a6klVDGPvfoHdHWZLz783WyVd7YEGHnsxyjJ3XuOt2Wflx5oQigK+ewQYg8xAIz3RgptNS8uhEN67V8WZUYLEJr1Rp9+qIjiQtN8GBHJ/fV1Ojj0Sb2iDgZxVCMJqsh4y6ZV+vD5R33V7e5RL9X5I099JyhNvx9zqb2zidpUNMX7h94PKO7nPiDvOvVo6RHXfvYV6JnyMyih7fnt9bpUyuVUiJRyB7sqTRBJnn7XW3jtlVfoxbu0thCwVt+gHo2i5jTqxAbsHLR213jgoYeo1NzNBNYSNosO69J15iNrhGBh07QWSDv+zJdWO5dZZZnQzlfbFChQoMDB4tbks8fHFL9z9SD6W+BOQaCocfRv2Oqq+oF+/TcY6o0zvXWaS+PP77rMfcP38/a3vQuU5kr7Ks/1d/bBf7z+OE9Wn6Q5rWi+J1V2GPms9eADrHzwAzn5bPOhB1n8ro+k78KZ22Wv23lD+SwZH2HtL/8FTv/1v7b7cW8t0VGLdB68j89ENb7nG/8u91w2ZgiGd2+62osSvvmWdfC6WMhnhwt7eCvfppuxv6SmGdmfmYmGuapBS3jt7AbqJv7QBQ4Ok5WTNMLRg+7GvkD199eP62aotJcI43xQm9enuaWXf4AJOYlWCoRmRI7eMN+oHB04qTf2izKeVxqQGSkQCMrlsnvu+YvmywrmryzQWd+b4DH1wCSn3z5L/WSJoLynGKQ7QgaZRnmnPm5zGzPGY+DomceEyO6Y1cY8TWOvNCSvSClQoECBw4Nbk89O1jXvPxbf1Z4WuHOI6POvo7/BR4KvHXRXbhvDwXUacvGguwHAaHtmT/nH5fj+yWfpm36Wd2/yWT/Ym2vI7DtOc/rts1RnK3sqtxOUBGQ2ikI+O5TYtQJA534RdrLFtgVyAR3MGq1M9Pl18W3WO0dfS3mvQQrJe6Z/iGowdEvlhdjuCy52UCgkyd27ks8g7nwZrTbversAZy/+Ru6LDHDLd78KBO8pvxtzReq54BxTcvt1dwLBO8rvdFZRuC8/QjgTqiRJXBkhSJLERl91flWpV6kUAqtkzky4hBAIBddfvMbGxd1H6pdBwPDIEHG/z/gD40xM7y1YzSAq1SpRqWzHYcabsr+BqLCeaazJaCzSpOM5KdvRmdBsZs+O+7a6W6BAgQL7gtuRz77/jOJjXEbuMfBqgYNHn4hPqPfv+CzRkqvtswNpguv9E9vyXW9N7lcXdw0pFO8e+gXupOXmTnfb7xS8eDDfuZUnGWnvzo++Luo8U3rGymdvLb2VcAfj6oZo8Hjpibsnn700x4uV3X+x33zoIRipE/f71J46Q+v0qdxztTlPsn5t1/WtjvewDkiFfHYosadPcMLYkkHq+2siNeYWCLtRrQuH1qiJgORKwWAOI8bK03zs1J9jrn2BbrLFxc0XWOhcfOOC0WP068eojUMk1whLUDtxhtL4BP3mGluXXkPFMUHjGBsrgu7SIsHm12+o8bzj0Bt01/8VYeUtyPAkIJHhsTtWfZy02VSvM3V2GrU2QtIOCKoxwWiT1WuakZU69d4WzcY4rz35Vtaj65T75+lGXSbFJO8vfYB5Nc9X+1+hS5cJOcF7K+/nUv91nus/R0LCuBznI9Xv5Fx0fzokAAQf7XyMT9c+yYX4AgDDYpjvrHw3J8NTqemU1qhEEYWh1ZwKmXpcSZlpkwcopg0jpbEBZs0To2m2X5Kk5sG3P8DLn32F1pUOtZOexlhBKCJi4QLpCCk5feYMlUYNIaBUK1FNKmxubtDa2vv1P1JKTp46iZRymweYHw7L2L9a9uNx38Hxawxz9UzJtLZfzbQeVOkUKFCgwOHArcpnQmvOjAWoIiDgkcQvJe/lfwx/nsD7GtpLIv7ptf+CZjjM2fIKDw2/jqg3uDL2TjrRKFObLzK9/hw9UeEVnuHqZcUzG5/ig0OfOrBxADxU/QNqco1Prf95msmJNy5wE3R6K2xxiekT59DNBiqWRCM95HCTrUsQqHEgIJHrMLxMf7lOJZxCIKmMan6y8lP8dvirvBS/iEZzNjzH28tv58vdL/F6/DoAZ8KzfLT2UWoyvRZZA6NijI/1f4DPlD/NsloGYFbO8gPVj1MSpbsqn32r1WPiuXVO9FZtPZvlBpQjGusurTc+zvwPfZxSrWLls/kf/mFO/5OfJ9x0H9E6X/sFau/5vyEi53apWquIyhDCiw3QqsbMnWhvu+4vNw7zTyGfHRiE3uVdXr/4S7/kRZ0kvaZLuMiMGm0DglltjzFPUZr6CwkPrU1SDm/f7LfA/uILC7/Cxa039n+a+sD3Ujs+m/ntpG6FJvKwlO6AqkST9BJUt8213/i3+9r3m0EExygP/8Qdq0+ObTL6VI9SJUAnKiXAoYREo2JN3OmzcH6ejaUN6qN1xs5MUGlUUEFCKSwjw1R1m5DQTtrUgnpK/DX06NLVXRo0kEJaP06lzU+FlIJmskZHdZgMppAisARRZVxCSpkRRyf1aRzRVErlCa3OTM4yjiIyCdLXkBvfrdZWG51Ad7PL/IUFtIppTDU4ce4k1755meVrC5x4x2mCMGB4dJQwDNOywvh8pe1dunCRZnNt1/NerdU4c+4sUVRK9x0ZUyQVZk2fseMmpyFWWmdmsMKWcxFpfUarSZQiCKS7QgvNj/7gD+26rwUKFCiw37gd+azd1/zKCz2+3Gq42AEFjhReLv8pSsJ9OVZIfvHRn0NGwa7lszMbX+Rd137uQPo/iF9d/e+42L29wIbByWVG7hc3lM/67T6Lr11nY2ndk8+qSCEIygEiSGWVPn36SZ9aWE9lCQ0tncZ2qgv34j8onyE0y8kSkoCJYMLKO3ddPtvoEP/htxhbWkaem0W+921c/sZFyl9/jsfuH6Y7Oc7GY4/BDvJZ0Olw4ud+nsaVK7Z+URoiPP0uZG2SZO0i8dU/RJSHic68B1EeYenhY1x9ahwViEI+O+TY/du4vweFQAbBNm8NS1T8YgJOXaozu1nbo71BgYNAohPm26+/YT4Zlagdm07Njzyi4cMcdCE1IhKEURVRqaE7e//ie8sQDcLKM4jgOIg7G2CmOh4QRoI4jlMfeq1TUixAa0VUC5l9/GT6d1+lX2gUiF6AlgpGU01vICT1IGUkaFBJQkhAoGuI0BB3gdIqI5gyYxyaETnCsBjJyuaZgM5MQX3zspRGCisUGAINxozMY0gm1RDsjDCbjlbrVUBTG64wdnyEpK8IwgCtNRutDaZOTjM1Ob3juTe1J4km7u3NB7UURURRhP2UlRF+002Rpd3I3mhboBgzVp+5ZLMuZeCVyzIVKFCgwGHCLcpniYZ/9GLElXb53iFt+c+j9zzeI7+Ve/kHWBh6nLCc8q7dymdrQ/fdpR6/MUaC+duuY/h4iTCKbyifleohs4+fQIsTOflMxwrVh2A0FVwiERIGIVorBBKVJFQopy+noZOTdpLPpoKp7It9fu7vtnzG7PtI+gpp5LP2FvKtT7P01Ombyme9sEQnCPEdeHVvg/6rv53P31qi98J/BGDz7A+ggndRyGeHH3uy+XKmHDqXhjYaHmvLkd0zqwm7kpnr1W11HVUorTm/vsCGF/lcac35/hJbcTeX9lp7kW6Sv090od4mEXli0BzqbfNBmus196H3ebSS7ra0b298ga7Kv6CLHaw2xp95G0EUIaRbc2n9ksxhTLV9MpBEUUgQhow/9dZ9GMnOEHKU8vCfJKy8gyA6RRAO+kPtZPyyuzQRaCozXeiB6ifIQKTadinSwHQ9TdJTgCaQAqkEJECsCcsB4XBgCXwa3VSlX/+FRkjQKiEIpCV+KUNIzcOEACmhH8dora0G1GiXe90OzocqbxaValbdqIQQeEuYWzejaHbtG+Jsasz3LSwHCAkiEJx+8gwn33Kabr/rtLceBTHtBYFg5tTxHeb8xqjV664vPnPx6vVIkdfXtG2lFP1e3wqJmXzk+Gi+poKlFChQ4NDjVuSz51YkV1r3jul/KUl4pLlMpNwLcaQSHu6tIr1A1KFKONdaRXgvZgGKh+u9XH2h0Jxr5F+uAzQT/d3HvrkVSKUI1EC7QiMHZJGKjPlvwn+TS+vLCi/M/kj6YrkH+axVPc7ro+/Zx1HtHk/U/hOS/g5PdmfkHQ7FhI24kM+8vt2qfJY89siu5tygffpMIZ8dEeztm3xOFaXR2xZB586nAMLFGHkPLdGLo4ssP50wJ1YZ71SJYsl6o0cnirnSWqJyVREpSeeYQI8GLMRrTK5XCBLB6miPXkVxqb/FxGoZqQRro3061YRSRzKxWgalWRntsq66fO33L/M9448hxZ1l0O24x2+8/m3K76jxxPBJhpsRcahYnOyyVT7N2KvP0l6YJ6hUadz/EFFjmPWXvk13eYGwWqPxwKNUZ7KXNu0LHanJoRapAgQyDZM5vRoa5x5k4eVF9MKrhKX9jT4cVt6FkLUdnwWNhMa5Du1rJXrLaaTUoJ5QP9OldaVEvJ4ejaCWUDvVoXW5QtIKbNrQwy0CqVHrMcF4iAizXa5TDbOsBhBrdB9UT6GVJqhIRElkedMzYcydgiBtT5ByjyCKMrOmlGloY1uGncqUMeEYiMh8x0rlzB/f85Mypp3mJGpA+HUKPN8yZ07lQ3hkfFDQ9P8UAoYnhj0+pG3fdKq+JvVPTX/WG3VGRkdoruWVXmb8PkqlEuOTE45x6mwefCbhOpz2WYAfLdbsUb9qYTiom50dNNGDDRQoUKDAIcEtyGevLMfcS6aZPzO7yuljVXq6w4V2CQQ8OJQQyjLNzS2+ca2P1Jonj4eMDFdodru8vBESCHhsXFEPYaHd46WmJJLw1LiiFsKlTcWr64JyoHlqLCHqJvzyF6/z5aE7F1PIYLrV4l2XXuP4uyd5uTrF9bZgsqJ593RCogWfnZcsdgTHa5r3HktYVX+cy0u/Q723yFr1DK9MfheblWOp7LVH+ewrp36aC9fKvKf0GcrhwdwOoYHO2ATHTiyweH6GeDOVu0rjfcrTfbZer6A60qZF431aFyvovkmLGXp0ExGD2ijks9zEsnf5bO2d72DsS1+itLySq06FITLO75H1p56ke2LW//BfyGeHGLdG+bOJFu4Xb9OnUJlCRwzdO8wFIJooE1Z6oDWbtQRIUEoTiIBwOESMCPoapDEHKgtWprvOBwZQJVicSTXN5gWnX1Fcn+2A1iQaypSofXAG+a07r51XWtOa7TH74Gmuyw7XZzvWPzCgytiTzzJGZqKTHcKJt74rW2NtD6ZHPzKCQTpC7XaCNhmyFzatNMOPPsTStSuEpf2N0C+jszd8Nvxwi/K0onIyRnUFOgFZSf3qa6f7xC2BSiAaSrW9tbMx8ZZEJ5poxPgxBQRDmQmS8WnPiJIsSygJVDuhf71LMBRCKSVsKNzdqJl/JobWZwdJZ6pOq0X19k9ah0YGAZbYD7wsCw1bm1ucP3+R+x88R71WccSWtLxhUkKkXdK+BjjrjLljVamEQKZacWXWN1tzE13aRXp197WWqxVnyqYdURfG9wvQCk6dOUOtvsTayipKKYaGh5mYnGRtdZW11TRteGSEqWPTNvCfge0OZqq024vCrY3OZksIQRilSh9fmyzy8nGOl1hXtZ23U4ECBQocDuxBPhuvB7B6UB2985g4XicsSUKteSqzW1ZKgAiYGA358Fgl40OpfDZek7ynrnLy2UwNZurZK1TGEM4Oac4Nk8lnElEqcfbxEl/eh5uGh7odZk8HPPDQBA9LlYpUJn4Dmh+7P7VkSOUzyQoP8uXGg3dEPlNa8tLs9/H2hc9T5mAUAEqEfO7MfwmRYPz4JqotEIFGllLeXTvdJ2lJtFREdYFKEhrn+sRbAciEaCgbJ7KQz7h9+SypVLnw5/8ck7//BzRefBFVKtF85hk2Hn2Eyd//DI2XXyIpl2k++yzL73uv3U8GhXx2eLGHt3OB8FfA0hDfvCM1lTEBLJI4ZqPUZ0W2GFc7f4k9SlBCsz6REMd9SqVSlqqtxsrOgwCQ6XxlCSKnjwf8A2k1gWleiabSCTh1uZ4dlju7ra+3mxx7ZibvJieENYdLCdb2A5eHV1h4d3Z6hMMcdekRPxEIxmbHuF7a2/2kt4K4+02ECJDhWWQ4cKWLVGgFQkJQ1iilrI+kkIKoYZQzqcZXCIiGtZ0cQ8Q0Rnkp0INrDIiKpHymhpRZICZwDEMaqpsmWu2uLexUytrfIqR9M1pgoQeVRGnmSqVMuRSl99OSrYY2vc7qRRu1r63c0W9t67NChel7tj+8w5+D9uuzGbT33JKPdAxSMjQ8wuT0tOEJaGB65hgzszMolQXxETLzxXMCjNbaMk+zE82/9uzsMDY39drOu1kfYTk+KOWPr2AxBQoUOGy4Nfns2RH47SsB8aA36BH0oz/TUIzXQrqd7r7LZ99elXx6YX9cJ0Y76xx768HKZ2vX6jRKB3Ntd19WSRKFDAKkBFnTuWB4MhTIYafoEEY+G1VWUCrkszsrnyXDw1z6yIcpf+z7cvLZ3A9/HClFIZ8dUeyRggmrZtGAVk5rpEk1T4nSJIkmiROb9spD66yVHTGJUbwcLrIpnQ96IhSXait0pPP7SXTCaxsX6CXOLytRCa+svU6CF/FUaJbHOnZz3QhKa+bbzTccpUbTqvS3pV28b4sk0pQrZWv+Y4lxLm+ed9qNzECaJehOA6a1JuwLHvnWMGPN0h1/+U+U4uWhJYanGzmLmtQvTOQ1lZlm0PjgmH/SoCV4dMpFG85irWTbxLubU7i7ToNA0q2MW+3lfiHpfI64/Rl6G/+C/tZv2XGFwwmVicwXTEMcx9nQBsyKcv5U6a8ezXe+SVbQEl7RlAILkbbj9qawlVihw0yyFHh0zTUEtm7XPe9vk8dfUAFBGPDQw/dTr9e8Etovnt9f/p7FYwJAGAbeWmZ9t+TANz4DG4xGkB+P4RzmV6Xt3wCdToelxWXM1wjThmMgmQAgjVORsOfPjsdyCW//2Q28ff4GEgeeie0H9w1oTIECBQocDPYunzUCxU+e6zAcOHmqIWKeLTWpCOczPxQq3lnbJPLSaqrH4xtXc771Ua/DyfW5XK9qgebB4bw/+04oJQnj3Td+6awGmkaYp8P1UPOj96Vt7Ld89kpT8E9fCljo3HkFQKPX4S0z/QOXz76w8cQdH9tucWn8vUSVsJDPvHr9NJOrkM8K+ex2sWsLALPkwiyqWXwy5qI0KR8QqCSL0CgESEm/As89skq9GxL1YasRo0sBKzQZ2owIEkmz1iUJNVeSZcZa5dRnvtKmGwdcaV1hMhmms7LBNblC44lp1sqrjGcvyKujPeKSprrV5snnRnd8aU604hMrX2G1v8XJjTG+Z/rpHcfZUX0+OfoqwUSJM9EUo80ScahYmurSqSY2noHKuIbWOg20Qqb1yx1Lx0SMyY4z0cmTJN/fZXKxQim+sxHrAa63mnxm5SVO/OBZQ8ucys2nOyL1aTJXghhl4bazJdyeUCoLjqJduq0Prw6RBp159LvfwepLY3Re+TqB2H9Ts6T3LWR0mtLIg4w+tYVRn2udEIahR4M0Wuf7btaOnf7WoND26pUchK3RJeHRM4++mjAPvobTBI7R2cTZ+04BIXyTLteGySEyKUcE+X7lltD/GqCzst7fCG2ZSZok3D4eHKZ2P/2x5ja4ACEkSik63T5LCyvMzE4RlQK0hrGxUZI4RqBJ4+uYq3BSCwGhFVK62rXSaJ1eA2PHIAZOv86GkX0F8jsozNi0O4umz5bOCYEfPLtgLwUKFDhsuB357KER+G8e73C1LdFac3pIEYUV+qrHhQ1JIOFMLTUx/t5ehwutgFDCfZU+olenubnCBVWjv7bGycY6x04fZyPocX5DUIvgsVFNFMAnryp+9fLOln/jcZsfWHsNFXf5Uu0ELw7v7Fs/FW/xIyNLjIzVeZVR5tqCyQq8dSqhETnOtJ/y2e9dC8yr4Z2D1jy4vspjq6/z8I88duDy2da7fowvXYl4pvtJSvKNlTd3Ctcbj/P8zMcxX6gL+cw9KOSzQj6709i1AiClQzr3t93t0rxPaWtWLTOtmQjSPDrR9IY0PQ0amSnVBFsjCVrHaCQBoAPNehYcTilJqEuIoQrrQpMcqzAqTiAQJIFmeTrzo8+6kgRqYOs7BEIy+5EzDG1uUloWsLJjNoSGyqkhakNV1kSf5mTfnfqsIWNmo7QmT1fybefOmymbn1XLSHzzpGrrzr/8Azy/Nsdyvc3p0PlF+d3zYUxujJmZJXyGrvoc0dAl7VUrUvMSnf1tfJDSg6upDdWovvUpLgoJr3zpjo91J4jyc0y+f8YTCECIwC3tDmNzac7OKEf4DQ/2GLVZS3P9jjKcFbcnrNYUN3fWf0/r1B1BZ+ZNJqefRzhGZ4QdvD1kgtf4TMP4fbne4JXNj38nnyrrleYlKp0yM+kxSDN/0jJYWwFSCC69do25S8vQFxw7PuXmFJBBkLM+NUReD5w1kyeUAcbHzY7LE5hyg83Wwc5Brn++aJiPzFugQIEChxm3K59Fieb+UQFa2BeJcih4dNy8OKfXCjaqmqeyS52UCtAlyeRQhSkhSGZG0GIUgWAq0BxzN9sigNpNpM1GI+Sxd97P5vomF+YiXrxBeKCg1eLE02PUhqpMC43v9mDGvN/y2Xz7Dr/8AwjBU4vXqE0IgsMgnw3XufToT9D7luJ96vfu+HB3wstjH+a50z+Bu+qukM8K+ayQz/YTe7sGUJst7MyFhGEuWqVWMgEEoSQIQ4JApv+FMruCQiICiQyz37P7SKSUSCnSKzqkdJvNqpOy5ZbCaujM1Rq+RqkTJqzEO3OO1VoHWZaUymVevHCRTrLTFSOwUmlTbVTQwm1okWmcrFmZdtdwCEtUsMTGXbMi8M1vsPUJm1egEdr5KzU2Q2r7pAAYjRroJHGHR5hI6iZl+7FyxMH8JgZ+puzHXD+ic0wrnRjh1WHmL21ecPy+wav59g8yiu21OH5QFDP5g6P3/1Zqh8Tsb5/X+jNpfcoGofN5zTpYbXOO0ZmALWmJ7Uvlz7FjCaa+bXetamx9tk3hCRFexty4PHNIcEIDYP2/8vnEDnUK5q8sszHXodYfIaoEBKEjQbas1l597lmSKDTmC41jB64/TvhzY8j+cyleXn+AwpU3c7fDntgH0a9AgQIFbhuHXT57YCjJM0sPDw4lBFEqn1Xmr91wjI/OhAcmnykN31yW9G90gfltQGjNaqlBnMSHSj5rzNz5Ww5uhF55JNVOFfJZIZ8V8tldwd6cmDwVj8j2stmsUsiMUcht2iEsMWZAZTWggQKs5i4rJIOUGSGw9YdhmB5Ko8XO/gvCgBdGFkl0/lj1VMyLI8tIIagPVXj8/Q/zlf7FbcPrqZjFB2KkFNtNhjwuYRmg8HSE2cYW2bismdIAPXZj3X7/5/hKice+NUK9tT8B8t4ydZIfHH4WqUAPmuJkvTAMHHLLjfUrM/kMAzXpQnv58lpIbSZmgMEioDQ6TjQ8egdHeWNUZ085xm5sujLmIuzmTPdUohJUkrg9JrO1k96a+/OUmzMjVpicjvxbZIFd0vyDBoW5Q+LODt5PRFqHd4Z8nz7hZTbn0CfL/rY0z3Pr7Y3FNGy0zqZqnR3+1OfLzZ3OhI3NzU0Wrl9nZXmZRGuWF5tceXkOmSRQ2+LY2TE2N7Zy4x08E/Z3IQiCIPNL83O7Eomv3AJ7BnM1a+Gth5k/729hs7ljLYxWemfhtUCBAgUOHIdcPpusBby90tzW7eF+m2cqW1Y++9C7T3Omv7Yt31C3xR95uHpg8tmvXgr456+EtOI7/5qhheD3Tp/ly5WTluccBvns2sjbtkkn+4X54acL+YzcUuybfCbjPsNf/wYTn/o0tZdeQmvN6vVVxKe+xCMvvMDE5iVmCvnsnsfe7ujL7DqUTjVKgZTphlLKbVqRaZeMtswUBatxRBhPmNQkLU4UYZAS9SRRtqDMiIDOyqTaaA1SeH5avimTRj9Y49/8zh/yZGmWidIQq/0tvrjwKpPHJ5mhggDKtRLqgyW+eW2ZqWsRURuaUZcXS/NMjRzPUVYXcCWLEuqp5IzviemLG7+LYOnoVjoniUq8A5n5z2TzcfpinZ3I/p3E8dIo8fUt5k50sv45vyW0ThmPJbg+O3RkUBvzpSzLNqJgmWlKtLxgu45IZXMsAsHkuz7A9U/+J1TfBXsM6w3i1pZT+QFxXCIIejlCmCQRQZC35pCVKqrTzqWVxicZfuARtx+9DWrvcwV7H2sqKEmb333tyPJolRurodwCLDMS/h4wjVntul/YzI9wpmqAb9Lp5bL+aGbmhXemTOX+HKU3HEgj63k1bc9r+2alRLe3XZLRLGvCMK9DFIBWitdfe43NDWeNc+3KNeJuQjgKMek6N5vLTB4bc+MwG8S4aJg2vbn1R5BjiFIgtbDnzd7Pa8pYQSI9n9KvB2yUaJ3llQiSjK6ZXINmbgUKFChwaHAE5LMffqRM9KlXeS0aQ4VlTrQ3mF24RHDyBJphBFCpl/i/vqfEZy53+cMFTbsTc3/U4Zn6KvXymRwTu1vy2XIXfn9uf6L++3i1cZzLWzFnhvShkM86lUm+cfJP8syVf5HrZ7NykpHOlVza9a1xjtXzvrVLrREma81c2lY4Rj1ezY978sOs188U8lmupu15bd9uQz4rLy5y+p/8PNGaW5et6WnONDeod1O5+cnzsHL9HNd/5k+7cRTy2T2HPSkAfHLjAi94wTAycm+2h9XJaLuy+fqyv8NA5javJmNeXstO+5MRRKMq02mQD6P1jSoB0++b4T984rM0yqOEmwFiVPPwqUl6vR7lUinTiEN7VnN5ts/WxhaVepVJMZM+05nyLlW9ZQdKeyeMQdowMD/YvprNbOZCCplNh8ZpNqHUlVS6+2P6P4jRpRJXZ9OD7oLN+Gvl/Q0kcWIJiW+eJLNx+iY80iMOeHOYls32iEcMNVCemOLE9/9Rti6eJ9naojQxSe3EGZJOm7WXXmT5/DU2NkO60RiVJKZR3kCSsL4eUDt5jhOPDtNbeB3d61I+doLa6fvory2y9dqrqH6P6vGT1M4+gAhDN9ZsnNJSntSkSGSESUiZCQQ6i6CLG79KwytLL/qIKesmNBU8tNYZczIiVQp/+ziGLXxaiP+b84vSA8JOeiJ20oHaO2o9xuVf+ZNnftr9GOBCabCX7cwuDN1+VWCvKVqYv557+Yf0nlo5YNiSJDGXL17iwYcfytrSO56rNE1bgcX8pZRCyMBmkVJm65bVI8iu1XFDM187NDp3jZLwJt6cT/8rkxBOwCpQoECBw4ajIJ+VqgHf9e5JPvuJz3vyGUwMyGdRAB86I/gjZyRbGx0q9SGkGDow+ezlprxr9P/ri5pTjbS3h0E+Oz/5Ya43HufU2hcIVZ+5kWdYqj3AWOsCxxc/z+qlJb589QQXkxM8UpvjLZMXAcmXLh1nbeoJ3nt2nXO9b6KF5NLoO1ioPcKZzS8z2/waiQi5PPou5oafdrEJC/nMzv1+yGfH/+2/y738A9QXFraVH794gfj3Psny935P1lYhn91r2H0QQKOG0YbEpzBHQAsybWW6QzP6mv1MdcBmgcxi2k1r1lbp7Pdsd/jULKtfAmh3/YTpg582NFzjsfc8zMuffY24q5msj4DW6d2wWR/9TVgfruOOHLYP5nyqrBNBxhy0yDNMrZJUG2mnJSMmpk8if2qF1uQ1iQIVbD/A+wWpvXXb6UxnHEdnfQsCaZmC1cTmqZNd7/SHsPOrMkJsy5gdInJcnKBcYfjhJxCY4D2aoN5g8q1vZ+JZTb8To7UmkBIp06JxP6FUKaWa07MnAEPoIDw2S23mRCqAaJ3bc+leHRiDcnEYyPJrrb395sQmU9ZqMb35RHv14AQIgXaRidMHdj5NmiAVQBTu3lt71rIMdifZ7SLwd5djNW5hfBKbalA9JuPLTYNbULh1NKPA9Bm/nM71Y211ld2i3WrR7naolCt2vnwfM8fD3Vcrs9mU1pAkSBlY7bnWOotK685nuqfMYF3bGkNzfC27M3G1R1xrlPKYUIECBQocIhTy2f7KZ9W92creFmLlvTAeEvlsszLDC8d/KCefrdTvY7VxP/qsZroTM5XJZ69n8tnY2xOOVUosC1gR7wKcfHZp/L1cnnhfIZ/dZfmstLxC7dJldovRr32dxe/7bvuiXshn9xZ2T9ayxdEZ4c/Ns8g0dfbU5mgPJuFGaZrUP0SpVBsrs2sj0msk0qxmo3n8BmMeZTR5wvQBzZkHTzI8NsTV89d46JkHiKLAHcI8NbRp/iEyrQhhGEsWrELgtFYZQ5PGzCbrnDngUriAFkKkWnktBCjvkMqUiMQlWBvtMbpW2sVi3B7q7YjHvj3Cqw9t0I9MvIR03vypMZpx4Zv8ZFfJmEA6hgk5xuP7TQmC7JoTrcgdeCdVmOZdG+aQC2H+E0SVMCe0aNJgRk4gMXVrS7yVJT7CbyLr58B+FI7YAGitsOKSl0+I9HqTHKyw48ZgadnAnh+k4W5CBnwOhdV9u3q0Y1jp3/lxZTPnqtzW3sCcb+uEE/A0+axmHszXBHPURXoQc4wqSfZ2bZBOqffOzzzmPthbECRxgixlWuZMuyylzxi9mfDX0TBiy62z0WZznOmzHXMCm1agQIEChwqFfLav8tnjY5paqPfF/38Qn1sMSITkR84lSGtmXshnhXx2+/KZiHs7VX5DBL3ejvNkx1PIZ0cau1YAJCq9SkIKMkbj0wZzKA1hSDVkllFYYu1V6G1yrRQq0YBCWwcakVEzZdsStg2jFfK0TtmhkNluVUozMjHC6MSwOQVOAygEqb2RJn+nqDvkZhz+hjIbLPWV80zPzBwI528mU9Uy7sh7GzZj1FK4Pa+15rVzmzz80jD11v6rm4c2Ih54eYgXnmhmxHAg6mr2U9jD5eYoVd4NmEsJN48pAZIZA9LZFJlYB96bIlgHQautRCMyLuYIi+9X5TFnP9Hk9OZUBs78yI1hO+m1+ymzmfMFEJtbOAIkA4H/zpq7/9XviFeBYcROcLEjy38pMftE6Fx9QnsDM+l+E1lmYQ6n/2yQQBsmMrAU3nTnxmamShutt4DNjS2UhuGRuh1Pv9vjyqVLe1IARFFEpWq+/rs+a7eRvA7mVzAMAkQm/Jl+WmHHY5QpHzFM02OZlml7Eyr0Nkbif43YkTcXKFCgwAGikM/2Vz6LpOanHoz556+EbO2zEkAj+MKCYKSk+e5TSSGfFfJZrsu3Kp81Xn6FY5/4j+wFm488vK39Qj67d7DrqCYiI57OR8OH828x+yE93E7zaAmx+xVIGZFKFDoLXGO1PgK3oMYMR5u+ZIwl6485vJYwCGEj01pGRHZthHYEKndidXq004F4J007rRp2k3onwe1Oq0m2wS1EyiTFwITF/Tjb28b3LGXM/ZLiW0+s0Rzem5buVjG0EVHZzIQAKzg4rbglLKRzoLx1JiNQWvtDc2kp8zasVbt8ws1VPoCP+VLAQJph7D6jyJ6hjdVjtrYe0/D+s73L8ihLgJxQZE3+7BwM+GxpbSOcphp2kQkV2X/meiQh0kA9tsPaGwd2P/pzJWyaN3d452aQqnlnwR+rtww3hL/1t/Md1w+/KkOsU4ae7v5avcbmxiYqyfqpNa+9en6b7/8bYfbUyYEAOE5Ac0JH2hFpRTS3G6TAmTBm/RC2lx4jFkY49hgHIi3rMY70S1C2D7QTDIQUdqkLFChQ4DChkM/Sv/dTPrt/WPPX3tKnepfcNT93Xdqv2YV8VshntyOflRcWOPnPfoHy0tKNGx9A3Giw+F0fsWe3kM/uPez6U7MwZhsZTGTXXB4BWrlFECYRt+ctydE6YyxuQ8hAIrP7Y31CI7OVNZvIZ2QGSiuCbRpH4faiIZbCJQ/oSNM04RMq7fUXq0m0g1FsO6g2eImXqL0ikB4IP820iwYkdzUeQBQHtM1AMmhSUz/j54TR2hkGK/IEzgxG63w9KSX0vwKkGc3fGS3N5s8nk8JfMlPNNtil9TSMg9RVZ30z6613mFo3Hp2N1RUWAvr9hCDTVmtc8BGXzUUfNYKPQqdCDiLzcXPMxJTJw+1GwwBdf7Xde0q7vFb7n+05YzYnTB1mLr2+Oe283w9hx2766c+x7Z93XIJAMHviGFqnbW001+l1u9sn9wYol8ucOneGaq1m102j08iuwopwbl0MlRBOKEj5hbRCmsqu/xyMnGw2gD+/IFIT0Kx6q1c2jC5LQw+kFQymQIEChwyFfHZ35LMogOQuiWcbfYFCIgd6WMhnrnAhn3n9u4l8Nvr5LyLjePvk3gCrTz7J0g98jP7IcDaOQj67F7H7e000doPbNfO0QClSMx0/zVfCGYKQ37TppghCiQyERyjSQxZYppMursg0QjYiZ0bMA6NR9trNbsFJt6ckMyFy/nFKpQRReDso3bQit8kNk/OUyR6jEbijnPZF+mPI0oQUVhsahEGm2UoLGY2kmbvmaP5au/2CRnNsvkK57V+6YZ6liDNzbuenlbFcrTwNcfqPM6HStg6rp/U4s52eXBlDTHKsxdZgngjcfjJaaAzRwWxON4hBzaXti8iluIphYK8KoijKPbNjM835vJFMSPFm1J9b05c8e9mJaokbpDvGPKgtFWAsJ9OzqpwhYO7fgWnyO69zGbz0AX7otK/p33t5+QeISiVq9uU/7fhOzD+/NxyMVtiwHqVUfk9mhewetMwY7Cr4go43qO2sf3v7BQoUKHBoUMhnd00+e3j07jADKTS/dknSifU2SaCQzwr5bC/yWWlldce+3ghbp08TjwwX8tk9jj1cbJrOsFI6MzVzab7myubWLqomWPqdMaeUCAdBFgBEeuY6pBvCNy2yAV5Mu8Ll8eN9GA2VH0E2f07dydKkpl4pk8kfQoExYvKGLvwqPLO2bALSoTrKpXRmkuRTn2xM6RjS8bpz7IjF4lSHzfp2bV0n3ttL1htBIBhfLfP486NEPWHTZEb0hZSEYRrcRcqMyRomkUXjd8RYZcwU6ztnTJaklJ7JkNNSG+IkMuOhwORLOQbodB18Xzw3U04ASHmDz9RwfRksJUykYpdszIz8nB6/wQg7vtmTScvnwwpexuzJ76kjil4gHnMwsjGY8e4k7DgNqDd5iOw+ZrM2br+ZeQesFleIvGDo/7TjNuZU9rkREPIQIhWaOu02zYFrZd4ItXrdI9rCLpoxv/PbMP02/l8ARvuf6qW9e65Nn21C9ovwj5mpUyB0uvscnXKBlnyDNoABN78CBQoUOCQo5DNXxf7KZ99zKt7uBqA1Uu0t+O0bQWnBp+YC/veXI8srC/mskM/2Kp8Nf+vblK9d257hJkhOzhby2ZsAe4s2lxF0lWgi0o1oNTgZURAiz2zSJ34+rHkIQiCD0P5umQlmYw/Unz03Jmj2OFkTm+xZtmGEEDboi90wQRqABiCMSu5eVK/PRgPqrs/wzIr8hoU7zsJPJDsYGVO05jzbxu/PkftdS3jh8TWmF6qMrkYkUrM43uFqssyjnRmOz9f2tGxvhKgvmbpe4crJliVmvt+NJiNQQgwIEsIsezbf7oklpN7M+HOQzoO/NuQK6zSD9RUcNHuydWpv/s18Ku3fT+JMkvz+GQHGMHnTaXDUFrcHhNeo9TgUdmIcgx6YAzc+W6Hd63nOZMoLlM03sC88wclokl05V71dC9NfjxObfvh7zmnN3XrlVOkmr2VG5hdNu9Xm/Euv7GAyd2MEQcDE5Pj2udL5dRxs1z83IpeWfsExpnmurHBn2atP+JOaQfrzh5u/7dr4AgUKFDiEKOSzuyKfzVThv3q6zx/MB1zZFIyVNe+aTIi3NvjN1TFe29jDd7Vd4NV1yfn1hPuGnal5IZ/5fSzksxvJZ+Of+wIzv7S3wH+tM6dp3XeukM/eBNiTAsAE8tBAP9GUhFlAkV84IWxEyjzpSHe82URCZ1dCYDZGVp/ymQw5IuAZflkihA0ykdWFZkfjBp/S4YipqSv32DADk5IRFm0feYcxV4NryPPy2d6P3N2zKUWwZklaowK4PtthYbabtqs1dT3MxlrM8fntQ7td1DeDgT6KdMGFNzKPYfp+XdqfU/IHWnvD9K9isSV03ndNkLrupX8LRyS1ETd84o8VSuwe8BbSEBczHNyj1AcML5/2WF/mV+TS/KijlstkhfEmIL8bzAcWmRu/6fgARcPrr3b7LCfs6LQNX7Dyz19+LbKuCdeuiVRr2kj5sNuDps68f+ROzDmrD8HCtet7evmvNxrMnjxBVCrZiTLnysy5wBNk/L7o9EzJbFxmGRKlCDzfVCNAWmHJ9tntM38chvG68+0JFQPjHTzKBQoUKHAYUMhnd08+GyvDD5w1V9Fl5tEjQzzf17y2sX1ot4tLm4L7hgfeKAv5rJDPbiKfyThh8rd+l91CCcHaW59l8aMfzSkYCvns3sXubwGQwvpFmf9sJQN/CyGRmflYjr0Is0h5k7I8Yc/MmaTwiIIzjQGyg5el+XegChf9U2QnLtdXu2dF2kfhlzUDs701VBXjByXw2rWExRqW4bxevD5LgYkGYspKOy62zZGZKDHQaaNF69TurJmZQbdsyPoghdouIgymGSKU0kB/wsVAQVdCiHTz+cSMXOvuS4FXCjvZtmUQJsKr5TzumcdiHMO6IdI6dui9J1jg+MtNoG2BgTnNZ/ByZP0XfjM3btCKI6adQc5imnA0dEBYwn1FsOpUU85jhAyeDc9vTcPW5t6i/h+fPU6lWrFtaG/0pi2z4/2+bA/85JjsetOXuPS2Nfanzu6SHRcwLyBsx4384AoUKFDg4FDIZ4dDPpu+s8aZFmPlHWSJQj7L96uQz/Dls2hhiXBr6w1mwqFXrnDth3+IpFbIZ28W7P4WACDI7uGME+0RwMFc+QNl9r8wj7NivV6fMAwcMTKbHpdH+w5kGZGPkwQpg/SuU6vtdK0Pdsv0yCfX2whHLr/RUhtm6DNAnyF6p9ir0BAW7zxuG5c9PN6fOXZiwocicnkA2qWYlbEu46vlXL+NedCtpCmhWTzWyYi960muz4bZCDEwZ9rSJ9/Mzv7mzZ81DXSfDgb4jt45HbK7bfPEYXAP5ubZY3Lm1ziOCcLACSJ2YNvrsv3ImYS5qfB4nJcvVxStRS6Cr9tHbiBuxrJ8aXMo5QQbv7DwGkhlHD+cjceecyrh/PybfMbELtcG0G61WV1ept+PaQw1GB4dpdNus7G+TpIkNBoNRsbGWFlaznw0d48w+/K/fV/m59Wa8XnjyX2h0GaJBaNjw15N2ek0+06TW2c7+oH96tZlu1Bsy9xcOilQoECBA0Ehn7mOHaR89sx4zG9ekqz3B+d/cGS7TxsraZ4c14V8Nog3o3ymFMMvvMjQc99Ca9h86gnWHnyQxosvMvLSy+ggoPnUk7TPnUOdf23HHXZDjI5k14Pu9N5QyGf3InatALAWLohc0A+fYPhaIHMYbKAYYcw9BEorut0eQpQIw9BqJ4W3rTRuk2UWRKBBytRUXQFSSIyGKrdJsoM6SOBMmmUanlmR0X6bNI0JluKZeJmDkY1FmdLaEBRvvMacx9OkpVpnM1c+Mxz03crmyxsD2dz14oRvn1zi4WiCyaUyUgnalZhrJ9qMrpUYXy4hEHTKCdeOtxhfKzO6lr50dUsJc8fbTC6XaWxGNu3iuS3ajbxlgU8vNbi+MCBGaDOfwsubEWXtzbk3z2i3ttlygDCrnxcFtJfHEBRtVaeeiaAGtH/vzyBh1/R6PcqihJRBThBxa+FrbU1ZXxgYYLr+TOTpuRtrThBxDMueJvv1IidiIKWk02pRrlQQQqYzIYTdZz7T3s5Y8jOZM6UUeFdBGdO07LxKwcrSMlcvXbb1rTebzM/NoxK3P9ZWVpm7Nkeyh2tlAEZGRyiVQn8C6feTTNAcWO8dGH4uzckomPOe7sOdmdcbJ7i94s4y9swKjwYUKFCgwGFCIZ+lFRy0fBbohJ++f4tfn6vxcjM1sH1gWPGeYwmfngu4uJmmnWso3jGV8On5kPl2WsGpuuLZKcWnrwWsZUGZTzcUf+LBmHDAQ7OQz96E8pmAE//uFxn56tdtfaNf/zpTw8OU19dt2vgXv0R7fJzqygp7QfNdb0fkXF8K+exex54UACI7uzIwcVhTziBFnhCg/cOls12tc0SkXq9iN4Yl126R7UKa52bBTT1a28tu04NmdpjLa/ptu5HvZe6Z6Yq/fey2y/o/OKRcHgtHKFL9oh7IZdpOQLjr93yGsz0ojTOZi6IIwpAL929y6dwmIhbEUUpxlqd7vJ6A7At65fTL7NLxHlEPRCzoVhUIWDjRpdwWyETQqiWW4doDnvny2HStsyt1RS7SpvU18lZsm2tQ5sskzLhEqum1mkazqXLjzOZJ69x6SCnTq1O081P0+6G1wL9q2BIEkRKJWrVq+2iIkNLKaV6F678Tp8we1TnhxG/XJ3xWyPA4gZ0Ty7U9UyUrxJgOO4moXK6QJIogcPOiNHZepBXEGNiImaBkz2x6TVOSKLsGbvKcEKOShLkrVxmE//JvsNeX/ygqcfLMKbvWSmkuXbjMtWuLlKOAp559giAMAEFzbY1KpUw1W69BOCEAd35t2sBaZHPuMx1rBSNgp4tjfTkZmdVhacX2/AUKFChwkCjks8Mjn50a1fy5sZhOAkpBLf3WwjOTCc1+DBqGS2mz7zgWs9RJV2uimtb7vuOa+RZEQjNVzfe9kM9s6awXbx75rP7q+dzLv4H/8m+wl5d/heDqU0+z9e53FfLZmwy7VgBImSceUkC73UNKQVAu2SikaBcwBkEW2EK7gyqwC2UJqinrEWfAMi5LmrN6Nc43ydfiOdOltAr/HNk2DdH28jFYh7fDrL4q+8ffz/as5vpn0mR+Y2sX1CZJEtqdDrVazWkIPeJg2khN6GRuViyhkAIlBbqUZ4lJCHGoPQ2xphdpdKgtoUFAt6rRKI+j5kZiGYsZlP/UZyQDs+Tm1JMPcv2HjLmYaXHmioMKRG2EBa1TXz0NnU6HIAiIoshbWhM8RHvzl1+rlJC6ubZmhKYNYZhgNrbtkkNeK+2NyEyTPR92r2d1K2UrF5bouX1hGazraMo8pCQQ0huFT+gYXDLXR+0FbcnEnCRRtNsdqrWqVyTPwDc3Nvds0r8bJF148JEHrFCBhn4/ZurYFGGpxNT0JFEpyoLDaMrlClKmkoKv1fW/ZJmVNvtZG8artC1rZ9SfbpwQIP0JtHPmtPhaa1DpnouiiDAMceafBQoUKHA4UMhn6T+HST6rBgKd+3KvGSk5HpT2TzNZ0fjR7AMBJ+rei6PXa78PhXxGDve6fDb0wgvsB772wNOIH/4hKtmX9EI+e/NgD7cACOxdnhk9LEVhtpjeVjUEU+cXQhsbJY+gmYMmPELsEy/Ld3LdyDap0TLbPG7z2Y03AOkxqLSczyHciXV+VNr2fVs3zBhypMZjKGiMmZkxrkszpcSyUi4RmGt6tF9vFrCFVBMblaJ8qxqCQDqC4v1r2nX8PWN1/nic6jfLlx9Zxoez3zNSPfgFwRBpnS9ult5n6sZEz9fCui4McGiPJfh8X5ieaE0URjaiKNpFvc0oQo5fOmWgYYHa9kV4M2eYjWnXSA65rlnmMdBf4TGyjLibwqZupb3IrTmu51c4cF4MO3STkPpcmjYG9mhuaYUElaTtSpmOXQjK5bJlqI45en5uOx2aO4CoHFGtl9FaZXtdEIUhpSiiVqtmeyklDoahBEFgBSkDM5+ZzJr+Y/aQdt9y3LYyosbO0H6dfiMDuaIwJAyCnBBRoECBAocHhXyWnw1TVyGf2bKFfHak5TMVRuwH5OgQlUI+e1NiT9cA+odM63QTgEYpZZmB4yMaVMY87Pn3tHqmSsNkXIJLhzwF06RMzmMutl928TOC5v2elhOO4Ggc0cs2tDmswmx2Ie1m9/urfDOgfJe3pWmh3dUeWpkWkEIgwxCttb0HV9it7phkFEVu2g0B8QiUNuVy4zKMzuXYxlx2OCT+ELazHEfsHREX/lWuti3LzLx58qP5mrUwZXK01hMU8q3b6lN/JEArZfediSycZs5Is6e59hmhjUabY4z5/ZTvQTbLpn6f0QyM3/gf6oFyURjkximlY2uWf5irbdxMOSaYtSukJ5TZdc3WIbe0mZbVTLgm23OBFV5MY/4aNhp1wjAk3qN5/xthevaYm5+sz/79I+1WmyAIKJdLIKBULqWMUals7aT39UbkhSAzZxntEZ45njDn3jSU8ec0Tfu9AdKzLTMhzj0ThFEI2l1fU6BAgQKHDoV8VshnhXyWnw8v31GXz9afforJT32aOwklBMEH3+nmJ+tzIZ+9ObDrawB3pEo4XxkBOeuLdCG3l7FHR7h8fmAXHz5xMf5Njnj5dNUxijwFsL3MkTLnu6XdX2aXIhBi+7QM9s8FOvHTDCHL9y9Xtzbj1ZYh+jNj8mr/b/Orx3TNr9ZkO2OaxrdI45i6DaaTJdo8fhN+Pm88yqRlRE6ZcmYMmPaEI164v9H+LGnbjhmHGdegvJCfXe2Nzf2udGpSZAUXwx532EiOgfhten2BrC7L5tG4u5XtHJt2vbkyc+nuI83W0Bu75QEDaaa8SRj8MuLncVFWfWaq8+uYK23yuzXPCyP53EJKTp0545lopQjCcJt1QBAMRCUCKpXKtrSR0VGmZyZto2btfFRrVUrlku1/GARIIQiCkLgfZ7QEVlZWUUrR7/eze6y9vmdzNzB96bObpmWmZVJ4Y0p7Im4yVwUKFChweFDIZ4V8Vshn97J81pk9zvXv/Z7U9cKrYfX4cQaxNjW1La1z7Ni2tIUf/AFKhXz2psXuLQC8Q2AIqQlEYimJEFbDbDL72h57MIRdVtJahDtlQoBWdlPpLM0eLaON1q4G77y5dr1uWw3kwFBMe34ESZHbjmIwd77PA7Vta0ODtHfMOgKQ84VTA5FLs/kUOx6Lgd7rTFtmTI/8B5ZRpT9vpunJF7VcEkg1bgP0AGs2livpb5CBv7NqtZdz++i07a+2w0n7oq0G2M19SkzMFwzp+pwV1trzDcyKpo80Rj3pdOXpw0QlCGEITeY7ZivQ2/rur7YYfOYzdU/TPTjHiVJW6y3yTaWmUnYLens0G19OGDD/KeXqMmPMhmyYnMB92Ujzun1ea9R55LHHaK6t0ev3GRoZolypoBPFpQuXCMKAiakJ4lixsrROc3WV+lCFmdljDI8M0+l0WFtZQ2nF8PAQ9aEhzBcTf22FtyZm5nwGkWRcOypFaK2J+wmbG5vUanVK5dAKgUbpO/iFxqTZKbUZs3ay+VPe+ggygQWb1c57SkfciSpQoECBQ4NCPsulFfJZIZ/di/LZ4gfez/oTjzP87edRWrP51BN0RkdZnZuDz38ZWSnTfcfbWA5LiOdfYej556mMNkje/26SY8dovPQyjZdeRpVLNJ95hs7xGUQ2xkI+e/NhDy4AhqBv998ypkE5ciwGSKTdPCKXIDKClCNHIr9ZpN15luzY+nPswFBxrwkbSMJjYHJwAGlG13vhDkD6p8YYpEgxwIZEfj5c33Kc1mOGjkMbJmpayI0j3zvblqk05yuUVeRM+DKS5xNZcgPKfvhHcGfiaUeuswiz9jCmT4XXd7OWO3Y+a2Zn5uLNnW3VFHHzmPqTufxBkN7iKjNKlWNg3uYQfppNyMZhqV36VduOW7v2XZMi/WqiHfHy+26iyAoEKnca/NEIwzez9sUOebbPUZ7o+WsgtuXPBbHxytqjMFC32ZKQmQNGISpRNFc3mJk9ns5PGHDfg/dZny8NjI2P0OvNUC5H1vSyUq0xMRkQRhFSCpqrTS68coG3vPMtfhcGztbgWDUmNLHWEEiJkCHTx6atGZqAnODj1km4GXFTmqMvZgqdxj0zBc3q0dlmEQPrMbj/ChQoUOBwoJDPoJDPCvns3pfP+pOTvPTwIywvr/Hw+ASB0HROnoAfOo7I5nwEEO97G713PE3fk882Hn2Ulfvus/LZeiGfvamxtyCA3l9WM2SIcfoXRvMocvnyB2PH6zlwi2j2htHwefvAEhxhiKrZPXZTYDeUq17n+nxjHzfh5Rssh3coMgJuCWvaw1arTalcToOgePl9y6BcuwMsd4Au2C7YoBmGiOb4rd8PN+htRNWbZY9Nkx2pHFM1ZW0Al+w0O6Yr8mR3h1Nnd4B3yHcWToRfKEd8zcyaPg2up08sPNnA9cxTq+6Yb4C4C6EzE0DXt8G58tfVPrHCgiNSTgDw1yJjLp5jVy6S8sC+FbYBj7Hn5i8/mbYPYltG13ftBRcaYHTplkwP0/j0JBPTUyAgiRPmr82xlpl4NYaGmJqZYn2tydrKGlprhkaGmTk+Q7lSIYwiO8ZSpcy5h+5jc2OT+lDdjsEuhRApY/ZG4zMAKd1+LlfKgLuWMMh85syk5cwyhT+2bD9qnZuxVF4b2AOYoEhuVoXZ/zvMeYECBQocPAr5rJDPXJuFfOb15B6Xz8rz15n+jd+k8eJL6DCk+cwzrD37NJOf+Sz1l19BVSqsvfUtLH7nR6BUKuSzAhZ7CwIoHL1IYU6juRJiO4V0jAPsXbDmh8dMDCHF1K99IpoW0N6JtSna26yZBsiSA1uHF0TEG4DzvXJMxpV1kUHNHaue7ZPPhbLNDeVKJdPWucinOjdheXJlGSZvWaEAACvTSURBVJg3jnz/8tOpvcIm8q1vtuQTJusbpjPi4VcgXJeUdgzbNwOyRNL8rU101qzHueELSxD8ObLfAPyO56YvH8HWVJo7yAPM3bTd7/aIShFSSLsNLRF3OyWbF5Hl8bWFCoG7ykRklWizz3yK79XnM8lcgCC/u1agEANl/XH48+cPP0cCHXP3p0SzYz3Y8efz5RhzRlRNfTn+bik7XH39CtOz02ituXr5Mq2tLZtvc2ODzY2NXLvN1TW2Njd56NFH0utYsmmo1arUalXa7bZtY1vXhRhIE2kEZm//e7INF86/Tqfd5YlnHht47nOUHQIH+dsxS7WRs1W2v8XAFygBIrd38/u4QIECBQ4FCvmskM9Mjwv57E0hn0Xr65z5hz9H2Gqlefp9xr78ZUb/8A/ti7vc3GTy05+hfH2BKz/9U+ktFRTyWYE9KAD8IB3aUsL0b+HR3kGCar2cBk+Xt3myPe/yGaKotSPWeOZM/sbTCuNPpNHESucDlHmaOdc355NsmEpugw/sIathyjEhx+xMLb5Gy9ZqfMy2zyg5bmhLaG/WHJMxB0hlhDCnzRyoXevtzMnQyhwT0/lu5JYVn1G6ehmoI1dugKn5DNXGGzLr4DOpGxBL265fU/ZHVC5lU+8xcY+RbRu/Jz0orWygO6W07auN4mon3+tvyr3snOQDpWjbNcvocNpMlVVgTCV9Ppxn4mldbm3Z5oNomL3Gi947IOyIbFym7z7BNEKAOY9xHCOlxERyNXWNT0+kwVy0zr383wxxP2ZlaZmpY9O5/imt0zgCdk1EJtikCXaLaceOpXDz7ZhLmvG+B+9ze9wuq06t0kTe+E9pnY1NWyLj5tnMsouMbLTR2ptXJyvsZBBXoECBAgeLQj4r5LNCPnvzyWcnvvY1+/LvQ+TGn2LoxZcoX75C5+SJQj4rAOzlFoABYmWSVJIQx7HVFuc0onbB0tzmkdHk2Lqyv/3NYQ6ftGnpRpRCkF5tm242Q/KFFAQyIAxDhPc/R0RN/a4n2zRKpq/CHA5D1gdNo7RRYnmb1NTn5kaI1P8pH+TGlHUeXsIr62sIbRve3Jm6TDAfZ3rkCLqpR5s/TP2Dayk0Sitbjzmo2htPfk09YifyVflwI83+l10HY+bXChtiewUqC5JyQ2Q82xst4AfacXvFrovtvhFOZJaerb3PULa1nT63zFWI7STGYwiD0YcdU3ba+0Ghwv3jcVSvsN+9XMTggW5u7/0OZqE69xgpAyvAmfGBoNGos7rSpNftDI72pmi32jv0w9sT2uwvs15ujZR2a2/Ys/amxO+6lH7wIyOsGDO5tGB6bmXKDA1z0/4Oz8p4TMaUd1+kzM+CuRQoUOCQopDPchNQyGf5qnwU8tm9I59Vr18fHO1NUbl6bYd+FPLZmxW7tgBwRNYdJkg3KJAjoCpRplD6XOc9svzdl/KljJALrOZIe9nSoBNgtFHpRsoyCmH9UHytk2vQtJ0RS29D3WCg3nU5jsnYngwW1Z4WzKtfZx0a1P76zNn0zhBLnc/ilc036g3NzptXKK3TXvhrTlaeeZkCqTmQly4Gepw1JD1tn0/A/T6KgaE6hubmUXtJpqw/ukBKl5LtAZOSZs5tDEensstWDUl23wKceV3KWIyvlctn+22/Bgh/OhFS2nrtcy+vHZAm863y2hfYiKZ5Ta/ePteDE+evKzdOMzxymxDkSwfaFDWzLXJE1y9s8p06M8vGet7U/41grosZFJTSKK8akdELhHBnFXO8JfmgPrab22QRv6w709oVMIPOjoHMzWn+HAxOqdDpWrlIvK5ogQIFChw2FPJZ1pNCPnNtFvLZPS+f9cbHd+rhDdEfGy3kswIWu7YA8I6G+2GpqtP2CCGQQYCQEiHSqJ1KJSSJYnNjkzhJrPbGmMuYq1LJ/jbPbItW0zao4zEcCfvcz28OniP26e9Ke+nu/HlmPq7dtHo3ZuMP5mbDacyc9gxLjPXgfHl9T83lXPncRs+1YfqS4yLWVMZLsvei+n20/mYetEdEsf1349e2nFdS5E1vrLChdTanHhnQGqV8xmue5I9pfko84WWnw60Hy6Ya8lQzmaVo5a1Zml8pPTAHYqflIDGCEY6O+yZOOYHHjT7Hx1MFrZNSUgY18IVCpBpS76MARtvtxZ+xzE8MpEkxGCnZ+waRDSo1Gxucd/O1ZKAzA22YvwWCoaEhyuUyu4EQgrGJce+rkqleIKVMhU073uzaFu9v+xVIiG1pfgftPHm8RArzBcqbhKwNf07fKM18QUjryn8Zcj0tUKBAgcODQj6jkM8K+cy2643+npbP1t75DlS4/Tvu4H4C6B6bZuuB+wv5rIDFrhUA5hDZv7IFzm8kvLV1xEIGIaAJSyVAo5KYJEnQSpFkJmrtVptut4MG+v2YXrdLnCTpPZwDhwe/iWzzOdM0nduMRn/rExTf9OzG49X2N5smcH0xB/NGfcOfML1tX1qylZvAHCXZYaz5dPvrAFfyh2aYmE+wjZ+ez2F9xuL/4vi3W08jGFiGaOZfe4wqN9Y0j/KZ9UBd2jJo16ZhZEorkkShUB4Dz5qzRCA/ObaObS3m+2CQJEmqSc513H0pyPfX1J9p3TNG6u48Ba0Fyp/PTAhTA8wf7TPydE+4uXA7Nnessv+MMOGvuNKDzHSgfkv9fXbrBBY9sHhCCM4+cD+NoYZNK5XLzJ48QbVW9dJKnDx7miiK3N5xU+eGq3wBxU7zNvI9KOwlSZI/skY77+0f/4uFztW2c1+2t7Odebg2dn5eoECBAgeNQj4r5DNbdyGfvWnks97UFJf/zJ+mOz1l07buv4/5j32U/siwTdu8/z7O/+SfRHlVF/JZgT24AKQE1tARR1zy056RzXxZkV4JIQNnjqZJr/QQmapIylRrJNCEgaSnYuJuh34/ppK9aIRhiE40yFRzrVXqW2ZMwmR2OAU6vTfSaPo0A1qqwe2Xp/MpP/DNiAbmwKsDYUx58rtXINBW8ylIVAxCEFhzJWOElP5rDsg2EzhBZqKkHWPM5tTmEvlZF/YfS4VB69y85zTfZtDa+JA5cz/LxE2ftbZzMMiMjL2SILsm1JsrE73VN9/KFdYDY7IzBEJKlErwzcus5ZT2G3KlXdvbWzQzjrduJuiMm/vsN1u/5XpeD73xaG9h7IhdICNBakYFedMqne3N3Dgsc3drNniy/K8LfhfNHKIBOUBUhTu3ps9+QBtL+IW2ew4giiLOPXA/cT8mUQlRFCGlZHJqkm63h9I6Nf3PmJs0JbO9pfED8ziBxs0ypPcY61z//O0XBEEaMCabY5cvf0bNFyANSOHWQLmhYSPLGobqCag2crAw65K1YSa4QIECBQ4ZCvmskM8K+Yw3pXy2ef/9nP8rf5nSyhoqCugPDSGEYO0976K8uERcqdAfHUEphS7kswIedn8LgPlpNvEOc+2SUh8n77in/1qiYLPZQxGGQVYOkFAJK2ilKFVTRqKzzZuq6VRGvAU6STdJEIQ2TQiB0klGKGX+NJve+ETDddF1CscC/BGKHLHJMyylFFubWwwND4PQSBmgsyAu/X5MGIXbJs+QIO31xR35LKopg2ZBLp+wtWR+YF5/bfRd4cisGdHgeREDCdqMX5CbBeuT5c1l3u0rJdomSI9tzzukaV8EZAzYN0ny+2kStdYI6fmHmVFmRMA3PfMZS35s/sg85uUTQHQmpKTZpCdMYX5u+3qREaxtkpUxx1Ngg9p4fc8xC28uycNfMzwmZNv0u2SJOJlM4W0oj9h7XWSw40K4vpv9Z55HUUhI6OoQUKmU0UJn0XqlrcMfkRm3ZTJmGNnmsQGqvF2UG33uXKTzYJmkt8NyRe2vOt0ferASf0/7+mnbBDscuYE1LlCgQIGDRyGfpSMs5LNCPnMtvInkMyHoT4w5mQcgDOgdn0kVZUpbJUohnxUw2LUCAHDrPbhvd8yIv4I7Pyd/+NP97h0iKdM0CRCkxECpjNgEQPrisbWxSa1eB3SqwdUqYzIaTWKDfGitiPsxQso0Gq1wW8teqaIUSGEZWuoXo+m2O7S3WgyNDIEQqbbbYwIqSRAyoNFoQMZUjBkWkPpRm0OvwWiF/QOb3+bpzziOU7Nqb/5zM6mxGrNtq5ERC0tHTAXCRYu1BETbAvl2dP6RZTieZnL7uuZ3htWl+/cMW2adlfMYb057nFWXMs+dsV3guTEVyBMR1weR629aqQa0UulX7UB6TIYB2SSvHfXbEdJ52QjpiKVtLUdY84zVPTHrlh+JEIMzYvab8NYwvU1Xe3WagaT7wo3c9+2yrWbaXK9Y1rYTXiD9OuQLlG4cZvWddthvRJjxu006OBsgRHatTcYgc/3MC0V+P/3pGhTQUqHCjMVVY4QKdip7Y4JXoECBAgeLQj4r5LNCPivks0I+K7BL7N4FILdB0wXKzbU11civwQ400a9moE5XlyW2mbpKZ7sm1Wa6FqQUDI8M4+uzJakpW2A2pCEkWhKUQ2+zA1pkV5tAksTppIQZM9PKasu01oSlMiIIMk1abvvSbK5RrdaoVmvp7GgNSqOFTPljNjFxv0+706ZaraWBQKRjbirJ7j/VkCrGhWMuuXnOL4y2c5ZlEZ65mjFTsgTQZ2k4JuPUgh6f8SJ+ap9oDMInta5is2a5zxI7nlWnGc3PKv7Gc03tkOQqzJMn1zOPEGVEzZk9kSkhzR52uYMgcHN2A0HJBNcZpD3bs+fHaIaynTH5gkemjc9+9/Pmvap2alFs70OOiIt8Z9hp/k2/hce3HA0wpmjpPkvPhWPcGrfjzG+uHtvOTl8A8pKA7dDgDhvcHzpX1m02w4udsjkzo8zNtEv35yRfOQUKFChwqFDIZ4V8VshnO4+7kM8K+azAztibBQAwOMtJnLA0t0y326cxXGV8aiy36O2NFmurGwSBZGJ6jLCUNilITbKay+v0+zFDIw2q9QrmuAkE3XaXzfUWYRTQGG0QBuZOTIFSCZvNTdDQGGkgMv81g16nR6fVoVKrUKqULHEVQqCVZmN9EykDakO1jIikxISsX912hzAMCbIZqtZqdvz9foyKFaVq2RLB8YmprN0ura021VqFcqWcOxBKKfq9mCgsEYZBZi2Xarq0SrXU3U43vTZHSJYWl2jUalRrNYIwRMr0MBq/vKxp0NrW4x/CtH6VRv01ndimjjX+ZNtPj/Db2AFih9+2NXGTQznIZAxBsn/v1PDNGJxt2K52rmbX3o2ohGfklAkd9ivHQPN6kCs42skOU3lTDApk+Wd55qGzf3ICQq457y/tnuf/NUW3dzRP+Lf9sm2H2N4JN3ilFYE17dxhInR+TfLwDc0GZ2Owo1kt/j6xY3ZfVrTOvkpp8CzzcnvPmnraL1jmycCa3KRLBQoUKHCwKOSzQj4zz7f/tq2JQj57QxTyWb7OQj67d7BHBcB2krJ8fYU+ktroMOtrm0TlLYZGGgig1+sxP7dCfWSIuJ8wf2WRk+eO2423NLdCp6cpVUrMX1nixJlpSpUSCOi1u1y9tEilXmd9vUUSJ0zMjEOm0Zq7tEA/STfR+toWJ84dt5qq1maLa5eWiCol+vOrnDg9Ta1RxVzVcvm1a/TjdKdUqxvMnDqWXvtBatJ15cIciRagFRNTI4yMj2A28tpSk6WFJkJKKuWQ2dMzqZYY6Gy1uXppgbBSYWmhyfHZCRrDafT0JEm4/No1YgVaJUxOjzA6OYoh/VvNLRaur6I1VMohM6eOUavVWF3doNXqkvQSOt2YKJScODuT+qtp0CjWV9ZZvL4KAiamRhmbGsXdfZsemjhJUrM6u3qO5KokPfFi8O4NsMxLeofOEFIwWvjt+8Iw3pRnbK/XMD/HMLN00uOexAla6cwvz9TpNK8qUVnQIp91aNemR6Zc59zobSe8BK0U7XaXMAoJSyFSSFuDAPq9NDpypVLCXEdi6tRap8JDFGxjSmjo9/ogICpF6O1kK9cvvUPKYInc30pn96bsQP28KRk0nfJ9A7c3rgcy5Fu2rRkm4tWdCkjbuzIwOC9Juy8MIvOn3InrenVaBfagEDK4xpBqvt+AV1lhamCf5yWJAgUKFDisKOSzQj6jkM8K+ayQzwrsCrtXAGhBPppp+rPXjSk36oShJKpE9Ds9xEiao9fpEZRKlMoRYRTQXNpKiUogUVrRbvdojI0QBpK4V6bT6VGqlgBobbYpV6vUGhVK5Yit9Q3Gj6ULnfRiOp2E0ckxEJrm0hr9bi9lTgjWlpvUR4eoVCParYjm6jq1RhUpJZ1Wh36sGZ0cQWtYX1gliRNkpvnebG4gwojx0QZxkrC6vMHw2HC6cZVidWk9ZQyhpLmyQWuzRX24jgCaK+tUhxvUaiV63RJrK03LYDabm2gZMD4xRJIoVpfWGBkfsX5Hy4trDI0OEQQBzZUm7a0WE5PjTEyOszy3xEZfMH5smE6rx/LCKsdPHQNAxQmL15s0xscQQrC8sMrI2BBBlI6n34u59NocSkG5FHDi7AwykKnmWQiWrq+wtrKBlJKZk5NUahUQ6T2mnXaXucsLKAWjYw0mj43ZddfA8vVlVpfXKZcjZk8ds18PIA2qc/XSPP1enDK9yVHLiJTSXLs0z+ZmhzCUnDw7Q6ni7ppfX11n/toyQkqGhqrMnJi22y7px1y/tkivnzA2MczI2FCOmGxubNFc3aBULjExmW1EmWo7kzhhdWUdlShGx4colSOnbUwUly7MoQlQKmFyaoThMXf1XXN1g4WFdaSURKHg5JljGSHUJHHC5YvzJCplgSdPT1HO9iJo5q8usrHVBQ3j4w3Gp8ewxmJas7LcZG11g0qlxMzxSUToGGfSj1laXCXux0xMjlGtVzweoJi/tsJWq50KJSemkUJamttpd5i/toxGc2xmwgpZkDLE5YU1tjZbDI80GJ8YAU9L3G13WV5qEoRB+mUoDOzKq0SxtLhKr9tnbHKEer3iaAQpsY77MVproih0e8Yog7W2Xz6ygs4fU4AJrGRxI2Z1o3T7OB/Qxwo9A9p2QSpExf2YqBQ5gSnLoBJFp92lVIkId7hzt0CBAgUOFIV8VshnhXxWyGeFfHbzRgvkIN84i8FOKh8YGq6xubbB1kab7lab+nDdPivXKiS9Lu1Wh9ZGm2q1nAbrINX6VCoR7c0O3W6fuNfPDmVWtlKi3+nS78V0s8W1WqAgjQUa92PiXoLQOl14nWqrolJE3OuTJIq410+1lGbAgcw0rpo4TiCQBKEzTwuCEJWoLHCMxig/fb2VBoyzir/Hoyik3+2TJJp+v09o/MMEBIFEJUl6D6jRrArPnMbXdnq+TwCJUgSBRAqRMofEPzYahE6fS6cRNVhdWkMEIY3RBrEWbDQ3EUIQBAFxP2Z1eYORyXFqw0Mszq/k1ndpfplSrcbQ+DDLS+s0V5t0Om3Qmq31LRbm1wgrZTqxZuHakjc3cP3qAgkB1ZEhrs+v0ut0bZ+2NjZpdWLGpscp1WpcuzSHShIzESxdX2FobISxyVG2Njt0vLIL15YQYYmhsWFWljfott2zbqfH/LUVwkqFbi9hcX7VacY1zF9botNVKBEwd3kJFSfpdANbmy00Qca0RlhZatpnAlhZ3mBkbITRiRH6MXRaXfusubpBEJUZmxyh2qizsrSerY+m1+2xudllfHKUsYlRVlY2UIm7gbbT7rK2tpV+xZAhS4tr+JifW0YhKVWrzF1bIokT+2yjuUWnlzA6MUqiJUsLKzkGMn9tmepQnfrwEPPXVtJrmbJd01zdYHOrR314iLW1FpsbW7ZepRTXri4hohKxElzP1tauwfUVOl1NWK4yd2WZuJ/YhddoVpebXLxwncsXF9MvHwYC+v0+l16f4/XX5pm7spBdHSPseVhZWuPC+TlevzBHu9VxBUlNQxfmlrl0YY7V5XX7xcjuq802Vy5d57qdJ1MvxP2YyxfnuXD+KivLzfTYkPKbbqfH+Veu8Npr81x49SpxHNs6e70+51+5ytzcGudfuUa75fZbgQIFChwOFPJZIZ8V8lkhnxXyWYHdY9cKAGeioh0VAUYmRpieGaVaDjhxeppK1WkKwyjkxJljRFLTqEdMn5i0zwQweXyCakWg+12mj49SrpaspVC1UWN8skFva5NSqJmaGbf6oiAImDkxQXdzg87mJtOzE8gwwAQIGZ8eIxCK5tIqYQBjU6O23VI5YnJ6hM2VNVrNDY7NjqcmMRnqw3XKJcnq4hpba+tMzkxYjZOUgonpUdaX11hZWKEUSaqNmi07NjVGKdCsLSyj4z6TM+PWFqg+3KBaCVlbWGFjpcnU8QnPTAkmpkZoLq+xcn2FQEJ9yDHqsclR+u0Wq4trtNc3mJgetYwpCANGxxo0F1dpLi4zPFpPr+zRZq5ken97kpD0+7mxCukxpSwwSBAEBEFozb7MAQVNuVqlXMk00FIQhCFaKaTQxHGqUUyShG63S6fdJSqF2fVBaZRelShUoul1+yRxTL/XQytFFJVSPz+VEowgCuj3+yRKoZQiiWNUkpqc9fox5UrqoxcEAf1+jNHGdttdonKJcjmiWitbAmVG3OvG1BplatUSWkDfI9ZhFKKShDhW9Hr9TDPqEAYSFSfoRIHKggEZcybpBavRyjaoMwKnSYm20iojam4N4jhByoAgkIRRkAo9FqkQVS5HlEohQgbE/QRzyUoalCj9GhBIiRDSCnBoTZwowiCtW6NtMCVIvzyUyuk8lsslut3YtpkkCq0FlXJEpVoijnXOPq3b7lKplSmXQ7sGxkxMJYrV1S3GJ8cYnxxlc6OTEvus+NLCGqVKjfGpMfqxZqO5CSK95zeOY9ZWW4yOD1Nr1JifW7FjBVi6vkKnm1Bt1Fle3qC12bGrG/djrl5ZJCyV6CWaa1cW3CxmwoUISzRGhlhZ2qDT7lqhcXmxSaVRZ2pmHBlFrK1u2LLN1Q3K1QpjE8M0hhspcypQoECBQ4RCPivks0I+K+QzKOSzArvH7u0lnEVMiszaTAhBfbie0yz7RUqVElPHJ1yitueSIAyYnJkAwzp0LhvD48MMjw9n+UWu8VqjyukHTmSdyLcbBAGzZ2fyqlZrWSIYmxxlZGIk02zl2xRScvz0TGp2lkWB9TEyNkJ9qJ5GnY0C/MZlIJk9czzV5MmUwBgGIhAcP32cJI6R0hACV3ZodIhqvYZKFFE5xNypDlAqlzj70Cl63T5RKcqItpuwqdlJRidGrHbdzolOmVO71aG9vkFjqMbQSMPa+oRRyOTUCKsr6aGZOTWdm8vJmXHmLi/S3tCMjTWoVEoZE4dqrUqtGrK11UUKmDo7Yyc6DCOmjk8yd2WRLSEol0JqQ40s0IdmdGKU1laHzbVNggBOnp1NSwqBVnBsdoqrF+fpbLVoNKpUquXMJEkwNFxjbXmNIAxQcUy1VrVfFqr1CouLTbY2OnTbHUZG6n6AVKrVEq2NDmEgEUrlmEi1WmZsvM762jphKDnmCUMA0zPjzF9dpqU0I6M1T5ASjIwNs7V5nbWlJkEoOHFyCjJdblQqMT5eZ215HURaj2HyAnO3rWZ1KdWYHp+dsPUCDA3Xaa5sIAJJGEBUClGxQkjB0EiDteYmK0tNAgHT09MY1amQkrGxRvqFQUqGh10wJYDh0TqXLy3Q60RolTB97JgdaxSFlEoBayspoR0eqXlMUTM6NsTiYpMwSgMflcr5SMhSuOBJPoQGrTRBKGwflVG2C7JzkzJlGchU6MnWVgjodvtUqlVKUUBUjuh1e9SHqgB0O13CMKRSiYiikNXFVWfSRsps6/WQMEyvmOrHMVXSNZRSEGdflfyrhyCNON3vd0mSNEBUpZIPZlWgQIECB45CPgMK+ayQzwr5rJDPCuwWQvs2GjfBv/vlXyJbKwBr6hKGQT6GiNa0N9sopag1aojAMzLIzDoMY0qzZ1FWs3rjXt8SP0PM8tC2D8ZgxgbRUAqMj82A+ZbI17CtXu12Y1qrSMeS41G2z2D9V3QWLCU7GPmealffwBCsFjJrN39JST6/jYC5Q7936qd5YOYassOb+df4syHIiEEuMIjxgNLo7OAZfyDLp7ODbxixuYdV6VSLKaWk34+J+zGVagVp5kZsL7tTcJskSbXipVLZbxU0tNsd+r0+1XqVMApsb5XS9Ht9tjbbRFFErVHJovZKSqUIrTTNtQ2SOGF4tEFUjlLNb6IIsgjGJopxvk9Ge5z+J4XIL4TxNUtSU0Dzt58lSZJMMy/taJrNDdqtDseOTdLr9gijyGqDTb1CZ+ZvGuqNKkIIEqPhzrTBSimCbA00ToBDi1QDr43gAW5Xpme42+lSqVbSfvvrozVbm22CIKBaq3jMIi3dbnWJ+7H13Uy7m2ba3GixtLCO1orx8SFGxhuYCet2esxdWUJpUv/CM9M508i5q4t02n2UUkxNjTAyNmTb3GhuMT+/RqkU0e10OXvfccvcVKK4cP4aUaVMr9enXitxfHbK0pe1lXUWFtezLxkJ5+6ftXs27sdcvnSdTq9PtVLi1OljlhlrpZi/tsRWq0e5HDJ7coof/+Ef2bZfCxQoUOCgUMhnhXxmm8vGUMhnZroK+SztbiGfFchj9wqAT/yS1dQ1l5osZ340o6N1xo+NWYJ+/coCm1upKVMgNCfvm91GQCwZN4wlu/th6doyGxtdQDMyVmN8enyblspigNouzy+ztrqFlIKZk5NU61WnaDXn1SvmD3ppbonm6iblcsTMqWNEpZS5DU5N/lbP1Jxm7uIcW60upSjkxNnjROXIacyyfDuxSZUkXL+ywNZmm8ZInWOzU9487Txok6qUZm15jX6vz8jYMJVa2cvhT4ynXh3Q3vs5BrVqVttnGW6eAacFB+oeaHIbsvzCXLqbMRkbUEQYxu3Km2uBVJykQT7KJc9f0Awo20dKk6gEgUiZoUcoVUb4XZCb1MdPqQQhJP1+HyklSZIQyCC9lkcK2q02aKhkvpFJooj7fYIgIAzDrJ4dGKTI9srA/nF7z01aegZ0Lo/5LROf7N8a0oiyOxyKtC9Z836kVO3mabCFbQchN/naMjg/CZxAaAUub8MLmzc900IObhDyAV3kQB+AXjelH2G03UCp0+7SafeoN6rpOfXQ78c0m5tEYcjwSB0brTbrQqfTox/H1GqVzEQw33acJLl9YmRZt//T5B/9wR/a1q8CBQoUOCgU8lkhnxXyWSGfFfJZIZ/tBXsLmajTjby8vM7QeGqitbqyxvD4EFEpIokTNje6jEyOIqSgudSk02pTrdfs5s0RebNhSTfHxkaX4clR0JrmchqFNQi9Ox/9g+VtzE6rQ3OtzfDEGEmScP3qEmceOpUeDlM2PwyLjeYGq6sthsdH6bZ7zF9e4OT9s9vOoStpDINgbWmNTh9Gp8bptLoszi0xe/Z4vjFvvHbwOg3g0u4qGmOjbK1vsbq0xvj0GP6uz+mdzWFBs3A1ZeJRKaJ5/hpnHzpJVI4s8bI1eMzbMDmlFCuLq/T7CaPjw1SzqLKDg/WZi2lfJQnNlVSwGB4fQQZ5LbbJp7VGqSS9t1frTDOraW1upRrLjPnrTGWrM4JsiK0NJoSg3+1x4eXLaCRaJZy57wTVRtU+z0+wJcOg06tdLr52LfUtq5U5fd+sC8YjIBAhGk25UgaNCwqEptPqcO3iIkmiGJsYYnp2ItU6ap0GJdIiM5FS6L6yXZBBQGuzxcL8MlIGTM+ME0YhpUzDq4TZPzr1z8vuP7VfaTRsbW7RaXcZHmmk5Yy5ocZbqzxXF0IQxwmtrS263X5atlzavo5ml+SYQ4pOq4tKEqqNGuY+ZqQTjwSOyBoBSmTrYL44yYxACyFSWzMriBiOn5p0WbO0jKZIKW2WcqXEzl9NoFwtUzb3O3szAamf4OTkqPdAYIiAJq23TMmWUol3fZIgCzal3dz6DEg40aBAgQIFDh0K+YxCPivks0I+o5DPCuwKe74zwS26yP7vNoKQ6eFJA2ekd5AGQd4nQ1vO4pNt79A4iuqVyloZVK5lGyCJjfmOAIK0+kxD5oi72ex59LsxUblMFAVAma3VdlbU6s3yY/bL9mPCUmoWFJUi+u3WDWfNsCaDdqtDpVYnKoVUahU67e4OYx6A0KBgc71FfWyMKArod3t0Wh2icmkgs12VXOrCtSXaHUWpHHHt0gJnHzzpApP4xewfrvzVi9eJk3TdtzY7nDh3fGBe3WwZsz4tBCqJmbt0nU43AQEjw1Wmjk/lNHh2iMLfF7C23CQolxkaadDZ6rK0sMKp+olsbR0jBoGUbq8J0juQZVhmYmyMreYmK4urTB4zXy0cExsUJrSGa5cXqdQbRKWItZU1hkcaVBuVfPAZnfozEoZ2DrRSXL24QHVoCIArry/wwGOnPQKlMyFAZJpgbfc2QrC20uTa1WVKpRJL82vc//Cp7G5aN1PuTla3RgLN6tIqyyubhFHE0vwqZx44QbmSBvBJ4hghZVY2Ld/v9REi9YNbWVxjMbs/uVYrMXtqmjhOMv8+bXmFVir9O0g180EQsLrUpNnsgFaMjtdpDNWIsnMBZMFthA3GI7IVU1ozf22RdqtHIAWzp6cplaIbnNe8aaRSirmrS7RbXWr1CsdmJ5FCkN+JOr+fs+L9bp8rlxaIE5WO9eQ0wmvPMHuflRcoUKDAYUchn3llC/mskM8K+ayQzwrcELu/BjA9wwSBZHxymI2VNdaXm6mvTpTe1ymlZPrEBK3mOpurTcbGG5Qq5TxT2EbA0qrDKGRouMr68hrrK01GxmoEXhAXsynzHUpRbVQphYLmyjrNpVVGx4ecTxM47RaD5BbqwzV67RYba1usLzcZGXNlhZ8/51eU/jIyPkx3c5O1pSbrK2uMTozcYOKyn95+Hx0fYWN1nc31FlvNDYZHh7INbjINbmtHjWuNCq2NLdpbHVQcU65Vdm53cLACOu0e1UaNSq2MzjSDgzxb5P5Kf6gkod3uURuu0hip0253U58+7Qi88Mr4fkdaQ6cbMzY1yujECM21TWvW5vy6du5+EAYk/ZgkToj7fRu1Np2etF0TiVRk7VnCoN2yCVLiCHq71VV+ltOfic4i7grr12Wem/+U0ljHM5G2lcQJSaKpVEuUKyXiJEnNwrzZFVmH0r6J7G7YtN9rKxvUh+qMTgxDGLC50UIZwmfGKfxxGi2/oLXZYWg0u3s3DNFK23tRgzDMtLiCIEh/L1fKlCsVVKJYW9lgdGKU8clRWls9tCb1LSPVCCPSfgspCaI0CJJSinarw/LSOvWhCqPjo6wtbyKlzObarb8xJ9QqNdNLkoTF60u0tvqUq2USpbl6cZ52q0O322NlZc36z+nsK4Vj4pqVxTV6PcXw2AitVo+15aadn6zhdF8JO+3Z/oCF+WWCcoXR8RHW17tsbLRsX8053Xlj5E9HgQIFChwKFPJZIZ8V8lkhnxXy2Q4PC9wIe3QBSE/s6MQIQyMNtMZFPNXpQa8P1Tn7UDUNxjFw72lKH/2/XLUgmDw+wehUjECkpmUDzGjQW8s8llJy4twMrc02YRRSziKAWmMrX1MlzD9pWqlS5swDs2ysbTIx0aAx0sj3DcibYBkNanqP7tmHTtLaaFGpVahUHaG3vnO20bwudXh8mCAMaG22mZyaoZaZTd1Qw+ulz5w6xtL8MnE/5uS5GUqZdnnbzObpGgCjE8MsLawjA0kUypyfTo7RCDdtWqfXyCASVpfWKJVKVCol6z9kNH+GDPZ7vXQNK2mgDhkESAHdbg+lVNqmsezROx9Y49IzOjFCa6vD+vIq5UqZqZkJ5++mty2n/ysTx8a4+Oo1ljdblMsh41NZ9FfLgQZpiZvvyZkx5q8sI4KAcimg1qjm3OoAF5jFKx6WIur1MmtLKcGr1ysEYZBfG72dTJm/h4aqXL/eRMjUpK9SK2dfa1LimSidme55BbP6qrUKK6tNonIJlSQEoaTX66f+XGFIFIWZSVs6f6bNMEqjr3baPaIoQEqQgdsAdrqEEyMQUK1WiKOEMAyIopLtUxgFlplBGkzG+tXJgDAIAU21WqHdSqhWq/S7fVpbG2it2NzssNHcAK0pl8tpJGFhZk+jVJxdY1QiDFMfv+baBpo4vZM5jKhmwWbSgDQdavU6/X6farVKEitkOZ3TJOmzeH2RSiVidXWVxtAQ5UoZKST9uI9KFKVSyfqrFUZmBQoUOJQo5LNCPivks0I+yxIL+azAG2FPQQBvrCkmuyJih4gRJrPR3nhL5IiY27Q7FfdZi/AKa3TOj8zVZE6dsHdr5oOo3IjCeOm5NJ1/bIvmGYDw+y/Mc1ePr/kcrC4PP4Mzk3NkPCPsemAsg+PwAmP4/mrtVnr3Z61ezaKa7ji8HLrdLq1WO2WmlQqjE6OpP1GuzbRUvx8zf+06p86cxPi4dVodlhZWkFIwOTOZBhgBtFLZ9TP5Dtg1z9KUUukYtP7/t3dvKw0DURSG1zTR1tq0VVFRPOEbKfj8HhCttBZPNDFpZryYNk20Qq8Eyf/dT85kFptkT6Ur7GLXy0KEX8fVWaswDIrlXaqvzSVm20pT3+m21Vr3VdOfOeOn2b94768fkow63bZfj7eYFKsDF42LZtOzdRqPXhTHn+pvd9WJ2r75TWmJmMoxlLKLza1Gw7GyLFdvK1ISx8rzXIOHoU7OjtXrRzKmNKB0NbI00+P9UDZ32j3c0eY88Mg/gYu7++26OaeX8ZvGzx+Sk3b2euptdYqRlRTw7dxtbnV/O1CaWck5HZ3ua6PdnHULTn1wmv8LVxpr5JvN3F0P1AhD2elUp+cHfmK1VkmSKGgYSf4zuDAMFccTRd1IYRAoiVPd3TxJxmg6TXVydqBOtKnPJJGM0WQyUdBoqNlqyRij9bW14lScc7q6uPzl5gPA3yOfqTo1kc/IZ8uQz8hnKKxcAAAAAAAAAP/X6j0AAAAAAADAv0UBAAAAAACAGqAAAAAAAABADVAAAAAAAACgBigAAAAAAABQAxQAAAAAAACoAQoAAAAAAADUAAUAAAAAAABqgAIAAAAAAAA18AWsuCUfe96/YQAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.spatial(\n",
    "    adata,\n",
    "    color=['Ground Truth', 'domain'],\n",
    "    title=['Ground Truth', 'GenOT'],\n",
    "    ncols=2,\n",
    "    frameon=False,\n",
    "    spot_size=200\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:45.235291200Z",
     "start_time": "2025-07-12T11:57:45.221424900Z"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:45.303339500Z",
     "start_time": "2025-07-12T11:57:45.237326500Z"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:45.303339500Z",
     "start_time": "2025-07-12T11:57:45.253379800Z"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
    "ExecuteTime": {
     "end_time": "2025-07-12T11:57:45.303339500Z",
     "start_time": "2025-07-12T11:57:45.267385900Z"
    }
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 292,
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    },
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