{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a9425f73-febc-426f-9352-bcb9ccc8a446",
   "metadata": {},
   "source": [
    "# ESM2-15B PROTEIN EMBEDDINGS - CLASSIFICATION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b63c8b02-cc05-438e-b16e-4c5b50497b85",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/media/kingston/Pythonlibs/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'MessageFactory' object has no attribute 'GetPrototype'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mAttributeError\u001b[39m                            Traceback (most recent call last)",
      "\u001b[31mAttributeError\u001b[39m: 'MessageFactory' object has no attribute 'GetPrototype'"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'MessageFactory' object has no attribute 'GetPrototype'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mAttributeError\u001b[39m                            Traceback (most recent call last)",
      "\u001b[31mAttributeError\u001b[39m: 'MessageFactory' object has no attribute 'GetPrototype'"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'MessageFactory' object has no attribute 'GetPrototype'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mAttributeError\u001b[39m                            Traceback (most recent call last)",
      "\u001b[31mAttributeError\u001b[39m: 'MessageFactory' object has no attribute 'GetPrototype'"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'MessageFactory' object has no attribute 'GetPrototype'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mAttributeError\u001b[39m                            Traceback (most recent call last)",
      "\u001b[31mAttributeError\u001b[39m: 'MessageFactory' object has no attribute 'GetPrototype'"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'MessageFactory' object has no attribute 'GetPrototype'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mAttributeError\u001b[39m                            Traceback (most recent call last)",
      "\u001b[31mAttributeError\u001b[39m: 'MessageFactory' object has no attribute 'GetPrototype'"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "#import plotly.express as px\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from umap import UMAP\n",
    "from sklearn.manifold import TSNE\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import MultiLabelBinarizer\n",
    "from collections import Counter\n",
    "from sklearn.metrics import f1_score, accuracy_score, hamming_loss, classification_report, precision_score, recall_score, confusion_matrix, ConfusionMatrixDisplay, roc_auc_score, roc_curve\n",
    "import lightgbm as lgb\n",
    "from tqdm import tqdm\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [12,5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2fca9166-14b0-42c0-a9db-f0bc42ec0742",
   "metadata": {},
   "outputs": [],
   "source": [
    "org = 'Homo sapiens (Human).'\n",
    "#org = 'Mus musculus (Mouse).'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "38cea10f-c421-45ae-8b9b-2ad663cfd98a",
   "metadata": {},
   "outputs": [],
   "source": [
    "#kept = pd.read_csv('Kept.csv.gz', compression = 'gzip')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "18334392-cfa4-4953-82d5-ba07f86fd8f6",
   "metadata": {},
   "outputs": [],
   "source": [
    "embeddings = np.load('Final_embeddings.npy')\n",
    "metadata = pd.read_csv('Final_metadata.csv.gz', compression = 'gzip')[['Entry','Accession','Organism','GO']]\n",
    "\n",
    "# Quedarnos con el organismo de interés\n",
    "metadata = metadata[metadata['Organism'].isin([org])]\n",
    "embeddings = embeddings[metadata.index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "6a304c6d-bcde-4050-b096-bf42895580be",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19383, 5120)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Entry</th>\n",
       "      <th>Accession</th>\n",
       "      <th>Organism</th>\n",
       "      <th>GO</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1433B_HUMAN</td>\n",
       "      <td>P31946</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0005737; GO:0005829; GO:0070062; GO:0005925...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1433E_HUMAN</td>\n",
       "      <td>P62258</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0005737; GO:0005829; GO:0005783; GO:0070062...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1433F_HUMAN</td>\n",
       "      <td>Q04917</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0150048; GO:0005737; GO:0005829; GO:0070062...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1433G_HUMAN</td>\n",
       "      <td>P61981</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0005737; GO:0005829; GO:0070062; GO:0005925...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1433S_HUMAN</td>\n",
       "      <td>P31947</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0005737; GO:0005829; GO:0070062; GO:0005615...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36123</th>\n",
       "      <td>ZY11A_HUMAN</td>\n",
       "      <td>Q6WRX3</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0031462</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36124</th>\n",
       "      <td>ZY11B_HUMAN</td>\n",
       "      <td>Q9C0D3</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0031462; GO:0005737; GO:0032436; GO:0006515</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36126</th>\n",
       "      <td>ZYX_HUMAN</td>\n",
       "      <td>Q15942</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0015629; GO:0005912; GO:0005737; GO:0005829...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36128</th>\n",
       "      <td>ZZEF1_HUMAN</td>\n",
       "      <td>O43149</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0005509; GO:0140566; GO:0070577; GO:0035064...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36130</th>\n",
       "      <td>ZZZ3_HUMAN</td>\n",
       "      <td>Q8IYH5</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>GO:0140672; GO:0072686; GO:0005730; GO:0005654...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19383 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Entry Accession               Organism  \\\n",
       "3      1433B_HUMAN    P31946  Homo sapiens (Human).   \n",
       "5      1433E_HUMAN    P62258  Homo sapiens (Human).   \n",
       "7      1433F_HUMAN    Q04917  Homo sapiens (Human).   \n",
       "9      1433G_HUMAN    P61981  Homo sapiens (Human).   \n",
       "11     1433S_HUMAN    P31947  Homo sapiens (Human).   \n",
       "...            ...       ...                    ...   \n",
       "36123  ZY11A_HUMAN    Q6WRX3  Homo sapiens (Human).   \n",
       "36124  ZY11B_HUMAN    Q9C0D3  Homo sapiens (Human).   \n",
       "36126    ZYX_HUMAN    Q15942  Homo sapiens (Human).   \n",
       "36128  ZZEF1_HUMAN    O43149  Homo sapiens (Human).   \n",
       "36130   ZZZ3_HUMAN    Q8IYH5  Homo sapiens (Human).   \n",
       "\n",
       "                                                      GO  \n",
       "3      GO:0005737; GO:0005829; GO:0070062; GO:0005925...  \n",
       "5      GO:0005737; GO:0005829; GO:0005783; GO:0070062...  \n",
       "7      GO:0150048; GO:0005737; GO:0005829; GO:0070062...  \n",
       "9      GO:0005737; GO:0005829; GO:0070062; GO:0005925...  \n",
       "11     GO:0005737; GO:0005829; GO:0070062; GO:0005615...  \n",
       "...                                                  ...  \n",
       "36123                                         GO:0031462  \n",
       "36124     GO:0031462; GO:0005737; GO:0032436; GO:0006515  \n",
       "36126  GO:0015629; GO:0005912; GO:0005737; GO:0005829...  \n",
       "36128  GO:0005509; GO:0140566; GO:0070577; GO:0035064...  \n",
       "36130  GO:0140672; GO:0072686; GO:0005730; GO:0005654...  \n",
       "\n",
       "[19383 rows x 4 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(embeddings.shape)\n",
    "metadata"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a439c42d-1ec0-4391-904f-5603dbc08089",
   "metadata": {},
   "source": [
    "## GO annotations preparation\n",
    "\n",
    "The GO annotations need to be converted into separate binary variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "28b5801f-c1f5-4049-ae93-16498002524d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Eliminar espacios en blanco y otros errores\n",
    "metadata['GO'] = metadata['GO'].str.replace(r\"\\s+\", \"\", regex=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f3a7c0cd-2f12-4758-bc88-b31f2f6f8fed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'GO:0005737;GO:0005829;GO:0070062;GO:0005925;GO:0042470;GO:0016020;GO:0005634;GO:0048471;GO:0005774;GO:0045296;GO:0019899;GO:0042826;GO:0042802;GO:0051219;GO:0050815;GO:0019904;GO:0004860;GO:0004864;GO:0140311;GO:0045744;GO:0042308;GO:0045944;GO:0008104;GO:0006605;GO:0007165'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metadata['GO'].iloc[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "ff4b3878-52ee-4c6f-8096-331d56e34392",
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata['GO_annot'] = metadata['GO'].str.split(';')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b102e6d2-763f-413d-98d6-7c0e80d32565",
   "metadata": {},
   "outputs": [],
   "source": [
    "mlb = MultiLabelBinarizer(sparse_output = True)\n",
    "go_binary_matrix = mlb.fit_transform(metadata['GO_annot'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6798d640-a504-4a24-b5c2-ee233d47a027",
   "metadata": {},
   "outputs": [],
   "source": [
    "go_df_sparse = pd.DataFrame.sparse.from_spmatrix(\n",
    "    go_binary_matrix,\n",
    "    index=metadata.index,\n",
    "    columns=mlb.classes_\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "4c0fb17b-d81b-4111-bcee-c4e6d00ea8db",
   "metadata": {},
   "outputs": [],
   "source": [
    "metadata_GO = pd.concat([\n",
    "    metadata.drop(['GO','GO_annot'], axis = 1),\n",
    "    go_df_sparse\n",
    "], axis = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "a436964c-0690-4f6b-ae2b-a445eaa50b9c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
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       "      <th></th>\n",
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       "    </tr>\n",
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       "  <tbody>\n",
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       "      <th>3</th>\n",
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       "      <td>1433F_HUMAN</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1433G_HUMAN</td>\n",
       "      <td>P61981</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1433S_HUMAN</td>\n",
       "      <td>P31947</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36123</th>\n",
       "      <td>ZY11A_HUMAN</td>\n",
       "      <td>Q6WRX3</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36124</th>\n",
       "      <td>ZY11B_HUMAN</td>\n",
       "      <td>Q9C0D3</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36126</th>\n",
       "      <td>ZYX_HUMAN</td>\n",
       "      <td>Q15942</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36128</th>\n",
       "      <td>ZZEF1_HUMAN</td>\n",
       "      <td>O43149</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36130</th>\n",
       "      <td>ZZZ3_HUMAN</td>\n",
       "      <td>Q8IYH5</td>\n",
       "      <td>Homo sapiens (Human).</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>19383 rows × 18507 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             Entry Accession               Organism  GO:0000002  GO:0000009  \\\n",
       "3      1433B_HUMAN    P31946  Homo sapiens (Human).           0           0   \n",
       "5      1433E_HUMAN    P62258  Homo sapiens (Human).           0           0   \n",
       "7      1433F_HUMAN    Q04917  Homo sapiens (Human).           0           0   \n",
       "9      1433G_HUMAN    P61981  Homo sapiens (Human).           0           0   \n",
       "11     1433S_HUMAN    P31947  Homo sapiens (Human).           0           0   \n",
       "...            ...       ...                    ...         ...         ...   \n",
       "36123  ZY11A_HUMAN    Q6WRX3  Homo sapiens (Human).           0           0   \n",
       "36124  ZY11B_HUMAN    Q9C0D3  Homo sapiens (Human).           0           0   \n",
       "36126    ZYX_HUMAN    Q15942  Homo sapiens (Human).           0           0   \n",
       "36128  ZZEF1_HUMAN    O43149  Homo sapiens (Human).           0           0   \n",
       "36130   ZZZ3_HUMAN    Q8IYH5  Homo sapiens (Human).           0           0   \n",
       "\n",
       "       GO:0000012  GO:0000014  GO:0000015  GO:0000016  GO:0000017  ...  \\\n",
       "3               0           0           0           0           0  ...   \n",
       "5               0           0           0           0           0  ...   \n",
       "7               0           0           0           0           0  ...   \n",
       "9               0           0           0           0           0  ...   \n",
       "11              0           0           0           0           0  ...   \n",
       "...           ...         ...         ...         ...         ...  ...   \n",
       "36123           0           0           0           0           0  ...   \n",
       "36124           0           0           0           0           0  ...   \n",
       "36126           0           0           0           0           0  ...   \n",
       "36128           0           0           0           0           0  ...   \n",
       "36130           0           0           0           0           0  ...   \n",
       "\n",
       "       GO:2001288  GO:2001294  GO:2001295  GO:2001299  GO:2001301  GO:2001302  \\\n",
       "3               0           0           0           0           0           0   \n",
       "5               0           0           0           0           0           0   \n",
       "7               0           0           0           0           0           0   \n",
       "9               0           0           0           0           0           0   \n",
       "11              0           0           0           0           0           0   \n",
       "...           ...         ...         ...         ...         ...         ...   \n",
       "36123           0           0           0           0           0           0   \n",
       "36124           0           0           0           0           0           0   \n",
       "36126           0           0           0           0           0           0   \n",
       "36128           0           0           0           0           0           0   \n",
       "36130           0           0           0           0           0           0   \n",
       "\n",
       "       GO:2001303  GO:2001304  GO:2001306  GO:2001311  \n",
       "3               0           0           0           0  \n",
       "5               0           0           0           0  \n",
       "7               0           0           0           0  \n",
       "9               0           0           0           0  \n",
       "11              0           0           0           0  \n",
       "...           ...         ...         ...         ...  \n",
       "36123           0           0           0           0  \n",
       "36124           0           0           0           0  \n",
       "36126           0           0           0           0  \n",
       "36128           0           0           0           0  \n",
       "36130           0           0           0           0  \n",
       "\n",
       "[19383 rows x 18507 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Estos son nuestros nuevos metadatos, ahora con cada anotación\n",
    "# convertida en una variable nueva binaria\n",
    "metadata_GO"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "958b0cf7-ed76-4952-9a11-f661e5eebae3",
   "metadata": {},
   "source": [
    "## PCA\n",
    "\n",
    "Reducir inicialmente la dimensionalidad."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "417089dd-36c1-4dfd-8ca6-2bc5d5e87b54",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pca = PCA(n_components = 75)\n",
    "pca = PCA(n_components = 200)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "bccda9c1-4875-4a09-9f79-04b2d928bdd4",
   "metadata": {},
   "outputs": [],
   "source": [
    "pca_embeddings = pca.fit_transform(embeddings)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f71f625c-99f9-4965-9989-147d1ea30ba3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.cumsum(pca.explained_variance_ratio_), label = 'Cumulative explained variance', linewidth = 2)\n",
    "plt.xlabel(\"PCA components\")\n",
    "plt.ylabel(\"Cumulative explained variance\")\n",
    "plt.title(\"PCA Explained Variance\")\n",
    "plt.grid(True)\n",
    "plt.axhline(0.95, color='red', linestyle='--', label = '95% variance', linewidth = 2)\n",
    "plt.legend(loc = 'best', prop = {'size' : 9})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2bf4eca8-8bda-4df9-b360-79bfa3498894",
   "metadata": {},
   "source": [
    "## UMAP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8ee5c925-d5db-43f7-806b-cbe18b08c949",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/deprecation.py:132: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n",
      "  warnings.warn(\n",
      "/usr/lib/python3.13/site-packages/sklearn/manifold/_spectral_embedding.py:328: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# UMAP del PCA\n",
    "reducer_pca = UMAP(\n",
    "    n_components = 2,\n",
    "    #metric = 'cosine',\n",
    "    #n_neighbors = 50\n",
    ")\n",
    "umap_pca = reducer_pca.fit_transform(pca_embeddings, n_jobs = -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "6cd77bee-44e3-4571-b12d-bdee10eca792",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/deprecation.py:132: FutureWarning: 'force_all_finite' was renamed to 'ensure_all_finite' in 1.6 and will be removed in 1.8.\n",
      "  warnings.warn(\n",
      "/usr/lib/python3.13/site-packages/sklearn/manifold/_spectral_embedding.py:328: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "# UMAP de los embeddings crudos\n",
    "reducer_raw = UMAP(\n",
    "    n_components = 2,\n",
    "    #metric = 'cosine',\n",
    "    #n_neighbors = 50\n",
    ")\n",
    "umap_raw = reducer_raw.fit_transform(embeddings, n_jobs = -1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "a223f6f4-c3a1-4709-9f67-783b0c44c02c",
   "metadata": {},
   "outputs": [],
   "source": [
    "most_frequent = (metadata_GO.iloc[:,3:].sum().sort_values(ascending = False) / len(metadata_GO) * 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "324a5655-8e84-4529-a690-3899601cc1db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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zVZw9e1brv6FDhzIA7ODBg+zatWu5xkpIcUftk6as2icvLy9WtWpVjf0wxtjPP//MALDbt29r7KtMmTLM09Mz12Pwubi4OFamTBnWrVu3PG1HSHFGbZSmgrRR6TOBLliwQKNcWloa8/LyYjVr1lSve/ToEeM4TmMWL8YY279/PwPAtm7dmmushBR31D5pyqp9ShceHs4EAgHr06dPrvVkltU1XmY+Pj5a74PkHyWlirlVq1YxgUDAqlatypYuXcpOnz7Nzp49y7Zv38569uzJALA1a9aoy//vf/9jAFiHDh3Ynj172Pnz59m6detYlSpVmFgsZvv27dOof8uWLYzP52tNl7l161YGgI0ZM4adPXuWrV27ltnZ2TE/Pz+tGP38/Ji9vT1bu3YtO3PmDBs9ejQDwP7991+Nco8ePWJWVlasWbNmLDAwkO3fv59VrVqVeXh4sMjISHW5RYsWsWHDhrGtW7eys2fPsl27drG2bdsyAGz27NkadUqlUla7dm1ma2vL/v77b3by5En2448/Mj6fr9EI3blzh7Vq1YqtXLmSHT9+nAUFBbE//viDlSxZkjk7O+eavJo1axYDkGVjSciXitqnnNunpUuXqt/vwYMHWVBQEPvxxx+ZQCBgbdq0UZf78OEDK1u2LBOLxezff/9lly5d0vjvzZs3GmWnTJnCDh06xM6cOcNWrlzJypQpw8qWLcvevXuXh389Qoo/aqP000YpFApWr149ZmZmxmbOnMlOnTrF9u3bx1q0aJFloumbb75hPB6PTZ48mZ08eZKtWLGC2dvbs1q1ajGJRKLjvx4hxRu1Tzm3T+kWLFjAALCgoKAsX8/PNd7ly5cZAPbzzz9nWSfJO0pKfQFu377Nhg8fzry8vJhYLGZmZmasXLlybMiQIez06dNa5QMDA1nHjh2Zo6MjEwqFrESJEmzw4MHswYMHWmU3bdrEALBNmzZpvbZ9+3ZWvXp1JhKJmJubG5swYQJLTEzUKpeYmMgmTJjA3NzcmEgkYtWrV2c7duzI8r1cv36dtW7dmllYWDAbGxvWrVs39vz5c40yhw8fZr6+vszZ2ZkJBAJmbW3NmjZtmm2d0dHRbOzYsczV1ZUJhUJWoUIFtnjxYqZQKNRlIiIi2KBBg5i3tzezsLBgIpGIlS1bln311VcsLCwsy3ozo6QUIVmj9inn9mnfvn3M19eXOTk5MUtLS+bj48PmzZvHkpKS1GXOnj3LAGT736xZs9Rlo6OjWdu2bZmzszMTCoWsVKlS7Ntvv6W2iZBsUBtV8DaKMVWPzGnTprHKlSszCwsL5uLiwlq0aMECAwO16pTL5WzBggWsXLlyTCgUMnd3d/b111+z2NjYLGMg5EtF7VPO7RNjjFWoUIGVKVOGKZXKLF/PzzXe6NGjGcdxee6ZTrLHMfbpIUxCCCGEEEIIIYQQQoyERgskhBBCCCGEEEIIIUZHSSlCCCGEEEIIIYQQYnSUlCKEEEIIIYQQQgghRkdJKUIIIYQQQgghhBBidJSUIoQQQgghhBBCCCFGR0kpQgghhBBCCCGEEGJ0AlMHUFBKpRLv37+HtbU1OI4zdTiEkHxgjCExMREeHh7g8YpPrpzaJ0KKB2qjCCGFFbVPhJDCStf2qcgnpd6/fw9PT09Th0EI0YM3b96gZMmSpg5Db6h9IqR4oTaKEFJYUftECCmscmufinxSytraGgCwfv16dOvWDUKh0MQRFW4ymQxBQUFo27YtHasc0HHSnT6OVUJCAjw9PdXf5+KC2qe8oe+d7uhY6Y7aqOylv5/Q0FA4ODiYOJrCjb5zuqNjpTtqn7JH7ZPu6DunOzpWujNm+1Tkk1Lp3TktLCxgY2NDH65cyGQyOlY6oOOkO30eq+LWPZvap7yh753u6Fjpjtqo7KW/H2tra9jY2Jg4msKNvnO6o2OlO2qfskftk+7oO6c7Ola6M2b7VHwePCaEEEIIIYQQQgghRQYlpQghhBBCCCGEEEKI0VFSihBCCCGEEEIIIYQYHSWlCCGEEEIIIYQQQojRUVKKEEIIIYQQQgghhBgdJaUIIYQQQgghhBBCiNFRUooQQgghhBBCCCGEGB0lpQghhBBCCCGEEEKI0VFSihBCCCGEEEIIIYQYHSWlCCGEEEIIIYQQQojRGTQpdf78efj7+8PDwwMcx+HgwYMarw8bNgwcx2n817BhQ0OGRIqoj9GpGD/1Nn6afw9SmcLU4WDRX3fh2+ksfDufQ5vuZ0wdDskHap+IvsjkSsz94wHGfH8D78KTTR0OYmJisKDUEEz2+RlL3HuYOhyST9RGEX15+ucGBNfpincHgkwdCgBgVrlx2GlZF2ucOuDurXemDofkA7VPRF9u3InG8InXsW7rC1OHAgCY1ngeZnp/jenlvsGysZtMHc4XQ2DIypOTk1GjRg0MHz4cPXv2zLJM+/btsWlTxj+4SCQyZEikiGGM4eL1KPw496F6XaseIeDzAIVStezixGHt7w3g5Cg2WlyHT0UDHAcASJPxEBERAzc3B6PtnxQctU9EHz5GpaH78Cvq5b5jrkPAB+QKAHIp3GUfMWdlR1SpYGe0mP6tMhIXK/eDVCDGK6cqcPLuhkEvDhpt/0Q/qI0iBSVPScHpSm0gD48GANzu8y1uW5gBKWnqMhVWz0W5EX3AfTqnMbRpA/9Fw9dnwIHBSpqIk50no/q7XUbZN9Efap9IQSmVDItXPMKRoI8AgGcvk/Hv3rdQMoAxVZmWjW0x7buqMDMzaMpCg8PrB/CIDwXA4dEpBYDhRtv3l8yg/8IdOnRAhw4dciwjFovh5uZmyDBIESWTKTF84hW8eiPVei09IQUAkVEM3YZdBgCYiYF/V9aDm4uFYYP77OQt9LUC9DEuWqh9IgW1ZstzbN2rfZdfroDqjIovRDjfA9+MC4bU3A4A8MuPFdDC192gcUkFZpDzBBDJJZDzhEhOlhl0f8QwqI0iBfHx3GVc9RuKT9d2kIMPIRQaCSkAePrVTDz+aiYYgJJj+qLW8jkGTVAlh0WAU0cFWEgTDbYvYjjUPpGC+BgtQa+Rl6H47OGXzNd3AHD2YjzOXvwPAFC2lAgb/64PgYBv0NjMZMlgHA8cU0KskBh0XySDyceUOnfuHFxcXFChQgWMHj0akZGRpg6p2HofEY937+NNHYbOHj5NzDIhlZM0CdBr5DX4+gdDqVTmvkE+WQgzTqjAlGjUwNlg+yKmQ+2T8SQlJeHd/VBTh6GzlBR5lgmprEjNbNV/T1/4FL7+wXj3znAXYvU7VkaZ6EcQKqSoFHENPU4tNti+iGlRG2U8L++9MXUIeXK11/hMqR9AAIXGcjoGgIPqguD92l0IFFXC/blLDRbXzEMjEGXhBgZAxhMhsvsIg+2LmBa1T8YTca9wPPqmqz2HXmslpHLzMkyKFt1D0Hf0BcME9UmoU2UkiW0RY+mKOBtKqhqL8frCZaFDhw7o3bs3SpcujdDQUMyYMQOtWrXCjRs3IBZn/SiWRCKBRJKRtUxISFD/LZPR3eDsjOywGXKlAGlWdhg6kqeXY/UuPBqzFr/EyAGeaFRX/1/agFOvIRJmdQqlmw79z+Pov03ytW368cnuOAXs9kVsbCxehSpQq7bTF/3Zy+1Y5aWOwoTaJ+PZ0m8R7oUp8d6tEgaNEiElJQUWFgXr7cgYw0/TLqFqJVsMHuKjp0gzyGSynNsn9tlrn3U8GPztDZzYlb/2KX3/mf8/s0YrpqJWWhoiz99Eqbb9si33paA2KkN2bZRMJiuU77EweHw9FJN/fQG+uRhfDwS2/30KAya2KXC9q5ddR1SUBNNmNzZIzyQmlYGZ5z6sweetGAPw6vf18OjdHtblvPK175y+c9bW1hgYdQpXQsJQwccane3tv+jPHrVPGah9yp/NpbvifI0+6PWVPRY0/RE/XVhY4DpPnQnDwaNvMW9GNdjbW+shSk17j76HSJi/bT9GKzBr8V1Mn1Q5X9vn9p377c58PLsZClsPa7i40TVe5v8vSB254Rj7/MzZMDiOw4EDB9CtW7dsy4SHh6N06dLYuXMnevTIenDW2bNnY86cOVrrt2/fXuCLGEKIaaSkpGDAgAGIj4+HjY2N0fdP7RMhJCfURhFCCitqnwghhZWu7ZNJe0p9zt3dHaVLl8azZ8+yLTN16lRMnjxZvZyQkABPT08AgJ+fH4TCfKZdi7neXQ4iwcwJIqESXw9MwqrtVjjyb7N819eu739a6wpy1z8rC5Y+wtn/YvK9vZkZh0NbGudrW5lMhpMnT9JnSgf6OFaZexQVVtQ+Gc73TRbgfglfdfu0YSOwbVs7mInzN27AXysf4fi5aI11J3b76iNUtcvXozFr8eMC1XF8Z/57SFAbpTtqozJk10a1bNkSjo6OxgizyBnXfj1e2FSCSMjw9cBErN5qjkF9vdGnW6l81adUMnTop3kOdWxnE/B4+ustJYtLwBnvlqr9fVrHQavDJgBVzyiW6bX0/69/fjvsfSrmb//UPumM2qcM1D7l3ePAS5iyLhHMwlzVPv1rAbvkKPxzqFe+62zX5wIytxZWYjn2bW1R8GAz6Tb0P6Sm5V4uO80bOeDnAvSUovZJN8ZsnwpVUio6Ohpv3ryBu3v2g8CKxeJsu30KhUL6cGVDoeBDJmVIH0ZMKuMX6FgxxkEm11yn72M/cWxlPHhyBW/D8/jQ8SeB230hFBZsMDz6TOmuIMeqKBxjap8Mp93XzXB/ZzKkFmYAgCS+LZTK/LdRlSvY4PDJTAltptT7sW/SwBWtfKNx/GxUvrb/8VtvvcxERJ8r3VEblX0bRZ+j7K07/TVatD8OKVTHTSIB7Owt8n28FAoGqUwzPSQW63dWMqGzI2qumoc7w6Ygt7OgrBJVFlXKwaVm1YLHQZ8rnVH7RO1TflTr2gylZ87DMy/VTXiL2A8Ql/Yo0PGSSqExoVOFStZ6P/5LfqmD4RNv5nv7mf+rVuDHnulzpTtjtE8GHeg8KSkJt2/fxu3btwEAoaGhuH37NsLCwpCUlIT//e9/uHTpEl69eoVz587B398fTk5O6N69uyHD+iIdCeoBe1u++uxjzpT83f1Kd/RfzR5IFw7nv9dVdmyshFi+sH6+ti3jaQ4zM8POzkCKNmqfCo9Ow5ujdbuSAKf6SerUxhm2Nvk/UejcvjREfAUA1bzCk0bmr0dDTng8DtMn52+sKgEf8G9bUs8RkeKG2qjCY/3q+hDIUwAA7p6WaNvcNd918fkcapYXqcadYwxl7Q0zu1PJgV0hsLfNvWAWGp7YqOdoSHFD7VPhsfrODDimRKgWLC2xeFHBnlz5ZXoF9biYfE6O339rWNAQtZQva40hfUrka9sRA0oZdIZQYhoG7Sl1/fp1tGzZUr2c3iVz6NChWLVqFe7du4d//vkHcXFxcHd3R8uWLbFr1y5YW+t/QDUCHN7eHFKpFMeOHUPDOk4FqsvSUoiQI831FFn2HO2E8HAV4/0H3U/axGIOG5bUNmBUpDig9qlwmTa5OqZ8K0NgYCAmjK5QoLo4jsOZQ631FFnO+nVzx86D4TqX5zhg+YJaBoyIFBfURhUe5co4IGB/WwQGBmLz3/UhFBbsnu7yv/I3tEBe1TmwCldaDMjTNuWmj4e5W/6TbuTLQO1T4bItoA8CAwOxc2/nAvf+adGoJEICDH/jrH/30vhnt26zGKcrW9oCI/rnbwIGUrgZNCnVokUL5DSO+okTJwy5e5KFopZZ5jgOO9c2QM8R/+FjdMZjfI72fETHZv1Y37JfakAsKlRPppJCiNonog/fjKwADnLsOPhRvc7SHJDJAWkWE450buOKqpWMPxAtKXqojSIF5dSkDhrfC8DFap0yVvI5COxsIY+O0yrPt7VGxVkTjBcgKbKofSIFZW0lxKk9TdCmt+YYe04OAkTFyLPcZs3v1OmguKIrd1Lo8XgcDmz2RVqaHEmpCjjZi/HiVRJGTLwBhVK7fOWKdMFHCDGe8SOrYOwwhugYCZwdxUhOUWDYxGv4ECnVKtu9U/66qxNCSH7YVyqHjtLHkER8hMDeFjwBH7cGTUbEPu2kgUffziaIkBDypTIzEyDkSHPEJ8jA5wNWlkLsC3iLv1a/0CprZ8uHOQ3NUmwZdEwpQvTJzEwAJ3vVAIhlPC1RtrT29LA/flO+yPUGI4QUfQI+B1dnM/B4HKytBGjVxFmrTHkvASp406MLhBDj4jgOZu4uEJiJwRMIUGJA1yzLVfljqpEjI4QQwNZGCCtL1WOHjes6wdxM+1pu2a809EFxRkkpUiTx+Rx+m14NTRvYg8epBg7esaYO/Nt5mDo0QgjBiAFeGNqnJIQC1ThS40aUxqalBRt8lBBC9MHVvxVqbFkEvr0twAH2zRugk+wJBGZZzx5LCCHG4u5qhr/m1UDpkqoZme1seLhwuBm8SlmaODJiSPT4HsnVoPY7YB/+FDGOpbDtzHBTh6Pm5mKG36ZXN3UYhBAT+ua7/3D7qQQ8psTOdfXgUSJ/s03pm7kZH6MHe2P0YG9Th0IIMZGAoLf4bZnqMZSBPd3x9bCCTeKgLxzHoeSAriiZTY8pQkjxl5CQgM4Dr0Gp5KGsOw//rDf8BFa6qlrJFttWNTB1GMSIqKcUydHYIQFocW0TGr84hta3/8WgzrtMHRIhhAAAnoXG4fYzGcDxoOQJ0HfMdVOHRAghaukJKQDYtk/3WToJIcTQOg+8BiXjAxyHlxEMe/c+NXVI5AtGSSmSo+TQdzCTJSNVZAkzWQoEHz+YOiRCCAEAHAsI01hm9JNGCCGEEJIrpVLznCngVISJIiGEklIkF+1GN0W4bRnwlXJEWpeEd8d6pg6JEEIAAN+OrwZkmpLaSpj1FMKEEEIIISSDszXTWF6ysKZpAiEElJQiuRg8pDLqbv0V51pNRNmVv2HGrEamDokQQgCoxkUJ3FEHJR04tG9sjeMH/UwdEiGEqIUcaY4q5S3gVdoMIUcKz3gthBByYGcr9G7nCHc7DjtW1YKtrY2pQyJfMBronOSqZYvSaNmitKnDIIQQLTY2Ntj5D13sEUIKp7V/Ug9zQkjhNPHbapj4ramjIIR6ShUps5vMxte1fsXxxQdMHQohhGj4c9wuTKw2E7P7rzd1KIQQouF4UBia+p9Gux7Bpg6FEEI0xMTEYGTjpRjRYAlioqNNHQ4hJkFJqSJiYs05OGfTGA88GuDvEwxPg++bOiRCCAEA/Dl+Nyx3b0aDVydRMmgXfuiw3NQhEUIIANUF3y9LX4IxPpKlDL7+Z0wdEiGEqM1ouQJNH+5Hi8f78UvTxaYOhxCToMf3iogPlh5Q8ATgMQVSRDb496c9mHupqqnDInnQaeAFxCcoAQBHt9aAnZ2daQMiRE9eXbiPhpI4SPliWEniwb16ZeqQSB4tWv4Ih09EAgC+G1UKPbt6mTgiQvRj5drXmisY3Y8taiIjI3G0Qj/wmBzWFTzR89o2U4dEiN6UjnkCoUICJceHd/RDU4dD8sHXX9ULl8cB5w/TkBL5Qb/MRYR9ykfwmAJKjg+RPAXtxrfMtuz7gDMIEFZEgLAijrvUA2Ms27LEOFZseKpOSAFA58F3TBgNIfrl4FMaKSIrmMlTkCq0hNTRLduyjDF1+xQgrAhZQpIRIyXZSU9IAcBf68NMGAkh+jVuzGdjYnLKrAt+4tcjGL7+5+Drfw4379AU6YVBQIXecEl+B6eUD+DfuY3wW3dNHRIhevPOtgyUPAE4MLy1886x7NQJJ9Cs4yk07Xgav8y5ZKQISU6adcl4LFzJgHZ9z5swmqKLklJFxKpbP6N2eAjKfbiDni4v0WRQi2zL3ur2tfpvRWwC3uw+aoQISU4OHAs3dQiEGMzsHSPxrH5X3PBsjjs+nbAk5H/Zlg0099FYPu3dwsDREUK+ZA4ODvBvZQ9wSnCcAkG7GmZb9o+/biNVygAGgAETpj82XqAkW+ayFACqfxY+k+Pm1NWmDYgQPfr+0Lc4V74rgst3RY/lY3Ms+99zPpQ8ARiPj+PX0iBXUMcDU1N+9k+QnEL/JvlBj+8VIX/dmpOv7aLPX0epvv56jobkxV+zKuPrnx+ZOgxCDGbhsW90K6hQaC7GJxogGkIIyfDj5Br4cXLu5f67Hm/4YEieJYmtYSlNAAcgRWCJllvzdz5MSGFUytsVG65nfzMvHWMMjNPsT8IZKiiiMxdnASI/ytXLdWpYmzCaoot6ShVHIs1cY83ls3XedNqUYDRvfwIt2wVg667neg7sy1WtmgtmfVcBAODmLETIEXremHyZHDtrPnpc8c+pOm/7IOgWppcfj988B2Jnpx/p0WQ92r+hMvg8QCQEtU/ki7VicQ2NZSdb3U+TU1JS0K/JOvRtvAbjWyxDcoo8942ITkbFnEGCVxV8sC2JxmfXwdnZ2dQhEWJ0HMfBOjVGvWwuTQSfr3ta6jvfP9Cz6WaMqP8nnj6LM0CEX6b9G5ug7qdEVLtWjvj7l9omjqhoop5SxVCn5Ae4+8NviA25Bt+QPeA43RqsM2efIvghAwRiKCDG+k3PMLC3N3g8ysPrg18rd/i1cjd1GISYVMMDq/HmyEk8/fF31Nz7NxyrVNJpO8YYZs29hY/lu4PHFGj6+CBir9+HQ71qBo74y+Di4oLgQy6mDoMQk3L3sMOhLbXw/fQH6NLeDT26ltV5257+x5BoXw4Ah2hpElb+cBA/rOhluGC/MAOfHjB1CISYXMDpnpj13WnYOAjxv5lddN5uqu+vuGbXGADwAaXx+6D1WHsl995ZRDdLKBFVYJSUKqaqL9a99wEAJCYmYtaCUEAoVq9T8MTQMZ9FCCE68/T3g6e/X562adrhFPg2nmAA5DwRnrjVgVROPaUIIfrl6GiLzasa52mbFl1OgYltoHqYhiFNZImwV5G5bUYIIXnCcRzmLmmTp22u9p+AR/z6mWtBAt9Kv4ERUkD0+J4Rfbj9AMs8euCPUgMQ875wDXw98ZuLYJkSUgBgoUzRuZcVIaRokycmYWm5QfjbvQcClh43dTja+ALwmAKM44GDEgKlHG6Nqps6KkKIESiVDP3HXIavfzCGfnPF1OFokSsFUKpHd+EgUEjxv2VdTRoTIcR47kz6BQHCijhmX6vQDS3wce8JuMdkHpKFoa43pQBI4UKfSCNRymQIajYGpT8+QvmI29hYb5KpQ9JQo66r6g+lAgJ5KkSSRAQd72zaoAghRrPeuw/KhN1A2ahHiJs2B9cvFrIx5TgOTMFgkRoLu6QP+PNAf1NHRAgxkn5jL+NNeBrAGF68SkXnAcG5b2RMHAPjCQCmBF8hRa3qZihd1tHUURFCjCD8bAjertgKAFAmpSBQpNuwBEbDcejweAeqvT4H17jXaHV3K/63dYypoyJEAyWljESRkgZLaeKnnt1KOCV/wL45+00dltrEb2vCiksGOA4KTojlf9OzsYR8SaxS48AxBgbAQpqE1d/sMXVIGqpWsoRcZI5kcweUb+INVzdbU4dECDGS9xFSIFPng7hEpemCycKsH8oBHAM4HgRiMf5aSJMFEPKleDThF1OHkCO/pLvgA+j8eAdGXPkVc8M2mjokQrTQmFJGIrS1xltbL5SOfQbG4yPUoRKqpKSaOiwNx490MnUIhBATeWvnBesP8QAYoi1dIbG0NHVIGlb/Xs/UIRBCTMTJUYioKKmpw8iWXzNP+DXzNHUYhBATqLpyNq61GmrqMLIlEonQSfbE1GEQkiPqKWVE5X6dhBCvDjhftjNe2nuh92/0+AkhpHCY+HQ9znu1x1XPlggp0Rpz1/Y2dUiEEAIAOLi5McB96h3FAb3a2Js2IEII+cSlaUNwHk7qZVHpEiaMhpCiiXpKGVHHkS3RcWRLvdYZ8eo1zvr0hoDJoKxUBX1vbtNr/cS0pv92D2ZiPqZPrmLqUEgxZ25ujj+e/KH3ejfYt4a1JBZxVq4YE3lM7/UT09m04yWu3Y7D4pkVYVnIetaR4ifkSCu919mmdzDS0lR/B26rBRsbG73vg5jGh6AQPJnxJyqvnAPnOtVMHQ4p5jq+/k/vda6Ysh+771mBY0pMG2oFv/6+et8HMY2kpGT8b85jNG/ihP7dSps6nEKBekoVcecrd4e1NB7mshRY3LuO8BcvTR0SACAuXoKzx59AoShcM1DkV7+xl+DrHwxf/2AcDAwzyj59/YNx7mIMjp/9iGZdC9mgroToYJ1TW7gmvYWFLBkesS+xrkJfU4cEAJDKlLh69Cri4pNNHYpe7Dz8St0+DRxvnJnJug65iA3b3+Duw0S063fdKPskRJ/mLL6nTkgBQMeBt0wXTCaMMdwMeYaXT96YOhS9iIuLU7dPxjqXeTD9d1zvNBKJNx/gasNeCF23yyj7JUSfdjx0gIIvglxghjn/Fp7Hl58+Cce14MemDkNvmnUNVrdRaZl/FAwkOTkZ7ftfx/3HSVix4RUGfl34ZpQ1BUpKFXEihUT9Nwfg9rytpgvmk7UzjuBoyZaI79oDWxxb4vaFZ6YOqUAUCgXevs/4Mfh9VajRY1AWrjFdCdGJZWqcxrLwQ7hpAskkPCIah61qIbL7YFxwqoPtDUabOqQCW77utfrv12GGP6ECgOhYmcbyqi2FbLZGQnJx7r8YU4eQpZ8rTsLCn85j+rAAzCj/janDKbDOg++o/1YqgcHfGv4C7NUfGzSWH02eb/B9EmJQXOG4ZJ9ZfTLu1OyIt2174U/3oj/MQ78xlzSusdr0Nnz79PNvTzWWX781znlbYVc4PuEk35JE1uq/ZZwA7TbOMGE0KrGbd8EmLRYcY3BK+YADw/80WSzvjp5CgLAiAoQVccy+FhTSvN9pCHsba4DICCn+0spmTIvMADj07mi6YD4JbDIWZkrVCQAHBuFd0/XySU2Tq+/O+foH4224fnpuxcQY/2K7bTN3o++TkIKY/7PmtO2cieLILClZjjeOlZBoZo9YS1d8tPIwaTzt+p5Xt0/7A/TTS/z1a8NfgInd3TSWraqUM/g+CdE3TilX/y2Sp5gwkgyl3t6FmTwVfKUCZWMe4tiCvSaL5fuZN9Xt07ifroOxvD+d8zbc+D3QOrZ01VjmUTYGACWlirxBSZcR710V0dauqPswELxC8MmWCMwAjgOPKcHAQWZuYZI4PpwKwe3u49XLyqQUHHesg+dLNkGah5kPvUo75V7IAMYOzXjG+OdJ5U0SAyEFMeLeP5D2GIwIm9Iw+3EKuqz/ydQhwaqUs8aygsc3SRyRUWnw6515DAqGfmOuY8maJ4j8WLCZWR0cHAoWnA52ra0L3qer+Do1beHtRWNKkaKlcX1XTJ/gDQDw9BDiwpHmJo4IMDfjw0yWDOWnFJlQLsllC8OQyZXo2D8YySkZF3l/rg7F1F/u4uGT+DzV5WCn2cbO/bGyXmLMSZuXZ8G3VrVJfEd7NLuy3+D7JETfju6oB8+k5yif/BRnjpv+ph4AyPgiAKqbekqODzcf0wzqvmj5I1y5lahevvsgGcMmXMHpkIg8JadmTPbWWHZ0MPxw2+1ae6BiOdW1MY8HHNte1+D7LApooPNiYODjfaYOQcO4awvwb7WxcEj+gAibUvjlzu9GjyHu9gNc7zASSgBKjo8w+/IoFfMEgjQpnvywAE9+WICWYedh4e6aa10AcO5AE/QcfhklPMywcmHOjcfj5zH4fcFtfDuxBmpUc8z3exjcqwwG9yqT7+0JKQx67Jpu6hA09D27CltsfGGXGg0ZX4TKGxcaPQalUokew68AWidODHuPhGPv0Qh8/3VZdO+o2xTzIUea46sfriHigxR7NzbIsWxaWhomTbmBpo2cMLB/xXy+A6CEuyXOHzb9RTwhBdHeryTa+5U0dRhqfD6H8pJQWH5IAKdUoKqzaXpH9Bp5GQlJ2usvXInFhSuxqFbZEqsW6XYhdXirL5ZueIyjxyPx15wq8KmS842+S0N/glIqRZMdBetl3z7mZoG2J8TUbG1tsePcKFOHocF9SFeEb94PsSwFYc4V0cO/kdFj+H3lExw+Eal1DvUiNA2zFj7Bb6KnOLm3KTgu9/6v7VqWhKuDGFN+eYRendwwZliFHMsf2XUfZ06+wew/GsPW1jbf72HDX/XyvW1xRUmpL0x69rhd3xBIZRwmjvFEb3/vXLbKGycnJ0wKzz1R9mjbCTwfNgEcALmVHbrF6u853ssdRoBB1R2fzxQoER8KDuyzMiPR6vZRneoTCAQ4tDX3WS82bnmEHdueQyIwx/f/u4SOHUpg8qRa+XgHhHy52vX9D1IZB1srIGCH/hMfQxNCci2TkCBBx4GX1csbl9RCBW/9zMx1IOBNFgkpTX+seqlzUgoAVi/W7QSnTc9LAMfh/stwbNnzBkH72+i8D0JIRvsEqBLC+vbjvRU6levQPwSJSQoAQC9/d0wak/PFlK6SkqSIjpHlWObeo7w9ajxhZCVMGFkp13KHhZXA+3SudnhvALrInuRpP4R86TK3TxcON9MpMZMX3f4YC/wxNtdyU366jIsP0gAGlHPjYfP6ZnrZP2MMB49FZH8OxRjSpMCDx3GoWtlepzpr1nBG0B7nXMv17nYI4XJbAOboNOAmjm6rBTs7O92DJzky/bNexKiu3Y4EANglR6Lhi+M4M2MnYqJMcyfuybhp6jEcBElxuDJ3o17qlaWkQBEVp7GOUyrBAzTSUmlh7/Wyv8z2b7mPNKGqy7hEYIGzh57msgWQmJiIW3ej9R4LIUWN/LPZOuOTgC07TTOj6KTp9zSWv591L5uSeffX2ld6qysvpky7CmQ6QU2R6Pbo4q270VDSbAuEaPH1N83MuI+eJagTUgCw76j+JpH48Zf7eqsrr3iZztJ0vUAJvfkCcXFxBomHkKKsaZfzJtt3ekIKAJ5/0N/5w7n/InUqFxOr/7GiwmWZbkxyHKZ9dzHXbaKjY/Dquf6vN4sj6in1hXn4IBYuDkCrJ3vhGPUGCh4ff/QWYf7ZH4weCxOINJbFLvoZB+X1Pwc09wMOCo4PIZN9Wlb1oKr462S97C8zkaUIPIUSSo4HHlOCJxbmWH7w+KsIDcsYPybg35oF6g5KSFGW1f28ddveYGi/skaPxdpa8+dRJNLPPZzUtJx7IKSztdb/PaM2LVxx8Y7us4devRWFyTMfqJd7dXTGpK+r6D0uQoqy2Lg02NuZGXWfVuaay/rsDHHnQWLuhQoBxhi6t9iGKOuSAAtDo5iLWHxpmqnDIqRQWbz8KX74Rj+9KAuDFRtzmdH9U2NYp4b+x9bkmBKMy7iZ16JZzhNRtOkQiDS+auwovvIBggP99B5TcUI9pb4wg/qpGiZLaRLkPAH4SjmEiaaZXa5J8L9Q8EVgAORlK6DmV930Uu+Tb+dqLHNg6tm20onKecL7q0F62V9m+490hU1aDGxTo2GTFoNDx3vkWD5zQgoABozTX28MQooaPr8wzH+l8vf8mjA3U/1ECvjA9lW19VJvj2GXs3+R49QnVAf/aaKX/WXW1q80HCw5Vbd3xrB0brUcy2dOSAHA3sCPeo+JkKIuNk6eeyE98yxpg3JlMiaRmfFd/seHy2x5bhd8n+zbaJjxUJwG9gCD6uahXdf2OZY9sSJIlZACAI7DTRsaKoGQz0UUcOKU/BrW1VF1p5ED2tTTz4RXMXESRETKs350L9P50/++KgNLy5w7BeTHlr+rAkoFwBhc+QnoPbxmjuXTE1IAoODpP57ihnpKfWEEAtVF1j2P+qj6MgQJQkd0mtlHp22/8VuN+BQOw75vhNY9qhc4FpeqZdE1Tb9JmOQXuU9ZLOfx0fnRKb3uN7MjZ3Q7nlnxcBPrMRJCir4m9XW72zVq8nU8eZ6M+jVt8cfcmnrZ98k9TfVST2aJiXIImBxMqYRCkPX3fff6ehAKDHPP6PAu3cfAEQgAufGvtwkp1DJPcmxvK4BX6dxnnly/9QW27HkLB3shDm1prJc4Ni/Tf2Jo96HcHzMZ3LskXJ0NM6tyw82/AZt/06lsifIuwPE4pPexFSiMP7U7IYVNpXJ83H2kelyO43RLWL8J/YgZg/eC4wFLAwbB2tq6wHGMGlUNo/Q8RvvSVY9yLePkIEC3TqVzLZcfZcu7IiRQtwmySN5RUuoLtfDSdMjikiG2MQdfnHsiZHCT1Qi1rwiIOfyy9h3qtvGCrU3BGy19e7Hin2xfYwDSLO3R+tR64wWUi+n/q4hffs8YyHPdHwU7yRztuxQOUa+RJrDAiHVDUKNR+YKGSIjRndjVBBIZB6YErK1y/5ka+s01vHitGhvvyq14TP3lHn6bnnMvIFN48y4ZZaMeINbSBYlm9uApZVB+dvfsqyGl4eFqmAu+vDq7v5nGmBSHtxTsmP751TZwhw+CYwxpfh3x0z8jChoiIUZ3bEcTADwkJcthb5f7+dPt+1HYvPstACA6RoaWPYJxdn/hm7lSoWDIbei4WtVsMHaIfifHya9q7Wqh5s/zcd+5LoQKCUb66vZodHYeP3yPKePPg4EDhEIcCcq5pzshhdHf8xuCz+cjOk4GRzsReLzce6B/PeIs4uwqA2AY6H8Uh8/1N3yg+RByPT7H1+3tBNi2KucZiI2plmsybkVYABwHD0FcgeubWn4C7NOikSi2xbznKwseYCFDSakvmIWznc5lo8xdoLobxSATmGH/qhsY/mOLLMt+jJZAoVDCzcU8y9cN6c26Xdm+VnPzIngO7GrEaHLXvrkb2jd300tdh3ZcRfXnZ+CYHAEFT4BNo5VYcn++XuomxNisLHT/eUpPSKX771pMtmWTkmSIjZfBw83c6I8LLlnzDObSJAgVEgjlaUgS2yHl07hzDWraYvHcGuDxCs9T9RzH6XV2McGBPXBOVg3IHHtsHwBKSpGiSSjkw95Ot4kC/lqtOY6bLIfciUyuxPvwNLg6i2Fmplv9+nL5elS2rwkFQMB2X1iYGzem3Cy/ob8xpH4Yfx7xFs5gHA9CeRqW/X0D306so7f6CTEWHo8HZwfdn7xIMHf89BeHeAunbMsxxhAengxLKzFsbYz7OFp8ggxp2XWG5IAda+rB06Nw3NBLt2xDJ73VNbnGdNT4eAdiWSqkAjP8WPl7LHz0h97qLwwoKUV04pAWhUQzewAchAoJuo/V7n7OGEObdodhLUkEjymRam2PYwH+Rosx4fVbZG6xVCk0lRJj+xW6hJS+nd/3CD6SBMh5QggVUljI8jZlMyFFlXdpc7x4nTFuQqM6WT/y16FvMBITFeA4Bsbxce5QcwiMmJi6cisenEd98JVyWEoTYJsShRSxDWxsOPzxS/EfD0WolIFjDIzjIFLSozbky/DdV2XxzdSMGe0E2Zx579j3DCFzdsAl6R3C7Mtj7pGvUMLDykhRAnP+eJjta8d3+UIsKlwJKX1T8gRQcjxwTAk5T4jzF95TUop8EazSYpBg4QwAsE7N+qZealw8enQPgojJwVfK0aBDOfw4tZHRYlyx6bnqj8yzOjAGcMDWFXULXUJK38xSEiBUSCERiCFSSGAmKX7XeIXnlmwhM++Ph1i2XrcBH41NLpcj8c1bo+5zW8gYVJW+QKn4F/h5jAfs7LQf3dt5IAx8BkRbeeCjdUmYJcaBZTUYnYEcq9RFPUBm+l45ADwLc9RYMsNocZjKvC298NSlBhQ8AeIsnBGZPgAoKXb+3fcaP827h9RU0wxgmZu4dxGQG3Ewoi3L66NSOQtwHFC/li0WztR+zCw+UYbEJDnA432aPYVh1UbjTSwwdHQwwBgYx4OcL0KCmQPC7csCHIctSwtPd3NDirJ0Q5rQHFKBGT5aups6HGIg12/GYNL0W3jzrnC2T1ExqUhKMl5sNas6YkifEuA4wMFBgHMHsu59eOaXfWjw+hQqRt5Ck9BjmNRzu9FivHkvCinZHJJZ35cv9gkpAFDyBRAqpOAYg6UkHstX1Dd1SMQAUmNicLn9cIT9e9DUoWRJkpaGxIgIo+5z9eZWKJvwDGWTnmPbwY5ZlunR6yRSzWwQY+mKKGsPXD723KgxBgZFqCdpUeM41KluB69Sxkvem4pLlxaIsnQDD0CMhQtsWupnbMLChHpKZaFpl2D1Z/7wiQiDDHabXxfGzcOyuyUQZeUBj7hDWLCxDUpW0c+sK7lZHZTziHV3HsRBKlA9sscApIksIZMziISG74nw5vh/MJOnaK3nOdiizbNT4GV3a7II8PUPVv/N44Dzh7M+obWwtMTk4B8xY8ABlK/rifWLOhsrRGJEPYZdQmS0qpeJX5+ren28qqDi4+Oxt0x3OKR+hIRvDisfb3S+usMo+17/V87jsT15lghwme/DcHj0JM6gMaVTyuV49SYVEGRMG894qou8tb/XhLOTcaeT16dBA48h6kMaFDwhRPJkBJzpm23ZGa824MduGwClAgsPjzFilMRYlq1/hl2fBsvu/9VVLJlbDXVr6X9q7vzK/HsKwGjt55jB5TBmcLkcyzikfoRIkQYJ3wxieSrcE18bJTYAmPDzgyzXjxpYCn4tcp72vDB7HXAC97tNUC/XfHUGJUqUyLLssaBumPXLFdy5+hGrNzaBqysNaFzcpH74gDMlmwEAok9fxPvth9EwcKOJo8qw1sMfLlEvwWcKRFm6YXjcOaPst1QpR/xzfnSOZeQQQskTgGNKMI4HBc9411WTRwUAnPaEErWrWWPJLzWMFochZP5NalTHBotnZ91rftIfPXCmRQUcnn8EXX7qiFbdivb7zopBe0qdP38e/v7+8PDwAMdxOHjwoMbrjDHMnj0bHh4eMDc3R4sWLfDgQdY/jMaUOQmbmpbLqI9GFng6BhG2pSHnCRHmUAn/dNBtlhJjGNS7DCwkCeCYEnymgHVKNERC43TGezrjL/Ch2SuL5+6E9hFXILSxMUoMxqDMpeOZi5sb1pz5Gv+jhFSuimr7lJ6QSnf1ZvbjgBjb0Qo94JT8Qf14Wtwj411U5aZmVVsIZWnqZZ5SigWzjNND6fHlUCj42uM7HN/ZGFUq2holBkOJDU9CstgWqUILJJvZY+XSmzmWX3hwJCWkdFQU26h9AeEay/OWPDZRJEXPG+cqiDdzAJ8pEGPhgvK9mpg0npULa2JYPy+TxlBQmRNSAHC7TKscy8+Z3gAHD3eGm5t+xvoszopi+3RrwP80lqNPXTRRJFmzif8AAZODA4NTcgRuL9pk6pDUGrUuAbEsBeA4CJRSyIQio+37xavPOh0whp6d3bD019rgOOOODapPHfpp3iS5dCMhx/Kt/KtiyeWpxTIhBRg4KZWcnIwaNWpg+fLlWb6+aNEi/Pnnn1i+fDmuXbsGNzc3+Pn5ITEx0ZBhFWkihQRgAOM4cGAQs4LNNqJPVSvZYu4v9eGhiEQlYSQ2nRhivJ1n8Zhg46MbinRjRQyrqLZPn3+kq1XOfTpyYzG3MwfjAO7T95FD4Unqi0R87NnWDN6iGHgoIrHu1yqwsdZ9INCCCEsSApmT5oxh/AgvWFkad6BQw+BU/+YAGDikJBee36Sirii2Uc4OmhcqNX2Kz00hQ9t6bhje9xiDi5W7wmve9/h2dtaP0ehbmkT7Ueta1WxQvUrRTpgTwyqK7ZN7f82Bp/lWxp+QKSeKTL25GQAzr8LzmPvcqXXRrW95mPPkqF7DHoFGnJ1SJtTsTS4UcZgwqujPLq4oPKfIhYJB+9516NABHTp0yPI1xhiWLFmCadOmoUcP1Qd7y5YtcHV1xfbt2zF27FhDhpajr4eXwerNr8DjgL9/LVzTin99agrCe+zEe7uyKBv1AJOeF54sOgDUbVwKO08MMOo+3155gJQ795F+ra4EUP5/I2FbvZJR4yBFS1Ftn7avqo/B31yDQsHQuY0rzM0Lz0lVjydHsdW6EcQKCRScAFVmfWXqkDQ4OVliy37jTvOtUCiwbNFV8MV2AMeDguOjvLcl+nXzNGochiKyModlSgLkfBEsJPH431Q/U4dUbBTFNmrPhoboNDAE8QkKlC5hjjlTqpokjuxwXMY9LFvrwnXTis/nY85a47ZPANCr/1mAZSTIzcQcfpteuM5986vc8ml4/k3GLMQ1nweZMJripSi2T16j+iF8+1HEhlwHz8Iczd8Vrp5Slr71kXjhEoRKGWLNndCld3tTh6Rh/MhKGD/SuNdWv005iQR+pjGjmBxL5tYFn1/0h8UO2t1c4/E97zLGuVFaWJlsoJ3Q0FBERESgbdu26nVisRjNmzfHxYsXs22wJBIJJBKJejkhIaOrmyyneXbzoI+/B/r4ZzxDr696dSWTKRGXIIeTg1Crp49jiRJYceX7T0vdoQSgzEN86e8lt/e0dN1TBJz6CAD4dXol1KnmmGN5U7rp1x+cuVjdD0Hu7olyc78r0L+brsfJGM7u1xzMrjDElJk+jlVhe0+FuX1ycxHg5O6MGU+MfewYY4iKkcHOhg+hUHvw234x5zWW8xKfrp+l+49j8L9Zj8AAtPZ1xJRvC28CunPXQMhsnaE6UgwWilQs/61RgQeCLyxt1O59bTWWTR1PVqiNypBdGyWTyfT2Hg9uzngs1hTHLTZeCjMxD+Zm2qe4Z/bl//dU18+RXC7HsL6BiIMFylul4K8tXXTeh7H1HvEfUpgAImH6GRTDopnVIBayYnEOVXZEf5Qd0V9jnalj+hy1TxmM0T7VO6F5M9/Yxy4lVQ6pVAk7W+3H3zod+UNj2RDtEwAMm3gN4RFSCAXAnvW1C9XNzczu3HuDk88EEAmB9GmsWlQ3Q5WKlsWifQLoGi8zkyWlIj7NLPD5QIKurq54/Tr7cUh+++03zJkzJ8vXTp48qb8Ai7ncjlW5EsDEoaq/P7y5gsA3Rggqv7bO0xhNig8gMDBQL1XTZ0p3BTlWKSnag9SbErVPpqXLsZowNP2veAQGvjRoPAUxbiwAaI4TcOrUCb3VT58r3VEblX0bdfbsWVhYFO8ptfVFl8/RgJECAFIAAr2djxjC8F7a6968uog3r/RTP7VPuqP2idonfdDlc9SnXcbfZ8+eNWA0BTdxmPY6usYzPmO0TyafkuzznkCMsRzHAZo6dSomT56sXk5ISICnp+oxCD8/PwiFhXuMDv9B/0GaKWF4YpfmQJbt+v6ntc3nZQpCJpPh5MmTOR4rhUKBjgMuGy4GiQQv5q+CfYPqcO2U86CTuTnmWAeZPy0MQIfoGwWqE9DtOBEVfRyrzD2KCpMvrX36ad493Lqf8W/x/ddl0bZFxpgGx069wpK1bzW2ObHbV2/71/Wz9Hk7uWVpbbi56u9O396Ad4CSoZd/yQLV077vf2CfjXe38bfyKOFd8FmdqI3SHbVRGbJro1q2bAlHx8LbIxoAnr9Mxvipt9XLnu5irF9SV72sUDB07K/ZNuxZVQU2jvqZ/U/Xz1H3HseQIrBWL1c0j8FSPfaWunwjCnceJmBIL0+Ym+f/u//TvHu4dS9eY52dJYddmwp+vkftk+6ofcpQlNsnQPPchMcBx3Z+do3X5wKQ6apFJOBwZLt+rq90/RyN/O463r6XaKzT5zVe4vPXeLtuJ0oM7wmbSjnPOJoTxhjaf35NrFTixN5mBYyQ2qe8MGb7ZLKkVPrMFhEREXB3z7joiYyMzHEaVrFYDLE462cuhUJhof9wJaVoNsY378SiQV0X9bJMxuHzIbsN8Z5yOlZCoRBSWUaclhY8vcUgk8lw1rkBIJcjDIBHf3/U+uf3fNfHpUo0klK8Mp56PV5F4TNVWBTkWBW2Y/yltk9XbiUi8wnT32tfo5NfKfWyu6ulRtsAGL99AgBzMwHiExXqZc+S+htMufeoKwj/oJqlb8+RCOzf1CiXLXLA4yBNy7TM5ChTqWCJrs8Vhc9VYUFtVPZtVFH4HE1f9Eij/XkRJtWIWSBgWu0Tn8/X+/vK7Vh1bmSLfy9+OpNjSkxZ6Ku3GH77+zECTn0AAOw+FIHTexvnu25vL+tPbT5UA20xhv0HWuglznRF4XNVWFD7VLTbJwC5nh9JpZzmbDVM//92uR2ruVNqYND4a+rlFo0c9BbDx7OXcLXtMADAm2VbUffIWri2b56vuhjTbs83/lmRrvFMxBjtk8lGCfPy8oKbm5tGdzCpVIrg4GA0btw4hy2LF59Kmt1RT+1tqLE8qq9uMy+kpSnw9EUiEpL08yxqyJHm6NTGBWMHeeLErqZ6qRMAPuwPAjKNpRJxqGBdJ8v+s0KdxJO5uKPTs1MFqo8Q4Mttn6wsNceIql1dc/alerU9AC4jGWRrqdtAwUolw8vXyfjwMS33wjoI2O6LccNLoV1LZ5w/pL/2CYA6IQUAkVHSAtV1cHMj1QkoB4DjcP5IwXqGEpLuS2yjOrXRvJgVfHZbleM42Ikyvr+cQg47Zyed6n4fkYrQsGStno358dXPzbFmdll0riLFka314VWh4D0j050O+aj+W6kEAk9F5ruuccPLw1z8qQ3nOKxaVDwGNyem9yW2T7oY2NM1Y6YFxnBsl243veLiZXj6IhFSWcGnaytTygLHttdDo7r2WDSzCn75WX/f+8c/a46J9WTaH9mUzB3HcahRzUZ9DtXK1wEVKuj3ph4pXAzaUyopKQnPnz9XL4eGhuL27dtwcHBAqVKlMGnSJPz6668oX748ypcvj19//RUWFhYYMMC4s7cZ0561ddBn7A0wBnRs7QIrKyuN18ViMUKO5C2rnJamwNRf7+ParTgAQKNa5lg8t36BY506sXKB6/icQ7O6GstiN+cC1efTvw18+j8pUB3ky0Ttk7bjO33Rptd5pEkY3F1FWDCjulaZkCOt81zv2q2h+HevamA6MzFwam/+7pxlNqCHV4HryIpAkJE352uP454n1laiPLfnhKSjNkrTiP5lceFyNJ69TIFIAJw5oP3dOro/77NVXbj8EXN/f4jUNCXA5AgJKPgMkj51S8GnbqncC+aRs4MIb95nJN7q1LQvUH0n9fAoDPkyUfukbeRAT2zY9gYcgLW/19R6/esRVfD1iCp5qjPsXQp+mH0P7yJU3/uVCyqiuo9bgeK0trbA4lna53cF5dSmCRKu31MvO7YsQE9zACt+q13QkEgRYtCk1PXr19GyZUv1cvpzwkOHDsXmzZsxZcoUpKamYty4cYiNjUWDBg0QFBQEa2vr7Kos8tzdrXDhsH4vUkLDktUJKQC4dCsVA8YEY/taw10MKZWqTD+Pl7cplS3cXeGzbCaezlkGsZszGl/db4jwCMkVtU9ZO6XnixSZTKlOSAFAmgTw9Q82aLKGMQaFEhDw8z7l+8a/auP7OffBlMCimT4GiI4Q3VAbpW3T3/X0XueuA2+QmsYAcOCBh3Yt9+LE2SxGANcjpVwO3uddvXTwz/LaGP39HXyMkmBwX0+UdKfBn4lpUPukbXi/shjer6xe67x0LUadkAKAcT89QcC/5rC1tc1hq4KRKxj4PO0xwXJTed53SA19g48nQ+DUshF8fp9qoAhJcWTQpFSLFi1y7ArNcRxmz56N2bNnGzKMYs/N1UxrXVg4kJaWBjMz7dcKasqcW7h4XTVomYAPnDuYt4vLMl8NRJmvBuo9LkLygton4xAIsj6p2XngOfp1z/8gmNm5c+8Dxv/8WL18ak8TmGUxNXx2ypaxxoGCjCNFiJ5QG2UcMZGqcZU4pgQDBzMmxTKv3vg2dI/e96WUyXDMoqp6ufqBFfDs3Ebn7YVCITYvrZt7QUIMjNon43B3076O6zTotsFu7LXuGQzJp5ELqlaywurFdfK0fe1//zRAVORLYLIxpYj+2NuKslzfpvcVg+zv4vUE9aCYcgVw8+7H3DcihHyROI6DeRYT4y3f+A5Xrr7S+/4yJ6QAoOuQi3rfByGk+Fj8S3UIFBnjx1lJ4uH19i4CPPU3I1W6E2Vbaizf7T5e7/sghBQfzRpmPS6er3+w3vf1LiJRnZACgPuPk/S+D0KyQ0mpPJBIJPD1D4avfzB+mnfD1OFoOLs/65MnfTdar0KjMwbpAwDG8P2MhzhyLFQvA4Qa0pY1N9G6XQCadzyJrq13mzocQvQuvX1q0S24UH0fT+7O+o7e9/NeG3zfyakMG1dcQ2pyqsH3VRAJCQnqfz9f/2AkJiaaOiRC9CqgTFMECCsiQFgR8jRJ7hsYSYkS9jBLi4FX1ENU+HALne9uVL0QEYWoa3f0ui9lxEcwQP0fAFwa8B3iwt7pdT+GsMatE1Y7d8Ryly64MneNqcMhRK+27nqs/v29eedN7hsYUasmWV+uDxl3Sa/7+WH2LdUfnzoegDFs7/AjQq8+1Ot+DGHwgGNo3iEIzTsEYeDAIFOHQ/KBklJ50LrXZfXfIVeT8Dw02oTRaBIKBdi/KesB4a7d1l+cy1a/0FonUzAsXPEaTTudRXy8fmbXMoRdu19BIrSEgidEtLkzNq65ZeqQCNGbzAlouQLo2O+8CaPRll1X8xETr+ptH4nJn80+yhigVGLjsWT49bmMVQv0f2dRX/yHaLZH/oNvmigSQvQvuFV/4F3GTHEnrPU/yG5BHD/bD93vrkL3O2thLU1A+kPHVxr30et+Pr9VwABE7wlEiHcrBFgV3tnvrs1aBbO0JNilRsEx5QOurQgwdUiE6I1UKsWafz+olydMf2nCaLTN/akpOrS00Vr/8o0USmXBZ+RLF/ZO+2bmSn4HDJ4biU4ttuttP4YQFiuAgi+Cgi/Cm9i8jydKTI+SUjrKqtfBxm2Gv8ufFy5O1nB30V5/9Was3vbRvkMO03HyeOg16Jze9qVvn/8LJiXJTRIHIcaQmGLqCLTtXlNea11EpDSLkvljLs7iJ43LmPJ8+3mZ9uuFxOc/MXo8zyTE5JIuFP4ka/fUB+AAGPJyJqevNZPory3UN2lsIgAGZtCjQ4hpbNpVuK7nsjJtcq0s16em6e9kIacx6OOtPPDsTpje9mVY1E4VRZSUKoDvvvI2dQha9mxoDic7zS9j/+76m5bYr4WH9tVTJlJWeBuC5g3sIJSngWMK2KdEYsL3us/iExWTioCgN0hNUxgwwsLp1as4dZfm9oWs9w3JnpODqSPQ5uHhgQkjSmisGzfcS2/1CwR8iIXZv844vt72pW/r/6qhsbzh76xPQLMik8lx9OQbREQWwkykETTN9NgjKZyEJbK4Y1YItUq4rbFs36K+Xuu3HT08x9cVhTQx1WTpFKQJLZEstkGshRMqtamR+0aZPDl2Ba/vhBoousItqERj9WOrHy9cM3U4JAtN6jmbOgSdfN7j3NyMg6WF/uYsW70w50HNX98tvI8ZOwmSwVPKwVMq4CjI23ANLx+8xfVTD/Ta66yo+PXvB+rzp6nz75k0FoPOvleccByH2f8ri9m/q7p0+taxhrOT4abjLIiDW5vh+ct4XL0Vh/at3OBgn/VA6PlVsoQYb8M/9Tj4LEHVrXXhbdh/+rUVfsrHdp36ByM+iQEM+G3ZCxz6pyEc7fM2q+HrWy9woOMUWEoTEVvaB1Nu/pWPSExj0LcZY2okJTP8s/sFhvQpfAnZL92RrfXhP1j1KJxIABzcYpiZWQqqT/dy8GtZAgGnI1G/ph0qeOu3HZ0wphwWr3ie5WsiYeG9D1OhrF2+ZtM5fSEMZ8ethH3KRxx1rIQKo7tg8riquW/4mR4ttyFBZAcbaTz2nx2Q5+1NpV3fCxq9YFv1CMaZ/YXzs/8l83sZjEDr6oBUde7QUfo4ly1Mw9zcHB0kj/B6zU6YlXaHe8eWuW+UBw3njcXJdZuyfC1OYAOOX3jbqLEfj+Vru4WlBuFuSV84Joaj6dsg9I7N+zg4HQeEICFRdVNwyTwf1K2Z9eDPhU3YnkDIIjOG0LjaahA6yZ6YMCKSlaqV7FCtkgXuPVbd2Nn0V2kTR5S9kCPNEXLlI6JiZOjYxk2vdZcqaan6I72H+WdjCNeo7qjX/enTviPd8rWdb4fTAP/TDcs/IxAS2DrPdSybFoB9NwXgAHSrJsPERZ3zFYspBJ6KUv994XKMCSOhpFSetGnuiTbNPU0dhk7KlbVFubKGSZr9MacG+o65rlrgOAAMUMpQv7I5vvmmpkH2aUrpCSkAAAMGf30FgTvzdtGz1/9nlI9+CI4xOD6MwMV/gtF4SO51xMVL8ehZIqpXsdXr3ZCCOHMhmpJShZC9nbnBpgjWN3s7cwzqaZiTvg6t3TOSUuknVpDDyV6ANX80MMg+TenED/+gzvsrECokcE94jYM7SuY5KTW8/VZEWpYEwCFNaIHhfpux6eSwXLeTSpW4dS8OpT0t4OaSt0S9viSnaN7ZlBbeJzS/aByPh07J900dhk54PB68vjZMYlbsaA9hCRfIP42vxQCkgYeIEjXQe+148ASF43deXw40HYXjPoMh5wnxxr48zOQp6J3HOgKOvVUnpABg0owHOv/W3X8cD5GIjwplrfK4V/0I33nEJPslebdqse5PT5iabwPDdADgOA7D+3pg06736SsAMPAgxU9tOTjXqGCQ/ZqKUskyElIAwOMjLioJdk55ay923xKD8VVt994HAkzUcbvI0EgkfIiHVz1v8AvxDQljKV6/fsQoSrhbInB7I4z/8RbEIh7m/FgFJdwtTR2W0bg65f1rI5algWMMjOPAYwo8v3A/16TUowcf8MM355Fg7gCRPBXffVsWnfyr5DfsfLO15iM+0wnhknnF60eJFC8iIQ/nDjbDjF/v4NmrVHz/dXk0qls07qrnh6U0EXylDFK+GHylHNapeR9DME7CBwSfbjCAQ7w8h2cgP5HJlejQORBSoQU4poCblRy7d3fI+xsooBEDPLBx+3v1ctf2hbe3LiEA0Db0PJ7+vg5hK7ai5Oh+qPTzOHBc4R36oCCiUjgoHfjgmBKM4yHePO/Plf93I3+T9QxouhZhNuUAAHbJH3D0XP981VMQ9faswDFxZfUyz/rLOVcmRdPIQeVRp4Y95vzxFD4VrTD9Ox+YmRXeoQ8KIjwsTmudpZ1FnuvJPDQE03FkpAUTD+HoMyuAx4dY+gQnj3cEj/dlJ6a+7HdP8s3GWoStKxtg/ZJ6xToh9d/VKAAc1KOfchw2LW+S53rkFasiVWgJJcfHW9uyGLJufK7bzBp7FHGWzlDy+EgTWWHZEtN0+Q7Y7otJo0ujSnkLBPxbE3Z2diaJgxBdCfgcfptRE3s3NCrWCSkASBKYI8KqBJQ8Pt7alcWUP/PePo39qgoECtVYNnyFFGNG5Z543rrjMSQiKzCOByVPiA+JpjlpHdG/PNb/VQPeZcyx4rca+GG88RP3hOQFx3Go+MMY+L26gMrTxhfbhBQARFq4wyPmGTimhLk0CQ3T8j7r8ewfNXt+ujjlnjRnjCHMxhvgeADHQ5yVO2RS44/XxePx0C71AWwa1kT5hT+gQ0zhH/CfkJrVnHBgc2P8MrV6sU1IAcDKf8IgkCarlwXSFAgFeU+N2EgzHnuzleh2Y/DYUwuApzq2EpEVOvY8m+f96kPIkeZo28IBrZrYm/xpC+opRYqso0HhWPdvKGxthFg0syrcXMz1vo8/l90FmFi1wJQoWTJ/CbhJ5+fjWXAvPDl1H+PnDtJpGzmn+fVU8kx34tqrSxn06lLGZPsnpKh58CQB8/98gNRUJaZ9Xxl1axhm5Pm7Zdrgegk/AECZj7fwU7O6ea6jfd+aqNk8FvtXXUOfb+vDycku122srTXHKjTlrFyVytlhyzL9DkhNSHEmjY7F9T4TkHj/CbymjEaF70cbZD+1HwagbqoEAPBK7I4BYQfyXIdIyMe5g83w18pHaO7rgvq1dL3RoNkmKXOYpMeQBAIBml7YZZJ9E1IUMaUSF6csRcTuALg0rYXGG+aBbybW+34eXAuDQmgLjilgmRyFfiNr5quegKAeOLL9NgR8oGO/Fjpto/ysV5REbrpB1md+X81k+86MklKkyEmTKNCmV4h6OTpWhr5jriL4oP4zvElpmb4iHA91q9nku67yzWuhfHPdZ9Ravt0Pg0bdhlRoAZ5Shk4dXPO9b0KIcTDG0HHgeSQmKJF+UTRp2l2cOdDMMAOtZ+pl8cqldr6rcXOzx7g5bXUu37tbOaxe+QQSkSUAJWx5X+bMf4QUNYFT1+PKjit461QTrrYOkE79E2InR5Qe2kPv+8qcFiotCYfYwT5f9Qj4HH74VvdekBzHwTk5HB+tVLO9iqWJEIv1f1FLCNGv8HsvMHTSHQhZCTi6d0XzwH147T8dg04u1vu+JGIbMIWqt1KquT369imXr3o4jkOXgbpf3wFA7cpmuPE4Y9Kwwzsa5mvfxQklpUiR03NEiNY6hQKQKxgEfMPera9cLu/PGueXh6cHzpzwQFJSKqys9N8LjBCif1duRCExQTU2U2bHjoSiaw8DTRBgosd/Tgd1QkpKGgQCHkQi/c7ySggxjPBV/6I0x0eZ+Oe4UaolXjlUgvB/vxo8KWXs8UIOnBuItLQ0gDGYmdM5FCFFQe8fXwKfxp6LN3eEbUokrMISDbS3jN6THBjMxcZ7VPHv31VDLSQnpcKSrvEAUFLKJBhjkMmUEImK73O6hhSfAAAMGvOAcxyUCgXA1+9H2jPhOV5YVAQAmEsS0am98aeJpYQUMTapVAGhkFesxzoxlDX/PM9yvcjG8Jdk/yzzMfg+PmdhYZpZ98iXSyGTgePzv/hBYfMj4f5TWMqSAY4DA4cq4dfwzLkaxMxws9Ol/4pYNaxpsH1kx8yM2idiXAqFEkolIDREz+hijjEG8DKNGcfxcLdEY5SONsyYumbSRMiZJTgwmClSDbKP3FBCKgMlpYzswbUwjP/5HuQiC4Dj0LGNNX6eVMfUYRULOw6+w9A++k0arT8xAhf23UbU+0T0mtRJr3UTUthIpHLMqPQdqn+8AXDAi5K1MevhclOHVaS4u1ri2UuJ5krG8M/eSHRo46X3/S2YXgXHz0Rh4mgv2NrSyQ0p3vaUbIMgFz+kiaxQ+9UpTArfT8nzPFCkpiFZaAU7SSwUHB9ChQRu8WHYXnMYxhhgf74Pj+Pl9L9QenRfODbJ+3h3hBQli+dfxKmzkRAoZbCQJGDp7p5wL2Fn6rCKDMY+/U+mNl0hEOOdnReiolLh5KTfc5y9Bzpi5eYwlPW0QLdOJfVaN8k7SuMaCWMMUdESzJ18AnKxpfoLF3jKUF0SC4fbd6OwbYd+M9wzvy+f5XphHh/d27E/FN2HXcDt+5E5lmvVrx76TG5Fd2VJsRafIMPGnw+hwfvzsEuLhl1qNKq+vIC3Lz6YOjSDiYlJwF9rHiMhIUFvdf4wvqL2So6DjVXuM0Zl9vxlFHoMu4B/dr1Q3T3MRq1q9pj5vyqUkCLFmjwpGYlPX+KIuz8eu9fDK8fKCKw+Eodq9TF1aAa1ctNTvHitv/bJrk5VfLRwQ4yFC3hMCQtpIj7alAQ/j+dPCrkcgfV7IqTfd1BIsp/VztLVGbU3L6aEFCnWlDIZUt9G4Oj5OKSKrZFg7oRI21L4vud2U4dmUPuOvMbZ8+/1Vh+Px6FuKZnWeiVfiOQURZ7qmv7LTQz75jJiYiXZluHz+Zj8VQVKSBUSdJVtBEN8V6J1+2PoMfgCIiw9TR2O0fj3DcY3P9/Hqm3h8O2U/VSXL14lYfu+UKSlyXWqt20LDwCcqk/4p//4fKBLe3edY2vdKxgrNoXhY7QS30x9hLMXwnTeNj8+XLyB/9oOwcdrdwy6H0Lyanvv2Vjp1AkbK/XHvTNPwFdmfA8FShk+PHxjwugMZ8m6J+gy9Bb2Hf2AjgNv4dbdmCzLxSZIsW1vKN6+T87y9c/Z24lRu9pnj2ZzHL7/Outkelb2Hn2KYRMfIDJaibX/vkX3Yed13jY/UuITcL7zV3i+dmeOCTBCjO32rff4rto07HdphoBafSATqAar5sAg44sQ/ybKxBEaRkJCAnz9g7F9fziGfnMLYyZfz7KcQi7HizU7EHHmok71cjweBp1chFiRPS54d0Zw+W64U6IJJgzLWy/zXbaNobx1HzH7jmGza7s8bZtXjDH8suQB/l73EKlpebswJcTQ/rVqiECLqjjp1QKVPtwCAweOKcA4HsAV38tsX/9g/LX2FWYsfobm3YKzLXfxShQCTr7Vud4/V/gBSiWglINTKsBTytHSS4JSnrrPfu7b8QzOXU7A81dp6DLoItIM3G7sPPgCU+ffxsfo7BNgJHfF99tSSIwacw6vbCpAKrSAkieAgi+CxmBInO4XAMGXwuHrH4xm/sFQKk03daSuYpMzv08OBw+90CozYsIFDP32BlZuDkOb3v9h7kLdTqwCtjWCrY0qI1WxnBmCdvvCylL3ngiSz9qNGYtCdd42r84174vrzQcg7uwVXG3cB6E7DxpsX4TkRejFezA/tAcOqZFwTwhD/Zcn8NKhMhhU4428sfVC7c66PV4cF5+K1v4n0bJdIO7cKfyJrL2HIzSWJ824p1Xm2YsY+A+4iFWbX6PfmGto3fqgTnX/9YsvqlVRPaJtZcVhz4Z6qOBtrXNsS9aEayxHZZ0v04sPL17hu2ZLsTSuPg7N2ovA2vof7JiQ/Jr2v//Q8OUJmMuSYSFLRpPnRyCSp4HHlCgXeRut9y3QqR7GGL7vsg7jaszBypkBBo664EZMvq+x/PCZdlKcMYZ55b7G2P02GLQwFnPKjNApqVzSxxNlfvsZKWZWEHFSLJviga7ddZ91alOXGbCWxgMAeGCwkcbpvG1+NO1yHsdPR2HP4Y/w66090Q0hprLJphnsJLEAVN+F1o/3QixXjU1kmRYPew87nev685fzGF17AcZ022aIUA1KkU3Ox9c/GFN+eYDflr6Ar38wkpKz71WZjsfjsHJxLVjx02AjicL3TdMwc1U3nR/TTk6VA5mfbOE4vHilv96mn/P1D8byDW9x4XI8ug+7jIRE7Z5eRDeUlDKw9y+ioMyUKecATJ3gDTtLDr51zXHhcAud6klOkWDa/CcAY1Ayhmb+2WelC43PTo4s7LSTRk9DlRllGUPQBSkk0twTbrY2IgRsa46QI82x4a+GEBdw0HgLA06ql3zxtsbyw+HTDLczQvLg/LRN4DM5+EwBBccHjymhGP4VnrQdiufNe+Hrdwd0PhHo2vcCJEwImdAC46e9wMljNw0cfcF8/rbEYu33OXL8JY1libkdXr9JyrVuPp/DqkX1EXKkOY7vbA53F+PN2plXX424gAeevoiwK4sDtcfh7evi/Ug5KTpi4qXgKZVgHA+M4wAGWDEJejbho0ncf5i3eyBKtmigU13jGy7Gs0RrvHSugTNnP2JI/b8MHH3BlPPKfeDxiBPBuFKuIyQCc0gE5rjs3QnbvtuiU/19htXAuus/YvmNGajkl7dxTeMSFWCZ5tWT8A336PCi5Y+01snlhf+mLPkymMs0k8VmilT8PMgSbiwG48aWwYp9/XSqZ8PKqxAt+wMtnh1CvZB/0M13swGiNb32/S7plDiv7mOP40c6I+B0X3Sd6p+nfXx8r32O5l1G95uCeREToz04+uWbxbP3rjFQUsrALEq7wy4l6lPSRQm71I/o6OeJo7uaY8HsBjpf8F269tmtco5D5+ZbDRBx3rx8FYcN/75EmkT70bv+XdzUySYRJ0Wbptk8s/tZAzVinG69pQpC+NkQ/yd2NjPIfmRJ2nc3xZ6uBtlXTgJOPUOLbsH4buZlo++bFF7Vh7TBR0s3COUS8JgSH6xLYvzM5vhfwFR8d+oX8EUinetSCDSTznOWRJq8R2diYhq2rL+Lt++175L9u0JzprpNS+tplRFl0fly0PgbeosvOz07arYRc6YY7rHvaMtMjz1zPERaG3+G0cRECVr3Ckb3YcFITaW7jETFzlqAWEtXhJTthBgLV7yxL4emB//EuJntMP/ibLh7l9C5LoVEDonAHEKFBKkiKySInXDjjmnHy1MqlbiyJhDPQh5ovfbbz9U0lieN1n6v5qVKQKjI6PYtUkjx8uAFJCXl3huhIAav/xaXS7dGksgGMebOeFPNMOdPABB8MVprnUBg/EuX4+VaIMChFmJv3s+9MPlixJo7aEwEHtllKFoNboHdx/rAv09tneu5sOUibFOjkSq0hFVaPJxTP2Lu90H6DziP/gt5i0OHsx7X0sE+ozNA6VLi7Cv5dB2Y/t/+o4YdLqV0WVtYJIYj/akkTpoKMzPDzOu2ZY/2UwF1q9sYZF85mTrvJpp3DcbWPU+Nvm99otn3DGzvxiboN/oiFC/eo3RlJ6xe0Tdf9TRt6Ki1Ls7aEx0HhCBwu29Bw8yXIeMu4+Ub1QnRpl1vsH9jLbg4Z3wZx4+tjL69y+JdRCqqVbLJcqDw78c44o81mlnlNx8Me0IFAGcPNMf+gDcIj0jDmCFlDTZ7D99cezriNk/PGGRf2Zk67youXFVl86/dkqB9v2Ac39ncqDGQwqnW8I6IvP0Mj3efg9DSDD8835HvujilEoyXqcei0AzNugYj5EhLPUSadzevhWHCnBcAOKw7GIOOjcT4eVoj9eulPZ1wco8vHj1LQIWy1rCy1P45PH6gA1p0PacxLoQxhlz67utKaNbIBUHnIzG8Xym4GbCnlbOlEh/Sb/YxJUZeWWiwfWVFqVSiwwBVsvyjBPDrcxEhR6h9IgCPx8P8aZUx7VcOt0u3wMFN1eDk5JCvugTyNJjJUiAViGGdFocIa09MnP4YJ3ZawdJS97FK9IUpFNhp0whW0gREgIf/nEtj2Ptj6tc5jsP5Q03x4EkiXJzEcHXWPpewq1IefncnIbhyL3AAmj/ZBwGUeHvhDip10E6y64uTtzumhMzHqRVBqOpfH0PqlzHYvmpUtcX5Sxk3ZatVNn6v0wBhxuQVFxv0hF/8LYgM2b2eFBmDX+7D1ppjoExORLl532LUV+3zVU/5Jt6IDXOBY/IHJJjZI9y2DB49EcJx43OMH6H7o7X61Lp9ACQCVdu4ePVLhAT6abx++B9fvAxLglKRfc9OPk/70b7j226ip7/hbn5xHIeAU72wa+1N2JewRceuWUw+oyeN6jpg39GM4RZ4HOBgb9zfE99MT06t+SccPA4Y2KuCUWPQF+opZQQ71zXGsTO9sHpFi3zXIRaLYCnSTpwkJJpu0Mf0hFS6QeNvaZVxchCjRhW7bGeu6+5fFe7Omo/e2ZgV7FE8XfXo5InxI8tDKNTc3717H/HksX66X/L4fNQLWA8zT3dYVvRCmw/G7amUmpqqTkily6LzFvmCtft7IiaGH8C4AiSkAODn72xUg1Nmxkw3VfsPM+4BmR4xORaSolXG3IyP2tXss0xIAao78gN7lQKUmdpZpXHa3Do1HTB1QiWthNS78CRcvPQeSqV+smPrVzdBNTc5PG3kWDazPDzcnPRSr66adb1g1P2RoqV5I1eEHFE9qp/fhBQALL0zG/aJ72CVGodoS1co+apukL/+/VJfoebJ3WXbYS1NAA8MfChgGRuhVYbH46FaZdssE1LphoYsRcsne+B/bxNsJXFI5ZujVFXDzyRl52aHXvP6oOpnCSlJUjLuBlyHVE8nGr/85ING9exhbyfA4F6eWLXIcMm2rBxz1H60MSrgnFFjIIWXlZ0Nvn61E+M/BqBdPhNSADDtT38cK98LgVUG4WDNMYizcAbAYdehd/oLNg+USqZOSAEAeEJIpdq9mMuWssrxUePgQ81hk/IB6b2WeEo5WtU2zKN0mQmFQgwa3wCdulXS6HTAGMOFSx8Q+VH7sbv8aFjHCcP6lYK9nQD1atoh+JDheo1mZfkG7dntV28Jz6Jk0UA9pYqQE/ubY/NvJ7H+PwEyX2wZSkxsKroMuQQoOdSrZom/FtTPsbyTYw7dN3Ngb8VD+MdPF3ockMdZP/WqtX8QJEwEkZBh4jD91OnStilavzynn8ryaMHf2oPLE2IIHfzqoUa1JPQZlWmWKAM2U4wxdOwSgBSZEBYiBY4d7qjxukjIQaIx10L+HiWsVd4MkY93wUyWAonADJe8DDvTVE5GjAnG0/eqNyUSPcbEoQWv097REqvWtyl4RYQUYnw+D5tv/E/jrjIA+Lc13OP0p+p1xevniRAopBgSf0Hj4sjCQ7P3O8tnb22r8qVhLU2EVWocAAaxLBnMQI+q5CZo/11sXXQBSWJblJCchN/UKgWuk8fjYfHM6nqILn+UCdrj0zj5tzJBJKS4O3Z+ADr7H0Eiy0jauLtmn5AuqP17H2PVGtVYxb8tqI26dUupX8uqORII8tdhwEqZiha31kIqNMcz5xp4KzNuYjldamoq/PpcBQDVNZ4ezp8AYNRAL4wa6KWfyvJo50HtmxmVKhhujD9Do55SRcywqX6oWc0W4DhwPA6H/zHcl7vLoMsA4wEch2v3UzBtruagv9+PKaWxvH1Vw3zt59WbtIwFBmSRjDcKxhgkTPcxdIqCLh21T7jp0RhiKB5uVpj6dWnVrKIcw4+jDTcWUocuAUhkVlAIxEhUWqBF2+Mar+/b1Qac8tNYd0yJLavyNphvug9Hz8A76gFKxL9E+Y/3UeWD6QZwf/o+U2LNhL3QDOl/X5fKvRAh+XR8Rx31BVfVKtZoWNfFIPu5N+MPnE70xqGaY3Co1ldY6t5DY1yW8n06It7SEXJOAAlfDJveXfO1n6hYGazT4iCAHEImBzgeInYG6utt5Mmqpffw2rESPlqXwBPX/LW3hZ6VOURmhksUkC/b0SP+sLLkq2buteRj11rdJnLIK6VSiT83vkOq2BapZnaYNOsZIqMyepNzHAcfh4zeRHb8tGyfeMlNlTeX4Bn/El7Rj9DwVRAeXH5V0PDzZfxPxW88OGdH7RsQ6/7IuQNJYUY9pYqg5b/pPnhegXyWKg++otndsbu/F7r7Fzw7XL+sAOeeZpysuTnTx1Jf6lR3RnkvczwLVf3b7V1X07QBkWKvUycvdOpk+LtGaTKBxi8Y4/OhVDLweKp2y8JChAuBBe8BVLFRWVxfCQgVUih4QsgFpkxcF79E1DcjS2H5BtXApwN7eqBbR9PccSRfBisrK1w4bPgbM6+WbsPTGpMAcEgRWeGVkw/e7jwKz/4ZM0kNivuvwPuxtRUhVaQaHJlxHKR8EUqO7F3gevNDamYJBg48ppoxsTho9vEKzjurEgNiL0+0eXrKxBGR4u74rqYG30dklATIPAYox8fYH27jwKbG6lVr/umgl30JzM3AOFW7kCa0QJ9hNfRSb17Z2Wcxc00Rd2BzE7TqGQypVDV+V/Chot3pgK7+SfaYUmOAX/AMc0E0a6EvUiaH4OYrJap4i7FySePcNzIAjuPgYsdDZFzxmm5409KimzUnJDtmQiWSMj2eZ6infit19cXHCUNwf8sJpLiWwh+XZxhoT7nr0sYRh0+pZqOyMCseCap+3bzQrxslokjxUmH+RLiuD8Nrx8oQKiRwTnoLTqD/cxuxiI8qe9fi1ugZ4MvS0D7wD4hNNAj3kiUNMWryXSg5AYRy/YzZYmrWdnboJNMet4WQoszORgSeQqYeWw9MAQsDjec7/ujP+KfPAiTGpaDWuO7o2NMn940MYPGMamjRPcQok9UY05l9RTsRlRklpUi2Anc2Rcd+Fz4lphjm/FDw8QGyIhTy8ecy03ypmncNhuJTDmrRdG9IZAzW5hxWLKqKe3cLfheTEGIYRw92QOuOxwEeHwoATX1d1b2k9K3pL2PR9JexBqk7JyNHncXTcCXAlPBvZoM7rwGhgMPXw8uge0cPBAaa5jEdQkjOKn4zFG1WdsWLJw8hlqeiHP8jSvbumPuG+VCzXXXUDDtkkLpzcuDf2/hz+0eA48FbEIu6NWxQIeEJvJtVwfdz2lH7REghZWbGx/++dsPypS8g5wkgFVpg5aKaBtmXfRlXTLz6l0HqzklcXAL69joFqcActtI4jJnaFCIhB0cHATb9XRunTp4wekwkZ5SU0rOWPYIhk6k6FR3fWQ8WRXjaWBtrIUICWoExpjFAZzqpTIFXYalwdxXB2irjkRbGGO4/joabkxDOzrbGDFlnj54mYOHyB1BkmsFqyi/P0yeIwKjv7+ltEDxCCouBo0Lw+oMcAMOiaRXRuKGHqUPKNwGfQ/CJDupxWj5vo5RKJd69SYCdUA5rD80Z5cLexkEiYSjvbW+0ePPifUQq7j+Ox5MIDuD4AMfH4QvJ6u72S9e/Qq1qNiaOkhD9Wr7+KXYeUs0c5FvfHgtmmG6Aa33o8VCVKMruHCo6MhFITISDlxu4TOO1JCRK8epVDKpVdc1yO1OTxSUg+twV/LmdA+Opelo8VzjhxTUpmF1VvLyZCuHcCyhX18SBEqJHoW+SMHjcDQCAnbUAR7c3MXFEBdOlSzV06VIt2/YpMVGKD1ESlCppCZEwo32SypS4+zAa1as4QCQ0zmzpeSFXMNy4E4u5U84i2Uw1oUSUwAy//vkI4AvxPlyKXiMv46t+Jg6UaKGklB4NHHcFsk+DdCsZ0G34DQQZ4dlgQ8uqsVr3zyNs2f1BvdzS1w7zfqqJpy8SMWLCdfV4VByXhgtH8j9Nqr4pFAybdr3Ctr1hsIiNQNmkCCgEZnhr5wUFP29jxfQZGYL3kYpi8RwvKf6ePYvH64hPA3+Dw5T5TxBypOgmpdJl1T6FvUnCgHHX1UlmT+4Dth/ug+hYKboNvQx1/21OiZAjhWsmpStXIrBh5jEkxCVBbOcNifDTjY3PxmjZc+gtfMpmX8+B7bewa+llSIXm2H6yH8xocF5SyKUnpAAg5GqsCSPRL62EuVyOQb5rEWPlgTSBOaq8W4e/To0D7Bzw04DtcLl+GmJZCtY6VcGUw1+jVBnDzRCYVx8/JmF/v9+Q+OgluBojkflJGMYXAWCQCCxw52ooytV1yLae+Ph4hDiphhaosHYeyg/vY9jACSmgIeNvqP+OS5Rj/baXGDUwhx/hIiKrc6iefU/gQ7IIAAcoFfh1RnU0beiEXQdfYPmGt+pyDUsDv69oYbxgc5GWpsDsxQ9wP/gpSkU+RKrYBiliG7y39QL4GSkPiST3Z/ha+R+DVCFAxbKW2LDcNMPKfGkoKaVHH6OlGstpaaYdmyi7HgT6sGV3BDIPuns2JA7f/nQDT16kaAyQzpgZ3kekwsPN/FO5CJw+H4n+PUrBp5Kd3uPKDmMMW/eEYu2WZwAnBgAkmTsiydwRYlkyHJMjEGmj+6xPvUaeR0Sk6vgqlICvf3CxntVuWINleOFUBTylAvUkj/D7mYmmDonk0ZPncaYOQUt2d+gKasC4G8h8tfSGucK/zxmY2VhCY0ABxsOiZQ/xwzeVwXEcQsMSse6fULRo6gy/Zm5G66XAGEPIxUgsWnwDsoRkeMW8R9vXp6HkCXCmYk+EOVQElEqAn3FXsneXEnh4/2WW9YW9jsKDn5ejQ9wzpIisMbANw76Q4UZ5L6Yws/l8nLeoBwWPj4qRt7D+2v9MHRIpBgzVPh2asQve0Q/h92QvEszsEVS5L9ZVHYpbA+dC9Pw1ykQ/AgcGkSIN03ptw6Yr30HA5yBJTsXpn9eDVfZBq2HNYW6gMWCy8iosEbMXP4Tyv2DE2tZAfM3WUPIyzzSh/HTuxwFgKOnjCSA52/rOO9VXn0E+GTMDXoN7QCAonpckOzbdwop98aoFpsTRbbVhZ2dn0phI3n0+FtHdB/GmCeQTQ7VPqakyfEgSZlzL8fj4ef591KvtgGu3YpD52u/yKyVSUuWwMBeAMYb1/75AbJwcw/p7wcVJrPfYso9ZipV/Xcfhs9EQcUDnBzvgkPwB4bZlcL68P+xTIhBr6a4uL+DnfNyadTgBJd8c4AFPXkkx69ebmPOzkSYZM7K4uDhMabUa0VYesJTEoWe/Cuj6nWk6kxTPXwAT+X1WFYz7MWPKyW9HltFLvR1a74eCL4BYoMSRwG46bdNjSDAiY9J7AygQcqS1XmLJoP2FvnU/UWvGPgDoO/oqPs9Jn7sUi8lflUCPTuXyvOdL515h/Q/78MGqJByFEmwJGpJj+UHjruDVm7RPYWc0kgqeAACDgi+EnC+Cg1gCWXwyEs3sMe/H8oiKuJF1hYA6IfUliIuNxQsnHzCOBwWfjzt8GpS4KOrcoTQWrHwJMNV3tKy7fmYi8e0QBPCEAFPi5P7mMDfL/Wfl6InXWLDsJQAOYAznDrfI9SShoOJS+UCaRGv94aCPOBz0EQKFFOU/3AIH4NcLVfHPNktsXdMszyd9r8KS8W/naeDi4yFgcnzzaDUsLS2zLb/h31Bs2qWafQ7MArCwQPV7myFSSMCXJaNK+DWEOVSEkyAZisRkxFq4oE1zF5QpZY2H2cxwvHTaaVSLew4l+LBLiYZ7Qlie3kNRc0XoA/mnnq5PXGojLi6OLvqKIAtzHlJSVTfz+HrKt3QZFIyYT9eOf8wqhwZ1S+S6jTQlFd/XnY93ThXAMSXGDCmBdqP99BMQgJjAUygX+QIAB+ek9yj38T6ibDzx5EUS+CUawCv6IexTPuJ8+W74YF0SnToFwC3mOcSyFNikxePNZR6C/zqIefeWQCzK2yx3sth4bB+8CKeiVBdoP8ysj+ods58MJfR1IgZ/cxMAUyX6PbIoyxjKRD8EH8AHSw+4OQkwe0F7HDt2LMs6Y1+Ga51Bxt95DMc6VfP0XoqKVXuigfQEHsfD8GEhOHCws2mDInnWsK4tLl/PSEQtmF6xwHUe3XcV65Y+g4wvQr26dpizSLd2xrdjEMBT/eZZi+Q4tr/gMw2ni46VZXEtx+HarThoXftxPLTr85/qGk8uA3g88OQSHN93G//u8IeHe/bnPllRKBhWbnyMc/9cgVAhRdmGZfHrn9m/N7lciRbdzqPJi6OoFHETfUTWeOJSE85J7yHhm6FE/EvYJ39EgrkDSqe8xEeePZi5JXata4rzwUHZ1qv87MmZsxc+Yk6e3knRsbDTSoTblYOC4yNFZI3jW25QUqo4qF7FESd21kXAqWh0auOY44WIrtq1OYBkc3sAHFIYw/8mn8Xvf7bMdTt1QgoAGB/Tfr2J+XnI8t5+EIsTZz6gbQtX1KqWxbgrTKKR4NGgulH26W9OKyGV7s/V73DuYhyWztceeGDTxoc4t/YMlBwP/ea0Q6e23gCAdxGp2Dh5F5541AfAIQ5AV/8DOHSku1YdsXHJ6N3/HNL4lupYtEJlDAKFDIwpYfH+NewUaaiQ+BR1azbG8ePZBA7VCbPCUNN9FTYcB46x9FwG+OxLeePFT8iRlgg69QYVvG1RxqvgYxI18z8B8D+1Axwffj2CERKYewJ8wfIXAD5dTHEcWnQ7m6fH6KKiU7Bxxxv4VLRB+1Zu4H+W0CpVUoiwN1Kt7TgOYJ8SYeoVnzR6EYiq4VcAAE5J73Fe2A1tupzC6SPaJ4mxsbHwH3IXgBJeZcyxdVlDAIBSyfDX19vw0bIiwjwrAuBwu9Um7LjyTZbvY4D/PiQmyWEpMEOyOGP8vVhLF9imxUDB4yPW3AkCWSqiBJaApTU4psDYYWVyPD71Ovog6qQt7FMiIRGYIcGscI6dpS88Jlf/nf0vDinsgnY3xZ37H5GSytConkuB6ztw7Jk6IQUA3895jpAjuSelZjWaiQelWkEqUPXw/mtXLNqN1n2/crkcz2b9Db65GbwmDIXQxkrj9ca/jsGtvt+BByVkPBG8P9zB2Uq9wPt0k+yZS03YpUUh0toDjOMhhWcBM1kqfF8EQqRIQwOlAglm9phY/zcsufITzMTaGTz/VrvhmvgGkQ5eOHyih3r9vUUbsTOlNuRWQogVafh13i3szCYpNWHaLdy8m6DdRSQzpoRj0nu8cigP8MQAU6JnJ6sck/kWrnZa6+xqVs5+H0UcD0pkfm7CIm8jRZBC4vdZNREZmYyrt+PQuW3u7Ygu1i57jhhrVV3n7ssQEyeBg13OPYyevohSJ6QAIFEqQHSsBDZWuieoDx9/hxevk9G7S0mUdNcc+9jd1QxQyAF+VjcuM1/gqTAw1fpPj8cpheaQCs3RZ/Q1LPnFB3VrOmvVsr9SZ4TH8iFQyDD07X718AIhV6JwfsslRFl5QCEQ491jBS5eeIrGTSto1REU8BxzV4aBr1TAI/YFeEo57JM/qM97zGQpSBVaQsYXgy+TItLCCUoeH01tImBlmXP6g1PIwTK9//p17HIsX5SZWQjByZVQ8kXgMaVJz6HydovlC5GcIseVG9GI/JiW520tLS3Rp2spvSSkAIBxPKgbAY7DvXv56y569WaizmV9/YPxzU93cSToA779+S5OBn/QKnN8d2vwuc+SExwHsYhDk/qO8CptkWUS6HM372bdvfvpovXwe7gDbR9sx6nJm9Trk5Lk+GjlgczZ+mhmD6VS+1HJAX1OZiSkgCxPrBgDkkU24CmVUPIFiLQtjZeWZfHDiCM5xn1yt6/Gsr4e3WOM4fylD/ht6WMEngqHRGraR0ABwM7ODlXj7kAsS4GFJB6tPBNMHdIXTa5guHUvDk9f6v6dzqxtG0+9JKQAQKn47Ied0/EnRflZ28B0/yny9Q9Ct6FXcfh4OH776xHm/P5Aq8y2lY1Q4vOeYJyqy3bZ0pZo3tgJPI1EFoNL4jtVg8AA58R3AAAJE0KRRfbZf8jtT2U5hIam4eK196q3pWQQv3yqetyO4wEchzfOVXHkwGOtOsaNPY23SjvEWroiWWwDTpmRWDlbvgcue7XFf97+uF66NQCl+tgyjo8+I6/leIz6DqiKB03741KZdgj29seCg71yLJ8XT18k4o+VT7B9fxiiYrR7nplC9xKRsEyLg1iWgjqRF6mXlAkxxvAsNAk37sZm+bucmxpVnfWSkAKAJave52s7qZwPGT/jwjBNaAGFQrcT9VN+AzG78nf44wRwYO1lBFVsDWX6YKOfVO7UCF4/jUYy3wJRZs64VKY1EswdwePz4GgvQpvBDSAQi2AhSQLjeOAxJZyT3kOokIKnVEKsSIOZPBV13pzH3h33tGLo0noPutzdgFaP96DjzfXo2jljZj5pVBzAlJAJxYi3cEK4fVn8VH+WVh0PHsfkkJBi4Cuk8Hl3EYMvL0Dp6CeqhBQAcDws3J0MSVz256piS3PYz/0RDKrLW7fvRoCvp65xUdESrN78Amv/eY5noUl6qbOgls2tqj6OPKUM23ZTLylTSn0Tjg+B5yBPyv7x0uy4uFjqLSEFAGmi9IQ1g4InQPjb3D+zfJ72+dLTF7p91iMjo+Db6SwWLX+GfUfeo9+Yawj/kKpZP5+HNX/UUj2Sm44DeDzA0oKPPl1LwE2UCi491ZpD0/jdzIda627+tBhRUTI4JEfAXJaITaV6ql9LTJZDwhdDITADwIHxBJiy4K1WHYwxzF31FuB4UPCFCKoyAEKlFAq+EO/sy+FUpT64WsYPgT6D8dbeG3FWzkgV20AitMSpeE/sPapdZ2b/rG4AnlwCjingYC7F7780yLG8rtLSFNh7JAx/rHqKy9ej1cPsmNKskz/AM+YZnBLfwyPmGb5b299ksVBPqc8kJMnQsf9FQKmAmSwFAjsrHN/dwmTxyPhCcEwBxvHBV8rw9TgdH3fjlBoXelMn6dbNtNuw/7TWBZ6OgF9zzYE2rSwFCD7SGhGRSZj/+0M0rO8An0qqGa6qVrKBkgEhlz9i5iLti7HPPX6agEoVMi6SGWMoEfsCAMBjCnjEZYybUs7LCs5pEYiy8dSoY9+C4+j9s2q65WOnXmL+328AkZ32zjgONpaAMiYaSUI7VSsLwFyWjCRzB/DkEsSaOyI5GWiNJHTtGogfRpVFyx7VNKoRifh6H0NKJpOhZdcL6pgCgiLw699PIBRwOHvAtONVrbw42aT7JyqMMfj1Og+ZjMFKEo9UkSWCA/TXbTuv+HwlFCzjYoLPk+VQOkPVimLcf5rRk6mEh24/RVExqQDLdJuZx8OZkGjM/VGzHMdx2LWuCaRSBX5ZfAdWFjx06VwWcQky+FS0hZUlH4+fJeKHOXcRlyAHGPDQvR7sUqMAAI/c66kqYgz35q5BzTnjNHfANJNqS9c8Q+N6HhAIeKg+ZTAu7o3ReP3Pje/g370SACA6RoLu/c+ouofz+MCnu4xChRRSvhAcAL6ZGDc9m6sTUSKlZq8vxji06/sfJg4Fpi+4j4Uzamkdq5V79X9i0a7NflinxcMhNRLXxXZYubEiwClxdn9zCE04C8+Yf8ZhjHqpo8niIMCcn87j1INPJ9oKCYKPttXqyWgs44a5YdmmiDxv9+PZyfiq53FE2noCDHBJCAOfz0GXHNv9BxLcrtQMSo6HKCt3uN9+DUlEFMw93TXKNZo+Eg2njcDt+atQ+/ItlP21C16nWqF8WSu4OpvBv7s31vx2HjdvPUCSuT3ixHZIE1rAQpYEGROBp1Qi0cwWJ8/FY9AwzRgcE9/DUpKAFJE1rCTxsIzJuLFYeVxfOI89hVALB3BMASXHx3vOUf06UygwpMkqhNpXUvV84DjNxBQHVMEb+NzYA+/YpwCAcLvPB3vm0GXULUwcAfQa+R8ObG4G3mcX0k2mjgCmjsj9gObByEkX8eS5VNV7K+EtDm02R7y5A5b8XAZ1m3jrdV95Ua2uB0ICiv6kIsXBu3OX8cPUWwizKQWLhUfw1zeu8Omd+9MnhuIWF4pQ5+pgHGCZFocqPtlPDpDO28tBNcZkpu9Uzaq2yDE79EmPYXfUs/gCAJRK3HuUAHdXc41yPlWcEBLQCpeuRmDLntcY0LMMhAIBnBzEKOdliaF9y+DgkVdYtzNz4v9Tj6l0HAfGgJRUBSzMM/b5cuVuWEAMGU8EkVyChExDPvjWd8KfQmvNoDkewiOS4e6m6mTw1bhzePoiGRBaqPeXYO6I66VbI8HMAQnVauN9hASvHdN7XzLIeZm7J3JYtyUUE4cDXXoEYeP6lnB31ewt5lXaBuePt8v1eObFlRth+H7mC3WHjQMB7wGOQ/UqFli5sJ5e95VXK+7MMOn+01FPqc8cPBoGM2kSXBPfwEyeArt3z7B12yOTxXP8UGswxiCWJqJ2dUt0667bM/chR1qhR2c32NrwsXCWD1r5uum0XWysXGtd0wZOWZRUcXOxwrJF9TGwVznUrGqHmlXtIBDwIBLy0KqpKyaOyn1miut34zSWOY7DM5fqUPAEkPHFeOGckRDi8zmsuvidZgYfwObD79R3Zef//SbbfVmYc5j9v8pIEqseiQQYhEIOSq9ysJLEIcHCSdVgf7oYTBPbYO6a7OvTl4XLHqBll/MaPzIAAAbIZAxDvr5skP3KFQxSmel7YxHdJCTKIZcq0PbhdvS9vgTdb61G27Y59+ozpOAjfuBzMkCpgJCTIfhIW522W/1nYyycWRE2Nnz07uqOXWt9c98IwK272jNyOebwZJpIxMfcabUx5buaqFTeBg3rOMLaSgCO41C5gg3+nFtDXfaRez3sqT0ee2qMxUP3+gBj8Iy4i5SLV7Ur/uzqdMZ3Ge3coOE1wJOlaLwukylw96Eq9u4DgqEUmmc6MVS1Q/JPY47sXFMbyRCr2yA+D3Atba/dY+HT8rVb8Xj7TnN/+hYW+h6+HU8i2cweEXZeeOhWDzZpn/4tGA8tewQbZL+MMaSl0ePCRcmpe5nOIfhiNO98xmSx9O1REVXKZ/ym6nojycXFBVuOdkP75BAMcHiEHed1S54oJFIwjgf26ZF31cOkPIjdtR9fAVTnOrWmj0Pzo+vgWb0MfBs4wdVZ9RiLRZmS+PaPrujzcAO63VqJCpF3EM+Z47R3FwSX64obpVvilHdXpMiFSEnRPG8Lty2DWAtnmMlSEWPpihSPkurXbGtVQW28gEieCiVPAAYg3MIDB7/fCAD4qfcWhDpVzZipiql66YMDwHH4eqgX0jgz/Fe+K9L45mA8PhpL74On+Oxx6U/tWWIiw8Rpt3Q6fvmlVCrh6x+MJy8+3RTheIi28USzpwdgLUnApPmhSErWfpxbHxQpqYWitwPRzbqvtiHMzhsQWiLF2g1jN5s2nimL2qJMxC2UinyAZct9dB7DMiSwFXwqWMHVWYT9m+vpNJYngCx7s1evYptFQZVG9d2wenEDNGvoikZ1HVG+rOrRXFsbIYYOLI8KXpmSOZ96h6v/g+qS5tlnvfq9/zcYqQJzCJgcEqE5rNMybuLZ2Qoxb2YVzSAYw6jRqvGf3obG4v5rBpnAHJkTYByT46V9Jdg1qAGfKo6Zem4yWJjzYan87BzpU3wCuRTj+h/M9v3rS6eBwfh+VkZCSo0x3H2YgqBz4VlvWEBSmVLnXr6FAfWU+oxHCTEckz8g3twBAoUUiWb22L3hLgYPNM3z7mKxGCGB+esJMfmrSpj8VaU8bTN1kjd++fOFxroenfLfVbV3V0+EvknB4RMR4POASV+VQy0fG4z+/hbSJAyO9iJU9LbS2s57ZHsc2usNJcfDgPGavQAEAgHKlxLg2ZuMC8N4p/LoOeAC9u9ollHw80efOQ5yOTB5ziMAPHVKVsk4uJZxwJ04lmWDLROYIy1NDjNdG/08unQ1EkeConIc2fXlW/0/JjP+p1u480DVPd+7jAW2LM9+sFNSOFhZCuCc9B5loh9DwePBJfEdvKIfAfA3WUzBWYy5pIsm9d0RuN0994KZ1KvlBOBpxgqlEgc25/8uZwVvayz6qRxmLnwMGePQspEjvp/ti+0Nx4D3/AkcBFK49Bmltd3S+VUx4afbAI+Pmq4K+Pho9tz8fWEDTJ6RaRRygQjfTryIU/uaQ8nPqh3hoBSIwXHAwHE3Vc3Wp5MXBQMEIgH4fBkUCqX2SQ2AbfvD8OO3eWvrdaVUKjHgmyeqwewBqB4l5yFVYIFKEdfx2K0uwHhISJTBxlo/g+cDwJHDz7FozWswjg9bngRHD7U12myIpCA+OwHm8xH2LhmlSuhnSIO8Wvtn03xtZ21rg+ln83b3mCcSouzHB/CxuYJw2zKoGHkbbU8tAS+fs8oJrCzR9m0wzpVvA6fYJzD3Kolvb03Dz/Mf4OL1WAgEQL2K1jD7bBa+bbs7oF8/ARySPyDKyh1H/tFsoydeWYK9nc4CUF08plo6Yc0toEZYMu7E2QCanQY+UX33Lgc9QajCCczeBXvqfIvSMY8hLVsB9o4WiI6WZnkOdfu+YR/5b9b1QhbhcnjkXh/2yRFIFNshKPgjenTU32NXqTExOOPWSH2voOmDY7CtkPtNWGJaDAAyD2LNcRjTZx/W7u6Z3SYGVbVFZWy9kb/ryzV/ao/HmxuvknyEvsu4dvIuw4Obi1m+9g8AG/6ui2HfXseL1ykwN+Nh49+1cfl6DFZsfAklA8qUtNDqhVVz2ni8W78PCTEMlpJ4tL6yS+P1Js3KQbDgBeTqxBKHeGaPrbtfwlKZxSOXTIFykffxf/bOOzCKaovD38xs35RN7yT0EnrvRUFEBBFUQMWCvYtP7GLvvfcCKIooUpQmvSO9d0ggvZfN9pl5f2zaJqEEUFD3++M9dmbunbvjzsm9557zO5nBSeiLcvhjpbbaBr+AokJicjx7D5anOFZzIsuCSIg174y//+kwevwqiotrRJHV4MtpKVzSv37z4VNx6ZjVWMu8m3rjro7njhvOX7To6eJ3StVgYJ94PhZ1aBQ3bkmPyW2lTHdu9Ff+CVw6IJ7oCDOz5qdxzbBYWrUIO3WjU/DIvc155F7f9MHvP+nGxm2FxEQZ6NC6tpf+vgd6csWoDmi0AnHRxlrnS5xawNdRk2tV2bm3uo5BbUE+S7CWnDzfHTNZVtm6s6SGqF9VO43sYPQlPzDq8nhueOTch/m+9P7BU14TFnLuU2N27iyg/8HZJOXvJXV/c36fF8HQy/yV9S5kJEmgTB+EQ2sk0FGEU2Ok2BCK262g1f77A18twTpmfNmN76YfoGWzIC4fcva/15694lk8J97n2JgVH5I9dymiTkvU5bXf+Y4dIpk1rR/FpW6SEmovtjOza+/Ky3ozWz+fi6iGotQsElHubJFE8NQMDFJVjqbYfK6rcQFzF2WxbUs2P3xz7tN8V63OqHFfAUGVaZmxAYur2OuUEoRzXp7+gy8Oo5Y/p2JFz/BR85k705+ad6FzdS8NM9b5Htuzv/S8OaX+TgRBYGj+Bpq88xWyrZTWL39WK22tvugtwQzO9dWQe+XpNqzfXEBRiZsencIQRV+7EBai49eZg8nIstMgzlTLaSXLKtRoU2oM4+nntjDwklhmra47qkgASjILUIUoQCU9pDHplkZe+1DgOaGmYIA1l9EXT2Hq/DHodOdW5dtzwigAlazgRFySHslto02LczuP/3PAONKDGrKi6QhUQeB4r3u4K7fuaoN+LhweWPscS8Zt9/2bVkdV3n8rkz/pw/ylmWzblst9t7cgKOjkouqnQhAEJn/om3qWMNxM21YWDh610qZFMJHhvvcQJInLDi/Guucw+pgI9JG115mqWHs+8fnU48z4qgvvTc5EFaVqqzSBA1HtEVGJiNFBDR+4w+5m74G6NVjDbDmYXCWM6/Yhz396KQ071L8i/KlIzz1JtHf577B7x7Nfa1dn/ZZ8rGWeyqXs1OnHuH1cowt+Y+/fv4o5A17/ujtGl5WwskwURAYOv/C9i+eS9q1DeHZim3PikDoRkeF6hg6MpmMbS50viSAIJCaY6nRIATxyb+1KDAgCGVlO5k3r4XOsIuw8PEzLo/dVtQtwFBJdnIKgVDMYqurjRQ9wFOBRBfKD4vl8pUC/ofPPeah2mxaBVWOtGgioMigK8VEavv/43EcxxRUdpnn2FrSyk+bZ25j24sJzfg8/556Fi4azIHkcG5MGsrTFVeRHN/lPOKQqiIk2MvGBdufEIXUiNGYTcWMuJ2bkYMQTLKLCw/Q0TgqoUy9nyEWRQO202D25Wpb/NgiEaou+8vfeoIObxiaSFFdt1/J0bE25WvDxXJXew1ZQXHJu01TCInwjWYNseYzY8ilJRYco0QejEwS+fqfDOf8Nyorvdy9y+PfQ/gk88GR/EKppywkCfbr9dXOJCw1NYADJkx6g7auPnbVD6kQIgkCPzmEMuSgaS3Dd0YkBZg3NGteOogLQaESMou9CSVQ8WEscPPxYT5Iia6eYAPToEsKLH/TH7CgmIW9vVWpf9bHJ5Qv88nlVTP5ertj+JX12/czkqEtZ9XMNj+VZUsv6lo9HUBTK9MG4dCbuvacNTRsF1mp7NkgBZjYmXkyBOYpCUySbkgbh+Q85N/6phIaG0i2hpHKuL7gcPP5o+/M9rL8NURQYOjCWJx9ud9YOqZPRvEkglw+KITGhzrBLRK2WoHYt6nRIAfTuWoejCggM0PHEQ/EEWasV4CovCNYiVmTc4+XVnyvWcqqKpJzYKRRTeJggay4hZdk8cfcSbrhn7el+xdNGrzmBI6jcVvXtEcqDtzc9p/c06cVamUJ33PD7Ob3HX4F/llcHTZo04cfljVi6OoeIMAPtW1vOuK8+w5Z5S5Cj8t2nnUiK++9EXf2VdOsYxtfvdWT8g5u8gu4CmAzQtWMIQYE6Lu4bwpKVFfoz3hf/09c7EB1pZM7Urtw+fAaX7v4OvcfOiiZXsC+mc51RCFZ9CHiqJpayYGTe7EMMHXHuDMhzjyQz5o4N5OS5QRD48u32/LmpALGkkCtHNsYcceJ877PBpTEiCxr0HjsujbGy/LWfC5+ZK65n0/ZCymweenU9sebbqZjS8Ap0ORnIgoa420fT/+0Hz90g/8PodBrm/9iboWNXoqjeP7M6wU3rET0QRZFZk/sy4sYNPm26dQ7lptFJ3HhNIn2Grzz1Tera8VJVRt60jiUzz13EVOuWFi7pZWHRmkJQVSZMbEOTow6yjhfT9/rhPFojdfFcMWJoHNN/z6sUWlYlfx31fwqr5w4i9biV3QdK6dMtHLP5zNI6H5y0jU1bvdHPYSEaZk/pdS6H+Z9m4ayLeXD0NHYXWwCIsKbT5xrvgm7qV30ZMGQhHk2Vg1xE5uUn26CRBIamz2RzYCcE1PL5rRdBVTB5HEiuUuIdaUBDBuyfjVPjlcVQBJFDNz9Cn6vqSLc7QyRJ4MkHm/LSu96I8w6tTVx5WSI79xbTLtlCv57hf0l0QNdl3zG9yyuVnw1uG4rdAYa/bqHv59zw1qdXYC+2svuPXTTt2IzgRmeW1rnuz3QmvnAAEBAFWDmn/zkd53+ZlyZ14KvvdvLN9Cq9qeZNzJhNGgYPasWL7+f6btqJAu990AejQeL26yL4/LucylNKHVFXFUQXpZBriOFwVDtUBPS7juB2dz+nm2zfftSZG+/ehEtWCTAIvDypHRs2FWCxaBg1NA6d7txnwrRNDkGUPZVyEaLiwRR44c+hzrtT6tlnn+W5557zORYVFUVWVv0rppxLJElkUL/TEwc/EWPGr0KtrNIkcONdW1kx5/xWUfs30axxEKvmDGDFujzSMux06xRKqMX70j14WwuWrPTdkasI837x7X00KNiP2VmMQ2ui47FlHIpsi0dT12SidqTCwYO1xZbPBp1OYuY3PX2OtWgaDPy1qXRT5o3kgf45JBQcJC2kMU99dG4rTfwbuFDtE0DndidR+D4NilLTCcg8irZcoDbti5/A75Q6ZwQG6Fg5dyB7DxSzcVsRTRoG0Kmzt7JOeGhtDQeH3bubl3q87jDzSoSK//HapujiFAqkECTFTakhFKf73P9Zn/R4eyb5HGn+F1snuO/uNvw0f4U3MlUQ6NHx35/+VV8uZPuUmBBAYkJtvcj6UOGQAsivowiLnzNHFAXen3EdOXkOlqzIJii4E4P6RQLeSKxguYT8ak4pQZDQlEeFuovsZMY3LBdz91aHBu/CR0VEKzuxl29yFZsjCS1Mxy3p0HkcyLq6IyfOhiEXxzLkYt/qdhf1iTzn96mOTqejn2cnhowyQKBj/kZ0IU/9pff8p3Eh2ydjcACdr+p+Vn1MfOFAZSVeRYWHn/iTN1/2a7OeK265vg3XXy0zf2kWLpfKxX2r3ulL+oexcHk+1Sv+GfReR9KML/eCoVqklQpBjjwkxUOhKcpnQy81rDmHLcmU6i3oZCcaxX0aNQzrR0KsmaWzfNf+HdtYzvFdanPvDTFM+XwXHkmH3mPj9ffOfUXmc815d0oBJCcns3jx4srP0kkEn/9J2B2+6RuK+u+rIrRoWQZf/XCMKy6N5tqRSWfUh6qqbNxWQHiIjkZJ9QuxFgSB/j29lW2Opdv48vujBAdqGXZJDDotuKplERxNtREdYeDPrSU0DIzDqTWi9zgoNEWe2JNeh0bCLXe1Y9HyTF54ax+qCi0baPji4zMTUz2fmM1mvtz4P2x2Gb1OPG9luy90/q32yVVqR6hWxVL4F1YQSk8v4ZWn15CUGMDDz5z5O3rgaCklxW46tz91ueaatGwWTMtmwZRaPfzwaxpOp8xlA6Pp0j6YjduqFt0Jsd7F2kOTqgmk11GOvWbCSo/D8/gzpj8F5kiCbXn0vLwZhUV2bhg9H9mjECI6+G7RdRe8lkBdrJrbD6dLQRBA9x9KUa0P/1b79F/AbXew6co78RSV0nXZd+iNZxatbM/MoWj9ViIuvwiNtn5RaZHhBsaOSkSWVRYsyyY900bPLuE8+lxvHn9hF7KoBRQiI732aeHrs1nVdDgujd5bZRAVg7MYtyoSYsvBbrSgIGEzeLMCUsObUyhZaJq7gzJ9EDnmKFRV5Yar5pBX5CHAU8o7k4cTn1R/23q+uWr3z4z0eFCcLjTmc+9s+zfwX7JPxaX/rjWeqqp89tEWNm/K4+GJHWiefGaOXqfTzdqNhbRvYyEkuH7ROnq9xIgh3ki2TdsL+XluGk0aBvDIfS1YuHwNFfMhjQTZuU7yC5wUGnxtiSpKGF1WLKXZFJqjfM7ti+2G7PbOsdySHlkoQ6cVeeyF7azeUACqyviroxl/U42KgP8ArhmbzNVjWmG3yxiN0j9iDnhBOKU0Gg3R0WcXlXQh8v3nnbh07EavJ12A5/93bnNGzze/Lczg1Q+9IdMff5PKJ9+msqqekWCqqjJ83DoKi73eoz7dQ3nlyTaVuk2n+xIpisqbHx1g/2ErHo/CgmVZTLijCR9+fRibTSUoUCQ8VMeyNd6QzqPhycxPvoFARyGpYc1RyssX16GN7kOAUEJggJ7n39pXuUOy95jM9s2ZtOt0bisn/F2YjP/eScK54N9qnyJbN6E4MIogay4eUYOpZ5dTN/oHYbe7ufbWdciSkW05MgsGzuGPP4bV+w/zxOd2sG6TNzoyPFTHrMlezTpVVevV17RfjjF7YSZOp8ycRZncdE0DjmfYyM51o9NBQrwJt0chJ9/t2/BE9yi3kXPa30bS8S1ckrKY1KAGPDbhakaNWkCRxgIasMsuJtwyj3e/Hlqv732hoNf5nVEn499qnwDiovSkZ3t1enTnrrDjBcMf4V04ENScXXE9WNTmfzyy7R0CA+qX/pX6zQx23V4eoSNJXJy+GkNYaL3t0+o/8/li6lGsNg+//p7B8MEx9OgdxdoNRQiCSMumXifThslLGZR7BJdkYGnzUZQYLNgNgQTYiwlW7eTpk1AFAb3oApzsiu2BJ0zhQGQ7XKKWNyZfyacfbiPVEYBqEClTg3n0+pl8v7p2ldN/AqJGc8bVFf8L/Jvt051j4vj0x4zyYB2Vz97rdr6HdE558J6lbD4mAXpueWQ3o4cc5b576/cd8wodjLxpA0r5/ufTDzVj8ICYeq/x0rPsvPXJQfIKXKCqdGpn4cbR8Uz7JQ2PDHExeoICNDz50k58Nu5UFUTItjQkN7QheBSf026dCReA4kZAoM2ApuTkOVi9oZCK6qRfz8j6RzqlwPt8TaZ/jn26IEZ68OBBYmNj0ev1dOvWjZdffplGjf75pVUDAgJYPffcV2u7UPhqWorPZ1WFdz/Zx4N3VZUmv/3OFexPdSKgct2YRG67sQV2u4uHb1uAw+bkgWf6VTqkANZsKOC+J7awdWdVCsuqOX1PabjeeG4VW3bI5Qs4gf2Hynjtw0NoZCeSqlJSJPH9L8fIyCypXMxVVI3Ruqyg1F1q3Rc3nTvEkJZZVumQquDgzqx/rFPKz8n5t9ongJvylpzvIfxl7NqeiyxVLfAchiAuHTKXhQuGVx77ZdYhPvz0EIogkRCl47tvvU71/03azp5Dpdx5Y0PWb65K180rcLF8TQZPvVpVMfO7j9qS1ODkqZR//LqHqTOyCHAWo2pM5LpU3vj4UOV5pxN++DWNuOjT3EWsXtJY1LI3phuS7CGgc3v+3FaA3VlhzxQUUaIop+DEffn5R/Nvtk/Tvzy79JoLnTyNhfmtxnL5rimE2HP5MfFybsv/o/K81WplRUgn7weNxFD7HgAmTz/K9FnpdO1gofcH71Z1KMvse/wtXtzTmKzghoDKNW1s3P/q5ScdR/6ew/x6/4/kRfYEQcABzJm2g56H5zFEdrExaRCr1kPK8TJC8lIIteWiAgMOzmRmh7sx2Yuxa00cCmtd2aeq0QNOEEQUScKuC0CKj2XnniKOppSUa1EpqIKA598XpOunnH+zfbr+umZcf10dRZf+Jew46oaKyDZBYPoCG9ff4CSkmkD68CG/UiwEICkeZkzrTVhoILv2FvH4S7sJDdHRMNFU6ZAC+PTbFF5+7wByeVCZXgdLfjl5MIPd4eH+x7eRXVk5XWX1hnzWbshF9HiQVJVjaQqLVmRz6EgpPjXcBAG9owSj7KDIEAYVWTE+EegCSDokEWKjTGTlOHwHIAj1dvL7OTPOu1OqW7duTJkyhWbNmpGdnc2LL75Iz5492b17N2FhtdX3nU4nTmdVhYuSkqraj263u9b1fnypeEbn4ln17xPK7Hm+ueFz/sjiskFhNEy04HLJHMryIBm8W5zTZx7jpmsbc8vwadg0AahIvHH/r+jCmle21xtEdu8r8dkVvea2lUz7xFdzqTrr1mWxcJsDnVZLZSmqirQXjbcjEVi7MQ+zswSdripF0OAsxmkw4d2MrzJSOq3q8/+CqhBWlsPaXVrW3rORJrFwLNd7TqM4GXJVl//s7+9c/KYu1Gfnt09/L+fSPrVsY0Gn8XU2u7WBvPP5bu692TuR/OyrgwhGAxKQUSyTk1vMoy/sIfW4d1Ly3if70Wp8I3Wef+uAj30a/+B2Fk4/sQCzze7hranp9MxYQcvMjbg0Bpa2uJrcwHifiVFBgZ1XP9hXaXNOiqrWsFECBxr1gkKBLS/uomOHMHbtKEIWJULLsrj9xYv+07+/f6uNqq99ghPbKLfbfUF+xwuJc2mfAHIjkuiTsYREewrFhlAKQhrwfftruWbjZACWx/UEY9UCcEnXEZROepcpPxwBYM2aDARzOzoZV1des3lHPgUxA/G6twVm7TNyu8Nx0rSp5Vc/THrMKLyFRr12xeyy4wiwkJy5AfOx35kVdgePPr+NroHBoBQgAMWWGAJVK26zGUmUkE4yh3IGWohO3cWGp+aT1mkwAYINj6TH5Cqm7YDG/+nfnt8+VeG3T2fOubZPJq0bu+QbuTnqptUsnN4XgFcfXYjVYMFrWTRcf+MKfp0xkPuf2ApAWZmL4+kl6LRVticiQkNxqROpfFqlqrD6z0y6dThxwZ5XP9xHYbHTO+/ykZkQqq3xVD6fcghJUpBqOI9MsoLNHIZBVcoTl1S0Gq+nTKdRQBXQehwYHCXMmq8wa0EmgXoPTsU77kjJisfz39U0/Dvtk6Ce6/r2Z0lZWRmNGzfmkUce4aGHHqp1vi7hPIBp06ZhMvlzuv34+Sdis9m49tprKS4uJijowq1Q6bdPfvz8N/kn2KhT2Sfw2yg/fv6N+O2THz9+LlRO1z5dcE4pgEGDBtGkSRM++eSTWufq8qInJCQwbdo0rrjiCrT1FHn8r+F2u/njjz8YNGgQGzbl88K7hyvPTX6/A9FR9TP6iqIwZOy6Wsc1Ghh9RTw/T9uDszwyySxbSe7SgJxFqyg0R6IKIuEl6bg1er5cfEtl28Gj19Tq76LeYTx6X4taxwGcTg/jb1pCnlxenalCDLiOn7ZJtaKz27DpgnBpDQTZ8ijVBVWWG48rPEj/A7+imIxEvnUj336lctmWL9HIHjSKmwXJ15NpacjEe5rw3ueHfITUgZNGTPxbqf6bOtP3r6SkhPDw8At6QlWB3z79dVT/Lamqyl2XTSHD0gRRlbnxqhiuGVv/vP6rR8+jRC3/TVXbQevUzsKRzSkUSsEAaD12rhvXgh+/2YHDEFzVgeLhm7fbE9vAAsDL7+5gxTrfCnkxUTq+ea/zCcO7n524jMg53xBhTUdGw4ZGg9kT27W2fl1d7U/wJ1qnVbjrOiuffB+Iy12tnSAQHa4luYWZJasKfY7P/LoTZnPtyn//dv5LNupk9glObKMyMzNPGL3gx0vN39Edl36DQ9VSqreQEKry3rfD6t3nijEPsvhwIFsb9CfIUYBb0tFn/yx2X34vY499h3PpysprG784gS++T2VvRCdcGhMaxc0le77n4jEdSH7mPgBSjlm5+8H1yOWV85LTVtMzew2XbJpOUEjd87vd7//Al9OPsSeuav4iKjIGdxkdjq/gcEQbsoKTfOZWBlcpwfZ8cgPi0Lnt9D88m7iiw6xqPJxjoU1RjUbuHGfj+89sFGpCUEQtkuIm2JFPdHEKk76+hvU9RvmMI3xIXzp/9069n+E/Hb99qsJvn86cmr+j6aOf5/eiRhSaIglxFfDV7GtqRX6fir17M3hw0uFacxNLsMSNwyx8MDkLRfJmqbSJ81CgBpCe4fS51mgUmDXZa1tcboVh15evGcvnNjrZzkt3xtJ2UHKdY9h3qIQHntzp0+ZEGAQHLkWLggii4K28Z8ulxBjmLVylqiCAXvJw5zg7C98+Qpf9C9AobtwaPT92fhCPpGPud915fMCb5AXEY9VbkFQPRhxMnjumXs/v38DfaZ/Oe/peTZxOJ3v37qVPn7orJen1evT6uoUgtVqtf9FXB1fdso6sHBeCANM+7gh4n9XTbxyhuuLbuPu2sfzX+gmVA/wxow/9Rqz2OeZyg90hMO+3YXz07p/ExAfRvU8Sdz68Fbshkaii4yAIWDHg1Aaj1Wo5fLSUzJwS3wVWOQuWFfDYA5rKksTV0Wq1TJ8xlE+/PcSMuZm4yisp1CVYLsgabOYYggI1WAvcFAgWwosyyAmIB1Hi0s3fEOgoBKMeFSgRAigmkDBHFscsjUgzJqCTRPr3iuGlag696mM5E9ZfchMFqzeij4mk775F/8jf8dm8f/+U7+u3T+eemf/7hgXLcpCQGT2+DSR4n9VLg9/iSEA3kAVAy2c/5jLmOk29q0TOmnkFvYetqHXcWqby8+wrmPfrfg4eLub+//Vj/INbcCpaXC4qJ2GiRyFMKaOwOJDMLAd/rLRSswJeapqbBUtyGV5eJaYmL717CduHxzPjqZ/JdpvZF9YB1S3WnmAJAnqdgE4nYi2TvWKg6om+r3dy6XG4cSl6nz6mftKdfiNW+bYVBPYddNC9S/0qnAJMnp7Kt9NT0WoEPnmjPY0T69/HhcC/3Uadyj7BiW2U3z7Vzd5V+3h80lYckoEBcUW0GBmKVqslO9uOWlxGWlRbFASKC1WOHnPQrHH93o2Bv3zE/v6PsaukiKjCg3hELYbiPJw2D00/eA1T1iGOvPIZrb94kf3vTOO4sTHD13/E8dAWNCjcj6AohDZNwiML7Dlg5dWnV+H0GAktSceqDyY65zCBmUf57bqXufGP1+ocQ/v/3cDzozJ4+eGlbLVH4BR1CGhwiMEsSyzX4HMDqJh1CrKoQZI02GQdemsxzbM2E1CUy47QTuwJbY+KgLZcMyas4DiFQYEIgozBVUrr1BVcN3cSf/YYimD3XbwWL157Rr/B/YdLufexbXhklduuT+TakYn17uNCwG+f/PapvjgcDu4YPBWXWyE4WMOQO8Mrn9XKo0aOxyUBAladiS+/O8b9t9Wv4FbbtolMvEfgpfeO+BwvtqqYwqOZPSWRj15Zx9AxyeTZDTz31j6f+RNA+7YWJEli595SfluY6l3jqV7ZAQAXJp7/IIXZl7WvcwxtWoaxcHovJj63i607S5CVippUqu86TxBQNSYEUcBklCgq8YCqkqeNxCtcJ1A1d9MCdtJMDehmt+MWNWyP6oxN0XNRdwuz52XRMG0HKc2bItgdODQGJKd8Rr9Bl8vF6Ns3U1jsplM7C28927befVwI/B326bw7pR5++GGGDRtGgwYNyMnJ4cUXX6SkpIQbb7zxfA/tgqXU6uGnOWlkZdsZcnEMHdtaTnjttF9TycrxisOpKtwyYTP3XF/3tdXF6OqDJEmEWiQKiqrKoYYGiwy/NAZBELh3grdag8utEB6m42BxEAVqNBZbHk5DIE06xjO+01voFBcHI9uBzlznfTZtyKTQBhf3jUSn8/3pCoLAXTc35aI+UUx8djsFxQqggqKCWOEdF3BKOnCr5BV4Q5wUjY6coKoJjFZ2+hTgU0WJ2e1uJVJbRrYnEASRzu2DsdvPXX7xwbe+JH+Zd+fAcSyDtd1G0W/LnHPWv58zx2+f6o+iqMxZmMHufaW0bRXE5ZfEnFQgcuYaB7lhLRBQ+fH7/Qx5zDtpcteorqwKArKi1tspBTBmRAw/zsr0OXbDNQ0QBIGhI6siMNu0DOJwShkGWxGKpEXnsXNf5C4ufcgApJYPpIZAZjn7j5bw6+8q/XpGEBpSe1Ld7qJWJC18nInPbEM9aKtqX9FfeV9Ol4rTVfHlT1EOFFAFkYamUnILXFj1IURFaEnLsNd5bfcuESftqy48Hg9ffJcCgNutcuuDW1n2a9969+Pn3OO3T2dG7h+ryfh5AUJsPC0eHY/OcOICA09M2kKeORaARcWBtKAMAI9LwaPRoSIgoKIKgk/Rlvowcvoz2DrdQlzxURRBZFdMN4YNbUBivAkhoR2RMz8GILpjc8yrUliZeCkDjs7DpdHTMDmCN97ewc4fTHhELSJmLt37HfGFhynTB7EjrgdtM9ZRWKay4tdtNGwdT4OmtfVbQpNief2na/n47U3kfj6FAn0YLTM2sD2+D4qkxa4zkxLanPisPRywtMIhmtAbILFgH3q3nY0N+mPwOFARykXMvQiqzJD0OQRmHCTUmg0mEwFpR0CRa42h5acvntHzu/1/WyqFkz/+JuUf65T6t+G3T2fGsTQbM+el43GrXDsqntjoE2ewPHTNDPI0IXj0Opyq7999t8ZAlRNGoKjozOzTkEENeOn9oz5zle6dQujVJRSTScMjr10KwPEMGwa9iMslguwtPBUQKJK6N5t7Or+GU2PkYFgySOU6UIobRfT+246GZcsz0Ju19OgcXmvOqNVqeffFDsxbnMHrHx3EK/EklE+R1Mr5k9sDZkcRLivoRS3O8megc5Xh0pmpuaFoNYQyvesEAl1F5OlCkTwumjYNxqMIuEUtifn7OB7ajEBHIfpmSWf0/G66fyu5+d51+IbNhcyal8aIy+LPqK9/O+fdKZWWlsbYsWPJy8sjIiKC7t27s379ehIT/X9UTsTsBRks+HgpBeZIFi9IAVVh2aK6y33vP2D1+SxXmwfcNa4Bn0w9Vvn5+UfrTo87HbwimlWd3zg6iQZxvoZUpxW55+ZGPP3aXjTBUViJ5por4tj4/NdclLoYQVVIKDzA/DY31b6BqvLwywcAeOm9g0z5sDONEn2dVy63wi0TtlY7InjDN6Ha4rGa2KeqglouhFxete/PxEF0T1mEojWgB1AVAoO1ZJcGV9qyVeuL2HtgM4FmgdKyqgXj6rn1jzIDKFy+weezIy3zBFf6+bvx26f6s2lbIW9+fAhUlflLsnjt3b2s+G0AklR32LhTY0BQvYs6dzVRzacWPMDuwT+TFxQPKvRMNqDT1i/0vIL8Ql8ncqtmAfToXDsV4O6bG7N6Qz52UxhG2cHgNnpe2di/6oKakU0VkyFVZfa8bCCbtz45yM1jErjl+ia1+39kE6lpLt/25YiyG6PLSpkh2BtmXnFekasqxlSnfBdBUBUyClScBu/3yc6VGXfPZgZ2NbJ4Q/kkVVCZ/W2buh/OKbA5fHcr3P5SWRcMfvtUfxxZuay76TGWB/chO1Ahccr/uHPZCzQoT8+tibPSJqmo1ao6JTWyoIgiJlcJDm0AFsFKp3Ynr8J5IgoLHYTYc5FFCY3sxqLzMObKBrWui71yIK1XzWXr7lIWNn2EJF0ppXvWsi2+L2q5zQiw5RNXdARZlAi25WEpy+WDvq9gM1j4+csCtHIWncKKefP70bX6/2zKUZbM2kNe0ytplr2NAI+NIXungSBg0waQZmnE9uguVfZJUYgpPEqmpSFHwlsjV7NToWWZgJnm2VuJTN9LmSmcrUkXEVqWhf7y22j0woMcffrdSpd75N3Xknj1ZWf0/GS55mf5pMLufv4e/PbpzHjn492krdxBbkAs82bvp2tHE6++enGd19pLHShSABqPC0Xv+5vvrE0l3dkYuy4QvcfGXTefeTVTUQRFqXLoPPlAK0wmXxdCQqyJq4fFMW3mcUxGDVqtSK/OoThefYUGBftRBQlTwxK2JXg3tbwOKa8FsEkBPP3mARBAkgQW/9ynVqrhngPFvPzOPgRUEKqq6AmoqKp3HScobiJKj5MbGI/G48CJBJIWj6gFVUFSPD5VmQEEg4YiORCn3ivb8NnkVPr3imBTy2tombmR6OIUUuI7s+Dri87o2eUX+DoDN+8o9julTsB5d0r9+OOP53sI/zgO7U4nMzCh0tsM8OXkndx6Y+1Fx+MPNGbJ6rzKz/17hwHFAFx3TUOuu6YhsqwiCCCK9Y9AqOCmaxrw5qeHUFUwGUWGDIyt87q2yRZ6dQlj78ESIsL1JCWYOFKWjaR48IhaIkszfLzeQB05xCo33reJmd90ISKsyvG1cVvhSdpQR59qtcUfIMD6JpexPaE3Gp3EnbgJdBSS7wn3jWgA8vIc3HpDY3p1sZAYbyY9s4x+I1agKPDI3Y0ZdumJDY7TKWMt8xAaokMQBJI/f57lDfpXnm/23AMnbOvn78Vvn+qPw6n4vn+SxIDL57Nyft2O8+b2w+yRWiAqHppo8gHvYsxoNDJr5ThUVUVWqDN193S55boklq3Jw+NREUW484a6S1IbDRJXD49n3pIs9Doj3Uc25ruN270nT1t+UeCb6Wm0bR1Kl/ahlUdLrO4TOqRQFRRRQ5k+GFGRUSShPJJArNshBUh4nUWKRo+rRuSooqp4NAG89Xxj2jQPQqPTcOVNaykukene2cKbz7Q74eg9skphkZMQix6NJBAUoMNoELGXO6faJl+4eiX/Nfz2qf4oDic7pKaUGELpfeR3JFXm634TefboF3Vef1GDMuZkWVAEkaiyNKBKb+77tXcB3nfmbOxTs6YWZrbpT9z2xTi0ATS/qW5bKQgC/W7sw55vjiB6FHpd1pI1j25ErTa3KdMHYtUHE2LLwak1khacROO83RSao5AFDZmWJA4ec/Ltu6u56cHePv3/9EsKbksiIBBdkorO43VqC6qCwWOjcd5uYktS2eQoYHNCP67a+hGLWl+PQ2MizJZNTlACGtlJi6xNDDn8E9zzPI0L9lGk1TO3w+0UmiORFA99D/xKwNTZtJ/6FmGDeqAPDWV1vzH8rm2OPjaSgamrTvisVFWloNBFgFmDvnwR3rJpAHsPejdgzSbJ75C6QPDbpzMjZfU+ci2NqNgJX71TxeXy1MoQAbjlqYv46OnFlOmDCSkrAKokBO5Z+x734LVPkshJI9ZPRfdOIazd6F1jNW1kruWQqmDIxdFs3VlEfqGLNi2D2bm3mJ7WdJRyh3uYta5N9+prM6+T+YZ7/+S7j7r6bGZO/jEFg8uKQ19tDiJURGZ651OqqKXIGA6qQpkuqHL+pGj0oMpoFBlFLJ9bld+6WDGDMcBnROs25XPfQ13p0mkwUaFaVnyxhLs7vYKo0/Dc7/cQFnri6LWSUq8TKijQu0a/YXQDPvn2aOX5CXfWL4Xyv8R5d0r5qT/9ekexeKNvLv63Pxdwax0RsQaDgZWz+7JyfS6NE/VER5qYN883N/hM0mFqcsVlcXRqH8KBw1Z6dwtDp6t7UqDTijx2fzPSMx1EhOkQBPg0qh3xRYeQFA87Y7rVLfZbA1WFK2/ayNyp3QmxeL3e3761ClRLPUZd4z7lkVMOyYhBUgA3l+6ZxmFzY9Y3usxnXNFFR5k938iGzQW88mQy4+7dVnnutY8OM/SSWESxdlTHxVetoJqGI1++04E3Pkxn+E/zSE5ZQdTIwQQm+urS7Hr4VVLf+8b7QSMy1L7X5/zs+am882kKqgCR4XqaNDRzJNVG6xaB3HljIyLC/nvCxn7OH1071I4WUETTCXevX9z8Ivs2p4BWS6MWEcyfP9/nvCAIaM5yjREfY2LO5O78ua2Q9m0shNeRXlfB2Cvj6dczHJNBIsSi8+4Qygq17AWc1FE14emdTLi9IaOGeZ1sP885fsJ25QlA5ZGbgApGRwl2Y81nqVa2r+gh0JaLzaPDXl2cHdi2u5jUNBuP3NuMCU/v8DoLgfWbipgyI4Ubrk6qNeYPP9vBum/X4tLo0brtPPrxYH767jhDe4fSNDmc+Ggj7Vr7jqkoLYtnLv2Q/IBYYouO8OQfDxGcULUpkXkonXse3YkhN51Yg52OLQxoNm7AHZ9Et1fuoUkTywmfoR8/5xpjYhz5AVG0yVxHiC0XAEUQSflhLkljawuVP/z1DVybVcrxA/m07dqLRQvn17rmbBxSFe0fXfw4e9ZcQ0RMELHNok54bZf2ITR6tg1Op0xMlIGy7y3syC3FXr5Q07jsHAlrRUBgHAHWfBBEdsX3RBUkkGWM7jLygxvw5WI3W3cv4L0vvKk3mdlWAkqyKQz0vrtpIU1pkrsTjeIBVERVwS3pEFWFuKJDpAclUmIKx6ExYnCX4dbo0LnLiCxJo/++XxC1KhUxlpnBDSkyRYCq4hG1HIpsR7cDGzkw6V0aFZWQs3IDJeu2AeDMyGFxUl8GpqykJra8AkZftYjCgChExUO/RDumlk0xGkTeeKoZxaVw6cCYWu36XbECuXwwV18ewwN3NKs8Z7c5ePyuBWwrCkGnF2jZLIjSUg+yrHDzdYn07RZR51zOj5+/Clmjx2e+IQhcft0aFs2onY3R++LGtOsay5YNGbTvEsPy5X/UuuZs7RPAa0+3YefeEhwOma4dQ094XXSkgVefak1egYvYGCPrN+Xwy9JutEtfjUtjZE90p6qLVbVSjNwHVeV4upOLRq5ixWzvd1ZkmY1rjuPSn0izr7pjPpjE/H0civLdfNO5HbRLX83O2B7I5QW4vPcWaq07ZVll6oxj7N5fwq3DQ/lkWibuoCTiCw7x7EVv8MG2Z2qNQFVV+gz3tVtPjw9n7eIc3nw6maNpdkZdHoNO55suvqTpRThS0gHQN4hl4OFl1cYh89VTv7F+5THSw1sQnxjEDQe+RD52DP1d99Dh1sswGf89rpx/zzc5BWlzl7B95N0ARF09hM7T3j2/AzoLevVNgrdTqqJ8ToEoCvTvGQl4VfT/KuJjTcTH+nqPd286TvqRPAZd3b7SS6/RiMRGGygqcaGqcO97V/Psk7FoZZd34lKdOhd9VcZj6oxULhsYy+7PZnI8LxBq+V9UEnN3kxrWwieyrLLv6oZIkdF57CiSlsS8vUBDQm1Z5GgiQfFUtVcVGsrpZBhbk5PnYNWGPGqSk+cgOtL3WeQXOH0cUgC3lqcbvnG4jK7tO/J2Ym2h5EqHFIBHYd9LH9LiyXtRVZWLR630qQCYme0kM9uJ4CwlPb2MhUuzMdmLWbRkRK1+/Vw4eDwe7u7xDhq3EzEmhg/n33LqRhcoBoNUZ8rZ7gOltG1pqbNNi05JwF9rn4KCdAzs67vYs6YcJ23qLBo+cCP68ooggiAQG2Ugv9BFfqGTr97pyD33rsAmBtTu9EQO9PLIy8+mHqN390gWr8zh6x+O13mpxZqFyVlMlqURqihV6rHIUg2dm+r2ShDQyF5dqlJjuG8VUMHr5Aq1aLHnlbBre06lQ6qCeYuz63RKLftuCzZzJCAgaQN45oG15AUnwIECApfnMP/XgbXafHDFOxyO7IwqCJQYQ/nispd4eOdHALx/xev8UZpImS4YT2ASGYqHqJmTOWqMZkdYLz55cBuoKt+8l0TTJg3rfpZ+LgiGjF1NqVVGFGHl7DNLVb8QEAQBXYNoxPyKzR2vg/foCx/U6ZQCiI0OJDY68C+1T1qNSLt+vjvoLqeT5VPW07pvc2KbR1ceDwvRUVziprjERd/X7+HP+2ez1RUICHRJW0Fy1kY0shO7NoD4nN0cjfQK6ybm7yU1IpkKA7X7mExZmZs1Gwt467VN2AKq7nE4vDVFegsxJccxukowucpokbsNVJWj4cnIooa4gkOElWVTYgghpiiFQHsBZreVY+GtiHMeIwBQgEb5e9F57Di05nKn1hH0ocG4y+zkr9lE7u/Lfb63MyO7zmf0+MXvUZgwAPCm/qw/7MCelgPAlp0lrJpTW+vuu5+OVjqkAGb8llnplFr9+g98MLuMrOBEZFHFY1PZvN2bSRBdcJBlC75lri6InHZ9mPpD3dFrfi4MNoy4g7zy31G3VT8S3r3D+R3QWTDp7X48+NQeqq91bI4TXx8YaKTfwMZ/qX0SBIG2rYJrHV+wIJWgIC09e1ZtRJlMGsKB4hInDRsEEnXbtfw8px1uSU+ZPrh6pyfd2JMVKCp2cTi1jA0PvI7bOJDam4MqOlcZbo0RtXzO6dYYOBTZtta1HlFiW3wf3BoDesUr6aCR3WidNsoMFp9xmU0SgqCy90AJC+aXUGoIQSO7SA1rQfOszXWOd8bstFpje+GrXEBg+3O7ePvldrUcUkClQwrAeSyj8t+F+1KY020cy1tdy7GwNiBD7o4jHN56gK97PQMLRVi4GgThjOVjLjT+M06pCocUQPaM+fAPdkrptCLjr0vk6x9qvgB/LYrHg+r2IBlPL/Lm9ftnY5n2CTrZwVMvdeel7a8CUFjkYtj1y4Hyl1MQ0ARYKDsD7fCf5mTy05xMLtu1HHfTK2sMWKZt+hrCbDmkhtcoJS+UhyOoite5J4CEiizpUEQN1vKog1863I1gc4CkJSFvN8YAE5fpdvJn18vI3p2BU2vmtXd3QY0c5ZoOKYCMrLrFhyv4c1vxaX1nbbB3bAuWZfsuRqshSnrkcqelzWhhxNCZzPp95Gn17+fv5+6e75EdEI9LMhBYWsh7zyzhgefq1hD4J/Dxmx25++GtPkUGkuJPHO58LlBVFdlmR2M+vfscmzqLneMfBeDw8x/SZ8c8glo2RpZVrhi3AldOIW5JjyB7MIUEYjvB6zti80dkhTRmQ8NLKnVdKrDZZa4av6H2PEoQQFGIKkqhW+ofLG80tPI7IEogCLj0ZgSPC1XSee1UjU5cGgOUiy6DAG4bpuBAQoI1NIgPYNfq/ZTqwvho6jF0ooqLKqf8hNtrpy8qiooiiD7S6opQ5VgsddW9CSJqpPIW3vNCeTScoqisKojAag5GESVUQBUkgu157Gh3m8+zuPn+o6ye53dKXag8+NRWSq1e4R5FgX4jVrBi1j93Ejxx2l081zMbUfUWRAktzSDh6fv/8vvaHTIGvXhaaTQOm4M329xHfP4BDukCiX5iAiMf9P5N+OL99Xz3Wz6y1giym5CQeASXjAqE2HPRepy4NHpMbitd05djFFVWNRnujYBUXJXafUZXKZeOXetdF4pGn/vr3WUYXVaSM9ZTqA8l3J5LmdaMwW2jwBiB3RDE5gb9GbbtC8r0QRjspWxrdDE743rgEbVEuzK5HFjR9Ar67fyFG9a+xJ9dxxHtyGJwezfZ8wugzE7mj78jGHznT5a+Xep+KDXEowTV19m+Z38xyS0sPsdOlGYE8Ov0g+SFd0IWfa/ROQq56OAsQmy5qILIBkkH+J1SFyolJSWVDimADX3GMNS9//wN6Cxp3zqC4ECR4pJyzVvFQ3xCHZti5xjZ4UTQSIia03MNDB+9jIIyry1rHnOQr77w/k3YvruQex7bUXmdXgtOU+QZjWnYuHVIspvLDh2DNnU4sFQFneLGJdSY94lSLYkEVdIil9sMrcfr5dN57PQ+8DP7ozuTGtsBrV6ibcsgMo/lk300h1ydiS+PG9CJWlRBxOiyUhpStzzNoVRfDWffyoAir727n1++6Xna3335zc/jEXUUVwvW0MkO0oIaeOfW1cjKsdW57vyn4Y9J/Ycy/trGfPByMgYdRIRp+eXrrn/p/T4a/gqfxozgjea38Vzy6U3eiv9YQZCjEFGRaXR8E0cPeEPlf/pyA5UOKQDVq8cQEaYlKPDMwkz3RXb0hqdXIIDZKGL2WCnRh9QZVSaKYuUCEBUiS4+jihKCKpMT6E25yQuIIz3EK1gcEBvJ57NHM2ruG2w5quAwhqBqdCDq0EoQHakjNETD79/XPaFqnHTyPypmo4SqqixalsXrH+xn664CAFp+MKlqzGYjje8dB0B89EmcgzUeo91+hqUV/fwtSG4HLkmPvnw3ed/aQ+d7SGdF21YhLPqlD1HBAoEmkVeeTCYo8MQVrs6W7TOWMiW4F7+FduHzsEtQayrf1sH+x1/3+bzjjicAOJJqpSTfjs0QgltrwmUIotgBDaK1hAQI1QojAIqH6LIM2qWvpkHBgarOqi06VereDBRFkRhXNoXmKKwBUSgaHUiaam0FzKqT5pmbSCg8hKDW8NoLvpFoehR++74XUz/uhiSqlOrLtfAECZcq0rpFAAEmkRcea063TrWr8ImiQGCrBALsBQQ4izE7SygwV10nlifj7NhTzFsfH2DOQu/u3oNLn6Zx3i7CrJm0yNnKXWtfrXwEetmBpMgIqoqoqmhkFxmWOvS8/OkxFzQ795X6fD6N1+uCJjxUz7u7X6ZF63AaOo7T+q6RNLn/pr/sfg6Hk0GXzOXWAV9wVb8prFl/6mImv7yzjPj8g4CAxZ7HlqlLK8/9MDcXWWf2zms0egpLZeJjDYQECFhEG7KoweCxo/M4kICmOdtpnbGOzNCmtE5dSVzhIRrk76XQEFZlmwTRZ57k1JlxxDbi1w53sj++G4GuYrSyG53sIthRgN7joCQ6kd/b3IhWcYNGJCswAVnUYnRZORqeDMCO+D4cDW1OqLOQt38fz2OLn6DhY7dDWZWXX3U4Cb+0L1KQmbhbrqLX4u/qfCb9n72eiJJjoCpoPE7EMt+NvAZxRrJyHHzy7WE+n3oEp0th5OUJGPRV9njCnVX2xyjJaBQPQo3S0xpZRudxIgsSgqqgk504Xf451IWKmvr3btD/1Wg0Ir9N68uYkfFotALJrSx899Ffu8YbPWAy/a5aS98rVvLizd+fVpsKhxTA/qyq96O6QwrA6YbIcC2WIA1BNbPvTuGgV1XwCBp2x3SrdS4kSABRg9UYWrWWqzY/0+q8Dj3wOp/MjhIUQULvsqKXvfZHFiXyzdEk5u/jydtj+fWb7rzyVGvS0h3YTaHIGgOqopLQLJwIg4tWTYx8vqbuNfA1w2toCQsun49dOoTgKbWy/YOfmfv8TxRmeNd4QV3bVl4T1KVKG9ocH4HFnktkyXEE1ftHt9gYjsldRk0WLcs56XP8p/CfiZQqLx1wvkdxTunQJpzFv/w9u5WeP/9kRavROLRmQq1ZFOeXEhx2otxeL7aQaNwZWjSKh7yAOKLivekx6SmlgK9HVxQFfvi0GwaDREGxg2vGb8DhqtmjWvV/AlT3vByJaI2kuKufxGO1szW+Hx2OraDvgZn82XAwDq25UrNFAe9vonwi1ub4auyNBuOQDCi6Gg4kAe5/aWBlFIZD9V1gq7LMz1/1OOnzMJk0zPuhJ1u3FxEfZ6RxUgA3P7CJg0fKMBgEfp/Wk8Urc3j+be8Oz5xFWSTGG/j+k+todOd1tfpr08pCt44hbNjiFR8MDobbr2tM65ZB3D3uN8qCYkAQMDmLufKm9icdm5/zS3DLRlhS8ijTBxFZcpwJ344730M6a0xGLb98//fYp7V3v0GCPR+A2JJUJne6hZu2fXvSNqYmSbiy8ys/h/fzTnoEBBRtbYfvQ/e1onO7EK/WyIMbyd2ZwuitH5VXDhRRKhZ0pykmKrnt7AlrR4ghhwBHISXm2juJLdLW0/PIfBRBYnrH+8gNrl2Rq4Je/RMrqxOu/rOwxlmRT9/oVLtRDb76oB+bd7RDqxHo1C6EKV9sYcrMHJAE3nm7G8czbNzz2LbKheybHx9i5ex+vLfj+Vp9CYLA7Xe04pf3VuCRwR4UxpARzRnw3VvsHf876WrV9z0Xmhd+/jomPdSIJ185XPm5ZTPzSa7+ZyBJAhcv/ebUF54Drhm/npjiFHID4xFVmXceWUSvlXWIgFajZc8mrNcFYrHn4pb0iJFV74tLW3NHXKB/7yjuuKER0I+tD77E7s9moZedqIKEpHi8YuiqzNZGg8qb1HjnBKFaRKa3CEyeSw9ayAhqSE5gPJHWdIpMEeSZozE7itgf2gKLmosiajA4Shi+8ytKDSFsi+tJXqTX+SOLWg5FtCHG4EBr9EZj7Zv4aq3v2/yFCVjat6p1vDojRjWnWZtYcvOd9OoSSspxO7dM2IyiwKih0RiNWq69ax2Fxd6F6JSfjrNoehcW/1w7rQ/gvh/u5IOrPqBIMSCqCuarruC2G5uy+s9MVr0yiC7HlmLVB7M7ujM6rd9GXagEt6nxuzlbEcoLAEEQuPeWptx7y18vip2bkUu6ObHixizIjeWp02lYLaxaU0sYypdQi54v3/HOQdZtzmHis9W0cSvS+FQFo7sMk6uU/MA4n/NHIlojqR4qtub0HjvG1HQkrYliYxhuTbU5W/kExe0CjargASTFQ9OcbRyM6kBEyXFyoxoDbpxaMylhrQi153LRkCYIgsDRY2V4tEaf+zduGMDTH4w66Xds0jCQHz/vwv6DVtq3sRAarGHUyHkUurQkNQjgsftbsvD+d/l8Wyh2XQBfLZnPzY/15Yo1M+rsb9CPLzOj7RH6HZxFXOEhHL0GcfUDfUhMNzHrYxkkqdKOX9L/xDqE/yT+M06poc69bBhxB/aUdDqt+uF8D+eCICfPyYHtGTRpFUF0zMmjeApNUdi1ARhdVoqNYaTsz6ddz5M7pR6feTcvjTUiWkvocsdQTCZviHaTbo1ZmuK7U5iUYCY1zUbzJoGEBhtY/Es/Rt+6jvRsV1WYgVqjWh7etCCjQaBpo0D2HbQiu6uudWqMCKhsbdCfsRvfIq7kGMuSryHL6A29FGQZs6sYq8Er2rc9vjdt01ZTbAxnb8Ne3n6qed1/mp1Bm5YhHEuz1tCjUhk5rLYWVF0EBWjp16sq+uCb9zr7nN+w2VefKjXtJInkwFvPta3z+MJV1zLtl8P8+HMaY8a3Z2wd5aX9XDi8Om0sv07ZwvJfdvLA1zfRqGH4+R7Secdm87BxewGhFj1tWtbWMqiOwW3z+awrzD1l/z2Xfc/y5Euxp6Zj6daeFi88BECIRYsgu71pc+VYjFBc7EJVVSRJZMoH3Zg5M4TVT/civugIx0Kacrw8otInLKpcpL1xQzOZ2U5KSquindySHgGV7OBEdB7v+GvunRSbIhBUFY+kI8SaSW5QQtUErpq+FILAzv1WVFWtpR8FnPaCSqsV6d6pSsT0hts6ckO1TLvNOwp9vp6iePXQNCcI9+97Yz/63ljbMTl97jUcOFjIw8/upEO7EJ6ckHxa4/NzfujXM55PXwti0mu7uPqKWMaOTDrfQzrvKIrK5u2FON0KPTuHnbR6sWi3U2wKR1Tl8tLkp+6/44Cm/HnLHWyfvx4pKoJnZt1VeU7vKMFpqio4oFXdtC7YhmyPRTIa6PDukzR+8h7e6TqRYEch+QFR7I3qgtFprSqIUF6BWJRE4qIMuGWVrJwK0Uvf7+LWGljU+lriio6idZXROHcn65pcTkRpOqCSEZyExhCJTnWRWHgQs73Ip/3emC4cTuhK9zQbDeJN2Etr7/SfyiEF3oV6cvOqyltNGwX46JuVWj2VDqkK7nl8F9+8V3eUSVTjGF7c+nKt440Sm3L15Q9wxz1dMQZo+e65zmdVuczPX0+f/I1s7jkac6vGdP3pw/M9nAuCg0dKyT6SQ4ceDTCbtSe+0FlTB0RAVdVT/uafuasBb3yegkZUeffFqgifIDOU1HjFkxJM5OU7CQ/T06NTJCtnh9PvilU+prBB/j6G7v6OI+HJLEz2bsQLooAlSEN4mJlDR7ydioqbyJLjFJijARWdx17plJLwIFPllAyy51NgjsKuCyA1tClNcrajAFlCM8AbyJAXEEumpRFzFmZyxaWx7N6Vi6h4UCrSelWFifdUFUc4GfExJuJjqjYNZs663Of8wtXFWMMaYnCV4dCZeePjI1wxJKHOvgRJ4prddTisOl7M6mHw8LObOXzUxqSHWxEdZax93T+Q/4xTCqDbrM/OaX/j7tnA0WNep8ETDzTmsoHxp2hx4ZBX4GJyt7tpnrmZDEnH6pYjeH/zpBNer48OJcBZjF1rxuLIo3nHU3/XyOgA3lt2X63j/Qck8PlPmZUTsyBnPjl5Ot78+CCvPJVMeKjXeTXy8gQ++fYwHlnwdUhBuVddRm/QsuinPigKfPDVYf5YkY2qqpSUyoDqbaYqaGUXJls2GqXK+BrdZYSWZWHXBiBLWrItDcm2eHVNdEI1R1j5BG3H3mI8HoXb71hJ0+x9pIa1xK3RYXIUM2bEuQmtHdgvnAXLagunnwnXjmrMtaMan5O+/Pz1XHlDR668oeM56+/7X47yybfHAGjdwsynb3Q+RYsLB1lWufW630l3mlEFkbCSNGYsG4dGU3eaV9PHb6fgqRcQ8eoiDZ7+0invIQgCA/YsrHU8NERHhMZGrkdFFbQE23LRBEXx9Q+pBAXp6NLeuxhMahLBF+2G8mepfFKxzrlTexIYqOX3PzL54rsUnC6FUqunvJSxF1fFhErydUodjOrAWlsuosfJgbhq4et1CITmF7pwuRRuun9TrXNNEs9N6mRys6BTX3SaNGsawpzv645g8HPh0bpVEDMnn74exqkoLipidUR5dKLJyGXF285Z338HL7y2jcWrC1AFEb3Lyqcfd6Jpk7q1RiZP7s3dg6dSaIpEK7voO7DuRUhN7nzlcnjl8lrH27UNZ/PuEmSdEZ3Lzq2HPsV5oIwUuYDG/7vVe5HRzL7Bt5GVWoAkeyOlQq1ZeEQJt8aARvFgdJXy+Au96dsrhv2HSnnurb0UFLqxVgh8VjrAwaYNQCepXLxvBusaDUEVRExuKz0OzycnMJ7lyeNQRA1xhYcJsuWUR115cegCcQiwc08xRS+9gnPTrvo97NMkMKD2kiYi9MyqDxuNeqZ83f8sR+Tn7yIoKIgBu2pXxjwb+l+5Ak/5q7BoehdMpn+OZs/6tWkcGnw1Qc4iftOYUMaOZexXD9d5bUTDWAyebTg03u8XpnWclhN20GWNGHRZ7XT8cdc05KNvjlZ+1kiwZWcx735+iBcea4UgCIiiSN8e4axYl1e+nlPJCGnM4uajSA2v2qTq00Lk5dd7YS1z88TLezh4uBSh1IrFnkeB2RsdVCl4IICs+s4RSw0WokqOkR2USEFgPAWB3rWrgYpUHAF3eVTU2o35NI4UePftbbTP3sq2hN6AQGhpOjrtuYm+c8UlobfacegCUAXhrJQL3nz21NHv/zT8Qg5nSHFxaaVDCuDl9w6f8No1f+Zy4EjJ3zGs02bfluM0z9yMpMoY3TZaHN9In0vmnPD6x9e+zNufX8LjDzTj04U3YzCcuT+zQbyJt55JplOSQL94K+bocAIDtFhtHgoKq3L2wkJ1hFrq8O6Xr9o0iozTrfLdz8f4c2sB99/aiLeea8trT7X2XieIGDx2eh+cQ7CjEAWRTENVuWCbPhBJVdHLTlBOvXVZUuph4fyjWAUjOsWFXnYQXpaFIErs2V0zXebM6N4piuDgqtfyupGnF4Hlx09NKhxSALv2laGcIH35wOES1m/Or/Pc+aKk1E22TYcsalEEibygBMZ3e9crBF4HvR+9jkHHVtLm0xe4aPd8wrq3P+N7C4LAR19eQr9kPQNiColICMFsMeFwKuTkVZXPDA3RER6iP0lPXqbPPs6CpdkM7BfFR6+255Unk70TEUGgcjpVrg/ldiqVE7QKNja8hA1Nay9Ma6IosGBZDhlZtaMrs/PPjQiQwSBxcZ+qKL7YaN0Jo6T8+DkZFQ4pANVmZ/0Vt9d5XV6hk3mLM3HWLF17nlm+Irtcx1LAqQtk0vVzKCqy1XltcFAA3664jUkPNePtt3py/zMXndW9X36tJ8MHRtEnqpi7iqYTrbWhuD3YU6q0dQx6ichwPQGeMkxuKyG2XJrmbKPj8RV0PbKQjsdXEG7NYPHCY/w6L4OwUB0fv9qBl59MplED39QVEFAFiRRjAnPa3oJNMqJ328gKjGdTo0GkhrVABZplbcZiz8WjNdLl6GKfMUuyi8PLd5D1S+2NgHPJF29WRY+LIrz+TN3R5H78nIxx92yodEgBXDpmY53XOZ1OFi86SmnxyQsZ/d0sf+Qzgh2FqAgY3TaOLdrGqusnnPD6xQsu4/WnW/H8Yy2Z+fPgs7r3mCsTuH1cIk0amklubiY4SItWI5CZ4/DZdIuJMhAYIKGVnQQ78miZuQmX1li5SQdw8GAJ02cdJzPHyZvPtuHVp1sz5sZkigzhRJSmY3KVYCuXW1FlmcTcvYSWVNlBt9bkDTao4f2pjIKq5nw7cMjKzB/3o4re4ldGtw2LPReXLoDC4nNT2fDDuTdSZgzGLemw6YP44ZNztxH9b8A/mzxD9h05eVpVBRePWonT5V1gtGkRyCdvXBg/wMYtwtkg6tB4bKgIlOkDiSnLRbY7TlhdL6FlLAkt694JrC/dOkfQrXM/CotdvPr+fjKyHHRua6FRNTHwAb0iUBSV59/ah9lRhNFdhl1rrizd6dHoAYHJPx0jKlyPIDSpTD15akJT3vjoEJ2PrSY5fys2nRm7xugblC6IpMe0xlWR8ldXeVLFQ4Uou9ut8srnaQgoZAQloffYsWm9423SPJRX3tvDqnV53HVzEsMGn3m63O/f9Tnjtn78nAiHQ8Zk8v3DPP7BTRw47A2JNhpE/phxYfz2goO0lcKOFRyNasuff2bTrVt0nW2MMZEk3nLNObl/TJSJF9/sjyyrfPT1YTZuK6RhopluHatSZpISzEy4syn3P7aJBvkHKTWGYnBbyQpsgCpK6GQXLo2B734+Tlionpw8Bzdck0hcjJEZX3bh5vu3YLXJiKKAx6PWSAkGVJXAQIFSKydP91EV2qRtoHHuDlY9lECzgEj2R3Sqlt4HE+5qxsxfDjJ9+kHadYjkicfPPGruuUeSee6RM27ux0+dFK3dWuvYlJ9S+HxqKgAvvwfzvu9OUNCpHcF/B5Ls8tExEVAZfdNaFs4aWOf1Wp2G7kPb1Hmuvhj0Ev97tDPQmbSpAkfe/QbJoCd27PDKa3RakYfvbsrb2zfSYeVkdB47JpeV7bHdWZR8PYKqoIgajm61s+1oChu3FvDSE8l0bGPh2w86c8M9mzieaUcUBBSXG1HxgCByNMK76ad12wmwBHJI1wZUhUF7f6TEEMqe2G4ogohTsXjH6iwhqjCd9mlrKNwXQJFTpaYiWdiwi8hZ/ie/P/Y1eqOe0YvfRpLOLDKhZfOQf015dD/nj7RM3zVeXfvWubk2rhz/Z7mUbSqP3BrP8Cua/D0DPAViWCiKICKqCoogUhAQTdYvS6DuGgIA9Ox2ZhXyaiIIAjdck8QN1ySx90AJ731xGLtDZvjgGKRq+pE3jk4kNETL+qc/ZWuDAeyM7+mtolFtLpTpMvDtj8f4Y2UOLz/RmnbJFtolWzh6rDfL1uQiqTKCDIIqY7HlctnuKbglA0taXM2xqNbIJ5KSrixWIxNWmo3Floucq2VzRgROfThOyYBOduLSmDDowOmUmXj/MtKz7Lz+Tk/i4yxn/HyWzBtyxm3/7fidUmdItw6+1Yvq2izOK3RWOqSgdgWbMyE1zYaqqCQmmM4qxz0mPpi5bW6i+9GF2HRBLGwxhoZ5u5nY6VmKw+L5atW9Z9Rvbr6Tg0dK6dguFINO5PeFx3jlw6owzlVz+vqMOyRYx0uPJ1NU4iYsROdzTpIELukfxbsvrgYE7PpADK4yPG4dTl21aY2qYncoZGZX/RG59KJYLr0oluzfFWbcfgA8HjYn9scj+UZeuTz4LgRrOqaE8nLn1SuLChqU0Ai0oofL+kQxemwL7n50Izl5Xuv32odH+WxKKr99f2Es8P38N6mpT2Qy1Y46rHBIAdgdymnpCJyMvAIn+YUuGjYwV4punwmiKBBadIycsCbIogZJdtMoezvbhrzOCmMoE9N+OKNx2h0yW3cU0rxJIGGhejwehf5Xrqo8/86LjenSrio1WZIE7ru1MfmFLoICtbW+U8c2FiJLj3E8rDmqIAKRRJSk0evIPEJtORwKb8PKZlfgkVWOZ1TtpEZFmJj3Q2/KytxccdN6r1OqJopCqVU6aWogQGRJKt2OLkQrO4kqOc6SZiNp6k7heFAj2rYK5rbrG7JyeRpT5+QCJtLXWJk3bCmr555dtIYfP2dDQJvmWHdWlW3vuqZ2xadvpx/z+fziO/vPKvLFYXdxPKWY6ISQOlO96kOj5iEcPliKU2PA6C5DUGWaHlnDHR3+5OZ3r6V7v6R696koCkc2HiYgJIDoZt6o7peSxtMseyseUUPm4DE8NPN/Pm3ix40g8rJ+iDotmkBfbdCEWBM3jkkkbUFVZaa2GetZ3fQKygwVDnYBURTIzHbgcino9RKiKPLdJ15JgofG/0bm/kxCrZl0PLaCXzvcQZEpktDSNNod3IjFlseO2O4kFexna3wfVEBUFZyS12FnKc2i76HfCLbnowoCRy3NaaPuQAXMTZJo+uRdGOKieeSexRyJvBIVgfXtnuX1Px/H8A9Kl/Lz7+Llx1ow8YV9lZ+7tK+duv7yq9uq1gYqfDzl+Fk5pRRF4cDhMkJDtESGn1naaQUjHhjIT9t2EGVNIzM4iVxjJNvi+7Ch5SPEdWjEhGl3nlG/WfvTsBY7aNS5EaIocsu439lfYAJBwOApY/GCoT7Xt2wWxNvPt8XlUrAE+85BAwM0jL0ygc++6I9asTaTathlUYNWK1Bq9ZCT5yAy3Lsp8czDrXjmYZj/8i+8tjoIVdRg1QdxIKI9LXK24USs7ZCqI/BA77ISXXKM1NDmgECoNZtCUyRpDbsSavBw+RWNuOTSRK6+ej4OXTBgYswd27hnXDRjR7c4o2fo58T4nVJnwao5fXnk2e20bBHI+LG1tXsCa/w9PZvcUVVV6TN8pc+xs90NKmzWgTmBcUiqSoOC/cSUHmdXXA8EVeHN+2bw8AdX16u/9ZtzefjZPWjdNnQeJ5EJgRzN8/2JXTRqJctm+o5boxErdaQqUFUVp1NBURRi9DbSXYFIshtZlBBrRFCIgkp8jIGu1aIYKsgOiOHHDvdSU7gTVQbhBD9/oca/a60JVZ58oj09O4dVHqlwSFVQVKIw+acUbrwmqe57+PHzF7Nydj8++OoAmVlOXn7y9Hboz8YhdfHlv+PEBAigyCybPQDtWTim2o3qzaEf5nMkpiOh1kx6pyxgSYvRODUGHmo3iXd2vFCv/srK3AwZswqN00506XFcRhNZFRVnypnw1GFWz/XVyxMEoZZ9Au/OmSTBgMtbMH2li4rKn7HFKcQWp+AWtTTP2creuE6ENG7FoL61dyE1WglXHcLkeOxQq8KWL5Lb6+TSyDIC3gqAAiqSKtO4eQjffFBlZ59+fC1QLSVHFbl1wubKajh+/Pzd9Nsyh2O/LiTlzS9pN+9LgoNrFzMwmzS4XFVpE8ktzlzT7MOnl/DjFgEEEY3HwbRv+xIbfeZOjzGjmzHp2XWEOQop0wZgcpexO647siDx6qTVzFyWeFLx87qY1vxqivOtLGk1lkBHEZ1bGWmTvg7RWysYccE04H+12unCas993G4FQYDgTu1Jq3Y8PyDWW72vmq0PMGsY2C8Svb52dFK31V9iOroXtXxiFFGShlMyEmdNo0nuTlSgR8pCso0RJGduwGoIxqqzYBLsQGJltIYqiN4NRF0AgkbDZQVbKu+x7tH3SQttjixoQID9MZ35PuFybslfWq/n58fPuaJH1yjmTjEw8fmD3D6uIV07htW6pkXTQDbur5I+CAk48/lOXr6NETdVpQhe2tfIUxPPXKs2NjmBAFsuGUFJBNsKiJbSaJ+2Cp3spOx4EPkpVxCWFHPqjqrx3rPLmLGp3G6ox+nS0cz+QnPlmsmhMXMkpZhGSb623GSUMBl9bYuiqLjdClabB1mqoXlZYx6q0wm0bhFE00a1i2vttgbjKU/Fc2sMZFgaEleSQkbYCRxGNRxTIfY8xPLdWwEVAQVFgd9mXVQ5Hz501IpD63vvT749Tr++DYiN8TvOzyV+TamzQBAE3niufZ0OKQC9Xs+wS6IQBG/J63deOPPQ7Y+/rVY+U1VJzN/HnR1f5ZVn155xn9993J2hY9sxuIuBEHsue2K6YdMGYtWHsGl3/fOjn39zPzpXGW6NgTKDhWNZsm+oBuA+jbRcp0vh8oE/M3Dkci65ejVprkAstly0ipvo4tRKMb4KLBYDr01qQ1x07eoDP60so0q3BSwaJ51DCmmY5BtphaJUM1RVFfdaavNA9a3mAgKffnsEl/tEcaFevv/lOCnHa1eZ8ePn7+K+W5qd1CH15jPJSKL3537VsPpNUKrjkVWcmKl810SJASNXMeLGNWfc52MPt+Hip8bSt2c4rTPWszu2O/kB0dh1ARwNbYFyGjpw1Zkx9ziCy0WAu5RCcxSS04WprLaW1ol0q6pz3VVzuXjUKvqPWMX0lS5ExU2FB7tEH4xH1KKXHbglPbKo5e3n29K1Y2itfrbuLChPC/CGq+sFDyOKF/HKtdVsnCDU8qmjyLTO96Y7qTotWxL6UWiKZGdsdxJzd1O6bjOFRVUaPG3a1q7muO+QlS07ik75Xf34+atocOVg+q6ZUadDCuDnLzthNIgIAjRpaObG0UlnfK8ft4ggiFhsuVy07ydeGvwWj7Z7Arutbh2oU3FRnyheeL4n7Ye2JSgqkCxLQzyiFlUQKDaFs+9g/SLjXS4ZISOdH3s8So4licPR7Vl6SItA1TxDo3go2XPwlH29//paru33NRPbPcl9dy2jwFj1/guKG7fk62R/8fFWXDuytvi6LCusMXZgY9JAiowRKJKWyCCVm0eEIAtSuRteRRUkVjW5nL3RnVERSczfQ5N8r5h5QFwE65MuIScwjqPhyWg8TpTSMrIXrKi8T+Mr+mBylaCWz7uMbiuBJdkcmzITxVNz/uXHz99DSEgwX77TuU6HFMAdd7ahaayIKKgEGxW+/bz7Gd+rukMqtDCFrXP3cl3PT9m7ZPsZ9RcQZWHM8o/pcnU3ml/ajmBHPnrZm00S4Cph2/s/17vPGdVltQSBjVtr287PJh+tdawm+/bl03fYci4etYorxq2rqnJerdp5dS4dEM3jD7RAr6vtslh61OCdHwneMYWaVRoM6IAgVVRqL5dGcDur1niCgCh450ddA3IwuEqJLzpMVMkx9B7v2vftTw9WzgXjYgwIim8whKrKPP/OPopKzo3WlB8v/kipv5hH72vBo/edfYhfekbVAqNJ7nYG7J+JVnaR/flmiu5viyU04CSt6yY4SMt9tzYBmvDA7hw0BS5UUURFILlD3botJ0OvFXBUiveqyJIWo60Au9l3QfTp5CPccE1iLc95BW++so5iY1V6ZJnegkfUEWzP51BUO9Qa4Z2tGmg4+sybyKVlJN19PYGtvaU73W6F9aszoFz3CUXl8Umd6NUlHEXxpu14F7Yqww7+wMbEiygOjqVzh1Cef6Q58+bNI9MUBaVOEH31Xo6k2hgyZjVTPupMXLSJRT/14pJrfBfgNpvC+Ac2M/HeZgy5qP7P04+fv5runcNZMfvsIi4BsnPqdmLnFXh4/KWdvHKakVrVkSSR669KBBJZ3ewGfpv0M6KqIAsaAvRyXXOXk9K8cSCh9lxs+iAMbhtWg4UmudvZYS5PY1NVQGH77U/R7PE7MTWqu0JWcYmbVIfvrpkiSCB7kBQXR8Nbs0p2ElaWxdHwVsSaXOR/OYWU3QeIGXUpUUMHVLZ7/uUdCLLXtqiCSNv2YTz8ordEecSSteQWeCc8oiAgagQkUSAqUs8Xb3WgbEsw6/LTER1Wtsf1ZH9ke9qmr2ZvfE/yAmIYccNaHrijGSOHxjFpUmfWjFiITS5PCSh/eBMm7WDwgEieeMAfhu7nwkOv159znbtuB39jT0IvCs2RSIqHZ/q8weubnzmjvgb0imRAr0jcbjfje39KsSEUVRAQVG+hlvqg0QgctzQsTwP2khuShF1jxugpQ0XAJhn59L0tXHx3OJ3a1Y6OqmDDz1uIteeQGt6KhMKDTOv8EDElKSiIHI6snf54OMXKdzOO07xJAFcOjUNTrvvyzfML2B7bA0GArXF96FqwnteWeiO1bMUudk0uxGLPY29MZ8oiG7EzrAGhOjcTJ40jpkEgy5ctot2WGSjFNnIDYgkvy6Rx3m4ANg27ncjhF9Pll4+J7NmBq2N+Z9W+VEClx6HfMOFh5x1Ps/ujGVyydpqPFo0fPxcK33x+jivIqiouQxCFeq+j/ulnt/Lzxe3OqKvo5AZc9rq3GueSVhNpnrMdUZFxa/QkdjuTv/lV1cirDilVldFVhYNHbcyan8EVl8acMPL+zonbKou7eNupdTqjKgi16Hj7kwMEBmi5dmQCwUHeVL9DR62UWD1V2SyCwMvLH0GSRJIOFHLr/3aAAKLsZkjaHNY2uARnYCg3jW7A1cNimDdvHkuDu6EJPUahMQJZo0WRdKAqzJmbyt7l+/j8h8sxGjS8+XwbHn5ml7e4heJB1RrZva+UsXf8ydfvdCSmjqAIP/XHHyl1Hnj/8330HraC3sNWnPricu64oXnlv8OsWeg8DlySHos9j+P7ck7S8vR477fxXDG6GdEUMaiziYdeqL/eyE9fdSsXJ/YaLkFRQKPHXO1dDQzQsGBpFjffv5Grxq9n6k+ptfops9XeGXPqzOQEN8BTvsNXYb8swRpG2FaS+dM8cuYtZ+8Tb1a2KcwvxaGtiogSZRed2li8/xZFVs7ux4wb7Ty76xl6WnIZn/Yd74038fITVeVI7Q4VNPqq3MtqhtPpUhl3z0ZkWcVk1LB6bj9uHpOAuZqYtMul8NLb++g9dAkez8kjq/z4uRDIy8urtE8r1uaeVpuIcAOiXPeO0e69Z195tPfoXtw89V4ayxm0iZV588vL6p1q2KNLBFatCYO7DJdGT5CjELs+mIjQ8smRoNK5YDM5f6zhicfWMPLmdTz7+h48cg0Ngjp26xC84Way1gSiyP7YzqxvPISy4EjuGiCS+tk08petZ/+kd7GnZVU2k4uLCXIWEmzPQ3LbSYyucrj/OrknP3zWhQZxRhommrEEa7l2VDyT3++M2aRF9ZQ/b1GHQXYQV3SYUFseeQGxODUmZEXg/Y92k5tnRxAEFs2+lHdebEtEmK7SjMkehXl/ZNF76FK2bM2o1/P04+d8MXDYH/S+bCmP/u/051AVknoejQ6rPhiN7MYjasmXzjwlsAKtVsvny2+lYYCNmCCFF57vRFRE/TRhRFFE37KJT2qJ0WXF0bhleayUimwOZL2zAS+9s5erxq/njoe3kJtfuyphuC2LwxGt8YhajoU1J6Isi4MxHTkc3QFEqTIYXBRg5NAYJk8/zpadhfw8N50/txRU9rNwRS6ypMMj6ig0R6FXqmz8rU9cxCv73yFlzEPY2nYnOEhLly6RfPPtxbRoHYlcbjcTM3fSOH8P3VIX0yRvt8+iI2fOElI+mwbAtT8+xTvL72G0so4wuQQEgVLByMKyJlx58Y9MH/davZ6nHz/ni6vHr6P3sBVccvXp26cbrymPxlIVnFojFZ4Wq95yTsb05p43KBh+HTkN25H4/MM0vvrievfx3AMNfQ8IoDdKVRFOoleDd8r0FK65dQPX3vknG7cV1OrHUyv0G2rqpFQEiLdtFcjydbms21TAHytymDW/ap7y/aebazRTkcojpFo08xY8+LLdFp7e9Rw9hMPckfcj37/TlmtHVhWiMmWn4zAEYZDLUCRtuf0VUASJg6UmHrlvCQDdukSzat5AuncJQ2fy2nZVhdJSN1ffuoHLh/12mk/Rz8nwO6X+ZvLy8vhpbnbl59N1TCUmmJj2aRcG97VwPKoVpQYLAiopYS1p2TUJAI9Hpqj4zMsmj32gH5MX3cDEly/GbKp/EJ1Wq2H6tIswOEsxOwoJk8r46psBLJjel6kfdqZxkgmzSaKoxE16lpOsXCefTU1hyw5fo/XSq3XvPAwfHE2r5oG8+lRLHr67Kf+7qylTPuzCgsxwpiWMYYelLYqj6vu/9dJGqnv1FVGLwVD1vUqKrTz8ZgqHrWaO781EHxpE017NfRa7SbVKI1dDVXE5VT4e/1XloVuua8SUD7tg0Iu1BNMHXLnsdB6jHz/nlRE3767895Ov7DmtNjqtyNzp/bnt6lAiQkWfd+WpCV6HuqqqOHLzUZQzc84279qYD5bdyxtTRpGQUFtb4HRY+MdIDDqIKziMzmPn3i9u4pdvejJvWk9eNcxlWMZvrIrozSZbFDm5ThavyuXDLw/59GEw1C0+/lKPTMYEbGfSKInnH2vNXbe14JMvLma3PYzvY69hefRFuGUVtVwjp6CgDIPswCNqcUt6IsuyGDAgzqfPrcn9MG9cQf7uoxgKsunbI6JSp8vSrT0AWo8Dp2TgSHgyR0Jb4JF0KKKIqHgwO4r5tdeteOzesP0u7UP5dXJPYqMM+MzmBJH7n9qHHz8XOn2GLcGhakEUWbNfZca007NRv8/ox1P3NCCyezIhtmxUQUDvcdCndZX4bnGJE5frzNLFjEYjk38azk8/DKJX14hTN6iDCYtfoHUjLRrZic5tY+JIM9dt+YbLS7Zj+3wGc4a+gEdWycl3k5XrZPf+UiY8vb1WynFOQCwaxYNLY0BSZHKC4hk6MJoOyWZG9Ango1fbc/fNjXjvpXZcEpVHtz/ep/fGKejLCnFXkyXIDKimuScIaGJ9I74n3L6Ao1tSyEkvpji3jP69IjCVzx0DA6qeq4JQrnkHSFXLDhXY8cBLZG31piQaLBb67/iduOuvRBFE5rS9hUJTBKog8UV2K9wu1xk9Vz9+/i5ufvBPMnO9v1ObAy4aeXprvFuvT+b9l9rSq5uF0LJsBFVFVGWaOqvS4ex2N9ayM08XGz/jcW498COdJ16PcAYixxdf0pCH706sdEK1bGrm5696snxWX56d2ILYaD0arYbcAjeZOQ6Opdl4/MVdFBb5vrc3XFVbKuIK7Q56dQmhU9tgPnujPffd0phnJrbkiQdacjTVRonVg8sl43JV2aflO2pG6Pum2C2Zuo73frOTXqIh50gOib1aER7jO3c0Ci5ap62lW+pSGubsIMhTgqAqqIKALEpsOqKy4cPZlde/+WxbHr+/mTdOoZrdLVID+PK103dC+qkbf/re38zXP2af+qIT0CDOxNMT28HEdvz2c0dSdqTz5JMD0GhEvvn+IF/9kAYIiLKLWd93JjS0tobJuSB/zWYefnQNx/SJNDSV8OXccZXnwsNMLP7DW5b4SGoZOXkuIsMMNEw0M35sEr8vziIrx+nzMv/+Rxod21aNVagjrzgkGO6/tYl3QViNpatz2aQ2whlczNqgGAbfXjVpWpPie60g+E7cXrnhB46HNePXgNsIK8vBKMpcHOxrsPSCG53bjlvSIikykbF6ypwSxcUVE1eV+WkWgt5Zw40TegEQFWFg0v9a8MRLu336UhW/D9jPv5fgIC033tiWG2+EbTvzmfrLcR68rREJcUE48vJZFNMLERUV0Dw8kSGv3PqXjMOelsVX172D9dAxVEnLoynfIpZPwERRYPqiawFvpcAjKWUUFnsIC9HR9qnbOfTaZ+RnxVHpzFZVfv/tMA/e0dT3JnVM6MKuHsa9T/tq4xzPsDEvLZTSEIFcVyztu7XD2NArpH7NbX8SLLsr/wobXaU0iKtKw05bvA7RWsKQ3VPIDmpAkL2Apg1HVA2hvORrQUA0GsWDgIpdH0DnbtFsXXcMncdJo/w9SDkZPDH+V16bNqbS4f7ey+246qY1viH0gt8++bnwURXRJ4Pki5/SuPraVqdsp9WKXDqkEQx5kBusNn7933d0GtWF5EtGA9B36GIUQQOohGrszJl12V8yfpdb4ZW3t7Np3h5ckpEPP+9N0yZVRRA+/aA3AJ4yG0Xrt2E7fJzAlo25dGRL0h0p7N5fjDMrl06pSxEVma1lfZGVLmiqvcpJQ3uwd/Eegux5lBjCKDNYaNE0mMcfaFl5TbtkC6qqsn7CJzQoPorTKRPZOIrunQYB8Pl3h2uNfchtvqmURw4UomqNaDwuwq0Z9OpSO9VyV3RXkjJ3IaiQExDDiFeuY9ftT1a5xGWZ2Vc+wdhtkwmyeLX02n76POu2FdEjZRGhZVnYdQH83vpGSg+kEtq6aa17+PFzoXDwsK+jxHWaPiRBEOjYNoSObUNgUkd+eHYOQWFGht43AYD7L/2cLRqvNEnD3F1M3XBmFdJPh5TPprF44qeUGENpP7onF73/SOW5EZc1ZMRlDVEUlV37SkjLsNG6RRD9e0WSme1k685CMjKrnoHDoZCeZSfEUpXOfMv1zZjyc47POnCQJYP2k6pSi5NbeOdSn357BEVVURQVURS4/BLvGk9VVdySbzRqbJhvyvSUT7ZwJK4HGZaGmF0laAuKaVNjbdnh8B+E5RxDUj00zN+L5ZN3+OqrwxTqwwAVWZT45pt9RHZsSsOe3r8zg/pFsWN3Mb/O840u37Amnb9mVvvfwT8L/ZsZPybqnPRz+VXJ3Pv8Jej03t2ob79LoWKmpkg6brpmyUnbLwzvzO+6Fux74YN63/ueJ7ZyJKglcdbjWAscjBr0IwD7t2cw+b117NyVz5adRTz7xh6WDbuXjxpfy5T4y+gc7+L1SW3A42ulFy7N59BR60nvOeLS+FoOKfAaJo8g4gkIQomMIqiL16h5PB5QfY3PFRf7ihWadV6DWKa3cDy0KaJWi0dWvaWRy3cLC9btwFNeqlQWNdgPZzB3Sk/ipWIExYPeVYZL0vPDvFyeund+Zd99e0TUSr1OjPW/bn7+G7RvE8Zbz7YnIc6bGjO70/WI5csQAbC+++FJ2w+9di29h63gtoc21/veC179GcumFbTM2UbLrM18ED0CgLxsK99/sI4/FqaQm+dg0mt7eGbSesZdNZd+w5exKieQjtPeIUUb463OWY7TI7Hmzzyfe5jNvu9yUKBIi6a104BUFRRVwG0IRA4OJahvj0rHkMMlElKWQ4Q1nfjCw7j0Zp+Jm6h4Hd862UVC4SGCHQWoqkpOnhNrWVU0h6gqaGUngqogqQpvPNuW8ZbtXL7zG7odnk+As5T2v73LR42vrWwTHWGgfYLvd5A89S9u4cfP340k+kZa3nddgxNceWICA0zc8NntJF/SAYAjKaXlDikAgRJn3XqXFYy9fT29h61g8OhV9b73uk35bFh4mMLAOMpModx8/w5vBIBb5vev1vHTd7uxlbnYdfcz/HTfFwz932F6D1vG25/s4393NaVft2D67ptJj6ML6J76B7esfp41T3+IUq2KTFSkibygeDJCmmI1ejf8+nSvW6xZVgUORndgX+N+NGoZUVmBb8EfWb6bg4JKi6t89Qe9IuwCkipj8NgRJZHiEjcFhVWRERoUUPGKmAsSCeNG0OTDF1AQkYG5bcczs+l13Hr5D9jt3kh3UZIY8sK1WGy5OLRmTK5SmuRsJ7hlo3o/bz9+/k5atzT7fDbWLtx7Wox9djhD7xtU+XmrWFVQ62hEMkdnzDth2+de3EqfYcvoN3wZx4/Xr+CCIz2bBY9/S4iziCYF+0n7djbr3pgKwPwlmXz09WEys23MmJPGM6/t5Mm753HZwF+57/rZXH9VAm8919Zn/gRw78SNPtFSdUkvJN4xts7xVNSB0WlFIsP1REd6HVHH/1hf69rP3+3i81lTPo4CczSZwQ0JjAnF7pDJynFURpemBTVGQMEl6lEEEevMeXw8ZShmxYagKiTm78cp6nj7zukc/LUq22XCnU2omXL42DO+9/dTf/yr5L+Z8PBw7rrZK6ArCrB67tmLDAMINcIWdZ5ThDmXVyQ4/PzJF4d1kWZKpO+B2Vyy9wcu2zWV6OwDPNJ8Al+Nfpvv52bz6EMr+W1+GvYdu/ijxWjmtLuNH1rcxqdXvMbTr+6m5ouMIHDfE9vIzK5aFI2/tipsPCxEyy3X113hsEMbC6Lo1Xdye1RSjnurQRx98ytCS9J9vu/DD7X3afvw52NoXLiPAGcR8YWHaH1ZW64Y9DPjxi3hmvFe0XKdx+Vd8AEa2Y1WdiGKIp9/1IumpQfRqDJObQBlumDWHBIo3Lyzsv+nH2qJWC7OGREm8f0X5+a/tR8/fyWzvqnSVHvv5eSTXHn6uA2+FTM9gvYEV5afL9cj2XvQysLlmfW61+51xwlyFSGhoFE9xJYe54Wkm3i937P88Esqb72xlbfe3kb+toO0P/gHkiqjc1h59b39fDblCGZHMT5pv5KWR1/YzcJlVVGu37zTsfLfoggzvuxWKQ5cnYRYI6EhOhwuBVlRSUnz2qeKynj7YjpTaIriWFgzXpxylU/bmEG90URVRVCE3XcLd3V4mZuvmc3Y4TPZusFr35rk7EDvcRBWlkWQvRCAMT88jty6PSWmMIzuMgIdxSSk7WD3I1W6LA893oUgg7fQg15wsWDWJfV6zn78nA9WzL2YAK0LFIUhnTUMu/rsRfqDg3132CXl5Cl8BcXe+VaZTeGa22ovjk6GzS5TYqwWxS5quGjUaq4Y/Ctv/1TAV5MPcf+dS0hZv48fkq5DEXWgCixdk8+iHzdzcPoyGhXsqbRQOtVN8Rsfsuu+5yq7fPCO5hj0Vfbo9adaEh5ae3UsCAJpo+5mRYNL2RA/gF/Ebsiy6nV+F3gqLgJBoF1yUK3FZOd+jQhyFBBWlkV4m4a83+o2Pku+mSmtxjL90w0AbI/rTYkxFKs+mE2JF+FRRZrfcQ3m/01gR1xv9kd1xKYLJCs4iTuuq1pox/fpQHByI8yuEjySlonfXo8kndxZ6MfP+ebT1zvTpKFX9sMSJPLHz+dm3i9WqwIuqAqeshNLtazdWYaqCsiKwHX3bKrXfQSdFoPsRK84EVEIteex+IMlPNZsAj88PoMfZh5n3D2bWL42B2tGPgXmaEqNoewuDmTS46u45/Gt6Ny+G1weVcOESTsq53WiKNK0kbnStgzqHUZIt7rF3NslB6Mo4PGolNllb6YNcOSRl9C6q6r/RdozsFh8I6ceerYX8UWHsdhz6ZO9nG+PN2DQVSu56ua1PPmwd0NhX3RHsgMb4Nbo2RHXk/xGbYiPNfHBg9G0Tl+HXRdAVnAShyPaMfWRX/CUS8SIosjwwdEIeNfSV/U30LiTP4rzbPGn75Xz3ntbWTL7AJJew8x5I+stolsfrhvZiOtGntsdnxcea80zL+9EljRYbNl8PvPyc9p/dYI1ThKKDqIIIlrZSZuMdTglAwej29M4dyf7ozqQs3YLhfowHLpAUMGuM7ND25imn76NJrYvntBEnz5LrTK/L87i1uu8QnrXDI/j0FErpaVubh6bWNcwAHA4ZDQ2K8FuJ6orgJxcr8HIW7KG29f9ye6odli1Fi5pKQMDfNoaQoL4es3dKC43OUUy9101nZKgBgioSGVeDRZPk+Y03LUDuzYQRRQxtfWGvwfFhTPuwV68/ok3xF0VVCTFw4K+t2C6fgzDPpnA4AFRNGxgwu6QK0NRT4SiKChOJxqjv4KDn9rkbtrF6r7XIqjQddE3xPbp9JfdKzw8/Jw5yyu4fv8vzDB2xOgpwy1oCPrf6Yeer1qbz+D+tTUITsSAJ0aRN2YOFc5vreziSHhrGhYcoPfh31jYcizH1u8jIWM3+eZoXJIBjeJGkj3M/2odGkcZBNTWj5sxJ43BA7yRrtFRRsaMiGXH3lIG94vAZKzbySYIAmVlHgTBuw+QXT6hWrQip+ICik3hmE3QpGFwrbaXpq1CdroQtBqeb3o3e5tfhSoISIqH777aycUjIN3SmA4py7DpAjkY7Y38EEWRG2ZN4ouWN1T1pyr89PMRLGsf475Fz9AoMYCvP+5BWqad5o0DMdYRiVodZ5kDvbl+4s1+/jtcPGoFThcMHhDO0w+dG2f2iVjw67l1oIaF6DG7S7CLRjSKm3Bd7VLnJyKvoH46Rxf3ieTlt3b7bs0pChIKAc5iCvUWMtOtbDa2RBWrV6iC578rIbJApIE+mECXbwGJo78spfWHnsq03o+udrH5+xVIffvRvs2JpRyyNGFYtW40GoG8EhW3W2H/4VI0kuBT5OHN59rXavvUcz3wPN0NQRB4p+Wt/BnbF6vBQrA9n5af/ki7lweRaUliWpf/ASqKIFJW5kFn0XHxq7ezaO4hKjYAVARs2YXc2/VVnpp1J9GxFobM/5DiLbsxNW6AKTGu1v2r43DI6HRCZaq2Hz/VWdpqMPaDKeiT4hh4cOlfeq9v3+96zvsc61jCDF0/VEHgon0/0/T3r098cTXjotSWvzwp+ohQaqp+Jmdt4lh4c1waA3p3GXvjemDNKMShDaAyQ0eUWLZLAaGEAKcVl863IvzhlDIOHimlZXlE+WP3NeeDrw4THKjhtpvqDjoAsNk8yIqKRiPgcinkFTgJ1zlxZeVy377H2BXViUBnEVe9fkOttsmDOzFtUAdUj4cP3klg6apyWy0IbD6m0Bso0wXwS4e70ChuPIKGoYO9KZJNB3em3es/s8gNgqqiCt7MnF/CetF4+qd0vrwzD93VnMEXxWAyamjaKKDW/avjdCmIApWaoH7qxu+UAo4cK2buvHScxggEVeWKgTOYs+Sa8z2setGnXzxL+8XXu52gO3nEQl38Pvdynmj+By2ytuDUGFAQmNv+VpwaI6KqYHCVUpRtpUPRTv5MGuR1XnmcaBU3YbZs+mWvZ0lwPNTY9dq8vYhbr/P++46Ht5Ka5vW273pmJz9+3q2yms3yZ78mdcMBrvpuIlmz1lCW68KqDyYoN5c2ARFAHLqQYDRmA61ztqMNt9Dz17oF6ARBQNLr2LD+KE6Nt+KFglCpr/LhJ/248gYTdpeKXiPw+eNVzoABo9qybNYOVucakBQPHY6t4I9WYwlcW8CmxrfzwtEvaNb41ILMx6b/zs7rH6r83HPPfEKa+sPU/VSxrscoKt7UzRddS6x7/3kdz5lwtX3LGbV7csKJJyx10WtUV75t0ZmQ/d7Uv+zAePoc+p3wsiwQIMBZRFLhQQpMkfyePA6nRo9HDARBIC8wDr0+GFNxJrbg6HI74HU4p6RWpRi//ekhZs33RnDt2V9KcLCWgX29WgdpM+Zx8IUPaf7KROT23TicWoaigBMoXy8iyxAUoKG0zINGEnj3xROXfJb0Opx5BRQZw70pMCrIgoRqtwImAls0ZKkhHi0e7r+/dWW74CAd/R+/miMT96OTXRwNa0mgqxjhSD6PdXyaVzY9R3SkuTIc/kSUFZVx09Af0CoeJMXDoEviueGFEfX6b+Ln303f4SsqFz8Ll+UxdGA+HdvWnS52obJw4fAzanfXuBNvmtWFTity0+govvkpl4oFXXRJKjZdIB6NjihbNm5JT4o+AcnjRNZUfz8FckKbML/RcEbun47FkY/X2SORLoZTZJUJtWjIWbiSfTdNINDjwfXHHL6xvcs9k7ybcpk5ZTz2/G66dwnlrhubsHB5Dk6Xgv9zJqYAAQAASURBVNPlXTgZDBIut0pIiJaCQjeqqjLu6gSM+rqd1hqNd65kd6lYDRZMzlJKDCG4RW/02bDB0fzyu9cJ37t7GJbgqjnnY388ws1j51NojiasJJ3Y4qOUmsJ56dJ3uWvyeFp1aED4RT1O+UwvGzyTEo0FAdBKIkvn9K/XfxM//25WdRuJ/WAKAM6UdJa2vYyLdpw4/e1C5M5lr3Nn5adT6N0J3gpyAM3j67/GG3V4FosSLkInO3FqDBwLacpvbW9BFjXoZCfdD88jsjSD3GYjsBksKOWpuQCo4NSa0XocuKvZLlWFzdsLadk0iJJSN/c8tg2H0+v+2n/IyoyvvM5tRVH45K4p6LRw6wc3MndRJja7NzLV5VZo2siMUlKCPiYS2ZpCp6x1hPToQMINV9b9KEQRQadjwepioHbhqjef68D9T+/GI+qICZPo0b1Kl/j2xa9Q2PwO9oS0JcieR8fjK9Aqbo6NvImNV9zAXTMeoV2y5ZTP894HV8GyZZidJRwMbcmPK25G53dO1YnfKQV8/+0+XJKhXHFfQlb/HT+Wp8ZO5XCOwC1jExh4q2/kQ7NXHoZSG80eu/MErU/OS3vepmjjTuavKWTzt8twaQyIqowsanBozeQExJEe3BBF1KACqiByPKQpJYYQWqetI8yeTb4pAsQqg6lWc+9nZDsq/+32wNZdRVw6IJoXek1iWUA3BDWCOcNn07uxgiyEEegsRlLc2PcehH7JNH7kdhS3B0Ej0fzZB5D0J07sVhSFr7/ciaUsG4fOjCxoCLOlA+HodVoW/dyXzGwHQYFaAsy+r8xzU67j4za3EZS6lzntb8OqDyIrOJEwUwZOl1J3+fgaVHdIAaxtNYShZ+B0mPrNn0yeloUiSPQdFM+zE0+80PXzz6L6r+ivi+H8e/n5yR/Y8vtOGndM4Jav7/I599qklixfW8S9NzfAeAbRgzftnErpnkPs3JzBtqcn0y5zg7cMuqoSW5yKAixvOoKs4CRkSUv1p+rSGGjsOEBQ/k6QJA5HtifMmkFhVFLlNbv2+kYprFxXwMC+0eyc+BLH3p0CwNYRd5J+80QUpSqkOyPLa9cuHRBF6nEbOXlORg6NpWXTk0dSLr/sLhIKVQ5GtceuNRNZcpxHPxnO5m0b+OD93pRYvSk3NVN0Ot87Cs+835m3X0eQs5iEwkOogoDW42Lpe78z+MlTb77cNfpnPFojJdoAJNXDkgWpjHterXc0sc1m48aB32HVhxCpLWHyolvq1d7PhUvN3fgvpqbwyRv/LKdUTdasTuOFN/cSEijww9SBPuemftyJyT+mMe6qBiTEm0/Qw4m55YbWXDHUyZ4DpTz16m60shNZCkUju3BqjLgFiaKQpsiauuctuZEt+TLsKZIzN9E9dRE2rZlFLUdzffkrmbdkLaLswSNKaGUXOUvXw6QB5BdYufoWr7P+cGo6i5bnYLVWpQWVlmvVdWhj4fJBMWzbWUS3TqFcOzLhpN9n81MfonHbCLLnU2oIwWLLI2T4QMDNvbc05bZxzSgpdRMTZfCxGyGx4Yx/rD+vf3iANpkb2Jjk1dApNEVw51N7Wfn7qfXCVv+ymRKtNxJMBVyKyopVmfTrc/rRtRX0HrKofE7qYfEv/TEY6r+g93PhUbJtr89n+74j52kk5w67zcbzg99FcclM+PF2ohtW6RXP/6EXX31zgHZtQ+jVs/7BCsHhIVyZs4ribXuZ+9QPHC2yIIsaRFXGJekwuG04tEZcWhOqIFJzVqrDTbO0PzkQ0QanIRhZ0JRrmnuvO3jEirNaFb2cfCdlZR4CArRcefEP5JsaAALz+k/FGVe1Kelxq3hkCIgIpeljd3Ls6xmYmyTS4kXfNVRNirbtpueWKSzscEflMa3Ge//WySEsmdmP3DwnEeF6H2eRIAg8sPR5ljbqj6yqlfNwnerm0C5fndEToSgqLFtG96MLkBSZBoUHuX50DD/NrH8hjfv6vc1hqQF6VxnPvDuQ9p1PHj36T+Tf4X05Sx6c0AqjywqCgKjKnEHw0AXHXZdNZnlpAseN8Tz7q8yhdQd8zje8fWydDimnS+Z4hs37Ip0EQZII6d6eUff2pento5AUN4qoQVAVdB47WsWNR9JVupk8ohat7KJMH8SemM44tSYsjqLyzryGqmFC1eKzSZLvRC8+xntum5DIJXt/5PqNb5NYuJ88q4qkynhECYPqpsEwb+UaQ+tWdPj5YzrP+JDA5JPn+W7ZWUSpx8DR0GaEFx8jsjiFT2ePqfqugkBstLGWQ6ri3PU/PkKeKaryu6oI5AbGotP+fe4DRVH49occHPogXDozS5fm4HTJp27o5x+BXK0ymvIvMNtzX5vNjBU2toV3ZsFBAx9f+77P+fbJoUy8u3kth5SqqlgPp+KxOzgVga2a0OP6PvT7+hmc+gAEVUVARae4AIEBB39lyO7v0NTQ37PY8jgU1YEtjS9hf0wXFFEiJ6gBump/GPr2CEf02DE6StC5SmnR1GuvKhxSFRh+muqjFVwhNmwxwyN3JPHOC23p0z38pN/DZvNg3XeE5jnb6bV/Fv33/cIjT3cjKrZq0R8WoqtTMwag8/T3sZuDkRQPKl7HnEfUUKw9ebh5BVaHhFvUolHcKIKEKoqVO5f14eaB35MZ2oxScwRHtA35/FV/+eR/C3qd79+6pyc0O08jOTfY7Q4effUQVo+W44UaBg3/w+d8ZJiBJx5sWadDKifPQWHxqVP6wsP09O0RzmdvdMBs1mBw2xBQCbVmYtMH4dEYOOEWhKhFr7joemwxOtlJiD2f5pmbCAryRifFjBpCsSaYrMAEjoS0QGjbHoAX3j7o001unttn46wiBUUAxl6ZwAevtOf6qxogiiefyxz4dTVtcrbS8tgqmmZsolOCi/uerRJpDjBriI021unIHnZpPBfFlFCqDwbBW5/GJelRhdPbMy/cebDWsbUb6l/luvfgRSDpynVutAy8enm9+/BzYRJ1zRCfz2FD+p6nkZw7nu00iVY75tN670LeH/yyzzlRFLn7zjZ1OqRcRSXYjqXXOl4TTWAAYX26MGbao7RsoEGjuFFFCb3bjkfUsKzFVbg0xpoKwQD0OTCb7qlLCJAdyKIWQYCY0lQ6t/NuvrVqHoS22uut14OkEfHIKoKsMmbTe9y4/lUCHCWEhVbp/QUFaTAbJVRVxTJsMN0WfEObj55DG3LyTb0jb3xJx5wt9N0xFVF2EeXMZO73VZVCdVqRuBhjndFLxvhokj9+DrdUNb9SEHBqTLWurQuHQ8bksiIpMh5Ri8FtxZFfeFptq/PZHZ+yw9yGElM4uZZEnpy4pt59/BP4569uzgGBgYG8+HJXwpUiWkQr/LrwqlM3usA54gmp+iCIzPp45SnbpGXYGHnZLG4Yv5IrLp7Onk2nNlx6vcT997Xj52kDePCuZtzcoYw2GRtQBAmdxysQrvU40ShuygzBOEU9BQHRlSko1XG6qsxbWaG1UowdVaWgyJvK1zhvDy2ytxJalk3Po4twFRYgBQcSLNiRYmLRhVh4csJSnur0FBM7PcvuracWSRYEAbNqR5S0ZIQ2I7lnI4xG3SnbVRDcuhmZHS4mruAAZmcpMgIoymlHEkixkb4HQk6d8leT7346Wj6J9aKKEk6H3yn1b+Gi/D+RI6PwREQyoODP8z2cs+bPX7dg1QdjdFkp0weTsivrlG0Uj4cX2z3Eg6N/4u5e7/HJhBmnbCMIAv0vasBVeStp98WLJE9+AxUQUTG6rDQoOEBiwT707jLMzmJMzmKKTRXOHoEyXSA2bQBl+iBUR5UjLDzQgyLpsesDcWkD2LQypaKJD2FlWQQF/p+9sw6Tq8j68Hutfdx9MvFM3D0QgoYQggV3X2xhd3F3WFjcF3cJEhKIECfu7iMZ92nvvvb90ZOZDAkRCCR8O+/z7JLuuSW3bvfpqlOnfkcmVvCSSi2d2kfx0/vzGXP6LMZMmMOkZ3484D1ouklZdh9MBHpWLqOPsZO+Jx98FKQc5aLvcd1YlD2GiuhsSmPasaD9KZx524kHVf76m3vgCLmRDJ2oYAO1SgwO+6EJDuv+AF7b7t8kE1MQWTK34JDqaOPo5aevRpKXa8eqwCN3diQ9/dB/w44m5sxpbY8CxsE5SK6+bTlnXLaEcRcu4uTzFhxUma6donlz+uU8fXcXHrgmnTASurQPB7NpRP7XjNAkl+DDEfZgMdTmOUd0/+44NQ9ZjTvpULeRzK9eBaBfz5hW8yowiY9TcFl0ErRaBveOobDYw3VDn+PBvrdz7/kfNmep2h8VfUZjCCL9KpYwumgq1z9/7gHLNN+FIDDu3G7U2JJwBhsQDR23NYbbrkw/qPIn3HwSzt0bnICsBrn2ys4H3X5LwV/sRuttour/X+j/wbNkXjMRwWoh9aLxDP72jSPdpd9NinsXoqEjYJLmLj6o7+nKV7/l/kH3c8vpH3Jn11sPqowtI4UbJt/Fay8N5ebrOjOieg4LO4yNOGkEAQGwan5sYS8CBoN2/EBuw3ZkQ0U0dGyqD5vqxa76SEyIrFHsNgkjFG62QwGfjqKISCIM3/E9WfXbSPEUc8LmT4lyijitJun+Ynq3t6BpBleN/YgH+93JzSOfw+dT938DgKtTHggCw8oXcPvMG3n2PPmQIr3TzzwJxQhTGp1Doy2eRbknEGc7OC1Bh0NmU0ofalzphGUbqzJHcN71h645tnJRDboos1swLGg5uE3FvxptTqkmBgxMZ9IPZ/L62/8/MhB1VlpCCwXT4Mwbhx2wzDN3zcRjiaFP4U903bWIVy98iWXLDy7zVUKclTPHZnD5I6eR4i5GMjQUPURGw07yy+bzyp1ZfPLuSPJsbmxaEIsexKK1jna48OyWEPGSytZf+E8/jyxgooIN7EjoxqTe17A2YwjexhA9135Hh8LFpK2ZyT0nPEvsl/+lX9FsBuyYwQcXP7/P/t59w49cfdYXNDT66JUfy6nndqddoslJQ6O588kx+yyzP+q7DcZjT6RT5UrS3YV4HYloHu+BCwInFc0n94V7wKqQ8o/LGVt1aNkyALp0iiYqENGXABN72NO8a9rGX5+oqCjGl87j9LL5REX9tRd8AEPOGUh0oI6g4iAqWEd2rwOHmBdPX8yGqHzkUAAzHGL2oloeuf3gdCEki4XsS8+i3fmnUeGKtGXTAkSFGoj3lPDAWQrvfXQiQ49vjyEqIAgkuktI9pTgUD1Yw16O6dni9H3vP0vY0wO1aVMDAGJCHL+ky4YfufqH27jkxztZPOpcHvhMJSzaUCUrz8627nNi+MYrKzjr7GksmFNIdJRClxcfZO2pN1I64RqGLvvuoO55T/rGe9FlC1/2u4FJfa6lwZnMvNtfPqiyY87oxdPvjcPuMEntnc23cy/6TYlA0hp2IpiRFPIWLcDdzxy6nW3j6OX9Fwfy06RRHDP04JwJRzPHHpva6rVdOrgNno1bfU3/MvF4VIaPnX5QCz9BEOg0pjf9zxlGTbtfOJxNk3M7VPHVu0N54aFuTd8h8FujWJI7hrLYdpS7MlnTc3xzkY+enoWyR7auuNpCACaeHrF9Mf4aUtzFCIZBdLCWjMIVdN8xlxX3vMw957zFsC3f0HvXfHKmvcfSH1syCu9mxZJdXHz6l7z670jmwZMfOI+1F97PzjEX0X76JGxpyXuV2R+h6AR8rsTIIts0QJB44b9lB1XWGhfL99+eQB/LLtKtHiZ9OpK42N+QMMZo/Yzt0oGjcdv469DrpYc4xbuOfm8/daS7cliojM1BkxQMQaIkpt1B/SZ//fwsNiX1JsZbgRLwcF3Xe/B4AgcsB9C5fRRnjs1g2D2XYOwRUGCaBifXz+ajt4fw9XtDSA5WYQgi9bZ4wpKCKlpwBRooiclrjuY2DKN1BmZBxO+PONVj/DUEJRteSzRKOEC0p5zrvr2Wi+c9wuDHL+TJkfcxaOkH9N41j/5rv+aJyz7Yq69er4/zL5rNTTdFgjFyrjuflAnHY8/LotPDt5Jz+dkHdc+70b1+ClO747PGUhmVxbbUPuwSDt7GfTf7XMqu/AeTB1/Hpe9cx3kTDz1LX5ZYjVX1E5l3miQ1Fh9yHX8F2jSl/p/ywpTLefyCt9lSbnLlhXm0G9j1gGUcQoheRUtJ8Fczu8tZGKLER5e8yHcXns3Dd/Y56Laz67cwfPtkPPY4Muu2Y3/sMTod0xOANyZfyPzPljJ3US0/bm+aOJgmkiiQl92y2LapfvzWlpDMc0dEFoSrM4ZSFZuLKUjsSO6JNVzPAH8DazOHYyKQ4C2nU7AeQxQRDR27v2Gv/l0+6Dn6Fs4hWw9x56gtvLr6Hq69tD3X7pEBQlUPLcro3NOzuH9rX7amtqSKVxu9yFEH583Ov+4i8q+76JDa3JMBfRKJi7NgqS4C4N6XRhygRBttHDlOuXUsYf83LJ60gvZD2nPVy1cesIwrNwNBW4PXFkN1TA4hxcHipfWcOvpDvplxAbJ0cI6ScOeehFdVIxthPNY4KrqNZMRVkc2IB/7VnZOPq2P+4koWf1qIzxaDpGt0ql7NpXfd21xHZmMBlY6W8/xpemQTIKpPV6p+WoEhSoCJRQsxaMv3iE27WxmNBeSVLWNHxqCmkgKG0Trnw9VXTmdjhQWwcse/C3lE0zl+THuOP/ZvB3V/+yLz3LHEfvMl1THZmIAhKrg9+097vyc5HVL4bMrBRz/8Eslh55KzU/nio5/wK9F0yhHJ63bygQu20cYRwGaz8Z+HunDvI+tJiFb44O3Rh1DabNrMFkCwMGb0JL6YdCrxcb+ua7knF56VwxvvFTTLGnSoWMm1n16DHGUjJSmVj9+IZtLUUr77roA1WSNZmzkCixbg6fNbjhLuDMURi4jYlEer1hlxslksFtpVr+fkjR8iGxobUgdQkNiNkYXTcYUaCUtWZLUXih4mJNuwaCG2Litm0Mk9m+tetngXn1/6PKOqVlOxOoublxfx/KcTueft324f+vaIozImC/bQcz2UpGGK08GLk377/Ang3VcGcen1S0CUEMUgMyYfuuZLG238Wdy/7AGeOOk/aGGd2z+96qDKhCQrHarWkN2wgwx3AQYST/RuYMKXD9O/z69n6NyTISd3IfqlTbidSQDE+qs5+YN7ScmMrNdu2fQ6P788hbeXWqj1RWxSVUwOHdq3OIoDgaaoz92yFKZBdFRkE73BFkeKrxRB86GKFjr/8DZykzUQgG4rv8VjTyAs21D0MN6S6r36eOOxb3BMwTSCioMz1u1i0uwL6P/Ziwd1f/vClplKdlY0z8Re2KShZdKxctVBlxcEgccfOXBgyP64fe4j1A98kJroTCxhL2+svvt31Xe00uaU+n/MnR9dfkjXP/jmBO7uupDl7cYQUiLnZddlDSf9i1m4b+hOdJSCphkEQwYup0xVQQUzP1vHkAm9aNe5xWt8/M7Z/Peke9GDIt47HuOKS3u0amfExIFM2bgC8DS/Z5o693e+AbcSQ3KihfHZaUyqlAlLVrrWrmHkhNsAcHTpgFm5e7oiEFai8VpiMAQRydDwW6P4vNfVxAXrifdXEtWp3V73mVe5lgRfOYYg0qt0ITu31ZLX8feJsh43Mpknn9+EPxTpm0MIY8tIOUCpw4cgCHwwad/ZJ9po42jk9HtO5/R7Tj/o6xO7tSPGX43blYrfGo2AiduRSIyngrUbGujbMw7TNPH4NKKcMgFPkK8/XkdKpzTGjG6JwrxmwTM8fd7rVGwpIzzkGF58fHirdgb1iycvy8KCL1Yha2E0yYKsq8zsPhZrWRHIIhe8/zbKvZPYntKbFHchT3wXmRT2ePlBvul9IXJTpjq3Kx5nqLH1fXjLydj0BRYzzMqOJyL9wpm2sVxpdQzwqRe2ccyYQ8tA+EucHXMZ3jeKkkIvuqgQFapn5IOH9vvwexlx58WMuPNPbbKNNn4zA/qm8uOk1ANfuAeZaQolZa2jvEOOeKa+vYQLb4vo2Hh9GjariCDApCkluD0ql56bi9Tkmb74nFyqq3ws/3QRHfRd3PzKWa02t7IyHNx8VUemfLkZ5MhyTcBk0Vs/cetbHgTT4OkH8nlixj85YdNnNNgTSHjs/ubygwqm4wo2gCDQo2wRFdFZWLQQIcmOYoRxqD4+6XMDrrCHJG8pj91yXKv7ef1f3zGiYhmCaZBbu5myTbmHNEb7wmGXeO6hHtxy74bm9/52ZYffXe+h0KFdFAt+aIvebOOvgcPh4KF5h+aYuPA/5/H+TR+R4S5E1jUEVLpVreShx1fw3ecRDbhgk+yHzSaxdHkVy5dUcP5FnYmNjjjVnQ6Fux8ewnP3z0WXLFx8+wi6dYpubsNqszD6tgk8OWFWq7YbShqYokSO1WZccgaDal0sjxsAwMksByKOf4cRRGyKBrUYYYxw6+N5piCyKn0Yw3Z8T6MjmRHXtd7cqikoY3DBdJwhN1HBerqVLAYuOKRx+iWCIDBu3lt8NuItKqOzUAyVXrl/7vFeJSaKZ7b8+09t80jQ5pT6H8G9rYCpPc6kMTGd1JevwjCMva6RZRlnsgN72Nfynq7itkQhigKlFQGefmkrxaUBXLvWMWjNNwgIfPMfhYqzruHJl08CIDHZxe0r/7Pf/pw1Np0Fyzc37wam1uwgvXY7vbxlBIocmB0v4fXH8vGW19FrbEtmhbxOcRRU1rVUJMgoepDoQB1h2UZAtBK2xVJpi6Uyth0n9tpbAE8TI9m2RNMgLFnJbrd/kbyD5ZsPhzNp8i7C/iATTs/7TUdc2mjjfxFdNzjt+C/AauHqa0Xqi0pJ7pC713UPzbye2077HAETEwHJ0BHNiB5BMKjz3BvbWb6mHpsZxLV8PpnuAqak9OfRhHbMmnISgiAgyyJ3fnHd3p3Yg8QkJxn12ymNa0+0rx5XqD7ikALQDKovvoK7N8+mYMEG8sdPwOqKOPGjc7MoiWtPu9pN6JLCzsR8tOQ0Bi3/GMnQKYrvyPK8E9EVO2AypnEe0FrDUDZVNKHl6G2vjr/hKMo+uPSNq8mYWULRliqOOXk4canRBy7URhttADDhkrn4GoL87XL48IP1XHb53tHjn74xlOGn/ATiL/QybZGIgU+/3sW308pRVZWKqpZIxXc+LWHml0OxWSNHWm67IR9uyN9vf3q4N7A6phcmkF+6mG+S+zK85HvSGwr54MpevL/0fmbMPYmxvWLJSG8R5TUkqXneZQoivcb2o+DjArLrt1NrS2Z92gDqozOoB0qSOiNbW8sAJHZIQ18vYw970SQLgnh4VED690nipSd6M+fnavr0jGXUkKTDUm8bbfwv8Na7G/n42wpuvhQuvGQun328t4O15wl9qLVMRRckFCLOc12QMKWI3Vm6so5X39uJ26PhKSyiff12QrKdb7/cyH2PjmLY0EhGy2HDsxj204X77c+A9gJzNre87r1yUvO/S9+bxENlC9m6opSYBAd5A1pkc3RnNGZdZF/OEERq8wfjrC/HpXowEKmwJnHstq+RMFB8ZQxJ8bAndhmCioPoYB2mIBCUD8/8SZJEnpl0EdO+3UJ8kpOTx516WOptozVtTqk/GdM0MU0OmM3kcPNN3/MpTenBys4nciFw1ckf8PrUy7DbWk+e7px5L9f1vp9sDIKynbyqNWTdcAkup8x308rZst2Lz68xePNsYkP1CKZJWUwu2swZnH2eQk6mjSefGIxhCsyaV8nilfUoisiy5VVY/F5OPacr9R4dw4DxPXXWLC0j1WUQVzqfFPcufKKdWmcawnc/UjWmJ0Mntg55HH9SJj/NawrXNKGzezP9KxbRb9dcvNZYPu13U6vrf1pYy720ptPd17DpsTex6CFCo09Cllu+BtfdupiaRWsJu6K4/IaDy65gmiZvDP87emk5Y9/5BznHDjiocm20cTSi6+Ze0Tt/NFdfFNn1iiS4c3PBrVt45/VkMtNafweTU5KJKVxGumTBZ4vFEWxEi0+he5dolq9pYPGKOhoaw/Tc+iNjtn+LaBr0LF3EJ/1uYtxF84lyWXjmwR6kpzhZubae6XMqEQRYs76Bxjo/w4elkJpgxSwuZOLZ7Vj8yc9YRIP0hoiuigFURWVhCvDjTS9w3rePtuqfIAisyhrJzoRuaJKVorg8RFc0i47rj1UNYA25mxxSAAKzXUN44Bdj8eGLvTnvxnWYooRLCPL4Myc1/23u9xt57YGZWLQA2d3T6H/2wTnUH71nLotWNDD25Eyuu6nfQT+XNto42jgS9qmo2Ien0se4rR8CE3E/8jTLOz1O/+E5e12bJOtU62KT48fE6S7jnIuH09Co8v3MCiqrgoTVvQ+nnXrWLDqJNZx76whGjsqmoqiOyT+WUueF2tJ6qjcW0D7TRoexg9lZFGDQDafR4annMHw+uowbiHtBMV0rVrA2bTAO1cf9xz7BU4vv2WtzbGuXMUSvqkPUNZbljqGgwIWv81k4Q40keMooTezWfK1pCtTW+MnIaJFWeOj107l13VZSqrfjdsTzxPx/Nf/N5/HwbeJIGp0JJMs+5DfvOKjxnfHDdp5/cQPtsp08/8poxMPk6GqjjT8bwzAjCRz/5E3pd7+sbM74XR2QePr5Nfzjpp579eNf/+jF+w+UkV+9MhJ1lDaYh+6KnGb59sdydpUGCIYMxm3/nqz67RiCxOJ2J3D/PQqOjDRGD0/klms60eAOM3VGBdsKvIRVg5Vr63E6JM6dkM3OIj95fXNx121iRzUM6GSh/7Q5ABTGdMDtSGBdv1u5ce0rOGNbZzC1nHwypZ/W4Ap7KI7rwNL4oUwdPRhHsBFXoI4Jq99AajqWLJs6ix5+h9NPaFknOrPSMXr2YOOOVMKyjYkPtI6kuuiY17DXVuKNTWbiPw5O/7CxqoZ7J7yHaLfz0NdXEB11cEex2zh02pxSfyIv3voF1d/NJs5fTXFcJ/6z4dEDFzpMBC1RbEnpS7ApjWWNPZmZc6sYd2Jaq+sUu43H3zyTBWffSqkrm+NeuImuY3sDkbTjCE1JWwDR0NFEmZhALeuT+1HZaFLVGODsMZ8Ra1OxVpRSEtcBryUaV6iRkCiz/KG32Jg7krBiJzkxiodePZ2unaJ5e9QazEqBksQuZDXuQDAN1tzwOEPOmdzKqPbtFU98qI46WxIIYHPXIISDaJIFp+rFogZaZaGTwiHu7ngjCAJRXfO449tbOP+KvpiXvwK0/uGoqGik8ydPM8pdTENCBnDZAUVK16/YyapjLyYx7MFncbH45KtILpqBPaVtl6+NvxYVlQ08O+oRymPbEe+t4PzbhjDosj9HV6O+qBbiotmtJKJLFt7+qJD7/tFtr2v/ve1l3jnpXnbWOhlxXj/G3T4OQRCIj1WQJAHdgNz67Yim0ZRpz6Bn6UKmJHWjoTHEOVcup1c3K+vXetAlGdHQ6LVrAdlhD95VKh93OhGLrjPYvZVLbj2W7CvOpuSrH1hz7i0Ux3cmOlCHYoQJzFvI+u+X0P3UQa361zOqgeTNsxFMk0CnMylTnCBa8NssSKq/1bUCcN6w1xEME8Gi8OGcy8lsn8z8qcdhmuZeE8rv//E2vrT+hHQVx9K5cPa4/Y6rrus8m3UBCeFGTpQszKsdgx5WueEfgw/5GbXRxpHENE1GnNaSRdjhgOmfjfpT2l67qY60xkISvRHx7URvGV888xPd+1+C7Rcbe5O+PZ5b71nBqjWNdO4SxfOPnYfNIhIKGzhsEppu7r6hVuWCpoX1egqPPrKKhV8tZ8HaEGGLEwyN9tXrSQq5KamMp2B1Cdsz+vOTInLiVbfxrxsiR2LeH/QCq9MG06F2E9HBOkKVdv5+WgbPTW59THfYxcN5xdEFEDBFEdwqSFYanMl47HsnarjyuoV4jEimrU9f70tmehQvLbtjn/bp/czTyTT8RHv8eF1xB7XAuL7XA3So3sAxosSW8l6cPd7DV5PbpAja+Otx4YjXKYzuBAIkNRTz9YJL/pR2vT6N3QLYu5k8q4Fxp3jp0rF1YpyuF5/KuaVVTPuvH3d2N+5+52IScyLyJcmJVnTDRDANEnwVaIKMYoSI91UiJnanrkHly+/LmTm/ioZGvdmGRYUayKteh9sWx9sFZfiikxAQ6NIxlU9e6EG0S2HKC9CoRKPJFnLrtmAIIs/0uYX7Ct5s1b+Jj57FuMI0RIgIqvsEEETc9gTc9r1lVraWhHkj4QRU0ULuo/9k7NWj+Pu0B/Zpn24e8x+8ZhJVqWnkebYe1Ng+ff4rhBcuI0sLsjprJJeM/Zyv5/0+/bo2fp227Yg/kcIfV9C5cjXJnhJ6lC3mn73u+lPa1XSTclcmcb7K5swthii3TI5+QdLIgUyoXMANOz6m69iWxctxI5M59/RMXE6BtRlD8Vui0CQLG1MHsD2lJ6YgYggilpCX4YvfY+S27xi79l3sIQ/1jiS8tlg2pQ+k947pOBvLKS/3c/UtS/n7VVO4bM6z+E8YD4KJaBpoYsQYTv1ifau+VdWE8CiRYyeSoWJR/exI7E69I5nyqCwCko1mw2yaZFetZVX2MSzLPZ6NFRKb15UCEWfULw3Ws0Pvol3tJhxhL2kHmdlgxth/EBeoxqoHiQvUELI4WffmtwdVto02jiZeG/ovtqT1p86ZwvaUXnz36MFltjscDDW3tk53vo8JxW5s0S6uW/gfnl7zCKfdMaH5uva5Lm66sgMZaTac/sgR393TtG3JPVvVsX6tuzkZQpK7mB1J+azKHklRYlfSq7cRV1vInKjBXP65g2sGPE3mmSfT6fl7CMh2JFMjIDuQDJ13H/tpr/6lrJpFTKCOmEAtp619E0lXm+/JqqvkVq8DTARTZ8COH2i0JVIS14EyRwYXn/F1cz2/vP8Hh91JYWI+mqjgs0ZTmLi3w+6XvJxzNsn+cmIDNST6KhlQOp9p00oOWK6NNo42vpy8o9Vrv/9XLvxDkKh3JBNUIrv6QcWJOyoVYx9TKEEQ+M+j/Znz/XG8/u+B2CyRabbVInLnzZ3p2TWa1PodtJLyNs1IenXTxG+J4qeNEkFrNH4lCk1U6FG2mL675jKgaBauYAO6bhIKaHz3YzmjTp6GaZo88sWFVMS2w676CMp2LHqQYGnlXv2bO6sEU5Aigr3mHt0woX/hT1hDLVmD7cEGvLrS3Mdzr1nZ6j73ZMFXS8jwlzTL4Tn1Az+gD56bR4+yZaQ3FpHZsJPO1WsJHkSK9zbaONowDJPC6I5NEZIC1bE5hAIHl9nu91JSHtjLyW23iWj63jItAL3uvJx/bX+HR2b9k8ScFu3bS8/NYcyIZFz42ZA6AEOU8Flj2JbcC7+txWHd7JAyDTB0hm75hmE7pjBm8xekuYuIaSgluWorW9dVcs3x77B2wUZO8q6jPD4PV9iDJsqIpoEA1NW31uCbNqMUBKk5w5895CG3egPR/lowDSrs6QQlGwYijdY4OpSuJNFXToq3lK33vdBczy/tUygQoMZrpcaVTkBxUZDU/YDj6vf40X5eQl7NRrLqd3DM1q+pcyQcVEbVNn4bbU6pP5UjozEkSwJJD9wNukqiJ+KUGTk6hzEjDy1trywJXDIxh/xYL4VJ3fm834181ed6luWMRjFbstUlu0uwqX4CihOn6sGp+YhIcQoYooRXjsLtTAFBwBRlVpbICILABZMfpTS2HR5rDKpkZVXmSF7+vIbKmlBz3YqgIekhwMSihyiPy2NJuxOZ1fksiuI6IcgyUcEGnKEGcmo3IgsiqmRF0UN4bPF8cM6TQOQHZE/D8vprawg5mrJPCLB7pnagEFy7Fpl4mU3FBBO6XNO2y9fGXxAz8n/m7hd/Yvj5BbeOpG/RDBzBiDOpR340F5yVfcj1jBqayNP3dSPNX9a83lIFma3prY/UyoaGRQti1QJ0qtnAiO1TsKp+Gu0JhCQbhSk9CFmcBBUnWxN60NDgp+P1F6HKFmqcaQhAYUIXlsX2Z+HS2lZ1KyEfgqkj62G2pPbHECVEUwfDwG+Po3Plam6dcRM3zvoHbkcSbns8hiijSjaKghFB48gx7xb7FAiGCVYHiPdXYQoikqkjGwdevEmBAIJpNGcDNBHokd32s9/GXw+L7c8Vlt2T/C4xqAlJ/JgfEcxdPvxiLrhhIA77ofWpXbaTFx/vjU0PYgt5kLXIf22hBkRDwxAlJENDly2oogUEgbAlikl9/0ZpbB521YdFC7CnfdYlKxefMYms7HgcvfIpSOiKAFS7MihI6MYbHxS06oPUUMOv5bbrWL2OU9e9TaKnlJTGQhI85U3ZppowTXaVRJxWxi88cl/d8/UhLyg2ztqEZGi7f3qQDA1nyHOgYm20cdSxr+mSuS+v9R9AdoaD7p0VaNIKlkW48KzsVgLkB0NMtMLdf++Cq6GSZTnH8WXv6/i87w14FCcCrR1cVtUfyZ4nSszsfgFr04di0YIkeksRNZWy+A6EZTu7Ejry5nWfIlktXDD732xJ7o0mWfFaY9iYNoAn7p3TKkBCrK3GEWqMzM/UAOPW/peTN37I6WveINFbxqweEwkpDjRRotaRjClKiIaBVQuQ6tnFo3fNBsD8hW7ywwPuRjK0iB6pIGAexPy2alsFihZGwMQQBGRDxR7ytekF/4G0Hd/7E+l8Qlc2fe8h3l9FcXxnnln5wJ/W9tUX57Fp8D3YrLBx3Rz+eUMnFOW3Pf712wNgc+CzNumZGAZ3X9eO1/+9CNM06W6toN6RRFSokYrobKpd6SAIKGEv6Q0FbElvrWliIFBdG2LzdjfVGd34MHMUkqERVuwIIYHvp5dzxfm5AGxZVYEq2RBMk7CgUONKw6b6CMsO/NYo2rePpnyTh5hAHWHZgT3kxq560QWJDlVrcAY8zJxXxadf7yImRuG2azuSnmpn5teb8aT2pWvlCuL8VVTEdyD3IMaiILUHKe4SZFMlJFnx9xlIdNLvy+TXRhtHgqt/foj/jH6Wyuhs4nwVHHv18AMXOkyknXUyj3RqR9DtZVFtKf9+oBeKovymuua98RPRmM1bALpk4et3B3HGZUsxTZBliPbW47HEERuowRbyYIgSzmADjfYk6p0pLamKAV2UCLob2bFoDeJ5F/LlWhFFVwnJNhBFPvuuhKEDI9/5YGklIcmGYRVptMezIG8spiBGjhGaGuOTiigqjee9wbfjs8XiCtSx52aFISls2e7h1f9uxfT5ufiK7vTrFcfcL1eh6CFGbPuGLan9kAwdzSIBXfY7FlljBrB9/iZig3X4LS5KojL4z3/P+E3j2kYbR5LxJ7Tj6RdbIphtf6KsR16Ok/deGkRJuZfSwp954cMzfrN9EgQBjzUGxdSQdRN72MNNj45h8l0fU6nasRpB1G69KKjabRdMgrKDTan9wDTwWGJwBhvx2WKb6/QFTJaurOX08zrzaNm5WLQgmqRgiArf/ljG1RdFshBrmkGBJQtC+15UrT/2EmK2ryEo2/Ha0oG9Iy1+WlBDYVEhlTurGTO2A2eMywTTxKn50BCRm8r4FAcHkhi+4q5jeP+CNWQ27kAXZHbF5PHx3D/nyFMbbRxOBEEgr34TO+MjEczJDYXYnMf8KW077BL/fngwm7c3UFr4M1M+Hf6b7RNAdt1WaqIyaHQmIRsq8aFqcrrHsWZjxGHcJc9KyYa65iztuiizMW0g2TWbqXJmUBOVsUdtApKpU7axBG+Dj+1J3VmWO4bdcez+7V6KttXSvksiAJkLvmLUtho0USGjbhtRqhePNZaoYD35DevY1Oc0pgYuZGDRLBrsCSh6mAxPEbooI2JQsWwrm+9dTdG0JSQP6kbPJ/+J5LCjadCrZAF1zhRU2UavmqXAwP2OQ06vHCqcadg0H1YtwObkfjx3z+/LhNzG/mlzSv2JXP3cxfDcxUekbVkS6NE1BlVV2bju99WVFi+xbY/IbFEwGDO+C8ee2A7/zl3Yc87l3X9+xtcbLNQ5k9HFiHHUJQs7f3GMBiC7cQcTLrXSsWIlflcqFkuYsNSS8SUjtWVq8+R7ZehNf9NlKyFdRBNkREx2JPXEKAwiWGIIyXYUPQyYHLv5S2RTIyZQS2lOH168bzpZtdsIY3Lbsu58MuUcuqgFzHYM4pMBf8ce9mInwKUHMRZPrHuKSbf3YOv2Wv72/lXYXK4DF2qjjaOQ9LRUnt701BFrP7pnF+yqClNLf1c9wyfks/DpaFyqGxOBjSl9Ga4JzPt2JLvKAkS5ZLRt23nkko9I8FezIvc4QrINa8hHyOJEF1v/LKY2FLG8/Q3U2hNY3vMqbI7EiH0SREAgKaFldfzDE99g0UM4wx7smp/O1atYnxER4ZQMnanlKaTZAvQoW8ycTmegOS2gh6HJpgmmwad3f0nqzz8RtLpY/HERfaunEjCsbE3tS3b9djpWrmFt+iAeW/MYP/zww37H4rTPHmLNm9+y8v0ZnPbMdWQP3H9GrzbaOJpZMPnP0ZDaF6nJNhLiJEoLf39dfsWFKYhYtRB1jiRESeLZebdSVRNC100S4hRGj5sOih0QQIAtyb0pie+EKUTmPLIWbNbPrBLjuPX+9ZFICUEgvEfGqdjolsXpvMU1uMO/Es8kwGp/CqTtXjAC7B0JZg/WE/vMA5hR6RR/U07h9BdIzk1EFSSqorOJCdbiU1x0/+BZytVd+x2HDoM7c+1Xt/LWA9MYeEpXrrt69KEMYxttHFW8v/BvR6xtl1OmV7eYw2KfJFNj9KbPqYjJITpQi+fYU3npyb64vSr19SoZ6Xae7HQFP3S5sHke1GCP49s+V6MqNgRRaI7FFEyDzGAJK3sdx7KsYwi2OyGS+Vy2YiIQpdWSkBSxV6rbw+xFDSzKOwVDlEiP78Spa9/GMAy89njWx/SkriqIPSoTv+Ikr2YjKzNHIJs6zrCHOmcKY/pZ+eT9FbSrL2VzUYAd1k8569+XYVEDyKbO2StfRpUs7Bhy2gHHQZAkHl72IB9e9TpRcTb+/drf2qKk/mDanFJtHDL//fQ0jj91BiHRAqbJlZe0Z92mBhrdYaImT8E7awF5A4ZTHdWrVTldbtJ7ajrrZlMEOuXYWLs9srPQtXw5CzqeFgkLNU0CFoURQxI48djIMcOvvi+muk5rjpOVDBXZ0CIRC00TNwBTlFBFO5pkwRH2kdJYRFixoagBeoR3UFyfxOb0gRiCRHb1ZsIhFU9MBvk7FlAa154EXwUXPXwavvAGNm/zsPDxD/HOWYQS7eSGdW+0ygwjCAJnPnVkHI1/Nsed/hMhXaRjhoV3Xht24AJttHEEyOndkfcHjkcoLMBti8M8+VTs9WXsWlyMt8HHVzPLieqYw5itX/JD/oX4FRcx/mpseoCQxYlFDxI2behWB8mxIhOKI7pRjfYkBEwkQ8PSFAIek+ji1ms7ArBth5vvFnsZrYVQRQuyHsIVcjfrxZiA1xrL1tS+TdGjIrrQeoFoM0MoC2eR7CvD4g5THNeRKVc9xqb8M6hypvN5379hUQP0HpS+O1Kfea9N55MPtoAkc98nF5Cd2zpSs9dV4+l11fg/fNyPNB8NuAJ123b0qFiu2NWm69fG0cvY09vxzfflhGU7TpdCRqqduYuqEE344vsyFIuII8aJ398SqWSKMl5rDKKhI5oGihHGHiUztH8c0+bURC76xYJJFOCROyOOaK9P5fGnV4NpYd/szmLzy0XXHu+ZBkV3Pk6UqdKxei0N9kS+GPsvhn7+H5xhL1uTumMLB1CTUjh7ZFfKf9rFwqUVeE84GVSNDvfdQOd7bmhVe3rvDtz3TYffNI5/JV56dR2fTq1GAL7/sB8xMQeXObWNNv5sbv32Fu644EtkQ2NddjfuvbYfS5ZXIaPx87cbKWsw6ZWfxhmLXuS7/tchmjrtqjdQHpeH3V+L1xZLUHHgsIkcOziRztMXA2DTg5iChCPsicidGBq3XZZObIITwzC5/Z4VGPYUNElB0cLUOlJQRQWrEWZdQjdqo9IAAb81mhndziPFU0Kiu4Qv+v6NRG8ZAYuL47+fS/+yBQhAYqCKhtfeIHTn6cRrdZRE51JviydgcXLdq5ewZtUc1mxo4LPbPqLGI9C9vZXbPrm21VjYY6K46vN//OnP4M+mtKiaF05+ElHTGPqvcxh35dAj0o82p1Qbh4woisyccgIFxX40zeCdT7ax8qH/0rF6LVWudGSfQJ8Vr5E57hlKQg5aJjnmHqKaJg/9szM9eiRx6oU/o+sgmDqdK1awNaUPMYEa7IkxPHpnPoIgUFru4z+vF4CugmxBMlTyqtYxqGgm69MHsTrrlzuoJoKuk+wuREbD6a9BkxSWGjmUxndsdmQVx3fmpdc3sTycCVmZSIZKwB7HR1OqOf14ePOq1yiRMiHvFAbtnMaL7S/k5oKP/7SxPlo45rSf0IzIrum2EpUXX1nPjdcfWCiwjTaOBPfOuYeqmhBVNUEcu7Zw71nvsjl9ABY9RF7JFnaUx3NOr5H0LFpIRUwuVj1IRv126pypAMT4axjTP5kJNx7D1lOewQOkuHfRo3QhK7OPBUw0ycKHLw1o1pW57JZViNGdUbueS6MjiXh/Jf2K5hAVbOCnLmejSwoIArIWptGRiGDotK9ejzPUSEFSd9z2BEJYMCWlWaw4zV3E/OXprCrehqq40A0LfmsM6ystvPr0IvJ6wgtTAtQn9kLWQ9x57qd8tPjI7dYeKaZc8CBRq39GxMT0VfDfrNO4Ytd3R7pbbbSxT275W0+uvLQbBcU+4mIsnHvN0r2uiY6SIiKVzdpyQiSjqCBiD3top9Rx88OjKNjlbXFKmUbL0WPT5JmHetIuOyLOfsnlczhx2Vt80/tqEPcx9W9uZ7cTykQ0tEiW5d0ZjQURVbIT492FT3ERF6hhe8IoHnhiA8HuFwJgUX3YnFYe+vcWhveBadc8x87eN5PWWEj44dfIuPQMXJkHl4r9/wvhcJhPp9QCkaPcYy9cyYLJxx7pbrXRxj5J7ZTJW4tuYssOLzHRMjde9j1+3YIq2Yj211DjSmOL2ZfLA9/TtWIZu+I7keouwmOPp9GegDPkxmKEeOTx0bTPcTD/zki9WXXbSG/YQY0rnURPCRcMl+hzfiRi6fX3trK0AE6t30l+2RIkU2Nzcl++6HcTI7d/R079VlrWkgKaKFPlSscv2YkN1hJW7PQu/ZkyTWRPNdKYUB033buODT2uA0DSQ9gEnade2saJw+DNa96lIKYzepxMQYNE3PXvcPkrl/1pY3208Naxd9GzegMCBlvvr4A2p1Qbuxk3YRoxFTswBAkzJZVPvj76drkFQSAvJzLZ2TxtPeNL5iMbGrGBGpZmj0aoXcM9maswr/kb1TVhDNPkkafWotEUSq6rLFtWzZDBqZwzLo1Fr0xhW1IPulasIKdmIwUnXMpjbw9tDpXcvtOHqIex6kECsgVdVChM6kaqp4Q+u+azPn0ImmxtNYHrXbqAQYUz0SQrOxJ7sim1H0rYj6yHm66ITPgm/VgFokSsvwbJUKm1J1OxqwGAoqiO1EmRyIN5Hcdz0saP/rAxDZZWonl9ODu1O+pCRDVdbLWBOmVWLTdef+T608aR46lHF2N56Sni/NXsTOrOg9tfPdJd2ifJiVaSE608fP4XrM8agyYqBBUnJSk9cQXrWdflJB78uC8jdjbgS8xg61mXE7+liqDiwBmop5NbJfG2IYRffZqvT/k7rrCXLmXLSGrcxdpep/HcG6cTvcfRGEyTBLWOwqR8QKDRkYBo6IzeOokN7l2UxbZDMA3UpqN/eVVrGbPlc6KCDdQXz2ZOx9MpiOuIqIcJKg4sWoiSuPYU2bPwK5FjwbqkgGlQUxNgaThEXk/w2OMxVJGwaMdr/eN239UGN8GSChwdc5GsvxZtcWSonL2E5CaRfgGQPI1HukttHCEqKhq46ayvIlFFpsk7nx1HUlL8ke7WXricMj26xvDtD/s+rhxWTT57YwA7i3yIosBHXxazbn0dFj2EPexhW1wnRFFg1JAkHmUr7SpWkeQrY33aICwSPHxjNr17t9y3o3gbW1P6IDRp3P0SRQsQHazHa41BkywIhgaChGJqYKhoogKYlERlkRSsxBVqpNEeT50zmaDRspQIK07wuNm41c3wPrA1oz9BVWZrSh8yG3ZQ/N/P6Xb/LYd3MIGwalBSFiApwUqU6+ha2mzY2ND6DfPomt+18edy2jGfkF++DE2U6Xz1eK78+9F38kCWRfI7RxMK6aghE78jIppe70ols3ojlSndyJw3nXsaitklJxPcGEf6fc9T40qn1pnCxoyB1NWH6dM9hupjxuOa8z2SHuaEDR9RG5VGxqXnMO6pFv24KTOqSa3fSYfaDVj1EKYg0Kd0AVUx2azLGEJG/fbmqHOIuM4NUcZnjyNkqHSqWIUmiBTEdmBQ2bzm5YoqWdhQrJPSWExGww6CioNdMe3ZXujlxGHgdiUjGgaCoGHV/KxdXvGHjKdpmuwqDWC3S60kH44WYgN1SKaGJkjEBqqPWD+OLsvdBgCx5TuojkrHRMBZ68YwTETx6P0Rk3QVUxARTQOj6b+i3UbujRfiah/bfJ1tu8yTH9fQaIklWtZYtjnEnE+W0vjgK3QWZbIadqBKVuZ1GMfbr56EYm3RMxjcP560xkIqonOa39NEC4Kp47VEozeFnsf4q5sy/zlIce9CNDQ0yUKCv5LCxHxOXvM2W0UxUkZS0CQZW9hLp5p1jN4yCdHUWZc+hLk9JwJhfNZYTD2Sqjks2wgnpR328bvmpgWUr92FxxrHiG2TuOi6/nT859WHvZ3fQ3yUSJ23ZSp729/aHcHetHEkUd98gy61mxBMk9jieXzx8Lecfe/R5zjfjZzYksoYIXLMVzFUJpzVEVenduR3ivwpZ+rLvDPhMTqVrESRQGiws3nqMv7xBfRI7EbH2vXYAxVkeAo54YJEcrJ+oR8nmAQVF7u9t4YgoUkKqqigATRFOYCJK1BL75IFuIKNCKaJTfOjSRYGFs3CFXKzNbEHHnsCVY5U8qrWUxaTy5DCGWQ07GRbcm9WZwzFVKxAGGGPFWacr+qwj9/cOZt497apeK0xWLQQf0tdx6AvXjiqHFM9br+U0n8+iGxqGAgoHdrs0/8qfzvnO2qis9EFGQGTiy6Yz4/Tj1771Kn9vnUoh/aPJyPNQUZaREx4UN9YzrpiKTV1ClUWJzGKyNxFVUybXUV8YzF9Sn+mfc16jt32LQWDT6P3uDNb1acmplLnSWidTQ/YHRk1ZMdUepX8zOqskQQsLrxKFLsSu2BT/XhsMogKsq7Szr2dOe3GEheqp9qViqyH+CVhSxSKPwiAaBroooxkaEi6St6/rvndY7Ynuq4zatwsECPZx7KSZP7z9EBSk22HtZ3fQ5/eycDG5teCsLeAfBv/Gzxw/2JG7PiezPrtmILA+ldDcBQ6pXZjsUSy/e6JbGrkJhjk90jCoqSQATAyh8qlG5i71UVVVBZRDoHvZ5SzdHE5GYvmowhgVyNC6VqgnvF7OKQAzjotnXlPL0KXFAxDZbcqlS5I1DhS0E0BDJ32tRuJCdYiaCpb0/sjGRqaZMUQRXLqtpFfsogvu1/G2M2fRbSjknqAaZJVt5Xshu2EJSseawyV4ci8UNGCmJZYBAwSvBWMGXf4hcxPOekb3KIL0dBwyhoPPTKMAb3jDlzwT6QyOos4fzWiqVMedeiZrw8Xbbmhj0LMptTdoqmjSQqadnT/gN3+0vGsSx9EeXQOm5P7kNBYwOjiebja57S6bvjlx3LbP/uQlmJDSYwjLlah/MGnyanbQs+yxcT5q3EF68mvWMaXU0upqQsxd1ENRbv8WK0yMR2zMPYIO5cMFcHQmdHtPExJwRmox2OLpzo6EwSRspgcghZXJDNEan8ETHz2GFyaD781mpDiRBetxDfuol/RHKxaAFlX6VG2GMGMjLlD3Z2e2CQ2WMtt6w5vVMhV182k/devcebq15iw5g0Wtz+VzY+81iod/NHAd5+Oom9XOxZZ51/X53D8sUfOaLVxZLFqfgQzkiJXwMRffvgdIYeT23+8g04VK7CHvUT7a8is2shTr5/I8NNbJ11I6ZbD377+B2ntEomNs6HExfDxOgd+VWR95jB+yL+I4rgOCMDChz9A8/mpnDKbugXLMU2TJ+/pgsca21yfYBrkly5metdzqYpthz24O3pHwGuPZ3NKn+b0xFVRmTQ4krDqoUjadz2I3+IiZHWRV7uBzpVr6FG2mHh/Ff2LZ5HiLiHL5QPAHnaj6CHSG3bw6vzDG75YVd1I0WlXMX79O1y07N90q1jK6gU78W3ZeVjb+b0MuPkcMp66n6qkDkhnTeSC5e8e6S61cYQwBDARm1OYmxy9G3oAXTvtHd147oQ0Hrq9dVICWZb57M3B9MqPITHegsslYxgm5ZUhArYYfupyDiuaZAziVi0g7PZQO28pVT/MRQ+G+PjbCYTk1vnw4j1lDNo5DVvYy6L2p/Df4fezoONprM4aQVixk9ZYiCYpSIYKgCEIWNUg1bFZrMkeQVlce8pi2yNov3BMCQJx7kgE2OCdP5Bbu4n+RT9x3A1jsNkPlJPv4DFNk1Hj5kYcUgCiyK5anVXrGg5bG4eLj1/ujc0ikJYgMn9ym6D7/yoedwh72IspiAimiV31Heku7RdBEOgS4yHGX4NN9ZPaUEjHFIO33h6NRWntQpj49s0cd25fEpIcWGKiyEp3UPLZVBJCdch7OLasqo+GFevZWeRj7qIa6hvCXHpuHqpsY2PqAPyKC7c1jvVpA8mo305U2E1BUj4dajdw3JYvGVwwjS7Vq+lSthTRjGQwzanbgk0LoEtWzlz/LlXRWTQ6kuhZspD4hiI61KwjtbGQnLotdKtYAUZkjTVq2zd0qFpLftkSjgss4dR7zzms4zfihO9xy7EgyhiyDZ8m8fUHaw9rG4eDx7Y8x+aBp7Om60ncuPa5I9aPoyJS6pVXXuHpp5+mvLyc/Px8nnvuOUaMGHGku3XEaHQlExVsQJUtWFGxWPbOgLIn33+1hjl3vY9d9XPSg+MZdtFJh9Se6vWx4qmPmVXqpMuE4Yw/OQtRhNLyINFRMtFR+08tOqBvNr1XPMDP1zyK0y7T54VnkS0WvKUV7Hrrc6ab3dFSM7nh8vaMOiEPOTaGssogQ/rHs/pTN5rqISxZsOpBBEwabPEsm1LBkvVBdpUFiIlSuOfWLlx4bT/uemQ9aY2FDCicSViysjJ7FA2OJAD81mhMUQLTxGeNIc5Xzc85Y/BZownJTkZs/Ya8qg18OPROEETsYS+OsJuquDw8tjiSvGUAhOSW0ErVgIxwGemZ0dz3wcRDGtcDYRgmjeuKSXMXoYoKib4ysuq3oSMedcf3AF54etCR7sIRo81GtVA5ZiLpXxbgUL1UuTK44oX9n78vLffyaa+LkQQDS5c8rp/77CG1Z5om29/8kkVTNxA9cjDHXX0cUS6F6toQphk5prc/RFHk9VV38e5/N1BYUMc1N95LWoqDUEhn/hcrqCiqpd4vcvZNw0jt1pHe7z5F/c8riO6bz0+LHJiiiqKHCCoOymPysGpBtjo6k3nb8xg/zUC0Wul49/V0PvEEREnAHmhg2I6pOMNuogM1lMRHQrEC9tg9eiWwJbUvihYkxVNCSUw7EtylVDvT6F62hN6lC+lZthivNYZKVyYpnuJIKdPARMCmethQEMNwJEYV/YjN5eCUJy/Gbj+80QFv97+RrsG6iJNeEOhevpTVGUOwZx3+iNHfy4BbzmHALYd3QvlXoc0+tXDXv0/kwdvn4LElIBshHntq/2m/g0GdMWcvAAxAZM43I5GlQ/v9Xb66jg8+LyAu1sLl5+eRnenE49VocIfJSLUfMNJ9weRRzJxbxvczKph4ehZD+idhmiaLpm+jeF0xawLJTDg1g4F9Erj/H12Zt6iGuFiFxHgL739egi5IaKJCeUwe9Y717IztxMZbH6Nh0SqMsErq+DF0+/edOFITCDaEm9ttV7uRbuVLWJU1ElW2ozZpbWqSlZL4jmTUbSfKX0tJXAcwDJIbi9ma2ptAk+C6gIkhytjUAAG5tR2ucWUAARQ9yKkVU+hw7UQ6333dIY3rgXjoX7NB3HtvPT316ImS2k12TiwzJx257JFHkjb71MIz/xnFpT+vZsjOH9EkC8aIY/Z7vWmaPH7q09hWLAFD5/qNb2NLPLTjyL4dxcx/4mN2mkkMvWIMvYfkEFYNyiuCpCZbsVr3v8Z88ttrqNtaxJz73qPrqXl0velKALZtqKDwu/l4dpSQO6A9fa4exyVX9iSzSzWqanDciGT+/Vw5uiBF9PAQ8FqjqXZlsOaRN3k36yLcXo2cLAeP3JFPh7NGM2Nud2Z1PhNTlMmq3cyZK15hTpcz0WQbsYEaFCNMSLJiVwOUReeQXbOJDpUrURUHO+M70756Pbogk1m3DQkDTVSID9UhG2qLIpVpNNuNCmcqx5dOJX14T/pPeu+QxvVAbNxYi2lpHQlriApWX91hbedw8diMW490F468U+qzzz7jlltu4ZVXXmHYsGG8/vrrnHzyyWzcuJHs7P/NaIzJM8/GMAx0AxR5/8FsDY0qC+58h51p/TEEER6cTP/xQ7FGRx90e88N/ic/ZJxKWLEz9dVt/PDiTNp3TeLnTRohDfy2WBAEEmJEvnxv+D77pNhsHPPew82vt309k3Xn/R3RNEmRbJRZEjl7+q18N+kEDAPqG8JYrRJ9/30r8y+8my2pkTBMU9dYkXUsoiqyfE0tsiyhaTrbC7wM7R+PJMDIbd+Q6K0ADFyhRuZ2Op3qqExMMXI0BgFENUhAcVCU0AWn6ufCZc9g1QKokgV70A02EE0dnzUGTXEwNf9CTt74ETbVz4IO49ityD60cCauuhJ2lvfk7TOXctvsh/e6991cMuBZUjylVLrS+e+SWw84sS2vCtJoTyCgOIkKNhBQHDTYE+n8yq+30cafT5uNas3T706Adyegh0JI1gOfjZ/UcyK53lJkPYx/RTnfX/cEp756x0G3N+vax/l6YZj4QDX6hqlM+mwLJ4xKZt4KN7lbFrAk7wQ61GzERog7Zt5FVHriPuu59IqWyAOfX+Wm4c+xM7kHsq4xcNv3vP3RZ/xt7atUJ7RjRoyDEYmJ3HK1nbnzyvBYY7BpASQ9wE+dzqI2LpteHz1EVNiNEhdN48oNdD33VBITbXRe+B0dq9cgmAb1juRWOgh7Iho6a7JG0ad4NuXxHVFlK3bVx9bEfLLcBcT7q4nz1+AI+zBNk6L4TlhMjR2J+YRlOx1qNgA9SStfR7Snhs3jZpBVsRiL07nP+7/+wq8p3eXHGvby+Adn0L5D0gHHXtQ1TEFAaNJACUtW+vaIR4lryxx1tNBmn1ozYEAK38+aSDisoygH3uAZc/aCPbLOmRxz+k8smDzmoNtbtLyGfz6wvvn1zLk1jBqawJYt9fhLqnBbokGyIGJw161dOOm4jH33Y1Q6Y0a1CIBfNPQVKl1Z6KJMh4rJPPtDEpc9chqD+sXT0BgmyiXRs1sMyQkKVdV2wrKNOnsiP3S7kJhALe9uEFibdSPjqn/AsnAlAP16xTFjbiSyVTANNqUNpCihC2ElckRwT1tlIFAe046g4sCqR9Kp++1xCO5dZFdvoiyhI7ogIQgmIcXWUtY0sYfdDC2dCYxB0HSMmhq2P/IyrmF9yRgzfJ/3//OCDdz+ZCUgMXKIncfu2r8zEaB4fQlIrT/jsUYtvfJjD1i2jT+HNvu0N+8uvRldvR5BFBGl/TuEJr3xM7UFdWzvehaKHsbseQ23lX1x0G2FGz1cftGPlMYPBuDjh7czIHsrmmFSt2E7FY5MQooLBBg1MJZH7++7z3riO+Vwxqf3Nb9+8Px3yJ/0HJKp47dE8di6iznn52c46+1bSCteTTBkYB99HJ3HD6Xh9dXYVR8NtgQKEruyI7EHaslGCoNVWFwOyisEKqqCjBiSxMzZFZiiDJjUuVLZntILUVeR9TBbk3qhaEHSGwspi8mlNL4z9pAXtzOZn7pOxBBklvqruGzBg1h3R8oKIqaksCZzON3KluKxxbGw3Ulk124CsrDrIcrMWFauF6n6+6uc+vy+E8UYhsEryacSFXazNXcQj6595oBjP3Xa3nqB1kAD/3zm1AOW/V/liDulnn32Wa644gquvDLieX3uueeYNm0ar776Ko8//vgR7t2RQxTFfW0A7YUvoFEXlU5AcSIZGttSelP81ld0vPUyTNPk1gu+wtsY4JlPxhP9K46qNc5uLZMSQWKTkseWLWGQbBhKS5RUbaPBxJM/5V/SdHp/9Cy2hF/31q+a+HdsaBFdBwEqk7uQvWUBr7zTno8n7QITPv+ulI+f7stn/W+hJiojonVgmkT7q8naOAcFjRR3CdtiOvLy4xU8p9hIbKxGMjTARDJ0suq3curad5jc42JqorMRTBBNDQlY2v5kwCTZW45FCwAmFj3EoMJp/NTtvKbFViQjoN8Wy1d9m4yRaWJtOvOf6i7ii97XEJSdbNb8aF2v5vZNb+x1v5cMepZhBdNxhRpx2+K4chC8u/y2/T67uGiFsD2KKd0vJqt+O1WuDF745HQyMtsWfEcTbTZq3xyMQwpAEgQsWhBdlHCGPez4aiE0nYJ97v6fWL2whKtuH8awMftOC/76uiRiLXUsSxmDZGh0LVvK1wtjcKgqO5Pz6VP6M52qVgPw4pDbKDjzRm64osN+Fyb3D3+QbanHYIgyqmxjQZczGLf6db75ejv//aoGwzD5ZFIJT9zdjaFbvmNBx/F4bXHM7HYBSY276Lfle+ocqXiVGGLrKvh0SgX2b65Gzj02YlOIaEqZggCmgT3kIazY0SULuxe/qmJHME02pg/Cpvmwh7wELU5Ui5MaVzqusAfR0FElCw7VS0yoge96XUFItiMbGkN2zgZ6EqNF0iubwTDTYvsyTt2y9xi+uowNdS70qDjA5F+XTeGr+Zce8NllpNqo8ybjCrvxWqLIu34Cxzx28wHLtfHn0Waf9s2BIsybMYzWTmOzZVr8/bRdPP9WASMGxXPfP/adbfbNNze0fkMQmLuoDkkPo9sTmrPhGUg88p9tfPx1CWOPT2Pi+F9fkL/zzFxqHWkErFGAwMasYaRXb+Cjt9fxzKs2/MHI/GTtxkaqalUQJUzTpCIuL9KFsBdTcQImX6WeSeOWT1jS7iIK2o8GW0RvzRRE/NZo/NYoZNWPoqsEbLvniCaabEWTrREtKENDMlR0USFgdUVkJZqkFExTQMbEaNrIE00DCZOgNQqA7MYdTRYPVp18BbGF83BmpLS6X39A5fbHq5rGymTeIj+N7hAx0fv/jTljiJUnF6kYUmSeGiPU8/3Us/Zbpo0/lzb7tG8kZf8nUHaz+qWvKEjqi4mI1xpDWWx7TMNAEEU85eV8ecxNOFPiOGfe3usSgMY1myiN79jyhijC/FkMLJ7Nz+3HUhTXrflPc5e5OfOSufTvm8odN3X6VYd+Q2OQ3ClvY9WDgIBNCzCkcDqztEG4z3wS2+wfAJNV3yylOrcn6bINix5GMVV2JnYnKNuoqTU5rvpLKl2ZbE3qxnNnzMQhBHFF9cTriCSX0kUFEZOhhdOoisqgJLELi9qfEokYFyL2vSS5K9VxORiImAI0OJOpiMkhxVeOYJpIpo6sh1mfPoR1GUMRTAPJ0Cm1xABBkrzl6LpJu9rNzJvuRLrjLU5+4sq97vmd+OPI9UVO0wze9D0PTezMfZ/tX/v3pJOy+OanWpqzRGlhfpw+AUU5yN+m/0GOqFMqHA6zYsUK7rij9a75CSecwMKFC49Qr/5apKfYcAYbEE0dUxBJ9JSRdMK5AJw/7A3KY9phCHGcP34qn703AktacqvypmmiCXsbR0Oy7JHJroUqaxo/rTVxdx/LCeWLmt/furKQZ2/8hvTqLfQrmIUFGV2U0CRLRNNBlHGG3Sx+dw4OazKyEcZrxjLtiieoc53cIr4pCLidyQgVq+hTvpjYQC3F8Z2ol2ORdA3NFsu8juMZWDgTW9hHrL+KRF85Cf4aaqKzkfUgpigTUhyYRETTqqKzeH/wHbhCjYzZ/BkhxYEuyuhEjvoJRhizSYjTFCQMUWoW2duS1peA4kI0DYKKk0JL1j6fQ0pDCa5QA34liqhQA4kHITjscMh88NogXn59MwnR+bx4a8+j8tjewXLixJ8Jq5H+x0SLTPnorx+e3Wajfj8GoIsSUpODJS4zMuG4YcKHrA2lYVhzuOvZAm5fvZ7jbx67V3mPLYaQxdW8KHI7EuhTMo/5HccjqUG6Vq5uvtaqBen42TPcuONapnw4mKioyKLG7wvx9pAb8HgNyuypGE3yBlKToKZd9RK0xbLu85+xh1OwakEa7fH8+PRk1mcM3UPLTqA6JosYTznJ/krS/JUYkkzPgjmRVO3eOqZ1uwCH6sWu+liWfQwu1YNFD0QWaaaJbKhokhKxPUSiC0KyE6/NSqy/BlewgfkdxyNu/YboYB2FsZ3IcO+MJGcQZTTJgk0LYN2HwLAAhOsbsfwikunTr8rQbdHsFjX22A4u/P+cWS+w7P7XqC+pZdybd2KPPfgI3KORE8+eR1gTifVX8/2sv/5Rvzb7dBgQNTD3mAMZEYfPdz8W89TLBQBMn1vLwhXzmfz+4L2K13j2egugyQG9NzuLgrz4VgEup8LYMZFjsKZp8o9rp7K5MEijEg8IRDXnkoxQlpSPy2PiN1o0RmfO23eWJFNxNjnaBFIbCuhYuQ7J1IlprKCyz7V47AnN1zpCbhQ9jM8aAwhYtACqZI3M24SI0LAqWQkpTiyqnyRvOVvyerf0zTSwh7yYQNjiRDJ0BNNsds7/ckaz/eGX6PVa62jwZ1/d9gvHICxbVcOYUfuOKtvNKXefReIbPzBveRXjrhtGl/7H7Pf6o50H+91BqTWLTlWruKPw3b/0fBDa7NPhYNRdZ1D6zDIqYnNQ9DAxgToQBHRd5/kh95DRWIO3uo4nsi/ilk2v7VW+xnCA6dvjiyiwObUf7WvWMmLbd6zPHMqe39JQYSlT6qCmPsQzD7Tobn797I9899UOvIKdzMYC8sWIfQsoTgIWF0vbn4Khq8hzPiMqWIcmKjSuWYm/2ItNCxKU7Vi1AKnuYoriO6MKMqszR+C2xyOaJtviuiEZGmHF2bR2M0mv30lezTok08RviwETZCOMJkXmdYJpoIoWjt/6CYn+Skpi2zO70wRWZ40iLlBNRmMhtY5klLCfZHcxqmQlYHERUhxIRmT+ZAoiNs0NpkC7mk2s+rJhL6dUQbGP6FBD82sBsCyYDezfKdW9axzPPNCDTz/fztCBSZx91uEXUf8z2XONd9m56VxxQccDlDh0jqhTqqamBl3XSUlpvWuSkpJCRcW+0zKGQiFCoZbJuNvtbv63qqp/TEePckbdfQq2JyYjoZKZE4Ozcx6qqhKKikGyykgYhJQEZtz0H074+CGgZazefWkRCeFK6slCVfYhQKmHQWrttNqYO5xeq1ex8c0v6XjpeDasLufTq15nSMUyDEFmcZexDCyaSUFCV5whD8VxHdiSNYhU9y5MU0WWVCRZIi1UiquqAGs7DU1u/VG0uOzEiAFkq4AnLhXZIiAZIoJipdGazrT4S+lavpThO3+g0ZlCaXInLAqg2LBqAQQjGIn+Mg1kQcRnTSRoxLG0yylsS+qFRdntcBMAC4JpEB1ooFPlarYl98IUI9oK0aYHu6SiizKiqZEeKtnn56wsMZcOvu04w27crhTq41L3um7TxkruuHctBgLjRkRz9S0DSUmy8NA9EcOvadohP/vDhWmaGAZIh6ilAS2fpZYxhUBAP6Tv49H63T1UG9Vmn/bmsoLPeKfLRShohGUL1yx+HVVVqfAJyE6RiNtKZvKk7Yy8yg+0jNWGDVX0L5vLqnZjsJhhZMNPnncbWAWiBD+qRWBjuyFEF0bEQte3G8EJGz/GZgZ5/pG5/OvhY9ANeL37pSzqMBY9TSavegObU/rStW41tdHpeGxxKKbA+g7HcMbCl9DancS2tP6khCvIadzCNrELXqW1g96XlEHqrnJkC4BJSLETlmxEC34Mh51ZvS+ILNZULzEhN061AXtQpSYqA8EUcIUbCVojWgOKEFl8WswA0XhY2flEQo5o7LJKlOBhUPX8iPMqBOFd01mVM4qeFT+TEYjoTJm2lmgCAwFDkff6rLkSnIQCYTTJAhjE+ev3uiZcXceMIeeieQMo7dtxys/vg93KgKdaIqOO1GfYNE10g0PW+tlNs42yRBba/pgkdmwrJTs3+QAl967jaOJwzqFUVT0q7/GPZvakYzhx4mwwZDAMvvxgKKqq8uq7OyNziibCIZ3tBZFkBbvHyeML4w1quEwvYctBOmybPsKvv7eNof2jcTktXHLKR1S4csDhILLUM1GCQSyKwZ4LxrBpkqBW4WnS0bQqBuqetmnPjURDRRQE4nAj2BUCUgxWPUy80UBIiW++3qbrODU3AWs8FsEExUpssDHipGpybIEVqx5CEaAorTtWi4ApmGCaxPkrCVvtWI0AXUumUZTQhXhfFZ0b1gKDMWzW5oxKBgIJp43e63MWHS21mj8ADBsY3+q6sGrw9oX/wb2xiNxAIeM3fIHVaqXvlSfSt2kNeSQ/v5pu/m77tCV3CKoqsDIumbc6nMmlmz875DqOJtrs0+9n1FmD+fnlaWSVF6FoASY8czaaplG9cAWJei2KAqKpYlEMij/6BlJczeNkmiYvPzEfi5wLSkRnTTB1rIqO6XDgkxPJcW+mPKFLpDFDxyZrWBSDjWsrKFhpJ7NHLm9f9gpfuruiJ3dDME261K+mMLkrimLgcSSyMXUgNcl5OEJulnQ9lRE7vsWhBghHxxAn+yhL7UxaYyEN1gx0l4PTtn9EULTQv3YR5VHZzOl8FhY9hN/mQhHAYgYA6Fa/GsUi0GhNwBedgF3QkLUwdrUBnyUaTbaQVbedTr4taIJMR+9mzKLvKYtrz+qsE1jevDFgIpoG7arW4fI2UBmVg+qKBhQkiwC6FVOAUFQMrgE99vqc+fwhPDFJ2PyRz6yBQNrlE1pdZ5omH761hi9+jJzmefyhXnTpkU7fXjH07dUPOPL2SRL5TY7ufa3xPvqqlIvPyT3kOg6EYB7BNF9lZWVkZGSwcOFChgwZ0vz+o48+ygcffMDmzZv3KvPAAw/w4IMP7vX+xx9/jMPh+EP720Ybbfwx+P1+zj//fBobG3/1mOmR4FBtVJt9aqON/58cjTaqbQ7VRhttQJt9aqONNo5eDtY+HdFIqcTERCRJ2stjXlVVtZdnfTd33nknt97aohDvdrvJyoocqTr++ONRDvKc7okTf271etpnww6l638Jtm+u4okbJqNKVgZUL+Ki//4NR/eOzJgxg+OPP563Pi4m+Y4rmNfhdERTY3NqfwxRYvfOnKQF6btrHsvzjqMrZXiqvfQtnkNe/WaMpnSm3oQMdl55P+aH75NXuwFDkNiS0pvBhTNIHHsMO8KxLC1WEE0DV6CeDemDaF+9jm4Vy6mLSqMwriM7E7qjKjZSGwqpd6aAIDC4YBo9SyPPaGtyL6bkXwKiiC3kYcyWL4jz17Artj2lsXkUJOWTXbeFruVLmdn1PEJKROj3zBUvktWwg9KYXKbnX0hQduAK1pNftoQkXxnp7mJ8iouPBtxKWHEgmjqCaaBJViyKyXUXeHj1o6hIuKJpMMTcyHWvXkZK0r51Dnb7d/fliV69voHbH1rf6r1rJ6Yy4cx96+j8Wdz92CqWr/G3eu9QvwuqqjJjxgxe/Ti6ObTT5RD46p2hB13HnhFFRxOHaqMOl326c+RT9NkxHYCQ7CD5xac58bTOv/U2jkpM0+TqE9/GbYkjr3Y911/fg9RzT222T/WNBl8MvZIaVzqrs0bRq2QB3UoX4VR9qLKFmZ3OpiImm/Fr3sE+bABVK7eRXbeF10c+SliygiAg62HeviudDy95nqXtjscQZDLrtlIU15mkKLjzXBfvPzgNty2W/PJlpDUWYgBvDH8YVbYR569EM3XcjnR0UYrUaep0qFzDCZs+RjQNap1pbE3uwYCi2UzqeRVlCZ0QTZ3oQA2dy1bQsWYdmqSwOOd4vPY4goqTkGynV8nPDNvxPV5rFFO7X0ZVVAaKGqR32QK6li/HEfbit7hwhd1IhsbKrFGszD4WxQghmjoTNv0X50s3I1z1CGZQY1nmcG54YSIJo/adJdM0TUyTfWYCC9c3MrPjGESz5WiQPz6dM7ZN/qMe/0ERDmuMu3BxyxsC3H9bR4YO3Pf84NdotlEfOglrItGBGr6YPOGQ6jgabdThnEMde+yxJCQk7LPML7nqtpUUlwSaXycnKHzwyoGFqf9qnHPFIhq9ke/E8SMSuOGqPGb9NLPZlp84cT6Yex470yOvBQFMHWvYT8gWTa88kXXbAxiipekErdB8XO3jl/ty28RPKE/otEc9JoIk8sWbvTnrytWtIqAsqo9w8/E8WpX5NURdxal68FpiIhmKhYjKky3sY8T2ycT6q1iXPoTNaQP2rJC9Dt8ZOr1KF1ARk0uNMxVdspDsKSGoOBB1DVW2YVO9+JUoBlTOpc99o+DqxyAYpsSVSdxzz3H26b+upWUY5q9mKrzpjI8o06IRMIj3VXLixo84o3zur9b1Z3HSWbMxxabfddMkWavhg68Pzbbstk/LH11MmTWDDlVruHzeI8THH3yWtTb71MLSVbXc+0SLw0sU4YdP/v+t8X6+6UmW/lQAmHRP8DHs82eZs3J5s326Y+wrrHJGTmJEB2oZv+a/lEdnURbbjjhfJQ7Vy5qMYfgz2pFYshEpGEQUYHtyL0RDwxQlzk4tYsvqctakDm7ScTLpsWs+ufVbGP7Ow7x/1yS2x3bFFARkLURsoI7B2ybjMMJURWeyLaEbAWs0jfZERuyYTG7dZhwhT7NEionA7I6nk1++FJ81iindL0OTrVhVP10qlrMjsTtee+RIcySZAli0EB2qInMwAWi0xVER046K6Czcljh6lC8iyVOGXQuwI7ErU3tchgkoehhn2ENIsqEoJpdeLvDRWyHCmkhqfQGXZhfR550nES37Pnq9P/v0+Xcl/PfDwj3eMZn2+ZGXMPmlrwMOzxrvrFOTueqigz++d7D26Yg6pSwWC/369WPGjBlMmNBixGfMmMH48eP3WcZqtWL9FYFdRVEOetG3e2D3LPv/ja49Mnhv7rVNzpJLEQShOYROURTOGJvF+w/mYoTCdClfzpaY7giijGjoOAN1jNj+LfXRGfzrus5IVzxAqDyiX7Bbq8kQJJx5udx2W38uWFhGgSMPQxToUTyPetXKkkUBhAvPxevehFxdSVBOosOuFWCozM0eS0V0DqKp45ZiwBAodOaRV7UOqxEmf/scaErnOTfjJMK6DJpBx/INpFZuJyxbyQhuZlbueGx+P0WO9hS2b0/IdGA2PdupHc7l4iVPsTmmJ7ViLJZwiAprGlW5pyEaGids/Jge5Us5Zs2nzOh2LgFLRJiTlnUZYVUgrAq4gm52xHXgjlvmkLVqOghw/uNn0OPMYw7qWXTrHIegaYR2a1eYOuMn5B3xz93ilQEM4/B8FyZ/OPw3lz3S4/BrHKqNOlz2SVeBgIqAgWGxYLPbjtox+j28O/taAEzznL3sU3qqzKLkkfQrXYA9tpaY+jLEkIpPsFGvJLHD1Z7c2h20O2kgMaqb6JJIhilnQxW+6CxMQcBhhskY1J3uPZJxLPiEkGxnU0IP6sUYvPVeHv8qzOjeGcR+8npznypcWQR1GQ2RUmsWlrCXsKGAIeDy12LICt12zkNVQZXsTG93OnXONPJ3LiC5eifFrva4Qo34RRuddi3DoXrRBYmBwR/4vudlONx19KxaA6aBX7cge30MX/9lRMfFhOy6rShoBEUbkhZgScZIOleuwtVYjRkK4xctxPmqkHwRZ7IQDBEMieSXLWf93zaxJJhJdVQGPYZmc8Ub1xzUc5CTEnDmZBPcFBFJ1xHp/s9Lj/hnbv7C6r1+q+VD+B79kskfj/p/ZaMO5xzqUOyTIEitnothSkfl+Pxevn5/JBBx6P7SPimKgl2WaPTv6QyKTKklQ0UKefHY40iNs3LtiVau3qRiCDRpNbU4pZKSXTxwTRYPP7+GWlcmouqjPjYXNIMJl69h3AmpLH9vdkRTxtTJqVrLhsxfLCoEITIxM41mYfXWWAjKiaCboDcXIn/XCnJK12Ig4nTWEE7c87sW+bcj2MDxmz/HpgX4odv5LEsZEWlDN8EQqZITGbV5Etn125nc6woarLEIqokRikykhECQoCpR5OyI5fmXeOb2BsocWUTFO3hw9u0HfeRt7BWDeeu5FQB0LFqGNSP9qPjMhTRlDwehQNgf+s39uu/nh9rs02GwT1aL0so+ieLROT6/l2NevYdj+HX7NGhsD5b9EMaQrVg9jcg+D2mBbbQrXc3C7ONZmDOGJLOB1x7rzaqO14FusDWpF1tiuhMWFZRwiIEndWfsPRO55/Q3qHWlE+utYMDmHwhIVj669g1ybrgM9Y0vMRCwawGy67aAajC52wUEFCcC4LHGIAAzssdzVn0FtkAtclNqBK81lpUpwxGCYQYUzULxedEVE1ELssPVGSNsEm7O+B55promsjmmOxlxfehavowp3S+gNDaP9tXr6VC+hkVpxxETW8vorV/RoXgFo3QbXSuW8W3va6hxpWPqJkZTXT7DihQMkFhTSJW7lO/bnUCxlEZlfDv+Of8hEuL3IWuzD4b0T+a1twua9ZGdqueo+Mz9cv4ER/ca74hn37v11lu56KKL6N+/P0OGDOGNN96guLiYa6+99g9t94RjEpk+pwaAoQPi/tC2jjS/doY0M83JoI//zdp/fs22xHyyazdTGt8R04x8oRL81aR5drHslqcZ3KRb8t9+t1Eb1w6b5iPRU8pHP0Uy1k2aEvnBebnPtbi8VUQZfgaWzqf0tRJmDbkDISMXEDAx6Vi5ip1J3TERIt5yE8DEkCzsTOkJJrhCjSR7S1mbPpS66IyIh9w0aLAnEZLt2DQ/blschiASUuxootJUTcukrNGRzKvDHwJJxhAVgpaIuLAuSuiiwvSu59O9fCl1ziSCux1S0LTjaDb/O85bSUhxUOq3MWbzp3SoXocuSLx/j5Unxg5Bsu0/QwyA0yEz5YvRPHT/IsrLvDzx7IhfdV78mUw4KYWvplYe6W4c1RwJG3Xei5fwzaXVxPmrKc0fyZWnHNmIuj+afdkoQRB4acrl3Hi2ncyKzdQ4UknylmEisCF1IEMLZ5BTu4VvtZEcm6SCILMhthuN9gQETKwhNy+/NQJBEDj1y8cA+PjFBXw7TUXWVVRbNEW1AT4NpXC+LY6oYD0GIuvTBpHiKaHekYQhyPgsUc2LDk2xIpk6szufRWyghoqoLBodSUQH61ibMZQ1WSOQ9TCapKDoYURTxxBERNMg3l9FnK+a0Vu/JMFXgSGIbEvoQYfa9WQ27AQiEyWpyfbYjCBVSioFifkM2/kDib5yBEw8tjjaV61FEiKry3pbAtGBCmRfgGXBTizJOwldlPGsKKL/1z/Ta8KBd8UEQeC41d+w5u7nKfxiOr2fvIXcM088TE/3t9O7Z/zuZIURBJNhhxgl9f+dI2GfXnuqByeduwRVMxEFeOf5Pn9YW0cDvzaH+vbjEUy8YgGVdbt3spoWTZIF3RGJcqmoDvP0FAHQMLGSUbcFjyMJA4HhJ7VHkkQ6XnAK719wClt3erj85pXEe8rw2OORVJ2p32wnxwJjtn5FSLKxOa1/Swd2z3fMJu2ppgzGe0VRNWUBbY7SakITFUxBQDI0ihM677PsCZs+oVPVWgRM4r0VuJv0rHbXGZYd5Jcvw6YHOXHDR5TEdWBx7vEszz6GfkCDLYFF7Y5lQPFsfI3RLOo6kWBTtuf7xr/CY9/vOwX7Lzn19C7kxWksvfEp8s/swYBn/3lQ5f54WiLKBEPjzS/2Ttbxv8yRsE/9eyeQnGihqiYMwB03djpAib82v2afzrl5NKX1c/lhTgXV9mR2xXUkrbGAsph21EWlc+XPD+BU/cwcO504m41gCFyBWi5c8jQh2YYYG0Of0z8E4N3lkei115JO4tueV1EeHxHtXj61nE6uWGzeBhAE/JKNJbknUONKjyQ7aPr97la2iN4lC4gL1BASbZioeGyxfNrvJiDirF/Y7gTyy5ewPn0whiARE67FY43d67502YqOhTmdJlAenUNJXAdMQcSiB5jV6Uza1W4i1VPMkpzRHLN9Mn1KFwBw0oYP2Zbci9LoXHbkDgQ8pDUW4aqvoN+ueQhGGCvQgVpSvCU8POoxnlv38F7t74u8HCdffzCYe2+aQXy0wqOvnHbQz++PxCJDeA+54g65R9zts1+OeO8mTpxIbW0tDz30EOXl5XTv3p2pU6eSk5Pzh7Z732353HfbH9rEX4LjRqRx3OLrAfD5VZ684G1Kyvx0KV+OLezDrvnpsn0OtZKCoLgIOhPRJQWfFIvPFkdhsY/cbGdzfaHoRKIkEbnpW5DRuJOU+kKqojPYvbLYltK32XG0d8C5QFSonoKkfDyWGNy2WCQtFMmUJ8mUxnfk0wF/p2v5MspjcrCpPlTJiqIF0SQLxi+Ms00L4peiEZqyE0YmcZF0nKpi59Ne12M1WwuMi4aK2BQ91NVaQ1rRTGZ1PhNMncz6HWiChEUPEeevRvP59+uUmjajhA8/28nJJ6Rz/jkdeOzJ4YfyeA4LJ0+cj8dv0Lm9nf8+1/qIxd+v64I3oDFtdi3tc2289+K+j/78L3MkbNTAIZkM3PLcH1b/X4WkRBufzr4MAENVefaRn1k9axtptTuI9VYws+tEql3piCULWDX6GdSmY3sAIYuLp26ZystfX9BcX1bHJISpxU2C3yYhxUGsv4rl2cfSe9cCTEFAkyOJD3RBRjbCuIJ1eJuyVYUUOzGBeqLCjaQ0FuK1ROG1x5Hs3kVQdnLe8ufRRYl16UOI81dR50imwZGMZOrE+yo5ftPHxAQboClVcaqnGNlQm/0u4i8sYqK/ghhfNU3xFXSuXIUJBGUnngFDiQdEWUJqCu8si2mHKlmRdJV6ZzJzvt2yX6dU1bZSPv77ByR0zOSCZ86n9+N/p/fjfz8sz+5g+fn4S2iYsxjR5eTk+pWt/hYfZ+PROztx7xPbsFnhx89G/ql9+ytwJOyT1Wpl9tdtz0KWRb56LzIOhmHy3bRSnn9jB6pqEu+rQJVteKyxbN7qBslGirsIvz0OydRBkFj7zXL4Z6/m+rLS7dgD9TQ6EjEEEVWyEBWoZ1tsN7ZHdwZBwERANHTMpqgre9hNoFlk3cSiBQATVbIS66vGZ48jLFkRDBXzFxkBN6X2xxVqINZfjdcSvbczC7Bo4abtRAGH2jrVYOR9mstlNBaQ4i5mce7xSNFRgJfGxCwa7Ykohkp5bC5BxYGiBQlaXPiL978hpvoDvH7Dx/hDBje8cj7dRnWn29r3D+UR/W5+nF3KI89uB2Dy+z2Ji2u9if3NB0M59+olhFV496XeJCQc/JG7/wWO1Bpv0jtDDnzR/wB/f2AUfycSTVW8cwgvXfo2noDBgOJZBBUnrrAHdm5jR1Q7bJIPGQNH2Isz7KbR2Dv5kipZmx1SEQR22TK5ZvmbWAyVzQndqYzJjQRuiiKSriJjUpzYDbcjkdPWvIkkgtsSz8bUfuiSFWvYR4yvmk6163CG3HSuXE1hQhc6Va5kQftxEVmXZpqcwCb4LdGURkc+R4KpUxTbidzazYxd/15Ttmcrxa4sUvxVWI0QMcE6+hfPpqLrhUhC01wrOZ6Az4dk6s2BEiYm9rAPR2j/R85M0+TrhyexbWkBZz50Fh365vLqh/uOAPyjqK9v5LRLVmOacNNV7TjntNbHo6d9MYILr1tCaUWYi89K4+pLjm4H7RF3SgFcf/31XH/99Ue6G//zOB0KD319Db4dxcwePRndCBLZ3xPx2uKZ3nUiblts8/WirvH99F3ccGWX5vcu/+5uvmy3hwYIArphcPyGT9gV3wHJ1Fmf+euOGUOQiAnU0qt4LtmNO1iX3J+i5HwEw6AwuTsg4LNGszJrBGeseoUMdxHTu57PtuSmiZ0ptJJBCElWREPFkCwoagBHyE2DK7X570UpPUEQEHUNQ5IQDJ3Mui3ICTFADFsD0QTjO9Oxcg1bUvtSkNCN/PLFhGU7Nc4UrAm/HmU39cciHnspklL6lfdLKC7wcMfth39H+e2PtvL2p+UA/PBxX6KiWqK+Rp85l3Bks4gtOwLc+/gaHr6zV6vy997anXtvpY390GajjjyiovCPB48hdPdIbv/7XKZvG4pfdpBbvZ4VWcdw6vr3WZU1MrLjj4ApiBTVtXbyDD+xE/an1uF3JNKS0hzctniWZx9LYUIXfLYYFEPFGW6ke8li1mUOwdtU3hRkQrKNgTt/JK2hEFvYx8it35LgKyesOJBMA9HUSXMXM7PTGaiKo3nBZg976Vi5mkGF04kN1EQipZJ7061sCS4t0oKKiGWP88N2I8gx277eS93FJ9lJ2rwEneOJ8tWhCTKKqZFbt5ld8Z0IS1biG8uZeP+lvzqeWjjMpyNuJNlXhrrAyj1Li3js57t/zyPaJ3Vbd3DlVQsJiDb++c/ejD6lRYdg7T8fo2FO5PfC8PqYYu/G2MDGVuVHDU1n3nfph71f/59os09HHlEUOP3kTE4/OZMlt7/A1jcnEUZmdqfTKUzszpAdU+hQvZYful9CUHYgmyopjYWt6rDbZKLlAHWmHUOQEEwTAZOONWvRTJGi+I6YoqVpTSZgVf3k1WxkQ/rgphoEdFFmyM6plMR2xKL6qHck7pFFbw8MDU2ysCjvlOa3JD2MaBqoclOmLkOjMK4j6e4CJEMjr2otGzOG7FGXQHLdTqZ3mchJGz/BBFZmj6JT+UoGlm2G884ntqYQPWYYOxPzSfKUYld9NNoScIYbaTe6J/vjgUH30bVoIbHAgyu38OSmf/+2h7MfwmGdE89dgKpCfkc7rz/bsnGn62azQwpg3MVrWTB5VKvyifE2Zn7Z+r02WtNmn448giCQ0z6Rp+f/i58XlPHsIx3QQiq9di3AogbIr1hKvT0BVXY0b+IXJHTF4w0R5WrZeO/01L/g89aZ1JIClWiijKKHWNjx1Ig2sSACJoKpY4gWLFqARkcSpXEd2JTan9675tK5chXLs0YRtjioi0rFWrkUAZMkbykYGt/3uIKymBYni2Do2MMe/LbYpkhNk+6li1jkSCSoOBFNjayG7UhGJEJdMcJsT+nDtKReXLbkMWQzEl3eoXotPewVwAmM/elZfk47jsqoTJLdJZgYqJKVkGwj7Ird75g+ec7rpM34hCw9xORTl3LO4lfJyD443bODxTRNrvjbz5Rsq8ZqtzP5u5Na/X3cxaub//3CmwWcPS6rVeScIot89uZfx0G7r8PnbfyPUzdvKXZRx9U+C9kiY0gKczqdTnlsXvMCS9ZDDN45lZWv/9CqbGyMHd+Q46h2puGXXSzJPo5L1j5P37IFjF//Lgm+ShQtsK9mI5gGNa5UluadxFtD7mFBlzMpSsynMLELsh5G1kOIhsagndPoULsJu+rn1HXvMGzH5EgsgRj5SItNHn7V4kSTbSQ3FKAKEtm1W1H0EGBGrmm6HxGdqGA9rrCbkDWaEjkNAF2ysiWtP0HJytBt32GYBkHJTnHeAB5b+dB+x/GVdwpavZ66oP6gn8HBsqvM2+yQAjj5/JWUVvqaX+92SO1m7uKGw96HNtr4Myks9lGhOUnqmIZss+B1JjKweBadq1YzsGAaVtXfdJwFGqIy2TPBrCAIPPePTJzBeiRdJSpQS7faldQ7kylK6opkaoQUJ72L53H6mrfIr1hKsqekVfsBSxSfDriVT/veSM/yJeQ0bsel+YgPVGMPewEBjyW6lUMqUs7J2qzhfNfrSha0P5Xvul/G/I6n8W2fawiINgpiOzKr094CuWVxHVr9UAuAJBj49ciekoZAjS2JgGgju2ojozd/Tu/yn7nplXNIbZf8q+O4ds4OokL1hCUbFi2IXlt36A/jAJiGwXnXruaYjZ+T5tnFx/d9w8IH32r++67XPm1dQNNpo42/MoamEZ41m8wUK4mSn65160n0lDJs5w+kNRbSqXIVzrCbeG8FpXEd+GbqrlblP/nubFLrtuMMNRIVqCfWW05AtFPvSCbFHbFFshZCIGLPLGqwlci5Lln4ucN4GuwJbM0YBFJEtiAm1IBk7LGY/IXgOoaORQtFjtyYBhYtQLKnlPzKFUzOv4TXht7HT10m0q56fcRZZkYWnLm1m9mYMYTXRj7C+4PvYGXOaKKDdWy0RKIpFuadwsCdP7I9vitFcR0QDJ20hp2cPdrJzc+dtd+xTKwrIhIbZpLqLv7dz2ZfjD4z4pAC2LAtwJizW8TTPd4jl8K9jTb+KBat9WKkZqCkprAlZwiaJKMYKon+KtanDeSnzmczp+MEluccxzlXLG5V9sSLh9GpYjm7z7m4fFWcufJVHKofQ5TRJAtis52JOMMlQ8VtT0DRgpTE5LElpS/f9LqGt4fcRcgWiylaqIzOxa9EoQsyIclGWXQOpXHtm5MIdKhaw9krXmD0lq+wqn4ULUhMoJpsdwHXz7mDq+ffwxU/P8zG1AGoshURE7/ios6RRG1MJgs6jGu+h9hADbOjIxHkbw27D1W0sDO+K4tzT2B653NYlHsi1aPG8++Ve2eB3JOajYVYtCBhyUZsoJpnHllyWJ7Pntx+31KYPxdVtFKvWTj1mE/3e/38RX9tOZY2p1Qbe+HsnIcSGwWBANbURGKcIgHF1bQ5FpnAWLUghijTvmY9wWDrhcRN39+B/dZbKDv3b1z32gUooYgTShckkjxlxHv3/NKYsDtE1DSIDdSSWbcdVbYSVpyYQM+Snxm5fUpTtggfozd/zoDCGRhNH1/J1IkO1CObGrIeItFTSpy/ClmLOJ9AoNaVhilZWJszElELYQt5MZqO8QFY1EDzRMsv20HaM4hQYEdiV6ymSpq/jGPfvZd7V/4b2wG0pFS/t9VrJej5lSt/O8tX7+3oOu/q5c3/dthb746efExbaHkbf21Sk23Exyr4/DrxcRbUjFyiArWASb0rFYseihyPaWLT1tYh2N1OGcxzF8lcH57Mm492wqdE47PGoAkyQYsLi+qjU9VqLFoQmxYgq6Yli49V9dKhcg0Aad5dyKZGQUJX5nY8nW2JPZGNECYGK7JHYVFbO99lPYxkqFRGZ7Ok3fHsSO5BVLAOry2GRmcSFdG5xIS9+GgRhNyY2It4Xxn1tgSMpuVZjSMF2dSxqRHnc60zDdkIsSFrKLUxWfQZ14dHNzxDz8G5+x3HKtnBsuzRLOhwKiuzRlEe9etZsX4ruj+Ay1/N7G4T2Z7Smy0p/XjmJ6XZUZh3+y+E2K37znrTRht/FURZJqpHZ0xVJSrGRmfKad+kybQrrhNbUvrSaE9gZ2J3al1p/DSvulV5i0Xm/g/PI6drCpff0IscqZEGRyKiadBoTwTDICzbETARTYMtqX32OnZnCgINjhaHdGpjIV3KlzN454/k1G5CUgPEBqpalZFMHUOUsKk+kjwltK9ex4DCmTjDHpL8lUQF68luLKDclYUzWIdgaFjCPryuRDBNbKqPsGLHqvoJWKPpWRLJ+jRsx1QK4zuT593GroSuZKZZeeOnq7jknv1rL9XUhVidMZw5HSewOPd4Nqb0Z3vBH59hLhiE2rogADHRR16ouI02Djd5OU4sFhEcDrKtPrrUr8dAICjbqYjNpSihKxvTBxGyOPH793bMvjLnb1wRv45bu+zkHxnrmjb6I6vDvOoNTavEiNNaMTX6FM7mmC1fcerad+hUtYbEpqPNSBZsqo9BBdPIrd7AonYnsSWlD5WuDPxK04mPJtOWWb+dZG85GY0FtKtZT7KnhCE7p5HsKUHGwC86cDsSaFe5incH38kP3S7gvUH/It1dgqyHyK1ticBekncida5I4EHAGsPWlF44TC810ekEEtK5aeYD3Dzlrv2OoaYZVLgyEUwDV6iByqgsLJUl+y3zW1i6spGKpE6RTU5RpMGVylO3/npW5JFDU3/1b38Fjorje20cXcQP7Uv+yw/y3XkPobqDbEwaiC3swRlsxGeNQW7ygntscQQVB6Gwgc3W4uC5ZsxbbLR1AGKY/8gOjknoSpKnDE2SKUjKRzJ04vxV+CzRyIaKX7IjmAYJvgpUyUJ+5XLWiyJ1jhQ6V65i6M4fkI0wubUbmdzjMhocyXwy+J/0LppLz/LF6IJEu5oNdKhai0ULMmzHFGRDpSwml+96XEaitxyLFqYwqSsgELI26S/oYUAAScFvi8URcmMiELBGYfml2pVso8uzdzNx/MEt3DTNIKF6Fx2CtRTFd6bBkUi0v/b3P5xfMGZkCs+8urPVe3tmhp7++UjOuGwhVTUqQ/pGc+ffexz2PrTRxp9JTLTC3X/vwtt/e4/GTYXEeiuY3/l00hsLabAlokpWdDHy02YJe/AHWjvNfzz/HlYuLEUXJJZe/gGlSd0Iyg4UMUxG/Q46VqzEY43FrvrxWaOpcUWOjkUHatBFhXR3Aa5wI5qkUOnK4IfuF6OJMptS+2FuNkl1lxCyRBHvLaPG4gBMehbNojK2A9VRkaQNpiAhmhqKGiSvdgOOYANdqldj1YOotmim5h5Pkq+C7PpteKxx/Nj3QhI8pbhUL5uT+3Ld/HuodyQSC0SpjchGiPwONs7+ccpBj+PLDy6gPms4ghnJQ5NRvenwPKA9kF1OBCOyYxlRxTLw2OIIhw2sVomu9/wN39adVH7yPUpyAieULjzsfWijjT+b/Gfv4ut//8DHCzT8koPkcBlb3T1RZRshxUFYsoEgoEsKXTpFtSq7YnUtN9+7HoAN75SSkpBPUHPgt0QhmAZxgWoa7QkYoozfEsW+lDllPcTIzV8xK/98REOj0ZHIBttg8suWMLBgOrv6Xo/vFwLCumRBF2VO2vgRGQ07cYUaqbfFszRnNKqg0KtsCXl1m9FFmbntI1EHqY2FNDiTQRBotMXhCPuocybTvXwJihZx7Mzqcjb1YiwNuo/PZ5yLdJCO5zvuWsyO5J7NUa8IIsWlfjq0i95/wUNEFMD4xRAWlwVIiLchCALPPtiTW+9fiyTB5Pf/fwv6t/G/wWknpWMnyMw738HpqWJLdGeCidHk1m0mqDgxBAHBNLBqATLt/lZlDcPgwf5307VsKdWWKOZ3PoburgycoUaCipOqmGwMQWpK9GKgaCG6VK0kzbMrUi8CJ697ny/6XkfQGsOgndPot2sOkqFRb0/km15XEeevYWdSftN3X0TUVapdaSh6kHXpQ9gV3xkBkwZbQpPEjIBiqFhR6Vu+mER/FUHFRUiysCL7GE5a/wHp9QXoTYlkwrKj1T15nMnM6nAWb706gvbtXAc1hj8vLMOpetic2p+86nUoepis1dOBqw/LM9rNcSOSmP9T6w3O4soWra/5343k2DPmoWnwwD/a/7L4X442p1Qb++Sra18mtWwLJgKp7kJ+yhvHOStfZkHeyazPGo5VCyBrYUpjcvfaTdpkaznmVxmVxY/9riK7bC1hycK25N6YgsDozV9QH5VKRUIefsWBbGgEFQfRgTrivRXITUfr7KoX0dQIS1YUQ0UXZbYk9yaoOCmLyyPZV0ZaQyEyOqet/S+6ICGbGj4lirBsQxQEKuLykHSVJPcuqmMionjWkBubHsIQRAIWF5pkxW/d/2Tnzbc2cc5pWb+a6WJPvr7nI07Y/BkWLUi+YzFf9bmepMDhD6uMclm48vwU3vq4pe6zxqW1umbSO0MPe7tttHEkKfxyOkvrYmnMHYNsqIzcMon3htwZmUgZYaKCDcT6q3D56unUvnUWuU1zt5HrLkY0NGZ3OoOqqAx0U0IwDXqWzCPBX8OMzmeT4isjbItiY0ofwEQXFWyqnxT3LjBN5nU8nYKEfHRBRjBN3PYEfup6Lj13LYhouThTwDRwhBrJq91KSWI+zlAjXltcRNTc0JAE2JQ+mPLY9oxb+xZWNYBd8NG9YhmSaSAbGovzTkI2NeqdqeyyRzKOLmx/CrrDzvG0iA1XrCrA0+gjKsa5jxFrTW1dsEm8XcAUJExMHPp+jlX/Dt6eeQmPDLyXZe1OAKCHtRqrtWUTo//7z8D7z/whbbfRxpEgJNt4dXkM6v+xd97hdRRXH3633F50r3pvrnK3ce8UY8Cm995Ch/RQQ0ISQoAkpBBKSIAAAUIHAzbG2Lgb914lS1bv0tXV7XfL98fKKu4EO8CH3ueBx9qdnZ2d1Y5mzpzzO04roNMk6Hww4mZETUGT9s+XdKxRP6LW02j+i8d7Gofr8YKogiBgj7QTl62ktpVT7ylAlCUM3U46d6MEXSOlvYaixi1s8U8mZPUi6CpBi5vN2ZOoTihAEyS0Q6TotigRkgK1xCQzQZOTD0bcTMjsxqqESAw30GxLJiVUR1qgkjR/JZ5wE1+4z0TUFFTZQrtsAQR2po9mWNNaAJqcWejROPVmF4teXsmMm6Yftf90XWdXpWIkpRH2B3ToTJuQcszv4FhZOmcak8/uCtmTRBhQ2GUoHDvKe5COVC+9fJuRJYFP73mBLdmTiYsmMtrKabAks7zfbLJbSxE1FXt7DeP2zkNO8QIXd1677oP1jNn3GSY1hi6I7Lb2pWZwClktJSiiTJXX0IzUBBlREEiON2FRwmiCiKSrKIKMVQnhiAWJyjZSA9XIWpywbCdidhIz2alI7IsqmelXv5Gi2nU0OdMxqTHikoXKxH4IuoaOgCtiSA7I6KREGtA63Kr6Nu1gUf/z0CQTI2tWkNeym5jJhjNmeFpO3/Mur6X169EncdnGLx7bzqvPHluyp6ceWUFr8lAqEgdS48lnSM1qBt128dEv/JI8eO9Ibl6xhR2akYhC1BTu/GXXeCQIAovf+/8zPvUapb6lKIEgaiiCJfX4iqrtx98UwG1xE5MsSJpKWqCa5yc+yPh987lk3V+xKGFUUaY0aRClK0ZTRwIWSeCk8VkIuqE3DsbCq02wsTVrfGfSBEssRMmM6yivNrQQMnx76VO/BUSJ3OZdtNmS2ZdYBLrOntQRFDTtwBNuYnvGGPy2ZBBAVFWGV68k3V+BjDGpE9CRdQUdUCQzu9JOIi5Z0HWIyxaaXVmdz6fKVnQtRmbbPlrtybQ40rHKGgHddtg+kcNhppy9hIXvTMZi6fp0at/7lI/ue4UP088iYnHy1htTMNdWoighIrIDR6ydxEAtT685MSmMr7t8INdeNoAde/zYbTIFuUdflPbSy4kkHtfw+eMkec2I4tGNuF+W5a+tojXREHyMiTIr+pyFO9SEPR5g5s43MClRTHqM7amj2P30f8icOpzmGh9DzpuMhGosoiQTgq4TxwQChueTOx9bPEzeKSOoWqxxyo63mbr9TVqtSezOGE1W614s8RC7008yvAMcKeS27KbOnW8sOAWRyqT+jK5YzIq+sxAwJjsb8k/BFgsQsyUbEypBxBFrJ2AxPDQH1G/ArMWR0fDLCSztf37nOZMaRdJUBjZvJSA52J1+EiWpw3CwfwdTQBNlfPZULjn3I/7+t0nkDsnu7Cv/ll2svuUhXo+Ppc2WxI3XFpA/ZRgWJUxcMoMgYosGuPWuwcf9PQG43XYe3/VHKirb8QdVBvY7/YTcp5dejhVd12luieF2mzCbjr+KRdmepk6xcBAIWDygKQdkBxaImFxUfbyMqpOTWF8cY+qERDwJJtraD9BW6zDMRCwOvKEm8nNstAY17P4GwiYHMhAXLWiyGVFTGFy7GgWBqNmFN1hvhPLpOpKmUJXYr5uhhx6u1VHZRnnSQPo0bqPJmUGbLRl7zI/f6mVV39lY4mFGVi5mQ+7JgIBVCeINNmBWo0QFK+ZYiKjFRb07l60Z4xgNSLpCWDQj6hqNP7qH9Xsu4KTf39N5z1iLjy13/Ir318WpdefjGVLIYy+c35EHq4s0UxBJkjgRLP9wGs0tESqqwwzo48Ju710a9fL10uaPI8sCjhP0u7glayJR2VjvVHsKmbLrXfo0biU5XE/Y7MSiRNEEgWXp51FR5mNbWYSBfewkZSZQrRvZOEVdQ9A1/BYv7RmjOWnfQqzxAAl6kJAnndOWP0VmWxklycNY5clnUN16EiIt7EsqotmRiifUxPaMsaT5KwhaEtiaOYGgxY0qmvAE65lS8iEJ4Way2sooSRmKIlkobNpOiyOVmGSlb+O2Hs8koqMhIOgKp+9+qzPjelyyErC4sSpBZE0lJVjLKbveBM7rcX15VZizLlvK3P90ZZbVNY3i3z7NnkeeQVF1wt50Lq9fBIJI1GRDjKnUu3LR0nS+f+/lJ+RdPffhtUSjKruKfWRmOElJOrJ0zLeZ3pH3W8jSUefQvnU3AM6RRUxb8/5xv8eKvrM5fdcbWONBtmeMZX3OdCIWF2HZiTfchKir6IiUJ/bn8VvfYkzVMmQtzusZ4+g3fDK7g25AoF/9BnanjwHAooTIDFVz46VZ/G1NlAxfGdkte0jzVxAwu8lv2saa/NNosyYStroR1Rghi5v3RtyC1LGI7HJV13vsMFa789mVfhJZvlKq3HnUeQppdaQyqGY1GW1l7MgYS707F02UQdfQBQFVNFPvzuXKVY9RN/4sfrjoV9z6o9Xs2BtGFroyYAm6RmbrXmbsfIMv+p7JLT+1868njQwtajTG5oee4pXCu4y6gVlXbmD+X6/igzlzscZDNDnSuPdXE5DlE/e5CYLA4AEJJ6z+Xno5Vt54cRNlD/0JZ8TH9v6n8tdFd2I6zgu/zclj6ZakjrDVQxgBu6+UhEgzFiUMCGS0V/LkGwWULmsBBHhhMbfeeAX+p/6ORY1Q5SnsrEMXJJqcGUwZl8xei4vRez/DG2oAdFKCMZL3fsyqwjPZnDmOsNVLSrCKJlsGjY4MktpraHUYu/hJ7bXktJaQ17KbSm8/zGoEv8XD7C0vsCdtJKWJA2ny5DOscinNznT6Nu4gt3UPkhrveBY3bbYk7LEAQWsCY/d+QmqollvrP2LeEx8x5tEnEDSNJYPOAxLYmD0VJaaxJWsiYbOLn3/vPV7+4q7O5yr72ys8bZpFY1IOAL9/O8gHl5jpKzVSFlawKGGuT9nJmOt+d1zf0YHk5riOXqiXXk4wNXUhLrlpbefPrz87ipys4/u7Wdmk9TwgiIYLzoGIIqvbPCz5wTZA4Pd/g1OnuijvLk3SzWhkVqL090QYct502h97HUnXoEML02/1UJYyFIsSwRoPUevtgz3qp8GVQ3ZrCfXubMJml7FQ21/vgV7fgsCi/heyLXM8QZMTczzEmH2fETE5WJd7Mn6bl6X9zkMVZeyxdtotXvIbdyCrMZ5a/VNK9zRz348WE9dEyjMGMxoYXrmMMkdfatz5zB98Fba/Pseox+/u9Dive28B76+NszFvGqpowl/ayl//vIFxJyXxxYYW0CHJHOGd92Z/5fdyJJISrSQlWo9esJdeTjC/Gfoj+patxGdLJvlPj3HxVUOO+z2i3UPYBIENhafR6M1j5vZXkXSdmMlCqy2FoqpVXHfrGFKC9bRbPFjsJialDyO/YTsqMLBuHa2ONFLbqyho2kE0KYPT7j6Peb99m7hs4YuCM9idOpKYycy2nMlkNe/Gb0vGqsVICtVTnDaCkMlBqyOdsNmJ2iFsLmkqoq4idoQRVnr7UJnYD2eklTGl8wlZErDEDtbpFQCpQyxA6Aj9NakRpr/1LJkTh7Gw7ymozT7M0qE3S/0Bja07Whg6yNDfbduwneJH/w6Kggy4Wqr5V/oZ3PKvv/HYEzuJynYccT9PrT6xKcwtFonhQ06ME8o3iV6j1GGY/+jb/H1uEE2QOa9PC9e9cNfRL/ofECgp7zRIAQQ27kSLxRDNR4/T13WdbeuOTYitNSmPN0fdhUUJETB7QNABnfLEfoysXgaAJki4Yu0UNmzDGWtD0HWG1q7mH7mnku/bRrnLMAJZlRCqIGGPtXP9j8YxeuZgJjxyBd6w4dnQZk3k84EXsb7gNCYUf0TZkEvJSreS6HGxdZff0F4QZLyBWtptSeiASY2xsvAMpuz5AFmLs2jAhdR6CtmcMxV3uBlPvJXrV/0WazyMpKsMqV3Ly2N/DLpEVJSJWd0okglNEFiddwr3vfZTBEHg738ez8JlDfzp74a4saAp3LDit9jiQUAn3bePJeWjO/tJkERacHcapIyDIo4+uVy8bx6hskqcg/shHcJV/vNzvk/7vAUgQMaPbmHMYz/sPOfbVUzNq3MouP92bLbDe2/18t2koaGBh2Y8S8CWSG6kmoc3nViDwrESCqu888IGPEmDGFC/nlE7PuLzz8/h9NPzj+n6uu3lx1Suz8AkKnb0FAIRdI0mR4YR6qsYobmucCtVyYPoVMsUJN6dX8+ZSpwW2YnP2VMUUpg4kdl/nUjNsOvxtlciYGjnLet7NrZ4kOS2SkL2ZDKdcW5IreDfuwPUuHKIyVZGVizBokUZVrkCRZQZs+8zapw5eIKNjC2dR0LUx+jKJcRNNpoScknzVzCmckmnRp8OxAQTYdGMNR6izZaEK+ojx1fCmJ9ejiAInPWTswmcPYRFl9xNi8No+9r804jFuyZYmt5z8SvZLPjs+8NedBTJwpbFJfzpo+9RWdlOaooFp+vgxVjZc6+x4w4j+4yjqB/Tt3zUeS7kb+eDV7dz8rkDSc/0HNM76+W7xc2jf0+NO4+kQC0vrfnB190cwJgDXXPX+h7HfvyL7bz1/Phjur6txUheoigah/iT3kmfwmPXPYrYk+kcn4CFS3xM3fMe7RYvG/NP7VnW4uLx92bxl6e3MbR6FYnhRpzRNtB14pKFTwZdyc6scSyeeDMjhiSQ/cGHpLZXImoKzlgr2zK6pQYX6SlA2YEuStQn5GJT2rli1R9JDtahCwKJoQbeH34zghZH1BSCFjeCrrM9Yyzfa30Hs0li4OBU3vv0Em6/ZyO7i1uBdkxKjGpPIRYlQos9Bb+tZ7IV2WmnwZ2DIpoxqTEiJgcrF5Ty1ryLKK8OY7OIpKUcPD61tka46JqlRDUTCXKM998+BVPHS9F1nY/e2kZWnpdR47IPuraXXv4y6g4qIk5Maozb3rmDvCF9v+4mAfDkb5dSYc4gkjGOURWL2fXLv8JVzx3TtbGQ4T0dafNjSj6yAUPUVTSha91iVqLUJBSwNu9UcluLMatRVhaexYDqNZy75QWyfGVETHY+GHojLSYv6YKFV8b8hCs3/BVnpA2TFmNX2ih+8fIVFIdcxFSR5X3PIWR2kukrY+y+T1k04GIkJYqakMz49CBtqpUh1auIi2a8oQb2pgwjJltB12l2pLElaxIj931OwOqmInEAEZMDsxohua2KWXvfwtoRJbN/FDNy/ekHqexVefty9qljESSJM+pW8+xLpXw6t5K++BDVCNBzjVVZ2mWUkp121JjSIyucva2BU8/oy7Ax2UT8YbLzPYeUdfk0cwLxxhYQYNzyN0keO7zz3OoV5bTUtnPmRcff4Phtpjf73mF44jOJBnceTa4sXq75+ger9bfezzuWYfx7/K3sSBtFm7nLK0Y40uyoA13XuX3kb3n2x+8CcPuM51AU7bDl//FIEbogELB6AR0BAUGH8qSBVHr6EjY5abUnU5NQgCgYE6K4ZCYuWbh87R+4bOPfEMx2vIE6nBEf9ngQT7CB9/+2nAcm/ZZ2qwdrPETI5MIeD5AQbqXd6mVx/wsIi1bCEZVpk1LwJshISgxBUxhetZwztr6MN9yEoKuEJTsBexJIJvo3bMYcD9C3YTOXrH+Sk/YtwqoYBilVEJG1GFes/TPXrXmUSzY/y3kbnmHm9n9z4Yanqffkc9vlH7BkWQ0AffIdeDxGn6b7K3HG/NhjASxKlHpXDn3zugyAoixz8jM/QVJjXe+jI5ugKcFFwohBhzRIAQTmzUdEQ9Q1av7U9Udnw433smLobMoefY5F7hFsn3Ps4sW9fDd4aMZzbMuaSFnSIFalTeGNu//9tbZn3cZmJs9ayOkXL6MmoZAdmeP4bOClhMxOEhOOzdX46dRZLD79ewC8nnU6DfWBw5Z96HdT8MRbDV0mNdq5uLIoYbSOcLb92aRipp4TDrsSJiNUzXtjD14oV5e28MiAW8jYuRIBCJkciJqGM9JGceoIitNGACq+uIn41BlcH5rLtasf5+INTzKsYjkqEiGzCwmdKDJn7nqdM3e8iiQI1NvSETSVwdVfcPbWF5FcTkRdQxHl/ZHNmPU4+W17yWzdC4AiyJQnDuTXn5h4/M+Gq7otO53UHC8Ri+HdIWpdopeSGkU9YAew3wN3kNpexf74aVusndGn98dkEiksTDikQQpgx12/6fx3cGcxgTIjJXt9aQ2zL17GUx+Hufim9Vx5wfuHfU+9fDf50cTfsSN9ND57KntTh/G9MV+vZlg4ojD57CVMOWcpkUjPec+xenH+evafuPKG5QBcdME8VqxpOGzZAX3dpKVYDvZE2o8gdDt3QBldYGn/C9iYf8ohLz37okV8/N5eHLF2RE0xQmjQMatR+jZtA1VFbG/D7ZCxnXUGDYmF1HoKaXJkoYvHEP4mGEu7lBQ77kirEXKo66S3leMJN+KNtuCMtWHo0QmGUviO7Xw25Aw0zejboUUJiB2eYdsyxxGTrbTbvJiVGM5wU48FXPr5M0gQwtjiQXRBwB1u5vTLhiIIAvnZ9kMapABuu2MZUd1shFGrFn55v5G6Xtd1pp7zOY+93Mz3f1PC5LMXHv2Ze/lOUbpqIxtMA9mZOY5tWRN58pJ/fN1N4vzrljLztPeZs9jH3pRhLOl/HptypiBy+HVad3bPW86vpxqbk7dcPIc//ei9I5a/YZqMSQkjq1Ec4RbikhmTFqc0qYj3h9/Eq2N/Sl1CPoKokd+8G7MSJiHczJDaLxjYsImdaSOIWhMoSxpMzGSj3ZpInSuXt897gOJJM0HXicpWrPEQAauXxGADQ2q+oCJ1GFFFp1xIYfg1M6jOHk6zMx2rEmZKyRwSAzVYlDCpgRrGls7HG2shx7+P61b+Fms8yJh9C7lg83M053TJDewfTfSO/7r3mA7sSRrKdae/TEOTkXyhfx8XFrNxlTN6QEZPXWPA4C7tOufAPqRccmaPIv7c/gCkJFnJKfAe0iC1++GnDYNURyPWzrim89xNM1/k8fuW8OzftnHN2L8e8T191+g1Sh2GqKlLlycufb3xm62bd1L3/DuY9DgZ/nIy2srZnjUBFZCTPIT2Vhy1jofvfBtdEJlQNh+AIRXLeef9w1+nv/kG96y8G2+gjvFln2CPtZMQbqRP/UYWDbiAuYOv5IPhN1HrLaDSaxjtNEFiV9pIWt3Z6MDMna/Tr3kH48vm4ww2UeXpw15SyWguJqutDEUUkdUYde48GlxZgGAsMDWVFl+MYYNcjPetZXLJRzhi7awuPIN5Q6/BFvExe8uLJEcaSGuvRNBV+jZtI8NXzvQ97+GK+shq2UvE5kZAR9I1FMGEVQkh6BqJoQYSw40MrNuAJkhELC5UZF754b/RdZ38HAc//0ERAN5wA4pops2WSMjsosmdye8eHNGjrzImjuCVZ07CIYRJMYdY8O7kL/2OhW47lrUv9/xjsu/CH3emUO+lFwC/zYsuiAi6hiKZ2bJw29EvOkEoisYPH9hkiNJ2IyLbaLe6yQ/uO6Z6bLEACZFWADyRZpbf9YfDlt2xoYZT6hZyzRe/47I1f8ITbsIR9ZPdvIu9yYOoc2VTnjSAjfknH7QwNHUYcTTxYGNxasNeWgU3WzPG0+DMJC6a8du8lCcNREegyl2ApCjYm6op3dXAnqsfYP6gy3lx4oOs6j+bwuYd+KyJvD7qLgL2RNL8hjEoNVBNafoIQhY3CZFmcluLsYf8BMxuxEN828OrluOK+JC0OO5oK2fseI2mv/+LJYvKkOw2Rr7wKDOGGLuckq4iqjEjM5e/mut/2TPVuiU1iTdWfI8itZzc4D6e+O0wrNZjCFM5oF1KxDC8P3DvF8RMdvaLpFdEnDz6896FXy9dNMdtGEsFwxDqsyQe5YoTy4yLVxz23AWz0o/p7+u6QDpxs5GZKWxN4MGHNh72ukBQ6dqtP3DB0u2aQyZNEejQfOp2br8RS9fxRUTS26vYmzyEgNmNhoiOgCpKVHoKEdAwhfw4//FHzjojhxZrCg3uXGo9BT3voR9w7x6GMqhtN3XM7UQ0UWJf0iBUQSYq23BFfJ3Pcu6mf+JQAkR2l7F0pBFid+OV+Vw029DwrPfkoyFgUiIkhOqpufmXPW4rms38fv1D9ClKxKZHGXP1JG6+buAh+7U7itKz70MdxsZAWSV6d29RXeohZN5LL+uf+wy/1YukxVEkE2HzsWVcO1H85K7P8dUFCVoTCFvcxCUTkqayvM8sfJfeTCikHLWOf9/5OltypgBQ58nnox0WyitDhy0/8POX+OmSn/DTz77P+Vv+wcjKJUzb8x4nlX1KansVSYEaJu+bS2nqcDRB7BwbnOFmPhx2Pcv7zgZB5POBF/HPSb/gk6LL2J1+Eh8lz6TFmsSk0nnkNO8BoLBxCyKGkQpA1QXKKgKcPzubVksSaf5KBjRsYkfmWExKjCR/JRdueAqn0rUx6Y61UVS9mpMqPseqhsnYswqlY8554CjcfWRbWXgm6wpPZ681jx+f9y8ATp6UzB03GJnq/PZU4xpdQ9TiJMYbycvt6ek64dUnSP7V/bS4M/FNncX3dv/nqO8j7mvr8bOudZnKgm0RAhYPMclMmyOFU097/6j1fVfoDd87DBm+UiqTBgCQHKj5Wtuycsx5xkenG66JViWMLoAuiARbQxQ/8jQjXnjsiHWYbGaSA7VYOjIsJYSaaatuBPI7y/h376X6tQ/J+d7FNMxbjBaNEZetNLuymLrnPVrsqQzxbaVu4EW42tvZpdqx4GNdznTq3Hnogsi+xAHM3vJPAuYEclv2IGkKCeFm6l05tLrSKapbR1H9eqSO7AlbMsYxf/BViLrC5F3vMKR6NRUpRXw6+Ereer+SZJNK35qVVHv70OpII695F26CFKcOp92cgCLKJISb0QWRiXvnYosHqHHnAToNucPpW7kaV3sjqwpmMLl0XqdngiUWQECnPHEAw6pWErQkUOnti29PBd4BefTJd7B7B1R6+9NqT8ERa6MqoRBrVgbpqQeH0+XmJzH/wzMPOn4k5BEjUDZtAsB90TldJyQJ1J5Cp2suvZNxbz71perv5f8vucF91HgKUUUTCaFG7vjoxMazH4lXX98Fh9iBj5vsLO1zLtPu/wPjP30Jk/toEz+h0/VaACx7e2ahCgVjfP7KSgon9Mf3wTyyyjcQFKxktldw87JfEBdNvDviZpqmX0C5K5Xm1hiKosIBosGKyUpckLtmLh2TrUR/NQPrNyDoOjmtJWiCyO70UXxRcDpxyYw16icx3Ei9KZ+YDvULVpJxxw1UJA0EHbZkT2ZL1iRG1yzBpkYIy3bCso2dGWMoTyoiItvwhurJb96JNR7BLzvYM3YW7rpSklr2MbB5a1cbO9Kz5zXvoMZTSJW3L/3rN/HO4wuYdsrNWFISuf3+KXz22Sf0bdhCpS0XZ9THycXvMeP06w/Zu/+Yd91R+r8nBT+5kbI//BMAU1oSniJj86FPoZtd3WyguiCyZsmxhYX38t1g+oxsyjfGUSUToq4yOOnEZHY8Fo62oPv32xUM6JvA0KIjazKqBxjdFclENKphtRrHNU3jg7nVWG0SngQLrb54V+Fuxp6MNCsup0hbu0o4ouJvVw8wAB/CWASdZYbWrGRi6SeImkpFYn/eGnkHFi1GYrCWkpQRIIr4zQnY6iuwWSVE4YAlm6ABEgcv5eh2TCCu6Cw69Yckl2wkqovokgldFBF1DVmJApDVWkKLM53ypAEU1a2HHYaHp9kkcv3lecybt8OoTpSIig72ZIzhvh+ddMj+/eMzZxzy+OH4w+/Hcu3t61AFGYse47E/GBmobGnJQOkBj9W7qddLFxe/+DOWDv0FFUlFOONtX/sab8uudjRTl8aTjoBJM0JZV20N8cnn9VwwK+sINYAiySiiCVA6wnnNNLdEycvpqnf1ugZKS9o4Z0Yabeu3da4zsn2lZPtKCchOlk6/HcfA4RCMsTa7AFpb2JE+ioLm3WiCiCLZ8FsSEaX9KaZAkSxUJBdhiYeYsv0DstorEdA5f8tzLC2cxc7McfhsydTZs3CEGujTshtd1/G1jcVkEqhLyEOrWcVpu97CEguwoc/prOhzFmfteJU6Vw5L+p+PLoiM3TsPXdepSijApMbYNvpCxqz+N+XuQjJbSrFgjLlGFna1I1PxrM7EDvV2ow8FQeCUyanMnQu2qJ+YaBihBtWs5abpEvIh9KbG338t4++/9pjf6eDf30vlc6+jhY2xcvgLj3eeM2lxBF1FE2VMsXai9jTice24a69+G+k1Sh2G11fdyiOTHiQc1/nNmoe/1rbEdQEZHQEdTRBptaeQ4duHoGtogkj1B58x4ih13PuHc3ngvU+JyHbsQFNCNhedV9R5vvyFt9h2y88BKH3kGdxTRyOazVy18S/MHXMrG1LPZfbOV8gxBUj77DlUfzt5mtrRnlQ+738hpSmDcUTaKGzaji5IhjC5AKCT6dtLrSsLb7DeOIchU5XRXoEmSmi6gCzoeJQ23LVfsCd9JNbqCHsLJ7JpnJthxYsQzDLmsRNYXyxiF4M0OzMpTxzAoLr1xEUzmYFKXhp3L03uLCQ1jqgreLKTOP2e03jj7rVsiE0jo72ckMlBZmsZFqWdobWrMKlxFFHGHvVjTbqgR7/95MFx/OrXNlyRVlocqYzNPX47KmeufeOQx6fWr2Jp8tgex5IvP/u43beXbz+PbP09L1z7V4o3VnHLa7eSmZH6tbXln69Xgnhob1JVMvNSbBxj4/FDnu9ORepAEhrWIWF4XQ6589LOc9FQmLczZpAQaWG7ZCY8+VTcVgkxEibgTUd1uFmTPZ1wn9H4ohptTcFuNXcttERNwRuoQ0VE0lRUUQZdxxILUFS7hrhoJttXii4ImNUoJjWGLRbEJMfxO9IIOFLJai2h0ZpCS0IWo1d9yEXVpWywFVHjKWCmt4rF0cG0WZKp8hRSmdifJncOqiATly2s6DOLdfmnkdJeRZ/GbVRlD+f6u8+j/NnX2bDZQ5/GbbTZkjBHA5y36e8s63s2NZ5CBCBgSWD4yC59FLPZmMCMbPyCUS2f4Aq3Esof8CXf3uEZ9LufMeh3B2cMve/R01g+/Q3anGkdIssqkuXoIeS9fHe44ZGLyHppKR88tZJJ5w3nyvtv/9raMmfekT3Jm1pUfL4IcGSj1KgBFlbV7jdw6UyfnNZpkAKYfe4n+HVjAeiS47jdTtraY+gaWK0i8biGJ8FMNKbRsC+K2j3GRDjAK0rXgJ6eS/tJb6vEpERRRJnU9ipCNi9BUaLFldlpfImb7MwvuhT7B8vJ8ZqoaFNAUxjkjbA94CV+QHK//fO0LjuVIYIeDGucftMsCnItPPPbZWT4ytCBSo/hZdBmS2Z1wemookxlYn8u2PlCt8cw2p6eYqKi1lgoJ6jtJNiPj4EoP8/Dko9PO+i47LB3epX1fL5eeuniwYV38sLUn5NcmMr3lj3ztbUjHFHRBcPbUdB1dAFssSDhDtkBTdcp3bYPjmKUuvXdH/PQbR8COQjoJCebKRrQ5fFz/81zWFVhRhMl5vxlEbdkpKJFImhxBdHlpF5OZu7k7xO1eYjs8xPcr1MpuVnc/0IaalYzuuJzAmYXk0s+5LNBl3a7u86gqpVUJA3AGW7tOAIg4IwH8DlS8TnSQFNwxtppcGYypHoNH8ytIj3VSkW8gA9H3Mio4FZUpwt/kwKCwLyBl6GYbDQ5M1FEiaX9z6PFmYEimTEpEeImG5F7z+KHNxfyo/P/zRm73kDSFbamjWFa2cc0OLPQum0mmJTIQf12X8FWFs0tM5JING7GftN9X/4lHgJBEDjTv+WQ5869cRRvvbQDQddosyXBAZlGv8v0muWOwP0rfvO1G6S0WAy1Q4xOwFgAeP1V5LXsQgSsWgTdH2DjD3971Lp+u/cpzlnyLADXLv4T+XldBpZttz7Yo6x/6ToyLz+boRdM5KlHhnLhmr9iaqgl0B4hGoqia0Z2A0nXSA7WMWvbS5yx7RUuWP8Ue9JPQlSiRCQLEdlOwJzAgIZNXLn+ryS21+KzJiEgoCEQNLk4dffbeMPNVHr6EjK5WJN/OsMqlpH37IOo8+dSrScQxozN30Jw+UqmF7/PxNK5nLHjVWrd+YRNdnQBGp2ZtNlT0ASJuGwlanKwtRrWnn0Tj9yaRmKKlSWFs+nTtB1NktiSNZHyxIGogoRFiZBojmFL7hlmMGFMKk/8cQJNrgw0QeaLrWEuvW7pV3upR8GVkEC/t5/oOuCwUXjezONSd0lZOy+8VkZN3de3c93L8eGGl77P77Y8Tv6QwqMXPoHoB4aBdJDqr8CmhKj35PHDG+YetZ5f7nmW03fPA2Dy4lcouL7LQDznpj/hDTch6SpWJUxk/WZyLj2DPmeNZ8a/f8XcU+9mk2ckTS0xQhEVY4FlKAxY4mE8oUam7X6HK1f/nlpvHz4efDWyEgZdwxVu5rxNf2d47Rdk+EoJdWSlCZscKKLM1Wt+zxVrniC/eSeSpuAJNTFz11s46spofHcuDX4YWTKfi1f/haZ1O2mzJIMgoIsyVUkDiEkW4rIF0ImYHLRZkyhLHkxcshCua+GPTxdTdNVMBmdprO07k+V9Z+NQQqQGqslv3oVFCREXZZod6dz+8MHjwIVL/o5DC2HWY3hKt/Jy8qkHlTnevP/ZxaT69pEYrMMbauBfcy4+LvW2+WO89toetm5pOi719fL1MfPaqTy95l6uvP/LeRAfb/72r8rDn9SNceK+R3YeNYTvN8+ey5zXjVThj/x8CA/9bFDnOVVROg1SAO2KiVHDEpg8Npkf3NyXaRO9xOLQ0BQjHFFRta7x6ZB0C5fpcViN02RPJSZb0EWRHakjSQ7U4Ap3aJd0u6Telc0z61yUtFqJaSIxwcomXwJxteOe+8P1OjSkDEGWbu3RdaIx+M/7VWzZEWDwKUW0ZPan0tOXaIeeXcCWSNDkQtQ12q1e+n78+kFtfv4vY5jIbjyhRoRImJ+d/SKhQPCgcseT5R9O6+o/AZ79/dDjUq8Wj7P+1c/Z8N7aoxfu5RtNamoq9+56ju/N/XrXeC/+fT0RyYIOyEqMJH8VUZMVOpMnCXy4OERltf9I1ZA3JI+/L7wZgAd+XMRrz03E1s1ovmtnK4pkRhdEaj0F7DFnk3bOaRT+6EZSPniH50ffTU3EQjgcJxpVuwzjCIQtLqqS+rNw4CVEzA76NG8DTUPQVWQ1ypCqVcze/m8u3vAMu9NGdHq7h2U763NPoXuimYDVg8+eyuf9z2fOe8VEN2xkSMki2kweVrjHIpfuZUrJh0wpnkNCtI3tmeMJWNyooon6hDxisg1NkIiaHGgIrFrXyt2/3sEvz1QJ5vThi7zTaHZnIwAmLUZR7VokNYakxZk5+GB9rnF/vodZFxcRNrt4b8St/Oq1IJ8/efT56lfhglsmk5VpoiKxH222JM6fIGI+Dl5Suq5T9tl6Vj0zl3g0ehxa+r+n11PqG87C024kKDuxxA3rswiY0fCbEvDEu2JWt74wjw0bWrjoyZtIGH74eHx3QTbs3IIn2ZhArb/+bur+/UGPMvunJTvEbBJWzWPr69/DFWtD1DWiooXSpAEUNW7ucY09HmBE9QqCZhcLsq9gcPVK0oK1oGs9Nqly2vcRlBws6nc+mW2lDGjYQl5rMQPr1rG8YDZ+m5fdaSORU4dhj7ZRnDYSHYGdWeM4e+uLeEKN6IJITLLijrRSllSEN9RE34bNfN7vPGMw1zUkNY6sxmh2pKMGw2y56QH6aho7BlxKwOJmcb8LqPL2QRclWuyp9KvbSHHuOL5Y38K4Ud4ez1axr7mH/kJ187EJD34V+p87i/7xWUcv+CVYua6Ju3+1HYAXXq/AYoaF70w7rvfo5btFfWPoEOsqY0qiSGY0BFTJir+hhvMuWsD9N2Qw9qzDZxuxJHoAcA8xPH6KS1q4/kdbSW7L48Zu5QRd56M9Vpypw5nz5xBKh6eWputoMeicBOmgCwLeUCNjyheiCxK6ICEKEDU7SW2r5JwtLxAyO3FE/bgiregI1LjzCZicjKn4HAEdmxJiaOVyKhL7kxBuJi1Yw960oZj1OEPq19BmTSKxvZoWewqirnXtzmkaJjVKYnslAZOLdnsyAKpgotTbn4hsQ9fhs0feZNrWFUwyOXl3+E00uLJwtfgZWL+ehHATb4+8lRZnOvOXNHLqlNQeExhHagJSJIzUoZXlCpx4g45JFnl3+XXHtc5AMM6sy1d0LCZrIB5n+fwZx/UevfTSSQ8DDEw9ZymXnJvJHTf0QRQPvUDYH15x0jAvoiigaRpTz112yLILlzRybd9a/vWsjRY9odNIEo5oXWOmTkdm4yO48nRrpy6Z2Jh3MqKuktO6h8rkgYTNRsIET7ABnyO1Qy9KR9+vhSp0/o9O49MhbmeOhzq04rrdt6PNC5Y0EIvroDsoavqCnVld2QoV2YK/w+i+rVIkf2CMRG9XMhhZFhF272SMEqDC0596TwH/uP01fvDyTYd/5uPA8g+P/9zmhyN/xcbc6ehCANtTH7Dgs3OP+z16+W7x2ietJIaaaHFlke7bC+i4m3exL6kIvcMwpUomLr95LaNHJfHwPYNxOg/tmbzfO3HKhBRMJuPaa895k5qIDW9nll8BsxohVF7H1vPu4IPtEuEH16Bbk0AQCYVUQx9U6BoDJU2hzZZM1GSnX+MWJE0lKdRI2Opi8p4PyfKV0GpLQUBna84UBEFgTPkinp/4IEGbt3sDAYhYujy4asxOarx9kdQ4EZMDT6ipo5WQFKwFQSDdV0GzPRX9gLA6QVOxKgHqqhXKnn+SQl2nuO/5NLoMr7LEYAOn7n4LR8RHu82DMzORkrIAfQt6RrzMn1eOpMVJ9lexM3MM77y4kZPvOuvLvcgvyR/ePrTMwlfhqYv+wPJaNw3uXOxvvsejTw5hyJBvV3a/Xk+pbzj1lS3IKMS62Q9F9B4GKYBKT1/ma4NZe/mXS718OINUqz2FJataKK3XcUV9SLpq6FlpEQpa9xAwJ1Dvyqa7yUlBwm/x4A63IAGifmjjjV0NkuYvxxYLdKQlFbHFgshahI8HX0WjPZ2AyUmVt19He3TqEvKxxYKYlQiaICKgU+npw4ABHtKsUSxqhHp3LobLu4gqW3BFffitXjbnT4MOkblTy+ZS4cynxpPfIRSt47clYVPDjP3iFZ7+yyY2bvX1aO8bb1WQEGrAvl/c81vqaLnfILWfaOwwBXvp5RipqI6AbD7gqDEm2GLt6IKEpCtImkJTxMTjT+6irab5mOu//keGzlKTK5OqhEIUQSYiWWk3u1B372Hfhr0oYvf7C1ijgc4MmACeUBPT9rxH1GQjYElAE0VMahjQaXBmMGf4Dcwdeg3vjbiFFmsynw66nNUFMxB1BbqlF5Y1BWs0QGHDZqxRP8mBOqzxEIog44j5WZ9/CiUpw0gO1CBpCmYlwmnNn3O+fRfnbfoHye09dZf2pQ3DFm0DdIaWGELh9niAs7c+j8+eQsjkICrbcEd9mDQFRTTx5HN7ePfj6h717Lzv99i0SMeeJqjCt/PP+urV9T29Q0wm4vETvwHQSy9g7DK/OaeGuZ/VH/M1t9+94bDnNE3lxeJ0wyBl3OAwN6bTY+sQjTr4mCCwKXcqta48IiYHoqagCjK2+DF6Hx1gkJo53TCUmw8Mben2LSrdvKt2Z4xBjh1CQFmHF18v48/PlfTwOmtavo7JZfM4qXIZ52x9nszWvfSb0OfY2voNQtc0tmeONwwFgkDYmsDsyxd/3c3q5duObCartYRhFUuJmBy0OtJocmWTGDxgHBIk1m1q44/PFh9z1dFonJqIjYjJiUmJUVS7jsLGbZy38VmiJivl/3yTMz59jLhs6+ZZKPQwSAGMKv+ck/YtZFLxHIbWrCJscpAQbgRNZU3Babwz6g7eG3UrKwrPJM1fiVmNsz1jLCGr+6A2ef01TNv9LgmBOoAOfWQBTZQAge0ZY4ia7ERMdrZnjmf2jFSiNpchB3MAuiBijbWT4yvpTBY1rH4dY4vn0m5247MlowoymmSi2l3IO+VJPPrXnbS0di1+lFiMIbs+ZVTVMk4pfpfxez/BdbBs8LeCrXvjVCX2Jybb8DnS+eGPyr7uJn1pvp2z1+8QJ//j57SZvegCaIfY3mo3u9mSOZ7l/c5B1uIozW2HqOXLM3/gpexLLsIUNyYqese9dYSOrBBn8f7wm1hQdFnXog0VUzzKOVv+iQBEBblHPG9UsrBg4GW8NvYnqLKVpGA9iigjotNmS2R93qk0uvNQzHZanRmgKZ0LrcRALQjGjsHO1JHMHXwV/vOv4eE/TMMnOtmbMoTEYM8UzU2ubOKylaUDzkc3m0EAJxHOv3Mq/eo2Gnox0XaGVK/EHW4BXSNl3Xw2v7aosw5fc5D6mgB+WxJRswNnuIU//fLbZXn+X9E5ce3lO8OwogTE2KEXQ03OTBIDdXgD9ZQnGp5PcU0gWHvsRqlORIF3TrqDuYOvJmBJwB1po3/jZmMicsDCLWJ2kt+8C1mNga7T6Ejj/eE3889JD/HR4GtICDTgjfjoX7cBBJEGdy5+ayKlSYPYmTmWwbVryfaVMWfkrQRNLkAgKllZ0vccrlv1CNntFTiVADnNuwmZnci6Sp0rl43ZU6j29gVdY3LxHK5peZcf//Nq4iYLe5MHk3TgJBMBQRCxRtux2K3GZFAUGXzVTMxKmDZbEpogszV9nDFp1FSCbVGWPf95j1oq//lGj78MSTO+fPbPbwJDhhycoS0QPHrWoWOhN3tpL8eEDjX1B+uOHI6WtgPEzHv8d5jpdffse5oK+v5QGQ4ayyyHGVtVycLqfrNxhJoRdQ1bPEBMPlKWaN3Yr9NV5FgIS8SP06zx4E8GkJJsZMQK2A6fIdHpkIxHAgr6uHGmuhDUA3UCdeIxlTWf7zXCfzrYeNP9neOTBIyvX85Zt51yhLZ+MxFE8aCMrbH48R1Xesep7x6DBtjYlTEWny0ZXRA6vbudMT+p/oqDxoSmlqPrc+6n++9TRXIREZOVGTteR1QV0oO19G3cQrq/HHP8yHIexSnD2Zh3Miv7zOazARfxrwn3U+3pQ7pvH83OTHz2FJod6exLKkKVTJSkDkPWVVL8PTfQcpt2cs3ax/GGmzhj5+uIqmEckjQVWY2DrrEzfTQr809nY950Rl11Mpedl01Adhn6nwciiLQ6M3C4LCCJIECO3MZp5w4kZHKgihI+WxLVCQW025PwW7zUbi6jYkt5ZxW77/s9+1epAlBUu4ZfL777mPv4m4Tf6qUr6y2HNOR9Ff4X41Nv+N43nKzTJjD77V+x7KKfIcb8yAKosS4rr6pDXUI++a27GVO3goJbL/tS9Vv75BHZ2/WBCsDO5GE4o+1MK3kGsxpGQ6fFkU5isB5dEPHZkpmy5wNk4X0anT3F95IjXYYhXRBptKdS4+2D3+pFVmMUpw5D1DXW5Z1CXvMuFhXMRNJUtmSMw2SRiXf7Ix+0ehm5bxGuWDuecCNBs5s6VzaJkSYG165l3e50Nm1vY0nemQjRCKJmeDZ0xS8LqKKJkKoR/OmvGVi1mvQLzyDtrOlMeulcEkvrGVK7BrMe79is1PEG67H/5RE+ff0J+Ovd/Pnx9URlO4KuowkyFkljzOiUo/br75/azZz5dQgC/PregUyfkPal3suJYPmH03qkRpYPTpj2X3HuNSu45TKYdcVKYnHhhLjN9/LNxGKRmPPmyVx13RLaYyImu41I1PiGoyYH5Qn52LUoiCJuxc+snFYyRhz7LvldN+bx5PPlgEDE7GRH9jhabYnk+Mqo8+QRNCcYxnjR1G0RqDOwZg3Nzgz8Vi+6aDLCWoDqJBcTSj5iWPVKFMlMoyOLVlc6miiT3F5FUf0GRE1lYGQD1d5Cnp9wP/2atlGWPAiLDO6Yr7NtOf5SNqWNITHawtJ+5yCIEraQj6Ddy4q+s9kcbWNgJImF4jDCAwo7Jl1dITEAccmCLojsuPYXnN/0CQmjBpN7y2UoWS/y8Kcm2jtc5kVNwRH2Ietx9Ka93D3op/xgwQPG0+53Yuioc9q7fzpqv25dW8lPf7mVmCBz1vRUfvazEcf8Tk4Uaal2UBSQO6Ylgo4n4atPqh59eBXbFm7n4h+mcN3Ml/n3whs6wxx6+f/P4vencu0dX1BeHcNqNjyEdTC+Q03DEgsQtToREElLNXHemRnHXPeLfx7GzMvWHXtjDpjU66KIqMTRDvI2NZDVKAn+FgbUraPd6mFTzvQe40dl0kAy2/YRtLhod6WBduA9dGQliiqALllIbK9lWskHmNUYe9JG0FKTxZYdR/Cw6qjL5TRxyuRUXE6Zyy/IodUX5c5L36HVm9etsABaHFughVmzP+beDs2tWJO/x0Lj1IePnsEqHIpy9aXzaFbtFKYJ/OP50xDFr/+bNclR4pgxwiA13n5xyleus6WpieWFp8Arv2F+8mj6/ukhim684OgX9vL/guf+MJ4nntrCe5+YyQlVYVIDEI/RZk1kTPlCtmaMpdWVScxkx24Xufz8Iwued8dqNZMcaqDJbmgSt1mT+aLPGSQE6olYE9ibPISstlL61W1gfeHph63H50wDQSBkdtHqSAVdR5XMVHsKcUR8DKteAcCO9NE0uLIBgS3Zk3BFW2kg16hEEJhY9RkLBl1BlacPshZn9L5FqJJMWts+VvY/l7hkIq9lN2FLAgn+cgZ89gKfJv7I0OQ8rD1EYKe5gFt+fAuCr4X871+LozCHpe+cy4qBFzJj91tcufaPBM0uXj/pB4wq/5x9pz1Iw6Xnw8UTqHr70241QWrfdEymo887rrt1BSXVcexmgdf/MY6kROuxvZQTyOW/mMCf/1JDzGRD1FWuuOrYf1eOxFkXLuTOG+GMS1eQ7Yzy8itfLlPql6HXKPUtIOe0iVzhMz76YEk5Ff98A8lmJfGaS9lRLzFroBuHEEWL3ow1NelL1X3qrk9ZfcFtNH20yFjUaRoDmrZQ0LqHmGxF0lUanVnsShuFarIhaiqZLcWkBo0Uqjm+ksPWrcgW3h92I0FbIqpkQlaiWJUQqihjVqNogogz1kZJ0lAQRbRwCORufpOCSEn6SDx9s0n1lWNe+gZ17jzKk4rI9JXSv3QZe/YOQ5dNRHW5azKma53inTqgizLmsWMZ/qvzO6u+cNd7/Db3GvYnNRWApEgzyTVNhp251diNWFuqYVZiRDs+8qkTDzZI1bzxMeteW0pr3mCufOIKwhGNDz7pcE3V4eeP7GL5h1+/UQoMw1RVbRhRgMz04+OjGvl26un1cpzweOx89L4hZhwMKbzzUTU+f5yZ01Npbo2TlW4lO9VErLEFa1balzIIXHpePhaLmSeeKUYQwBRsw+fMoNWZaXhR6hqSpuAIt9DmMLLB9W3czILBV6J08xwwK2FAQBNEdmaMZWD9RmxKCB0NSY2hSmbarV5CJicJ4WY0UUYVTYStHsoTBxITTcQ1IzmD2G12NKR+HbV9xnIty/i8KQNzPETB3h0ELQl83u8C1i8tQ5ck4hYHMUUBtA59OsPtQJFM6Ai0W70Mf/53nfWe9OBNjHjyYj4bcxsAuiARN9vIaSimwVtAdsVi/jP1Lvo+cXGnGV4HzMlepAMmVCUlPj7451rqg3DPL8aRlOLm7vvXEbQYWg8fLG7hxu9FSfQeydPif8PyT06j1RejpS1OQY79uBiPNs7bRijBGLfDZhc3XDmXF187vnp9vXxzkSWBV5+dABgbT3MX1rO7pJ2xo7wkuEzoms7ggW6aW2N4E8xfKi23w+Hg1adHc8MP1xFXOlUCDA7MAHdIBDTZjEmJIqChCyJxydJDe2XCvvnsyBiHqKtYYwEiHSLjAIgSNQm5IJm73bzbN6PraJLMoCIP5bsbGLPvM7ZmTSQumRldvojtc77An1iEJIG63ylRU7qJLBt1hMIqP7mtX+f36HaaGHr6QJZ/4UfbvxsvCAgItLizcER9/O6ZSn5wPbRaE0kJBoyqRImc6y7s0QMtvij//HcZu4oDfO/KPCaOTeG2S9+lTs8AEXY36vzj2S3ccvvwo7+QE8ynH51DOKJQWR0mN8veI/vif8uSghnIQteae8+tD/Qapb5j/PiOYfz4DuPfG7a0smRVM3nZNsYVnUqoopbCCf1pC4HVImG3f7ll+78WXsdd135MZYuGKstUePrRkjUFqxrCrEbZkzqSxPYaBDWGLhnGcU+gjuklH6CKMiv6zKbNmoikK+iCiCLI6KJoGKZkC+NKP6EqcSBBiwurEsZvMjbxFdFEgysHUY2hdczFtnuH0eTMxKTGiZqs1Hny0BDpMzSDpJiJqC9AlbcvOiL1rizS9nyI0BpGlARUtWPudMDGHoCqauTeezsed5dx/6qPHqbtimfI8JcjoOOJtHDDqkewaMaCJTpnLlw8gUAUuitMDf3bQz3q1mIx9v7heTYt2UPSzOmc8uNz+dvT2yipMtaIoajOjXeu5v3Xvv7N+HPOGsHsM4ZTVh4kKdGMJ+HQmx1fhiXzi1ElC2D0W2nLiZ0n9hqlvmU4+uZR9GiXa+HUgv3/OrZfvl0vfQQpIu019ZgiMew5GQz94/18sWsv4eLyzgWORY1gUSPogDUWJCnUQIMrh9LkwfRp3QUYoXzFqcMJWtz0bdiCK+oDICaaCJrdmGJh3DE/bc50QEeRzGQ2biMmWxB1nXdG3kZG2z7CVjcyGjHpAEuzrtNuSyLSEKFJzmDj8JsRBQFVlKnxFFLYsp07JqWwen0LFVVhIlEVT4JMY3MctA73ccFw6fzL3/cwME+maIhhHBJFkdN/fQW1t25ExJjMCZ1Bil0oooQmSiSEm/EmO/jxL3tmtmpZuYGnH1rAksJz0EtF/nnuEsZlxUDvMPh8A3fkszO+pQHTvXzjcdhlrrkk75DnbNnpR71+y04fAJu2tZKZ4cRhl5k9I50lKxtZu6EZSRSJmV0HXeeI+imqWUO9K5uCpl2UpI3qOqnrDKleZXhDBWpYmzOdfYkDcEVakXUNXZSNJA4mOwuKLmF0+SJ2ZIyjPLE/hmC7icG160kMN7Ki8Ewml85FAGLIhC0uSk1ZOEu2cHLTckRdx6RGQRCQ1RiTH3yIBlVh45ZWLHU1zK56n48yz6HWnomoqUZmVVFk9YZWnnullJuv7sqkePvOV1h70Rza7MmAjqTFMWlxQmYXW7MnMa7G0KFqtaWQEK5BsFqYtObdHv0SCCrcc88q6qPGN3/uDRvIybQS7x65LwhEogfmiP/68HrMeD1ffTLViSAg6BogIegaDkfvtOe7iiAIzDotnVmnHTwWpSYffae7pdUI7fvgwzKmT8sjrmrkZtu5+OxsXnu36uAL9v/91zoyggqHNmIUNG7FpoRwR1rZm1RETZIR7iyrMXalj+lIG46RebS7UUrXQTR1GL/2L9i6319EEyRKy8PEJAcb8k+h0ZUNGOHV16a0MGh6Gm9/VE2bX0GUwBkO0KTZjNmQIGBWQmRsX8Pj1xZz90vXdBqmfnX/GM6a+R5he9dGqC7JaLpGwOJF7jCzvDnmB5y+7iXsSoDRzz98kIj8g49uY/N2w2h19292YLWKWNvpWCkaz7VzR8sR38v/EptVpn+fg/8G/deYzKB0C5/6Bs4Ze/nfMWqYl1HDuomDFxqab4nHYAtQFGMt88yz27jhuoHEG30k5KZw77WpvHn3a+yVMzuTFEREJ3HR8NRucaaji6aODX2Rk4vfI7OtnJhkJtNXCm6F3NYSzGqEiGyn0ZmBKpowKREa3LnUu7MRdRVR1xDVeEcCqRQU0URuSzHlyUWg62zNm0qyvwpFlhF0jYrEgQhohLe8y6ymt1mQdQY7M8cBoEoyvvS+nD81gw3bAzS3xlBVDbtdotWn9DD4q7rApTev5r0Xx2O3GUby5IknMdhWR3cXq/0Gqe7syBjL8MAiJD1O1uXnkDx9fI/ze//wPG/8Yz2ZvlLCq9by98eeY1e/k8EzurNMW/Cbo30pigJ9DhBy/yq4vMdxrDsGejWlvkN8fME9lP34lwAsGzqbN4ZczOLhs1CjMfo+cCeHW5a0WhMJml1kte1lbPkCIrIxeduRMYbPB1zIysIz+WTwlWiC4UMQMxk73MUZoxhStRJZiyMA9niQSWXziMs2SlOH0mZPocZbSMRkJ2x2gQCSFueMrS9xwcanOXnP26BrxBWdcFhFky2oHTH9mihRnTIAf0Dhdz8fzO3XF5CTaUXXBVxOCdlsLPYA0EHRBO746YYeMbHjbjgLz8Vn93jWA5M0W0QdzWJDTc3g8b+efNDOfWB3Keszp6J3hA7pgsQXNVY8bdU4wy1YIz4Svf+/F0Hp6V2eGZbjG8Lcy3eIJSsbuOfBTQDc+6stXHv5x1x+81qWrGrkkQeGICpRYrL9oOtskTZUUaY8aQCp7ZWUJQ5E1LuNZgJUJg6gqHYtfRu3oosynxddwofDv4eoRDoFfgVdp8GVy9wh17EvuQhdlBB1FUssyJiKRQytXsHI6hW8O+QG3hh1F2+PvpMtWRMxB1r5MPd8Xh53NyYtBggIuo430kxxu537fzCAX9+Vx/ekpWRFajm5ZSk2k44umzrGKGPUefnNCrbtbO1sdkqSlYcfG0eav5ykQC2TSj6myZWFLojYo20kBg1vzIXDrmLpiKvIe+lZHDmZPfqmrT1OY6znbLayOoIqSOQ1bie9pQSbEiIz/eB+/f/C1XdPwxNuBMCsRvjbP2Z+zS3q5dtILKZwxU1fAPD0K9Wcd9Vyrr59HX9+roSbri5AO5JTlCAiKofPLFLnKSDNX8WQmi/wdOhbAkRNdgIWN7ogookSoR4Ged3YSNOMBZqsxjBpMcTuWk8d9YQjGqoKDa5sdEFAF0QCFg/bM8dy8bnZ/OruQZwyJRm304TmSSRRimLTo1jiYS7c9Hem73mPtDkv8vJPXu2s2mQS+eDjc/CG6hE1BVmNdiwUjUQ0+8OpFauT98fdSfMDT3DSOScd9OwlZT1F0yMRFV+H1ysIiEqEn9478gid++3mvOYveiRjnLTp3SMV76WXw3LVlfMBeH+RjzMvWc51N33Gq1f9kdwpQ6kZNpVaVzb96zdw8u536NewCVWUkdUouq4ysmIx40rmISjRzgRTawpmUJI6jLDFjaSrjN33GUOrV3H2tpc4d+sLJIXqqUvIR++QSlEFGV0QCZucxGUrCIZxSlajncbygCWBKcUfcOa2VxhcsxpnxEcdCTw78m72pI2gawUmsDt/IgW5dh59cAiXnJNFkteEJArYbRKSJHQZ4HUIBlTOuXpVj/64cMeHmD3uTm3iQ1GSN54FI66lZOb3OOnF3x10PrCzBFekFXusHU+khXTfPmau/iee9ircoUYkJcIFpx1ej+/bzqix6ZjoMuZNHXli54r/v1fLvfQgNG8+VpPxyYtoWM1WwpX1VL82h+wDXKr3IwAJUR+L+p7LkLq1uKOtWKPGrpbPlowimTApMdqticQkC2YlgqQqKKJMdlsZn/edzbTd79DkzCLDt5ekQB0D6jfQ6khF1FRMapzs5o1szZkKgCZIiKpC2OQgva2CxGA9Lc4ujQd9v1FI19AUhQVL6tm2tZl91RFcbjNnnJJGS2uMFZ+X4fA30WjPRJUMq7ysKXz8w2eY/ZfbO+ub/uqjRP70U+o/XMTy+57B6m8xRNf7n87pwF8eO4mdxSEmjUkkOengndT082Zge+lD2uk+KAmE7F4kXcOiRnAUbwYmfYU3983mpb+MZe7cucx/Y9IxxWL30suh+PNzxR0ZWAzjbsyWiLmmlDc/sHHqlDSQuutGdRG2uBm+dy5NrixyWktRBZG6hFwCtiTDS0ZTicpWNEHEHA+T01rCdnsyuijRmFBArq/YmEjJNpod6Yiagi6Z0QQRBAFPpBlX1GeMV1qcwpY9zB96NegaFYkDyPKVUuPtC8CelOH0bdyKKslsyJmO78NqEj7/kOZ/vY5ms9PnnBlMd1tIf/1RmiISbw69hYjV0/ks379/C4ve63IDHzE2j/8suILGT5aw8ef1xOs3EJVsNNrT8Fu8JAC33TyQ3MGnkzXoYP2AzDQrSXadxu6yMbrO9JIPGFS7DgSBSnc+8P83nG32Of2YeWY+c+fO5eV5V37dzenlW8qyFQ2dKdoBkCQiUY2FSxu47rJDe4d2IghoJhvoGrZoO2Gzo1uInE7UZMNnT6Y8cSAlqcMRdN2I8gV89tRODwYANA2TFkORzOiAO2oY5UVNRRMlMtrKKUkdZpQVD/DM6u6lJIis29zGGx9U8MJrFegajBruYVB/F58uEqBsH/ZgM46on6hsxaJG+OLT3VyhaJhkox67zcSchZewfXMDr31Yy4YlZaiiTEyyIinGQuand/TDabcwaWzyIbtm+qRkPl7QLUmNTo9xXpMspKX9b3fr/5cIgsCZzeuZO3cuZzav751D9fJf41PtgPHHXpdM+KUkFtTHOeOLTTi8DsYu+YDcQCXWeAhB1yhNHkzMZAfZSm1CPooo44y1GyF9wQYanFnGWIRAwJqANR4iRa0mZHZiUSKMqF6BrMTYmHcyOnDGjlexqBEW9b+IdlsiumAkUBDVKPvNQqpsIbu1GJOqYI6H2Z08mLUFM+hhYeqgyafy2ZIG3nh9N+0RyMpxceYpqVje/TfFxfUszzqFsMXbmXnP5GulpNRP30Ij658gCMxsXIt/RzFVb33CtkdfQNR1Kjx9qc0YyGTgofuH0dbYj+FnDjvIixMg9+bLaFvxHBlt+xB0I6Kn2ZWDLlsBkfyW3WRHI8DXH158ovjozVONNd6bk0/4+NRrlPoa0TSdc65Zhq/N+KD+9PAgxgw/uoj2f4sqm4GuzDIiGjW2dMQ9dewZMOOwbnOSriALOh8NvxGzEuH0nf8hs62Mvo1b2JsylJhspX/9BqxKGB0BVZQQdY1qTwFVSYOoTBqEK9REbvNuorKVfvWbaHDl0GpPYUTVMhIDtWzPmggISFqMNX3OIGayYY2HkGOBg9qT2VqGz56EKpn5bM4eRu5dwCh/Bdsyx1NaMJONK0qJWj20u/IQVBVTLIgoiAypXkntpk3QzSgFYE1NZud7K9jiHcmGEacQk8xIFonTCZCfY6d/H89h+9TsTeDpV87ixttX0abbAQFBjWHS4thiQSJmO9Z4hHt++QWP/Wr8YevppZdvIm/d/xofL6inxZHOSdNy+OWvTlxmt8H9Xaxc27Ujo4sSMcmBt7mMU86uRRNshzBKGfoCawpnoIkmStJGgK537NR3ZAwVJJICtdijflTJjDPWlaFUl2QaXNkUNG5jUMsulva/EFvUT9DqIS5bEDWV9LbyDi0pQNcJmw3XaAFwBxsJWIyU76IWY0nfs9mdOpyGhDxaHOmYagN8VFpN/cCryWjbR+vKGvL3LGVF/my29p+EK9aGVYngcxrhRDEF/O1x3K6uP/yy1UK4vhVlTzG2jETK04sIml3MT7ua7wGjzxt92ImCIAi88/rJXHr9CmpbDK8JsxqhqG49FiVsCHsG63g49yp+XvHv//bV9dLL10L92s2snngJAiAmJjKrftVRr/lvGTXyEHqduk5cUbj5xgU4giGC1sQuQ1DnBlo3FypBIG6y4g03ETK7iJocgEBUtrMu9+SOMt023/brUnUf90QRV8iHz56MpGuYlTA5rcVUe/viiPoZULeekrQDFkgdbRBUBV3qSiQQCqk8+6+uRDer17fS0hqjrbSGgD2DFmsa9c4s0gNVtNmSKEsZzJtzKrnygi4jnCAIeNNcLF2zC6xdYUcihmfYKZNSj7iQue/7Rfja4qxY03roAoLAyecsZvm8Uw99vpdevqHEfX7unfwI+7xFxE1W3v7kfMzm4xiafiB6zzCyuGyhXkzmzx+0s3FbG7kpRfTx7yUqW6nxFHQVFETqPAWAjqip1HoLqGvJY3T5Ilb2nUVEttO3fgt+ayIWNYysKUiaQlKgjtP87zCwYQObsybRp3ErrpifNXmn0W4zMsHpgoio66i6hqhrWGNBBF3HEW9H1uJYI20Euocka4oRkgyoGrz89Fr8HfqXZWUBZjmKmVORgOx0kdZeR1s8RsDqwaxGGbPvU377xzRefGpij35wD+rHtmdv5eOh11GZ2A9VNCFZZCbjp2BsvyOOT0lTxjDhcSsr73uKATXrscfa2ZM6HFWQsMbD+Byp7PzL20y+chwpGceeJKOXQ9MbvncCCQRi/Px3W/nXf/b2OK7rOnf/agvTzluKr81wv3ZEfNz3sy9QYod38f6qzKpYQFB2AFDryMZv8ZIeqCL+zhwQpO556wibHDQ50tEQiEkW9iUPBh0CVg+lyYMBSGuv4pL1f+Wi9U8yYe9cwyCFQI07j81Zk1jRZxbWeBBbPIgt3k7MZCVkcSFqCjN3/Jsr1v6RwbVr8Abq6NewCUfUh6SpBC1uLPEQQbOLtGAtAJIaQ1bjmJQIshJBVOJEZRtRTWRf8iAcER/jyubTunWPYcHeH04nSZjjYS5f+yeG1HzBp/0v5u2XNh/UN5VlbWzMnUbY5ECVzJ3Xf/L5gWncDyY9J5GPP5zFK38ZwZQRdlJ9ZdjiQcJmB9a4oROxYn2EL94+cRPmXnr5sui6zlMv7uGh329FVXsG77726m7OnfUBH33WREnaSFqcGSxYF2fjproT1p6H7x+GpdMIrSMpESI2FyvqPSiataf7ta516aigd6Tq3r+QozOcFow06NmtJVi0GDHJTHHKsM5zkhpD1hQy/BWImoo93k7Y7CTLt5eEcDNp7ZVk+cpQJBNRyUKLI5096SOwxoNYlDApwVoCZhdSPIJViRKwpyDpGoUNWzDHQ8QVjfV5p1LvymZ3+kkUC+lUWLJYn38qYbOTJmcWqYGutMmmeJjf3rvwoL7ZtqGW7RljWdr/PMqSB9HkyjB2OI8BURR566UpzHt9IjOmppDmK0UVZaPnBAFdEOjbtIt/jrnpmOrrpZf/FV98vInf/vAjWusaehyv+2IzH2dOZu3ES1BFE6vzTmNR4hTeG3v5CWuL12NBEg7WJAkGNWojDoL2lJ6eSYcUOTfCXCKyHW+4qccZTTIhCALOcEtPDQFBOOg/R6wdT7gJd6QVUddptyZx5taXmb77XUpThhj33n9/TcUcC3L9it/w40U/5NpVjyB3eDFpWke5bgrt1bVBAh06Ubog8tGw63ln5G28PfIOWp0ZvPBqOYqi0J2SsuBBz6scqBF6BB57cBhLP5jCNZfkkJp8iEAbSWLymQuOub5eevlfULy3jR/8YhMr1/Ycn3xtES6/5Qt+NO1PrM09lfqEPFrsaZx+9mc9JESON2dOOMDgJUoEZTdLyqwEnOnsyBxHccpQVFFGEaROOZSub1dAEyXCsp3S5MEMqlvHBeufIr9xG4mhBkxajJ0pI6h3ZBGVrZjUKKKuke0rwxYLEjYZG3bjyuZjVqKAjqRGkXQVZ9SHI+ont2UX7g79YbMaIae9wvi3EkbSFGxKhML6TST7q0DXaDd7oCMATxNFWrbtRZdM1CXk0+jKQkJl7O45XLz+b3hDTRSXx9hT4u/RDe0BhUoxmfLkImKyreu56RgDj8KMi4byy+JnGfXvPxI743yikgWLEiFqsuIKtxIzObj+iqVEIpGj1tXLken1lDpBxOIqZ1xuGCEWr2zhn69Wcfcdffj9U3t7ZrbUVKzxMHlNO5laMofXkx9lXc50fvvFL3G6jq9F3ZngIjZ4JDbAoQRQVIhKNqxqBF0HRTQjazGanJl8MvgqwiYHBU3bOXXXW3hD9dQmFGBSoyQGuww1kqZ0uJdjuJQLMraInySxBqHDMp7XvJtJez8iJpjYljUBQYAyT39GVq9gYN06RFEgra2csqTBOEJN6LKFsMmJLR5kd5qhQaCJMrogIOgSza5M8pp3ssOehICOz5ZMmz2ZhHATF8xM4/H3wj0fXBQpSypife50ArZE/vxWKwPGtjK0qGtXb/OwsxGaOCjwuG7zbpiZc0z9W9DHy+8eHkvw/lHcOfWvDAxUY4u1sz7P2OF76omNjL9owjG/L0XVkaVe0cteTgwnn78URTFGo88WL+VfTwzitnu2EYuqHeEgdmKurpAwUVf58X2bscaW8YtfjmLC1D7HvU03XN0HKAEdVNkKGIsmDQFJVxC0OAoiGe2V+G1JhMxOkv2VNLpzOzwTupvWdURNYUTFUsaUf4ZJM7RWhlUuY3P2ZAI2LyZNQVZjbMyZCgjktuyi3ZZISLbjDjQyufQjHPEgJclDWVNwGpomoMsycocxq9mRhipbkdQYIdGJiMaujDFcsP5vhkt6h7BxXLahSGacw4oQmzb0aKaIjqTG0QSIy1ZWlOv87tG13HfvmM5+aRw7E//n+1AFCUHX0QQJ7UsK4rqcJn75s0HoPy3ivoG7GFJjpLJvtaVQ0LIT8+aVX6o+RdWRRI5LhrxeejmQn9/1CYvLrICTed/bwUMX72TJG5vZ0Z6ADqSnzGRCcD5r8k6lPLGI8zY9i1xSx8emASTMmMTkuS8c9za99NQk1q5ZdMDRI/z+H3IBqmNWIyii6aAMfaoo47enkNxeid+WSMzk7Cl83VG2MrEftmg7uiAScThocOdQk5CPpMaImWw9ywsioyqXkhKsQUcgrb2K4dUrWJ93SrdHMNphNoucOjmFDz/tmuPpotRDQiEa05l1xUrmvzn1oOu7t9Wsfrm0vKIocvPVhdx8dSF33baIjZUH7JlLJkL+EHb3sRnjNU3vsOH1jk+9HH9WrannZ78xkj6t39hGSlIxQ/rZWLW0FkWQUWQLuj0VTZRB15hc8hH9Gzfzh5x/s3PAyfxzwY2HDBf7Ktx613gWLpzfbcPuAASJz4ouR1Tjnd+FJR5CBRSTDRAQNRVJVzErERqcWWiiyJDaNdijbYi6iifSQnHKEOy1QcxqDFFX2ZYxjp2ZY9iTNoIr1v2JguadDKv4nB2ZE0AAWVPREAiZHSS11xKTrJjVCFHZxp50IylNXDLmexGTg5jZ2ZHcQejyGgUs8SAzbxzP4r8YhixR19AEmQZnJlFnEhuypwBww482svi9SciyYeJoD8TZnXFSjz4RNcOwrmnHLlLe//yp9D9/KoWbavjknPvQRYkUfyUfDruRNnsKz133D77/n7uOqS5d11E1etd4B9DrKXWc8bdHmXz2Ek65YPlB5x4/0CAFWGMBopKFyaUf44r68ISbmbBvAdee+9ZxbZeu66y45TcES4yPWdZV7PGgkWFPEBDQUUWZsMlJWfIg/NZE0KE0ZSgBSwKnb3+NSSUfMn3XOwysWwuAIsisz5lGafJgJFSiJjtmLU7cbKMsdQjDqpZz4YanmbnjVcxqDLsSYkLZJxTVrmHivvmUpA7j3ZG3UJI8hCpvPzLb9jJzz1vM2vYv+tVvZOzeT4ibjN02fb9UnSBgUqOktVdjiweImhwI6ITMTpb1mc2sW6fxx0dHdLqxirrC+VcOZWXhGQRsXbpPt/10Y4/+ueCOKYRlK4LW02NkwWdH95Q6EIdd5ulld7Gi4EwWFF1Oi8PI+OfSQ0e5EuqXb+TcKS8wedbnTD9nMRdevwRFPXE7K718t9B1ndMuWsrks5d0GqQ6znDDDzYSVqROT0FNMhHv3ElTQRBQRBMhi4ffP7CMePz4ZmybM7+GZ940BKm7FjdCx/hkkBBuQdZVAlYvtngQHREBAXvUj6xE8ATrQdNwBRrIbdpBQeN2JpTNw9SRbEEXRKq8/fA5DSHdjNZS2i0JtNmSabd6SAg3MaRqJYIoU5U8gEUDLuKjwVezeMAFeAMNhG0JtNpTiMo2Ttr3GQGLoV2giRIIAjoioq6iiPJBC1IdgYeev4jrN7/EyKql2GN+Uv0VnHrtBJKiDUb2m45n/nh5kLJ9XV5pJ5+WS70nD2fUh6jFETUVS9zQjvgykyqjawV+t+svrMuchKzGKGjZiQBETI6jXltbH+JXs59k8lmfMf2cxUw5ZzEtrSfOu7eX7x6//dFH3N//Bywu7dqU8wQb+PjReSzVB1LvzqEhIY8t2ZOYM+R6fLYUCpq2kRqsRUBHB9oWrKBp2drj2q7de9u5+Sfrv9Q1gq51eiUZ6KS2VWCLh2jab/Dv5gEl6BquiI8mV7aR1OGAcBxJjeEMNwMQtriImLu+2ZDFjSKbiXUY8wVN6cxCHLK40BEQdQ0dgWBHyPGBvPzkKH5y+wA8NoX9CRiGFJhwOTo8wDo8sIIhjYuvXdJ53aihHlK9IpZ4EGs8iDPSypBqY1N247tf3kP8yWdOwWk+eN4jmY+8jx4KKbz41GpOOe19ps1eyCmnf8S2Xf4jXtNLL1+GlUvLuXTSP7nnl5u6PBJ1ncbGGKuWVGOLBVEkY+yqShwAuk5SsJ6i+vVIapystjLMrc08ed+849quYEjhJ/euNn44miFW6JBZ0RQsSpikYB3mWAhrrJ3s5p0kBevZmjmeFyc+wCvj7iZkdiJiaP6mBKqx6HE+H3ARcwdfyXvDbuLzgRcTMTtJiLbSZk1ifc7JbM6ZRthkJ2R247clYo8H8YSaWDrwQl6acB/L+p7N9vQxHZuPXV7bYCS8issHO2X0yTJRcMlMpkxKwxFpw6xEcElRrGeeybr809A6+h1d5+RZXZ6VGWlWci47E1MsiC0WxBIPkt+8E4Bbrv7y72HUiExmPnwp63Km8cr4e2h1Gmu85KNkcFVVnQVztnHq9LeYMnsx089bwvP/3v6l7///mV5PqePMVbevO3KB/QuVjo8vKtuwqlHDM0HX0AQRSYtjC/mOa7v+derdbKuXcSUWkgks7jObKdvew4aOruuEZAclaSMYUv0FicF6TGqUuGwmOVCLqCosGHQppSlDiEtWnOEWzt38D3Zkjac0eQgxyYw3UEdh01Y0TWfJgIvwWbxokoSpI8TFpMfRdJC1OCnBOpKCDRS07MRnTWZzzhSqPX0ZXrWUpGA9qigzunIxAbMDe9RP2OLGFA+jiyIp7TUUNmzFG24gKhs7gm22ZOYNuRaX2ZiAjR6ZzvKPe6Z8Ltlezxe7u2fkEpl68rss/fwCAE6ZnMrI16dx39n/YFvC0M5iEem/yzRgs5lYNGcaM2Z/hiJbSPeX85v/XH3Ea3a+vZjHH11H1NOnw6AvUN+os6vYz5CBh55E9tLLl+Hdj6uIRA9h5BRENPngP6iKZEbQFExqzMim0oFFjdLsi5OecugU51+WJ5/byRsf1mOWDx3yIqlRCpq20+RIY1LJR+zIGo/flgiCQENCLqISY8rej+nTtI0WewqV3v7EZCvj932KqOsETU6qEgppt3kpTRmErESxxUO02pJxRn20OdMYVrGSoTVrENBJ2Pkf5g65hvH7PqUmoYCI2Umfpu2UpBtZoOKyhUZnJinttdQk9sEWaycuWfGEGxlWuZx1eTOYtud9lvU/z9gpBUxKFFkWIdHDn7Y+3OMJR0/J5fqf9wzzvvqOHZ3jWGGeg2eW/4B37nqaTze20G71Mqx5DTADLRoFyzHki+7eo4LAn3f/npeTpmKPtxOSnaQ+9qsjXtPQFOW1Edews+B0BK9oTCB1+OMzW/jt/aOPeG0vvRwLrb4YrfOXMap2DasKzyAu28ht3M6ksnm8ddKdhsEcQNeRNJVWRxqjyhcRk20H1dW8cAXJU8YcdPy/YeuOFm67ZyvmTrtxt0XfAd5O3dEFEUU2dxMqF2h053SOCd0R1SjOcCt+W9IhEzqA4TEetHro6RHaRdjs6jyuCxJgGLW2ZE0ipb2KnNZi9iUNYleHd8KBZGcZ4TcfvXVaz3ojCjMu7rnRWtukEQ5HsNmsuJwyb700lbfeL0G4+jLs8SDYzGiMpvaz1XDpVL4sn7x7Mrfd9DlbawB0prmqsFinH7a8rutcft47NJtToSN5RNzi4vt3LWbRgnO+9P176eVQPPaLlbR4Cg9yMEgJVBtC3/EwxanDWdLvPBBEknz7iNi8xCUzjqifuGQmZHKyfXvzcWtTJBTl3EuXosnHsKTXVbQOj2urEqZP0zbSfOUIAmzOnkyDp7Bjg8p4Qk2Q+azoUqbsfp+w2YUnWMeutJPQdZ1GZwajyhdSmTwQsxrjlN3vkBBuxhNpptWZytasSZ33HFi3jk0dnkwtjnRWFZzJOZueQ9SUDm8yHZMawRNqwmdN7PQy785FVw4C4I7Hz+GOA85NPntJj591k42Hf76Enz88DUEQ+PlPhlB8upcnrn6RkdXLibq8QB6+2H83hz3pmrO4z7uKXz1RQcTkpDC4lyv+9v0jXvPkba8SnPspDL4MQdDRdYEX32jkiotUbNbjM5f+ttNrlDrOhCNH2LXuPnHp+LcumSAeYGXuKUwvnYtJjVHjzsMyeOBxac/OXz9J6W/+hsmaxJSYH6xm4FTO2PUmUszw3BEAsxZjZJ6OKCZRULmNyaKZuGyhoGk7VUkD2Jc8mLhkNVIJW71ogkSVtx+SpiBKJqxqmISYHx0YVLWSzwddCsDnAy9lQM16JK8He1NN5zRKREPQNFyRFpLaKkmy7SUiW40UpVqcoNlNlacvF258hrdH3U5ysJ4RlUvJb95FdUIBnw6+ssfETlBiPHBr2mH74bHHJzLtnKU9JpOa3cv7r6/lvMuNiavXY+XpJXcw67R3iSYYXlUjHP/9Hw6TycTi+Wcec/n3n15CUf0eypMHI+hahy6OgNPR+5n2cnxoaOq2a3+ExdR+slpLmbT3Qz4Yci22eJCIyYEj6idscZKW/OUMIYdi8/ZW7rx3y1F1FlRJxpdeSGH/FNqbd2JWwsTE/fcXSA41MKBhEzqQ4a+gInEAeS27MakxYrKN8qQBfDLYMArbom3k+PbS4MpBRiMW17FZREyqoYGgiDImNUZUtrI5ewpDK5exPWUkfovHmKZ1LBhrPX2YteUF3jrpLlyxNgbUbWBI7Wqa7Wm4Iz6y2kppcqSzPWcSohrnkva5wKHHg34jcoASeiw0BZHTTv+Yzz41MuNZzCJX/P1OrK6TkKJhRKuMxgxk28EL8mPlmualx1x2xYI9xMwOVMnU4dWhogsSW3cGj35xL70cA/72OGYliqBrXLXiYf415VfktezGFfGhil0755KuMGbfAixKiPU50zh593uoCEgdPtUAOTde8pXbEwzGueSm1bS1H+AVemB4TMe8YvpED4uXNxke12JHawSxR1FNlBA0xZj7dR5USQ7UEzVZyfBXUufORRe7vJNMgmZ4TB/oAaFrRnasTi2rA9vUJbq+sOiyIz+sFkHX9UOGu9msMhZZIBrvKdo+45LVLP/QyBYqSQKXXdiP/zw9CWHp/M5F+5RfX3/k+x6BZ/5x8jGXbQ8oNJtSONBYp4knNltUL98t4h2GcQHQVRUk4xvr07gNd7iFmGSlb+NW1uSfRtjkYPaOV1hVcCYLBlxMYfMuWhxp7Evsz71Xpx/hLseGruvcds8Gtu1sB92E+SBTWffCKqdM8LJ2VRXtgouhlStJDVSS37QLSVdZ2edM2mxJSNp+vbiu7yhsdvPp0Gs6f85p3kXA5gUtxtbsKUiaQlb7Psxq1MigrmuGppSuIeoq5miAVlsSarc1my5KVHv6MHrfQtYUzjSSQMg2Whzp2A6R4Cq1pZgpQ4Yc9vEevqeQnz/ac2Pvk/UxHugY0wRBoP+wbG547Hx++teJyGaBH9DO985NPEyNR2fs2RP4+Oxjl2QJzl9AQsxHXDIjaiqqKIAuYJJ7Q/j20xu+d5x55L7DGJMOs+iSTQL9RuQw644ZuK+5nE2DzkK+6wc8//xXyzQSD0dYOu4CSn/zN3TAGfN3ZKXaH9bWc5Ilawq+DTvYEclgXc7JpPorGFy7FlfU3ylAt9+10hVtwxNqZGTFYvo1bMYabccaD6FhhNkMru/m4i6ILCy6hL3mXNC1ziFz/5QuLlnYnTmGoDudGm8/vsg/nc1Zk/is6BJ2Zo4nub0aZ7iViGxnXd6prCqYyfxBV9DeLcsLgCjAhht+cdhQFkmSSFdqex4UBN74S08Xf1EUmTP/XG6faCzef/H6tcfa5V+ZrD6pmNUo+U07EXQdsUPMOT/n6GE1vfRyLFx50QGpy4UjG4PqPHnYJ03gqhmJ3HO+hTH+9QzNFfjPJ5d9Ja0OVdX56z+KuePeLUeaRnWiI+DHRsFrT5DZVkZYtHRbiEFEthKXTFjUCKoo0+zMYGfGGLZkTaTGnceGnGldZc0uGh2ZmJUIYbMTmx4lFoqyPX0stQn5BC1u1uafiiqZ8dkS2ZU5FlmW2NphXDIapBGwuml2ZYJgTFR3Zo5hZcEZmJUQfZq3YYsHiZntoINFjdFe3oR/+57DPuNjD/Q9uJ9E6SCD3QXt68l/6lFS7//xMfTc8WPI4CQsSpgBdRuQNMWYsuoarz4z9n/ajl7+/5KbbacuZyj17lwUi4tpu94h21eKO9JKYnB/OKtOdsseppbM4aTyxZzirCLnnJMZ9sxDmDNTMaUlM2XHJ9hzMv/rdui6zuKV9cy8bOXBBqmDCwOGftGyJbWAiN7hFSF0hMD1nP8J6PsXZx2hP2YlQsCSYCR6sSaQEOm5GZZbvxVJjQE6OsZmlaxGccT8SFocDjuKfonQf8nG40/tOuzphe9NO+Q8tqK6p1H6soV/ZfCid7HcbvgyuJL/N17eTod0yMctyu1d8PVy/Jg6MRlL3FgT5fhKOo+32lOJSxZMWhS/1UtUtoMgsvekczhlAPz4tn6kD81Bdtt4+Ic5nHXpsCPc5ehU14aYcfFStu0MHMNnroMosX7hHkKalbGl89FEkbyWPeiiSJ07B0s8jIBuSBHoGrZYO8OqljOgbn1nGPB+mlyZRGUbkqaiizKuUCPjd3+ArEQxqVEaXFnsSRuBM+ZnaPVKkiLNVCf2Q1Z66v02uzIOClFG14iZDt7wVEwO5hadddgnnD45BzF2gESKZOK27y/rcWjsGUN474WTuHKMMZc785pxR+u840bcZCHDV4Y31IiOgKQZshiy3GuK2U+vC8ZxZsyoFBa/P5V1GxvwemRu/NG2I5afeXIq932/qOOn8Zz9Fe8fi8WY5xiO1GF86lBiQtbiaIidc4ru+3wa0GpPQUEiq62MhHAjHw6/iUzfXvKbdlDQtJWJpXNZMuB8dA3O2PYyrrifIbWr2ZE+mqh5HJ8OvpIh1auYWDqPJkdqjzY1ubLIai4mLlkNsWFdIy6ZsaoRdmaOocmVhazGiJjsbMqebOzCA9ZYkBpXLppkotmZhS4I1HgKDzkxUiUT1Yl9qaxoJy//0JOgt+dfwSkzPiZm6TLyWOMHW+RNJhPn/vA05s6d++U6/yty1bM388DgPZxUvpBMXynb0kby3vIb/qdt6OX/N26niWVzprJnbxuBgMLPf7qUmGQl2iFyeRB2J9e994vOH6fe9dXDIM64dAmBo8ur9UBS42Q272LhoEvJai3BFQ8QCTcTl21oSgx7PMCKgeeS0VRCkzOT8sSBSLpClacPqmRC7RYOI2lxUv3llKUMRZVMxEQTtnAb+a278YSb0YEmRxqippLRVk51Yj90BDRRxqzGiIkSuiCgCibW5k5HEU20OBLQEWhw5bAtayJnbH+ZgfUbabMmAzphs5Nt2RPZ88wbjP7bg4d8xkkTciC+DboJFQu6RiymYbH0dO0eftM5xOPx/+kY1W9YJs4UJ+6KnXiDDexKG8Ft/7oUl/O/99TqpZfuCILACwtvpLHuAkKrN1LywGMEqypQkbhi9eOszz0VQYCxZZ8aIt9mJz99507EjpTeBd87ijfQMXDfI1tYtqr1y12kG+YitVuIc8CSgD3qJyZZcEbbkE0izeZkY/0oSj3mMXHZitqh22eLBQiY3T2q9wTrCZjdNCbkIuoqgqZiVcIogoTSPey6u9h4R3itcQyOKMjewccLGrjnzqLDnj9/lov35ga66gd2lvjJzeq5cVYwZTDZ4/v/T8cnURS5+oJUXnm/I6uhpjKtn8Jv/3LG/6wNvfz/597fTOOuUIz1GxqobijgqRerQYfdaSNRJBPOaBt7kwcbxh3gmievY1CH/Ma4q4/d8+9wbF1fxh0/L0aTOjIOC8L+JMSHRweLEqLNYXhnNTszmVryAaWJA6l25xO2uBjQvJXU9irqXVlY40FO2/kGOb69rCo4HbMWIyb2TKCQFKpnbNkCbPEgbRYvuqbjjLUDYFaMLHTWWACzGqPNnoysxpFRO8cjQdNot3goy+vajJPVGAPr15PdupfPB1xItFuGYZ8zjSaObOBeMv9MpsxaCN2M/i2BgzsmKd3DNXef8j9f49207AleG30TF63/KzszxrApfwpz5178P23DN51eo9QJQJYExo9OY/p53WJcDxMqc/cdA47bfZt3FrN82GwOFZnakVATMScTle75qUBBICHciqQbbpvWeIj+9esobNpFRqACQRC49IoBTDl9FK//cwM5/lIjc4wO1Z4+aIJIm9XL1qwJ2GIBFvc/z3BPF2VAp9WZSXHWGEbWr8HYURSIiSajTbqOrMWIyVZkLd7h6m7sL4YtLt4a8wMkXUPvPp86IBuNgPGfrERxe4+8QHrrP+O55qIFBGxJuEItzDqv/3/X2ScAUZL43a4/EQxGEUUBm+34Zl/spRcwFn4D+np44umdBC0JaB07752x/d148Cf9jtt944rGyecv7Zo8HajLgo75UIOXGmVCyUes7H8uuiDSZk1k8p4PELU4fmcyccnOqTkBTn/ken7312KKS9tBBSmuEpfMaKJkaNOZnQiajkmJoUomRHTigkTMZMcWD1JUuxazEkYATir/nB2Z49EEqcuLQVdJ85fR7MjAb08hLltodmUjd0zA9g+qcdnCgkFXkOkrw2/1GOE1go43UE/K1ElH7KPl88/ktBlziJnsiJqKK9V5kEHq6+TmTS8Qi6vEInGcrmNP+d5LL1+GlHQvysyJbLtoHyJGuL9JiTOhbB7bsiayI3M8QbOTSezpNEgdD869einNvv8msYgGes/dbk+wHp/L8NbSk9y88NRJPPpkMRu3+g6SedAFER0dayyAIspEzT2NPOsLZpDTvLujrICsKmS3FLMvqadnfmKglpEVi1lcdEm3UBkNDjkrPJijaQT+5PbRvD9vSY/17+TRycdU9/+CW743hJtv1Glri5KQYOnNvNfLCcFhNzN1cnaHjlGHRUgQ2JsytGdBQeg0SB0PnnlxF5++uBbdtd8LdL97gdDlgQBYon5iohsQEJQoU4rnsHzA+Z317E0dRsRkZ9S+hVxY+SKCJDFh2eu8tsXB1ndXUt8ukhSsIy6YqEzsj6zFidG1tgqbXfQr/YQMfzk6RvKpnamjyApUIeg66f4KimrWUJdQgCvSiqQpqKKMO9hMQLajmOxogkSLK7PTC0vQNSxqBEesnYLmHdTUF7Ile5IhZdJxj4Zu2aAPhSAInD/RxMfLgiiSCUmNc++Pjj287kSTleHkZ9WvE2r1Y3U7EKVvztzum0KvUeoEonT3eDxA4Bzg2kszkaTj47a38rI7aXlnwUFTDx0QzCb6/eZH9P/xjYYn1byubAMC0GJJJj3a2OFobmRAcEd89EkT0Bwp2PKyKPzh9QxM8tKnYAoV4dNomLMQWYuT2VZGReIAI5Wx1cungy43PLPUOHFRYv9g2eDKos6dS0qglphsYWPGBIbXrGRn2kiyWvYSsripd2UfpJmgyhZ0TcUcDxlZZbqJ3yW3lXP67rewxkO02FOoPWkG3oQjG3KSkpL4cOEl7FhZii1pBH2KUr5Kt58QHI6vrtXTSy9HY/OOADpix4RBIjlQS4Mr2zipKwxO05g++b8PgelORWUtV9y665BZYQQBJo/z8pt7BqPrGnPnzsUSaycmuEHXyGotxYzaabhCEChPLiIxJ5GALYdEm8jkH55Cn3wXjz04hLc+qOLtj6tQVKkz5Dgm2xB0HUmPETXZKEkfhaVTU09HE2Uisr3DwA2SpjK0chlbciaT4q/EZWpBF0TO3/QcPksiz0/9NTqGh4MimTApERTJgiYaBr6YZOWz/hcyc+frJAdqaban4rMlkXvx0XftP1twDtt3txEIxDlpRNJx6f/jidkkYTb1TqZ6ObFEKoxw++4baCqioXuEzviqRcwObDpu9ztQKLc7OVlW/va74bidEnPnzsUhBIjhOnxluoaYnESq24IAXH5+NoleKw/9bBCfL6/nhdfLqW+I9rhEEyRanBldY+QBIX+iruKMtqGIJpICtbTZEhlQv5FtGeNQZUOjJLd5F622FPT9ITHddaUOamO3OWnHPf/0m0MLoHdn2YfTqKkLsbskwNiRXhyOb5ZmkyAIeDy9BvNe/ofsdzo4wCPx308d/Xs6VqafuwSiETRnhpHEQNc6MgqDyynyuweGMHiAk7lz5zKkr5Wd2xpRRDPDqpajKZqhk9lpqNaJmayc5GwCOYWk6ePwjh7GrSN19gwzs+XeJ9iW2J/C5p0kBepoTU3FEg8RlW2GkUgUqUnIZ1DdOmNzT7KgCjLtVq9RzmTD469l4t65SLqKWYkQMruo8PYjKVCLKsqYdRVB16n09jXWqZpC3/rNHVk7BRRRpqh6FePKF6GKErXOLNJ+eudR++knP5/GbWGVL9Y3M6i/i/TUb54nt93rPnqh7yi9RqkTyEWz0nj74/qekwtNI8Et84Nb+nP69MMLc38ZlGiUlncWHPJc+hXnMOrFxxBFw/i1f+doZuNaypdtp+Zfb2L65DNETzKxphY01UipPLxlE7b+I8i68lySp43DnGRoOOVlO8j596Ms6HsK7Q0B+tdvxBoLEJOt7E4ZQVnqUCQtjrO9Hs1sp92WiKzFMccjxFPT2JSQT70rB2s8TIIYIzXWzMbsCRzetdzwmjJpCh5/NQ0JuQiaQkp7FdP3vE9OazEg4Iy2ccm9vzhkDdW1YVRVJzfbcAUVRZEhkw/Wb+nl2Hl7zj4Wr2zidz8fhtXSuxv5beTX9wzkylvXoYkSJi1ORDIb8e0mkQtn53LXjX2O270OZ5Cy2QQ++vdkLGZjfIrHjcXUnPfPpG5PHbWvvk/ri68SF61sEGfj1yyImkJFyiBIdnDZzHQGD3R3ZqdM8pq55doCHA6RF57fiUnXjHBgTWdw3XoG165m8YCLqPHkk9G6l+rEfmiCyMCaNSTlJbK7LoGIyU5YtpAcaGCCrZJdQStZ/n0MqV5FraeA5X1mIx+QjVBAJyVQRb0zC0QZTZRQZQt9mrYhq3G84SaSr7n4kDv3bf4YtfVR+hU6kSTj/OABvdk2vwqbt7Xy9L+Kue3afEYMTT36Bb1843D0y+/xswDY9DgnVS/HO3EUE8o2HTdPmCMZpOa+PhG30zC8xOOGDsm7b5xBi09h9YJi3prXSFPMhCCJ+PfrTwkSktPGzOmpDB7gZvxow7hst0nMmpHJyKFeLrlhRVeYCXTL0Lf/557C5i0phVjamrDpGg2OTKJmG/lTi0hcVkxmeyUjK5agihKfDL6qp2ZVd7rfY3/YT8fcKzXZTFbGwdmGY1GFqpImMvokY7Ma9Wam28lM/+8yE/cCocZmNlzzExJPmcCgn93ydTenl/+SBLdEm1/t1IYDIwFIdraDRx4YQn7u8dGD/fNzu1A0QLYg6Cod7gNYlDBPPDGRYYMNse7949MjfzyFeBzWfb6L0r9vxrRpJ5pQxioGdSRfEAin5bN3xv3MLmgn9azpgJGsoGh0Dn3feoi3Z73J5uypRGUrJiXK1D3vsbzf2URMDiRVwRpsotGZRdjsYEvmBDLa9lHvyibDV4Y5HkYWoXnq2TQU1xGwetmbMoS6hHwAPKEGchq2MKpyCVuzJrKq8Ew0yYzflkiLI506Vw670kZy+bo/kxKoRgDaXancePvBRj5d16kobsKd7MCbaIxJdpvEKZN7/+7/t6iqymNP7SIWVXjoZ8P/p/fuNUqdQH5460BOnpLKQ/cupVHrSNUriMQCYSaPPX474G3rD9atUpDI/OtvGX3b+Ye4AgRRpN9po+h3mvGRb739F1S+/iFiIIRZi6PHILS3grRZJ2NJ7dlW0WzG9chviV5/M6IKAxo20+RIZ23+DABGli/GHWllbeHpWONB3JFWEoL19N27ihzdxMacKWiCiBRqRwz6jvp8hhVdpcWRRkbzbkZWr6SgZScmNU5cNGNBISndRc74g7UQ7r53JSu3RkEQkASVJR9+NQH5XuC8a5bS1GpMds+8fBXPPlr4Nbeol/+GvBwX7708nkf+tIu1m/3EnYbegKLonDsz4/je7BCLx7wsE68+O/Gwl+QMziHnkbvgkbv4aEEt0iulaK1dIYaNzVEKch2dBqmuWwlccUEOLz+7gbDVAwhY9BD7UgYRtCYwat9CyJnKhZv/Tlw0E7AkUJJUhGvHJpKtqXw49HoyW0s5ueQjitUhjG3dS0KsDYBVBWfQ4khHkbq8Ge2xdsbv/QRFMhPMdRG0uBF1jQZ3Lh8NuY7ztz6P1W5i2J0HZwOb80kNjz9V3PnzvNdH43L2Jjb4Krz3URl//HsFAHf+H3tnGR7F1QXgd2Z94y6EENzd3VqkaIu0pZS6u7t7v7o7LZS2QEuhWPHi7u4kIe7ZJKsz8/3YECGebATY93nS7sxcm2Hn7L3nHnn+KI1CT/HrVz3reVRuqoogCIzOO8TJd7/l1OufF7vW9LHb6sQ1a+M/g8rsJyTIwPhpnRg/DY6fMvH6h0fJNhUG8k3PtOPpoWZA75LubeGhBnSOPGwajwKrh2IKKSghM3MFIyafyGKKpq37LEw9Nhdvex5qyca+xoMw6f3yM/c6Ucl2Op/fhKclk2OhPUj2bgwoTrfi/AWqWi0wdXxEiXFmJaUzY+oyso1BaBxW7p8WxMTbGo47zKWIPS+PdeHO372s1Vs5+/xHjMgrP/asm4bJ0jkDWL4mgc/e2ozJ4A+KgiII+Oplohq7Tmm7ZGWS84MgoKBCLVkJNMXxzcLJBAaWbnVjNGoYNKYjg8Z0JC/PwabXDiIcyy6IK55nljhi9ueeaSXjXGn8fAgI8yYhTSIi8zRtE3ehc5ixajyQRQ1qWw7949bjac0iyxBI05TDfDn4bXwcJvqcWk7T1MPEBLQm83wGO1tOxK4rblUqiWpOhnQhMv0EjdNPsLXZaEAh1SOEIyHdOB7WHY3kYEmn2xl2bD6Nc6JpMaRjCc8iRVF4ov/7mM0yasmG0rw5X/w9vcbP+0pn8MRNBZ9Xb1jPugVlz9NdjTvkey3Tub0/7dr6ocnPVqSSHTQOVmM0uk4f6NO9QzE7IwUYmbGLXmUopC5GURRiF69DyskrjBWggLFFE7SBfqXWaTa4MxaVnnM+LTka3I1/208nxSsCWVRzMrQrfuZkHKImPyW7HoMtB0WSUMs2WiQfIN7HqcgIyksEuYIYDqKKHIMfKkWiW/xWQk0xCApY1TpydT68N/xTOi74FkEs+XXecsBSMLmTFBXPvLqv2HXJasOemV2p5+TGyQWF1AUeful0GSXdNHSCAgw8eJFFlChSYFXoMoTiMVQevMG/XIXUxexee4qMlLwiO5IKWq1Iy2aepZZXqVS0T95LUFYs4Zmn0UpWUBSSvRuTY/BHEAXUsgONbCMwLxEvu4kcQY+vORXfvFRSvCMwa4z4mNNZ1aowEKXOYcGsMRa4BQIMOLWENsn76JCwjX5nlhOWdRaDPRejPZtUrwhO+bYi8JlH8O5cUmn+v69OFjsefeOuYseKJGFLTS+Rgc9N2VxQSF0gLtFOWlpm/QzGTY0QNRpav1TSZSN0/FUu7cfPt7gCSKeFTYsHV1rxdeBIJtHncwvlU/5fp3ZlWzwKPr5o7Xl456WWtJAq5X0vdZokinjbcsjU+yPnJ2BwiMXd6drH76DXuVV0it/K1cf+wGDJzI9z53Q1FiQ7jUM1XD+xpFLqn6dnke4Zhl2lI0/nzc8/F/+tVxSFrGw7DkfpWY/dlOTst7+XOLf/0dfrYSRuXMHo4WF4a2VUiowgOEOXTBzf2KVK84fuiCw8EAQcaj1/brq9TIXUxaRmWDl2JB1Zkgvki6xAn+7+ZdYJ7dMB7DYkQSTGvzXL29+MlC9bbBojyV4RCICvORW95MxGaBO0nPdtjs5hJtgUR5xvc4z2HCiSFV2UHVjVBkRFRqVIHAq/kP1OIE/nQ5xvM3QOK5JKRbbej21NR7GlxWiu+eTeEmNMP3YOITODAacW0/fsv4TvXYPFYilWxmHKQcozl6jrpvJcM21znfV1xSulrpm6huGjljNi6saKC1eT198ZQJCHjJc1Ex+dnW+/GejS9tU6Hf32L0bQqBGMOsbajmHwrPyicv8nf2BPTEYAZASytT5YRQ1dfv2oVEUPQECoNzrJQkTWSbL1/qR6huPcfXMGpRNlOx62bEQUwjLP0iXaGeBYElRkGQNpmnqIEwHtUEQtVx2fh8aajSE3jR5nVhCcHYvGlkvH2I0MOToflWRHUBQkUY1FYyTavw2SSo0AnPdtjigr3PLSyVLHefFu44FjpoLP2YdOsLzpcP4JHcC3zW9AlsufWNntdv698w1iN26r9LN146YmPPTcDgaMW8+AceuJji2ZKdIVNG/qTdeOzsWTIMCX79QsVXFprPlrML4eAirBwbdvN+OG6ZXvI/3waQJ/eLtAEaR2WFE5bNx4bTh+vmXHkDMZ/PFw5JJhCEJnNyOpNAiKjNZhJiLtJA5Rg0qRsKiNRCYdxGDPI90YTLpHMGFZ51AkGZtaR+ekHczp9hD7QnqTpvNDEpyZswKzYmiachD/3CRARlDA05pFq6R9GBx5WNUeTjP1zNPs+GBuqWMsT9dkzzLxy3Vvcvc1s7m/x7ukJprKLpzPivcWsPqbNRWWu5zxKCWExLT7D9f9QK4Alq+OK5BPP805U2v9tP7fMwWfox67vcx5SXVZPHsQHVo53XGvGRHImr8GV7quwyHz1cwzFM/GAp566Ni2bKVUo1A9Vq0X2cZSAoWX5nZXmrJKUfhhwGss6XArW5pcxQmv5iWUUnpHHqIsO63KHRYCc5OKKdV1DgtnY63IpWi9vAONKEWWCfYiFqKKovDhNycZc9MWhly7kbkLKv73X7cxlrc+2FdhucuZ4HHDSpxLnL2oHkZy+ZOXl8fgMasZNGYNtz26s9b6+d+PY/CWsvGyZNKiqQcjh5dU8NaECaObcvd0p/V6WJiOTYsrL58Afnl+EY0T9hOaFU14+glaJO/HmJfGDaUooi/Qt7svZoM3Z/1bcTi0B9mGIh4zikxwdmzBYZJnYwRAK1mIzDiBTaUj0TsSn9wk1CgE5CSAIhGYdpzOsRvxz01EZ80hxq8lacYQLmS/0Ug2upzfiCwI+XJHQCU72BvSnxVzd5cYo0egN37mVERFQhZE/HOTOR9nK7h+fs4iloYNZJF/b+Ze81SFzyklLomZ9/1IZkYVs69e5khSxWW/+iP2AAC2wklEQVRcxRXtvnfTkJ/QKTpkrQdimpnrbtvGgpl9XN6PSqVi3p+jXd5uUfzatWJMXvUm3udXbEWF0+Uv3TMUoz2HPJ0vK6a/wsRVX5ZaRxQFzCoPtrYcw7mAdhhsJkTFgUqWaJ+wnaYZpwjc9TlmrQeyJLO2/VRGHJ2LWrKT5BlOijGUtrYsWqQcBJwpRNe0msTQU4tIStpNpiGANsn7cSBwuFEfUrwbo5ZstEjaz8mgTmxoPg4BMKuNONQ6HBYrr72wkbsf7klocGHWlWaNNZw578wqiABvPldorbDtqY+RU1PRAKGxB7ljwBfM3PJwqfebmZnNp92e5EDEALye2E7fvK+559Av1Xrelzq/fdmSaQ+UVAIuXRnLxDFuVz5X8c3Px9h7qHCH56b7d1d5MlJZPn+7S620ewGdVsWSudUbe+y6fWxoNQlFVGO0ZmPReoCi8OeXW7lpUlSZ9RwaPamGUMx6H+xqPU3TjhCReZrg7Bii7Ecxab1RKQ6OB3XCrtbTPO0oCd5NiMg8TXjWWRxaPU3STyKgEJCbyF9d7nVafdrz6H5uFSfCepLqFcHuyCH0PrcKBYEsvT+hplgaH5yFyeBPaFY0WtkGooq3Wt/LLes+IiRIj0bjXOi9/2Ibnn7zWMGYO7UttPyKXbmdxRlNMXs7z7006jO+2vt8mTuwt/X4iFMhXQCBX2Z+zuztD1XreV/qrJg3uNwYQW5cx1ufnir4/NMfsdx+U+3I/xaP3k6LR2+vlbYv8M2HvSsuVAqmHAd2R0mFTlYeyLJcEM/zYgyGMhRrsuQM8yQrIIh456Zg1Xnlp0dX8q2qZKcSLF8WWPTeHGo8AL09r+CcM/aMyLHgLkSmH8fTmsXeiIGkeoWjdthwqDSIilygoBoydg2/fNOPkCAdHvmW/OM/uIvf+v9AvF8zREUm0lxohZiUYmXhsoSC489nxjJ0YAjBQaW7H189YRVmyakwW75uHZuWlnQbuhLwbdG04POuyKFsjxqBl5DLtHoc0+XK9NF/YdR4IIlqYo5ZWbo6jjFXlZ/BrTpENvJg8YrrXN5uUWZc34oZ11cvW3juzj2Y/dsjyA5GHJ+P0ZZDujGYmG2taNK3Q6l1gn3VdIndRKPsaDwtmWxrNpKjoT0QFJl+p5fiZXN6mFjRsKjzHegcZq4+/BsRGadY23IiOquJA00GIwsqBEUmwJRAi4wTdI7fzhFLN1K8Ijga3gtJERBlCVlU45OXQo/o/8g0BnMqpAui7EBvz0ES1cz65TSRLYNp0y4YXYhTka8PCuBEWFdCsmNQyRL7Gg/g3uaF1mNb73sLndWCBgVp3Ro+feJvHvmwdA+in5+bx6ItNjI8Ilk0cRmP3xHBoBm1M99u6LRpoePYKWuJ8za7jAuT3ZbKFW0p1SxuD3aVFr09FwTIPZ9U30OqF7ybOmPJZBqD0EpWrCo9atlG4t6yd75UKoF0j2DOBrZHQEFSaeh7ZgWTdn9B/9NLAfCyZRGUE48eB5JKh39eMj7WDHwsGZwO6YKXxRmnRVAUjDYTokbFrN5PsbnZNQSZEljVdioz+79Man4aULtKS6pXGF3jNhFkOk+2zpdz/q0BsGiM7N9wmpvu286k27eSZ3YG/Jv1zQBefbI1LZt58uuXXeneuXBXcteZwomkLIhYFOcuYFZ6Hqf2ni92v38MeZz9jQdhVRtI8o4kxuZbk0d+SRMZGU6XtiUnnt/8ElNKaTfV5de/rkx5dDFNxvYh1dO5S2jVGFDIf18FHVnHTpVZz1fKxKx1KnQcah2ngjqxP7wfIDh39RQ7Fq0Xu5uOYG+TYdhEHZ3jthCYm8imDtejt5sRcMZdMdhz8TWnMOLI74zf/z0tkg8RlnkWSRA5EdqN2b2e5LdeT5BlDCAsKxqDLQe/3GQ0DjM2tYFdkUPJlbXc8dAOJtywjr0H0gHo1zuE+T90o2VzI88+1IKv3u9eMH4p3yrigpQSZYnMbDtWq8Seg5lkm+wFZRVJ4kxQB2dqeUEg5qJU8Vcac77qUt9DuOx5/h13HBwAXx8NZSVqefTlfWXWax5Uep2+p5disJsRBBG17KBXzFq6xG4oZimlKkXRJQDtEnYy5PhfNMo4TeukvVy39yu6nd/Aoo53Mqv3s+xvPAiz1gsECMhJQG8zYdU4f8sVlYbH7/mXB8bM5PfvnFYlgiDw28bbuS4yiTsHOPh66xMF/Xl5ltzT/vDrkyiKQvye02TEJBe7ZnYUKS8IvPLWnjKfzeXOGPtx8jQebGg5HpPeN9/TwI2rCcs8hyKIaB0WtA4r6zam1PeQ6oUcvR9mrScBecl4WE3kaTzwsaTz2/SPy6wT4KclNDuWYNN5REVm0KnFhGeeplPsJvqd+begnCgoDD35N6HZsURlnEAQBCSt0RmbWBCdcyhBROew0j5pN56WTEx6P0x6P4Ydm8fQk3/jbXFaJpn0ftg0ekYd+Y0O5zcTkJvMqaDOoChkegTz1ZOLuXHGf7z4WKE1+KwtDyC98T4n73iFz7c/WeweslVeXJhBSaKKLVud//6J59KJPVZ8fr3131OkeYYhI5DuGcqsT3fU6JlfyvzwcenGOTv2ptV631e0Ukot2YjIz94WnB1Dvz5XXrR+c1IKppm/IuMM2Jut90cj2zFrPJxxWMohMC8Jgz0Xq9qARrIRnBOHX04CVpXTf0IBTBpvZEEkMv04ADlaLxKa90Af4M3xkC7Y1HrMWg+2Rw7HLBpJ8mlKom8z1radwqmgzsWCdiqCiE2lRRLVoMhYRTWSWgOKTEhWDBEZZ2h5divp8VmMnb61YJxXDQlj5mc9iIosbkoffN8MjoV0I8MYzM4mw4nzbcqZA+e5Z9J8vnzoDwCSk5wvYWiPNmgdlvzdRQmNo/xnczH7D6fzxoeHOXkms0r1GiofvN61xLmAwIaVGvpSx8vjihbPACiyzMwZXxCZdgJQMNhyAAERhRBTDJYz58usmyT4obMXWpqpZDsmnQ9mrQcq2UaGIYgNzceRbQhAlCVMeh9OBXXkaON+BAVqOB3YHkd+Jr2zfq0Zc2gWLVIP0STjJNkegZwJ6pAfY0EAxAI5pZMseFsziPFswuJOdzKzz3PYVHpUioNmpzdDRjoPPb+fvDynmXlYiBczP+nJ2BHFd3CbTx5Op9iNBJviiEo5jIctG5UoMOWOzTz8/H6m3Flk0iSKqOVCJZVKclTpOSenmfnwk/2sXnv+sohf1aSxO3thbdO/R9nxSK4k3vrkqPNDUR1TvvVRWpq9ZIV8tmwrfYGcq/Vm6NF59D67glGHZtE6eR86yYIoO/I7kQkPNZQITdA6aR+9otfQPmEHI478xoBTSwg2nadtwm5aJ+9BFvMDqgMOlZY0jTd5+qIxQxXSBW9iteEs/GU/y/90Wt6rVCoe+3oaNz9f3Nrfo5S4qNeNi+DvWz/gqfv/5d77yw+J0buceDYXY7VJ/PvJcjZ+ugjZUTXZ1lAR/Tycgebd1Bqe1kx881IQFRn/nARef6Z6lkaXMhu3p6CyOjfVkjwbk633Q+8wk2YMxjen7I3PvNjzeFmcm2cGey4OUUOj9DMoikyGPgC7qMEhqDFrPNDbzUSlHcUhqknwbkJLz1zape7DOy8VQVHQ23MZeXg2QTkJqBSJ3jFrGHbiLxplnqVJ+nF6RjuVTE6rKmdmQS9zOqZ8BbqAQlTKYYyWTHzTY/jvhMhdjxfG37z3/i6888EgNBeZ8Rxp0p/zvi1I8QxnVdsbCArWs2r2Dp6+/lfeu3tesbKKqCqItScoCqJWVelnrCgKy1bF8/7nRzHl2CqucAnwzgslNzYDfWrfue6KXvVMW/oOERmn6Hd6KUYvNa+8ceVlFVkTMQBFkhABoyMXT2smSV4R2EUtzZuUboZtyrGz4b9YDI48Rh+aTa9zqxh+bD5N0o6iM2jp+nahC5xWsSMj0O3cWk4EdmbhqFcJvW4Us77sxYD372fD6CeZ1fdZYgML3eokUYVNpSvQsl9AlB3Igposgz8HIgaQ5NuUoOw4ArPjCDAncyqkM+f9W9Ay9SA2W8ULqzsf7cfhq+7g+34vs7nFGJbOG8g/P+9GZTUTk2+B9fkY507CxB+epOv5DbSP20bXmPXc/FPlXQm++vkkDzx7kBX/pXLbI/uZcMul71qi16sY3Kd4Ro3vPyiZrtVN9Vn+R/HYc7XluteQea/3k8TH5zH45AJGHfyFtrGbaRe/je7Ra7nu6M8EjRpUoo7DIbNtdxp5Wm+nTLLnobfn0jj9JI0yzzD6nkEoskKsb3MyPEOITD9G39NLydN54SOaecb8B5+90paJS/7H0fEPMnfgMxyI6I9d1OW7ujhj5wGoFAeCIqOWbQSa4ul+dg0KoFIkWqYfpmXSHtom7iIy/Th7I4cSHdiWgLxkQGDLunPl3rsoivR5eCLNUg7gZc1g+Kf3s213OulZxWVbXp4FQRAYLBzF05KOpyWdEeGV39GKS8jluhlb+Xt1Bq9+dIqrrvq70nUbMp+/1a6+h3BZM+bqcPyKTFKvRPn/79o4/l17QbmU705XRFn07kvtS613+Hg22aWtXRQF7ynXsbzzbaR7hOBrSSfRO5KD4f1QBJF2idt5MfZT3p+uY973vejZxRtPDwFBtqOz5yEqMg5Rk6+gVvJH5UxV72z/Qvp6QOeJLjc5P16VDAjIKg1WjQcZhkBW/VVxOIiFPxemC+/Yzkj3tl7MOhdGdGB7Mo0hALz5qbOdR25vXGDppVc5uGZUVIXtOx+JwlvtHiTh1ffZ+87PfB0+HslsqbhiA2f84aUMPPUPRpsJX/OVacFT2wTNmEJoVjSR6SdoO6oDRqOLE7g0cHJzLLz59Cq8rFkY85xzg/3hvdnSdBQ5Oh8G3l96WJm4xDz+XZtKok8UXtZMPG1ZBOXEEZgbz0TVXnxbR7Ki7TRi/FuRbQwkR+tNl7hN2AQ1of4qJt7UkZuO/M6Ia1vSXJWExmEmxTuiQAmrluyIioSgKE5ZlT+f0kgWMj2CyNQHsL3ZSIKTjhKWeZZmyfswGQM4FtaLVM9wmqUe5OTZvArv/8N9r7On5Qj+7Ho/grcXXyycwcIv/iPLEES8n9PV/Ps2NwHw2eZHiEo9QmBOPI3TjvHtlscq/ZwnzdjI25+e4J8VSYy+fjOr/isjxvElRP9ewWgvCtnapnXpic9cyRUdU6pl2wBePPdTfQ+j3sg8H1/iXKi/yMTV/0Ol0+ERUTItfEKSmdtmrEJSBIaE9aVzwlYCc51xBdLVPtycsRVBpSJm9t/kHjqBzmFG5zAjAK1T93MgK4X0zEgC/XVMHNuEPxfFYjfZKbrNKIlqwjLPIgsiefnpi8GZcWJZ++loJSuSqAVRTYpPJIIsoZctCCjIggq7Soumkt/sX2YWDzppynOQo/NBJ5kBTxSxUFv+TPSsyjV6Eb/9Vfw5p6VD9HkTTSK8yqhxafDWC85FiN1uZ9myZWgq+9DdVJorURFVlN26Dlgae3C8cV9aJe7B15zOO5ufw5qYik+Ht0qUd0gKY6dvISdXQqv3xcuSTpvEXUiCmgyVgc+W3E5ImA+nG3Wjw6NP0D16DYIgopHtyIJIjtEPvP3xUdsJ6RRMeu9AtiyTsflEsrrtVK45PBtBkbGKWkKyY52ZYux5DD82j/YJOxBRsIkazFoPPKw5RGadYUVYL4Jz4nCoNGgkK7k6H5Bs9BlQcTDUkY+NYeRjYwqOz5wrGex+1YZUJo/z4uV/nyxxrTK89c6+Ytm/rAZ/HntiPR9/eGl/97p2Cip4fy7IKDeuZfGv/et7CPXKmx+XdB9eNqcPsfEWWrfwQK0u+Zv4+Cv72bEnEzAAxRXM997ehOmTmhETZ2LavSInQro5lVz5ypzjwd3QnlqJLjeT4FADD97Zitse2I4iajgR0oWo9GP45yZxKLwP2Xo/2ifsINUjjGOh+W7BogYkB572bOyCFkXriW9eCtmGAOQiMkBAoe+EipNRBAb4FvuNUhSFTGNQsTKbtmQCMGVSC6ZMalFhmxeTeiaBznFb0DhsBOQlkuTVmCXenZlgP17lthoSGl9vXjv1NeCWT7XFk8/3geddHyf4UuHxu5aR6xXOhlbXEZibQOfoNdzy6+P4GsHQqik6z5LZi1esjeeNj0+CAu38WhCWFU1AXiK5Gi+8Az0ZsecXZJuNpKhJxHpGEpFxhnZJTqslo2RBk5uOIzsHfZA/99zry3XLYnGoBda1nux0MU7cSZpHCGf929ApfhtelgxnLDzAZAhkc9PR9Ihex9iDP7Osw81oZQd+pngyPMPR5odD0NvNRDbSV+oZ/HBRnGC12YTV24CnwwwYSVc7LTb1ej2/7Cg9pnBFJGcUSZIlCLz+fjRXD2lZrbYaCqIosPavup8/1aulVFRUFIIgFPt79tln63NIVxQ7h04vca7Zs3fj3TyqVIUUwLef7kCUHBhtJja2vpYNUdcUXOv323sIKqcSZ9jexYyzHycpuBVO2wIAhdCkY0wa63RTURSF6HgrRRVS3U+v4P41TxDn04wsYyBq2VFs3qaotFi1XjjUusJWRRWNMk6hkWwY7Dl456VWO2D9g++NISAnoSD1qSs8WUqLS3zTfXuw2S4PM8/LGbeMqj9y8+yoZTt2tQ67SsepkC7E+zVHHxiAT4fWpdY5F5NDTq4zVYhNYyQ6sD0HGvXhUKM+dFViCQlzunWNuWsg03J3IE29GVV+5hZRkREddhrdPBFdqHNh9cvcc8iCCr09lwTfpqxpNYm1zcaRrfMlzTMUUZHQO/IIyEtGRMGiNpCr80Uty2QagzGasxh36BcCchLwtGQhyjKhmWd55zZfPH2qvmvbLKrkJLJfj5rtXvkHXTQORebY7gR270wovYKbBoNbPjU8vL11tG/jU6pCSlGUfIVUKQgC0yc5d+8jG3mxafFgvvmga7FJiCRqMPbuScCgXgD8/NJiZME55zJrvVjU6U5+7vMcO6Ou4nhodxZ0vY8NrSbiUGkvDIAAczKKoMIgmTHY88j0CKF43mGFRo0MTLmh6nHpBEFApSnu9nLVgJrJJ6NKRi053SAFRcHbnI4KWHTLOzVq103t45ZP9cvhLF8AZFFFslcE61pPJbJfe3y7dSxVIQXw7ucXFO0CRxr15VBodyRRjYctmwd2fQ6AqNVyT/xiXj3+BUG5xTfdJaMnYZNGAXD8ZBbe2UmIioxKkdnS/Bo2NBuL2ppHWHY0RpsJm1qPpHKut1Synf5nlhGSc56AvGT6n15GukcoJ8J6EJZ5FkUQ8TGnoVFs/PxZz2o9k8HDI/G0ZBbIxMa2uGq1Ux6KoOLqkQtc3u6VQL27773++uskJCQU/L344ov1PaQrBt+enYp5tCtAi3tuKreOpyPXmQFL44HWYcYgWwrrXlsym0pe9wFsaD6WFW2nsbPJUM4FtsFmc06B0qKTLopfotA+YQeHwvsyZe+X9Dq7kvbx2/HPic/v4WINUeHod0Rdjd6WA5KEYdhQfH3KThVfHn4+eu77cirhWecAeGTZ09VqpyhvPFP65O6epw7UuG03tY9bRtUPoihgtOUgKAoIoLWb+Xz7E+XW8bv4vRcEFFGLjzmNh1eV/HfrfefV7IkYyKxeT/NPx1vZFjWSrZFXoyggSQp2RSQkOxZFUOGfm4RNrSfBqzE9Y/+j/+mlNE85SPdzawnLOgs4k0VoJBtmtRGtZCHFuxG5agPr2kxGFkT0thySozrTfUzFVghlsW5BP9RF1n1BgaW7WVeWJx9uX2A+D4AgkmsM5JVnN9SoXTd1g1s+NRx6dyvfWrhE5kyh0OVv7PCgEuU7tPHBYMnMP1IwmtNZ1nEGuZKzn+x9R0u0V9S6+2I8bNk4VFp0Dgt2lRZfc6rzgqh2TqcEQBB54vnqh7JY889VBPlrCnbjnniwbQU1ysfYpBGKSgX5SSc87CYATi2/cgMRX0q45VP9cbFeXGvPLTMb6AUuXpNpFQd6hxlTSJMSddUqgQSfKE4EdeJoSDdO+bfl3253kqRxJpTa8PkSQrOj0dvzUMs2GmWewab14GDjgXhbMxEUBYeoYXPT0Re6QydZkQUVoiIVvOsOtZ6TwZ3xtGSSp/Fg6NOTEMXqxWO77uO7uK1dCgNO/wPA9Yf+qFY7RenR2VD8hCBgVvsSG2eqcdtXGvWulPLy8iI0NLTgz7MM7a0b19NjzscIRn3BXGRQXPmBKQEeeWskYaZousaup3PsRpqaTiGGhnB1+u5Syx81edEi5SDDj/9J28S92BU1M/+IJifXQerMP/DOS0dry0HjsNDt3Bq8rRmkeDfC6Milz7lVjDz6O1cdnUegKR6/nGRURQKMqy4EYpclFFHNef+WJPtGcehQOgPHbyA7uzDugENSmDX3LO98egSrtXwLpZ69Ivh4g9OfuKz0xlVhSP8QHr2rSYnzDodcSmk3DQ23jKofDHo1Ab07EpZ1jiBTHMOnd0d7sZP7RQT46/Dxzl+UCQIGKZc+KZv4+pWmGANKBtbdvzmWtW2mkOLTmBOhPdgXMYAlqxI5eDSLszG5WFQ6fHMT6XluNaGZZzkZ2IEWaUdBUNE2YRcjj/xGy+T9HAntwVm/VhwP7ESaMRiNbCPDGIxV1JPpEYJDpSPZuzFx/i1JdHhx37Dv+GNRdLGxrNmQyEvvHOR8fG6596jRaPhv4WBWzHWN65Svj5YFs/ohFAmUfiGLn5uGj1s+1R9PPtC04HNggJoPX6v4nRzSv7jlkFYjMHlMKM8+WjIGmtUmI4kaRNmBqMgIoopDx0ys/C8ZWVaI821Kk5SDhRUESjfNzidP44GHNQuHqMZoy0ESVEXiYAn5e38K9zyxlxemzylW99TpTN5/bSPbNlecZffvWf0L5FMJRVwVEQSBsRm7EFAQi9h0aZWyg8i7aTi45VP98fesPiDkZ+wUJFaunVxhnQ9f7+D8IAioJBttMw9iHTaKm2OWllpe7bDSMuUgbZP2EJF9joRcLbPnO2WEx9K5nAzsRKfzG+kcuwG91USPsyvxtqbjac0m0xiIIEBI1jlQJCRB4EBYb2RBxKbSc8bfKRNVsh2bxkhMQGvSPUOZ/e0+Jo78s9g4sk123v38GLPmlp01/gJjvn2KRw7/4Gy7gjllZfj4zV4Y1BclYBBVWKyXftKYuqbeg8C89957vPHGGzRu3JgpU6bw1FNPlbvwsFqtWK2Fions7OyCz3a7+0eqIi48owv/vzp1V6nXy+Ojnc9jMeWi8zQWm3CUVtc37SwhjlTQq/FQrPSLW82Znm2QJTseXdsx6pcfSfEIQWPOoXPqLkQNoNUgG3QFdlCCQUuEJYaTIV1RqbRoJQtGmwmTIRAVMhqHBYdKhyKoEBQJPykdsyaQGQ/tYP4Pzh2/627bTG5+XLxV65OZ/UVngoPK/nG8+DnVhOjYXL6dfQ7tRcnpvnq3/WXxnXXFs2rIz6EqMsotn2rGxd+ltz4ZCgwtcb08Fv7cG7PZjqgCnVYDjCiz7ubzKvQaGVkQURAw2sxoNT4ISHh6aIiyxuAhZWDy9MHHlkU70xH0KonUwEgC8xJREEnxa0qabxM2hPfBrPXkdG5PvM3OIKE6yUrjtBPotTKyciHYsIxsMPDDzJNMusaZCvzT746wbE06KLB5RyrjRgTy4J3lu8+4SkbJsswDD23CQ7BiVzuVUQaLicee6XHZfGcvZxnlqjmU3W5vsPfYULj4ezRmeBhjhoeVuF4erzzRlucftmO3KxiNhf9OpdXNyrSg10hYNIIzDILaiBobKlHG4bCT06gpckYSLTMPEu3XGjRaQCked0BRABkEFaAiPbAJoZlnUESRhODmaJEQVKKzWJF6W00hBWM6fSqTx5/YgkXnzb97TxH00V5+/eMaysOVc6ht4+9CMOgKbOVlBDyHD7xsvq9u+VSIWz5Vn4u/R54eGtYtGFDienl0auvN2r/6kpNjx8tLCzjj7jrKyHrpRxYYtM7cCcg0ST2AVtMSu91O895NGb57Eed9mhKacYoeyZsQRfAScjF7+eFhN5Fj8Cc9MBKtRkFA4EjzwaQGRWFVG0nzaoRWkfFScjBpfAEBlWTFQ7QiSRJz/jrD1PGNcThkrr/hX6xabwD+mrmb+f9MKFch7kr59NuCGCRRXSwwuCAoRDU2XBbf2bqUT4JSj/mfP/74Y7p164afnx87duzgueeeY8KECfzwww9l1nn11Vd57bXXSpz/7bffrrjMCm7cXC7k5eUxbdo0srKy8Pb2ru/hFFBVGeWWT27cXJ40RBnlnkO5ceMG3PLJjRs3DZfKyieXK6XKEihF2blzJz169Chx/q+//mLy5MmkpqYSEBBQat3StOiNGzfmt99+Y8KECWg0mlLruXFit9tZtWoVV199dZ08q78C+/F3zwdJ9WwECKhkB+3jtpDevg/f/zC8VE12Tp6D6beswyM3g+DMaIJz4zkQ0Y9crQ+SqEZnz8HDnkumIRCb2gCKwkN3taRdM4H7XijMhvPdB104G5uLXqfilfePFesjKkLPtx92L3PcrnxOI6/fXOz449c60K6NT43abEiU9qwuvufvPuxIk4iyBVF2djaBgYF1MqGqTRnllk81o67l00sDX8eQmc6RiN6Y9H5O9xVZpnvyZh5f/CSeQSWD9CqKwkNPbCP1+Hn0tlzGHv6FXI03q9rdgEnnByiEZp0jyacJDpUOlWRjZEQGd308lduuXYDKbiPZK4IJ4yLo39OflNhsPp4Vh81e5KdYkFkxd1C5Y3fVs5o0bS05jsItvqZBAt98eXllVbv4WV1/51YyTYWuQE0a6/jug5Lve1HqSkbV1xwqISGhzDpunNS1fPp+1kn+nX+EXL0viqBClB3IohokKy8+2Z6BfUNLrXf0g5849NFsbCojC7reQ4/odRwJ70WaRxiSWNJBwqCYWDh/NI9cP5djUigoEoO0Z7nlwxs5sC8ZS3YW3y4ojI8iSnaW/TmkQksEVzyr3dc/TOrqIvMJlcjI5J3Vbq8hcvGzivlzKUfveblYmZFppYfIuIBbPrmpa/lky7Nwx5jfsXj4YjL4IyoyCgJ6axaDh4bz6OOlByM/diKD1x/+F5WgkK3xpkvcVlK9wojxb4OCQkBOIom+ha7RAdnRzPxlBN/+Fsu2VadQBJFsnzD++K4X+9adJKJ1IPe+cDTfGtTJ/Lci8G4ZVebYXfWs7HaZsdO3FjvnqtAKDYXKrPEquufKyieXu+89+OCD3HDDDeWWiYqKKvV8nz7OjGmnTp0qU/jodDp0Ol2p1zQajXvRV0lq+1nFbz+CnJvH+ubXEq+NQHE4A1WKiprzxiiu+/MlHgsN4sv3S/5w+floWLxgFK+8f5QzC9I5FT4cRRGwOVQEms4TnnWOJunHWdNmCjajERBITLFy7ZgWrF1QmGZ93PRNZGQ5TU4FhGJh0r/7uDdqVcWxDlzxnIIC9MQlFv7Idu4YWKP2GipFn5XNXvzZ/jIvjjeeKXtCUZfvbW3KKLd8cg21/awyT8eRfiKWSB8VK3V9SdOFg6KgkeyIikTU6R380e127ktcUmr9bz8fxF+LY/jpkx0oZgfBWWcZtXsmZ/3bcjKkC/2OLmJ3k2EgCLSL38Een7swGg3MXVGYSOLL19fwymMHUBBpmn6Cg+F9QFSBoPDj/7pU+v5r+qyuGxXGD3+nOw8Uhaef7HTZfk8vPKvkdIWiiTJOnrFVeM919Uzqaw7llk+Vp7aflSU9m9itR/Cyq0jXBIHjwuxFAxKAntffOsjqpY1Qq0uGhu303D00vqY/20bdRbszm2kZt5OI+COcDurA+lYTQShexyb4oNFo+GpBYUbmXbuSmXH/bhRBRFBkvK2pZOsCEBSZsYN8K4zvd4GaPqsOn77I+mbDCo5Dbxx72X5PLzyrc29+jWC2lrhWUd26wC2fGj61/awku53odfuwoiZL64tJEwQOZ551UZFpmXicM78f58TQcNr3iipRv2P7YOYsnsrT9/5Lp/8W0CTjFJKg4rx/C9TWPI6H98Dm0aygfKoqECsGnni6NzzdG4DcXDv3jfiBNH0QRtteOtgS2BPYCxBorkojoF3JxFulUdNnpdGAJAlI+Xtcfj7qy/Z7Wt4az1XyyeVKqcDAQAIDq7fo3rt3LwBhYWEVlHRTWU7MW03ajkO0mtCfgIHVS6FZFfLyHDxz+0KOZBhRy3Z0npFFAuYK6K05BOQk4GU3ceZIYpntiKLIG8+257mN64jBp6CNoJx4Guec5bRfS7IMhT9qkl0qVj8n1+FUSOXP5RQUZn7YgZatXacQio3L4fiZXIb0DSg1/fMF/viuN7/+GUNsXB6P39vcZf03ZEQR5CJx3J++v2nZhesYt4xqOMTtOsH+hTto39aPyBtH13p/iiSx5MkfmLNThUVtRJCbkeoVXrBIc4gKIdnxBOSlkFZBHpBJ4yJpZT7Fsa02rGoDXpZMOp/fiI89C9+8FAJy4kj0aUqCd2MsQvEfZIeksGfJfuzeTdHINlK8I3gs5Scm7ZxTRm9VJyvbxtY96fTp4oevb+mKUoBb7+hE27ZxrFoVy213tqNRo4bh+lGbdGjjwaFjhQHlhw8sGQS/vnDLp4ZDWrqV2X/GEOCv5bprGpWIC1kbbNwQw9fPryBX44mnNYsgtZGw7BiiA9pgVRuwqI0gCDjUBswWGS/P0uWUX+cODD69kf+6PwsI6B15RGSdcQY+FpwLSIroZhVFKWb59MH7e1AEvfOaICIoIhuXDnfZfdrtMlt2pREZbqBpk7Lje3o2bsSgE6s48dyHhF1/DeHXjnTZGBoq3RZ8xpYO4wuOBX3Z8ruuccunhoNkt7Pvk3kI2Rm0vnU82sjaf665MfE8P2UW0YZIDPZcLB7htErcQ6pXI8waTzR2MyGmWPT2PDaujS5VKQWgNer5ZNZE/tS/giKqkAUVrZP2YhHUbOw4FcFuxseajSCABRXxJoGiasydC3aSofNHb88jR+dDSMx6Nm1/zmX3qSgKh45mYrUp9OhS/vxgxbwBfPr9KYL9ddx6Y8mkVm4qT70FOt+6dSvbtm1j6NCh+Pj4sHPnTh577DHGjx9PZGRkfQ2rxtjNZs59MRt9eDDh145EZTRUXKmWuKPz24TkJdEk9Qhr/j7Mo8sD0TWNqLhiNbHbZR6/diYJVg/QG7GoDZjVxmK7cqFZZ7nq2Dzsoobh17SssM3UwOaEnTpLqlc4vnmppGh9Gf3teyz8/ARFd7p3/LCCPe31dOvXhKxsO298dBQuckxNTbHQsrVr7vW3v6L56udzBccfvNyOPj1LpnQGZ/aYm6dcWYJqw6LB3HD3NpJSrHz4enu8vLzqe0hV5nKUUYqisGxVPGaLxJD+IQQG1N9k9/WBL7NN0xGL2gfD5lw+E1YQOeWqWu1z1e1vsnqPg8zQbqgddix6bzSSjZYpB7CrtJwK7MjQo3MRkVF5VZx508cgoLPnFqivMnT+WB9/if9m/sGR8D7YRS2nQjrT7Ng+Vr6RzoiXbkBRFD7/4RSB2XGkeoQhCWoi046jI8dl9xkdm8NN9+8GxakZ7t3Vmw/fKNtduXe/RvTu18hl/Td0vvlfD1559wD/bctg3NVBPPlAycxnDZ3LUT4B7NqXztET2fTpEUjLZvWXqWvVupO8+d5pJFEDoorTZ3N54dGK5yw16nNDAp++so1sn2YIsoRFbaDP6X/RO/LQ23MJy4pma9QIkn2jMNhMeHmWP4VXa0T2RgzCaDVhtJnY1WQ4rZp745AdnDlnKzqF4u7H9/DNB11RqUSWr0kkLzsP1PqC61qH2WX3abPLXDVpI3J+9BCdRmDl/EGoyrBe92oaSfc/PnVZ/w0dv9at6fTbZxy49XGMbVowdPei+h5Slblc5VNyXCarV5+nWYcwenfzr3F2yeoi2e38Y+yIBgUFODZ/DZP2uG5TqzRyz8aysNNUzvR4FLtK51RCKQ7aJO0hKS8FT2sWkiDSLOUQx0K6c8eMLhW2manxIdSSBDiXbCt63sOL7wzixWe3kukZAoDOlsN3D/7Gm3/eho+fgWMnTfyxLhe/3GTSPMPxsGYRmJPg0nu967GdHDtdKPOWzOmHr3fpuxJ6nYpnHnTR4vISYemvXZh8535UosiiWa4zeKk3pZROp2Pu3Lm89tprWK1WmjRpwl133cXTTz9dX0OqMd9f9SQBG1eglW0oCMT8+Cf91/5aL2O5d8R3nA3rxkmVhn2Rg7l2z1fkno6pVaXU5u0JWNNMmAIaYVc5JzOiXDxjg4iCRrIhKhK3dKl4ERYTaybXrzkGazYZxiDs3o1574tTxXb4AByoePit03j7xPDiY+04E52LIOWhqJyBEQXBQZ/+rlt0FVVIATz5+hE2/jOo3n6gGiJ/fNenvodQIy43GXX69BmevnUDyd5NAIVZPx5i3tyR6PWqCuu6moO7z7De2BurxsOpOBHULN+SxT1Taq9PRVHYu/oYGu9I1JKEpNIQkJtEm4QdtEo5iCKIeDdJZ2m76XjKFkZPqXiS8cdnGymqzlChsGxNEm1EHcOOzsPTmsWpoE5k6315fWsQ743+l1k/DWTPgUwiBTv9Ty1BAQJyEhlycLbL7vWDr46hteVg0zjdm3fvSiU+MY/wUHeg2Au89myn+h5Cjbjc5BPA1cMXYjb4AvDt7Ghmftadlk3rXjHlkBTe+F808gWljCKzekNKrSulvn5+ORpBjSyIoFJhFkTMGiN7ooYhiSqyDIHYVVpQFAIiKo5LmZySR57Om1Xtbiw8eSavZEFFwbp5C490XcyN39zO6o2Z2H2D8U6KI0/vi9Fi4oFbXbexdjY6B40tlyHH/yYgN4GDjfrxw5xG3DOjhcv6uNRpPGUkjaccru9hVJvLUT7N6PEh54I7I4sqxLlJPHJfKyaNa1wvY1lq7MAFFYkAGE8fQ7rI5dPVLL72Wc4EtsOk90MS1YiKjMZhZmPL8dhVejysmTRJPcL3A15DpVJ40a982S3LMjqhuJdLNl48+9YR/KwZBOYmgqKQ6N2Y7CwrY27azNVdNER1jiI700KH+O0YHGa8zemcGn+fy+5TlpViCimA627Zwtq/B7usj0sdHx8fVs0vP+5pdag3pVS3bt3Ytm1bfXVfK1gOnEAr2wAQUEjduBvJYkVVD6a3mTkCdj8toiKTo/Mmzq85/gPK3il3Bd88tZi4kM4oggoUGY1kwys3hSyvUGRBhahISKKGPK0nXtYstg2exjj7cQBsaRlk7jiAR4smeOQHp5NlhcZpxzlm7ItZl+9SIkugUhdTSAHEBLUDBLJNMu98cgyNRkSUZPqd+Yew7HMcD+nG4QNt6NDZlUo5pZg1lnLBKt7NZcHlJqPenPoXyaHd8l1hBbJsGg4dTKFHz9KD5dYmnzyyDLtP2/yXRkRAoWmP2p3c/TDgIXY2H0XXc+vodW4lNpWOqNQjAMiCiFq2E2yK40B4L2TJzr/zjnPLwwMQRBG7XWbf4SwMehXtW3sVKJ9TotMxq43oHXmAQIbR6dYQZjpPs7QjiLKMjyWd5a2ngqjCiorr795Ozw4+ND2/j2T/5hwL7U6Q6Tx/3fs5tyx5xyX36uOjQxY1XBCUDlHD0pVx3DWjdhfVbuqOy00+PdvucczNCl2WUBR+/yuGl5+seyu26NhsZ0DxCwjlu/K6gnM7j6FVZFI8A0FREJARFIVjId2wqvRoJCvnAtpi1TgVy+dTFBYuPM7Eia1RFIUjJ0zk5Tno3MEXrcY53hffPVKpvvVWE9ft/wZBUdg3YSct3/+UnXvSmXzkNxplncWh0rIuoR/Db3PNIiQkSE+bxD00Tz1EskcoUSmH+Ht2e7dS6jLicpNPG5YfI9MzPF8uKMiiip9mHq83pdTFEklARuNdewp8RZbZbo/iaPOeSKIKjWRFlCVUdgsmvR8Gew7Z+gCOB3dDEVU4FJh+yzoWzHNav5+PNxMbn0fblt74+jjVaWfO5RDr2wIfcxoCCha1kVSPUGSLDUVQke4RgoBCo6xznA7tCsCqAwpTw9NplHCI1a2vx6bP98JIk0u4IFcXUSzZhs1RSkE3Lqf2f2mvEOx2GUlVXMdnF7Vk763cpMDViA4roiIhCyJayUqsdxM0XrUnsCRJIcsY5FRI4dTOeFozEUQR39xkUJwmprIg4mnNKlY37cBR5kddw5rJTzGv311kH3BmyjsXm0dIXhzBmWcRZAm9LRvID1SkXKQNKqKlysh2cOuNTWiWcZL2Cdvxz0mi57nVvPDofy673ztvCinhHjhowoZy6yiKgs0ul1umNsg2WZl273aGXbuel9/ei4sTbrq5RBAVGVURy0W9I5ezcbW7s1YW+qRoNA4rggCiLBGVeogxt9ZuxpLoRJlUj3C2tByLhzWbrrEbSPUI5XhIVyRRhVnryamANugk5zPSSFbsWdkosswbnZ/guzu+57upH7Lk3xjA+T6nezXinF8rTgV14kRQJ/aH9wfFGexTUBRkQUQlS5j1RbL4KSJPPtKOPL0PO5teRZpnGMfCenLuSJrL7vXVpzqgcVgKTwgiv8yNrbCezS7XuXxQFIWnXtvP1deu45Fb/8GaW4olh5vLHsFqL3EuLcNWDyOB9z88AErhDr5KsvLrlx1qtc+3H1hMslcEdlGDAAiKgqTWku4dQZ7OmyxjUIFC6gIr/jkHwKTbt3LPk3t57OWDvPD2wYLrubkln2lpNMk4jijLgEKY6Txjempo4ZlD48wzaCQ7RlsO4WlnXHSn4OujxaFSs6b1JP7s/jCLu9xFntpIZlb5v0cOSUGS6n7+cvyNL1jm341lEf3J2Huozvt3U/8s/+MQaslOgZuGomBXRKxWqaKqLsdhsV68/MASUbtxW//9+whBufFM2vsVA0/+A4qCrzkFq9YDh6gmV+eDRa0nyyO4oE6K2ali2Pz4B+xt0oW0vv2YM+gBcvOcc6w9h7Iwa4xsaj6GfY0GsLLN9Vh0XgiKjCw4LbEAZLG4Nf+mLWm0G9iyUCEFIIh891PxLOuuZtYf5b/7iiwj2+r+N2v3/lTG3LSJqyav589/ouu8f1fiVkq5CLVa4GBoTzL0AdgFNcke4fi3DEMfUftWCJmZuTzz+n527k4tOCeLIk1SDhOVeoRGKce47oWxtTqGPeuO5FtIOQW2T14qfU8sJs0zjDYJu7h27zeM3DeT6/d8Xqg+0jiztywbfA9elgw8bdn4mhLZ+O4fAHh7qtnfbixtk/Yy6vAv+OQmg8pZR+Ow5MdLUQgyxztNlPI15P4+asaPDEcRnV9vARlFEFAoP0rpoHFrGDD2PwaM/Y8XXtlebtlbb2hTXDEGJY+LkJGRy5BrVjHs2g0MvGYNBw4kl9u+q0hJt3DNtG3EnDdjsyus3ZLFxMmr6qRvNw2LBN9I2sXtwCcvmZDMc6hEiIioG9eYffe/xImPfy447pxxkBbxO2mVsJuO5zcSmbS31scQ598SRRDI1vuztvUkdof3J9Ezgn2N+rGh2Vi2RI0gJDOaqLQjRGSconnKQbR+vvw07jX2h/Qixr81p4I6sfalWYWNDhhCbEBr7IKGM4HtiQ5qR3jmaYKyYkj2akSe1oujoT3I8CzyOyAoNAo14Bnqm29sWSTocDm8OekbZvkM5BffwcwY9F25ZdUqAat40c+7IHL6bGap5RVF4Y1W93J/3494uPOrzLr9s/IH4yJkWWHg+A1s3ZmB2S6wO9Wb+wZ8XCd9u2lYRA1ug2/OheQnCh7ZiXTr5FduHVcx759zvPPpUeT87Bw2qwyKc56hs+UiKQJRkbWbjj7GsymSqC7Ididc2EAouvPvKK5keuyRDhw6lkFyauH5rbsykWWnMBk+KLRwblRkjnQxzRP2oQgCApCr9SK8VRhvvtMPR75ViCIIWDTlu/4e+ncrD3Z6jVt6fcorze5BkspfrAdc048TIV3zxyQgqzTceFfZljX3zljGVWNXMmzcaq4f82e5bbuSNV3HcvL1z5FNuchJqazvNYmsw8frrH83DYOH3x6KQ1AIyInHw5JJQPZ5unQNQqOp/WX07v0ZPP3afjIynCFPTGaFuc1noOCcNuQhcP3Zf2t1DGtfm0OrpL0YbSY6JOyge/RausWsw8uWTbu4bQw4sZCO59YVkzE9m6tQFIWMz78vWPc1ObKe8/FO17jIRh7saTIYlSJjMvgR498yP4mDHq1kxmDPwcecRopncLGxTLm2MdPfvq7kIMv5t7DZJZ5o9wwfNLqBp1s/zpGD5Stv/v2jd4lz380pe+Nw69eLeLr9M9zZ/0vejrqt3LZdyYl5q3nkhUNkZTmwWBQ++e4s739RP8YwrqDe3PcuNwRB4PPNT/LuOFBlZzL9pjYEDuqFoXHtZkM4ey6bmx9yLug278ykbw9f/vdKZwyhAaRnysiiCr+cRMZMqd34GX8+MRtP77bOWAgCtErczYnBN3HLuveRbBDr3wofcwo2RcHg4YEqLJSRR5YCIErShWUZgiKTneeczAQG6Hjr7T6sWhGOv49I0sJCgWDXeuDlIbLs9wEIgsBjL+1l1/5swoJ1zP3eKUzu+3Qi82+PJywrmpMhXfhsVtnZvfbtPIOsFGrjdx2107+kTCqO7ABVcUVXzPlcIiNKBki+6471SPnxrRRRxWPP7GbN8trPNjb51u0llGVpFg1f/HCSB+90u/JcSSxdcwMvP7SM5BMmhk3rSudOEfTpXvtZx5ZqCmMznXrtY67J3E+ruyYS+uGniIqMXdTQe/vCWh3Dsm/XoLfnYbDnIAsqQrPOkeMVRE/fTLzOrCDYnITRms0x/w6E6S0Itkwe2vQmAOnxWUh+KtSSDUnUFKT+FQSBN57rwF8dfTHlOWi6dysj5jzPhbTIid6R3JG2EkEQ+PffaN7+8gw6jcjfs/oCcPvB2cQ3uZUzwZ0INMUzfGD5C/CmK3/B25IBwPADv2LKuanc8mOG+7N4Q/Fdu9ff3s8v35eMi3Bo1zkOB/UoyGhq3LKpwmfqCh56bk8J+XQirA/3P72bL97tVqoZvZvLk3t+eoCwL1az+6u/8LhmBB1GDWH4wNKTh7iSq6dswGxxfgeXrk5m0+LBvPR8V2Y8uAd7/g79kM61G3fPZLJg1XogiWpQZBRRRLCb6dkzlL27kvGwZiGgkKv1wscoYLVKPHJ7FK06N+KvJSUtIC+8NzOmNMHTQ8PJsyYmjg7joecOFit3IQ5mTnZXvur+GGqbmWu+fQyVVkt4E3+2tRhFm/jd5Gk8Odmsb7n38MtjCzjdqB+yIJJlDGJO/3sIfLmUhWM+b742gEHji1uXm8xlW5IfTxZwqJ2hMOIVf5e56pRH4rL/SD2ZzPZWk5BENd1j1uGfl8ymnpMYErMBj8CGk7XTTe0S1iiA9z4bxqePLEQfqDDw5mEM6hNY679RL759kP+2pgMwbsZufviwEy2a+5LauD3vtfgWgEA5g6m1OgoQLWa0Ditq2YECaG0m/EYO57qZHxCEqaBcsJjLxhbjGdDVi9de6YksywXruwtEhDlj9fXu5sdDLw5m266OdO/ix5bPTxaUSfBtxqtPt+SqgeEATLlxNUk5AqP7eTMlP95n82Y6Tp/Jt64UFO6ZUXYc0AeHfk7/+K2oJTvBOfF8c//fjHquVZnlPT30ZV4rjTXvLeJI8zEoQIYxiN8nvMSNi96oUhtVxeFw8NMLi6H1tcXOL1l6nsE9/endu+5Dc9QUt1LKhRiNGl5f47qUlJXh0ZeKTzK27soE4Jt5U1jwTzSZabncOqPsiYGrOOjXla5xm0n1aoTBlkO0b0vevrcpm7cYWNViPCadLxrJCrLC0/F/FKurmXQdlj/moJFtJHuGM/23FwqudW7vi6LAh18e5+Lo5jqtWDAp+fiNriXG1LtPE3ofeQ+LxY5eX76V1PlquDH9++dgRk3dXLgzIAh4GMt4pS6ePF106HDIbN6Rht2h0L9XAAYXBJ+e+dtpJFku2Zkg8MeieFQakftuaV7jftxcGgiCwBtfjKnTPnOTilsEKrlOl7LBb9/DuV7NOb3hOAMfnIBP89qNy7Dxg78ZkLgbnWRGQaR50n48brqB1kOak3HvuwTlZ27pkridaSe2IKgK379xX97P2fvmEufXAm9LBlOeLUxJHh5qYMr4xrz50WFOp0eQFTmEntFrkQXRGQ8h/70fNaoJo0aVDBT8YvTP2C0W1DpdhQusC6bsAKIsF1h1lMUzT/dj8bo1UHAvCsGBpcc3NGiK932x0ZaiKKRv3Ene2fMEDu+HwQUWwKfOZrP/iKnkBVHFgaM5TLlzG3/9VP5C2M3lxfgHr2L8g7WbgfNiLiikLnAu1kSzKG9++Lgri5adZ1D/YPr2qF3l2Myv9tLr3Gp2NhmOpNJgsJiwGb15+4UOjB+/nOx8ZbGnNZOrRzfjgdsKF19jR4Tz8beFrnXNogozPhuNaqZOiOCDL4/x9iclrXsuyBxPb2+ePvljiesfHnwHu91phaXRlD+Hcqi0KIJTTsmCiDnLUm55URTBnAeGohZY5cm08uVjdGweh45n0yLKg9Ytap7tV7La2D3hHra1nszpwI7Y1Dpydd5M3P892O3816gfY6y16y7kpmHRtktjvln/UJ32eUEhdYEnXjvM0jkD+HXuaP784zhBoUauu7Z2A3DbHTJngjrSIXEnHtZsTAZ/DoX347XPbmD5zLeLlW0XvYlXD31ScCyKIipvT6TsHOcKTqvBw8MpSwRBYNSwMEw5NmbNPVciMG9wYKFiaP7vJX8XfvmsL7IsY7NJFa7xzA4VoqIgCyoElAJPmvLo3Bb2H62wGPk34/xf/n8VubilaFa2nS270vD11tCnu2uyNi7vdj0Osfi8UmvLwab15Ik3j7HoF28C/C+t5DZupdQlwm83v8v2vTkIsszQoQFM+PIJADq29S4mtC6sP3RakRsn166P8QXsdplcvQ/bmo0mPOss8T5RZOj9kZb9gx0VFrUBrcOCXa0jT+9dov7UmU9w9vkZxOw5zfgpvZyTlSI8+NxeUPJfYNleYJ3069c9KjW+ioQVwNiJbXn3+8RCwSJU7Cfu6aGFi8bq7VW6oJv58wDGTt2KpNKCLPHBa52LXf959nFOv/MdjTNPsSywA0+teZywsJpNhH+cfaaEJRdQcI9LVyW6lVJuXMKJEyeYOeZzJJWOdJ8wvt/2OIIgoPUv3fpHEASaXns1Ta+9uk7G55eTgo8lnauOzQcgR+VB1qaNpLSJwMOahYKAqEggqosppADa9GvFG/89wd6lB+g1vgve3sV30B655R/iVEGAho0txmOw5+AQNQz5qHKTV42+cjtya1tfx7DjC1AQWNNmCjd4V1yvo/kYBz3aOd95BUI8So/W2aJLFJ1SdnLKpw0Gm4nOvcKLXU9bt43pbyeQo/eH+cfo3+M8771aOflbFg+9sL8cl0WF5JT6iSfk5vJk3KBfkdQ6cDiYt3wKnh6lT38vKG7btPShzSMVZ7hzBSfO5tA1eR+hWTHY1VqSPRtxIqwHkqTku9A5sat0jBxSXCGs06pYu2Agy1bF0a61F62a+xa7/uwb+9mxJz+OZ5GFUNtWlVusVKSMukBv/XnSs0PJ1XoTknWOKcvfYtuR8rPHDRjamE3bCi3gy1uQtA+TOJhoQxFEQskstqhLTbNyy0M7cTicAkWnFlizsGYL9ZOf/gRAh/Nb6Bm9lgxDIEdDisg82R2b043reKrdk6AIKIrMLQueo2M7Z9IUtQocRZYjbVs611CB/jruvb9uMsjmHDiKLKr4o8ejBOQmka3zITTzDBnxGSVUxSrfkjJzZOou4petQ3DIhE8orlw6sD+BT787W3jCYQW1Dp0WOrWt2BJRFEX0+ooVTI99NIHf74ghKv040X4t8ejbHcgqt849t3bm/mf2V9g2wNUvXU/GB2tI9WpEq6S9TDs3s+Caoig8+PQuzp6/YNUls2nxsEq1WxZ2s4WEmEzOtxuZn8FaRJDsBGTFkhDUFhRYszaRqZOb1aifusatlLoEkGWZlcf1JIU6d8dM288wKjUDXaAfbz7fkWtu3ER2joQgwJLZNVsoXMzy2dv54NcUHCodzVMP8/3Wh1BdtGgTRIFmiQc4GdGLs4HOTDktEnZz7sOfGPXXtxx7YTXnAtoSZDpPzztHlNpP05ZBNG1ZUgnz/U9HChVSAKKKTYtrZ1dg09Kh/O+zw7Rt483IoaEsW7asym1cM20Lq+aXHJ+Xlxfrl5d+7wCbvl3NVYk7UBDoEreZh65vxZ8bqu+XvPK/hHIVUgCjh4VUu303booy+5pPONx4EA6VluDsWL7/cSd339kLjUaD/8iBpK/YCECnn993ab8mk4kPujxNslcEwabz3PPvS4S3DC9R7kCT/rRJ3Y+YrwXJ8ggiNz6Nwdd24NN3mtA44xSCIuPpV/pCLcDPyFXT+5R6LV0ygMr5XkkqDU+c+AmdzvXuPt/vfob5/0wlPs7Cz/e1LbBgKI+zuohilpwLt9p5soyyz5/4tsx2/l54mhx9YebSzTtLsXCqAjl5dnKybCCU8ZwUCAys3GLYjZuKGDfoVzK8GwECgiIzdfSfLNtwAwCvP92Kl98/AUDXjt4YDVqX9v10p+dJ0odgsOUwanwUE18v6XZ7dUgGa8L70Tl+K3mKJ8mejcjW+/L9r+fwIY8MRY2gKHjYsmnRtOSiT6sRmXhN6damO3ZnFsoARWFwb2/eeqmbK28RgBt2/cLgHfs59ulv9PruZbRaLVSglGoSqqKoo7BDUZXplvfFzLKtfOOTLAUKKQCrQ+HEyQxatax+TLLTL30KQEhuPDICXpYMGmecqMBey42bqvPZte8S69eGTGMgasnO7Ilv8/6JjwBnbKOrp25HUcDDQ+SDV12riHpu8kzOJkjICPj56/h28fQSZdRaDe3id3Iooi+ZxkAGnVjIpqajeOnBf5k2oAfZm3YVlB21Z26J+oIg0GhM6UqYZ57bDWJhbFOdILOmFtZ43fpF0nLHy7zz8WnuuCmKZpEeFa7x2rcuaUQRG5dN40Ylz/e+fQS9by99jWexypyNtRSRwyITb1rPwjnVv88PH/qb1b0ew6IpDBejiGqnQiqfEVfVbvig2sCtlLoEyE1KxawtNEfO1vvhyDahC3T+4C77fUCt9f3xrGSsOmffJ4K78PcTPzP5kzuKlVGrBCZnrWQhdhL8WtAs9SBX51skRI0fwlu927P3u2W0v2UKfpFVe0mOnL4oE1Mtb0499XB7gEot+ErDXL7FeplIogpFEFHJDmyiGqmGr+brH57It44o+4E9cLs7/bIb12DReGJT6dE5zGQZAtk1fw9339kLgL5Lfqi1fr/u8QT7IodhU+mI82vOz9e8yvMnSwYB7z59OGszYmmfvIdMQwDbm47kxj2fI1rMPHPqO/Z//DuhPVrRaGhFgeRK4pOXilnrnFR5WDNrRSF1gSnjq2b9ajb4QpHFGqIKWVaqHAfD2KYVnCkii2toev7Q/etQhIsX/wqCIqOWHdhFLQtmul333LgGSWPgQsYsRRBRCYVuYsMGhjFsYO1M3lfO2sJJv3bkab0QFZl1f+9h4uslyw26oSfpH33GX90fAEFAa8/DodLhsEss/HcSa1ecwmqWGDWh5palPpbyrQNqQlivzoTNcVqBV2YONaBvIHMWFnfxPhuTR7MmJeNylkeLpiUTdqxaE1dtpVTipp2Q7x4tAKpSJp4dF39drbbduLmYrD3HyW3e1JnxV6XDXCSrnF6vZ+M/teeedy7eToZH/gZ1RhqyLJfwVvFs35I+MasJzo5BrTg4FNaLVN8oGtuOM2jdHFJ37CN56X+0fPZeNIaqxWKSJLlYyjW1o5qLqErg5eXF2y93ASonn1SqkhZYy1elcPetJZVS5VFaOJbU7Co1UYJ/zwfg0F40hyoyL/MxCvj6GrjUcGffuwTwCAkkICcBtWxHLdsJMp3Ho1lknfRd1HQcwCSXvns9Yv/fzNDv5r5NLzPy2HxEoMkjtwLgERLEgJduqbJCCuCVp9qDdEF4KAT7Fv/K7tqfwd33b+T++/7j9LmcgvOnozMZMWU9U+/cWuU+q8L4EcUz8oy9unoud+/Nm8TOyGHE+rVga7NRCM2iqj2mYindy8i84+nh3u9z4zr8cpPwtGWhCCKNMk7y4vcT6qRfWZKQBBG1ZEMWxIKsUxfz6APtCLnrZv7p/SCJPlHcsvMDAlo2wtA4DLVaTfenbq6WQgpg2LF5tEg+QFTqEYYe/6vYNXNcEluunsHSrpM593vhrpwkSUy/aQUTJy4jI72Gs5NyWDanV7H339dbrJY+6ab7e+VnO82nhkqp00ml1FcUtJIVncOMX25SrQcxdnPl4FzoOOOViLKE3rturPCSY9ORRRWiIqEIAg6xdCssv7ZNGfLRg9x9+FP6nPmXZO8odDqB+/M3joaNbMHoia2r9U60EOMKD2SJR17uV3AoSTJvfnyU6+/ezqffnyxW788bXuPX4GHsnbuuyn1Wlo7tg0EoPl+pTjxNo0GFKBRxTRbgztuqn8hl94hbKyzTaPjAarfvxk1R2ozvQZApHllQYbDl4pWXWnElF6EUkSllbWELgkD/XQtpY8xGQOFMQHsCc+N58a3+AAT26kK71x6tskIKYMyktoiyc42ncti46Y6Oxa7/8XcsN9+5kZee24TZUujH+M+c3Vw76i8+eGF1lfusCrqLfiratqmeS3enNsUVRA/fFVXNEcHiFdE41OVb9D5w96UZmsVtKXUJIIoid73Sl3lPL0KUJV47/mmd9T2sk8i/R5yTOW9zGrd9NqPUchpvLwZuWwCAIycXRVbQeNc83byvr4GZX/TipfeP0KmdD88/0q7Y9c+eWkKWTYVdpeOlGX8wc/XtqESFW+7fC4JAntnKwGtWs3FZ7QRPffqhDgwbkMo3s8/RvaMvN00uGcy4MoRHhPDOtqd57JVjDOrrx/RJ1fcDPnAks/CgNEspQeDxe92Z99y4jidOfs/7Le9BEUU6PTyeyGoooKvD9N8eI+XW2cT6t6Jx+klm/F66c5ogCDz3ZCd4shOybQyO7GfRBPi5RPFxZ9xCOg6djqBW0efsr8Wu7bj1WfYcMqN3mDn89Bxu6NGDyJbBjBq9rMD6dcJN21m/7KpaUcJ4eBhY+EtPXv3fcYIDtNw8Nara/WxaOozn3z6IRi3w2tMdajQuuRTXYr0tl67nN6KW7ehbVE+OunFTGv+sv4mJQ+cgKQIevjr+WDilTvqd/sJYts17jUSfKIxWE+16RJRZtuldN9D0rhsYpyg8kGXH20uDSlVzmfDz4unMfGERp45n8NAHo9HpCpMd/P73ef5d67RUmv9PPHa7xJP3t2FO28n4nDqIHoibfi/xse8w5snaSZizYdEQ3vjoCFkmB1PGRRAWUvWFLcCGxVfxy+xjbN+XxQdvdCx2n1XGXnrsvaKoKhlry42bipjy+QMkjn6ZtGNHkFRq3jhVd1Z4wUomslmFIggEkFPCSuoCvp3bcnX0eq4Gbk/PRGU0oNLX4B3L55G7W9IoVM+8xbHcPLkF40YWysjo2Fw2v/YTI0+vwKHS8PnWITz932ssmrOH//1uAnUAC/fDppHzWbiidmT6mgWD+fXPc2zcls7IocH07RlQcaVS+OrDPmzfm8LXP5/j0Tub06Vj9TN3zvwjruyL+fO70cMbVbv9+sStlLpE6HrtcLpeO7za9V98bTf/7chGq1F4pAqhil7830iedTiwWewYPStnCqj2rJrpdUW0bO7DH9+W7sqRZRNJ93AG/rRqDGzdlYanobhVkCKqWTBrD9fNcH0cBYAeXQP5oWtgjdvx8PDguw+617gdraZiA8irBrnjSblxHTqdlpdiZlZcsAx27Unj0VcOOeXTLZWvF9GrAx8eeQ9rTg46z8opwUWtFq0LU3lrdToGbplf6rVDZ6wE55xHVGQ8bVksfWEW9817Eou6UJbKKg1XjV/JmsUjS22jpgT6G/ninZLZSavD2893rLhQZbg4RzTgac2iecpB0j1CmPbx867px42bfBauKxnLqbIoisJfnt3QqIFZr1ap7hf7XyEvx4zBQ18phbAgCPj5ujau1W1vlW65unt/erGNq8X/JvHk/W0wnCmeVe78219DLSmlRFHglSfbu6StW25uwy03u6AhlQhS2ZkAG999vQs6ceOmkIeWl+LXWwXuH/EtMeoQ7rpHwGq1VjpBwWdbnsJqdQbgrqwiV+vvW91hlsrk8Y2ZPL5kTLy0dAuDj/+NLt+lT717FY6cp5k5OxrUha65GWLtJqSYPjmK6ZOjatxO765B9O5a80yuYSE6klNtpZu2KQpBgdpL1tLc7b53hfDfTlMJF67KolarK62QqmvMag8UQUQRRGwqPct/3Eyn9hcJKEVi96ZyNMuXGW1blS+gNWrK3A1x46Y+ePSVQ8WOzVUMzlZZhVRdkyE65ZND1CALKs7siQZAIxXJLKfIWKXai0PVEOnZtqQ1RKpXI+Z1e5B/O0wnvGn1diPduKkN/vTtg96W58zQCawcX7W08EZPQ4NcJLSIMuBc2ThXN6LFGQIhR+dbrNxZ/zZ1O7B6pv1nr5Z7Pfz6sXUyDjduKsMPT/3JAU1L8nTOuf9d1y2oUn2dTlczy8JaolNbL9SSnQsySi3ZQKOmT9fiMZ08rVnFw5Zc5rz1fAegrPW8QteWrt3UqEvcK9MGgtUmYbVWbDJcHRyO2mm3IZCnLVyMKoJITHQaWq0GX8GEKDtQOyy0Ob+dZ98bUn+DrAIPj/6BO3t+yCNjfqxRO1//r3OZ1yphme7GTTEUScJhyqm4oIs4eSa3zvqqTbZEXMXR0B6Y9H7sjRjEyWCnxdL0SUEYbCa09jw0NjN3jqub1PM15a2nVjB2+J9Mvfo3zGZztdt5981eJU8KAjatB7KoQaNueAt4Nw0XRVHIzbHV2sJEZSkuj/L2Hyuj5KWFed9BNA6nlYQgOwjPOgfATRnrSTGGYBc1nAjowKFek+txlJVn7fKTDB2zimFjVrJl3elqt9Pkrqklg8kUIS8mvtptu7kyMefZcDjKtr6rCbv2pIMgckG5nKtqmJt0VUWl0XA4vBcWjZEcnS9HQ3tgNpl49p3h+OQmoZJseOel4GNObpBK/4sxZefyQseneLrdU8x88Odqt+PrraNP97KCrQsc3XSq2m3XN26lVAPggX4f8nmz6XzR7CYe6PmOy9tXq9XlZmGrCcdPmXjv8+PMmheNzSZxbsdJYtfuQq5m9rqqcrEguvHBQQAsWTyOd59pwcjuWj7Z8Ahefl6lVS+Ttd87g3veec1szh+Kdc1gK+D5GX8QbfEg1rcF53KNvHJ76S5BlaFjG1/nh4sDnV8CgttNw2LB7e/zj74Dy/2786tn31pZ+F1suNepvWssZdIzbHzx42k+/f4U6RlWkk8ncvrfHdgzay+4eFFEowfrW13Lb72eYFfUcNT5Fqe3392TWT8NYFAXD779qDO33tezSu2eP5vGhOvXAvD7zP0uH3dpHNwbx4ojajINgcTrwpk+9u9qt6XTiqhKk0358ulSmGC6aRgkJaUxcNx6Rt6whYHj1rNvp+t/r3UDimc47vD5iy5p12aX+e2vWN797BhHT2STmWVj7aZkEpKqr/CtCsH+OjytWXhZMvG0mdDKTgtOlUrFzWlr2fva7zT/6WOW/Fa17F+SJLGmxRAAtgyrvttkVXn5y/PYBQ02QcvTH8ZUux1BEGj8SOnxUwF8Oreudtturjzu6/IGM0bOYcbA7/hq0gcub//pj0aglqw4/eKhk1eGy9peszGZtz89xqr1ydgdMsdX7SVtz9E6s0w6EdKVn/q9zC99niXNKxyvQGeolKXrrueeSQFcN7YRv26+r8rtfn73LwA8Nv7namdbryrv9H2FA0E9OBjel7W7cok+UP3fqnde6OT8UGKupBDYpObhZOoLd0ypBkCT2L00yjwDgKjUjiZ99V99ue+x3TQKUQOuWZBZLBL3P7MXq80pnNZ8tJig7BiCTPE07xrJpEVv1friYtqYYOYsSwUEfLR2xk8sDODdb3AU/QZHVblNRVH4enE2t92r4bxHE+5/aDP/rLvBdYMug7Qzydj0jdE58rCp9SSeqh2Xw1efalUr7bq5PLH/MQ8tTrnka03ntwkvcdM/b7q0jw2LBvPiW/uJiXetNdbzz27m1Lk8BEVhze+70NgtmDUeRIl7+PTPaWh8q5bat6p8+fVAbr5vJ7KgRi3b+PWfSQXXwiL8ePW96qV6vunBvai0WsDCz8tN3Hi7jEZdu3tM65ecQi7YjRXIE2rm0i2Vcb55k0vX9NxN3TP5zgNcWIwBPPj6STYtLhmfpCaMWfMNe7+az9lv56ECWox3TYr2WXPP8fNc58JkyaokCoOECHz3QRfata5dC8oZr41jc9+PSVf5YrDn8MgbQwuuqdVqXn+2ejHk1kQNxpFlAsC0/xiHHn+LDh+94JIxl49Qxueqk7G67MzNPh3b1qhtN1cO/7y3gHjfFljVBtDD7mjXW7E06xzF7C91fP7kMiCQV+aUrVCtCgePZPLq+0dRgGWrk3j9PRuKqEYl2fnf2JP0emC8S/opC0EQ6OaRyr5sGbVkp0fn4vJw2p3Vi8G78qvVrEwN5z7sHNNG8eD4X/l2eRWCLVcTKxocohatw0qO3pd9i3fRpFP1fqvKCnnnbUrknQ8vDcvW0nArpRoYSg1/SMtCr9cz8+v+2O12li1bVnGFSpCday9QSKEoxPo252xAWzQOKwMOL2Fibp7Lg55fzH33d+S++13bpt1mw6z2AJy7hmaNa0xhj582EXs+j55d/fEpJSX11XcO4s/vd5Kj88XHnMq4h10z8b2ASoS53/UkNMTo0nbdXN44FRFFMNROfLk3X+jsUvkEkHokGrXeF1kB77x0MjyC0Uo2Eu0G0vcdJ2RI1SyUqkqTSB82LHV95k9JUFE0ClVykolGjWq2gE1JtXDoQDLNWwcS2aikjLj9iZ4snLgGi9YTQZFpEVyzDZTgAA3JacV3KN95oQ0D+7iTMLipPAIiSpnJzF1H1/un0OGuiS6VT7/+WWSnvJjlgcIv82J47yUXJRYoh2+3PubyNu0p6aAtXF4kL/sPaqiUMlsktuxMIyhAR8e23qVueOplKxbRGRvHIFctLuHFtHj5YfZNvLfYuSaP3Ub7d56qUbturix0agEBpUBHKsq1Y3jQuFkYb82d4VL59P2vZ4tIVgVFdK5bJJWWDxalMe8Bl3VVJo+srVkA+NLYuiEGhyoSsKMIKpJt1cv4WRRFUdixNx27XaF3N380pSScCgnz4LwlHYvaSOO0E1z92DPV7k+nLdJ+vizs3ELgf29PxWi4dGOUupVSDYD4qM4IioSgKMSGd6rz/q+9bT0pqc7Py37rjbdX5V7QAN8iihWHDZtajyhL2NR6zgW0RuVxaSo/tDodPrZ0wBNRkQlXm2rc5oBx6ws+q0RYOW8AOl1xwTH51i40bRPAgm+3Mfm+0XTtVXb66Mrw98/dufbW3QD4+6pYNKu/2y3GTZXxfPA+rJ98jEa2kewVwZ1z62LHu5CV3y8l5qkPkASR3r++Q5cxpcQjKoOo1COcC2yHym4l2+CPIMuYNR4EWhPwat20Fkddu4QZ7KQ5nPJXQCY8vGYWX/MD+vB369vINAZhtGbz/k/jaNayuAul0WhkwZ/DeOepdXTr14gptwyrUZ9/zezLVZM3YLU551RL5vTFx8ttJeWmavwzuzNjb94LigCKwk+fdqnT/nNzc/myxa0YJDN5193EM9/cWOm6cjE9lFLMFSMk4NJ9F8KmjSP+z+UFx51nvl+j9p5/Zx8btmQVHN81vQm3XB9VotyqpSN4+5XNiCqRZ1+u2aZeozFDOdW9Izm7DwLQddE3hF8ztIJabtwUZ+QT17L6h6c479cSnT2Pge3rftl9b9c3CU8/gyUghLf3VD5EjNVWaM8sSBKKqOKCpbSZS1c+3f3eGHbetw0AlWxncI+azZ/ORGcw48EDBcdtWhj44eOS89SnV7/Iyk+XcHrraWYsehyjsfprZEEQeOD2SL78yemmfNWgAF59qkO122souJVSDYBPNtbfzsuNd20oUEgBXDNtO5sWV+7HXKVSoVKBZHPgZTdhUgcgi2oERcYrxOuSVoDMXDCR1atXc8twPdMfrvwkszSm3but2LEkw3ufHeblp0oqILv3aUz3Pq5xPQgK8Kz0v6UbN2Ux7r3b4L3aN20ujfT0TPIeeIrQ/KxXJ6+7iy7WysdQCmoZhs/+DeyLGIDWYSFH74tGsuFhy8IYdun63c+fP4JfftwLZLNwdp8ayVpLTg7poh/Zen8MthxydT4suOoRnoz+tURZb28P3vnWNZmnBEFgzV9u+eSmZvj6+rJpcf0pC/6IGEfbnDgEwDbzbfbd1ocuvSun8L731ii++ukcnrkp5BiLyiOFx++/dOMWdfvpPYLGDmUPVnpvm09Au5rdS1GFFMD3v0aXqpQSBIEXXh9Q4nx1GbztT5e15ebK5X9H/1dvfU/q9xMaYyhJ3k1pH7+NVwa/yWvrKxcT76PXOjDyhu0YMuNplnOOo2E9UQQVCjLPP9aulkdee4Q1CeG77wayc/dGXrgngsFj2teovQKFVL6167FTeWRlZeHjU9J6fcQjY+GRGnVXwI3XNuXGay/dzdXScAc6rwKTb9nAgLH/MWDsf1w7fX3FFS4BYhNrZvb+39+DaCYmO1ORKhIoCp6WDD7/p34Wsa5Cq3XuAlx/X58at5WeVTLd3coNrgtE6MYNwOJv1jPyqgUMHfUvN/X/pr6H4xIevmUlaqVwt05fRZeMZ/55jGZvPkWWZwjpxiA8LZloHXm8u8LFPr/1wLQZzl0xva5mO5b2+BQCchLwz03EqjHgY04jLP00ci25Gbi5MsnMzGSppnXBX2ZmZn0PqcaYE5LxsWQUBF3QyHaWztxV6frTrm3Cz591waotHuagbZDNhaOsH0LHDQfAt2WzWmn/n+V1k4DGzZXDIl07lmhas1jTmn3PfVTfw3EJakEm0xiIXaXhSHhv8hJTK66Uj4eHnhVz+xJqS6H/6aX0PvMvHeM20zJ5P31HX9px1YJCnMmv+o1wUYzdou7XCky4dZ9r2r3CcCulqkBiWuEkPSWzbjIPNHQEQaDH8BaoJBsCAiIynrbsS9pKqjxy82y89N4+TpxMqnSdmZ92q8URuXHj5Pu5CeTq/bGr9UT7tmb2W0vre0g1JrxVKA6h0KDXpPOtchuDhjVB7bBiVxtI8o7EovHEP7Bq2TgvFWRZ4Yuv97N0xdlK1/Fq1RSDw8z4Az9yzcFfmLjvW3ws6Uh5dZMBzM2VweawfsWPQ/rW00hch2KxkqspVCiZ1Ubuf3dUldpoHuWNwVY8wcPNN1++yUhWLj/CDx9vqlIddSk+Hedi81w0Ijdu4OCrn6GSnRtgAhD7wbf1OyAXkeIZjihLSKIGvS0XWlfNxcvDqEWjU5On86bb+U10j/kPz+DaTRBTn5w6ncTLb+0hO7vyCcFGDgsokVdBKSuTi5tycSulrnBmfd6l2HF13L0eeLgHjbUmfPNSCDTF8/n861w0uobFwUPnGXn9VtZtyuL2x48x4eYNlaoXFmxk1bzi/sW9uromeLobNxeQhAsxypxBNTNSc+t1PK7g9bf6M7vv05zza8WR4G702jm7ym00bmSk15BIvCxp+OSlcOPNl/YOX1koisKgcev4Y2kG73wezYDRqytdd4z9OAaHmciMk85NBb0WTS0nqXBzhXGx5d1lYIlniIogNExPqjGEJM9G2AcNxc+3agpvQRB48Y1e+OYmYbCa6OybyaBhl5dLxgVu6/kxb3yRwM+r7Uwa+Eul6/3392CMuovamlY7FlhurkzM5+Lrewi1wo3TW5Gr9ULjsJDsHcr//rmzym18s3AaG1pNZH3L8WxqP5nPl95RCyOtf255YBO3PnKUtVuzuWbaHtZvPl+pei891oFH7w52KqYEQBB4+4VL1/26PnHHlKoCGrWA3eG0kFKrLg9LqWZRPmUqos788DtH73vVWe6tJ2j79N2lllOpBH5ZfH21+j/98U+c+eAHNIF+dP/jU7zatqhWO3XBfc+dLnacVgVrOYPBwMZ/BnH0hAmDQUXTSPeCz41rGdTUyvI4K5JKQ2BOPA9/PL2+h1Rj9HoVf62/BbilxLW0jFwmTd+M0ZxJZOsAvvl6eJntvP5SD3ipR5X733cokzc/PoYsKzxwR3OGDwiucht1xZlzJiiaKVFVtZ/3Mfbj5JyKxpachm+fLq4dnJsrnl6rZrNjeKFM6rHy5/objIsQBIGRx8tW/o6Ysp48C2g1sGr+QFSq0veB+/VvwpJ1Tarcf1a2jcdfPkBSipXRw0O4/7bmDdpKPc63GYrgDJac5B3J/PlHmDKlcrFpVv45mKxsOyfP5NChjTd6/aWbYcpNw6PXz++yeM7fBQYvHn261+t4XMVdN7fgrptLX1c999AKdh2zoJVtzP6hD/5NS49nq/X35bfNpa//ykNRFF55/yi7D2TQuoUXbz3bDoOh4aodTp+zFZtDvfjmMTYur1zCqcnj2jF+VBsOHsmiSWMjgf66iiu5KUHD/XY0QNYtvLKCsl5QSAGceeFDAq+7iqAWrtudyo2J56G/9WR3fRuAqHvW8OuGhquU8vESyDJVXxkpCALtWl++Zq9u6pdnfpxO9RPMXnpMueE/pu36DF9zKhn7A3jGYeK97ye6rH1JUnjwucKg6q+8d7RBK6WCgww1bsOzRRNoUfXFsRs3FRE0qCdj7Mfrexh1xuTbN5NnARQFmw0Gj1/HxiXDXKo0uueJbZzPjwv6+99xDOkXQPs2fi5r39VoJStOpzsBEYm27auWbMLHW0OPLg33/txc2oy7guTT9i2x2Fav4Z5zK7GqDHw2tAMvnPwWjcZ1DlSz5p1l7YZEEER27Erj1bd38t4bDdht25lYsACtumrWvFqNSPfObvlUE9zue24qzY62ozEdO11xwUqStmk32d7hBcfnvFuTl21yWfuuZulvg4odf/CK2zzTjZv6onnKIURFYkHXe1ne8VZiDyWwcEm0y9rPyMoPNqwoBX/fftpwE1x4eWowCoVj7hzRcC0m3Li53ElMcRQPfiuouOXeyrn8V5YLCqkL8umep3a7tH1XM6yrAd+8ZDysWURmnqBDu4ar5Hfj5nJm8bI4OsVtYVeT4czv8RBHIvoyedhsbHbXuVXPmRtTaHkkCGzeU7VENXXNb9+1LZTZssyaxSPqd0BXIG5LKTdV4vCT79BnyQ8uacunRzv4rXgGlTlR13JXeuVjodQ11Ym55caNG9eTq/XkSHgvMo3BiLJElm8Ac99bw8Sxt7ukfV+fklntZi/JYeLUVELCqrbDX1esdE+i3LhpEFw10J/VG9KKnUs8k4lDUlCrXKgwLpb1ScXTz23m/Xf6u659F/L4h+N4vL4H4caNG556sgPf/tyYI2E9kUQVJp0velsOh49l0rWjv0v6UGsEsBX3Lhk8YT3rFzXMdVRkRBiblobV9zCuaNyWUm7KpN0fn5Q4l7X3CIqLApT6tGpeLNipymEh1HSepV6dXNJ+Q0JRFBKTLeTkOup7KG7cXBb8tu0Bzvs0wy5qyNV5IQkiwZlnSc9wTTp1tUrAcLFHnM6Dm27Z5pL2GxoZmTbSXPTs3Li50nn16Y6oHMUtA2yilr0HM1zWx4ypoRedEdi234yiXB4xT4viMOWQFx13Wd6bGzd1jY+vJyeaDcCu0pGn9cau1mGwmdj5X+Uz91bE/J96XGQtKiDJsGDZOZf10VBwOGTiEs0utTS7EnErpS4hzBYH2/ekk5BUN6m6m04ajc/Q3sXOOZLTMMcluqyPDUuGcN32j5m2+S2eWvMIoIDFilyPmXmy9h1lSf9bAVj9xhyXtPnwC/uZfMd2Rt2wmbmLYlzSphs3DQlJUth/JJPjp0x1tnB4/cth+Ock4G9KoO357XiZ09iw7JjL2l81bzC+mUXfVwWL2kBCdLrL+qgq9ows1l5zLz+1neYckQue9ez50YyfsZUJM7by+CsHatyeGzcNkTPROew9lIHDUTfzi/+Wj8RgzURrz0Vjz8OhNTLz93Mua//um1vTv3VxqytZUPHjr2dc1kdVkSSF3/63mvf7PA1AblbN56uZ+46wMrQv61oMY3WTgfU6P3TjprZITbeybXcaObn2Ounvhw0PEGqNwzsvjWbJBxh8ciEJv8xzWfseHh7M/LQrCELhH/DxN64Ls1AdNi4/xtd9HwXg6KajNW7PbJG49rZtXH/XDkZO3Uhs3KWf+bq+cCulLhHOx2dy9ZTNPPHKQabcuYOnXtlaJ/0OWDkLlZ8PChT8Hf59jcvaF0WR9lEKoXmJSBRmU9l761Mu66OqrJ78OFsczpTMC1en80bETTVqz5TjYO/BrILjr2a6bifCjZuGgCwrDB67hgee3scdj+5m8JgVddJvmy7NmNBDTVBOPP1iVhGReZaF80+4tI+fF47FYM1GlO0gOUBUcd8zB13aR1U4+PT7bD7q4L+osQC82vXZGrf542/RBRuaO/ZkYLG4LTrdXF7c0vNjnpk2j1ceWsG0gd/XyY62IAi88c5AbFpP7Fpnxt0DR1yrtH/vw8GI0oX4VQqIIj/PO4/FUj/xW7ZvjSfu05kc9ukIwJMTfqpxm/tuehzFZsOi0mNOTOPESx/XuE03bhoS9z65jRtuXMOTrxxg1A1bOBOdXSf9/rj2HsYe/Inr9n1LVMYJWh9dS05yWsUVK0nLFr4lzikK7D/iOovRqpCaZmXHnS9zUNcSgI9f2sCieTWLFTrnrxgyMp2KRLsDnnj1UI3HeaXiVkpdAthsNm64Z3+xc1v31J2bhXTR5C3+hTdxuHDCM3LnPxiCvVEjFXwhE39f4rL2q8oZsy9ngjo4x+HTBIfOu0Y7cwZD8dTFklSj4blx0+C4atIGUBWGKJQFbZ1ZS50Pa8/VR+cSkJtIRNYZ+m38ll1bXGeNGBjoz8TRIciiBlQaAFJzYc5f9bPbl3wslv0R/TFrnItcs8GbjS98WqM2HY4L/1bO/+87EF+j9ty4aUi8/uo2Tgd3JsE3Cq09F5MhgG07E+qk7w5tvEqce+LlfS7tY87MniCKxdKZ33jvXpf2UVmsJjOngzqQ4uVMpR4d2J4BI5bVqE1ZUdgeMRgFgRytF6sX7K+4khs3lwjb1p/lyJEcLBoD3nmpaBwWZjxYN++vqNHgbcnkZHBn/u5yL7uaDOPrXo+4tI/SYvE++Gz9WGTb7DKpnuHE+jsTVcUGtmH2ZzVL4CVeFCIwPrFhB3RvyLiVUg0cm13m/mfrb1ceQN0kotixCBx48aNK1R06cT0Dxjn/pHK0MaNiNtVkiIDTjcWUYyt3MbymzdUs1bRmqaY1Kxr3K7WMh9qGWnJqvVWKAx9zKgl/r6z2uEoLajpgXMPN4uXGTWWRZYVtu1OxOS565wTBpanPy2PkVRFoZBtpHqFsanYNcT7NeO2pVZWqe8PdWwvk06YdZbslP/B4b0RRcKYLzr+v/YezyixfFrm5NmS5bPk0b9FZBoz9z/lXhozo/PZDGOy5SIJTCehhMxHzya9VHksJFCXfHFbhyTfc1pxuLg8yMm2s3JXnVNgIIom+zTDYcwgNuThgXO1gNJbMJ7RjX+WsILa+9TOvN7ubV5vfy7Jpr5RZrnGoD2HBxRMzZJuq7gJkttixWsuuZzbbC+TlgHHrSU4rmS2537CmZBoCkAXnZpwkqECtq/JYihI/7Dp6nF+PXjLjbc0i9IxbKeXm8iAn18GrH55EFtWAQLYxiABTXJ2OIcUngk0txhHj24KjoT3Y3mgoOTkVGz4kJ5sKZMHoG8tfw335dsdix9XZs5Tsdmw55bvG3dXrI4aMWsFVI5aw4IOlJa6HhejJUXvhEJ0bjLIgkqfxxJRTfevwW66PLHHudHRKtdu7knErpRowA8atZ9h1Gzl2MqfEtYF9POtsHMN3zi92LABnP/21QvPw6+/eir2IHmrE1LKFliAI6KMaFRyLRn2Vxnj/sxsYOH4Do2/cysDxG0hJKxnHQFEULKcLLSgciaWbqN53Zh49zjkXtb3PriQs4wyiyv2quHFTlEm3b2TQhA08+ephnFKhELVkrbNxdO0Ryln/NvzT8Xa2NB/DurZTyfBtyvxF5VsynTpr4nxC4cTr2TeOl1t+0thwit7ny4+3qvQYU+ISGTR6FSOv38Kgsev46cfSdwk/++5c4YGi8MQrJXdLwwb2pHXcdtonbAegXcJ2wvq0rfRYKoc7mLCbS5uVq84wfsjvTL5hDcWmuopCaMYZWjV3TYapihDF0ucOo2+seGNqwa9H2NZ0JDuajmD54fLnIB+9XjxBzAO3N6v0GBVFYeColVw9eTPDJ21m3PQNpZa7euqWYsfX3bqnRBmdTsV5z2BE+cIiTwa5Zr8HdrWh2GJFI9tclnDHjZv6YuTwBVwzdT05UnHFtUVlYN2CusugGfTcY5g1Rvqd/ZfJe7+m37kVPNTvfxXWu+6OwvfflCPxxU9lh07o3NEfVRGnkTYtqraGHTJqCYMnbmLYDTsYMK70EDJ/f7ScY0FdcKh1WLSefLOipCGEIAhc9Uw/dHanckslOfA0Z5CbV32lVGky/odfY0sp6aYi3CvtBsoXPxwp89rcH3ryzgvd62wsao0Gs6Apdk6LxI6rbym3XnJKcU27tQLF+/CTa+m97le6zvuc0VmV3wmTZZkDh+X8nX7nYmr6/TtLlKusO5GgUjH9nxcAaJR8hMZ9WhN0lWt/ILp1Nrq0PTdu6pqklIsWBfmBLO+a0YT/lo+q07Esa3M9aR6hKIIKOd8i4tMfzpVbZ9/+qgUrf+Tulvz1Uy8ev7c5a//qi6dn5RXn19+6Cznf9Q9R5Nd5lZuwRMfmlXr++TM/0f7cfwB4aRV6f/N6pcdSGtPGeV2kV6wbKzc3bmqLL97cRqYxCJtKB4rMhaiYvSIdfHWoZu9LVZkxOaDEOVPJvcYSZBkDUAQRFIVMQ2C5ZRs38mDtX3159O7mLJzdl+vGRJRbvigjR/yFoi60tMrIqFmMgY0rJmDU5M+3FIn/vdm7/AoVcMO7N2ETChfuDkGFUIayz42bS4FrrppPrt7XaVFYYFWuEKzK4Z9116PRlLSwrC0mPzAAvS2X5qkHERSJ0OxY/BzZmPOqFiZm+67Mcq+vXziYl59ozU8fd+GHjyu/hv31l91IKkP+cxJAUbF/X0nL9sR1e1CKWOhLgqpEGYAJM0YzbKhzU8IjN4URD15FSFD1rTlL8wp44LY21W7vSsYt1RsoG3dmlji36Je+bFo8mEYhda/QMF49sNixAhgah5Vb5/VnWhc7njqh/PIAgQN6En7tiCqNbciEjRdt7Cuo1CWFRFk7lqWOo6Vzl3Fy9Er6r52D2tOjSmO6mE2LB9OyiXMRO7CnB5+92bNG7dUnNpuNP4zdmK/vyu/aThVXcHNF8NITbdj4zyBumdq0zvtetGw8DrUuf0LifPcret0nT2xS7NjHu/QJTFFCggxcNyYCrVZbYdkLPPvGfiSxuFK/LEMkP7GIS6Ci8MvnXUstJ2o03JDstGYYeXoNHi2jKj2e0rj/7m7cMS0MBIEAf4H//h5YcaUGzHPN7+PD8Km83vhWLHmlK/bcXN7IgoiQ/6KJKAQ40ti4eAgffV21+YUruPuWDtWq1zbtAB62bAz2XDrGV5zcRqvVMnlcBIG+lZdPBw6nEpBT3GpcoHQrpPEjiluXjRtRuqJMEAT+/GM4AIt/H0LfHiWVclXBoFcxIPo/sgy+WA3ejD5d/XAKDYGR45YwYMxaBoxezT8r3K7SVyIqR1HFr4DaYeG/RUNYsGhsldYqLhmLSoUdAZvKgM5hwa7S4GdKrNDHrnWz4uuir96r2GJ7xJBQWrXwqdL4/vjp4gx5CgGBJd2vb/zxPsIyziAoMqLsoHdy6RafAA8/2geAOf9M4s7pzWscbmLDooHo8vVaLz0eSUT4pWt48PtHSxg5fAEjhy/guTF1m1Si7lSxbqrEz5904+qp24udC/Cv/ETD1YxZ+jXLrr4D23+bAVCL0P3X8uNKDewTytJfPfjfl+e4fVoUzaJKBvysKV//ctI5fRIostBTWDan9EVVi0Nb+eehL/HWKkyf91yF7asMepfFxpn5Rc12CxsKf/v0wdPhNH1VgGXdr4U37qrfQbmpd0YMDq6zOFIXYzTq+fLtVjzwwnHyAz8x5+tuFdbbtHgw731xlO6dfLlqUMVK86ricEhs2pF5keGRwvTJQaWW//PHgfx91yecytFx92c34eFR8cRGUFWsTKsMt93YmttubF1xwQbOo62fpFP6CQz2XHK1nrzb9kFeOPVtfQ/LTR1j9/DCaMnGodJhsJn4acGYepNP4Fy0DJqwseD41inhFdZ57Nwchny3CEtaNn2fc0HcuFK4/9nD+Ol9CDDFkeYVjijLqKTSLSQev689knKUrTvTuGVKJJPGR1XYvlbjmgV2cFgQN2Vvr7hgA2funwfIVTydvwkqkfc/PcvoYZW3anNzeTBkQkvWLD5Ljt4XtWynR2evUuPP1hVLN0znjt5JhKWdRWvPRd2pIwaP8q2Hfvy0B3sOprF4RQLPPNgCvb5qYVcqw7Br1yMbAmmetJ/TIV0AAb0li4iIkoot32B/7nx+CLvfnUl4/07csvTdCtvXal0zfxJFkTV/lgzofinyzSoNksHpXrlF8sRsrrvEam6lVAPFYNCz5s8+PPriAa4ZFsy40U0qrlTLXLPqxyrX8fHx4s3nO1ZcsJr8uyYp/5MAglMr9cWbLUst65AUPpsZQ3TQcNQaAf/VSUwZ754MVBWtXCigBCA3JoWa2ZG5uRTZtHgwb3x8AJUo8PwjtfeOV5bOncLZtLjihd7FPPOgq+MxFXL8lDMQsCiKYLcgCyK9W6q5/e5epZY//cEP+O5ZTw9F4fy76QTPrlxCCTeF+FszMNpzsKgNGO05eEol4wu6ufxZsXQMi5acZt36eD7539j6Hg6iKJaahaoiut49oRZGU5wMzzACchJombSPRJ8mLF99Xanl/tuSys69JiRZxbJ1aVw9tBHeXppSy7opnW+/iwFtkXg6bjfEK5InHuvOuLGN+fijozz3XCciI4Pre0j8uP2JKtfp1jGAbh1rZglZHjYHoDEQ79ucFkl7ydT58ffm20stGx2bx69LUsiKuBqPNB1dDmfRpYNvrY3tciQnx46kKjSAkVQaMuIz6qx/t1KqAaPT6fj6f5eum1ddcOf0prz3+an8I4EAPzVdOpeuaLLbZc7G5CJlZGAV1ZyNqT1BejljFzVoZGeGHgWBZq/fRVIFddxcnrz0mNt9szwuWIfKKi3kb8h9+HnZC9NTBxOwZFpRBAX7yRQqtvVyczFx3lE0zjqL3p5LntaTRA/XW8C5uTSYMLY5E8Y2r+9hXBKkeYaR5hnG+oUDyixz/JSJ1DQrCiBJZswWya2UqiLTpoTz86Ii2Rel6gdYdnNp06plMF9/Xf/KqIZM08Z6zsZayDP4ctLQg8fvLjs8RMb5VLJjkpHtDrKztWQmZIJbKVUlDAYVaocFh9rpHql2WAlvHsK+8vMAuQy3it7NJc24EY145K6m+HqLTBwVzKJZZQckz8m1M2bFGww+PJdBh+fj+fWbdTjSy4drEjZhUunJUxuRe/Wi+33lB7x34+ZKxaBX8eMnnQn0V9O2lZGN/wwqt3xckpUDwd1Y0Woq+8/Vncn05cTX+15gS5OhHA/qwr7wvnxw3G1t5sZNWayaP4AWTQ0EBahZ+mtPVOW4A6ekW5DtNhRJIi/dhMNes4DoVyJ33tWNCC8rguRA5TCzaflV9T0kN24aLLO+7MWwAf74eIu88WxrrhsXWWZZr8SzpNlU2GQRJTcP0/5jdTjSywOVSuSR24PxzE3FOyeZz96rWy8tt6WUm0ueKeMjmTK+bEF1AV1aEol+LdjfeCCSqKJZyiEcDgdqtfs1qAqevh7caCnMjmi32+txNG7cNGxaN/dl4S+Vy9550uzNnlbDkUQ10QHtCB33Cncufq2WR3h5IYoi3+97qb6H4cbNJYFBr+Lnz0p3J76Y1eviIN+1Q9YauOm2//hvxZjaHN5lyR+/j6zvIbhxc0kgCAKvP1O58BAL9oFKrSFP5Qwo8u3SZMY9WYuDu0y5dmp3rp1amB2xLtd4bkspN1cMGqOOdM8Q7CotoiyR4BPFkbe/qu9huXHjxg0Acf6tkEQ1oixhV+vYGeNWmLtx46aBIBUPxOxQX7oZpty4cXN5cSpDQFJpuJD1Kk/n+uRabmqXWlVKvfXWW/Tr1w+j0Yivr2+pZWJiYhg3bhweHh4EBgby8MMPY7O53RbcuB5DRCjhGWfQOcwgQNPUwzS+tu52rBRFQZFLT7Xspu5xyyc3DQ1/UxyiIiGLKlSyg7ZKbJ32r0hud5yGgls+uWloNPKxFDtWOSxllKwdJKn8FPVu6g63fHLT0Pjfm93QOKxcSMfum5dSp/0rsoyiuGVUTajVbVibzcaUKVPo27cvP/5YMnObJEmMGTOGoKAgNm3aRFpaGrfccguKovD555/X5tDcXKHcvOYFfHs/hKzS0qSpAb+OdZMCffuc9Xz1yT5SvCOIyDhJbtc+RCcLoCj0PrGENqn7Gb72K5p1KT1zoBvX45ZPbhoaXx94mQc7vEySdyTtknfyyMlv66Rfc3omSxoNxeDIQwEShk1ilnYkKApIEp62LCb4neS+P5+pk/G4ccsnNw2PuXPHMeqaReTgicphZemfQ+qkX0VRGHLtBi7ozPU6GLh/Ln7Z8Zi1HiztcBsqtcS6xW63uLrCLZ/cNDS8vT0Z2ySF7QetGG0mbn12YJ31/dZNP7EnxhmPz2jPITGyI2azDLJM/2N/0ch0ngfi/0LlDhdTLrX6dF57zRkL4+effy71+sqVKzly5AixsbGEhztTeX/44YfceuutvPXWW3h7e9fm8NyUw7rNCbz87glUKlj+e28MBn19D8klRLZowQNpy+u83znvruVs5CAUBI6H9qDr1hWkNupDrs6H7a3GMvjsEhZc8yJPxs+tctsftLmLQ94dEGWJnpzkvl1fF7uelWXFapUJDja46nYuC9zy6dLFlGXm/UGvYLfL3P7RJFqN6lvfQ3IZXxx6Pf/TnXXW56/jXibMkQc49xhD1/4FI692HqlU5Bj8WZjZmnsVBUEQym3rYj67+xdWnjJgVRuIzDzJjzseL3bdZrORmGIlspHb1L4obvl06aLIMqtbDsMWk0DQxKvoNf/L+h6Sy/h32YQ67/PAkXSKGnFaLApbGw1icup3BJiTGXjib9a3ncK502lENa9aVuXE7Qf4ZMbPxPk1p2nKIZ7c+16Jdyf7xFkMTSPQaNyZBi/glk+XNh+8sp51m1OI9LDw9aLp9T0cl/HEtzfXS7/7oiHH4IsAIIA6OQ6N3g+7Ws/mNpNplHka704zuPXIb1Vue6mm0Hgi6sk7aP/O08WuJyWb8fIUMRp1NbyL+qdeY0pt3bqVDh06FAgsgJEjR2K1Wtm9e3c9juzKxmKReOntoyiKgsOhMHb8Siy2unc723MgjWde3cvmHXVrglkbSKJTgy4oCooggCDQ68wKyHfnUwQRb0tGtdo+6NOJJO9IEnybslcunilhwLj1jJm+jevu2MGAcetrdhNXGG751HB5ePg3rGt0NZuaXsOj753n7Kn4Oh9Demou7768gT9/PVjnfbsale7iyYxAp/ObUOdmFpyxq3VOy6kqsvGIRJYhEIvGgzMB7dm9/EDBteff3MWwSVuZdu8eBoxbz4bNJ6p5B1cebvnUcFke0gtLTALHgzqzaXMKC/rOqPMxOBwSv7+9nFmvLcVqvbSTkXh6FNk/z5dBakXmqH8HBEVGIzldwhKSqu5O+NvktznUqC8ZxhD2RQ7mt053FFzLSUhkiaY1G9qPYoWxA0vD+tXsRq4g3PKp4fLHT7tZuEsmSx/IQakREwb9XC9uZ/P/OcsLb+zjfLy5zvt2NaLi1JorgKCAwZbHyAMzC67n6n1IsFXdMGDzsGnFjs99UNwqcfiIJUy6fTsjpm7l6uELqj7wBka92pElJiYSEhJS7Jyfnx9arZbExMRS61itVqxWa8FxdnZ2wedLOQuYoih8M/MkQcEGJo9tXGv9XHhG5T2r8wm5aLVwIVicovHinmGf8dpvt9EorG4CW8778xhzZp/F8f/27js8iqptA/i9PZtOCGkkgdCr0nvvHUGQLjYUEIUXG34oTRFRQX0FxIKAIuVVehOQEnoHQXoPJSEkpLdt8/0RSLIkIbN1Nsn9uy6uK7M75clh58nMs2fOUapx5tgdvPJqDTzXu6JTjg2IaydLjPy6H7755CgSPIMQmHQLl8MbwahyR7PrWxFTtiqgVUP5XC+rjqdSCVCqsns4qNXmMatV5n9o+ozYg9W/iJsJTCx7tJUrnrvMT+a27IrGuQtJeHdsdYt7y4gl9rMUVy4cak32n69MtT/Gj92L/47QoPzgXg6J60lGoxHL67+IQH0KYtWeGLdxEL5e1t8px37Mnjlq0MZp2B6yC0pBDwHAP0FNcLlCM7S/vA6RNZ4HBAFVkq7AYOwEWDjulEqVm4eUJgEmCDkxHz6ZCnWezgfT5tzDtiYRNv8+TyqJOcqa/AQUnqP0er3L/Y6WuH/5Gg5+vQltPxkGP39/hxxD7OfImKXDtoYv4VJgIwBAtfsnEDN7L0ZNdF6Pzlc6/oSwpJvIUmqwYW8cVvw1tOiN7Mie+Sm8vDvc1AJMptzrmYwygUgxROC+EIcj1XtCrTShfgN/i4+n0CigUgsQZHIoTQIUbqqcfeyp2QWCNrdgL6SlQqfT2f3vH/NTrpKanzIy9Zj73Xn06hqMZ58JcMgxxH6Otq69CLU6BI/v8VLKhmPS8z9jym8joFYrHBLbk/7TfynKXj8DFQR8tjEEn24fDy8P5/VEtPc9Xu1KSlyNigFkMnjok3GzbDVECY2hURig0qWgjDEBg1ZPsvx4Hp5mOShvzOcuJkLw8ID60f+jUVUG5y7Fo1ol+/ZCdGZ+kgkWlkenTZuW022zMMeOHUOjRo1ylpcsWYIJEyYgMTHRbL3XX38dt27dwrZt28xeV6vV+PXXXzF48GDRx1++fDnc3TkTCFFxlJ6ejqFDhyIpKcmmbt3MT0TkCPbIUVLnp6fFwBxFVHwxPxGRqxKbnyzuKTVu3LhCk8ljFStWFLWvoKAgHDlyxOy1hIQE6PX6fBX2xz788ENMnJg7JkVycjLCwrJ7FnXu3LlYPvOdnmFAv5fM22HbKvv2ZnlMr9djx44dRbbVoH7rkajKfTZfm5mMsIQr+G7feIfE9aTn+2xCqpsvHnWGhLs+BWvXdjdb54ffrmLNpvsAgAmjKqJ7p/J2O77YdrLU5kGTsTS9ETJUnqh+/wRm/TUOKi/PnPe7Djpgtv76pQ3h5mb9eF7PjTyAjDw92kePDEe/HvbtiWePtsrbo8gWzE+O8eTncsTzwRj+QiW7H0fsZ+nU7tOY9H0KABkqxF2Ahy4JDaP24IXjS6EOsGxMEWssqfMiAmIuAJBBJpgQ7V0Br9xYbbbOlWtJ+ODdgzBChmef8cOM6U3sGoMjctS9w6fw0cenEesVBv/Ue/joxTKoMrx3zvsvTziAe9G56780KAhD+le2+ng7dl/DVwtzvzWvUF6JH+c2tXp/hXGVHCV1fgIKz1Ht27dH2bKOP3cc4b3ms9A4aif0cjUUggmnwltj9sHJdj+OJZ+j1zr+jLt+VWECoDQZYJApMeW9GmjZtPD/G3u59k8U9j83Hm66NCgEAy4G1MdHp+eYraPTmzDwlUPI1Jng4yHHqkUt7NoDyBH5yWQy4b3WX+JyYAO46dPRRziKEZtm5ry/f98dfPLdzZxlD60Ma5Zafy1t0umwLbg5HreKDEDXePs/esb8lKsk5qdBI/chMSPPuSUI2PaH/QfhtuRz1LP/3zAo3eCRmYRqsSfhnf4QtSup0HfdF3aPqyDf1H4doQlXYZIpkKb2RrWlX6FlG/Ne0q9NPIHbdzMhlwPLv6+HMr4edju+o+7xltQcgqNBrWGUK9H4zh68dil3DCmDwYSeww6ZrW/rvX7v57ZBp85uF4U+E8t+aQ2/MvYdW8qZ+cniopS/vz/87dQ1unnz5pg5cyaio6MRHBwMIHtwPI1Gg4YNGxa4jUajgSbf+BfZVCpVsbzp81IoodObXww4+vcoqq2W/dEHXfpFAgoFIJNDp/BBWpm6uH7pIarXcfxFVYMGZbH7ZBaMCiU0+nQs/b1dvnhXro0FHl0ufLHgFvp0r2j3OOz9mXpuzRfodD0KSafOI7DrRCg9zZPsk5+DtydfwOL/Wn8zu3l5O1y+noLlf95Gtw4BaNbIMY81ALa1lb3amPnJMZ78XDZ8tqxDf5ei2qpJl8Zw+3I1AhJvI94zGDGaYDyoHICE/rMx8cjXDovrse7Lp+FA66FwM2QgS6GBX+/8f6wnjD+EdFX2N0L7/8nC/QeZCA2x/2De9vxcVWjdBL9sqInY7fvg17Q7tGEhZu/fjDL/HPy47D5eHFTD6uP16FID7VpVxrc/XUOlCh54oW+owx4NBaTPUVLnJ6DwHFWc85NJZ4BBB7gZkpCu8oKn3ChpfgKArtqr2HY7A9eC60P36FL7s6lHsX2n4x/zrdYgAt+XqY+6dw9Dp/REjG+lfPEOeWUvdAlpUAgCMpINmDTpGObOtf+Xofb+XH1zcBJit++HJigcZRoMMHtv1rc3oTPm5g+dwcbzVqVCn+QzuDT9O+gTElFj9vtQSvy5etq2tmJ+coxKFbxw+Gxa7gsmQfL89P74Wpj1+Wm0u7ACwcm3IMjkOJ9ZCwOc1MbpGl8kwQsqgw7Xy1TB6x2rmb2/ZuNtXLuZhcf3eANH/YPIdW3tHoe9P1ejrv6J54/+A93DRAR0GQO5PHfo7n/OxeW7llYqlTZd8/y1uRd27InBoRMJeG1oBQQGOK43oTPyk0PHlIqKisLDhw8RFRUFo9GI06dPAwCqVKkCT09PdOnSBbVq1cKIESPw5Zdf4uHDh3j33XcxatSoUjUzg1wuQ/kgNe7GZA/W2Lapj837zMrKKvTmWAx3rRr9O5XB1u3RyFB7ARBgkKvx3fzzmPe944tS02a2Qf/TsTh84C5GvNoSWjd1kdsIVswMJQXPSuHwrBQuat2gANtnPaxWyQvT3q9l835KGuYn8ca8HIbvF98GALhrZXimjm0XrrbmJwBY+lkN/DhwMw74hENtyESGygPJd1Nt2qdYoQ2ro9PNXTjzzSrUfrUnAirn76Wpk+fmLEEmR+SuOxg2vKZT4rOFytsL5Qf0ELWuPbKtu7sKH463vrBVUjE/iTdj70R83EYOr8xEpGh98d2RaTbtLysrCzKZDGp10dcdhRm89St832MH8p4lOpX9vul/Grlcjrknp2DjTwdQsXYIxratlm+drNg4KE0KqA0ZMCjUSD55DoBjeujbk1ypRFCPdgW+16iuGntP5x27xD6DN1ef+pZd9lOSMD+J99WsxmjXeycMggIQBPz832ds2t/jMbdsuYbq1KkCHrwwHOnQwChTQGXSQyFYNl6kLaae/Rrnft+BtMR0vDK2T7739x6JN1u2cChLSfk1ebbA12vXcMznvnO7IHRuF+SQfTubQ4tSU6ZMwdKlS3OW69evDwDYvXs32rVrB4VCgc2bN2Ps2LFo2bIltFothg4diq+++sqRYbmkVT/ZZwDMa18vwsX3H3W/VCrQNeUMlErL/5uNRhMylZ6oHHsW/5ZvDsgAz6wEvDGmlV3iFOOZegF4pp64AQGLQS1KlHdGR2DOwhsAsi9lZ31k2x8vKhzzk3jD+lfCsP62P64XH5eOFwdvRaraG1p9GubMaYHaVg76uS/WBwp9FvxT7yHZzQ8RD85BVaWizTGKVTbAB+0/e73Q98t5AtGPJ5URTGjfqUKh6xYX+ze2NZvFc+3iRk9Zm2zB/CSer68vvjszzS776vzCPmRkZM+K26tzICa9bV3B9MbJm6iaehGXfXP/hgcmXbNLjGIoVCo8N7Zdoe+/0LUstv5xASlaPwQmRWFw/5BC1y0uPvu0JVr3joTwqBg1pL/9hnQgc8xPltmzsaNd9jPqnRO4cDn7y7fAADVWL7Lu3jE5NgkZTdsg+kI0yifdRIbaCzLBubOs1x7WudD3Pp1UDd2GHMtZLlfW+i8IXIXWTY2QABXuxWYXzsv5qYpFRwpncmhRasmSJViyZMlT1wkPD8emTZscGUapcmlynkdXDEZcnPQl6nz1ocX7mfDxaZw6kwxZ+WYISLyOLIUabbpXQV0HzRphjfVLm+Htyf8AAKa+W7NEnNz9eoajX09xvajINsxPzjf9gz1I0fhCAJCm9sbnUw/gt7X9LN7PX9tu46evj8FQewj8E26idtQBGMLDMXnHB/YP2krLl3fGlE9O4MqNdIx6pQZCgkrGIK37N9q/Cz3lx/zkfKf/TcgpSAHA5r/vW1WUyoh5gBPtXkBfXRpu+ERgS92XUSH5BhYemVj0xk4yYmJbVDHew/EVkWjSrSYav+fc2UMdZR/zk1MwP0njcUEKAO7H6qzahyAIGDbmGBIUnaCsnoHWl9ehYsJlvLribXuFaTNPT3d8/UltfPr1ZVQKc8eUd0vG0x7/W9RC6hBcmkOLUuR8crUKxjxTL3pUtbzAkZaWgVNnsgclE2RyxPpWwn8/r48GdX3tFSb+vZiE31ffhrtWgVeHVkRIkNbifZT10+D375sgPcOA6zdSYDKZzJ7fJSLX4u+vBaKNEGRyyCHAw8opgC+OHI/RDy9CgAwHKveA93/exgdvVbdbnJl37+PStG+hi0tApQkvoWxbywffVqnkmDWjMYxGEy5cSkJmpgFubvyTS+SqyvqZ5yO5ld9zba/UAe767BvGKolX0cpwAVOOf2xreDl0ehOWrrqFC1dS0KaZP/p2C7bqS7nm7w1B8/eG4Mr1JMQnZqKcv2fRGxFRsTb704NIyMq+FjGo3LGvel98vLwl1H6+djvGnd/W4e7KTfB+pjqqfTwOCnfL7/Ea1/PH+qX+iI1NwcOHGSjjW/x7S9HT8Qq5hGlx5E/sq9cbMBihrVwBEW8Ms3gfYwavB2D+fGq92raPc/XYgiVXsHz1vZxlXx813nrVuhmcZn1zDpt3xuUsr1tcF/7+fjbHWBoMev0w7sVkoWl9X3w1veBnoInsacrs9rjUZzXiMxTwVBrw7aLeRW/0hIS7D1Ap/jzkjx7RaH79L4S1mmS3GBMTk9Br9HlA6AIIAmZP+QYtdi2DTKGwYl+p6DXsKCDLLpZ3a+WFjyYVPsgr5fpu6t+4svEQlCHBmLvpNanDoVIgLMQTtWt44dzFlEePz9e2aj8KvXkPhvD483aILtePYf2hzUpBDbkSm0+/gmdr90JEuHXjVc0OG44a90/CJJPjSqVWeP/CQrvGWlJd27Qfh0dOzh4M/ez/4FWO153keKOGV8BPy24BAHp2su7JlS0HUgFl7nhUAhR2LUj1G7EXDxJ8AdlwVNl7DjPX/43yQyy/1gOA7s/vREpW9rWXzGTEvi32eQyypEtPT0efkceh1wn4zxuV8VyPUKlDEoVFqRLGu3pl9Myw/gLIYDBBuHcHCM5blBIgt/YrwwLkLUgB2TeB1spbkAKAAaPOYs9adt8uyguvHcK9+9kXzodPJuK/P1/G26/lHwyVyN5+3/C8Tdt/8NwS9JTJgTyDcjaqZ78bgl4jTiNncGKZDDO0Q/GXlY8GD335ACDLvfjbtjcBH9mvflZi7dh4EfhhHpqlxSDzhjvGd9bj2x1jpA6LSoEfvmxg0/ZL5/wNP5hPAtBs8gib9pnXn0NmwCvzIdSG7MGO6x38DQq5dTd8CUkZqBlzAnKYoBCMiLh5xG5xlnT/PD8GPqbsa6hNEd0xJJVtR443clBFjBxU0ertY2JTIReMyDt6lAcybY4rrweJuRMMXC1TGzJFutX7SsmU5yRTQa7AtRsPUTmCBeCidB18DMKj/4avvr+G3l2DobDii1Vn47NOZKbnoN2I9w6HR2ZC9guCCf2bO/aDXKumfaagBQCtxvVPOlcQ/cSz6H/veSBRJETiXbryEFfK1sEtnwhkKTTIUGjxb8U2DhhPTpZ9ISQDsty8IbPysWAvd/N8JHfyQKLF1c7fj8M78yEyle7Q6tOhiLkjdUhERTIYTPjf5gTc8KmS85oRQI2h4mazFOPhtWjkLXkJcgXCQ60br85NDQh5cqdQAsbldBaVKXeYDDd9moSREIn30uCtaHp1C2QmAwABCkMWVq0qfMBxq8ly/wX27WS33Wq17EsjhvDExKNXridLE4iFWJQiM2mZciR7BMCg0KBcchQUggETP7Jvz6MyPuY3as/3sH5g7wWf1TVb3rLCuimN42JjMbzJfzGy6bdWx+JMJpNtUx3Xr2M+NekbIyvatD8iZ/ix7+cwKDRY3XgCljV5Dz+2mo7xR7+06zFGDHg8Y1P2FdVP39Szel+rfu8EpTG7RwNMRnz6oXUzeQHAW40+w1t1p+Ds8ctW78NZBEGA8ORVkQWGftAesV5hUJn0SHYrA21d6x6jInKmS+v3QS4I+LPJf/BTi6lY3OxDnG44wK7HGPz3bNz3DEWi1h+xXqEI7Wz948BarRa3y9fNLvArtUCrNlbv663hq9GnzTJ88sF2q/fhLIIg2HwNlaHMLQSme5a1NSQih8vKMkKn9kJE8nWMPDIbg459g2dvR8LLx7pHf58u+/pJpZJBobF+LKgmddxyfnaT6RAS5P2UtQu35fstmBoxCtObFY+u6rbmJ7XK/AuGGlXL2LQ/Z2HJkQqUpXLHA1U4YLBudoen2bisFVJSUnAnxoSaVW0bq+qZun52mQ1q2NADSAvInrq5Z4dVWLfNNWeiiYmJwYBXzgNyOWAyYfPK1vDxtnyw6P9+Vh9fLbiA3Qfi8fpLEejZmVMnk+sLTLkLlSEDOqUW8Z7BCI2/BB8f+85q98bIKnh5SDjOnU9C/XrlbN7fnq1dbd7H+FqT0eH6RshNRhzodgwRN/+ARqMpekMJtOq+E1AoAEHA1PfC0bmd5eMFPlO/PNKXfYKVM7ehSstqmDmV40iQ60vYvAsNbkXjZIWOEOQK1Lp7FB+e/8aux/D29sb7d37HnSPn4Fu7Ajw9bRucfNyNVTbH9ELnZYiXl4HeyxeRpzMR/9oWfPm9A3pf2MHg3n8iVu8BuWBEtVAZFizqadV+esXvx8amL0Pt54thkT/YOUoi+7t8LRU6hQY7ag5GtdjTSHIri+TK1n9RVpj9G9vi6rVkeHsBAQHWFZEemzu7uc3xHNp8DLEfzkaD9AcwRisxvWIc/u/K9zbv1xGWz9yApXsEGOUKlE2/j+V7XoFCYXkP1l1r2mD0uycRE5uJeV/Us3+gDsKiFJkJDlAg+sGjR0xMJuzdYr9ul3l5eXmhppdDdm0xQRCQ5uabs5ykLQe93jUfsxnwyjlA/qinmVyO54btwe6N1l38vTu2Jt4da8fgiBys24BauLvtAB54h0KrT8PQ4RUcchy1Wm2XgpS9VI3/F0qjDiaZHEEpUfh82K+Y+ucoqcPKZ8SrkdkFKQCQyTD9i1tWFaUAoFnbSmjWluNIUfFRbVhXXPnzA1SMvwSTTI4U73JQqx0zY1RoU9fpPZilk0HnqYVMMCJLqcXla/FSh1Qgk8mEuyY/CMrsh0TO382ETm+CWmX5QyPu7u4YdNb2gh6Rs1QMdwfkAu57h+G+dzigS8f+1fZ7tDivKpVtK0bZ05YJv6BRevb4wyqjDkGpdyWOqHBL9gDpmuzOGve83bEr8jo6d7DuGmrhV7aNjygFFqXIzJJ5zbFy/V3IZMCIgeGQWzmWilTOXojHmPfPAACC/OX4c3HRvahkMhkURj2MiuyLR5UxCzI7DuxuX+Zx6fkELpUided8iIm1/ofUS9dRaeKr0IYESh2SRbKyDOg1YCcyjEpooMPOLd1FbRfvEYiwhCuQCQIyVe5oMcr2bw8d4W5sFoA8N+Eco4ZKkYCOLdBz9Szc2XoAYQO7oVzz4jer7bpnB2CfvgrcdSn44PRsUT2xjJBBLphgkikgF4yAFUUeZ9DpBQiy3NiMchUULnutR2RfXp4qLF/YDOu23EPVSh7o3jFY6pAstnzubny/wwBBJsfoQWUwfGTRhZfybRtA9/thuBkyYJLJkap2kR4RBTAocssygkyGuMuxgJVFqeLINf9ykGQ8PFR4dWhFvDKkIlTK4vfxGPP+GUCQAYIMMQ8EDHgpUtR2XUJi4JXxEN7pcXihsQClFd0lnaFGRfM68sdvV5UoEiLnk8nlqDBqMGp/9X/FriAFAC8M2YUMQQPIFciSa9G661+itntx12QcDe+A80GNsPeZF9CjV30HR2qdhXPMx/gr64ihKohcWEDnVmgw94NiWZC68s0SLPIbgKMRXbC3Wj+83/JrUdttihwKj4x4eGU8hFtWMtZu6ufgSK3jplHAM+NhzrJvRqxVj8YQFVfh5d3x9qgqxbIgZdTpsGAXIChUgFyBhX8k4/btons9jf55FP6p0AZRZarhUrln8dyB+U6I1johSdchE0wABHhkJmLIaNf8AtJR2FOKShbB/AIjRmQv8smLXjRb1uv1hawprZ8XtMHJU3cw/+fr+OTjGggJCpA6JCISKSEDQJ55HgSVG9LSsuDh8fTxoSIqVsDMq/McG5wdVKsWjC0rfPHOpON4cVgltG7BseqIiouonUeRou0HmWCCSSbHA6/y+Ou1z9Dt5/8rctstuweZLev1RkeFaZMtO57DjI/3oXyIJ0a92U7qcIhIJJPBhCefFhky9ir2byz6OuPTi+aTWLnqPd6yQ+OwdcF2XD8dhTd/fE3qcJyORSkqWWQAbJu0wOU1qB+KRfNDpQ6DiCzUqo4Gey+YJ6jb97JQo6prDlpuDW8vLX6a31rqMIjIQs2Wz4Zfj7WI8y4PuWBEWMIVxF5JlTosu5LL5Zg2074zShOR46nc3QBBKPHDAnQf20XqECRT/J7PomLPaBSwdNUNrFh9ExmZ9v02bf/GdtkJSwZAJoNfGUVRmxARmdmxLxrzf7mC+w8y7brfz75sCxjSc1+QCagSYdvsWURUuly+loC5Cy7j3MUku+7Xw8sLfQ370ODGTrS8sgEeWcnoNW+cXY9BRCVbSqoe3/5wBdsj70IQ7NtLYOHsPOMryYABvYPsun+SFntKkdP17LkJqUpPyAQBq367gHXrxA32K9b+jW3xd+R9aDQytGrquBm03uoyH+kPUhEQ4oFZm3nhRlQSDHj1IGJis7t2r1h7D9tXtYS7u/3+VO7/qwfOXXiIqzfS0LVDCJQOGrtvzQc/4+LyvVAoDHj/xu+QlfBvF4lKg59/v4YlK+8AANZsjcYXU2qiRWP7PcY/8tBPeP5uDKLW70GFvu3gUd4xN323o+5hyJsXAAhYu6gRygX4OuQ4ROQ8ycnp6DHsWPbCJuDvPXH4Yqr9xterUyccf68Oxqa/YlC7ljdqVvWx276f9EXYUOihQNM3e6LTpMEOOw7lYk8pciq9TodUhScAGQSZHIlZjvkIdmobiNbNAhx2Iza81QLUOr0VHa6tR9ixvzCxi+uP90JERXtckHrs4pVEux+jdk0/9O0RBjc3x/TkPPbTelxdvhvhSddQLikGn4cOd8hxiMi5fl11x2x59ryrdj+GZ/kg1Bo72GEFKQAYMuYSICgAQYl+L59y2HGIyHkmfHzObPng8US7H8NNo8KAvmEOLUjNCX4Bhyv1wKFqffC//93E7Us3HHYsysWiFDmVXPFoyuBHFCaDhNFYzyMtCd4Z8UhXesAn4yFSHqQUuq7JZELPYQfQacBe3LpbssZnICrpqlZylzoEi22euQHlUu9BL1dDq09DltvTp0De13IgtnjWxeU5vzgpQiKyhpub+WV79crFb4rLyEPR5uPCFPHl4XeLrqBdv0hM+Pi0YwMjIptUq+xttqxSSRSIDQRBQJx3CNJVnlAadIj1DsOWUd8Vuv6lSwkY2XExXh/wpxOjLJlYlCKnUigU6FhXCY0+De66FLw/rrrZ+0f7jcaeZ3ogPSYm37avD/gTrzWeg/fe/ttZ4RYqRe2DFLcy8NCnItmtDDLcC6/Yt+m7D0nJBmRmCRg2+oQToyQiS330n2o5P9ev6wUvr9yi1F8LduOd53/FP3+dyb/drLNo1TsSPYbud0qcT1NBnYI4zxCojVnIVHlALy/8ynB7aEskHz0DIUuHK5NmI3rDTidGSkSWWLukMRSPrty9PBX4YkruozHHTj3EoNcP49ufLufbbt/B+2jdJxJtn4vE/fvSfjlWxueJiR2eMu7MkpXXsWrdPRgMwPHTSRgx9oiDoyMia016uzp8fbKHO5DJgPVLmuS8l5mRgciGfXCo20v5tktLS0P7/pFo3ScSy9bccla4hQpMug2tIQ16pQYBKXfRef4bha77W++p6HT8FzTfOR+vNvu20PWoaBxTipxu6ux2Bb6+LbAJDA+zB+7cHdYWPfWXct574/k/0XT3Qmj1qUiM2oOvgr3w7odNnRFugaYsG4wZwwEvXRKS1b5YcWCMZLEQkf106xCMbh2C873+86S1WPJvGQDhOPJdHBZqzqFO+9oAgHVbbmPPwYcAgOQUIzoO2Iudf7ZxZthmXjy9FLNqjMbRip2g0qdj+onpha6rvx9ntnxuwicI7tPR0SESkRU83N0QuT7/7HEXrybiP1POAgD+2BCNK9fTMG9W/Zz3P5x1EQBgNALPv3YC+zdKNwNd3Zpl4OUhQ0padjHqpcH+ha67bLX544o3btt38gkisq9Ny1oW+PpO73o5P2/1fRbdE//JWe46+HjOzwsX30S/rv7w8JCmF6hMJkONEe2hWbwM6RoveGiBSnXfL3Ddw8eiERF3HiaZDG76NJSPy/+FAInHohS5jMcFqccSzl9BmVpVAQDCzRvQ6lORofKEV2YiDu26BEhYlKpR1Q/Lj4yV7PhE5FxbTxmAxx2OZHL8uuAUvnhUlFq+xvzGKSvLvjPOWErhrsVHUUtFrSv39oQpObfnROUPRzsqLCJykO9+vG62fPZ8skSRFE0mk2HrKnFFsW7tA7Bu6/2c5XL+vG0hKu5MaU8vLh8+mYyOraV7NLnbl+OAL4uewKpuLW9sK1MZVR78C51Sixjfio4PrgTj43vkMmQa80dMPKpUyPnZs1FdJGnLQm3MxAPPEHR5scmTm7usv1Y0hEoJyGXAl1NqSB0OEVnhmSDz8e86dQ3L+fndNyubvefnW3xunLrHn4AquBwgkyH4xb6IGMVZZoiKm/69ypstB5TTFLJm8fLu2Bpo3MAHMhlQPkiDtYsL7oVBRMXIE+PIyZ+oRrRrYb8ZRR3Jw8MDjb6bhB21h2BXo5cwdw+fmrFF8blyphKvQ9xx7K3cAcbUNNT9+TOo1eqc9+b+0A0zA71w8MAVdBrZBCNGFJ/ijqenJ3avla6rPBHZburSIZC9tAJnopXo2dQNXV7rnfNek/oBeO9NHf7783XUqOyJ+bMbSBip5bpEST8OFhFZr2ObQJy7nIx1W6JRPtgNv803/+Ju6/KGGDjqFDQaBdb8Il0vc2t8Pb2e1CEQkY0abVuCk/3HQqFRoc2l7Wbv7V3fFoNfP4T4BAPmzXoWCoVjZiZ2hJ49ItCzR9G9qqhoLEqRy3Bzc0OXuwcLfX/yjJYA+C0ZEUljypIhhb7Xt1so+nYLdWI0RES53n6tKt5+rWqB73l5eeKvla2dHBERUbbADs3RPfFUoe+v/LG5E6MhV8SiFJV4cfFZuBudiVo1vKBS5n9idWjLn1AmNRpJGj/8engs5E/2IyUicpDMTCPOXU5GtUqe8PLMP0veuy+vweFYH8gEAd9NCUO9ZtUL2AsRkf2ZTCbcOXUDvgFe8A7L/0jNzr23MPXLmwCAmlW0+Onr4jO0AhEVf9ejUmEwCKga4QnZE48FGgxGdOy9E0a5Eu5yHbZv7CZRlCQGi1IlSFJSEnqPOA2TAHz2fmW0ac1v7XuP2I+ERGPO8p51baBU5CatNwasQpvL6+CdGY8spTuGtVBgxWHpnwm+88dW/DN0AgBA6e+HrtGHpA2IyA56DIpEcroJrRp44/PpDaUOR3JLfv4Hv/5xFwaFBh5Zifjh124IL587uKc+KwuHH/gBMkCQAeM+uYf9m6UvSqWmpqLbkBMAsoeG2LeBjydT8ffmByfwz/lU+PkosaGQGaRKk6SkJGwJ6QRPXTJ0cg18/+8ddJw60mydxwUpALhwNQOCIOS7MZRC14H7kJZpAgDMm1UX9er4SRwRkW3Wr76MbxbdgFphwv+WtYCPj4/UIUmuVe/InJ99veXY9Lt5b9COvXfCqMgeCiZdcMPIV/dg6aJ2ToywYBM/PIKj/6YDADo08caMj3k9DHCg8xKl5/CTMJkEQBDwf19clTocl5C3IAUAF6+Yz/CXfCcB7rpkZCrdoTGkwzsr0YnRFe5xQQoADHEPcW/jTumCIbKDDv0ikZwmAIIM+0+m4PeVnDp35cpr0KncYZIrkKL1w4djt5m9f+3MDfMNXOBmDwD6vXQy52dBAPqOOCBhNES2m/7Vv/jnfPYslA+TDOg2eJ/EEUlvdb1X4KVLhgyAxpSF21//UuQ2N2/FOz6wIixdeT2nIAUA4z48K2E0RLYTBAFfLr4HvVyDNEGLPoOPSB2S5C5cTDRbTkw25VvHKDfve3Pr7tNn/XOWo/9mZH/TKMiw62iK1OG4DBalSpQ8NyzSzkhusdTUdCQkpha9oo1CArVmy62HNkS0TwSUJgMS3AMQ5x/u8BiskXzmotQhENlEZ8hzwSAAv6+Jli4YCwmCgPiHqRAEeydW8yKT1t38AqpG4xrZVZ/HTPkvuqSQpTdvh5Q0QyFrEhUPu/abF1NS01zjXBMrNS4egtFY9IoWUDxRA5eJuLCsWKGsXWOwxoUrjr+WJHKmQwfumi0bFfkf9XdlSclpyMjU23enIioYWpl5EWpw32D7xkB2xaJUiZLngkFm+83T3t23cPPaQ5v3U5QuA/ei25Bj6D3ihFlXzKL0e/kAWvWORKvekYXeLFYMzZ0WWa0E/MqYT5M89u3GcHtnPDbWGYnjnV7H6h3DrPsl7Myzfi2z5RqT35QoEiL70Gry/LmRAaNHhtm0v3MXErH38H0boyra9C/PonWfveg78gRa99mLhwnJorY79umPmF+uF+aX64Xbp84VuM64t2pDZciA3GSEd8ZD/LyiT751fptfCwqjDm4yHfZtbm/T72IvH0+oZrY895O6EkVCZB99u5iPl+TnY9voFimxsbixaIVN+xAj4f4DbFRVx57gFtjsVgsnpi8UtV1sbGzO9dO7U08XuM6As78iVe0NATJkyTXosGVevnX2b2wL5aOJspZ8W90lHt37/ONnzJYb1fOWKBIi+2jRKhR57/GUJtsKPDqdDhs2XEFqiuN76bTqHYmew46j88CD6DNcfK/q1n2y81PngQXfF9as5ou8k/Q9W8sz3zo7NvVAeFk9FIYsDOrsg9FjnrU4fkdQ5an4u6ukz5mugmNKlSCblzVA/5dOw2AEfvrWthOvTc+dMMmyz/ayaj3Wr+ksetsbN1Nx6VoKunUUV5FOzzQvKKWl6eHh8fRvAWZ9cx4P4nK/nW/dZy/2b8w/rsmy75sVefzx4xti/HjXep637dG1SE1NReq5KwhqWl/qcIhstuPPthj48n7ExBkxqEdZ9OlZyep9dR20D2npj3syXCzw3C9Meno6tm2LRteuwXB3dy9y/R17zQvzL719Fht+K3q8maPfbkSZjDgIMhnWd52EcbEb863Tq2819OpbrYCtc0VUDETk1i5FHs+ZOrcPRuf2wTh5OhYN6uUf/JiouJk4tiYSkw3YdeAhwkM1WC7i2qEwR4dOwIM/tgIAzo+ehtbxx+DtLb4wsmfdWdRtHo6ygUWPGRNZq5fZhfzdT79Gw6mji9yu/6sXcn4+fDIJ9+7FIiTE/Fz28PDA4LRjIuJ1vTHl9m9si7MXExERqoSnZ/6bVaLiZs5H1fF/08/Aww3YsNb6Abtv3kjE8LdOAwC++PEuhnXzxZhx9URvf+jofbi7K/BsHf8i1z124oHZ8sMkcb2qW/eOzCnBZWQCA189iD8Wtci3XqSI3LN8qfj7V2fZva4tbtxIhtINCAtm0fwxFqVKEB8fH+xca/vFweVzD3IKUgAQr1Nh/qJLePPVogfYfXHcMVy/lT1426ffXLboZvExtVpR5Dp/7X5Q5DrFnaenJzxZkKIS5I/Freyyn9yCVLZOAyLx959F55r1667hy59vAwDmLLqNH+c8g1rVLRsAt2xZtaj1tIY0CDIZFCYjFChejwKJxYIUlSQzJtXFDDvs53FB6rF9ZRujp/5Skdulp6djSqPpqBlzHKfcykI+8mWMn9X9qdvIfX2B5MTcF2TWPQCxakM8/jO6ZJ3PdWv4Sh0Ckd00bRaCnVtDbN7P2+8fh0xvgKByAwD8vjUeL72aAa1WW8SWQLt+kTA8qit5eSiwdeXTr+kCA617zPDJZ1+iY+386J8LiIhgMepJfHyP8gkKdcv32op1MaK2fVyQemx7ZNHbNc3TtdrHSwGVquiP5bhXXHPsJ7HiH6bg6o0EB4xRQ1T6ZGaJW+/bxbfMlidNOVXkNt99UsdsefE3jUUdK13lCUEmh16phhFFF9pdiV5vxKXL8dDrS2YxjcihrHwaY97knagdfRQqow6BKVG4tuVwkdv0ubYNpkePzAkA2tywblKUsS9b33PV2QRBQNzZC9Anc4BgIksFl1MByjxfrskUeOU1cRM7GPJ0dEpJK3oMu/BQX2jzjJrSo1PRvasAQPvEbWiT+sWrgHP/ejRSbt+TOoxihz2lKB9vH6/szKO0/eNRTUQleM4nlvcGGtg3ArfvZmLN1lh4e8mxZXnrojdyEU+Om7VvQxuXGIeBqLioXV2Jc5csH1zby01AfFrucvkATeErP1K/XlmrenwOOj4PqxuOglyuwLj7GyzeXioj39iLa3dzi1GrFzdEYDkvCSMiKl5aX92BfZUtf2SkxjNBiFFo4KZPh0Gugl7jIWq7PjrLJ0LZv7Et2veLhN4AfPJBTWg0RedCV3D3yEmcajUkZzngxf5osmiWhBERFS8/LGiL1j12mPWqrBhadC8pa+0Q0Ys93zZ/tMXAVw8hOlaHZg298dW04vPUyLAWC9H+0hrIBSNOVOuK+YfflzqkYoM9pahA+//qlD39+KN/G5Y+U/RGAL7+pHbOz1UquqNieNFjtlhr4tia2L+xbbEqSBXkXkyG1CEQFSs/fNUS8jx/vQb3DRS13YrFzaGWZxdcPNQmfP+dfR4nLEi58HCMfrANr9/f4rBjOMK1O+bffg4ffVKiSIiKJ+/wcLjXrpqzrCwn7hHhPi83xvlmL+BMaEscqdwNU9ePclSIAIDda9tmF6daFZ/H9o63Mp+M5v6vaySKhKj4mv5uTcgEIwABboY0zJot7j6qQ+vcnk6vDLVtspqi/LGoOfZvbFusClILFl1CnbuH4Z6VDI0hA7Vu7Jc6pGKFPaWoUNb0Dmhcz9+q7UozH+/iNbUrkSvYu97yPOPu7o5dGzo4IJqSy9uD310RWar96U1WbffNplfsHEnJIijkgJGPFRPZokOHUHToEGrxdjPer40Z7PhTqAoVtIh0L4fwhMuQCQIS3MV9YUrZeLVJ5GRlfHNPO7kc8CxipkEiImd585U8F6oyAX8udVxvMiIiS/RK/SdnEGQBQMPT66UMh4goR89O4Tga0Rn7K/fCoUrdkdhvuNQhFSvsKUXkZBt/K96PGxJRyTXk+aoY8nzVolckInIypVKJ3iJmMiQiksKeLV0AdJE6jGKJPaWIiIiIiIiIiMjpWJQiIiIiIiIiIiKnY1GKiIiIiIiIiIicjkUpcrrUNL3UIRARFSgtTQ+9njmKiFyPXq+HPitL6jCIiPIxmUy8xyOrObQoNXPmTLRo0QLu7u7w9fUtcB2ZTJbv38KFCx0ZFknkxJn7aNU7Et0GH0Sr3pE4fCJW6pCoFGN+oie16rkLXQcdQPt+B/CfSQelDodKMeYnetJmTQ1sd6+D7Z7PYLNnHanDoVKM+Yme9NJbR9Cm776cezx+uUeWcmhRSqfTYeDAgRgzZsxT11u8eDGio6Nz/o0cOdKRYZFExk++aLb87rQLEkVCxPxE5noPjQRkuX8Sj/3L3ggkHeYnyiv+zDnAJOS+kMUbPpIO8xM96erNTLPl6XMuFrImUcGUjtz59OnTAQBLlix56nq+vr4ICgpyZChERGaYnyiv5NQnXhAKXI3IKZifKK+4v/ZLHQJRDuYnyksQ8l8whQS6SRAJFWcuMabUuHHj4O/vj8aNG2PhwoUwmUxSh0QOEBGmNlte+0stiSIhEo/5qXSYNL6K2XKzep4SRUIkHvNT6VBp9FDzF5QKaQIhsgDzU+kgk8nyvTb25aoSRELFmUN7SonxySefoGPHjtBqtdi5cyfeeecdxMXF4aOPPipw/aysLGTlGeQxOTk552c+v1q0x20kRVv98m0j7D0Ug3/OJuKNl6pBrZa77P+ZlO1U3NijrVy1nZmfnEvK865TmwBUCFVj/dZoDOlfHuWDvV36/4w5SrySmqMszU9A4TlKr+cA/0WR9JzTuqHd7f24OHshyrVviuDu7V36/4v5STzmp1zMT9aT+pzb/r9mWLU+CgqZDEP6V3Dp/y+p26o4cWZ+kgkF9bl7imnTpuV02yzMsWPH0KhRo5zlJUuWYMKECUhMTCxy/3PmzMGMGTOQlJRk0fGXL18Od3f3IvdPRK4nPT0dQ4cORVJSEry9va3eD/MTETmCPXKU1PnpaTEwRxEVX8xPROSqxOYni4tScXFxiIuLe+o6FStWhJtb7rOkliStAwcOoFWrVoiJiUFgYGC+9wuqooeFhWH58uXo27cvVCqV+F+mFNLr9dixYwc6d+7MtnoKtpN49mir5ORk+Pv721yUYn4q3njeice2Es9VcpTU+QkoPEdFR0ejbNmy4n6RUornnHhsK/GYn3IxP1mP55x4bCvxnJmfLH58z9/fH/7+/lYFJcapU6fg5uZW6BSjGo0GGo2mwPdUKhU/XCKxrcRhO4lnS1vZq42Zn0oGtpV4bCvxpM5RUucnoPAcxc+ReGwr8dhW4jE/MT/ZA9tKPLaVeM7ITw4dUyoqKgoPHz5EVFQUjEYjTp8+DQCoUqUKPD09sXHjRsTExKB58+bQarXYvXs3Jk+ejNdff73QGzsiIntgfiIiV8X8RESuivmJiOzNoUWpKVOmYOnSpTnL9evXBwDs3r0b7dq1g0qlwoIFCzBx4kSYTCZUqlQJM2bMwJtvvunIsIiImJ+IyGUxPxGRq2J+IiJ7c2hRasmSJViyZEmh73fr1g3dunVzZAhERAVifiIiV8X8RESuivmJiOxNLnUARERERERERERU+rAoRURERERERERETseiFBEREREREREROR2LUkRERERERERE5HQsShERERERERERkdM5dPY9ZxAEAQCQnp6O5ORkqFQqiSNybXq9nm0lAttJPHu0VXJyMoDc87mkYH6yDM878dhW4jFHFe7x75OSksLPURF4zonHthKP+alwzE/i8ZwTj20lnjPzk0wo5hnszp07CAsLkzoMIrKD27dvIzQ0VOow7Ib5iahkKWk56vr166hcubLUYRCRHTA/EZGrKio/FfuilMlkwqVLl1CrVi3cvn0b3t7eUofk0pKTkxEWFsa2KgLbSTx7tJUgCEhJSUFISAjk8pLzVDHzk2V43onHthKPOapwiYmJKFOmDKKiouDj4yN1OC6N55x4bCvxmJ8Kx/wkHs858dhW4jkzPxX7x/fkcjnKly8PAPD29uaHSyS2lThsJ/FsbauSeMHB/GQdtpV4bCvxmKPye3yB6OPjw8+RSDznxGNbicf8lB/zk+V4zonHthLPGfmp5JTTiYiIiIiIiIio2GBRioiIiIiIiIiInK5EFKU0Gg2mTp0KjUYjdSguj20lDttJPLbV07F9xGNbice2Eo9tVTi2jXhsK/HYVuKxrQrHthGPbSUe20o8Z7ZVsR/onIiIiIiIiIiIip8S0VOKiIiIiIiIiIiKFxaliIiIiIiIiIjI6ViUIiIiIiIiIiIip2NRioiIiIiIiIiInK7YF6VmzpyJFi1awN3dHb6+vgWuExUVhd69e8PDwwP+/v54++23odPpnBuoC1iwYAEiIiLg5uaGhg0bYt++fVKHJLm9e/eid+/eCAkJgUwmw7p168zeFwQB06ZNQ0hICLRaLdq1a4dz585JE6yEZs2ahcaNG8PLywsBAQF47rnncOnSJbN12Fb5MT+Jx/yUH/OTeMxRlmN+sgxzVH7MUeIwP1mO+ckyzE/5MT+J4yr5qdgXpXQ6HQYOHIgxY8YU+L7RaETPnj2RlpaG/fv3Y+XKlVi9ejXeeecdJ0cqrVWrVmHChAmYPHkyTp06hdatW6N79+6IioqSOjRJpaWl4dlnn8W8efMKfP+LL77A3LlzMW/ePBw7dgxBQUHo3LkzUlJSnByptCIjI/Hmm2/i8OHD2LFjBwwGA7p06YK0tLScddhW+TE/icP8VDDmJ/GYoyzH/CQec1TBmKPEYX6yHPOTeMxPBWN+Esdl8pNQQixevFjw8fHJ9/qWLVsEuVwu3L17N+e1FStWCBqNRkhKSnJihNJq0qSJMHr0aLPXatSoIUyaNEmiiFwPAGHt2rU5yyaTSQgKChI+//zznNcyMzMFHx8fYeHChRJE6DpiY2MFAEJkZKQgCGyrojA/PR3zU9GYnyzDHCUe81PRmKOKxhwlHvOTeMxPRWN+Khrzk3hS5adi31OqKIcOHUKdOnUQEhKS81rXrl2RlZWFEydOSBiZ8+h0Opw4cQJdunQxe71Lly44ePCgRFG5vhs3biAmJsas3TQaDdq2bVvq2y0pKQkA4OfnB4BtZS3mJ+Yna/GcezrmKNsxP2VjjrIOz7nCMT/ZjvkpG/OTdXjOFU6q/FTii1IxMTEIDAw0e61MmTJQq9WIiYmRKCrniouLg9FozNcOgYGBpaYNrPG4bdhu5gRBwMSJE9GqVSvUqVMHANvKWsxPzE/W4jlXOOYo+2B+ysYcZR2ecwVjfrIP5qdszE/W4TlXMCnzk0sWpaZNmwaZTPbUf8ePHxe9P5lMlu81QRAKfL0ke/L3LY1tYA22m7lx48bhzJkzWLFiRb73SkNbMT85Rmn47DgC2y2/0pyjmJ8cp6R/dhyF7WaO+Yn5yRFK+mfHUdhu5qTMT0q77cmOxo0bh8GDBz91nYoVK4raV1BQEI4cOWL2WkJCAvR6fb6KX0nl7+8PhUKRr5oZGxtbatrAGkFBQQCyK8TBwcE5r5fmdnvrrbewYcMG7N27F6GhoTmvl6a2Yn6yL+Yn65Smc84SpT1HMT/ZH3OUdUrLOWcJ5ifmJ3tjfrJOaTnnLCF1fnLJnlL+/v6oUaPGU/+5ubmJ2lfz5s3x77//Ijo6Oue17du3Q6PRoGHDho76FVyKWq1Gw4YNsWPHDrPXd+zYgRYtWkgUleuLiIhAUFCQWbvpdDpERkaWunYTBAHjxo3DmjVrsGvXLkRERJi9X5raivnJvpifrFOazjkxmKOyMT/ZH3OUdUrLOScG81M25if7Y36yTmk558RwmfxktyHTJXLr1i3h1KlTwvTp0wVPT0/h1KlTwqlTp4SUlBRBEATBYDAIderUETp27CicPHlS+Pvvv4XQ0FBh3LhxEkfuXCtXrhRUKpWwaNEi4fz588KECRMEDw8P4ebNm1KHJqmUlJSczwwAYe7cucKpU6eEW7duCYIgCJ9//rng4+MjrFmzRjh79qwwZMgQITg4WEhOTpY4cucaM2aM4OPjI+zZs0eIjo7O+Zeenp6zDtsqP+YncZifCsb8JB5zlOWYn8RjjioYc5Q4zE+WY34Sj/mpYMxP4rhKfir2RamRI0cKAPL92717d846t27dEnr27ClotVrBz89PGDdunJCZmSld0BKZP3++UKFCBUGtVgsNGjTImeqxNNu9e3eBn5+RI0cKgpA9DebUqVOFoKAgQaPRCG3atBHOnj0rbdASKKiNAAiLFy/OWYdtlR/zk3jMT/kxP4nHHGU55ifLMEflxxwlDvOT5ZifLMP8lB/zkziukp9kj4IhIiIiIiIiIiJyGpccU4qIiIiIiIiIiEo2FqWIiIiIiIiIiMjpWJQiIiIiIiIiIiKnY1GKiIiIiIiIiIicjkUpIiIiIiIiIiJyOhaliIiIiIiIiIjI6ViUIiIiIiIiIiIip2NRioiIiIiIiIiInI5FKSIiIiIiIiIicjoWpYiIiIiIiIiIyOlYlCIiIiIiIiIiIqdjUYqIiIiIiIiIiJzu/wFuwCKa2ICRkAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1200x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "labels = [i for i in most_frequent[:4].index]\n",
    "fig, axes = plt.subplots(1, len(labels), figsize=(12, 4))\n",
    "for ax, label in zip(axes, labels):\n",
    "    ax.grid(visible = True)\n",
    "    sc = ax.scatter(\n",
    "        umap_pca[:, 0],\n",
    "        umap_pca[:, 1],\n",
    "        c=metadata_GO[label],\n",
    "        s=3,\n",
    "        alpha=0.75,\n",
    "        cmap='coolwarm',\n",
    "        vmin=0,\n",
    "        vmax=1\n",
    "    )\n",
    "    ax.set_title(label)\n",
    "    #plt.colorbar(sc, ax=ax)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "labels = [i for i in most_frequent[4:8].index]\n",
    "fig, axes = plt.subplots(1, len(labels), figsize=(12, 4))\n",
    "for ax, label in zip(axes, labels):\n",
    "    ax.grid(visible = True)\n",
    "    sc = ax.scatter(\n",
    "        umap_pca[:, 0],\n",
    "        umap_pca[:, 1],\n",
    "        c=metadata_GO[label],\n",
    "        s=3,\n",
    "        alpha=0.75,\n",
    "        cmap='coolwarm',\n",
    "        vmin=0,\n",
    "        vmax=1\n",
    "    )\n",
    "    ax.set_title(label)\n",
    "    #plt.colorbar(sc, ax=ax)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "labels = [i for i in most_frequent[8:12].index]\n",
    "fig, axes = plt.subplots(1, len(labels), figsize=(12, 4))\n",
    "for ax, label in zip(axes, labels):\n",
    "    ax.grid(visible = True)\n",
    "    sc = ax.scatter(\n",
    "        umap_pca[:, 0],\n",
    "        umap_pca[:, 1],\n",
    "        c=metadata_GO[label],\n",
    "        s=3,\n",
    "        alpha=0.75,\n",
    "        cmap='coolwarm',\n",
    "        vmin=0,\n",
    "        vmax=1\n",
    "    )\n",
    "    ax.set_title(label)\n",
    "    #plt.colorbar(sc, ax=ax)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "labels = [i for i in most_frequent[12:16].index]\n",
    "fig, axes = plt.subplots(1, len(labels), figsize=(12, 4))\n",
    "for ax, label in zip(axes, labels):\n",
    "    ax.grid(visible = True)\n",
    "    sc = ax.scatter(\n",
    "        umap_pca[:, 0],\n",
    "        umap_pca[:, 1],\n",
    "        c=metadata_GO[label],\n",
    "        s=3,\n",
    "        alpha=0.75,\n",
    "        cmap='coolwarm',\n",
    "        vmin=0,\n",
    "        vmax=1\n",
    "    )\n",
    "    ax.set_title(label)\n",
    "    #plt.colorbar(sc, ax=ax)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "63aa2cd6-6342-4ac9-8805-59f41ca17cc7",
   "metadata": {},
   "source": [
    "## Classification"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "36016e69-ff76-4b54-9c2a-e4a7dfb3d767",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.multioutput import MultiOutputClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "656ed36a-f3dc-4f62-aa91-0442f4c74ed8",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(19383, 5120)\n",
      "(19383, 200)\n"
     ]
    }
   ],
   "source": [
    "print(embeddings.shape)\n",
    "print(pca_embeddings.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "368b01ab-2346-427d-b88d-c88121eaa080",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|                                                                                                                                              | 0/20 [00:00<?, ?it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 4252, number of negative: 10285\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.024169 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      "  5%|██████▋                                                                                                                               | 1/20 [00:03<01:02,  3.31s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 4137, number of negative: 10400\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.021104 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 10%|█████████████▍                                                                                                                        | 2/20 [00:06<01:01,  3.39s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 3989, number of negative: 10548\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.021955 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 15%|████████████████████                                                                                                                  | 3/20 [00:10<00:57,  3.39s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 3951, number of negative: 10586\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.020680 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 20%|██████████████████████████▊                                                                                                           | 4/20 [00:13<00:56,  3.55s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 2986, number of negative: 11551\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.029176 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 25%|█████████████████████████████████▌                                                                                                    | 5/20 [00:18<00:56,  3.75s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 2426, number of negative: 12111\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.024940 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 30%|████████████████████████████████████████▏                                                                                             | 6/20 [00:21<00:50,  3.63s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1636, number of negative: 12901\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.021906 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 35%|██████████████████████████████████████████████▉                                                                                       | 7/20 [00:25<00:48,  3.74s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1577, number of negative: 12960\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.034062 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 40%|█████████████████████████████████████████████████████▌                                                                                | 8/20 [00:29<00:46,  3.88s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1501, number of negative: 13036\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.046587 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 45%|████████████████████████████████████████████████████████████▎                                                                         | 9/20 [00:34<00:44,  4.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1269, number of negative: 13268\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.024781 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 50%|██████████████████████████████████████████████████████████████████▌                                                                  | 10/20 [00:38<00:40,  4.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1241, number of negative: 13296\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.026143 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 55%|█████████████████████████████████████████████████████████████████████████▏                                                           | 11/20 [00:42<00:36,  4.07s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1217, number of negative: 13320\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.027316 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 60%|███████████████████████████████████████████████████████████████████████████████▊                                                     | 12/20 [00:45<00:31,  3.95s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1114, number of negative: 13423\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.021826 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 65%|██████████████████████████████████████████████████████████████████████████████████████▍                                              | 13/20 [00:49<00:27,  3.88s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1083, number of negative: 13454\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.021347 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 70%|█████████████████████████████████████████████████████████████████████████████████████████████                                        | 14/20 [00:53<00:23,  3.87s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 1054, number of negative: 13483\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.021853 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 75%|███████████████████████████████████████████████████████████████████████████████████████████████████▊                                 | 15/20 [00:57<00:19,  3.89s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 933, number of negative: 13604\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.037484 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 80%|██████████████████████████████████████████████████████████████████████████████████████████████████████████▍                          | 16/20 [01:02<00:16,  4.13s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 846, number of negative: 13691\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.024653 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 85%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████                    | 17/20 [01:07<00:13,  4.44s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 857, number of negative: 13680\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.033293 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=0.000000\n",
      "[LightGBM] [Info] Start training from score 0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 90%|███████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▋             | 18/20 [01:11<00:08,  4.40s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 832, number of negative: 13705\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.025226 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      " 95%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████▎      | 19/20 [01:15<00:04,  4.20s/it]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[LightGBM] [Info] Number of positive: 819, number of negative: 13718\n",
      "[LightGBM] [Info] Auto-choosing col-wise multi-threading, the overhead of testing was 0.025349 seconds.\n",
      "You can set `force_col_wise=true` to remove the overhead.\n",
      "[LightGBM] [Info] Total Bins 51000\n",
      "[LightGBM] [Info] Number of data points in the train set: 14537, number of used features: 200\n",
      "[LightGBM] [Info] [binary:BoostFromScore]: pavg=0.500000 -> initscore=-0.000000\n",
      "[LightGBM] [Info] Start training from score -0.000000\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3.13/site-packages/sklearn/utils/validation.py:2749: UserWarning: X does not have valid feature names, but LGBMClassifier was fitted with feature names\n",
      "  warnings.warn(\n",
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [01:19<00:00,  3.98s/it]\n"
     ]
    }
   ],
   "source": [
    "#annotations = [\n",
    "#    'GO:0005634',\n",
    "#    'GO:0005886',\n",
    "#    'GO:0005829',\n",
    "#    'GO:0008270',\n",
    "#    'GO:0006357'\n",
    "#]\n",
    "\n",
    "annotations = [i for i in most_frequent[:20].index]\n",
    "\n",
    "full_metrics = pd.DataFrame()\n",
    "\n",
    "for annot in tqdm(annotations):\n",
    "    \n",
    "    X_train, X_test, y_train, y_test = train_test_split(\n",
    "        #embeddings[:], # X\n",
    "        pca_embeddings[:],\n",
    "        metadata_GO[[annot]][:].values, # Regulación de transcripción a través de RNApol II\n",
    "        test_size = 0.25\n",
    "    )\n",
    "\n",
    "    #model = RandomForestClassifier(\n",
    "    #    random_state = 1,\n",
    "    #    n_jobs = -1,\n",
    "    #    class_weight = 'balanced' # Hay un desequilibrio extremo de clases\n",
    "    #    #class_weight = 'balanced_subsample'\n",
    "    #)\n",
    "    \n",
    "    model = lgb.LGBMClassifier(\n",
    "        n_jobs = -1,\n",
    "        objective = 'binary',\n",
    "        class_weight = 'balanced',\n",
    "        random_state = 1\n",
    "    )\n",
    "    \n",
    "    if y_test.shape[1] == 1:\n",
    "        model.fit(X_train, np.ravel(y_train))\n",
    "        y_pred = model.predict(X_test)\n",
    "        \n",
    "    elif y_test.shape[1] > 1:\n",
    "        # Predecir múltiples funciones a la vez (Y DEBE SER MULTIDIMENSIONAL!)\n",
    "        # Entrena el modelo interno una vez por cada etiqueta\n",
    "        clf = MultiOutputClassifier(model)\n",
    "        clf.fit(X_train, np.ravel(y_train))\n",
    "        y_pred = clf.predict(X_test)\n",
    "\n",
    "    acc = accuracy_score(y_test, y_pred)# Inútil: sale siempre alta porque casi todas las ocurrencias son '0'\n",
    "\n",
    "    if y_test.shape[1] == 1:\n",
    "        f1 = f1_score(y_test, y_pred)\n",
    "        precision = precision_score(y_test, y_pred)\n",
    "        recall = recall_score(y_test, y_pred)\n",
    "\n",
    "        metrics = {\n",
    "            'Accuracy' : acc,\n",
    "            'F1' : f1,\n",
    "            'Precision' : precision,\n",
    "            'Recall' : recall\n",
    "        }\n",
    "\n",
    "    elif y_test.shape[1] > 1:\n",
    "\n",
    "        f1_micro = f1_score(y_test, y_pred, average = 'micro')\n",
    "        f1_macro = f1_score(y_test, y_pred, average = 'macro')\n",
    "\n",
    "        hamming = hamming_loss(y_test, y_pred)\n",
    "\n",
    "        precision_micro = precision_score(y_test, y_pred, average = 'micro')\n",
    "        recall_micro = recall_score(y_test, y_pred, average = 'micro')\n",
    "\n",
    "        precision_macro = precision_score(y_test, y_pred, average = 'macro')\n",
    "        recall_macro = recall_score(y_test, y_pred, average = 'macro')\n",
    "\n",
    "        metrics = {\n",
    "            'Accuracy' : acc,\n",
    "            'F1 micro' : f1_micro,\n",
    "            'F1 macro' : f1_macro,\n",
    "            \n",
    "            'Hamming' : hamming,\n",
    "            \n",
    "            'Precision (micro)' : precision_micro,\n",
    "            'Recall (micro)' : recall_micro,\n",
    "            \n",
    "            'Precision (macro)' : precision_macro,\n",
    "            'Recall (macro)' : recall_macro,\n",
    "        }\n",
    "\n",
    "    metrics = pd.DataFrame([metrics])\n",
    "    metrics['GO'] = annot\n",
    "    \n",
    "    full_metrics = pd.concat([\n",
    "        full_metrics,\n",
    "        metrics\n",
    "    ])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b117ec10-31cf-43c5-9747-7d363766b41b",
   "metadata": {},
   "source": [
    "## Get GO annotations descriptions\n",
    "We translate the GO annotations with their descriptions to understand what they refer to."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "d6f1e5bb-296b-48e5-9b45-82c5f163e9d2",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "from time import sleep"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "df8d4851-71d1-4965-9036-de1f038b4eeb",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 20/20 [01:49<00:00,  5.45s/it]\n"
     ]
    }
   ],
   "source": [
    "descriptions = []\n",
    "for go in tqdm(full_metrics['GO']):\n",
    "    url = f\"https://www.ebi.ac.uk/QuickGO/services/ontology/go/terms/{go}\"\n",
    "    response = requests.get(url, headers={\"Accept\": \"application/json\"})\n",
    "    data = response.json()\n",
    "\n",
    "    term = data['results'][0]\n",
    "    #print(term['name'])        # Term name\n",
    "    descriptions.append(term['name'])\n",
    "    #print(term.get('definition', 'No definition available'))\n",
    "    \n",
    "    sleep(5) # Adjust to not overload the page with requests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "f1f0c1ac-35ce-4b20-adec-6fa8b7f37480",
   "metadata": {},
   "outputs": [],
   "source": [
    "full_metrics['GO_desc'] = descriptions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "f6a0c2a8-ef58-4d6b-8724-de841c77497c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Accuracy</th>\n",
       "      <th>F1</th>\n",
       "      <th>Precision</th>\n",
       "      <th>Recall</th>\n",
       "      <th>GO</th>\n",
       "      <th>GO_desc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.99</td>\n",
       "      <td>0.90</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.89</td>\n",
       "      <td>GO:0005524</td>\n",
       "      <td>ATP binding</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.98</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.94</td>\n",
       "      <td>GO:0000981</td>\n",
       "      <td>DNA-binding transcription factor activity, RNA...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.97</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.82</td>\n",
       "      <td>GO:0008270</td>\n",
       "      <td>zinc ion binding</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.97</td>\n",
       "      <td>0.79</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.84</td>\n",
       "      <td>GO:0006357</td>\n",
       "      <td>regulation of transcription by RNA polymerase II</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.87</td>\n",
       "      <td>0.77</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.79</td>\n",
       "      <td>GO:0005886</td>\n",
       "      <td>plasma membrane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.97</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.74</td>\n",
       "      <td>GO:0000785</td>\n",
       "      <td>chromatin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.83</td>\n",
       "      <td>0.72</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.75</td>\n",
       "      <td>GO:0005634</td>\n",
       "      <td>nucleus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.94</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.79</td>\n",
       "      <td>GO:0005615</td>\n",
       "      <td>extracellular space</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.92</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.75</td>\n",
       "      <td>GO:0005576</td>\n",
       "      <td>extracellular region</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.78</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.75</td>\n",
       "      <td>GO:0005829</td>\n",
       "      <td>cytosol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.94</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.63</td>\n",
       "      <td>GO:0005739</td>\n",
       "      <td>mitochondrion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.77</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.71</td>\n",
       "      <td>GO:0005737</td>\n",
       "      <td>cytoplasm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.94</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.68</td>\n",
       "      <td>GO:0003723</td>\n",
       "      <td>RNA binding</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.83</td>\n",
       "      <td>0.61</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.68</td>\n",
       "      <td>GO:0005654</td>\n",
       "      <td>nucleoplasm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.95</td>\n",
       "      <td>0.60</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.64</td>\n",
       "      <td>GO:0046872</td>\n",
       "      <td>metal ion binding</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.94</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.66</td>\n",
       "      <td>GO:0005789</td>\n",
       "      <td>endoplasmic reticulum membrane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.79</td>\n",
       "      <td>0.49</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.60</td>\n",
       "      <td>GO:0016020</td>\n",
       "      <td>membrane</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.86</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.57</td>\n",
       "      <td>GO:0070062</td>\n",
       "      <td>extracellular exosome</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.92</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.37</td>\n",
       "      <td>0.46</td>\n",
       "      <td>GO:0005783</td>\n",
       "      <td>endoplasmic reticulum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.85</td>\n",
       "      <td>0.35</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.42</td>\n",
       "      <td>GO:0042802</td>\n",
       "      <td>identical protein binding</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Accuracy    F1  Precision  Recall          GO  \\\n",
       "0       0.99  0.90       0.92    0.89  GO:0005524   \n",
       "1       0.98  0.86       0.80    0.94  GO:0000981   \n",
       "2       0.97  0.86       0.89    0.82  GO:0008270   \n",
       "3       0.97  0.79       0.74    0.84  GO:0006357   \n",
       "4       0.87  0.77       0.75    0.79  GO:0005886   \n",
       "5       0.97  0.73       0.72    0.74  GO:0000785   \n",
       "6       0.83  0.72       0.70    0.75  GO:0005634   \n",
       "7       0.94  0.69       0.61    0.79  GO:0005615   \n",
       "8       0.92  0.67       0.60    0.75  GO:0005576   \n",
       "9       0.78  0.66       0.59    0.75  GO:0005829   \n",
       "10      0.94  0.63       0.63    0.63  GO:0005739   \n",
       "11      0.77  0.62       0.55    0.71  GO:0005737   \n",
       "12      0.94  0.62       0.57    0.68  GO:0003723   \n",
       "13      0.83  0.61       0.56    0.68  GO:0005654   \n",
       "14      0.95  0.60       0.57    0.64  GO:0046872   \n",
       "15      0.94  0.57       0.50    0.66  GO:0005789   \n",
       "16      0.79  0.49       0.42    0.60  GO:0016020   \n",
       "17      0.86  0.46       0.39    0.57  GO:0070062   \n",
       "18      0.92  0.41       0.37    0.46  GO:0005783   \n",
       "19      0.85  0.35       0.30    0.42  GO:0042802   \n",
       "\n",
       "                                              GO_desc  \n",
       "0                                         ATP binding  \n",
       "1   DNA-binding transcription factor activity, RNA...  \n",
       "2                                    zinc ion binding  \n",
       "3    regulation of transcription by RNA polymerase II  \n",
       "4                                     plasma membrane  \n",
       "5                                           chromatin  \n",
       "6                                             nucleus  \n",
       "7                                 extracellular space  \n",
       "8                                extracellular region  \n",
       "9                                             cytosol  \n",
       "10                                      mitochondrion  \n",
       "11                                          cytoplasm  \n",
       "12                                        RNA binding  \n",
       "13                                        nucleoplasm  \n",
       "14                                  metal ion binding  \n",
       "15                     endoplasmic reticulum membrane  \n",
       "16                                           membrane  \n",
       "17                              extracellular exosome  \n",
       "18                              endoplasmic reticulum  \n",
       "19                          identical protein binding  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_metrics.sort_values(['F1','Precision', 'Recall'], ascending = False).reset_index(drop = True).round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5815bc04-168a-4930-9811-d72dc190050a",
   "metadata": {},
   "source": [
    "# CO-OCCURRENCE OF GO TERMS\n",
    "\n",
    "By definition, GO annotations co-occur. What are the most common combinations of them in the data?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d959bc6b-bfd0-40ef-be38-9136f17c3953",
   "metadata": {},
   "outputs": [],
   "source": [
    "from mlxtend.frequent_patterns import apriori\n",
    "from mlxtend.frequent_patterns import association_rules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "25c6bb3c-23a2-4927-b28a-d55eda176861",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/adan/.local/lib/python3.13/site-packages/mlxtend/frequent_patterns/fpcommon.py:161: DeprecationWarning: DataFrames with non-bool types result in worse computationalperformance and their support might be discontinued in the future.Please use a DataFrame with bool type\n",
      "  warnings.warn(\n"
     ]
    }
   ],
   "source": [
    "frequent_itemsets = apriori(\n",
    "    metadata_GO.iloc[:, 3:], # Exclude anything else other than our binary-encoded GO annotations\n",
    "    min_support = 0.05, # Minimal percentage occurrence of a combination to be relevant\n",
    "    use_colnames = True\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "2e879a39-61ce-4f4f-9ba4-cfce1916c288",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>support</th>\n",
       "      <th>itemsets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.050818</td>\n",
       "      <td>(GO:0005634, GO:0000785)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.050766</td>\n",
       "      <td>(GO:0005634, GO:0000978)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.059176</td>\n",
       "      <td>(GO:0000981, GO:0005634)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.051179</td>\n",
       "      <td>(GO:0000981, GO:0006357)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.133003</td>\n",
       "      <td>(GO:0005634, GO:0005654)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>0.120931</td>\n",
       "      <td>(GO:0005634, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>0.115410</td>\n",
       "      <td>(GO:0005634, GO:0005829)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>0.066966</td>\n",
       "      <td>(GO:0006357, GO:0005634)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>0.069236</td>\n",
       "      <td>(GO:0005634, GO:0008270)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>0.079451</td>\n",
       "      <td>(GO:0005654, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>0.102255</td>\n",
       "      <td>(GO:0005829, GO:0005654)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>0.130475</td>\n",
       "      <td>(GO:0005829, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>0.060620</td>\n",
       "      <td>(GO:0005886, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>0.069803</td>\n",
       "      <td>(GO:0005886, GO:0005829)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>0.053294</td>\n",
       "      <td>(GO:0016020, GO:0005829)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>0.062787</td>\n",
       "      <td>(GO:0005886, GO:0016020)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.059021</td>\n",
       "      <td>(GO:0005634, GO:0005654, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>0.065470</td>\n",
       "      <td>(GO:0005634, GO:0005829, GO:0005654)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>0.067224</td>\n",
       "      <td>(GO:0005634, GO:0005829, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>0.051643</td>\n",
       "      <td>(GO:0005829, GO:0005654, GO:0005737)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     support                              itemsets\n",
       "25  0.050818              (GO:0005634, GO:0000785)\n",
       "26  0.050766              (GO:0005634, GO:0000978)\n",
       "27  0.059176              (GO:0000981, GO:0005634)\n",
       "28  0.051179              (GO:0000981, GO:0006357)\n",
       "29  0.133003              (GO:0005634, GO:0005654)\n",
       "30  0.120931              (GO:0005634, GO:0005737)\n",
       "31  0.115410              (GO:0005634, GO:0005829)\n",
       "32  0.066966              (GO:0006357, GO:0005634)\n",
       "33  0.069236              (GO:0005634, GO:0008270)\n",
       "34  0.079451              (GO:0005654, GO:0005737)\n",
       "35  0.102255              (GO:0005829, GO:0005654)\n",
       "36  0.130475              (GO:0005829, GO:0005737)\n",
       "37  0.060620              (GO:0005886, GO:0005737)\n",
       "38  0.069803              (GO:0005886, GO:0005829)\n",
       "39  0.053294              (GO:0016020, GO:0005829)\n",
       "40  0.062787              (GO:0005886, GO:0016020)\n",
       "41  0.059021  (GO:0005634, GO:0005654, GO:0005737)\n",
       "42  0.065470  (GO:0005634, GO:0005829, GO:0005654)\n",
       "43  0.067224  (GO:0005634, GO:0005829, GO:0005737)\n",
       "44  0.051643  (GO:0005829, GO:0005654, GO:0005737)"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "frequent_itemsets[frequent_itemsets['itemsets'].apply(len) >= 2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "c2836317-f1f2-43b3-b776-6cb6b55e013f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>support</th>\n",
       "      <th>itemsets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.133003</td>\n",
       "      <td>(GO:0005634, GO:0005654)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.130475</td>\n",
       "      <td>(GO:0005829, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.120931</td>\n",
       "      <td>(GO:0005634, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.115410</td>\n",
       "      <td>(GO:0005634, GO:0005829)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.102255</td>\n",
       "      <td>(GO:0005829, GO:0005654)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.079451</td>\n",
       "      <td>(GO:0005654, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.069803</td>\n",
       "      <td>(GO:0005886, GO:0005829)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.069236</td>\n",
       "      <td>(GO:0005634, GO:0008270)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.067224</td>\n",
       "      <td>(GO:0005634, GO:0005829, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.066966</td>\n",
       "      <td>(GO:0006357, GO:0005634)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.065470</td>\n",
       "      <td>(GO:0005634, GO:0005829, GO:0005654)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.062787</td>\n",
       "      <td>(GO:0005886, GO:0016020)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.060620</td>\n",
       "      <td>(GO:0005886, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.059176</td>\n",
       "      <td>(GO:0000981, GO:0005634)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.059021</td>\n",
       "      <td>(GO:0005634, GO:0005654, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.053294</td>\n",
       "      <td>(GO:0016020, GO:0005829)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.051643</td>\n",
       "      <td>(GO:0005829, GO:0005654, GO:0005737)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.051179</td>\n",
       "      <td>(GO:0000981, GO:0006357)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.050818</td>\n",
       "      <td>(GO:0005634, GO:0000785)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.050766</td>\n",
       "      <td>(GO:0005634, GO:0000978)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     support                              itemsets\n",
       "0   0.133003              (GO:0005634, GO:0005654)\n",
       "1   0.130475              (GO:0005829, GO:0005737)\n",
       "2   0.120931              (GO:0005634, GO:0005737)\n",
       "3   0.115410              (GO:0005634, GO:0005829)\n",
       "4   0.102255              (GO:0005829, GO:0005654)\n",
       "5   0.079451              (GO:0005654, GO:0005737)\n",
       "6   0.069803              (GO:0005886, GO:0005829)\n",
       "7   0.069236              (GO:0005634, GO:0008270)\n",
       "8   0.067224  (GO:0005634, GO:0005829, GO:0005737)\n",
       "9   0.066966              (GO:0006357, GO:0005634)\n",
       "10  0.065470  (GO:0005634, GO:0005829, GO:0005654)\n",
       "11  0.062787              (GO:0005886, GO:0016020)\n",
       "12  0.060620              (GO:0005886, GO:0005737)\n",
       "13  0.059176              (GO:0000981, GO:0005634)\n",
       "14  0.059021  (GO:0005634, GO:0005654, GO:0005737)\n",
       "15  0.053294              (GO:0016020, GO:0005829)\n",
       "16  0.051643  (GO:0005829, GO:0005654, GO:0005737)\n",
       "17  0.051179              (GO:0000981, GO:0006357)\n",
       "18  0.050818              (GO:0005634, GO:0000785)\n",
       "19  0.050766              (GO:0005634, GO:0000978)"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#frequent_itemsets.sort_values(\n",
    "frequent_itemsets[frequent_itemsets['itemsets'].apply(len) >= 2].sort_values( # Focus only on combinations of two or more GO terms\n",
    "    'support',\n",
    "    ascending = False\n",
    ").head(20).reset_index(drop = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "753cc3cb-306f-42d3-885b-d61843b9f7ed",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>representativity</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "      <th>zhangs_metric</th>\n",
       "      <th>jaccard</th>\n",
       "      <th>certainty</th>\n",
       "      <th>kulczynski</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>(GO:0000785)</td>\n",
       "      <td>(GO:0005634)</td>\n",
       "      <td>0.056493</td>\n",
       "      <td>0.293453</td>\n",
       "      <td>0.050818</td>\n",
       "      <td>0.899543</td>\n",
       "      <td>3.065374</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.034240</td>\n",
       "      <td>7.033354</td>\n",
       "      <td>0.714118</td>\n",
       "      <td>0.169886</td>\n",
       "      <td>0.857820</td>\n",
       "      <td>0.536357</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>(GO:0000978)</td>\n",
       "      <td>(GO:0005634)</td>\n",
       "      <td>0.055564</td>\n",
       "      <td>0.293453</td>\n",
       "      <td>0.050766</td>\n",
       "      <td>0.913649</td>\n",
       "      <td>3.113442</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.034461</td>\n",
       "      <td>8.182270</td>\n",
       "      <td>0.718749</td>\n",
       "      <td>0.170213</td>\n",
       "      <td>0.877785</td>\n",
       "      <td>0.543322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>(GO:0000981)</td>\n",
       "      <td>(GO:0005634)</td>\n",
       "      <td>0.063458</td>\n",
       "      <td>0.293453</td>\n",
       "      <td>0.059176</td>\n",
       "      <td>0.932520</td>\n",
       "      <td>3.177750</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.040554</td>\n",
       "      <td>10.470515</td>\n",
       "      <td>0.731747</td>\n",
       "      <td>0.198752</td>\n",
       "      <td>0.904494</td>\n",
       "      <td>0.567086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>(GO:0000981)</td>\n",
       "      <td>(GO:0006357)</td>\n",
       "      <td>0.063458</td>\n",
       "      <td>0.073931</td>\n",
       "      <td>0.051179</td>\n",
       "      <td>0.806504</td>\n",
       "      <td>10.908910</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.046487</td>\n",
       "      <td>4.785988</td>\n",
       "      <td>0.969878</td>\n",
       "      <td>0.593656</td>\n",
       "      <td>0.791057</td>\n",
       "      <td>0.749379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>(GO:0006357)</td>\n",
       "      <td>(GO:0005634)</td>\n",
       "      <td>0.073931</td>\n",
       "      <td>0.293453</td>\n",
       "      <td>0.066966</td>\n",
       "      <td>0.905792</td>\n",
       "      <td>3.086668</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.045271</td>\n",
       "      <td>7.499865</td>\n",
       "      <td>0.729995</td>\n",
       "      <td>0.222909</td>\n",
       "      <td>0.866664</td>\n",
       "      <td>0.566996</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    antecedents   consequents  antecedent support  consequent support  \\\n",
       "0  (GO:0000785)  (GO:0005634)            0.056493            0.293453   \n",
       "1  (GO:0000978)  (GO:0005634)            0.055564            0.293453   \n",
       "2  (GO:0000981)  (GO:0005634)            0.063458            0.293453   \n",
       "3  (GO:0000981)  (GO:0006357)            0.063458            0.073931   \n",
       "4  (GO:0006357)  (GO:0005634)            0.073931            0.293453   \n",
       "\n",
       "    support  confidence       lift  representativity  leverage  conviction  \\\n",
       "0  0.050818    0.899543   3.065374               1.0  0.034240    7.033354   \n",
       "1  0.050766    0.913649   3.113442               1.0  0.034461    8.182270   \n",
       "2  0.059176    0.932520   3.177750               1.0  0.040554   10.470515   \n",
       "3  0.051179    0.806504  10.908910               1.0  0.046487    4.785988   \n",
       "4  0.066966    0.905792   3.086668               1.0  0.045271    7.499865   \n",
       "\n",
       "   zhangs_metric   jaccard  certainty  kulczynski  \n",
       "0       0.714118  0.169886   0.857820    0.536357  \n",
       "1       0.718749  0.170213   0.877785    0.543322  \n",
       "2       0.731747  0.198752   0.904494    0.567086  \n",
       "3       0.969878  0.593656   0.791057    0.749379  \n",
       "4       0.729995  0.222909   0.866664    0.566996  "
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "association_rules(\n",
    "    frequent_itemsets,\n",
    "    metric = \"confidence\",\n",
    "    min_threshold = 0.8\n",
    ")"
   ]
  }
 ],
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