Project_Carmignac/rupture.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 206,
   "id": "0ed82607-1bc0-48f2-829e-97df9052f8d9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fichiers Flows : ['projet-bdc-data/carmignac/Flows ENSAE V1 -20251027.csv', 'projet-bdc-data/carmignac/Flows ENSAE V2 -20251105.csv']\n",
      "Fichiers AUM : ['projet-bdc-data/carmignac/AUM ENSAE V1 -20251027.csv', 'projet-bdc-data/carmignac/AUM ENSAE V2 -20251105.csv']\n"
     ]
    }
   ],
   "source": [
    "# Données\n",
    "\n",
    "import os\n",
    "import s3fs\n",
    "import pandas as pd\n",
    "\n",
    "s3_ENDPOINT_URL = \"https://\" + os.environ[\"AWS_S3_ENDPOINT\"]\n",
    "\n",
    "fs = s3fs.S3FileSystem(client_kwargs={'endpoint_url': s3_ENDPOINT_URL})\n",
    "\n",
    "BUCKET = \"projet-bdc-data\"\n",
    "carmignac_path = \"projet-bdc-data/carmignac\"\n",
    "\n",
    "# Liste des fichiers FLOWS\n",
    "all_files = fs.ls(carmignac_path)\n",
    "flows_files = [f for f in all_files if \"Flows\" in f and f.endswith(\".csv\")]\n",
    "print(\"Fichiers Flows :\", flows_files)\n",
    "\n",
    "# Lire tous les fichiers dans un dictionnaire\n",
    "flows_data = {}\n",
    "for file_path in flows_files:\n",
    "    with fs.open(file_path, 'r') as f:\n",
    "        df = pd.read_csv(f, sep=';',low_memory=False)\n",
    "        flows_data[os.path.basename(file_path)] = df\n",
    "\n",
    "\n",
    "# Liste des fichiers AUM\n",
    "all_files = fs.ls(carmignac_path)\n",
    "aum_files = [f for f in all_files if \"AUM\" in f and f.endswith(\".csv\")]\n",
    "print(\"Fichiers AUM :\", aum_files)\n",
    "\n",
    "# Lire tous les fichiers dans un dictionnaire\n",
    "aum_data = {}\n",
    "for file_path in aum_files:\n",
    "    with fs.open(file_path, 'r') as f:\n",
    "        df = pd.read_csv(f, sep=';',low_memory=False)\n",
    "        aum_data[os.path.basename(file_path)] = df\n",
    "\n",
    "df = aum_data['AUM ENSAE V2 -20251105.csv']\n",
    "dg = flows_data['Flows ENSAE V2 -20251105.csv']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "076209a7-f6b3-4b78-9179-e24ff38338e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from detection_rupture import detect_ruptures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "id": "14c59f0f-676b-4d76-878a-1176cadfc9b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "ruptures_df = detect_ruptures(df, 0.05)\n",
    "\n",
    "# Copier pour éviter les effets de bord\n",
    "df_plot = ruptures_df.copy()\n",
    "df_plot['date'] = pd.to_datetime(df_plot['date'])\n",
    "\n",
    "# Compter les ruptures par date\n",
    "counts = df_plot.groupby('date').size().reset_index(name='rupture_count')\n",
    "\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(counts['date'], counts['rupture_count'], marker='.')\n",
    "plt.xlabel(\"Date\")\n",
    "plt.ylabel(\"Nombre de connexions\")\n",
    "plt.title(\"Nombre de connexions détectées par date\")\n",
    "plt.grid(True)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "id": "611b4e6f-38dd-42db-93c6-970214ee89b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nombre de ruptures détectées : 548\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>date</th>\n",
       "      <th>old_account</th>\n",
       "      <th>new_account</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>406533</td>\n",
       "      <td>200127202</td>\n",
       "      <td>718444.2870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2016-06-30</td>\n",
       "      <td>402699</td>\n",
       "      <td>200038850</td>\n",
       "      <td>223734.2979</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2015-07-31</td>\n",
       "      <td>402703</td>\n",
       "      <td>200013353</td>\n",
       "      <td>88886.7529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>404813</td>\n",
       "      <td>200127636</td>\n",
       "      <td>160820.3092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2015-03-31</td>\n",
       "      <td>406311</td>\n",
       "      <td>200001401</td>\n",
       "      <td>63268.8208</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date old_account new_account        value\n",
       "0 2019-12-31      406533   200127202  718444.2870\n",
       "3 2016-06-30      402699   200038850  223734.2979\n",
       "4 2015-07-31      402703   200013353   88886.7529\n",
       "5 2019-12-31      404813   200127636  160820.3092\n",
       "7 2015-03-31      406311   200001401   63268.8208"
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ruptures_df = detect_ruptures(df, 0.05)\n",
    "\n",
    "print(f\"Nombre de ruptures détectées : {len(ruptures_df)}\")\n",
    "ruptures_df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b837e39e-5d54-45eb-ac1e-fbb59fad0134",
   "metadata": {},
   "outputs": [],
   "source": [
    "from function import evolution_2_comptes\n",
    "\n",
    "def comparaison(i):\n",
    "    evolution_2_comptes(df, ruptures_df.iloc[i,1],ruptures_df.iloc[i,2])\n",
    "\n",
    "def rupture(compte_id, ruptures_df):\n",
    "    \"\"\"\n",
    "    Vérifie si un compte est impliqué dans une rupture.\n",
    "    \n",
    "    Args:\n",
    "        compte_id (int ou str) : l'ID du compte à tester\n",
    "        ruptures_df (DataFrame) : dataframe des ruptures avec colonnes 'old_account' et 'new_account'\n",
    "        \n",
    "    Returns:\n",
    "        tuple : (dans_old, dans_new)\n",
    "            - dans_old : True si le compte est dans old_account\n",
    "            - dans_new : True si le compte est dans new_account\n",
    "    \"\"\"\n",
    "    dans_old = compte_id in ruptures_df['old_account'].values\n",
    "    dans_new = compte_id in ruptures_df['new_account'].values\n",
    "    return (dans_old, dans_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "id": "4d81bcc5-4b4b-41c7-82e1-a227745de250",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comparaison(188)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "id": "9a11712a-2a33-4a24-99e6-2de42374dcec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(True, False)"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rupture(\"200090312\", ruptures_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "id": "e03329bd-7369-4bc4-b904-f7d9524bb345",
   "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>date</th>\n",
       "      <th>old_account</th>\n",
       "      <th>new_account</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>713</th>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>200090347</td>\n",
       "      <td>200127306</td>\n",
       "      <td>3.812176e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          date old_account new_account         value\n",
       "713 2019-12-31   200090347   200127306  3.812176e+07"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "from IPython.display import display\n",
    "\n",
    "# Afficher toutes les lignes et colonnes\n",
    "pd.set_option('display.max_rows', None)\n",
    "pd.set_option('display.max_columns', None)\n",
    "pd.set_option('display.width', 1000)  # Largeur totale pour éviter les retours à la ligne\n",
    "\n",
    "# Affichage tabulaire joli\n",
    "display(ruptures_df[ruptures_df['old_account'] == '200090347'])\n",
    "#ruptures_df[ruptures_df[old_account] == '200097229']\n",
    "# (Optionnel) remettre les options par défaut après affichage\n",
    "pd.reset_option('display.max_rows')\n",
    "pd.reset_option('display.max_columns')\n",
    "pd.reset_option('display.width')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "54abac17-601b-459d-8f73-0f21f7eb8869",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "evolution_2_comptes(df,'200126356', '200126649')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "id": "ed3cb5e9-7788-4a34-8b02-d6ca8196eac1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VKlWIiYlh9+7dtrGoqCi+/fbbDHM9PT1vunNZuvbt2+Pi4sLUqVPtqjdmz55NTExMjneJy8qDDz4IwNSpU+3Gb9ydzWKx0L17d5YsWWK3s1y68+fP275O3/0wnYuLC7Vq1cIwjAy7o13viy++oHLlyjz11FM88sgjdrfnn38eLy8vuyV8YWFhnDp1iqVLl9qdJzExkVmzZlG6dGkaNmyY5fNVqVKFyZMnM2HCBJo2bZrlvJuJiIiw9QUCOHnyJN999x0dOnTAYrFgsVjo0KED3333nd1yr7NnzzJ//nzuu+8+vL29bfEAbNq0yTbv6tWrzJs377Ziu56npycxMTHZnt+4cWNKly7NjBkzbMteIa3n14EDB256/V28eDHDWHqS6fpz3ahLly6YzWZef/31DEv90j8D+fW5uN706dPt7n/wwQfAP58dyPxznR+fGRERkXSqlBIREXGAVatW2aqZrnfvvffaVVL07NmTDz74gHHjxlGnTh1br6h0Tz75JDNnzqR///5s27aNSpUq8fXXX/PLL78wefJkihUrlmUMvXr1YtSoUXTt2pVnn32WuLg4PvroI6pXr26XsABo1KgRP/30E++99x5ly5YlKCjIruFyulKlSjFmzBjGjx9Px44deeihhzh06BAffvghTZo0sWtqfifq169P7969+fDDD4mJieHee+9l7dq1HDlyJMPciRMnsn79epo1a8bgwYOpVasWFy9eZPv27fz000+2ZESHDh3w9/enRYsWlClThgMHDjBt2jTCw8OzfB/PnDnD+vXrMzRcT+fq6kpoaCiLFy9m6tSpODs78+STT/Lpp5/yr3/9i4EDB9KgQQP++usvFi5cyN69e/nss89wcXG56et/7rnncviO2atduzahoaE8++yzuLq68uGHHwLYLbl68803WbNmDffddx/PPPMMTk5OzJw5k8TERN555x3bvA4dOlCxYkUGDRrECy+8gMVi4dNPP6VUqVKcOHHijuJs1KgRCxcuZOTIkTRp0gQvLy86d+6c5XxnZ2f+85//MGDAAFq1akXv3r05e/YsU6ZMoVKlSowYMSLLx77++uts2rSJ8PBwAgMDOXfuHB9++CHly5e3VbllpmrVqrz88su88cYb3H///XTr1g1XV1e2bNlC2bJlmTBhQr59Lq4XGRnJQw89RMeOHYmIiOCLL76gT58+dst/s/pc5+VnRkRExI6Ddv0TEREpkubMmWMAWd6u39rdMNK2lK9QoYIBGG+++Wam5zx79qwxYMAAo2TJkoaLi4tRp06dDOcxDMMAjHHjxtmN/fjjj0bt2rUNFxcXo0aNGsYXX3xh21L+egcPHjRatmxpuLu7G4BtG/n01xMZGWk3f9q0aUZwcLDh7OxslClTxnj66aeNS5cu2c1p1apVptvJ9+vXzwgMDMz0tV4vPj7eePbZZ40SJUoYnp6eRufOnY2TJ09m+jrPnj1rDBkyxKhQoYLh7Oxs+Pv7G+3atTM+/vhj25yZM2caLVu2NEqUKGG4uroaVapUMV544QUjJiYmyxgmTZpkAMbatWuznDN37lwDML777jvb2KVLl4wRI0YYQUFBhrOzs+Ht7W20adPGWLVqVYbHp38/zp8/f9P3AzCGDBly0znXz/viiy+MatWqGa6urkaDBg2M9evXZ5i7fft2IzQ01PDy8jI8PDyMNm3aGL/++muGedu2bTOaNWtmuLi4GBUrVjTee++9TK+NwMBAIzw8/JYxprty5YrRp08fw9fX1wBs18X69esNwFi8eHGmj1u4cKHRoEEDw9XV1fDz8zMeffRR49SpU3ZzbrzO165dazz88MNG2bJlDRcXF6Ns2bJG7969jcOHD2cr1k8//dT2nMWLFzdatWplrFmzxm7OnXwusnrvbvy+p7+u/fv3G4888ohRrFgxo3jx4sbQoUON+Ph4u8dm9bk2jLz7zIiIiFzPZBi51ElURERERAo8k8nEkCFDmDZtmqNDkTzw2muvMX78eM6fP5+hx5mIiEhBo55SIiIiIiIiIiKS75SUEhERERERERGRfKeklIiIiIiIiIiI5Dv1lBIRERERERERkXynSikREREREREREcl3Dk1Kvfbaa5hMJrtbcHCw7XhCQgJDhgyhRIkSeHl50b17d86ePWt3jhMnThAeHo6HhwelS5fmhRdeICUlxW7Ohg0baNiwIa6urlStWpW5c+dmiGX69OlUqlQJNzc3mjVrxubNm+2OZycWERERERERERHJHodXSt1zzz1ERUXZbj///LPt2IgRI1i2bBmLFy9m48aNnDlzhm7dutmOp6amEh4eTlJSEr/++ivz5s1j7ty5jB071jYnMjKS8PBw2rRpw86dOxk+fDhPPPEEP/zwg23OwoULGTlyJOPGjWP79u3Uq1eP0NBQzp07l+1YREREREREREQk+xzaU+q1115j6dKl7Ny5M8OxmJgYSpUqxfz583nkkUcAOHjwIDVr1iQiIoLmzZuzatUqOnXqxJkzZyhTpgwAM2bMYNSoUZw/fx4XFxdGjRrFihUr2Lt3r+3cvXr14vLly6xevRqAZs2a0aRJE6ZNmwaA1WqlQoUKDBs2jNGjR2crluywWq2cOXOGYsWKYTKZbvt9ExEREREREREpqAzD4O+//6Zs2bKYzVnXQznlY0yZ+uOPPyhbtixubm6EhIQwYcIEKlasyLZt20hOTqZ9+/a2ucHBwVSsWNGWCIqIiKBOnTq2hBRAaGgoTz/9NPv27aNBgwZERETYnSN9zvDhwwFISkpi27ZtjBkzxnbcbDbTvn17IiIiALIVS2YSExNJTEy03T99+jS1atW6/TdLREREREREROQucfLkScqXL5/lcYcmpZo1a8bcuXOpUaMGUVFRjB8/nvvvv5+9e/cSHR2Ni4sLvr6+do8pU6YM0dHRAERHR9slpNKPpx+72ZzY2Fji4+O5dOkSqampmc45ePCg7Ry3iiUzEyZMYPz48RnGZ82ahYeHR5aPExERERERERG5W8XFxfHEE09QrFixm85zaFLqwQcftH1dt25dmjVrRmBgIIsWLcLd3d2BkeWOMWPGMHLkSNv92NhYKlSoQJcuXfD29nZgZFKQJCcns2bNGh544AGcnZ0dHY5IrtL1LYWZrm8pzHR9S2Gm61sKs4JyfcfGxvLEE0/csnWRw5fvXc/X15fq1atz5MgRHnjgAZKSkrh8+bJdhdLZs2fx9/cHwN/fP8Mueek74l0/58Zd8s6ePYu3tzfu7u5YLBYsFkumc64/x61iyYyrqyuurq4Zxp2dnfWXn2Sg60IKM13fUpjp+pbCTNe3FGa6vqUwc/T1nd3ndvjue9e7cuUKR48eJSAggEaNGuHs7MzatWttxw8dOsSJEycICQkBICQkhD179tjtkrdmzRq8vb1tvZtCQkLszpE+J/0cLi4uNGrUyG6O1Wpl7dq1tjnZiUVERERERERERLLPoZVSzz//PJ07dyYwMJAzZ84wbtw4LBYLvXv3xsfHh0GDBjFy5Ej8/Pzw9vZm2LBhhISE2BqLd+jQgVq1avH444/zzjvvEB0dzSuvvMKQIUNsFUpPPfUU06ZN48UXX2TgwIGsW7eORYsWsWLFClscI0eOpF+/fjRu3JimTZsyefJkrl69yoABAwCyFYuIiIiIiIiIiGSfQ5NSp06donfv3vz111+UKlWK++67j99++41SpUoB8P7772M2m+nevTuJiYmEhoby4Ycf2h5vsVhYvnw5Tz/9NCEhIXh6etKvXz9ef/1125ygoCBWrFjBiBEjmDJlCuXLl2fWrFmEhoba5vTs2ZPz588zduxYoqOjqV+/PqtXr7Zrfn6rWERERERERESsVitJSUmODkOKqOTkZJycnEhISCA1NTXPnsfZ2RmLxXLH5zEZhmHkQjySDbGxsfj4+BATE6NG52KTnJzMypUrCQsL05p2KXR0fUthputbCjNd31KY5eX1nZSURGRkJFarNVfPK5JdhmEQHx+Pu7v7LZuM3ylfX1/8/f0zfZ7s5j8KVKNzERERERERkbuRYRhERUVhsVioUKECZnOBauEsRYTVauXKlSt4eXnl2TVoGAZxcXG2/t4BAQG3fS4lpURERERERETuUEpKCnFxcZQtWxYPDw9HhyNFVPryUTc3tzxNjLq7uwNw7tw5SpcufdtL+ZS6FREREREREblD6f17XFxcHByJSP5IT74mJyff9jmUlBIRERERERHJJXndx0ekoMiNa11JKRERERERERERyXdKSomIiIiIiIgUcREREVgsFsLDwx0dym3ZsGEDJpOJy5cvZ/sxR44coVixYvj6+mY4tnjxYoKDg3Fzc6NOnTqsXLkyw5wDBw7w0EMP4ePjg6enJ02aNOHEiRO24x9//DGtW7fG29v7prGtWLGCZs2a4e7uTvHixenSpYvd8bVr13LvvfdSrFgx/P39GTVqFCkpKdl+nQWZklIiIiIiIiIiRdzs2bMZNmwYmzZt4syZM44OJ88lJyfTu3dv7r///gzHfv31V3r37s2gQYPYsWMHXbp0oUuXLuzdu9c25+jRo9x3330EBwezYcMGdu/ezauvvoqbm5ttTlxcHB07duSll17KMo4lS5bw+OOPM2DAAHbt2sUvv/xCnz59bMd37dpFWFgYHTt2ZMeOHSxcuJDvv/+e0aNH59I74VhKSomIiIiIiIgUIFEx8fx69AJRMfH58nxXrlxh4cKFPP3004SHhzN37twMc5YtW0aTJk1wc3OjZMmSdO3a1XYsMTGRUaNGUaFCBVxdXalatSqzZ8+2Hd+4cSNNmzbF1dWVgIAARo8ebVfpU6lSJSZPnmz3fPXr1+e1116z3TeZTMyaNYuuXbvi4eFBtWrV+P777wE4duwYbdq0AaB48eKYTCb69+9/09f8yiuvEBwcTI8ePTIcmzJlCh07duSFF16gZs2avPHGGzRs2JBp06bZ5rz88suEhYXxzjvv0KBBA6pUqcJDDz1E6dKlbXOGDx/O6NGjad68eaYxpKSk8Nxzz/Huu+/y1FNPUb16dWrVqmUX08KFC6lbty5jx46latWqtGrVinfeeYfp06fz999/3/Q13g2UlBIRERERERHJZYZhEJeUkuPb5xHHaDFxHX0++Z0WE9fxecSxHJ/DMIwcxbpo0SKCg4OpUaMGjz32GJ9++qndOVasWEHXrl0JCwtjx44drF27lqZNm9qO9+3blwULFjB16lQOHDjAzJkz8fLyAuD06dOEhYXRpEkTdu3axUcffcTs2bN58803c/yejh8/nh49erB7927CwsJ49NFHuXjxIhUqVGDJkiUAHDp0iKioKKZMmZLledatW8fixYuZPn16pscjIiJo37693VhoaCgREREAWK1WVqxYQfXq1QkNDaV06dI0a9aMpUuX5uj1bN++ndOnT2M2m2nQoAEBAQE8+OCDdhVZiYmJdtVXAO7u7iQkJLBt27YcPV9B5OToAEREREREREQKm/jkVGqN/eGOzmE14NXv9vHqd/ty9Lj9r4fi4ZL9X/dnz57NY489BkDHjh2JiYlh48aNtG7dGoC33nqLXr16MX78eNtj6tWrB8Dhw4dZtGgRa9assSVyKleubJv34YcfUqFCBaZNm4bJZCI4OJgzZ84watQoxo4di9mc/VqZ/v3707t3bwDefvttpk6dyubNm+nYsSN+fn4AlC5dOtMeUen++usv+vfvzxdffIG3t3emc6KjoylTpozdWJkyZYiOjgbg3LlzXLlyhYkTJ/Lmm2/yn//8h9WrV9OtWzfWr19Pq1atsvV6/vzzTwBee+013nvvPSpVqsSkSZNo3bo1hw8fxs/Pj9DQUCZPnsyCBQvo0aMH0dHRvP766wBERUVl63kKMlVKiYiIiIiIiBRRhw4dYvPmzbZkj5OTEz179rRbfrdz507atWuX6eN37tyJxWLJMhFz4MABQkJCMJlMtrEWLVpw5coVTp06laNY69ata/va09MTb29vzp07l6NzDB48mD59+tCyZcscPe56VqsVgIcffpgRI0ZQv359Ro8eTadOnZgxY0aOz/Pyyy/TvXt3GjVqxJw5czCZTCxevBiADh062Jb3ubq6Ur16dcLCwgBylNArqFQpJSIiIiIiIpLL3J0t7H89NEePiY5JoP17G7Fet/rObIKfRrbC38ct6wdm8tzZNXv2bFJSUihbtqxtzDAMXF1dmTZtGj4+Pri7u2f9XDc5ll1msznDksPk5OQM85ydne3um0wmW2Inu9atW8f333/Pf//7XyDttVqtVpycnPj4448ZOHAg/v7+nD171u5xZ8+exd/fH4CSJUvi5ORErVq17ObUrFmTn3/+OduxBAQEANidx9XVlcqVK9vt4jdy5EhGjBhBVFQUxYsX59ixY4wZM8auIu1udfen1UQc7FZNCPO7SaGIiIiIiDieyWTCw8UpR7fKpbyY0K0OlmtVRRaTiQnd6lC5lFeOznN9VdLNpKSk8NlnnzFp0iR27txpu+3atYuyZcuyYMECIK1Cae3atZmeo06dOlitVjZu3Jjp8Zo1axIREWGXdPrll18oVqwY5cuXB6BUqVJ2S9FiY2OJjIzM1mtI5+LiAkBqaupN50VERNi91tdff51ixYqxc+dOW/P2kJCQDK93zZo1hISE2J6rSZMmHDp0yG7O4cOHCQwMzHbMjRo1wtXV1e48ycnJHDt2LMN5TCYTZcuWxd3dnQULFlChQgUaNmyY7ecqqFQpJXIHFm45wehv9mAYYAJ6NqlAi6olcbaYsJjN/Hr0AnN/PYZhpP0Px4RudejZpKKjwxYRERERkQKqZ5OKtKxeimMX4qhU0oMAnzuvRMrK8uXLuXTpEoMGDcLHx8fuWPfu3Zk9ezZPPfUU48aNo127dlSpUoVevXqRkpLCypUrGTVqFJUqVaJfv34MHDiQqVOnUq9ePY4fP865c+fo0aMHzzzzDJMnT2bYsGEMHTqUQ4cOMW7cOEaOHGlbfta2bVvmzp1L586d8fX1ZezYsVgs2a/2AggMDMRkMrF8+XLCwsJwd3e3NVu/Xs2aNe3ub926FbPZTO3atW1jzz33HK1atWLSpEmEh4fz1VdfsXXrVj7++GPbnBdeeIGePXvSsmVL2rRpw+rVq1m2bBkbNmywzYmOjiY6OpojR44AsGfPHooVK0bFihXx8/PD29vb9v5WqFCBwMBA3n33XQD+9a9/2c7z7rvv0rFjR8xmM9988w0TJ05k0aJFOX6PCiJVSoncps2RfzFqSVpCCsAAvtpykmELdvDUF9sZ/NlW5vxyzHbcasBL3+xVxZSIiIiIiNxUgI87IVVK5GlCCtKW7rVv3z5DQgrSklJbt25l9+7dtG7dmsWLF/P9999Tv3592rZty+bNm21zP/roIx555BGeeeYZgoODGTx4MFevXgWgXLlyrFy5ks2bN1OvXj2eeuopBg0axCuvvGJ7/JgxY2jVqhWdOnUiPDycLl26UKVKlRy9lnLlyjF+/HhGjx5NmTJlGDp06G2+K3Dvvfcyf/58Pv74Y+rVq8fXX3/N0qVL7RJXXbt2ZcaMGbzzzjvUqVOHWbNmsWTJEu677z7bnBkzZtCgQQMGDx4MQMuWLWnQoAHff/+9bc67775Lr169ePzxx2nSpAnHjx9n3bp1FC9e3DZn1apV3H///TRu3JgVK1bw3Xff0aVLl9t+fQWJycjpXpFy22JjY/Hx8SEmJibLLv/iGFEx8UReuEpQSc9b/sV/LjaBKWv/YMHmE3ZrvdPVDCiGl6sTF68mcfT81QzHFwxuTkiVErb7ycnJrFy5krCwsAxrpEXudrq+pTDT9S2Fma5vKczy6vpOSEggMjKSoKAg3Nyy3/9JJDdZrVZiY2Px9vbO80boN7vms5v/0PI9KfK+2nyCMd/usS2xe6trHXo3/WeJXXrCqqSXK9/tPM2nPx8jPjnzdcoWk4lP+zchwMedqJh4WkxclyFx9deVxLx8OSIiIiIiIiJ3BSWlpEiLiolnzDd7SM8bWQ0Y880eZv8cSQ3/YsQnpbL+4DluLIhqUNGX0R2DOfbXVV76Zi+phoHFZOLtbrVtlVYBPu5M6FbHdjzdyEW7wASd6pZFREREREREpKhSUkqKtM8ijmdIOAEcOXeFI+euZPqYid3q0LNJBUwmE80ql7hpE8LrmxQG+Ljxn9UHWbU3mmELdnAuNpGB9wXlwasSERERERERKfjU6FyKrE2Hz/PxxqMZxs0mePeRujzaLPNd8gJLeNptsXqrJoTpxyuV9GRan4b0CwnEMOD15fuZsPIAZy7F80eMiaiYhNx5YSIiIiIiIiJ3ASWlpEjaezqGp7/YRqoB9Sv4YLmWY7KYTEzoVod/Na7A0LZVMZvsH2cxmahU0uO2n9diNvHaQ/fwYscaAMzc9Cet3vsf0/ZbaD1pEwu3nLCbHxUTz69HL2jHPhERERERESl0tHxPipwTf8XRf85mrial0qJqCeb0b8pfVxMzLMG7sSfUjT2jbpfJZOKZ1lVxtZh5Y8UB27jVgFFL9rDg95NULu1JbHwyaw+k9bMym2BCtzr0bJJ59ZaIiIiIiIjI3UZJKSlS/rqSSN9Pf+fClSRqBXgz47FGuDiZCfBxzzTZdH1PqMx6Rt2JmmUz3xZz56nL7Dx12W7MasBL3+yhZfVSuRqDiIiIiIiIiKMoKSVFQlRMPAejYnln9SGO/RVH+eLuzB3QhGJuzrd8bFYJqzsVVNITsykt4ZTObIJxD93D/tOxLNx60m5+qgHHLlxVUkpEREREREQKBfWUkkJv4ZYTtJi4jgFzt3Ig+m88XCzMG9iU0t5uDo0rfXlget+q9CV6/UIqMfyBahn6WQH8uO8shpHZfoEiIiIiIiIidxclpaRQi4qJZ8w3e+yqkRKSU/FwsTguqOv0bFKRDf/XkqG1Utnwfy1tPaPSE1aWa7v8pW/2N+fXY/z3x0NKTImIiIiIiMhdT0kpKRRu3KUuITmVpTtOM2juVruEFKQtlzt2Ic4BUWYuwMeNaj4GAT72lVs9m1Tk59FtWDC4Ob+ObsurnWoBMH39Ud79QYkpERERERHJPREREVgsFsLDwx0dym3ZsGEDJpOJy5cv33Leww8/TEBAAJ6entSvX58vv/wyw7zFixcTHByMm5sbderUYeXKlXbHDcNg7NixBAQE4O7uTvv27fnjjz/s5ly8eJFHH30Ub29vfH19GTRoEFeuXLGbs2jRIurXr4+HhweBgYG8++67mcbcsGFDXF1dqVq1KnPnzrU7/tFHH1G3bl3b83To0IFVq1Zl+voNw+DBBx/EZDKxdOlS2/jcuXMxmUyZ3s6dO3ezt/SOqKeU3PUWbjlhq4YymSAkyI+9Z2KJTUjJdL7FZKJSSY98jvL2XN/PatB9QZhNMH7Zfj7ccBSrAX1DKnLsrziCSnqq15SIiIiIiNy22bNnM2zYMGbPns2ZM2coW7aso0PKE7/++it169Zl1KhRlClThuXLl9O3b198fHzo1KmTbU7v3r2ZMGECnTp1Yv78+XTp0oXt27dTu3ZtAN555x2mTp3KvHnzCAoK4tVXXyU0NJT9+/fj5pZWcPDoo48SFRXFmjVrSE5OZsCAATz55JPMnz8fgFWrVvHoo4/ywQcf0KFDBw4cOMDgwYNxd3dn6NChAERGRhIeHs5TTz3Fl19+ydq1a3niiScICAggNDQUgPLlyzNx4kSqVatGamoqn3zyCV27dmXHjh3cc889dq9/8uTJmEwZe8X07NmTjh072o3179+fhIQESpcunYvfgRsYkm9iYmIMwIiJiXF0KIXGmctxRtDo5UbgqIy3eyesNSavOWzM2HDEqDx6hRE4arlRefQK46vNxx0dtp2kpCRj6dKlRlJSUrbmz/n5T9trrHTtz6DRywvc6xIxjJxf3yJ3E13fUpjp+pbCLK+u7/j4eGP//v1GfHz8nZ/s8inD+HNj2p/54O+//za8vLyMgwcPGj179jTeeuutDHO+//57o3Hjxoarq6tRokQJo0uXLrZjCQkJxosvvmiUL1/ecHFxMapUqWLMmjXLdnzDhg1GkyZNDBcXF8Pf398YNWqUkZycbDseGBhovP/++3bPV69ePWPcuHG2+4DxySefGF26dDHc3d2NqlWrGt99951hGIYRGRlpAHa3fv36Zfv1h4WFGQMGDLDd79GjhxEeHm43p1mzZsa///1vwzAMw2q1Gv7+/sa7775rO3758mXD1dXVWLBggWEYhrF//34DMLZs2WKbs2rVKsNkMhmnT582DMMwevfubTzyyCN2zzN16lSjfPnyhtVqNQzDMF588UXjnnvusZvTs2dPIzQ0NNPXkpqaaly6dMkoXry43ffAMAxjx44dRrly5YyoqCgDML799tss35Nz584Zzs7OxmeffZblnJtd89nNf2j5ntzVIi9czbA8D2DMg8FserENz7Wvxr9bVbEtg/t5dBtb36a7Vf8WQYx8oDqQ9rctpC1JfOmbvbbliyIiIiIi4mCGAUlXc37b/AlMrg3zOqf9ufmTnJ8jh60+Fi1aRHBwMDVq1OCxxx7j008/tWsXsmLFCrp27UpYWBg7duxg7dq1NG3a1Ha8b9++LFiwgKlTp3LgwAFmzpyJl5cXAKdPnyYsLIwmTZqwa9cuPvroI2bPns2bb76Z47d0/Pjx9OjRg927dxMWFsajjz7KxYsXqVChAkuWLAHg0KFDREVFMWXKlGyfNyYmBj8/P9v9iIgI2rdvbzcnNDSUiIgIIK16KTo62m6Oj48PzZo1s82JiIjA19eXxo0b2+a0b98es9nM77//DkBiYqKtqiqdu7s7p06d4vjx49mK5UapqaksWbKEq1evEhISYhuPi4ujT58+TJ8+HX9//1u+J5999hkeHh488sgjt5x7J7R8T+5qQSU9MfFPcgbSluc9VL8sluu2r7t+GVxh0LhS8QxjqYbBsQtxhep1ioiIiIjctZLj4O07XAJnWGHl82m3nHjpDLh4Znv67NmzeeyxxwDo2LEjMTExbNy4kdatWwPw1ltv0atXL8aPH297TL169QA4fPgwixYtYs2aNbbkSeXKlW3zPvzwQypUqMC0adMwmUwEBwdz5swZRo0axdixYzGbs18r079/f3r37g3A22+/zdSpU9m8eTMdO3a0JZVKly6Nr69vts+5aNEitmzZwsyZM21j0dHRlClTxm5emTJliI6Oth1PH7vZnBuXvTk5OeHn52ebExoayogRI+jfvz9t2rThyJEjTJo0CYCoqCgqVaqUZSyxsbHEx8fj7p72+9+ePXsICQkhISEBT09PlixZQq1atWyPGTFiBPfeey8PP/xwtt6X2bNn06dPH9v584oqpeSuVszNGTfnf3bSs5hMvN2tdqFPzASV9MR8wzJgk4m7pleWiIiIiIgUDIcOHWLz5s22ZI+TkxM9e/Zk9uzZtjk7d+6kXbt2mT5+586dWCwWWrVqlenxAwcOEBISYtfHqEWLFly5coVTp07lKNa6devavvb09MTb2/uOmnCvX7+eAQMG8Mknn2TovZQfBg8ezNChQ+nUqRMuLi40b96cXr16AeQoWQdQo0YNdu7cSUREBAMHDmTAgAHs378fgO+//55169YxefLkbJ0rIiKCAwcOMGjQoBzFcDtUKSV3tS9/O058cioVi7szoXtdKpcqGg2/A3zcmdCtDi99s5fU9LJaA3advFwkXr+IiIiISIHn7JFWsZQTsWdgetO0Cql0JgsM+R28c1B15Zz9/6yePXs2KSkpdo3NDcPA1dWVadOm4ePjc9NqmdyopDGbzRl2F09OTs4wz9nZ2e6+yWTCarVmmJcdGzdupHPnzrz//vv07dvX7pi/vz9nz561Gzt79qxt2Vv6n2fPniUgIMBuTv369W1zbkyYpaSkcPHiRdvjTSYT//nPf3j77beJjo6mVKlSrF27Fvin2iyrWLy9ve3eexcXF6pWrYrVaqVatWrs2bOHKVOmMHPmTNatW8fRo0czVJB1796d+++/nw0bNtiNz5o1i/r169OoUaObvoe5QZVSctdKSE7lk/9FAjC0XTVaVC1ZpBIyPZtUvNYrqxmd6wZgAM8u2MkvRy44OjQRERERETGZ0pbQ5eRWshp0npKWiIK0PztPThvPyXky2V0tMykpKXz22WdMmjSJnTt32m67du2ibNmyLFiwAEirUEpPltyoTp06WK1WNm7cmOnxmjVrEhERYZd0+uWXXyhWrBjly5cHoFSpUkRFRdmOx8bGEhkZma3XkM7FxQVI66l0Kxs2bCA8PJz//Oc/PPnkkxmOh4SEZHi9a9assfVoCgoKwt/f325ObGwsv//+u21OSEgIly9fZtu2bbY569atw2q10qxZM7tzWywWypUrh4uLCwsWLCAkJIRSpUplK5asWK1WEhMTARg9ejS7d++2+x4DvP/++8yZM8fucVeuXGHRokX5UiUFqpSSu9jirSe5cCWRcr7udG1QztHhOER6r6ymQSVIsRqs2hvNk59tZf7g5tSr4Ovo8EREREREJKca9oUq7eDin+BXGXzy7ned5cuXc+nSJQYNGoSPj4/dse7duzN79myeeuopxo0bR7t27ahSpQq9evUiJSWFlStXMmrUKCpVqkS/fv0YOHAgU6dOpV69ehw/fpxz587Ro0cPnnnmGSZPnsywYcMYOnQohw4dYty4cYwcOdK2RK1t27bMnTuXzp074+vry9ixY7FYLJmFnKXAwEBMJhPLly8nLCwMd3d3W7P1661fv55OnTrx3HPP0b17d1t/JxcXF1tfqueee45WrVoxadIkwsPD+eqrr9i6dSsff/wxkFbhNHz4cN58802qVatGUFAQr776KmXLlqVLly5AWjKuY8eODB48mBkzZpCcnMzQoUPp1auXrSrtwoULfP3117Ru3ZqEhATmzJnD4sWL7RJ8Tz31FNOmTePFF19k4MCBrFu3jkWLFrFixQrbnDFjxvDggw9SsWJFYmJimDt3Lhs2bOCHH34A0qqtMmtuXrFiRYKCguzGFi5cSEpKiq3HWF5TpZTclZJTrczY+CcAT7asjLOlaF/KFrOJyb3qc1/VklxNSqX/nM0cOfe3o8MSEREREZHb4VMOgu7P04QUpC3da9++fYaEFKQlpbZu3cru3btp3bo1ixcv5vvvv6d+/fq0bduWzZs32+Z+9NFHPPLIIzzzzDMEBwczePBgrl69CkC5cuVYuXIlmzdvpl69ejz11FMMGjSIV155xfb4MWPG0KpVKzp16kR4eDhdunShSpUqOXot5cqVY/z48YwePZoyZcowdOjQTOfNmzePuLg4JkyYQEBAgO3WrVs325x7772X+fPn8/HHH1OvXj2+/vprli5dSu3atW1zXnzxRYYNG8aTTz5JkyZNuHLlCqtXr7bbTe/LL78kODiYdu3aERYWxn333WdLbF0fT+PGjWnRogX79u1jw4YNdjsbBgUFsWLFCtasWUO9evWYNGkSs2bNIjQ01Dbn3Llz9O3blxo1avDAAw+wY8cOVq1axQMPPJCj9xDSrolu3brlqFn8nTAZNy7clDwTGxuLj48PMTExeHt7Ozqcu9rX207x/OJdlPRy4edRbe2and9tkpOTWblyJWFhYRnWSOfU1cQU+sz6nV0nL1PKy5VXO9WkSZBfkVrWKAVLbl7fIgWNrm8pzHR9S2GWV9d3QkICkZGRBAUF2SUmRPKT1WolNjYWb2/vHDdLz6mbXfPZzX8U7fISuSulWg0+3HAEgEH3Vb6rE1K5zdPVibn9m1C6mCvnryTy7Fc7uXfiOr7afMLRoYmIiIiIiIjYUVJK7jo/7Ivmz/NX8XZz4rHmFR0dToGTkJLKhSuJtvuGAaO/2cPry/Zx7MJV23hUTDy/Hr1AVEy8I8IUERERERGRIk6NzuWuYhgG09enVUn1v7cSxdxUTn6jyAtXsWayKPfTX47x6S/HaFDRl0A/D77fdQarAWYTTOhWh55NlOATERERERGR/KNKKbmrbDh8nn1nYvFwsTCgRdCtH1AEBZX0xHzDDrAmEzQL8sNsgh0nLrN05xlb4spqwEvf7FXFlIiIiIiIiOQrJaXkrmEYBtPXpVVJPdqsIsU9XRwcUcEU4OPOhG51sJjSMlMWk4mJ3eqw8N8h/DamHY81y1gRlWoY/Hb0r/wOVURERERERIowLd+Tu8aqPVFsPX4JZ7OJJ+6v7OhwCrSeTSrSsnopjl2Io1JJD9vue6W93RjStirzN5/IsMTv/xbvIuLPvxjWthoV/DyIiokn8sJVgkp6avc+ERERERERyXVKSsldYeGWE4xasgeAZKvBhkPn1APpFgJ83DNNJqVXUr30zV5SDQOzCWqUKcaB6L9ZtPUU3+44TaPA4myOvKieUyIiIiIiIpJnlJSSAi8qJp7R3+yxG3vpm720rF5KFTy3KbNKqu0nLvHej4f5+cgFfvvzom1ues8pvd8iIiIiIiKSm9RTSgq8yAtXMW5YapZqGBy7EOeYgAqJAB93QqqUsCWaGlYszhdPNOOV8JoZ5ur9FhERERERkdympJQUeG5OGS9Ti8lEpZIeDoim8AuvG5Bh9z6zCb3fIiIiIiIikquUlJICb+WeaLv7FpOJt7vV1lKyPPLP7n3/jHm5OmE2mbJ+kIiIiIiI3NUiIiKwWCyEh4c7OpTbsmHDBkwmE5cvX77lvIcffpiAgAA8PT2pX78+X375ZYZ5ixcvJjg4GDc3N+rUqcPKlSvtjhuGwdixYwkICMDd3Z327dvzxx9/2M156623uPfee/Hw8MDX1zfDc+zatYvevXtToUIF3N3dqVmzJlOmTLGb079/f0wmU4bbPffcY5vz0UcfUbduXby9vfH19aVDhw6sWrXK7jwJCQkMGTKEEiVK4OXlRffu3Tl79myGmObOnUvdunVxc3OjdOnSDBky5Kbv551SUkoKtL8Tkvlqy0kAJv2rHgsGN+fn0W3UdDuP9WxSkZ9Ht+XTfo2pVMKD2IQUnvx8GwnJqY4OTURERERE8sDs2bMZNmwYmzZt4syZM44OJ8/8+uuv1K1blyVLlrB7924GDBhA3759Wb58ud2c3r17M2jQIHbs2EGXLl3o0qULe/futc155513mDp1KjNmzOD333/H09OT0NBQEhISbHOSkpL417/+xdNPP51pLNu2baN06dJ88cUX7Nu3j5dffpkxY8Ywbdo025wpU6YQFRVlu508eRI/Pz/+9a9/2eaUL1+eiRMnsm3bNjZv3sz9999P165d2bdvn23OiBEjWLZsGYsXL2bjxo2cOXOGbt262cXz3nvv8fLLLzN69Gj27dvHTz/9RGho6O2/2dlhSL6JiYkxACMmJsbRodw1Ptl01AgctdxoN2mDkZpqdXQ4eSIpKclYunSpkZSU5OhQMnXswhWj3vgfjMBRy43hX+0wrNbC+X3Ia2cuxxm/HDlvnLkc5+hQ8lVBv75F7oSubynMdH1LYZZX13d8fLyxf/9+Iz4+/o7PFXUlyvj9zO9G1JWoXIjs1v7++2/Dy8vLOHjwoNGzZ0/jrbfeyjDn+++/Nxo3bmy4uroaJUqUMLp06WI7lpCQYLz44otG+fLlDRcXF6NKlSrGrFmzbMc3bNhgNGnSxHBxcTH8/f2NUaNGGcnJybbjgYGBxvvvv2/3fPXq1TPGjRtnuw8Yn3zyidGlSxfD3d3dqFq1qvHdd98ZhmEYkZGRBmB369evX7Zff1hYmDFgwADb/R49ehjh4eF2c5o1a2b8+9//NgzDMKxWq+Hv72+8++67tuOXL182XF1djQULFmQ4/5w5cwwfH59sxfLMM88Ybdq0yfL4t99+a5hMJuPYsWOZHk9NTTUuXbpkFC9e3PY9uHz5suHs7GwsXrzYNu/AgQMGYERERBiGYRgXL1403N3djZ9++ilbcRrGza/57OY/VCklBVZKqpU5vxwDYNB9QZhvbHQk+SKwhCcf9mmIxWzi2x2n+XjTn44O6a6zcMsJWkxcR59PfqfFxHUs3HLC0SGJiIiISB4zDIO45Lgc3746+BWhX4cy6MdBhH4dylcHv8rxOYwbd4q6hUWLFhEcHEyNGjV47LHH+PTTT+3OsWLFCrp27UpYWBg7duxg7dq1NG3a1Ha8b9++LFiwgKlTp3LgwAFmzpyJl5cXAKdPnyYsLIwmTZqwa9cuPvroI2bPns2bb76Z4/d0/Pjx9OjRg927dxMWFsajjz7KxYsXqVChAkuWLAHg0KFDREVFZVgGdzMxMTH4+fnZ7kdERNC+fXu7OaGhoURERAAQGRlJdHS03RwfHx+aNWtmm3O7bozlRrNnz6Z9+/YEBgZmejw1NZUlS5Zw9epVQkJCgLSKrOTkZLt4g4ODqVixoi3eNWvWYLVaOX36NDVr1qR8+fL06NGDkydP3tHruRWnPD27yB1YvS+a05fjKeHpQtcG5RwdTpF2b9WSjOtci7Hf7WPi6oOU9HIlwNeNoJKe6u11TVRMPJEXrtq9J4kpqazaE83oJXtI/5FuNeClb/bSsnopvXciIiIihVh8SjzN5je7o3NYsfLW72/x1u9v5ehxv/f5HQ/n7G9UNHv2bB577DEAOnbsSExMDBs3bqR169ZAWm+kXr16MX78eNtj6tWrB8Dhw4dZtGgRa9assSU9KleubJv34YcfUqFCBaZNm4bJZCI4OJgzZ84watQoxo4di9mc/VqZ/v3707t3bwDefvttpk6dyubNm+nYsaMtkVO6dOlM+zdlZdGiRWzZsoWZM2faxqKjoylTpozdvDJlyhAdHW07nj6W1Zzb8euvv7Jw4UJWrFiR6fEzZ86watUq5s+fn+HYnj17CAkJISEhAU9PT5YsWUKtWrVs8bq4uGR4X66P988//8RqtfL2228zZcoUfHx8eOWVV3jggQfYvXs3Li4ut/26bkZJKSmQDMPgk/9FAvBY80DcnC0Ojkgebx7Igai/WbD5BP+3eBeQtivfhG51inyPr4VbTjDmmz1YjbT3pGuDclxJTOF/f1wgLiljH65Uw+DYhTglpURERETE4Q4dOsTmzZv59ttvAXBycqJnz57Mnj3blpTauXMngwcPzvTxO3fuxGKx0KpVq0yPHzhwgJCQEEzXbZzUokULrly5wqlTp6hYMfu/S9StW9f2taenJ97e3pw7dy7bj7/R+vXrGTBgAJ988old43BH2Lt3Lw8//DDjxo2jQ4cOmc6ZN28evr6+dOnSJcOxGjVqsHPnTi5dusT8+fMZMGAAGzdutCWmbsVqtZKcnMzUqVNtz79gwQL8/f1Zv359nvWWUlJKCqRtxy+x6+RlXJzMPNY887JEyV8mk4mnW1VmweZ/lp6p6ietQio9IQVp78mS7adtx0t4uvDX1aQMj/tm+ykaBvri6qSEq4iIiEhh5O7kzu99fs/RY87GnaXL0i5YsdrGzCYzSx9eShmPMjd5ZMbnzq7Zs2eTkpJC2bJlbWOGYeDq6sq0adPw8fHB3T3r893sWHaZzeYMSw6Tk5MzzHN2dra7bzKZsFqtGeZlx8aNG+ncuTPvv/8+ffv2tTvm7++fYWe6s2fP4u/vbzuePhYQEGA3p379+jmOZf/+/bRr144nn3ySV155JdM5hmHw6aef8vjjj2dateTi4kLVqlWxWq1Uq1aNPXv2MGXKFGbOnIm/vz9JSUlcvnzZrlrq+teU/jquT2KVKlWKkiVLcuJE3rUfUU8pKZBmXauS6lq/HKWKuTo4Gkl36nJ8hrFUw2D/mdhcfZ6omHh+PXqBqJiMz1fQzn303FVbQup6jzQsz/Jh97Hl5fb8p3sdLNf+Zyj9/4cWbzvFIx9FcOKvuFyJQ0REREQKFpPJhIezR45uQT5BjLt3HGZT2q/qZpOZcSHjCPIJytF5rq9KupmUlBQ+++wzJk2axM6dO223Xbt2UbZsWRYsWACkVSitXbs203PUqVMHq9XKxo0bMz1es2ZNIiIi7JJOv/zyC8WKFaN8+fJAWvIjKirKdjw2NpbIyMhsvYZ06Yma1NRb7xi+YcMGwsPD+c9//sOTTz6Z4XhISEiG17tmzRpbj6agoCD8/f3t5sTGxvL777/b5mTXvn37aNOmDf369eOtt7Jeprlx40aOHDnCoEGDsnVeq9VKYmIiAI0aNcLZ2dku3kOHDnHixAlbvC1atLCNp7t48SIXLlzIsn9VblCllBQ4x/+6yg/709a1Dro/yMHRyPWCSnpiNpEhCfN/i3YxskN1ejetiLPlznLdc36J5PXl+zGM3F8eeOMyuzs9919XEpmy9nCGcYvJxP+FVrdVj/VsUpGW1Utx7EIclUp6cCAqlpGLdrHndAzhU//Hfx6pS4OKvhl6UomIiIhI0dOtWjfuLXsvJ/8+SYViFfD39M+z51q+fDmXLl1i0KBB+Pj42B3r3r07s2fP5qmnnmLcuHG0a9eOKlWq0KtXL1JSUli5ciWjRo2iUqVK9OvXj4EDBzJ16lTq1avH8ePHOXfuHD169OCZZ55h8uTJDBs2jKFDh3Lo0CHGjRvHyJEjbf2k2rZty9y5c+ncuTO+vr6MHTsWiyVnKwoCAwMxmUwsX76csLAw3N3dbc3Wr7d+/Xo6derEc889R/fu3W09lVxcXGx9qZ577jlatWrFpEmTCA8P56uvvmLr1q18/PHHQFrCcfjw4bz55ptUq1aNoKAgXn31VcqWLWu3tO7EiRNcvHiREydOkJqays6dOwGoWrUqXl5e7N27l7Zt2xIaGsrIkSNtsVgsFkqVKmUX9+zZs2nWrBm1a9fO8JrGjBnDgw8+SMWKFYmJiWHu3Lls2LCBH374AUhrwj5o0CBGjhyJn58f3t7eDBs2jJCQEJo3bw5A9erVefjhh3nuuef4+OOP8fb2ZsyYMQQHB9OmTZscfS9yQpVSUuDM+eUYhgGtqpeieplijg5HrhPg486Ebv9U/ZhNUMrLhcvxyYz9bh8dJ29i7YGznLkcd9NqpOurlaxWg92nLvPB2j946IOfGb8sLSEF/ywPvNOqpqQUKws3n2DUEvtldndy7h0nLtH5g5/ZcuwSzhYT6f8ZZTGZeLtb7QyJpQAfd0KqlCDAx522wWVY+ez9NAoszt+JKTzz5XbunZD17nx5WTkmIiIiIgWPv6c/Tfyb5GlCCv7Zye3GhBSkJaW2bt3K7t27ad26NYsXL+b777+nfv36tG3bls2bN9vmfvTRRzzyyCM888wzBAcHM3jwYK5evQpAuXLlWLlyJZs3b6ZevXo89dRTDBo0yG6Z2pgxY2jVqhWdOnUiPDycLl26UKVKlRy9lnLlyjF+/HhGjx5NmTJlGDp0aKbz5s2bR1xcHBMmTCAgIMB269atm23Ovffey/z58/n444+pV68eX3/9NUuXLrVLCL344osMGzaMJ598kiZNmnDlyhVWr16Nm5ubbc7YsWNp0KAB48aN48qVKzRo0IAGDRqwdetWAL7++mvOnz/PF198YRdLkyZN7GKOiYlhyZIlWVZJnTt3jr59+1KjRg0eeOABduzYwapVq3jggQdsc95//306depE9+7dadmyJf7+/nzzzTd25/nss89o1qwZ4eHhtGrVCmdnZ1avXp1h2WRuMhk53StSbltsbCw+Pj7ExMTg7e3t6HAKpJi4ZEImriUuKZXPBzXl/mqlbv2gu1xycjIrV64kLCwsTz/suSkqJt5W9VPSy5WvNp/g/Z/+4OINvZNMJhjapiqh9/jb7v+47yxT1/1hSzx5uli4mkkz8Ot9Magp92XzWkjfBS/Qz4PTlxP4dsdpVu6JIiY+45p0gHkDmtCqRunsn/v8VbafvMyUnw6TnGpQuaQnMx5vRDE3J9t7kt1Kp+RUK+OX7eeL345nOPZo84rUL59WPTVj49Fcq+7Kb3fj9S2SXbq+pTDT9S2FWV5d3wkJCURGRhIUFGSXmBDJT1arldjYWLy9vXO0s+HtuNk1n938h5bvSYGyYMsJ4pJSCfYvxn1VSzo6HMlCgI+7XeLl8ZBKPNygHO+sPmSXYDEM+GDdET5YdyTLc11NSsXd2cz91UpRv6Iv//3hUIblgW+tOMAHfdypWjpj+e31vtp8gjHf7iGzVHsJTxcuXk3ixkOjluzhzS61aV/r5o0jr1/6l67jPf68+6+6FHNL+8dMTpfdOVvMhNXxzzQp9eVvJ/gS+4opqwGjl+zBxclCmxql8PVIWzefnojLaunfrY6LiIiIiIg4gpJSUmAkpViZ+8sxAAbdF5Tt5nxSMHi7OWeZYCnu4YyLk5nEZCuXM6lY+vjxxtxfPa0SqoSnCy99s5dUw8BkAleLmQPRfxM+9X+MfjCYDrXKcPxinC3BkpJqZfOxi3y34wwLt57McO7wOv70aRZI88ol+HrbSdu5zaa0mKNjE3jis620r1mG1x6qhcVsskvgxMQls/GPc4xesscuoWUCxnauaUtI3a7M+nSZTNCtQTkORv/NvhuayBvAiIU7AQgs4YGvuzO7T8VgXHvcv1tWJvQef5wtZpwsJtbsO8v7Px2+ayutRERERESk8FJSSgqM+b8fJzo2AT9PFx6qX/bWD5ACJ7MEi8VkYuVz9xPg405UTDwtJq7LcLxqmX8qoG5sCm7CxAtf7+J/f1xg/LL9jF+2H0hLCtWv6Muf569muTQP4LHmlQipUiLTc/u4O/PBuiN8sulPfjpwlg2Hz5GaatiST8U9nbl0NfNzG8Dxv+Ip6+txO2+VTXqfrvRkWXpPqp5NKmb6fpmAcr5unLqcwPG/4rg+BWgYMGPjn8zY+Gemz2U1YMw3e2hZvZQqpkRERERExOHU6FwKhK82n+C1a8mGS1eTWLrjtIMjkttxYyP0G5t+3+r49edJbwru7+PGZwOb8nxoDbs5BrDjxGVi4pPx83QhrI4/N9bWWUwmKpW0Txpdf24PFydGdQxm1XP3U7+CLynXJaQAW0IqwDdjT4DMzn27ejapyM+j27BgcHN+Ht3GVsmU2fs1sXsdfh7djp1jH2D0g8GZnq+klwv+3m54u2X8fwerAR+tP0pC8q23yhUREREREclLqpQSh4uKiWfMt3ts9w3SdkVTNcfd6cZqpBu/h7c6nhmTyUTDir6ZHhvXuRZ9QyphMZtYuOVEhoqj7Jy/WplivBhagz6zfs9wbFbfxrSvVea2z51dN/bpSpfV++Xr4cLD9cvyzuqDGSrPlg27L8vKNIDPfjvOj/vPMrRtVXo0rsBfVxPVc0pERERERPKdklLicJEXrmZoTJ1qGBy7EKdfkO9SWSVYsns8M1ktDexY2x+LOa2S6HYSXrbzl8r8/PeU877jc9+prN6vrJb+3ViZdn0frS71yxHx519ExSTwytK9TPrxEJfjkjFQzykRERGR3KAN7qWoyI1rXUkpcTh/77xdGiWFw60SMNfPu52EUXbOf7vnzku3U5mWkJzKV5tPMHXdES5eTbLNtRqqUhQRERG5XRaLBYCkpCTc3fVvKSn84uLiAHB2vv3Nn5SUEofbdeqy3f28WBolhUNeVys5shrqTuS0Ms3N2UL/FkFUKuFJ/7lb7OaqSlFERETk9jg5OeHh4cH58+dxdnbGbFYLZ8l/VquVpKQkEhIS8uwaNAyDuLg4zp07h6+vry0hezuUlBKHW7Itran5oPsq0b6m/12VDJD8l9fVSgWxGiqv1AgolumSRVUpioiIiOScyWQiICCAyMhIjh8/fusHiOQBwzCIj4/H3d0dk+nGraByl6+vL/7+/nd0DiWlxKFOX47nl6MXAOh/bxAV/PTLsEh+SV+yOHrJHtuug6pSFBEREbl9Li4uVKtWjaSkpFtPFskDycnJbNq0iZYtW97RsrpbcXZ2vqMKqXRKSolDfbv9FIYBzSv7KSEl4gA9m1QksIQnvT7+DRPQsnopR4ckIiIiclczm824uWXsmyuSHywWCykpKbi5ueVpUiq3aJGrOIxhGCzZnrZ0r3vD8g6ORqToal65BE2D/DCARVtOOTocEREREREpIpSUEofZfuISkReu4uFiIaxOgKPDESnSejetAMCirSdJtWobYxERERERyXtKSonDfH2twfmDtQPwdNVKUhFHerB2AN5uTpy+HM///jjv6HBERERERKQIUFJKHCIhOZXlu84A0L1ROQdHIyJuzha6XVtG+9Xmkw6ORkREREREigIlpcQhftgXzd+JKZTzdad5UAlHhyMiQK9rS/h+OnCW838nOjgaEREREREp7JSUEof4p8F5Ocxmk4OjERGAYH9v6lfwJcVq8PU2NTwXEREREZG8paSU5LvomAR+vtazpnsj7bonUpCkNzxfuOUEhqGG5yIiIiIikneUlJJ89+2O01gNaFrJj8ASno4OR0Su06luWTxdLBz7K46IP/9ydDgiIiIiIlKIKSkl+cowDL7eltZEWQ3ORQoeT1cnHqqf9tlUw3MREREREclLSkpJvtp58jJHz1/FzdlMWJ0AR4cjIplIX8K3em80l64mOTgaEREREREprJSUkny1ZHta8+SO9/hTzM3ZwdGISGbqlPOhVoA3SalWvtlx2tHhiIiIiIhIIaWklOSbYxeu8s21Hb0eaVTBwdGISFZMJpOtWuqrzWp4LiIiIiIieUNJKckXC7ecoM1/NxCXbAXg5KU4B0ckIjfzcINyuDmb+ePcFbafuOTocEREREREpBBSUkryXFRMPGO+2cP1tRavfLuXqJh4h8UkIjfn7eZMp7plAZiy9g99XkVEREREJNcpKSV5LvLCVaw3rP5JNQyOXVC1lEhBVqqYCwCbDl+gxcR1LNxywsERiYiIiIhIYVJgklITJ07EZDIxfPhw21hCQgJDhgyhRIkSeHl50b17d86ePWv3uBMnThAeHo6HhwelS5fmhRdeICUlxW7Ohg0baNiwIa6urlStWpW5c+dmeP7p06dTqVIl3NzcaNasGZs3b7Y7np1YJHNBJT0zjFlMJiqV9HBANCKSHVEx8czc+KftvtWAl75RhaOIiIiIiOSeApGU2rJlCzNnzqRu3bp24yNGjGDZsmUsXryYjRs3cubMGbp162Y7npqaSnh4OElJSfz666/MmzePuXPnMnbsWNucyMhIwsPDadOmDTt37mT48OE88cQT/PDDD7Y5CxcuZOTIkYwbN47t27dTr149QkNDOXfuXLZjkaxdvGFLeYvJxNvdahPg4+6giETkVlThKCIiIiIiec3hSakrV67w6KOP8sknn1C8eHHbeExMDLNnz+a9996jbdu2NGrUiDlz5vDrr7/y22+/AfDjjz+yf/9+vvjiC+rXr8+DDz7IG2+8wfTp00lKSkuEzJgxg6CgICZNmkTNmjUZOnQojzzyCO+//77tud577z0GDx7MgAEDqFWrFjNmzMDDw4NPP/0027FI1qatOwJA+5plWDC4OT+PbkPPJhUdHJWI3ExQSU/MpozjZX3d8j8YEREREREplByelBoyZAjh4eG0b9/ebnzbtm0kJyfbjQcHB1OxYkUiIiIAiIiIoE6dOpQpU8Y2JzQ0lNjYWPbt22ebc+O5Q0NDbedISkpi27ZtdnPMZjPt27e3zclOLJK5g9GxrNobjckEL3asQUiVEqqQErkLBPi4M6FbHSwm+8zUV1tOOigiEREREREpbJwc+eRfffUV27dvZ8uWLRmORUdH4+Ligq+vr914mTJliI6Ots25PiGVfjz92M3mxMbGEh8fz6VLl0hNTc10zsGDB7MdS2YSExNJTEy03Y+NjQUgOTmZ5OTkLB9XmEz96TAAHWuVIcjPrci87pxIf0/03khB061+ACFBxTlxMY5jf13lle8OMHPjUdrVKEm98j7ZOoeubynMdH1LYabrWwozXd9SmBWU6zu7z++wpNTJkyd57rnnWLNmDW5uhXM5yIQJExg/fnyG8R9//BEPj8Lf5Ds6DlbttQAm6lpOs3LlaUeHVKCtWbPG0SGIZKkY0KikmW0XzAz57DdeqJuKcw5qbXV9S2Gm61sKM13fUpjp+pbCzNHXd1xc9nrROiwptW3bNs6dO0fDhg1tY6mpqWzatIlp06bxww8/kJSUxOXLl+0qlM6ePYu/vz8A/v7+GXbJS98R7/o5N+6Sd/bsWby9vXF3d8disWCxWDKdc/05bhVLZsaMGcPIkSNt92NjY6lQoQIdOnTA29v7Vm/RXW/Eot0YRNOhVmme+Fd9R4dTYCUnJ7NmzRoeeOABnJ2dHR2OSJZC4pII++BXzl5J4rBLVV7oUP2Wj9H1LYWZrm8pzHR9S2Gm61sKs4JyfaevFLsVhyWl2rVrx549e+zGBgwYQHBwMKNGjaJChQo4Ozuzdu1aunfvDsChQ4c4ceIEISEhAISEhPDWW29x7tw5SpcuDaRlA729valVq5ZtzsqVK+2eZ82aNbZzuLi40KhRI9auXUuXLl0AsFqtrF27lqFDhwLQqFGjW8aSGVdXV1xdXTOMOzs7F/q//I6cu8KKvWlLG59rX73Qv97cUBSuC7m7lfZx5u2udXjy823M+vkYD9YpS4OKxW/9QHR9S+Gm61sKM13fUpjp+pbCzNHXd3af22FJqWLFilG7dm27MU9PT0qUKGEbHzRoECNHjsTPzw9vb2+GDRtGSEgIzZs3B6BDhw7UqlWLxx9/nHfeeYfo6GheeeUVhgwZYksGPfXUU0ybNo0XX3yRgQMHsm7dOhYtWsSKFStszzty5Ej69etH48aNadq0KZMnT+bq1asMGDAAAB8fn1vGIvamrz+CYaTtuHdP2ez1nhGRgq/DPf50qV+WpTvP8PziXax49n7cnC2ODktERERERO5CDm10fivvv/8+ZrOZ7t27k5iYSGhoKB9++KHtuMViYfny5Tz99NOEhITg6elJv379eP31121zgoKCWLFiBSNGjGDKlCmUL1+eWbNmERoaapvTs2dPzp8/z9ixY4mOjqZ+/fqsXr3arvn5rWKRf0ReuMp3O9P6Rz3XrpqDoxGR3PbaQ/fwy9G/OHr+Km8s30943QCCSnpqZ00REREREcmRApWU2rBhg919Nzc3pk+fzvTp07N8TGBgYIbleTdq3bo1O3bsuOmcoUOH2pbrZSY7sUia6euPYDWgbXBp6mRzhy4RuXv4ergwoWsdnvhsK1/+foIvfz+B2QQTutWhZ5OKjg5PRERERETuEjnYO0nk1o7/dZVvd6RVST2rKimRQuuecvabNVgNeOmbvUTFxDsoIhERERERudsoKSW5JiomnnHf7SPVatCqeinqV/B1dEgikkciL1zNMJZqGBy7kL2tX0VERERERArU8j25ey3ccoIx3+zBaqTdr1XW++YPEJG7WlBJT8wmbJ95AIvJRKWSHo4LSkRERERE7iqqlJI7FhUTb5eQAvh4459axiNSiAX4uDOhWx1Mpn/G3u5WW83ORUREREQk25SUkjsWeeGqXUIKtIxHpCjo2aQi859oDoCz2UTnemUdHJGIiIiIiNxNlJSSO1aheMbKCC3jESkamlf2o4KfO8lWg1+P/OXocERERERE5C6ipJTcsXUHz9vdt5hMWsYjUkSYTCba1igNwLpD5xwcjYiIiIiI3E3U6FzuyIUrifz3x0MAPB9ag0YVi1OppIcSUiJFSOvg0syLOM6Gg+cwDAPT9Y2mREREREREsqCklNyRiasO8ndCCrXLefN0qypYzPplVKSoCalcAlcnM2diEjh89go1/Is5OiQREREREbkLaPme3Latxy7y9bZTALz+cG0lpESKKDdnC/dWKQHAei3hExERERGRbFJSSm5LSqqVV7/bB0DPxhVoWLG4gyMSEUdqG5zWV2r9QSWlREREREQke5SUktvyxW/HORAVi4+7My92rOHocETEwVpfa3a+9fglYuKTHRyNiIiIiIjcDZSUkhw7/3cik348DMALoTUo4eXq4IhExNEq+HlQtbQXqVaDn/+44OhwRERERETkLqCklORIVEw8Ixft5O/EFOqU86F304qODklECog2NUoB6islIiIiIiLZo6SUZNvCLSe4d+I6/netCqJl9VJqbi4iNm2u9ZXacOg8Vqvh4GhERERERKSgU1JKsiUqJp4x3+zBuO73zBkbjhIVE++4oESkQGkc6IeXqxMXriSy90yMo8MREREREZECTkkpyZbIC1e5sfAh1TA4diHOMQGJSIHj4mTmvqolAVh/8LyDoxERERERkYJOSSnJlqCSnty4Us9iMlGppIdjAhKRAqlNsPpKiYiIiIhI9igpJdkS4OPOhG51sJjSMlMWk4m3u9UmwMfdwZGJSEHSukZaX6ldpy7z15VEB0cjIiIiIiIFmZOjA5C7R88mFWlZvRTHLsRRqaSHElIikkEZbzfuKevNvjOxbDx8ns51yjg6JBERERERKaBUKSU5EuDjTkiVEkpIiUiW2lyrllp/SH2lREREREQka0pKiYhIrkrvK7Xp8HlSUq0OjkZERERERAoqJaVERCRX1a9QHF8PZ2Lik9l1KsbR4YiIiIiISAGlpJSIiOQqi9lEq+pp1VIbDl9wcDQiIiIiIlJQKSklIiK5Lr2vlJJSIiIiIiKSFSWlREQk17WsXgqTCQ5G/82OCyaiYhIcHZKIiIiIiBQwSkqJiEiu8/N0oULxtF065/5hofWkTSzccsLBUYmIiIiISEGipJSIiOS6qJh4Tl6Mt923GvDSN3uJiom/yaNERERERKQoUVJKRERyXeSFqxg3jKUaBscuxDkkHhERERERKXiUlBIRkVwXVNITsynjeOlirvkfjIiIiIiIFEhKSomISK4L8HFnQrc6GRJTL327h7ikFMcEJSIiIiIiBYqSUiIikid6NqnIhv9rydBaqcx8tD7FXJ34PfIig+ZuJT4p1dHhiYiIiIiIgykpJSIieSbAx41qPgZtg0szd2BTPF0sRPz5F4M/20pCshJTIiIiIiJFmZJSIiKSLxoFFmfewKZ4uFj4+cgF/v35No5duMqvRy9oVz4RERERkSLIydEBiIhI0dG4kh9z+jeh/5wtbDx8ntb/3QCA2QQTutWhZ5OKjg1QRERERETyjSqlREQkXzWrXIJ3H6lrN2Y14KVv9qpiSkRERESkCFFSSkRE8p2fl0uGsVTD4NiFOAdEIyIiIiIijqCklIiI5Lugkp6YbhizmExUKunxz0DMaYjclPaniIiIiIgUOkpKiYhIvgvwceeBWmVs9y0mE293q02Aj3vawO8fw/v3wLzOMLk2bP/MQZGKiIiIiEheUVJKREQcomFgcQBaVivJz6Pb/NPkPOY0rHoBMNLuG1ZYNlwVUyIiIiIihYySUiIi4hBO5rQFfMU9Xf6pkAK4eDTjZCMVLv6ZT5GJiIiIiEh+UFJKREQcwtmS9iMoJdWwP+BXBUw3/HgymcGvcj5FJiIiIiIi+UFJKRERcYj0pFRSqtX+gE856DwFTJZ/xtx8wMUDEREREREpPJSUEhERh3CypC3fS7kxKQXQsC8M3wO9F4FPBYi/lNZXyjAyzhURERERkbuSklIiIuIQzulJKWsWiSafclAjFHrMA7MT7F+qXfhERERERAoRJaVERMQhbMv3UjKplLpeuUbQ9tW0r1ePhvOH8jgyERERERHJD0pKiYiIQziZrzU6z6pS6nr3PguVW0NyHHw9CJIT8jY4ERERERHJc0pKiYiIQzjfrKfUjcxm6DoTPErA2T2w4v8gchPEnM7jKEVEREREJK8oKSUiIg7xz+572WxeXswfusxI+3rnFzCvM0yurT5TIiIiIiJ3KSWlRETEIW66+15WytwDmP65b1jTduVTxZSIiIiIyF1HSSkREXGI9EqpbPWUSnfxKHDDfCMVLv6Ze4GJiIiIiEi+UFJKREQcwsmcVvF0y933rudXBUw3/OgymcGvci5GJiIiIiIi+UFJKRERcYh/KqVykJTyKQedp4DJ8s+YZ2nwKp3L0YmIiIiISF5TUkpERBzClpTKbqPzdA37wvA90HsBuPnClWj4fUbuBygiIiIiInlKSSkREXGI9EbnSTlpdJ7OpxzUCIMOb6Td3zARYqNyMToREREREclrSkqJiIhDuNxupdT16j8G5RpD0hVY82ouRSYiIiIiIvlBSSkREXGI9EqpHPWUupHZDGHvAibYsxiO/Zw7wYmIiIiISJ5TUkpERBzCyZz2Iyg51cAw7qBaqlxDaNQ/7euVL0Bq8p0HJyIiIiIieU5JKRERcYj05XsAKdY7SEoBtBsL7sXh3H7Y/MkdRiYiIiIiIvlBSSkREXGI9OV7cId9pQA8/KD9a2lfb5gAf5+9s/OJiIiIiEieU1JKREQc4vqkVPKd9JVK16AvlG0IibGw4nmI3AQxp+/8vCIiIiIikieUlBIREYdwNv/zIyg5JReSUmYzhP837euD38O8zjC5Nmz/7M7PLSIiIiIiuU5JKRERcQiz2YTFnL4D3x0u30vn5Q/8U4GFYYVlw1UxJSIiIiJSACkpJSIiDuN0LSmVnJoLlVIAF48CNyS4jFS4+GfunF9ERERERHKNklIiIuIwztd24Eu+00bn6fyqgCmTH23b5kJyfO48h4iIiIiI5AolpURExGGcrzU7T8mtSimfctB5Cpgs1wauLeXb+zXMag8X/sid5xERERERkTvm5OgARESk6HLK7UopgIZ9oUq7tCV7fpXhwmH4ZjCc3Qsft05LWlUMSVvq51clLZElIiIiIiL5TkkpERFxGOfc7imVzqfcP8kmn3Lw1M+w5Ak49j9YMoi0Ciojbalf5ylpiSwREREREclXWr4nIiIO4+yU9mMoxZrLSakbFfOHvt9Bs6evDVyrzNLufCIiIiIiDqOklIiIOMw/u+/l4vK9rJgtEByWcVy784mIiIiIOISSUiIi4jDpu++l5EdSCrLenW/XV5CSlD8xiIiIiIgIoKSUiIg4kLOt0XkeL99Ll9XufDu/gDkd4fKJ/IlDRERERETU6FxERBzHyZJHjc5v5sbd+aL3wLf/htPbYMb9EPo2+FbQznwiIiIiInlMSSkREXEYZ3N6o/N8Wr6XLsPufP+Dxf3TElPfPZM2rp35RERERETylJbviYiIwzg7OaBSKjO+FaH7p9iW84F25hMRERERyWNKSomIiMM4mdN7SuVzpVRmYk4AN8RhpMLFow4JR0RERESksFNSSkREHMb5Wk+pFEdXSkHWO/MdWp3/sYiIiIiIFAFKSomIiMPk++57N5PVzny/TYeIDx0WloiIiIhIYaVG5yIi4jBOlgK0fA8y7sy380tY/xb8MAZci0HDxx0doYiIiIhIoaGklIiIOIyz+dryPWsBqJRKd/3OfC1fgIQYiJgGy54FVy+4p6tj4xMRERERKSSUlBIREYdxsqTvvldAKqVuZDJBhzch8W/YPg+WDIaUJPAOSOtBlZ68EhERERGRHFNSSkREHKZA9ZTKiskEnd5PS0zt+wa+ffLauDmtB1XDvo6NT0RERETkLqVG5yIi4jDpSamUgloplc5sgfav2Y8ZVlg2HGJOOyIiEREREZG7npJSIiLiME7m9OV7BbhSKt3l4xnHjFS4cDj/YxERERERKQSUlBIREYdxdipgu+/djF+VtCV7N/rpNVVLiYiIiIjcBocmpT766CPq1q2Lt7c33t7ehISEsGrVKtvxhIQEhgwZQokSJfDy8qJ79+6cPXvW7hwnTpwgPDwcDw8PSpcuzQsvvEBKSordnA0bNtCwYUNcXV2pWrUqc+fOzRDL9OnTqVSpEm5ubjRr1ozNmzfbHc9OLCIikjMFcve9rPiUS+shZbKk3TeZwckdonbCzPvh6DqHhiciIiIicrdxaFKqfPnyTJw4kW3btrF161batm3Lww8/zL59+wAYMWIEy5YtY/HixWzcuJEzZ87QrVs32+NTU1MJDw8nKSmJX3/9lXnz5jF37lzGjh1rmxMZGUl4eDht2rRh586dDB8+nCeeeIIffvjBNmfhwoWMHDmScePGsX37durVq0doaCjnzp2zzblVLCIiknNOlruoUgrSmpoP3wP9lsPwvfDMr+BfB+L+gs+7wYb/wOWTELlJ1VMiIiIiIrfg0KRU586dCQsLo1q1alSvXp233noLLy8vfvvtN2JiYpg9ezbvvfcebdu2pVGjRsyZM4dff/2V3377DYAff/yR/fv388UXX1C/fn0efPBB3njjDaZPn05SUhIAM2bMICgoiEmTJlGzZk2GDh3KI488wvvvv2+L47333mPw4MEMGDCAWrVqMWPGDDw8PPj0008BshWLiIjk3F2x+96NfMpB0P1pf/pVhkFroGE/wIANb8Pk2jCvc9qf2z9zdLQiIiIiIgWWk6MDSJeamsrixYu5evUqISEhbNu2jeTkZNq3b2+bExwcTMWKFYmIiKB58+ZERERQp04dypQpY5sTGhrK008/zb59+2jQoAERERF250ifM3z4cACSkpLYtm0bY8aMsR03m820b9+eiIgIgGzFkpnExEQSExNt92NjYwFITk4mOTn5Nt8pKWzSrwVdE1IY3er6NpOWjEpKTr2LPwNO8OAkTH5Vsfz0Kqb0YcOKsWw4KYGtwLusIwOUPKK/v6Uw0/UthZmubynMCsr1nd3nd3hSas+ePYSEhJCQkICXlxfffvsttWrVYufOnbi4uODr62s3v0yZMkRHRwMQHR1tl5BKP55+7GZzYmNjiY+P59KlS6SmpmY65+DBg7Zz3CqWzEyYMIHx48dnGP/xxx/x8PDI8nFSNK1Zs8bRIYjkmayu78NRJsDCydOnWbnyZP4GlctK/n2VFjeMmYxUti2fw1nfBg6JSfKH/v6WwkzXtxRmur6lMHP09R0XF5eteQ5PStWoUYOdO3cSExPD119/Tb9+/di4caOjw8oVY8aMYeTIkbb7sbGxVKhQgQ4dOuDt7e3AyKQgSU5OZs2aNTzwwAM4Ozs7OhyRXHWr6ztmy0mWHDtAydL+hIXVz/8Ac1NsfYxp72Ay7JciNjv7OamNG2FU7+igwCSv6O9vKcx0fUthputbCrOCcn2nrxS7FYcnpVxcXKhatSoAjRo1YsuWLUyZMoWePXuSlJTE5cuX7SqUzp49i7+/PwD+/v4ZdslL3xHv+jk37pJ39uxZvL29cXd3x2KxYLFYMp1z/TluFUtmXF1dcXV1zTDu7Oysv/wkA10XUphldX27XRtLNbj7r/8SgWm78y0bDkZq2u58HiUxXT2H0+LHoG4vaPFsWlN0vyppPamkUNDf31KY6fqWwkzXtxRmjr6+s/vcDm10nhmr1UpiYiKNGjXC2dmZtWvX2o4dOnSIEydOEBISAkBISAh79uyx2yVvzZo1eHt7U6tWLduc68+RPif9HC4uLjRq1MhujtVqZe3atbY52YlFRERyzsmS1oHprmp0fjM37s43fDfc+2xagmr3V/DRvWqCLiIiIiJyjUMrpcaMGcODDz5IxYoV+fvvv5k/fz4bNmzghx9+wMfHh0GDBjFy5Ej8/Pzw9vZm2LBhhISE2BqLd+jQgVq1avH444/zzjvvEB0dzSuvvMKQIUNsFUpPPfUU06ZN48UXX2TgwIGsW7eORYsWsWLFClscI0eOpF+/fjRu3JimTZsyefJkrl69yoABAwCyFYuIiOSc0924+96t+JSzr4Lq8AZUDIGvev8zZljTKqqqtFPFlIiIiIgUWQ5NSp07d46+ffsSFRWFj48PdevW5YcffuCBBx4A4P3338dsNtO9e3cSExMJDQ3lww8/tD3eYrGwfPlynn76aUJCQvD09KRfv368/vrrtjlBQUGsWLGCESNGMGXKFMqXL8+sWbMIDQ21zenZsyfnz59n7NixREdHU79+fVavXm3X/PxWsYiISM65XKuUSkk1HBxJHnP1yjhmpMLFP5WUEhEREZEiy6FJqdmzZ9/0uJubG9OnT2f69OlZzgkMDGTlypU3PU/r1q3ZsWPHTecMHTqUoUOH3lEsIiKSM07ma5VS1kKelPKrkraEz64Jugn8KjssJBERERERRytwPaVERKTosPWUSilEy/cy41MurQm6yWI/nnDZIeGIiIiIiBQE2U5Kpe9Sd6ubiIhIdrlc6ymVYi3kSSmwb4JerQNgwOrRYBTyKjERERERkSxke/meYRgEBgbSr18/GjRokJcxiYhIEZHe6LzQ95RKl94E3bciTGsCkZvg4Aqo2cnRkYmIiIiI5LtsJ6U2b97M7NmzmTJlCkFBQQwcOJBHH32U4sWL52V8IiJSiNmW7xWFSqnrFQ+Ee4fB//4LP74M1R4AJ1dHRyUiIiIikq+yvXyvcePGfPTRR0RFRTFy5Ei+/fZbypcvT69evVizZk1exigiIoVU+vK95JQiUil1vftGgJc/XDoGv2k3VxEREREpenLc6NzNzY3HHnuMtWvXsnfvXs6dO0fHjh25ePFiXsQnIiKFWHqlVJHoKXUjVy94YHza15v+C39HOzYeEREREZF8dlu77506dYo333yTBx54gIMHD/LCCy/g7e2d27GJiEgh52S+VilVVHpK3ahODyjXCJKuwNo3HB2NiIiIiEi+ynZSKikpiYULF9KhQweqVavG9u3bmTx5MidPnmTixIk4OWW7PZWIiAhw3fK91CJYKQVgNkPH/6R9vfMLOL3dsfGIiIiIiOSjbGeSAgICKFasGP369ePDDz+kdOnSAFy9etVuniqmREQku2zL94pqpRRAhSZQtyfsXgjLR8ADr0OJqmm79ImIiIiIFGLZrpS6dOkSJ06c4I033qBGjRoUL17c7ubr66ud+EREJEeu333PMIpwYqr9a2Bxgaid8NlDMLk2bP/M0VGJiIiIiOSpbFdKrV+/Pi/jEBGRIsj5Wk8pw4BUq2FLUhU5hgGpydfdt8Ky4VClnSqmRERERKTQynZSqlWrVnkZh4iIFEHOTv8U7KZYDZwsDgzGkS4eBW6oFDNS4eKfSkqJiIiISKGV7aTU7t27Mx338fGhYsWKmExF9H+3RUTktjmZ//nZkZxqxc25iGal/KqAyZxWIZXOZAa/yo6LSUREREQkj2U7KVW/fn1MJlOGnh8mkwk3NzeGDx/O66+/jsVSRH+hEBGRHHO2/FMplVyUm537lIPOU9KW7BmpaWNuPuDq5dCwRERERETyUraTUpGRkZmOX758mW3btvHqq69SvHhxnn/++VwLTkRECjeL2YTZBFYDUlKtt35AYdawb1oPqbP7YMUIiDkFq1+CLtMdHZmIiIiISJ7IdlIqMDAwy/F69erh7e3N+PHjlZQSEZEccbKYSUqxkmwtwpVS6XzKpd1cZ8GcB2HnFxAcDsFhjo5MRERERCTXmW89JXsaNWqUZTWViIhIVpyv9ZVKTinilVLXCwyBe4elfb3sWbh6wbHxiIiIiIjkgVxLSkVHR1OqVKncOp2IiBQR6TvwpViVlLLT5mUoXQuunoflw8FQJZmIiIiIFC65kpQ6f/48r776Km3atMmN04mISBHiZE77UVSkG51nxtkNus4AsxMcWAa7Fzk6IhERERGRXJXtnlINGjTAZDJlGI+JieHUqVPUqFGDL774IleDExGRws/ZkvazJUVJqYwC6kHr0bDuTVj5AlRqAT7lHR2ViIiIiEiuyHZSqkuXLpmOe3t7U6NGDUJDQ7FYLLkVl4iIFBHOlrRKqaSivvteVlqMgEOr4fRWWDIIWr0EJaumNUQXEREREbmLZTspNW7cuFvOSU1NVWJKRERyxMlWKaWkVKYsTmnL+D4MgRO/wecPgckMnadAw76Ojk5ERERE5LblSk+pw4cP8+KLL1K+vJYUiIhIzjib0xuda/lelpw9wJryz33DCsuGQ8xph4UkIiIiInKnbjspFRcXx5w5c7j//vupVasWmzZtYuTIkbkZm4iIFAHOTmmVUlq+dxMXjwI3JO2MVLj4p0PCERERERHJDdlevpfut99+Y9asWSxevJiKFSty4MAB1q9fz/33358X8YmISCGXvvueGp3fhF+VtCV7xnWJO5MZ/Co7LiYRERERkTuU7UqpSZMmcc899/DII49QvHhxNm3axJ49ezCZTJQoUSIvYxQRkULMWT2lbs2nXFoPKdN1fRs9S6XdRERERETuUtlOSo0aNYouXbpw/Phx3n33XerVq5eXcYmISBGRXiml5Xu30LAvDN8Dvb8Cdz+4chZ++9DRUYmIiIiI3LZsJ6XeeOMNFi9eTFBQEKNGjWLv3r15GZeIiBQRzk5avpdtPuWgxoMQ+nba/Y3vQMwpx8YkIiIiInKbsp2UGjNmDIcPH+bzzz8nOjqaZs2aUa9ePQzD4NKlS3kZo4iIFGLO5mvL96yqlMq2er2gYggkX4UfXnZ0NCIiIiIityXHu++1atWKefPmER0dzTPPPEOjRo1o1aoV9957L++9915exCgiIoWYkyV99z1VSmWbyQRh/03rMbV/KRxd5+iIRERERERyLMdJqXTFihXj3//+N7///js7duygadOmTJw4MTdjExGRIsDZkr58T5VSOeJfG5o+mfb1yhcgJdGx8YiIiIiI5NBtJ6WuV6dOHSZPnszp06dz43QiIlKE/JOUUqVUjrUZA56l4a8jEDHN0dGIiIiIiORIriSl0jk7O+fm6UREpAhwutZTKlk9pXLOzQc6vJn29cZ34eQWiNwEMfpPIhEREREp+JwcHYCIiBRt6bvvJaeoUuq21O0B2+bCiV9hdvu0MZMZOk+Bhn0dGpqIiIiIyM3kaqWUiIhITmn3vTtkMkGrF+3HDCssG66KKREREREp0JSUEhERh3K61lMqWT2lbp/ZknHMSIWLf+Z/LCIiIiIi2XRHSanw8HCioqJyKxYRESmCnG1JKVVK3Ta/KmlL9uyYoJi/Q8IREREREcmOO0pKbdq0ifj4+NyKRUREiiBny7Xle0pK3T6fcmk9pEzXV0wZsPBxuPCHw8ISEREREbkZLd8TERGHcjJfq5SyavneHWnYF4bvgX7L4V+fgVcZOH8APm4D+5Y6OjoRERERkQzuaPe9wMBAnJ2dcysWEREpgpyuVUolp6hS6o75lEu7AVRsDl8PgOO/wOJ+cKQv1O4KJWv8M0dERERExIHuqFJq7969VKhQIbdiERGRIsjlWk+pFFVK5a5iZaDv99DiubT7Oz6Dz7vC5Nqw/TPHxiYiIiIigpbviYiIg9kqpdRTKvdZnKDpvwHTP2OGFZYNh5jTjopKRERERARQUkpERBzMSbvv5a2LR4EbqtCMVLj4p0PCERERERFJp6SUiIg4lItt9z0t38sTflXAdOOPexP4VXZIOCIiIiIi6ZSUEhERh9Lue3nMpxx0ngImyz9jFhdw8XRcTCIiIiIi3EZSaty4cRw/fjwvYhERkSJIu+/lg4Z9Yfge6LcMSlSD1ETYOtvRUYmIiIhIEZfjpNR3331HlSpVaNeuHfPnzycxMTEv4hIRkSLin933lJTKUz7lIKgltHw+7f5vMyA5wbExiYiIiEiRluOk1M6dO9myZQv33HMPzz33HP7+/jz99NNs2bIlL+ITEZFC7p9G51q+ly9qdwfv8nD1HOya7+hoRERERKQIu62eUg0aNGDq1KmcOXOG2bNnc+rUKVq0aEHdunWZMmUKMTExuR2niIgUUunL91QplU8szhAyJO3rXz8Aa6pj4xERERGRIuuOGp0bhkFycjJJSUkYhkHx4sWZNm0aFSpUYOHChbkVo4iIFGLpy/eSU1QplW8a9gU3X7j4JxxY5uhoRERERKSIuq2k1LZt2xg6dCgBAQGMGDGCBg0acODAATZu3Mgff/zBW2+9xbPPPpvbsYqISCHkZL7W6FyVUvnH1QuaPpn29S+TwVBCUERERETyX46TUnXq1KF58+ZERkYye/ZsTp48ycSJE6lataptTu/evTl//nyuBioiIoVTek+pFPWUyl/N/g1ObnBmB0RucnQ0IiIiIlIE5Tgp1aNHD44dO8aKFSvo0qULFoslw5ySJUti1f94i4hINtiW76Xq50a+8iwJDR5L+/qXyQ4NRURERESKphwnpdJ7R90oPj6e119/PVeCEhGRoiO90bl233OAkKFgMsPRdRC1y9HRiIiIiEgRk+Ok1Pjx47ly5UqG8bi4OMaPH58rQYmISNHhrN33HMcvCO7pmvb1hglpy/hiTjs2JhEREREpMm6rUspkMmUY37VrF35+frkSlIiIFB1O5vTd95SUcogWz6X9eWgVzOsMk2vD9s8cG5OIiIiIFAlO2Z1YvHhxTCYTJpOJ6tWr2yWmUlNTuXLlCk899VSeBCkiIoWXs9O1pJRVy/ccwqOk/X3DCsuGQ5V24FPOISGJiIiISNGQ7aTU5MmTMQyDgQMHMn78eHx8fGzHXFxcqFSpEiEhIXkSpIiIFF7O5mvL99To3DEuHs04ZqTCxT+VlBIRERGRPJXtpFS/fv0ACAoK4t5778XZ2TnPghIRkaLD6drue1YDUq0GFnPGJeKSh/yqpDU7N25MCqpyTURERETyVrZ6SsXGxtq+btCgAfHx8cTGxmZ6ExERyYn0RucAyaqWyn8+5aDzFDBZ7McX9YVTWx0Tk4iIiIgUCdmqlCpevDhRUVGULl0aX1/fTBudpzdAT01NzfUgRUSk8HK2/PP/IynqK+UYDfum9ZC6+Ce4F4fvh8GZ7WmNz3t+DlXbOzpCERERESmEspWUWrdunW1nvfXr1+dpQCIiUrQ4XbdcT32lHMin3D89pPotg0WPw9F1ML8nhE6A0sFpS/3UZ0pEREREckm2klKtWrWyfR0UFESFChUyVEsZhsHJkydzNzoRESn0LGYTJhMYBiQpKVUwuHpB74Ww9CnYuwRWvZA2bjKnLfVr2Nex8YmIiIhIoZCtnlLXCwoK4vz58xnGL168SFBQUK4EJSIiRYfJZMLZnPbjKCVVy/cKDCcXaD8euO4/oQwrLBsOMacdFZWIiIiIFCI5Tkql94660ZUrV3Bzc8uVoEREpGhxutbsXEmpAuZSJBl24TNS03pPiYiIiIjcoWwt3wMYOXIkkPY/2q+++ioeHh62Y6mpqfz+++/Ur18/1wMUEZHCL63ZeaqW7xU0flXSluwZN3xf/FQZLSIiIiJ3LttJqR07dgBplVJ79uzBxcXFdszFxYV69erx/PPP536EIiJS6DmnV0pZlZQqUHzKpfWQWjY8rUIq3eHV0OQJh4UlIiIiIoVDtpNS6bvuDRgwgClTpuDt7Z1nQYmISNHipJ5SBVfDvlClXdqSveO/wIYJ8OOrULkNlKji6OhERERE5C6W455Sc+bMUUJKRERyVXpPKS3fK6B8ykHQ/dDyRah0PyTHwdJnwJp668eKiIiIiGQh25VS6a5evcrEiRNZu3Yt586dw3rDUos//1TzUxERyRkXiyql7gpmMzw8HT5qASd/g4hp0OI5R0clIiIiInepHCelnnjiCTZu3Mjjjz9OQEBApjvxiYiI5MQ/u++pUqrAKx4IHd+G74fBujehWgcoXdPRUYmIiIjIXSjHSalVq1axYsUKWrRokRfxiIhIEZTeU0rL9+4SDR6HA8vhjx/g23/DE2vB4uzoqERERETkLpPjnlLFixfHz88vL2IREZEiytlJy/fuKiYTPDQV3HwhahesGQuRmyDmtKMjExEREZG7SI6TUm+88QZjx44lLi4uL+IREZEiyNl8bfmeVZVSd41i/hA+Ke3r3z6EeZ1hcm3Y/plj4xIRERGRu0aOl+9NmjSJo0ePUqZMGSpVqoSzs325/vbt23MtOBERKRr+2X1PlVJ3lYoh9vcNKywbDlXape3YJyIiIiJyEzlOSnXp0iUPwhARkaLM2bb7niql7ioXj2YcM1LhryNKSomIiIjILeU4KTVu3Li8iENERIqwf5JSqpS6q/hVAZM5rULqeuvehJLVwLusY+ISERERkbtCjntKiYiI5Danaz2lktVT6u7iUw46TwGTJe2+yQwWFzi1GT5qAQdXOjY+ERERESnQclwplZqayvvvv8+iRYs4ceIESUlJdscvXryYa8GJiEjRkL77XnKKklJ3nYZ903pIXfwT/CpDcjwsGZi2K99XvaHJYGj+NMSeTqus0rI+EREREbkmx5VS48eP57333qNnz57ExMQwcuRIunXrhtls5rXXXsuDEEVEpLD7Z/c9Ld+7K/mUg6D70/4sWRUGrYGQoWnHtnwCHzTU7nwiIiIikkGOk1Jffvkln3zyCf/3f/+Hk5MTvXv3ZtasWYwdO5bffvstL2IUEZFCzulaT6lk9ZQqHJxcIfQt6Pqx/Xj67nwxpx0SloiIiIgULDlOSkVHR1OnTh0AvLy8iImJAaBTp06sWLEid6MTEZEiwdlyraeUdt8rXLwDMo4ZqXDs5/yPRUREREQKnBwnpcqXL09UVBQAVapU4ccffwRgy5YtuLq65m50IiJSJPyz+56SUoVK+u58N1r2LGyZBYYq40RERESKshwnpbp27cratWsBGDZsGK+++irVqlWjb9++DBw4MNcDFBGRws/JfG35nnpKFS6Z7c5XohqkJMCK/4PPu8KprRC5SUv6RERERIqgHCelJk6cyEsvvQRAz5492bRpE08//TRff/01EydOzNG5JkyYQJMmTShWrBilS5emS5cuHDp0yG5OQkICQ4YMoUSJEnh5edG9e3fOnj1rN+fEiROEh4fj4eFB6dKleeGFF0hJSbGbs2HDBho2bIirqytVq1Zl7ty5GeKZPn06lSpVws3NjWbNmrF58+YcxyIiIjlnW76n3fcKn4Z9Yfge6Lcchu+FIZuh43/AyQ3+XA+z2qkJuoiIiEgRleOk1I1CQkIYOXIknTt3zvFjN27cyJAhQ/jtt99Ys2YNycnJdOjQgatXr9rmjBgxgmXLlrF48WI2btzImTNn6Natm+14amoq4eHhJCUl8euvvzJv3jzmzp3L2LFjbXMiIyMJDw+nTZs27Ny5k+HDh/PEE0/www8/2OYsXLiQkSNHMm7cOLZv3069evUIDQ3l3Llz2Y5FRERuj235niqlCqfrd+czm6H5U/DYEvs5aoIuIiIiUuQ45fQBn3128//F7Nu3b7bPtXr1arv7c+fOpXTp0mzbto2WLVsSExPD7NmzmT9/Pm3btgVgzpw51KxZk99++43mzZvz448/sn//fn766SfKlClD/fr1eeONNxg1ahSvvfYaLi4uzJgxg6CgICZNmgRAzZo1+fnnn3n//fcJDQ0F4L333mPw4MEMGDAAgBkzZrBixQo+/fRTRo8ena1YRETk9jip0XnRY2TyvTZSYc/XcN9z+R+PiIiIiOS7HCelnnvO/h+KycnJxMXF4eLigoeHR46SUjdK38nPz88PgG3btpGcnEz79u1tc4KDg6lYsSIRERE0b96ciIgI6tSpQ5kyZWxzQkNDefrpp9m3bx8NGjQgIiLC7hzpc4YPHw5AUlIS27ZtY8yYMbbjZrOZ9u3bExERke1YRETk9qRXSikpVYSkN0G/MTn101j4+wy0fw2c3R0SmoiIiIjkjxwnpS5dupRh7I8//uDpp5/mhRdeuO1ArFYrw4cPp0WLFtSuXRuA6OhoXFxc8PX1tZtbpkwZoqOjbXOuT0ilH08/drM5sbGxxMfHc+nSJVJTUzOdc/DgwWzHcqPExEQSExNt92P/v707j4+qPNs4fp3JTFZI2BO2sMgmqKAoNHFFgVjUgqCi1aIWtwq+Kra21CWJ1lpxQwWldUGtSxVE3NhiEFFBEWSRHVkMCglrCCQhmWTO+8dkJgwzIYFMZg7J79uPH+CcM+c8kz4k4cr93E9BgSR3kOd0Oo/58UDD4ZkLzAnURzWd3za5l+2VOsv5u9BQxLaSMeQZRcy6T4ZZLtOIkJmcItvPX0vfTZG5+QuVDZ0ixTaXsW+zzGanSPFtwj1qH3z+Rn3G/EZ9xvxGfWaV+V3T5x93KBVI165d9a9//Us33HCDN8Q5XmPGjNHq1av19ddfB2NIlvD4448rMzPT7/i8efMUGxsbhhHByrKyssI9BKDOVDe/N+40JEUo55dfNWvW9tAMChbQTNE9n1ZcSZ4KoxJ1OLKZWkX015k5ryh6zwZFvHqxDJkyJJkytCL5j8ppfmG4B+2Hz9+oz5jfqM+Y36jPwj2/i4qKanRdUEIpSbLb7dqxY8cJvXbs2LH69NNPtXDhQrVr1857PCkpSaWlpcrPz/epUMrLy1NSUpL3mqN3yfPsiHfkNUfvkpeXl6f4+HjFxMQoIiJCERERAa858h7VjeVo48eP17hx47x/LigoUPv27TV48GDFx8fX5EODBsDpdCorK0uDBg2Sw+EI93CAoKrp/N7/XY4+3LZeLRKTNGRIn9ANEBY0RCq6Ta6Zd8i29QvvUUOm+myfqtOG3m2Ziik+f6M+Y36jPmN+oz6zyvz2rBSrznGHUh9//LHPn03T1M6dOzVp0iSde+65x3Uv0zR111136cMPP9SCBQvUqVMnn/N9+/aVw+FQdna2RowYIUnasGGDcnJylJKSIsm9+99jjz2mXbt2qVWrVpLciWB8fLx69uzpvWbWrFk+987KyvLeIzIyUn379lV2draGDRsmyb2cMDs7W2PHjq3xWI4WFRWlqKgov+MOh4NPfvDDvEB9Vt38jo50n3OZ4u8BpIQk6fx7pSNCKUkyTJccM/4o9btV6j5Eio5379a3b7O7R1VC27AMl8/fqM+Y36jPmN+oz8I9v2v67OMOpTyhjYdhGGrZsqUuvvhi7+52NTVmzBi98847+uijj9S4cWNvb6aEhATFxMQoISFBo0eP1rhx49SsWTPFx8frrrvuUkpKirex+ODBg9WzZ0/94Q9/0IQJE5Sbm6sHH3xQY8aM8QZCd9xxhyZNmqT7779ff/zjHzV//ny9//77+uyzz7xjGTdunG688UadffbZ6tevnyZOnKjCwkLvbnw1GQsA4MTYvY3OzTCPBJbRvEvgRui/LpU+XCpFREmtekg7V0ky3dde8Zx01olvuAIAAIDQOu5QyuUK3s5IL730kiTpoosu8jk+depU3XTTTZKkZ599VjabTSNGjFBJSYnS0tL04osveq+NiIjQp59+qj/96U9KSUlRXFycbrzxRj3yyCPeazp16qTPPvtM9957r5577jm1a9dOr7zyitLS0rzXjBw5Urt379bDDz+s3Nxc9enTR3PmzPFpfl7dWAAAJ8YRYUiSyoL4NQYnuYS27pDpk3sks1wyIqSLxrt//+N0ae8maefKyutNl/Tx/0nF+6Wug6UW3aSDuWGvogIAAEDVTrin1J49exQZGVmr3kimWf1PxKOjozV58mRNnjy5yms6dOjgtzzvaBdddJGWL19+zGvGjh3rXa53omMBABw/h6dSqoxKKRzhrFHSKZdI+7ZIzTpXBksX/lX64U3pk/876gWmlPWw+7+IKKm8YgdcqqgAAAAsyXY8F+fn52vMmDFq0aKFEhMT1bRpUyUlJWn8+PE17qwOAMDR7DZ3pZSTSikcLaGt1Ol830onw5C6DHSHTT4Mqe05kj2mMpCSKquofl4ckiEDAACgZmpcKbVv3z6lpKTo119/1fXXX69TTz1VkrR27Vq98MILysrK0tdff61Vq1bp22+/1f/939E/vQQAIDBPpVQZPaVQU4GW910x0V0NtXmB9N+hR73AlKYOkXpfK13wZ6n5KZZokg4AANCQ1TiUeuSRRxQZGanNmzf79FnynBs8eLD+8Ic/aN68eXr++eeDPlAAQP1lr+gp5SynUgrHoarlfS26Bm6SLpe08h1p1f+ktn2lX5e5r2F5HwAAQFjUePnezJkz9dRTT/kFUpKUlJSkCRMm6IMPPvDuYgcAQE15e0oRSuF4BVre56miMiLcfzYipN+9IN0yX+qa5g6ifvm+MrQyXe6KqwO/hnz4AAAADVmNK6V27typXr16VXn+tNNOk81mU3p6elAGBgBoOCp332P5HoKkqiqq69+Xlr4mfXqv7/VmubTkZemiv0mO6NCPFwAAoAGqcaVUixYttG3btirPb926Va1atQrGmAAADYzd5tl9j0opBFGgKirJXS3l1yRd0jfPSs/2lD7PlPK3uyunti6kggoAAKCO1DiUSktL0wMPPKDS0lK/cyUlJXrooYd06aWXBnVwAICGwbt8j0ophILf8j6bdOoVUnw7qWiv9PUz0sTT3QHVG1dIE0+TfngzvGMGAACoh46r0fnZZ5+trl27asyYMerRo4dM09S6dev04osvqqSkRG++yTdsAIDj512+R08phEqg5X3lZdLG2dKiF6Tt31Ve6+k5dcolPlVXeUV52uLcoryiPLVLaBf69wAAAHCSq3Eo1a5dOy1evFh33nmnxo8fL9N0/zTbMAwNGjRIkyZNUnJycp0NFABQf9m9jc6plEIIJbT1XdoXYXdXTEUnuCukjmSWuwOsiutnbJqhzEWZcsml12e+rvTUdA3vOjyEgwcAADj51TiUkqROnTpp9uzZ2r9/vzZt2iRJ6tKli5o1a1YngwMANAyeSil234MlNDvFvaTPPGI+GhHuiipJuYW53kBKklxyKXNxplLbpCopLikcIwYAADgp1bin1JGaNm2qfv36qV+/fgRSAIBa8/SUYvc9WEJCW2lgZuWfjQjpioneKqmcghxvIOXhMl3afnB7CAcJAABw8juhUAoAgGCy29yVUuUuUy6CKVjBWaMqf3/XMp8/J8cny5Dh95JpG6Zpb/HeUIwOAACgXiCUAgCEncNe+eXI6WIJHywgMq7y99EJPqeS4pJ0Xtvz/F4ye9tsXf7h5XpjzRv6peAXLdm5RLmFuXU9UgAAgJMWoRQAIOwctsovR2U0O4cVRDikiEj3751Ffqc7xHeQJJ3hOEOzh83Wm799U6c2O1WHnIf01NKn9NsPf6vR80Yr7YM0zdg0I5QjBwAAOGkQSgEAws4eUbkUilAKluGIdf9a6h9KFZW5j7WKaKXE2ESd2epMvXvZuxrXd5zPdS7T3QSdiikAAAB/hFIAgLDz9JSSpFJ24INVeJbwlR7yO1XsLHZfYkR6j0XYItSreS+/a12mSx9s+kCmSeAKAABwJEIpAEDYGYYhR0W1VBk9pWAVnlAqwPI9T6VUpCJ9jifHJ8tm+H97NWXlFN335X3aU7wn+OMEAAA4SRFKAQAswV7RV4rle7CMYyzfKy7zr5SS3E3Q01PSvcGUzbDpwnYXym7YlfVzlq786ErN3jpbOw/tpBE6AABo8OzhHgAAAFJFXykny/dgIcdYvldUUT11dCglScO7Dldqm1RtP7hd7Ru3V1JcktbtXaeHvnlIG/Zv0P0L7/deazNsSk9J1/Cuw+vmPQAAAFgYlVIAAEuIjKBSChZzjOV73kop+YdSkrti6pykc5QUlyRJOrX5qXr3snc1qucon+tcpksZizKUU5ATxIEDAACcHAilAACW4NmBz0mlFKziBJbvHfN2EQ5d2O5Cv+OmTF31yVX6x7f/0Oo9q2WapnILc1neBwAA6j2W7wEALMHTU4pQCpbhrZQq9DvlbXR+HKGUVNkI3WX6zvPismK9t+E9vbfhPbWKaaXdxbtlymR5HwAAqNeolAIAWEKkvWL5novle7AIb6WUfyjlqZRyGI7jumWgRujpKen6z6D/aEinIYq0RWpX8S6Zcv89cJkuZS7OpGIKAADUS1RKAQAswW5j+R4sxtvo3Hf5XrmrXCXlJZKkKEUd920DNUKXpJQ2KVqwfYHumn+Xz/Uu06XJyyfrr/3+qkaRjY7/fQAAAFgUoRQAwBLsEZ7le1RKwSKqWL7nqZKSjr9SyiMpLskbRh2pR7MeAZf3zdw8U1/88oVu6nWTLkm+RLuLdis5PjngPQAAAE4WLN8DAFhCZEWj8zIqpWAVVTQ69/STijAiZA/yz/cCLe8b0XWEOsZ31IGSA3ruh+f0u5m/0+h5ozV4+mBN3zA9qM8HAAAIJSqlAACWQKUULCcycE8pT6VUjD1GhmEE/bGBlveVu8r17vp39cT3T3ivM2Uq89tMfZ7zuS5sf6H6t+6vTvGdlFeUp5yCnICVVLmFuVWeAwAACDVCKQCAJXh6SpW5qJSCRXj6Nx21fK/I6a6UirZH19mjj17eF2GLULem3QJe+82Ob/TNjm8kSY0djXXQeVCSZMjQLaffopHdR6pFTAt9tPkjZS7OlMt0sasfAACwBEIpAIAleHbfo9E5LKOK5XueSqlYe2xIh5Mcn+zXb8omm27sdaPW7l2rH/J+8AZSkruS6uUfX9bLP74sQ4Z3Rz+pcle/1DapVEwBAICwoacUAMASKnffY/keLKKK5XuenlIx9piQDidQv6n01HSNO3ucXkl7Rc9f/HzA19lk8wmkPFymSzM3zfRrqg4AABAqVEoBACzB01OqjFAKVlHF8r0je0rJGdohBeo35dGlaRf/SirDptlXztb+kv267rPr/MKpySsna+7Pc3Xr6bcqrWOadhfvpucUAAAIGSqlAACW4IjwVEpRtQGLqGb5XqgrpTyS4pJ0TtI5fqFRwEqqlHS1adxGvVr0UkZqhs+5C9pdoEaORvop/yf99au/6uJpF2vw9MEaPW+00j5I04xNM/yenVuYqyU7lyi3MLfu3ygAAKj3qJQCAFiCI4KeUrAYz/I9p28o5Wl0HuqeUjVxrEqqQOcKSgv0v/X/0xtr3tC+w/u817pMlzIWZajQWaizWp2lTgmdNGfbnGobpbO7HwAAOB6EUgAAS7DbKpbvuVi+B4twxLl/LS2UTFMy3NV84a6Uqs7RO/cd61x8ZLxuO+M29WjWQ2Oyx/hca8rUhO8nBLyPJ7SKsceoe7PuSoxN1Nxtc9ndDwAAHBdCKQCAJXiX75VRKQWLiKwIpWRKzmJv5VS4Gp3XpW5Nu/n1ozJk6IyWZ2j7we0+VVQepkzdv/D+gPdjdz8AAFAT9JQCAFiCd/kelVKwCscRy/OOWMJX7LR2pdSJCNSPKiM1Q28NeUtfjvxS06+YLkOG3+vaN26vRo5GAe/pMl2auGyituRvkUQ/KgAA4I9KKQCAJdgrKqXK6CkFq7DZJHuMVFYslR6S4lpIqqyUsmJPqdo4Vj+q7s26KyM1o8rleVsPbNXQmUP9dvf7bOtn+mzrZ2od11q5hbkyZdKPCgAAeBFKAQAsgUbnsKTIuIpQ6ohKKYv3lKqNY/WjOlZo1Smhk19oNaLLCO0q3qWvf/laOwt3eq91mS6lL0rXj7t/1Bktz1DnJp21Zs8aPfH9E/SjAgCggSGUAgBYgrenVDnL92AhkbFSkXyW73l236uPoVR1TiS0yv45W/csuMfv+umbpmv6pul+xz1N1JtENtE5rc9R48jGkqikAgCgPiKUAgBYQuXue1RKwUKO3IGvQn2ulKqtQKFVrxa9AjZRH9ZlmHYW7tT6veuVX5rv8xpTpu5ecLckKTE2UY0djfXTgZ+8r3045WFd1e0qn9cQWgEAcPIhlAIAWILD21OKSilYSMWOe0eGUkfuvndYh8MxqpOKp4l6Vf2ocgtzlTY9TS75BtLNo5tr7+G9yivKU57yvMdNmcpcnKmPfvpIfRP76vQWp2v7we169odnq1z+V11gRaAFAEB4EEoBACzB01OqlJ5SsJLIikopp39PqVh7LKFUDR2rH1VSXJLSUwOHVgdKDuizLZ/p8SWP+91zxe4VWrF7hd9xT8+qhb8sVIuYFvr14K/6Zsc3MmXKkKE7+9ypG069QY0i3bsGztg0o8rADAAA1C1CKQCAJdgrQikqpWApLN8LmhPpR5UQlaCLky/2NkH3sBk23X3m3co5mKMlO5do+6HtfvfMzsn2O2bK1OQVkzV5xWTF2mPVPKa5th+sfK3LdClzcaZS26RSMQUAQAjYwj0AAACkI5bv0VMKVhJo+V4DbnRel5LiknRO0jl+YZBn+Z/NcH/b6qlm+uPpf1RGaoZeu/Q12Y76ltaQodtOv02Xd768yucVlRX5BFIeLtOl2Vtnq9xVLsm9tG/JziXKLcyt7VsEAABHoVIKAGAJnkbnpWVUSsFCHBWhlJNKqXA60eV/uYW5mrV1ll+V1cyhM2XI0Lp96/TXhX+VKd/PO88se0Zvrn1TXZp00Xc7v5Mps8qlffSjAgDgxBFKAQAsgUopWFJF3yGVuqujTNP06SmF0DmR5X9VNVnvlNBJktQxoaOKy4orz8umvol9tSl/k/YU79Ge4j3eZ7hMlzIWZejngp91avNTldw4WSt2rfAuLaQfFQAAx49QCgBgCQ56SsGKPMv3KpbsHS4/7K2qoVLKWqoKrY5VZVXVeWe5U2+seUPPLX/O51pTpl5b/VrA53tCq07xndSnVR8ZhlHrXf+owgIA1HeEUgAAS7BXVEqx+x4sxbN8r/SQpMp+UpIUbY8Ox4hwAo5VZRXovCPCoctPuVwvrHjBZ+mfIUMDOwzU7qLd2py/WQedB33uY8rUqDmjFB8ZrxYxLbT1wFbvrn9j+ozRiG4jlBCVIIfNUe2ufx9s/ECPLH5ELlVdhUVoBQA42RFKAQAsobJSilAKFnLU8r0j+0l5Gm+jfqpq6Z8nGMotzFXa9DS55Ps5y27YVVBaoILSAu8xU6YmrZikSSsmSXLPH89cktxVVumL0vXi8hflNJ0qchbpcPlhv/NLc5eqe7Puat+4vTbs26ApK6ccM7QCAMDqCKUAAJZQ2VOK5XuwkKOW7xWVsfNeQ3IiDdav6HyFPvzpQz367aNV3vfIQOpIecV5xxzPJ1s+0SdbPvE77jJdylycqdQ2qVRMAQBOKoRSAABLqNx9j0opWIh3+Z579z123mt4TqTB+gXtLpDNsPnt+jf7ytmKdcRq84HNunnOzT67/tlk08QBE9W2cVsVlhbqpjk3+VRhGTJ0bY9rtf/wfq3bt04/F/zsMxaX6dKjix/VrWfcqt4teyuvKI9+VQAAyyOUAgBYgnf5HpVSsJLIOPevFaGUp6cUoRQ8AoVWVS39a9O4jSSpb3RfZaRm+J0fkDzAe49AVVg+Swc/SPMJvSRp4a8LtfDXhWoe3Vz7Du+TKTPg0r7q+lkBABAqhFIAAEvwLt+jpxSsxBNKOX17SsV6KqiAKpzIrn81PR8o9BrVc5T2Hd6nedvmae/hvd5rPf2onl32rOIccXLYHNpWsM3nPEv/AADhQigFALAEe0WllLOcSilYiMNTKeXf6ByozvHu+nc856sKrdI6pmlM9hi/6/NL8pVfkh/wXi7Tpbnb5mpUz1EyDOMY7wgAgOAilAIAWIKnUspJpRSsxNPovPSQpMpG57F2KqUQfoFCq25NuwXsZzVl4BTFOmL166Ff9beFf/PpZyVJTy19Sh9v/lh/6PkHDek0RLuKdmmLc4vyivLULqFdSN4PAKDhYS9jAIAl0FMKluTw3X2v2EmlFKzNs7TPZrg/p3p6RqW0SVHvlr01pNMQZaRm+Jw/J/EcxdhjtHH/Rj30zUO64H8XaMjMIXqt8DVdNvMyzdg0I5xvyUduYa6W7Fyi3MLccA8FABAEVEoBACzBbqNSChYU2cj9a9lhyVVeWSlFTylY2In0qzpQckDTN07Xf9f+17cnlVzKWJSh/MP5GpA8QB3jO8owjGPu3ldXO/vN2DRDGYsy3A3cZVN6qm+D9uqeW9vzAIDgI5QCAFiCw9tTilAKFhJ5RPjkLKKnFE4ax9uvKiEqQaNPH61Tm5+q27Nu97nWlKlnf3hWz/7wrJpFN1NSbJLW7VsnU6YMGUrrmKaezXvK6XJq1e5VWvjLQu+5MX3G6KbTblJURJSkEwuGthzYog82fqA3177pvc4ldwP3jzd/rK5Nuiq/JF9zt831Pvf23rfrwnYXqsxVpnKzXAtyFuiNtW/4nL+88+WKsccoxh6jOVvn6B/f/YMdCQEgxAilAACW4F2+R6NzWIk9WpIhyZRKC1XkpKcU6rfOCZ39elIZMnR6i9O1ft967Tu8T/sO7/OeM2VqzrY5mrNtjt+9TJmatGKSJq2YpMTYREXbo/Vzwc/ee97U6yaN7DFSrWJbyWFzaMamGd4dBQ0Zujj5Ym0/uF0b92+scrzL8pZpWd4yv+dOWTlFU1ZOCfia6s67THd1mN2wK7VtqlrEtJBEJRUA1AVCKQCAJdgrGp2XuUyZpskOULAGw3Av4Ss9KJUWUimFes/Tk8oTDh1ZNVRaXqppG6bpX9//y+91qW1SFWFE6Ktfvwp437yiPJ8/mzI1dc1UTV0zVTbDpmZRzbTn8B6f89k52ZIku2HXWYln6fvc730atNtk0z1979G6ves0e9tsv2c2i26mWHusnC6n3/MlKToiWk6XU+Vmud85U6Ye+OYBSVKrmFZqGt1UG/dvdC8dpJIKAIKGRucAAEtw2Cq/JDmploKVRFY2O6enFBqC4V2H67Ohn+mPcX/UZ0M/84YvkRGRuqTDJd4m6R42w6bM1Ew9nPJwwHPTrpimv/f/e8BnRRgRcpkun0DqSDf1ukkLRi7Qq2mv+jVoT09N182n3axxZ48L+Nz3Ln9Ps0fM1ltD3gp4/pMrP9HyPyzXrCtnyXbUP4sMGWrfuL0MGdpVvEsb9m/wBmIu06XMxZk0WweAICCUAgBYgsNeWRlV5qKvFCzEE0BRKYUGJDE2UZ0dnZUYm+hzvKrd/Tw9qgKd69Gshwa0HxAwGJo9fLa+uOYLvTDgBRky/M5ff+r1SohKkOQOy+aOmKvX0l7T3BFzvWHZscZU3XnDMNQ+vr3SU33PZ6RmaNbwWfr299/qb/3+5vfxcZkuffVL4KowAEDNsXwPAGAJdiqlYFWRce5fCaUAScfe3a+qc1UtC2zdqLUk6aLki5SRmuF3/ujeTVU1cD+RHQdrcj7WEatLki/RhO8n+PTZkqRHv31U2wq2aUyfMSdt9SR9sgCEG6EUAMASHBGVPyFnBz5YiieUchbR6ByocKzd/eoqOKrNmGpzPlCg1rNZT63eu1pvrn1Tn//8ue7sc6dax7U+qcKdIxvL0ycLQLgQSgEALMEwDNlthspcJjvwwVq8y/eKqJQCaqm2wVG4BArMvvrlK/3j239oR+EOPfjNg5LcvagyUjMsH+7kFuYqc1GmXHL/EMiz42BSbJL6JvVVVESU9zoqqQDUJUIpAIBl2CPcoRSVUrAU7/K9QzQ6BxqwowOz89udrymDpmjozKHeJuimTGUsylCbuDb6TZvfhGuo1frm12+8gZSHKVO3f367DBlq26itYhwx+mn/T+4dB+VuLH9k2EZgBSAYCKUAAJbhsNl0WC5CKVjLEcv3qJQCcKTdRbu9gZSHKVO3Zt2qS5Iv0a1n3KpezXtZJsAxTVPvrH9HT3//dMDzcfY4FZYV6pdDv/gcd8ml9EXp+uqXr3Re2/O0p3iPXlz5Ikv/ANQaoRQAwDIcdptUIpW5WL4HCzly+Z7THUrRUwqAJCXHJ8tm2PyaoEtSdk62snOy1SWhizYf2OyuODrBAOdYoVZNA699h/fp4W8e1pe/fClJ6t60uzblb/IJlq7scqX2Ht6rWVtm6cmlT/rd4/Ocz/V5zuc+x1ymS5mLM5XaJpWKKQDHjVAKAGAZdpu72TmVUrCUikopZ0mByswySVKMg0opAFXvKti7ZW+9+uOr+mzLZ/rpwE/e6z0BTkrrFO/Og1LVwVK5q1xTVk3Rv1f+W6ZMGTI07uxx+sOpf1CELaLaZuWe++45vEdPff+UdhfvVqQtUvedfZ+u63Gd8ory/BrLt4hpocEdB+vpZU/7hG022TSyx0gty1umjfs3+nwcXKZL2w9uJ5QCcNwIpQAAluGIsEkSjc5hLRWVUkWlB72HYuwxUnm4BgTASqraNfCf5/9TqW1TNf6r8T7Xu0yXrvn0Gg3qMEgXtrtQuYW5+ueSf7qDJdk0qtcoNY5srB92/aDlecu9vewk99LAp5c+rWeXPqvmMc21u3i3z30zFmVox6EdSopL0po9a/TBpg98lhd2TuisCRdMUPdm3SUd346DnsArtzBXadPTfHpS2Qyb2jduH5wPKIAGhVAKAGAZjggqpWBBFZVSxaWHJEkOm0MOm0POcmc4RwXAQqoKd85OPDvg8r78knxN2zhN0zZO8znukkuvr3m92ue55PIJpDxMmfr3qn8HfI0hQ89d/Jw6xnes9v5S1WFbUlyS0lMrAytJurLLlVRJATghtnAPAAAAD3tFpZSTSilYSUUoVeR0h1LsvAegpjwVRzbD/fXNZtj04G8e1EsDX9LI7iPVNLppwNedk3iOxvcbrykDp8h21D/ZbIZN7w55V88PeF6GDJ9zhgxdnHyxerfs7XdPU6Z2F/kHWdWN/5ykc/wCp+Fdh2vuiLkaespQSdLPBT8f130BwINKKQCAZXh6SpW5qJSChVSEUMXOQknsvAfg+FRVcXRe2/M0+rTRSvsgzWeJnc2w6Z/n/9N73ZFVSZ5ldKe1PE2SlJGaUfUSuw/SfHtCBXmJXVJcksaeOVafbPlES/OWasuBLeqc0Dlo9wfQMBBKAQAsw+GtlCKUgoVEVvSUchZLEYRSAI5fVcv7WjdqHTBYOvLaqkKtY52rqidUsJfYJcUl6YJ2F2jB9gWavnG67j/n/qDeH0D9RygFALCMyp5SLN+DhUQ2kiQVl7tDqVg7y/cABM+xQiePqkKtY52ryX2D4epuV2vB9gX6ePPHuvusuxUVEVUnzwmlqnZDBBB8hFIAAMuws/serMiz+17ZYSmSSikAwXes0MmK9z3SuW3OVeu41tpZuFPzts3TFadcUafPq2szNs0IuCTSg8AKCC5CKQCAZbD7HiypYvlecXmJpAganQPAESJsERrRdYQmrZik6Runn9ShVG5hrjIWZXh7fLlMlzIWZajIWaRTmpyilbtW6qWVL8mlwIEVgONHKAUAsAx6SsGSKpbvFblKJcVQKQUAR7my65V6aeVL+mHXD/pp/0/q0rRLuId0QhbvWOzTdF5y71r4xPdP+F3rMl3KXJyp1DapVEwBtWCr/hIAAELDbqtYvudi+R4sxLP7nsspiZ5SAHC0VrGtdFH7iyRJ0zdND+9gTtD2gu2a+MNEv+OGDJ3Z6ky1iWvjd85lurT94PYQjA6ovwilAACWwfI9WJJn9z3DHZZSKQUA/q7udrUk6ePNH+tw2eEwj+b45Bbm6pZ5t2jf4X1KjE2UzXD/M9lm2JSRmqE3f/um3vjtG97jR9p8YHOohwvUKyzfAwBYRuXyPSqlYCGOOElSseEOTekpBQD+UtqkqG2jtvr10K+au22uhnYZGu4h1cje4r26dd6t2lG4Qx3iO+j1S19XmavMb9fCpLgkpaeke5ugezz27WPaU7RHd/a5M2BoBeDY+FsDALAMe0WlVBmVUrASe6Rkc6i4YnkplVIA4M9m2HRVt6skSdM2TqvTZ+UW5mrJziXKLcyt1X0KSgt0e9bt2lawTa3jWuvlQS+rRUwLJcUl6Zykc/x6RQ3vOlxzR8zVa2mvae7wubqp102SpH+v+rfGLRinImdR0MYGNBRUSgEALMNho9E5LCoyVkWeSil6SgFAQMO6DNPk5ZO1cvdKbdy/Ud2adgv6M2ZsmqHMRZnuHfBkU3rqie2AV2KW6K4v7tKG/RvUPLq5Xh78slo3al3t65Likrxh1X1n36cuTbooc3GmsnOydcXMK7S7aLdMmezOB9QQlVIAAMtw2D09pVi+B4txxHmX71EpBQCBtYhpoQHJAyRJ0zYEv1oqtzBXGYsy5JL7h1cuuZS+KF0Tl03U+n3rZZqm97pjVSvlFOTo5YMv68e9PyohKkEvD35ZHeI7nNCYhnYZqqmXTlXT6KbaVbTLu3ufZ3e+nYd2+oyfKirUREOaK1RKAQAso3L3PSqlYDGRsSq2lUkilAKAY7mq21XK+jlLn275VPf2vTdoffhcpkv/XvVvb+hzpFdXv6pXV7+q5tHN1a5RO63as0qmTBkydF2P63Rm4pk6XHZYh8sO6/vc7zXv53ne147sNlJdm3at1dh6t+ytv/f7u/6y8C9+Yx7x8Qid3vJ0GTK0aMcidxVVFRVeuYW5yinIUXJ8st/SQTQcb697W08seaLBVNyFtVJq4cKFuuKKK9SmTRsZhqGZM2f6nDdNUw8//LBat26tmJgYDRw4UJs2bfK5Zt++fbr++usVHx+vJk2aaPTo0Tp06JDPNatWrdL555+v6OhotW/fXhMmTPAby7Rp09SjRw9FR0fr9NNP16xZs457LACA2nF4e0pRKQWLiYyrXL5Ho3MAqNJvWv9G7Rq10yHnIb208qWgVHrsKd6jO7Lu0PSN0/3OGTLUP6m/Yuwx2nt4r1buWekNrkyZemf9O/rLl3/RQ988pMe+e8wnkJKkV1a/EpQx9mnVR7YA/7w+6DyoRTsW6Zsd31RWUVVUeI2aPUr/+PYf+u/a/+pfS/6lwdMHa/S80Ur7IE0zNs3wu1dDqp5pqHILc72BlFRZcVef/z8PayhVWFio3r17a/LkyQHPT5gwQc8//7ymTJmi7777TnFxcUpLS9Phw5VbjF5//fVas2aNsrKy9Omnn2rhwoW67bbbvOcLCgo0ePBgdejQQcuWLdOTTz6pjIwM/ec///Fes2jRIl133XUaPXq0li9frmHDhmnYsGFavXr1cY0FAFA79ord90rpKQWrccSp2MbyPQCojs2wqUezHpKk19e8rrTpafpg4wd+11UXsHjOf7L5E434eIQW71ys6Iho/a7z77y73NkMmzJSM/RK2iv6+tqv9eez/xzwXt2adtN5bc9T38S+fudcpkvbD24/0bfrlRSXpPTUdJ+xPdD/Ab172bsa1XNUwNcs37Vc7214TxO+n6C3173tE0SkL0rXH2b/QX/76m966vundN+C+ypDq+n+oVVNP54nGm4QiIXGxv0b/aoBgzVHrSqsy/d++9vf6re//W3Ac6ZpauLEiXrwwQc1dKh7O9E333xTiYmJmjlzpq699lqtW7dOc+bM0ffff6+zzz5bkvTCCy9oyJAheuqpp9SmTRu9/fbbKi0t1WuvvabIyEj16tVLK1as0DPPPOMNr5577jldeuml+stf3OWWjz76qLKysjRp0iRNmTKlRmMBANSeoyKUolIKlhMZq6LD7vlJo3MAqFpuYa7m58z3/tkllzIWZ+idde/olCanKDk+WbuKdmnmTzO9S9keTnlYI7qN8L7myGbmHt2adtOTFzypzk06666z7tL2g9vVvnF77zK3yIhIpXVM0zPLnpHLrHydzbBp8iWTlRSXpNzCXKV9kOZ3vn3j9kF578O7Dldqm1S/sbWIaaG31r3l+1zZdG/fe3Wg9ICW71quZXnL/O63YtcKrdi1wu+4p9Jqzd41Smmdou0Ht2viDxPlMl0Bl3vN2DRDmYszqzwvHXvpYHWvZ9lh8Kzes9rvWDDnqBVZtqfU1q1blZubq4EDB3qPJSQkqH///lq8eLGuvfZaLV68WE2aNPEGUpI0cOBA2Ww2fffdd7ryyiu1ePFiXXDBBYqMjPRek5aWpieeeEL79+9X06ZNtXjxYo0bN87n+Wlpad7lhDUZSyAlJSUqKSnx/rmgoECS5HQ65XQ6T/yDg3rFMxeYE6iPjnd+2yp+MlRaVsbfCVhKhD3WWynlkMPnazlzFfUR8xsnasv+LT5hksfG/I3amL/R77gntHpu+XNqFtVMMfYYrd7r+w9zQ4aePO9JtY9rL6fTqeaRzdW8eXNJvnO0eWRzPdjvQf1jyT+8AcqD/R5U88jm3tcd63wwBBpbVc8ddsowSVJeUZ4um3mZz8fNJpvGnTVOZWaZ1uxZo6ztWX7Pen/D+3p/w/s+xzxVVu+tf082w6ZCZ6G2Fmz1OZ+xKENrdq/RKU1OUauYVlq7b61eXf2qXHLJkKGrul6lzgmdtad4j7Yf3K55OfP8Xr9p3ya1b9xem/Zv0gc/feANGB/o94Cu7HKlz5jyivKUczBHyY2TlRib6Pc+qjvfUJSWl3qrCg0Z3p5SxztHrfL5u6bPt2wolZvrLgtMTPSdlImJid5zubm5atWqlc95u92uZs2a+VzTqVMnv3t4zjVt2lS5ubnVPqe6sQTy+OOPKzMz0+/4vHnzFBvLT1nhKyvL/wsNUF/UdH5v/tWQFKGtP2/XrFk/1+2ggONw5q59KmrsDqW+/fpbbbBt8J7j8zfqM+Y3jtcB1wHvP6g9DBkaGj1Uh3VYW8q2aGOZfzi1//B+7T+8P+A9TZn6aP5H6uzoXO3zIxWp+xrfp73le9U8orkiN0Rq1oZZNT5fV6p77u9ifqePij/yNmj/Xczv1GRLE0lSH1cffa7P/T6mpztO1/ay7dpv+n/c1u5bW+VYTJl6f9P7VZ6btunYOyeaMvXW+rf8jrvk0qNLHtUL37+gJrYmamxrrGKzWD+V/eS95jeRv9GpjlMVaUTKYTi0oXSDPi/53Pu+h8YM1dlRZ/vduyFYWrJUu4p3qbHRWLc0ukUHXAdqNUfD/fm7qKioRtdZNpSqD8aPH+9TgVVQUKD27dtr8ODBio+PD+PIYCVOp1NZWVkaNGiQHA5HuIcDBNXxzu+8RT/rk5wNSmzdRkOGnBGCEQI1Y87+QiX7cyRJQwYOUdPopnz+Rr3G/EZtxGyOOb6qIMOm5y58TnabXTkFOfrX0n/5BDA2w6arB10dtCoaK87vIRqi24tu9y79O/q9VvUxDfTxNGRo/Dnj1TKmpQqdhXpo8UN+gdblnS7XIechbT6wWTkHc/zG06dFH3Vr2k3REdH67/r/+r0+rUOadhbu1Mo9K/1em2/mK788Xyr3f5/fln6rb0u/DfgxMGXq48Mf6/a02xtcxVSZq0xTPp0iSbr1zFt1Q48bTvheVpnfnpVi1bFsKJWU5F6LmpeXp9atW3uP5+XlqU+fPt5rdu3a5fO6srIy7du3z/v6pKQk5eXl+Vzj+XN11xx5vrqxBBIVFaWoqCi/4w6HwzKf/GAdzAvUZzWd31EO95cll2nw9wGWcigy2vv7hNgEOSIq5yefv1GfMb9xIq7ucbXOb3++X28lSWqX0E7pqel+PYou6nCR95royGi/8+0S2gV9nFab3+0S2lX5Pqv6mFb18Tyy51O5UV7l+ar6bD150ZPeZ5zS7JSAr6/ytRc8qXKzXEtzl+r9jf4VWW3i2sgwDB0sOagCp29w4TJd2lm8s07+/7ayrC1Z+uXQL2oS1UQje4wMyrwM9/yu6bMtG0p16tRJSUlJys7O9gY/BQUF+u677/SnP/1JkpSSkqL8/HwtW7ZMffu6d1KYP3++XC6X+vfv773mgQcekNPp9H5QsrKy1L17dzVt2tR7TXZ2tu655x7v87OyspSSklLjsQAAas8e4V4exe57sJpiu/uHTDZJkbbIY18MAFBSXFKVTa+raghe0/MNVVUf09p8PJPikpSe4h9qHXlNVa+v6rWDOw6WJJ3Z6kxN3zTdL7R647dvVNl4XnI3hm9IXKZLL//4siTphlNvUKyjYbX6CWsodejQIf30U+X60q1bt2rFihVq1qyZkpOTdc899+gf//iHunbtqk6dOumhhx5SmzZtNGzYMEnSqaeeqksvvVS33nqrpkyZIqfTqbFjx+raa69VmzZtJEm///3vlZmZqdGjR+uvf/2rVq9ereeee07PPvus97l33323LrzwQj399NO67LLL9L///U9Lly7Vf/7zH0mSYRjVjgUAUHuVu+8RSsFaiuzuH2zFKkKGYYR5NABw8jtWaFWT8/BVm49nTULAEwnEqgu8jj7vkbEoQy8NfKnBhDNfbv9SP+X/pDhHnK7tEXgTtfosrKHU0qVLNWDAAO+fPf2XbrzxRr3++uu6//77VVhYqNtuu035+fk677zzNGfOHEVHV5bQv/322xo7dqwuueQS2Ww2jRgxQs8//7z3fEJCgubNm6cxY8aob9++atGihR5++GHddttt3mtSU1P1zjvv6MEHH9Tf//53de3aVTNnztRpp53mvaYmYwEA1I6jolKqzGVWcyUQWsUREZKkGBFIAQDqn9qEgMGqiissLdTfv/67ftj1g+74/A69NPAlxTniTmhMJwvTNL1VUtd2v1YJUQlhHlHohTWUuuiii2SaVf/DwzAMPfLII3rkkUeqvKZZs2Z65513jvmcM844Q1999dUxr7n66qt19dVX12osAIDasdvclVKlZVRKwVqKbe5vmQilAAA4PsdTxfXy4Jd1a9atWr5rue7IukOZqZnaU7xHyfHJ9bJybknuEv2450dFRUTphp4n3tz8ZGYL9wAAAPDwLt+jUgoWU1QRmMYe44dpAACgdnq16KWXB7+s+Mh4rdi9QkM/GqrR80Yr7YM0zdg0w+/63MJcLdm5RLmFuWEYbe29vMpdJTW86/AG10vLw7KNzgEADY93+R49pWAxxTb33IwhMAUAoE71at5L/zr/X7oz+07vMZfpUvqidH31y1c6pckpatuorbYc2KI317wplwLvOphbmKucghzLVlmt3L1S3+V+J7th1829bg73cMKGUAoAYBn2ikopZzn/8Ie1FFWs2ot1lYd3IAAANABREVEBj3+e87k+z/nc77gntPryly91SsIp2lm4U59t+UymTNlkU3qqb2AlVR9aHet8bV7r8cqqVyRJl59yuVo3ah34A9EAEEoBACzDUynlpFIKFlNc8WsMoRQAAHUuOT5ZNsPmsyufIUM3n3azCkoLtHbPWq3dt9bvdfNz5mu+5vscc6myyur0lqerS5Mu+mn/T3pu+XM+uwJe2eVKlbpKVews1oxNMzTxh4kyZcqQoXv73qsrTrlCEUaEZm+drSeWPOGu0JJND/7mQQ3rOkxGxf8+/OlDPfrtoz73PjoQW/TrIi34ZYEkafRpo4P/ATyJEEoBACyDnlKwqiK5vymOLS8L80gAAKj/kuKSlJ6SrszFmQHDndzCXKV9kOYXWo0+fbR+yv9JC7Yv8LtndVVWGYsyZMr/e1BTpp5Z9oyeWfaM/2vl0iPfPqJHvg28IZrn3mv2rlHPZj2VHJ+sNXvW6OllT3uv+WHXD+qY0LGaj0j9RSgFALAMu41KKVhTccU3vTFlTsk0JYNd+AAAqEvDuw5XaptUbT+4Xe0bt/dZBnes0Cq3MFcLf1noF1jd2PNG5RblatXuVdpRuMPveYECqSMZMqq9pirvb3i/ynOZizOV2ibVkn2vQoFQCgBgGQ5vTylCKVhLkemukIp1uaSyw5IjJswjAgCg/kuKS6oyrKkqtKpRldX0NLlU+f2mzbDp3SHvKjk+WQdKDmjIh0N8Qi2bYdPcEXNlmqYu/eBSv9dOv2K6Wsa0VF5Rnq755Bqf84YMDT1lqHYf3q1N+zZpV/Eun/fhMl3afnA7oRQAAOHmXb5Ho3NYTHFFKBVjuqTSIkIpAAAsoKrQqtoqq1T/0Kpni56SpEaRjQKGWp57BHpt16ZdJUlNopsEPF9dINa+cfs6+xhZHaEUAMAy7DQ6h0UVlblbnce6TKn0kBTXPMwjAgAAx3IiVVY1OV+b11YViDXUKimJUAoAYCEOm2f5HpVSsJbiilAqxjQlZ1GYRwMAAGrrWKFVdedr89rqQq2GhlAKAGAZDru7UqrMRaUUrMUbSrkqlu8BAACcoOpCrYbEFu4BAADgYT+iUso0qZaCdRRVVEfFmqbkLAzzaAAAAOoHQikAgGU4KnpKSVKZi1AK1uGzfK+UUAoAACAYCKUAAJbh2X1PYgc+WEtRWUWllMtFKAUAABAkhFIAAMuwH1Ep5aSvFCyERucAAADBRygFALAMz+57kuQsI5SCdXh7SrlYvgcAABAshFIAAMuw2QxF2Dw78LF8D9ZgmuYRlVIs3wMAAAgWQikAgKXYK0IpZzmVUrCGw+WHZcodksa6WL4HAAAQLIRSAABL8TQ7p9E5rMJTJSVJ0aYplRJKAQAABAOhFADAUjzNzqmUglV4l+4Zdvc3TqWHwjoeAACA+oJQCgBgKZ5KKSeVUrAIT5PzGJvdfYDlewAAAEFBKAUAsBSHt9E5lVKwBm+llC3KfYDlewAAAEFBKAUAsBS7t1KKUArWUFRWUSkV4QmlWL4HAAAQDIRSAABLcXh7SrF8D9ZQ7HRXSsV6QimW7wEAAAQFoRQAwFLYfQ9W462UcsS4D7B8DwAAICgIpQAAlsLue7Aab08pe6z7gLMwjKMBAACoPwilAACW4qCnFCzGs/terCPOfaCUUAoAACAYCKUAAJbisFUs33OxfA/W4K2UimzkPsDyPQAAgKAglAIAWArL92A1np5SsY7G7gNlxZKL+QkAAFBbhFIAAEupXL5HpRSswVspFdW48iA78AEAANQaoRQAwFIcFZVSZVRKwSI8oVRsVIIk9/ykrxQAAEDtEUoBACzFbqPROazF0+g8xh4jOdiBDwAAIFgIpQAAluKws3wP1uKtlHLESpGeHfhYvgcAAFBbhFIAAEtx2CqW79FIGhbhaXQeY4+RIisqpVi+BwAAUGuEUgAAS6ncfY9KKViDt9G5PUZyVFRKsXwPAACg1gilAACWYo+gpxSsxdNTKtYee0SlFMv3AAAAaotQCgBgKZEVoVQZlVKwCG+llCOmsqeUk1AKAACgtgilAACWYq/oKeWkpxQswtNTKtYeW7l8r/RQGEcEAABQPxBKAQAsxbt8r4xKKViDT08plu8BAAAEDaEUAMBSIiPYfQ/W4Sx3qsxVJkmKdcSyfA8AACCICKUAAJZS2eicSimEn2fpnnTU7nss3wMAAKg1QikAgKXYKyql2H0PVuBZuuewOeSwOVi+BwAAEESEUgAAS6ncfY9QCuHnqZSKsce4DzgqQimW7wEAANQaoRQAwFIqd99j+R7Cz1MpFesJoyIbuX8tLQzTiAAAAOoPQikAgKVU7r5HpRTCr8h5VKWUd/keoRQAAEBtEUoBACzFu3yPSilYgKdSiuV7AAAAwUcoBQCwFBqdw0o8PaVi7Z7le57d96iUAgAAqC1CKQCApdi9jc6plEL4FTuPqpQilAIAAAgaQikAgKU4bFRKwTq8lVKeZXss3wMAAAgaQikAgKU4PI3O6SkFC/DrKUWlFAAAQNAQSgEALMXTU6qMSilYgGf3Pb+eUlRKAQAA1BqhFADAUryVUoRSsIAqd98rL5XKnWEaFQAAQP1AKAUAsBQHjc5hIZ5QyttTylMpJVEtBQAAUEuEUgAAS/Es33O6qJRC+HkanXsrpSIiJSPC/ftSQikAAIDaIJQCAFiKw1axfK+MSimEn7dSytNTyjCkyEbu3ztpdg4AAFAbhFIAAEtx2CsanVMpBQsodh7VU0qSIisCKnbgAwAAqBVCKQCApdg9lVL0lIIF+DU6l7zNzg16SgEAANQKoRQAwFIcnp5S7L4HC/D0lPI2OpcqK6UIpQAAAGqFUAoAYCnsvgcrCVgp5ekpxfI9AACAWiGUAgBYypG775kmwRTCq6iiGsrb6FzyLt+jUgoAAKB2CKUAAJbi2X3PNKVyF6EUwstbKeXwb3RulBJKAQAA1AahFADAUhz2yi9NZYRSCKNyV7kOlx+WdFSllGf5npPlewAAALVBKAUAsBS7zfD+nmbnCCdPICUF3n2PnlIAAAC1QygFALAUT6NziWbnCC/P0j2bYVNURFTlCXbfAwAACApCKQCApUTYDBkVxVJUSiGcPE3OY+wxMozKCj454ty/EkoBAADUCqEUAMByPNVSTnpKIYw8lVI+/aQkKdIdShks3wMAAKgVQikAgOU4KvpKlVEphTAqKquslPLB8j0AAICgIJQCAFiO3VMpRSiFMCp2VlRKOY6qlGL5HgAAQFAQSgEALMe7fI9G5wijqiulKkKpUkIpAACA2iCUAgBYjiPCs3yPUArh4+kpVdXyPXpKAQAA1A6hFADAcuwVoVQpy/cQRp7d9/wanXuX7xFKAQAA1AahFADAcjzL92h0jnCqrlKKnlIAAAC1QygFALAch60ilHKxfA/h4wml/BqdRzZy/8ryPQAAgFohlAIAWA7L92AFVTY6dxxRKWUSnAIAAJwoQikAgOVULt/jH/wIH2+l1NE9pTyNzk2XbKYz1MMCAACoNwilAACWU7n7HpVSCB9Po3P/Sqk4728jXCWhHBIAAEC9QigFALAce0VPKSc9pRBGVfaUirBLEVGSJDuhFAAAwAkjlAIAWI6np5SzjEophE+VPaUk7xI+ezmhFAAAwIkilAIAWE6kp6eUi1AK4VNlTynJu4S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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from function import evolution_3_comptes\n",
    "\n",
    "evolution_3_comptes(df,'406169','200090347','200127306')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "279c19a6-900f-485d-9526-be54b5381e4b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "def evolution_3_comptesa(df, id1, id2, id3, show_isin=False, max_isin=3):\n",
    "\n",
    "    def prepare_df(id):\n",
    "        df_id = df[df['Registrar Account - ID'] == id].copy()\n",
    "        df_id['Centralisation Date'] = pd.to_datetime(df_id['Centralisation Date'])\n",
    "        return df_id\n",
    "\n",
    "    plt.figure(figsize=(12, 6))\n",
    "\n",
    "    for acc_id in [id1, id2]:\n",
    "        df_id = prepare_df(acc_id)\n",
    "\n",
    "        # ===== AUM TOTAL (comportement initial) =====\n",
    "        df_total = (\n",
    "            df_id\n",
    "            .groupby('Centralisation Date')['Quantity - AUM']\n",
    "            .sum()\n",
    "            .reset_index()\n",
    "            .sort_values('Centralisation Date')\n",
    "        )\n",
    "\n",
    "        plt.plot(\n",
    "            df_total['Centralisation Date'],\n",
    "            df_total['Quantity - AUM'],\n",
    "            marker='.',\n",
    "            linestyle='--',\n",
    "            linewidth=2,\n",
    "            label=f'Account {acc_id}'\n",
    "        )\n",
    "\n",
    "        # ===== ISIN-LEVEL (optionnel) =====\n",
    "        if show_isin:\n",
    "            top_isins = (\n",
    "                df_id\n",
    "                .groupby('Product - Isin')['Quantity - AUM']\n",
    "                .sum()\n",
    "                .sort_values(ascending=False)\n",
    "                .head(max_isin)\n",
    "                .index\n",
    "            )\n",
    "\n",
    "            for isin in top_isins:\n",
    "                df_isin = (\n",
    "                    df_id[df_id['Product - Isin'] == isin]\n",
    "                    .groupby('Centralisation Date')['Quantity - AUM']\n",
    "                    .sum()\n",
    "                    .reset_index()\n",
    "                    .sort_values('Centralisation Date')\n",
    "                )\n",
    "\n",
    "                plt.plot(\n",
    "                    df_isin['Centralisation Date'],\n",
    "                    df_isin['Quantity - AUM'],\n",
    "                    linestyle='-',\n",
    "                    alpha=1,\n",
    "                    label=f'ISIN {isin}'  # <-- Ajout du label pour la légende\n",
    "                )\n",
    "\n",
    "    plt.title(\"Évolution des AUM pour trois comptes\")\n",
    "    plt.xlabel(\"Date\")\n",
    "    plt.ylabel(\"Quantity - AUM\")\n",
    "    plt.grid(True)\n",
    "    plt.legend()\n",
    "    plt.tight_layout()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 343,
   "id": "3660f9f6-79a0-469a-a4a2-d936165d98ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "evolution_3_comptesa(df,'200090005','200127315','200127428',show_isin=True,max_isin=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "c2b78b7d-df39-4e14-ad0a-fa58eaa5738d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def check_isin_continuity(df, rupture, tol=0.05):\n",
    "    \"\"\"\n",
    "    Vérifie que les ISIN évoluent continuellement entre old_account et new_account,\n",
    "    en prenant pour l'ancien compte la valeur à la date précédente et pour le nouveau compte la valeur à la date de rupture.\n",
    "    \n",
    "    Args:\n",
    "        df (pd.DataFrame): Table principale avec colonnes ['Registrar Account - ID', 'Product - Isin', 'Centralisation Date', 'Quantity - AUM']\n",
    "        rupture (pd.DataFrame): Table avec colonnes ['date', 'old_account', 'new_account']\n",
    "        tol (float): Tolérance relative maximale (ex: 0.05 = 5%)\n",
    "        \n",
    "    Returns:\n",
    "        pd.DataFrame: Table avec colonnes supplémentaires :\n",
    "                      'isin', 'old_value', 'new_value', 'relative_change', 'check'\n",
    "    \"\"\"\n",
    "    df['Centralisation Date'] = pd.to_datetime(df['Centralisation Date'])\n",
    "    rupture['date'] = pd.to_datetime(rupture['date'])\n",
    "    \n",
    "    # Dictionnaire des dates disponibles par compte pour trouver la date précédente\n",
    "    dates_by_account = df.groupby('Registrar Account - ID')['Centralisation Date'].unique().to_dict()\n",
    "    \n",
    "    records = []\n",
    "    \n",
    "    for _, row in rupture.iterrows():\n",
    "        date = row['date']\n",
    "        old_account = row['old_account']\n",
    "        new_account = row['new_account']\n",
    "        \n",
    "        # Date précédente pour l'ancien compte\n",
    "        past_dates = [d for d in dates_by_account.get(old_account, []) if d < date]\n",
    "        if not past_dates:\n",
    "            continue\n",
    "        prev_date = max(past_dates)\n",
    "        \n",
    "        # Filtrer df pour old_account à date précédente et new_account à date de rupture\n",
    "        df_old = df[(df['Registrar Account - ID'] == old_account) & \n",
    "                    (df['Centralisation Date'] == prev_date)]\n",
    "        df_new = df[(df['Registrar Account - ID'] == new_account) & \n",
    "                    (df['Centralisation Date'] == date)]\n",
    "        \n",
    "        # Tous les ISIN concernés\n",
    "        isins = set(df_old['Product - Isin']).union(df_new['Product - Isin'])\n",
    "        \n",
    "        for isin in isins:\n",
    "            old_val = df_old[df_old['Product - Isin'] == isin]['Quantity - AUM'].sum()\n",
    "            new_val = df_new[df_new['Product - Isin'] == isin]['Quantity - AUM'].sum()\n",
    "            old = df_old['Quantity - AUM'].sum()\n",
    "            \n",
    "            if old_val == 0:\n",
    "                rel_change = None\n",
    "                check = True\n",
    "            else:\n",
    "                rel_change = (new_val - old_val) / old\n",
    "                check = abs(rel_change) <= tol\n",
    "            \n",
    "            records.append({\n",
    "                'date': date,\n",
    "                'old_account': old_account,\n",
    "                'new_account': new_account,\n",
    "                'isin': isin,\n",
    "                'old_value': old_val,\n",
    "                'new_value': new_val,\n",
    "                'relative_change': rel_change,\n",
    "                'check': check\n",
    "            })\n",
    "    \n",
    "    return pd.DataFrame(records)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "35a9cc07-ae6e-4178-8a43-2ec9506db50c",
   "metadata": {},
   "outputs": [],
   "source": [
    "result_ISIN = check_isin_continuity(df, ruptures_df, tol=0.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "a146e317-7e3f-4c9c-a5e6-1d085ea02d34",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<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",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>old_account</th>\n",
       "      <th>new_account</th>\n",
       "      <th>value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>200089971</td>\n",
       "      <td>200127374</td>\n",
       "      <td>1.004622e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2018-07-31</td>\n",
       "      <td>418587</td>\n",
       "      <td>200089971</td>\n",
       "      <td>1.045713e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>200014222</td>\n",
       "      <td>200127323</td>\n",
       "      <td>1.498049e+07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2019-12-31</td>\n",
       "      <td>200000668</td>\n",
       "      <td>200127167</td>\n",
       "      <td>4.686255e+06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2025-01-31</td>\n",
       "      <td>200127359</td>\n",
       "      <td>200139568</td>\n",
       "      <td>2.241300e+07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date old_account new_account         value\n",
       "63 2019-12-31   200089971   200127374  1.004622e+06\n",
       "64 2018-07-31      418587   200089971  1.045713e+06\n",
       "65 2019-12-31   200014222   200127323  1.498049e+07\n",
       "68 2019-12-31   200000668   200127167  4.686255e+06\n",
       "80 2025-01-31   200127359   200139568  2.241300e+07"
      ]
     },
     "execution_count": 232,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = ruptures_df.iloc[30:35,]\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "id": "f88fccc4-ae08-43ca-831c-874a8804a58b",
   "metadata": {},
   "outputs": [
    {
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       "      <th>4384</th>\n",
       "      <td>2019-08-31</td>\n",
       "      <td>200126356</td>\n",
       "      <td>200126671</td>\n",
       "      <td>LU0992625243</td>\n",
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       "      <td>0.000</td>\n",
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       "      <td>False</td>\n",
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       "      <td>200139432</td>\n",
       "      <td>200142171</td>\n",
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       "      <td>415.742</td>\n",
       "      <td>390.810</td>\n",
       "      <td>-0.059970</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>192 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           date old_account new_account          isin  old_value  new_value  \\\n",
       "188  2018-02-28   200000491   200089970  FR0010135103  12678.000  13481.000   \n",
       "273  2024-11-30   200127497   200139377  LU0592698954    390.694    516.545   \n",
       "278  2020-03-31   200050278      422653  LU0992625839    848.114      0.000   \n",
       "285  2020-03-31   200050278      422653  LU0992630599    841.974      0.000   \n",
       "287  2020-03-31   200050278      422653  LU0992628858    273.202      0.000   \n",
       "...         ...         ...         ...           ...        ...        ...   \n",
       "4382 2019-08-31   200126356   200126649  LU0992625243    419.119      0.000   \n",
       "4384 2019-08-31   200126356   200126671  LU0992625243    419.119      0.000   \n",
       "4389 2020-02-29   200126473   200127826  LU0992630912    495.630      0.000   \n",
       "4391 2020-03-31   200126869   200101638  LU0992630243    268.362    293.685   \n",
       "4395 2025-02-28   200139432   200142171  LU1623763064    415.742    390.810   \n",
       "\n",
       "      relative_change  check  \n",
       "188          0.063338  False  \n",
       "273          0.070361  False  \n",
       "278         -0.261335  False  \n",
       "285         -0.259443  False  \n",
       "287         -0.084184  False  \n",
       "...               ...    ...  \n",
       "4382        -1.000000  False  \n",
       "4384        -1.000000  False  \n",
       "4389        -1.000000  False  \n",
       "4391         0.094361  False  \n",
       "4395        -0.059970  False  \n",
       "\n",
       "[192 rows x 8 columns]"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_ISIN_false = result_ISIN[result_ISIN['check'] == False]\n",
    "result_ISIN_false"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 301,
   "id": "ad298caa-0fa1-47dd-b686-e7800046e0b9",
   "metadata": {},
   "outputs": [
    {
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      ],
      "text/plain": [
       "          date old_account new_account          isin  old_value  new_value  \\\n",
       "131 2019-12-31      418209   200127581  LU0164455502     3575.0     3450.0   \n",
       "132 2019-12-31      418209   200127581  FR0010135103        0.0        0.0   \n",
       "133 2019-12-31      418209   200127581  FR0010148981        0.0        0.0   \n",
       "134 2019-12-31      418209   200127581  FR0010149302        0.0        0.0   \n",
       "\n",
       "     relative_change  check  \n",
       "131        -0.034965   True  \n",
       "132              NaN   True  \n",
       "133              NaN   True  \n",
       "134              NaN   True  "
      ]
     },
     "execution_count": 301,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_ISIN[result_ISIN['new_account'] == '200127581']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 302,
   "id": "cd99ad4e-9bb3-4542-8cd9-14a799169988",
   "metadata": {},
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>4384</th>\n",
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       "      <th>4389</th>\n",
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       "      <th>4391</th>\n",
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       "      <td>200126869</td>\n",
       "      <td>200101638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4395</th>\n",
       "      <td>2025-02-28</td>\n",
       "      <td>200139432</td>\n",
       "      <td>200142171</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>117 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           date old_account new_account\n",
       "188  2018-02-28   200000491   200089970\n",
       "273  2024-11-30   200127497   200139377\n",
       "278  2020-03-31   200050278      422653\n",
       "303  2020-03-31   200071859      415661\n",
       "330  2020-10-31   200084492      414547\n",
       "...         ...         ...         ...\n",
       "4382 2019-08-31   200126356   200126649\n",
       "4384 2019-08-31   200126356   200126671\n",
       "4389 2020-02-29   200126473   200127826\n",
       "4391 2020-03-31   200126869   200101638\n",
       "4395 2025-02-28   200139432   200142171\n",
       "\n",
       "[117 rows x 3 columns]"
      ]
     },
     "execution_count": 302,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_ISIN_unique = result_ISIN_false.iloc[:, :3].drop_duplicates()\n",
    "results_ISIN_unique"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "id": "e544f593-fecf-4c84-8784-1c70f40e408a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def comparaison2(i):\n",
    "    evolution_3_comptesa(df,results_ISIN_unique.iloc[i,1],results_ISIN_unique.iloc[i,2],'200127428',show_isin=True,max_isin=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 405,
   "id": "344f2c72-1245-4f97-b0f8-2a5b864ae09b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comparaison2(90)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 306,
   "id": "7124b4bc-9e17-4ad8-a863-800178c8a47e",
   "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",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>old_account</th>\n",
       "      <th>new_account</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
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      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [date, old_account, new_account]\n",
       "Index: []"
      ]
     },
     "execution_count": 306,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results_ISIN_unique[results_ISIN_unique['old_account'] == '200127581']"
   ]
  },
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   "execution_count": null,
   "id": "e95bab82-365e-4797-8c6d-ed08bd7d9fe3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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