tutorial/plots_and_charts/tuto-plot03-features-importance.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Features importance\n",
    "\n",
    "The methode *features_importance* displays a bar chart representing the<br />\n",
    "sum of absolute contribution values of each feature.\n",
    "\n",
    "This method also makes it possible to represent this sum calculated <br />\n",
    "on a subset and to compare it with the total population\n",
    "\n",
    "<b>This short tutorial </b>presents the different parameters you can use.\n",
    "\n",
    "Content :\n",
    "- Classification case: Specify the target modality to display.\n",
    "- selection parameter to display a subset\n",
    "- max_features parameter limits the number of features \n",
    "\n",
    "We used Kaggle's [Titanic](https://www.kaggle.com/c/titanic/data) dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.ensemble import ExtraTreesClassifier\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building Supervized Model "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load Titanic data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from shapash.data.data_loader import data_loading\n",
    "titanic_df, titanic_dict = data_loading('titanic')\n",
    "del titanic_df['Name']\n",
    "y_df=titanic_df['Survived'].to_frame()\n",
    "X_df=titanic_df[titanic_df.columns.difference(['Survived'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>Survived</th>\n",
       "      <th>Pclass</th>\n",
       "      <th>Sex</th>\n",
       "      <th>Age</th>\n",
       "      <th>SibSp</th>\n",
       "      <th>Parch</th>\n",
       "      <th>Fare</th>\n",
       "      <th>Embarked</th>\n",
       "      <th>Title</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PassengerId</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>Third class</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.25</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Mr</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>First class</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.28</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>Mrs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>Third class</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.92</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Miss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>First class</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.10</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Mrs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>Third class</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.05</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>Mr</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Survived       Pclass     Sex   Age  SibSp  Parch   Fare  \\\n",
       "PassengerId                                                             \n",
       "1                   0  Third class    male  22.0      1      0   7.25   \n",
       "2                   1  First class  female  38.0      1      0  71.28   \n",
       "3                   1  Third class  female  26.0      0      0   7.92   \n",
       "4                   1  First class  female  35.0      1      0  53.10   \n",
       "5                   0  Third class    male  35.0      0      0   8.05   \n",
       "\n",
       "                Embarked Title  \n",
       "PassengerId                     \n",
       "1            Southampton    Mr  \n",
       "2              Cherbourg   Mrs  \n",
       "3            Southampton  Miss  \n",
       "4            Southampton   Mrs  \n",
       "5            Southampton    Mr  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load Titanic data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from category_encoders import OrdinalEncoder\n",
    "\n",
    "categorical_features = [col for col in X_df.columns if X_df[col].dtype == 'object']\n",
    "\n",
    "encoder = OrdinalEncoder(\n",
    "    cols=categorical_features,\n",
    "    handle_unknown='ignore',\n",
    "    return_df=True).fit(X_df)\n",
    "\n",
    "X_df=encoder.transform(X_df)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Train / Test Split + model fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "Xtrain, Xtest, ytrain, ytest = train_test_split(X_df, y_df, train_size=0.75, random_state=7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "clf = ExtraTreesClassifier(n_estimators=200, random_state=79).fit(Xtrain,ytrain['Survived'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### First step: You need to Declare and Compile SmartExplainer "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from shapash import SmartExplainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "response_dict = {0: 'Death', 1:' Survival'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "xpl = SmartExplainer(\n",
    "    model=clf,\n",
    "    preprocessing=encoder,      # Optional: compile step can use inverse_transform method\n",
    "    features_dict=titanic_dict, # Optional parameters\n",
    "    label_dict=response_dict    # Optional parameters, dicts specify labels \n",
    ") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO: Shap explainer type - <shap.explainers._tree.TreeExplainer object at 0x7f3f2fd5b730>\n"
     ]
    }
   ],
   "source": [
    "xpl.compile(x=Xtest, y_target=ytest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Display Feature Importance\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xpl.plot.features_importance()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiclass: Select the target modality\n",
    "\n",
    "Features importances sum and display the absolute contribution for one target modality.<br />\n",
    "you can change this modality, selecting with *label* parameter: <br />\n",
    "\n",
    "<b>xpl.plot.features_importance(label='Death')</b><br />\n",
    "\n",
    "with label parameter you can specify target value, label or number "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Focus and compare a subset\n",
    "\n",
    "selection parameter specify the subset:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sel = [581, 610, 524, 636, 298, 420, 568, 817, 363, 557,\n",
    "       486, 252, 390, 505, 16, 290, 611, 148, 438, 23, 810,\n",
    "       875, 206, 836, 143, 843, 436, 701, 681, 67, 10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xpl.plot.features_importance(selection=sel)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tune the number of features to display\n",
    "\n",
    "Use max_features parameter (default value: 20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xpl.plot.features_importance(max_features=3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Understand local effect\n",
    "\n",
    "### Comparing features globally\n",
    "This plot allows us to observe how the importance of features varies across different subpopulations. For instance, we can see that in certain subpopulations, the **Port of Embarkation** has a greater impact than the **Ticket Class**, highlighting the local variations in feature significance."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ccre2d/wXC7o5jG4SU1zSZ02PLtAzFHVqYuwLiuLi9PdB66lrdXXNropTbLOn/PeNrZPTXTf333//bYqlEnjOOee4n/sKYZC6J8KntIXQd61zkOdEeSTyeaHXFdfuQftVIuUoaGaD5VlPdh9KpJ9xDQQgYCeAENrZEQmBpBDQDSv0RUG3Xd9nn31EdxXVg8wLSxYhjN/9srBdRvXl8p133nHbvesh5PEpfve+Bx980B09EJ905z+dxqVr6uJfcnULdT2rr6DjGTT+zTffzJPAMIUw6H2tL1bxOyAWtAmJrp1UAdBd/TQle8pokHaP33lw6NCh7mzF4lJQ7iUphFo/HbHWIzT0Sxldw5poClrP2DNc0LMYK4NuaPTFF1+4XU71/ND4FL8rsEUIg9Q9EUalLYS6IY3P51SQ58RHCItr96D9yvq5ZXnWk92HEulnXAMBCNgJIIR2dkRCIGkEYt/Q6g0aNWrkvnHWkQ4dNaxSpYo7F23JkiVuR8uXXnrJvcTqkQC6S2l8KuqFWo+D0IOx9RxCvU7jdQdJlRg9D3D+/PkuKxVSPTOwICGMlU83T9h7773dJboBgu48unz5cjcdVL85ju0MqIdKX3jhhe46XYOlL+C6zbyuo9Oy6DfzsUPuwxTCoPe1vlhpPXXtoK6DUgYFnUP42Wef5aFNthDqjYK0+y233CJ33323K6+uP9WjRVq3bp13DqH2Gd0kKHYOYVDuJSmEWqcZM2bI9OnTXf30DEI9AqVdu3buGBGtl/Zp3cBJ6xl/9EvQeurIpD4nesyKTtfTEeX8I5SxM960LCqOOmKofUo/B/R5/fDDD/P6ke8IYZC6J/IhWNpC6Ps5FfQ5SeTzQu9RXLsH7VeJlKOgEUItm++znuw+lEg/4xoIQMBOACG0syMSAkklMG/ePLeWadWqVUXeR7/91p31dNRAp7vFp6JeqNetW+cE5eOPPy40/8JGSmIvGroOUKVUhTR/qlGjhntRjT9LUEcyNM+PPvqowHvqmYcqkQsWLAh1ymjQ+wZ5sdLt8LUd9MW9oKQHbc+ZM8f9yiqEiXTE2FTdIO2uo9a6m6BuflRYih/9Dcq9pIVQdxOdNm2a3HfffUUi1am/77//ft41QeupI3/6BUj+3UzjN1LRdtNRQv3CpqCku/3OnDnT/coihNa6J9L3SlsIfT+ntE5BnpNEPi/0HsW1e9B+lUg5ChNC32dd65PMPpRIP+MaCEDATgAhtLMjEgJJJ6BTCnW3UX3BW7x4sTtrS/+i1lE1lacuXbq4s9Bi597lL1BxL9R6pIQKnY7O6aHbummFjhJ27txZ+vXrJ7vttluBdYx/0dDponfeeacbodAdSTVed0TUKXe6VXz+pAd/67RRPWxaRwb1DEQtv4546PpBFQ6tc5gjhFqGIPcN8mKl91au9957rzuXUeuso7x63p3KYMeOHfN2fiwJIdTyWNs91pYqQzqNWDe90AOpdVMgbUM9A653795bfTERhHtx/beoB9B3l9H4vBYtWuSOoNA+rVPh9EVXv2zREXodCdejN3QqdXwKUk/NR6dL64Yx+pzrDAC9Z/6dNfX5V7HXczp1xFK577LLLqJnIzZs2NCN8luFMFYXS92L+yAsbSHUL9Z8P6eCPCeJfF7EmBXX7kH6VSLlKEwILc96MvtQcX2M30MAAsEIIITB+BENAQhAAAIQgEAZJJCIEJXBYlMkCEAAAiVOACEsceTcEAIQgAAEIACBZBNACJNNmPwhAIGoEEAIo9KS1AMCEIAABCAAgTwCCCGdAQIQgEBiBBDCxDhxFQQgAAEIQAAC5YgAQliOGouiQgACpUoAISxV/NwcAhCAAAQgAIFkEEAIk0GVPCEAgSgSQAij2KrUCQIQgAAEIAABCEAAAhCAQAIEEMIEIHEJBCAAAQhAAAIQgAAEIACBKBJACKPYqtQJAhCAAAQgAAEIQAACEIBAAgQQwgQgcQkEIAABCECgPBK49tpr5eGHH3ZFv/jii+X4449PajVK+n5JrQyZQwACEEgRAghhijQ01YQABMo/gZdffllGjx6dV5G0tDSpVauWdOrUSU4//XTZcccdy38ly0kNli1bJnfeeae899578scff0hmZqbUrFlTtt9+e2nTpo1rj3r16pV6bUpa0Er6fqUOmAJAAAIQiAABhDACjUgVIACB1CAQE8KrrrpKevToIVu2bJHFixfL5ZdfLr/88ovMmTNHWrRokRowSrGWP//8s5xyyiny119/FVoKbYv27duXYin/uXVJC1pJ36/UAVMACEAAAhEggBBGoBGpAgQgkBoE8gthrNZvv/22nH322TJgwAAZMWJEasAoxVqqkD/22GOuBCeffLIMGjRIqlevLr/++qssXLhQnn76abngggukbdu2pVjK0rk1Qlg63LkrBCAAgSAEEMIg9IiFAAQgUIIEChNCnb549NFHy+GHHy4TJ07MK9Fvv/0m06dPl7feektWr14tDRo0kCOPPFKGDh0qFSpUcNfpz2+99VZ58803ZeXKldKoUSPZf//95bTTTpPatWu7a+677z658cYb5bnnnpN77rlHnn/+edm4caPstddecv7550uTJk22oqCjlrfddpt8/PHH7jodtdS1a3379s27LpbnCy+8ILNnz5annnpKsrKyZI899pAxY8a4csRSImXUaxOpr163++67S5cuXWTGjBmm1lN+H330kYvVsnfo0KHIfP7zn//IvHnz3DXXX3+9HHTQQe7PCxYskJEjR7o/d+/eXa677jr35/xSpVNPtY1+/PFH2WeffVycJp0+fMIJJ+TdO35Kca9evdzIcUGCdsMNN7hyJ5pHrK1iN9KpytWqVZPWrVu7/nTcccdJenp6gWVP9ppFUwMSBAEIQAACWxFACOkQEIAABMoJgcKEUIXvnHPOcSNV+m9NOlqlI4YqaxdeeKG0atXKjV5ddtllsvPOO+fJh44s6rUqknrN77//7oRj8+bNLl5TTAh0mqoKiQrN0qVLZfz48bJmzRp58MEH3VpGTSqDp556qnTu3NndV6Vy7ty5MmXKFPn3v/+dN4IZy/OYY45xgnbggQc64dGRNRVIFdlYSqSMidZX8wwqhCqsKrKamjVrJr1793brOFUMq1atuk1vihdClTGtq6ZEhPDQQw8Vbffc3FwXo3wmT57s/tyxY0e5//778+6nchmTRRX3XXbZpUAh/Omnn+TYY49NOI/8Qpi/gvEj04wQlpMPE4oJAQhAII4AQkh3gAAEIFBOCBS0hnDRokVuJEg3Npk1a5Y0bdrU1UalRUf9/vvf/+aN9OnPX3vtNTeqFxOGrl27Sv/+/d2U08JSTAh0o5Qzzjgj77Lvv//ejfzpiNmwYcPcz88991z59NNP5dlnn3XTKGNJhfPJJ590I4GNGzfOk8yzzjrLCWQsPfDAA054tNyxuiRSxkTrG0ZT6+ig1jl/0lGynXbaSU488UQ54ogj8n4dL4RTp051I7CaEhFC3axm3LhxTiJ1VE6Tsn7//ffdnx999FEn8jq6qyPE2dnZ0q5dO1GOmgoTNJ888tdz06ZNom2v/eHvv/+WypUry/z5893GOghhGD2MPCAAAQiULAGEsGR5czcIQAACZgL5dxmNZaRTCnVETafwxdJ+++3npnTqFMX4tH79eicksRHFgQMHutE+FYQDDjhAtttuu23KFxNCFc78O5nqdEEdBbzrrrvcKJaOIGr+kyZN2iqfd999V4YPH+7kVaczxvLU0cX4tXYqOloWnSKp5deUSBkTra8Zfr5ALadOo/3qq68KzFKlW9cXagoihDqSd8kll2x1j5deekkuuuiiPDYq4ToFVEcfNakca7toKkzQfPLQKbszZ850XzDoSKxO7c2f9AsA7TsIYVg9jHwgAAEIlBwBhLDkWHMnCEAAAoEI5B8h1BdzPfbg0ksvdSNT06ZNc6M0GzZsEBUkTTpqFZtuGPu3/jw2zW/58uVy0003yeuvvy4qi3psQrdu3dyoXUFrCBs2bLhVHXSkTEendJOV2H11XVv88Rga8M0337iRM53WqDt0xoRQ61SnTp28PL/88kv3exWLQw45xP28uDL61DdQAxQQrOsWP/zwQzcqqpKlU2g1KUfdXEZTYUL46quvuimgmgpbQ6ixJ5100lZ31t1lde3en3/+KfXr13drO1U+lyxZ4qas6nTW2NTVwgQt0TxycnLy8i6KnY7+6vRZhDDsHkZ+EIAABJJPACFMPmPuAAEIQCAUAoWtIdRNXsaOHevW56noqfjtu+++cvDBB8sVV1yR0L1VEFQo3njjDTcapIIZ23SluBFCXT949913540Q6kijikF8UnE988wztxkhfOWVV7aa0lqQEMbyKayMlvomBMXzoq+//lr69evnonTTnnfeecf9OX7N4dVXXy2HHXaY+7kyu+WWW4oUwsIOk9c4jdekI4T6ZYAmHRnU+8VSUYKWSB46AqprPzXpSLTG6Eh0RkaGE/ZVq1a53yGEnp2FyyEAAQiUIQIIYRlqDIoCAQhAoCgChQmhxui0yh9++MGt0VNB0xE6XeumI3d6YLpPmjBhghvdUonTHSVjQqjrB3XdWCzp/XQN4ZAhQ/LWEOpU1M8//9xtJBO/wYqKkJZF841fQ+gjhPF1yF/GIPX1YaPX6npIlVPdXEfX7+moqY7W6ro9Paxek06D1emwmnQEVtdsatK1gFr2b7/91q3ljAlVUbuMFrRTp07d1Km3KsMqZ7p2UJOWQdcQxlJRQphIHvGSq/VUCa1Ro4bce++9eUKKEPr2IK6HAAQgULYIIIRlqz0oDQQgAIFCCRQlhLE1erGpoHpQ/eDBg5186cihSoJKi07dfOSRR5zE6ZovXYumUxJ1x0qdIqq7hOrPdPpfbKfPmBDqpiU68qgjgHo4u+4yqkKj4hObXqojSjrdVHfy1OmO+nOd0qjr2/Q+o0aNcvWL5VmcEOr6tUTKmEh9Y8dDBN1lNH4KaEGNpRKtR0jo1FtNOvKqUzp1+mV80qNCVOA1+QqhxujIoK7riyXdVTQmnokIYSJ5qPhqu+kmMvFJ76UbGalUIoR8aEEAAhAo3wQQwvLdfpQeAhBIIQJFCaFi0BE8HZ3THTr1zEF9YdfNXnQ3Sz1OQuVMR650WqGOVOn6Qt0c5aGHHnJHUvz1118uTuVEpU5HguLlTcVO83vxxRdFd5rcc8893Rq42G6gsaZQKVSZ/OSTT5yENm/e3J1BqP+oLPkIoV6bSBn1ukTqq9cFFUJlpbtq6jmLKkQqrSpOyldFSeVPzzmMT3q9MtEjH1TEdVdXXe+ZyDmEhZ3lF79Lqd4rtmFP/H2LW9OXSB5aR92cSNdKqtTqlwI6IqtfPugXAwhhCn0IUVUIQCCSBBDCSDYrlYIABCAQHoHCRvPCuwM5QQACEIAABCBQWgQQwtIiz30hAAEIlBMCCGE5aSiKCQEIQAACEDAQQAgN0AiBAAQgkEoEEMJUam3qCgEIQAACqUYAIUy1Fqe+EIAABDwJIISewLgcAhCAAAQgUI4IIITlqLEoKgQgAAEIQAACEIAABCAAgTAJIIRh0iQvCEAAAhCAAAQgAAEIQAAC5YgAQliOGouiQgACEIAABCAAAQhAAAIQCJMAQhgmTfKCAAQgAAEIQAACEIAABCBQjggghOWosSgqBCAAAQhAAAIQgAAEIACBMAkghGHSJC8IQAACEIAABCAAAQhAAALliABCWI4ai6JCAAIQgAAEIAABCEAAAhAIkwBCGCZN8oIABCAAAQhAAAIQgAAEIFCOCCCE5aixKCoEIAABCEAAAhCAAAQgAIEwCSCEYdIkLwhAAAIQgAAEIAABCEAAAuWIAEJYjhqLokIAAhCAAAQgAAEIQAACEAiTAEIYJk3yggAEIAABCEAAAhCAAAQgUI4IIITlqLEoKgQgAAEIQAACEIAABCAAgTAJIIRh0iQvCEAAAhCAAAQgAAEIQAAC5YgAQliOGlp81OIAACAASURBVIuiQgACEIAABCAAAQhAAAIQCJMAQhgmTfKCAAQgAAEIQAACEIAABCBQjggghOWosSgqBCAAAQhAAAIQgAAEIACBMAkghGHSJC8IQAACEIAABCAAAQhAAALliABCWI4ai6JCAAIQgAAEIAABCEAAAhAIkwBCGCZN8oIABCAAAQhAAAIQgAAEIFCOCCCE5aixKGrJELj//vslNzdXBgwYUDI3jMhd1q5dK1WqVJHMzMyI1KhkqrFq1SqpU6dOydwsInfZvHmzZGVlSY0aNSJSo5KpxoYNGyQtLU0qV65cMjeMyF3++usvqVatmmRkZESkRsmvhv4dumbNGqldu3bybxahO+hn28aNG6V69eoRqhVVKQ8EEMLy0EqUsUQJIIQ23AihjRtC6M8NIfRnphEIoY0bQujPDSH0Z6YRCKGNG1HBCSCEwRmSQ8QIIIS2BkUIbdwQQn9uCKE/M4TQxkyjEEJ/dgihPzOE0MaMqHAIIIThcCSXCBFQIdyyZYv8+9//jlCtkl8VhNDGGCH054YQ+jNDCG3MEEIbN4TQxi2REUKd9s3SDBtfogongBDSOyCQj4AK4dKv7pEd27WEjQeBzVu2uDU26WlpHlFcumnzZqlYoQIgPAjk5OZKdna2VCgn61UrVsyQTZuyPWqYnEuVmaSlSUZ6enJuENFc+Wzzb9hcEdmyebNU4LPNC55+tuXk5EhmEetV123KlCOPv1rq1q3rlTcXQ6AoAggh/QMCBQjhTunDpH3T9bCBAAQgAAEIQAACZYbAp0tbSOP9XpNWLfnSusw0SgQKghBGoBGpQrgEdIQQIQyXKblBAAIQgAAEIBCcAEIYnCE5bEsAIaRXQIARQvoABCAAAQhAAALlgABCWA4aqRwWESEsh41GkZNLgBHC5PIldwhAAAIQgAAEbASiLIQPPjNX3l64SNITPPNzu1o1ZdTgf7NW1daVtopCCEOASBbRIoAQRqs9qQ0EIAABCEAgKgSiLITX3HmvPPLjWkmrUDGh5to182+5ccQZUq1atYSuL82LXnjhBVmwYIFceeWVpVmMQu+NEJbJZqFQpUkAISxN+twbAhCAAAQgAIHCCCCE/08miBCuWbNGjj/+eJkzZ440aNAg6R0OIUw6Ym4AgXAJIITh8iQ3CEAAAhCAAATCIYAQIoTh9KStc2GEMBlUybNcE0AIy3XzUXgIQAACEIBAZAkghMkXwmXLlsmNN94oX3/9tTvvceDAgXLggQfm3fjFF1+Uhx56SFasWCH169eXCy64QHbaaSe555575KWXXpK//vpLmjRpIsOHD5dOnTq5OEYII/tIUrGoEkAIo9qy1AsCEIAABCBQvgkghMkVwpycHBk6dKjsv//+0r9/f1m0aJGMGTNGpkyZIm3atJG3335bbrjhBhk/frzsuOOO8ttvv4nGbL/99jJv3jzZbbfdpFatWvL888/LzJkzZdasWVKpUiWEsHw/dpQ+FQkghKnY6tQZAhCAAAQgUPYJIITJFcLFixfLRRddJI8++qhk/G+30+uvv16qV68uZ5xxhlx22WXSsWNHOemkk4rtLCqUEyZMkB122AEhLJYWF0CgjBFQIWyadbbs0HhDGSsZxYHAtgRyc6ESNoG00DPMFckNPdewS1nu8qPrh99kaXTT8KGGnOOiX5tI20NflVYtW4acc+lnV5K7jBa2qcxbb73lRvZmzJiRB2T27Nnyww8/yNixY2XYsGFy8sknywEHHLANMJ0u+uSTT8rKlSslPT1d/vzzT7n66qvdqCFTRku/f1ECCHgRUCF889MXpUHjxl5xqX6xTplIS0tz/xSW0oRXuPxssnNyJCM9PdW7j1f9tRfl5uS4v3CTkkJ+K07PSJOc7DLQ92PfHoRcv6S0QSKZltC3Ie6zLT1dStSVNm6QfTq2lsqVKydCokxek5W1QSpXrlImy1aShfLpptrXtmzZIhUrFn7sQk5uuuzbfVC57huF8S8LQmgdIdR1h2eddZabWtqqVStXxVNOOUXOO+886dKlC0JYkg8d90o9Al999ZXccccd8s0337ih/RYtWshpp52Wt4jXQkSFcEGlNtJy166W8JSNyc7Odi/oRQlhysIpouL6l39mZiZoPAjk5ua6NRux6TweoSl9qTLTlDSRjijd0vhs2/TVmzK8a1tp2LBhuaSqz6iOwNSuXbtclr+0Cr1582bZuHGjm56Yiqk0hPDee+91G8PEkn4+nn766dKtWzfp169f3hpCnTbatm1bt4ZQpU/XEHbo0MGtIdT+vnbtWjed9L777nNCr9fpf1977bUIYSp2ZupccgQ2bdrk5nCfcMIJ0qtXL/eC+OWXX7oDSnfeeWdzQRBCG7rSeGmylbRsRSGE/u2BEPoz0wiE0MatND7bEEJbW5X3KISw5A6mj00Zzd9nYjuG6i6jS5YskTp16riRvu7du+ddqhvGPPzww/L777+7Mww1RtcV3n777fLuu+9Ko0aN3AY077zzjpx55pkIYXl/MCl/2Sbw008/udHAZ599ttDpFbpl8K233urmfus3rfpg6lzuX375xQ3tT5o0yX3jo/O8dVepcePGyWeffcYIoaHpS+OlyVDMMheCEPo3CULozwwhtDHTqNL4bEMI7e1VniMRwpITwvLcT5JRds4hTAZV8iwRAjpCOGDAADcaePjhh0v79u2lRo0aefdevXq1nHrqqTJixAi3ffDChQvl8ssvl7vuust94zN37ly3i5QKo/5c53zrDlKMENqarzRemmwlLVtRCKF/eyCE/swQQhszhNDGjSmjNm6pLoQPPjNX3l64SNL/t7tncRS3q1VTRg3+t1SoUKG4S/l9MQQQQrpIuSagc7f1cNAPP/xQli9fLrvvvruMHDnSjQY+/vjj7ucTJ07Mq6PO+d57772lR48e7meXXnqpi9N1b7fccov7UEEIbV0CIbRxQwj9uSGE/swQQhszhNDGDSG0cUt1IbRRIyoMAghhGBTJo0wQ0Gmf1113nSvLNddcI7fddpu8+OKLWy1qz8rKkj59+kjfvn3ddbFFv7oL1JFHHul+hhDamhMhtHFDCP25IYT+zBBCGzOE0MYNIbRxQwht3IgKTgAhDM6QHMoQgfnz57uRPl3s+9hjj7lNZnQUsKC0YcMGt5PUrrvuKu+//747c0annCKEtgZFCG3cEEJ/bgihPzOE0MYMIbRxQwht3BBCGzeighNACIMzJIdSIqBTPXUE8KCDDpLtttvO7fY0depUqVq1qtsOWEcMVfjOOecc2W+//dy2wHpMhV6rU0onT54sKoUqjLqF8N9//+3+jBDaGhQhtHFDCP25IYT+zBBCGzOE0MYNIbRxQwht3IgKTgAhDM6QHEqJwF9//SXTp0+XTz/9VFauXOlG93QNoW4MEzv7SLcM1m2Av/32W3f2lm48c+6558p3330n06ZNyxsVVDHUuIEDB7odSDmH0L9REUJ/ZhqBEPpzQwj9mSGENmYIoY0bQmjjhhDauBEVnABCGJwhOUSMACOEtgZFCG3cEEJ/bgihPzOE0MYMIbRxQwht3BBCGzeighNACIMzJIeIEVAhfH5NVdmurf1w+4ghSag6Obm5kp6WltC1XPT/BLJzciQjPR0kHgRyJVdyc4X+5sFML1VumtKk6OdUd1vWnZdJ/xDQZ1Q/20qSSc7ShXL+4Xu55Q3lMSGEtlZLdSF86tUF8sXS3yQjwWMnalXKlFOPOZxjJ2zdbasohDAEiGQRLQIqhFc98ZxUqVs+/yIurdbIzc6RtPQ0EV4kvZogJzs74TOXvDKO8sW5uZKbkytpGYi0VzPn/COEos9pYWnTBhnavavsvduuXllH+eL169dL5cqV3bKDkkqVKlaUDu07lOg9w6wbQmijmepCOOO/L8gvLfaTClWrJQbwkxdkRM/9pFq1BK9PLNfQr5o0aZI76zq2w33+G/Tv31/GjRsn7dq1C/3emuELL7wgCxYskCuvvLLQ/BHCpKAn0/JMQIVw/PzPpXbzNuW5GiVedqaM2pAzZdSfG1NG/ZlpRE5Ozj8+WITY5P69Wq48Ym85otsBtptEMErXq+sLZ6KjFhFE4F0lhNAbmQtACEtWCF966SV58MEH5ddff3XPuO4zMWrUKKlbt66tAQuJ+vjjj6VmzZqyww47FHgFQhgqbjKDQDgEEEIbR4TQxg0h9OeGEPozQwhtzDQKIfRnhxD6M0MIRUpyhHDRokXyn//8Ry655BLZbbfdZO3atfLBBx/IHnvsIfXq1bM1oDEKITSCIwwCySSAENroIoQ2bgihPzeE0J8ZQmhjhhDauCGENm6MEJbcCOHTTz/tji676aabCmwsbYv77rtPXnnlFdm0aZPsu+++cuaZZ7rp4z/99JOMHDlSBgwYILNmzXLxw4cPlzp16rgd7FetWiW9evWS0047zf3OZ8qoTlG/9dZb5d1335XMzEw57LDD3A74sZkdenzaHXfcId9//70ri8qk3uv11193x6bpkWy1atVy01OPOeYYd3+mjNqeR6JSnABCaOsACKGNG0Lozw0h9GeGENqYIYQ2bgihjRtCWHJCqMeRnX322XLiiSfKXnvt5aZzVqxYMa/h7rzzTlm8eLGMGTNGqlSpItdee600btzYnW+tQjh06FA57rjjZNCgQfLee++5s607d+4s5513njvjWuXx+uuvd/n6CKGei71ixQoZO3asqBxefPHF0rNnT+nTp487X/vUU0+Vs846S7p37+7uo9Ndde2hjm7qJlTNmjVz5R49erRcd9117ncIoe15JCrFCSCEtg6AENq4IYT+3BBCf2YIoY0ZQmjjhhDauCGEJSeE2kILFy6UJ554Qj777DPJyspyo3HDhg1zu5Yee+yxcs0117h1hZp0RE6nl86ePTtPCHWUMSaRRx99tFx++eXSpUsXd/2ll14q++23n/To0cNLCHW074YbbpC2bdu6fF5++WV5/PHH3ajhY4895sTv6quvLraDqYS2adPGiSRCWCwuLoDAtgQQQluvQAht3BBCf24IoT8zhNDGDCG0cUMIbdwQwpIVwvhW+vrrr2X8+PFy1FFHicpd7969pUmTJnnHzWifXrdunTzyyCN5U0ZV1GJJp2jGRgL1Z7qj58477+zyiR8h1J/Pnz/fhZ1yyilu2mlsDaHeT69X8dNNaGLSOmHCBHn44YfltttuE31nOOecc7bpYDqVdObMmbJs2TL3O10TqTKoI5gIoe15JCrFCSCEtg6AENq4IYT+3BBCf2YIoY0ZQmjjhhDauCGEpSeE2mK6/k9FSqdrqpjdeOON0qJFi20aM7aG0CKEBfWM+E1lrCOE/fr1kyFDhki3bt3cekOdwqqb4wwePBghtD2ORKU6AYTQ1gMQQhs3hNCfG0LozwwhtDFDCG3cEEIbN4Sw5ITwnXfekZUrV7pdRXUzmCVLloiOxJ1wwgluZG3GjBnyzTffyAUXXCANGjRw6/e+++472XPPPQONEBYnhLruUMulaxd1DaH++4gjjthqDaGOEB500EF5awh1eqluIDN16lRp3bq121hGN7lRuUQIbc8iURBwuzRxDqF/R0AI/ZlpBELozw0h9GeGENqYIYQ2bgihjRtCWHJCqFNEdRdR3YBFp4LqaNrBBx/spnDqCJu2xZw5c9wavjVr1kj9+vXd5i66kUwyRwi1LLpeUDeq0bNPDz30UDftM3YO6pdffinTp0+XH3/80W12E9tldN68eW7HU62HnqOYlpYmjRo1QghtjyJREBCE0NgJEEIbOITQnxtC6M8MIbQxQwht3BBCGzeEsOSE0NZC0Y1Ky9WnlgQBCOQR0BHCK597Q2o0agoVDwLZOTmSnp4m+j9S4gRUpGPf/CUeldpX5kqu5OTkSkZ6emqD8Kx9Tm6Oi0hPK4Jb1joZ3/cI6dn9QM/co3s5B9P7ty1C6M9MI1JdCJ96dYF8sXS5ZGRkJgSwVqVMOfWYw92uoKRgBBDCYPyIjiABFcLf//jDzb0mJU5ApznoIanITeLM9Ep92YztJuYXmbpX66jqxo0bpVq1aqkLwVBzZabTiOLP2ioom1YtW7oDkUn/EEAI/XsCQujPDCG0MSMqHAIIYTgcySVCBFQI9S8znUdOSpyA7syl89l5kUycmV65atUqt6CdlDgB/RZdz4yqUaNG4kFc6TYgUCHUL25IiRNACBNnFbsSIfRnhhDamBEVDgGEMByO5BIhAgihrTERQhs3hNCfG0Loz0wjEEIbN4TQnxtC6M8MIbQxIyocAghhOBzJJUIEEEJbYyKENm4IoT83hNCfGUJoY6ZRCKE/O4TQnxlCaGNGVDgEEMJwOJJLhAgghLbGRAht3BBCf24IoT8zhNDGDCG0cUMIbdxSfVMZGzWiwiCAEIZBkTwiRQAhtDUnQmjjhhD6c0MI/ZkhhDZmCKGNG0Jo44YQ2rgRFZwAQhicITlEjABCaGtQhNDGDSH054YQ+jNDCG3MEEIbN4TQxi3VhXD+K/fLr9/Ok4yMxI6vqlC1hfQ8fgzHTti621ZRCGEIEMkiWgQQQlt7IoQ2bgihPzeE0J8ZQmhjhhDauCGENm6pLoTPPnKJ7FnzaqlW+Z8zU4tL874/Wrr3nZPUI4j69+8v48aNk3bt2hVZnKefflo++ugjd61veuGFF2TBggVy5ZVX+oaGdj1CGBpKMooKAXcO4c/zZa9/7RmVKpVIPTZt3CSZFTIlncPCvXjrzo96XAcpcQI5OTmyZfMWqVipYuJBCVxZo3ZL6bR7jwSuLJ+XsMuord3YVMafG0Loz0wjEMKSFUL9u+Thhx+Wl156SX799VepXr26tGnTRo4//njp0qWLa0SE0NaXiYJAuSegQth43TnSuvGGcl8XKgABCCRO4K1f+kr/Yfe7s/qimBBCW6sihP7cEEJ/ZgihSEmPEE6cOFGWLFkiZ555pnTo0MF99n/66adutG7MmDEIoa0bEwWBaBBQIdwpfZi0b7o+GhWiFhCAQEIE5n5zihx/6r0IYUK0UucihNC/rRFCf2YIYckK4VdffSUjR46UGTNmSPPmzQttsPgRwvXr18utt94q7777rmRmZsphhx0mAwcOdDOjdMroe++950YZ33rrLWnQoIGMGDFCdtllF5f366+/Lvp+uXz5cqlVq5b07dtXjjnmGPc7pozanheiIJBUAghhUvGSOQTKLAGEsMw2TakWDCH0x48Q+jNDCEtWCGfPni1vvPGG3HbbbUU2VrwQTpkyRVasWCFjx44VlcOLL75YevbsKX369HFCePPNN8t//vMf6d69u7z66qtyyy23OAmsVq2afPDBB9KwYUNp1qyZLF68WEaPHi3XXXedW5uIENqeF6IgkFQCCGFS8ZI5BMosAYSwzDZNqRYMIfTHjxD6M0MIS1YIdaTvl19+ydvIJSsrS0455ZS8hrvnnnucyMULYa9eveSGG26Qtm3buutefvllefzxx92ooQrhM888I7fffnteHsOGDZN+/frJgQceuE2HmDRpkluvqDKJENqeF6IgkFQCCGFS8ZI5BMosAYSwzDZNqRYMIfTHjxD6M0MIS1YIZ82aJW+++WbeCKH2Wd31e+XKlW5N4RNPPOGmf8aEsEmTJtK7d2957LHHpGbNmq6BFy5cKBMmTHAb06gQ6lTS+J1CdcfRzp07O+nTKaozZ86UZcuWuVjdmV1/PmjQIITQ9rgQBYHkEkAIk8uX3CFQVgkghGW1ZUq3XAihP3+E0J8ZQliyQvjFF1/IqFGj5K677pKmTZvmNdjvv/8uJ5988jZCqFM7fUcIVSxPOukkN0KoI4VDhgyRbt26uTWHkydPlnr16sngwYMRQtvjQhQEkksAIUwuX3KHQFklgBCW1ZYp3XIhhP78EUJ/ZghhyQqh8r7iiivku+++22qX0bffftut7XvyySe3mTJ6/fXXuxFE3YFU1xDqv4844oit1hDq2sCDDjpI5s+fL9OmTRMdiaxatarbQGbq1KnSunVrt7HM8OHDnWAihLZnhSgIJJ0AQph0xNwAAmWSAEJYJpul1AuFEPo3AULozwwhLHkhzM7OloceeijvHMJKlSpJx44d5cQTT5Rdd93VNWL8GsJ169a59YK6m2hGRoYceuihbsqn/jn/LqP169d3u4x26tTJ5TNv3jwnhzoqWLduXbebdaNGjRBC26NCFASSTwAhTD5j7gCBskgAISyLrVL6ZUII/dsAIfRnhhCWvBDaWimaUWm5+tSSIACBPAIIIZ0BAqlJACFMzXYvrtYIYXGEtv09QujPDCEUee3l+2X5d69IRkZ6QgArVG0hPY8fIxUqVEjoei4qnABCSO+AQD4CCCFdAgKpSQAhTM12L67WCGFxhBBCf0IFR2zevFk2btzodrckQaAkCSCEJUmbe5ULAiqEfyy+ShrVr1IuyltWCqnfCKelaWnc/5ESJJCbkytp6anDLDcnR6pVrSIVMjMTJFTAy6aIaD66U1uYaWPFveTYU65zazuimDZs2ODqVrly5ShWL2l1Qgj90TJC6M9MIxBCGzeighNACIMzjGwOugvS0KFD3ULZotJPP/0kI0eOdIdzllRKtGyW8qgQvry5gTTbaXdLeMrG6OJsfUGP6st0shp2y5YtkhlAjpJVrmTl+/dvS+WIOhtk3y7/LNi3pGS9NFWsUEEqVqxoKVK5iEEIbc2EEPpzQwj9mSGENmZEhUMAIQyHY7nMZdOmTdKzZ89Cy66Sp6moa/T3ViHUwzmHDRtWrHAWVMBkC+GCSm2k5a5dy2W7llahEUIb+VQTwr9++VGOrP6nHLBHFxuw/32LnpWVJTVq1DDnkYqBCKGt1RFCf24IoT8zhNDGjKhwCCCE4XAst7moFMaSHp550UUX5W21q6MWiUzJQgjLbfOHWnCE0IYTIfTnpiOECKE/N4TQn5lGIIT+3BBCf2YIoY0ZUeEQQAjD4RiJXPr06SOXXHKJdOnyzzf3+Ufh9CXs3nvvlVdffVXWrl0rLVu2lKuuusod0hk/ZfSZZ56RRx99VK699lp31sp9990nr7zyiqh87rvvvu4AUF3DotNRf/jhB2nYsKG7n17ftGnTrVgWds+///57q+msr7/+uuhUTy1zrVq1pG/fvu4QUE16jylTpsiPP/7oBFfLcP7554u+HOnho5988onoX17bb7+96KGjjzzyiDBC6N+lEUJ/ZhqBEPpzQwj9mWkEQmjjhhD6c0MI/ZkhhDZmRIVDACEMh2MkcilOCKdPny5fffWVjB07VvTAzSVLlkjz5s3l999/zxNCPeBT5e+aa65xMnjnnXfK4sWLZcyYMVKlShUnfY0bN5bTTz9dEpkyWtg916xZs5UQfvDBB04smzVr5u43evRoJ3vt2rVzktu5c2cnifoi+e2330qHDh2c+H3xxReuPnqo6DfffCOtWrWSBx98ECE09GiE0AANITRBQwhN2BBCGzZGCA3cEEIDNDaVsUEjKhQCCGEoGKORSXFCqCNuKno77rjjVhWOTRnVtYYff/yxXH311Xlre4499lgX0759exfz/fffO0GbPXt2QkJY2D2LW0M4adIkadOmjWidLr/8cqldu7acfPLJeaORWpYnnnhC5s+fL+ecc47ssMMOeXXSkUZGCP37NELoz4wRQhszhNDGjRFCGzdGCP25IYT+zBghtDEjKhwCCGE4HCORS1FCuG7dOundu7ebCqpTMuOTCqFuDqMHg15wwQWy//77u1/HYpo0aZK386T+JaE/19G54kYIi7pnfiHUkcuZM2e6PDXplFatz6BBg2TFihVyzz33yDvvvONGLVUMu3fv7qawqvy99tpr7s89evRw16usIoT+XRoh9GeGENqYIYQ2bgihjRtC6M8NIfRnhhDamBEVDgGEMByOkciluBFCFUId/StshPCKK66QcePGuSmYu+22m2OiMTfeeKO0aNFiG0a//vqrmzpa1LEWhd0zvxD269dPhgwZIt26dXPrBCdPniz16tWTwYMH5903JydHPvroIzdCqdNCddQwllRqdVqriq2OYiKE/l0aIfRnhhDamCGENm4IoY0bQujPDSH0Z4YQ2pgRFQ4BhDAcjpHIpTgh1PV8uj7v4osvLnQN4WeffSYTJkyQyy67TDp16iQzZsxwa/N05LBBgwby559/ynfffSd77rmnrF+/3gnjAw884OStoFTYPePXEOpfPDq1dOrUqdK6dWu3sczw4cOlV69eTgh1wxktiwqgrh88++yz3QilroHUdYe6mYz+hT9ixAgnhPpzhNC/SyOE/swQQhszhNDGDSG0cUMI/bkhhP7MEEIbM6LCIYAQhsMxErkUJ4Q6rVKnXuouoypzusvoxIkTt9llVNcR6s/Hjx/vNnWZM2eOvPzyy6ISp5vR6FrD4447zjG76667ZO7cuaIyMW3aNLdJTXwq7J75dxmdN2+ezJo1y4mlTgvVw9EbNWrkhFDzXbBggdtQpk6dOjJgwAA3kqj3VRnVclWtWlUOO+wwd73mgxD6d2mE0J8ZQmhjhhDauCGENm4IoT83hNCfGUJoY0ZUOAQQwnA4kkuECOi6wtcrtJbmnfaKUK2SXxWdkqsirv+QEieQnZMtGekZiQcYrywr7bL21x+lZ83VHExvbMcgYQihjR5C6M8NIfRnhhDamBEVDgGEMByO5BIhAiqE97/5idSp/8/5iKTECOgLgKgQJnY5V/2PQHZOjmSkpyedR9WKFWTHNq1LXdg3Zm2Qvgd1lfattl1XnCgERggTJbX1dQihjRtC6M8NIfRnhhDamBEVDgGEMByO5BIhAiqE4+d/LrWbt4lQrZJfFaaM2hiX1MH0e1RYL1NHnSmVK1WyFbQMRSGEtsZACG3cEEJ/bgihPzOE0MaMqHAIIIThcCSXCBFACG2NiRDauCGE/twQQn9mGoEQ2rghhP7cEEJ/ZgihjRlR4RBACMPhSC4RIoAQCPx5CgAAIABJREFU2hoTIbRxQwj9uSGE/swQQhszjUII/dkhhP7MEEIbM6LCIYAQhsORXCJEACG0NSZCaOOGEPpzQwj9mSGENmYIoY0bQmjjpp9tGzdulOrVq9syIAoCRgIIoREcYdElgBDa2hYhtHFDCP25IYT+zBBCGzOE0MYNIbRxQwht3IgKTgAhDM6QHCJGACG0NShCaOOGEPpzQwj9mSGENmYIoY0bQmjjhhDauBEVnABCGJwhOUSMAEJoa1CE0MYNIfTnhhD6M0MIbcwQQhs3hNDGDSG0cSMqOAGEMDhDcogYAYTQ1qAIoY0bQujPDSH0Z4YQ2pghhDZuCKGNG0Jo40ZUcAIIYXCG5BAxAgihrUERQhs3hNCfG0LozwwhtDFDCG3cEEIbN4TQxo2o4AQQwuAMySFiBBBCW4MihDZuCKE/N4TQnxlCaGOGENq4IYQ2bgihjRtRwQkghMEZkkPECKgQTnjlI6nVtFXEapbc6iCENr4lJYS7VdooN114rlSuVMlW0DIUhRDaGoOD6W3cOIfQnxtC6M9MIxBCGzeighNACIMzJIeIEVAhXPDJZ/KvvbpGrGbJrc6mTRslMzNT0tMzknujiOWelbVBKleukvRaNahdU446uJtkZJT/9kEIbd0FIbRxQwj9uSGE/swQQhszosIhgBCGw5FcIkRAhVD/MhswYECEapX8qqxdu1aqVKnipJCUOIFVq1ZJnTp1Eg/gSvctelZWltSoUQMaHgQQQg9YcZcihP7cEEJ/ZgihjRlR4RBACMPhSC4RIoAQ2hoTIbRxQwj9uSGE/sw0AiG0cUMI/bkhhP7MEEIbM6LCIYAQhsORXCJEACG0NSZCaOOGEPpzQwj9mSGENmYahRD6s0MI/ZkhhDZmRIVDACEMhyO5RIgAQmhrTITQxg0h9OeGEPozQwhtzBBCGzeE0MaNTWVs3IgKTgAhDM6QHCJGACG0NShCaOOGEPpzQwj9mSGENmYIoY0bQmjjhhDauBEVnABCGJwhOUSMAEJoa1CE0MYNIfTnhhD6M0MIbcwQQhs3hNDGDSG0cSMqOAGEMDhDcogYAYTQ1qAIoY0bQujPDSH0Z4YQ2pghhDZuCKGNG0Jo40ZUcAIIYXCG5BAxAiqEuolAnz59Ilaz5FZn3bp1Urly5Uicc5dcUlvnvmbNGqlVq1agWzZs2DCluCOEtu7CLqM2bmwq488NIfRnphEIoY0bUcEJIITBGZJDxAioEG5cOknatuJsOJ+mzcnJlvS0dJG0NJ+wlL82Jztb0gMcFr9yTY603usq6bzbASnDEiG0NTVCaOOGEPpzQwj9mSGENmZEhUMAIQyHI7lEiIAK4U7pw6R90/URqhVViSqBH1dUlg3NH5fd9zoiqlXcpl4Ioa2pEUIbN4TQnxtC6M8MIbQxIyocAghhOBzJJUIEEMIINWYKVAUhTIFGDqmKCKENJELozw0h9GeGENqYERUOAYQwHI7kEiECCGGEGjMFqoIQpkAjh1RFhNAGEiH054YQ+jNDCG3MiAqHAEIYDkdyiRABhDBCjZkCVUEIU6CRQ6oiQmgDiRD6c0MI/ZkhhDZmRIVDACEMhyO5RIgAQhihxkyBqiCEKdDIIVURIbSBRAj9uSGE/swQQhszosIhgBCGw5FcIkQAIYxQY6ZAVRDCFGjkkKqIENpAIoT+3BBCf2YIoY0ZUeEQQAjD4UguESKAEEaoMVOgKghhCjRySFVECG0gEUJ/bgihPzOE0MaMqHAIIIThcCSXCBFACCPUmClQFYQwBRo5pCoihDaQCKE/N4TQnxlCaGNGVDgEEMJwOJJLhAgghBFqzBSoCkKYAo0cUhURQhtIhNCfG0LozwwhtDEjKhwCCGE4HMklQgQQwgg1ZgpUBSFMgUYOqYoIoQ0kQujPDSH0Z4YQ2pgRFQ4BhDAcjuQSIQIqhDX+HCktGmZFqFZUJaoEfl1ZUTY1vlY67HxgqVWxYYMGUrdu3RK7/+bNmyUrK0tq1KhRYveMwo0QQlsrIoT+3BBCf2YIoY0ZUeEQQAjD4UguESKgQvjEtyulQYs2EapV8quSm5MjaWlpIvoPKWECOdnZkp6RkfD1BV1YvWEzSc/MDJSHNTgne4vU++0LGTO4nzUL7ziE0BuZC0AIbdwQQn9uCKE/M4TQxoyocAgghOFwJJdSIqCjBH379pVddtlFrrrqqlBKoUK4oFIbablr11DyS5VMslVs0tP/kUJSwgS2bNkimaUkcwkXsogLs7O3SLXPnpNRJ/YKI7uE8kAIE8K0zUUIoY0bQujPDSH0Z4YQ2pgRFQ4BhDAcjuRSSgRefPFFmT59uqxbt07mzJkj9erVC1wShNCGECG0cUMI/bkhhP7MNAIhtHFDCP25IYT+zBBCGzOiwiGAEIbDkVxKicAFF1wgHTt2lPfee08OPvhgN1oYS99//71MnjxZfv75ZzeCWKdOHalVq5YMGTLEXfLSSy/Jgw8+KH/++ae0a9dORo0aJdttt50ghLbGRAht3BBCf24IoT8zhNDGTKMQQn92CKE/M4TQxoyocAgghOFwJJdSILBixQrp37+/3HnnnU4IVfDuuOMOV5KcnBwZPHiwHHXUUXLcccfJ559/LmPGjJFjjz3WCeEHH3zgZHHixInSsmVLefzxx+W1116Tm2++WWbNmsWUUUN7IoQGaCKCEPpzQwj9mSGENmYIoY0bQmjjpp9tGzdulOrVq9syIAoCRgIIoREcYaVPYPbs2fL666/L7bff7kb5+vXrJ7feequ0adNGFi1aJJdeeqk89NBDbl2bpnHjxkmzZs2cEOqfd9ppJznhhBPc7/Qvr+OPP15uueUWJ5asIfRvX4TQn5lGIIT+3BBCf2YIoY0ZQmjjhhDauCGENm5EBSeAEAZnSA6lRGDQoEFy5JFH5kmdTh9t3bq1DB8+XN5880039VPXF8aSjv5VrlzZCeGwYcNk9erVUqVKlbzf//333zJhwgQ3eogQ+jcqQujPDCG0MUMIbdxYQ2jjxpRRf24IoT8zjUAIbdyICk4AIQzOkBxKgcAXX3whI0eOdNMqYjs06suOCp6uC/z666/lsssuK3SEUH+3xx57yNFHH71N6VlDaGtQhNDGjRFCf24IoT8zjUAIbdwQQn9uCKE/M4TQxoyocAgghOFwJJcSJjBlyhRZvny5jB49Ou/OmzZtkqFDh7q1gv/617/cGsJevXoVuIZQ1xzeeOONbupo27ZtZf369W5k8MADD2RTGWNbIoQ2cAihPzeE0J8ZQmhjplEIoT87hNCfGUJoY0ZUOAQQwnA4kksJElDx07V/KoNdu259VuC0adNk1apVTvS+/fZbueGGG2Tp0qXSqVMnqVmzpjRq1EgGDhzoSvvqq6/KAw884MSyWrVqsuuuu7o8GSG0NSZCaOOGEPpzQwj9mSGENmYIoY0bQmjjxpRRGzeighNACIMzJIdyQkA3mVGB1HWHRSWE0NagCKGNG0Lozw0h9GeGENqYIYQ2bgihjRtCaONGVHACCGFwhuRQRgksXLhQmjZt6s4efP/99+WKK66Qu+++Wxo0aFCsED757Upp3LJtGa1Z2SyWHvWRnp4mIvoPKVEC2TnZkpGekejlZe461+7Lv5aunTsGKtuWLZvlxB6Huo2fiksIYXGECv49awht3Jgy6s8NIfRnphEIoY0bUcEJIITBGZJDGSUwd+5cmTlzpvuArV+/vpx66qmyzz77FFtaHSG84pnXpXqjJsVeywX/TyAnJ1vS0tMlDSH06hY52dmSnlF+hVArm1ahkkhmBa965784d+0qmTn8JOm88y7F5oMQFouowAsQQhs3hNCfG0LozwwhtDEjKhwCCGE4HMklQgRUCMfP/1xqN28ToVolvypMGbUxLu9TRm213jYqd80fcvfgXghhWEALyAchtMFFCP25IYT+zBBCGzOiwiGAEIbDkVwiRAAhtDUmQmjjhhD+ww0htPUfnyiE0IfW/1+LEPpzQwj9mSGENmZEhUMAIQyHI7lEiABCaGtMhNDGDSFECG09xz8KIfRnphEIoT83hNCfGUJoY0ZUOAQQwnA4kkuECCCEtsZECG3cEEKE0NZz/KMQQn9mCKGNGUJo48amMjZuRAUngBAGZ0gOESOAENoaFCG0cUMIEUJbz/GPQgj9mSGENmYIoY0bQmjjRlRwAghhcIbkEDECCKGtQRFCGzeEECG09Rz/KITQnxlCaGOGENq4IYQ2bkQFJ4AQBmdIDhEjgBDaGhQhtHFDCBFCW8/xj0II/ZkhhDZmCKGNG0Jo40ZUcAIIYXCG5BAxAgihrUERQhs3hBAhtPUc/yiE0J8ZQmhjhhDauCGENm5EBSeAEAZnSA4RI4AQ2hoUIbRxQwgRQlvP8Y9CCP2ZIYQ2ZgihjRtCaONGVHACCGFwhuQQMQIIoa1BEUIbN4QQIbT1HP8ohNCfGUJoY4YQ2rghhDZuRAUngBAGZ0gOESOgQnjbS29K01Y7RKxmya2Oik1Geoakpacl90YRy33L5s2SWaFCxGrlX53N6/+WG885TZo3b15ssL40ZWVlSY0aNYq9lgv+nwBCaOsNnEPozw0h9GemEQihjRtRwQkghMEZkkPECKgQrt+wQU488cSI1Sy51fn777+lcuXKkpmZmdwbRSz31atXS+3atSNWK1t1ateqlVAgQpgQpm0uQght3BBCf24IoT8zhNDGjKhwCCCE4XAklwgRUCHUv8wGDBgQoVolvypr166VKlWqIISeqFetWiV16tTxjErtyxFCW/sjhDZuCKE/N4TQnxlCaGNGVDgEEMJwOJJLhAgghLbGRAht3BBCf24IoT8zjUAIbdwQQn9uCKE/M4TQxoyocAgghOFwJJcIEUAIbY2JENq4IYT+3BBCf2YIoY2ZRiGE/uwQQn9mCKGNGVHhEEAIw+FILhEigBDaGhMhtHFDCP25IYT+zBBCGzOE0MYNIbRxY1MZGzeighNACIMzJIeIEUAIbQ2KENq4IYT+3BBCf2YIoY0ZQmjjhhDauCGENm5EBSeAEAZnSA4RI4AQ2hoUIbRxQwj9uSGE/swQQhszhNDGDSG0cUMIbdyICk4AIQzOkBwiRgAhtDUoQmjjhhD6c0MI/ZkhhDZmCKGNG0Jo44YQ2rgRFZwAQhicITlEjIAK4bJF90r7ti0jVrPkVmfz5i2SkZEh6RxM7wV606ZNUrFixW1iNudUliP6Xs3h6wXQRAi9uljexewyauPGpjL+3BBCf2YagRDauBEVnABCGJwhOUSMgAphBzlT2jVZH7GaUZ3yRODjn9tJ64NelObNm5enYpdIWRFCG2aE0MYNIfTnhhD6M0MIbcyICocAQhgOR3KJEAEVwp3Sh0n7pghhhJq13FXlo6XtpcUBCGFBDYcQ2rozQmjjhhD6c0MI/ZkhhDZmRIVDACEMhyO5RIgAQhihxizHVUEIC288hNDWsRFCGzeE0J8bQujPDCG0MSMqHAIIYTgcySVCBBDCCDVmOa4KQogQht19EUIbUYTQnxtC6M8MIbQxIyocAghhOBzJJUIEEMIINWY5rgpCiBCG3X0RQhtRhNCfG0LozwwhtDEjKhwCCGE4HMklQgQQwgg1ZjmuCkKIEIbdfRFCG1GE0J8bQujPDCG0MSMqHAIIYTgcySVCBBDCCDVmOa4KQogQht19EUIbUYTQnxtC6M8MIbQxIyocAghhOBzJJUIEEMIINWY5rgpCiBCG3X0RQhtRhNCfG0LozwwhtDEjKhwCCGE4HMklQgQQwgg1ZjmuCkKIEIbdfRFCG1GE0J8bQujPDCG0MSMqHAIIYTgcySVCBBDCCDVmOa4KQogQht19EUIbUYTQnxtC6M8MIbQxIyocAghhOBzJJUIEVAjbZA+Xdk04mD5CzVruqvLJsrbStjsH0xfUcJxDaOvOCKGNG0Lozw0h9GeGENqYERUOAYQwHI7kEiECKoRffnq7NGhQJ0K1Sn5VcnJyJT0tTSQt+feKwh1yc3KlasVMaVinllSoWHGbKuXkVpVD+kyU6tWqR6G6odYBIbThRAht3BBCf24IoT8zhNDGjKhwCCCE4XAMlMvy5ctl6NCh8vTTTxeYT3G/D3LzOXPmyBNPPCEZGRny4IMPBskqMrEqhAsqtZGWu3aNTJ1KoiLZ2dmSnp4uaSqFpGIJbMnaIPW/eU36ddtb6tThy4digcVdgBD60Pr/axFCGzeE0J8bQujPDCG0MSMqHAIIYTgci8zl/ffflzFjxhR6zV133SWff/659OzZ011z0kknyYQJE6Rdu3buv5MlhGvXrpV+/frJ7NmzpVatWiVAonzcAiG0tRNC6McNIfTjFX81QmhjhxDauCGE/twQQn9mCKGNGVHhEEAIw+FYZC45OTmyZcsWd82PP/4ow4cPd6OBOpqiqWK+6WIlJYTff/+9XHzxxYwMxrWeSo2OmjJC6P9gIIR+zBBCP14IoZ1XLBIhtDFECP25IYT+zBBCGzOiwiGAEIbDMeFcVMJOP/10ef755900TU3xI4DTpk2TZ599VmrXri2ZmZkyaNAg2WWXXbaaUrpq1Sq5+eab5dNPP5VKlSpJnz595LjjjiuwDOvXr5dbb71V3n33XZffYYcdJgMHDpTvvvtOxo4dK6tXr5b69evLXnvtJeeee+5Weai0vvXWW1KtWjVZtmyZ6Af8WWed5cqj6fXXXxcdTdPy6whj37595ZhjjnG/++GHH2TKlClOgFV89913Xzn//PNFX0iuu+46+eSTT1x+22+/vVx//fVSuXJlKapeWpa3337b3efbb78VlY8RI0ZIp06d3P2U6+TJk+Xnn3925dMpeHrtkCFD3O+//vprx0HL1bBhQznzzDNlt912c7/Tciu/1157TTZt2iTdunVDCBPu0f9/IULoBw0h9OOFENp5IYTB2CGE/vwQQn9mCKGNGVHhEEAIw+GYcC7FCaFmVNQIoX7IqgjttNNOMnjwYCdRo0ePdoKjUpc/qZStWLHCyZ/KoY4I6tRUlUgVK/15YWsHVcJUUDWPnXfeWRYuXCiXXXaZk0CVxA8++MDJVbNmzWTx4sWuHCp7OtX1kksukc6dOzvZ0uldeq8OHTrII488Il988YW7rwrxN998I61atXKyWlS9tCwqwVOnTpUdd9zRieodd9wh99xzj+gIrLI46qijnNjp9Fudonvsscc6IVTpPfXUU13++++/v6vH5ZdfLjpVV8VRy6hl1p9pOWbNmoUQJtyjEUIDKheCEFrJiftMycrKkho1atgzScFIRghtjY4Q+nNDCP2ZIYQ2ZkSFQwAhDIdjwrkEFUIVq1GjRrmNYGJTTp988kk3AnbhhRduU45evXrJDTfcIG3btnW/e/nll+Xxxx93o2WJCOELL7zgRCyWdBRRpevAAw/c5l6TJk2SNm3aONlUudJRzpNPPtlJYyxpuefPny/nnHOO7LDDDnk/L65eKoQap6OAsQ/NI488Up566ik3CnnppZfKQw89lMdk3LhxTlRVCLW+H374oUycODHvfuPHj5e9995bevTo4YRQZXaPPfZwv2cNYcLdeasLGSH044YQ+vGKvxohtLFDCG3cEEJ/bgihPzOE0MaMqHAIIIThcEw4l6BCqCNjV155pTRq1Cjvnro+UeVKJSw+rVu3Tnr37i2PPfaY1KxZ0/1KR8d0w5qHH344ISF877335IorrsjLVkVLR/5U+r766iuZOXOmm06qSTep0Z/rNFcdldTRu3feeUfq1q3rxLB79+5uSqYKV2x6pgqZXq/XFVUvFcKPPvpI9P6xpLEPPPCAK4fmOX369LzfqcTqNFQVwttuu01efPFFJ6ixpKMLWlaVQf1HZVZHKhHChLvyNhcihH7sEEI/XgihnVcsEiG0MUQI/bkhhP7MEEIbM6LCIYAQhsMx4VwSEUKVJ5W7gnYZ1SmWOu1ThS6R7f2DjhDqCNyMGTPy6qfrH/v37+9GCHWHUhUuXXOno5U6elevXj03fTOWdDqnipxOIdWpqfFS9tNPP7mpncOGDZPtttuuyHoVJYS//fabm8pa2AihCvGXX37pRhELSghhwt23yAsRQj+OCKEfL4TQzgshDMYOIfTnhxD6M0MIbcyICocAQhgOx4RzSUQIdRdSlRQVLU3xm86oYI0cOdKt6TvllFPcpjJLly51m7XoGr38STdsWblypRMvXUOo/z7iiCMSXkOoI226Gcwhhxwir7zyitxyyy3umIqqVau6DWR0TV/r1q1dGbXcKqAqhLrhjG74ogKo00HPPvtst35wyZIlbgqpbiajf8nquj4Vwn/9619F1qsoIdTNY/Seeu+C1hD++eefbiMfnaa63377uc1sdFRRJVTLghAm3H0RwnBQuVwQQjtMpoza2DFCaOOGEPpzQwj9mSGENmZEhUMAIQyHY8K5JCKEb7zxhhMv/ctbRaZLly7b7DKq0yN15E1fjHStnO4cGlsDF18YnTaq6wV16qdu4nLooYe6KZr650TWEOoZirqBjE5V1d1I43f2nDdvntuARUcFdVqojljqVFaVM92MZsGCBa58unHLgAEDnODOnTvXTfNcs2aNk0rd9VSv11jdIKewehUlhHpvrYuulVQ5VhHVKbJaFuWiSUX09ttvd9fpaGb79u3drqoqhQhhwt0XIQwHFUIYkCNCaAOIENq4IYT+3BBCf2YIoY0ZUeEQQAjD4RjJXAqSsPJSUZ0e2rVrV9GNZ3yTrkd8cWNdadJhV9/QlL5eR69jGx2lNIgEK79lY5bU++l9OW6/Lu6IlDBSRnqG++Im6gkhtLUwQmjjhhD6c0MI/ZkhhDZmRIVDACEMh2MkcylPQqib5TRt2tS9WOuopm6Ec/fdd0uDBg2820aF8I5570vdRtt5x6ZyQLYTwjTR/5ESIJCTK+kZIumZFaRChQoJBBR/SfrGdTL57FNl+8bbF39xOb4CIbQ1HkJo44YQ+nNDCP2ZIYQ2ZkSFQwAhDIdjJHMpT0KoU1F1x1N9UdQREj13cJ999jG1iwrh+PmfS+3mbUzxqRrEpjK2ltddgvX8yzBS9fUrZeawE6VVy392zI1qQghtLYsQ2rghhP7cEEJ/ZgihjRlR4RBACMPhSC4RIoAQ2hoTIbRxQwj9uSGE/sw0AiG0cUMI/bkhhP7MEEIbM6LCIYAQhsORXCJEACG0NSZCaOOGEPpzQwj9mSGENmYahRD6s0MI/ZkhhDZmRIVDACEMhyO5RIgAQmhrTITQxg0h9OeGEPozQwhtzBBCGzeE0MZNP9s2btwo1atXt2VAFASMBBBCIzjCoksAIbS1LUJo44YQ+nNDCP2ZIYQ2ZgihjRtCaOOGENq4ERWcAEIYnCE5RIwAQmhrUITQxg0h9OeGEPozQwhtzBBCGzeE0MYNIbRxIyo4AYQwOENyiBgBhNDWoAihjRtC6M8NIfRnhhDamCGENm4IoY0bQmjjRlRwAghhcIbkEDECCKGtQRFCGzeE0J8bQujPDCG0MUMIbdwQQhs3hNDGjajgBBDC4AzJIWIEEEJbgyKENm4IoT83hNCfGUJoY4YQ2rghhDZuCKGNG1HBCSCEwRmSQ8QIIIS2BkUIbdwQQn9uCKE/M4TQxgwhtHFDCG3cEEIbN6KCE0AIgzMkh4gRUCG88vm3pUbj5hGrWXKrgxDa+GZnb5GMjExbcL6oqpv+kntHDZVWLVuFkl9ZzQQhtLUMB9PbuHEOoT83hNCfmUYghDZuRAUngBAGZ0gOESOgQrjsl2XSs2fPiNUsudVZv369VKpUSTIyMpJ7o4jlvnbtWqlRo0YotUpPz5COO+4oaWlpoeRXVjNBCG0tgxDauCGE/twQQn9mCKGNGVHhEEAIw+FILhEioEKof5kNGDAgQrVKflVUbKpUqSKZmeGMdiW/xGXjDqtWrZI6deqUjcKUk1IghLaGQght3BBCf24IoT8zhNDGjKhwCCCE4XAklwgRQAhtjYkQ2rghhP7cEEJ/ZhqBENq4IYT+3BBCf2YIoY0ZUeEQQAjD4UguESKAENoaEyG0cUMI/bkhhP7MEEIbM41CCP3ZIYT+zBBCGzOiwiGAEIbDkVwiRAAhtDUmQmjjhhD6c0MI/ZkhhDZmCKGNG0Jo48amMjZuRAUngBAGZ0gOESOAENoaFCG0cUMI/bkhhP7MEEIbM4TQxg0htHFDCG3ciApOACEMzpAcIkYAIbQ1KEJo44YQ+nNDCP2ZIYQ2ZgihjRtCaOOGENq4ERWcAEIYnCE5RIwAQmhrUITQxg0h9OeGEPozQwhtzBBCGzeE0MYNIbRxIyo4AYQwOENyiBiB2DmERx55ZMRqltzqpOI5hPrS06xpM6lbt64ZLkLojw4h9GeGENqYIYQ2bgihjRtCaONGVHACCGFwhuQQMQIqhLVWjpCWjbIiVjOqEzaBteszZHXN0dLz+EvMWSOE/ugQQn9mCKGNGUJo44YQ2rghhDZuRAUngBAGZ0gOESOgQrhT+jBp33R9xGpGdcImsHpdpizKvlIO7jXanDVC6I8OIfRnhhDamCGENm4IoY0bQmjjRlRwAghhcIbkEDECCGHEGjSJ1UEIkwi3iKwRQht3Dqa3ceMcQn9uCKE/M41ACG3ciApOACEMzpAcIkYAIYxYgyaxOghhEuEihKHDRQhtSBFCf24IoT8zhNDGjKhwCCCE4XAklwgRQAgj1JhJrgpCmGTAhWTPCKGNO0Jo44YQ+nNDCP2ZIYQ2ZkSFQwAhDIcjuUSIAEIYocZMclUQwiQDRghDBYwQ2nAihP7cEEJ/ZgihjRlR4RBACMPhSC4RIoAQRqgxk1wVhDDJgBHCUAEjhDacCKE/N4TQnxlCaGNGVDgEEMJwOJJLhAgghBFqzCRXBSFMMmCEMFTACKENJ0Lozw0h9GeGENqYERUOAYQwHI7kEiECCGGEGjPJVUEIkwwYIQwVMEJow4kQ+nNDCP2ZIYQ2ZkQgM5oOAAAgAElEQVSFQwAhDIcjuUSIAEIYocZMclUQwiQDRghDBYwQ2nAihP7cEEJ/ZgihjRlR4RBACMPhSC4RIoAQRqgxk1wVhDDJgBHCUAEjhDacCKE/N4TQnxlCaGNGVDgEEMJwOJJLhAioEK7+7mpp1rhKhGqV/Krk5uRIWlq6SFry71VW7pC1UeT39EOlyU69zEXSl/QqVUq+r23ZtFF67d+1VO5thvW/QI6dsBFECG3cEEJ/bgihPzOE0MaMqHAIIIThcCz1XJYvXy5XXHGFLFu2TAYNGiS9e/dOWpn69u0rkyZNklatWoVyj7DyUwZDhw6Vp59+OlC5VAifX1VRtm+3S6B8Ui04OztH0tPTJS2FhFDbuEK1mpJRoaK5ubdkZ0tmRoY53hr499KvZfhujaRtm7bWLEotDiG0oUcIbdwQQn9uCKE/M4TQxoyocAgghAE4DhkyRH788UeXQ82aNWX33XeXs88+2/3ZN5100kkyYcIEadeunW+ou/62226TtLQ0GTZsmCneJygsgYvd05pffmbr16+XV199VXr27OlTnW2uVSFcUKmNtNy1a6B8Ui04Ozv7f0KYYkYYsKG3bNkimZmZAXPxD1/z3UIZ0qYSQuiPrtxGIIS2pkMI/bkhhP7MEEIbM6LCIYAQBuCoQnjiiSdK9+7dJTZC1759eznvvPMSzlVfojMyMiSoEI4fP1723HNPOfLIIxO+t/VCq8Dlv1+s7tb8gjIrrP4Ioa1nIIQ2bgihPzdGCP2ZaQRCaOOGEPpzQwj9mSGENmZEhUMAIQzAUYVQpeSQQw5xuTz44IPy5ptvyk033STvv/++zJgxQ1asWCEtW7aUc845R3bYYQd3nQrQcccdJ6+99pps2rRJdt11V3n22Weldu3abqRAp3weeuihW5VMP1wfeeQReeqpp0RHwrp06SLnnnuuG43U6Zvz58+XSpUqufVA1157rTRt2nSr+FWrVsnNN98sn376qbuuT58+rgyarrzySmncuLF88cUXsnjxYtl5551lzJgxrvyar/7ukksukebNm+eVv1+/fvLf//5X1q5dKwcccICcddZZUqFCBdEXNc1P89IX3R133NEJcsOGDQus+9133+14xKagfvXVV26k9Pzzz5fOnTsXmte0adO2YbbLLrtsNWVUp8/eeOON8vXXX0vdunVl4MCBcuCBB7py6LTSt99+W2rVqiXffvutqMyMGDFCOnXqJAih7aFACG3cEEJ/bgihPzOE0MZMoxBCf3YIoT8zhNDGjKhwCCCEATjGC6F+83rppZdKgwYNnHjo7/S/dRqpStzDDz8s99xzj1SuXNkJkE4Nvfzyy50A6lTP4ka75s2bJ3fddZdcc8017h6TJ0928qUjg5rGjRsne+21V4EjhPrBrLKz0047yeDBg0XlcPTo0XLmmWe6GBW4L7/8Mk8ML7roIlm5cqWTq65du8qdd97pRkBj99LyqyTqmkUtu8qjXte/f39XJhXd/fff35VLJXTNmjXu2pgM5697TAhXr17tZFblU6W0uLzyM4tfQ5iTk+PKr+XQci1atMiVc8qUKdKmTRsnhFq2qVOnOml966235I477nBthBDaHgqE0MYNIfTnhhD6M0MIbcwQQhs3hNDGTT/bNm7cKNWrV7dlQBQEjAQQQiM4DVPp++OPP9zI2Lp166Rjx46iMqXy9vnnn+dJkF47YMAAGT58uOy9995OCFXI9thjj7y7FyeEY8eOld12202OP/54F/P777/LySef7GRTRwWLEkIdARs1apQ88cQTbo2XpieffNKNnF144YVOBJs0aeJkUdOjjz4qb7zxhpMlTUuWLHHyOnv27DypGzlypOy7777uv1WmVFb1n/xJJU3XNer9YkKYv+7K49hjj5VnnnnGjQ6qsBWU8udVlBDqSKe2hdZFp+Rquv76692H7BlnnOGEUEc/Vaw16YewTrdVnhrDGkL/BwMh9GemEQihPzeE0J+ZRjBl1MaNEUJ/bgihP7PYuwhCaGNHVDACCGEAfiqEvXr1clMmVTRUDDXpBi/6cqwbzMSSipded9RRR201RTL2++KEUKVKR7piI28a16NHDzd616xZsyKFUIVNpa9Ro0Z55dGXUJ3CqqKnv9MRudjOpCpLH330kctT008//SQqgI8//nie1E2cODFvAxwVTp3iqdKnI3MzZ850U2djLx8qry+88IKT0YLWC+rPNOl0znhmxeVVlBBqnbUcOu01llRof/jhB1G5zl/HGM8HHnjATUVFCP0fDITQnxlCaGOGENq4IYQ2bgihPzeE0J8ZQmhjRlQ4BBDCABzzryGMZaXTQ/OPEOo0Up2iGRshzH9sg472qZwVtstokBHCb775Ri6++GI3bVWneOZPFiGMHyHUtXgqpjpCOHfuXHnuuefc6KiuidQ1lCqyzz//vBupK0wIdTqnTuHU9Zi6PlFTcXnlZxY/ZTSREcJ46UUIAzwI/wtFCG0MGSH054YQ+jPTCITQxg0h9OeGEPozQwhtzIgKhwBCGIBjYUL466+/uvVrOsKmm7/oaJRuOBO/hjC/EOp0UpWlbt26FViil19+2cXrGrt69eq5tXBZWVkJrSHUkTYVOB0FPOWUU9ymMkuXLnUvBx06dDCNEOoUU53eqYKpsqo7nGreuvGNbiijcqvp9ttvd1MwixNC5aEb5OhIox4boSyKyys/s/xrCLV9lKcKZmwNoU4bbdu2LSOEAfp9YaEIoQ0qQujPDSH0Z4YQ2phpFELozw4h9GeGENqYERUOAYQwAMfChFCzfPfdd92omY6QtWjRwu0IGlsbV9Aoma7Zu+WWW5yknX766dtsDqMfrg899JATGb1G1xPqzqU6CqepqDWE+nvdSGb69OluKqi+TOk0Ux211HWMlhHC+F1GdRqrTvWMraXU6aS6KU2dOnXciKiO/CUihHrQvU4vVSnU6as6JbaovPIzU/mOP5j+559/druM6hpILYsKqx4RookpowE6fiGhCKGNKULozw0h9GeGENqYIYQ2bgihjRubyti4ERWcAEIYnCE5RIwAu4zaGhQhtHFDCP25IYT+zBBCGzOE0MYNIbRxQwht3IgKTgAhDM6QHCJGQIVw9lufS91GjSNWs+RWR6cmp6Wnif6PlDiBnJxsSU//ZyfckkybN6yT7WpWlspVq5XkbYu9l/ajAzp3lGMOKXj6vGaAEBaLscALWENo48aUUX9uCKE/s9hnG7uM2tgRFYwAQhiMH9ERJKBCOP7Vj6Vmk9YRrF3yqpTtxCYdIfREvCV7i2RmZHpGhXB5bq6klcZ9iyl67paN0rdFbbn49EGFXokQ2tofIbRxQwj9uSGE/swQQhszosIhgBCGw5FcIkTACeH8z6V284LPQ4xQVUOtClNGbThLa8qorbT/196ZwGs1tf3/OkN1mgfNadKkJxIKpYRS6IlUSCUJqTzNXg0iURpVomjG02BIMpdKKCEUnogMGZMipXk6/T+/xT7/+9znHva69j6n075/+32fT+re19prfdc6++zvfa21dvZHHT8CISwqg2/tQiH0GTeFUAeUQmjPjUJoz4xCqGPGKH8IUAj94chSAkSAQqjrTAqhjhuFMDM3CqFuHLmJohC6oZT1HAqhPTcKoT0zCqGOGaP8IUAh9IcjSwkQAQqhrjMphDpuFEIKoW7k2EdRCO2ZIYJCaM+NQmjPjEKoY8YofwhQCP3hyFICRIBCqOtMCqGOG4WQQqgbOfZRFEJ7ZhRCHTMKoY4bdxnVcWOUdwIUQu8MWULACFAIdR1KIdRxoxBSCHUjxz6KQmjPjEKoY0Yh1HGjEOq4Mco7AQqhd4YsIWAEKIS6DqUQ6rhRCCmEupFjH0UhtGdGIdQxoxDquFEIddwY5Z0AhdA7Q5YQMAIUQl2HUgh13CiEFELdyLGPohDaM6MQ6phRCHXcKIQ6bozyToBC6J0hSwgYAQqhrkMphDpuFEIKoW7k2EdRCO2ZUQh1zCiEOm4UQh03RnknQCH0zpAlBIwAhVDXoRRCHTcKIYVQN3LsoyiE9swohDpmFEIdNwqhjhujvBOgEHpnyBICRsAI4VufSrGK1QLWsuxtDoVQx/fo0WOSmpqiCw5g1PEjh6V9lWIy5LaborYOD00HDx6UwoULB5BA9jWJQqhjy9dO2HOjENozQwSFUMeNUd4JUAi9M2QJASMAIXz2nfel5um1A9ay7G3OkaNHJCUlRZKTkrP3QgEr/dDhQ5Ivb76AtUrfnPT0Y9LkrDrStkVzCqEeY8RICqEOKIXQnhuF0J4ZhVDHjFH+EKAQ+sORpQSIAIQQv8y6dOkSoFZlf1P27Nkj+fPnl9TU1Oy/WICu8Oeff0rx4sUD1KLsbwozhDrGFEIdNwqhPTcKoT0zCqGOGaP8IUAh9IcjSwkQAQqhrjMphDpuFEJ7bhRCe2aIoBDquFEI7blRCO2ZUQh1zBjlDwEKoT8cWUqACFAIdZ1JIdRxoxDac6MQ2jOjEOqYIYpCaM+OQmjPjEKoY8YofwhQCP3hyFICRIBCqOtMCqGOG4XQnhuF0J4ZhVDHjEKo40Yh1HHjpjI6bozyToBC6J0hSwgYAQqhrkMphDpuFEJ7bhRCe2YUQh0zCqGOG4VQx41CqOPGKO8EKITeGbKEgBGgEOo6lEKo40YhtOdGIbRnRiHUMaMQ6rhRCHXcKIQ6bozyToBC6J0hSwgYAQqhrkMphDpuFEJ7bhRCe2YUQh0zCqGOG4VQx41CqOPGKO8EKITeGbKEgBGAEO7fv1+uv/76gLUse5uzd+9eSUtLC8xrJwoUKCB58+bNXmgiQiG0R0whtGdGIdQxoxDquFEIddwohDpujPJOgELonSFLCBgBCOG+78fJaRWLBaxl2duc9PR0SUpOEvzfyX4cPnpc8pZpJy1a98/2plAI7RFTCO2ZUQh1zCiEOm4UQh03CqGOG6O8E6AQemfIEgJGAEJYJ7mH1Dp1f8Baxua4JbD3YLJ8/NdQufLaB9yGqM+jENqjoxDaM6MQ6phRCHXcKIQ6bhRCHTdGeSdAIfTOkCUEjACFMGAdqmgOhVABLQdDKIQ62HwxvY4b30Noz41CaM8MERRCHTdGeSdAIfTOkCUEjACFMGAdqmgOhVABLQdDKIQ62BRCHTcKoT03CqE9Mwqhjhmj/CFAIfSHI0sJEAEKYYA6U9kUCqESXA6FUQh1oCmEOm4UQntuFEJ7ZhRCHTNG+UOAQugPR5YSIAIUwgB1prIpFEIluBwKoxDqQFMIddwohPbcKIT2zCiEOmaM8ocAhdAfjiwlQAQohAHqTGVTKIRKcDkURiHUgaYQ6rhRCO25UQjtmVEIdcwY5Q8BCqE/HFlKgAhQCAPUmcqmUAiV4HIojEKoA00h1HGjENpzoxDaM6MQ6pgxyh8CFEJ/OLKUABGgEAaoM5VNoRAqweVQGIVQB5pCqONGIbTnRiG0Z0Yh1DFjlD8EKIT+cGQpASJAIQxQZyqbQiFUgsuhMAqhDjSFUMeNQmjPjUJoz4xCqGPGKH8IUAj94chSAkSAQhigzlQ2hUKoBJdDYRRCHWgKoY4bhdCeG4XQnhmFUMeMUf4QoBD6w5GlBIgAhLDUX33ktLIHAtQqNsWGwL5DybLxr1vk4lZ32YSpzsXDZpEiRTLF5kvLJ6VLlVaVlwhBFEJdL1MIddwohPbcKIT2zCiEOmaM8ocAhdAfjiwlhwkcO3ZMRo4cKZ9++qmcc845MmzYMN9qACFc99UqKVexom9lJkJBx9LTJSkpWZKTTv7WHj8ucrzY6ZJSrEa2N+bw4SOSN2+eTNc5+ttP0qv1RXJKiVOy/fon4wUohLpeoxDquFEI7blRCO2ZUQh1zBjlDwEKoT8cc7SUW2+9VX744QdzTWQWzj33XPnPf/6TJcuQo5XK4YutXbtWFixYIFOmTJHk5GRfrw4hXJ2vulSp19DXcoNeGCQdfZGUFAAjzMHOOnr0qKSmpmYWwk3vSo+GNaR0aWYJI3UFhVA3QCmEOm4UQntuFEJ7ZhRCHTNG+UOAQugPxxwtBUJ4/fXXy6WXXirbtm2TBx54QGrVqiX9+/fP0Xrk1MUgGikpKZkut2TJEtm0aZMMGTLEuhqRygsthEJojdQEUAh13CiE9twohPbMEEEh1HGjENpzoxDaM6MQ6pgxyh8CFEJ/OOZoKRDCDh06SPPmzc11n376aXn33Xdl4sSJZhrl559/LnjIrF27tpFEJ8uwZs0amTVrluzatUvS0tKkc+fO8u9//1u+//57mTRpksk6IsNz4YUXysCBA03ZmzdvlmnTpplzUE7Pnj3l7LPPNp9de+210q5dO1m9erXs3btX6tSpY+Igb+np6TJ37lx5/fXXJV++fNKpUydzjVdffVXy5s0reKB76qmnZOXKlXL48GFzTZSNer388svy3nvvmYznV199JW3btpXWrVtnMMbnc+bMMW3EOV27dpWaNWvK5MmTZcuWLZInTx5p3Lix9OrVy/x3aF3feustcz3EL1++3LD7448/TPyAAQOkbNmyQiHUDWcKoY4bhdCeG4XQnhmFUMcMURRCe3YUQntmFEIdM0b5Q4BC6A/HHC0lVAjxje8999wjpUqVMkID4WnSpImpz6OPPiq7d+82GUTcnNu0aSPjxo0z2cQ9e/bI77//LlWrVjXr78466ywjeHjQ+vbbb+X000834titWzfp27evKXPjxo1y3333yezZs6V48eLm/DPOOEPuvvtuc71+/foZeUPmctmyZbJw4UJzPUjb2LFjBULqCCHEFLI3dOhQyZ8/v/m8XLly0r17dyOEjzzyiEyYMEHq1q1r6h4+DXHx4sUm3skQQljRVkgp/kSbmjVrJu3bt88QQkgf6o/peR9//LEpf9SoUVKlShVBeWAHZvPmzeOUUcWIphAqoImYLzY4ZdSOHYXQjpdzNjOEOm4UQntuFEJ7ZhRCHTNG+UOAQugPxxwtBUIImUP2a9++ffKvf/1LBg8eLCVLlsxUD0wn7dGjh2B6JW7OyOYhtmnTplKwYMGMcyFJxYoVk44dO2ZaswRJgjhBmpxjxIgRcsEFF0jLli2NEEJGIW04kHXDg9rtt99uRO+8884zEooDkom6OEJ4zTXXyJgxY4yc4kBmDxI3f/58I4TI3mF9YLQjXAjDz4OQYp0h6osDdR00aJDUr1/f/H348OFGHq+77jrzd/CBPE6dOtVcm2sI7Yc0hdCeGSIohPbcKIT2zBBBIdRxoxDac6MQ2jNDBO5thw4dkkKFCukKYBQJKAlQCJXgTmQYpA5TKC+66CJz03CmRTrTNDF91PnFv2PHDpOtw1RQZPggXPgTIgZxq1Gjhmzfvl2eeOIJef/996VEiRJGDJHle+yxx+SNN94wsugcBw8eNFlACBb+hwwgsow4UDauh0whyr7pppukUaNG5jP8QoWQQghxw4MoVqhQISPzh18ekNvnnnvOCOH69euNtLkVwp07d8r06dPNukI8YGNaaMWKFc00VUcIQ+sKOUUGFNlJ58C01/vvv18++ugjCqFigFMIFdAohCpoFEIVNgqhDhunjCq4UQgV0CiEOmiM8oUAhdAXjDlbSPgaQufqr732mlmzhymikDiIHtbuLV26NNOmLJClZ555xqz9mzFjRkblIZQQMWTqsLYO6/u++OILkwWMdMQSQkzlPP/886NmCCGEDz/8sFSuXDlL0RohHD16tJFjTDnFmkVk+SCfWFcYSQjvvfdeky286qqrslyfawh145lCqOPGDKE9NwqhPTNEMEOo48YMoT03CqE9M0QwQ6jjxijvBCiE3hnmeAnRhBDZNWwogymgOJAxW7RokRFCTEGA7EGCsHELppEi+4cNY9555x0z7RMSiamdeIUFykIMBKt3795mkxbc4JGBw8Yr2GAmlhA6awjHjx8vhQsXzrKGcObMmfLNN9/InXfeadY/YmOX7777Tho0aKDKEEJi8foNTEVFFhNCivpGE8J169YZIUUWElnS/fv3m8wgptNSCHVDmkKo40YhtOdGIbRnRiHUMUMUhdCeHYXQnhmFUMeMUf4QoBD6wzFHS4kmhJhyifV+mD6JTV+w1g+bpEAIIUmQH0gYNmipVKmS9OnTR6pVq2bW6iFbiIcsxHXp0kUuueQS06avv/7aiCVEEdNOMdUUcZDCWEKIbCPWFOLayNjhNRlOXVAOroX3CK5YscJsAoP1j61atTLTSjUZQtQP8okpoFgfCcnbsGFDVCFE21atWmU2vsFaS8TUq1fPrDOkEOqGM4VQx41CaM+NQmjPjEKoY0Yh1HGjEOq4MUOo48Yo7wQohN4ZsgQXBCCWmHqKqai5/aAQ6nqIQqjjRiG050YhtGdGIdQxoxDquFEIddwohDpujPJOgELonSFLiEAANzVk6DBFFdMxH3zwQfNaCUw/ze0HhPDV31OlVNW/d0Dl4Y5A+j+vB0lydzrP+ofAsePHJSUpM7XjP38h19erYjL2OXXgAa56tWqZNlrKqWvbXodCaEvs7/O5hlDHjVNG7blRCO2ZIYJCqOPGKO8EKITeGbKEKEKI9xdu3brV7IIKMcTaxNDXXeRWcBDCUS+ukIIly+TWKubKemGaMKYD87AjcCw9XVLCuaWkiuTP2W3Hjx/YK8NaXyxtL29h14ATcDaFUAedQqjjRiG050YhtGdGIdQxY5Q/BCiE/nBkKQEiACEc8fb/pFil6gFqVfY3hVNGdYwjTRnVleQt6vi+v2T4ZefIVc0v9VZQDkRTCHWQKYQ6bhRCe24UQntmFEIdM0b5Q4BC6A9HlhIgAhRCXWdSCHXcKIT23CiE9swQQSHUcaMQ2nOjENozoxDqmDHKHwIUQn84spQAEaAQ6jqTQqjjRiG050YhtGdGIdQxQxSF0J4dhdCeGYVQx4xR/hCgEPrDkaUEiACFUNeZFEIdNwqhPTcKoT0zCqGOGYVQx41CqOPGTWV03BjlnQCF0DtDlhAwAhRCXYdSCHXcKIT23CiE9swohDpmFEIdNwqhjhuFUMeNUd4JUAi9M2QJASNAIdR1KIVQx41CaM+NQmjPjEKoY0Yh1HGjEOq4UQh13BjlnQCF0DtDlhAwAhRCXYdSCHXcKIT23CiE9swohDpmFEIdNwqhjhuFUMeNUd4JUAi9M2QJASNAIdR1KIVQx41CaM+NQmjPjEKoY0Yh1HGjEOq4UQh13BjlnQCF0DtDlhAwAhRCXYdSCHXcKIT23CiE9swohDpmFEIdNwqhjhuFUMeNUd4JUAi9M2QJASNAIdR1KIVQx41CaM+NQmjPjEKoY0Yh1HGjEOq4UQh13BjlnQCF0DtDlhAwAhDCx1eslUo1agWsZdnbHPwiS0lJkeTk5Oy9UMBKB7c8efKc8FYdObhferS8SJo3aXzC6xKvAhTCeIQif84X0+u48T2E9twohPbMEEEh1HFjlHcCFELvDFlCwAhACPEA0K5du4C1LHubs2/fPklLSzNSyMM9gd27d0vRokXdB2TjmSVLlZTUlNRsvII/RVMIdRwphDpuFEJ7bhRCe2YUQh0zRvlDgELoD0eWEiACEEL8MuvSpUuAWpX9TdmzZ4/kz59fUlNzv1BkPw33V/jzzz+lePHi7gN4pvkW/eDBg1K4cGHSsCBAIbSAFXIqhdCeG4XQnhmFUMeMUf4QoBD6w5GlBIgAhVDXmRRCHTcKoT03CqE9M0RQCHXcKIT23CiE9swohDpmjPKHAIXQH44sJUAEKIS6zqQQ6rhRCO25UQjtmVEIdcwQRSG0Z0chtGdGIdQxY5Q/BCiE/nBkKQEiQCHUdSaFUMeNQmjPjUJoz4xCqGNGIdRxoxDquHFTGR03RnknQCH0zpAlBIwAhVDXoRRCHTcKoT03CqE9MwqhjhmFUMeNQqjjRiHUcWOUdwIUQu8MWULACFAIdR1KIdRxoxDac6MQ2jOjEOqYUQh13CiEOm4UQh03RnknQCH0zpAlBIwAhVDXoRRCHTcKoT03CqE9MwqhjhmFUMeNQqjjRiHUcWOUdwIUQu8MWULACEAIf/7mTWnQ4NyAtSx7m3P48GHzygm3L6Y/fOSo1K1/pZxasWb2ViyXl04htO8gCqE9MwqhjhmFUMeNQqjjRiHUcWOUdwIUQu8MWULACEAIKx++Q6qXPxCwluWu5mz7M48cKDdbLrzkhtxVsRyuDYXQHjiF0J4ZhVDHjEKo40Yh1HGjEOq4Mco7AQqhd4YsIWAEIIR1kntIrVP3B6xluas5W3fmld9PeVIaXtQhd1Ush2tDIbQHTiG0Z0Yh1DGjEOq4UQh13CiEOm6M8k6AQuidIUsIGAEKYc50KIXwb84UQvvxRiG0Z0Yh1DGjEOq4UQh13CiEOm6M8k6AQuidIUsIGAEKYc50KIWQQqgdaRRCHbkDBw5IUlKSpKWl6QpI0Ci+mN6+4ymE9swQQSHUcWOUdwIUQu8MWULACFAIc6ZDKYQUQu1IoxDqyFEIddwohPbcKIT2zCiEOmaM8ocAhdAfjiwlQAQohDnTmRRCCqF2pFEIdeQohDpuFEJ7bhRCe2YUQh0zRvlDgELoD0eWEiACFMKc6UwKIYVQO9IohDpyFEIdNwqhPTcKoT0zCqGOGaP8IUAh9IcjSwkQAQphznQmhZBCqB1pFEIdOQqhjhuF0J4bhdCeGYVQx4xR/hCgEPrDkaUEiACFMGc6k0JIIdSONAqhjhyFUMeNQmjPjUJoz4xCqGPGKH8IUAj94chSAkSAQpgznUkhpBBqRxqFUEeOQqjjRiG050YhtGdGIdQxY5Q/BCiE/nBkKQEiQCHMmc6kEFIItSONQqgjRyHUcaMQ2nOjENozoxDqmDHKHwIUQn84spQAEYAQfvrR41LylKIBalX2NwUPAJKE/09ydbHDR9LlWKlLpWDJmq7OP9lOKls4Tbq0vjxutfli+riIspxAIbRnhggKoY4bhdCeG4XQnp4h4B8AACAASURBVBmFUMeMUf4Q8CyEy5Ytk9WrV8vIkSNVNerUqZMMHz5catY8OR8K0e4zzjhD2rRpo2q/Jujaa6+VcePGSdWqVTXhcWNefvllWb9+vemXk/kIH1sLFiyQF154QVJSUuTpp5+O2jQI4eo8p0mleg1P5ubneN2PHTsmycnJ5sXXbg+bc92WmVvOS/5wiQzu1CYuDwqhfY9RCO2ZUQh1zBBFIbRnRyG0Z0Yh1DFjlD8EjBA+8sgj8tJLL5kS8+fPL9WrV5c77rhDqlWrFvcqNkI4evRoUzaExjmWL18uDRo0kGLFisW9Vm484WQXwl9++UV69OghkEDnCIoQho6tPXv2yA033CDz58+XokVjZ/6MEOarLlUohFY/chohtLrASXYyhHBQx6sphNnQbxRCHVRmCHXcKIT23CiE9swohDpmjPKHQIYQHjp0SPr37y/79++XWbNmyWeffSZz586NexWvQhj3Arn8hNwuhHhIR0Ys2pHdQhjv+vG612u8U/6WLVtkyJAhMTODzrkUwni9EvlzCmFmLhRC3ThyE0UhdEMp6zkUQh03CqE9NwqhPTMKoY4Zo/whkCGEhw8floEDB5pSN23aJH369DFZo7S0NMEv36eeekpWrlwpOO/CCy+Unj17ms9ChRDnQZA+//xzOXr0qNSuXdtIZunSpQXZmilTpkhqaqoUKFBAzj//fHMNZ1ofHibvvfdeeeaZZ8y0Mxxr1qwx150xY0bMOuCX3Pjx4+WTTz4R3ITKly8vDz30kKlf6BHrvJYtW8rChQulRIkSJmTatGkmW3rzzTdnMEE9IBYoF/Vu3bq1aW+FChUMsy+++EJq1Kghd999t5QsWTJLD8Xig5PR1ldeecUwRsZ08ODBcvrpp2cpBxlWZLtefPFFQebroosuMhndPHnyyI8//ij9+vWT9u3by6pVq0xGtnfv3qY9H3zwgeHfokULuemmmwzn2267Tb7//nvTRzjGjh0rGzZskI8++siwWLFihZxyyikyYMAAqVu3rjkHU9weffRR+fTTTyVfvnzStm1badeunfkMY+a9996TIkWKyFdffWU+A6fQA186RKtPvPht27aZjObixYtN/dHPuN6iRYvMJZCFrlWrlrmuM7ZwHvpk165dpl+csYcxiamjf/zxh5myjDaWLVtWKIS6mwuFMDM3CqFuHLmJohC6oZT1HAqhjhuF0J4bhdCeGSJwb0OCplChQroCGEUCSgJZhHDfvn0ye/ZsWbt2bUY2BRlDPNwPHTrUSBKkoVy5ctK9e/csQvjWW29JkyZNTHUgDbt375YHHngg42E9fMpo6DqvG2+80cjMueeea86///77zYN6hw4dTNYyWh2ee+45I6F46Ec27JtvvjHr6yBIoUes82IJIYShW7duRrouvfRSszD/119/NXWDEG7cuNHUFdfE2j4IL0Q4/MAPejQ+mzdvlhEjRsjUqVONDEJ80JZSpUplKQdCCP7gijVY6JeGDRsaAYIQ3nLLLUb4OnfubAR58uTJsn37dsMHMoZMWatWrYw0RcsQoh533XWXkU1I6pIlS+SJJ54w5fXt21fq1KljZBlyOGjQIPMFAUQLQocpyBMmTDACifPD14lNmjQpan3cxHfs2FHuu+8+w79r164CERk1apRUqlRJ8Bn6AuMsdGx9++23pv3O2kEIL+qIuCpVqhjBRN9gzM6bN49TRhU3FAohhVAxbFQhFEIVNm4qo8PGNYQKbhRCBTQKoQ4ao3whkGUNIUqFkEBO/vWvf5mLXHPNNTJmzBiTecGBLNmwYcPMeqxYU0adbA5kAkekNYShD+2Yogr5uvPOO424XHfddUZOy5QpE7MO2Cjk7bffNpmwWOseY50XSwiff/55kzFD/cMPCCHkDBKGA+fNmTPHZMDiHaF8ICwQK8jdmWeemUVmQ8uCEEKckanFAXkHJ/wPQnjrrbcaicubN6/5HBm6iRMnmuwlDmT9IECoYzQhdDK6OB8ZSwgk1plu3brVZNLA0snkon8htBBICF1obCQGserjJh5jEcIHOUddGjVqZPoAa1FDs4exhBAb5kBqMcZw4JcXsqoQYdSfawjjjd6sn1MIMzNhhtB+DLmNoBC6JZX5PGYIddyYIbTnRiG0Z4YIZgh13BjlnUCWDCEySZDBK6+80kgAMobYQRPTIp1MD37Q8e/IuIUKYXp6ull3+O6772Z8E7ljxw5zDuQhnhD+8MMPJvuEcjHd8fXXXxdkk+LVAcKCaX7I8OC/IXfIHDnC4mCKdV4sIXzsscfMFFgIZyQhDN1lFNlCTGOMtP4yHp+lS5caofr555/lggsuMFm3SJvtQAiR2XJ2ZoVMYrovxMyZMgrhw+Gwg9RiGicOJ6P57LPPRhXC8F1GHT5ffvmlyYpC0p0DbCDiyNrF25AmXn3ixeOar732mpkm2rx5c/n444+NGENy69evn2nH21hCCHHEFFJkvJ1j7969JrsIqacQ2t9cKIQUQvtRo4ugEOq4UQh13CiE9twohPbMKIQ6Zozyh0DENYSYcoksHSSrcOHCRggffvhhqVy5cparhgohHtQhcZjKCJGBXOKhHKKD6Y+Yanraaadl2mU0/NUAmIaK6Y4QAzzoO+vPYtUhtFIQImTZ8MDfuHHjqJTCz7v66qvNWkVHdJCFwn9jWmS8DKFbIYzHx6ksptliTSSyXpimGn6EZwghR5hS62QIkT10hBCxsTJymPoK5vF2GXWEcOfOnWbKKWQy0isD3AhdvAxhvFdeIKvpTN9FFhvTZbEW8uyzzzbTP51dbGMJIdarQiCvuuqqLHy5hlB3c6EQUgh1I8c+ikJozwwRFEIdNwqhPTcKoT0zCqGOGaP8IRBRCFE0HvoxRRSZtpkzZ5p1eZBErGnDtM7vvvvOTNELFUJnjR4yRTimT59uNvtwhBB/xy8kCItzhAsh1nghQ4MNWrDJi/OKgFh1wCYo2BQFm8ngxo0sI4QQWbbQI9Z5mHrYrFkzkxXFtMhevXoJJBFC6KwhRIbw4osvzrKG0K0QxuLz008/mWweNpFBJhFrEbEByu233x5RCJGxRTYLUoa1cegLrMEMzxAiGBlLiBxEGVNx8ecVV1xh1hDi75BtsMbmMTgiSZ0jhBB99B/ajOthUxnUHf2KursRwlj1cROPOl5//fXmmhBh9D0EEfWASDtTm2MJ4bp168yXHJg6iqm04IBx17RpU24qo7y3UAgphMqhYx1GIbRGZgIohDpuFEJ7bhRCe2YUQh0zRvlDIKoQQp4wdRQbbOChHy/1xrQ8ZK8gKhAn7CwZKoQQGkxlhHwUL17cCBk26XCEELKC6YbIHGLdF9achQuhk1U877zzTFnOgQeAaHVA5g1Cg7phQxfsogmRC89gxToPwotNRpDJhGBg/R12nHR2GYWgPv7444JprZhmGLrLqFshjMUHa/AgKJBRbIZz1llnmY1pkKENP8J3GcUmPv/5z38y7TIamiHEdbFeEBKE9l122WVG9J3XUSCzCDZ4oMdOsNg9NNqUUew8io1kwALnoF8qVqxosrrIuLkRulj1cRMPHhgb2NkV49P58sHZ/MZpVywhRAymJWPcYC1nwYIFpV69emYdJzOEupsLhZBCqBs59lEUQntmFEIdM0RRCO3ZUQjtmVEIdcwY5Q8BI4T+FMVSSCAYBCCEq45XkFPr/L3bLQ93BI4fT5ekpL9fGcNDJGXD6zLg+lZxX0yPtayR1grHYogvMCJN2U4U7hRCXU8zQ6jjRiG050YhtGdGIdQxY5Q/BCiE/nBkKQEiACGc/sZqKVry73cz8nBHAFOdISmJLCqZSKWnS4F/NnKKRfDI0aOSJzXVHWTsQndwv4y4+QY561+1XccE7UQKoa5HKYQ6bhRCe24UQntmFEIdM0b5Q4BC6A9HlhIgAhDCEW//T4pVqh6gVmV/UzhlVMcYu/SmWgjh8T07ZXL7ZtLk/Aa6CwYgikKo60QKoY4bhdCeG4XQnhmFUMeMUf4QoBD6w5GlBIgAhVDXmRRCHTcKoT03CqE9M0RQCHXcKIT23CiE9swohDpmjPKHAIXQH44sJUAEKIS6zqQQ6rhRCO25UQjtmVEIdcwQRSG0Z0chtGdGIdQxY5Q/BCiE/nBkKQEiQCHUdSaFUMeNQmjPjUJoz4xCqGNGIdRxoxDquOHedujQISlUqJCuAEaRgJIAhVAJjmHBJUAh1PUthVDHjUJoz41CaM+MQqhjRiHUcaMQ6rhRCHXcGOWdAIXQO0OWEDACFEJdh1IIddwohPbcKIT2zCiEOmYUQh03CqGOG4VQx41R3glQCL0zZAkBI0Ah1HUohVDHjUJoz41CaM+MQqhjRiHUcaMQ6rhRCHXcGOWdAIXQO0OWEDACFEJdh1IIddwohPbcKIT2zCiEOmYUQh03CqGOG4VQx41R3glQCL0zZAkBI0Ah1HUohVDHjUJoz41CaM+MQqhjRiHUcaMQ6rhRCHXcGOWdAIXQO0OWEDACFEJdh1IIddwohPbcKIT2zCiEOmYUQh03CqGOG4VQx41R3glQCL0zZAkBIwAhfGD5h1KkfOWAtSx7m3MsPV2Sk5MlKXsvE7jSjx47JqkpKa7bdXzfbpnYsZU0bXi+65ignUgh1PUoX0yv48b3ENpzoxDaM0MEhVDHjVHeCVAIvTNkCQEjACFc+8VX0rBhw4C1LHubg3cn5cmTx0ghD/cE8JCeP39+1wFHjx6Ray9rJoULF3YdE7QTKYS6HqUQ6rhRCO25UQjtmVEIdcwY5Q8BCqE/HFlKgAhACPHLrEuXLgFqVfY3Zc+ePUZsUlNTs/9iAbrCn3/+KcWLFw9Qi7K/KRRCHWMKoY4bhdCeG4XQnhmFUMeMUf4QoBD6w5GlBIgAhVDXmRRCHTcKoT03CqE9M0RQCHXcKIT23CiE9swohDpmjPKHAIXQH44sJUAEKIS6zqQQ6rhRCO25UQjtmVEIdcwQRSG0Z0chtGdGIdQxY5Q/BCiE/nBkKQEiQCHUdSaFUMeNQmjPjUJoz4xCqGNGIdRxoxDquHFTGR03RnknQCH0zpAlBIwAhVDXoRRCHTcKoT03CqE9MwqhjhmFUMeNQqjjRiHUcWOUdwIUQu8MWULACFAIdR1KIdRxoxDac6MQ2jOjEOqYUQh13CiEOm4UQh03RnknQCH0zpAlBIwAhVDXoRRCHTcKoT03CqE9MwqhjhmFUMeNQqjjRiHUcWOUdwIUQu8MWULACEAId+zYIa1btw5Yy0RKlyktRYsUzZZ2UQh1WCmE9twohPbMKIQ6ZhRCHTcKoY4bhVDHjVHeCVAIvTNkCQEjACEssKO/VCp1MFAtO3xE5JekbnLdzVOypV0UQh1WCqE9NwqhPTMKoY4ZhVDHjUKo40Yh1HFjlHcCFELvDFlCwAhACOsk95Bap+4PVMsOHkmStTv6SesbJmZLuyiEOqwUQntuFEJ7ZhRCHTMKoY4bhVDHjUKo48Yo7wQohN4ZsoSAEaAQ6jqUQqjjRiG050YhtGdGIdQxoxDquFEIddwohDpujPJOgELonSFLCBgBCqGuQymEOm4UQntuFEJ7ZhRCHTMKoY4bhVDHjUKo48Yo7wQohN4ZsoSAEaAQ6jqUQqjjRiG050YhtGdGIdQxoxDquFEIddwohDpujPJOgELonSFLCBgBCqGuQymEOm4UQntuFEJ7ZhRCHTMKoY4bhVDHjUKo48Yo7wQohN4ZsoSAEaAQ6jqUQqjjRiG050YhtGdGIdQxoxDquFEIddwohDpujPJOgELonSFLCBgBCqGuQymEOm4UQntuFEJ7ZhRCHTMKoY4bhVDHjUKo48Yo7wQohN4ZsoSAEaAQ6jqUQqjjRiG050YhtGdGIdQxoxDquFEIddwohDpujPJOgELonSFLCBgBCqGuQymEOm4UQntuFEJ7ZhRCHTMKoY4bhVDHjUKo48Yo7wQohN4ZsoSAEaAQ6jqUQqjjRiG050YhtGdGIdQxoxDquFEIddwohDpujPJOgELonSFLCBgBCGHa9v5S4ZRDgWrZkaNJsnnP1XLuxf1V7SpQsKDUqlFTkpKSIsZTCFVYhUJoz41CaM+MQqhjRiHUcaMQ6rhRCHXcGOWdgGch3LZtm9x2223y8ssvq2rTqVMnGT58uNSsWVMVbxsUer1x48ZJ1apV5dprr5Uff/xR+vXrJ4sXL7Yt0vX5uI5zzfCgZcuWyerVq2XkyJHmo1hc3n//fZk/f7488sgjrq/NE90TgBC+/MthKX3a6e6DTpIz0woXk9T8BVW1Td3ysQxq30IKFy5MIVQRjBxEIbSHSSG0Z0Yh1DGjEOq4UQh13CiEOm6M8k7ACOE777wjDzzwgCktNTVVypcvL126dJGmTZvGvYKNEL722muydu3aDOlB4cuXL5cGDRpIsWLF4l7LjxNCRWvDhg1SpEgRqVat2gkXQgjpr7/+Kueffz6F0I+OjlBGhw4d5P7774/75QOEcHW+6lKlXsNsqsnJWezxT5dLn8svoBD63H0UQnugFEJ7ZhRCHTMKoY4bhVDHjUKo48Yo7wQyhHDWrFkyd+5cwWB8++23ZdKkSfLUU09J6dKlY17FqxB6b4JdCdEybyc6QxjeCm2G8NixY5KSkmIHxaezs/vaXsunEHrraAqhN37RoimE9lwphPbMKIQ6ZhRCHTcKoY4bhVDHjVHeCWQSQgigc7Rq1cpM5TzvvPOMJOKzlStXyuHDh+XCCy+Unj17SlpamoQL4RNPPGGyfn/99ZdUqFBBevXqJXXr1pWff/5Z+vTpI4cOHTLZQEw7e/zxxzOmRjpTNyGi+G8cu3btko4dO8qCBQtMDMp9+umn5Y8//jBZngEDBkjZsmXNuajfK6+8YuqHcwcPHiynn551yp/bKaMoa9GiRTJ27FgpUaJE1PaHdwFYPfnkk7Jq1SrBmqoqVarIgw8+KIUKFTJTU7t27SrPP/+8aQM4Dhw40AhcrCmj+/btk4ceekjWr19vBP3iiy+W9957z0wZdUS2ffv25prVq1eXQYMGxWSFerRr185MUd27d6/UqVMnox7h7dm/f79MmzZNPvjgA5M9btGihdx0002SnJwc9dqhZWAqMbLCBQsWlF9++UXwS+KOO+6QM88805wWbbzgM8SincjifvXVV9K2bVtp3LixPProo/Lpp59Kvnz5zL+hLaHnFy1aVL799luBQPbt29eMvylTpsirr75qxgbagX5AWePHj5dPPvnE1AuZcXB+7rnnmCGMcG+hEHq/4UYqgUJoz5VCaM+MQqhjRiHUcaMQ6rhRCHXcGOWdQBYhxGB86623zFo3ZAxPPfVUQfYQD+RDhw6V/PnzG0kqV66cdO/ePYsQvvnmm3L22WcLHsqXLl1qypg3b555eI80ZTRU0CZMmGDkq1u3bqZlL774omC93OjRo+Wjjz4SfD5q1CgjWVjrh3pCDr7++msZMWKETJ061TzwQ1IhWaVKlcpCyI0QPvPMM0Z+x4wZY+oTq/3hF4Dkbtq0Se6++24pWbKkqVulSpUMN4hY5cqVDUcIVf/+/eXGG2+USy+9NKYQot2QyyFDhpgNKO666y7TTkcIb7nlFiNpnTt3NmLz8ccfR2WFDUFQjzPOOMPUEQfWTkKsUI/wA4K+fft2cy7kEHXAlwU4HzIafu3wDUcgdZAxlINrbty4Ue69917BtExIYqzxgli0Ee2H1KWnp5u6QmBvvvlmwwLyiy8nMNUW52M8TJ48WWrXrm1EdMaMGUY6cYRnCCF+n3/+uWkbxss333xjvozAlw6cMpr15kIh9H7DpRD6w5BCqON44MABsykUvszl4Z4AvuDG76sTNfvGfU1zz5kUQl1fUAh13BjlnUCWNYQoErKCzMqVV15prnDNNdcYOapVq5b5+5YtW2TYsGFmY5N4U0YhYFi3hXV68YQQGTCIA2QBB+rw73//Wy677DKTrYQIXHfddeYz3GyQFYMEIoMGMYBoIfOUJ0+eqGTiCSFkB2sLIaHO5hmx2h9+oauvvtqwgpCEHxAx1LN+/frmo9mzZ8vRo0fl9ttvjymEYPDwww8bhjieffZZk91zhPDWW2812dG8efOaz2OxQkYV9bjnnnuMZOGYM2eOyQKjHuFH69atZeLEiVKjRg3z0YoVK4yMI2sIIQy/dng8JA3ZT4iacyBTjKxepDWqoeMFscgKQyhxIOuHrPALL7xgxiiOJUuWyObNm40k43xMd4ZA4kCbMIZfeuklI+ThQohycH7v3r0z2CKOawgj//hQCKPeVjx9wAyhPT4KoT0zRFAIddwohPbcKIT2zJznFsykw6wyHiSQkwSyZAiRBZo+fbr5xQHBgmy1adPGTP90sj/4Qce/I8MSLoR4gMdD+s6dO81DO6ZGQq6QNYwnhMgA4aEd2T5k5pB9gvwUKFBAevToYaaQ4sHeOTDdEbIJ+UI2EkKAqakXXHCByRpF2qgmlhDiGpDJO++8U5o0aWIuE6/9oZ3lnIuppsiQhh/hu4xCqHfs2GGyXtGmjGIaI4QUTPENJQ7IILiEThkN3R01HqtY9YjUHkxxxbRNHMjwgTmu72bdJfpk3bp1GZsWoQwI61lnnWWyjLHGC2LxJQHOx+FsSFSmTJmMakKoIcr33Xef6f/Q83FSy5YtZeHChWY8hQshphdD/pBpxn/jXEwlRb8wQ5j1NkQhzJ5bM4XQniuF0J4ZhVDHDFEUQnt2FEJ7ZhRCHTNG+UMg4hrCgwcPml1GMT0QIgchRIYK0x3Dj1AhxBoxrA8LXQeIKZGYGnnOOecYaVuzZk2mXUbDN09Bxg/iWbx4cZMRQiYSB6YZIrN21VVXxWz57t27zbowTGlFXcKPeBlC7LYKAcE0QrQdR6z2h5ePcyHA0TKEoa+dcCOEWCuJDCEkHVKOAxkviFQ0IYzHyq0Q4lrxMoTxXtUBSUN9Z86cmYEKU43RD1jvGGu8hAsepnRiTEJGI70LL54QYj0qxDHSK04gt/gCBDKNDDiFkELozy02fikUwviMws+gENozoxDqmFEIddwohDpunDKq48Yo7wSibiqDdVTYSARyh4d5PIwjc4Z1ecj6fffdd+Z1EaFCiKl7kBFs8ILpi9gQBH/HmkMIIdYDYpok1tk5c/HDhRDr7yBkyEhhLWGjRo1MK5FlgpTiM0xfRCYT6wox7fD77783mTxsIoMsI6QL6/ciTYGMJ4TItH322WcmC4a6Y1plrPaHdwHahvWWEJdIawg1QgjBRZYU8gRZh4QhkxlNCGOxQn1thBCbrCDbC1kCc/x5xRVXZKwhdCOEmC6KzXOaN29u1mZC+iHD+AIh1ngJFzxnDSHWIuKLBqxL/emnn0w2G30fTwixwRHafskll5huw9RgbNKDLCy+AcYUZQgh1n1SCCmE3m+v7kqgELrjFHoWhdCeGYVQx4xCqONGIdRxoxDquDHKO4GoQojpmMioQIywdg87fWL9GDJwEB2stcM6sPApo8hkQSQxrQ8ZIEggpm9CCDHQIQBffvmlmR+N6XqRXq+A7CQ2UUEmKHQ9IHbRxPQ/XBPTJ+vVq2fW5EEiIYtbt24152M6IrKSkV6g7UYIHVnABjaYvoqMUrT2h3cBph5iExPUFQKFDXBQjrPLqEYIwQLr+NBuiDL648MPP4wqhKhTNFa2QgjRxnpBSCYkHus5Ma0S/+12yijqiv7ClE+MHWfnT9Ql1niJJHh4eIZ0Y2ooxlPFihXNhjrIHscTQmSnIaMQSGQpcWA8YUxDuLGDKjarwSZIFEIKoffbq7sSKITuOFEI7TmFR3ANoY4hp4zac6MQ2jNDBIVQx41R3gkYIfReDEsggcgEIklabmfFTWUi9xDXEGbPyKUQ2nNlhtCeGSIohDpuFEJ7bhRCe2YUQh0zRvlDgELoD0eWEoXAySqEz3/5m5Q6tRL7NYRA0q5f5ZzKZSXPP7vZFilYQK65rJl5ryMOZLKx6ZPzd8JzR4BC6I5T6FkUQntmFEIdM0RRCO3ZUQjtmVEIdcwY5Q8BCqE/HFlKwITwgaXvSZHyWTdRSuSOPp6cIkmp//+VLrVSDsrUgT2k2D876lIIdaODQmjPjUJoz4xCqGNGIdRxoxDquHHKqI4bo7wToBB6Z8gSAkYAU0ZHvP0/KVapesBa5m9zaiftk0f6dKMQesRKIbQHSCG0Z0Yh1DGjEOq4UQh13CiEOm6M8k6AQuidIUsIGAEKobsOpRC64xTvLAphPEJZP6cQ2jOjEOqYUQh13CiEOm4UQh03RnknQCH0zpAlBIwAhdBdh1II3XGKdxaFMB4hCqE9ocgR3FRGR5JrCO25UQjtmSGCQqjjxijvBCiE3hmyhIARoBC661AKoTtO8c6iEMYjRCG0J0Qh9IsZyqEQ2tOkENozoxDqmDHKHwIUQn84spQAEaAQuutMCqE7TvHOohDGI0QhtCdEIfSLGYVQR5JCqOPGDKGOG6O8E6AQemfIEgJGgELorkMphO44xTuLQhiPEIXQnhCF0C9mFEIdSQqhjhuFUMeNUd4JUAi9M2QJASNAIXTXoRRCd5zinUUhjEeIQmhPiELoFzMKoY4khVDHjUKo48Yo7wQohN4ZsoSAEaAQuutQCqE7TvHOohDGI0QhtCdEIfSLGYVQR5JCqONGIdRxY5R3AhRC7wxZQsAIUAjddSiF0B2neGdRCOMRohDaE6IQ+sWMQqgjSSHUcaMQ6rgxyjsBCqF3hiwhYAQohO46lELojlO8syiE8QhRCO0JUQj9YkYh1JGkEOq4UQh13BjlnQCF0DtDlhAwAhDCZ99eKzVPrxOwlvnbnOIF8sqd3bpIWlqaKXjPnj2SP39+SU1N9fdCAS+NQmjfwXwxvT0zRPA9hDpufO2EPTcKoT0zRFAIddwY5Z0AhdA7Q5YQMAIQwmPHjknnzp0D1jJ/m5OUlCQpKSkZhVIIdXwphPbcKIT2zCiEOmaIohDaaGx1zAAAFPJJREFUs6MQ2jOjEOqYMcofAhRCfziylAARgBDil1mXLl0C1KrsbwqFUMeYQmjPjUJoz4xCqGNGIdRxoxDquDFDqOPGKO8EKITeGbKEgBGgEOo6lEKo40YhtOdGIbRnRiHUMaMQ6rhRCHXcKIQ6bozyToBC6J0hSwgYAQqhrkMphDpuFEJ7bhRCe2YUQh0zCqGOG4VQx41CqOPGKO8EKITeGbIEEiABEiABEiABEiABEiABEjgpCVAIT8puY6VJgARIgARIgARIgARIgARIwDsBCqF3hiyBBEiABEiABEiABEiABEiABE5KAhTCk7LbWGkSIAESIAESIAESIAESIAES8E6AQuidIUsIEIGnnnpKlixZYt5D2KxZM7njjjsyvWsvQE111ZR3331XHn/8cfnjjz+kbt268n//939yyimnRIz98ccfZcKECfLNN99IhQoVpG/fvnLGGWeYczdv3mxYhh49e/aUtm3buqrHyXzS/v37ZeLEifL+++9LoUKFpFOnTtK6deuITfr9999l8uTJ8tVXX8muXbvkmWeekRIlSpzMzXdd91jjJ7yQ9evXy7x58+Trr7+WkiVLyty5czOdMmzYMPnggw8y/q1gwYLm5zoRDrc/s9i8Aj/b69atk507d5qf2a5du0qjRo0SAZO4vddv3bpVZs+eLZ999pkcOnRITj/9dOnVq5dUqVKF9zaLe9vrr78uzz33nPz2229SoEABM87wOyAtLS3w483m3haPUyLf2wI/UE5wAymEJ7gDePncQ2DlypUyffp0GTt2rOABcujQoXLJJZeYB/hEPLZt2ya33HKLDBo0SM455xx55JFHBDtijhs3LguO9PR0cy5+yXfs2FGWL19uHriwYytYQghHjBiR6cE9NTVVkpOTA48WMoiHSvwi/+mnn8y4evDBB+XMM8/M0naI99q1a83DObgnihDGGz/hoDZt2iS//vqrEZlXX301ohBiLDZv3tyEJiUlSZ48eQI/1mx+ZvFFxZw5c6RFixZSunRpWbNmjUybNk1mzpxpxl+QD5t7/caNG+Xzzz+Xhg0bmnvZk08+KRs2bDD3Nhy8t7m7t3333XeCe37x4sVl9+7d5ouv2rVrm98bQT5s723xOOH3SCLe24I8RnJL2yiEuaUnWI8TTgAP4Mho3XjjjaYuK1asMFKD/yXisWDBAkEmBlk/HNu3bzdyjH8vVapUJiR4YAK/559/XvLly2c+69Kli/kfHsqdh6b58+cnFMqjR4/KNddcI6NGjTIZVhwPPfSQ+XPgwIFRWeCBqX379gkjhPHGTzRQ77zzjpHBSBnCJk2aSMuWLRNqvNn8zEYCgwzhzTffLE2bNg00Ny/3enxp06FDB5PtKlasGO9tlvc2DCxkp8eMGWPG2D333BPosaa9t0XjBCFMxHtboAdJLmkchTCXdASrceIJ4Jd8nz59MqZMbdmyRbp3724yEHnz5j3xFczhGowePdo88GBaj3NgiicyXPXr189Um9dee01eeuklMwXNOZARPPXUU803wBDCfv36memmEMYGDRoYWcyfP38OtypnL/fLL7+YaXiYrojsAg7895tvvilTpkyhEP5DIN740QghvmnHgTGIrHW9evVytvNPwNVsfmbDq4dsKzjNmDFDKlWqdAJqn3OX9HKvX716tZktgew9Ms+8t7m/t2HaPL4Q27t3r8nY44uySDMlcm4kZP+VNPe2WJwghIl4b8v+nuIVKIQcAyTwD4Grr75a7r//fjnrrLPMvzgZsUWLFknRokUTjtO9994r1atXN+LmHMie3nbbbXLRRRdl4oHMIKY6OtkvfIjMIuSvd+/eZg0i1sVVrlxZsE7uscceMw+dkMsgH1hPCaF+4403zMMjDkynxcPkrFmzKIT/EIg3fmyFEOsHsfYS4w/jEln+qVOnStWqVYM83MTmZzYUBDI2Q4YMMT+f+HkN+qG912P9G740xBpCJ4vKe5v7exvG2V9//WWmzr/11ltyww03SJkyZQI93DT3tlicEvXeFuhBkksaRyHMJR3Bapx4Al6+NT7xtfe/BjbZBttvQSGH2HTmlVdeMetKgnowQ+iuZ23Hj1NqtCmj4Ve9++67zWYgznRwd7U6+c6y+Zl1WodpzfgiDBkbcEqEdb2aez3Eb8CAAdKmTRszDTzawXtb7NkPDjcIIX7uI61JP/l+8qLXWHtvc8spUe5tQRoTubUtFMLc2jOsV44TwLoSrPNyNpHBxgPYQCCR1xB+8sknGb+wd+zYYaaURVtDOHjwYFm8eHHG5h2YKtm5c+eMjT1CO/Tbb78137JDCIO82QcetvEAifUyzo6r2GTm+PHjXEMYMiCwzsZm/NgK4fDhw012EGMyyAd+Nt3+zIIDdlMeOXKkYJyCUZC/nAntd9t7PabTQgYvv/xys34w1sF7W+x7m8Nu1apVZlMjZ3OeoP5cau9tbjklyr0tqOMjN7WLQpibeoN1OaEEsIkMpvGNHz/ebIuNKVSYFpSou4xiF0dMD8U3kFh/9eijjwqk0PlGF998YnMZrAfETmrdunUzvDANCCydX/ZYO4fNaYoUKSLlypUzU3GxBgeM8TAa9APTaNFmrP34+eefjfig3Vg7g39/4YUXDGcnM3P48GEzrQoc8WoF7MoX9DWs8cZPOCecD4nBzpj4wgbr3pydRA8ePGimiWLqN75swDkYb5MmTTJZwiAftj+z2O0WrzfBel/ni5lE2P033r0+9N4GPtgACjs7hmaYwQtjjvc2d/e2F1980Xzhit8ZzmsYcA/s379/kH8k4/5uDL+3xeKUyPe2QA+SXNI4CmEu6QhWI3cQQEYQN2S+h/Dv/sDDNF7FEek9hBDmmjVrml0Jcfzwww9m3SC+IS9fvrzZRMbJiuEBa+HChWb9IMQQEgkJSoS1maHvIYQcI2vqvIcQr0/AmqSlS5ea911i3CELEX4kwsZGscZPOCc8hCPLE3pA9iB+Bw4cMGtTsSkUpBGbyoB548aNc8dNJptr4fZnFq+oiDSFNlHeDxrrXh96b1u2bFnGTsuhXYcNtKpVq2amPfLe9r7ZNCvWvQ28ME0UOyhjfS8EG18iBn1jsXi/G8PvbbE4Jfq9LZtvnQlfPIUw4YcAAZAACZAACZAACZAACZAACSQqAQphovY8200CJEACJEACJEACJEACJJDwBCiECT8ECIAESIAESIAESIAESIAESCBRCVAIE7Xn2W4SIAESIAESIAESIAESIIGEJ0AhTPghQAAkQAIkQAIkQAIkQAIkQAKJSoBCmKg9z3aTAAmQAAmQAAmQAAmQAAkkPAEKYcIPAQIgARIgARIgARIgARIgARJIVAIUwkTtebabBEiABEiABEiABEiABEgg4QlQCBN+CBAACZAACZAACZAACZAACZBAohKgECZqz7PdJEACJEACJEACJEACJEACCU+AQpjwQ4AASIAESIAESIAESIAESIAEEpUAhTBRe57tJgESIAESIAESIAESIAESSHgCFMKEHwIEQAIkQAIkQAIkQAIkQAIkkKgEKISJ2vNsNwmQAAmQAAmQAAmQAAmQQMIToBAm/BAgABIgARIgARIgARIgARIggUQlQCFM1J5nu0mABEiABEiABEiABEiABBKeAIUw4YcAAZAACZAACZAACZAACZAACSQqAQphovY8200CJEACJEACJEACJEACJJDwBCiECT8ECIAESIAESIAESIAESIAESCBRCVAIE7Xn2W4SIAESIAESIAESIAESIIGEJ0AhTPghQAAkQAIkQAIkQAIkQAIkQAKJSoBCmKg9z3aTAAkkHIFnnnlGxo0bJ0lJSfLaa69J6dKlMzFYs2aN9O3b1/zb9OnTpX79+icto0mTJpk2Ll++PEfaMGvWLJk7d668++67OXI9Nxf53//+J/Pnz5cNGzbIrl275JRTTpHKlSvL1VdfLc2bN5fU1FQ3xWT7OeHscqrvcmOfZTtsXoAESIAEIhCgEHJYkAAJkECCEHCEMC0tTXr06CE33nhjppYPGzZMVq1aJQcPHqQQWo4JrVxMnTpVnn32WXn77bctrxj7dPT1+PHj5dprr5XrrrtOKlSoIDt37pRXX31VUNcHH3xQLrnkEl+vicI07cluIYxWJ22f+Q6NBZIACZDACSZAITzBHcDLkwAJkEBOEXCEsEWLFvLDDz/IggULMi4NCWzWrJk0bdpUli1bRiG07BStXGgEKl7VPvvsM+nWrZvccsst0rNnzyynI3OI/m7QoEG8oqw/96M9fmcI/aiTNQgGkAAJkMBJRIBCeBJ1FqtKAiRAAl4IOEKIB+7+/fvLokWLpGrVqqbI119/XUaOHCnDhw+XIUOGZBHCr7/+WqZNmybr16+Xw4cPS61ataRPnz5yzjnnZFTphRdeMGXgwLTUMmXKmM/vuOMOKVu2bMZ5zgP/c889Jw888IC8//77UrhwYbnpppvkhhtuiNlE22tAekeMGGGmTRYrVkw6duwonTp1yrjGtm3bZMqUKfLRRx/J/v37DQ9kTiHNzrFu3Tp5/PHH5csvvzTTLNGmfv36SZUqVTLOCRdCZFu///57mTdvXqb23HbbbaatEydOlAkTJsjChQszfV6qVClZunSp+Tc3zCPBGjhwoGnPG2+8Ifny5Ys7ZNy0z02fxWqPE4/2jho1Sj788ENp3bq1DBo0yGQsQ6fbOufG6zuvjCNJvF8s4kLnCSRAAiSQiwhQCHNRZ7AqJEACJJCdBBwhxNq6Xr16mYwg/sSBtYOFChWSyy+/3MhO6BrCzZs3y80332yyhzgfQoOyZs+eLU888YTUrl07S7WPHj1qspCQhD///NOIkbNmDQ/8mLp4wQUXSLt27aRGjRry/PPPGzGDGNStW9cVBjfXqFevnhHA6tWrm/WEY8aMkcGDB0vbtm3NNbp27SqYQgu5KFmypGzZskX++9//CqQKa+4gCBBaTLsEgwMHDpjplpBDyI0juhohxPWjZa80zB1oF110kZHWyZMnx+Xotn1u+yxae5x41AvSf+aZZ2aMh0hCiPERr+/cCGEsxuHX9ZtFXPg8gQRIgARyCQEKYS7pCFaDBEiABLKbQKgQvvzyy/LSSy+Z/2HDkZYtWxp5wxEuhBAiZNIQH7oRya233ipFihQx2a5oB6QQ8vXUU09JnTp1zGmQAwgiBPDCCy/MCEXGCJJ49913W6GIdY2HHnpILr744ozy7r//frPxC4QDx/nnn2+yoldddVXEa0IYMb3y6aefzvgcvFq1amVikOHC4bcQapnv3bvXiDtEe+jQoXE5um2f2z6LJYTo8/D+iMTOuVasvsM49FsI/WYRFz5PIAESIIFcQoBCmEs6gtUgARIggewmECqER44cMbtNIiOHbBcyglg7+N5772USQpzXuHFjM9XS2YHUqedjjz0mmPb55ptvmn/CVFI89CMDCYFENs05Ro8enTENEw/8mA6Ia4UKJqagHjt2zGTNoh0210BdMB01T548GcVh05w777xTlixZIhUrVjTihGsi89mwYUOT/XSOQ4cOGWFFZhCCFnrg/B07dpj2+y2ENszDOTlC2L59ezP1N9Zh0z63fRZPCNHnefPmzVStSBlCN33npxBmB4vs/nlm+SRAAiTgFwEKoV8kWQ4JkAAJ5HICoUKI9X3IiGC6J4SwZs2aRiBWr16dSQj/+OOPTOvpIjXx448/Nv88duxYI5XIwmG6X8GCBY00XXHFFWat4JVXXmnOc6YPrlixIlNxuP7WrVvlySefjErS5hqQvvDdOz/55BOz2cqMGTPk3HPPNev8UB+II8TwjDPOMFMakTH9/fffzZ+YPgohDj3uuece+eCDD8w6PRshDM+qRhIoG+aRQLmdMmrTPrd9FksIkY2GkIcfkYTQTd9FE0I3jMP7LDtY5PLbAatHAiRAAhkEKIQcDCRAAiSQIATChRB/x0YxyCphPSAkLlwIkTlBhhCboXTv3j0mKaxJxGsO8EoL58COl8iwhQthpHcEuhFCm2u4yTI59cS0UGw8s3jxYpPxxPq78847L2qGEBnD7du3R80QIiOKjVNQXujRpk0bOe200zKm2UYSKBvmkTrE7aYysbJi4e2LtvNneJ/FEsJo74XUZgi9MA4XwuxgkSC3FTaTBEggAAQohAHoRDaBBEiABNwQCBdCbPaCDBh2tnzllVfMzqDhQohyIXh79uwx6wBTUlIiXur48eNGHJF9wysPnGPcuHFm7aEfQmh7DQgh1jdiTZ1zoB5r1qwxawgjvZg9PT1dGjVqZHY8xSsbkEWFLITuBrp7926T7cSaR2xQEy4X+DtYYWfSlStXSv78+c05P/30k1lP2aRJkwwhnDNnjll/uHbt2kxc3TCP1ufOaycg8JEkfuPGjWY6L1474bZ9boUwWntivUoimhDG6zuvjMOv6zcLNz+TPIcESIAEcgMBCmFu6AXWgQRIgARygEC4EEa6ZCQhxI6XkDyIDASjXLlyZo0gJAZ/DhgwwBSFtXmbNm0yslO+fHnzKgu8/gBS5IcQ2l4DkotdLZ1dRjFFFVmlu+66y6wdRN2x6yimiOI1GlhriDrjHMgchAlTSXv37i0dOnQw8gSRwueQKmw0AxaRhPC3334zm87gOhBLXAvTVH/99VcpXbp0hhA6axpxPUxhTU5ONuW5ZR5t2KBu2CTo+uuvN1lbvJgeU1GRpZs5c2bGi+ndts+tEEZrj60Qxus7tNsr43Ah9JtFDvxI8xIkQAIk4AsBCqEvGFkICZAACeR+AlohRMuw1g4bz2BrfryvD8KHjGDnzp1NhhEHMo7ICEIUITZ4lx8yhpHWEGqnjNpeA1lCrGnEdNCiRYuatYB4z6BzQIDB5YsvvhC8xgLTObt06SKXXnppxjkQBbTdeQ8hxA0b4OBc54j0TjuIMHZShbhgbSLWvOEdfM57CBGLjCRkGSKFLGzoewjdMI816vACerQf6yaxM2qJEiXMuxMhqpdddllGhtRN+9wKYbT22Aohxke8vkPbvTCO1Gd+ssj9dwTWkARIgAT+JkAh5EggARIgARIgARIgARIgARIggQQlQCFM0I5ns0mABEiABEiABEiABEiABEiAQsgxQAIkQAIkQAIkQAIkQAIkQAIJSoBCmKAdz2aTAAmQAAmQAAmQAAmQAAmQwP8DuAzn0n5iKsIAAAAASUVORK5CYII=",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpl.plot.features_importance(mode='global-local', max_features=10, zoom=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Comparing the features by their shapeley values curves\n",
    "In the plot below, we observe the same effect as before. For example, in certain subpopulations, the **Port of Embarkation** has a greater impact than the **Ticket Class**. This offers another way to visualize feature importance both locally and globally.\n",
    "\n",
    "When the curves cross each other, it indicates that one feature has a higher local effect in a specific subpopulation, but a lower global impact across the entire dataset. On the other hand, if a curve consistently remains higher than another, it signifies that the feature is more important both globally and locally.\n",
    "\n",
    "After this initial analysis, you can use the contribution plot to gain deeper insights into how a particular feature influences the model's predictions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xpl.plot.features_importance(mode='cumulative', normalize_by_nb_samples=True, degree=-0.7, zoom=True)"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Aucun(e)",
  "hide_input": false,
  "kernelspec": {
   "display_name": "keltarif_39",
   "language": "python",
   "name": "keltarif_39"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}