notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# __Project Description__\n",
    "\n",
    "\n",
    "Dataset: https://archive.ics.uci.edu/ml/datasets/bank+marketing\n",
    "\n",
    "The goal of the project is to determine will the client subscribe a bank term deposit\n",
    "\n",
    "## __Referenced papers__\n",
    "1. https://ijcsi.org/papers/IJCSI-13-5-69-75.pdf \n",
    "2. https://www.researchgate.net/publication/323198261_Customer_Profiling_using_Classification_Approach_for_Bank_Telemarketing\n",
    "3. https://ieeexplore.ieee.org/document/9649623 \n",
    "4. https://www.researchgate.net/publication/352391768_Bank_predictions_for_prospective_long-term_deposit_investors_using_machine_learning_LightGBM_and_SMOTE"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# __Exploratory Data Analysis__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First we read the dataset into dataframe. Notice that the dataset is a csv file but separated by `;`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "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>age</th>\n",
       "      <th>job</th>\n",
       "      <th>marital</th>\n",
       "      <th>education</th>\n",
       "      <th>default</th>\n",
       "      <th>housing</th>\n",
       "      <th>loan</th>\n",
       "      <th>contact</th>\n",
       "      <th>month</th>\n",
       "      <th>day_of_week</th>\n",
       "      <th>...</th>\n",
       "      <th>campaign</th>\n",
       "      <th>pdays</th>\n",
       "      <th>previous</th>\n",
       "      <th>poutcome</th>\n",
       "      <th>emp.var.rate</th>\n",
       "      <th>cons.price.idx</th>\n",
       "      <th>cons.conf.idx</th>\n",
       "      <th>euribor3m</th>\n",
       "      <th>nr.employed</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>30</td>\n",
       "      <td>blue-collar</td>\n",
       "      <td>married</td>\n",
       "      <td>basic.9y</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>cellular</td>\n",
       "      <td>may</td>\n",
       "      <td>fri</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>999</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>-1.8</td>\n",
       "      <td>92.893</td>\n",
       "      <td>-46.2</td>\n",
       "      <td>1.313</td>\n",
       "      <td>5099.1</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>39</td>\n",
       "      <td>services</td>\n",
       "      <td>single</td>\n",
       "      <td>high.school</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>telephone</td>\n",
       "      <td>may</td>\n",
       "      <td>fri</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>999</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>1.1</td>\n",
       "      <td>93.994</td>\n",
       "      <td>-36.4</td>\n",
       "      <td>4.855</td>\n",
       "      <td>5191.0</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25</td>\n",
       "      <td>services</td>\n",
       "      <td>married</td>\n",
       "      <td>high.school</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>telephone</td>\n",
       "      <td>jun</td>\n",
       "      <td>wed</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>999</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>1.4</td>\n",
       "      <td>94.465</td>\n",
       "      <td>-41.8</td>\n",
       "      <td>4.962</td>\n",
       "      <td>5228.1</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>38</td>\n",
       "      <td>services</td>\n",
       "      <td>married</td>\n",
       "      <td>basic.9y</td>\n",
       "      <td>no</td>\n",
       "      <td>unknown</td>\n",
       "      <td>unknown</td>\n",
       "      <td>telephone</td>\n",
       "      <td>jun</td>\n",
       "      <td>fri</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>999</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>1.4</td>\n",
       "      <td>94.465</td>\n",
       "      <td>-41.8</td>\n",
       "      <td>4.959</td>\n",
       "      <td>5228.1</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>47</td>\n",
       "      <td>admin.</td>\n",
       "      <td>married</td>\n",
       "      <td>university.degree</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>cellular</td>\n",
       "      <td>nov</td>\n",
       "      <td>mon</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>999</td>\n",
       "      <td>0</td>\n",
       "      <td>nonexistent</td>\n",
       "      <td>-0.1</td>\n",
       "      <td>93.200</td>\n",
       "      <td>-42.0</td>\n",
       "      <td>4.191</td>\n",
       "      <td>5195.8</td>\n",
       "      <td>no</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   age          job  marital          education default  housing     loan  \\\n",
       "0   30  blue-collar  married           basic.9y      no      yes       no   \n",
       "1   39     services   single        high.school      no       no       no   \n",
       "2   25     services  married        high.school      no      yes       no   \n",
       "3   38     services  married           basic.9y      no  unknown  unknown   \n",
       "4   47       admin.  married  university.degree      no      yes       no   \n",
       "\n",
       "     contact month day_of_week  ...  campaign  pdays  previous     poutcome  \\\n",
       "0   cellular   may         fri  ...         2    999         0  nonexistent   \n",
       "1  telephone   may         fri  ...         4    999         0  nonexistent   \n",
       "2  telephone   jun         wed  ...         1    999         0  nonexistent   \n",
       "3  telephone   jun         fri  ...         3    999         0  nonexistent   \n",
       "4   cellular   nov         mon  ...         1    999         0  nonexistent   \n",
       "\n",
       "  emp.var.rate  cons.price.idx  cons.conf.idx  euribor3m  nr.employed   y  \n",
       "0         -1.8          92.893          -46.2      1.313       5099.1  no  \n",
       "1          1.1          93.994          -36.4      4.855       5191.0  no  \n",
       "2          1.4          94.465          -41.8      4.962       5228.1  no  \n",
       "3          1.4          94.465          -41.8      4.959       5228.1  no  \n",
       "4         -0.1          93.200          -42.0      4.191       5195.8  no  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"./dataset/bank-additional/bank-additional.csv\", sep=\";\")\n",
    "\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Drop column __duration__, according to UCI:    \n",
    "\n",
    "> ` this attribute highly affects the output target (e.g., if duration=0 then y=\"no\"). Yet, the duration is not known before a call is performed. Also, after the end of the call y is obviously known. Thus, this input should only be included for benchmark purposes and should be discarded if the intention is to have a realistic predictive model.`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.drop(columns=\"duration\", inplace=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Getting info of dataframe. There is no null data in any of the feature. So we don't need to handle this case"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4119 entries, 0 to 4118\n",
      "Data columns (total 20 columns):\n",
      " #   Column          Non-Null Count  Dtype  \n",
      "---  ------          --------------  -----  \n",
      " 0   age             4119 non-null   int64  \n",
      " 1   job             4119 non-null   object \n",
      " 2   marital         4119 non-null   object \n",
      " 3   education       4119 non-null   object \n",
      " 4   default         4119 non-null   object \n",
      " 5   housing         4119 non-null   object \n",
      " 6   loan            4119 non-null   object \n",
      " 7   contact         4119 non-null   object \n",
      " 8   month           4119 non-null   object \n",
      " 9   day_of_week     4119 non-null   object \n",
      " 10  campaign        4119 non-null   int64  \n",
      " 11  pdays           4119 non-null   int64  \n",
      " 12  previous        4119 non-null   int64  \n",
      " 13  poutcome        4119 non-null   object \n",
      " 14  emp.var.rate    4119 non-null   float64\n",
      " 15  cons.price.idx  4119 non-null   float64\n",
      " 16  cons.conf.idx   4119 non-null   float64\n",
      " 17  euribor3m       4119 non-null   float64\n",
      " 18  nr.employed     4119 non-null   float64\n",
      " 19  y               4119 non-null   object \n",
      "dtypes: float64(5), int64(4), object(11)\n",
      "memory usage: 643.7+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info(verbose=True, show_counts=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### __Visualization__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing distribution of categorical features and label using pie chart. As can be seen, we have a fairly imbalanced data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1800x1000 with 12 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "pie_visualization = [\"job\", \"marital\", \"education\",\n",
    "                     \"default\", \"housing\", \"loan\", \"contact\", \"month\", \"day_of_week\", \"poutcome\",  \"y\"]\n",
    "\n",
    "fig, axes = plt.subplots(3, 4, figsize=(18, 10))\n",
    "\n",
    "for i, feature in enumerate(pie_visualization):\n",
    "    category = df[feature].value_counts()\n",
    "    axes.flat[i].set_title(\"Distribution of {}\".format(feature))\n",
    "    axes.flat[i].pie(category, labels=category.index, autopct='%1.1f%%')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing when the data is normally collected. As can be seen, most of the data is collected around May. The day_of_week is fairly balanced"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bar_visualization = [\"day_of_week\", \"month\"]\n",
    "fig, axes = plt.subplots(2, 1, figsize=(8, 10))\n",
    "for i, ax in enumerate(axes.flat, start=0):\n",
    "    feature = bar_visualization[i]\n",
    "    df[feature].value_counts().plot(kind=\"barh\", ax=ax,title=\"Frequency of {}\".format(feature))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizing correlation between numeric features    \n",
    "\n",
    "As can be noticed from the graph, `emp.var.rate`, `nr.employed`, `euribor3m`,`cons.price.index` are highly correlated\n",
    "Depending on the algorithm, we may need remove one of the above listed features. This is a **Multicollinearity** problem "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xIgcOHEChUDBnzhyMjY0pUaIEwcHBfPbZZ+r006dPp3z58owZM0bjHB4eHly9epWAgIBcz5mamkpqaqrGPlVWJgpl7li+t8njy2VmT3zAPn6s7VIaZMfjqrKyND6UH+eJeHCvwM+tUqnYMGsCFRu2xLVYIDHhIc9Z+vwlxEQBaC3n42NPS4qLJUtL3cytbIh4cFf9eOuiGXgGlFTH3eXlz19Hc/nfg6SnpRJYsQaten3zIlXRkBwfhyorC1NLa439ppY2RD/U/v9Pio3G1NImV/rEuJzX2KtUJXwr1MTSwZnYsIccWrOADZO/o+13U1C+wvdJXm3SvABtUls7fp426V2yPDuW/sahjSup2qw1aSkp7F4xJ7tcebSZJyXG5PV+siYxrzaXV9ktbYh8VPbEmCj09A1yxbFmt+VodRozK+tcx58sV1TIffaumEunEVO0xjED1Gj5MWnJifz+TVeUSiVZWVlUfK8zvlXq51nv1ITsNmnyVBszsbQmNlT7/z85LhqTp9qwsaU1yY/apLWzB2a2DpxYv4AaHfqib2TMhd3rSYqOICk2539Zr8cw9s0dx/Kv26FQ6qFvaESDXsOxdHTNs7wvoij7SoAqTT7A2ccfE3ML7l+9yJ4Vc0mIiaRxp97PdR5t8uorzQvQV2r7f4QH5/SV2xbPxCOgJEGVahaoLHevnOf84b18MnjMsxOL15IMlnXk2rVrjBgxgqNHjxIREUFWVhYAd+/e5cqVK5QpUwZj45xZxipVqmjkP3PmDHv37sXcPPfNYjdu3NA6WB47diw//PCDxj49p8oYuFTJlfZNdu7ALjbPm6x+3L4IO6Tj29eRlpxMzfd1c4PKmX92smFOTkzwJ0PH6uS8T7v070FuXjhF7/Fznpm2WZcvqf9hFyIe3mPnH3PYtngGLXsMLJRyvayAqvXUf9u7+2Dv7sOioZ8SfPlsrllpXTp3YBebXpM26ejuzfufD2HH0t/YvXIuSqUeVZp8gJmVjdab254u+0ff/Pwqi/tcsrIy+WvGGOq06ZLvTVsXj+7n/ME9vP/ltzi4eRF65wY7lszExMoO/+qNXll5lXr6NOj5PQeX/vpoIKzEtXh53EpWApVKne7UxiWkJSfQpP8YjM0tuXP6MPvmjqXZVxOwdXvxcKHXqa8EqNairfpvJ09f9PT12TxvMg0+7oH+E7PvBXHmwC42PtFXdhxSOH3l5Ud95RfjZhcofei9Wyz/ZTj12nTGr2zlZ2coKm/ojLCuyGBZR1q2bImXlxdz5szB1dWVrKwsSpUqRVo+NxI8KSEhgZYtWzJ+fO6bblxcXLTmGTZsGIMGDdLY51h7iNa0b7KAijU04uIyHl3qTIyNxsIm5wa7xNhonL18tZ7D1MIKhVKZazYlMTYa8wJeZgO4deEU969dZEznphr7537/BaVrNuT9L4YW+FwAxSvVxP2JGMyM9Oz2lKCtbnmstmFqaYVSS90SnqjbrfOniA59wJiu72qkWTFxJF5Bpek+cop6n4W1LRbWtji4eWJqbsnckf2o16azRnmel4mFJQqlMtfNfElx0Zg+NcujrpeVDUlx0bnSm1lqTw9g5eiCsbkVMWEPCnWwHFCxBr0K0CYTCtAmE1+yTQKUrtmQ0jUbkhAbhaFRdkzokS2rsdEyU/lk2TNUKnXoQGJsNOYabS4Gp+cte1y0etbOzNqWzIx0UhITNGaXs+uXk+bBjSu56p99zIa05GQe3rxKyO3rbF80Dci+uoNKxdhOjWk/NPuGvz3LZ1O95ceUrJ49k+zoWYz7wQ84t/3PPAfLRubZbTL5qTaWHBeDiaX2/7+JpU2um/9S4mI0Zqftvfx5/7vppCUnkpWRgbGFFRvHD8De0x+AuPCHXNq3kVbDf8PG1QsAW/dihF6/wOX9m6jRoa/W5y6I16mv1MbVL4iszExiwkOxd/V4rrzFK9bQiNvPzKOvTIiNxsUr/75S23vucbjFzQvZfeXYbi010qyYNAqv4qXpNjLny0jY/dss/OlrKjV8l3qtOz1XfV455ZsZa6wrMljWgcjISK5cucKcOXOoXbs2AAcO5NxAEBgYyNKlS0lNTcXIKDtW8Pjx4xrnqFChAmvWrMHb2xt9/YK9LEZGRurzPfY2hmAYmZhiZGKqfqxSqTC3tuXWhZPqAWRqUiLBNy5RsVFLrefQ0zfAxSeA2xdOUfxRGIIqK4tbF049193ZTbv0of5H3dSP46MjWT5uCG36DcfNN/8bXZ6nbjfPncTlUd1SkhK5f/0Sld95X+s59PUNcC0WwM1zJ9XLwGVlZXHz/EmqNvkAgNqtOlCxgeZqENO/6UazLr0pXrFGnuVTPbqCkpGenmeagtDTN8DRy597l07hW6GG+tz3Lp2mbIP3tOZx8Q3i3qXTlG/cWr3v7oWTOOdzQ1F8VDgpiXGYWb3ch/qzPE+brPSMNnnrJdvkk8wf1fvUvq3oGxpqxLFrK3uGSoVKpcLM2pbbF07h9ETZH9y4RIVnvp9OEvjoUrUqK4vb509RsXF2O3X28Uepp8/tCycpXqUOAJEP7hEXGYabX/YXRHe/Ehxav5zE2JxB9q3zJzAyMcXezQs9PX16jNO8GnJy1wZuXzhN6/4jsHZwzq5HWgqKpwYDSqUSlSorz/+Vnr4Bdp5+PLxyBq9yOW3y4ZXTBNXTXm+HYsV5eOU0JRu2Uu8LvnwKRy3LHxqaZC+3GBsWTOSd61Ro2VldViDXrL9Cqcz+IvASXqe+UpvQ29dRKJSYPRXKUhB59pXnNfvK4OuXqPKO9j5F/1Hdbp4/qQ5He9xXVmnSCoDa7+fuK2d8051mnXsTWLG6el/YvVss+OlrytVpTKOPuz93fcTrRQbLOmBjY4OdnR2zZ8/GxcWFu3fvMnRozgxihw4d+O677+jZsydDhw7l7t27/PLLL0BOh/jll18yZ84c2rdvz+DBg7G1teX69eusWLGCuXPnopdHLF5RMDMxxNfDQf3Y282OMgFuRMclcS9Ee5zbq6RQKKjStDUH1i3D1tkdawdn9q1agIW1PcUr5cTjLvn5a4pXqkXlR51gteYf8tes8bgUC8DVtzjHtq4hPSWFsnWbqPMkxESREBNFdGj2KgJh925iaGyKlb0jJuaWWNk7aZTl8Z3dNo6uWNo58LIUCgXVm3/IvnVLsHVxw8bRhd0r52NhY68Ra7xg9CCCKtemWtPswXCNFm1ZO3Mcbr4BuPkGcXjLatJSU6hQL3sG/PFs8dOs7J2wccy+snH11BESYqJx8y2OobEJYfdvsX3p73gGlsLG0fml61a+SWt2zv0FJ+8AnHwCOb1zHRmpKZSo1RiAHXMmYGZjT80Ps7+MlHunFWvGf8PJbavxLluFq0f3E3b7Gg27DAAgLSWZYxuW4luxFmZWNsSGPeTAqrlYO7riWSpnkBgfGUZKYjzxUWGosrIIv5u9io2Vo6vO7sxXKBRUbdqaf57RJhc/apOPP5irN/+Q9bPG4/qoTR591CbLaWmTUY/aZOi9mxg90SYBjm1fj0dACQyNTbh57gQ7l8+m4cc98lwj/OmyV2namoPrl2Hj7Ia1gzN/r16IhbUdgRVzYjaXjfmGwEo1qfRowFSlWRs2/j4BF59AXH0DObZtLempKZSpm93mjE3NKVuvKbuWzsLYzBIjU1N2LJqOm38J9YoWPmUqYu/myYbfxtGgfU8SY6PYv2ohFd95X32Z3tFDMyzB1NIafQNDjf1+5atzaP1yrOwcsXf3JvT2dc7vXod/jcb51r1kww84sGgSdp7+OHgHcGHPX2SkpuJf/R0A/l74C6bWdlRq1RWAEvXfZ+ukIZzftRb3UpW59e9+Iu9co+YTs8G3TvyDsYUV5jYORD24zbE/f8ezbDXcHt3cau3sgYWDK4eWT6Nymx4YmVly98xhHlw+RaPeo575ej2Pouwr71+9QPCNy3iVKIeRsQn3r11kx9LfKF2rISbmmivWvGjdqjdrw/51S7FzftRX/rkACxvNui0Y/RUlKtei6hN95brfxuFaLBB3v+Ic3rImu6+s+6y+0lHdV4beu8XC0V/hV6YSNVq0Jf5RjLRS+WJfBF4JCcPIlwyWdUCpVLJixQr69etHqVKlCAwMZOrUqdSrVw8AS0tLNm7cyBdffEG5cuUoXbo0I0aMoEOHDuo4ZldXVw4ePMiQIUNo3LgxqampeHl50bRpU5TK16sRVyjhxY65/dWPJ3ydfXPjkg1H6DlyaVEVS0ONlh+TnprC5rmTSElKwDOgNB2GjkXfMCcOLjr0AUnxserHJavXJykulv2rF5IQE42Tly8dho5Tz8YBnNi1kb/XLlY/XvRjdqzue72+oWxdzdCLwlL7vY9JT01mw+yJ2XULLE3nYeMxeKJuUU/VrXSNBiTGxbL7z4UkxETh4u1L52Hjn+uyqb6BEf/u2czWxTPISE/Hyt6RElVqU7sAa04XRECVeiTHx3Jk/WISY6Nx8CjG+wN/VodhxEeFa6zo4OJXkiY9h3J47SIOrV2ItZMr7/YdiZ27N5D9voy4d4tLB3eSmpSImbUdniUrUP2DLhrxkEfWL9b44ZI/RmXfXNR68ATci7/8Sh+P1Wj5MWmpKWx6ok12LECbTIyLZV8+bfLffNpkuUdt8sGNy+xfs5C0lBTsXT14t/tAytR+p8Blr/ZuO9JSU9g6bzIpSdk/XNFuyDiNssc8VfYS1euTFB/L36sXkhibXfZ2Q8Zq3HD1zie9USiUrP31BzIz0vEpXYmmXfupjyuVenz09c9sW/Ari0b1w8DImDK1G1Pnw08LXHaAxl368PfqhWxbMJWkuBjMbewIrNWMci3yb7vFKtUlJSGOU5uWkBwXja17MRr3/VEdVpEYFY7iiUGGk28J6nYbzMkNiznx10IsHdxo8PlwbNy81WmSY6M4tmZOdniGlQ1+VRtStnnOPQ5KPX3e6fMDJ9YtYNfMH8hITcbCwZXaXQZp/LiJrhRVX6lnYMCFw3vZv2YRmenpWDs6U7VZG6o1/1Bndav1XvZ7bsOcSeq+stPQcRp9ZXToAxI1+sr6JMXFsGfVAhJissNROg19vr7ywpH9JMbFcObALs4c2KXeb23vxKDpf+imcrr2hi75pisK1cte1xEvZNmyZXTt2pXY2FhMTHQzewVgUr6Pzs71upkz9/niff9LDPVery9EuhSeWLC4/f8qa+M3d84h4w3+eHgY9+a2S3cro2cn+o8yeINja9uVd3t2okJi0lB3N3sm7/5WZ+d6Xby5vfxrZvHixRQrVgw3NzfOnDnDkCFD+Oijj3Q6UBZCCCGEeG4ShpEvGSy/IiEhIYwYMYKQkBBcXFxo27YtP//8+i7JJIQQQoi3hIRh5EsGy6/I4MGDGTw4989iCiGEEEKI15cMloUQQggh3mYShpEvGSwLIYQQQrzNJAwjX/JVQgghhBBCiDzIzLIQQgghxNtMwjDyJYNlIYQQQoi3mYRh5Eu+SgghhBBCCJEHmVkWQgghhHibSRhGvuS/I4QQQgghRB5kZlkIIYQQ4m0mMcv5ksGyEEIIIcTbTMIw8iX/HSGEEEIIIfIgM8tCCCGEEG8zmVnOlwyWhRBCCCHeZhKznC8ZLL9h5swdWtRFKDSf9RhX1EUoNOOnfVXURSg0PlamRV2EQrXvdkxRF6HQGOu/uR+gvvbGRV2EQnM+NKmoiyBeQLvyRV0CkReZdxdCCCGEeJsplLrbXsCMGTPw9vbG2NiYqlWrcuzYsXzTT5kyhcDAQExMTPDw8GDgwIGkpKS80HMXhAyWhRBCCCHeZgqF7rbntHLlSgYNGsTIkSM5efIkZcuWpUmTJoSFhWlNv3z5coYOHcrIkSO5dOkS8+bNY+XKlXz77bcv+1/IkwyWhRBCCCFEkZg0aRKfffYZXbt2pUSJEsyaNQtTU1Pmz5+vNf2hQ4eoWbMmHTp0wNvbm8aNG9O+fftnzka/DBksCyGEEEK8zXQYhpGamkpcXJzGlpqaqvVp09LSOHHiBI0aNVLvUyqVNGrUiMOHD2vNU6NGDU6cOKEeHN+8eZMtW7bQvHlz3f9fHpep0M4shBBCCCFefzoMwxg7dixWVlYa29ixY7U+bUREBJmZmTg5OWnsd3JyIiQkRGueDh068OOPP1KrVi0MDAzw9fWlXr16EoYhhBBCCCFef8OGDSM2NlZjGzZsmM7Ov2/fPsaMGcPMmTM5efIka9euZfPmzYwePVpnz/E0WTpOCCGEEOItptDhOstGRkYYGRkVKK29vT16enqEhoZq7A8NDcXZ2VlrnuHDh9OpUyd69OgBQOnSpUlMTKRnz5589913KJW6nweWmWUhhBBCiLeYQqHQ2fY8DA0NqVixIrt371bvy8rKYvfu3VSvXl1rnqSkpFwDYj09PQBUKtVz1rxgZGZZCCGEEEIUiUGDBtGlSxcqVapElSpVmDJlComJiXTt2hWAzp074+bmpo57btmyJZMmTaJ8+fJUrVqV69evM3z4cFq2bKkeNOuaDJaFEEIIId5mRfhjne3atSM8PJwRI0YQEhJCuXLl2LZtm/qmv7t372rMJH///fcoFAq+//57goODcXBwoGXLlvz888+FVkYZLAshhBBCvMV0GbP8Ivr06UOfPn20Htu3b5/GY319fUaOHMnIkSNfQcmyScyyEEIIIYQQeZCZZSGEEEKIt1hRzyy/7mSwLIQQQgjxFpPBcv4kDKMQjBo1inLlyhV1MYQQQgghxEuSmeVC8PXXX9O3b9+iLsYzqVQq9q9eyKm9W0hJTMAjoBTNuvXHzsU933zHd6zn8KY/SYiNwsnTl6Zd+uLmV1x9/OTuTZw/tIeHt6+RlpzEN3P+wtjMXOu5MtLTmD+iD6F3bvDZmN9x9vbTaR2fV80Kvgzs3IgKJTxxcbDio4Gz2bjvbJGW6Wnn9mzg1LbVJMVGY+dRjDodeuNULDDP9NeP/83R9YuJjwjFysmN6h92w7tMFfXx3fN+4fKhXRp5PEtVpOXAnDuLw+9c49Dq+YTduopCqcS3Yi1qtuuJobGJTuumUqnYvnI+R3dtJDkpAZ/A0rTuOQgHF4988x3cupZ9G1YQHxOFi5cvH3Tvj6d/CfXxiJBgNi2eya3LZ8lITyewXFU+6N4fC2tbdZpdaxZz6cRhHty+jp6+AT8t3qLTumlT09uaer62WBjp8SAulXXnw7gXk6I1rZO5IU2L2+NuZYytqQHrz4fxz61ojTQKoEmgHRXcLbE00ic2JYPj9+LYdS2y0OvytOv/bObqnrWkxEdj5epD+Ta9sPUK0Jo29uEdLm5dRvS9GyRFh1G2VQ/8672vkebC1uVc2v6Hxj4LRzeafDtLp+U+ufMvjm5eRWJsFI6evjTq/CWuvsXzTH/56H7+Wb2I2IgQbJzcqPdxD3zLVVUfV6lUHFiziDN7t5KalIBbQEkad+2HrXN2P3v34hn+GPO11nN3/mE6Lr7Z7+1LR/ZzZMNyokKCMbWwosI771P13Y90WPNsNw9s5toTr1uZ1nm/bnEP73Bp2zJiHr1upVv1wK/u+7nSJcdEcmHTQkIunSAzPRVzexcqfNwfG09/nZc/P29y3V6WzCznT2aWC4G5uTl2dnZFXYxnOrRxBce2r6N5twF0Gz0dA2Njlo8bSkZaWp55Lhzey86ls6jTujOf/TwLJ09flo8bQmJszod2eloqvmUrU+v9Ds8sw+7ls7Gwfn3+V2YmRpy7GsyAsSuLuihaXTu2nwMr51D5vU/4aOR07D2KsXHydyTFxWhN//D6RXbMHkdQ7SZ8NHIGxcpXZ+v0H4m8f1sjnWepSnw6abl6e6fnUPWxxOhI/vplGFaOrnz4/RRaDvyJqAd32DN/os7rt3f9cg5sWUObnl/Rb8zvGBoZM2f016SnpeaZ5/TB3WxYNIN32n7KgAlzcfX2Y85PXxP/qE2mpiQzZ/RXAHw+cgp9fppBZkY688cNJSsrS32ezIwMylavT/UmuT8QC0M5VwveK+HAjqsRTP77Dg/iUulZ1R1zQ+3rhBrqKYlMTGfzpXDiUjK0pmngZ0sNb2vWnQtj/N5bbL4UTn0/W2r5WBdiTXK7d/Ifzq6fS4mm7Wn09RSs3Xz4Z9YIUuJjtKbPTE/FzM6Z0i27YGxpk+d5LZ09effHxeqtXr/xOi33pSP72LPsd2p+8Amf/vQbjp7F+HP8MI3+7Un3r15gw4wxlKnblE9/+g3/ijVZO3kU4fduqdMc3bSSEzvW06Rbfzr9MA0DI2P+HD9M3c+6BZTgy+krNbYy9Zph5eCMc7HsgdyNM8fY9NtYyjV8l+7j5tD40378u20NJ3as12n975/6h3Pr51K8SXvqfzUFK1cfDv0+gtR8XjdTO2dKvtsFIwvtr1taUgJ/Tx2MQk+PGj1H0WjIDEq91w0DU+0TKIXlTa6bTih0uL2BXuvBclZWFhMmTMDPzw8jIyM8PT3V6+gNGTKEgIAATE1NKVasGMOHDyc9PV2d93EoxPz58/H09MTc3JzevXuTmZnJhAkTcHZ2xtHRMde6fAqFgt9++41mzZphYmJCsWLFWL16tUaagj73YxkZGfTr1w9ra2vs7OwYMmQIXbp0oVWrVuo09erVo1+/fgwePBhbW1ucnZ0ZNWqU7v6ZT1GpVBzbtpbarT4hsFJNnDx9ef+LIcTHRHD53wN55juyZTXl6zenXL2mOLh706L7AAyMjDi9f5s6TdVmbaj5Xnvc/ILyLcP100e5ce4EjTr20lm9XtaOgxf5YeYmNux9vWaTHzu9Yy0l6zQlqFZjbF29qNepL/qGRlw6sF1r+rO71uNZqhIVmrbF1tWTqh90wcHLj3N7Nmik09M3wMzKVr0Zm1moj90+exSlvj51O36JjbMHTj6B1OvUlxsnDhAT+kBndVOpVPyzeRWN2nSiVJXauHr78nHf74iLjuT8sbzb5P6Nf1K10btUadAcZw9v2vT8CgMjY47v2Zxd/svniAoP4eM+3+Li5YuLly8f9/mW+zeucP38SfV5mrTrRp2WH+Hi6auzOuWnTjEbjtyN5fi9OEIT0lhzNpT0zCyqeFppTX8vNoVNl8I5/SCejCztv1LlbWvC+ZAELoUlEp2cwdmHCVwNT8TTWrdXAJ7l6r71+FRvgnfVRlg6e1KhbW/0DI24fXSn1vS2ngGUeb8bHhXqoNQzyPO8CqUexpY26s3IXPv/6kUd37qGsvWbUaZuU+zdvGjStT8GRkac26/9/XVi+zqKlalM1Xc/wt7NizptP8XJ24+TO/8Cstv0v9vWUf39jvhXrIGjZzHe/XwICTGRXD1xEMh+75lb26o3E3NLrp88TOk6TdSzfRcO7MK/Yg3KN2yJtaMLvuWrUu299hzd9KdOf7Hs+r71eFdvgtej163cM143G88ASr/XDfcKddDT1/66Xd29GhNreyq2H4CtVwBmds44Fa+Aub2LzspdEG9y3UThe60Hy8OGDWPcuHEMHz6cixcvsnz5cvUi1RYWFixcuJCLFy/y66+/MmfOHCZPnqyR/8aNG2zdupVt27bxxx9/MG/ePFq0aMH9+/fZv38/48eP5/vvv+fo0aMa+YYPH06bNm04c+YMHTt25OOPP+bSpUvq4wV57ieNHz+eZcuWsWDBAg4ePEhcXBzr16/PlW7RokWYmZlx9OhRJkyYwI8//sjOndrfyC8rJuwhCTFR+JSqoN5nbGqOm28Qwdcuas2TmZHOw1tXNfIolEp8SlXgfh558pIQG8WmuZNo1XsoBkbGL1aJt0xmRjrhd67hHlRevU+hVOJeojwhNy5pzRNy4xIeJcpr7PMoWTFX+uArZ5k/oB3Lvu3OviXTSEmI03hePT19FE8sCq9nYATAw2vnX7pej0WFPSQ+Jgr/MpXU+0zMzPH0D+LOVe3Pk5GeTvDNqwQ8kUepVOJfuiJ3rlzITpORjgIF+gY5H3gGhoYoFEpuXSqaL0V6CnC3MuZaRJJ6nwq4GpGEl82Lvx9uRyXjb2+GvVl2XV0sjfCxNeFyWMLLFrnAsjLSibl/HceAsup9CqUSp4ByRN6+8lLnToh4wKYRXdg6ugdHl/xCUnTYyxZXLTMjnZBbV/Eqqdm/eZesQPB17f1b8PWLeD3RHwL4lKlE8PXs91dseAiJsVF4l8p5DxqZmuHqW5wHefSZ108eJjk+jtJ1mmiUTd/AUCOdvoEh8VHhxEWEPl9F8/D4dXN46nVz8C9H1J0Xf91CLhzD2sOPowvHsXn4J+z5pT+3Dmv/8lFY3uS66UpR/dz1f8VrO1iOj4/n119/ZcKECXTp0gVfX19q1apFjx49gOxfcKlRowbe3t60bNmSr7/+mj///FPjHFlZWcyfP58SJUrQsmVL6tevz5UrV5gyZQqBgYF07dqVwMBA9u7dq5Gvbdu29OjRg4CAAEaPHk2lSpWYNm2a+nhBnvtJ06ZNY9iwYXzwwQcUL16c6dOnY21tnStdmTJlGDlyJP7+/nTu3JlKlSpp/F7601JTU4mLi9PY8rtc/aSER5cVzaw0Ly+ZWdmojz0tKT4WVVYW5tryxEQV6Hkhe7Zlw6wJVGzYEtd8Ym2FppT4OFRZWZhaWmvsN7W0Jimv1yw2GhNt6eNy0nuWqkSjHl/z/tfjqP5hdx5cOcfGKd+TlZUJgFvxsiTFRXNy2yoyM9JJSYznyJr5j85f8Nf9WeKjs+NqLaw125e5lS3xebSvxPhYsrIyc7VJC2tb4h7l8fIviaGxMZuXziItNYXUlGQ2Lp5JVlYm8TGvPpYXwMxQDz2lgvhUzXCKhNRMLIxe/FaSPdejOB0cx5D6PkxoEcCgOl78fTOak8HxL1vkAktNzG6nxk9dujaysCYlTns7LQhbrwAqdxhArc9HUf7D3iRGhrJv6lDSU5KenbkAHvdvT/eJplY2eYZhJMZEY/bU+8vM0obER23vcb9o9lRoiall3uc8u38rPmUqYmnnoN7nU7oSV/89yO3zJ1FlZRH18D7Htq7WeI6X9fh1ezrkwNjCmtSXeN0SI0O4dWgr5g6u1Oz1Az41mnF23WzuHMv7s03X3uS66YoMlvP32t7gd+nSJVJTU2nYsKHW4ytXrmTq1KncuHGDhIQEMjIysLS01Ejj7e2NhUXO5WQnJyf09PQ0fjbRycmJsDDN2Ynq1avnenz69Onneu7HYmNjCQ0NpUqVnBuq9PT0qFixoka8JGQPlp/k4uKSq2xPGjt2LD/88IPGvg8+G0jrXoNypT13YBeb5+XMfrcfPCbP8xa249vXkZacTM332xdZGUQO/6r11H/buftg5+HD0qFdCb58Fo8S5bFz86Zht685sHI2R9YsQKHUo0zD9zCxtEGhePHv2yf/3sHq2Tlxz92H6Tb+9DFzK2s6DfqBtXMmcWDLGhQKJeVqNcStWMBLlf91VNbVggruliw7+ZCQ+FTcrIx5v6QjcSkZ/Hs/7tkneI25lMi5eoCrD7ZeAWz5sTv3Tx/Ap1rjoiuYDsVFhnPr7Ane7/u9xv6y9ZsTE/aANROHk5mZgZGJGRWbfMDBtYtf+8GJSqXCxsOPki06A2Dt7ktcyB1uHdqKVxXtn+//FW9y3YSm13awbGKSd4zd4cOH6dixIz/88ANNmjTBysqKFStWMHGi5g1HBgaacUYKhULrvqcHrfkp6HO/iOct27Bhwxg0SHNgvOZCuNa0ARVraMQQZ2Rkx1gnxkZjYZNzg11ibDTOXtpjNk0trFAolblmnhNjozF/YlWBZ7l14RT3r11kTOemGvvnfv8FpWs25P0vhuaR8+1mbGGJQqnMdTNfUlwMpk/Nhj1mamVDsrb0+dxEZeXggrG5FbFhD9QhHAHV6hNQrT5JsdHoGxmjUCg4s2Mdlg7OL1yfEpVrMeiJFSset8n4mGgsbezV+xNio3DNY5UUMwsrlEq9XG0yPiYKyyfaZGC5KgybsYLEuBiUenqYmFnwQ49W2Dq5vnD5X0ZiWiaZWapcs8jmRnq5ZpufR8sSDtmzyw+yZ5JD4tOwMdGnob/tKxssG5llt9OUeM3XJDU+Jt+b956Xoak5Fg6uJIQ/1Mn5HvdvT8/4JsVG55ptfszM2obEp95fiXHRmD1qe4/7xcS4aMyf6GeT4qJx1BIbf+7v7ZhYWOJXQXPCRqFQUO/jz6jzUTcSY6IxtbTi9oVTAFg76iY+9vHrlvrU65YSH4PRS7xuxpY2WDhprmZj4eTBg7OHXvicz+tNrpuuvO5fuoraazut4u/vj4mJidYwhEOHDuHl5cV3331HpUqV8Pf3586dOzp77iNHjuR6HBQU9ELPbWVlhZOTE8ePH1fvy8zM5OTJk3nmKSgjIyMsLS01NgNDI+1pTUyxdXZTbw5uXphb23LrQk45UpMSCb5xCbcnBjBP0tM3wMUnQN1JA6iysrh14RTueeTRpmmXPvQcN5ueY7O39oPHAtCm33Dqf9S9wOd52+jpG+Dg5c/9S6fV+1RZWdy/dBpnX+03Uzr7BmmkB7h/8WSe6QESosJJSYxTf+A/ydTKBkNjE64d24+egQEeJStoOUPBGJuYYu/irt6c3L2xsLbl2rkT6jQpSYncvXYJr4BSWs+hb2CAW7EAjTxZWVlcP3cSr8CSudKbWVpjYmbBtXMnSIiNpmSlmi9c/peRqYL7sSn425uq9ykAf3tT7kRrXzquIAz0lDx971+WChSv8BZ1pb4B1u5+hF3LiQdXZWURdvUMdt66C7vKSE0mITJEZwNwPX0DnH0CuPNU/3b7winc/LT3b25+JTTSA9w+f1I9MWHl4IyZla1GmtSkRB7cuIzrU32mSqXi3N/bKVmrEXr62uexlEo9LGzt0dM34NLhvbj6l8gVlvWiHr9u4Vc1X7fwa2ew9Xrx183OJ4iEsGCNfQlhwZjaOL7wOZ/Xm1w3XZEwjPy9tjPLxsbGDBkyhMGDB2NoaEjNmjUJDw/nwoUL+Pv7c/fuXVasWEHlypXZvHkz69at09lzr1q1ikqVKlGrVi2WLVvGsWPHmDdvHsALPXffvn0ZO3Ysfn5+FC9enGnTphEdHV2kjUqhUFClaWsOrFuGrbM71g7O7Fu1AAtre4pXqqVOt+TnryleqRaVm7QCoFrzD/lr1nhcigXg6lucY1vXkJ6SQtm6OTejJMREkRATRXRodicSdu8mhsamWNk7YmJuiZW9k0ZZHq/Va+PoqhGnVxTMTAzx9cgpg7ebHWUC3IiOS+JeyIvHtulKucat2T3vFxy9/XH0CeTMrnVkpKYQVDP7MvSuuf/DzMaO6m26AVCmUSvWT/iGU9vX4F2mCteO7SPs9jXqde4PQFpKMsc3LMW3Yi1MrWyIDXvI4dXzsHJ0xbNkRfXznt29ARe/IAyMTLh38SSHVs2jWpuuGOlwiSSFQkHtFm3ZvWYxDi7u2Dq6sG3FPCxt7ChVJadNzho1gFJVa1OrWRsA6rb8iBXTx+LuG4inXxD/bF5FWmoyles3V+c5tmcLTu5emFlac+fqBf6aP5Xa77bF0c1TnSY6PJSkhDiiI0JRZWUSfOsaAPbObhiZ5AxqdeXvm9F8XM6ZezEp3I1JoU4xGwz1lBy7GwtA+3LOxKZksOVyBJB9U6CTRfaXYT2lAitjfVwtjUjNyCIyKXtW/mJoAo38bYlJTleHYdQtZsOxe7E6L39+Auq14vjyydh4+GHrGcC1/X+RkZaCd9VGABxbOgkTKztKt+wCZN+AFRdyL/vvzAySYyOJuX8TfSNjzB2yZ//P/DUP15JVMLVxJDkuiotbl6NQKPGsWFdn5a7crA2bf5+As08ALr6B/LttHempKZR+1L9tmjUeCxt76rbL/lJfsckH/PHzVxzbsgrfclW5dHgfITev0rTbACC7TVdq+gGH1i/HxskNa0cX/lm9EHNrOwIqan5Ru3PhFLHhIZSt1yxXuZLiY7ly7G88g8qSkZ7Guf3buXL0b9p/r9vlG/3qteLE8slYe/hh4xXAjf1/kZmWgtej1+3fZdmvW8l3n3jdQp963YJvom+Y87r51X2f/b8O5srOP3ErV4vou1e5fWQ75T/qo9Oyv811E4XvtR0sQ/aqFPr6+owYMYIHDx7g4uLC559/Tvfu3Rk4cCB9+vQhNTWVFi1aMHz4cJ0ttfbDDz+wYsUKevfujYuLC3/88QclSmTPArz33nvP/dxDhgwhJCSEzp07o6enR8+ePWnSpAl6etrXU31VarT8mPTUFDbPnURKUgKeAaXpMHQs+oY5d11Hhz4gKT7ng7Zk9fokxcWyf/VCEmKicfLypcPQcZhb5cxCnti1kb/XLlY/XvTjQADe6/UNZetqhl68biqU8GLH3P7qxxO+zh6QLdlwhJ4jlxZVsdT8q9QlOT6Wo+uXkBQXjb1HMd4d+JM6DCM+KkzjS5iLXwne+WwIR9ct4sjahVg7utKszwjs3L2B7JUjIu/f4sqhXaQmJWJmbYtHyYpUbdUZvSfuvg+7dYVjfy0hPTUFG2d36nXqS2CNRjqvX/1WHUhLTWH177+QnJiAT/HSfPb9LxpXTCJDH5AYl9Mmy9VsSEJcDNtXzCc+Jjtko8d3v2j84Ej4g7tsXT6bpIQ4bBycadimE3We+kGH7Svn8e++nCUQJ3+TPSD6fNSv+D2xmoGunH4Qj5mhHk0C7bE00iM4LpU5R++TkJZ9Y6W1iQFPThJbGuvzVV1v9eP6frbU97PlekQSvx3O/lBfdy6UpsXtaV3aCQsjPWJTMjh8J5adVyN0Xv78eFSoTWpiLBe3LiMlLhort2LU6vWD+qa/pOhwjXaaHBvFrl9y3ndX967j6t512PuWol7f7CtPyTGRHF38C2mJcRiZW2FXrAQNBv6i0+XjgqrVIykuhgNrFpEYG42jly8fDR6jDsOIi9B8f7kHlKRl72H8s2ohf/+5ABtnN1oPHIWDh486TdV325GemsL2+VNISUrAPaAUHw3W7GcBzu7fhpt/CexcPdHm/D872bt8NgCufkG0/+6XfH8s5UW4l69NakIsl7YtI/XR61bjidct+enXLS6KvU+8btf3ruP6o9etdp/s183GM4Cq3b7l4ubFXN6xAlNbJ0q3+gyPivV0Wva3uW468WZOCOuMQqXLRRrfAAqFgnXr1mmsgaxrWVlZBAUF8dFHHzF69Gidnnvpifs6Pd/r5LMe44q6CIVm/LSviroIhcbHSvezsq+TfbdjiroIhcZY/839BPW1f3OXrLwa/uKhPKLojGuu/dcEXwX7T1fo7FwRCz/W2bleF6/1zPKb4s6dO+zYsYO6deuSmprK9OnTuXXrFh06PPsX7oQQQgghRNGRwfIroFQqWbhwIV9//TUqlYpSpUqxa9cu9U2DQgghhBBF5U29MU9XZLD8lMKISvHw8ODgwYM6P68QQgghxMuSwXL+Xtul44QQQgghhChqMrMshBBCCPE2k4nlfMlgWQghhBDiLSZhGPmTMAwhhBBCCCHyIDPLQgghhBBvMZlZzp8MloUQQggh3mIyWM6fhGEIIYQQQgiRB5lZFkIIIYR4i8nMcv5ksCyEEEII8TaTsXK+JAxDCCGEEEKIPMjMshBCCCHEW0zCMPIng2UhhBBCiLeYDJbzJ4PlN4yh3psbWTN+2ldFXYRCM6TvxKIuQqGJPj69qItQqFadCy3qIhSaSp4WRV2EQuNoYlTURSg0O8Iji7oIhSY6Ma2oiyDeQjJYFkIIIYR4i8nMcv5ksCyEEEII8TaTsXK+3txr9kIIIYQQQrwkmVkWQgghhHiLSRhG/mSwLIQQQgjxFpPBcv4kDEMIIYQQQog8yMyyEEIIIcRbTGaW8yczy0IIIYQQbzGFQqGz7UXMmDEDb29vjI2NqVq1KseOHcs3fUxMDF9++SUuLi4YGRkREBDAli1bXui5C0JmloUQQgghRJFYuXIlgwYNYtasWVStWpUpU6bQpEkTrly5gqOjY670aWlpvPPOOzg6OrJ69Wrc3Ny4c+cO1tbWhVZGGSwLIYQQQrzNijAKY9KkSXz22Wd07doVgFmzZrF582bmz5/P0KFDc6WfP38+UVFRHDp0CAMDAwC8vb0LtYwShiGEEEII8RbTZRhGamoqcXFxGltqaqrW501LS+PEiRM0atRIvU+pVNKoUSMOHz6sNc+GDRuoXr06X375JU5OTpQqVYoxY8aQmZlZKP8bkMGyEEIIIYTQkbFjx2JlZaWxjR07VmvaiIgIMjMzcXJy0tjv5ORESEiI1jw3b95k9erVZGZmsmXLFoYPH87EiRP56aefdF6XxyQMQwghhBDiLabL1TCGDRvGoEGDNPYZGRnp7PxZWVk4Ojoye/Zs9PT0qFixIsHBwfzvf/9j5MiROnueJ8lgWQghhBDiLabLleOMjIwKPDi2t7dHT0+P0NBQjf2hoaE4OztrzePi4oKBgQF6enrqfUFBQYSEhJCWloahoeGLFz4PEobxEry9vZkyZUpRF0MIIYQQ4j/H0NCQihUrsnv3bvW+rKwsdu/eTfXq1bXmqVmzJtevXycrK0u97+rVq7i4uBTKQBlkZvmtplKp2LNqAf/u3kxKYgKegaV4r8dA7Fzc8813dPs6DmxcSUJMFM5evrTo2g93vyCt518ybijXTh+j/dejKVG5FgBJ8bGsmvYzoXdvkhQfh5mVNUGVatLo4x4Ym5rppG7n9mzg1LbVJMVGY+dRjDodeuNULDDP9NeP/83R9YuJjwjFysmN6h92w7tMFfXx3fN+4fKhXRp5PEtVpOXAn9WPw+9c49Dq+YTduopCqcS3Yi1qtuuJobGJTur0smpW8GVg50ZUKOGJi4MVHw2czcZ9Z4u6WM+kUqmYOX0qa1evIj4+jnLlK/DdiFF4eXnnmee3GdOYNXO6xj5vHx/+2rRN/fje3btM/GU8p0+eIC0tjZq1ajP02+HY2dsXVlVyaehvR/MgB6xM9LkXncKSE8HcjEzWmraery01fWxwt86esbkdlcyqMyEa6Rd3KKM174pTD9lyKVz3FXikKN5vMSH3ObhqLiHXL5KZkYG9uzdVPuiCe/GyOq+fSqVi+4r5HNm1keSkBHwCS9Om5yAcXD3yzXdg61r2/bWC+JgoXL19+aB7fzz9S6iPR4QEs3HRTG5dPktGejrFy1Xlgx79sbC2BSAq7CE7Vy3i+vmTxMVEYWVjT4U6jWnUphP6j1YBKGyNA+1pWcoRKxMD7kYls+DYfW5EJGlNW9nTilalnXG2NERPoSAkPpXNF8L452b0Kynrs7Qs5cSH5VywNTXgZmQSM/+5zZWwRK1paxaz4eMKrrhaGaOvVBAcm8Ka0yHsvhqhTmOsr6R7dQ+q+9hiaaxPSFwqf50LYfOFsFdVJZ0pyh8lGTRoEF26dKFSpUpUqVKFKVOmkJiYqF4do3Pnzri5uanjnr/44gumT59O//796du3L9euXWPMmDH069ev0Moog+W32D8bVnBk61pa9x6KjaMLu/+cz6Ixg+k7cSEGeXw7O3doD1sX/8Z7PQbi7h/E4S2rWTRmMP0nL8bcykYj7eEtq9G2Ho1CocweHLfrjpmlFZEhwWya/ytJCXF81G/4S9fr2rH9HFg5h3qd+uJULJAzO9ezcfJ3dPh5LqaW1rnSP7x+kR2zx1GtTVe8y1Tl2tG9bJ3+Ix+NmI6du7c6nWepSjTolhOHpaef82GVGB3JX78Mw69KXep07E1achIHVvzOnvkTadr7+5euky6YmRhx7mowi/86zMpJPYu6OAW2YN4c/li2hNFjxuHm5s6Mab/yRc/urNuwJd9Lfb5+/syeu0D9WE8/55JdUlISn/fsRkBgcebMXwTAjGm/0vfLz1n6x58olYV/0a2qpxUdKriw8HgwNyKSaFLcnm/q+zB44xXiU3Pf1V3cyYwjd2K49m8i6VkqWgQ58E39Yny7+QrRyRkA9F17USNPGVcLuld15/jd2EKrR1G83wA2TR2JtaMr7389Dn1DI87sXMfmX0fwybgFmFnZ6rSOe9cv558ta2jfdxi2jq5sWzGX2aO/ZvCvizEw1N4GTx3czYaFM/iw11d4+pfgn02rmD36a4ZMW4aFlQ2pKcnM/vErXL19+WLUFAC2/jGPeWOH0m/sLJRKJWHBd1GpVHzY62vsnd15eO8mq377H2mpybzX5Uud1lGb6t7WdKrsxtwj97genkTzEg4Ma+TLoPWXiEvJyJU+MTWT9edCCI5NITNLRQV3Kz6v6UVsSgZnH8QXennzU9fPlp41PZm2/xaXQxP5oIwzP79bnO5/nCE2OXdd4lMy+OPEA+7FJJORqaKqtzVfNShGTHI6J+5lv5961fSinLslE3ZdJzQ+lQoeVvSt40NkYhpHbse84hq+nKL8Ab927doRHh7OiBEjCAkJoVy5cmzbtk1909/du3c1+mQPDw+2b9/OwIEDKVOmDG5ubvTv358hQ4YUWhklDOORevXq0adPH/r06YOVlRX29vYMHz4clUoFQFhYGC1btsTExAQfHx+WLVuW6xyTJk2idOnSmJmZ4eHhQe/evUlISAAgMTERS0tLVq9erZFn/fr1mJmZER8fT1paGn369MHFxQVjY2O8vLzyvIP0ZalUKg5vWU3d1p0IqlwLZy9f2nw5jPjoCC4dP5BnvkObV1GpYQsq1G+Go7s3LXsMwsDQmJN7t2qke3j7Ogc3/ckHXwzOdQ4TcwuqNH4fN99ArB2c8S1dkSqN3+fO5XM6qdvpHWspWacpQbUaY+vqRb1OfdE3NOLSge1a05/dtR7PUpWo0LQttq6eVP2gCw5efpzbs0EjnZ6+AWZWturN2MxCfez22aMo9fWp2/FLbJw9cPIJpF6nvtw4cYCY0Ac6qdfL2nHwIj/M3MSGva//bPJjKpWKZUsW81mvL6jfoBEBgcX5aewEwsPC2LN7V7559fX0sHdwUG82NjkDqNOnTvIgOJjRP4/DPyAQ/4BARo8Zz8UL5zl29EhhVwuApsUd2Hcjin9uRvMgLpWFx4JJzVBR11f7QG/WoXvsvhbJ3ZgUHsalMu/YfZQKKOFsrk4Tm5KhsVVws+RSaALhiWmFVo+ieL8lx8cSGxpMhebtsPcohrWTG9XbdCMjLZWo4Ns6rZ9KpeLvTato9GEnSlWpjau3L+37fkdcdCTnj+XdV/698U+qNXqXKg2a4+zhTZteX2FgZMyx3ZsBuH35HFHhIXzc51tcvHxx8fKlfd9vuX/jCtfPnQSgePmqfNxnGIHlqmDn7EqpyrWo997HnDvyt07rmJcWJRzZcy2S/dejCI5NYe7he6RlZlHPz05r+ouhCRy/G8uD2FRC49PYeimcu9HJFHc015r+VWpd1oVtF8PYcTmCu9HJTN1/i9SMLJoUd9Ca/uyDeA7diuZedPb7bf3ZUG5GJlHSJacdlnA2Z+flcM4+iM+u78VwbkYkEfga1Pe/pk+fPty5c4fU1FSOHj1K1apV1cf27dvHwoULNdJXr16dI0eOkJKSwo0bN/j22281Yph1TQbLT1i0aBH6+vocO3aMX3/9lUmTJjF37lwAPv30U+7du8fevXtZvXo1M2fOJCxM81KLUqlk6tSpXLhwgUWLFrFnzx4GD84eLJqZmfHxxx+zYMECjTwLFizgww8/xMLCgqlTp7Jhwwb+/PNPrly5wrJlywptoe3osIckxEThW7qiep+xqTnufkHcu3ZBa56MjHQe3LxKsSfyKJVKfEtX0MiTlprCqqk/8W63nMuJ+YmLiuDisX/wDnr5y6eZGemE37mGe1B59T6FUol7ifKE3LikNU/IjUt4lCivsc+jZMVc6YOvnGX+gHYs+7Y7+5ZMIyUhTuN59fT0UTzx7VfPIHvG6eG18y9dr7dV8P37RESEU7VaDfU+CwsLSpcpy9kzp/LNe+fuHRrVq0XzJg0ZNvgrHj7I+dKSlpaGQqHQiG8zMjJCqVRy6uQJ3VfkKXpKBd62JlwISVDvUwEXQ+Lxszct0DmM9JToKRQkapmFBrA01qesmyV/3yi8S+BF9X4zNrfE2tmdK4d2kZ6aQlZmJhf2b8HE0hoHL38d1hCiQh8SHxNFQJlK6n0mZuZ4+gdx54r293ZGejr3b1zF/4k8SqWSgDIVuXP1gjqNAoVGOIWBoSEKhZJbl/P+QpuSlICpheXLVuuZ9JQKfOxMOffEjLAKOPcgngCHgrXRUs7muFgacSk04dmJC5G+UoG/gxkn7+e0IRVw6n4sJZwt8s74hHJulnhYG3P+Qc45LoYkUM3HBjuz7NewrKslbtbG6pnn/5Ki/rnr152EYTzBw8ODyZMno1AoCAwM5Ny5c0yePJm6deuydetWjh07RuXKlQGYN28eQUGacboDBgxQ/+3t7c1PP/3E559/zsyZMwHo0aMHNWrU4OHDh7i4uBAWFsaWLVvYtSt7huzu3bv4+/tTq1YtFAoFXl5ehVbXhJgogFyhE2ZWNupjT0uKiyUrKytXHnMrGyIe3FU/3rpoBp4BJQl6FKOclz9/Hc3lfw+SnpZKYMUatOr1zYtURUNKfByqrKxcl39NLa2JfnhPa56k2GhMtKRPissZZHiWqkSxijWxtHcmNuwhR9YuZOOU72nz7WSUSj3cipfl4MrZnNy2irKNWpGemsKRNfMfnV/7/1M8W0REdpytnb3mTJadnR0RERHasgBQukwZRv88Fm9vH8LDw/n9txl07dyRNX9txMzMnDJly2FiYsKUif+j74BBqFQqfp08kczMTMLDCy+29zELIz30lIpcl7JjUzJwsTQu0DnalXMmOjldY8D9pFo+NqSkZ/JvIX5wF9X7TaFQ8P5XY9ky/Udmf/kBCoUCEwtrWg74SWMGWhfiYiIBsLDW7PcsrGyJy6OvTIyPJSsrM1cecytbwoKz+0qvgJIYGhuzacksmnfsiUqlYvPS38nKyiQuOlLreSMe3ufA1rW07Nz7Zav1TJaP2mhsSrrG/tiUDNys8m6jJgZKfmtbCn09JVkqFfOP3OPcw6INwbA01kdPqSAmSbMu0cnpeNjkfU+JqaEey7uUx0CpIEsF0/6+rTHgnvnPbfrX82F5lwpkZGaRBfy67xbni7i+L+INHePqjAyWn1CtWjWNb0XVq1dn4sSJXLp0CX19fSpWzJlRLV68eK7fId+1axdjx47l8uXLxMXFkZGRQUpKCklJSZiamlKlShVKlizJokWLGDp0KEuXLsXLy4s6deoA2bPX77zzDoGBgTRt2pR3332Xxo0b51ne1NTUXL+Kk56WqjWG7sw/O9kwZ5L68SdDCye849K/B7l54RS9x895ZtpmXb6k/oddiHh4j51/zGHb4hm07DGwUMr1svyr1lP/befug52HD0uHdiX48lk8SpTHzs2bht2+5sDK2RxZswCFUo8yDd/DxNIGhUIu4BTU5k0bGD0qZ53M6b/9/kLnqVW7rvrvgMDilC5Tlmbv1Gf7tq20btMWW1tb/jfpV34ePYrly5agVCpp2rwFQSVKolS+/p8a75ZwoKqXNWN33yQ9S6U1TZ1iNhy+HZPn8dfZs95vKpWK/ctmYGJpTeshv6BvaMjFv7ezedoo2n7/K2bW2sMECuLE3ztY/ftE9eMe345/markydzKms5f/cCa2ZM4sGUNCoWS8rUa4l4sQGufERsZzuyfvqFM9XpUe6dloZRJF1LSsxiy8TLG+nqUcrGgU2U3wuLTuFjEs8svIjktk94rz2FsoEd5d0t61fQkJC5FHX/9fhknijuZM2LzFcISUintYsmXtb2JTEzj1BODavHfJ4NlHbl9+zbvvvsuX3zxBT///DO2trYcOHCA7t27k5aWhqlp9mWrHj16MGPGDIYOHcqCBQvo2rWreoBeoUIFbt26xdatW9m1axcfffQRjRo1yhXn/NjYsWP54YcfNPZ92GsQbT//Klfa4pVq4v7EXdgZ6dkxjAmx0VjY5HywJMZG4+ztp/X5TC2tUCqVJMRqXtZNiI3G/FG4xa3zp4gOfcCYru9qpFkxcSReQaXpPnKKep+FtS0W1rY4uHliam7J3JH9qNems0Z5npexhSUKpZKkuBiN/UlxMZg+NSOurpeVDcna0ltqTw9g5eCCsbkVsWEP1JeUA6rVJ6BafZJio9E3MkahUHBmxzosHbSvFSlyq1e/AaVL54TjpD1qp5ERkTg4OKr3R0ZGEli8eIHPa2lpiZeXN/fu5lwBqVGzFpu37SI6Ogo9PX0sLS1pUKcm7s2a66Am+YtPzSQzS4WlsWYXbGWsn2sm72nNitvTooQjE/bc5F5MitY0AQ6muFoZM+PgXa3HdaWo3m/3L53mzplj9Ji2CkOT7BV06nby597Fk1w+tIuKzdu9cJ1KVq6Fl0Zfmf16xMdEY2mTs1JKfGwUbnn0lWYWViiVesTHPN1XRmmEpgWWq8K3M1eQEBeDnp4eJmYWjOreinJOrhr5YqMimDmyP96BpWj7+ctfgSuIuEdt1MpY88ZKK2N9YpLzbqMqIDQ++317JzoZNysj3i/tVKSD5biUDDKzVFibatbFxsSA6KT86/IgLntC6mZkEh42JrSr4MrZB1cw1FPwaVUPftx2jWN3YgC4FZlMMXtTPizn8p8bLP8XJgmKkkx5PeHo0aMaj48cOYK/vz/FixcnIyODEydyYhmvXLlCTEyM+vGJEyfIyspi4sSJVKtWjYCAAB48yH1j1yeffMKdO3eYOnUqFy9epEuXLhrHLS0tadeuHXPmzGHlypWsWbOGqCjtl/qGDRtGbGysxtaqWx+taY1MTLFzdlNvju7emFvbcvPRjSQAKUmJ3L9+CQ//klrPoa9vgGuxAI08WVlZ3Dx/Up2ndqsOfDlhHr3Hz1VvAM269Kb1F3nfqap6tF7i4w+mF6Wnb4CDlz/3L53WOPf9S6dx9s29vB2As2+QRnqA+xdP5pkeICEqnJTEOMy0xGSbWtlgaGzCtWP70TMwwKNkhReqy9vIzMwcTy8v9ebr64e9vQNHjx5Wp0lISODc2TOUKVs+nzNpSkpM5N69e9g75L6Zx8bGFktLS44eOUxUVCT16jfQSV3yk5ml4nZUMiWdcm4EUpB9w9D1PJblAmge5MD7pZz4Ze8tbkVpX2IOoK6vLbcik/IcTOtKUb3fMtIeXVF7agZWoVCob8p+UcYmpti7uKs3Jw9vLKxtuXYup/9PSUrk7rVLeAWW0noOfQMD3H0DNPJkZWVx7exJvAJy96/mltaYmFlw7dwJEmKjKVm5pvpYbGQ4M0f0w71YIB9/OfSVrNQC2W30VmQSpZ64oU0BlHKx4Gp43m30aQqFAgO9oh2IZWSpuBaeSHm3nFhvBVDO3YqLIQUPmVAqwEAv+/+vr1Ri8CjU5ElZKtV/Mm5XodDd9iaSmeUn3L17l0GDBtGrVy9OnjzJtGnTmDhxojosolevXvz222/o6+szYMAATExyYp38/PxIT09n2rRptGzZkoMHDzJr1qxcz2FjY0Pr1q355ptvaNy4Me7uOWsaT5o0CRcXF8qXL49SqWTVqlU4OzvnCvd4TNuv5BgYFuzbu0KhoHrzD9m3bgm2Lm7ZS8etnI+Fjb1GrPGC0YMIqlybak0/AKBGi7asnTkON98A3Hyzl45LS02hQr2mQM5s8dOs7J2wcXQB4OqpIyTEROPmWxxDYxPC7t9i+9Lf8QwshY3jy8/Clmvcmt3zfsHR2x9Hn0DO7FpHRmoKQTWzQ1p2zf0fZjZ2VG/TDYAyjVqxfsI3nNq+Bu8yVbh2bB9ht69Rr3N/ANJSkjm+YSm+FWthamVDbNhDDq+eh5WjK54lc0Jzzu7egItfEAZGJty7eJJDq+ZRrU1XjExfjzujzUwM8fXIGSx6u9lRJsCN6Lgk7oW8HuugPk2hUNCxU2fm/P4bXp5euLlnLx3n4OhIg4aN1Ok+69aFBg3foX3HTwCY+L/x1K1XHxdXV8LDwvhtxjT09JQ0a55zxWP9ujUUK+aLjY0tZ86cYsLYMXzS+VO8fYq9krptuxzOZ9U9uBWVzM3IJBoH2mOkr+TvR2vS9qzuQXRSOqvOhADQIsiB1mWc+O3QXSIS07B6NCudkpFFakbO4vzG+kqqeFqz/OSrWYWlKN5vzr5BGJmZs3veL1R+ryP6BoZc+HsrcRGhGus164JCoaDOu23ZtXox9i7u2Dm6sPWPeVja2FGqSk5f+duoAZSuUptazdsAUKflR6yYNhYP30A8/YP4e9Mq0lKTqdIg58rFsT1bcHL3wszSmjtXLrB+/lTqvNsWRzdPIGegbOPgzHtdepPwxIy85UtcgSuozRfD+KKWFzcjk7gekUjzIEeM9JXsv54dU927lhdRSWmsOPkQgPdLOXEzMonQ+FT09RSUd7Oitq8t845oj19/ldaeecjXDXy5Gp7IlbAEPijjjLG+kh2Xs+9R+KZhMSIS01nwqKztKrhyLSyBB3GpGOgpqOJpTcMAe6b9fRuApPRMzgTH8Vl1T9IybhMan0YZVwsaBTow++CdoqqmKCQyWH5C586dSU5OpkqVKujp6dG/f3969sxej3bBggX06NGDunXr4uTkxE8//cTw4TlrApctW5ZJkyYxfvx4hg0bRp06dRg7diydO3fO9Tzdu3dn+fLldOvWTWO/hYUFEyZM4Nq1a+jp6VG5cmW2bNlSaDMJtd/7mPTUZDbMnkhKUgKegaXpPGy8xhrLUaEPSIrPuUGodI0GJMbFsvvPhSTEROHi7UvnYePVYRgFoW9gxL97NrN18Qwy0tOxsnekRJXa1H6/g07q5V+lLsnxsRxdv4SkuGjsPYrx7sCf1JeF46PCNL75u/iV4J3PhnB03SKOrF2ItaMrzfqMUK/5qlQqibx/iyuHdpGalIiZtS0eJStStVVn9Axy/ldht65w7K8lpKemYOPsTr1OfQms0YjXRYUSXuyY21/9eMLX2R/qSzYcoefIpUVVrGfq2v0zkpOT+XHUCOLj4yhfoSIzf5+r8UXx/r17xDxxyTs0NISh3wwiJiYGG1tbyleoyJLlf2Jrm9NOb9+6xdTJk4iNjcXVzY0ePT+nU5dPX1m9jt6NxcJYn9ZlnLAy1ududAr/23tLfdOfnamBxixpA387DPSU9KvtrXGededCWXcu56diq3lZA3Dk0aXhwlYU7zcTCytaDvyJI2sXsv5/Q8jKzMTW1ZPmfUdi76H7Lzv1W3UgLSWF1bN+ITkxAZ/ipek5/BeN+0MiQx6Q+ERfWb5mQxJjY9i+Yj5xMVG4+fjx2fe/aEwmhAXfZcuy2SQlxGHj4EyjNp2o0/Ij9fErZ/4lIiSYiJBgfuzZRqNME9cU/vJxh2/HYGmsT9tyLlib6HMnKplxu24Q+6iN2ptptlEjAyXdqrljZ2pIWmYWD2JTmPHPbQ6/BmsO778ehZWxAZ2ruGNjasDNiCS+23SZmEdrLDuYG/FkeL+xvpI+dXywNzckLSOLezHJTNh9g/3Xc670jt1xnW7VPBjSyA8LY33C4lNZePQem+RHSd44CtXLXrN6Q9SrV49y5cq9kp+vXrJkCQMHDuTBgwc6/2nGP0+/Hmv6FoaQhNRnJ/qPGtJ34rMT/UdFH5/+7ET/YT3//O+sW/28KnnqdmWJ10kx64Itf/ZftPTEm/s5EF2Ia4YXte29qz47USEpPXynzs51bvQ7OjvX60Jmll+hpKQkHj58yLhx4+jVq1eh/Ya5EEIIIYTQDbnB7xWaMGECxYsXx9nZmWHDhhV1cYQQQggh5EdJnkFmlh/Zt29foT/HqFGjGDVqVKE/jxBCCCFEQb2pg1xdkZllIYQQQggh8iAzy0IIIYQQbzGZWM6fDJaFEEIIId5iEoaRPwnDEEIIIYQQIg8ysyyEEEII8RaTieX8yWBZCCGEEOItJmEY+ZMwDCGEEEIIIfIgM8tCCCGEEG8xmVjOnwyWhRBCCCHeYhKGkT8JwxBCCCGEECIPMrMshBBCCPEWk4nl/MlgWQghhBDiLSZhGPmTMAwhhBBCCCHyIDPLb5jwxLSiLkKh8bEyLeoiFJro49OLugiFxqZyn6IuQqG6untiUReh0NyKSCzqIhSa0KSUoi5CoZnyQamiLkKhMdKXOb7CIBPL+ZPBshBCCCHEW0zCMPInX9GEEEIIIYTIg8wsCyGEEEK8xWRiOX8yWBZCCCGEeItJGEb+JAxDCCGEEEKIPMjMshBCCCHEW0wmlvMng2UhhBBCiLeYhGHkT8IwhBBCCCGEyIPMLAshhBBCvMVkZjl/MlgWQgghhHiLyVg5fxKGIYQQQgghRB5kZlkIIYQQ4i0mYRj5k5llIYQQQoi3mEKhu+1FzJgxA29vb4yNjalatSrHjh0rUL4VK1agUCho1arViz1xAclgWQghhBBCFImVK1cyaNAgRo4cycmTJylbtixNmjQhLCws33y3b9/m66+/pnbt2oVeRhksv6BPP/200L/JCCGEEEIUNoVCobPteU2aNInPPvuMrl27UqJECWbNmoWpqSnz58/PM09mZiYdO3bkhx9+oFixYi9T9QKRmOUX9Ouvv6JSqYq6GC/lzO4NnNy2mqTYKOw9ilG3Y2+cixXPM/21439zZN0i4iJCsXZyo2bb7niXqaI+vnPeL1w6uFMjj2epirQaNEb9+PjG5dw6e4yIezdR6unz+Yy1uq8YoFKp2L5yPkd3bSQ5KQGfwNK07jkIBxePfPMd3LqWfRtWEB8ThYuXLx9074+nfwn18YiQYDYtnsmty2fJSE8nsFxVPujeHwtrW3WaXWsWc+nEYR7cvo6evgE/Ld5SKHV8kkqlYub0qaxdvYr4+DjKla/AdyNG4eXlnWee32ZMY9bM6Rr7vH18+GvTNvXje3fvMvGX8Zw+eYK0tDRq1qrN0G+HY2dvX1hVeSE1K/gysHMjKpTwxMXBio8GzmbjvrNFXaxnUqlULJozky0b1pAQH0/JMuXoP/h73D28CpT/j8XzmPfbr7T+qCO9Bw4BIC42lkVzZ3Li2CHCQkKwsrGhZp0GfNrzS8zNLQqzOhpUKhUbls3hnx0bSEqMxy+oDB17D8bJNe/34NXzp9i+dhl3blwhNiqC3t+Oo3z1urnSPbx3mzULZ3D1/CkyMzNx8fDhi2FjsHN0LrS67F61gH93byYlMQHPwFK812Mg9i7u+eY7sn0dBzauJCEmCmcvX97t2g93vyD18bk/DOD2xTMaeSo3asn7nw1SP960YCp3r5wn9N5tHNw86TNhrm4r9xSVSsX832ewaf1qEhLiKV2mPIOGDsfds2BtctnCucyeMYUPP/6Evl8N1Th2/uxp5v42lUvnz6HUU+IXUJxfpv6OkbFxYVQlF5VKxZzfpvPXulUkxMdTumx5Bn87As98+sk5s6Yz7/eZGvu8vH1YuW6z+vH6NX+yfetmrly+SFJiIjv/PoKFhWVhVaNQ6DJkOTU1ldTUVI19RkZGGBkZ5UqblpbGiRMnGDZsmHqfUqmkUaNGHD58OM/n+PHHH3F0dKR79+78888/uit8Ht66meW0tDSdnMfKygpra2udnKsoXD22j39Wzqbqex35eOQM7D2K8dek70iKi9Ga/uH1C2z7fSwlajel/aiZFCtfg03TfiDy/m2NdF6lKtF98h/qrWmvYRrHMzMz8K9ch9L1WhRSzbLtXb+cA1vW0KbnV/Qb8zuGRsbMGf016WmpeeY5fXA3GxbN4J22nzJgwlxcvf2Y89PXxMdGA5Caksyc0V8B8PnIKfT5aQaZGenMHzeUrKysnDpmZFC2en2qN3m/UOv4pAXz5vDHsiV8P3IUS//4ExMTE77o2T1Xh/U0Xz9/du87oN4WLlmuPpaUlMTnPbuhUCiYM38Ri5b+QXp6On2//Fyjvq8DMxMjzl0NZsDYlUVdlOeycukC1q1aTv/Bw5k+bxnGJiYMHfA5ac943QAuXzzP5vWrKOYXoLE/MiKMyIgwevX5irnL1jL4+9EcP3KQiWNGFlY1tNq2Zim7N63ik96D+faXeRgamzBlxIB834OpKSm4+/jT4fOv8kwT9vA+44f0wtndi6/HzGDktCW8+3FXDAwNC6MaAPyzYQVHtq7l/R4D+fznmRgaG7NozGDS8/k8OXdoD1sX/0b9Nl3oPW42zl6+LBwzmIRH/cljlRq2YMjva9Rbk469cp2rQv1mlK5eT9fV0uqPxfNZu3IZXw0bwawFyzE2MeHrvr2e2ZcAXLpwjg3rVuHrH5Dr2Pmzpxnc73MqV63BrIV/8PvCFXzQtj0K5asbhixZOI8//1jKkG9HMnfxCkxMTBjwZc9n1q2Yrx+bd+5Xb7/PX6pxPCUlheo1avFpt56FWfz/jLFjx2JlZaWxjR07VmvaiIgIMjMzcXJy0tjv5ORESEiI1jwHDhxg3rx5zJkzR+dlz8t/frBcr149+vTpQ58+fbCyssLe3p7hw4erZ329vb0ZPXo0nTt3xtLSkp49sxvzgQMHqF27NiYmJnh4eNCvXz8SExMB+Pbbb6latWqu5ypbtiw//vgjkDsMIzU1lX79+uHo6IixsTG1atXi+PHj6uMLFy7MNbhev369xiWLM2fOUL9+fSwsLLC0tKRixYr8+++/Ovk/Pe3U9rWUqtOUErWbYOfmRYPO/dA3NOLiP9u1pj+9cz1epSpRsVlbbF09qd66Cw5efpzZ85dGOj0DA8ysbNWbsZnmTFa1Vp0p37g1du4+hVIvyJ49+GfzKhq16USpKrVx9fbl477fERcdyfljB/LMt3/jn1Rt9C5VGjTH2cObNj2/wsDImON7smcQbl8+R1R4CB/3+RYXL19cvHz5uM+33L9xhevnT6rP06RdN+q0/AgXT99Cq+OTVCoVy5Ys5rNeX1C/QSMCAovz09gJhIeFsWf3rnzz6uvpYe/goN5sbHJmyE+fOsmD4GBG/zwO/4BA/AMCGT1mPBcvnOfY0SOFXa3nsuPgRX6YuYkNe1//2eTHVCoVa1cupeOnn1GzTn2K+QUwZMTPREaEc/DvPfnmTU5KYuyoYQwcOgrzp2awfHz9GTV2MtVr18PV3YPylarSrVdfjhzYT2ZGRmFWSU2lUrF7w0pafPQp5arVwd3Hj24DRxATFcGpI3/nma90pep80KkXFfIZGK5f8julK9bgw6598PQNxNHFnXJVa2P5xNUdXVKpVBzaspp6rTsRVLkWzl6+fPjlMOKjI7h0PO/+5ODmVVRq2IKK9Zvh6O7Nez0GYWBozIm9WzXSGRgaY2Ftq96MTc00jr/btR/VmnyAjZNrodTvSSqVilV/LKFTt57UqtsAX/9Avv1hDJERYRzYvzvfvElJSfw0YijffDtK66zqjMkTaNOuIx0/7YGPrx+e3j40eKcphoX4JedJKpWKlcsX0/WzXtSp3xD/gEBGjh5HRHgYf+/Nv256enrY2TuoN2sbG43jH3fsTOdun1GyTNnCrEKhUioUOtuGDRtGbGysxvbkzPHLiI+Pp1OnTsyZMwf7V3iF8z8/WAZYtGgR+vr6HDt2jF9//ZVJkyYxd27OpapffvmFsmXLcurUKYYPH86NGzdo2rQpbdq04ezZs6xcuZIDBw7Qp08fADp27MixY8e4ceOG+hwXLlzg7NmzdOjQQWsZBg8ezJo1a1i0aBEnT57Ez8+PJk2aEBUVVeB6dOzYEXd3d44fP86JEycYOnQoBgYGL/hfyVtmRjphd67hUaKCep9CqcSjRHke3rioNc/DG5fwKFFeY59XqYqEXL+kse/+5bPM6f8Ri4d1Z+/iqSQnxOm8/M8SFfaQ+Jgo/MtUUu8zMTPH0z+IO1fPa82TkZ5O8M2rBDyRR6lU4l+6IneuXMhOk5GOAgX6T7wmBoaGKBRKbl0qukFa8P37RESEU7VaDfU+CwsLSpcpy9kzp/LNe+fuHRrVq0XzJg0ZNvgrHj54oD6WlpaGQqHQ+DAzMjJCqVRy6uQJ3VfkLfPwQTBRkRFUqFxNvc/c3IKgEqW5eP5MPjlh6i8/U7VGbSpWqZZvuscSE+MxNTNHT//VRN5FhD4gNjqSoHKV1ftMzcwpFlCCm5e1vwcLIisri7P/HsLJzYPJIwYw6JPmjPmqO6cO79dFsbWKDntIQkwUvqUrqvcZm5rj7hfEvWsXtObJyEjnwc2rGnmUSiW+pSvkynPmwC7G9HifqV91ZcfyOaSlphRORQrgYfB9oiIjqFilunqfubkFQSXLcOFs/m1yyoSfqF6zDpWqVs91LDoqkovnz2Jta0vvbh1p1aQO/Xp+ytnTJ7WcqXA8CL5PZEQElZ8on7mFBSVLleHc2dP55r139y7vvlOX1u82ZsS33xDy8EG+6f+LdLkahpGREZaWlhqbthAMAHt7e/T09AgNDdXYHxoairNz7rCqGzducPv2bVq2bIm+vj76+vosXryYDRs2oK+vrzFu06U3YrDs4eHB5MmTCQwMpGPHjvTt25fJkyerjzdo0ICvvvoKX19ffH19GTt2LB07dmTAgAH4+/tTo0YNpk6dyuLFi0lJSaFkyZKULVuW5ctzLkkvW7aMqlWr4ufnl+v5ExMT+e233/jf//5Hs2bNKFGiBHPmzMHExIR58+YVuB53796lUaNGFC9eHH9/f9q2bUvZsrr/ppocH4cqKwtTS2uN/aaWNiQ9dYnwsaTYaEwtbXKlT4zLSe9VqhKNe3zDB9+Mp2bb7ty/co4Nk78jKytT53XIT3x0JAAW1prlNbeyJT5G+5eXxPhYsrIyMbfSzGNhbUvcozxe/iUxNDZm89JZpKWmkJqSzMbFM8nKyiQ+JrIQalIwERHhANjZ22nst7OzIyIiIs98pcuUYfTPY5n5+1y+Gz6K4OBgunbuSGJiAgBlypbDxMSEKRP/R3JyMklJSUz833gyMzMJDw8vvAq9JaIjs18bG1vN183a1o6oyLzb096dW7l25RI9vuhfoOeJjYlm6YLZtHi/zYsX9jnFPnoPPj3ba2Ftqz72IuJjo0lNTmLr6iWUqlCVAT9OoXy1uvw2dhhXzhXOwCvh0fv/6b7B3Momz/4kKS6WrKwsrXkSnshTtmZD2vb5lm4jJlOnVQdO/7OD1dPGPH26VybqUZu0tdNskzZ2dupj2uzesYWrly/x2ZcDtB5/EHwfgIVzZvJuqw+ZMPV3AooHMah3d+7fvaObwj9D5KO+0NZWczbS1s6OyHzqVrJUGYb/+DOTZ8xm8LcjeBgczOfdOqmvRIuXY2hoSMWKFdm9O2d2Pysri927d1O9eu4vXsWLF+fcuXOcPn1avb333nvUr1+f06dP4+GR/31JL+qNuMGvWrVqGuEM1atXZ+LEiWRmZg/SKlWqpJH+zJkznD17lmXLlqn3qVQqsrKyuHXrFkFBQXTs2JH58+erQzr++OMPBg0ahDY3btwgPT2dmjVrqvcZGBhQpUoVLl26pDWPNoMGDaJHjx4sWbKERo0a0bZtW3x9876Ury2IPj0tFQND7d/gCltA1Xrqv+3dfbB392HR0E8Jvnw216y0Lp38ewerZ09UP+4+bHyhPI+5lTWdBv3A2jmTOLBlDQqFknK1GuJWLACF4tV979y8aQOjR+XEn07/7fcXOk+t2jk3TgUEFqd0mbI0e6c+27dtpXWbttja2vK/Sb/y8+hRLF+2BKVSSdPmLQgqURKlUhawf167t29m8vgf1Y9//mXGc58jLDSEGZPHM2HqbAzzmKl5UmJiAt999SVe3sXo3OOL536+gjqybztLZ+S87/qO+KVQnkf1KFa+XNXavNOqPQCexQK4cfkc+7etJ7B0hfyyF8jpf3ayYc4k9eNOQ7XHWupC5UYt1X87exbDwsaOBaO/IjIkGDtnt0J73sd2bt3ExLE/qB+Pmzwzn9TahYU8ZNrEcUycPifP2cPHr1vLD9rS/L0PAAgIDOLE8SNs2bCWnn0GvkDp87dty0bG/zRK/Xji1FkvdJ4ateqo//YPCKRk6TK0at6I3Tu28d4Hr+4LaGEryh8lGTRoEF26dKFSpUpUqVKFKVOmkJiYSNeuXQHo3Lkzbm5ujB07FmNjY0qVKqWR/3GI69P7demNGCw/i5mZZgxYQkICvXr1ol+/frnSenp6AtC+fXuGDBnCyZMnSU5O5t69e7Rr1+6Fy6BUKnOtnpGenq7xeNSoUXTo0IHNmzezdetWRo4cyYoVK/jggw+0nnPs2LH88MMPGvuade1Pi+4D8i2LiYUlCqUy1818SXHRmD41E/KYqZUNSXHRudKbWWpPD2Dl6IKxuRUxYQ8KdbBconItBj2xYkVGRvb/NT4mGkubnFmEhNgoXL1zXxkAMLOwQqnUy3XzTXxMlMbsWGC5KgybsYLEuBiUenqYmFnwQ49W2L6CeMLH6tVvQOnSOVcc0tKzbzKKjIjEwcFRvT8yMpLA4nmvbvI0S0tLvLy8uXf3rnpfjZq12LxtF9HRUejp6WNpaUmDOjVxb9ZcBzV5u1SvVY/iJUqrH6c/et2ioyKxs3dQ74+JisQ3IFDrOa5dvkhMdBSff5rTF2VlZnLu9AnWr1nB1v3/oqenB0BSYiLDBnyBiakZP4ybgr6+7kO6HitXpRbFAnLeg4/7triYKKyfmMmLj4nCo1jum78KytzSGj09PVw8Ne95cPbw5vpTq0q8qKBKNfF4sj959DolxEZjYZMz45oQG41LHv2JqaUVSqUyV3+SEBuNeT6x1R6PVsqIekWD5Zp16hNUqoz68eMbFqMiNdtkdGQkfnm0ySuXLxIdFcVnnT5S78vMzOTMqROsW/UHOw+eVJ/L20dz8sfLuxihedzE9bJq121AySfr9uh1jIqKwN4hp25RkZH4Bxa8n7SwsMTT05v7917NjPirUpTzH+3atSM8PJwRI0YQEhJCuXLl2LZtm/qmv7t376J8hTeCavNGDJaPHj2q8fjIkSP4+/urPzSeVqFCBS5evKg1pOIxd3d36taty7Jly0hOTuadd97B0dFRa1pfX18MDQ05ePAgXl7Zy+ukp6dz/PhxBgwYAICDgwPx8fEkJiaqB++nT5/Oda6AgAACAgIYOHAg7du3Z8GCBXkOlocNG5Zrtnv+iYd51ukxPX0DHL38uXfpFL4VsuNcVVlZ3Lt0mrIN3tOax8U3iHuXTlO+cWv1vrsXTuL8xDJIT4uPCiclMQ4zq8K58eYxYxNTjE1M1Y9VKhUW1rZcO3cCNx9/AFKSErl77RLVG7fSeg59AwPcigVw7dwJSlXJXuA8KyuL6+dOUrNZ7v+/2aMQlmvnTpAQG03JSjVzpSksZmbmmJmZqx+rVCrs7R04evQwxYOyX4+EhATOnT1D23btC3zepMRE7t27R4v3HHIde3zj39Ejh4mKiqRe/QYvWYu3j6mZGaZPfHFXqVTY2tlz6t+j+AVkf1gnJiZw6eI5Wrb+SOs5yleqypylazT2/e/nEXh6+dDuk67qPi8xMYGhAz7HwMCQ0f+bWqBZ6JdhbGqmcWOaSqXCysaOy2f+xfPR4Dg5KZGbVy9St3nrvE7zTPoGBnj7BxF6/67G/tDgu9g56GbZOCMTU4ye6k/MrW25ce6kenCckpTI/euXqPKO9hVv9PUNcC0WwM1zJylRuRaQ3Z/cPH+Sqk209+cAD29fB9AYlBemvNrkyeNH1APIxIQELl04y/sfam+TFStXY8Ef6zT2jfvxezy9fejQuTt6eno4u7ph7+DIvTu3NdLdu3uHqjVq6bZSj5iZmWlMlKlUKuzs7Tl+9AgBgdn9ZGJCAhfOn6V1248LfN6kpESC79+laYuWz04sCuzxQg3a7Nu3L9+8Cxcu1H2BnvJGDJbv3r3LoEGD6NWrFydPnmTatGlMnDgxz/RDhgyhWrVq9OnThx49emBmZsbFixfZuXMn06fnrDvbsWNHRo4cSVpamkYM9NPMzMz44osv+Oabb7C1tcXT05MJEyaQlJRE9+7dAahatSqmpqZ8++239OvXj6NHj2q8wMnJyXzzzTd8+OGH+Pj4cP/+fY4fP06bNnlf5tG2bqGBYcFuKCzfpDU75/6Ck3cATj6BnN65jozUFErUagzAjjkTMLOxp+aH3QAo904r1oz/hpPbVuNdtgpXj+4n7PY1GnYZAEBaSjLHNizFt2ItzKxsiA17yIFVc7F2dMWzVM5NLvGRYaQkxhMfFYYqK4vwu9nB+FaOrhgamxSo7M+iUCio3aItu9csxsHFHVtHF7atmIeljR2lquR0zLNGDaBU1drUapb9P67b8iNWTB+Lu28gnn5B/LN5FWmpyVSunzOLemzPFpzcvTCztObO1Qv8NX8qtd9ti6ObpzpNdHgoSQlxREeEosrKJPjWNQDsnd00PoR1RaFQ0LFTZ+b8/htenl64ubszY9qvODg60qBhI3W6z7p1oUHDd2jf8RMAJv5vPHXr1cfF1ZXwsDB+mzENPT0lzZq/q86zft0aihXzxcbGljNnTjFh7Bg+6fwp3j6Fvwj88zAzMcTXI2eQ7+1mR5kAN6LjkrgXoj0Ov6gpFApat/uEZQtn4+bhibOLGwvnzMDO3oGadXK+jHzTpwc16zakVdv2mJqZ4ePrr3EeY2MTLC2t1PsTExMY0r8XqSkpDBs5lqTERJIexVdaWdvkOYmg67o1fK8dm1cuxNHVA3snF/5aOgdrW3vKV8u5rD3xuz6Ur16XBu+2BSAlOYmwh/fVxyNCH3D35lXMzC3Vayg3bt2R2ROG41+qHMVLV+D8ySOcPXaQr8c8f1hLQetSo/mH7Fu3BDsXN2wcXdi9cj4WNvYEVc7pT+aPHkSJyrWp1jR7MFyzRVvWzByHq28A7r5BHNqymrTUFCrWawpAZEgwZw/uJqB8VUzNrQi5e4Mti2fiHVQGZ6+cGdjIkGDSUpJJiIkiIy1NPaB2cPfS+dUChUJB2/adWDx/Nu4eXji7uTF/1nTs7B2pVbehOt3AL7pTu35DWn/UAVMzM4r5abZJExMTrKys1fsVCgUff9KVBbNn4BsQiF9AcbZv+ou7d27x4/hJvAoKhYJ2HTqzcO7veHh64ermzuyZU7F3cKRO/Zy69enVlbr1G9H2444ATJ00gVp16uPs6kpEWBhzZk1HqdSjcdOc5U8jI8KJjIzg/qOrcjeuXcXUzAwnZxesrKxfSf1eVlGGYfwXvBGD5c6dO5OcnEyVKlXQ09Ojf//+6iXitClTpgz79+/nu+++o3bt2qhUKnx9fXOFWXz44Yf06dMHPT29Z/5a37hx48jKyqJTp07Ex8dTqVIltm/fjs2jJWZsbW1ZunQp33zzDXPmzKFhw4aMGjVKXU49PT0iIyPp3LkzoaGh2Nvb07p161xhFroSUKUeyfGxHFm/mMTYaBw8ivH+wJ/VYRjxUeEa61+6+JWkSc+hHF67iENrF2Lt5Mq7fUdi5+4NZIeZRNy7xaWDO0lNSsTM2g7PkhWo/kEX9A1yVlM4sn6xxg+X/DGqNwCtB0/Avbjubmas36oDaakprP79F5ITE/ApXprPvv9FI547MvQBiXGx6sflajYkIS6G7SvmEx+THbLR47tfNH5wJPzBXbYun01SQhw2Ds40bNOJOu9qzrhsXzmPf/fl/LDH5G+yvzB9PupX/EoVTjhK1+6fkZyczI+jRhAfH0f5ChWZ+ftcjS9T9+/dIyYmZ+AYGhrC0G8GERMTg42tLeUrVGTJ8j+xtc2p7+1bt5g6eRKxsbG4urnRo+fndOryaaHU4WVUKOHFjrk5N7xN+Dr7C9CSDUfoOXJpXtmKXLtPupKSnMzkcT+SkBBPqTLlGTf5N42Z4AfB94nN48Zbba5ducTlC+cA6NxWcz3zpWu34uxS+Jf3AZq2+YS0lGSWTB9HUmIC/iXK0P+HyRrvwfCQYBKeeA/euX6ZX779Uv34z3lTAajeoDndBg4HoEL1enzSezBbVy1mxexJOLl58cWwMfiXLLxlu2q/9zFpqcn8NXsiKUkJeAaWpsuw8RprO0eFPiAxPqcupWs0IDEult1/LiQhJgoXb1+6DBuvDsPQ0zfgxrkTHNqyhvTUZKzsHClZpTb1WnfSeO51v/9P44dLZgz5DICvpv2BTSH8CEv7zt1ITk7mlzGjsn+UpGwF/jd1lkZf8iD4HrExz/cltG2HTqSlpTJ90nji4+Lw9Q9g4vQ5uLl7PjuzjnT6tDspycmM+2kkCfHxlClXgSkzZufbT4aFhjJi2NfExsZgbWNL2XIVmLv4D2ye6CfXrl6p8cMln3fvDMD3P/zMu+/lfSXhdSJj5fwpVP/xn6GrV68e5cqVY8qUKUVdlNfCjIO3i7oIhcbTUjczz6+jd4Kcnp3oP8qmsvZLa2+Kq7vzvor1X3cr4s294z80qeiWaCtstYvlDqV6UxjpvxGLeGllY1r4V33y0uL3Yzo71+ZeVZ6d6D/mjZhZFkIIIYQQL0aBTC3nRwbLQgghhBBvMVkNNH//+cHys+6SFEIIIYQQ4kX95wfLQgghhBDixclqGPmTwbIQQgghxFtMxsr5e3NvKxVCCCGEEOIlycyyEEIIIcRbTClTy/mSwbIQQgghxFtMxsr5kzAMIYQQQggh8iAzy0IIIYQQbzFZDSN/MlgWQgghhHiLyVg5fxKGIYQQQgghRB5kZlkIIYQQ4i0mq2HkTwbLQgghhBBvMRkq50/CMIQQQgghhMiDzCwLIYQQQrzFZDWM/Mlg+Q1jbfzmvqT7bscUdREKzapzoUVdhEJzdffEoi5CoQpo+FVRF6HQGBavWtRFKDRd2lUu6iIUms6f/VLURSg8FnZFXYJCk7znuyJ7bqWMlfMlYRhCCCGEEELk4c2dhhRCCCGEEM8kYRj5k8GyEEIIIcRbTMbK+ZMwDCGEEEIIIfIgM8tCCCGEEG8xCcPInwyWhRBCCCHeYrIaRv4kDEMIIYQQQog8yMyyEEIIIcRbTMIw8ieDZSGEEEKIt5gMlfMnYRhCCCGEEELkQWaWhRBCCCHeYkoJw8iXDJaFEEIIId5iMlbOn4RhCCGEEEIIkQeZWRZCCCGEeIvJahj5k8GyEEIIIcRbTMbK+ZPBchFYuHAhAwYMICYmpkjLoVKp2Ld6Iaf2biElMQGPgFI079YfOxf3fPMd37GeQ5v+JCE2CidPX5p16YubX3H18RO7N3H+0B4e3r5GWnISg+f8hbGZucY5Ht66yq4/5vDg5hWUSiVBlevQuNMXGBqbFEpda3pbU8/XFgsjPR7EpbLufBj3YlK0pnUyN6RpcXvcrYyxNTVg/fkw/rkVrZFGATQJtKOCuyWWRvrEpmRw/F4cu65FFkr589PQ347mQQ5YmehzLzqFJSeCuRmZrDVtPV9bavrY4G5tBMDtqGRWnQnRSL+4QxmteVecesiWS+G6r8AzqFQqFs2ZyZYNa0iIj6dkmXL0H/w97h5eBcr/x+J5zPvtV1p/1JHeA4cAEBcby6K5Mzlx7BBhISFY2dhQs04DPu35JebmFoVZnedWs4IvAzs3okIJT1wcrPho4Gw27jtb1MV6ph7vBNCvZUmcrEw4fzeabxYe4+QN7e+PTcPfoXYJ51z7t5+6z0cT9qofB7ha8kOHCtQMckJfqeRKcAydJu/nfmRSodWjIGr7WNPA3w5LIz2CY1NZfTaUu3n0L9W9rKjiYYWLZfZ78F5MChsvhueZ/lXr1bYmAz+pj5OdBeeuPWDQ/9bx78W7WtPq6yn5pmsjPmlRCVcHK67eCef76ZvYefiyOs3lv77Hy9U2V95Zqw4wcMLaQqtHQfR6vyID21XDydacczdCGTRtB/9efqA1rb6ekm861OCTJmVwtbfg6r1Ivp+9h53Hb77iUouiIDHLBZSWlqaTNK+TQxtXcGz7Olp0G0D30dMxMDZm2bihZORTjwuH97Jj6Szqtu5Mz59n4ezpy7JxQ0iMzRlMpqel4lu2MrXe76D1HPHRESwZMxhbJze6/ziDDkPGERZ8m79mjdd5HQHKuVrwXgkHdlyNYPLfd3gQl0rPqu6YG+ppTW+opyQyMZ3Nl8KJS8nQmqaBny01vK1Zdy6M8XtvsflSOPX9bKnlY10odchLVU8rOlRwYf35UEZsvcbdmGS+qe+DhZH2uhV3MuPInRjG7rrJjztuEJmYzjf1i2FjkvO9ue/aixrbnCP3yFKpOH439lVVS8PKpQtYt2o5/QcPZ/q8ZRibmDB0wOekpaY+M+/li+fZvH4VxfwCNPZHRoQRGRFGrz5fMXfZWgZ/P5rjRw4ycczIwqrGCzMzMeLc1WAGjF1Z1EUpsNbVvBjTqRLj15ylzrebOX8nmnVDG2Jvaaw1fadJ+/H/fJV6q/rNBjIys1h/5I46jY+jOdtHNeXagzjeHb2DmkM2MmHdOVLSs15VtbQq72bBB6Uc2XY5gv/tu01wXCq9a3jk2b/425tyIjiOaQfvMunvO0Qnp9O7pgdWxkU/d/XhO+UYP+B9fp67neqdJnH22gM2TOuJg4251vSjvmhOjw+qM+h/6yjfbjxz1x5i5YSulA1wU6ep1WUy3k1HqrfmX/4GwNpdZ15JnfLyYb0gxn/RiJ8X/0P1XvM4eyOMDeM/xsHaVGv6Ud3q0qNlBQZN2075rr8zd+NJVv74IWX9nF5xyQuHUqHQ2fYm0ulgOSsri7Fjx+Lj44OJiQlly5Zl9erVAOzbtw+FQsH27dspX748JiYmNGjQgLCwMLZu3UpQUBCWlpZ06NCBpKScWYJ69erRp08f+vTpg5WVFfb29gwfPhyVSqW1DFevXkWhUHD58mWN/ZMnT8bX1xeAzMxMunfvri5nYGAgv/76q0b6Tz/9lFatWvHzzz/j6upKYGBgrud6XLYBAwZgb29PkyZNAJg0aRKlS5fGzMwMDw8PevfuTUJCgvr/0LVrV2JjY1EoFCgUCkaNGgVAamoqX3/9NW5ubpiZmVG1alX27dv3/C9EAahUKo5uW0vtVp8QWKkmTp6+tPpiCPExEVz+90Ce+Q5vWU2F+s0pV68pDu7etOg+AAMjI07t36ZOU61ZG2q91x53vyCt57h68gh6eno079oPe1cP3HyL06LbAC4d+4eokGCd17VOMRuO3I3l+L04QhPSWHM2lPTMLKp4WmlNfy82hU2Xwjn9IJ6MLO3tzNvWhPMhCVwKSyQ6OYOzDxO4Gp6Ip3XhzIznpWlxB/bdiOKfm9E8iEtl4bFgUjNU1PXNPZMDMOvQPXZfi+RuTAoP41KZd+w+SgWUcM75MIxNydDYKrhZcik0gfDEV/9lUKVSsXblUjp++hk169SnmF8AQ0b8TGREOAf/3pNv3uSkJMaOGsbAoaMwt7DUOObj68+osZOpXrseru4elK9UlW69+nLkwH4yM7R/QSoqOw5e5IeZm9iw9/WfTX7syxYlWLTnGsv23+BKcCwD5h0hKS2TTvV8taaPTkwjLDZFvdUv7UJSagbrj+bMaA5vV54dp4MZsfwkZ29Hcyssga0n7hMRV7QzsvV9bTl0J5ajd2MJiU/jz9MhpGVmUc1Le/+y+MRDDtyKITg2lbCENP44FYISCHDQPkh7lfp1qMuC9UdYsvE4l2+F0nfsapJT0unyXhWt6Ts0r8iEhbvYfugSt4OjmLPmENsPXaL/J/XUaSJiEgmNjFdvzWuV5Ma9CP45eeMV1Uq7fm2rsmDLaZZsO8vlOxH0nbyF5NQMujQrqzV9h3dKM2HZQbYfvcHthzHM2XCS7Udv0L9t1Vdc8sKhUOhuexPpdLA8duxYFi9ezKxZs7hw4QIDBw7kk08+Yf/+/eo0o0aNYvr06Rw6dIh79+7x0UcfMWXKFJYvX87mzZvZsWMH06ZN0zjvokWL0NfX59ixY/z6669MmjSJuXPnai1DQEAAlSpVYtmyZRr7ly1bRocO2TOdWVlZuLu7s2rVKi5evMiIESP49ttv+fPPPzXy7N69mytXrrBz5042bdqk9fkWLVqEoaEhBw8eZNasWQAolUqmTp3KhQsXWLRoEXv27GHw4MEA1KhRgylTpmBpacnDhw95+PAhX3/9NQB9+vTh8OHDrFixgrNnz9K2bVuaNm3KtWvXCvoSFFhM2EMSYqIoVqqCep+xqTluvkHcv3ZRa57MjHQe3rqKzxN5FEolPqUq5Jknr/Po6RugUOY0PwPD7EuSd6+ce96q5EtPAe5WxlyLyPkCpgKuRiThZaN9lqsgbkcl429vhr2ZAQAulkb42JpwOSzhZYtcYHpKBd62JlwIyXlOFXAxJB4/+4J98BrpKdFTKEhMzdR63NJYn7Julvx9I1rr8cL28EEwUZERVKhcTb3P3NyCoBKluXg+/5mpqb/8TNUatalYpVq+6R5LTIzH1MwcPf2in+H7LzPQU1LOx5Z950PU+1Qq2Hf+IZX9HQp0jk71/Fh7+A5JqdlfXBQKaFzejesP41g7tCHXZ7Vl9+hmtKjkUSh1KCg9BXhYG3MlPFG9TwVcCU/Cx7ZgX5wN9ZUolQqS0rS/B18VA309yhd3Z8+xq+p9KpWKPceuUqW0t9Y8hgb6pKRqfrlMTk2nRlmfPJ/j42YVWLThqM7K/SIM9JWUD3Bhz4lb6n0qFew5cYsqJbSHIRoa6JGSpqWupYu2Db4pZsyYgbe3N8bGxlStWpVjx47lmXbOnDnUrl0bGxsbbGxs+D97dx0e1bE3cPy7u3F3dyOCBHd3p0iB4tBCoUih+H2RCtqWUrxIkRZaipZCcXdIIGggJCEkRIi7Z/P+EdiwZBOkCaFlPn3Oc++eM3N2Zsk5Z3bmN7Nt2rQpM315KLfGck5ODvPnz+fnn3+mffv2uLi4MHToUAYOHMhPP/2kSPfNN9/QuHFjatasyYgRIzh9+jSrV6+mZs2aNG3alN69e3Py5Emlc9vb2/PDDz9QpUoVBgwYwLhx4/jhhx9KLcuAAQP47bffFK+DgoLw9/dnwIABAKirq/Pll19Sp04dnJ2dGTBgAMOGDSvRWNbV1WX9+vX4+Pjg4+Oj8r3c3d1ZvHgxVapUUfQ+f/7557Rs2RInJydatWrFN998ozi3hoYGhoaGSCQSrKyssLKyQk9Pj/DwcDZu3MiOHTto2rQprq6uTJ48mSZNmrBx48ZSP/PU1FSlLS/35UPTAOlPwyZ0DY2V9usZGiuOvSgzLYVCubxEHl1DY9KTE1/pfQGcfGqSnpLIhb+2U5CfR1Z6Gsd/X1dUrtc4z6vQ1ZAhk0pIe+GGnp5TgL7mmzeKTgQnEhCZyrSWzizu7MGkZo6cCU3iWmTaPy3yK9PXLKrbi6EiKdn5GGqpv9I5+vpakZSVp9Tgfl4TZ2Oy8wrwi6icEIykhHgAjE1MlfYbmZiSmFB6fPjJowd5cD+Qj0dPeKX3SUlO4teNa+ncvdebF1YAwNRAEzWZlNgU5bj5uJRsLF9h5KWWqyk+DsZsPlncSWBuoIW+tjoTu1Xl2I0oPlhwjP1Xw/l1YnMae1mUex1ela6mWtH95YVrMC0n/5XvL928zUnNzud+XOXGXZsZ6aKmJiM2UfkeFpuYhpWp6jj+Y5fuM35Ac1ztzZBIJLSq50H3ltWwMjNQmb5bi6oY6Wnz6/6r5V7+12FmqFP0N5qUobQ/NikDKxNdlXmO+YUyvk99XG2NkUigVW1nujf1xMpEdYjKv82zke7y2F7X9u3bmTRpEnPmzOHatWvUqFGD9u3bExsbqzL9qVOn6N+/PydPnuTixYvY29vTrl07IiPLf2T6mXJrLAcHB5OZmUnbtm3R09NTbFu2bCEkpHi4pXr14slDlpaW6Ojo4OLiorTvxQ+oQYMGSv8ADRs25MGDBxQUqP4m3q9fP8LCwrh06RJQ1Ktcq1YtPD2LJ6GtXLmS2rVrY25ujp6eHmvXriU8XHkSQ7Vq1dDQ0Ciz3rVr1y6x79ixY7Ru3RpbW1v09fUZNGgQCQkJSuElL7p16xYFBQV4eHgofX6nT59W+vyet2DBAgwNDZW2fRtXqj7/uWMsGNZZsRUUVN5Qs4WdE90/ncbFv3cwf2gnlozpg5G5NbqGxv+a5Wtq2OhTy86ArdeiWXImjN8DYmjhakIdO9UPiXdRF29z6jsasezsI/JKCTdp5mLMxbDkUo+Xt+OHD9ClVX3Flv8GIRGxT2JY+cMiZn65EA1NzZemz8hI539ffIajkwuDPx79JsUWytHgFm7cDk9SmgwolRbdF/72j2DVwUBuPUrih313OHT9McPbeJR2qndeG3cTatkZsP5yZKkhX++yyd/vISQ8jhs7ppN6YTE/TO3Jlr+uIC+lLkO61efwxXtEx6e+5ZL+c5NXHCXkcSI3Nn1K6pEZ/DC+PVsO3UBeSkjov420HLfXtWTJEj755BOGDRuGt7c3a9asQUdHh59//lll+q1btzJmzBh8fX3x9PRk/fr1yOVyjh8//gbv/mrKbbzxWUzugQMHsLW1VTqmqampaPCpqxf3eEkkEqXXz/bJ5f9swoaVlRWtWrVi27ZtNGjQgG3btjF6dPFD8Pfff2fy5Ml8//33NGzYEH19fb799lsuX1YeGtLVVf0Ns6w0YWFhdOnShdGjRzNv3jxMTEw4d+4cI0aMIDc3Fx0d1cPj6enpyGQy/P39kcmUJ4bo6an+5jpjxgwmTZqktG/3HdWrFXjUbsSo52KI8/PzAMhISULfuLjXLj0lCStH1XGFOvqGSKRSpcl8z86hZ6Q6RrY01Rq3plrj1qSnJKKhWdTbdOnvnRhb2LzWeV4mI7eAAnlhiV4ePU1Zid7m19HV27yodzmqqBcmJi0XY201Wrub4Pf47TwI0nKK6mbwwsQgQy01UrLzyszb0dOMzt4WLD4RWuqqIB7mOtgYarHyvOqZ8BWhYZMWeHpXU7zOyyuKk05KTMDUrHgIPzkxAVePkvMIAB7cu0tyUiKfDu2r2CcvKOBWgD97d/3OwdN+imssMyODGZ+PRltHly8XLkVN7dV65IXSJaTmkF8gx8JQuRfZ3FCLJ8mqV2l5RkdTjZ6NnJi/QznEJiE1h7x8OfcilUc4giJTaFCl8nqWM3Lyi+4vL1yD+ppqL72/tHIzoY2HKSvPRxCV+mojghUpPjmD/PwCLEyUe5EtTPSJSVA9YhafnMGHUzaiqaGGqaEuUXEpfDO2Cw+jSo76OFgZ06qeB/2mqh4pfZviUzKL/kaNlZ/fFsa6xCRmlJrnw9k70VSXYWqoQ1R8Gt980pKH0clvocT/Ljk5OeS8MAFbU1MTTRWdF7m5ufj7+zNjxgzFPqlUSps2bbh48eIrvV9mZiZ5eXmYmLxeO+R1lFvPsre3N5qamoSHh+Pm5qa02dv/s5ieFxuxly5dwt3dvUSj8nkDBgxg+/btXLx4kdDQUPr166c4dv78eRo1asSYMWOoWbMmbm5upfbevi5/f3/kcjnff/89DRo0wMPDg6go5aVoNDQ0SvSK16xZk4KCAmJjY0t8flZWJZdUgqI/PgMDA6XtWexvibTaOphY2So2c1tH9IxMeHjnmiJNTmYGkSGB2Ll7qzyHTE0da2cPHt65rthXKJfz8M71UvO8jJ6hCRpa2ty5dAo1DQ1cqpXsqf8nCgrhcUo27s/F8EoompH+KOnNJwapy6S82HkiLwQJb69nvEBeSFhiFj6WxV+mJBRN1guOL30Uo5OXOd2rWvLdyYc8TCy98dLc1YSHCZmlNqYrgo6uLrb2DorN0dkVE1MzrvsV3wMyMtIJvHsL76qqJ+LUrFOfdb/u4qfNfyg2Dy8fWrfvzE+b/1DcNzIy0pn2+SjU1NX5+ttlr9QLLbxcXoGcgIeJNK9afN+SSKC5jxVXH5S99GCP+g5oqsnYfk55Oa68AjnXQuNxt1YeuXG1NiAiXnXj5m0oKCxa+s3DvLjRJQGqmOuUeW21djOhfRVT1lyIeKvXV1ny8gu4fu8xLeu6K/ZJJBJa1nXnyq2wMvPm5OYTFZeCmkxKj1bV2X/6dok0g7rWIzYpnYPnA8u76K8tL1/O9aBoWtZyUuyTSKBlLSeu3H1cZt6cvAKi4tOK6trMk/3ng8pM/29RnmEYqka9FyxYoPJ94+PjKSgowNJSeVURS0tLYmJiVOZ50bRp07CxsaFNmzb/+HMoTbn1LOvr6zN58mQmTpyIXC6nSZMmpKSkcP78eQwMDHB0fLU1UVUJDw9n0qRJjBo1imvXrrF8+XK+//57xfEZM2YQGRnJli1bFPt69uzJ6NGjGT16NC1btsTGprjH0t3dnS1btnD48GGcnZ355ZdfuHr1Ks7OqiclPNO6dWs++OADxo4dW2oaNzc38vLyWL58OV27dlWa+PeMk5MT6enpHD9+nBo1aqCjo4OHhwcDBgxg8ODBfP/999SsWZO4uDiOHz9O9erV6dy58+t+bGWSSCTU79CTs3u2YmJlh5G5Fad2bETfyAzPOk0U6bbMm4xnnSbUa98DgIaderN3zSJsXDywcfXk8sFd5GVn49u8vSJPenIi6cmJJD4pih96EhGKppYOhmYWaOsVPeyuHN6LvYc3GlrahN7y5+i2tbTu93GJ9ZjLw5nQJPr5WhGRnE14cjbNXIzRkEm58nQptP6+VqRk5/P3vaL4WJkELPWLGk4yqQRDLTVsDDTJyZeTkFnUY3v3STpt3E1IzsojJi0HW0MtmrsYc+Utx/YeuhfHJw3teZiYRWhCJu2qmKGpJuVMaFHv/8iG9iRl5rHjRtFNp7OXOT2rW7L6QjjxGbmK5aqy8+Xk5BeP6GipSannYMS2a6rXHH1bJBIJPfsOZOumtdjaO2BlbcumdSsxNTOncbNWinRTxn5M4+at6dGnPzq6uji7uiudR0tLGwMDQ8X+jIx0pk0YRU52NjPmLCAzI4PMjKJGl6GRcZlfxN82XW0NXO2Le9WdbE2p7mFLUmomETGVM/HyZVYeuMvq0Y25HpqAf3A8Yzp6oaupxq+nizol1oxuRHRSFl/+fl0p36CWbhzwiyApveTKK8v+usvGCU25cO8JZ+88oXUNGzrWsqPz10feSp1KczIkkYG1rIlIyuJRUjYtXIvuL5ef3l8G1rImJTufv+4WfVFo425CJ08zNvtHk5CZp1jmMSdfTm5B5Q7pL9t2mnVz+uMfGIHfnXDG9m+OjrYGW/4qmjy1fm5/ouJSmb3yAAB1fRywsTDkRlAktuaG/G9ke6RSCUu2KK9UI5FIGNy1LlsPXKWgoHKX+ntm2Y7LrJveDf/70fjdi2Jsr3roaKmz5VDRqjPrp3clKj6N2etPAVDX0wYbc31uBD/B1kyf/w1pilQiYcnvr9b7+a6TlmM/j6pRb1W9yuVh4cKF/P7775w6dQotrTeftP8y5Trt++uvv8bc3JwFCxYQGhqKkZERtWrVYubMmf8otGLw4MFkZWVRr149ZDIZEyZMYOTIkYrj0dHRJeKN9fX16dq1K3/88UeJuJdRo0Zx/fp1+vbti0QioX///owZM4aDBw+WWY6QkBDi4+PLTFOjRg2WLFnCokWLmDFjBs2aNWPBggUMHjxYkaZRo0Z8+umn9O3bl4SEBObMmcPcuXPZuHEj33zzDV988QWRkZGYmZnRoEEDunTp8qof1Wtp1LUfuTnZ7F+/hOzMdBw8qjFg+gLUnovTTnoSRWZacQPQp2FLMlJTOLVzE+nJSVg6uvLR9IXoGRYPf/gd+4szu4u/uGz+aiIA3UZNwbd5BwCiQu5xetcmcrOzMbOxp8uIiVRv2rZC6hkQlYauhoz2VcyKfjQgNYd1lx+T/nT2uZG2Os8/ogy01PiiuZPidUs3E1q6mRAcn8nqixEA7Ln1hA6eZvSsZom+poyU7HwuPkrhaFDZfx/l7XJ4CvpaavSsbomhlhrhSdl8e/KhYtKfqY660jKLrdxNUZdJGd/USek8e249Yc+tJ4rXDRyNALj0KLmiq/BSfQcOIzsrix8WfkV6ehpVq9dk4Q+rlXqCoyIfk1LKxFRVHtwP5N6dopVXBvdR/iL66+6DWFnbqspWKWp5O3JkffFExcWTiyYh/rLvEiPn/FpZxSrT7kuPMDXQYmbvGlgaaXPrURI9F54gLqWoF9XOTLfEyIybtQGNPC3pMf+YynPu94tg4obLTOpWlUVD6vIgKpVBP5zm0v23/0M5z7semYaehoxOXuYYaMp4nJLD6osRpD1dYcZYR/n+0tjZGDWZlBH1lP/GDt6L5+C9t3v/eNHOowGYGekxe1QHLE0NuBkUSffxa4lNLAqztLcyVorR1dRUZ86nHXG2NSU9K4fD5wMZMXsbKenKveWt6rnjYG3C5n0Vu2LB69h5KhAzI11mD2uOpbEuN0Oe0H3a74pJf/YWhkqx15oaaswZ1hxnG2PSs3I5fDmYEQv2kZJR+SE075rSQi5UMTMzQyaT8eTJE6X9T548KXVU/ZnvvvuOhQsXcuzYMaX5cBVBUljagsXviBYtWuDr68vSpUsruyj/Clv9yx5C+je7FlV5w60VLS7tv3vDnddBdWzxf4VH6y8quwgVRsPzv7GGrCpD+tat7CJUmHXz1lZ2ESqOvunL0/xLZZ34X6W996R9916e6BUt6eb58kTPqV+/PvXq1VMsGyyXy3FwcGDs2LFMnz5dZZ7Fixczb948Dh8+TIMGr7Y86D8hFhQVBEEQBEF4j1XmSlSTJk1iyJAh1KlTh3r16rF06VIyMjIYNmwYUBRdYGtrq4h7XrRoEbNnz2bbtm04OTkpYpufrSJWEURjWRAEQRAEQagUffv2JS4ujtmzZxMTE4Ovry+HDh1STPoLDw9H+tyPmK1evZrc3Fx69+6tdJ5nIa0V4Z1vLFfUzz0LgiAIgiAI5TvB702MHTu21MUTXmwHhoWFVXyBXvDON5YFQRAEQRCEivMv+T2wSlNu6ywLgiAIgiAIwn+N6FkWBEEQBEF4j0lF13KZRGNZEARBEAThPSbCDMomPh9BEARBEARBKIXoWRYEQRAEQXiPiSiMsonGsiAIgiAIwntMxCyXTYRhCIIgCIIgCEIpRM+yIAiCIAjCe0x0LJdNNJYFQRAEQRDeY5X9C37vOhGGIQiCIAiCIAilED3LgiAIgiAI7zExwa9sorEsCIIgCILwHhNt5bKJxvJ/TH5hYWUXocJoqf13r+Y6DvqVXYQK8zA+o7KLUKE0POtXdhEqTO69y5VdhApTxbxpZRehwpjU+e/Wzd7RpLKLILyHRGNZEARBEAThPSYm+JVNNJYFQRAEQRDeYxJEa7ksYjUMQRAEQRAEQSiF6FkWBEEQBEF4j4kwjLKJxrIgCIIgCMJ7TDSWyybCMARBEARBEAShFKJnWRAEQRAE4T0mEQstl0k0lgVBEARBEN5jIgyjbCIMQxAEQRAEQRBKIXqWBUEQBEEQ3mMiCqNsorEsCIIgCILwHpOK1nKZRBiGIAiCIAiCIJRC9CwLgiAIgiC8x8QEv7KJxrIgCIIgCMJ7TERhlO29DcNo0aIFn3/+eYWdf9OmTRgZGZWZZu7cufj6+lZYGQRBEARBEIR/5r3tWd69ezfq6uoVdv6+ffvSqVOnCjv/yxQWFnJm12YCTv5NTkY6dh4+dBg+ARMruzLz+R35k8sH/iA9JRFLB1faDRmLjaun4nh+bi7Htq4h8NJJ8vPycKleh/bDJqBnaKxIkxL/hEMbf+TR3RtoaGlTrWlbWvb9GKlMVuL9Iu7f5tdvJmFu58zHC35S7JfLCzi7awu3zx8nIzkRPWNTbGq3wqtd3zdaPD347AGCTuwmOy0JQxtnavYahYmjh8q0KdGPuHtwK0kRIWQmxVKjx8e4t+iulObOwW0EHv5NaZ++hS3tZ6557bK9rlsn9nH90E4yU5IwtXeh2UdjsHSpUmr64KtnuLx3C2nxTzC0tKVh7+E4Va+nOH58w3fcu3BMKY9D1dp0nThP8To55jHnd6wnJvguBfn5mNk5Ue+DIdh51ij/Cr6gsLCQfVvXcfbIPjIz0nDzqs6AMVOxtLEvNU/Q7esc3r2VRyH3SUmMZ8zMhdRs2LxEuuiIMHZtWknQ7esUFBRgbe/M6BnzMbWwqsgqKXzc1oPxXX2wNNTmdngSUzZd4VpIgsq0+2e1pal3yXIdvv6YDxefVLz2sDHgy49q0djLEjWplPuRyQz64TSPEzIrrB5vqnEtVyYObkMtbweszQ35cOJa/jp1s7KLpeTG8X1cO7STzJREzOxdaD5gDFYunqWmf3D1DJf2bCY1/glGlrY07jNC6Xp73oktP3L71N807TeKmu16Kh17eOMyV/ZtJf7xQ9TUNbCtUo0u4+aWZ9VUGtLcmdFt3TE30OLu4xRmbb9JwKOkUtMbaKszrbs3HX1tMNJRJzIxizk7bnLizhNFGitDLWZ+4EMrHyu0NGSExaUzacs1boYnV3h9nterlg0D69tjoqtBcGw63x8N5m502kvztfEy55vu3pwOimfa7juK/Zeml7ynACw/EcLWK4/LrdxvgxTRtVyW966xnJubi4aGBiYmJhX6Ptra2mhra1foe5Tl0v7t+B3eQ9dRUzGysOb0jo38vnA6Ixf/jJqGhso8dy+e5PjWNXQYPgEbVy+uHtrF7wunM+q7jeg+bQwf/XUVIQGX+WD8bDR1dDmyaTm7f5jL4Lk/AkWN3D++/R+6RiYMmfMj6cmJ7FuzCJlMjRZ9Ryi9X3ZGOn+tWYSTT00yUpKVjl38azvXjv1F10+nYmbnRHRoEH/99C3qWjq4N+/2Wp9FxLWz3Ny7nloffoaJowcPTu/j7JrZtJ+5Bi19oxLpC/Jy0DW1ws63CTf2ri/1vAZWDjQb843itURa8QM1D66c5tz2dbQYNA5LlyrcOLqXv374Hx/NW4+OgVGJ9NHBdzmydiENeg3DqXp9Hlw+ycEVX/Hh7BWY2jkp0jlUrUOr4ZMUr2Vqyl8k9y+bg5GFDd0nL0RNQ5MbR/dw4MfZDFy4EV3Dir2WDu36leP7dzD881mYWdqwd+tals7+nK9WbUNdQ1NlnpzsbOyc3Wnctgur589QmSY2+jGLpo2iSduudPvoY7R0dIkKf4h6KddHeevZwJH5g+owccNl/ILjGdPRiz3TW1P7i33Ep2aXSD9oyWnU1Yr/xkz0NTm/sAt7Lz1S7HO20OPw3A78ciqYBTtvkJaZh6e9Edl58rdSp9elq63JraBItvx5ke1LRlZ2cUoIunKKs9vX0mrQOCxdPAk4uoc/l/yPQfM3lHK93eHQTwto1Gs4zjXqc//SSfYv/5L+c1YqXW8AIf7niQm5h66RaYnzBPud5fjmpTTqOQw7L1/kBQUkRIZVTCWf0622LXN6VWP6bwFcf5jEx61c2Tq+Ec3mHiUhLbdEenWZhN/GNyYhLYeRay8Tk5yNnak2qZl5ijSGOursndKMC/fjGbjiAgnpOThb6JHyXJq3oY2nORNaubLocBB3otLoV9eWpX2r0XftVZLKKIu1oSbjW7pyPSK5xLFOyy8ovW7oYsL/OlXh5P348i6+UMle++kul8tZvHgxbm5uaGpq4uDgwLx5RT1Qt27dolWrVmhra2NqasrIkSNJT09X5B06dCg9evTgu+++w9raGlNTUz777DPy8or/UFetWoW7uztaWlpYWlrSu3fvUsvyLNRh7969ijzt27cnIiJCkeZZqMP69etxdnZGS0sLKBmGkZOTw7Rp07C3t0dTUxM3Nzc2bNigOH779m06duyInp4elpaWDBo0iPj40i8IVWEYCxcuxNLSEn19fUaMGEF2dvEDMTs7Gx8fH0aOLH5ghISEoK+vz88//1zq+6hSWFjIlUO7adxjAB51GmPh4ELX0dNIS07gvv/5UvNdObgL35adqNG8A+Z2jnQc/jlqmprcOH2oqIyZ6dw4dYjWA0bj5FMTa2cPOo+awuMHd4h8cBeAhzf9iY8Mp9uYGVg6ueHqW4/mvYfif/RPCvKVb0gHf16KT6NW2Lp7lyhLZNAdPGo3wq1mA4zMrfCq3wzLKr4khT94rc8CIOjUXpwbtsepfhsMrByo1WcMMg1Nwi4fVZnexMGD6t2HY1+rGVJZ6aMPEqkMLQNjxaapZ/jaZXtdAUd249OsA15N2mFi40iLQeNQ09Ak8NxhlelvHtuLQ9U61OrQBxMbB+p/MARzRzdundinlE6mpo6uoYli09LVVxzLSksh5UkktTr1xczeBSNLWxr2Gk5+bg6JFfwALyws5Pi+7XT+cCi+DZph5+zG8ImzSU6M5/qlM6Xmq1anIR8MGkWthi1KTbP3l5+oVrsRvYeNxcG1ChbWdvjWb4qBUcU2/p/5rLM3m088YOvpEO5HpvD5hktk5hYwqIWryvRJGbnEpmQrtpbVrMnMyWfv5XBFmll9a3IkIJLZ265xMyyJh7HpHPR/rLLx/S44cv4uX67az76T71Zv8jPXD++marMOeDdtj6mtI60Gj0dNQ5O7Z1VfbwFH9+JYtQ61OxZdbw17Fl1vN078qZQuPSmeU9tW0X7kNKQy5T4reUEBp39bQ5M+n1CtZReMrewwtXXEo57qXszy9ElrN7adD+OPi+E8iElj+m8BZOUW0K+hk8r0/Ro5YqSrzvA1l/ALTeRxYiaXHiRwNzJVkWZMOw+ikrKY9Ms1Ah4lEZGQyZnAWB7FZ1R4fZ7Xv54df96I5sCtJ4QlZLLo0AOy8+R0qV76KJJUAl929WLduTCikkteQ4kZeUpbM3cz/B8lE5Xybl5vZZFIym/7L3rtxvKMGTNYuHAhs2bN4u7du2zbtg1LS0syMjJo3749xsbGXL16lR07dnDs2DHGjh2rlP/kyZOEhIRw8uRJNm/ezKZNm9i0aRMAfn5+jB8/nq+++or79+9z6NAhmjVrVmZ5MjMzmTdvHlu2bOH8+fMkJyfTr18/pTTBwcHs2rWL3bt3ExAQoPI8gwcP5rfffmPZsmUEBgby008/oaenB0BycjKtWrWiZs2a+Pn5cejQIZ48ecKHH374yp/bH3/8wdy5c5k/fz5+fn5YW1uzatUqxXEtLS22bt3K5s2b+fPPPykoKGDgwIG0bduW4cOHv/L7ACTHRZORnIizT63i8+voYePqpWjUvqggP4/oh0E4VS3OI5FKca5aS5En5uED5AX5OD+XxszGAQNTCyKDi9I8Dr6Lub2zUliGS/U65GRlEvc4TLHvxulDJMdG07TnYJXlsfXwIezOdRKii4aynjwKIT40ECuv2q/1Wcjz80h+HIyFR3G4gEQqxdLDl4Sw+691rhelx0exf/YQDn79MZd/+Y7MpNh/dL6XKcjPI+7RA+y8air2SaRS7LxrEhMSqDJPTEgg9t41lfbZ+9QukT7y/k1+/rwvW2eO4NQvy8lOL37YaekZYGRlx/0Lx8jLyUZeUMCd03+jbWCEuaN7OdawpPgnUaQkJeDlW1exT0dXDxcPb0Lv3X7j88rlcm76XcDS1p4fZn/OpIGdmP/FCK5fPF0exX4pdZkUX2cTTt2OUewrLIRTt6Op627+SucY1MKN3RcfkZmTDxQ9pNrVtCU4OpXd01sTvKYPx7/uSOc6pYerCKUryM8j9tED7L2V74n23jWJDlF9H41Wcb05Vq1NTHDx9VYol3Nk3WJqd+iNqa1TiXPEPnpARlI8EomEbXPHsH5if/5c8j8Snrt/VgR1mYTqDkacvRdXXNZCOHcvjtouqr9Atq1ujX9oIvP61SBgUUeOz2rNuA4eSisrtKtuxc1Hyfz0cT1uLO7E4Zkt+aixU4XW5UVqUglVrPS5GlYcTlIIXA1LopqtQan5hjd2JDEzj79uxpSa5hkTHXUau5q8Utp3kVRSftt/0WuFYaSlpfHjjz+yYsUKhgwZAoCrqytNmjRh3bp1ZGdns2XLFnR1dQFYsWIFXbt2ZdGiRVhaWgJgbGzMihUrkMlkeHp60rlzZ44fP84nn3xCeHg4urq6dOnSBX19fRwdHalZs2ap5QHIy8tjxYoV1K9fH4DNmzfj5eXFlStXqFevKE4sNzeXLVu2YG6u+iEUFBTEH3/8wdGjR2nTpg0ALi4uiuMrVqygZs2azJ8/X7Hv559/xt7enqCgIDw8VMe+Pm/p0qWMGDGCESOKQhG++eYbjh07ptS77OvryzfffMPHH39Mv379ePToEfv37y/1nDk5OeTk5Ch/Hrk5ZCQX3RB0n2uwFr02IiM5UeW5MtNSKJTLS+YxMCYhqqinPiM5EZmaOlq6ei+c15j0p++ZkZyIrqFRieNFx4rSJMY85uTv6xk0e6nKOGaARl37kZuVwU9ThiGVSpHL5VTtNAiHOi1Upi9NTkYqhXI5WvrK9dLUNyL1yZvHlJk4elD3o8/Rs7AlOyWJu4d/49Sy6bSdtgJ1LZ03Pm9ZstOK6vLi8K+OgRFJ0REq82SmJKGtIn1mavFDw6FqHVxqN8bAzIqU2Ggu7d7EX0v/j14zf0AqlSGRSOj+xQL+XvEVaz/7AIlEgra+EV0//0apB7oipCQVxe++2Nurb2SiOPYm0lKSyMnK5ODOX+gxcCS9ho7hjv8lVi+YwRfzVlClWq2Xn+QfMDXQRE0mJTYlS2l/XEo2HjYvH6Go5WqKj4MxY9deVOwzN9BCX1udid2q8s0fAcz57Rptatjw68TmdPnmCOcDK/bL3H9NVqnXm3GZ15uOgXGJ9BnPXW9+B/9AIpNRo00PledIjStqbF3e9ytN+47EwMyKa4d3smvxFAbP34CWXumNu3/CRK/obzI+VfmZEpeajaulnso8jma6NK5izp4rEQxaeRFnc13m9/NFTSblhwP3AHAw02VQM2fWHQ9m2aH7+DoZ89WH1ckrkLPjUrjK85Y3Ix111KQSEjOURzeTMvJwMlV9v65hZ0C36tYM2uj3Su/RqZoVGbkFnLof9/LEwr/Oa/UsBwYGkpOTQ+vWrVUeq1GjhqKhDNC4cWPkcjn37xf34Pn4+CB7roFkbW1NbGzRTbxt27Y4Ojri4uLCoEGD2Lp1K5mZZU9KUVNTo27d4l4nT09PjIyMCAws/ibv6OhYakMZICAgAJlMRvPmqoe5bty4wcmTJ9HT01Nsnp5FEzxCQkLKLN8zgYGBigb9Mw0bNiyR7osvvsDDw4MVK1bw888/Y2paMp7tmQULFmBoaIidnR21a9emdu3afDeiGwUF+a9Upsoglxfw58r5NOs1BFPr0icb3r18mtvnT9D9s5kM/2Y1XUdNJejkHsKuHH+LpS2dtXcd7HybYGTjjJVXLZqMnENuVgaPA85VdtFem3v9Fjj7NsTUzhmXWo3oPOFLYh8GEXmvaGi8sLCQ01tXom1gRM9p39Hn/37EpWYjDiyfS0bymzdYVbl06jBj+7RSbAX5FfO3XCgviuH1rd+Utj364+DiQcc+g6letzGnD+2tkPcsT4NbuHE7PElpMqD0aZfO3/4RrDoYyK1HSfyw7w6Hrj9meJuXf6EXKl5s2ANuHN1L2+GTS52oXFhY9LdZt3N/3Oo0xcLJnTbDvwAkPPA7+xZL+3JSiYSEtBymbr3OrfBk9vlHsuzQfQY1dVZKczs8mYV/3uXO4xS2ngtj2/kwpTTvGh0NGXO6eLLgUBApWa92D+pS3Yojd2PJLSis4NJVDKlEUm7bf9Fr9SyXx4S1F1egkEgkyJ8+uPT19bl27RqnTp3iyJEjzJ49m7lz53L16tWXLsNWlucb8Kq8rF7p6emKHvIXWVtbv3G5VImNjSUoKAiZTMaDBw/o0KFDqWlnzJjBpEmTyMjIIDGxqMf476AExU04IyUJPePixnZGSjKWjqrjIXX0DZFIpWSkKM96zkhNUvQM6xqZUJCfR3ZGulLvckZKEnpGxWmiQpTDG56dU9fImNysLKJDg4gJC+bw5uVAUWOMwkIWDGpH/+lFE/5ObFtLw6798GnYEgALBxdCwyO5f2wHTvVKflkrjaauARKplOw05XrlpCWj9UIP0D+hoaOHvrkN6XHR5XbOF2npF9UlMzVZaX9majI6hqrromNoTJaq9GXU3dDcGi09Q1Jio7D3rsnjwAAe3bjCx8t3oKFddC01H+ROxN1r3LtwjNqd+v6jej3Pt14TXDyKY9ifzWdITU7EyMRMsT8tORF7lzdvAOoZGCGTybB2UH5gW9k7EXz3xhuf91UlpOaQXyDHwlD53mNuqMWT5KxSchXR0VSjZyMn5u9QLmdCag55+XLuRaYo7Q+KTKFBFYvyKfh7RLvU6y2pzOvt+VGbZ+l1n15vkUG3yExLZuOUgYrjhXI557avI+DoXoZ9uwWdpxNmTWwcFGnU1DUwNLciLaHiRgcS04v+Js0MlCfNmhtoEfdCb/MzT1KyyZfLkT/XPnwQk4aloRbqMgl5BYXEpmQTFKO84kRwTBqdatqUex1Kk5yZR768EBNd5faHsa46CRklJy7aGmlhY6TNt72rKvY9Cy84N7UZfddeIfK5GOYadoY4merwf3+qDs/5N/iPtnHLzWv1LLu7u6Otrc3x4yV797y8vLhx4wYZGcVB++fPn0cqlVKlSunLWr1ITU2NNm3asHjxYm7evElYWBgnTpwoNX1+fj5+fsXDJPfv3yc5ORkvL69Xfs9q1aohl8s5fVp1vGKtWrW4c+cOTk5OuLm5KW0va4g/4+XlxeXLl5X2Xbp0qUS64cOHU61aNTZv3sy0adOUeshfpKmpiYGBAdbW1vj4+ODj44OFvTNmto7oGpkQdue6Im1OZgZRIYEqJ9NB0QQva2cPwu5cU+wrlMsJu31dkcfK2R2pTE0pTUJUBKkJsdi6FaWxc/MmLuKhUqP74W1/NLV1MLN1RFNbh48XrmPE/J8UW63WXTCxtmfE/J8Uy9Tl52YjeSH4SSKRFjWsX4NUTR0jOzdiHxRPICqUy4kNuoGp06v/Xb5Mfk4W6Qkx5doAf5FMTR1zR3ceBwYo9hXK5TwODMDKVfXfu5Wrl1J6gMd3r5WaHiA9MY7sjFR0n4Y+5Oc+fVBKlG8XEonktf89XkZLRxcLG3vFZuPgjKGxKfduFF/jWZkZhAbdxcWzahlnKpuaujpO7l48eaw8DPwkMhxT84pfNi6vQE7Aw0SaVy1+L4kEmvtYcfVB2cO4Peo7oKkmY/u50BLnvBYaj7u18jC9q7UBEW95MtV/gUxNHQtHdyICi++jhXI5EYEBWLuqvo9au3oR8cL1Fn7nGlZuRdebZ6M2DPhyDR/NXa3YdI1MqdWhNz0mFU2Ut3ByR6amTlJMcZhYQX4+qQlPMDC1LOdaFssrKORmeDJNqhSPwkok0KSKOf6hqsP3/EITcDLXVWpouVjoEZOcRd7THtaroQklwjhcLPSIfItLGebLC7kfk0Zdp+L7swSo62jMrecmIz7zKCGTj9ZfZfDPfort7IME/B8lM/hnP5688OWhWw0rAqPTCI4V19l/1Ws1lrW0tJg2bRpTp05ly5YthISEcOnSJTZs2MCAAQPQ0tJiyJAh3L59m5MnTzJu3DgGDRqkiFd+mf3797Ns2TICAgJ49OgRW7ZsQS6XKxrbK1asKBECoq6uzrhx47h8+TL+/v4MHTqUBg0aKOKVX4WTkxNDhgxh+PDh7N27l4cPH3Lq1Cn++OMPAD777DMSExPp378/V69eJSQkhMOHDzNs2DAKCgpKLdvzJkyYwM8//8zGjRsJCgpizpw53LlzRynNypUruXjxIps3b2bAgAH06NGDAQMGkJtb8ptvWSQSCfU69OT83q0E+V8gNjyUv9YsQt/IlCq1GyvSbZ0/Bb8jexWv63XsRcDJv7l55gjxkY84uPFH8nKyqd68qHdbS0ePGi06cOzXNYTdCSD6YRD7136Lrbu3okHtXL02ZrYO7Fu9kCePQgi9eZXTOzZRu2131NQ1kEilWNg7K206BkaoqWtgYe+MhlZRT5tbzYZc2LuN4OuXSI6L4f7VcwSd2otNtZKhKy/j0aIHDy8eJuzKcVJjIri2YxX5udk41S+KT7/y6xJu/bVZkb5oUmAoyY9DkRfkk5WSQPLjUNLjohRpbvy5gbjgW2QkPCH+YSAXNsxHIpHiULtiZ6z7tuvJ3TMHuXf+KIlR4Zz6dTn5Odl4NW4HwLH133JxV/HqKdXb9CD8th/XD+8iKTqCK3/+QmzYA6q1Klp+Lzc7i/N/rCMmJJDU+Bgi7l7n7xVfYmhhg4NP0WRKK1cvNHX1OL7hO+IjQovWXP5jHanxT0pdP7a8SCQSWnfry4Htmwi4fJbHYcH8vOQrjEzMqNmgePLv9/8by4n9OxSvs7MyCQ8NIjw0CCiaKBgeGkRCbPHkm3Y9B3D13DHOHP6T2KgITuzfwc0r52nRqVeF1umZlQfuMqSlO/2bueBhY8APw+ujq6nGr6eLQrvWjG7EnH4l52wMaunGAb8IktJL3heW/XWXng0dGdLKDRdLfT5pV4WOtexYf/SfTWatKLraGlT3sKW6hy0ATramVPewxd6q4r50vo6a7Xty5/RBAp9ebyd/KbrevJsUXW9H1i3m/M7i6823bdH1du3QThKjw7m0t+h6q9GqaJ12bT0DTO2clDapTA0dQ2OMrYsmYmpq61KtRWcu/fkLj277kxQdwclfikbh3Oo2rdD6rjsezEdNnOjTwAE3K30W9vdFW1PG9otFyxP+OKQ207sXf1HYcuYhRjoafNWnOi4WerSuasm4Dh5sPh2qdM5aziaM6+CBk7kuPeraMaCJE5tOh5Z4/4r025XHdKthTaeqljiZ6jC1vTtaGlIOPJ2QN7tLFUY3Lxppyi0oJDQ+U2lLz8knM7eA0PhM8p/rStfRkNGqijn7blTcqOLbUNlhGCtXrsTJyQktLS3q16/PlStXyky/Y8cOPD090dLSolq1avz9999v9L6v6rXXWZ41axZqamrMnj2bqKgorK2t+fTTT9HR0eHw4cNMmDCBunXroqOjQ69evViyZMkrn9vIyIjdu3czd+5csrOzcXd357fffsPHxweA+Pj4EjHCOjo6TJs2jY8++ojIyEiaNm2qtOTbq1q9ejUzZ85kzJgxJCQk4ODgwMyZMwGwsbHh/PnzTJs2jXbt2pGTk4OjoyMdOnRA+nRtXVVle17fvn0JCQlh6tSpZGdn06tXL0aPHs3hw0VLEN27d48pU6awYcMG7O2LbpqrVq2ievXqzJo1S2UISFkadOlLbk42Bzf8QHZmOvYeVek7baHSGsvJT6LITCsesvVu2JLMtBTO7NxERkoSlo6u9J22QGlli7YDxyCRSNn945cU5OfhXK0OHYaNVxyXSmV8OHkehzb+yOa541HX1KJ603Y06z30tcrfbshYzuzcxKGNy8hMTUbP2BSXRh3wbt/v5ZlfYF+rKTkZKdw9uJXs1CQMbV1oMupLxaS/zKQ4pfjBrJREjn03QfE66OQegk7uwcy1Ki3GLShKk5zA5S3fkZuRiqaeIaYu3rSa+F2FLx/nXq85WWkpXN77C5mpSZjZu9Bl4jeKYeG0xFiluli7edP2k2lc3rOZS7s3YWRhQ8exsxVrvkqlUhIeP+T+hWPkZGaga2SCvU9t6vcYjEy96G9FW9+QrhO/4dLuTez9dhryggJMbBzoNG4OZvYuJcpY3jr0Gkhudha/rFhIZkY67t7VmfDlD0prLMfFRJKeWvy3/Cj4Ht/N/Ezx+o8NywBo2KoTwyfOAqBWwxYMHDOVgzu28PvaJVjaOjJ6xnzcfSr+h1YAdl96hKmBFjN718DSSJtbj5LoufAEcU+XnbIz01Ua3gZwszagkaclPeYfU3FG2O8XwcQNl5nUrSqLhtTlQVQqg344zaV3dNJRLW9HjqwvvtYWTy76ovLLvkuMnPNrZRVLwaNeC7LSUri0dwsZKUmY27vQfeK85663OKX11a3dfGg/cjoXd2/mwu5NGFna0GXcnBJrLL9M4w8/QSKTcWT9YvJzc7FyqULPKYsqfELtPv9ITPQ0mdzFC3MDTe48TmHg8gvEpxX1pNqYaCN/bjQpKimLAcsvMLdPNY7+XytikrPYcDKElYeDFGluPErm4zWXmd7Dm887eRIRn8mcHbfYc/Xt/mjHsXtxGOmo80lTJ0x1NXgQm87E7bdIfLrGspWBFm8yUNbWywKJBI78yyfQVmYYxvbt25k0aRJr1qyhfv36LF26lPbt23P//n0sLEqGkF24cIH+/fuzYMECunTpwrZt2+jRowfXrl2jatU3H3Esi6SwvMdR36JNmzbx+eefk5ycXNlFeWds9lM9S/u/ICiu7FjOfzNL/Yr7NcnK5mtR8etPV6aucw5UdhEqTO69yy9P9C/13YrJlV2ECjP/1+svT/QvZe/4dtZBrwyl/SLg2/Dz1fJbmWR4XYeXJ3pO/fr1qVu3LitWrACKlva0t7dn3LhxTJ8+vUT6vn37kpGRobRaWIMGDfD19WXNmor5Fd2K/8kxQRAEQRAE4Z0lLcctJyeH1NRUpe3FZW6fyc3Nxd/fX7FsLxSNeLZp04aLFy+qzHPx4kWl9ADt27cvNX15EI1lQRAEQRCE95hEIim37dmyts9vCxYsUPm+8fHxFBQUlJjbZmlpSUyM6h94iYmJea305eFf3VgeOnSoCMEQBEEQBEF4R8yYMYOUlBSlbcaMGZVdrH/ktSf4CYIgCIIgCP8d5Tm/T1NTE01NzZcnBMzMzJDJZDx58kRp/5MnT7CyUr2Mp5WV1WulLw//6p5lQRAEQRAE4Z+prKXjNDQ0qF27ttLvd8jlco4fP67yV46h6NePX/y9j6NHj5aavjyInmVBEARBEAShUkyaNIkhQ4ZQp04d6tWrx9KlS8nIyGDYsGEADB48GFtbW0Xc84QJE2jevDnff/89nTt35vfff8fPz4+1a9dWWBlFY1kQBEEQBOE9Vpm/dt23b1/i4uKYPXs2MTEx+Pr6cujQIcUkvvDwcMVvWgA0atSIbdu28X//93/MnDkTd3d39u7dW2FrLINoLAuCIAiCILzXKvNHSQDGjh3L2LFjVR47depUiX19+vShT58+FVyqYiJmWRAEQRAEQRBKIXqWBUEQBEEQ3mOSyu5afseJxrIgCIIgCMJ7TIQZlE18PoIgCIIgCIJQCtGzLAiCIAiC8B4TYRhlE41lQRAEQRCE95hoKpdNhGEIgiAIgiAIQilEz7IgCIIgCMJ7TIRhlE00lv9jolNzK7sIFcbVTKuyi1BhLLQ1K7sIFeZJZnZlF6FCDelbt7KLUGGqmDet7CJUmMljv6vsIlSY3pM/qewiVBhPK93KLsJ/kggzKJv4fARBEARBEAShFKJnWRAEQRAE4T0mwjDKJhrLgiAIgiAI7zHRVC6bCMMQBEEQBEEQhFKInmVBEARBEIT3mIjCKJtoLAuCIAiCILzHpCIQo0wiDEMQBEEQBEEQSiF6lgVBEARBEN5jIgyjbKKxLAiCIAiC8B6TiDCMMokwDEEQBEEQBEEohehZFgRBEARBeI+JMIyyicayIAiCIAjCe0yshlE2EYYhCIIgCIIgCKUQPcuCIAiCIAjvMRGGUTbRs/yG1q5di729PVKplKVLlyodCwsLQyKREBAQUGr+U6dOIZFISE5OrtByCoIgCIIglEUiKb/tv0j0LL+B1NRUxo4dy5IlS+jVqxeGhoZKx+3t7YmOjsbMzKySSvhqAk/9xe2ju8hKTcLYzpkGfUdj7lSl1PQP/c9y/a9fSE94gr6FDXU+GI591bqK41mpSfjt2Uhk4DVyMzOwcq9K/b6fYmhhq0iTmZKI3+4NRN0LIC87EwNLO2p06ItTrSb/qC7Xjv7J5QM7yEhJxMLBlTaDP8PG1bPU9Pcun+bszs2kxMdgbGlLi34f4+pbX3G8sLCQc7s2c+PkQXIy07H18KHdsPGYWNkBEH73Br/Nn6zy3IO/XIG1a9HnGHjpNJf2bSMxJhIdfUNqte1O/S4f/qO6FhYWcvj3n7l07C+yMtNxrlKNXiMnYW5jX2a+cwd3c+rP30lLTsTGyZUPRkzAwd1bcTw+JpK/Nq/i4b2b5Ofl4elbnw8+noC+kQkAibHRHN2xmeDb10hNTsTQ2IxazdrRptcg1NTV/1Gdnq/b8R0b8Tt+gOyMdByqVKXbxxMxs7YrM9+lw3s499d20pMTsXJ0pcuw8di5eSmOr//yc8Lu3lDKU7dNV7p/Mknxev/GZYTfv82TiDDMbR0Yu3h9udTpdTR1NqKVuykGmjIiU3LYefMJ4cnZKtM2dDSknr0h1gaaAEQkZ/PX3bhS01ekG8f3ce3QTjJTEjGzd6H5gDFYuZR+/T24eoZLezaTGv8EI0tbGvcZgVP1eirTntjyI7dP/U3TfqOo2a6n0rGHNy5zZd9W4h8/RE1dA9sq1egybm55Vu2NNa7lysTBbajl7YC1uSEfTlzLX6duVnaxXqqNhymdvCww1FYjIimLLX6RhCZkqUzbwtWEJi7G2BlqAfAwMYsdN6KV0muqSenra01tewP0NNSIy8jlyP14TjxIeCv1ed690/u58/SZZ2LnTL0PP8WslGdectQjAvb/SkJ4MBmJsdTp/QnerXoopXny4DZ3ju4iISKYrJREWoz8Pxx8G76Fmghvm+hZfgPh4eHk5eXRuXNnrK2t0dHRUTouk8mwsrJCTe3d/S4S6neaK7vW4dv5I7rNXI6JnQtHls0iKzVZZfonIXc5/fMi3Bu1o9vM5TjWaMiJNV+TFBkGPG3krPmatPhoWn86m+4zl6NrYsHhH2eSl1P88D67+XtSnkTSevRsevzfKhx9G3Fq/UISIkLeuC6Bl05xYutPNP5gIEO/WY2Fgwt/LJpBRkqSyvSPg+6wb+V8qjfvwNBvVuNeuzG7f5hLXMRDRZrL+7fjf2Qv7YdPYNCXy1HX1OKPRTPIz80FwNbDm89WbFfaqrfoiKG5FVYuHgCE3LjC/tUL8G3dhREL19Fu6Hj8Du3C/8jeN64rwMm92zj79y56j/qCCQt+QkNLi7VfTyYvN6fUPNfPH2ffppW0+3AoE79dj42jG2u/nkza088oJzuLtV99gUQCo+cuZdy8leTn57FhwXTkcjkAsZHhFBYW0nvUZKb+sIVuw8Zy8cif/L1t7T+qz/PO7vudSwd30/3jiXw6bxUaWlpsnj+VvKefuyq3Lpzg4JbVtOw1hDEL12Ll6Mqm+VNJf+Hfv07rzkz7aZdiaz9gVIlz1WrZkWoNW5RbfV5HTVt9PqhqwaF78Xx7KozI1BzGNLJHT0OmMr27mQ7+kaksPx/OkjOPSMrKY0xjewy13u59J+jKKc5uX0v9bgPoN2clZvYu/Lnkf2SWci+JDr7DoZ8W4N20A/3nrsKlZiP2L/+ShMdhJdKG+J8nJuQeukamJY4F+53lyPrFeDdpx0dfrqb3jCV41G9ZzrV7c7ramtwKiuTzBdsruyivrL6jER/VsmHPrRhm/R1EeFI2U1u6YKCp+m/Ky1KPi2HJzD8ewpdHgknMzGNqK1eMtYvTD6hlQ3UbfVafD2fa/nscvhfH4Dq21LQ1eFvVAuCh3xn8dq2jRueP6DJjGca2zhxbPoustGSV6fNzc9Azs6JWj6FoGxiXkiYbYztn6vcdXYElfzsk5fjff1G5NJblcjmLFy/Gzc0NTU1NHBwcmDdvHgC3bt2iVatWaGtrY2pqysiRI0lPT1fkHTp0KD169OC7777D2toaU1NTPvvsM/Ly8hRpVq1ahbu7O1paWlhaWtK7d+8yy3P+/HlatGiBjo4OxsbGtG/fnqSkp42CnBzGjx+PhYUFWlpaNGnShKtXryryPguPOH78OHXq1EFHR4dGjRpx//59ADZt2kS1atUAcHFxQSKREBYWpvT+qsIw/v77bzw8PNDW1qZly5Yl8gwfPpzq1auTk1PU4MnNzaVmzZoMHjz4Ff4FXt+d43vwaNwB90btMLJ2oFH/sahpaPLg4hGV6e+e/BNb79pUa9cbI2sHanUbjKm9K4Gn/wIgNTaSuIf3aNh/LOZOHhha2dGo/2cU5Oby8OopxXliQwPxatkVc6cq6Jtb49upPxo6uiQ8evDGdbl6cBc1WnakevMOmNk60n7YBNQ1Nbl1+rDK9P6H9+BSvS71u3yIma0jzfoMxdLJjWtH/wSKGv5+h/bQsPsA3Gs3wsLBhS6fTiM9OYEg//MAyNTU0TMyUWzaegYEX7tItWbtkTwdh7pz7hjutRtRs3VXjCysca1Znwbd+nN5/x8UFha+UV0LCws5s38HbXoPomq9ptg4udJ/3P9ITUrg9pVzpeY789cfNGjThXqtOmFl70SvUV+grqnFleMHAAi7d4vEuBj6jZ2JtaMr1o6u9B83k8ch9wm+dQ0Az5r16Td2BlV862FqZUPVuk1o0a0fty6deaO6qKrbhb930qLnILzqNsHK0ZXen80gLSmewKul1+38gR3Uad2Z2i07YmHnRLePJ6GuoYX/yYNK6dQ1tNA3MlFsWjq6Sse7DBtPg/YfYGxpUy71eV0tXU248CiFy+EpxKTl8kdADLkFcho4GqpMv8U/mnMPk4lMySE2PZffrscgBTzMdVSmryjXD++marMOeDdtj6mtI60Gj0dNQ5O7Z1VffwFH9+JYtQ61O/bBxMaBhj2HYO7oxo0TfyqlS0+K59S2VbQfOQ2pTLmxJi8o4PRva2jS5xOqteyCsZUdpraOeNRrXmH1fF1Hzt/ly1X72Xfy3e9NfqajpxmnghM5G5pEVGoOG688JqegkGauJirTr74QzvEHCYQnZROdmsP6yxFIJeBtpa9I426uw9nQRO7FZhCfkcfJ4ETCk7JwNXu7f6eBJ/bg3rgDbg3bYmTtQIP+Y5FpaBF8QfUzz8zJgzo9R+BcpzlSNdUjZ7Y+dajZbTAOvo0qsuhvhVRSftt/Ubk0lmfMmMHChQuZNWsWd+/eZdu2bVhaWpKRkUH79u0xNjbm6tWr7Nixg2PHjjF27Fil/CdPniQkJISTJ0+yefNmNm3axKZNmwDw8/Nj/PjxfPXVV9y/f59Dhw7RrFmzUssSEBBA69at8fb25uLFi5w7d46uXbtSUFAAwNSpU9m1axebN2/m2rVruLm50b59exITE5XO87///Y/vv/8ePz8/1NTUGD58OAB9+/bl2LFjAFy5coXo6Gjs7cse/o6IiKBnz5507dqVgIAAPv74Y6ZPn66UZtmyZWRkZCj2/+9//yM5OZkVK1a85NN/fQX5eSSEB2Pj6avYJ5FKsfb0JTb0nso8caH3sPGsqbTP1ru2In1BftGXG5m6htI5perqPAm5q9hn4eLFQ78z5GSkUSiXE3r1NAV5uVh5VH/jusQ8DMLRp5bS+zr51CIy+K7KPJHBd3GsWktpn3P1OkQGBwKQEhdDRkoiTlWL66upo4uNqydRD1SfM/jaRbLSUqnWrL1S2dSe+zwA1NQ1SEuMIzX+yetV9KnEJ9GkJSfiUb2OYp+2rh4O7l48un9bZZ78vDwehwTh/lweqVSKR/XaPAq6o0gjQaIUTqGuoYFEIuXhvdIf9tmZ6ejol08PUVJsNOnJibhWq63Yp6Wjh52bFxEP7qjMk5+fR1RokFIeqVSKa7VaJfLcOHeM+R93Z9kXwziybR25OW8/XKE0MgnYG2lxPy5Dsa8QuB+XibOJ9iudQ0NNilQqITO3oIJKWVJBfh6xjx5g7618/dl71yQ6RPW1Eh0SiL238r3EsWptYp5efwCFcjlH1i2mdofemNo6lThH7KMHZCTFI5FI2DZ3DOsn9ufPJf9T2TstvBqZVIKTiQ53YtIU+wqBOzFpuL1iw1ZTJkUmkZCRm6/Y9yAuk1p2horeZi9LXawMNLkVnVbaacrds2eedRVfxb5nz7y4h6qfeYLwvH88XpeWlsaPP/7IihUrGDJkCACurq40adKEdevWkZ2dzZYtW9DVLerFWbFiBV27dmXRokVYWloCYGxszIoVK5DJZHh6etK5c2eOHz/OJ598Qnh4OLq6unTp0gV9fX0cHR2pWbNmqeVZvHgxderUYdWqVYp9Pj4+AGRkZLB69Wo2bdpEx44dAVi3bh1Hjx5lw4YNTJkyRZFn3rx5NG9e1Esxffp0OnfuTHZ2tqKHHMDc3BwrK6uXfkarV6/G1dWV77//HoAqVapw69YtFi1apEijp6fHr7/+SvPmzdHX12fp0qWcPHkSA4PSGyI5OTmKnuhn8nNzUNPQLLM8OempFMrlJYaWtA2MSHkSoTJPVmoS2gZGSvu0DIzISi3qsTeyskfXxBz/vRtp9NE41DS1uHN8L5lJ8WSmFH8RafHxDE6tX8i2yX2RSGWoaWjSatQsDCzerDcvMy2FQrkcXUPluugYGpMQrbouGclJ6L5QF10DYzKSi8qZ/vR/dV/4fHQMjEsN7bh5+iDO1WtjYGqu2OdcrQ4ntq4h7PY1HL19SXoSxZWDOxXvYWj+8r+dF6UmF8X56Rspl03f0ITU5ERVWchIS0EuLyiRR8/QhNjIcAAcPXzQ0NJi/y9r6DRgJIWFhRz49Sfk8gJSk1THFsZHP+bcwd10HTzmteuhyrPPXc/wxXIak1ZK3TJTU5DL5SrzxEeFK17XaNwaIzNL9E3MiHkUwpFta4mPiuCjyV+VS9n/KV1NNWRSCWnZ+Ur703LysdR7tYZKN29zUrPzuR+XWRFFVCkrreheovPC9aRjYExSKddfZkoSOqqurdTia8vv4B9IZDJqtOmh8hypcTEAXN73K037jsTAzIprh3eya/EUBs/fgJbe2x3i/y/Q15Qhk0pIeeFvMDU7HxuDsp8pz/StaU1SVh53ootHj7f4RTK8vh3LevqQLy+ksLCQDZcfcz82o4wzla/iZ56R0n5tfSNSS3nmvW/+q+ET5eUfN5YDAwPJycmhdevWKo/VqFFD0VAGaNy4MXK5nPv37ysayz4+PshkxXF51tbW3Lp1C4C2bdvi6OiIi4sLHTp0oEOHDnzwwQcl4oSfCQgIoE+fPiqPhYSEkJeXR+PGjRX71NXVqVevHoGBgUppq1cv7um0trYGIDY2FgcHhzI/D1UCAwOpX7++0r6GDUtOAmjYsCGTJ0/m66+/Ztq0aTRpUvaktwULFvDll18q7Ws9eBxthkx47TL+U1KZGq1G/h/nf/3xaUNYio1nTWx96sBzIQfX//qF3Kx02k+Yj5aeAY8CLnJq/QI6frEYE1vnt17u8pCaEMfDm/50H/d/SvtrtOxEcmwUu76fRUFBPprautRu/wHnd29RhGq8jP+ZI+z86XvF649nLioj9ZvTMzRi8BdfsmvtEs79vQuJRErNJq2xc/FAIik5AJWSEMfab6ZQvWELGrTt+kbvGXD2KPvWLVG8HjR9wRuX/2Xqtikuo5WDC/rGpmz8+gsSYiIxtbItI+e/Qxt3E2rZGbD8XDj58jcL8XlXxIY94MbRvfSbs7LU66SwsCiOvm7n/rjVaQpAm+Ff8PMXA3ngd5ZqLTq/tfIKRbp4W9DA0Yj5x0LIe+5vsF0VM9zMdFhy6iHxGblUsdBlSF1bkrPyuBOTXsYZhbfpv7qKRXn5x41lbe1XGyIsi/oLM+klEoliUpG+vj7Xrl3j1KlTHDlyhNmzZzN37lyuXr2KkZFRhZTnxTI9u2E/K1NFkcvlnD9/HplMRnBw8EvTz5gxg0mTJintW3bh8UvzaeoZIJFKFb3Cz2SlJqNtoDo2TdvAuMTkv+zUZKXeaTNHd7r/bwW5WRnI8/PR0jfkr0WfY+bgDkBqXDSBp/6ix6zVGNs4AmBi58KT4DvcO72fRh+Ne2nZX6Sjb4hEKi3R45uZklSit/kZXSNjMl6oS0ZqErpPV33Qe/q/GalJ6BkXTyzKTE3CwsG1xPlunTmMtr4BbrWUvwBJJBJa9PuEZh8OJyM5CR0DQ8LuXAfAyML6lernU7cJjs+tWJH/NJY/LTkJA+Pi1VbSUhKxdXJTXV99Q6RSGWnJyp9RekqiYqULgCq+9Zi56nfSU5ORyWRo6+ozd0QPfF+I4U1JjGfVnAk4ValKn0+n8Ka86jTGXqluuU/LlYT+c597ekoS1qXUTcfAEKlUWmIyX3pKkuLfURX7pytlJL4jjeWMnHwK5IXovzA5T19TjbSc/FJyFWnlZkIbD1NWno8gKrX0SZ4VQVu/6F7y4mS+zNQkdEq5/nQMjcl84d6TmZqkGMmJDLpFZloyG6cMVBwvlMs5t30dAUf3MuzbLegYFv3bmtgUd16oqWtgaG5FWkJseVTtvZOWU0CBvLDEBFEDLTWSs8r+G+zkZU4XHwsWHQ8h4rnVWNRlEvrUsGLpmTBuRBWFXUQkZ+NorE0nL/O31lgufuYlK+3PSktGq5TJe4LwvH8cs+zu7o62tjbHjx8vcczLy4sbN26QkVE83HL+/HmkUilVqpS+RNmL1NTUaNOmDYsXL+bmzZuEhYVx4sQJlWmrV6+usixQFB6ioaHB+fPnFfvy8vK4evUq3t7eKvOUBy8vL65cuaK079KlSyXSffvtt9y7d4/Tp09z6NAhNm7cWOZ5NTU1MTAwUNpeFoIBRZPTTB3ciL5fvJRWoVxO9P0ALEpZ7sncxZPo+wFK+yLvXVeZXkNbFy19Q1JiI0l4FIxDjaJGZH5u0U30xd4iiVT6xhPeZGrqWDl78OhpI/RZXcLuXMfWTfW/qa2bt1J6gLDb17B92oAyNLdC19BEKU1OZgZRIfewcVc+Z2FhIbfOHManSRtkpax+IpXK0DcxQ6amTuDFk9i4e5cYti6NlrYOZtZ2is3S3gl9IxMe3PJXpMnOzCD8QSCOVaqqPIeaujp2rh5KeeRyOQ9uXsPRw6dEej0DI7R19Xlwy5/0lCR86haPxKQkxLFq9njsXKrQ77PpSKVvfgvR1NbB1MpWsVnYOaFnZELI0wmFz+r2ODgQe/eS5QRQU1PHxsWD0OfyyOVyQm9fKzUPQHRY0ZfR5xvllamgsKgR4WFePAonAaqY6/AwUfWyXQCt3UxoX8WUNRcilBopb4tMTR0LR3ciApWvv4jAAKxdVV9/1q5eRAQGKO0Lv3MNq6fXn2ejNgz4cg0fzV2t2HSNTKnVoTc9JhVNHLdwckempk5STHHnQEF+PqkJTzAwtSznWr4fCuSFhCVmKk3OkwA+VnoEx5ce2tPZ25zuVS359kRoib9VmUSCmkzKi3d3eWHJ50BFKn7mBSj2FcrlxNwPwNy59CUO3ydiNYyy/ePGspaWFtOmTWPq1Kls2bKFkJAQLl26xIYNGxgwYABaWloMGTKE27dvc/LkScaNG8egQYMUIRgvs3//fpYtW0ZAQACPHj1iy5YtyOVyRWN7xYoVSiEgM2bM4OrVq4wZM4abN29y7949Vq9eTXx8PLq6uowePZopU6Zw6NAh7t69yyeffEJmZiYjRox448/gypUreHp6EhkZqfL4p59+yoMHD5gyZQr3799n27ZtigmMz1y/fp3Zs2ezfv16GjduzJIlS5gwYQKhoaFvXK6y+LT+gKBzh3hw8RjJ0eFc+G0l+Tk5uDdsC8CZTd/ht7e4se7dsjuP7/hz+9hukmMiuL7/VxIePcCrefHw9kP/s0QH3SQtLppHNy5y5Mf/4VCjAbZPJ/8YWdmjb27DhW3LiQu7T2pcNLeP7Sbq3nVFg/pN1O3Yixun/ubWmSPERz7i8MZl5OVkU6150WS7/WsWcXr7BkX62u0/4OHNq1z5ewcJUeGc27WFmNAgarXtDhTdxOt0+IALe7fxwP8CcREPOfDTYvSMTPGo3VjpvR/duU5KXAw1WnQsUa7MtBSuH/+LhKhwnjwK5tiWldy/fIbWA998mSGJREKzLn04tnMLt6+eI/pRCNuWzcPA2JSq9YrDdlbP/Zxzf+9SvG7W9UMuH9vP1ZMHefI4jF1rvyc3J4t6rTop0lw58TePgu4QHxOJ/+kjbPluDs269MHCtqj37llD2djMkm5DxpCemkxqUkKpMc1vUrdGnXpzas8vBPqdJyY8lF0rF6BvbIZX3eK6/fz1JC4d2qN43bhzH/xO7Ofa6UPEPn7EvvU/kJuTTe0WHQBIiInk5K4tRIbeJyk2hkC/8+xctRAnr+pYORaPFCTERBIdFkx6ciL5ublEhwUTHRZMfn7xyjwV6WRIIo0cDalnb4ClngYf1rBEQyblcngKAANrWdPVuzgmvo27CZ29zNh2PYaEzDz0NWXoa8rQkL3dh1XN9j25c/oggeePkhgVzslflpOfk413k3YAHFm3mPM7f1ak923bg/Dbflw7tJPE6HAu7f2F2LAH1GhVdP1p6xlgauektEllaugYGmNsXTSZWlNbl2otOnPpz194dNufpOgITv6yHAC3uk3fav1Lo6utQXUPW6p7FI1cONmaUt3DFnurd7cn8+C9eFq4mdDE2RgbA02G1rNDUyblTGjRnIFRDe350Ld4rkVnb3N6Vbdi3aUI4jNyMdRSw1BLDU21oqZFdr6cwCfp9K9pjaeFLua6GjR1MaaJszH+ESlvtW5erT7gwfnDhFwqeuZd+n0l+TnZuD195p3b9D3X9m5SpC/IzyMxIoTEiBDkBflkJieQGBFCamyUIk1edpYiDUB6QgyJESGkJ/77RjfEahhlK5cFOWfNmoWamhqzZ88mKioKa2trPv30U3R0dDh8+DATJkygbt266Ojo0KtXL5YsWfLykz5lZGTE7t27mTt3LtnZ2bi7u/Pbb78pJu3Fx8cTElK8Rq+HhwdHjhxh5syZ1KtXD21tberXr0///v0BWLhwIXK5nEGDBpGWlkadOnU4fPgwxsZvfgPLzMzk/v37SsvdPc/BwYFdu3YxceJEli9fTr169Zg/f75ihY3s7GwGDhzI0KFD6dq1qPE5cuRIDhw4wKBBgzhz5oxSTHd5cKnTnOz0VK7v/+XpAu0utBv3lSKsIiMxTilW1dLVm+bDp3Jt3xb8/9yEgbktrT6dhfFzM9WzUhK5smtdUXiGoTFu9VtTo1N/xXGpTI22Y7/Ef89Gjq36kvycLPTNbWg6ZJLSj5u8Lq8GLchMTebcrs1kpCRh4ejKh1PnK8IwUuNjlXox7Dx86DpmBmd3bOLMHxsxtrKl58S5mNsXx0zX79KXvJxsDv+8lOzMdOw8qvLh1AWoaSivbnHz9CFs3b0xtVEdy3777FFOPl2H2MbNi/7/+67MH0t5FS17fERudjY713xHVkY6zp7VGDnrO9SfG1VIiIkiI634YVSzcWsyUpI5/PvPpCYnYuvsxif/951SGEZsZDh/b11LZnoqxuZWtOk1iGZdi39A5f4NP+JjIomPieSrkb2UyvT9rvJZPq5pt37k5mTx59rvyc5Mx6FKNYbMWIT6c5974hPlulVr1IqM1BSO/7GJ9ORErJ1cGTJjkSIMQ6amTsgtfy78vYu8nCwMTS3wqdeUFj0HKb33np++VfrhkpXTPgHgi+W/YWzx+pMxX9f1yDT0NGR08jLHQFPG45QcVl+MIC2naHULYx11pR66xs7GqMmkjKinHEZy8F48B+/FV3h5n/Go14KstBQu7d1CRkoS5vYudJ84TxGGkZYYh+S5EQhrNx/aj5zOxd2bubB7E0aWNnQZNwdTO6fXet/GH36CRCbjyPrF5OfmYuVShZ5TFqGlq//yzG9BLW9Hjqwvnj+yeHLRNfPLvkuMnPNrZRWrTJcfJaOvKaNXDSsMtdQIT8ri25MPSX066c9UV+P5KSi0djdDXSZlQjMnpfPsvhnDnltFK/6sPPeID32tGd3YET0NGfEZuey4Ec3xt/yjJM51mpGTnkLA/l8Vz7zWY5975iXFIXmupZeVksj+BeMVr+8e283dY7uxdK9G+4kLAUgIf8CRpTMUafx2Ff2QkWuD1jQerBwiKfy7SQrfdPxbeCctPPHmP+7xrrPQL59fiXsXWWi/2mzzf6Os/Le3lFllOBuWWtlFqDBVzLUquwgVZvLY7yq7CBWm9+RPKrsIFcbTSvflif6l/tda9dyMt+FskOqVnt5EU493d/TkTb27PzEnCIIgCIIgVDixGkbZxM9dC4IgCIIgCEIpRM+yIAiCIAjCe0x0LJdN9CwLgiAIgiC8x6QSSbltFSkxMZEBAwZgYGCAkZERI0aMID299PW6ExMTGTduHFWqVEFbWxsHBwfGjx9PSsrrrcYiGsuCIAiCIAjCO2/AgAHcuXOHo0ePsn//fs6cOcPIkSNLTR8VFUVUVBTfffcdt2/fZtOmTRw6dOi1lwsWYRiCIAiCIAjvsX9DGEZgYCCHDh3i6tWr1KlTB4Dly5fTqVMnvvvuO2xsbErkqVq1Krt2Ff/mgKurK/PmzWPgwIHk5+ejVsqPib1I9CwLgiAIgiC8zyTlt+Xk5JCamqq05eTk/OMiXrx4ESMjI0VDGaBNmzZIpVIuX778yudJSUkp+sXjV2wog2gsC4IgCIIgCOVkwYIFGBoaKm0LFiz4x+eNiYnBwsJCaZ+amhomJibExMS80jni4+P5+uuvywzdUEU0lgVBEARBEN5jknL8b8aMGaSkpChtM2bMKPW9p0+fjkQiKXO7d+/eP65jamoqnTt3xtvbm7lz575WXhGzLAiCIAiC8B4rz0UsNDU10dR89V+l/eKLLxg6dGiZaVxcXLCysiI2NlZpf35+PomJiVhZWZWZPy0tjQ4dOqCvr8+ePXtQV3+9XwQWjWVBEARBEAShUpibm2Nubv7SdA0bNiQ5ORl/f39q164NwIkTJ5DL5dSvX7/UfKmpqbRv3x5NTU327duHlpbWa5dRhGEIgiAIgiC8x8pxfl+F8fLyokOHDnzyySdcuXKF8+fPM3bsWPr166dYCSMyMhJPT0+uXLkCFDWU27VrR0ZGBhs2bCA1NZWYmBhiYmIoKCh45fcWPcuCIAiCIAjvs3/D2nHA1q1bGTt2LK1bt0YqldKrVy+WLVumOJ6Xl8f9+/fJzMwE4Nq1a4qVMtzc3JTO9fDhQ5ycnF7pfUVjWRAEQRAEQXjnmZiYsG3btlKPOzk5UVhYqHjdokULpddvSjSWBUEQBEEQ3mOSf0vXciWRFJZHk1t4Z/zq/7iyi1Bhbj/JrOwiVJiwuIzKLkKFWfpB1couQoVybj2tsotQYUzqNK3sIlSYVk1cKrsIFWbnd+squwgVR9ugsktQYbIuzK+09/YPSy23c9V2+u/9G4kJfoIgCIIgCIJQChGGIQiCIAiC8B4TQRhlE41lQRAEQRCE95loLZdJhGEIgiAIgiAIQilEz7IgCIIgCMJ7TKyGUTbRWBYEQRAEQXiPSURbuUwiDEMQBEEQBEEQSiF6lgVBEARBEN5jomO5bKKxLAiCIAiC8D4TreUyiTAMQRAEQRAEQSiF6FkWBEEQBEF4j4nVMMomGsuCIAiCIAjvMbEaRtlEGIYgCIIgCIIglEL0LAuCIAiCILzHRMdy2d6bnuUWLVrw+eefK147OTmxdOnSSiuPIAiCIAjCO0FSjtt/0HvTs7x7927U1dXfynutXr2a1atXExYWBoCPjw+zZ8+mY8eOb+X9X1VhYSGnd27i+sm/yc5Ix96jKh2HT8DU2q7MfFeP7OXi/j9IT0nE0sGVDkPGYevmqTh+7fh+bl84QXTYA3KzMpmy7k+0dPWUzrFs/EekxD9R2teq38c07ta//Cr4nNBzB3hwYjfZaUkY2jhTvecoTBw9VKZNjX5E4KGtJEeEkJkUS7UeH+PWvHuJdFnJCdzZv4mYQH8K8nLQM7OmVr8JGDu4V0gdXke7KmZ0rWqBobY64YlZbLzymJD4TJVp6zoY0qOaFVYGGsgkEmLScjhwJ5azoUlvudSqFRYW8vNPK9m/dyfp6WlUq16TSdNnYefg+Er5t25az9qVS+ndbyDjvpiudOz2zQDWr15G4O1bSGVS3Dw8+W7ZT2hqaVVEVUoY1acxEwe2xNJUn1sPopj07R787oarTKsmkzJlWBsGdq6DjbkhQY/i+L8V+zl68Z4izb0//w9HG5MSedfsOMfExbsrrB6qDGnuzOi27pgbaHH3cQqztt8k4FHpf1MG2upM6+5NR18bjHTUiUzMYs6Om5y4U3yfsDLUYuYHPrTysUJLQ0ZYXDqTtlzjZnjyW6hRsTYepnTyssBQW42IpCy2+EUSmpClMm0LVxOauBhjZ1j0N/UwMYsdN6KV0muqSenra01tewP0NNSIy8jlyP14TjxIeCv1eRONa7kycXAbank7YG1uyIcT1/LXqZuVXawyjerZgIkDmmJposet4BgmLfkLv8DHKtOqyaRMGdyCgZ1qYmNmQFB4PP+36hBHLz9QmX7yoGZ8PboDK7afZ8qPByqyGkIl+M83lnNzc9HQ0MDEpOQDpKLey87OjoULF+Lu7k5hYSGbN2+me/fuXL9+HR8fnwovx6u68NfvXDm8h+6fTsPIwopTOzaxbeF0Rn/7M2oaGirz3Ll4kqO/rqHT8M+xdfPk8sHdbFs4jTHfb0LX0BiAvNwcXGvUxbVGXU78vr7U92/eeyi1WnVWvNbQ0i7fCj71+PpZbu1dj2+fzzB29CDk9D4u/DSbtjPWoKlvVCJ9QV4OOqZW2NZows29qsufm5nOmWVTMXOvRqORc9HUMyA9Lgp1HT2V6d+mhk5GDKpry/pLEQTHZdLJ25wZbVyZtDeQ1Oz8EukzcgrYeyuGyJRsCuSF1LIz5NPGjqRk53MzKq0SaqDsty0/s3v7VmbMnYe1jS0b1qxg8rhRbP7jTzQ1NcvMG3jnFvv27MDVveQXo9s3A5g6/lMGDP2YCZNnIpPJCH5wH4n07Qy49W7ry6LPuzNu4Q6u3g5nbP9m7Fs+khq9FxKXlF4i/dzRnejfsTZj5v3B/UdPaNvAk+2Lh9FyxDJuBEUC0GTID8hkxeX3drXi75Wj2X3sxlup0zPdatsyp1c1pv8WwPWHSXzcypWt4xvRbO5REtJyS6RXl0n4bXxjEtJyGLn2MjHJ2diZapOamadIY6ijzt4pzbhwP56BKy6QkJ6Ds4UeKc+leRvqOxrxUS0bxRfQDp7mTG3pwtS/7pOaU/L68rLU42JYMg/iM8grKKSLtwVTW7kyY/89krKK0g+oZYO3lR6rz4cTn5FLNWt9htS1Iykzj+uRqW+1fq9KV1uTW0GRbPnzItuXjKzs4rxU79bVWDS+E+O+3cvVO48Z27cR+34YRo3+S4hLyiiRfu6otvRv78uYhXu4/yiOtvU92L5wIC1HreFGULRS2tpetozoXo+bD6JLnOffQqyGUbZ3LgxDLpezYMECnJ2d0dbWpkaNGuzcuROATZs2YWRkpJR+7969SJ6bxjl37lx8fX1Zv349zs7OaD3tIXoxDAMgLS2N/v37o6uri62tLStXrlQ6Hh4eTvfu3dHT08PAwIAPP/yQJ0+KezlKe6+uXbvSqVMn3N3d8fDwYN68eejp6XHp0iVFXolEwk8//USXLl3Q0dHBy8uLixcvEhwcTIsWLdDV1aVRo0aEhIT8489UlcLCQq4c2k3THgOpUqcxlg6udB89jbTkeO75nSs136W/d1KzZSd8W3TA3M6JziM+R11Tk4DThxRp6nfsReNu/bF18yqzDJraOugZmSi2imosB5/ai1PD9jjWb4OBlQO+fcYg09Ak7PJRlemNHTyo1m04drWaIVNTPRoRdHwn2kZm1O7/OSaOHuiaWmHpWQs9M+sKqcPr6OxtwYkHCZwOTiQyJZv1FyPILZDTws1UZfq7T9K5Gp5CVEoOT9JyORgYR3hSFp4Wld/wLywsZMdvvzBo+EiaNG+Fq3sVZn45n4T4WM6dPl5m3szMTL6ZPZ0pM+eir29Q4vjKHxbTq+8ABgz9GGdXNxycnGnVtgMapXxRLG/jP2rOxr2X+OWvq9x7+IRxC3aSlZ3HkG71VKb/qFNtFm86xuELgYRFJrJu1wUOXwhkwsAWijTxyRk8SUhTbJ2a+BASEc/ZaxVzHynNJ63d2HY+jD8uhvMgJo3pvwWQlVtAv4ZOKtP3a+SIka46w9dcwi80kceJmVx6kMDd5xqKY9p5EJWUxaRfrhHwKImIhEzOBMbyKL5kQ6cidfQ041RwImdDk4hKzWHjlcfkFBTSzFV1h8zqC+Ecf5BAeFI20ak5rL8cgVQC3lb6ijTu5jqcDU3kXmwG8Rl5nAxOJDwpC1cznbdVrdd25Pxdvly1n30n3+3e5GfG92vCxn1X+eXANe6FxTJu8Z9k5eQypEttlek/al+TxZtPc/hiEGFRSazbc5nDF+4zoX8TpXS62hpsnNOXMQv3kJymenTh30AiKb/tv+idaywvWLCALVu2sGbNGu7cucPEiRMZOHAgp0+ffuVzBAcHs2vXLnbv3k1AQECp6b799ltq1KjB9evXmT59OhMmTODo0aIGlFwup3v37iQmJnL69GmOHj1KaGgoffv2fa33Kigo4PfffycjI4OGDRsqHfv6668ZPHgwAQEBeHp68tFHHzFq1ChmzJiBn58fhYWFjB079pXr/TqSY6NJT07EuWotxT4tHT1sXb2IfHBXZZ6C/DyiHwYp5ZFIpThXrcXjUvKU5fy+3/huZA/WzhjFhb+2Iy8oeP2KvIQ8P4/kx8GYe9RQ7JNIpZi7+5L46P4bnzfmzhWM7N24vGkhB2YN5MR3E3h48XB5FPkfkUklOJvqcOu5HuFC4FZUGh7mr/bgrWqlh7WBJoFPSvZuvm3RkY9JTIindr3ia0dPTx8vn+rcuVl2b+nSxd/QsHEz6tRvWOJYUmICd2/fxMjEhDHDB9CjfTPGjxzKzYBr5V4HVdTVZNT0tOPElSDFvsLCQk5cCaJeNSeVeTTU1ch+oecyKyePRjWcS32Pfh1rsXnf5XIr96tQl0mo7mDE2Xtxin2FhXDuXhy1XVQ3KNtWt8Y/NJF5/WoQsKgjx2e1ZlwHD6TPPXjbVbfi5qNkfvq4HjcWd+LwzJZ81NipgmujTCaV4GSiw50Y5evrTkwabq/YsNWUSZFJJGTkFv9bPojLpJadIcbaRYO9Xpa6WBlociu68kd2/gvU1WTUrGLDCb9gxb7CwkJOXA2hXlUHlXk0NNTIzlUetcjKzaNRdSelfUu/6MahC/c46fd2v5AKb9c7FYaRk5PD/PnzOXbsmKJh6eLiwrlz5/jpp59o167dK50nNzeXLVu2YG5uXma6xo0bM316UQyjh4cH58+f54cffqBt27YcP36cW7du8fDhQ+zt7QHYsmULPj4+XL16lbp165b5Xrdu3aJhw4ZkZ2ejp6fHnj178Pb2VkozbNgwPvzwQwCmTZtGw4YNmTVrFu3btwdgwoQJDBs27JXq/LrSU4piB5+FTjyja2isOPaizLQUCuVy9FTkiY+KeK33r9f+A6yc3dHW0+dx0F1O/L6e9OQE2g0a81rneZmcjFQK5XI09ZXLrKVvRHqs6li1V5GREMPDCwdxa9GDKm36kBT+gJt71iKVqeFYr/U/LfYbM9CUIZNKSMlWvsmnZOdja1h6HK62upTVfaqiJpMiLyzk50sR78SDOjEhHgATU+VecWNTU8UxVY4f+Zuge4H8tPl3lcejIov+7TetW8Xo8ZNxq+LJkQP7mDRmBJt+3/vK8dBvysxIFzU1GbGJyp9xbGIaVZwsVOY5duk+4wc059z1EEIfJ9CyrjvdW1ZDVkrYSLcWVTHS0+bX/VfLvfxlMdHTRE0mJT41R2l/XGo2rpaqRysczXRpXMWcPVciGLTyIs7muszv54uaTMoPB4pish3MdBnUzJl1x4NZdug+vk7GfPVhdfIK5Oy4pDrOu7zpK64v5S8tqdn52BiUHRL0TN+a1iRl5XEnuvjL6Ba/SIbXt2NZTx/y5YUUFhay4fJj7se+3V7z/yozI52n15tyB0BsYjpVHFW3E45dfsD4fk04FxBGaGQiLeu40r25j9L11qdNdXyr2NBkxKoKLf/b8B/tEC4371RjOTg4mMzMTNq2bau0Pzc3l5o1a77yeRwdHV/aUAZK9PQ2bNhQsUJGYGAg9vb2ioYygLe3N0ZGRgQGBioay6W9V5UqVQgICCAlJYWdO3cyZMgQTp8+rdRgrl69uuL/W1paAlCtWjWlfdnZ2aSmpmJgUHIYOScnh5wc5QdSXm4O6holb9q3zh3jwIYfFK/7T51f8gN5ixp07qP4/5YOrsjU1Diw4Qda9fsYNfW3Mwz+TxQWFmJs74ZP58EAGNm5khrziIcXDlZqY/lNZefJmfbXPbTUZFS11mdQXVti03K5+5Z7l48e3M/3C75UvF74w+s/hGJjoln+/UK+X7Gu1JjmQrkcgK4f9KFTtw8A8Kjihf/VS/y9bzcjx058g9JXrMnf72HV/z7kxo7pFBYWEhqZwJa/rjCka32V6Yd0q8/hi/eIjn83Y16fJ5VISEjLYerW68gL4VZ4MlZG2nza1l3RWJZKJNx8lMTCP4tGse48TqGKjQGDmjq/tcbyP9XF24IGjkbMPxZCnrxQsb9dFTPczHRYcuoh8Rm5VLHQZUhdW5Kz8rgTU/kjPO+jyUv3s2r6B9z4beLT6y2RLQeuKcI27CwM+fbzLnSZ8DM5uSVj1f91RGu5TO9UYzk9veimcODAAWxtbZWOaWpqcvLkSQoLC5X25+WVnNyhq6tbcYV8xffS0NDAzc0NgNq1a3P16lV+/PFHfvrpJ0Wa51fneBZ3rWqf/OmD/UULFizgyy+/VNr3wScT6TlqUom0HrUbKcUQ5+cXfW4ZKUnoGxf32mWkJGHl6Kry/XT0DZFIpSV6njNSktAz+mcTKG3cvJAXFJAc9wQzG/uXZ3hFmroGSKRSctKUy5ydloymgXEpuV5Oy8AYfUvlcupb2hN188Ibn7M8pOYUUCAvxFBLOdbaUEuN5KzSJ0IVAk+eTrx6lJSFraEm3atZvvXGcuNmLfGqWvwlMi+3qEyJCQmYmhV/KU1KSMDNo4rKc9y/d5ekxEQ+GfShYl9BQQE3rvuzZ8dvHD1/TXEuJ2flv3VHJxeexMSUW31KE5+cQX5+ARYm+kr7LUz0iUlQ3aMfn5zBh1M2oqmhhqmhLlFxKXwztgsPo0qumOBgZUyreh70m7qxQspflsT0HPIL5Ji90NNqbqBF3Au9zc88SckmXy7nufYjD2LSsDTUQl0mIa+gkNiUbIJilD+b4Jg0OtW0Kfc6lCZNcX0pPzoNtNRIziq7wdTJy5wuPhYsOh5CRHK2Yr+6TEKfGlYsPRPGjafhUxHJ2Tgaa9PJy1w0lstBfHLm0+tNeWTDwkSPmMQyrrfpvxZdbwY6RMWn8s2Y9jyMTASgpqcNliZ6XNz4mSKPmpqMJr5OfNqrAYYtZiOXF6o8t/Dv807FLHt7e6OpqUl4eDhubm5Km729Pebm5qSlpZGRUTw0VVZM8ss8P+Hu2Wsvr6IGpZeXFxEREUREFIcX3L17l+Tk5BLhFK9CLpeX6AX+p2bMmEFKSorS1nXYZyrTamrrYGJlq9jMbR3RMzLh4Z3iGM2czAwiQwKxdVddP5maOtbOHoTdua7YVyiX8/DOdexKyfOqnoQFI5FI0TUw+kfneZFUTR0jOzfigoonoRTK5cQ9uIGJo+rG1qswdfYiPTZSaV96bCQ6xqqH0N+WAnkhDxMyqWpd3AiTAFWt9QmKU710nCoSiQR12dvvatDR1cXO3kGxObm4YmJqxrWrxddqRno6gXdu4lO9hspz1K7bgI2/7WH9rzsVWxUvH9p06Mz6X3cik8mwsrHFzNyCiEdhSnkjwh9haV3xkzTz8gu4fu8xLesWLzMokUhoWdedK7fCSs8I5OTmExWXgppMSo9W1dl/+naJNIO61iM2KZ2D5wPLu+gvlVdQyM3wZJpUKf5yI5FAkyrm+IcmqszjF5qAk7mu0uQgFws9YpKzyCsoanBcDU0oEcbhYqFHZMKr/13/UwXyQsISM5Um50kAHys9gktZmhGgs7c53ata8u2JUB4mKk8Ck0kkqMmkvNiskheiNHldeHN5+QVcvx9Fy9puin0SiYSWdVy5crvsUYmc3Hyi4lOLrrcWVdl/tuiaOukXQu2BP1J/6ArF5h/4mN+P3KD+0BX/uoaypBz/+y96p3qW9fX1mTx5MhMnTkQul9OkSRNSUlI4f/48BgYGdO3aFR0dHWbOnMn48eO5fPkymzZteuP3O3/+PIsXL6ZHjx4cPXqUHTt2cOBA0fqIbdq0oVq1agwYMIClS5eSn5/PmDFjaN68OXXq1CnzvDNmzKBjx444ODiQlpbGtm3bOHXqFIcPl+8EME1NzRLDzOoarzbkKpFIqNehJ+f2bMXEyg4jcytO7diIvpEZnnWKZ/v+Mm8ynnWaULd9DwAadOrNn2sWYe3igY2rJ1cO7iIvO5sazdsr8qQnJ5KenEjSk6LGZGxEKBpaOhiaWaCtZ8DjoDtEhtzD0dsXTS1tHj+4y5FfV1OtSWu09ZR72sqDW4se+G/7ASN7t6dLx/1JQW42jvXbAOC3dQnahqb4dBkCFE0KTH1S9CVJXpBPVkoCyZGhqGlooWde1Ivl1rw7p3+cyv2jf2Dr24Sk8CDCLh2m5ocVMyHzdRy4G8voJo6EJmQSHJ9BJy8LNNWknA4u6oEc08SRxMxcfr9WtMxR96qWhCZk8iQtBzWZhJq2hjR1NWHDpdeLQ68IEomEPv0HseXntdjZO2Jla8vPa1ZgamZBk+bF4S4TR4+gacvW9PzwI3R0dXFxU17rWltbG0NDI8V+iURCv4HD2Lh2Ja4eVXDz8OTw/j8Jf/SQrxYteSt1W7btNOvm9Mc/MAK/O+GM7d8cHW0Ntvx1BYD1c/sTFZfK7JVF96S6Pg7YWBhyIygSW3ND/jeyPVKphCVbTiidVyKRMLhrXbYeuEpBgepRqYq27ngwPwypzc3wZK6HJfFJK1e0NWVsv/gIgB+H1CY6OUsRUrHlzEOGNnfhqz7V2XgqFGcLXcZ18ODnkyFK5/xzSnPGdfDgL/9IfJ2MGdDEialbr6ssQ0U5eC+ekQ3teZiQSWhCJu09zdGUSTnz9IvAqIb2JGXl8UdA0QhFZ29zelW3YtXTZeGe9Upn58vJyZeTnS8n8Ek6/Wtak5svJyEjD09LXZo4G7PtWtRbrdvr0NXWwNW++AuRk60p1T1sSUrNJCLm3Vij/XnLfj/Huv/rjf+9x/jdfczYvo3R0dJgy/6iDqP1s3oXXW9rjgBQ19sOG3NDbjyIKrreRrRGKpGwZOsZANIzc7kbqvxbARlZuSSmZJbY/28gvpeV7Z1qLEPRChHm5uYsWLCA0NBQjIyMqFWrFjNnzsTExIRff/2VKVOmsG7dOlq3bs3cuXMZOfLN1nj84osv8PPz48svv8TAwIAlS5YoJtdJJBL+/PNPxo0bR7NmzZBKpXTo0IHly5e/9LyxsbEMHjyY6OhoDA0NqV69OocPHy4Ri13ZGnXtR15ONgfWLyE7Mx0Hj2p8NH2B0hrLSU+iyExLUbz2adiSzNQUTu/cRHpyEpaOrnw0fSF6hsVhGP7H/uLM7i2K15u/Kor/7DZqCjWad0Cmrs6diyc5vWszBXl5GFlYUb9jLxp06l0h9bSr2ZSc9BQCD20lJzUJQ1sXGo36Eq2nk/6ykuKUenCyUhM5+d0Exevgk3sIPrkHM9eqNB27AChaXq7+8JncPbCFe0d+R8fEkmo9PsG+dosKqcPruBiWjIGWGn18rTHSVuNRYhYLj4UoJiWZ6aorhTNpqksZ3sAOUx0NcgvkRKVks/JsGBfDkiupBsr6Dx5OVlYW382fW/SjJDVq8e2yNUpfFKMiI0hJfr0HdJ+PBpGbm8OKJYtIS03F1d2D71esw9ZO9ez48rbzaABmRnrMHtUBS1MDbgZF0n38WsUkJHsrY+TP/ztpqjPn044425qSnpXD4fOBjJi9jZT0bKXztqrnjoO1CZv3XXkr9VBln38kJnqaTO7ihbmBJncepzBw+QXi04pG12xMtJXqFpWUxYDlF5jbpxpH/68VMclZbDgZwsrDxauF3HiUzMdrLjO9hzefd/IkIj6TOTtusefqm0/UfROXHyWjrymjVw0rDLXUCE/K4tuTDxVrmJvqavB8tGBrdzPUZVImNHNSOs/umzHsuVXUqFp57hEf+lozurEjehoy4jNy2XEjmuPv8I+S1PJ25Mj64vvk4sm9APhl3yVGzvm1sopVqp3Hb2FmpMvsT9pgaaLPzQfRdJ+0kdina5rbWxop9QZraqgzZ2RbnG2MSc/K5fDF+4z46o8S15vwfpAUvhgELPyr/er/dh8cb9PtJ29vuPVtC4v77856X/pB1couQoVybj2tsotQYUzqNK3sIlSYVk1cKrsIFWbnd+squwgVR7vkZPf/iqwLlTfxPiim/J6vHlbv7vrgb+qd61kWBEEQBEEQ3iIRhlGmd2qCnyAIgiAIgiC8S0TPsiAIgiAIwnvsv7qKRXkRjWVBEARBEIT3mFgNo2wiDEMQBEEQBEEQSiF6lgVBEARBEN5jomO5bKKxLAiCIAiC8D4TreUyiTAMQRAEQRAEQSiF6FkWBEEQBEF4j4nVMMomepYFQRAEQRDeYxJJ+W0VKTExkQEDBmBgYICRkREjRowgPT39lfIWFhbSsWNHJBIJe/fufa33FY1lQRAEQRAE4Z03YMAA7ty5w9GjR9m/fz9nzpxh5MiRr5R36dKlSN6wNS/CMARBEARBEN5j/4YgjMDAQA4dOsTVq1epU6cOAMuXL6dTp05899132NjYlJo3ICCA77//Hj8/P6ytrV/7vUXPsiAIgiAIwvtMUn5bTk4OqampSltOTs4/LuLFixcxMjJSNJQB2rRpg1Qq5fLly6Xmy8zM5KOPPmLlypVYWVm90XuLxrIgCIIgCIJQLhYsWIChoaHStmDBgn983piYGCwsLJT2qampYWJiQkxMTKn5Jk6cSKNGjejevfsbv7cIwxAEQRAEQXiPledqGDNmzGDSpElK+zQ1NUtNP336dBYtWlTmOQMDA9+oLPv27ePEiRNcv379jfI/IxrLgiAIgiAI77HyXMVCU1OzzMbxi7744guGDh1aZhoXFxesrKyIjY1V2p+fn09iYmKp4RUnTpwgJCQEIyMjpf29evWiadOmnDp16pXKKBrL/zHq0n9DmL7woqSM3MouQoXRVPuPR3vpm1Z2CSqMvaNJZRehwnha6VZ2ESqOtkFll6DiZKVWdgmEcmZubo65uflL0zVs2JDk5GT8/f2pXbs2UNQYlsvl1K9fX2We6dOn8/HHHyvtq1atGj/88ANdu3Z95TKKxrIgCIIgCMJ77N/Qzebl5UWHDh345JNPWLNmDXl5eYwdO5Z+/fopVsKIjIykdevWbNmyhXr16mFlZaWy19nBwQFnZ+dXfu//eJePIAiCIAiCUJZ/y4+SbN26FU9PT1q3bk2nTp1o0qQJa9euVRzPy8vj/v37ZGZmluv7ip5lQRAEQRAE4Z1nYmLCtm3bSj3u5OREYWFhmed42XFVRGNZEARBEAThvfZvCMSoPKKxLAiCIAiC8B6r6PCJfzsRsywIgiAIgiAIpRA9y4IgCIIgCO8x0bFcNtFYFgRBEARBeI+JMIyyiTAMQRAEQRAEQSiF6FkWBEEQBEF4j0lEIEaZRGNZEARBEAThfSbaymUSYRiCIAiCIAiCUArRsywIgiAIgvAeEx3LZRONZUEQBEEQhPeYWA2jbCIM4wWnTp1CIpGQnJxcqeUICwtDIpEQEBBQqeUQBEEQBEF4n4me5fdYYWEhJ3Zswv/EAbIz0nGoUpWuIz7H1NquzHyXD+/l/F/bSU9JxNLBlc7DxmHn5qXy/L8snEHwjSv0/+IrvOo2ASDmUQhn/9zGo3u3yUxLwcjcirptutKwU68KqSdA6LkDPDixm+y0JAxtnKnecxQmjh4q06ZGPyLw0FaSI0LITIqlWo+PcWvevUS6rOQE7uzfREygPwV5OeiZWVOr3wSMHdwrrB6qdK1qSW9fa0x01AlNyGTV2TDux2aoTNvYxZh+tWywMdRCTSohMiWbXQExHA+KV6TRUpMyoqE9DZ1NMNBSIyY1hz9vxXDgTuzbqpKSwsJC1q1ewZ97dpCelka1GjWZOnM2Do5OpeZZt2YFG35apbTP0cmZ7XsOKF7v3fUHhw8e4P69u2RmZHD0zCX09Q0qqhqvZFT32kzs2wBLEz1uhTxh0vIj+N2LUplWTSZlykeNGNi+OjZm+gRFJPB/a09w9GroWy61ar1q2TCwvj0muhoEx6bz/dFg7kanvTRfGy9zvunuzemgeKbtvqPYf2l6c5Xpl58IYeuVx+VW7ldx7/R+7hzdRVZqEiZ2ztT78FPMnKqoTJsc9YiA/b+SEB5MRmIsdXp/gnerHkppnjy4zZ2ju0iICCYrJZEWI/8PB9+Gb6EmJY3q2YCJA5oW/Q0GxzBpyV/4Bar+fNVkUqYMbsHATjWxMTMgKDye/1t1iKOXH6hMP3lQM74e3YEV288z5ccDKtO8CxrXcmXi4DbU8nbA2tyQDyeu5a9TNyu7WBVKrIZRtneiZzkvL6+yi/BeOrfvdy4f2k3Xjycy8puVaGhqsWXBNPJyc0vNc+vCSQ79spoWvQfz6YKfsHJ0ZcuCaaSnJJVIe/HvnSqHdqJCg9A1MKbX2JmM/e5nmn8wgGO/r+fyoT3lWT2Fx9fPcmvvejzb96flF0sxtHHmwk+zyUlLVpm+IC8HHVMrfLoMQVPfWGWa3Mx0ziybikQmo9HIubSZtpKq3YajrqNXIXUoTXM3E0Y2dmCr32M+23Gb0PhM5nXxxFBb9ffgtOx8fvOP4vPdd/h0+y2O3Ivji1Yu1LY3VKQZ1diROg5GLD4WzCe/3WDPzWg+a+pEAyejt1QrZb9s2sAfv/3KtJlzWL/ld7S1tfn8s5Hk5OSUmc/F1Y0DR08rtp9+/lXpeHZ2Ng0bNWHo8JEVWfxX1ruFF4tGt2HelrM0HLWBmyGx7FvUD3MjHZXp5w5vzsddazFp+WFqDvuJ9X9dY/tXvanhZvmWS15SG09zJrRyZf25MIZs9OdBbDpL+1bDWEe9zHzWhpqMb+nKVV4JPQAASY9JREFU9YjkEsc6Lb+gtH194B7ywkJO3o8veaIK9NDvDH671lGj80d0mbEMY1tnji2fRVYp95P83Bz0zKyo1WMo2gaq7yf5udkY2zlTv+/oCiz5y/VuXY1F4zsx7+fjNBy2kpvB0ez7YRjmxroq088d1ZaPe9Rl0pK/qDlgKev3XmH7woHU8LAukba2ly0jutfj5oPoiq7GP6arrcmtoEg+X7C9sovy9kjKcfsPqpDGcosWLRg/fjxTp07FxMQEKysr5s6dqzgukUhYvXo13bp1Q1dXl3nz5pU4R0REBB9++CFGRkaYmJjQvXt3wsLCFMeHDh1Kjx49mD9/PpaWlhgZGfHVV1+Rn5/PlClTMDExwc7Ojo0bNyryPAtt+P3332nUqBFaWlpUrVqV06dPl1mfXbt24ePjg6amJk5OTnz//feKY1999RVVq1YtkcfX15dZs2YpXq9fvx4vLy+0tLTw9PRk1SrlXq8rV65Qs2ZNtLS0qFOnDtevXy+zTP9UYWEhFw/uotkHA/Gq0xgrR1d6fjadtKR47vmdKzXfhQM7qN2qE7VadMTCzomuH09EXUOTa6cOKqWLDgvmwoEd9Ph0aolz1GrZkU5Dx+LsXQMTSxtqNG1LzRYduHv1bLnXEyD41F6cGrbHsX4bDKwc8O0zBpmGJmGXj6pMb+zgQbVuw7Gr1QyZmuqHe9DxnWgbmVG7/+eYOHqga2qFpWct9MxKPiQqUs8a1hy6G8uRe/GEJ2Wx7PRDcvLltPc0V5n+ZlQaFx4mEZGUTXRqDntvPiE0IRMfa31FGm8rPY7ei+NmVBpP0nI5eDeO0PhMqli83S8CUPR3un3bFoZ9MopmLVvj7lGFOV8vJD4uljMnj5eZVyaTYWpmrtiMjJUbKv0GDGbw8E/wqV6jIqvwysb3qc/GvwP45dBN7j2KZ9wPf5OVk8+QjqrL91Hbaizeep7Dl0MIi05m3b5rHL4cwoQ+9d9yyUvqX8+OP29Ec+DWE8ISMll06AHZeXK6VLcqNY9UAl929WLduTCikrNLHE/MyFPamrmb4f8omaiUkmkrUuCJPbg37oBbw7YYWTvQoP9YZBpaBF84ojK9mZMHdXqOwLlOc6Sl3E9sfepQs9tgHHwbVWTRX2p8vyZs3HeVXw5c415YLOMW/0lWTi5DutRWmf6j9jVZvPk0hy8GERaVxLo9lzl84T4T+jdRSqerrcHGOX0Zs3APyWlZb6Mq/8iR83f5ctV+9p38b/cmC6+uwnqWN2/ejK6uLpcvX2bx4sV89dVXHD1a3DiZO3cuH3zwAbdu3WL48OFKefPy8mjfvj36+vqcPXuW8+fPo6enR4cOHch9rtfzxIkTREVFcebMGZYsWcKcOXPo0qULxsbGXL58mU8//ZRRo0bx+LHyENKUKVP44osvuH79Og0bNqRr164kJCSorIe/vz8ffvgh/fr149atW8ydO5dZs2axadMmAIYPH05gYCBXr15V5Ll+/To3b95k2LBhAGzdupXZs2czb948AgMDmT9/PrNmzWLz5s0ApKen06VLF7y9vfH392fu3LlMnjz5zT/8V5AUG016ciKu1Ypvglo6eti6eRERdFdlnvz8PKIfBinlkUqluFarzePn8uTmZLNz+Tw6D5+AvpHJK5UnOzMDbd3yHwKX5+eR/DgYc4/iBodEKsXc3ZfER/ff+Lwxd65gZO/G5U0LOTBrICe+m8DDi4fLo8ivTE0qwd1cl2uPUxX7CoHrj1PwttIvPeNzfG0NsDfS4nZU8TnuxqTTwNkYU92iB3sNGwNsjbTwj0gp1/K/iqjIxyTEx1O3fvGQtJ6+Pj5Vq3PrZkCZeSPCw+nStjk9u7Rj9swpxESrDmd4F6irSanpYc0J/4eKfYWFcML/IfW8VYdFaajLyM7NV9qXlZNHo2r2FVrWl1GTSqhipc/VsOLRpkLgalgS1WxLv8aHN3YkMTOPv27GvPQ9THTUaexq8kppy1NBfh4J4cFYV/FV7JNIpVh7+hL38N5bLUt5U1eTUbOKDSf8ghX7CgsLOXE1hHpVHVTm0dBQIztXeWQ4KzePRtWdlPYt/aIbhy7c46RfSLmXWygfomO5bBUWs1y9enXmzJkDgLu7OytWrOD48eO0bdsWgI8++kjRmHzR9u3bkcvlrF+/HsnTcfyNGzdiZGTEqVOnaNeuHQAmJiYsW7YMqVRKlSpVWLx4MZmZmcycOROAGTNmsHDhQs6dO0e/fv0U5x87diy9ehXFx65evZpDhw6xYcMGpk4t2Qu6ZMkSWrduregl9vDw4O7du3z77bcMHToUOzs72rdvz8aNG6lbt66irM2bN8fFxQWAOXPm8P3339OzZ08AnJ2duXv3Lj/99BNDhgxh27ZtyOVyNmzYgJaWFj4+Pjx+/JjRoytuSC49OREAPUPl3jY9Q2PFsRdlpqYgl8vRfSGPrqExcZHhiteHtqzC3sMHrzqNX6ks4fdvc/viSQZOnf86VXglORmpFMrlJcIptPSNSI998zjHjIQYHl44iFuLHlRp04ek8Afc3LMWqUwNx3qt/2mxX4mBlhoyqYTkTOWHVVJWHvbG2qXm09GQsW1ITdSlEuSFsPxMmFKDe9XZMCa0cGbbkFrkF8iRAz+eesjtV4g3LW8J8UVD7CYmZkr7TUxNSUgoffjdp2p1Zn01DwdHZxLi49jw0yo+HT6IrTv3oaureki5MpkZ6qAmkxKbpBxrHpuUQRUHU5V5jvmFMr5Pfc7dDCc0KomWtZzp3tQTmbRyH1dGOuqoSSUkZrzwd5mRh5Op6pCSGnYGdKtuzaCNfq/0Hp2qWZGRW8Cp+3H/uLyvIye96H6ibWCktF9b34jUJxFvtSzlzcxIBzU1GbGJ6Ur7YxPTqeKoeqTq2OUHjO/XhHMBYYRGJtKyjivdm/sgkxb3w/VpUx3fKjY0GbFK5TmEd4NYDaNsFdpYfp61tTWxscUThOrUqVNq3hs3bhAcHIy+vnLvWHZ2NiEhxd9MfXx8kD53UVpa/n97dx5WY/r/Afx9TvtepGjRbolKyU7Wwdi3sUUoxliSbOVraSxjJ7JOk6WMZJ996CeGkWIoyWgvyp5StG/P749yxpFQp7p7Tp/Xdbmm7nPU+7mcqc+5n/v+3LpiSyJkZGTQtGlTse8LAN26/TdLJSsrC3t7e8TExHwwS0xMDEaOFN/c1aNHD+zcuROlpaWQkZHBrFmz4OzsjB07dkAoFCIwMBDe3t4AgNzcXCQlJcHFxQWzZs0SfY2SkhJoaGiIvoe1tTUUFRU/mLEqhYWFldZtFhcVQk5eodJzo65dxK8/7BB97uix8ZNfvyZib4Ui+d9IzNnk+1nPf56WgsBtq9BnrBPMbTrVSaa6wHEctAzN0W6oEwBA08AMr589RMr1P+utWK6p/KJSzD0RDUU5GdgaqGN2j5Z49roAd5+UF8MjrXXRRlcVq3+Pw4ucQli1UMe8XsbIyC1C5DtFdV04/8ev2Lz+W9Hn230O1OjrdO/pIPrYolVrtLOyxqghAxASfB4jRtfdRtL6tGTP/2Hf4iGIOvINOADJT14h4HxUlcs2GipleRl4DWuDjefjkZ1f8um/AGCYdXME33+BolKujtORj1my8zfs8xyNqOPu4DgOyY8zEfB7hGjZhoGOBrYuHIZhbodQWPR5/7aENER1VizLyYmvzRIIBCgrKxN9/rHZnZycHHTs2BHHjh2r9FizZv+9w/3Q9/jU960Lw4cPh4KCAs6dOwd5eXkUFxdj3LhxAMqvBQB++OEHdOkivpZQRkZGou+7ceNGrFmzRmxs7Nfu+OqbxZWe26Zjd7GOFaXF5ctZcrJfQU3rv5mrnOxXaGFk/sHvp6yuAaFQiNz3NvPlZr8SLbdI/jcSr54/wUbn4WLPCdrxLYzaWMHZy1s09uLRAxxZvwT2/Yehz5ipn3PJ1aagog6BUIjCN+KZC95kQaGKzTafQ1FdC2q64re71XQN8eTu9Rp/zep6XVCC0jIOmu9tmtJSksOrvKo3zXIAnrwuf5OVnJEHQy0lTLDTw90ncZCXEWB6F0OsPZ+Amw+zAAApGfkw1VbGuA4t6rxY7tW7H9q1/++NdnHF6zQz8yW03/l/PzMjAxat23z211VTU0fLlsZ4lPaw9sLWopfZeSgpLYPOexupdLRU8Czzw51NXmbnYfzq01CQk0FTDWU8efkG62f1RcrTrHpIXLWsvGKUlHFoovLe61JFDhm5lTcP62sqQk9TCVvH/TfR8XZy/NoyB0zwvYnH76xhtjHQgHFTZaz8+cPLxeqSgmr5z5P811li4/lvsqAowc+ThuBlVh5KSkqh00R8b4JOE1U8y/zwXaWXWbkY7/kjFORl0VRdGU9evsb6uYOQ8rj87qRtGz3oNlFF2OF5or8jKyuDnh2M8c3YrtDosxplZfSGpyGgbhgf1yBbx9nZ2eHEiRPQ0dGBunrtr2MNDw+Hg0P5zFNJSQlu376N+fPnf/C5bdu2RWhoqNhYaGgoWrVqJSp2ZWVlMW3aNBw+fBjy8vKYOHEilJTKb4Pr6upCT08PycnJcHR0rPJ7HD16FAUFBaLZ5fDw8E9ex/Lly7Fo0SKxsV9iPnxrWkFJGQpK/90C5TgOqppNkHwvAi2My4vjgrxcPE6MQecvRnzwa8jKyqGFSSsk34sQtYErKytD8r0IdB40CgDQa+RkdOw3VOzv7V3qgi+d5qJ1x/9my1+kpeDw+iXo4DAQAya6fPJaa0ooKwdNA3Okx9+FnlX59+fKypCeEAXTnkM/8ber1tSkLXJePBYby3nxGMpaOhLlrY6SMg4J6bmw1VdHWEr5mwEBgA4GGvgl+vPXcgoFgJxM+R0aWaEQcjJClHHiv8DKOE60JKouqaioiL2R5jgOTbW18c+NcLRqXf5mLzcnB//eu4sxX02s6stUkpeXi8ePUjF46PBPP5mB4pIyRMY/RV87Y/waGg+g/LZoXztjHPjp40sTCotL8eTlG8jKCDHKoQ3O/PXhu2T1paSMQ9yzN+hkrIWrCeV7QQQAOhlp4VTE40rPf5iRh8l+/4iNzXYwgbK8DLwvJuL5a/G7ZyNsmiPm6RskVtEesS7JyMqhaUtzPI27I2rtxpWV4VncHbTuPaze89Sm4pJSRMY9Qd+O5vj1avlrSCAQoK+9GQ6cCfvo3y0sKsGTl6/LX4N92uNMSDQA4PKtJHScskvsub4rxiLuYTq2/3iVCuUGhJZhfFyDKJZv3rwJJycnhISEQF9fH46Ojti6dStGjhyJtWvXwsDAAA8fPsTZs2exbNkyGBh8vA/wp+zduxcWFhZo27YtvL298erVq0qbDN9avHgxOnXqhHXr1mHChAkICwvDnj17KnWzmDlzJtq2Lf9l/n5xvWbNGixYsAAaGhoYPHgwCgsLcevWLbx69QqLFi3C5MmTsWLFCsyaNQvLly/HgwcPsG3btk9eh4KCAhQUxJdcyMl/3rpSgUCAbl+OxZVzP6Jpc31o6bRAyMnDUNPSRhv7/3YyH163GJadeqLL4NEAgO5Dv8K5/ZugZ9oaBuZtEPbHGRQVFsCu92AAgJpmkw9u6tPQ1oGWTnmniOdpKTiybjHMre3RfehXeFOxRlooFELlvbWAtcG8zyjcDvSGpqE5tIxaIenKzygtKoBRlwEAgFvHdkBJoynaDZsGoHxT4Nv1h2WlJcjPzkDW42TIyitCtZle+dfsPRJXdi1D3P+dhH6HnniVGo8H4RdgO/7Db7rqytmop1jSzwzx6bmIe5GD0dbNoSgrRHBs+VrOpf1N8TK3GIfDy69ngp0eEl7k4MnrQsjJCNC5pSb6t9LG7qsPAAB5xaWIevwas7q1RFHJAzx/UwRrPTUMaN0MvqH1PysrEAgwYbITjvh9D8OWRtDTN4DvPh9oN9OBQ9//lrvMnz0DvfsOwFcTy9+Q+uzYgp4OfdFcTw8vX7zADwf2QCiUwcDB/71ByniZjoyMl3iUWr7ePikhHsoqKtBt3gIaGpr1ep0A4HPqBn7wHIHbcU9xK/YJ5o/tDGVFOQScL9+R7+c5HE9evsFqv78AAJ3a6EGvmRqiEp9DX1sNK6b1glAgwI6gjxc29eH4zUdYNawNYp6+wf2nbzDBXh+K8kL8XrEhb/Ww1kh/U4T9V1JQVMoh+WWe2N/PKSy/Zf/+uLK8DPq1bgafS+w2irXtNxqhATugbWSBpkatEHP5Z5QUFsC8W/l+nGtHtkNZsynsRk0HUL4pMPtp+WusrLQEeVkZyExLgqyCEtR1yn+eFBfk4036fxtQczKeITMtCfIqalBtUn9vwH2CruGHleNwO/YRbt1/hPkTekBZUR4Bv0UAAPxWjcOT9NdYfaC880cnSwPoNdNAVMIT6DfTwAqX/uWvwWNXy68jrwj3k5+LfY/c/CJkZudVGm9IVJTkYWb4350sY/2msG6lj1ev85D2rHKbVCL9GkSxnJeXh7i4OFG/ZWVlZVy9ehUeHh4YM2YM3rx5A319ffTv379WZpo3bdqETZs24c6dOzA3N8cvv/wCbW3tDz7Xzs4OJ0+exOrVq7Fu3Tq0aNECa9euxfTp08WeZ2Fhge7duyMzM7PScouZM2dCWVkZW7duxdKlS6GiogIrKyssXLgQAKCqqopff/0V33zzDWxtbWFpaYnNmzeLNiHWlZ4jJqKosAC//LADBXk5aNnaClM9N0FOXl70nFfPnyD3zX9dEKy690Xe6yxcOnUYOVmv0NzIDFM9N0P1M7teAMC/4VeQ+zoLUdcuIuraRdG4prYuFu05XjsX9w4D214ozMlGzPljKHz9Chr6pug+ew0UKzb95b9KF5s1zX+dicvb3ESfJ14+h8TL56Bt1h695pev9dZq2QpdnP+H+78HIDY4CMpNdGE1ahYMO/ap9fwfcyUxExqKcnDqbAAtZTkkv8zDit9ikVWx9rOZqgLenbxRlBVivoMJtFXlUVRShrSsfGwJScKVxP82dW4MToRzV0N4DDCHmqIsXrwpxJEbafiN0aEkU6e7oCA/H5vWeyHnzRtYd7DDzr2+Ym8UH6WlISvrv19iL54/x+rlS5CdnQVNrSaw6WAHv4Dj0Gry3+v07OkTYgeXfONSvv585ZrvMGzE6Hq4MnGn/4qBtqYKVs/oDV0tFdxNeo6RHkGiTX+GOhpiM3EK8rLwmtEbJnpayMkvwoUbiXDZ+Auycz/ef7o+XIxNh6ayHGb1MkZTFXkkvMiB+4loZFYsD2qurgiuBpOKX7TVgUAABMeweS0CgIm9AwpzsnHntx8rDiUxRf/5a0U9lHNfpUPwzibL/OxM/LZxgejz+xfP4v7Fs9C1sMIg900AgIzUBATvXC56zq0zfgAAs6790cNJ/O5hXTodEl3+Gpw1ALpN1HA34SlGLjqMF6/KlxMa6mq+9xqUg9fXX/z3GgyLg8vak8jOqd92frXNztIIwX7//Q7YsqT8d/HRX8LxtdePVf01IsUEHFeTH1n89ODBA5iYmCAyMhIdOnSo1a/NcRwsLCwwd+7cSksj6tOJyMq3OaVF5NP6v+1aXyIfSO9sRdD0qjfzSgO9YZtYR6gzNgN7fvpJPDW8kz7rCHVm/apDrCPUnfy63TfBUn7kHmbfOyu/tNa+lqaSZPuxGqIGMbPMd+np6QgKCsKzZ8+qbIdHCCGEEEL4h4rlWqCjowNtbW34+vpCS4vfO6IJIYQQ0rhQN4yPa1TFsrGxMepi1UkjWslCCCGEEClD3TA+rs6OuyaEEEIIIYTvGtXMMiGEEEIIEUcTyx9HxTIhhBBCSGNG1fJH0TIMQgghhBBCqkAzy4QQQgghjRh1w/g4KpYJIYQQQhox6obxcbQMgxBCCCGEkCrQzDIhhBBCSCNGE8sfR8UyIYQQQkhjRtXyR9EyDEIIIYQQQqpAM8uEEEIIIY0YdcP4OCqWCSGEEEIaMeqG8XG0DIMQQgghhJCqcITUUEFBAefl5cUVFBSwjlLr6Nr4ia6Nn+ja+Emar43jpP/6yOcTcBzHsS7YCT+9fv0aGhoayM7Ohrq6Ous4tYqujZ/o2viJro2fpPnaAOm/PvL5aBkGIYQQQgghVaBimRBCCCGEkCpQsUwIIYQQQkgVqFgmNaagoAAvLy8oKCiwjlLr6Nr4ia6Nn+ja+Emarw2Q/usjn482+BFCCCGEEFIFmlkmhBBCCCGkClQsE0IIIYQQUgUqlgkhhBBCCKkCFcuEEEIIIYRUgYplQgghhBBCqiDLOgDhp8TERCQlJcHBwQFKSkrgOA4CgYB1LEIIadCk6WdlTk4OysrKxMboWGgijWhmmVRLRkYGBgwYgFatWmHIkCF4+vQpAMDFxQWLFy9mnE5yISEh+N///oeZM2fC2dlZ7I+0ycrKYh2BfIakpCSsXLkSkyZNwosXLwAAf/75J/7991/GySRz5MiRD46XlJRg+fLl9Rumlk2fPh25ubmVxh88eAAHBwcGiWpPSkoKhg4dChUVFWhoaEBLSwtaWlrQ1NSElpYW63iE1Akqlkm1uLu7Q1ZWFqmpqVBWVhaNT5gwAefPn2eYTHJr1qzBwIEDERISgpcvX+LVq1dif/hs8+bNOHHihOjz8ePHo2nTptDX10dUVBTDZJKLiIhAdHS06POff/4Zo0aNwv/+9z8UFRUxTCa5K1euwMrKCjdu3MDZs2eRk5MDAIiKioKXlxfjdJJZsGABvvrqK7H/t+Li4tClSxccP36cYTLJRUVFwdraGmFhYaIxf39/2NjYQFtbm2EyyU2ZMgWvXr3CoUOHEBISgkuXLuHSpUu4fPkyLl26xDpejdy9e/ez/5BGiiOkGnR1dbk7d+5wHMdxqqqqXFJSEsdxHJeUlMSpqKiwjCax5s2bcwEBAaxj1AljY2MuNDSU4ziOCw4O5jQ1NbkLFy5wLi4u3BdffME4nWTs7e2506dPcxxX/jpUVFTkJk2axJmbm3Nubm5sw0moa9eu3Pbt2zmOE///7caNG5y+vj7LaBJLTEzkunbtyunr63PBwcHcnj17OGVlZW7y5MlcVlYW63gSKSoq4pYsWcLJy8tzy5cv57766itOVVWV8/X1ZR1NYioqKlxsbCzrGLVKIBBwQqFQ9N+P/SGNE61ZJtWSm5srNqP8VmZmJu+PBC0qKkL37t1Zx6gTz549g6GhIQDgt99+w/jx4zFw4EAYGxujS5cujNNJJj4+Hh06dAAAnDp1Cg4ODggMDERoaCgmTpyInTt3Ms0niejoaAQGBlYa19HRwcuXLxkkqj1mZmYIDQ3FwoULMXjwYMjIyMDf3x+TJk1iHU1icnJy2Lp1K5SVlbFu3TrIysriypUr6NatG+toEuvUqRPS0tLQunVr1lFqTUpKiujjyMhILFmyBEuXLhX9e4WFhWH79u3YsmULq4iEMVqGQaqlV69eCAgIEH0uEAhQVlaGLVu2oG/fvgyTSW7mzJkfLEykgZaWFtLS0gAA58+fx4ABAwCUbzYqLS1lGU1iHMeJNhldvHgRQ4YMAQAYGhryvqDU1NQU7Qt4V2RkJPT19Rkkql2///47goKC0K1bN2hqauLgwYN48uQJ61gSKy4uxuLFi7F582YsX74c3bp1w5gxY/DHH3+wjiYxPz8/bN68Gf7+/rh9+7ZULFMwMjIS/dmwYQN8fHwwe/ZsWFtbw9raGrNnz8bOnTuxbt061lEJIzSzTKply5Yt6N+/P27duoWioiIsW7YM//77LzIzMxEaGso6nkQKCgrg6+uLixcvwtraGnJycmKP79ixg1EyyY0ZMwaTJ0+GhYUFMjIy8OWXXwIoL7rMzc0Zp5OMvb091q9fjwEDBuDKlSvYv38/gPLZIl1dXcbpJDNx4kR4eHjg1KlTojemoaGhWLJkCZycnFjHk8js2bPh7++P7777DosWLcLz58/h7OwMKysr7N+/H+PHj2cdscbs7e2Rl5eHv/76C127dgXHcdiyZQvGjBkDZ2dn7Nu3j3XEGktPT0dSUhJmzJghGhMIBKIuH3x/8x0dHQ0TE5NK4yYmJrh//z6DRKQhEHAcx7EOQfglOzsbe/bsQVRUFHJycmBnZ4d58+ahRYsWrKNJ5GMz4wKBgLebV4Dyma5du3YhLS0N06dPh62tLQDA29sbampqmDlzJuOENXf37l04OjoiNTUVixYtEm18c3V1RUZGBq/vFhQVFWHevHk4cuQISktLISsri9LSUkyePBlHjhyBjIwM64g11r59exw7dgw2NjZi43v37oWHh4doMyMfubi4wMfHByoqKmLjkZGRmDp1Ku7du8comeQsLS3Rtm1bLFu2DLq6upXa4BkZGTFKVjvs7OzQvn17+Pn5QV5eHkD5/4czZ87EvXv3EBERwTghYYGKZUIagdzc3Eq/uKVdQUEBZGRkKt0h4KO0tDRER0cjJycHtra2sLCwYB1JYoWFhVXuc4iLi5OqNbHv+th184GKigqioqJ4f0eqKjdv3sTw4cPBcRysra0BlL8hFwgE+PXXX9G5c2fGCQkLVCyTaqlqTZpAIICioiJatmzJ618E0kpVVRXjx4+Hs7MzevbsyToO+Uxr167FkiVLKm2qzc/Px9atW7F69WpGycj7Xr9+/dnP5fPBHcOHD8f06dMxduxY1lHqTG5uLo4dO4bY2FgAQNu2bTF58uRGN+FA/kPFMqkWoVAouu329qXz7m04OTk5TJgwAd9//z0UFRWZZKyp0aNHf/BkrbdvBMzNzTF58mReznj99NNPOHLkCP744w8YGxvD2dkZTk5O0NPTYx1NYu++Jj+Ez2soZWRk8PTpU+jo6IiNZ2RkQEdHh3fXZmtr+9mn1/HtdvenXofv4tu/27t8fX2xfv160fry9+/cjBgxglEyQuoOFcukWn7++Wd4eHhg6dKlottRN2/exPbt2+Hl5YWSkhJ4enpiwoQJ2LZtG+O01TN9+nT89NNP0NTURMeOHQGU/8LOysrCwIEDERUVhQcPHiAkJAQ9evRgnLZm0tPTcfToURw5cgQxMTEYNGgQnJ2dMWLECMjK8nO/788//yz2eXFxMSIjI+Hv7481a9bAxcWFUTLJCYVCPH/+HM2aNRMbv3TpEiZMmID09HRGyWpmzZo1oo8LCgqwb98+WFpailp0hYeH499//8XcuXOxceNGVjFr5MqVK6KPHzx4AE9PT0yfPl2s/Zi/vz82btyIadOmsYopMaGw6iZa0rDBDwCOHj2K77//HsnJyQgLC4ORkRG8vb1hamqKkSNHso5HWKj/1s6Ezzp16sSdP3++0vj58+e5Tp06cRzHcefOneNMTU3rO5rEPDw8uDlz5nClpaWisdLSUm7+/Pnc8uXLubKyMu7rr7/mevTowTBl7fHx8eEUFBQ4gUDANWvWjFu1ahWXm5vLOlatOXbsGDdixAjWMWpEU1OT09LS4oRCoejjt3/U1dU5oVDIzZ07l3VMibi4uHArV66sNL569WpuxowZDBLVnn79+nGBgYGVxo8dO8b17t27/gORz7Zv3z5OW1ubW79+PaeoqCg6COjw4cNcnz59GKcjrNDMMqkWJSUlREZGok2bNmLjsbGxsLW1RX5+Ph48eABLS0vk5eUxSlkzzZo1Q2hoKFq1aiU2Hh8fj+7du+Ply5eIjo5Gr169kJWVxSakhJ4/fw5/f38cOXIEDx8+xOjRo+Hi4oJHjx5h8+bN0NPTQ3BwMOuYtSI5ORnW1ta87Krg7+8PjuPg7OyMnTt3QkNDQ/SYvLw8jI2NeX/AhYaGBm7dulVps2JCQgLs7e2RnZ3NKJnklJWVERUVVena3h6gw7efjY2JpaUlNmzYgFGjRkFNTQ1RUVEwNTXFvXv30KdPH973bic1w8/7roSZNm3aYNOmTfD19RW11SkuLsamTZtEBfTjx4952d+2pKQEsbGxlYrl2NhY0a1FRUXFz16X2JCcPXsWhw8fxoULF2BpaYm5c+diypQp0NTUFD2ne/fuaNu2LbuQtSg/Px8+Pj68Pbjj7W16ExMTdO/eXSo6erxPSUkJoaGhlQrK0NBQ3u13eJ+hoSF++OGHSie++fn5iU7S5KOYmBiEh4ejW7duaNOmDWJjY7Fr1y4UFhZiypQp6NevH+uIEktJSRG11nyXgoICcnNzGSQiDQEVy6Ra9u7dixEjRsDAwEDUVic6OhqlpaX47bffAJTP6M2dO5dlzBqZOnUqXFxc8L///Q+dOnUCAPzzzz/YsGGD6ACIK1euoF27dixj1siMGTMwceJEhIaGiq7tfXp6elixYkU9J5OclpaW2BsYjuPw5s0bKCsr48cff2SYTHK9e/cWfVxQUICioiKxx/ncVWHhwoWYM2cOIiIiRPsfbty4gUOHDmHVqlWM00nG29sbY8eOxZ9//ik6Tv7mzZtISEjAmTNnGKermfPnz2PkyJFQVVVFXl4ezp07BycnJ9jY2KCsrAwDBw5EcHAw7wtmExMT3Llzp1K/6PPnz0vNZAKpPlqGQartzZs3OHbsGOLj4wEArVu3xuTJk6GmpsY4mWRKS0uxadMm7NmzB8+fPwcA6OrqwtXVFR4eHpCRkUFqaiqEQiEMDAwYp62evLy8Su3HpIW/v7/Y50KhEM2aNUOXLl2gpaXFKFXtyMvLw7Jly3Dy5ElkZGRUepzvm6lOnjyJXbt2ISYmBkB5iy43Nzden973VlpaGvbv3y/Wfuybb77h7cxy9+7d0a9fP6xfvx5BQUGYO3cu5syZg++++w4AsHz5cty+fZv3y7j8/Pzw7bffYvv27XBxcYGfnx+SkpKwceNG+Pn5YeLEiawjEgaoWCY1cv/+faSmplaa6ZKWtkFve6byeeauKtI2QynN5s2bh8uXL2PdunWYOnUq9u7di8ePH+P777/Hpk2b4OjoyDoiaSQ0NDRw+/ZtmJubo6ysDAoKCrh586ZoycK9e/cwYMAAPHv2jHFSyR07dgzffvstkpKSAJTfdeN7Zx0iGSqWSbUkJydj9OjRiI6OhkAgAMdxYrfA+T7TJa1yc3Ph4eEhtTOUWVlZOHjwoGiGsl27dnB2dhbbGMdHLVu2REBAAPr06QN1dXVERETA3NwcR48exfHjx/HHH3+wjkgq3L17F+3bt4dQKKzy8Ka33i5h4xMNDQ1ERETAzMwMAMQ2vwHAw4cP0aZNG+Tn57OMWavy8vKQk5NTqc85aXxozTKpFjc3N5iYmCAkJAQmJia4ceMGMjMzsXjxYt71VQYAOzs7hISEQEtL65MHJvDtkIR3LVu2DJcvX8b+/fs/OEPJZ7du3cKgQYOgpKQkWvu6Y8cOfPfddwgODoadnR3jhDWXmZkpKkbU1dWRmZkJAOjZsyfmzJnDMlqNNGnSBPHx8dDW1q601vx9b6+VLzp06IBnz55BR0cHHTp0EE0mvI+vvYiNjY2RkJAgKpbDwsLQsmVL0eOpqalo0aIFq3i1xsvLC87OzjAyMoKysrLULl8j1UPFMqmWsLAwXLp0Cdra2hAKhZCRkUHPnj2xceNGLFiwAJGRkawjVsvIkSNFx3OPGjWKbZg69Ouvv4pmKGfMmIFevXrB3NwcRkZGOHbsGK9v57u7u2PEiBH44YcfRAerlJSUYObMmVi4cCGuXr3KOGHNmZqaIiUlBS1btkSbNm1w8uRJdO7cGb/++qtYJxO+8Pb2Fu1t2LlzJ9swtSwlJUV0eExKSgrjNLVvzpw5YkV++/btxR7/888/eb+5Dyg/5Oi7775D79694eLigrFjx4p+R5DGi5ZhkGrR0tJCREQETExMYGZmBj8/P/Tt2xdJSUmwsrKi/qENlKqqKu7fv4+WLVvCwMAAZ8+eRefOnZGSkgIrKyte9iJ+q6re3/fv34e9vT2vX5Pe3t6QkZHBggULcPHiRQwfPhwcx6G4uBg7duyAm5sb64iESJ3IyEgcPnwYx48fR0lJCSZOnAhnZ+cqOwkR6Vf1uZWEfED79u0RFRUFAOjSpQu2bNmC0NBQrF27VnS7mDQ8b2coAYhmKAHwdobyXerq6khNTa00npaWxvsOLe7u7liwYAEAYMCAAYiNjUVgYCAiIyOpUOahp0+ffvC1yhfFxcWQlZXFvXv3WEepU7a2tvDx8cGTJ09w8OBBPHr0CD169IC1tTV27drF6wNzSM1QsUyqZeXKlSgrKwMArF27FikpKejVqxf++OMP+Pj4ME4nmdLSUmzbtg2dO3dG8+bN0aRJE7E/fDZjxgzRmxxPT0/s3bsXioqKcHd3x9KlSxmnk8yECRPg4uKCEydOIC0tDWlpaQgKCsLMmTMxadIk1vFqrLi4GP3790dCQoJozMjICGPGjOHlBrHPNWDAAKl9492vXz+YmJiwjlFjcnJyaNmyJS/XXNfE27s4RUVF4DgOWlpa2LNnDwwNDXHixAnW8Uh9qvcDtonUycjI4MrKyljHkNiqVau4Fi1acNu2beMUFRW5devWcS4uLlzTpk25Xbt2sY5Xqx48eMCdOXOGi4qKYh1FYoWFhdyCBQs4eXl5TigUckKhkFNQUOAWLlzIFRQUsI4nEW1tbS4+Pp51jHq1Z88e7ttvv2Udo9p27drF5efncxzHcQ8fPvzgz8SbN29yf/31V31Hq1V+fn7ckCFDuIyMDNZR6sytW7e4efPmcU2aNOFatGjBeXh4cAkJCaLHfXx8OB0dHYYJSX2jNcuEVDAzM4OPjw+GDh0KNTU13LlzRzQWHh6OwMBA1hHJR+Tl5Yn6opqZmUnFLnZ3d3coKCjwvmNJYyArK4snT55AR0cHMjIyePr0qVS2HLO1tUViYiKKi4thZGQEFRUVscf53DUIAKysrBAbG4uBAwdi1qxZGD58OGRkZMSe8/LlS+jo6IjushLpR90wCKnw7NkzWFlZASjfEPd2XdqwYcN4efxudZbFvF0Xy2fKysqifz9pUVJSgkOHDuHixYvo2LFjpcJkx44djJLVnsTERCQlJcHBwQFKSkqVerfzhZ6eHs6cOYMhQ4aA4zg8evQIBQUFH3zuuy3X+EaauwYBwPjx4+Hs7Ax9ff0qn6OtrU2FciNDM8uEVGjdujUCAgLQpUsX9OzZE8OGDYOnpydOnDgBV1dXvHjxgnXEanl/bWR6ejry8vJEG/qysrKgrKwMHR0dJCcnM0hYc2PGjMGRI0egrq6OMWPGfPS5Z8+eradUta9v375VPiYQCHDp0qV6TFO7MjIyMGHCBFy6dAkCgQAJCQkwNTWFs7MztLS0sH37dtYRq8XX1xeurq4oKSmp8jlv3wg0ljW/fPe2POLjmzdSu2hmmZAKo0ePRkhICLp06QJXV1dMmTIFBw8eRGpqKtzd3VnHq7Z3e70GBgZi3759OHjwIFq3bg0AiIuLw6xZszB79mxWEWtMQ0ND9AuM76f0fczly5dZR6gz7u7ukJWVRWpqKtq2bSsanzBhAhYtWsS7Yvnrr7/GpEmT8PDhQ1hbW+PixYto2rQp61h15vbt22InZr499loaBAQEYOvWraLNta1atcLSpUsxdepUxskIKzSzTEgVwsLCEBYWBgsLCwwfPpx1HImYmZnh9OnTlX6h3b59G+PGjZPKQxRIw9a8eXNcuHABNjY2YkcnJycnw9ramte9v/39/TFx4kSpPMzixYsXmDhxIv766y+xu1R9+/ZFUFCQ6GAWvtqxYwdWrVqF+fPno0ePHgCAa9euYe/evVi/fj0vJ06I5GhmmZAqdOvWDd26dWMdo1Y8ffr0g7eHS0tL8fz5cwaJas/69evh6OjI65Zc1bVv3z68fPkSq1evZh2lxnJzcz+4CTMzM5P3Rea0adMAAEVFRXjx4kWl9a18XrPs6uqKN2/e4N9//xXdEbh//z6mTZuGBQsW4Pjx44wTSmb37t3Yv38/nJycRGMjRoxAu3bt8O2331Kx3EjRzDIh74iLi8Pu3btFtxfbtm0LV1dX0dIFvho+fDgeP34MPz8/2NnZASifVf7666+hr6+PX375hXHCmrOxscG9e/fQpUsXTJkyBePHj4e2tjbrWHWqf//+SElJ4d1a83cNGTIEHTt2xLp166Cmpoa7d+/CyMgIEydORFlZGU6fPs06Yo0lJCTA2dkZ169fFxuXhjXLGhoauHjxYqXT7G7evImBAwciKyuLTbBaoqioiHv37sHc3FxsPCEhAVZWVlVu2iTSjQ4lIaTCmTNn0L59e9y+fRs2NjawsbFBREQE2rdvjzNnzrCOJ5FDhw6hefPmsLe3h4KCAhQUFNCpUyfo6urCz8+PdTyJREVF4e7du+jTpw+2bdsGPT09DB06FIGBgbw+6rq4uBhmZmaiN27vCgkJ4XWhDABbtmyBr68vvvzySxQVFWHZsmVo3749rl69is2bN7OOJ5Hp06dDKBTit99+w+3btxEREYGIiAhERkbyvrVaWVkZ5OTkKo3LyclJRYcIc3Nz0Qmn7zpx4gQsLCwYJCINAc0sE1LBzMwMjo6OWLt2rdi4l5cXfvzxR1EPXz5LSEgQFV9t2rRBq1atGCeqfaGhoQgMDMSpU6dQUFCA169fs45UY/r6+rh48aLYBjhpkp2djT179iAqKgo5OTmws7PDvHnz0KJFC9bRJKKiooLbt2+jTZs2rKPUupEjRyIrKwvHjx+Hnp4eAODx48dwdHSElpYWzp07xzihZM6cOYMJEyZgwIABojXLoaGhCAkJwcmTJzF69GjGCQkLVCwTUkFZWRl379794O03GxsbXs9SAsDBgwfh7e0t2uFtYWGBhQsXYubMmYyT1a47d+7gxx9/RFBQEDIyMpCfn886Uo1t2LAB8fHx8PPzg6wsbTHhi06dOsHb2xs9e/ZkHaXWpaWlYcSIEfj3339haGgoGmvfvj1++eUXGBgYME4oudu3b8Pb21tsOd7ixYulquMHqR4qlgmpMGTIEHz11VeYMWOG2Pjhw4cRFBSECxcuMEomudWrV2PHjh1wdXUVbVoMCwvDnj174O7uXmk2nW9SUlIQGBiIwMBAxMXFoXfv3pg8eTLGjRvH69Zyb9sZqqqqwsrKqtKhJHzuIX348GGoqqriq6++Ehs/deoU8vLyRJvk+OjSpUtYuXIlNmzYACsrq0rLFtTV1Rklqx0cx+HixYuIjY0FUF5MDhgwgHEqQuoOFcuEVDhw4ABWr16N8ePHo2vXrgCA8PBwnDp1CmvWrBHdcgTKd0fzSbNmzeDj44NJkyaJjR8/fhyurq54+fIlo2SS69q1K/755x9YW1vD0dERkyZN+ujpW3zy/hu39x0+fLiektS+Vq1a4fvvv6908MqVK1fw9ddfIy4ujlEyyQmF5duB3j/MQho2+Emj6izV4vsbHVIzVCwTUuHtL7hP4eMvO01NTfzzzz+VNqjEx8ejc+fOvN7BvmLFCjg6OsLS0pJ1FFINioqKiI2NhbGxsdj4gwcP0LZtW14vn7ly5cpHH+/du3c9JakbISEhlZYpLFy4kLezy0Kh8JOn9NEbncaNFsERUkEadnJXZerUqdi/fz927NghNu7r6wtHR0dGqWrHd999B6C8p21KSgrMzMxofS8P6Ojo4O7du5WK5aioKN6ffMf3Yvhj9u3bBzc3N4wbNw5ubm4Ayu/ADRkyBN7e3pg3bx7jhNUnzSdlktpBM8uENAKurq4ICAiAoaGhaInJjRs3kJqaCicnJ7E1le8X1A1dfn4+5s+fD39/fwDls+WmpqZwdXWFvr4+PD09GSeUzOnTp3Hy5EmkpqaiqKhI7DE+tyHz8PDAiRMncPjwYTg4OAAon5F1dnbGuHHjsG3bNsYJJZOVlYWDBw+KHQnt7OzM6zX0AGBgYABPT0/Mnz9fbHzv3r3YsGEDHj9+zCgZIXWHimVC3vHPP//g8uXLHzx1i29F5LveXxdaFYFAgEuXLtVxmtrl5uaG0NBQ7Ny5E4MHD8bdu3dhamqKn3/+Gd9++y0iIyNZR6wxHx8frFixAtOnT4evry9mzJiBpKQk/PPPP5g3b55oVp2PioqKMHXqVJw6dUp0J6CsrAxOTk44cOAA5OXlGSesuVu3bmHQoEFQUlJC586dAZT/bMnPz0dwcLDoYCA+UlVVxZ07dz7YNcjW1pbXx5S/9erVK7E3OpaWlpgxYwaaNGnCOBlhhYplQips2LABK1euROvWraGrqyu2ho2PRWRjYWRkhBMnTqBr165QU1NDVFQUTE1NkZiYCDs7O173WW7Tpg28vLwwadIksWtbvXo1MjMzsWfPHtYRJRYfH4+oqCgoKSnBysoKRkZGrCNJrFevXjA3N8cPP/wgeiNQUlKCmTNnIjk5GVevXmWcsOYmT54MW1tbLF26VGx827ZtuHXrFoKCghglqx1Xr17F8OHDoaGhAXt7ewDlreSysrLw66+/iu6CkMaFimVCKujq6mLz5s2YPn066yikGpSVlXHv3j2YmpqKFZRRUVFwcHBAdnY264g1pqysjJiYGBgZGUFHRwf/93//BxsbGyQkJKBr167IyMhgHZF8gJKSEiIjIysdSnL//n3Y29vzrme7j4+P6OPXr19j27Zt6NGjh6gNZXh4OEJDQ7F48WKsXLmSVcxaYWVlhW7dumH//v2QkZEBAJSWlmLu3Lm4fv06oqOjGSckLNAuGEIqCIVC0YlNhD/s7e3x+++/w9XVFcB/7br8/PxEv8z5qnnz5sjMzISRkRFatmyJ8PBw2NjYICUlBXyc51i0aBHWrVsHFRUVLFq06KPP5fOyJ3V1daSmplYqltPS0qCmpsYoVc15e3uLfa6lpYX79+/j/v37ojFNTU0cOnSI98VyYmIiTp8+LSqUAUBGRgaLFi1CQEAAw2SEJSqWCang7u6OvXv3YufOnayjkGrYsGEDvvzyS9y/fx8lJSXYtWsX7t+/j+vXr3+yhVdD169fP/zyyy+wtbXFjBkz4O7ujtOnT+PWrVsYM2YM63jVFhkZieLiYgDlmxOratf1qTZeDd2ECRPg4uKCbdu2oXv37gDKj0xeunRppV7nfJCSksI6Qr2xs7NDTEwMWrduLTYeExMDGxsbRqkIa7QMg5AKZWVlGDp0KOLj42FpaVnp1C0+n5Ym7ZKTk7Fx40ZERUUhJycHdnZ28PDwgJWVFetoEikrK0NZWZlo3WtQUBCuX78OCwsLzJ49m9eb4KRZUVERli5digMHDqCkpAQAICcnhzlz5mDTpk1QUFBgnJBU5cSJE1i2bBlcXV3FDqfau3cvNm3ahLZt24qea21tzSomqWdULBNSYf78+fDz80Pfvn0rbfAD+H1amrQqLi7G7NmzsWrVKpiYmLCOQz5TcXExlJSUcOfOHbRv3551nDqTl5eHpKQkAICZmRmUlZUZJ6qZxrJ8Bvj04VQCgYAOKGmEaBkGIRX8/f1x5swZDB06lHUU8pnk5ORw5swZrFq1inWUOmFubo4pU6Zg8uTJaNWqFes4tUZOTg4tW7aU2mIjOzsbpaWlaNKkidjdjczMTMjKyvLuyOTGsnwGaFxLTsjno5llQioYGRnhwoULlTblkIZt2rRp6NChA9zd3VlHqXXe3t4IDAxEREQE7OzsMGXKFEyYMAHNmzdnHU1iBw8exNmzZ3H06FGp61/75ZdfYvjw4Zg7d67Y+IEDB/DLL7/gjz/+YJSMEFITVCwTUuHw4cM4f/48Dh8+zNvbpY3R+vXrsX37dvTv3x8dO3aEioqK2OMLFixglKz2xMfH49ixYzh+/DhSUlLQt29fTJkyBU5OTqyj1ZitrS0SExNRXFwMIyOjSv9ufD6dsEmTJggNDRVb3woAsbGx6NGjB29b/jWW5TNPnjzBtWvXPng4lTT8PCHVR8UyIRVsbW2RlJQEjuNgbGxcaYMfn395S7OPrVUWCARITk6uxzR1Lzw8HHPmzMHdu3d5vYxhzZo1H33cy8urnpLUPhUVFYSHh1faYBodHY0uXbrwrs/yu0xNTXHu3Dmp7Qxx5MgR0ebZpk2bVjqcStp+npDPQ8UyIRWk+Zd3Y/H2x5k0rJ18382bNxEYGIgTJ07g9evXGD58OO9PS5NWffv2Rfv27bF7926x8Xnz5uHu3bv4+++/GSWTnDQvnwEAQ0NDfPPNN1i+fPknN/uRxoOKZUII7x08eBDe3t5ISEgAAFhYWGDhwoWYOXMm42SSeX/5Rb9+/eDo6IgxY8ZAVVWVdbxacevWLcTExAAALC0t0bFjR8aJJBcaGooBAwagU6dO6N+/PwAgJCQE//zzD4KDg9GrVy/GCWtOmpfPAEDTpk1x8+ZNmJmZsY5CGhDqhkEI4bXVq1djx44dcHV1FZ3YFxYWBnd3d6SmpmLt2rWME9ZcmzZt0KlTJ8ybNw8TJ06Erq4u60i15tGjR5g0aRJCQ0OhqakJAMjKykL37t0RFBQEAwMDtgEl0KNHD4SFhWHr1q04efIklJSUYG1tjYMHD8LCwoJ1PImMGjWKdYQ65eLiglOnTsHT05N1FNKA0MwyIRVKS0vh7e2NkydPIjU1FUVFRWKPZ2ZmMkpGPqZZs2bw8fGpdDLa8ePH4erqipcvXzJKJrmEhATeF1dVGTx4MLKysuDv7y86LS0uLg4zZsyAuro6zp8/zzghaYxKS0sxbNgw5Ofnw8rKqtLeFb73kSY1QzPLhFRYs2YN/Pz8sHjxYqxcuRIrVqzAgwcP8NNPP2H16tWs45EqFBcXw97evtJ4x44dRaen8ZW0FsoAcOXKFVy/fl3sWOHWrVtj9+7dvF6mQPht48aNuHDhguh1+f4GP9I4UbFMSIVjx47hhx9+wNChQ/Htt99i0qRJMDMzg7W1NcLDw6llUAM1depU7N+/v9KMj6+vLxwdHRmlqlvTpk1DWloaLl26xDpKjRkaGooOunhXaWkp9PT0GCSqewMGDEBycjKvOyoIhcKPFo187tACANu3b8ehQ4cwffp01lFIA0LFMiEVnj17Jmr1pKqqiuzsbADAsGHDpPaEOGlx8OBBBAcHo2vXrgCAGzduIDU1FU5OTmLH80rLLVR9fX3e79TfunUrXF1dsXfvXtGdgVu3bsHNzQ3btm1jnK5ujBo1irc9lt86d+6c2OfFxcWIjIyEv7//JzsK8YGCggJ69OjBOgZpYGjNMiEVWrdujYCAAHTp0gU9e/bEsGHD4OnpiRMnTsDV1RUvXrxgHZF8QN++fT/reQKBgNczsdJGS0sLeXl5KCkpgaxs+bzN24/f77BA+wUavrdtDX/++WfWUSSyceNGPH36FD4+PqyjkAaEZpYJqTB69GiEhISgS5cucHV1xZQpU3Dw4EGkpqZK5VHK0uLy5cusI9QLaeshvXPnTtYR6s3r169x6dIltG7dutKpftKia9eu+Prrr1nHkNjNmzdx6dIl/Pbbb2jXrl2lDX5nz55llIywRDPLhFQhPDwc169fh4WFBYYPH846DmmkpLWHtDQbP348HBwcMH/+fOTn58PGxgYPHjwAx3EICgrC2LFjWUesVfn5+Vi+fDn+/PNPxMXFsY4jkRkzZnz08cOHD9dTEtKQULFMSIWNGzdCV1cXzs7OYuOHDh1Ceno6PDw8GCUjjVVVPaT37NkDd3d3XveQlmbNmzfHhQsXYGNjg8DAQHh5eSEqKgr+/v7w9fVFZGQk64g1pqWlJXZ3g+M4vHnzBkpKSjh27BhGjBjBMB0hdYOKZUIqGBsbIzAwEN27dxcbv3HjBiZOnIiUlBRGyUhjJc09pKsiDR0jlJSUEB8fD0NDQzg5OUFPTw+bNm1CamoqLC0tkZOTwzpijR05ckSsWBYKhWjWrBm6dOkCLS0thslqT0lJCf766y8kJSVh8uTJUFNTw5MnT6Curi41J2eS6qE1y4RUePbsGVq0aFFpvFmzZnj69CmDRKSxk+Ye0lWRho4RhoaGCAsLQ5MmTXD+/HkEBQUBAF69egVFRUXG6SQzffp0/P333zhw4ACSk5Nx+vRp6Ovr4+jRozAxMUHPnj1ZR5TIw4cPMXjwYKSmpqKwsBBffPEF1NTUsHnzZhQWFuLAgQOsIxIG+N17iJBaZGhoiNDQ0ErjoaGhUtv3lTRsb3tIv0+ae0jPnz8fXl5erGNIZOHChXB0dISBgQH09PTQp08fAMDVq1dF7Sn56syZMxg0aBCUlZURGRmJwsJCAEB2djY2bNjAOJ3k3NzcYG9vj1evXkFJSUk0/nYDOGmcaGaZkAqzZs3CwoULUVxcjH79+gEAQkJCsGzZMixevJhxOtJYNZYe0tLUMWLu3Lno3Lkz0tLS8MUXX4h6YpuammL9+vWM00lm/fr1OHDgAJycnEQz5gDQo0cP3l8bAPz999+4fv065OXlxcaNjY3x+PFjRqkIa1QsE1Jh6dKlyMjIwNy5c1FUVAQAUFRUhIeHB5YvX844HWmM7t27Bzs7OwBAUlISAEBbWxva2tq4d++e6Hl8bCf3fscIe3t7qeoYYW9vX2kJzdChQxmlqT1xcXFwcHCoNK6hoYGsrKz6D1TLysrKPngK4aNHj6CmpsYgEWkIqFgmpIJAIMDmzZuxatUqxMTEQElJCRYWFlBQUGAdjTRS0txD+urVq1ixYgWA8lPhOI5DVlYW/P39sX79el4Xy6WlpThy5AhCQkLw4sULlJWViT3O58NxmjdvjsTERBgbG4uNX7t2DaampmxC1aKBAwdi586d8PX1BVD+eyEnJwdeXl4YMmQI43SEFSqWCXmPqqoqOnXqxDoGIVItOzsbTZo0AQCcP38eY8eOhbKyMoYOHYqlS5cyTicZNzc3HDlyBEOHDkX79u15OfNflVmzZsHNzQ2HDh2CQCDAkydPEBYWhiVLlmDVqlWs40ls+/btGDRoECwtLVFQUIDJkycjISEB2traOH78OOt4hBEqlgkhpIEqKCjA7t27cfny5Q/OUEZERDBKJjlp7hgRFBSEkydPSuVMpKenJ8rKytC/f3/k5eXBwcEBCgoKWLJkCVxdXVnHk5iBgQGioqJw4sQJREVFIScnBy4uLnB0dBTb8EcaF+qzTAghDZSjoyOCg4Mxbtw46OrqVpqh5HPXiH379sHNzQ2qqqowMjJCREQEhEIhdu/ejbNnz/J6CYqenh7++usvtGrVinWUOlNUVITExETk5OTA0tKS+g8TqUbFMiGENFAaGhr4448/0KNHD9ZR6sStW7dEHSPeFlu///47NDU1eX3N27dvR3JyMvbs2SNVSzAas6dPn6K4uBgtW7ZkHYUwQMUyIYQ0UJaWlggKCoK1tTXrKKQaRo8ejcuXL6NJkyZo164d5OTkxB4/e/Yso2Skptq2bYv4+PgPdsog0o/WLBNCSAO1fft2eHh44MCBAzAyMmIdp1ZJc8cITU1NjB49mnUMUk0lJSXYsGEDnJ2dYWBgIPZYQEAA8vLyGCUjrNHMMiGENFDp6ekYP348rl69CmVl5UozlJmZmYySSW7+/PmijhEtWrSotFzB29ubUTLSmKmpqSE6OrpSazzSuNHMMiGENFCTJk3C48ePsWHDhg9u8OMzae4Y8VZ6ejri4uIAAK1bt0azZs0YJyKf0q9fP1y5coWKZSKGimVCCGmgrl+/jrCwMNjY2LCOUuvk5eVhbm7OOkadyM3NhaurKwICAkTLS2RkZODk5ITdu3dDWVmZcUJSlS+//BKenp6Ijo5Gx44doaKiIvb4iBEjGCUjLNEyDEIIaaDs7Oywb98+dO3alXWUWifNHSNmz56NixcvYs+ePaKuHteuXcOCBQvwxRdfYP/+/YwTkqoIhcIqHxMIBLTBr5GiYpkQQhqo4OBgrFmzBt999x2srKwqrVlWV1dnlExy0twxQltbG6dPn0afPn3Exi9fvozx48cjPT2dTTBCSI3QMgxCCGmgBg8eDKB8HeW7s68cx/F+lkuaO0bk5eVBV1e30riOjg51VOCBkJCQD3ZpEQgEOHjwIMNkhBWaWSaEkAbqypUrH328d+/e9ZSEVEf//v3RtGlTBAQEiI7uzs/Px7Rp05CZmYmLFy8yTkiqsmbNGqxduxb29vYf7NJy7tw5RskIS1QsE0JIA/b333/j+++/R1JSEk6fPg19fX0cPXoUJiYm6NmzJ+t4EpPGjhHR0dEYPHgwCgsLRZszo6KioKCggODgYLRr145xQlKVFi1aYMuWLZg6dSrrKKQBqXolOyGEEKbOnDmDQYMGQUlJCZGRkSgsLAQAZGdnY8OGDYzTSSY3NxfOzs5o0aIFHBwc4ODgAD09Pbi4uPB+qYKVlRUSEhKwceNGdOjQAR06dMCmTZuQmJhIhXIDV1RUhO7du7OOQRoYmlkmhJAGytbWFu7u7nBycoKamhqioqJgamqKyMhIfPnll3j27BnriDUmzR0jNm7cCF1dXTg7O4uNHzp0COnp6fDw8GCUjHyKh4cHVFVVsWrVKtZRSANCxTIhhDRQysrKuH//PoyNjcWK5eTkZFhaWqKgoIB1xBqT5o4RxsbGCAwMrDRDeePGDUycOBEpKSmMkpFPcXNzQ0BAAKytrWFtbV2pS8uOHTsYJSMsUTcMQghpoJo3b47ExMRKp4ldu3YNpqambELVEmnuGPHs2TO0aNGi0nizZs3w9OlTBonI57p79y46dOgAALh3757YY9LWD5x8PiqWCSGkgZo1axbc3Nxw6NAhCAQCPHnyBGFhYViyZAnvbxN369YNXl5elTpGrFmzBt26dWOcTjKGhoYIDQ2FiYmJ2HhoaCj09PQYpSKf4/Lly6wjkAaIimVCCGmgPD09UVZWhv79+yMvLw8ODg5QUFDAkiVL4OrqyjqeRHbu3InBgwfDwMDggx0j+GzWrFlYuHAhiouL0a9fPwDlvXuXLVuGxYsXM05HCKkuWrNMCCENXFFRERITE5GTkwNLS0uoqqqyjlQr8vLycOzYMcTGxgIA2rZtC0dHRygpKTFOJhmO4+Dp6QkfHx8UFRUBABQVFeHh4YHVq1czTkcIqS4qlgkhhNS7xtAxIicnBzExMVBSUoKFhQUUFBRYRyKE1AAVy4QQQuoddYwghPAFHUpCCCGk3lHHCEIIX1CxTAghpN697RjxPuoYQQhpaKgbBiGEkHpHHSMIIXxBa5YJIYTUO+oYQQjhCyqWCSGEMEMdIwghDR0Vy4QQQgghhFSBNvgRQgghhBBSBSqWCSGEEEIIqQIVy4QQQgghhFSBimVCCCGEEEKqQMUyIYQQQgghVaBimRBCCCGEkCpQsUwIIYQQQkgV/h/FkizQR3P7/AAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sb\n",
    "from matplotlib import rcParams\n",
    "\n",
    "# figure size in inches\n",
    "rcParams['figure.figsize'] = 8, 5\n",
    "numerical_features = [\"age\", \"campaign\", \"pdays\", \"previous\", \"emp.var.rate\",\n",
    "                      \"cons.price.idx\", \"cons.conf.idx\", \"euribor3m\", \"nr.employed\"]\n",
    "\n",
    "corr = df[numerical_features].corr()\n",
    "print(type(corr))\n",
    "sb.heatmap(corr, cmap=\"Blues\", annot=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For numerical features, we are also interested in their distributions. \n",
    "\n",
    "As can be seen, there are lots of outliers in age, campaign, pdays, previous"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from math import ceil\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(ceil(len(numerical_features)/2),2, figsize=(10, 10))\n",
    "\n",
    "for i, feature in enumerate(numerical_features):\n",
    "    df.boxplot(column=feature, ax=axes.flat[i])\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For features with many outliers, count frequency\n",
    "\n",
    "We notice that, people between 25 and 60 years old will likely to invest.\n",
    "\n",
    "For `campaign`, there are many who gets contacted by bank representative by the first time, the same can be said for `pdays` and `previous`.\n",
    "\n",
    "Potentially, we need to remove outliers from the 4 mentioned features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "feature_outliers = [\"campaign\", \"pdays\", \"previous\"]\n",
    "fig, axes = plt.subplots(2, 2, figsize=(8, 10))\n",
    "\n",
    "df[\"age\"].value_counts(bins=10).plot(kind=\"barh\", title=\"Frequency of age\")\n",
    "\n",
    "for i, feature in enumerate(feature_outliers):\n",
    "    df[feature].value_counts().plot(\n",
    "        kind=\"barh\", ax=axes.flat[i], title=\"Frequency of {}\".format(feature))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### __Prepare data for ML algorithms__\n",
    "\n",
    "Some ML algorithms do not work well with categorical data, therefore, we need to convert those categorical data to number.\n",
    "\n",
    "There are several features that are strictly __nominal__, perform **One Hot Encoder** on these features. Some features are __ordinal__, with these features, we perform **Ordinal Encoder**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4119 entries, 0 to 4118\n",
      "Columns: 52 entries, OneHotEncoder__job_admin. to remainder__nr.employed\n",
      "dtypes: float64(52)\n",
      "memory usage: 1.6 MB\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import OneHotEncoder, OrdinalEncoder\n",
    "from sklearn.compose import ColumnTransformer\n",
    "\n",
    "# Ordering array from low to high\n",
    "# The first element has lowest priority, the last element has highest priority\n",
    "# This ranking is important!!\n",
    "education = [\"illiterate\", \"basic.4y\", \"basic.6y\", \"basic.9y\",\n",
    "             \"unknown\", \"high.school\", \"professional.course\", \"university.degree\"]\n",
    "\n",
    "credit_default = [\"yes\", \"unknown\", \"no\"]\n",
    "\n",
    "poutcome = [\"failure\", \"nonexistent\", \"success\"]\n",
    "\n",
    "# 0 means no, 1 means yes\n",
    "y = [\"no\", \"yes\"]\n",
    "\n",
    "columnTransformer = ColumnTransformer(\n",
    "    [\n",
    "        (\"OneHotEncoder\", OneHotEncoder(), [\n",
    "         \"job\", \"marital\", \"contact\", \"housing\", \"loan\", \"day_of_week\", \"month\"]),\n",
    "        (\"OrdinalEncoder\", OrdinalEncoder(\n",
    "            categories=[education, credit_default, poutcome, y]),\n",
    "            [\"education\", \"default\", \"poutcome\", \"y\"]),\n",
    "    ],\n",
    "    remainder=\"passthrough\"\n",
    ")\n",
    "\n",
    "transformed_df = pd.DataFrame(\n",
    "    columnTransformer.fit_transform(df),\n",
    "    columns=columnTransformer.get_feature_names_out()\n",
    ")\n",
    "\n",
    "# Need to find out a way to feature engineering day and month\n",
    "# Cannot use label encoding these data are cyclical data in nature\n",
    "# Refer https://scikit-learn.org/stable/auto_examples/applications/plot_cyclical_feature_engineering.html\n",
    "# Also, should housing and loan be in encoded using OrdinalEncoder or OneHotEncoder?\n",
    "# I feel like there is no direct ranking between them so to play it safe, I use OneHotEncoder for it\n",
    "\n",
    "transformed_df.info(verbose=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After running the encoder, we notice that the `dtypes` of dataframe is `float64` for all features!\n",
    "Now we separate features and label"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 4119 entries, 0 to 4118\n",
      "Columns: 51 entries, OneHotEncoder__job_admin. to remainder__nr.employed\n",
      "dtypes: float64(51)\n",
      "memory usage: 1.6 MB\n",
      "None\n",
      "<class 'pandas.core.series.Series'>\n",
      "RangeIndex: 4119 entries, 0 to 4118\n",
      "dtypes: float64(1)\n",
      "memory usage: 32.3 KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "x = transformed_df.drop(columns=[\"OrdinalEncoder__y\"])\n",
    "y = transformed_df[\"OrdinalEncoder__y\"]\n",
    "\n",
    "print(x.info(verbose=False))\n",
    "print(y.info(verbose=False))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Algorithms"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import ConfusionMatrixDisplay, classification_report, confusion_matrix\n",
    "from sklearn import tree\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "\n",
    "def report_result(y_pred, y_true, clf):\n",
    "    cm = confusion_matrix(y_true, y_pred, labels=clf.classes_)\n",
    "    disp = ConfusionMatrixDisplay(\n",
    "        confusion_matrix=cm, display_labels=clf.classes_)\n",
    "    disp.plot(cmap=\"Blues\")\n",
    "    print(classification_report(y_true, y_pred))\n",
    "\n",
    "\n",
    "def tree_visualizer(tree_classifier, feature_names):\n",
    "    fig = plt.figure(figsize=(25, 20))\n",
    "    _ = tree.plot_tree(tree_classifier,\n",
    "                       feature_names=feature_names,\n",
    "                       class_names=['No', \"Yes\"],\n",
    "                       filled=True)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Paper 1\n",
    "Link: https://ijcsi.org/papers/IJCSI-13-5-69-75.pdf \n",
    "\n",
    "The best Algorithm in this Paper in Naive Bayes with an accuracy of 88.4% and misclassification percentage of 11.6\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.901699\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.92      0.97      0.95       748\n",
      "         1.0       0.44      0.22      0.30        76\n",
      "\n",
      "    accuracy                           0.90       824\n",
      "   macro avg       0.68      0.60      0.62       824\n",
      "weighted avg       0.88      0.90      0.89       824\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import classification_report\n",
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.metrics import plot_confusion_matrix\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "pca = PCA(n_components=2)\n",
    "pca.fit(x)\n",
    "feature_pca = pca.transform(x)\n",
    "\n",
    "X_trainP, X_testP, y_trainP, y_testP = train_test_split(\n",
    "    feature_pca, y, test_size=0.2, random_state=0)\n",
    "\n",
    "gnb = GaussianNB()\n",
    "gnb.fit(X_trainP, y_trainP)\n",
    "\n",
    "accuracy_PCA = gnb.score(X_testP, y_testP)\n",
    "print(\"Accuracy: %f\" % accuracy_PCA)\n",
    "\n",
    "report_result(gnb.predict(X_testP), y_testP, gnb)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Results\n",
    "\n",
    "We had an accuracy score of 90.17%, whereas the research paper accuray score is 88.4%.\n",
    "We had a misclassification score of 9.83 whereas the research papers is 11.6%.\n",
    "Clearly our implementation performed better and it can be deduced that it is because we used dimension reduction(PCA) in our implementation. \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Paper 2\n",
    "\n",
    "Link: https://www.researchgate.net/publication/323198261_Customer_Profiling_using_Classification_Approach_for_Bank_Telemarketing\n",
    "\n",
    "Using C4.5 algorithm to predict if a client will subscribe a term deposit.  \n",
    "\n",
    "In theory, decision tree should be able to work with categorical data. However, the current implementation of   \n",
    "decision tree in scikit-learn 1.1 does not handle categorical data. Refer https://scikit-learn.org/1.1/modules/tree.html    \n",
    "\n",
    "As a result, we need to use OneHotEncoder and Ordinal Encoder on the features. `transformed_df` variable is a dataframe that\n",
    "has all features encoded.\n",
    "\n",
    "There are trades off of doing this, notably higher tree depth and the time it takes for the algorithm to finish is longer..."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "\n",
    "# The following features are not used by the paper, therefore, we're not going to use these features as well\n",
    "tree_dataset_x = x.drop(columns=[\"remainder__euribor3m\", \"remainder__nr.employed\",\n",
    "                                 \"remainder__cons.price.idx\", \"remainder__emp.var.rate\", \"remainder__cons.conf.idx\"], inplace=False)\n",
    "\n",
    "# Seperate into train and test set\n",
    "x_train, x_test, y_train, y_test = train_test_split(\n",
    "    tree_dataset_x, y, train_size=0.7, test_size=0.3, random_state=0, stratify=y)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hyper parameter tuning with decision tree using `K Fold Cross Validation` technique implemented in `GridSearchCV`\n",
    "\n",
    "We do not need to scale data in order to use decision tree, thus it will be skipped.\n",
    "\n",
    "The scoring criteria here will be `balanced_accuracy`, this is to account for our imbalanced dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best params {'dec_tree__criterion': 'entropy', 'dec_tree__max_depth': 2, 'dec_tree__max_features': 'log2', 'dec_tree__min_samples_leaf': 1, 'dec_tree__splitter': 'best'}\n"
     ]
    }
   ],
   "source": [
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "dec_tree = DecisionTreeClassifier(random_state=22)\n",
    "pipe = Pipeline(steps=[\n",
    "    ('dec_tree', dec_tree)])\n",
    "\n",
    "parameters = dict(\n",
    "    dec_tree__criterion=['gini', 'entropy'],\n",
    "    dec_tree__max_depth=[2, 4, 6, 8],\n",
    "    dec_tree__min_samples_leaf=[1,2],\n",
    "    dec_tree__splitter=[\"best\", \"random\"],\n",
    "    dec_tree__max_features=[\"sqrt\", \"log2\"]\n",
    ")\n",
    "\n",
    "tree_tuning = GridSearchCV(\n",
    "    pipe, parameters, scoring=\"accuracy\", cv=10)\n",
    "\n",
    "tree_tuning.fit(x_train, y_train)\n",
    "print(\"Best params\", tree_tuning.best_params_)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Report trainning score result"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using tuned parameters on the test dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.91      0.99      0.95      1101\n",
      "         1.0       0.64      0.21      0.31       135\n",
      "\n",
      "    accuracy                           0.90      1236\n",
      "   macro avg       0.77      0.60      0.63      1236\n",
      "weighted avg       0.88      0.90      0.88      1236\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2500x2000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "report_result(tree_tuning.predict(x_test), y_test, tree_tuning)\n",
    "tree_visualizer(tree_tuning.best_estimator_.get_params()['dec_tree'], x_test.columns)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The paper result mentioned that on testing data, the author achieved `90.09%`, `59.06%`, `93.23%` on accuracy score, specificity, and sensitivity respectively. \n",
    "\n",
    "As for our result, we achieved `88%%` on accuracy score, `64%` on specificity  score and finally `90%` on sensitivity score.\n",
    "\n",
    "Compared to the paper result, it is concluded that our result is mostly to the paper result. Besides the fact that we are better at specificity score (identifying potential customer).\n",
    "\n",
    "I would argue that, for this problem, we want to value specificity as there are many customer who do not subscribe and we are interested to know our potential customer."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Paper 3: https://ieeexplore.ieee.org/document/9649623\n",
    "\n",
    "This Paper found that using the RandomForest model it had an accuracy of 91.11%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;background-color: white;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GridSearchCV(cv=10, estimator=RandomForestClassifier(random_state=22),\n",
       "             n_jobs=-1,\n",
       "             param_grid={&#x27;criterion&#x27;: [&#x27;gini&#x27;, &#x27;entropy&#x27;],\n",
       "                         &#x27;max_depth&#x27;: [4, 8, 12, 16],\n",
       "                         &#x27;max_features&#x27;: [&#x27;sqrt&#x27;, &#x27;log2&#x27;],\n",
       "                         &#x27;min_samples_split&#x27;: [0.1, 0.3, 0.5],\n",
       "                         &#x27;n_estimators&#x27;: [30, 50, 100]},\n",
       "             scoring=&#x27;accuracy&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item sk-dashed-wrapped\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" ><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GridSearchCV</label><div class=\"sk-toggleable__content\"><pre>GridSearchCV(cv=10, estimator=RandomForestClassifier(random_state=22),\n",
       "             n_jobs=-1,\n",
       "             param_grid={&#x27;criterion&#x27;: [&#x27;gini&#x27;, &#x27;entropy&#x27;],\n",
       "                         &#x27;max_depth&#x27;: [4, 8, 12, 16],\n",
       "                         &#x27;max_features&#x27;: [&#x27;sqrt&#x27;, &#x27;log2&#x27;],\n",
       "                         &#x27;min_samples_split&#x27;: [0.1, 0.3, 0.5],\n",
       "                         &#x27;n_estimators&#x27;: [30, 50, 100]},\n",
       "             scoring=&#x27;accuracy&#x27;)</pre></div></div></div><div class=\"sk-parallel\"><div class=\"sk-parallel-item\"><div class=\"sk-item\"><div class=\"sk-label-container\"><div class=\"sk-label sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-2\" type=\"checkbox\" ><label for=\"sk-estimator-id-2\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">estimator: RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(random_state=22)</pre></div></div></div><div class=\"sk-serial\"><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" ><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">RandomForestClassifier</label><div class=\"sk-toggleable__content\"><pre>RandomForestClassifier(random_state=22)</pre></div></div></div></div></div></div></div></div></div></div>"
      ],
      "text/plain": [
       "GridSearchCV(cv=10, estimator=RandomForestClassifier(random_state=22),\n",
       "             n_jobs=-1,\n",
       "             param_grid={'criterion': ['gini', 'entropy'],\n",
       "                         'max_depth': [4, 8, 12, 16],\n",
       "                         'max_features': ['sqrt', 'log2'],\n",
       "                         'min_samples_split': [0.1, 0.3, 0.5],\n",
       "                         'n_estimators': [30, 50, 100]},\n",
       "             scoring='accuracy')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.ensemble import RandomForestClassifier\n",
    "\n",
    "# Seperate into train and test set\n",
    "x_train, x_test, y_train, y_test = train_test_split(\n",
    "    x, y, train_size=0.7, test_size=0.3, random_state=0, stratify=y)\n",
    "\n",
    "\n",
    "rfc = RandomForestClassifier(random_state=22)\n",
    "\n",
    "param_grid = {\n",
    "    'n_estimators': [30, 50, 100],\n",
    "    'max_features': ['sqrt', 'log2'],\n",
    "    'max_depth': [4, 8, 12, 16],\n",
    "    'criterion': ['gini', 'entropy'],\n",
    "    'min_samples_split': [0.1, 0.3, 0.5]\n",
    "}\n",
    "\n",
    "tree_tuning = GridSearchCV(\n",
    "    estimator=rfc, param_grid=param_grid, scoring=\"accuracy\", cv=10, n_jobs=-1)\n",
    "tree_tuning.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best params {'criterion': 'gini', 'max_depth': 12, 'max_features': 'sqrt', 'min_samples_split': 0.1, 'n_estimators': 30}\n"
     ]
    }
   ],
   "source": [
    "print(\"Best params\", tree_tuning.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.91      0.99      0.95      1101\n",
      "         1.0       0.70      0.16      0.25       135\n",
      "\n",
      "    accuracy                           0.90      1236\n",
      "   macro avg       0.80      0.57      0.60      1236\n",
      "weighted avg       0.88      0.90      0.87      1236\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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l6bXXXtMtt9yiF198UUuWLNGePXsUHh6uRx99VFdffbWSk5MlndtK3LZtWz377LPq3Lmz3nnnHU2ZMkXbtm3TjTfeaPh5TqdTDodDQbF9ZAsILO/bA3zOz1+ysw1XLqfTqfCaDmVnZyssLMzyz3Y4HGo48D3Zg6pc9nzF+bnaN/OBUt3LlClT9MILL2j+/Pm64YYbtGXLFvXq1UuTJ0/WoEGDJEn/+Mc/lJycrPnz5ys6Olpjx47Vjh07tHv3bgUHB0uSOnbsqKNHj+q1115TYWGhevXqpdatW2vRokWXfT+/5PXH1//pT3/S8ePHNW7cOGVmZqp58+ZatWqVe9HrgQMHZLf/r8Bz2223adGiRRozZoz+9re/6brrrtOyZctKlZgAAHAl2rRpk7p06aLOnc9VuK+55hq9/fbb7oeeulwuvfjiixozZoy6dDn3aIcFCxYoPDxcy5YtU48ePZSenq5Vq1bpyy+/VKtWrSRJM2fOVKdOnTRt2jRFRkaaFq9PLIgdMGCAfvjhB+Xn52vz5s1q06aN+9ratWs1b948j/F//OMflZGRofz8fO3cuVOdOnWyOGIAAC6RWS2dMrR1brvtNq1evVrffPONJOmrr77Sxo0b1bFjR0nS/v37lZmZ6fGoDofDoTZt2rgf1ZGamqpq1aq5ExNJio+Pl91u1+bNmy//5/ILXq+cAABwJTF7K/Gvn99V0kaQUaNGyel0qkmTJgoICFBRUZEmT56sxMRESXI/juO3HtWRmZmpOnXqeFyvVKmSatSocdHHeVwqn6icAACASxMVFSWHw+E+zq/R/KUlS5Zo4cKFWrRokbZt26b58+dr2rRpmj9/vhciNkblBAAAC5V1p81vzSNJBw8e9FgQW9LjM4YPH65Ro0apR48ekqTY2Fj98MMPSk5OVlJSkvtxHFlZWapbt677fVlZWWrevLmkc4/y+PX33p09e1YnTpy46OM8LhWVEwAALGS320w7JCksLMzjKCk5OX36tMfmEkkKCAhwf2VIdHS0IiIiPB7V4XQ6tXnzZvejOuLi4nTy5Elt3brVPWbNmjUqLi72WCtqBionAAD4ufvuu0+TJ09W/fr1dcMNN2j79u164YUX9Nhjj0k6t35lyJAheuaZZ3Tddde5txJHRkaqa9eukqSYmBh16NBBffr00ezZs1VYWKgBAwaoR48epu7UkUhOAACwlNltndKYOXOmxo4dqyeffFLHjh1TZGSk/vKXv2jcuHHuMSNGjFBubq6eeOIJnTx5UnfccYdWrVrlfsaJJC1cuFADBgzQPffcI7vdru7du2vGjBmXfzO/4vWHsFmNh7DhSsdD2HAl84WHsDX+678UYMJD2Iryc5XxfDev3Et5o3ICAICF+FZiYyQnAABYyBttnYqG3ToAAMCnUDkBAMBCtHWMkZwAAGAhkhNjtHUAAIBPoXICAICFWBBrjOQEAAAL2WRSW0f+m53Q1gEAAD6FygkAABairWOM5AQAAAuxW8cYbR0AAOBTqJwAAGAh2jrGSE4AALAQbR1jtHUAAIBPoXICAICFaOsYIzkBAMBCtHWM0dYBAAA+hcoJAABWMqmt48dPryc5AQDASrR1jNHWAQAAPoXKCQAAFmK3jjGSEwAALERbxxhtHQAA4FOonAAAYCHaOsZITgAAsBBtHWO0dQAAgE+hcgIAgIWonBgjOQEAwEKsOTFGWwcAAPgUKicAAFiIto4xkhMAACxEW8cYbR0AAOBTqJwAAGAh2jrGSE4AALCQTSa1dS5/Cp9FWwcAAPgUKicAAFjIbrPJbkLpxIw5fBXJCQAAFmK3jjHaOgAAwKdQOQEAwELs1jFGcgIAgIXstnOHGfP4K9o6AADAp1A5AQDASjaTWjJ+XDkhOQEAwELs1jFGWwcAAPgUKicAAFjI9t9/zJjHX5GcAABgIXbrGKOtAwAAfAqVEwAALMRD2IyRnAAAYCF26xgrVXLywQcflHrC+++//5KDAQAAKFVy0rVr11JNZrPZVFRUdDnxAADg1+w2m+wmlD3MmMNXlSo5KS4uLu84AAC4ItDWMXZZu3Xy8vLMigMAAEDSJSQnRUVFmjRpkq6++mpVrVpV+/btkySNHTtWb775pukBAgDgT87v1jHj8FdlTk4mT56sefPmaerUqQoMDHSfv/HGG/XGG2+YGhwAAP7mfFvHjMNflTk5WbBggV5//XUlJiYqICDAfb5Zs2bas2ePqcEBAIArT5mfc3L48GE1atTogvPFxcUqLCw0JSgAAPwVu3WMlbly0rRpU23YsOGC8++9955uvvlmU4ICAMBf2Uw8/FWZKyfjxo1TUlKSDh8+rOLiYv3rX/9SRkaGFixYoBUrVpRHjAAA4ApS5spJly5dtHz5cv3nP/9RlSpVNG7cOKWnp2v58uW69957yyNGAAD8hrd26xw+fFgPP/ywatasqZCQEMXGxmrLli3u6y6XS+PGjVPdunUVEhKi+Ph4ffvttx5znDhxQomJiQoLC1O1atXUu3dv5eTkmPJz+aVL+m6dO++8UykpKWbHAgCA37Pbzh1mzFNaP//8s26//Xa1a9dOH330kWrXrq1vv/1W1atXd4+ZOnWqZsyYofnz5ys6Olpjx45VQkKCdu/ereDgYElSYmKijh49qpSUFBUWFqpXr1564okntGjRosu/oV+45C/+27Jli9LT0yWdW4fSsmVL04ICAADm+cc//qGoqCjNnTvXfS46Otr97y6XSy+++KLGjBmjLl26SDq3Ozc8PFzLli1Tjx49lJ6erlWrVunLL79Uq1atJEkzZ85Up06dNG3aNEVGRpoWb5nbOocOHdKdd96pW265RYMHD9bgwYPVunVr3XHHHTp06JBpgQEA4I+80db54IMP1KpVK/3xj39UnTp1dPPNN2vOnDnu6/v371dmZqbi4+Pd5xwOh9q0aaPU1FRJUmpqqqpVq+ZOTCQpPj5edrtdmzdvNuEn8z9lTk4ef/xxFRYWKj09XSdOnNCJEyeUnp6u4uJiPf7446YGBwCAPzLzAWxOp9PjyM/Pv+Dz9u3bp1dffVXXXXedPv74Y/Xr10+DBg3S/PnzJUmZmZmSpPDwcI/3hYeHu69lZmaqTp06HtcrVaqkGjVquMeYpcxtnXXr1mnTpk1q3Lix+1zjxo01c+ZM3XnnnaYGBwAAfltUVJTH6/Hjx2vChAke54qLi9WqVStNmTJFknTzzTdr586dmj17tpKSkqwKtdTKnJxERUWV+LC1oqIiU/tNAAD4I7O+F+f8HAcPHlRYWJj7fFBQ0AVj69atq6ZNm3qci4mJ0dKlSyVJERERkqSsrCzVrVvXPSYrK0vNmzd3jzl27JjHHGfPntWJEyfc7zdLmds6zz33nAYOHOix/WjLli0aPHiwpk2bZmpwAAD4m/O7dcw4JCksLMzjKCk5uf3225WRkeFx7ptvvlGDBg0knVscGxERodWrV7uvO51Obd68WXFxcZKkuLg4nTx5Ulu3bnWPWbNmjYqLi9WmTRtTf0alqpxUr17dI8vLzc1VmzZtVKnSubefPXtWlSpV0mOPPaauXbuaGiAAALg8Q4cO1W233aYpU6bowQcf1BdffKHXX39dr7/+uqRzVZghQ4bomWee0XXXXefeShwZGen+vR4TE6MOHTqoT58+mj17tgoLCzVgwAD16NHD9M5JqZKTF1980dQPBQDgSmV2W6c0Wrdurffff1+jR4/W008/rejoaL344otKTEx0jxkxYoRyc3P1xBNP6OTJk7rjjju0atUq9zNOJGnhwoUaMGCA7rnnHtntdnXv3l0zZsy47Hv5NZvL5XKZPqsPczqdcjgcCortI1tAoLfDASz385cvezsEwGucTqfCazqUnZ3tsU7Dqs92OBxKfHOTAitXvez5Ck7naGHv27xyL+Xtkh/CJkl5eXkqKCjwOOdvPyAAAGCtMicnubm5GjlypJYsWaKffvrpgutFRUWmBAYAgD+y22yym9DWMWMOX1Xm3TojRozQmjVr9OqrryooKEhvvPGGJk6cqMjISC1YsKA8YgQAwG+Y8QC2Xz+Izd+UuXKyfPlyLViwQHfffbd69eqlO++8U40aNVKDBg20cOFCj8U1AAAAZVXmysmJEyfUsGFDSefWl5w4cUKSdMcdd2j9+vXmRgcAgJ/xxnfrVDRlTk4aNmyo/fv3S5KaNGmiJUuWSDpXUalWrZqpwQEA4G9o6xgrc3LSq1cvffXVV5KkUaNGadasWQoODtbQoUM1fPhw0wMEAABXljKvORk6dKj73+Pj47Vnzx5t3bpVjRo10k033WRqcAAA+Bt26xi7rOecSFKDBg3cz+YHAAC/zayWjB/nJqVLTsryaNpBgwZdcjAAAAClSk6mT59eqslsNhvJCQAAv8Eb361T0ZQqOTm/O8efpC2frFAetY8rUHHxFfV1WoAHX/jzb9cl7Ea5yDz+yp/vDQAAVECXvSAWAACUHm0dYyQnAABYyGaT7OzW+U20dQAAgE+hcgIAgIXsJlVOzJjDV11S5WTDhg16+OGHFRcXp8OHD0uS/vnPf2rjxo2mBgcAgL/hi/+MlTk5Wbp0qRISEhQSEqLt27crPz9fkpSdna0pU6aYHiAAALiylDk5eeaZZzR79mzNmTNHV111lfv87bffrm3btpkaHAAA/uZ8W8eMw1+Vec1JRkaG7rrrrgvOOxwOnTx50oyYAADwW3y3jrEyV04iIiK0d+/eC85v3LhRDRs2NCUoAABw5SpzctKnTx8NHjxYmzdvls1m05EjR7Rw4UI99dRT6tevX3nECACA37DbbKYd/qrMbZ1Ro0apuLhY99xzj06fPq277rpLQUFBeuqppzRw4MDyiBEAAL/Bd+sYK3NyYrPZ9Pe//13Dhw/X3r17lZOTo6ZNm6pq1arlER8AALjCXPJD2AIDA9W0aVMzYwEAwO+xINZYmZOTdu3a/eaDX9asWXNZAQEA4M/sMme9iF3+m52UOTlp3ry5x+vCwkKlpaVp586dSkpKMisuAABwhSpzcjJ9+vQSz0+YMEE5OTmXHRAAAP6Mto4x0xb7Pvzww3rrrbfMmg4AAL/EE2KNmZacpKamKjg42KzpAADAFarMbZ1u3bp5vHa5XDp69Ki2bNmisWPHmhYYAAD+yGaTKQti/bmtU+bkxOFweLy22+1q3Lixnn76abVv3960wAAA8EesOTFWpuSkqKhIvXr1UmxsrKpXr15eMQEAgCtYmdacBAQEqH379nz7MAAAl4gFscbKvCD2xhtv1L59+8ojFgAA/J7NxH/8VZmTk2eeeUZPPfWUVqxYoaNHj8rpdHocAAAAl6PUa06efvpp/fWvf1WnTp0kSffff7/HY+xdLpdsNpuKiorMjxIAAD9hVkvGn9s6pU5OJk6cqL59++rTTz8tz3gAAPBrJCfGSp2cuFwuSVLbtm3LLRgAAIAybSX+rW8jBgAAxmw2mym/T/35d3KZkpPrr7/e8Idx4sSJywoIAAB/RlvHWJmSk4kTJ17whFgAAAAzlSk56dGjh+rUqVNesQAA4Pd4fL2xUicn/tzbAgDAKnabzZQv/jNjDl9V6oewnd+tAwAAUJ5KXTkpLi4uzzgAALgisCDWWJnWnAAAgMtk0poTP/5qnbJ/tw4AAEB5onICAICF7LLJbkLZw4w5fBXJCQAAFmIrsTHaOgAAwKdQOQEAwELs1jFGcgIAgIV4CJsx2joAAMCnUDkBAMBCLIg1RnICAICF7DKprePHW4lp6wAAAJ9C5QQAAAvR1jFGcgIAgIXsMqdt4c+tD3++NwAAUAGRnAAAYCGbzWbacameffZZ2Ww2DRkyxH0uLy9P/fv3V82aNVW1alV1795dWVlZHu87cOCAOnfurMqVK6tOnToaPny4zp49e8lxXAzJCQAAFrKZeFyKL7/8Uq+99ppuuukmj/NDhw7V8uXL9e6772rdunU6cuSIunXr5r5eVFSkzp07q6CgQJs2bdL8+fM1b948jRs37hIjuTiSEwAArhA5OTlKTEzUnDlzVL16dff57Oxsvfnmm3rhhRf0u9/9Ti1bttTcuXO1adMmff7555KkTz75RLt379b//d//qXnz5urYsaMmTZqkWbNmqaCgwNQ4SU4AALDQ+cfXm3FIktPp9Djy8/Mv+tn9+/dX586dFR8f73F+69atKiws9DjfpEkT1a9fX6mpqZKk1NRUxcbGKjw83D0mISFBTqdTu3btMvNHRHICAIDVzGzpREVFyeFwuI/k5OQSP/Odd97Rtm3bSryemZmpwMBAVatWzeN8eHi4MjMz3WN+mZicv37+mpnYSgwAQAV28OBBhYWFuV8HBQWVOGbw4MFKSUlRcHCwleFdEionAABY6PxD2Mw4JCksLMzjKCk52bp1q44dO6YWLVqoUqVKqlSpktatW6cZM2aoUqVKCg8PV0FBgU6ePOnxvqysLEVEREiSIiIiLti9c/71+TFmITkBAMBC3thKfM8992jHjh1KS0tzH61atVJiYqL736+66iqtXr3a/Z6MjAwdOHBAcXFxkqS4uDjt2LFDx44dc49JSUlRWFiYmjZtat4PSLR1AADwe6Ghobrxxhs9zlWpUkU1a9Z0n+/du7eGDRumGjVqKCwsTAMHDlRcXJxuvfVWSVL79u3VtGlTPfLII5o6daoyMzM1ZswY9e/fv8RqzeUgOQEAwEK++vj66dOny263q3v37srPz1dCQoJeeeUV9/WAgACtWLFC/fr1U1xcnKpUqaKkpCQ9/fTTJkci2Vwul8v0WX2Y0+mUw+FQ+vfHFPqLBUTAlaJ6lUBvhwB4jdPpVN3a1ZSdne2xiNSqz3Y4HJq7YY8qVw297PlO55xSrzubeOVeyhtrTgAAgE+hrQMAgIUu59Hzv57HX5GcAABgocv90r5fzuOvaOsAAACfQuUEAAAL+epuHV9CcgIAgIVo6xjz58QLAABUQFROAACwELt1jJGcAABgoV9+ad/lzuOvaOsAAACfQuUEAAAL2WWT3YSmjBlz+CqSEwAALERbxxhtHQAA4FOonAAAYCHbf/8xYx5/RXICAICFaOsYo60DAAB8CpUTAAAsZDNptw5tHQAAYAraOsZo6wAAAJ9C5QQAAAtROTFGcgIAgIXYSmyMtg4AAPApVE4AALCQ3XbuMGMef0VyAgCAhWjrGKOtAwAAfAqVEwAALMRuHWMkJwAAWMgmc1oyfpyb0NYBAAC+hcoJAAAWYreOMZITAAAsxG4dYyQnMMUXX32nOYvXate3h3TsJ6defbqn7r0j1n394/Vfa9HyVO369pBOOk/rg9eHqWmjq0ucy+VyqffoN7T+iz0XzANUBNPnfaIVa7/Stz9kKSToKrWOjdb4AV10XYNw95j573+mpZ9s0Vd7DinndJ72/ecfcoRW9mLUgO/w6pqT9evX67777lNkZKRsNpuWLVtm+J61a9eqRYsWCgoKUqNGjTRv3rxyjxPGzuQVKObaSE0Y1K3E66fzCtQqNlrD+3Q2nGvue+v9+P8HcCXYtH2vej9wpz55869aOqO/zp4t0gODZin3TL57zJm8Av3u1hgN7XmvFyOFN5zfrWPG4a+8WjnJzc1Vs2bN9Nhjj6lbt5J/qf3S/v371blzZ/Xt21cLFy7U6tWr9fjjj6tu3bpKSEiwIGJcTNs2MWrbJuai1//QvpUk6VDmid+cZ/few3rz3XVaNnuI4h6YaGqMgFXefelJj9cvj3tYjTv8TV/tOajbbm4kSer7UDtJ0sat31oeH7zLJnN22vhxbuLd5KRjx47q2LFjqcfPnj1b0dHRev755yVJMTEx2rhxo6ZPn05y4gfO5BVo6OSFmjC4m2rXCPN2OIBpnDl5kqTqYbRtgNKoUGtOUlNTFR8f73EuISFBQ4YMueh78vPzlZ//v1Kq0+ksr/BwmSa/8m+1uKGB7r39Rm+HApimuLhYf5++VG1uaqiYayO9HQ58gF022U3oydj9uHZSoZ5zkpmZqfDwcI9z4eHhcjqdOnPmTInvSU5OlsPhcB9RUVFWhIoy+s9nO5W6fa/G9O/q7VAAUw1/7l2l7zuqOc/09HYo8BE2Ew9/VaEqJ5di9OjRGjZsmPu10+kkQfFBn2/fqwNHflKL+8Z4nO8/Yb5axTbUoulPXuSdgO8a8dwSfbJxp1a8NlhXh1f3djhAhVGhkpOIiAhlZWV5nMvKylJYWJhCQkJKfE9QUJCCgoKsCA+X4S9//p0e7NzG41yn3tP09ye76HdxTb0UFXBpXC6XRk57VyvXfa0PXhmkBpG1vB0SfAkrYg1VqOQkLi5OH374oce5lJQUxcXFeSkinJd7Jl8/HP7R/frg0RPavfewqoVWVmR4dZ10ntaRYz/r2I/n1vzsP3hMklS7Rqhq1whzH78WWaeaourWtOYmAJMMf26Jln68Vf/3XB9VrRKsrJ/O/bkPqxKskOBASVLWT04d+8mp/YeOS5J27z2iqlWCVS+8uqo7qngtdpQ/HsJmzKvJSU5Ojvbu3et+vX//fqWlpalGjRqqX7++Ro8ercOHD2vBggWSpL59++rll1/WiBEj9Nhjj2nNmjVasmSJVq5c6a1bwH/tyDioh4e96n495dUPJEndElpp6siHtHrTTo2cuth9ffCk/5MkDXy0vQb3ZKcV/MvcpRslSff3m+FxfubYRP3597dKkub9a6OmvvGR+9rv+750wRjgSmVzuVwub3342rVr1a5duwvOJyUlad68eerZs6e+//57rV271uM9Q4cO1e7du1WvXj2NHTtWPXv2LPVnOp1OORwOpX9/TKFhbFfFlad6lUBvhwB4jdPpVN3a1ZSdna0wi38HnP/9szrtgKqGXv5n55xy6p7m9b1yL+XNq5WTu+++W7+VG5X09Ne7775b27dvL8eoAAAoPyw5MVahthIDAAD/V6EWxAIAUOFROjFEcgIAgIXYrWOMtg4AAPApVE4AALCQzXbuMGMef0XlBAAA+BQqJwAAWIj1sMZITgAAsBLZiSHaOgAAwKdQOQEAwEJsJTZGcgIAgIXYrWOMtg4AAPApVE4AALAQ62GNkZwAAGAlshNDtHUAAIBPoXICAICF2K1jjOQEAAALsVvHGG0dAADgU0hOAACwkM3Eo7SSk5PVunVrhYaGqk6dOuratasyMjI8xuTl5al///6qWbOmqlatqu7duysrK8tjzIEDB9S5c2dVrlxZderU0fDhw3X27Nky/wyMkJwAAGAlL2Qn69atU//+/fX5558rJSVFhYWFat++vXJzc91jhg4dquXLl+vdd9/VunXrdOTIEXXr1s19vaioSJ07d1ZBQYE2bdqk+fPna968eRo3btyl/ywuwuZyuVymz+rDnE6nHA6H0r8/ptCwMG+HA1iuepVAb4cAeI3T6VTd2tWUnZ2tMIt/B5z//ZOaflhVQy//s3NOORUXc/Ul3cvx48dVp04drVu3TnfddZeys7NVu3ZtLVq0SA888IAkac+ePYqJiVFqaqpuvfVWffTRR/r973+vI0eOKDw8XJI0e/ZsjRw5UsePH1dgoHn/baFyAgCAhWwm/iOdS3p+eeTn5xvGkJ2dLUmqUaOGJGnr1q0qLCxUfHy8e0yTJk1Uv359paamSpJSU1MVGxvrTkwkKSEhQU6nU7t27TLt5yORnAAAYKnzu3XMOCQpKipKDofDfSQnJ//m5xcXF2vIkCG6/fbbdeONN0qSMjMzFRgYqGrVqnmMDQ8PV2ZmpnvMLxOT89fPXzMTW4kBAKjADh486NHWCQoK+s3x/fv3186dO7Vx48byDu2SUTkBAMBCZq+HDQsL8zh+KzkZMGCAVqxYoU8//VT16tVzn4+IiFBBQYFOnjzpMT4rK0sRERHuMb/evXP+9fkxZiE5AQDASl7YreNyuTRgwAC9//77WrNmjaKjoz2ut2zZUldddZVWr17tPpeRkaEDBw4oLi5OkhQXF6cdO3bo2LFj7jEpKSkKCwtT06ZNy/ITMERbBwAAP9e/f38tWrRI//73vxUaGupeI+JwOBQSEiKHw6HevXtr2LBhqlGjhsLCwjRw4EDFxcXp1ltvlSS1b99eTZs21SOPPKKpU6cqMzNTY8aMUf/+/Q1bSWVFcgIAgIW88d06r776qiTp7rvv9jg/d+5c9ezZU5I0ffp02e12de/eXfn5+UpISNArr7ziHhsQEKAVK1aoX79+iouLU5UqVZSUlKSnn376su/l13jOCXCF4TknuJL5wnNOtnxz1LTnnLS6vq5X7qW8seYEAAD4FNo6AABYqKzfi/Nb8/grkhMAAKxEdmKItg4AAPApVE4AALCQN3brVDQkJwAAWOkX34tzufP4K9o6AADAp1A5AQDAQqyHNUZyAgCAlchODNHWAQAAPoXKCQAAFmK3jjGSEwAALGQzabeOKTt+fBRtHQAA4FOonAAAYCHWwxojOQEAwEpkJ4Zo6wAAAJ9C5QQAAAuxW8cYyQkAABayyaTdOpc/hc+irQMAAHwKlRMAACzEelhjJCcAAFiIh7AZo60DAAB8CpUTAAAsRWPHCMkJAAAWoq1jjLYOAADwKVROAACwEE0dYyQnAABYiLaOMdo6AADAp1A5AQDAQny3jjGSEwAArMSiE0O0dQAAgE+hcgIAgIUonBgjOQEAwELs1jFGWwcAAPgUKicAAFiI3TrGSE4AALASi04M0dYBAAA+hcoJAAAWonBijOQEAAALsVvHGG0dAADgU6icAABgKXN26/hzY4fkBAAAC9HWMUZbBwAA+BSSEwAA4FNo6wAAYCHaOsaonAAAAJ9C5QQAAAvx3TrGSE4AALAQbR1jtHUAAIBPoXICAICF+G4dYyQnAABYiezEEG0dAADgU6icAABgIXbrGCM5AQDAQuzWMUZbBwAA+BQqJwAAWIj1sMZITgAAsBLZiSHaOgAAwKdQOQEAwELs1jFGcgIAgIXYrWPsiktOXC6XJCnn1CkvRwJ4R0BRoLdDALzm1CmnpP/9LvAGp9PpU/P4oisuOTn136Skdey1Xo4EAOAtp06dksPhsPQzAwMDFRERoeuio0ybMyIiQoGB/vc/HDaXN9NHLyguLtaRI0cUGhoqmz/XxHyY0+lUVFSUDh48qLCwMG+HA1iKP//e5XK5dOrUKUVGRsput35PSF5engoKCkybLzAwUMHBwabN5yuuuMqJ3W5XvXr1vB0GJIWFhfEfZ1yx+PPvPVZXTH4pODjYL5MJs7GVGAAA+BSSEwAA4FNITmC5oKAgjR8/XkFBQd4OBbAcf/4BY1fcglgAAODbqJwAAACfQnICAAB8CskJAADwKSQnAADAp5CcwHSzZs3SNddco+DgYLVp00ZffPHFb45/99131aRJEwUHBys2NlYffvihRZEC5lu/fr3uu+8+RUZGymazadmyZYbvWbt2rVq0aKGgoCA1atRI8+bNK/c4AV9GcgJTLV68WMOGDdP48eO1bds2NWvWTAkJCTp27FiJ4zdt2qSHHnpIvXv31vbt29W1a1d17dpVO3futDhywBy5ublq1qyZZs2aVarx+/fvV+fOndWuXTulpaVpyJAhevzxx/Xxxx+Xc6SA72IrMUzVpk0btW7dWi+//LKkc99lFBUVpYEDB2rUqFEXjP/Tn/6k3NxcrVixwn3u1ltvVfPmzTV79mzL4gbKg81m0/vvv6+uXbtedMzIkSO1cuVKj4S8R48eOnnypFatWmVBlIDvoXIC0xQUFGjr1q2Kj493n7Pb7YqPj1dqamqJ70lNTfUYL0kJCQkXHQ/4G/4OABciOYFpfvzxRxUVFSk8PNzjfHh4uDIzM0t8T2ZmZpnGA/7mYn8HnE6nzpw546WoAO8iOQEAAD6F5ASmqVWrlgICApSVleVxPisrSxERESW+JyIiokzjAX9zsb8DYWFhCgkJ8VJUgHeRnMA0gYGBatmypVavXu0+V1xcrNWrVysuLq7E98TFxXmMl6SUlJSLjgf8DX8HgAuRnMBUw4YN05w5czR//nylp6erX79+ys3NVa9evSRJjz76qEaPHu0eP3jwYK1atUrPP/+89uzZowkTJmjLli0aMGCAt24BuCw5OTlKS0tTWlqapHNbhdPS0nTgwAFJ0ujRo/Xoo4+6x/ft21f79u3TiBEjtGfPHr3yyitasmSJhg4d6o3wAd/gAkw2c+ZMV/369V2BgYGuW265xfX555+7r7Vt29aVlJTkMX7JkiWu66+/3hUYGOi64YYbXCtXrrQ4YsA8n376qUvSBcf5P/dJSUmutm3bXvCe5s2buwIDA10NGzZ0zZ071/K4AV/Cc04AAIBPoa0DAAB8CskJAADwKSQnAADAp5CcAAAAn0JyAgAAfArJCQAA8CkkJwAAwKeQnAA+qGfPnuratav79d13360hQ4ZYHsfatWtls9l08uTJi46x2WxatmxZqeecMGGCmjdvfllxff/997LZbO6nsALwLyQnQCn17NlTNptNNptNgYGBatSokZ5++mmdPXu23D/7X//6lyZNmlSqsaVJKADAl1XydgBARdKhQwfNnTtX+fn5+vDDD9W/f39dddVVHt8XdF5BQYECAwNN+dwaNWqYMg8AVARUToAyCAoKUkREhBo0aKB+/fopPj5eH3zwgaT/tWImT56syMhINW7cWJJ08OBBPfjgg6pWrZpq1KihLl266Pvvv3fPWVRUpGHDhqlatWqqWbOmRowYoV9/q8Sv2zr5+fkaOXKkoqKiFBQUpEaNGunNN9/U999/r3bt2kmSqlevLpvNpp49e0o69w3RycnJio6OVkhIiJo1a6b33nvP43M+/PBDXX/99QoJCVG7du084iytkSNH6vrrr1flypXVsGFDjR07VoWFhReMe+211xQVFaXKlSvrwQcfVHZ2tsf1N954QzExMQoODlaTJk30yiuvlDkWABUTyQlwGUJCQlRQUOB+vXr1amVkZCglJUUrVqxQYWGhEhISFBoaqg0bNuizzz5T1apV1aFDB/f7nn/+ec2bN09vvfWWNm7cqBMnTuj999//zc999NFH9fbbb2vGjBlKT0/Xa6+9pqpVqyoqKkpLly6VJGVkZOjo0aN66aWXJEnJyclasGCBZs+erV27dmno0KF6+OGHtW7dOknnkqhu3brpvvvuU1pamh5//HGNGjWqzD+T0NBQzZs3T7t379ZLL72kOXPmaPr06R5j9u7dqyVLlmj58uVatWqVtm/frieffNJ9feHChRo3bpwmT56s9PR0TZkyRWPHjtX8+fPLHA+ACsjLXzwIVBhJSUmuLl26uFwul6u4uNiVkpLiCgoKcj311FPu6+Hh4a78/Hz3e/75z3+6Gjdu7CouLnafy8/Pd4WEhLg+/vhjl8vlctWtW9c1depU9/XCwkJXvXr13J/lcp37NufBgwe7XC6XKyMjwyXJlZKSUmKc578V9+eff3afy8vLc1WuXNm1adMmj7G9e/d2PfTQQy6Xy+UaPXq0q2nTph7XR44cecFcvybJ9f7771/0+nPPPedq2bKl+/X48eNdAQEBrkOHDrnPffTRRy673e46evSoy+Vyua699lrXokWLPOaZNGmSKy4uzuVyuVz79+93SXJt3779op8LoOJizQlQBitWrFDVqlVVWFio4uJi/fnPf9aECRPc12NjYz3WmXz11Vfau3evQkNDPebJy8vTd999p+zsbB09elRt2rRxX6tUqZJatWp1QWvnvLS0NAUEBKht27aljnvv3r06ffq07r33Xo/zBQUFuvnmmyVJ6enpHnFIUlxcXKk/47zFixdrxowZ+u6775STk6OzZ88qLCzMY0z9+vV19dVXe3xOcXGxMjIyFBoaqu+++069e/dWnz593GPOnj0rh8NR5ngAVDwkJ0AZtGvXTq+++qoCAwMVGRmpSpU8/wpVqVLF43VOTo5atmyphQsXXjBX7dq1LymGkJCQMr8nJydHkrRy5UqPpEA6t47GLKmpqUpMTNTEiROVkJAgh8Ohd955R88//3yZY50zZ84FyVJAQIBpsQLwXSQnQBlUqVJFjRo1KvX4Fi1aaPHixapTp84F1YPz6tatq82bN+uuu+6SdK5CsHXrVrVo0aLE8bGxsSouLta6desUHx9/wfXzlZuioiL3uaZNmyooKEgHDhy4aMUlJibGvbj3vM8//9z4Jn9h06ZNatCggf7+97+7z/3www8XjDtw4ICOHDmiyMhI9+fY7XY1btxY4eHhioyM1L59+5SYmFimzwfgH1gQC5SjxMRE1apVS126dNGGDRu0f/9+rV27VoMGDdKhQ4ckSYMHD9azzz6rZcuWac+ePXryySd/8xkl11xzjZKSkvTYY49p2bJl7jmXLFkiSWrQoIFsNptWrFih48ePKycnR6GhoXrqqac0dOhQzZ8/X9999522bdummTNnuheZ9u3bV99++62GDx+ujIwMLVq0SPPmzSvT/V533XU6cOCA3nnnHX333XeaMWNGiYt7g4ODlZSUpK+++kobNmzQoEGD9OCDDyoiIkKSNHHiRCUnJ2vGjBn65ptvtGPHDs2dO1cvvPBCmeIBUDGRnADlqHLlylq/fr3q16+vbt26KSYmRr1791ZeXp67kvLXv/5VjzzyiJKSkhQXF6fQ0FD94Q9/+M15X331VT3wwAN68skn1aRJE/Xp00e5ubmSpKuvvloTJ07UqFGjFB4ergEDBkiSJk2apLFjxyo5OVkxMTHq0KGDVq5cqejoaEnn1oEsXbpUy5YtU7NmzTR79mxNmTKlTPd7//33a+jQoRowYICaN2+uTZs2aezYsReMa9Sokbp166ZOnTqpffv2uummmzy2Cj/++ON64403NHfuXMXGxqpt27aaN2+eO1YA/s3mutiqOwAAAC+gcgIAAHwKyQkAAPApJCcAAMCnkJwAAACfQnICAAB8CskJAADwKSQnAADAp5CcAAAAn0JyAgAAfArJCQAA8CkkJwAAwKeQnAAAAJ/y/8UC5qNNhZZ8AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "report_result(tree_tuning.predict(x_test), y_test, tree_tuning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.94      0.83      0.88      1101\n",
      "         1.0       0.30      0.60      0.40       135\n",
      "\n",
      "    accuracy                           0.81      1236\n",
      "   macro avg       0.62      0.72      0.64      1236\n",
      "weighted avg       0.87      0.81      0.83      1236\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from imblearn.ensemble import BalancedRandomForestClassifier\n",
    "\n",
    "brfc = BalancedRandomForestClassifier(random_state=22)\n",
    "tree_tuning = GridSearchCV(\n",
    "    estimator=brfc, param_grid=param_grid, scoring=\"accuracy\", cv=10, n_jobs=-1)\n",
    "tree_tuning.fit(x_train, y_train)\n",
    "report_result(tree_tuning.predict(x_test), y_test, tree_tuning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.94      0.88      0.91      1101\n",
      "         1.0       0.35      0.54      0.43       135\n",
      "\n",
      "    accuracy                           0.84      1236\n",
      "   macro avg       0.65      0.71      0.67      1236\n",
      "weighted avg       0.88      0.84      0.85      1236\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from imblearn.under_sampling import RandomUnderSampler\n",
    "from imblearn.over_sampling import RandomOverSampler\n",
    "from imblearn.pipeline import Pipeline\n",
    "\n",
    "under = RandomUnderSampler(sampling_strategy=1)\n",
    "pipeline = Pipeline(steps=[('u', under), ('rfc', rfc)])\n",
    "rfc_param_grid = {\n",
    "    'rfc__n_estimators': [30, 50, 100],\n",
    "    'rfc__max_features': ['sqrt', 'log2'],\n",
    "    'rfc__max_depth': [4, 8, 12, 16],\n",
    "    'rfc__criterion': ['gini', 'entropy'],\n",
    "    'rfc__min_samples_split': [0.1, 0.3, 0.5]\n",
    "}\n",
    "tree_tuning = GridSearchCV(\n",
    "    estimator=pipeline, param_grid=rfc_param_grid, scoring=\"accuracy\", cv=10, n_jobs=-1)\n",
    "tree_tuning.fit(x_train, y_train)\n",
    "report_result(tree_tuning.predict(x_test), y_test, tree_tuning)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.94      0.89      0.91      1101\n",
      "         1.0       0.38      0.55      0.45       135\n",
      "\n",
      "    accuracy                           0.85      1236\n",
      "   macro avg       0.66      0.72      0.68      1236\n",
      "weighted avg       0.88      0.85      0.86      1236\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "over = RandomOverSampler(sampling_strategy=1)\n",
    "pipeline = Pipeline(steps=[('o', over), ('rfc', rfc)])\n",
    "tree_tuning = GridSearchCV(\n",
    "    estimator=pipeline, param_grid=rfc_param_grid, scoring=\"accuracy\", cv=10, n_jobs=-1)\n",
    "tree_tuning.fit(x_train, y_train)\n",
    "report_result(tree_tuning.predict(x_test), y_test, tree_tuning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Paper 4:  Bank predictions for prospective long-term deposit investors using machine learning LightGBM and SMOTE\n",
    "\n",
    "Link: https://ieeexplore.ieee.org/document/9397083\n",
    "\n",
    "This Paper got the best result by using LightGBM Classifier with an accuracy of `91.63%`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from lightgbm import LGBMClassifier\n",
    "\n",
    "# The following features are not used by the paper, therefore, we're not going to use these features as well\n",
    "LGBM_dataset_x = x.drop(columns=[\"remainder__euribor3m\", \"remainder__nr.employed\",\n",
    "                    \"remainder__cons.price.idx\", \"remainder__emp.var.rate\", \"remainder__cons.conf.idx\"], inplace=False)\n",
    "\n",
    "# Seperate into train and test set\n",
    "x_train, x_test, y_train, y_test = train_test_split(\n",
    "    LGBM_dataset_x, y, train_size=0.7, test_size=0.3, random_state=42, stratify=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best params {'boosting_type': 'dart', 'max_depth': 5, 'min_child_samples': 150, 'n_estimators': 150}\n"
     ]
    }
   ],
   "source": [
    "LGBM = LGBMClassifier(random_state=10)\n",
    "\n",
    "param_grid = {\n",
    "    'boosting_type': ['gbdt', 'dart'],\n",
    "    'max_depth': [5, 7, 9],\n",
    "    'n_estimators': [100, 150, 200],\n",
    "    'min_child_samples': [50, 100, 150]\n",
    "}\n",
    "\n",
    "pipe = Pipeline(steps=[\n",
    "    ('LGBM', LGBM)])\n",
    "\n",
    "tree_tuning = GridSearchCV(estimator=LGBM, param_grid=param_grid, cv=10)\n",
    "tree_tuning.fit(x_train, y_train)\n",
    "print(\"Best params\", tree_tuning.best_params_)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LGBMClassifier\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.91      0.99      0.95      1101\n",
      "         1.0       0.71      0.18      0.28       135\n",
      "\n",
      "    accuracy                           0.90      1236\n",
      "   macro avg       0.81      0.58      0.62      1236\n",
      "weighted avg       0.89      0.90      0.87      1236\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('LGBMClassifier')\n",
    "report_result(tree_tuning.predict(x_test), y_test, tree_tuning)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before SMOTE, counts of label '1': 316\n",
      "Before SMOTE, counts of label '0': 2567 \n",
      "\n",
      "After SMOTE, the shape of train_X: (5134, 46)\n",
      "After SMOTE, the shape of train_y: (5134,) \n",
      "\n",
      "After SMOTE, counts of label '1': 2567\n",
      "After SMOTE, counts of label '0': 2567\n"
     ]
    }
   ],
   "source": [
    "from imblearn.over_sampling import SMOTE\n",
    "\n",
    "print(\"Before SMOTE, counts of label '1': {}\".format(sum(y_train == 1)))\n",
    "print(\"Before SMOTE, counts of label '0': {} \\n\".format(sum(y_train == 0)))\n",
    "\n",
    "sm = SMOTE(random_state = 10)\n",
    "x_train_res, y_train_res = sm.fit_resample(x_train, y_train.ravel())\n",
    "  \n",
    "print('After SMOTE, the shape of train_X: {}'.format(x_train_res.shape))\n",
    "print('After SMOTE, the shape of train_y: {} \\n'.format(y_train_res.shape))\n",
    "  \n",
    "print(\"After SMOTE, counts of label '1': {}\".format(sum(y_train_res == 1)))\n",
    "print(\"After SMOTE, counts of label '0': {}\".format(sum(y_train_res == 0)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Best params {'boosting_type': 'dart', 'max_depth': 7, 'min_child_samples': 50, 'n_estimators': 200}\n"
     ]
    }
   ],
   "source": [
    "LGBM = LGBMClassifier(random_state=10)\n",
    "\n",
    "param_grid = {\n",
    "    'boosting_type': ['gbdt', 'dart'],\n",
    "    'max_depth': [5,7,9],\n",
    "    'n_estimators': [100,150,200],\n",
    "    'min_child_samples': [50,100,150]\n",
    "}\n",
    "\n",
    "pipe = Pipeline(steps=[\n",
    "    ('LGBM', LGBM)])\n",
    "\n",
    "tree_tuning = GridSearchCV(estimator=LGBM, param_grid=param_grid, cv=10) #scoring=\"depth\", \n",
    "tree_tuning.fit(x_train_res, y_train_res)\n",
    "print(\"Best params\", tree_tuning.best_params_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LGBMClassifier with SMOTE\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "         0.0       0.91      0.98      0.95      1101\n",
      "         1.0       0.61      0.21      0.31       135\n",
      "\n",
      "    accuracy                           0.90      1236\n",
      "   macro avg       0.76      0.60      0.63      1236\n",
      "weighted avg       0.88      0.90      0.88      1236\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('LGBMClassifier with SMOTE')\n",
    "report_result(tree_tuning.predict(x_test), y_test, tree_tuning)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By just using LightGBM Classifier we achivieved `90.21%`, `96.85%`, `90.21%` and `92.92%`  on Accuracy, Precison, Recall and F1 F1-score. \n",
    "\n",
    "By using LightGBM Classifier and SMOTE we achivieved `90.21%`, `96.85%`, `90.21%` and `92.92%`  on Accuracy, Precison, Recall and F1 F1-score. "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.10.8 ('env': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.8"
  },
  "vscode": {
   "interpreter": {
    "hash": "798686119d06974c77af5d54bc229013fc34e695772a3d913a0b53154d99f685"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}