{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bc0d30c4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# pip install pandas_datareader\n",
    "# !pip install tensorboard\n",
    "#!pip install tensorflow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "592da875",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "'rm' is not recognized as an internal or external command,\n",
      "operable program or batch file.\n"
     ]
    }
   ],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import pandas_datareader as web\n",
    "plt.style.use('seaborn-darkgrid')\n",
    "plt.rc('figure', figsize=(18,8))\n",
    "plt.rc('lines', markersize=4)\n",
    "plt.rc('font', size=18)\n",
    "!rm -rf ./logs/\n",
    "%load_ext tensorboard\n",
    "%reload_ext tensorboard\n",
    "\n",
    "from sklearn.datasets import fetch_openml\n",
    "import tensorflow as tf\n",
    "from tensorflow import keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c1aa75b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Collecting yfinance\n",
      "  Using cached yfinance-0.1.90-py2.py3-none-any.whl (29 kB)\n",
      "Requirement already satisfied: numpy>=1.16.5 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from yfinance) (1.21.5)\n",
      "Requirement already satisfied: lxml>=4.9.1 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from yfinance) (4.9.2)\n",
      "Requirement already satisfied: requests>=2.26 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from yfinance) (2.27.1)\n",
      "Requirement already satisfied: multitasking>=0.0.7 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from yfinance) (0.0.11)\n",
      "Requirement already satisfied: appdirs>=1.4.4 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from yfinance) (1.4.4)\n",
      "Requirement already satisfied: pandas>=1.3.0 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from yfinance) (1.4.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from pandas>=1.3.0->yfinance) (2021.3)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from pandas>=1.3.0->yfinance) (2.8.2)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from python-dateutil>=2.8.1->pandas>=1.3.0->yfinance) (1.16.0)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from requests>=2.26->yfinance) (2021.10.8)\n",
      "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from requests>=2.26->yfinance) (3.3)\n",
      "Requirement already satisfied: charset-normalizer~=2.0.0 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from requests>=2.26->yfinance) (2.0.4)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\users\\arpit\\anaconda3\\lib\\site-packages (from requests>=2.26->yfinance) (1.26.9)\n",
      "Installing collected packages: yfinance\n",
      "Successfully installed yfinance-0.1.90\n"
     ]
    }
   ],
   "source": [
    "!pip install yfinance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "id": "4ca46842",
   "metadata": {},
   "outputs": [],
   "source": [
    "import yfinance as yf\n",
    "\n",
    "msft = yf.Ticker(\"MSFT\")\n",
    "\n",
    "# get stock info\n",
    "msft.info\n",
    "\n",
    "# get historical market data\n",
    "hist = msft.history(period=\"max\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 211,
   "id": "20eecb0a",
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-03-13 00:00:00-05:00</th>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.063524</td>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>1031788800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-14 00:00:00-05:00</th>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>308160000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-17 00:00:00-05:00</th>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.064609</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>133171200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-18 00:00:00-05:00</th>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.064609</td>\n",
       "      <td>0.061894</td>\n",
       "      <td>0.062437</td>\n",
       "      <td>67766400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-19 00:00:00-05:00</th>\n",
       "      <td>0.062437</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.061351</td>\n",
       "      <td>47894400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-12 00:00:00-05:00</th>\n",
       "      <td>247.449997</td>\n",
       "      <td>252.539993</td>\n",
       "      <td>247.169998</td>\n",
       "      <td>252.509995</td>\n",
       "      <td>30665100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-13 00:00:00-05:00</th>\n",
       "      <td>261.690002</td>\n",
       "      <td>263.920013</td>\n",
       "      <td>253.070007</td>\n",
       "      <td>256.920013</td>\n",
       "      <td>42196900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-14 00:00:00-05:00</th>\n",
       "      <td>257.130005</td>\n",
       "      <td>262.589996</td>\n",
       "      <td>254.309998</td>\n",
       "      <td>257.220001</td>\n",
       "      <td>35410900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-15 00:00:00-05:00</th>\n",
       "      <td>253.720001</td>\n",
       "      <td>254.199997</td>\n",
       "      <td>247.339996</td>\n",
       "      <td>249.009995</td>\n",
       "      <td>35560400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-16 00:00:00-05:00</th>\n",
       "      <td>248.550003</td>\n",
       "      <td>249.839996</td>\n",
       "      <td>243.509995</td>\n",
       "      <td>244.690002</td>\n",
       "      <td>86088100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9268 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Open        High         Low       Close  \\\n",
       "Date                                                                        \n",
       "1986-03-13 00:00:00-05:00    0.055380    0.063524    0.055380    0.060809   \n",
       "1986-03-14 00:00:00-05:00    0.060809    0.064067    0.060809    0.062980   \n",
       "1986-03-17 00:00:00-05:00    0.062980    0.064609    0.062980    0.064067   \n",
       "1986-03-18 00:00:00-05:00    0.064067    0.064609    0.061894    0.062437   \n",
       "1986-03-19 00:00:00-05:00    0.062437    0.062980    0.060809    0.061351   \n",
       "...                               ...         ...         ...         ...   \n",
       "2022-12-12 00:00:00-05:00  247.449997  252.539993  247.169998  252.509995   \n",
       "2022-12-13 00:00:00-05:00  261.690002  263.920013  253.070007  256.920013   \n",
       "2022-12-14 00:00:00-05:00  257.130005  262.589996  254.309998  257.220001   \n",
       "2022-12-15 00:00:00-05:00  253.720001  254.199997  247.339996  249.009995   \n",
       "2022-12-16 00:00:00-05:00  248.550003  249.839996  243.509995  244.690002   \n",
       "\n",
       "                               Volume  Dividends  Stock Splits  \n",
       "Date                                                            \n",
       "1986-03-13 00:00:00-05:00  1031788800        0.0           0.0  \n",
       "1986-03-14 00:00:00-05:00   308160000        0.0           0.0  \n",
       "1986-03-17 00:00:00-05:00   133171200        0.0           0.0  \n",
       "1986-03-18 00:00:00-05:00    67766400        0.0           0.0  \n",
       "1986-03-19 00:00:00-05:00    47894400        0.0           0.0  \n",
       "...                               ...        ...           ...  \n",
       "2022-12-12 00:00:00-05:00    30665100        0.0           0.0  \n",
       "2022-12-13 00:00:00-05:00    42196900        0.0           0.0  \n",
       "2022-12-14 00:00:00-05:00    35410900        0.0           0.0  \n",
       "2022-12-15 00:00:00-05:00    35560400        0.0           0.0  \n",
       "2022-12-16 00:00:00-05:00    86088100        0.0           0.0  \n",
       "\n",
       "[9268 rows x 7 columns]"
      ]
     },
     "execution_count": 211,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 212,
   "id": "78b951ec",
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-03-13 00:00:00-05:00</th>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.063524</td>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>1031788800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-14 00:00:00-05:00</th>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>308160000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-17 00:00:00-05:00</th>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.064609</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>133171200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-18 00:00:00-05:00</th>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.064609</td>\n",
       "      <td>0.061894</td>\n",
       "      <td>0.062437</td>\n",
       "      <td>67766400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-19 00:00:00-05:00</th>\n",
       "      <td>0.062437</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.061351</td>\n",
       "      <td>47894400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-12 00:00:00-05:00</th>\n",
       "      <td>247.449997</td>\n",
       "      <td>252.539993</td>\n",
       "      <td>247.169998</td>\n",
       "      <td>252.509995</td>\n",
       "      <td>30665100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-13 00:00:00-05:00</th>\n",
       "      <td>261.690002</td>\n",
       "      <td>263.920013</td>\n",
       "      <td>253.070007</td>\n",
       "      <td>256.920013</td>\n",
       "      <td>42196900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-14 00:00:00-05:00</th>\n",
       "      <td>257.130005</td>\n",
       "      <td>262.589996</td>\n",
       "      <td>254.309998</td>\n",
       "      <td>257.220001</td>\n",
       "      <td>35410900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-15 00:00:00-05:00</th>\n",
       "      <td>253.720001</td>\n",
       "      <td>254.199997</td>\n",
       "      <td>247.339996</td>\n",
       "      <td>249.009995</td>\n",
       "      <td>35560400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-16 00:00:00-05:00</th>\n",
       "      <td>248.550003</td>\n",
       "      <td>249.839996</td>\n",
       "      <td>243.509995</td>\n",
       "      <td>244.690002</td>\n",
       "      <td>86088100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9268 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Open        High         Low       Close  \\\n",
       "Date                                                                        \n",
       "1986-03-13 00:00:00-05:00    0.055380    0.063524    0.055380    0.060809   \n",
       "1986-03-14 00:00:00-05:00    0.060809    0.064067    0.060809    0.062980   \n",
       "1986-03-17 00:00:00-05:00    0.062980    0.064609    0.062980    0.064067   \n",
       "1986-03-18 00:00:00-05:00    0.064067    0.064609    0.061894    0.062437   \n",
       "1986-03-19 00:00:00-05:00    0.062437    0.062980    0.060809    0.061351   \n",
       "...                               ...         ...         ...         ...   \n",
       "2022-12-12 00:00:00-05:00  247.449997  252.539993  247.169998  252.509995   \n",
       "2022-12-13 00:00:00-05:00  261.690002  263.920013  253.070007  256.920013   \n",
       "2022-12-14 00:00:00-05:00  257.130005  262.589996  254.309998  257.220001   \n",
       "2022-12-15 00:00:00-05:00  253.720001  254.199997  247.339996  249.009995   \n",
       "2022-12-16 00:00:00-05:00  248.550003  249.839996  243.509995  244.690002   \n",
       "\n",
       "                               Volume  Dividends  Stock Splits  \n",
       "Date                                                            \n",
       "1986-03-13 00:00:00-05:00  1031788800        0.0           0.0  \n",
       "1986-03-14 00:00:00-05:00   308160000        0.0           0.0  \n",
       "1986-03-17 00:00:00-05:00   133171200        0.0           0.0  \n",
       "1986-03-18 00:00:00-05:00    67766400        0.0           0.0  \n",
       "1986-03-19 00:00:00-05:00    47894400        0.0           0.0  \n",
       "...                               ...        ...           ...  \n",
       "2022-12-12 00:00:00-05:00    30665100        0.0           0.0  \n",
       "2022-12-13 00:00:00-05:00    42196900        0.0           0.0  \n",
       "2022-12-14 00:00:00-05:00    35410900        0.0           0.0  \n",
       "2022-12-15 00:00:00-05:00    35560400        0.0           0.0  \n",
       "2022-12-16 00:00:00-05:00    86088100        0.0           0.0  \n",
       "\n",
       "[9268 rows x 7 columns]"
      ]
     },
     "execution_count": 212,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "df = pd.DataFrame(hist)\n",
    "# df.to_csv(index_col = 0)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 213,
   "id": "7a817c6a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                          Date        Open        High         Low  \\\n",
      "0    1986-03-13 00:00:00-05:00    0.055380    0.063524    0.055380   \n",
      "1    1986-03-14 00:00:00-05:00    0.060809    0.064067    0.060809   \n",
      "2    1986-03-17 00:00:00-05:00    0.062980    0.064609    0.062980   \n",
      "3    1986-03-18 00:00:00-05:00    0.064067    0.064609    0.061894   \n",
      "4    1986-03-19 00:00:00-05:00    0.062437    0.062980    0.060809   \n",
      "...                        ...         ...         ...         ...   \n",
      "9263 2022-12-12 00:00:00-05:00  247.449997  252.539993  247.169998   \n",
      "9264 2022-12-13 00:00:00-05:00  261.690002  263.920013  253.070007   \n",
      "9265 2022-12-14 00:00:00-05:00  257.130005  262.589996  254.309998   \n",
      "9266 2022-12-15 00:00:00-05:00  253.720001  254.199997  247.339996   \n",
      "9267 2022-12-16 00:00:00-05:00  248.550003  249.839996  243.509995   \n",
      "\n",
      "           Close      Volume  Dividends  Stock Splits  \n",
      "0       0.060809  1031788800        0.0           0.0  \n",
      "1       0.062980   308160000        0.0           0.0  \n",
      "2       0.064067   133171200        0.0           0.0  \n",
      "3       0.062437    67766400        0.0           0.0  \n",
      "4       0.061351    47894400        0.0           0.0  \n",
      "...          ...         ...        ...           ...  \n",
      "9263  252.509995    30665100        0.0           0.0  \n",
      "9264  256.920013    42196900        0.0           0.0  \n",
      "9265  257.220001    35410900        0.0           0.0  \n",
      "9266  249.009995    35560400        0.0           0.0  \n",
      "9267  244.690002    86088100        0.0           0.0  \n",
      "\n",
      "[9268 rows x 8 columns]\n"
     ]
    }
   ],
   "source": [
    "df = df.rename_axis('Date').reset_index()\n",
    "\n",
    "print(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 214,
   "id": "74b07061",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1986-03-13 00:00:00-05:00</td>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.063524</td>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>1031788800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1986-03-14 00:00:00-05:00</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>308160000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1986-03-17 00:00:00-05:00</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.064609</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>133171200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1986-03-18 00:00:00-05:00</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.064609</td>\n",
       "      <td>0.061894</td>\n",
       "      <td>0.062437</td>\n",
       "      <td>67766400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1986-03-19 00:00:00-05:00</td>\n",
       "      <td>0.062437</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.061351</td>\n",
       "      <td>47894400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1986</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Date      Open      High       Low     Close  \\\n",
       "0 1986-03-13 00:00:00-05:00  0.055380  0.063524  0.055380  0.060809   \n",
       "1 1986-03-14 00:00:00-05:00  0.060809  0.064067  0.060809  0.062980   \n",
       "2 1986-03-17 00:00:00-05:00  0.062980  0.064609  0.062980  0.064067   \n",
       "3 1986-03-18 00:00:00-05:00  0.064067  0.064609  0.061894  0.062437   \n",
       "4 1986-03-19 00:00:00-05:00  0.062437  0.062980  0.060809  0.061351   \n",
       "\n",
       "       Volume  Dividends  Stock Splits  year  \n",
       "0  1031788800        0.0           0.0  1986  \n",
       "1   308160000        0.0           0.0  1986  \n",
       "2   133171200        0.0           0.0  1986  \n",
       "3    67766400        0.0           0.0  1986  \n",
       "4    47894400        0.0           0.0  1986  "
      ]
     },
     "execution_count": 214,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['year'] = pd.DatetimeIndex(df['Date']).year\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 215,
   "id": "1a00d033",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path  \n",
    "filepath = Path('stockprice.csv')  \n",
    "filepath.parent.mkdir(parents=True, exist_ok=True)  \n",
    "df.to_csv(filepath) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 216,
   "id": "d08a3954",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Open            0\n",
       "High            0\n",
       "Low             0\n",
       "Close           0\n",
       "Volume          0\n",
       "Dividends       0\n",
       "Stock Splits    0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 216,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 217,
   "id": "7b59df0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date            0\n",
       "Open            0\n",
       "High            0\n",
       "Low             0\n",
       "Close           0\n",
       "Volume          0\n",
       "Dividends       0\n",
       "Stock Splits    0\n",
       "year            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 217,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.isna().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 218,
   "id": "39c4693c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_mean = pd.DataFrame(df.isna().mean()*100)\n",
    "# df_mean[1] = 100\n",
    "# for index, row in df_mean.iterrows():\n",
    "#     m_labels = ['Not-Nulls',\"Nulls\"]\n",
    "#     nulls = row[0]\n",
    "#     if nulls == 0.000:\n",
    "#         continue\n",
    "#     total = row[1]\n",
    "#     y=[(total-nulls),nulls]\n",
    "#     plt.pie(y, labels = m_labels,radius=1.5,explode = [0.2,0],textprops={'fontsize': 14},autopct='%1.3f%%',colors = ['#2cb3f2','#ecf22c'])\n",
    "#     plt.title(index,fontdict={'fontsize':14})\n",
    "#     plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 219,
   "id": "178dcd43",
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9268.000000</td>\n",
       "      <td>9268.000000</td>\n",
       "      <td>9268.000000</td>\n",
       "      <td>9268.000000</td>\n",
       "      <td>9.268000e+03</td>\n",
       "      <td>9268.000000</td>\n",
       "      <td>9268.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>40.437643</td>\n",
       "      <td>40.865538</td>\n",
       "      <td>39.995492</td>\n",
       "      <td>40.445826</td>\n",
       "      <td>5.816016e+07</td>\n",
       "      <td>0.002649</td>\n",
       "      <td>0.001834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>66.797358</td>\n",
       "      <td>67.488337</td>\n",
       "      <td>66.058129</td>\n",
       "      <td>66.806321</td>\n",
       "      <td>3.831599e+07</td>\n",
       "      <td>0.043924</td>\n",
       "      <td>0.059192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.057551</td>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.056465</td>\n",
       "      <td>2.304000e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3.179834</td>\n",
       "      <td>3.215260</td>\n",
       "      <td>3.133413</td>\n",
       "      <td>3.180445</td>\n",
       "      <td>3.393210e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>19.022206</td>\n",
       "      <td>19.212279</td>\n",
       "      <td>18.832619</td>\n",
       "      <td>19.014447</td>\n",
       "      <td>5.146270e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>31.273045</td>\n",
       "      <td>31.600125</td>\n",
       "      <td>30.833434</td>\n",
       "      <td>31.234715</td>\n",
       "      <td>7.196795e+07</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>341.420804</td>\n",
       "      <td>346.423942</td>\n",
       "      <td>339.023310</td>\n",
       "      <td>339.924835</td>\n",
       "      <td>1.031789e+09</td>\n",
       "      <td>3.080000</td>\n",
       "      <td>2.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Open         High          Low        Close        Volume  \\\n",
       "count  9268.000000  9268.000000  9268.000000  9268.000000  9.268000e+03   \n",
       "mean     40.437643    40.865538    39.995492    40.445826  5.816016e+07   \n",
       "std      66.797358    67.488337    66.058129    66.806321  3.831599e+07   \n",
       "min       0.055380     0.057551     0.055380     0.056465  2.304000e+06   \n",
       "25%       3.179834     3.215260     3.133413     3.180445  3.393210e+07   \n",
       "50%      19.022206    19.212279    18.832619    19.014447  5.146270e+07   \n",
       "75%      31.273045    31.600125    30.833434    31.234715  7.196795e+07   \n",
       "max     341.420804   346.423942   339.023310   339.924835  1.031789e+09   \n",
       "\n",
       "         Dividends  Stock Splits  \n",
       "count  9268.000000   9268.000000  \n",
       "mean      0.002649      0.001834  \n",
       "std       0.043924      0.059192  \n",
       "min       0.000000      0.000000  \n",
       "25%       0.000000      0.000000  \n",
       "50%       0.000000      0.000000  \n",
       "75%       0.000000      0.000000  \n",
       "max       3.080000      2.000000  "
      ]
     },
     "execution_count": 219,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 220,
   "id": "1b14d99b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<bound method DataFrame.info of                                  Open        High         Low       Close  \\\n",
       "Date                                                                        \n",
       "1986-03-13 00:00:00-05:00    0.055380    0.063524    0.055380    0.060809   \n",
       "1986-03-14 00:00:00-05:00    0.060809    0.064067    0.060809    0.062980   \n",
       "1986-03-17 00:00:00-05:00    0.062980    0.064609    0.062980    0.064067   \n",
       "1986-03-18 00:00:00-05:00    0.064067    0.064609    0.061894    0.062437   \n",
       "1986-03-19 00:00:00-05:00    0.062437    0.062980    0.060809    0.061351   \n",
       "...                               ...         ...         ...         ...   \n",
       "2022-12-12 00:00:00-05:00  247.449997  252.539993  247.169998  252.509995   \n",
       "2022-12-13 00:00:00-05:00  261.690002  263.920013  253.070007  256.920013   \n",
       "2022-12-14 00:00:00-05:00  257.130005  262.589996  254.309998  257.220001   \n",
       "2022-12-15 00:00:00-05:00  253.720001  254.199997  247.339996  249.009995   \n",
       "2022-12-16 00:00:00-05:00  248.550003  249.839996  243.509995  244.690002   \n",
       "\n",
       "                               Volume  Dividends  Stock Splits  \n",
       "Date                                                            \n",
       "1986-03-13 00:00:00-05:00  1031788800        0.0           0.0  \n",
       "1986-03-14 00:00:00-05:00   308160000        0.0           0.0  \n",
       "1986-03-17 00:00:00-05:00   133171200        0.0           0.0  \n",
       "1986-03-18 00:00:00-05:00    67766400        0.0           0.0  \n",
       "1986-03-19 00:00:00-05:00    47894400        0.0           0.0  \n",
       "...                               ...        ...           ...  \n",
       "2022-12-12 00:00:00-05:00    30665100        0.0           0.0  \n",
       "2022-12-13 00:00:00-05:00    42196900        0.0           0.0  \n",
       "2022-12-14 00:00:00-05:00    35410900        0.0           0.0  \n",
       "2022-12-15 00:00:00-05:00    35560400        0.0           0.0  \n",
       "2022-12-16 00:00:00-05:00    86088100        0.0           0.0  \n",
       "\n",
       "[9268 rows x 7 columns]>"
      ]
     },
     "execution_count": 220,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 221,
   "id": "538c40df",
   "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>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Dividends</th>\n",
       "      <th>Stock Splits</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-03-13 00:00:00-05:00</th>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.063524</td>\n",
       "      <td>0.055380</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>1031788800</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-14 00:00:00-05:00</th>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>308160000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-17 00:00:00-05:00</th>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.064609</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.064067</td>\n",
       "      <td>133171200</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-18 00:00:00-05:00</th>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.064609</td>\n",
       "      <td>0.061894</td>\n",
       "      <td>0.062437</td>\n",
       "      <td>67766400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-19 00:00:00-05:00</th>\n",
       "      <td>0.062437</td>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.061351</td>\n",
       "      <td>47894400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-12 00:00:00-05:00</th>\n",
       "      <td>247.449997</td>\n",
       "      <td>252.539993</td>\n",
       "      <td>247.169998</td>\n",
       "      <td>252.509995</td>\n",
       "      <td>30665100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-13 00:00:00-05:00</th>\n",
       "      <td>261.690002</td>\n",
       "      <td>263.920013</td>\n",
       "      <td>253.070007</td>\n",
       "      <td>256.920013</td>\n",
       "      <td>42196900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-14 00:00:00-05:00</th>\n",
       "      <td>257.130005</td>\n",
       "      <td>262.589996</td>\n",
       "      <td>254.309998</td>\n",
       "      <td>257.220001</td>\n",
       "      <td>35410900</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-15 00:00:00-05:00</th>\n",
       "      <td>253.720001</td>\n",
       "      <td>254.199997</td>\n",
       "      <td>247.339996</td>\n",
       "      <td>249.009995</td>\n",
       "      <td>35560400</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-16 00:00:00-05:00</th>\n",
       "      <td>248.550003</td>\n",
       "      <td>249.839996</td>\n",
       "      <td>243.509995</td>\n",
       "      <td>244.690002</td>\n",
       "      <td>86088100</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9268 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 Open        High         Low       Close  \\\n",
       "Date                                                                        \n",
       "1986-03-13 00:00:00-05:00    0.055380    0.063524    0.055380    0.060809   \n",
       "1986-03-14 00:00:00-05:00    0.060809    0.064067    0.060809    0.062980   \n",
       "1986-03-17 00:00:00-05:00    0.062980    0.064609    0.062980    0.064067   \n",
       "1986-03-18 00:00:00-05:00    0.064067    0.064609    0.061894    0.062437   \n",
       "1986-03-19 00:00:00-05:00    0.062437    0.062980    0.060809    0.061351   \n",
       "...                               ...         ...         ...         ...   \n",
       "2022-12-12 00:00:00-05:00  247.449997  252.539993  247.169998  252.509995   \n",
       "2022-12-13 00:00:00-05:00  261.690002  263.920013  253.070007  256.920013   \n",
       "2022-12-14 00:00:00-05:00  257.130005  262.589996  254.309998  257.220001   \n",
       "2022-12-15 00:00:00-05:00  253.720001  254.199997  247.339996  249.009995   \n",
       "2022-12-16 00:00:00-05:00  248.550003  249.839996  243.509995  244.690002   \n",
       "\n",
       "                               Volume  Dividends  Stock Splits  \n",
       "Date                                                            \n",
       "1986-03-13 00:00:00-05:00  1031788800        0.0           0.0  \n",
       "1986-03-14 00:00:00-05:00   308160000        0.0           0.0  \n",
       "1986-03-17 00:00:00-05:00   133171200        0.0           0.0  \n",
       "1986-03-18 00:00:00-05:00    67766400        0.0           0.0  \n",
       "1986-03-19 00:00:00-05:00    47894400        0.0           0.0  \n",
       "...                               ...        ...           ...  \n",
       "2022-12-12 00:00:00-05:00    30665100        0.0           0.0  \n",
       "2022-12-13 00:00:00-05:00    42196900        0.0           0.0  \n",
       "2022-12-14 00:00:00-05:00    35410900        0.0           0.0  \n",
       "2022-12-15 00:00:00-05:00    35560400        0.0           0.0  \n",
       "2022-12-16 00:00:00-05:00    86088100        0.0           0.0  \n",
       "\n",
       "[9268 rows x 7 columns]"
      ]
     },
     "execution_count": 221,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist.drop_duplicates(keep=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 222,
   "id": "8a87b7a0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Outlers detection \n",
    "df.boxplot(column = ['High','Low','Open','Close','Volume','Dividends','Stock Splits'],figsize=(12,8),fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 223,
   "id": "24a90b8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.boxplot(column = ['Volume'],figsize=(12,8),fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 224,
   "id": "4df8c395",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "99% - quantile value : 185807231.99999997\n",
      "98% - quantile value : 155860496.0\n",
      "97% - quantile value : 139462000.0\n",
      "96% - quantile value : 128325807.99999997\n",
      "95% - quantile value : 120387629.99999994\n",
      "90% - quantile value : 97475220.00000001\n",
      "85% - quantile value : 86215655.0\n",
      "80% - quantile value : 78159080.0\n",
      "75% - quantile value : 71967950.0\n",
      "25% - quantile value : 33932100.0\n",
      "10% - quantile value : 23206430.0\n",
      "9% - quantile value : 22616906.0\n",
      "5% - quantile value : 19187290.0\n",
      "01% - quantile value : 12492520.0\n"
     ]
    }
   ],
   "source": [
    "print('99% - quantile value :',df['Volume'].quantile(0.99))\n",
    "print('98% - quantile value :',df['Volume'].quantile(0.98))\n",
    "print('97% - quantile value :',df['Volume'].quantile(0.97))\n",
    "print('96% - quantile value :',df['Volume'].quantile(0.96))\n",
    "print('95% - quantile value :',df['Volume'].quantile(0.95))\n",
    "\n",
    "print('90% - quantile value :',df['Volume'].quantile(0.90))\n",
    "print('85% - quantile value :',df['Volume'].quantile(0.85))\n",
    "print('80% - quantile value :',df['Volume'].quantile(0.80))\n",
    "\n",
    "print('75% - quantile value :',df['Volume'].quantile(0.75))\n",
    "print('25% - quantile value :',df['Volume'].quantile(0.25))\n",
    "print('10% - quantile value :',df['Volume'].quantile(0.10))\n",
    "print('9% - quantile value :',df['Volume'].quantile(0.09))\n",
    "print('5% - quantile value :',df['Volume'].quantile(0.05))\n",
    "\n",
    "print('01% - quantile value :',df['Volume'].quantile(0.01))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 225,
   "id": "1d8979d1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Volume', ylabel='Density'>"
      ]
     },
     "execution_count": 225,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(a=df.Volume, hist=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 226,
   "id": "8ac42c66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Volume'>"
      ]
     },
     "execution_count": 226,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(a=df.Volume, kde= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 227,
   "id": "e463b340",
   "metadata": {},
   "outputs": [],
   "source": [
    "# taknig floor as 1% and cap as 90% quantile values\n",
    "cap = df['Volume'].quantile(0.90)\n",
    "flr = df['Volume'].quantile(0.01)\n",
    "df['Volume'] = np.where(df['Volume'] > cap, cap, df['Volume'])\n",
    "df['Volume'] = np.where(df['Volume'] < flr, flr, df['Volume'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 228,
   "id": "c080974d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.boxplot(column = ['Volume'],figsize=(12,8),fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 229,
   "id": "9afc39fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Volume'>"
      ]
     },
     "execution_count": 229,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(a=df.Volume, kde= False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 230,
   "id": "2661c6b8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='Volume', ylabel='Density'>"
      ]
     },
     "execution_count": 230,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(a=df.Volume, hist=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 231,
   "id": "65bd5bb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting the scatter plot for open and close price \n",
    "\n",
    "#set the title of the graph\n",
    "plt.title('Intel Stock Price ($)')\n",
    "\n",
    "#set the x and y axis label \n",
    "plt.xlabel('Open Stock Price ($)')\n",
    "plt.ylabel('Close Stock Price ($)')\n",
    "\n",
    "#plot the scatter plot \n",
    "plt.scatter(hist['Open'],hist['Close'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 232,
   "id": "4e7900d2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting the scatter plot for the closing of price with respect to year \n",
    "\n",
    "plt.title('Intel Stock Price ($)')\n",
    "\n",
    "plt.xlabel('Years')\n",
    "plt.ylabel('Close Stock Price ($)')\n",
    "\n",
    "plt.plot(hist['Close'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "id": "b6d966e0",
   "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>Close</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-03-13 00:00:00-05:00</th>\n",
       "      <td>0.060809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-14 00:00:00-05:00</th>\n",
       "      <td>0.062980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-17 00:00:00-05:00</th>\n",
       "      <td>0.064067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-18 00:00:00-05:00</th>\n",
       "      <td>0.062437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-19 00:00:00-05:00</th>\n",
       "      <td>0.061351</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Close\n",
       "Date                               \n",
       "1986-03-13 00:00:00-05:00  0.060809\n",
       "1986-03-14 00:00:00-05:00  0.062980\n",
       "1986-03-17 00:00:00-05:00  0.064067\n",
       "1986-03-18 00:00:00-05:00  0.062437\n",
       "1986-03-19 00:00:00-05:00  0.061351"
      ]
     },
     "execution_count": 233,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#taking the first 5 closing price \n",
    "\n",
    "hist1 = hist[['Close']]\n",
    "hist1.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "id": "77457c25",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred_days = 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "id": "9b939b53",
   "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>Close</th>\n",
       "      <th>prediction</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-03-13 00:00:00-05:00</th>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.067324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-14 00:00:00-05:00</th>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.069496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-17 00:00:00-05:00</th>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.071667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-18 00:00:00-05:00</th>\n",
       "      <td>0.062437</td>\n",
       "      <td>0.073296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-19 00:00:00-05:00</th>\n",
       "      <td>0.061351</td>\n",
       "      <td>0.076011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-12 00:00:00-05:00</th>\n",
       "      <td>252.509995</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-13 00:00:00-05:00</th>\n",
       "      <td>256.920013</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-14 00:00:00-05:00</th>\n",
       "      <td>257.220001</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-15 00:00:00-05:00</th>\n",
       "      <td>249.009995</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-12-16 00:00:00-05:00</th>\n",
       "      <td>244.690002</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9268 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Close  prediction\n",
       "Date                                             \n",
       "1986-03-13 00:00:00-05:00    0.060809    0.067324\n",
       "1986-03-14 00:00:00-05:00    0.062980    0.069496\n",
       "1986-03-17 00:00:00-05:00    0.064067    0.071667\n",
       "1986-03-18 00:00:00-05:00    0.062437    0.073296\n",
       "1986-03-19 00:00:00-05:00    0.061351    0.076011\n",
       "...                               ...         ...\n",
       "2022-12-12 00:00:00-05:00  252.509995         NaN\n",
       "2022-12-13 00:00:00-05:00  256.920013         NaN\n",
       "2022-12-14 00:00:00-05:00  257.220001         NaN\n",
       "2022-12-15 00:00:00-05:00  249.009995         NaN\n",
       "2022-12-16 00:00:00-05:00  244.690002         NaN\n",
       "\n",
       "[9268 rows x 2 columns]"
      ]
     },
     "execution_count": 235,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist1['prediction'] = hist1[['Close']].shift(-pred_days)\n",
    "hist1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "id": "1900b18c",
   "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>Close</th>\n",
       "      <th>prediction</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1986-03-13 00:00:00-05:00</th>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.067324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-14 00:00:00-05:00</th>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.069496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-17 00:00:00-05:00</th>\n",
       "      <td>0.064067</td>\n",
       "      <td>0.071667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-18 00:00:00-05:00</th>\n",
       "      <td>0.062437</td>\n",
       "      <td>0.073296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-19 00:00:00-05:00</th>\n",
       "      <td>0.061351</td>\n",
       "      <td>0.076011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-20 00:00:00-05:00</th>\n",
       "      <td>0.059723</td>\n",
       "      <td>0.073839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-21 00:00:00-05:00</th>\n",
       "      <td>0.058094</td>\n",
       "      <td>0.073839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-24 00:00:00-05:00</th>\n",
       "      <td>0.056465</td>\n",
       "      <td>0.073296</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-25 00:00:00-05:00</th>\n",
       "      <td>0.057551</td>\n",
       "      <td>0.074382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-26 00:00:00-05:00</th>\n",
       "      <td>0.059180</td>\n",
       "      <td>0.074382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-27 00:00:00-05:00</th>\n",
       "      <td>0.060266</td>\n",
       "      <td>0.071124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-03-31 00:00:00-05:00</th>\n",
       "      <td>0.059723</td>\n",
       "      <td>0.071124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-01 00:00:00-05:00</th>\n",
       "      <td>0.059180</td>\n",
       "      <td>0.071124</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-02 00:00:00-05:00</th>\n",
       "      <td>0.059723</td>\n",
       "      <td>0.068410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-03 00:00:00-05:00</th>\n",
       "      <td>0.060266</td>\n",
       "      <td>0.068410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-04 00:00:00-05:00</th>\n",
       "      <td>0.060266</td>\n",
       "      <td>0.067867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-07 00:00:00-05:00</th>\n",
       "      <td>0.059180</td>\n",
       "      <td>0.068953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-08 00:00:00-05:00</th>\n",
       "      <td>0.059723</td>\n",
       "      <td>0.068410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-09 00:00:00-05:00</th>\n",
       "      <td>0.060809</td>\n",
       "      <td>0.067867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-10 00:00:00-05:00</th>\n",
       "      <td>0.061351</td>\n",
       "      <td>0.068138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-11 00:00:00-05:00</th>\n",
       "      <td>0.062437</td>\n",
       "      <td>0.068953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-14 00:00:00-05:00</th>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.068410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-15 00:00:00-05:00</th>\n",
       "      <td>0.062980</td>\n",
       "      <td>0.067324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-16 00:00:00-05:00</th>\n",
       "      <td>0.065152</td>\n",
       "      <td>0.065152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-17 00:00:00-05:00</th>\n",
       "      <td>0.065695</td>\n",
       "      <td>0.064609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-18 00:00:00-05:00</th>\n",
       "      <td>0.063524</td>\n",
       "      <td>0.066781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-21 00:00:00-05:00</th>\n",
       "      <td>0.063524</td>\n",
       "      <td>0.066781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-22 00:00:00-05:00</th>\n",
       "      <td>0.062437</td>\n",
       "      <td>0.066781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-23 00:00:00-05:00</th>\n",
       "      <td>0.062709</td>\n",
       "      <td>0.067867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-24 00:00:00-05:00</th>\n",
       "      <td>0.068953</td>\n",
       "      <td>0.065152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-25 00:00:00-05:00</th>\n",
       "      <td>0.073296</td>\n",
       "      <td>0.063524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-28 00:00:00-04:00</th>\n",
       "      <td>0.073839</td>\n",
       "      <td>0.060809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-29 00:00:00-04:00</th>\n",
       "      <td>0.071667</td>\n",
       "      <td>0.059180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-04-30 00:00:00-04:00</th>\n",
       "      <td>0.070038</td>\n",
       "      <td>0.060809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-01 00:00:00-04:00</th>\n",
       "      <td>0.068953</td>\n",
       "      <td>0.059994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-02 00:00:00-04:00</th>\n",
       "      <td>0.068953</td>\n",
       "      <td>0.060809</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-05 00:00:00-04:00</th>\n",
       "      <td>0.068410</td>\n",
       "      <td>0.062980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-06 00:00:00-04:00</th>\n",
       "      <td>0.068953</td>\n",
       "      <td>0.064067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-07 00:00:00-04:00</th>\n",
       "      <td>0.068953</td>\n",
       "      <td>0.064609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-08 00:00:00-04:00</th>\n",
       "      <td>0.069496</td>\n",
       "      <td>0.064609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-09 00:00:00-04:00</th>\n",
       "      <td>0.068953</td>\n",
       "      <td>0.066781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-12 00:00:00-04:00</th>\n",
       "      <td>0.069496</td>\n",
       "      <td>0.065152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-13 00:00:00-04:00</th>\n",
       "      <td>0.070038</td>\n",
       "      <td>0.067324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-14 00:00:00-04:00</th>\n",
       "      <td>0.069496</td>\n",
       "      <td>0.067867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-15 00:00:00-04:00</th>\n",
       "      <td>0.069496</td>\n",
       "      <td>0.066238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-16 00:00:00-04:00</th>\n",
       "      <td>0.070038</td>\n",
       "      <td>0.064609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-19 00:00:00-04:00</th>\n",
       "      <td>0.068953</td>\n",
       "      <td>0.062437</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-20 00:00:00-04:00</th>\n",
       "      <td>0.068410</td>\n",
       "      <td>0.061894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-21 00:00:00-04:00</th>\n",
       "      <td>0.067324</td>\n",
       "      <td>0.061351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1986-05-22 00:00:00-04:00</th>\n",
       "      <td>0.067324</td>\n",
       "      <td>0.061351</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              Close  prediction\n",
       "Date                                           \n",
       "1986-03-13 00:00:00-05:00  0.060809    0.067324\n",
       "1986-03-14 00:00:00-05:00  0.062980    0.069496\n",
       "1986-03-17 00:00:00-05:00  0.064067    0.071667\n",
       "1986-03-18 00:00:00-05:00  0.062437    0.073296\n",
       "1986-03-19 00:00:00-05:00  0.061351    0.076011\n",
       "1986-03-20 00:00:00-05:00  0.059723    0.073839\n",
       "1986-03-21 00:00:00-05:00  0.058094    0.073839\n",
       "1986-03-24 00:00:00-05:00  0.056465    0.073296\n",
       "1986-03-25 00:00:00-05:00  0.057551    0.074382\n",
       "1986-03-26 00:00:00-05:00  0.059180    0.074382\n",
       "1986-03-27 00:00:00-05:00  0.060266    0.071124\n",
       "1986-03-31 00:00:00-05:00  0.059723    0.071124\n",
       "1986-04-01 00:00:00-05:00  0.059180    0.071124\n",
       "1986-04-02 00:00:00-05:00  0.059723    0.068410\n",
       "1986-04-03 00:00:00-05:00  0.060266    0.068410\n",
       "1986-04-04 00:00:00-05:00  0.060266    0.067867\n",
       "1986-04-07 00:00:00-05:00  0.059180    0.068953\n",
       "1986-04-08 00:00:00-05:00  0.059723    0.068410\n",
       "1986-04-09 00:00:00-05:00  0.060809    0.067867\n",
       "1986-04-10 00:00:00-05:00  0.061351    0.068138\n",
       "1986-04-11 00:00:00-05:00  0.062437    0.068953\n",
       "1986-04-14 00:00:00-05:00  0.062980    0.068410\n",
       "1986-04-15 00:00:00-05:00  0.062980    0.067324\n",
       "1986-04-16 00:00:00-05:00  0.065152    0.065152\n",
       "1986-04-17 00:00:00-05:00  0.065695    0.064609\n",
       "1986-04-18 00:00:00-05:00  0.063524    0.066781\n",
       "1986-04-21 00:00:00-05:00  0.063524    0.066781\n",
       "1986-04-22 00:00:00-05:00  0.062437    0.066781\n",
       "1986-04-23 00:00:00-05:00  0.062709    0.067867\n",
       "1986-04-24 00:00:00-05:00  0.068953    0.065152\n",
       "1986-04-25 00:00:00-05:00  0.073296    0.063524\n",
       "1986-04-28 00:00:00-04:00  0.073839    0.060809\n",
       "1986-04-29 00:00:00-04:00  0.071667    0.059180\n",
       "1986-04-30 00:00:00-04:00  0.070038    0.060809\n",
       "1986-05-01 00:00:00-04:00  0.068953    0.059994\n",
       "1986-05-02 00:00:00-04:00  0.068953    0.060809\n",
       "1986-05-05 00:00:00-04:00  0.068410    0.062980\n",
       "1986-05-06 00:00:00-04:00  0.068953    0.064067\n",
       "1986-05-07 00:00:00-04:00  0.068953    0.064609\n",
       "1986-05-08 00:00:00-04:00  0.069496    0.064609\n",
       "1986-05-09 00:00:00-04:00  0.068953    0.066781\n",
       "1986-05-12 00:00:00-04:00  0.069496    0.065152\n",
       "1986-05-13 00:00:00-04:00  0.070038    0.067324\n",
       "1986-05-14 00:00:00-04:00  0.069496    0.067867\n",
       "1986-05-15 00:00:00-04:00  0.069496    0.066238\n",
       "1986-05-16 00:00:00-04:00  0.070038    0.064609\n",
       "1986-05-19 00:00:00-04:00  0.068953    0.062437\n",
       "1986-05-20 00:00:00-04:00  0.068410    0.061894\n",
       "1986-05-21 00:00:00-04:00  0.067324    0.061351\n",
       "1986-05-22 00:00:00-04:00  0.067324    0.061351"
      ]
     },
     "execution_count": 236,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist1.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "id": "87203d27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[6.08085766e-02]\n",
      " [6.29801527e-02]\n",
      " [6.40665963e-02]\n",
      " ...\n",
      " [2.48180588e+02]\n",
      " [2.48499680e+02]\n",
      " [2.46096451e+02]]\n",
      "[6.73240125e-02 6.94955736e-02 7.16671869e-02 ... 2.57220001e+02\n",
      " 2.49009995e+02 2.44690002e+02]\n"
     ]
    }
   ],
   "source": [
    "x = np.array(hist1.drop(['prediction'], 1))[:-pred_days]\n",
    "y =np.array(hist1['prediction'])[:-pred_days]\n",
    "print(x)\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6f294247",
   "metadata": {},
   "source": [
    "# Implementing Linear regression and decision tree classfication"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "22e83126",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "x_train,x_test, y_train,y_test = train_test_split(x,y, test_size=0.25)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "id": "9338feee",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.linear_model import LinearRegression\n",
    "from sklearn.tree import DecisionTreeRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "id": "729a83e4",
   "metadata": {},
   "outputs": [],
   "source": [
    "linear = LinearRegression().fit(x_train, y_train)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "id": "3916889a",
   "metadata": {},
   "outputs": [],
   "source": [
    "tree = DecisionTreeRegressor().fit(x_train,y_train)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "id": "511b6c0d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[275.04940796],\n",
       "       [279.35809326],\n",
       "       [276.64154053],\n",
       "       [273.46722412],\n",
       "       [281.07955933],\n",
       "       [282.25375366],\n",
       "       [281.51739502],\n",
       "       [278.94015503],\n",
       "       [280.91040039],\n",
       "       [287.7366333 ],\n",
       "       [285.60714722],\n",
       "       [290.47311401],\n",
       "       [292.02545166],\n",
       "       [291.26916504],\n",
       "       [290.50134277],\n",
       "       [289.35455322],\n",
       "       [285.34585571],\n",
       "       [276.9694519 ],\n",
       "       [275.66314697],\n",
       "       [275.01498413],\n",
       "       [278.06637573],\n",
       "       [267.33660889],\n",
       "       [264.48464966],\n",
       "       [262.23098755],\n",
       "       [260.73519897],\n",
       "       [259.66821289],\n",
       "       [255.34040833],\n",
       "       [252.53829956],\n",
       "       [257.36471558],\n",
       "       [257.79348755],\n",
       "       [263.71679688],\n",
       "       [265.90063477],\n",
       "       [251.28186035],\n",
       "       [251.51119995],\n",
       "       [244.69042969],\n",
       "       [244.05223083],\n",
       "       [243.83283997],\n",
       "       [241.7686615 ],\n",
       "       [238.27848816],\n",
       "       [240.30278015],\n",
       "       [237.25138855],\n",
       "       [236.78269958],\n",
       "       [235.74563599],\n",
       "       [240.39254761],\n",
       "       [236.83256531],\n",
       "       [232.2454834 ],\n",
       "       [240.0634613 ],\n",
       "       [248.18058777],\n",
       "       [248.49967957],\n",
       "       [246.09645081]])"
      ]
     },
     "execution_count": 242,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_future = hist1.drop(['prediction'], 1)[:-pred_days]\n",
    "x_future = x_future.tail(pred_days)\n",
    "x_future = np.array(x_future)\n",
    "x_future"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "id": "f4b597e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([279.90496522, 284.27906724, 281.52127038, 278.29875984,\n",
       "       286.0266695 , 287.21869107, 286.47115264, 283.85478365,\n",
       "       285.8549423 , 292.78481466, 290.6229976 , 295.56284205,\n",
       "       297.1387481 , 296.37097914, 295.59149939, 294.42729868,\n",
       "       290.35773903, 281.85416028, 280.52802234, 279.87001875,\n",
       "       282.96773818, 272.07506639, 269.17980723, 266.89192884,\n",
       "       265.37343042, 264.2902448 , 259.89673324, 257.05208139,\n",
       "       261.95177458, 262.38705639, 268.4002965 , 270.61729056,\n",
       "       255.77656626, 256.00938782, 249.08506105, 248.43717273,\n",
       "       248.21445095, 246.11893305, 242.57577007, 244.63079592,\n",
       "       241.5330765 , 241.05727165, 240.00446281, 244.72192628,\n",
       "       241.10789446, 236.45116907, 244.38784361, 252.62820854,\n",
       "       252.95214495, 250.51242912])"
      ]
     },
     "execution_count": 243,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "linear_prediction = linear.predict(x_future)\n",
    "linear_prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "id": "98913468",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([233.58174133, 228.60575867, 224.77655029, 225.11558533,\n",
       "       233.58174133, 291.57940674, 290.96627808, 237.82975769,\n",
       "       235.81542969, 252.99847412, 241.4395752 , 246.55517578,\n",
       "       264.59112549, 230.66993713, 226.11277771, 319.58532715,\n",
       "       231.47766113, 227.52879333, 280.84973145, 213.64790344,\n",
       "       259.36697388, 227.22962952, 228.2268219 , 223.8790741 ,\n",
       "       236.83256531, 275.04940796, 240.8711853 , 241.29000854,\n",
       "       241.72999573, 273.818573  , 241.22000122, 296.87991333,\n",
       "       245.02999878, 247.58000183, 282.82012939, 241.75999451,\n",
       "       240.33000183, 283.39263916, 254.69000244, 247.3999939 ,\n",
       "       250.19999695, 245.41999817, 244.36999512, 247.3999939 ,\n",
       "       245.41999817, 252.50999451, 256.92001343, 257.22000122,\n",
       "       249.00999451, 257.51300049])"
      ]
     },
     "execution_count": 244,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tree_prediction = tree.predict(x_future)\n",
    "tree_prediction"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af01afb1",
   "metadata": {},
   "source": [
    "# Intel Stock Price Prediction Model(Linear Regression Model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "id": "3053b97d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictions = linear_prediction\n",
    "valid = hist1[x.shape[0]:]\n",
    "valid[\"Predictions\"] = predictions\n",
    "plt.title(\"Intel Stock Price Prediction Model(Linear Regression Model)\")\n",
    "plt.xlabel(\"Days\")\n",
    "plt.ylabel(\"Close Price USD ($)\")\n",
    "plt.plot(hist1[\"Close\"])\n",
    "plt.plot(valid[[\"Close\", \"Predictions\"]])\n",
    "plt.legend([\"Original\", \"Valid\", \"Predictions\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10f93d7a",
   "metadata": {},
   "source": [
    "# Intel Stock Price Prediction Model(Decision Tree Regressor Model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "id": "df32c452",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "predictions = tree_prediction\n",
    "valid = hist1[x.shape[0]:]\n",
    "valid[\"Predictions\"] = predictions\n",
    "plt.title(\"Intel Stock Price Prediction Model(Decision Tree Regressor Model)\")\n",
    "plt.xlabel(\"Days\")\n",
    "plt.ylabel(\"Close Price USD ($)\")\n",
    "plt.plot(hist1[\"Close\"])\n",
    "plt.plot(valid[[\"Close\", \"Predictions\"]])\n",
    "plt.legend([\"Original\", \"Valid\", \"Predictions\"])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70cdb07b",
   "metadata": {},
   "source": [
    "# Plotting Linear Prediction for future days and close stock prediction "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "id": "4f098b2f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x207f83f6ca0>]"
      ]
     },
     "execution_count": 247,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Intel Stock Price in Future($) by Linear')\n",
    "plt.xlabel('Futuredays Days')\n",
    "plt.ylabel('Close Stock Price($)')\n",
    "plt.plot(linear_prediction)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72377e48",
   "metadata": {},
   "source": [
    "# Plotting decision tree prediction for future days and close stock prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "id": "9da07a61",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x207f80e4bb0>]"
      ]
     },
     "execution_count": 248,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.title('Intel Stock Price in Future($) by Tree')\n",
    "plt.xlabel('Futuredays Days')\n",
    "plt.ylabel('Close Stock Price($)')\n",
    "plt.plot(tree_prediction)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b301913",
   "metadata": {},
   "source": [
    "# Using Seaborn "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "910bde97",
   "metadata": {},
   "source": [
    "## Pair plot for  intel stock prediction and close stock price"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "id": "f3ba0867",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x207f80fbc70>"
      ]
     },
     "execution_count": 249,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns \n",
    "sns.pairplot(hist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "id": "323b9915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x207f81084c0>"
      ]
     },
     "execution_count": 250,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABIcAAAQeCAYAAABCGFoQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9d3hdV5n3/7/Xbqcf9Wo1S+7dTuI4TnM6CZCEBAKhlwFmmN6Y9p15ym+GGZ5nKlOAhzJ0GAJDSSFASCHVie3EvTdJVu+n7/r7Q8YhpOnYso4l3a/ryhVL52jr4+2lo7Pvvda9VBAEAUIIIYQQQgghhBBiXtJKHUAIIYQQQgghhBBClI4Uh4QQQgghhBBCCCHmMSkOCSGEEEIIIYQQQsxjUhwSQgghhBBCCCGEmMekOCSEEEIIIYQQQggxjxmlDlBKg4OpV30sHg+RThdmMM3cJedyUk1N4nWfI2Py/JPz+CIZkxcWOZ+TznVczlUyPqZXMedzLo9JGVfTa6bO51wek9NBxnVxput8TWVcigubzBx6FYahlzrCnCHncnrIeZwech6nj5zL6SXnU7wWGR/TS87nJDkP00vO54VB/h2KI+dL/IIUh4QQQgghhBBCCCHmMSkOCSGEEEIIIYQQQsxjUhwSQog5Kp/LMT46RhAEpY4iBK5rMz4yiuPYpY4yK2UzWcZHRwl8v9RRxBzg+x7jo6NkM9lSRxFiWjl2gf6+QTzPLXUUIWaded2QWggh5prRoWEO7j+E57n89IGf8/TPn+O3/vjDvPEtN6Npcj9AlEYmneaJR57ELjjksjkuu2ojzW2tpY41axzef4BjR04yOjKGFQpx61vfhGHIWzhxdjzX5ZGfPEIul4cANl25iZq6mlLHEuKcjY6M8OQjTwIKyzLZcuMWrFCo1LGEmDXkSkEIIeaIQj7HN798D3/5h3/Lf3/rfq68ZhOe5/Evf/cZhgcHSx1PzGOHDxziO1//If/+j1/AcRyef24nncdPljrWrDA+NsajDz3FZ/75Szz16HOUlyfpO9VT6lhiFjt+5BiH9h/lPz/9TX72459zZP/BaTmuUpOzNoQolUP7DvLYz57hi//xdfbuPsiRQ4dLHUmIWUWKQ68itf/5UkcQQogp27drD1/4ty8z1D/CDbdczc7te9m/+yAdi9uoqa0mEomUOqKYh3LZNNueeY6H7nuMhR2tXHbFxXzti98hnohx9NDxUsebFY4fPoZTsFm1ZjktbQsYGxnDClmljiVmsZHhETRNZ8XKJbS2NtPfN3TOx7QLBb782a/x3rd8lP/89Jcp5PPTkFSI4vT3DtDc3MCKVUuJhMMMDQyXOpIQs4rMSRZCiFnuuSe2cuJYF1XVlQR+QOeJU7S0LSAUDnHr297A8lXLiSeTpY4p5oGdz+3k0L7DRKJhDNMgPZHCcT0e+emTuI7LVdddRkvbApSCtvaWUsedFeLJOEcPnuCKay5lfCxFdXWl9B0S58Q0DWprqwmHQpSVJwmFz33Zzb7d+/nK5/4LgK9/8TusvWg1GzZuOOfjClEMKxSidWEzybIEZeVJwrKkTIiiSHFICCFmsWd+/jSf/Mt/xbEd6hpqaG5rYMnyDi7bcjGNTQ1s3HxpqSOKeWCof5DO45382999nqWrFvH4z54B4I13XM+Pfvgzrr5+Mz/70c9RwFvefgsdi9tpaV9Y2tCzRDwW5cprN/GVz3wb+/TP+e/82a9R19hY6mhiljINk5/c+wjdJ3vRDZ3f+vgHz/mYkUj4JR+Hp6HgJESxQqbF//v0V7Bth9qGan77T36t1JGEmFWkOCSEELOQ7/s8v3U7p0704NgOAP29gyxbvYhYPMp/f/N+PvLb7y1xSjEfjAwO81e/9wmWr15MbUMNB/cdOfPY0OAomq6TTMZZsWYpl1yxgfUb11JdU1vCxLNLNB4hNZ7B/qWf85HhsdKGErPaxHia7pO9AHiuR3/PufekW7x8Cf/z//wJO57dybqLVrN81fJzPqYQxRroHTzzWjnQO8TYyHiJEwkxu0hxSAghZhnPdek8eoLMRJaGpjqS5QkmxlIsXt5OPBln29YXWH/xapauWFLqqGIeGOgbYMnydgq5ApuvvpjRkTHu+eq9KKWob6xh4+b1DA2PEI2Hqa2tlsJQkXwvoHlhIwsXtbBwUQuRWISQLJUQ56CiOslVN1yGoeuMj6VoX9p2zsfUNI0rrrmCK6654twDCnGWWhc1c9GmtZSVJyjkC9TUVZU6khCzihSHhBBiFrHzeb79n9/lB998kPYlrVQ3VnL3B26n99QAFVVlLFu5mOtuvora+lrKKytLHVfMcZ7rsnfHfp586Fma2hq5+qbL+eE9P+bam6+gfkEdNXWV7H5hPxsuXcPlWzayePmyUkeedZSmk0ln2HjZen74rR/T0t7EJZvWljqWmMVc26eqooIHv/cw7Uta8Vyv1JGEmBae7eLbHk//bBvX3HIFtu2WOpIQs4rsViaEELOE5zjse2Efxw51omkaxw6dJBwK88X/+BZDAyNouk5DUyNLViyTwpA4L4LAZ3x4lHwuB8BQ/xDf+sL3ME2D0aExdm3bSy6f46EHfs7XPncP2Uye9/36O3jbe+6QwtBZKquowNAMfvKDR7nhzVtY0FxPb/dAqWOJWcz3fLY/vYsbb91CJBpm4NS5LysT4kIwPDhG4MONb97C/p2HcE8vMRNCTI3MHBJCiFkgn83xjf/4Fo/96GmWrl7Euz9yJz974HGaWhu5+fZricVjrLt4NdV1smRHnB++7/HT7z7ENz7zXZoWNvA7//M3iMajXH7NRgxTJ5PO0dBUx+arJj+urqnkksvWU1Nfh2nJ1utnSymIxCK869feyj2f/wFW2GLzlktKHUvMYqGQyaWbN/DwvY/TuqiJlramUkcSYlo0NtcTMkI88eBWLr9xI9FYpNSRhJhVZOaQEELMApnUBCcOdwNwcPcRuo73cNWNl/Hzh57CyTu0LGymY+niEqcUc9no4Cjf+Mx3Aeg/NURvVy/llUk6li3ksZ88zbanXuC+b/+UfDbPUP8IrYtaaWxplsLQOQoCUEpxaPcRrn7j5RAE7Nq2D11XpY4mZql81uaZR7Zx/e1X43k+p043pxZituvvGiSXznL97Vez69l9ZCdypY4kxKwiM4eEEOICZufz/OR7D9HT2ceVN13Kxi3r+c4X7sW0TADu/tCdGJbJ2ovWlDipmOsi0TDV9VXYBZub7tjCgd2HeGHrLuoW1HLr22/ih//1Y+x8gZtvvw4vgJXrVpY68pxRUV5GZX0ldt7mro/cjlNwcWwHTZe3caJ4ZZVl3P3rd3Bg12EuumINi1e0lzqSENNi4ZIWXM+j/9QAd77/TVTVVJQ6khCziryrEEKIC1Tn4WMcP9zF1z87OVvjqUee4yN/9F7ecNe1OK7DyMgYy9cuZ/la2TJYnH+GafLnf/97dB0/RffJHn7wjQdPf97gujdfyTW3XMHai1awYv3qEiedW5SCJ372LI89+BQAV910GVfecCkTYynKq+TCRxQvl87wpX/9FrlsHoD3//Y7WHmx3GAQs1/vqQG+9fnvAfDkw8/x+//zIyVOJMTsIsUhIYS4AO3bvouv/sc9rLnkxdkXhbyNAnRD44HvP4rSFLe9402lCynmNM91ObzrEOlUhvLKMr74D1+jprEGZUBTW+OZ57mOS1l5EqUrOpYvKmHiuSkIAvp7XmwYPDI4Siweo/dED8nyJJqulzCdmI1c1ztTGALI5wolTCPE9LHzL45lu2DjOLITnxDFkOKQEEJcYHZvfYHjBztpX9xKY1M9S1Z1cGT/cS7bcjGaqbN01WKqG2pYvKydmnppQC3Oj51P7+TT/78vcPkNGymrKuPiK9bS0FrPv33iCzQtbGTl+qXs33mYS65YR0t7EzWNNdQ3NZQ69pwz0N3L+ktX0bGklXwmT0NLPZ7r8um//gIf/KP3sO7y9aWOKGaZIAh4/2++nZNHuqmoKqOqprzUkYSYFomyOG97z5sZGhihqb0RTUlvNiGKIcUhIYS4QASBx4Hn93Fg5xF+9O2HAOg61sPidR1U1pQzMZFiQUsDTQtbS5xUzAc9J3r54B+9i+ef3s2xgydJTWTYuGUDtY3VDPQM4nouG69eTygUYsWGFUSi0VJHnpMc26G+sZbnH99NPpfnqZ8+x4f+6N1omkbPyV4pDomixeJR7v/mT6moLmf3s/u468O3lTqSENNCUxoP3/s4VbWV7H52Hx/7qw+WOpIQs4rsViaEEBcA13HY/th27vn8vQz3j7Bm4+RyssGeIdoXtbJ01SJuuvUaKQyJGbP20hXsfHYvze0L0Ayd9mWtWJbF6otXAHDpVRexectG3vXRu6QwdB5Fk5NbMUfjEZLlCa550xWMj4zTvryNZeuWlDidmI2ymTybr98IwMoNy3Dt6Vl64xQKDPcPvmRpjxAzyS44rL10JUEQcNl1l5BNZUsdSYhZRWYOCSFEiXmuy7G9h/nCP3wdO29z8nAXN991HX3d/azdtIov/us3edt738yS1UtLHVXMGwGeD+s3reJL//Jf2HmbrqOnaO1o4qc/eAyAcCTMzXfeBEruM51PKlDsfnY/B3YenvxY07jmTVewfP1SFkqPJ3EWwiGTh77/GEEQ0H28h8Wrz323smwqzZf+8Wtse/wF1m9ezQf+8L3EyxLTkFaIqdM0jWce3g7AqRO9rNm4osSJhJhdpDgkhBAlNDo4zFDPAI7tEo6EsPM2AKnxNDe85WoMy+BDv3M3l994BUFQ4rBiXhjuH2TX07uoqC4nlohS31RL55FuAHw/4MN/8G7C0RDrL9sghaEZ4ORsrJDJ2ktXMjY8jmHohKIW5RHZqUycHdf1iSdjdKxoo797EG8amvaeONzJtsdfAOD5p3ZzzZtOsGqj7FwoZpbruNQ11tDQWsexAyfxXGlILUQxpDgkhBAlMjE0zEBXP51HutA0jff/9tt57MGniMajDPWPEI6GGewb4s4P3CaFIXFe5LM5nn/iBQq5HKs3ribwPQ6+cIjq2kp8P+DgC0e54barOdXZz/jIOEpTVFVXsuaydShp9DkjAgLWb1rFxEiKUCREJBHhxMEuKqrK6ShLojT5dxDFMUM67/7YW0mPp1m/cRXVjVXndLzRgRF8x2XzdZegKUWgFOXV5dMTVogiNLbWc+cH3kQha3PVjZcRjoRKHUmIWUWKQ0IIUQI9xzu578sPsmvrPlZcvJRsOseqjcu59var+df/+f9QmsYb3notrYvbSFaWlzqumKOe+dlWeo710NzayPE9R1FKYecdPveJrxIvi7F64wru/dqPuesjt/Gfn/omH/qDd7F28zpAChIzRmmcONjFT7/zKJFYmDt+7c0Yhs5TP92Kpuu0r5SlZaI4Gjr7tx9i68PbWbCwgRveds1ZH2t0YJi//6NP0bGijcO7jjE+MkGiPM7t733TNCYWYmoKmQIPf/9xTh7s4qIr13LFmy4rdSQhZhWZDy6EEDOs++AxTh7oYtfWfQDs23aQmoYqBnqGCIUs3vnrd/L//fMfsvrSdVIYEudVIhHDVDq9J/o4+Pxhqhsquf8bP8X3fCZGUjgFh7GhcVzH5U8++Tus3bwBKQzNLN/1ePonz+G5HunxDEf3Hqe6rpJje0+Qz+ZKHU/MQtlUjq2/6MtyvJf+roGzPlZvZx8jA6NoSmN8ZAKA1Fiavq7+ackqRDH6Ogc4ebALgO2P72R8cLzEiYSYXWTmkBBCzKATew5zeNdRYmUxkuUJJsZS6LpOWVUZifI4sViEq9989ndxhZiqfDrLU/c/w2D3IDe+4zpOHe/h4M6j1DfXcuJgJwBWyOSSq9dT31LHgg7ZKa8UEpUxVl6yDA0N3/dpXdxMPptn6brFNHU0lzqemIViyRhX3rwJp+ASiljUN9ec9bHqm+soryojny9QXV/JUN8I1Q1VNLY1TGNiIaamtqmaq9+4mULOxgqblFUnSx1JiFlFikNCCDFD+o53sfOJPXiuyxMPPMOb3nUjvd39NHcsIBILE4mF6TzRQ6NchIvzbKR3kBN7jlFTX0XHqoXc++UHcWyHZGWCt//2Hbzw1B6q6ipZ0FZPbXM1NQsWlDryvDXcO0pzWyNDPcM4BZvsWJpT6TzXv2WLzCwUZ0VToLyAkGmg/ABDN8/6WJV11fzxP/wuvV19VFSXkx7PULuglvIaaZguZp6h6ygfQqaB7/roskhGiKJIcUgIIWZA//FuHv72Y+x5ei8Al92ykfGRCTpWtnN4z1GqGyqpXVDLhs3rS5xUzHWjfUP8x598huxEllhZjBvfdR0XbVlHy6Im/vtz9zI2MM7mmy4lk8pQUVsphaESiyVihEMWz/1kGwArNi7j0ps2cnTfCWqaZXaGKJ7nefSfHKD3RB+6obNodcc5Ha+yvprK+uppSifE2fNdn91P7MGxHaobqthw9dpSRxJiVpFyqhBCnGenDp/g1PEe9j934MznNKVRVlXGc49t5+f3P0VFVTkrL1mNFQmXMKmYDwa7B8lOZAHIjGc4tuc4T//kWe7/2o9538fvJp6MkstkqaqroKFVCkOlFvg+J0730AA4uOMwoahFsiJRwlRiNvMcj94TfZN/dj1GB8ZKG0iIaZIaSeHYDgBDvcM4ebvEiYSYXaQ4JIQQ51Hv0S56jvXSfaSH5ZcsBUDXNRo7GlGaYuHSNt7/B3fjBwGDp6SBpzi/fNcjErWoqp/curq6sYpstgBALpvHcz2UrtO8uI26lqZSRhWn2QWHcCyErk++ZdtwzTrMkMmyi5eXOJmYrTSl0bJ0sl9VOBoiUREvcSIhpkckESWaiALQuLABTddLnEiI2UWWlQkhxHnguQ79R0+x9aFttCxpZqhvmGRlgktuvJi2ZS34BGhKsWRNB3/9O/9AEATUNFTzZ//8hyQqykodX8xB+XSGwzsOYpgGV7/lcrKZHBV1lTx+35NU1JSz4Yo1WCGLpRevRGmyI9mFoqKmjFDUYuMtGwmHLOpb63HyNqmRccqqK0sdT8xC4USEFZcuY0FHI5FEhFDEKnUkIaZFOBZi0y0byaVyxCviRBORUkcSYlaR4pAQQkyz7Og4nQdP0t81xPKLlpJL51i2fjH5TJ66ljp0SyczkWX9NRex7dHtBEEAwGDvEBOjE1IcEtOikMky0jNMsrqMcCzE0ecPMTGcorw6ycRICs/3OXmwkytvuYz0WIZYeYxll6wEJYWhC4nrBCxbu4Suw6cIx8KEwibZdA7MCSkOibPiOjYLWhsIfKiqqyBWFi11JCGmRTgSorGlnsGeIRoXNuC7fqkjCTGrSHFICCGmUWpwhOGeIQ6/cJTuoz08+t8/551/+Da+/i/3nHnOG993E5vesBkrFGLRynaq6ioZ7h/hsus3Ut149lsKC/ELhXSO733qOxSyBZZftpzK2gq2P/w8lfWV/OhrPyHwA+pb6wgnIyxe1U7LskoWLG4rdWzxCixD57HvP8FA9yALl7eydP1iohVxGlqkGbU4O4YyePLBpwnHwnQd6mbdFaum5bh2NkdqZIJ4RZJQTGZsiJlXyOTZ8cgLROIRTh7s4urbNpc6khCzihSHhBBimqQGhhkfGudHX/oxA10DLFzZRn1rHcN9o1xy7QZ2P7OXdZevZvMtlxOKTr5xrm2q5y8+9cdMjE5Q3VhDKCwNqcW5Gx8cpbG9ge4jPfzoP39MfVsdl958KX2d/QT+5Ey1vpP9vOMP3kp1cw1VDXUlTixeje3Y9J7sY9m6xTz/yAscef4Ib/u9O7Esi6DU4cSsZOdtNKXY88QeymvKcB3vnI+Zm0jz/U99l2O7j9O6vIU7fv9tRMukabqYWU7BZbR/jKMvHKV9zUIKWWlILUQxpDgkhBDTYPB4F30nBsilsyzoaKBlaRPH95ygfW07sXiEFeuX0NDWwIYt688Uhn4hUVEmS8nEtLFzOQ5vP0CsLMb48AQXXbcB3/cZGxijkCsQiYXJZfKsvHQ5dS11Uhi6wEXKorzhXTfQub+TdVetwbAMTuw9Qcf6pQRSHRJnQdd1QpEQ665agxm2sPOFcz7mwIl+ju0+DsDJ/Z30H+9j4TopDomZ5TkOHavaaFk8udOmkmXSQhRFikNCCHGORrp6SY9myadznDzQxb6t+wG47I2baFnWwlc++Q2uf8e1VC+oJl6RLHFaMZdNDIzw/EPbiCfjWCGL5RuX8th3Hwdg7dVrOPzCUZauX8zKTcupbqyiVraqv+BZhoFpGkwMjxMvizM+PEHr8laZNSTOmm7oFLIFYskoqdEUzYvP/XUgWZ3EDJk4BQfDNCirkRseYuaFomEmRlJE4xHS4xksabYuRFGkOCSEEOeg9+AJHvj8jxjsGqRjbQe255x5zHVcDr1wmLVXrGbTLZuIJuUuqji/Tu4/QW1TDQ984UGcgsOmN11KNBElm8rSeaCLiroKDMugaUkzyZqqUscVU+DkXTSlYWds9u3ZR11rHZZl4uQKGOFQqeOJWSjwPAxdZ9+T+0hUJlCbVpzzMSsaa3j///4Avcd6aVhYT+WC2mlIKkRxVABjvaOcGDhO64pWfPfcl0wKMZ9IcUgIIc7S8MlT9B7pobqxisGuQY7uPMr177meIy8cxTB12lcvpKKhior6aiy5iBPnmee4OOk8Wdtl4ao2Dm0/zI6Hnmfhqjb2PrOPjTdeTNWCKpqXtxGOxUodV0yRHtIoZPP0He8DIBSx8D2ffDpLXF5XxFnw/YBCtsCaK1fjui658ey0HLe2rZHatsZpOZYQZyOfyVPfVkfL0mbGhsbxZLcyIYoixSEhhDgL/YdO8sT3nuDYzmNEy2KsuWoNh3ccxgpZvOtP7yabytK6sp1IMl7qqGKe6D/cyd4n99J3oo+ymjKWX7oMO2+zfONSVl++knhFggXLFpY6pihS4E02ELbCJnWtdSjg3v/4IfGKOHf/f++hvKG61BHFLGOFTCzLYO+Te4gkoizbuKzUkYSYFmWVSXqP9pAeTbNg8QLCsqxMiKJopQ4ghBCzie97nHz+AKP9oxzbeQyA7HiGeHmM6955DU/c/xTlNeWsvHKtFIbEjPDyNp0vHGKkb4S+E5OzS8YHx6lurCZZU0bPkV4qGyppXNxS4qTibPQd70NpihWXrWDR+kV0H+oGID2apu9oT4nTidnILtic3HcSgFwqy1j/6LQe37NdMiMTeLbz+k8WYhqNDY2THk0DcOrwKfLZfIkTCTG7SHFICCGmKLAdul44Qs+RXkb7R6morQBA0zXy2Tx9XQNcd9cWqlsb0Q2zxGnFfHB82wF2P7yDQjpPOBommowCYIZMxofH6T5yiiUXLaamtRGl6yVOK85GKGwx1j/K9oefp/NQN8mayab2mq5R2Sh9o0TxDMOgvK4cAE3TzrxuTAc7m+enn7+Pz/z2p7jv3/6bfHp6lqwJMRXReATdnPxdl6hMYIVk5pAQxZBlZUIIMQWunWfoSC+PfONhFq5tZ6RvhMZFjay8YhWe75FL5wn8gFBs+t5kC/Fa+vaf4MdfeJCr33E1A71DlFUmWXLxEsLRCGbEpPNgFze88zpa1iwudVRxDuLlcbITWdZcsYqR/jGueuvV5FJZWla0US39XcRZCIBL3rCR4d5hkpVJNP3c7hXb2TzZsRSxiiSDJ/rY++QeAI5sP8zaI6doWyevQWKGKLjqbVczPjROdUMVsq2jEMWRmUNCCPE6lIJ07wiu6zLaN0pqaILFGxaTHk/TfbCL2uYaXnh8F08/sJUjLxwpdVwx5wXkR8cZ6Rni6ruuIvB8juw+xsjgGHUtdZzYe5z0SIrr7r5GCkNzgJ0rsPTipeQncixoq8d1XHY+uYfa9nPfflzMX0pBamiC9EgKK3L2jc0L6Sw7f/IcW3/wFDt//CyhqHVm5obSFPFyWV4tZo4ZCZEZS5MamsB1PQJNqkNCFENmDgkhxGsY6+pn4FgvnXtPsPyKlVz8hovZ9uA2xofGufrtV2NGQux45Hly6RwAje0NJU4s5jInl+PIk3vp3HuShes7GOkfxQqHaGxr4NHv/pzymnKuv/taFixqoKyhrtRxxTQwLJPxoXEWb1zCzsd38dSPn+Wau64mMzJBpDxR6nhiFjItg2cf2k5dSy37nz/IgiVNZ32s3oNdPPnfTxD4AZqmUbuwnnf8+bvpPXqK2rZ6ahY2EMj1uZghKgjYvXUfLUub2faz7dz64TeXOpIQs4oUh4QQ4lWk+ofJjqZ46juPk0/niCSjuLbLxjduJBQNMTowRnl9Fde9+0Y61i0mFA3RvLyt1LHFHKXriq79nTz29YcBsCIWOx7byYYbNoDrcdO7r8cKWTQtXkCyvqbEacV0saJhfM/H0DRWXrqSpeuX4OQK9Ow9Qcflq0sdT8xCnu2xdvMqAgXNi5rOqXG053kE/mT1x/d93IJLy9pm6pc0A0hhSMwoJ+9w+S2bsG2HhpY63IJd6khCzCpSHBJCiFdQmEiRHZ5g9NQwq69ZQz6dJzOWIZsrEE1EyKZzLFy9kOZV7QAs2biixInFXOU7LgcffYFj2w6x7uaLufrd1zExOIbv+cQr4nTu66Rx8QJM3aB9TbsUhuYYKx6hrrmGvhP9pEZTDHQOsHB1Oz//1qPULW4ifroxvhBTpWmK8YFxPNfFDFs0LTn7JYrNq9tZdtlyDjy9n+WbV9B0+neiEKVgmDojPcM4BQfdMGhsk9ncQhRDikNCCPErJk4NcPiZfex4YBuVC6ooq6ugor4C3w9oWtHMcM8IiaoEbeuXlDqqmKPcvM1Y1wDhRIT0aIqnv/0Yq69fzxP/9RgTgxOsuno1sYo4a69cg+v5xCtiLL98NaGk9PeYa4IA8AKywyk0XbFo3SIaF9az80fbSA1NSHFIFM2wDOpbauk70UcsFiF2DhspWJEwN330zVzz7huwYmE0Qy4tROlEImESZTHGhyaobarGCsnOsUIUQ17BhRDil6R6Bhg9NcSOB7YBMHJqmOqWWjLjGYb7R/EJWHHFKmoWNZc4qZirfM9jx3ce4+ATe9EMjSvffyOaoaPpOhMD4wDseXQXV737WrLpHMsvXUpVe9Nkh1kx5/h+wMCJfo4+dwgAzdBp+93baVrRQmWLzBITxbPTeZ655/EzH4fDFk3ncLNDMwzCZVKYFqU3cmqInT/aDsCJ5w5z40ffWOJEQswuUhwSQojThg6cYHxgDCseJhwLk8/kAQhFQkTKorzw6E4q6sqlMCTOKzeT5/Az+7n0bVdgWCaGoXPFO69hqGvwzHMS1UmssEXrmoVUdch4nMt82yFe+eKFd2VjJb7vsfnOKwjFz37Gh5i/rFiIUCxM4fTvuGRNWYkTCTE9EjXJM382wxbhRKSEaYSYfaQ4JIQQwKkdhzj4xB5C8QhVrTV0XLwY1/Eory2nfEElP/p/DxArj7P40uWljirmOCMa4sr3XE9mNMXgyQGSNWUc3nEE13ZYde1aTMskWpnAjIRoWCH9Pea6fCpDKBZmwy2X4BZcXNvBztqUN8isIXF2PNtjxVWrcG0XKxLCLpx9Q2ohLiRu3uHiN11KIVfAClu459BsXYj5SIpDQoj5LQgY2HeczMgE+bzNsV3HWBIs5+DWg3iOC8Cqa9bSurIV13YZ7RlhwUq5IBfnj5PKkh6e4NBzBxnqGiRaHqdhyQIOPr2fkZ4RNtx8CW1r2onWSK+Z+SBwPQzT5Ln7tgKT/WJaVreRT2eJVMmMD1E8TdPY/chOCtkCANe+74YSJxJieihdY+sPnwbADJm88bduLXEiIWaXootDP//5z7n33nsZGhrC87yXPa6U4stf/vK0hBNCiPPJTmcYPtrD2KlhKppq6DnUDcCR5w5x9TuvIT2WJlYe4+jzRzj2wjGUUlz0xk0lTi3mpCBgon8U1w+wUxkSNWVnlpFlx9I0djSi6Rqxshirb7iIUFmixIHFTHFsF8PUWXf9egrZAqFomFwqh1IaFa2yE48oXoDPsk3LsfM2Ztgi4Nz3m1dKtq0Xped7HmuvX4+dLRCKhvADv9SRhJhViioOff3rX+ev//qvAaiqqsKyrHMO8Pjjj/PpT3+avXv3omkaa9eu5fd+7/dYt27dmed0dXXxyU9+kmeffRaALVu28Kd/+qdUVla+5FhTfZ4QQvjZLMNHTzHRP07f0V4CFMsuX8mBJ/eigPGBUSqbaqhb1ETLusUsP3KKRGWC6vbGUkcXc43v0/nMPuyCTfmCKgqpHLl0juaVrXTtPYkVsTCjFvUdjbSsWiiFoXmmoqGC7NA4fUd7GOocJF6ZYMGyJgrpXKmjiVlKKY3xgTG693cSioZYsPjst7JX+HRtP0zPvpMsWNnGgvWLpTm+KJlQ2OLY9iPkJjLUL2pg4VqZ6S1EMYoqDn3lK19h2bJlfO5zn6O6uvqcv/mzzz7Lhz/8YRYvXszv//7v47ou3/jGN3j3u9/NN77xDdasWcPo6Cjve9/7sG2bX/u1X8PzPL7whS9w8OBB7rnnnjMFqqk+TwghCkOjZMfSdO8+yYEn90IA3XtPcvl7rgPfR2kabsGlY9NK0DQAFl68rMSpxVw1dLCT1MAYyfpyIvEwB3++h+59nSy7ejWxZJQgCMhPZFl6zTp0K1TquGKGuZkChUyBysYqqhdU43k+oZCFacoWzeLsaAqiySjLLltOEIDvnt3sionufvoPdvPcd58A4MjT+7n54wkq2mRGmyiNwIfm5S1oGvhegKZrpY4kxKxSVHGot7eXP//zP5+WwhDAJz7xCRoaGvj2t79NJDLZTf7222/nlltu4Z/+6Z/4z//8T770pS/R19fHvffeS0dHBwBr167lAx/4AN///ve56667AKb8PCHE/DZyso/ceJrxvlGCIOCXZ9PrukbD4iY0U6dpbceZwpAQ50t+eAIvVyBZW4YVCTPaPYzv+tjZAqf2nKRhaRMVC6pYsLpdCkPzlamRGUujodCUhhk1MSyDviM9VC5swErIjmWiOIEfQBCgKR3d0nEKdtHH8G2HRz9zP43Lml76eeflLSeEmClOrkAoZOK5Hmg+nu2WOpIQs0pRVz4tLS0MDQ1NyzceHx/nwIEDvOENbzhTGAKorq7mkksu4fnnnwfg/vvvZ+PGjWcKPgCbN29m4cKF3H///Wc+N9XnCSHmr8LoGOP9o3iuz8TgOOX1Fay+fj2VTdWsuWkDumnQtmkFCy9bhRmV7U/F+eWms3RtO8ho7yhK08lOZDj81H5a1y2kcVkTZsikrr2e5rUdmLJl+bylaxr1ixoxDJ2x3hFqmmtRuqJr7wnsrCwtE8Wz4iEaFy1gtGcYgOqWs9j5LvBx8jZDJwdYtGk5iZoyNty+mYqF9dOcVoipq2quQTd1RnuGqWmuJVoRL3UkIWaVoopDH/nIR/jqV7/K4cOHz/kbx+NxHnzwQd7//ve/7LHR0VF0XWd8fJyuri5Wrlz5suesXLmSPXv2AEz5eUKI+Svd1c/+nzxPz74unvnGI1Q1VXPgsV1UtdRy8W2baFmzkPoVreiWLNUQ55+bLzDe2U9mbALfdXn+vmcwQxae59G9+yTLr1zFpW+/kvoVbehSqJzX/NPLfppWL+SiWzehaYrM8AQXvfFSYtXlpY4nZiEFGIbOxjsup35xI4FX/LIyLRRiy0feSBAEKB3e8IdvZflNl6AZshGyKB0/8KlpqWXjHZdjRkzpki5EkYp6Bd++fTuxWIzbbruNhQsXUllZifqVpnNT3a1M13Xa2tpe9vkDBw6wY8cOrrjiCvr7+wGoq6t72fNqampIp9OkUqkpPy+RkCaeQsxHzvgEIyf7sbN5jjyzH9/12PbdJ7j07i24jodbcEg0VGNEwqWOKuaJzqf2YIYtxntGyaay5MYzPP21n7H5vdfhuR6xigRlLQ3yvlaghUP0Hz5FrDJObszDzdvULWrEjIRQul7qeGIWKoznSI+lcB0XzdAZ7Rqkallb0cepWtLMLX/xbtAUQSDX4aL0xrqGQCnGe0ewcwWyI2mSraVOJcTsUVRx6PHHHwegvr6eXC7HqVOnpjVMJpPhT/7kT4DJWUqZTAbgJcvOfiEUmuy9kM1mp/y8Xy0OxeMhDOOV31ileqG8XKbxTwdd1+RcTtFrjUk5j2en+4WjpIbG0C0TpRThRITsaJpCJk9maIKaRY1Ey+JUt728uCxkTJ4PfftPUkjniVYkUNrkmEwNjhMEASOdgzStaaN1w+JSx7ygvda4nGvyqSxW2OS5eybfgyVry2lY1oRh6vLzdw6m+/VrNo3JiUiIg4/uxnMm+7FsfNtVMpamyYX0e3E2jcnpYkVCPP2NRwDQdI1rf/2NF8y/x4XsQhq3orSKKg49/PDD5ysHuVyO3/iN3+DAgQN89KMfZePGjWzfvv11v07TNHz/9afDaq/QWDadLrzq83VgbCz7uscVr6+8PCrnEqipef2Za681JuU8Fs9JZRjvG0HpGvlUhsqWWmo7GpgYHCcUDVHRVI2ViGGUJ+bluZUxObM0TREEAaNdQ4QSEUY6B2hZ10EA1CysxzANGpa1UNaxYF6f13Mdl3NO4FPdWsvaWzaST+eoW9RIIV0gVDY/X7emSzGvX3NtTHqBz+XvuZb+wz3EKhMk68tlLE2Tmfq9ONfG5HSJVsa5+M4rSA2MUbOwATQlY3sKpmvcTmVcigvbWS8M7u/vp6+vj/b2dkKhEIZhvGIBZiomJib46Ec/yo4dO7jzzjv5/d//fQBisRgAhcLLX9x+8blYLDbl5wkh5g/luYwe7mb7d59k2bVrOfrMfhpXtNB38BR+4HP1R99ItH56dl4U4vWkjp+ie8cRGtd0sP17T9J60SI8x+PkjiPolkHT6nbaLl5MuE7GpPgVSiNA0fnCUcKxMPlUjsZlTVhx6UUlzo7mw4ltRyYbSp/oI1Yu75HF3GCnC5x47jBm2CQzMsGyLetKHUmIWaXoas727du544472LJlC+94xzvYs2cPzz77LFu2bOGBBx4oOsDw8DDvfe972bFjB29/+9v5m7/5mzN9jBobGwEYHBx82dcNDAyQTCaJRqNTfp4QYu7zXZfxQ52MHOxiuHMQCOjZe5Lqtnr6DvewYHUrl73rWikMiZnh+UwcO8WxJ/aSG8vg5PIEfkAkGefEjiNUtdSy8voNLLp6NfVLW0qdVlyANE1RSOfo2LSMWGUCN2+TqC1HSYMXcZY0UydZX06sIk5lUw26ZZ31sX6196gQpWSGDCqbq4hVxEnWV2KY0iBdiGIU9ROza9cuPvCBD9DQ0MD73ve+M42ny8rKMAyDP/qjPyIWi3H11VdP6XjpdJoPfehD7N+/n/e///382Z/92UseTyaTNDU1sXfv3pd97b59+1i1alVRzxNCzG1eOk1hNMWJZ/YTry3Dztss3bKGgSM9JOvLab90KeWNVejlyVJHFfNE6mQPqb4ReveeoKyhiuPbDrD+9s2c2HaIS956JdGyGOUdDSjz7C/OxNwWBMHk9lJAbUcD8coEY50DJOorSxtMzFpKU1S31FHI5DEsA9M8u740me4BOrceIFwWpXnTCoy43IgVpWWYBnWLF+AWXKyohTLOblWLEPNVUT8x//Iv/0JTUxM/+MEP+MhHPjL5hgVYvXo1P/zhD+no6OCzn/3slI/3v//3/2b//v28973vfVlh6BduvPFGnn76aY4ePXrmc0899RTHjx/nlltuKfp5Qoi5ycukSHUPMXZqmMrWWpyCQ01bLYaps/iKlcTKYwRKUdVWX+qoYp5wh8cojGWxImEWrO2gbEEVdR0LmOgdon3jUsKJCGULpTAkXlsQQLwyQTQRxYqEGDrWSyQZJQhkxoY4O0oDVIAVNpmc+FP8LLTAcejfe4LcWIrs8ASjR7qnO6YQRQsCH13TsMImmlKo4PX70gohXlTUzKHnn3+ej33sY4TDYXK53Esei8fj3HXXXXzqU5+a0rGOHj3KD37wAxKJBMuXL+cHP/jBy55z22238eEPf5gf/OAHvP/97+eDH/wghUKBz3/+86xcuZLbbrvtzHOn+jwhxNwTZHOku0dI9Y2gdJ29P96G53gYYZONd19LLlcgXBanaklzqaOKeSFgZPdRQvEwVjzM7geeZezUEADLrt9AtDxBtDJBWXujbEUuXpdSkOodYecPn6Z8QTV2rsCGt16JmYicxSW9EBA4Pju/+wTxmjKyI2mW37CBimIP4np0PneQQnryeiBamaBm2pMKUZxCKseeB54jVpUgNTDGpe++vtSRhJhVil6Iab3GuuRCoTClncMAnn32WQBSqdSrzhq67bbbqKys5Gtf+xp/+7d/y6c+9SnC4TDXX389H//4x1+SZarPE0LMLc7YBKmuAXzXx3N9vLyD53gAuHmHQt6m8aJlJU4p5pNC/wiZwXGsSIiRrsEzF08ATq5Aw6qFRBfIZZSYGi3wQSkCP2C0a7K3op3Jo2kani/lIVE83/WwswVGTg4A4J7e0r4ouo7vvfieX7fM6YonxFlzbZdCOnfm967vnsXYFmIeK6o4tHbtWu677z7e+973vuyxbDbLPffcw+rVq6d0rLvvvpu77757Ss9tb2/nc5/73LQ9TwgxN9iDI2QHR3ELDqmBMSJlMUZ7hll+/QaObz1AzeJGqqXJr5ghge2QGxxBBw4/tot1d12Fm7dpv2w5x7ceIJyM0by+QwpDojiaTll9Fc3rFzF4pIfWi5fgOx722AR6UrYNFsUzomGW37CB488coKqtlkRV8X34lGVyyftvZP8DW0nWVtCwfvF5SCpEceJVSZrXdTB4tJfWS5ZgxcOljiTErFJUceh3fud3eM973sO73/1urrvuOpRS7Nq1i8OHD/PVr36Vnp4e/tf/+l/nK6sQQpyR6+yld88xrFgUp2ATq0qiWRo1HQ1kR9Kse8tmqld3ECB9OcT544yMM3b8FOFElFPPH6G8uY5wRYxkfQVjnQNUtNaSHhhnxY0XkWyqJlIvhSFRHM8PUMqn7aIl1C5qhCDAioUITs+QFKJonktlcy3R8hi6aWBEzm6GfaK1gU2/+RaCgDN9SIUoJT2k0bCqldrFjYQSUZCWQ0IUpaiG1OvXr+ezn/0sfX19fPKTnyQIAv7pn/6JT3ziE+Tzef7pn/6JTZs2na+sQggBgN0zQKp3mIrmOnJjaQYP95BPZXGzDvmxDD27j2PGo1IYEueX67Dv2w/j5xwG9ndiZ/IEQcDIiQEaVi3Eztk46RzR8hgVbXVSGBJnzc7m8RwHO5Ul8H3cvENueBzZRVycHYWTy1NI5fBdDy9vn/WRfD+QwpC4YLh5F992KaRyuFmbwJPqkBDFKLrn0OWXX85Pf/pT9u3bR2dnJ77vs2DBAlatWoVhFH04IYSYMqWg0DuAZ7vYmQJGJMTw8T6qFzWSG00TrymneuVCGi5ehpmMlTqumOMC26W8uZZCKkd+PEN5Uw2u7TJyrJfqJU0ka8uJV5cTb28ETbbTFWevkMqRG80QSkbRNIVuaOi6hlJKLsxF8XyfQjqPETLwbBdHP/vikBAXEr/g4tkuRsjAzuaJlEVLHUmIWeWs3q0qpWhoaKC5uZn29nY6OjqkMCSEOO9yJ3oYPtwNKmC8dxg3b9N6yVIyA2OE4mEqFzdhlSekMCRmhIqEqVhYR7KpitxImmRzDbnRCWqWNDHW2Y+m68QXNkhhSJyzaHkcpSkGDnYT+AFj3UMoXeFLQ2pxFnTLwDB1Bg/1kB/PEI7LBbSYG8xoCDudY/BQD5qmMCzZEVSIYhRd0dm2bRt///d/z65du87crdJ1nU2bNvHxj3+cJUuWTHtIIcQ857vkuwfYd+9T5EZSLL/1cupXtjLRO0K8uoyOq9YQb28ATYrUYgb4HqnDXRTGMxTSOU48uZulN29CoShfUINnOyy5bgPRtgaQpY3iHGmBjxkNEa1MkKgtJ/B9yhor0UMWXjqDHpdiuCiO0iBSFmPB6jY0y0DTpYAt5gZd1yhrqCRamcCMhVByc0aIohR1JbV161Y+9KEPEY1Geec730lbWxue53HixAnuvfde7r77br75zW9KgUgIMX0cm/TxXtIDo+RGUgAc/slzLH7DJSTrK/F9D6VrUhgSMybbPYCdyqKZOiee3A0BjBzvwYhFSNSUUbW4EbO6EikMiemgAh/8gHTvEJXtTYz1DBCrSBK4HqnjPZSvll2iRHHcnENuNIUZCeNmCuRdDykxirmgMJHBzjmYEYvCaBrTNAiVOpQQs0hRV1P//M//zIIFC/jmN79JZWXlSx77zd/8Te666y7+8R//kc985jPTGlIIMT8F6Qzpzn7yEyki5fEzn9dNnXAszFj3EIHSqVlbV8KUYt7wfVIHTqBMnVM7DqNbBsmGKiZ6hhnc38nyN19GtDKJVV9b6qRiDtE1mOgeJN0/xuD+TsxIiMTmlQwd7iZRV/n6BxDiV5hhi+5tB9E0DTudY8Vtm0sdSYhpYUbDHPzxs4RiUTzbYc07ril1JCFmlaKKQwcOHOB3f/d3X1YYAqiuruad73wnn/70p6ctnBBi/vLzBXKnBhg/2UcQBITLErRsWoGmK4xImOxIiprV7RhlCdBlTbk4/zLHu3EyWXzPJz+RxcnmqVvZRs3SZkLJGMnGSvSa6lLHFHON6xEuj7P0hosYPNqDGbY4+cx+KlpqiawsK3U6MQu5eZva5a3ouoZm6NjpXKkjCTEt7FSGtk0rJ3fR832cdF5mDglRhKIWYlZVVTE8PPyqjxcKBeLx+Ks+LoQQUxGMjOCPjjHePUjvziP07TrK4IGTaIZO13MHGT7STfnSVszKcpQUhsQMUI6DYRoce/QFTj6+i6YNizDCFun+UWI15cTrK6QwJM4LJ+8QrUiw/94n0RSceGI3hqWTbKwEQ17/RPGMcIjA8+h69gCjJ/oIl539e3dNUyglS2jFhSFcFmP81BBdW/fj5ApYMSkNCVGMoopDv/7rv85XvvIVHn744Zc9tnPnTr7yla/wm7/5m9MWTggx//iDQ6RODZPpH8X5pbuZhbEMZU1VrHrLFbRfexFGUgrR4vxTnoc7MIw9OMLEqSECz8f3fHq3H2TV7Zez9JaNRKuSmHU1pY4q5ijP83DyNm7OpnfHIWoWL2DBhsVEKxIc+dFW6WwlihY4DiOHuqhb3kzgOBTG02d1HLtngENf/RHdDz6Fn8lMc0ohimensriZLHXLmxk/0Ytnu6WOJMSsUtSyshdeeIGqqip+8zd/88wW9qZp0tXVxe7du7Esi/vuu4/77rvvzNcopfjyl7887cGFEHOPlsuQHRxDt3RSveNolklZcy2e7dC4YTG9Lxylsr0BX9MIlzqsmLtcl1x33+TSxtE0PVv3sfQtVzJ4sJOmjcsZPtJNsrEapWtYiRh6VUWpE4s5TPN9jJBJ+7Ub6NlxCHyfTP8o0aokjWvbUQQEUiISRQgU1K9uZ/hIN7GaCoyIVfQxlONw8LuP4uZtUj1DRKrLqbxo+XlIK8TU6ZZFor6KVN8wtctbISh1IiFml6KKQ0899RQADQ0N5HI59uzZc+axhoYGALq7u6cxnhBivgiGRhg63El2aJzEgloS9ZUcf3wXCkX9mnbcgkOsqoxCKkvlWtkRUZw/Yy8c5NRTu4jWlFOxtBWATP8ojesXc+xn20k0VlO7uh0rGUOrKC9tWDHnKcAt2ESqEoSSUdKDo7RsWoWdyROKR/ClMCSKpBk6KDAjIVzbJpyMFn0MpdRLtglXmoxDUXqhRBi3YGNGQgRBgB6SnWyFKEZRPzEPP/wwQ0NDDA4OEgQBtbW1VFdLjwUhxNlTanIpme/5ZPpH8NHofGo3jZcsp/nSlfiOS/++E1QvaeLUtgMsvO4ilGmWOraYo3RdMXbsFADR2irGTvQRqSrDTudJnxhg8U0b0UMm0YZKfCtS4rRiXjA0zIiFk7OpXdGGpmsMHOikcmE9QdhEKQjk7rgogqYUvufTuGEJudE0XsEr+hi+YbD0rdfQ9+xeQhVJyk8X0oUoJd/1iddVEq1KMt47hCZFSyGKMqXiUKFQ4POf/zz33nsvJ0+efMljLS0tvPnNb+ZDH/oQkYi8URZCFCHwcXsGCALwHYf6DUs4/shO3JxN345DtFyxmkBXtF25htTAKAuvv5jKFQtLnVrMYd7IKHXrFjN8wMJzXEaP9lDWXIvSoH71QpShE2tbgG/I3UgxM/yCg5Mp4KSzWPEo6YFRKtvq6X/hCE2bVkphSBTNd1y0APLjaXRDp5BKU/zcITDrqmi59WoCGYTiAuGkMuiWQX48jaHpuAWnuJkQQsxzr/vzcvz4cT7ykY/Q1dVFdXU1t9xyC7W1tZimycDAANu3b+ff/u3f+OEPf8inP/1pOjo6ZiK3EGKWU56D0zdEYSxN/44D5MfSVCxqomnTCg7/aCu+6+G7Hsm2RrSKMsJtC0odWcx16RR9z+5l5EAnkaokdRtaGOvsZ+LUINUr2gglolgN1QS6vNUUM0ePWBiZPFoiihGxyPQOM3q8l+plLYTLYqWOJ2YhM2yh6Yrup/YQr6+k7aq1xR3Adsge78YtFEi0N6PiMg7FhSFSVcbgk7uZ6Bqkbk0HVkQ6VApRjNd8h5tOp/noRz/KxMQE/+f//B9uvfXWV3zeQw89xF/91V/xsY99jO9+97uynb0Q4jVpno0/luLU07tJNtWSH5vcKWX0SDdGNEz7tesxQhZGPIxWUVbitGK+cEbGGTnQCUBueILCeIq2LeuwYhGUUuiNtdL4V8w8F5SuEdgumb5hArtA47oO0n3D+K7sxCOK5+YLTJzsoWFtB4WxFNmBUcpapn4DJn34JF2PbAMgcaKP5luvIihuA2Qhzovc0Bi6CmhY10H61ADuokaKb7cuxPz1mq/k//Vf/0VPTw+f+9znXrUwBHD99dfzhS98gVOnTvHtb3972kMKIeYO5bm4Q2N4BYfswBihssSZx8x4BDuVY/hgJ1ZZHLOxroRJxfwRoIaH0TQNIxKa/JSCwAvIDowSeB56Y93kJ4WYYcrQ8HI2Pc/uQ+k6ueFxhg+cIPA8rBrZKU8Uz4hOvs6NHDhBpm+YcGWyqK930tkzf84NjaJ8WVYmLgzhiiTZwTFGDpzAdz3Ms2i2LsR89pozh+6//37e8IY3sGbNmtc90PLly3nzm9/Mfffdxwc/+MFpCyiEmDv0XAYvnSXwfALPp/2mS+nfdYSFN16K7zhEaishFEKLRkCaTosZEaDGJ7AzOZSmUbt2EUrTMMIWoYokVjKGH0+8/mGEOF+Uh5WMULu6HWXodNyyGTuTI9ZSD1FZziOKp0yT1usvITc4RigRwyorrmdo2eJmhvefwM3lab5uI76mn6ekQhTHiofpeMMm8hMZIlVlaJYuu9kLUYTXLA51dnZy5513Tvlg69at46GHHjrnUEKIuUelx8kPT+C7HpphoDSF0jUaLl6KGY+j4hECM1TqmGIe0fHxR8eYON5LtL6S/FiKWE0F+bEU8QW1KMvAj8oyaVFavu2jNJ1wZQKlNHTTwIyG0MrLSx1NzFZ+gG4ZxBurCFwfVeSSMK2ygqV330jgeQSxmDRFFxeMQGno4RDxeBiFAl9m/ApRjNcsDgVBgFJT/6HyPA9dl7sHQoiX0nIZ8gNjdD32PHXrlmBVJlBKYYQttJAJFeVyZ0fMoID8kZPkB0dQmo6bL5AZGKF2dQe+D4nmWgJdI5DCkLgAaIaOk8piRSO4hQJ+4GFYhrxmirM2eZNGxy84GCEL33GKKg/5I2Mcu+/nuLkCrTddRqit6bxlFaIYvuughyx8x0azDDzXlW5YQhThNX9e2tvbeeaZZ6Z8sGeeeYaFC2WbaSHELxkaxB2dINM/gtI0BvYcpTA8QX4khT2RBbn7LWba2ASpEz3oIQs3b5MZGMOMhBk+2IVuGeiJOCSK68EhxPmiKRg92k1uZJzxYz3kekfwZKqGOAeB65I62U9+aJzxk30UxjNFfX3qaBduNg9BwKnHtqP53nlKKkRx3Iksqc5e8kPjTHT2EdhOqSMJMau8ZnHolltu4aGHHuLZZ5993QM9+eSTPPTQQ9xxxx3TFk4IMbsZqTH8gkP/jgPg+1QubSFSWYaTL5BsriW8ZCEouacjZo7K59B8Fz1kMtHZC5oiVluBnclRsagJvSqBZ8nWt+LC4RVcyprrGD92CtTkclzNL3UqMZtphoZSiszgGF6+gBkubj8nM/Fik99IbSWB/B4XFwgtZOIVbDKDYxCA0l9zkYwQ4le85qv5u971Ljo6OviN3/gN7rnnHmzbftlzbNvma1/7Gr/1W7/F6tWruf32289XViHELGKkU/gFFyebx4xFSJ0awHccKhYtoHJZK36F7LIjZpbuO7iDwyhDJ1pTQW5wDCeVRjN1Gi5ehtFSj28U15hViPNOm1zeH65IoCmYONmLEZMCpjh7StfJD48RiodRKiAociZatKOF5us30njleuqvuoigiBYUQpxPSgUEnkcoHqYwPoFmSOFSiGK8ZjnVsiw+//nP8xu/8Rv85V/+JX/3d3/HihUrqKmpQdd1hoeH2b17N6lUinXr1vHv//7vmLLDkBDznjY8hOcFuI6NGYtQ1lZPKBFFs0zCzbLDjphZGgGMj4Hn42bz+L5PuCLJgsvXYmdyJJvrobYG2apeXIg0y8SMR3DzBbx8gfqLlqMZGtr4OH5ZWanjiVlI6YrKpa1k+4cJlZVjJePF9bAyTSKL2s5TOiHOnhmPEqurojCRpnJRM8qU/mxCFON159rV1dXxX//1X3zve9/j+9//Pjt37jwzg8gwDDZs2MBtt93GHXfcUVTzaiHE3KPwCAaHyY+lMRJRlA++72IlE8Tqqshl81IYEjNG0xR6JoXvebg5Gy9fwCqL4dkuTjZLtL6aZNjEicaRwpC4UGmaQjd1Egtq8QMfP4Ds4Ch+3iFcUY7vy6WPKI5SOkbUonxxC77ronSKuoDWFGiBjwoCHCUb0YgLh1KKUFUZ0bpKPNuZnElU6lBCzCJTWohpmiZ33XUXd911F77vMzY2BkBlZeX5zCaEmEV0L4c3OE5uaAwzGiHd2Ue8tQFDA01XFGwfo6ZGtrwVM0KlxqFgE4Qs3Ik0+dEJjGiEwliacHU5KghQusKJJkodVYjXphS+558uXyqCXAE/W0CPWPJ6Ks5K4DqAInDdyY8dd+pfOziInUozsvcobj5P/eb1aAsWnKekQhQncDyUpk2ObQ0CT5qlC1GMort0aZomRSEhxEsYTh7SWdx8gdzQKG40T7gqiTuRIVxdhldeiQK5kBEzRtk2WsSiMDxBYSyFl7fxHQ8zGcPPFTASUfwy6XslLnxa2MTuSqN0DfwAKxknXFeBX7Bx5UVVnI0gwM3lwQelawRBwFTm/2iuQ+dDT1O+uIXCeAqA/md20fKWOhxNGv+K0vNsB0WA7wWgKYwim60LMd9Jly4hxDkx3BxBOkvgQ2F0HCsZI/A87PE0ZiKKKpeeGGJmaWPDgALHJfA83Fye3MgYvuMSOA5WeQy/XG5yiNkhsD2MkIkzkcHJ5PAdB/I29mgav78PFcjWZaI4QQBOJk9hfILCyPhk4XEKlFJohoZuvdhf1IxF8DVZlisuELpGfmSCwvgEbjordyWFKJIUh4QQZ83MjEM6h1ewJ3u4NNTg5gtoIZNoXRVmMo6n5G6imDlmapTC4CiB5+LkCgR+gKZpmPEoVkWcWHMdbkJmDInZIwh8tJCJZuiTMz7yBZyCgz02Qf9jz+IPDZc6ophl9JCJpqnJJTcKDGtqv6c93aDx+ssx41Gq1y6lckUHNRvX4E1p3pEQ558ZsuD02FaaQguHSh1JiFlFrtqEEGfFyk2Q7R3CiEZQhobnuOgEVCxpw4iECDQNNxIvdUwxTygF2tAAudEJvHwBVZmkMDCKmYwTri6jvLIcFQvhGNFSRxWiKF42h6YbROoqUUojIMBNZyaXBZ1+XN7MiWJZFQnCVWUEfnENe5Wu4aTS6NEo0WWLCExZtiMuHH7gEaurPt1vyEcF0nNIiGLI+wkhRNHMzDi+7YBSOJksaAorHsNzXALXxQ+X4enyhlHMhAAGB9FNAzuTA6Xh2S6+4xGuKsPNFTBjUVQ8iqPLHUQx+xiRMJ7j4KZzeI6NZupoloHnOISqyrHqapCFZaIogY8KwM3mUZqGEQkxlUto3XfpffRp/IIDQLVpYrS1nN+sQhRBaRq+beO7HnrIRHYiFaI4UhwSQhTFSI3i+z66aeDm84Qry3ALDr7nY8TC+BVVePLLWMwQlUmD7+E7PvbEZFP0WEM1ucFRQhUJIrWVuNEIjibFSjFL6QryAXrIQmFjp7MYkTA1G1bgWhF8TZb0iOL4fgC+j27qBK5P4E+xvBgEBO6Lzw18mZUhLjCe9+LY9nx82a1MiKJIzyEhxJQZ4yN4uQK4PnY2T6yxlpG9R0mf7GHiWCc+GnKXRswULZvGcG2cVIb84Cih8gQTRzsZ2nkQzdQJV1XgJZMEUhgSs5huhvCDADebY+xoJ6muXtJdfQQBUhgSZ0U3DIb3HCbV1cfgrgMwxYVlnm5Sf+XFWOUJEq2NhBrrz29QIYqlaQzuPECqq4+h3YfQTPP1v0YIcYbMHBJCTIlVSJMdGMIqL8Men8CMx8APqNu4BjuTQYvFCZKyM5mYGbqmcIaGIBLBiIQJLBO3kGfBVZfguS7h6jLsSBxZbyNmO9fUUIGPVZ6gYkkbbi6PVZZAkx2ixFkLqLl4Jc5EhrL2ZgI1teKQFviMHT6GZugURseITkygwpHznFWIYgQ0bFqLnc5RvrgVJbuVCVEUmTkkhHhNmvIwx0dQvk/guChTx6osx83kcNIZ0BWqYYEUhsSM0VwHNTLI+JGTk9swGxp6LIJpWbiZDKGyBHYkWeqYQkwLPVdAMw0Kw2O4mRxWIorvOWf6vghRrADAO90jsFBATbGptOa55PuHsccmcLN5vFT6vOYUoljKNPEK9uTYdlwCqaELURQpDgkhXpM+NoaXz2OPpwnX1WCPjuOms5jJGIHn4cbkIlzMrCA9ASjcVAarPM7AM7twJjJosQjR1kacZHmpIwoxbXzXI3BdUBpGLEKmdxBNN8j1DaLkwkecBQXkBkawknEcx4FCYUpfF+gayY7JBtSaaWIlZEdScWFRjoeTzWMl4+SGRlFF7cUnhJDikBDiFRk4aH09OKkMWjiMFjLI9Q9gJePohoGTyWO2thBIjyExg6zsOIYCCIg3NzC0az91l61DM3WMcJiCKVvVi7klcF2UpmElY3j5AqHyMoae34NVHkdJdUicBWXohMrLcNJpDNNCWVPry6L8gMLwCGUdzcSbarGz2fOcVIjiKEvHSkRxMlki1eUoQ/qyCVEM6TkkhHiZkJ/DG08xsns/Zcs68JwCZihMrLkRpWkElXECTceXGzJiBoXcDPnBYYxoFGciTXJZB2X+QtA0DD2BHYqVOqIQ00+DwFdoGoQry/Bcj9pL1uOiJnedEqJYvodZHsP0IijNwHGmNnPI1U2Sixcy8sJe9EiYyiWLpK2buKAEQYAVj2FEw6DrBLJbmRBFkeKQEOIlQn4eLQAvAN9z0UwdP1/A88FIxCj8opeLXJOIGWK4OXTHQdMnJ7uOHz1Bsr0Ve3gEK5lEC4coGNIUVcxNmq6DF+Dl85MfmwaapvAjiRInE7NV4HqTW9h7HlBATbG5uTY6RKq7m8rVy7Aa6nEsed0VF5bAcbELNioApWmcnmoshJgiWVYmhDgjHOTQfA8vmwPdoGrNCvL9wygURnXVi4UhIWaI4aQxdYWXzeEWHMzyMiLVleQHBgmVJXDKyqUwJOY2z8O3bZx0BnssReB6uK6LJu/gxFlSlolfKOCkUjjpNHr49RtSG77DyPbncSbSjB88TGFgcAaSClEcI2ThpTI4qRReIY8WCpc6khCziswcEkIAEPYyaLqB73u4toseDqEnopTXVOHrioI2td1MhJg+PobnE2g+StcgCNANnUhDLXo4RN4wIZArZDG3BZqOFrKINtSBrk43p1YopfBlCqc4C0oFGGVxrMpyAt9jSrt9Kw3NNPELNgCaIa+94gKkFKH6qsn3s66HJn3ZhCiKFIeEEEScNIHj4eKBCtAtg6BQQI9H8ZSGrcmdFzGzDApYSuHk8yjfQoUt/GyeAAM9EiGnh5E9asV8oHQN3wnwAx9V8AkMfXIHHk1Nrv8Voli6AbaDrzyUF4A5haa9gU+8qQGv4KAZOpquSb8hccEJLB0KDj4eBD6BJpe6QhRDfmKEmOeipo+bLoBS+AUXLWxhRMIQCfCUga2HSh1RzDOWKmA4LkGgIAA3l0ePhDDiMTTTIKukWCnmDwVoIWuyD4BlEngeXraAG5ZLc3GWHA9lGWhKERjg2w68zuRgTVNkT/XjOw4EAWVx2QBAXHiU7aBZJgSKwAgIXE+udoUogvy4CDGPxU0fNA0vk0NPxlHa5JIFHwgiIWwlhSExcxQBITeHbhoECvJDw5jJJHqhgHJ8lIEUhsS8EwQ+2C6e56E0HTQNFQlhFjLYllygi+IFukIVHFzfn2xGHXr9ZeO+HxBrqscr2GiGgTIMWdQoLjiBbuDlCwQ+k5tYhMxSRxJiVpHikBDzkk/Et1G+gVPIY8QTOGMTWLXVGKZB2pdfpmLmWdlxAgWBoeP6AWY0gp1KE6+rwVeKbCDjUsw/vmGg8gWMRByFws6kIeMSeC5GmY5rSsFUFMfXdTTNxUrE8RwXAh/ndb5GOXkIAnL9Ayhdp6KhTpaViQuOpiaLnbplYWfyKEMudYUohvzECDHPaBQIex6B62Dnc6DraGGTaPkC0BTpQqkTivlGwyOs+ziuiwICwwXfR4vHiFdX4vkBOXcKPTGEmIO0AFQihmaZBF6ACofRTBcvk528YJfikCiSriAIW2imRaDUZIHoNZiBh9PTS2F8jFhz42QxKZ2GeMUMJRZiagINNCOEZproER/f92VvbiGKID8uQswjurIxJiYgCAgCCDyPwPXRLYsgCEgXFJMdLoSYGUbgEvYK6LqOMnTQDbxMBhWyMHQd30cKQ2Je0w0d33HB9QBQ3uTuUp7j4k5MEMqNTzaoFmKK1OnhEjgOKFC+97pf4GSz6JZFrrePXN8ARix+/oMKUSwPUMHk2NYUmi+vjUIUQ2YOCTFPmJqNadvkU2m0eAzfdVGGiQJ8zyOL9BcSMy0gFDh4jkMQ+Oi6ju96ELLQHA/HgIJsVS/mO9OATAZP01C+D74PhkHm2HGiTY1kjx8j1tFBPpQsdVIxS7iahmHbeN7UFoaZeIQrK/A9j1BlBUY0ip2QWUPiwqPpEBRsPADPJwi/fj8tIcSLpDgkxDwQCXKQs/E9H7M8Se5UH9HGOsxoFNfzycrMDDHDDFUg5PsEngeaRvrIMWKLF6FHwhimSdpx8aX3lRBoQYCvm1jhMAEQuA6F3n4SixaS6eomcBy8dBrDDSAcwdXlYki8Nstx8XQdKxrFcR28dBZe5eU2UpgAINPVhWaaBK5LtLlpBtMKUQTPQwuHMUwLO5dDc9xXHdtCiJeTW7JCzHFRPwsFm8D1UboGAURrqvDSWdxslqwrLwNiZllBjogVJvD9yVlDhQLxtjb8dIYglyft+FIYEuI0PwjQAw83lcIdGyNIZzDLktijY5NLJwAtFCJ3+CC5fbsxPLvEicWFLtAVmueRHxiEXA5df+X3AYbvUBgeZuL4ceLtC1Gawiwrwywvn9nAQkyVUgT5PPmBQZTrTu7GJ4SYMpk5JMQcFtVs/Gx+8m4fAW4ujxmf3PpYt+JktUiJE4r5JhzkMJQi8F2cVAotFCbQNdDATMTJaBFkCxwhXqQFAbZpYgY+6BqB46KCgGhTI1ZZEjQNZ3yccH0tuZ4+yOcgJrOHxKsLAKVpGLEIoEB75eJQMDIAno+XSmPrOtGmZrSKCvKaNEEXFyZf09EJTo9t8JUUh4QohkwZeCWBNC8Ts188FKDpOkpppxdhgzINlG4Q6AY5KQyJGWZoNprvE/g+ub5+jGgU37ExQmG0SGSyMCSEeIlAKQzPw01n0QwDLRQCpfBtG5Qi09kFBBSGh7EqKyAsP0fitflBQOB7KF0nIHjVbSgCx8EsL8NMJvBtB80wcA0pDIkLl1IQ+D5K1/Gn2FNLCPEiKQ69Eidf6gRCnJOY4aL5Pr7jEGgKP5tFWRZmWTmugpySN3diZlm6QzQUIvA8fMCKRnDyeUIVlejhEBlPlpEJ8UoCpVAKzMpylGHg5rK4dmGySKQpog315AcGMJNJQk3N6CrACpxSxxYXME3XJ0tCponSdQhe+SLajEbw7QLK0NGjYQLLRK63xYVMA5RhgmmCplCGLJIRohhSHHpFMnNIzF6JUIDyPBzbJvA8lFIY5WUYIQvHdSgghSExc5QKiBkOkXD4dLFSw8/nUZEI4YoKAgJSjjREF+LV+K47uQxIKVQQoCcSGKEQucFBjEQCPRwivrANzTTIHNhDofMoKj1KxM+VOrq4QAWahmaZaEGAMs1XXHoT8bJ4hQKFkRHMZBKrrAySskOZuLD5gNI1tCBAC4Xw/ZmrZlpuFmOkBzMzgibXkmKWkuLQK5FlZWJWcomb7uTMDNfBDwI8XUeFw6AUbhBgS2FIzCBNBUQMD4XCzefxXQc0DT0aRTcMfKVkxpAQr0NTCs8wCJQCw0D5Pno4TGzBAtyxMTTLROkavjPZiNpNp/HtAoWBXkJOpsTpxQUpCCb/Uwp8H1/TsHwbs5DCwCXqpEgfPoAeCWMlEgSui1IKz5f+LeLC5v+iubpSBEEAM9SQ2sQld3g/+Z5ucsePoOcnZuT7CjHdpDj0SjyZji1mF02zSUZM8AM8x8FTGsrzsCwL3bJwPY+cXISLGaQpnygFdN3AzecJbBtQaLqOFgrhAFlXpnsL8Xr8IEBXEHje5L1oXcdzXZx0CiMWIwCc8XGM6ORmA8ow8F0Xq6wc5dm8ykZUYh5TanL2UKDrYBgECjQ7g+HZWE4WN5MGz8Mv2JMzjCwTlazAkzVl4gKnghfHdhAEM7cYxPcJPO/Mh4HrztA3FmJ6yVuGV/JLP9xCXOgM3SYei+G5Lr7noTwXTdMwI2EIAuyCTT4IlTqmmEcimk00YhB4Lm4ui6Yr/MBH0zR0XSfvOOSlMCTElOjh8JlZHsr3UUwuBYLJu+L5vh40y8JMJgnX1hKqqsJNpwkcm0JfD2Z6CNmwR/yywA9QweQSdDwPPQgIXAfNsvByOYxoBGUY5Pt7cTMZrOoaCrrMPJ5Jll/AstPosn1n0VTgozwPjRmbOISrm0RaF6I0DbO8AmJlM/ONhZhm8u78lfhS7RWzg6k7hAMIHBsvk0I73YTPMEzQNPIFDxfZ0ljMnLDuYIQjKKVw/YDAnGx2qodDaLpG2nHxfRmTQkyV8jwmt5uc7KWhAM11CZWV4UxMEKqqwUgkcEZHsMorcDMZIvX15E51A5Dr7iKyOE7+NTYiCGETZCZQhoUbTuAFUk2ay0wV4KGhNAWBIvAUmm7gpCYw4nG8XI5IQwMEkz2vfNcFXW4yzZSQlyN/7CAEAUZZOVp9G778TE6JrylQk2NbaRpqhqYOBYHCSVQTWV2NFyhcqemJWUpmDr0SaTkkZoGI7hANhwmAgmOjWyF810VjcmprqgCu1H/FDNJ1B8s0wPcpZDK4poUqFNAC0DyPiYImhSEhiuQDCo2gUMBJpyaX/AQBvuujR6JokQjuL5aY+T4EPn6h8OIBlCJQr/52z9R8nM5j2H2nKHQfxyikzv9fSpRUQdPB9/BsG5wCmqbwHBvftnFTKfRoDN+2scdH0UwDW7avn1FBLnOm/6k7PoYRyIqGqVKoyRumto3veRRmaNqkIiDspPE6D6OP9GLIjC8xS8mV4yuRF2FxgYuZ7uRdPs/DxUf5EJgmoUQC13HJ5EudUMw3pmYT1jRA4eZzGL6Pp+kYFRUopZhIy4xMIc6KXQDfR0UimKZF4Pt4TgHd1HHyBZRS6LE4uC75wX70aBSzrJxoOIyby2Eky8m9xgxSFQT4zovFpMBxkAmnc1wAGAZGNIbrOCi7gKZpGJWVZHtOgVIY8QRGVS22svACuZc8k1QkdroxVIBRVoGrNLlxPUVGEKBCYYxQCDuXJfBn5sSZeOQ7jwHg5XOEIhHcUPmMfG8hptOcKw51dXXxyU9+kmeffRaALVu28Kd/+qdUVlZO/SCyW5m4gMVDPko3oVAgQKEpDVPXUOEIjl0gW5A3cWJmWYZLWDPwfQ+nUMBTCkPTMCMRkMKQEOdGN/D0AN1x8XV9chZQoEBX6Lo+2YDasbHTE2imiW4YKM/DjyRwotW83hYbTqATWtBC4VQnWjgM0eSM/LVECSmFIjhdb/ApoLBME69QINrUMrkzWShK3pGlTKVQ0COEOpaD6+BZUXwpzk1ZXikianIxmRYwOStuBibx6Mo/U9ADUL7MHBKz05wqDo2OjvK+970P27b5tV/7NTzP4wtf+AIHDx7knnvuwbKmeCvsF1XmX2zzKcQFIh45vbzAtvEDUPgow0CZFgXbpiCFITHDYqaDbpgErofre+h+gK7r6JEIAZCSwpAQ50zLZSEcOX1RD8o0CNzJWc65U50Enk+opgZ7dHhyiVllDfkp7lAZAHa4AmtREh8NW3qbzHkqOF0Y8n3wIXS6n5VvB3i5LJoZIj9TnXzFK7K1EFjS56lYYYLJLct8//SS3JkZxx4a4do6vFwOzTTBlOmXYnaaU8WhL33pS/T19XHvvffS0dEBwNq1a/nABz7A97//fe66666pHej0VvZqrI+gouF8xRWiKF4+g2aa+Lksge9Pzgo3LZSmk7MLOM6c+nEWs0Ahn8FQGkHg4zoFdDW5faxhWfiBRzonFxdCnDsFodDkJY7nTfbU8D1wHdA0wgtagICgUMAsqyTwXLyJUaLhMEo3yBHBf50LpACwA/1VH9dO33eQm+Fzg6FNNtDF91AqwAsCbDNJSDMhCCgYMVnGJGanX8ysPP1iNVO7vfno6LqB0rXJiQXG1IrzQlxo5tQ0g/vvv5+NGzeeKQwBbN68mYULF3L//fdP/UDB5J1ulZ+Y7ohCnJVkwkSh8LI5ggACFDqTv/yyUhgSJRCNalimOdnU1HHRdQ0U6LrC86QwJMR00fDRUOB5BIDvOUzuXqbwAS+TnuwTpCns4QGcsREgIMjnKPT3EFXn1oQupByMkW6MkS6iqvC6u/9Ymo+leTLx+gJmBwoNCFwH5fsopfADRU6LktNjzFCbFiGmXaAmd3gMXBulAtxpnAlpaR4Re5Rwfpiw9tIFu1rgUhjqx7MLOKlxsKX5p5id5kxxaHx8nK6uLlauXPmyx1auXMmePXumfrAgeOn/hSihZNKavJPnOGgEeAHooRBaOELG1XE9mboqZlYspmPoOo5t46FQQQC6iRGKYCudjPPqMxCEEMUJfBcCH2WaaAq0UGSy75xuoOs6mmkQeC5B4BOqriVcUzd5cQKTn/ccovrrdR56ZUopgokhvGwaL5vBGxskTOFVnx9WDl7fMbxTRwjZEzO0oEMUy1DgagrNsMAw0aSSJ+YILQjANNAMC3+aL3P13Dj2UD/OyCD+cB+G/uLPjakrjFicwHFQSkM35aatmJ3mTHGov78fgLq6upc9VlNTQzqdJpWa6vasp5uJAfqp/dOUUIizEwQB2WwWlKIAmKEQSjeYyPr40htClICh69iFAoHv4yuFHgqjWSHStk3BnjO/VoS4ICjdINAmC66BH0zOINIUga6hNA09Fscr5HAnxtEjETw7j5ksx3cczEQZSjPAzp3991faL3+ANzGCrr/K7558GrzJXkjOUB+mLjfZLkSuH6ADga4DivxMdOwVYgbkUZNLb3UdXQVM59vkwH2xh6Lv2ujai69visl2D1Z5JUZZksC1p+8bCzGD5kxZM5PJABCJRF72WCg02dAtm82SSCTOfD4eD2EYL7/Dnep96cfl5dGXfDy2/WnKL7rsXCPPG7quvewcilf2SmMyNTGGrik8AiKRCEopNN2ivFxmDJ0NGY/FeaUxmclMEPgBhq5hmCZoOplMhkSyvDQh5wgZm1P3ar+/5yIvNYqOIlAaKhwGJgtEmjG5rDPwFOGaBoLAJ3AcjGQ5StMhFkxeJAUBmmFRXnZ2Y8uPNKBpEHg+aBq6FSKaePl7LQB3PHdmdzQ9EiUaixDVLsyC8XT/vM2mMZmasAlQk0sT1eT/z3Z8iJe6kF7HZ9OYnC6p8dHJm1ZK4aMR+N60/Xt4ehleNo3vuYSr6zBiUX7xSujbGmY8gZtJoVkh9HCU8sSFMQ6m4kIat6K05kxxyJ9Cl0TtV96gpNOvPjX6l19Kx8ayL3t89NknUUvWTznffFZeHn3Fczjf1NQkXvc5rzQmdQ08PyAWj+P7PqmUC8gOUGdLxuOLznZMgoGuO5imhdJ1JiZswJLzeo5kbE46+3E5N0VMDRUo0DS0ICAIApRuTDZc1fTJQlDggacI9ADfczENEz/wJydC+y6ZIERwDmNLj9VieHkIfApGlOyrHEtTEay65snlbFaMsYkLt+9GMT9vc29MWjiai/WL5WS+L68902SmXsfn3picHjqTO/EppfCUwvOn871JiHBDK2YAWV/H/5XjRiIJTDMEuk7as87pNXemTde4ncq4FBe2OVMcisViABQKL38h/MXnfvGcYmld+/CbV7zs8/7BHWhLN5zVMYWYKs+fnCGkaQYTE7PnF42Y2zzPRDdDckEhxHmWcyZ3vSmPv96bdw2wAIvcS1oMnfssUy9QeNrpe+SvsVLMDyCvRSejyIqyC5rrGoxP2JSXR8lkZVmZmBs8wmSzPuXlBvZ5WOaed199JlbOM0AZzNAGaUKcF3OmONTY2AjA4ODgyx4bGBggmUwSjZ7DdLlCFjQdUmMv+XTg+6gLdMq0EEIIIYQQQgghxOuZM1WNZDJJU1MTe/fufdlj+/btY9WqVVM+1iv1LlN9x1CnDsFo30s+HxzdjZ8eJzi9s5mfGsc5sIsgeP2y8S83NhNCCCGEEEIIIYQohTlTHAK48cYbefrppzl69OiZzz311FMcP36cW265ZcrHec2Z0L+03adSCjyXoPMQXtdR3GMH8CbGCHIZnONHsEdH8B0bd2QIgMLIMNldL+D7HtkjR0g//thLv+/pXgIAvu0QvEofpV88x8vPv7XEQgghhBBCCCGEmF4q+EWlYQ4YGRnhTW96E7qu88EPfpBCocDnP/95Wlpa+Na3voVlTW3d/ciubZN/CAIIAgI/mCzUnP4zvyji+Kf//4uCju9Pfs4//ZjvE3jBmSKP775Y7PFd7/RxAwheLAzpkQgLb38DB7/8HQDqNl/MqYefeVlG15089qtpv3ULZe3NL/ncnm/8mOEDJ1/23Mv//P0Y4clz47keP/rjT09+/nfvpKKt4XXP1/+45S9e9zkhQ6csGp78Hn5AwfFe8rjn++Qc55W+dNqM5ycbYx4d7kMB+umtgT3fP92+7tXdu/Pr5zWbEEIIIYQQQghRKnOqOARw7Ngx/vZv/5Zt27YRDoe5+uqr+fjHP05lZWWpowkhhBBCCCGEEEJccOZccUgIIYQQQgghhBBCTN2c6jkkhBBCCCGEEEIIIYojxSEhhBBCCCGEEEKIeUyKQ0IIIYQQQgghhBDzmBSHhBBCCCGEEEIIIeYxKQ4JIYQQQgghhBBCzGNSHBJCCCGEEEIIIYSYx6Q4JIQQQgghhBBCCDGPSXFICCGEEEIIIYQQYh6T4pAQQgghhBBCCCHEPCbFISGEEEIIIYQQQoh5TIpDQgghhBBCCCGEEPOYFIeEEEIIIYQQQggh5jEpDgkhhBBCCCGEEELMY1IcEkIIIYQQQgghhJjHpDgkhBBCCCGEEEIIMY9JcUgIIYQQQgghhBBiHpPikBBCCCGEEEIIIcQ8JsUhIYQQQgghhBBCiHlMikNCCCGEEEIIIYQQ85gUh4QQQgghhBBCCCHmMSkOCSGEEEIIIYQQQsxjUhwSQgghhBBCCCGEmMekOCSEEEIIIYQQQggxj0lxSAghhBBCCCGEEGIek+KQEEIIIYQQQgghxDwmxSEhhBBCCCGEEEKIeUyKQ0IIIYQQQgghhBDzmBSHhBBCCCGEEEIIIeYxo9QBSmlwMPWqj8XjIdLpwgymmbvkXE6qqUm87nNkTJ5/ch5fJGPywiLnc9K5jsu5SsbH9CrmfM7lMSnjanrN1Pmcy2NyOsi4Ls50na+pjEtxYZOZQ6/CMPRSR5gz5FxODzmP00PO4/SRczm95HyK1yLjY3rJ+Zwk52F6yfm8MMi/Q3HkfIlfkOKQEEIIIYQQQgghxDwmxSEhpolSk/8JIYR4ZUpeJM+JnD8xnWQ8CSGE+GXzuueQENPl2OFjfOfr3ycai3Dn3bfR0NRY6khCCHHB8DyPhx74GU8++gyXX7OJ62++Fl2XtyBTlUml+fZX72HvroO8+Y6buPiyS0odScxyW5/cygPf/ymr1y7nlrfcTDQWLXUkIc5ZIZ/nge8/yAvb93DjLVu4/JrLASmCCjFV8s5MiHMVBHzry9/hiUe3YhdsQuEQH/7tD5Y6lRBCXDD2797PP/3tp6mrq2bb1p3U1dey7uJ1pY41azz39Dbu+++fMDo8xtYnt/Pl736auob6UscSs1RPdw//6+OfpLq2ih1bd1JbX8NV119V6lhCnLPnn32BL/z716isruCv/+If+PRXm2jraCt1LCFmDSkOCXEW7EKBfbv2QRAwMDBIWXmSD33snTiuy9jw+Hn5nqn9z0PD0vNybCGEOF96T/WQzWb4rT/8ECePd9PYVEdXZxeNzQ3U1tWVOt4sEEDgc+nmDTQ21VNdW4nv+aUOJWYxz3X54//xW+zbeZDGpnqi8fC0HNexbVITE8STCSwrNC3HFKIYVtjkI7/zHjpPnGLZysX4vlvqSELMKtJzSIgiKQUPPfAz/r8/+BsOHzxG76kBnnx0K5/+py8ReAHX3Xx1qSMKIUTJuY5Nd2cX3/jPb5NNZ3nmiW18/9sP8MSjW9GVxt4X9pc64qxweP9Bvvtf9zM6Os4Tj2xlbHSCfD5X6lhiFhsdHuYH3/4RY2MT/OzBxxnoHTrnY2bSaf7xbz7FXTd/gP/7v/6Z1PjENCQVojhD/UM8eO8jTIyn+P63H2BkaKTUkYSYVaQ4JESxgoD+/kFue9vNDA+OcHjfUVatWUZrezODA0NEIpFSJxRCiJJwXZfhwSFOHD7GN794D488+HMWLWnn3//vFzi09yhvuesWdj+/n3AkTF19TanjzgqZdJZLLl1HMpGgubWJeDxGX09/qWOJWSyXK3D5VZdiGiYXbVyDpp17T5aDew/x0wceA+CRnzzBgb0Hz/mYQhQrAC7dfBGGbnLVNZvJ5/KljiTErCLLyoSYIt/3ObjnAIP9A1RXV3Fo7xF0Q6equpIXtu9h5bplLF2xmMbmBaWOKoQQM84u2Hz9/32Lk8e7WLZqMSNDoxzcf4TeU/1cevkGHvnJk3R39nL7226mtr6GFWtXlDryrFBTV0U2k0dTioJtc/xwJxuv2FDqWGIWi0RC9PcOoFBkUtlp2bWsvLIMw9BxXQ9N0yivLJuGpEIUR9M0UuNpFIr+3iHal7SVOpIQs4oUh4SYgtTEBPt37efBH/yM8ook42Nptj6+HYA33XkDjU313HzrdaxctxpNkwl5Qoj55eCeg3Qe6+SZx7fTsbSFr33uHgBuuu0ajh0+eebis629mbe953YqqqpLGXdWMQ2TmtpKvvzpb+P7PsmyOGsuWlnqWGIW81yfZ594gZGhUQDaFrWe8zHbF3fwyX/7nxzYfYglKxaxZPkSguCcDytEUTzb5Sc/fPTMa+XGy9eVOpIQs4pcxQrxOk4cPcHvffDP2LV9L7t27KOiuoLD+46eedy2Hd7yjltYvWGtFIaEEPNOT2c3f/U7f8OBPYd4w21bOLj3xdfH8dEJNl11MQ0L6njnB+/kre+6VQpDRbLCFr7n4/uTTagnxtPks7JUQpw9z3XPFIYAcunstBx37UXrePv772L9xg1SGBIlkcsVXvJa6drSkFqIYsjMISFehWMX0DSNE0dOsPGydSxormfzVZcwMZ7iptuu4Ztf/B6hkMWGjWu4ePMlpY4rhBAlkRpP8e6Pvg3DMMjn8my66mJ++O0HMU2Dy7ds5OSxLsKRMFdet5nKmtpSx511fB+q66q5+LJ1JMsS1DfWEItHSx1LzGLxZJw77r6FsdEUmqZY0NpY6khCTIvGpjpueOPVeJ5PLB6R5Y1CFEmKQ0K8gj3bd/PPf/MZbr7tOiKxMI2N9Xzrc98nm8nxprtuoH1JK7//Fx+lfkEtK9evBs59vb4QQsw2mVSKx3/yNNlsjkgkhBkyCYctPvTb7yQajRBPRFm6ajEXbboIKyRbW5+Nyupq8tk8q9Yso7ern+4Tvaxev7zUscQspmsapmFiagaGaUx28RViLggUITOEEziETAs1Dc3WhZhPZA2MEL/CdRw+9YnPUlNXzUDvEJ2HuxkdHOOK6y8F4Eff/RllZQkWLl7IyvVrkMKQEGK+yGdzHNlzmMHTu2Ud3nsYTdd49vEd/OSHj6GU4qf3/Zyy8iTJijLal3Vw2dWXSWHoHIVDIQ7sPoxhGLS0LKC3q5/MhGwVLs5ONpPHc3w0pWEYOrlMrtSRhJgWmXQGXdfQlIbnBWRTMraFKIbMHBLiVxRyOS7fcikLWuroPt7HI/c+AcCdH3gTmqaxfO1SFq9YhmlZJU4qhBAzx7Ftvvqv3+SJnzxDKBLijz7xWwz0DhEEPoW8DcBPf/gYv/0XHyaXzbHpqk0lTjx3BL5PQ0Mdjz/4DADv/e275HeQOGuapug+2sORfceJxMIsXt5R6khCTAtTN9j19F5S4xlaFzWx4dJVpY4kxKwixSEhfsnYyDC7tu5h6YoOxsdSrNqwlD3b9jPYO8zhPcd410fu5LItG+VNuRBi3hkfHueJnzyDpmvc+s4bGR0exfc8lq1aTCFv88iPnmTpqsX0dfdx8RUXlTrunNK2uBVN02lb0kJtfRVPP7yNa2+7rtSxxCxl6Aa3vvMmujt7qamrwg38UkcSYloYlsH7fu8dDPQM0dhaj6ZkkYwQxZDikBDA+MgYx/YdYdszO9GUxmMPPoXjuKzasJy7Pnw7//6/v8DKi5Zz7a1bZHmEEGJeMkydd33sTuLJGJl0li/+yzeYGEvR1FrPFTds4sN/8B5q62toX7aQZHl5qePOKTuf3cu3v/gDAO5835u4/tarSpxIzGaGqfONz/03R/YdJxwN89E/em+pIwkxLUzD5LP/9yukJzK0djTx/t96e6kjCTGrSDlVzHu+5/LMw1vZuX0f+3cdJp8r4DiTW1/u2bEf33X547/7ba6//VopDAkh5qWh3gG2PbaNsvIkrusxMZ5mYiwFQPfJPoIArn7DVazbtF4KQ9NM1zV2PLXrzMd7dxzE92Smhzh7o8PjHNl3HIB8Nk/Xse4SJxJienQdP0V6IgPAyaPdDA2MlDiRELOLzBwS81YQBDx63yO4jssTP9vKuotXce2Nl5PL59F0Dd/zWbqqg+b2JhYsbC11XCGEmFGpsQl2bt3JUP8I5eUJ8rkCZtjk65/9Lre/62aisQjZTI7ahiqWrGwnFA6XOvKcNDYyytqNK6moKiMajbB4ZTuhsMnj9z3G+is3EC9LlDqimGUqqyq4+Y5ryaZyhCIWbYtbSh1JiGnR2tHEjbduoZArEIlHqKqrLnUkIWYVKQ6JeevInkNEImFC5SaNjXXc/82fAHDru9/AOz98B5qmWLdpDQ0tTSVOKoQQM+/QroNsf2onCztaOLLvOJ7ns4B6ctk83/rc93jbB25DN3WWrV5M+/LFpY47Zw31DlLXUI2dtcmkMjzx4DPE41EO7zuGH8DVb7661BHFLFPIFZgYThEKW2TGs2QnsqWOJMS0yKSypEfThKMhxofGKchOfEIURZaViXmp53g3X/yHr/GdL/6QzqM9tHQ0kSiLA9B5pJvnnnyBhUtapTAkhJi3DNPgljuuw/c9AEJhC8MyuPaNV+B5Plt/voPG5nopDJ1n8USMZHkCggDd0KlvrSefK1DbUEMhVyh1PDELabpOVW0FAInyOIY5PfeKc+kMp453k01npuV4QhTL0HXKKidnU1bVVkzb2BZivpCfGDEP+Tz72HOMDI5y5Y2X8cOvPwjADW/Zws9+8BhrNq5g4dIWWpcuKm1MIYQomYCQZdHfO0T3sR6ef3oPpmXytg/dSiQc5n/8yx8zOjRG6yJZjnK+hUImfV0D/OyHjwNwzZuuoKahip6Tfdzw1utLnE7MRkHgc+JwF0f2Hicaj9CxrO2cj5kaHeezn/gi+54/yJLVHXzsLz9CsrLs3MMKUYQggB1P7SY1lqZ1cTOrLlpR6khCzCoyc0jMOU6+wNjgCK7jvOTz/V297H5mJ8M9/SxZtYh1m1ZzaPeRM4/3nRrg3b/1NlZdvEIKQ0KIOc8p2Aye6uf5J3bw6A8fZWxwBKXAyefY8fNtDPUOsnBRE6nTzT0d22F4YIRla5dQVV3Bpus2U1Ej/RzOt3wuz8mj3bzjo2/h8ps2cmjPUcLRCOs3r6GqVs6/KJ7vBQz3j/KGt11HU1sjE6Opcz5m17Fujh/qpH1ZK93He+g80jkNSYUoTiaVpaV9Ae/82B04tnNm5qsQYmpk5pCYUyZGx/jCJ7/Mvh0H2fKmK3jbR+7ECocYGxjiyJ4jVFSV8fRD28mms6zfuIrla5fw1X/9NgDLVi9i4dI2qhvrS/y3EEKI8ys9nuIr//g1nn96Nys2LCWWjBG4Hp7roRka7ctaSI2mefxHW7n0qotYtGIhD97zMC2LmonEw1Q11hMEQan/GvNCECguuXwdh3YdpaGxjs1bLiabynJ0/wkM02TR6iWljihmmVgyylveewsnD3Wx7tKVtCxuPqfjnTxwHCdvc9mWizi85xgbr1hPdX3VNKUVYupaFzWh0BjsHuLmO66lqqa81JGEmFWkOCTmlCO7j7Bvx0EAHr3vCa646TLSoyk6j3TT0FpPaizNSP8ohqXz3M9fYPMNl3Dbu2+msractZeuIVFZXtq/gBBCzIDj+4/z/NO7AWhf2kokEiaaiDLYM8TCpS2cPHyK3pN9PP/0HpIVCW586zV85E/fS3lVkiWrlpc4/fwS+D57tx3E9z1GB33KKpKEIiEMTSOflWaronhOzqbzSDdOwWW4f4yyiuRZH6v3ZA9//8f/ysYtG3jyJ1sB6O8e5NLrN1Lf0jhdkYWYktHBMQZPDWIXHE4eOUVZtSxtFKIYUhwSc0pZVfmZP1thi8x4ii/+/dcxLZNb3nE92x59gWP7T6A0xRU3b8K0DBatWsjKi1cRBKp0wYUQYgaVVSXRNMXNb7ueI3uO0328l8aWOt7w9uvY+rPt7HhiFwBXv/lyHv7h4xiGTkNrE/WtC0qcfP4JgoB8JscLT+0BoLaxmmR5nGgsSuvi1hKnE7OR7wcc/f+z959hcp3Xge/7f3eqHDpnhEbOAEmAOVMkJVIiJZmSlbOc5LF1xpbt42vPGd8Zy56xr++xZ+wztiQr2BoFK4sSKYk5EyASkVMDaHSjc6pcO7znQ0OQZFJEV6PZ1WH9nocPu6qrdy9U79pVe+31rvVyF33dA5iWydJV0x++MTo4iud6r7jflkbAogp0oHnxsd24JZe6plo27ZCLGUJUQo7cYkHpXL+CT376t+jp6mXNxhWU8kU+8Ml3MjY0Tqo2yanDp4HJNw/TMEjXpWjtbJfEkBBiUVm6ehl//Le/T8+Jc/Qc7+XX/8/3c+LAKfrP9nNg55GLjytkC6zduoqmtgZJDFVJIhXn5MHTNLTUYTkWw30jtC1vQRlKql3FtOhAM9Q3QseKNkaHxihkp1+BtnTVEjZctYaDLx3hze+9i/5zg2y6egPL1i6fwYiFmJpSoYTj2LR0NHG+u58gCKodkhDziiSHxIKilGL9lRtoaKpl95N7sW2bZCpO/5kBju4+wb3vvYvv/8vDOCGHNVtXsWTNimqHLIQQs+7kvmNkRibY/fhe7njHLex58mXOHu9m++1Xcuv9N/DwVx/FMA1Wb1nJig3LaWhvqXbIi1YxX+TN77uLscFxFNC+qo3zJ3vZcuPWaocm5qlEKsrbPvQmxocz2CGbjhXTrxyKpRJ89I8/QmZknGRtknA0grQjE9XSurSF295yI+Vime23bCVdO/0lk0IsRpIcEguK1pqT+48x2DNI57plvPz0AX7yr4/QtKSR2pY6ChN53vM7D9DQXMfKrWurHa4QQsy6zPAoT3zjKY7vO8G67WvJjuWIp6Pc+ObrePCLD/POT7yND33q3diORef6FcRrpGdDdSmSqTiPffUJchM5bn/nray6YhX1bY1yEi6mpVQoMdo3xgsP76R5aROtyy5vEEc4EibcFgaQfVJUVTFb4OTek5w70cO2m7fQtlSGzAhRCRllLxYM3/V4+Is/4It/8a80ttZz+uBpdj2yG4D+swOEwvbkFbLONkkMCSEWJaUUZ46c4fi+EwAc3nmEE/tP8sg3n+SRbzzBfR96I6Zlkq5N0trZLomhOcBQiqMvHSM3kQPgiW89RcixUUqWQ4vp0T688PBOAPrO9DPSN1LliISYGeNDE5w70QPAnif24XmyrEyISkjlkJj3SoUiL/7oBWzb4if/9jiGZdDTdZ7MRI5oPEL+wlr6tuUtLF2/jPbVy6obsBBCzDKtAw49f4D9z7zMqk2dmKaB7weYlokyJ68TjQyMEk1EiSWiLN2wHDCrG7QAoFgoYdg/+1u0LmuhmCugpURDTJeCaCJKPpMHwAmHqhyQEDPDCdsXvw5FQpJEF6JCkhwS897Zw11EoiHcootSisALyGfzOCGbDdetx/d8Vm1awdod6wnFotUOVwghZl3P0bMc2XWUVZs66T3Tx1VvuBLLsmhd3sxPvvk4ylDc+KZrCUVCLN2wstrhip9T05Amlopy1R1XoJTByi2dZC9UEQkxHeGow81vu4Hzp/tI1iZJ1SWqHZIQMyJek+CWX7mJsYExmpc2EYmGqx2SEPOKJIfEvHZiz1G++Of/yrK1HVxz1w5+9RNvIxyLEAQ+vWf6aGitp6mjkSXrlmOYsrsLIRaf/lPn+OEXH6JlaTO2ZbF260pGBsYJR0MMD4zyhnfcTilfJJGKs2LrmmqHK/4d39esv3IN/WcGicTDWM7klXGllFQPiWnxSj5LVrUTchxqmmsIhZxqhyTEjIjGQqxYv4yhmhGaOhoIPK/aIQkxr8jZspi/dMDZI2d428ffgue6HN93kr1PvczWGzexautK9j6+nw/9yftolPHLQohFqP9UD6N9w5QKJW77lZvpOdlLLpvnG//Pd/E9n6XrlhCOhbEsi03Xb6K2paHaIYtXoQh49gcvkhnNsnR1B22dLRx/+SRrd6wHZMmEqJwddtjz+F5C4RADvYOs2iLVgmJhKJc8ju8+gRN2GDjXz9YbtlQ7JCHmFUkOiXkpNzpO7/Fuuo90M5YawS27HN97kqtu28b+Zw+w4ep1fPhP3k/D0tZqhyqEELNuYnCU3T95CWXA2OA45WKZNVet5tzJXnzPB+DM4bO85z++gzXXbMC07EtsUVSLAgrZAstWd3D60GnKhRKrt6xES2JITJNXckmm4hzfe5L61jqC8uVXV2itObHrMKcPdLF0/TJW71gHSubeiNkVuD7a9zl7+AydG5fjuVI5JEQlJDkk5p3A8zh/qofv/dODZEazAFxx6zZ8z8ctltl47XrC0bAkhoQQi5JSivzoBB2r2ji+7yRHXzoGQKlQZs32NTghm3LJZeWWFaQa0pIYmuOiiSibr93Id//X9wA4d7yHxvZ6GRkups33fB7/xpPoQHPu+Dka2+sve5v9p3r42l99DYAXH9rJh//Lh2lZteSytytEJcaHxnnpkT3A5LGybYWsHhCiEpIcEnOcZqx/BNM0SNTXkB+f4NjOIyRSCezQL57QGKYxebJTn6Zjw4oqxSuEENUxPjiCWyhz9mAXhWyRVFMKw/zZlXtlwKEXDnPPB+8iFA2zYstKoqlkFSMWU6E1hKOT06TskI1bcgnFwoBGlpWJ6bDtyY//tmPjlt2Lfawuh1tyf+F2+d/dFmI2OBf6Z9khG6/sYYXkVFeISsgrRsxph587wL/9zb9hmAbv/z/fw5kjZ6ltqmGoZ5CVGztJ3ZpmfGScZE2S9/zBu4gmozSvlCtVQojFpWvvMf71L76MaRm86z++g57jvfQcOce6q9bi+z7lQpm129dQ01iD63q0rWwnkpIJRfODxi2UefNH7qHn2DlaV7WRqkngFkrYEZnEIypnOzZv/623cmrfSepa62jquPx+Y60r27n5gZvZ88huNt+8hfbVHTMQqRCVqW+t5a733MFg9yDLNiwjciGxLoSYGkkOiTlLac1jX30MrTWhaIizR87Sd7qPWDLKnkf3MjYwhjIUb/zw3SjTIJ5O0Ngp5aNCiMXFMBTP/+B5QhGHW+6/iexIltMHz9B9tJuzR7q56s6rCMdC2GGbcDzC0s72aocsKlAqujhhhx985jsADJ4b5Ia33wA6qHJkYr7yPZ8XH3yexqXNnDvWQywV43Ivq5mOzY0P3Mq1992IacvphaiOicEMpw+cIVGb4KUfv8St77612iEJMa/I0VvMXYZB56blDJ8f5q2/9maO7znBYFc/XXtOsvGGjaA1Y4PjpOqTpJtrSDU3VjtiIYSYdUGgWbJmCau2rKT78BlO7D5B07ImVm5dQe+p86QakoRiIQrZIo3LpRfbfBOJhshP5AFoXtZEqi7Jd/722zQta+Kt/8c7SNSnqxugmHcCz6e2uZZDzxwg3ZjGsswZ2a7WSGJIVJUyID+epfvwGTo3dxJcGMAghJgaOYKLOatcKLJ660rWblvFzod2kW5MkR2bbEB94OkDXHHnlSTScVpWLcGJRaocrRBCVEdueJyOVW1kR7Oc2H0CgP7T/Wy9fRvLNi4jnorhuh4rrliLkulB887A2QGUgk03biIUcdjzk93A5N+45+hZ1kpySEzDsV2TjerHBsYoZAszum2lQAcaZShpnC5mVSlfYrh3GIBT+09xxRuuqHJEQswv8ilRzDlKQe/BLk6+eJhytohSitMHukjU/Kxxal1rHZtu2MT2e6+TxJAQYtHqO3Ka0d4BCuN5nLCDHZ5sLGsYBu2r2wlHQqAVbes6UYa85c9Hhmmw/8n9xNMxWle0EEn+7D0vWZeqYmRivlJKEUvHLt4ORWauL0vg+ex+8Dk+93t/z/PffBKvLI2pxexxwg5KTTbqD8fCF78WQkyNVA6JOefcyyfZ8+geeo6e48o7r2Kkf5Qtt25l/xP7uPqeq3EiDkvWLqFxpTQ7FEIsTkrB4MluHvrsD7n6TVfz9DefZv1NG7j93bdz7tg5IokI5UKZdGOaxlVyrJzPoskoG6/fyGNfeYxwJMzdH72bzPAEDUubaV0jAxhE5eyQzbX3Xkvf6T7iNXESNdNvTq+1pmvnYfq6+mjubCaSjPPovz4CwNP/9iStq9ro2CgTZMXsiKViXHvftUwMTdDY0YgTdqodkhDziiSHRFVNJvQVWgd4hRKj3f0MnO7HNA0KmQLFXJF9j+7l6vuuob6tDqUUTUubaF23rMqRCyHE7PnZsVKTHRghMzjG2MAY40PjZEayZEezFCcKTAxO0LaqjeblzaSb63DisUttWsx1AZTyRW57920YpkExW6C5sxnLdn66YwhREd/18T2fpmVN6EBTyOanva3eQ118/x++h+/6WLbFmz/xll/4vmnblxuuEFNWypdwIs7kvu0F+K70HBKiEpIcElWTGRhlzw9eAANqW+p46mtP0NDRyFV3b+fUy6e48q4rCfyAcCzMs994hhseuJGOtR3Uy6QdIcQikh0cZfeDL1AulFh73Xp6jnRTypVoW9vOmqvWkKhLkG5Ms/+x/Vz31uto7mymbmkLpiUnZQuCAtOyOPT0QSzL4tr7r2Xo7BDPfvVJ3vmfP0C6/fLHkIvFJZKKkBmeoO9UH6ZlcsMDN057W5mRzMUTcM/18F2f+3/nbZzcc4IlG5bRvFKmyIrZk2pIsf+J/XhFl/r2elZslao1ISohySFRNft/8hL7H9vLuus38OiXfkJdez1rr16LaSkc08IvedQ0pbn7I3cRAOmGNIkW+RAshFhcDjy6h94TPXRu7iQzOEExU0AHmkc+/2O23Xkl5XyJN378jSjDIBwPk2xplD4LC0goFqW2IcVNv3IjsZoE54/3EE9FCfyA4mVUfIjFy82WqG+tZe0169B+wHjfKK3rp7etJRuX0b6mg3NHu+lY10HLmg6iNUlWXr1emlGLWZfpH+Oae67GDjuM9g6TH8+RrnZQQswjkhwSVaP9AGUo0g1pNt68mca2egbP9LP/kT1c9abtPPalRzBti7f+/gOEk1FiDbXVDlkIIWZdNBUjVRMnOzBGbWstOtCcO9rN5lu3kBvNcPiZg9z2oTeQqEuSam2qdrhihtnRMIZhcOy5I1i2RTQdpWFJPauvWUfdsuZqhyfmIwXjfWMMnx3CLbqsvmbttDcVrUlx/++/g+zwOInaFNaF5taSGBLVEIqGOPLUQeywjTIM0o3paockxLwiySFRNWuvX0+qIcXeh19ix5uv4aUHXyA/kWfT7VsZ6R2heUUr62/YQLqjCdOR5RFCiMXFMBTj54cIh2zqOxoIJ2LsfnAn44PjbLx5E1prhntHWHPtOtJNdcSbJIG+UAWez0BXH/nxHJtu30rgaW56323Y4ZmbMiUWkSDAL3scf/4Ide31uKXyZW3ODoeoaWucoeCEmD6v7JEfzzKwt58VV65CS5ZSiIrIXFtRFX6xxOHH93PsucPkxrIMnxsiN5ZDB5qDj79M84oWbnjnzbSs6ZDEkBBi0Rk61s2z//xDunefIFab4NyRc0z0jzI+MAZac+Dx/bSuamPd9etZe+06SQwtYEGgGesfIzeaRQeaA4/tx7Lk2p6YPt/THHv+CADD54bIj+eqHJEQM6OQKTDQ1Q/AyZeOS0NqISokySEx60ZPn+el7zxDy8pWEnWT41M1P8vs17bWEquJk17STLyprlphCiFEVbi5Ak989oe0rl+K5/uYhkGyPgnGz/oIJetTOBGHJZuXk+qQpUULmfZ8wrHwxds1zTUoUzF44nwVoxLzmR2yCf3cPhWJR6sYjRAzJxyPXPzaDtk4YbnALEQl5NKTmFVBqcyP//57LNmynMe/+BNWXLmKLbdvJdWYZvtbrsF3fZZuWU79qiXVDlUIIapCKcVNH76TJ770CGN9owC84WNvZGI4w477r6WUK9G+fglN65ZimPI2vtAVhsdpXd3KjvuupZgtkm5OE7g+oZ87CRKiEqZjcu3bb2C4Z4hYOk78woU6Iea7WG2c6x64kcxIhtrWOuyQU+2QhJhX5FOlmEWa0bP9aDTFbAGYLPmM1cRpXd7Mmps2gakkMSSEWJQCP0ApRX5kHK/oXkwMAQyeGcB0LJINKTq3rSDRLtVCi0WgJ5eV7fzucxfvu/6dN7P2tm1VjErMZ8WJPE986ScXb+94y7W0bJSR32L+G+rq5/lvPn3x9l2/dg+1smsLMWWyrEzMinI2z8DB0wyfHeCqe6+mtrUOwzIBWLFtJW7JI5qK07yus8qRCiHE7Os/1MXX//TznNt1mKBYppQrsuLKVQBEklHSzbWUCyXi6TiJNplItpgoFKmGFE2dLQCkm2tIN6U5//Lp6gYm5q1IMsaSjcuAyWmI9R0Nl79R37v8bQhxmera60jUJwFoW9NOTKrihKhI1SuHnnrqKf7hH/6BgwcPYhgGW7Zs4Xd/93fZunXrxcd0d3fzl3/5l7z44osA3HLLLfzhH/4htbW/2IBzqo8Ts0nT9dIx/LLHWN8IL3z9KVCw7IqVvOHDd+GWPUrZAiuvXkuyQ054hBCLTzmTY/BYLxtv3kKiPsWpXcd5+ce72Xj7Vm56922Eog6lbJGOdUtpWr8clLr0RsWCkahLcP7IWVZvX8Oqq1ZhhWwStXFO7TpJ46o2rJgsLxOV0Z7P0g1LWbJ+CaZtEXjTT+wErsehh3dy4tmDrLp+A+vu3I5hV/30QixSvutzxV1X4bseylBoaUgtREWmffR2XZexsTFc133V77e2tl5yGy+++CIf+9jHWLVqFZ/85CfxPI8vf/nLvPe97+XLX/4ymzdvZnR0lA984AOUy2U++tGP4vs+n/3sZzl69Chf//rXcZzJtaRTfZyYPYHvM3joNKZtMvLz0zA0nNlzkqalTURSUVbccQXakoZxQojFaeRkL3bUwQrblHNFxs6PAHDgkb3UdTSw5e4rcepTtGxdVeVIRTWUCyXy4zn2/mDnxfvu/g/3EU1GKWbyxCU5JCrkFl1e/MYzF29f+ZZrprWd3OAofYdOs/8Hkxdl9z34Ik2r2qlf3TEjcQpRqdxI5hf27ds//sYqRiPE/FNxcmh8fJw//uM/5oknnsB7jSsNhw8fvuS2/vzP/5yWlha+9rWvEYlMfri5//77edOb3sTf/M3f8M///M98/vOfp6+vj+9973usWDG5aHTLli186EMf4tvf/jbveMc7AKb8ODF7xrt6scM25XyJ/pPnaVnTTrw2QXY0w4bbtlC7pIH0kiZJDAkhFq3C4DDhWBjVmKKQyVOYKFDbWkffiV4C32fNDRsIJSLUr15a7VBFlSjTINWUJt1cw1jfKKuvW4/l2CjTIFIjSyZE5Zyow4odazj54lFq2n62DKcS2vV45rMPUbfkF5ekWSH5TCeqJ1GboH5pE0Nn+lm2bQUhSZ4LUZGKk0N/8Rd/wU9+8hOuvvpqNm3aRDgcvvQPvYrx8XGOHDnChz70oYuJIYD6+nq2b9/OM89MZn0ffPBBduzYcTHhA3DdddexfPlyHnzwwYtJn6k+TsyO0ugEY+eG2PnNp1lz4yaKEzl0ELB08zK0htY1HcTqElhROWgLIRanoOxSGMkx2jPIS996lmveexundh5j7U0bWXHlSqI1ceo7Gkh1tlU7VFFFhoJoOkbnlasoZPLUtNRiWAY1LbWYMolHTIPlmDSvbMEJT460jyRiFW8j8CbbBeTHs2y4bSvlYpn2TctJLZEWAaJ6QvEIHRuW0rC0gXRzLXZUkpVCVKLi5NCjjz7KW9/6Vj796U9f1i+Ox+M89NBDv5AY+qnR0VFM02R8fJzu7m7uuuuuVzxmw4YNPP744wBTfpx4/WnPY/hoN2O9Q3TtPgEajj75Mjd+6E5y4zla1nQQr0sQaajBikwvsSiEEPOdXygy3t3HyJkBjj59EIDTLx5l273byY/nWX7VKmINSSL1dVWOVFSbMk20p6ltrycIAkKxMIXRLOFktNqhiXmqnCuRbEoTioSwwyG8UqnibZiRENe97w6e+cKP6Dl0mpt+/V7ijXK8EtXl5os0djbhFsqE4xGK4zmSsspRiCmrODlULpe54oorLvsXm6bJsmXLXnH/kSNH2L17NzfccAP9/f0ANDW98ipEQ0MD2WyWTCYz5cclElJ+/XobeLmLnoOnsaIOdR2NjJ4bAqD/eA/RdIxwPEysrRHDNKscqRBCVM/5vSdRpsHRpw9S015PbjRL37EeGle0kmqpI9mUxqmtqXaYYg7QhsF43wj7HnwBwzSpaatj053biNbKZxoxPcowef5LP8Eve5SLJXY8cNN0tkL7lat5+7olmJaFcqRCQ1SfV/J4/gs/wQ47KENx/ftur3ZIQswrFSeHrr76al544QUeeOCBGQ8ml8vxB3/wBwB8/OMfJ5ebbGD8atVFoVAIgHw+P+XH/fvkUDwewrJePUlhmgbptFyVm6qhk72MnR9m+Gw/VsimOJajbkkTK69dBygMy6R1TQftW1dWO9Q57bX2ycx5ZJ+cAfLarowcJ2fWWM8Q4/0jDJ8doL6zGaUUftlj5TXrqO2op355M/XLmwnH5Xl9La+1Xy40pVyBRF2SFTvW4nuTk3fcko/yA3n9XYaZPn7Np31yTMGSTcspF8vYIRvbtqb/XKQrX5K2kM2l98X5tE/OlD7bZNV1G3BLZZyQgzLmzt9jLptL+62orksmh3p7e3/h9gc+8AF+8zd/k09/+tPcc8891NbWYhjGK35uKtPKfl6hUOA3fuM3OHLkCL/2a7/Gjh07eOmlly75c4ZhEATBlB7372Wzv7yMNp2OMjaWv+R2BZRGJnj+Cz9izc2bscMhjj19kM4da4ikohRzBZSG9s3LiC9rXdTPaUPDpa/yvtY+acKifv5miry2f+Zy90l5LqeuNDzO0LFu7EiIQz/ezbIdazj21AE2vmEbo70j1LTWkWypId7RTNGD4iJ+Xi93v1yIorUxatrqGDs/QqqpBt/18ZUhr7/LUMnxa6Htk6F4mLpljQx39ROvTxKpjcu+NENm631xoe2TMyWcipFsTJEZGKNuaQOhRET27SmYqf12KvulmNsumRy67bbbUEr9wn1aa77whS/wxS9+8Zf+3FSmlf3UxMQEv/Zrv8bu3bt5+9vfzic/+UkAYrHJqxGlV1kL/dP7YrHYlB8nXh/FbI6Nd17FSPcgx585yPrbtmKHbRKNKWo76qlpb6Tg6WqHKYQQVeEXSpx8dDd2JETN0kZGe4fRu46y8toNoGDDG67AsExq2hsYHy9UO1wxxxiGonv3KTq2dhJJxUBrJvrHMBdZRYCYOcXxPE4kTPPadqyQQ65/jJqVS6odlhCXLTM4TrqlllhtHNM2KYxkiLU2VjssIeaNSyaHfuu3fusVyaGZNDw8zEc+8hEOHz7MO9/5Tv7zf/7PF3/fT6uPBgcHX/FzAwMDJJNJotHolB8nZlZhYIQzzx3CtEzi9SnGeoZINKQ4+PBLtKxbgmlbNK5bQigeoSBZeyHEIpU7N4Dn+kTqHDID46y/YxuHfryHl8d2suOdN2PXptCa1/W9Vsxv0Zo4T/yvH+AWymy+Zwc1bbUY5isrooWYCitk0b33FCefO0yyKc2Wt1xT7ZCEmBHRZJS9332BsZ4hll6xis7r1lU7JCHmlUsmh377t3/7dfvl2Wz2YmLogx/8IH/0R3/0C99PJpO0t7dz8ODBV/zsoUOH2LhxY0WPEzPDzxcpj2fZ+42nGDkz2Qx8y1uvo2lNO6PnhmjfvJym1W3E2pvQUjAkhFiEtO9TGBzD0D77v/8c470jmI7F2tu2kWquYeubr0aZBqFEVI6T4jUFgSbZkGT1jRsJxUJEa+L4ZU/G2ItpMx2b+s5mEvVJDNOYdhVaaXicTM8AhmWTXtmGIU2pRZVZtknnNWsIyitw4iEsRyoshahExQ2p/30Pon9PKYXjOKTTacxLTKT6sz/7Mw4fPsz73//+VySGfurOO+/ki1/8IidPnmTFihUAPPvss3R1dfGRj3yk4seJy+NN5HjpSz9m6VWrcPM/W8Y3emYANDR0NtO8aTlGLCYnPEKIxSkIOPPYHoZO9bLkytWULxwr/bJHKVtA2QZLtq/GSSfxAzlQikvLjWQo5wpEUzHOHzhN87oOvGIJy674Y5wQePkS3buPs+SKFYz3DqOAmjVLK9qG9jz6953g1HOHiKQTrAx86jaueH0CFmKKMgNjZAdGqV3SQO/+00ST0lZEiEpU/Kni1XoQvRrTNFm3bh2f/OQnue66617x/ZMnT/Kd73yHRCLBunXr+M53vvOKx9x333187GMf4zvf+Q4f/OAH+fCHP0ypVOIzn/kMGzZs4L777rv42Kk+Tlyeid4hWta2M9E/xsobN3Ly2YM40TB1y5oojueJ1iYwpL+TEGIR8/MFsoNjrL3jSk7vPMra27dx4ukDRJIxEo0pTMfGTCYkMSSmRKFJ1CWZOD/KiadeZtn21TjxKE48wqXHcQjxSpZt0rp+KUcf2Ufd0iaSq9MVb0MXSxx7fN9k0jtTYKx7UJJDouridSkm+kY5+sg+lu1YgxWSajYhKlFxcujP/uzP+Ou//mtc1+Utb3kLnZ2dhEIhTp8+zfe//32y2Szvfve7KRaLPPbYY3z84x/n85//PFddddUvbOfFF18EIJPJ/NKqofvuu4/a2lr+5V/+hU9/+tP87d/+LeFwmDvuuINPfepTOM7PSqqn+jgxfX42jxEEaKBxVStHHtlD59Vr0QGEE1HS7XVE25qrHaYQQlSVO5GjOJbDL3s0dLZMVhBdsQonFiLVVINTl6p2iGIeUWhK2Tz1K5qpX96EWyjhOBaGZRL4kmAU06AUTjjEujdswy/706r0VmGHUCJCfjgDQFgqNMQcoNHUtNVTt7wJ7WsMQ3r5CVGJipNDx44dIxqN8tWvfpXGxl/s/v7rv/7rPPDAAwRBwJ/8yZ/we7/3e7znPe/h7//+7/nc5z73C49917vexbve9a4p/c7Ozk7+6Z/+acYeJypXGhzh3M4j9Ow/zepbNjN8up8Nd11FdniCct7FiYeJdrRWO0whhJh1hqHQGnTgk+vqIT+aZ6J/hMDz8D2PhhWt+K6HHXFw4lHsRLzaIYt5RJkmhm1TnMhhh0MkGmso5QuURiYwUzI2WFROmWCFLdxCCdM0MKfRl0VZNle9/07O7z1BKB6l+YrVr0OkQlTGupA4136AFXJQhjTuF6ISFb9ivv/97/Pud7/7FYkhgFQqxTvf+U6+/e1vAxCJRLjvvvs4cODAZQcqqkBrygMjZLu6GTl2jsz5UUzLIDeSIZKMMnS6D8M0aFrbSnxZW7WjFUKIWZfr6uHlz32f0f3HGNp9jJHTA4yfH2Lp9jW89JXHCMUiBF6AaVuk2puw62uqHbKYZ3xfE05EUCiUAb7rEpR8gmKx2qGJeSrwNEortB+AoQi86S1QjDTV0XnX1bRdvwkzEprhKIWoXOB5KAO0H6BQBL5f7ZCEmFcqrhzyfZ8g+OVvIq7rUvy5DyyhUOg1Hy/mrrEjXZQzBZxYmMD3KWXzNK1upziRI9FYQyQVI9pcS0hOdoQQi1GxyMtffZSVt21j5FQffuATa6gh350h1pBi3d1X4cTD1K5fhrKkcbCYPi9fIggCvGIZv+wRr03iFV1ChiKQ3lWiQoZpUMrl0UGAXyqjEpFqhyTEjFDKwMuXwYByLk+0JlrtkISYVyquHLrqqqv4whe+QFdX1yu+19PTw5e+9CWuuOKKi/c98sgjdHZ2Xl6UYtapwCfXN4qbL1HOlcgOjLH06rVEauI0r+kA7VOzZokkhoQQi5cf0H7VGkq5Em6xxFj3IG6+SMvGZUQSEZJNNcQ7GiUxJC6b6ZjEklGUMghFQmAoyvmS9NMQ06KUJpKMobQiHI9MadCMEPOBAsKpKEorIinpgyVEpSr+xPqpT32Kd73rXbz5zW/mpptuYunSpTiOw+nTp3nyySexLItPfepTANxzzz2cOnWK//7f//uMBy5mnnHhCmSxd4Bzzx2gacNyChM5LMciFI8w3j1EzdJG3EKJ+g3LwZYJAEKIxccwFLlT5+h+8TCtW1ZSGM8yerqfdW++ltEzfYAm0VJLfHkrypTEkLh84XSMcraEdj2scIL84BjxxjSFvmFZqigqZlo2kL+wTNEjWiu9q8TC4ERDlDKT+7YOAixHzlWEqETFn1qXL1/Ot771Lf7u7/6ORx55hEcffRSAaDTK7bffzu/8zu/Q0dHByMgItbW1fPCDH+Tee++d8cDFDPF8vEwWL5On+4VDtF21miPfe5761e0c/NbT+K5Hy7aVNK1fgmHZKCDUkEZFpUxTCLHQafyJHEqBcaGJ9MTR05iG4uhDO3FiYc48d5Cx7kFat6wg8HyaNyzHsE3sdFISQ2JGGEFAeTxHoH1qO5sp54uE4hEM06TQPyLJIVExv1TCQJNsrUMD+eFxwh0t1Q5LiMuWH54gkk6gTEW5UMTNFZH0kBBTN61Pri0tLfz5n/85AGNjY3ieR11d3S+UpdbW1vKlL31pZqIUrw/P4+xPdtK39wRLrt1AOBHFK7gEQUDg+fiuB8D5PScwLZOmdcuILGtBI+XHQoiFL3viHAe//hhKKTb+6u0oQzFxpp9Eax06CIjWJTm//yRo6N17AmUaxBtSOA21aFlKJmaIoTTa0xz/wYsX72u/ag3JljqskIUCpOuQqIT2NS9/46mLt1fevq2K0Qgxc7xCiUPfeebi7c3vvLWK0Qgx/1z2fL90Ok19fb2sV56HymMZho+eZcUdV+IVSiRb6ygOj7Pytm0YtkWytQ6AZHsDjWuXEu5oksSQEGJRMAzF2af2gdboICDbN0TvziMkW2oojmVYefsVuMUyS65eD4AVsqlf2Y42kMSQmFGGAs/zWHr9RgCssEPN8mZyw2MUxrIoJakhURk74tC0aTkAoWSMZHtDlSMSYmYkWuuI1k0uk6xf04GTlJUOQlTikp9g161bx3/7b/+NN7/5zQCsXbv2kokgpRSHDh2amQjF68aKhmjdtgrTMojVJ+l+4SCF4QwAq990DQ2r2hg7O0Ddmg6clsYqRyuEELNHa016aTOZvhHatq4g0VhLrDbBiR/topwtALD+V25CB5poXZJYfZJwYxoi0gBTzKzALROtSTJytJslO9Zghx2CcpmajkaK2QKBlos2ojIaUL7Hipu3UMrk8XKFaockxIzw80XSHQ20bOwkOziCkonZQlTkksmh++67jyVLlly8ff/990uV0EKgA9yBEcZ7hmhMLCHbP3oxMQQw0T1AakkTTZtXYNSmqxenEEJUQblvCLwSG+6/gTOP7Sa9vIXM+ZGLiSGA0nieaGOacDKOlYpBRK5Qipnn5YvowGfkZM/F+1q3raJudQfppckqRibmK79QZuRELyMnegGI1iaYdkvqchllGFIxKeaE4kSOoUNnLt5u2bwCp4rxCDHfXPJI/hd/8ReveVvMP/7ICOWhCSZ6Bki1N+CXyox1D9C0cTn9B7pwElGiDSliDSlJDAkhFh1vaARdKBBOxnEzOdx8kcD1KE1kqV/dwdCxbiK1CcI1cVQAKuJIYki8rnSgadu+lp6dR3DiEaxICB0E+LkCZn21oxPzjRmyLh7LwjUJIjXTSw1lj53h5IPPEq5JsPK+GzFrUjMcqRCVCSfjROtT5IfGqV3Rih0JVTskIeaVSyaH/uiP/qjijSqlLjasFnPM2DilgVHGuwfp23uCpTduxopHqF/dQTlbYN39NxCpTWKEHVRSrkgKIRYXncviDo8zevIcdjxKYTRLuCbJxNl+ki315Ecn6Lz9ChItdaA1dm0aFZPEkHj9BCX/wsn8EkLJKH7JJZyKkekbIdVaW+3wxDxkOzb1a5cQa0xjRUKE4uGKt6HKZU4++CyB55MfHGPseDd1OyQ5JKrLjoVp3bYat1AknI5jhmRWmRCVuGRy6Fvf+tar3q+UQutXb4IoyaG5SfkBZ5/YjenYYJgAnH3mAC3bVpJqayDSkMawDIhG0JYUYQohFh+dLzF85DTjZ/qoWbOU4WPd1K5ow7As4i21hGviWNEQ4WScIBFjBuY6CPGazLDD2NF+ku31xBtr8PJFcv1jjHb1Ek3HkeviolJuocTI8bPUr15KYTRD9vwINR2tlW3ENAnXJsgPjAFgxyIzH6gQFcoPjuLmS8TqU4yc7CUUDWNK21QhpuySyaFHHnnkFfeNj4/ztre9jb/6q79i2zYZfzlv+C7hdJzA9UkubSY/PE45W8ByLIaPnKYhtIpIfVoSQ0KIRUv7HpG6JOF0Aq/kklrSRG5wlLbO9XilMn7Zw3JsdDIKWhJD4vWntU+yvZ7CSAYnFmbi3CAjJ3qoX9OBHZH3a1E5wzaJN9Zy+vE9JNvqqV+35NI/9O9o02TlW25k7Hg3dixMYlXl2xBipoWTMXLnRzh94BRNmzoxQ9ILS4hKXPIV09bW9or7otHJEvq6urpX/b6Ye5QCd2iEwQMnIdCMnz3PynuuZ+z0eQpDE7RfvxmjoRYtU0+EEItVocCpHz6Pm82DUrRfs4n6jcvxXY9yrkQoHiOyJEHZCfNLCmeFmHHa17i5Aun2Ropj42S6e0m11lAYGqFp+/pqhyfmIcO2GD/dS6qlhuLoGKbVWfE2lFLYdSnqpM+QmENMxyI/NEyqpYaJ0z3UremodkhCzCuSTl0sRoYpj+UgmDyj8XJFimNZUh1N1K1Zik6n5WRHCLGoeUOjk4khAK0xwjZevoRbKBFOxTEdi7JTeW8OIS6HFQlhhhwKYxlKo1m8XImJXD8AQRDIwkZRMV32KA6NUbxwu5zJVzTRSWez9L9wADeTp+X6LZgNda9HmEJUrJzN405M/gfgl8pysitEBeQzxUKnNWp0FC/n4uaLhFJxAJIdTcSaawklY+h0uroxCiFElanAQ5kG6c7JalgnFSfTM0hhPEtySSOR5hqoralylGIxCsoe2ncJJSJEm2uxY5MJyroNKzDisSpHJ+YjZRrUrp5cBmYnojjJyvajiWNnGDl8msy5Ac48/ByGDl6PMIWomBOLEq6ZPNdJLW/FMM0qRyTE/CLJ1IVMB7hnzwOacjZPOVekbt0yQokomAZByUU3pqsdpRBCVFchjz82QeB51KzuwAo7ROrTBH6AHQ2jlcJzpNmqqA7DVnj5EhMTRfyyS/sNWwmlYpj1tWg58RHToExFYmkziY5GTMdGV5rcUT9rQaAMuc4s5g5NQOs1m/HL5cl905T9U4hKyCtmofJcdP8g6ADDNgnXJkm01WGYBuVckUg6gWpsqHaUQghRXbksuRPdlHNFPNfDLxRJdjThFUqEEhHiSxsgKT01RPUEPsSa6zAMhQ4C7EgI0GhTru+JaXIsnFiE8kQe7fk4qcoqh5Krl9G0bQ01qztYete1BEpOJ8Tc4CRjEASUJ/LYkTBmSJr2C1GJS36y2Llz5yvuy2QyABw9ehTLevVNbN++/TJDE9MW+KjRCQYPn8ZORIk1TvYTcpJx4i11YBh4kXi1oxRCiOrxPPTwCG6uQHEsSyIWopwrYcejhOvSxDoaIBrB11KZIarLIMALILmsBRTkh8cxZL8Ul8EAzHCIxk2d+L6P71ZWOaTLZTLdfWjPw83mCdXJklsxVwREmmpItNdTLrgoHSAtVYWYuksmh973vveh1KtPsPrLv/zLX/pzhw8fnn5UYtoMBYVT3ZSzBUaOnKFhyyqCso8dj2JZJjoSwTfsaocphBDV43lM7D2EFQmTHxxj4mw/VixEtD6NFQ6hggA/kgSZ3ijmAKUMvGwG7bqYIRvTMAilYrjVDkzMW16uhNYBXgECNOXxHKG62in/fOZEN6WxyQvFPY/vYuX7mgkMSViK6iuNZgjF43iuj/Z93JKHmZbkpRBTdcnk0G/91m/90uSQmFv8wSECz+P8Cy+TXNZGcmkzg/uOM5GOs/zua9CJGIEkhoQQi1wwOoJfKuPmChd7Z/S9cIj69ctp2LyCIJ0G5H1PzA0BUBzLcP7FyYturTvWYYdtkApgMU1KKQb2nmTibD92NETrNRsr+nkrHr34daShBm3I8VLMEVpx+pFdlDN5Em31NG1bXe2IhJhXLpkc+u3f/u3ZiENcJiOXRRnguR5evohCY0Ucmq9cS3JJIyqRJPglSwCFEGKxUKPD2OEQyjQZP95N3fpOUstaCCVjJNrqCWqmfvVciNmgS2VCqTjNV6xB+z6B54H0eBGXwXBM4i21hFIxrJCNUWFyJ7ZyCR2WgV9yiS9rQ0sLUzFHmJZJ3ZoleKUydiSE6ViyrEyICki2YAGwvQJuoTiZFFKKtuu2MNbVQ82qJUQaa9A1NQRyFVwIsahprGyWwmgWOxEj0d6IUlAcGadh82qcdBwvKpUYYu5RpoHlWJghi/JEkURLM3Y8glsqokPhaocn5iFlGITTCbxcEdM2f6ESaEpsm8iq5a9PcEJcBisSxgzl8YulyebUMtFRiIpIcmgeU4GHmpjALbloNIZtAhozGqJh8yrMsIOWq+BCiEVM6QAjM4F2fcqFAjrw0Z6LaduEa5PE2xoxQ5YkhsScZYZD+IUSZtgm3dCOcmy061IeHMVevqza4Yl5SJkGhmMR72hEAaZjUuEweyHmJGUbhJJxnGQMwzQxLAO/2kEJMY9IcmieMosF/IkM+YERzLCDaVtgmBghi0g6jBUOUYpUNppUCCEWErOYQ+cKBH5AYXgM07Gx4lG8bB4nnSRaX4MZDVMOVXjVXIhZpFCY0RCx6GSVUOD5ZM72A5qQoQgCWTQhKuQFmOEwtgEo0P7U9yHl+/gTE1hKE/gBqrYGraQ6Q8wNShnYiQhKKTQaLVlPISoiyaF5yMxn0IUS+b4hgpILhkK7PsqyCKViGGGbkiOJISHE4qWGBggMAzyP/NAYfrGMQuGXM9jJGIZjoWMRymao2qEK8ZrMkEVhuIihQNk2frFEalUHXqmEL4khMQ2B1ni5PE4iSjlbwjDUlJoPKDQT+w4SSSU4+8J+dBDQsHUt4Y1rQPoOiTkgKJXxPR8nHsHNFLCj8h4vRCXkSD7PWL5LaXAEHQT4pTL5kVGCsg+WQbg+CaZBWRJDQohFzMhlMC80onRzBdCafN8wgethOCZOIoJORgkkMSTmAe0HePkCXtlFex4YBoHr4uXyGPlctcMT85BhKIKyh5crgecx1aHEynUZO3SS4sgYOpgsyRg5fArLl4U7Ym5QSqE9Dy9XJHA9lCmnukJUQl4x84Qq5GFwAD2Rwc3k8V0POxYmuaQFK2wTSicwYmG8WLLaoQohRFUoHcDQADqfJ8iXCEoehm3huy7pVR0YYYtIfQ1+Mk2AU+1whZgSpZhcOq41fqGIYSnQmvLQOL0PPY7KTFQ7RDHfaI0VDeFm8xgVnDxr0yK+pAX75xpYR1vqCaTpr5grlMa0TdxsHivsIKPKhKiMLCubBwzfY/CpndSsXYYRDuPEIuD7ODVJtOdDoLESMTypGBJCLGLe+T50sYiXLxFuqEGXXZRpEm2oRXs+djyKn0qDTG8U84iXL+IkY5TGMpghB8u2KQ2OoWwT7fmUR0axE3JhSFTANDDUZFNqlMJw7Ck1pNaGQe2129Cj47Revw3f9Qh3tBDItWYxR5hOCB0EGI6FYZkyrUyICklyaB4wizlKo+OYIQc3X8QI2+BrlGXhpBL44QieIX9KIcTipLSPWSpSHBnHsAwC30XrgKDsYYYd7FgEIxyiHJGJZGL+MWwbP9CE61LoALx8fvKC0EABZRg4NWm5OC4qohRgmYRrEmitK8iXa7z+QQaf34udiNFw4w4CGX4i5hCtAwzbIRwOEfgBhtYyrUyICkiqfw4zSgXsiVEINDVrOymMjOOXSpMlkgbYYRs3lsCXxJAQYpEyfI9goB+dzRFKxTFsm9LIOOWxLGbEQZkKFXYkMSTmL1Nh2CZB2UWXypghh8AtY9ekaLn7FnQyVe0IxXykNX6hhPY1eoqNzU3PY/D5vaA17kSWYm/f6xujEBXSOkARTO7bWhNoSZ0LUQlJDs1RxsQYucPHKY9O4JdKJJa34UTDk/0zcgWscAg3UYMc84QQi5VyyzA6ggo0hYFhrFgYdyJDauVS7GgIKxomVJfGjSSqHaoQ06aDAF0so8seXqGAXyxhRUM40TA6LklPUTllmvjFAl6xiJ/PYxhTW3qjDQM78bNKITMsTf3F3GJak4MoJvftAmZILqALUQl5xcxBBj7e6CjhmhRWNExpIoedUoQa0ihPo2yLkpzsCCEWOd3fjx8EBMXyZD+hkku8sx1DGSjbQhsmRTNc7TCFuCxGIolfKBOqT6FdjwCFCjSGI9f3xPQoDaHaFMoLUJaJr6fScWhyOVq8vQm/VINhmhi2nEaIuUUrg3B9GlwfbZkEnlftkISYV+STxRxk5bJYsRjF4VECpXBiEbTrgQ9YpiSGhBCLnjkxytjxLgzTxE7HKU1kwPPQfoAyTYJQGDcUvfSGhJjjjMBDmeAXywS+D65LcKGnlhDTExC4PoEOcMvu1Cc6+QHjx0+TPdPDxKmzeLn86xqlEJXSKkCXLxwjSy5KyamuEJWQV8wc4+TG8YslvEKRaGsjeC5G2MEK2SjHphyViSRCiMXNLOYwCHAzOcyQjZfJE29rxoyGseMxvFgMz7CrHaYQMyLIFdAaDMtCewFaKbTrUh7PTDYWFqJSCpShwA+wLBO8qbXs9S2Lhqs2okwTpyZJpLHudQ5UiMooL0CZFviTVXEynFSIykhyaA4JFTP4+cJk88kLkyQMy54cxxyPUQ7JRAghhDBKRcxIhLrNa8kPjRKqTRGUXcxIhHIoSoCMrhULh+95BKUyfqlE4JUxTYPiyDgASrJDYloUSoNfKhN4HoY9tWOm6XuMHjpGvKMJy7EoDY++znEKURllmWjfw3ddJhuzyjFSiErIYuE5wsmO4uUKeOUyoXgNuuxjx6MErouKRSgbkWqHKIQQVWUoH2NoCEyT3LnzRBrqsDwXwzQxQw6laGLqyyOEmCeUoTBDDkqDGYqjFcSXNON74E9xypQQv8A20F6AnYxPXiae6nQTZWBYJvmeySll0eVLXr8YhZgGZYJWNrZlgQrwLamDEKISkhyqMqVdHK+Emy8yfuQk6fWryJ/rI7asDdMJ44ccXCXTIIQQi5vjFbGUJjs2gVsuEUqmyPcPkOhcgrJs8r5UC4mFybBMFGBEw2jfx5/IQiSKH5dqYjFNXkCgfZx4Cr9UQnvulH5Mo6nbtonS0AhGNILV2MTUWlkLMUsCMCwDMxSmPJHBUAFTWzQphABZVlZVjnIJlYsEJQ8z5GCEbEZePkKkuQHDNMlrC08SQ0KIRUwFPk6Qh3yeINDYiTiFc33ke88Tb20BhSSGxIKmvYDyyDh+No+fLTB+rAtdLlU7LDGfaSj2DeIXCpRGRgiK5Uv+iKEDCkeOMLxzN9nTZ7AScQJTrjGLuUWXyhQHh/ELBQoDgxiBpC+FqIQc1ask5BUwDfA9H0NrfDTpdStxszkINAVZRiaEEITKeQzbolQqonWAGXGov2ITfrFEEASUkVH1YmELDIWdjOHnCmjfJ71pLdr3MU2F78uyMlE5bRrEWpooDY1gx6MQufSFSCPwKJzrvbABjTc+hpGseZ0jFaIyRjiEoxSloRFiDfVgy3AKISohyaEqCAcFdKmEbxpgGriFHGYohBUJY6eT5LVT7RCFEKLqIrqAVyqhLBMzGsWdyGLFozi1KVAGeeRYKRY+Q2m0ZRJqqMX3fLTvY4QclFL40mRLTIMyFJgG0fZmvLIHU1hWppRBuLGe4sAQKIUVDsmSMjH3mAojEiKaTuAXCigpLBaiIpIcmmVhiiitJ6ePlH3McAQ7mcA0TDAMSQwJIQQQDQpoFCrQ+KUSyjAI1aUwLAvfMCjJsVIsEqYy8CwTdIBSBtr00Z6LFA2JadOgHAuCAMM08NWlTwc0GqU18SVtKMMg8CQ1JOYebZiYSkEQgOUQaNlPhaiE9ByaRZGggO2EcIfHMGwLAwiKJUzTRFsGeUP6CwkhFjcrKBEzXLTnowMPLBNdnrxt2iHKpimJIbGo+EqhSkV0oDGUhrKP0grDn1oTYSFeQU32ZtFaEZQ91BTPn0M1KdyxCYJSCdOW68ti7jGCgMBz0Vqh3RKGlA4JURFJDs2SSFDAUAqvWELZJlqBFYthJ+MEhkEBSQwJIRY3JyhglUsoPwDLoDwyhgrZmIk4VjRCQSk8SQyJRcbQoB0HBWgFhm1RnphATYxgBl61wxPzkBFoDMcBrTEdEzWFBWKGgnz/AMoxcXM5tFRkiDko8DwMywKtMWwbPJlVJkQlJO3/OjPxcHwXfA9tmWhfoxIJVLFI4LsYUZOiTCQTQixyNsXJiWS+xrVMAg1OKk1QLKIcm3w4CahqhynErNO2hVEu4+VyKNsicGyceAy/UMSwcvjRVLVDFPOMtgwoe+hyAWwbP/TaTXsNAoLBASIN9WjfR5kmKDkei7lHR8IExRK4LspxCC6xbwshfpEkh15HjlHG9nx8t4z2fSi7YNvYjg2JBCW0LI8QQix6IaOMY4cojWdQpgWlEtgOyrYJxSJkPCkLF4uXCnwC08BKJQCFKpUJQg5BJotZLBBSUI4k0ZI8FVMVaAzTwkhH0J5HEASvuZbADHwKQ0P4pRJeLg9AsnbDLAUrxNSZvodyHIxYlMB1Mb0AJD8kxJRJcuh14hguVsmlnM9iReJ4no+hFEbgE/iKomGjtZzwCCEWt7AuoAougWGiLIMgCDCUgekHKMsn40llpVjcAstClcr45SKGMgl0gNLg5/No1yUYHSHcriiFktUOVcwThmmgyx5BwUejMdRrd5lQSmFYFmYohJNK4aSS+Om6WYpWiKnztcbyPQLPm5zlaEoHFSEqIa+Y10GYIrbvEbhl/HwBbYBt2+B7KNuhYMUlMSSEWOQ00aCA4QVgGAzv3oMKRzENA5TCsE3yRrTaQQpRdY5lgmWC76MVEAT4bhkrEsbNZSgNDRPkcth+CUOGi4sp0H6AUqCDAIUmsH/5Z1InKGJ5RXTgoUxjcrqZWyaQUwgxB5mWhdbBhX2byWZZQogpkyP7DItSROfzeIUiWgc4NbW4g0N4hQJWIk7BkpMdIcTiZimfmOmBDoCAoFQi3bmc0vnzYBqoSIS8Fat2mELMCYHvo8rlyR4vvoefzWJbNl4+jzeRAcCwLLK7d+GfOoappUm1uARDTVadEeAVili+ftWHKQL0yDClkVHQUOzvp9DXhxUOz3LAQkyR7xOUSwRMTi1Twavv20KIVyfLymaMJmJ66JI3OXI5FEJrBYGPU1sz2VBVRaodpBBCVFWEIgYGhmlRLpbQrosZCaN9n0hjA9qxZXqjED/HMEwCy8REoZXGqUnhF4qEm5owo2EM2yFwXaJtLeR7zmM3tUBMmlSL16AV2DYmGqIR/F9SXGFlx/ByeYoDAyRWrsCpSWOGw/jJ+tmNV4gpU5iRCGgNJmhLTnWFqIRUDs0AKygTM1ws08TP5jCjEbxCASxr8ip4yJHEkBBi0QsbZZQ7Ob2xNJHFMAyM8GQi3QiFKITCFJAr0kL8vEAHUPYgHLo4IcqMRdG+O5lkHR7GnRinnMlgJRIoRwZdiNdmGGpygm6gUZaFFbxyOaJS4GfGcWrSoBSZEycxLBu/pgnfkNYIYm5SgDIn921t2ShfKimFqISkUy+TjUcobEEQ4JXLGI6NVyphJ+IopQgsm7xcBRdCLHK2UcZ2HPxymUBrDLdEEI5gmwYYBnnDQAcyUkSIVzAMcCxUMDlC3A8CcF0MxwFloCyT8ugoZjRKbOUafNvBUhovkF4b4pfQkx2DDMfmwuKxVz5EgxON4hXyxFd0otC4rjvroQpRCaUDlLIxHZvJQ6AcB4WohFQOXQabMo4FyjAIymVwXYhEsCwLpTWeYcjyCCHEomcaZcKRCAQB2jDA91GRCKaePCXJEiYIpNpBiFejLrxudBCgPQ9lGCjDAK0xY1GUZWEnk8SWdFDsOY0a7cftOorjFasdupirlEJpjfZ9dODj269MzDt4eMUihmVB4BO4Lk5zG1pauIg5LLAstO+hfR8VBPjG7J3q2n4Ra3wAuziBepWEqxDzgVQOTZNjujgoVBDgFYugFIFhYAUBOhymaBj4vlwFF0Isbo5RwjEmJy35pRIBk9NEAJTjkJOkkBCXpieX/wRKoZRCOw7KMCgPD+PU1WI6Dvnus/jFIl5mgtiy5VDKYZsmrpLPIuIXBYZCYaAsC+X7eICtXfBcAjuEo11K53uwYnHKw8No3ydUX09gmMhAPDGX+UphGgbaNCcT6ApmI09j41M6cZjgQnVddNU6yqHE6/+LhZhhUjk0DYZRJmxOTnrwPQ+lNaCxQyHMaJSiMiUxJIRY9GJGmVAoTOB5eNkseB6WUpihEEY4LIkhIabAvTCS2bTtySlRSqFMk6BUworFMJSBOzaKnU5f/Bk/n0fpACM//tM2RUL8HAWWhWnbEAoRVqCHz2Mrn3BQwh8fxR0dwTANzFgUMxHHiEZxpX2LmOMcBdpxMG2bwLLwZquAJ/AuJoYAgnJpln6xEDNLkkMVMo0yMdMg8ILJaiHfR2uNFQqjbJuJkiIIpCBLCLF4KRUQDgWTSxHK5cnRsoYBSmFEowSmSbYsbz9CTEUoHAbTxNcaTPPikiCMyRMQNzNO4LnY8QRWPE6kuYVyZhxlGmi3TMQvVPufIOYcjfIne1gRBLganGSKwPXwchnM0GRLhNzZMyjLItLcSiksE/Bmk2lobCNgVspeFhDX91EXKi0N38eepey4ZzqEWtoAMCNRlEyMFPOUZDEq4Nge4XAYnS/i+h4mCtO2QGt04MvJjhBi0bMND8cysEIhyhPjqHAETAMb0MogcF1ynrz1CDFlvj/Zp8sw0OXS5BJNBQpF4Lt4+RzR9g7cQoFISyteJkO0uZV8zzkIAspDg4RWbaCkf/nrziLAcPMo06ZkSK/Ehc5XClNr/HxusoIITeB5EAQo28b3fKIdSwjKZcxQCN8to23ZL2aLrV38s12U8znC7UspRWurHdK8oQ0TpTV+Ljs5GMgwZyW/prUiqGslWtdIoExcLeeEYn6SPXcKFJqY7RG2bHwfymhMz8PTGsMJYUQiZD1ZRiaEWNwswyVkm5ihEF6hgBGO4OfzYNkoJ4TrhCQxJESFtKEwlCJQCiMcwQiHJwdf2BahdA3x5Z34pTJ2OIwOAny3jF/Iw4Xx5DoIXnOcs6k0DHZTPnuSUtcRQlJptOAppfABIxQG05o8GdA+XjZD4HnYoTCl4SFKQwO4E2NoO1zliBcXlZuYTNwBxXNncJD1fFNlM9mU2giFJxNDs8jRJciOYRazGFLxJeYp+ZQ+BVFHYyoDHfgot4yhFTocJhwKEWhNVj5HCSEWOUNpIuZks9wgl0P7Pr5pYKdrME2TXLmMJ4khISrmFwqTo8eVmqwgsiw8z8UwJ19P2vNwkim8zAR+uYQVjWA6YfxSET+XI9TQSPk1qoFMAsoTYxdv62IeYpHX+58lqsjR4JoGhmWhtaZsGCjPx04mKQ4PoWNxIi2tAAShKCXkAuissn72fCvbRitDVpdNUdFQRA0DwzDQvo+pZ6eDuqN8yqdPoH0fgNCSFZTs+Kz8biFm0oL7pN7d3c1f/uVf8uKLLwJwyy238Id/+IfU1k6vJDPueBimhe/5+EGAqRWmaQIav1QmJ42nhRCLnGloYjboQOOWy2hAmQrHMNGeR8Z1ZVS9ENNkmBaBCiaXsJfLBIbCNBSYFr5bxrAs/GIeN5/Fy2YINzaDglBLO9oKUQoMNL+874aPgZWuwRsbnexnFI7O4r9OVENRKUJK45fLKDQKhRWJEHj+5P6jNUYiQc5dcKcJ84IXThBashzcMsRTlGWJ0pSZKPBcfBSW1hTU7Dx3pvYpX0gMASi3BJIcEvPQgjrqj46O8oEPfIByucxHP/pRfN/ns5/9LEePHuXrX/86jlPZyUkiDLg+vq/RgYeBQtsOpmlSDgKKJRkBIoRY3EyjTNRxJptPBwFKB3iGRciJoJQik5e5x0JcFmUQeEWUEcIIhSaviAcB4GKaYYo93ejAJ1TXgBlyKI8OE1nSSZ4QBJf+nOJrhVXfjpOqR5kWJSWJ3IUuhMbTEHZsvMBHBS5ohXbLBGWNGYmQ92ykXKU6AhTlcBpkNV/FTDTasrGUQblcJgzkZuH3+sogVFdPaXgIMxoDW46jYn5aUMmhz3/+8/T19fG9732PFStWALBlyxY+9KEP8e1vf5t3vOMdU96WXy6CoSbfFrWPMkwMw0ChyZZKchVcCLHoZTLjRC0TpTS+7+GhMQ2DiKHQnseEO7vr/YVYiAIFlmWBBu17ECiUV8Z1A0zbINTUDMokyGcgCAjX1UMxTyzsg+lMqcLZ0wZYUjG0WAQKTK3RvocKNAEaIxLFmCyMJ3BiaC2JITH/aAX4HloZGIA2NPiX+qnLF2BgWhZObR1aa5Qkh8Q8taDqFB988EF27NhxMTEEcN1117F8+XIefPDBKW8nkbBRgF8qTb7AUZiWibJMcr6SxJAQYtGzTJdYJIIOfMquRxBoTAwsy0FbJhlJDAkxIwwdoDUo27rQYFWjLQfLtsC0cUdHCHIZlBPGL+QpDQ8SeGWCfA536Dwxo3RZv99WPuHyGJHyGCHz0mdZhmJy2ZuYszQGYIBhoAwDA4NCYFOwUhTs1GtOthNiLrMwUCi40Izan8HiZQNNROeJ+Bls4xc3bGgfLzOBMk3QAbpcnLlfLMQsWjDJofHxcbq7u9mwYcMrvrdhwwYOHDgwpe0k45NviOVyCSMIJqeEOA6YNhMFhe8vmKdMzEel2SiOFeK1OU5ANBZDB/7kePpAExgGluMQGIpMQU4MhZgxOkAp8IMAfA+lzAsjmg2MIMCpb0AZCu2WsNM1hOob8YuFycllhTx4JSJTSOq8GqXAyI3gDvVRHupDjQ0QNtxf+nhb+ViZPtRQFxEuLyklXkcKPAUYxuTn3GrHI8SM0ZOJIUPhKbCMmdu7w16G8vmzlPt7MDOD/PymLdNAmQbu+Ch+PodpyQUyMT8tmPeD/v5+AJqaml7xvYaGBrLZLJlM5jW3kUw6aKUo5PMowDVMLDsEymBC+maIOcAc7q52CEIQCYfxXZdC2aXoBximSchx8GV6oxAzTgHaMFG+j2FZk3coA1NNVn0EGgLfIygVMUNhymPDk9NVlcIIhVGGhVHOT+93q8k+ND8VeB56YgTjl1QGmaUsfmYcXSpR7j+LI+dHc5LrB5OZP61BKVwlCX2xMJQAfWHf1kpRmsHVkUHpZx9wvFwG++eOb4b2MCMRnHQNTm09gVd+lS0IMfctmLrRXG6yoiISeeX41VBocoRrPp8nkUhcvD8eD2H9XGbX88oUi0UMBW6gicZiABimTfqXT4EVl2CaBum09DKYin+/T/68zPnJ/8tzeXlkf6zMq+2TpVIBt1xGGYqwbWOGw5SLRUKRGGlpoDltsm9O3WsdKxeacqaIEQQEtoMyrcmlQEEAajJZY5omZjKN1uC7JcItbRiWjV8qEoolCJhM8kx33wqsZvLFyZMiKxIlCDySyVcfde+OZPlpXZFSBpFoiKg5N/9OM/16m0/7ZCYz+VdSTghVLqK1lmPPDJlLx/H5tE/OlMxYEWVP7tuG5+EHwYz9PTwdxx0fBcBJ1WJHI0QuJFb9gkYZJu74KEYoTDjeRDo1N/aDqZhL+62orgWTHAqCS1f2GP+utDCbfWXJs2kEBEoRjUYJtCab9YBfXkItLi2djjI2Nr2rlgtJQ0Piko95tX3yp3769i7P5eWR/fFnprtPmubkMdGxbEzLpFAoUC4bFEryvF4O2TcnXe6xcqGJmAa+ZWA6IQKtJxNDWl9YPWGC1gQoDAJQk9XOoDHsEBgGuC4lK0pu2vuWSbitE6OcJ3Bdglj9L91PLTOKXduI9lxUvIbxzNz9O1Xyelt4+6SNUt7klEnDgqAkx54ZMlvH8YW3T84M0zAIDAMz8AkuJG5m6u9hGjHCbUvRgcY1w+THf75UWhFL1GBGYmAoCiqEN49eUzO1305lvxRz24JJDsUuVPmUSq88EP70vp8+5rX4gYNlgWE5TMyjF7VYJKT0W8wB/oXpR04ocuHDxIJZoSzEnFPwHfAhHXMoFPKTFUL+xRVB+L5i8vLBq1QI+IARgstcGV/0DDDiEOI1p5t72sAL1aDCk/GJucvzLIplj0gkSm42xjkJMQv8wCGfD0inw5TLHq96XJzutjXkiEwu7X2VY2oucMC4MLRIupGIeWrBJIdaW1sBGBwcfMX3BgYGSCaTRKNTK5fzvBkNTQghhBDisr3K9a85SRJD80OpBK/SjUEIIcQitWAu9yaTSdrb2zl48OArvnfo0CE2btxYhaiEmHlm7xH55C2EEEIIIYQQYsYsmMohgDvvvJMvfvGLnDx5khUrVgDw7LPP0tXVxUc+8pEqRyfEDBrqgcAHrwxKofM5CAL0haSR1kDnBhRgOK/sph7kc6hwGJRB+cQxQqvWzG78QgghhBBCCCHmDKX1wilBGBkZ4d5778U0TT784Q9TKpX4zGc+w5IlS/jKV76C4zjVDlGIaRvZv2vyC63RfoD+aTJIawj05NeBRl9ozq71hfv8yf9rb7KngPZ/9phAA35ApKWZXHcPGrATSbx8ASseozg4TN2WDaTXruTkV7+HEXJY8fY3AZDrHaDrOz8h1trIWNf5S8a/7Xff94r7nvjTf3zVx978Zx+/+HXg++z87A/o2L6W1m2rpvp0vab/+at//qr350uTa0rX37yJe373rfynN/3xlLc5XixO+bH//0f/+uLXb97ynin/3E99b9+/VvwzQgghhBBCCPHLLKjkEMCpU6f49Kc/za5duwiHw9x888186lOfora2ttqhCSGEEEIIIYQQQsw5Cy45JIQQQgghhBBCCCGmbsE0pBZCCCGEEEIIIYQQlZPkkBBCCCGEEEIIIcQiJskhIYQQQgghhBBCiEVMkkNCCCGEEEIIIYQQi5gkh4QQQgghhBBCCCEWMUkOCSGEEEIIIYQQQixikhwSQgghhBBCCCGEWMQkOSSEEEIIIYQQQgixiElySAghhBBCCCGEEGIRk+SQEEIIIYQQQgghxCImySEhhBBCCCGEEEKIRUySQ0IIIYQQQgghhBCLmCSHhBBCCCGEEEIIIRYxSQ4JIYQQQgghhBBCLGKSHBJCCCGEEEIIIYRYxCQ5JIQQQgghhBBCCLGISXJICCGEEEIIIYQQYhGT5JAQQgghhBBCCCHEIibJISGEEEIIIYQQQohFTJJDQgghhBBCCCGEEIuYJIeEEEIIIYQQQgghFjFJDgkhhBBCCCGEEEIsYpIcEkIIIYQQQgghhFjEJDkkhBBCCCGEEEIIsYhJckgIIYQQQgghhBBiEZPkkBBCCCGEEEIIIcQiJskhIYQQQgghhBBCiEVMkkNCCCGEEEIIIYQQi5hV7QCqaXAw80u/F4+HyGZLsxjNwiXP5aSGhsQlHyP75OtPnsefkX1ybpHnc9Ll7pcLlewfM6uS53Mh75OyX82s2Xo+F/I+ORNkv67MTD1fU9kvxdwmlUO/hGWZ1Q5hwZDncmbI8zgz5HmcOfJczix5PsVrkf1jZsnzOUmeh5klz+fcIH+HysjzJX5KkkNCCCGEEEIIIYQQi5gkh4QQQgghhBBCCCEWsUXdc0iImZDP5dn53E60ho2b11Hf1FjtkMQipnXAkZePcPrUWVau6WTVutXVDkkIcZlGhod55vGnKZdctl93FfGE9HUQl+f0yVOcOt5FfWMdm7ZuRhlyvVjMf1oH7H9pPyMjoyxZ2sGKNSurHZIQ84q8EwhxGbQO2P3iLnrO9pIZH2fnczvJZiaqHZZYxHa/sJs9u/ZRLBQ403WGr33x65ztOlvtsIQQ02QYigN7DtB14gzFYpGjhw5XOyQxz40MD3H2dDe95/ro7e7jyMFDM7LdIPDJZbMEgT8j2xOiUscPH6PvfD/nzvRy7uw5Bs73VzskIeYVSQ4JMU0TY2Ps37WHrhPdPPvki/zPv/4cuWyB559+odqhiUXqyMGD7HlxH9/439/ni5/5GufP9fPdbzzEn/7efyWbWbxTS4SYz44fOcZTjz3HubPn2ffSQQb6hhkZGqx2WGIe6znbw9OPvUD3mV52PreH7rO9l73NYqHAP/7fn+NX3/Qh/v6v/5FCPj8DkQpRmXNne3jh6Zc4d7aXZx57gXPdcnFMiErIsjIhpmHnMy/wzBMvcGDPUbrP9LBp2zpWr1tJ77k+DMNAKdC62lGKxcJzXZ594ln+8k//Fs/zecsDd/OD7/yYocFh6uprOLj/KPlcfsaXomQO74GWNTO6TSHEL8pOZDGVxWMPPU0sHmXj5jWMjIxRW99Q7dDEPFXIF8hO5Hjp+X3U1ddwxY7Nl73NwweO8G9f/i4A3/7aD7jmxh1cdc2Vl71dISpRLJQ4efQ0fb0DbN62nny2WO2QhJhXpHJIiArt27WHR3/0FNFYjEg0jFKKl/ccprW9meUrl7J24xpJDIlZo7XmqUee4pnHX2TNhpUkknF2PbeXtRtWsfWqTRw9dIKP/fb7qWuoq3aoQohpqK1L89iPnqa5tZEly9oYGhxhsE8qh8T0KaU4uPcI6zdPJvczE9nL3mY8HkMp9Qu3hZhthXyBUqnM+s1rOH70lFypFaJCUjkkRAVOHDrMt7/6AzZsWcvzT71EqVTirb/6Jh57+BnuvvdWlq3sJF1bU+0wxSJRyOfoPnWa73/jx6xau5yjB0+w/bpt1DXU0NLeTE1dmi9+839R11iHacrhXoj5KBRyuO8db6T7TA/9vYPU1deRz8mSHTF94VCIe99+5+RFhfUraW5ruuxtrlq3iv/y//tjDu0/wtqNq1mzQapKxexrbK5n09a1HD/SxRvuuYVYQpKUQlRCzhaEmKJMZoLus+epb6zDcz1aWhtpX9JCb3c//+mvfp+1G9ahlBTjidlzcPcBTMfmxtuu5viRLrZt38RD332Uj/72e9Fas27jekLhcLXDFEJcBjtkU1ObIvADamtrOH3yLG+495ZqhyXmsVLZJZfJs2HzWiLRMBNjM9GTTnH1DVdz9Q1Xz8C2hJiezESWVDrFhs1r8VyPQl6WlQlRCUkOCXEJvuexd9c+RgZH+Jv/+v/whntu5uiBE+x8di8Ab3nH3axavUISQ2JWjY2MopXiwO5DfPUL3wEgnohxw61X43s+b/mVewiCKgcphLhsoVCYVCrBlz/zTbTWxBMxbr/7pmqHJeaxcMRh57N7GR+dnK76iT/4cJUjEmJmOE6Ih7/zGFprovEIN99xXbVDEmJekeSQEJew85ld7N25H8uefLkM9A3Rc+b8xe8XC0X8QF5MYnaMjYyy6+mXaGierGDrPz908XvZTI4rdmxm2YolkhgSYoGIJZKMDI+jL/TOyGZyjAyNVjkqMZ9lx/MXE0MAY8MTr/FoIeaPsZ87VuazhRmqihNi8ZDzWSFew/jIKJ7rMjI4Rl1TDfFknKOHTvKO972Ff/3MNwhHQoTDITLjGVm+I153Sin2PL+XSDTMEz96huNHurj6pitpX9rCuTPnufH2azi8/zj3vP1NBIE0YRRiIdAalixr49a7bsCxbVK1CZQplapi+pKpOG9915vIZwpoNMtWLql2SELMiCXLWrnz3ltQKEIRm3RtqtohCTGvSHJIiFcxMjjE8UPHefLh53jx6T00tTawcctarrt+O9uu3ojjWNzxppsoFUsUi2WSaXnzEa+/44eO8cTDz3Bwz1Hal7XyhjfdzNEjp3jfxx6g//wgjz/8DG95pySGhFhIlIKh/mEGe4Y4efQ0G7au4Yodm6odlpjHdKDJjOR45tEXaGxpmJFR9kLMBa7r03XkLOfO9LL9+q1oXz4PCVEJSQ4J8e9oHfDyzpcpFkuY1uRLpL93kDMnz/HMIy9weP8x1m1ZSbo2TXNbEzffdSNOyKly1GIhK+RyHDtwnGwmx5mT5wA4d7qXMyfPkU4nGRkaIzOe5UO/+W62XL21usEKIWaU1hCLx1i+agkdy1rp6x3kzMke1m5ej2XLe4+oXLFQopAvcMud16FMRX/PYLVDEmJGDPUNs2LtMlauWUYulyeXzVU7JCHmFalLFuLn9PWc5+FvPEx/7xDdXedZuryd6265CqUUoUgIgEKuQKno8tzjL7Jx6zoi0WiVoxYLWblY4CffeZQXnniJ3ESON//KXQCYpoETsmlsquNzf/dlctkC67duwDDMKkcshJhp9Q21hEIh4ok4t77xepraGuWkR0xbKp3k6huvwHYcmluaWLV+ebVDEmJGLF+1lI6lrdiOwxVXb6a+obbaIQkxr0jlkBAXjI+O8q//8FXiyTiP/+AZAGKJKJ/444+y/YZt7H5hPy3tTXzkd99LY2sDsVicZI0sJxOvj+zEOD1dPfSe7ePL//hNACzb4hP/50d4+/vuxS27ZDN5dtx4JdtvvIr6pnqcUKjKUQshZppSiqd/8iLPP74LgOtv38Fb3/tGkil5/xHTUy67fP7vvopbdgH4wCfeyeYdVQ5KiBkwcH6Ir3zm2wA8+SOT3/8vv1ndgISYZyQ5JASw59ndTIxO0N87QCQauXh/IVfEK7t0LF/K9XfcAGiUVGaI11luIsPJQyf5/ld+zIqfu6LruR7lUpkNW9bSurSZVE0NliPLSoRYyErFPBM/N1lqYixDMV9CGVL8LaanVChdTAwB5HOFKkYjxMzJ5/IXv/Y9n0K+WMVohJh/5JOFWPQOvrSfv/lP/8Ch/cfYfOUGXNdl/dbVpGqS3P222+jvHeRPf/2/svOJXZIYEq87t1ik6+gpRofHObTvKLlMju03bCWZTnDPA28gGo/wz3/zZQJfSWJIiEXg3Mlz3H7vjTS3NdLS0cSOm67A83yUUtUOTcxTkWiIt77nTSTTCbZevZHW9qZqhyTEjGhuaWDHjdsufmaKxaX1gxCVkOSQWLSU0ux7djf9PYO4rgfAzqf24rs+LW1NvP83HqC+qZaHvv4IAM8/9qJ8GBevq/7uHrqOn2KobwTTMEik4jz6/acoF8v8zp98jNUbOvn83/xvhgdG6T7VXe1whRCzIBoLMdg3zPbrtnLDbTt48YndKKXQWqbwiOlSvLz7EPe9624s05DqCrFglEplysUy973rbo6+fHxy3KMQYspkWZlYlALf55mHn2ZseBy37PHOD92PV3aJXb2ZlqVNFHJFahvSjAyNMzGWBWDT9g3yYVy8bs4e62JsaIwTh7swLZNINMRtd99Iqi7B+HiGsdEJjr18komxLJFomJaO5mqHLISYBeFIhJaOJs6f6adcLHP7PTcxNjKG1louWIhpsW2b+955N8cOnGLzFRvk/UQsGA1NDWy/bit9PYPc88CdRCLSi1GISkhySCw6SsGuJ3fyjc9/n87VS9n3wkEArr19O7ue2sO1t2+nv2eQ9dvWcufb72DJyg4sw2T1ltVVjlwsVD0nz1IsFPjKP37r4kjhm990HVprdj65m/d84lfo6TrPnfffyubtG2juaKZlaVuVoxZCzAoNpw6d4cffehyArddu5JZ7bqC3q5u2ziXVjU3MS27Z5Qv/91fJZyd7Db3nt36FtVvXX+ZWNYd2HeTk4S6Wr13Gxu0bAUleitk12DvIv/79NwB46uHn+cT/58NVjkiI+UWSQ2JRmRgZ5cALBxkfzfCeX/8VXnp678++NzpBOBJCAZuv3kDnuhUYpsnmHZurFq9Y+E7sP8LJQ6eJxiO85V138U9/9S8AlItlUFAqlkHDLW++mVgyQevyjipHLISYTdnxLBu2rSGVjJOsSTCRyRIEPs898gLbXZ+la2QMuahMuejy/t96B309A9TUp9Hq8qqitdZ0Hz/Dnmf3USqUmRiZIFmTZMnKpTMUsRBTYzsWv/aHH2Cwd4i2ZS0UiqVqhyTEvCLJIbFoDPcOcHz/cY4fOMX4yAQHdh7i1vuuZ9/OQ9i2xaqNK9CBJlWbAg2GKc2nxeur69BxXnpyH8cPnGK4f4Tb7ruRt3/wXp760fPE0zFM0+SN77iDctkjlkxUO1whRBWEomEe/dz3SNWkOHf6PGu3rMIv+5w6dIZoLCbJIVGxRDLGY99+ilRdklOHTnPNHdunva1yscRDX3mYWCLKcz/ahed6WJbJ5qs3giSHxCyzbZsnH3yWmoYajr18knvffWe1QxJiXpGG1GJROHeii+5T3fR1D7Dz0d2M9I3Q0FyPadp86JPv4ld/7X6G+0a47o7tfP/LD1PfVFftkMUC5pXLnHr5KD/88o956sHnSNckaVvWwtjIOOu2reFtH7yHNZtX0djWwKmjZ2hb1lLtkIUQVVLIF+lY3s7up/ZxfN9JlAI/CDh5uIum9sZqhyfmoUK+SDIdZ9dje8iM5X5hrH2lug538cOv/ITRwVG8C8M9PM+fqVCFqEgpX6ZUKLPrsT3EYtGLSyeFEFMjySGx4HUdPk5/dz+58Tw/+eYTAAz1jZBIxYgnI1imwaarN/LWD70ZlMF/+P/+Oluv31blqMXCpTlz9BTdp3o59NIxAI7sPU778lZWb1pBf+8AiVSC9uVtpGtS3PfeN9G2XPqKCLFYpetT7HpiD4EfkM8W6D3dT8fyVt79Ww+w9bqt1Q5PzEda89KT+wDoO9tP8TKmlYUuNPw9e7KH1ZtWALBpx3o613VefpxCVMgtu5w72QvA/ucPogzpeyVEJWRZmVjQ+k+fIzuaxQmFSNSkSNelGBseB6ChtZ7BnhHaOltIpGsAuPbO66oZrlgEul4+gfY19U11KEOhA41lW2y+ej2mbWMozYotazEMg4ZWmSAjxGJXmMjR3tlKdjyHHbJJpGNkxrI89u2nuOmeG6sdnpiHovEodU011DfXMdQ3TCI1/WXLS1cv49f/5MOcOHiS9Veu5f3/x7tJ1qZwwjIlSsy+eCpGTX2axrZ6+nsGicYj1Q5JiHlFkkNiwTp94DilQgnTNPnWP36PWDLGO379fs4c7yaRjlPbkCZek2TpWrm6JV5/xVyegTPn8VyXJ7/7LBiKD//+ezh3upfGlnpyEzmGB8d4wztuxzCkqFMIMckwDe5+x+3kJnK4RZdwPMyxfSd4w1tvwTBN9OX1EhaLkGUZPPCx+/A9DwyDSDw87W0pQ7Hl+q1suX7rzAUoxDSlahL8ysfeDIFGWSa2Jae6QlRCzkDEgnTouX0cePEw3/rs9/nx1x/jhnuu5ezxc7z83AHCEYfsSJZEMs4ySQyJWZAbG+fRrz3CQ1/5CV/5H99g1eZORgfH6DnVS24sx9c/812UaRAKOYwNjVc7XCHEHGLZFmeOneXbn/s+u57ai1ty2XHrNrITWUoFmcQjKud7PudO9fKdz/+Ql57Yi3+hV5AQ851f9tn37AG+84UfcvZYN74r/a+EqIQkh8QCozl96AQDPUMc2nWE/nODnD5ylr7ufmzHIhKPEHIcDrxwiN7uPkYHh6sdsFjgfNfj+N7jTIxlOLz7GCMDY3z78z9g+21XYDs27Z2t5DJ5xkczZCayPPOj56odshBiDslni3zviw8xMjDG4ZeO0tN1nmKuzOjwGId3H652eGIeKmSLPPzVRxgdHOPl5w9y7kRvtUMSYkb0nOljz9P7GR0c45FvPkF2PFvtkISYV6TWTiwYge9z7thpuo+eI5aMEY6G2X7LNkzDpKOzjVRdktx4nt7TfazY1Mm3vvgD/nDb2mqHLRawwugE+597GRRYts36K9eQSiewQw6NbfUoFHue3o8TdjAMxZ4XXubmN15f7bCFEHNINBahua2RFeuX4Xs+jW0N5LM5xsYyyJoyMR3hWJgdt16JoRR2yCJRm6x2SELMiGRNghvfeA1uyUMbEElGqx2SEPOKVA6JBSE3McGh5/ZzfO9JXn7hIGNDY9zxtpvpOdrDvif38+A/P0RxosjOR3azbN1SXO3xvt95J7VN9dUOXSxQp18+zsvPH8AwDCzTZMmKNixlsveJ/ez80S5Gekb4l7/+Cis2LueuB27lq//0bc6d6qWts63aoQsh5pBoPMpd77ydSCRMsibByf0niSXjbL9xK2uvXFft8MQ8ZGAQj0dJJGOEQyHi0rRXLBDRWIhQKEQ8GSMWCWMZZrVDEmJekcohMe9lR8c4+OxBvvuZBwHYetNmRgZGicQijA6OAaADTUNrPf/xb3+Xxo4mrlM3EARyxVW8PnqOdfHVv/k3JkYzhCIOD3zirWSzeU4d6Lr4mInRCR74zbdS39HIF//H1/A9nzWbV9K2XJJDQoifKRZKvPzMAQ7vOgrA3e+5A7fosvHqDYTC028kLBavwPfpOnSa/rMDmKZB24rWaockxIwI3IAXf7wLr+xR21zDuu2yQkCISkhySMxr/afOcfLlkwydH7l437E9J7j+zdeSSMfZeM16Djx/iHRDinU71lHb2ojWoKUUX7xOzh46wVj/GBOjGQBKhTKZ0SxPPPgM227ezK5H9uCEbNKNNSxb30mqoYY//fs/YHhghPbOdqLxWJX/BUKIuUQpzZHdxy7eLuZLRJJhQhE5Vojp8T2f/rMDk1/7AZkx6csiFobseB6vPNlgfaRvFK/sVjkiIeYXSQ6JeauUyfDUt59m39Mvc90912CYBoEfsOX6jbR1tjDcN8Kv/Ie3c/uv3kY8nSSWTlQ7ZLGgaYbO9mEqg0M7j9K8pIm+s/3UNKRJ1adYt3U19R0NfPj6TTR2NJFuqrtYvdbY3kxje3OV4xdCzEWhSJgrbt7CS4/txbItErUJtK8xTYXvy4UOUTkn5LB8/VK6Dp0hEo+Qkp5DYoFI1MSJp+Nkx7K0r2wjFA5VOyQh5hVJDol5aaJ/gMxIhnA0xPX3XEM4GuaBT7yV04fOYNkW2dEsS9csxYlGaVomzejE68srlzj98glMw6KQzZOqTdDe2YJhbyXwA8aHxmhf0cp3vvAQv/d3nySWSsiyRiHElESiITzP4/6P3jO5VDVkc+5EL60rl1Y7NDFPlUplNu5Yx/K1S4mn4xSyhWqHJMSMKGQL3P72m8iMZoin45SKpWqHJMS8IskhMe+Mnu9nYnCMn/zvxzh3vAeA7W+4kr2P7+P2d91KdjzH8s2dpBul2bSYBTrgyHMHSNUmmRjN8tKju+k6cBqAG+67nmUblvL9f36ITddv4P2//25iKalgE0JMne/5rN++jm/9j28T+AGGafDW37of0ICqcnRiPorHY3zzW9+6mBR6+2+/dUa223eim96TvbR0ttCyasmMbFOISsQSUb72N/8GgBNxeP8fvafKEQkxv0hySMwrZw+e5PjuY3Ss6iBZmyCaiJLP5CkXXcaHxxk+P8zyjcslMSRmRTmfZ6Crj/q2esYHx8ln8/Sd7r/4/cxIhuHeYa6+8yq23bGdUESaxwohKhMEAQSaWDJKy7IWzp/pIzuaQUtiSExTdiKL1ppV21YyfH6E0YHRy97mcM8AX/i/voDnepiWycf+4mPUdchyaTG7xgbHSDekaWiv59zxHjJjmWqHJMS8IqPsxbygdcDxFw7w0Od+CIHi8POH6T3Wy4Yd62hf3Y4TtgFQKPY/uR8ln5nF62yku499j+wmO57l+e8+z0Ofe5jcSJY733MHylDEklFiySh1LXVc+5abJDEkhJgeX5NMx1l3xRoGuvpZs2UljW31KIJqRybmqXg6zrV3X83g6QGa2xpo77z8aWXZ4QyeO9kI2Pd8JoblpFzMvualTXR0tjJ4eoCrbt1GqiFd7ZCEmFckOSTmPO159Bzs4tH//SjL1i3FMhWGYVDIFNj/xH6uv/daDNPg3o++if1PvczyDcuRYWTi9eSVXUb7RkjWJug/dZ54Ko4ONM9//wV8z+cdv/t27nzfG4imooRjUZmOJ4SYttH+UYZ6h9n3xH4K2QKmaTLUPUT3gS7kzU5MRyGTJzuaZdW2ldQ01jDcd/mVQ03Lm1lz1WoAVm5ZQcsMJJyEqNRY/xjJ2iSrtq3ELbpkJUkpREVkWZmY00rZLCPnBnnpR7tYvW0Vux7eBUBNcw3LNy7jzOGz5Mdz+GWf2qYa7vuN+2hfv6y6QYsFTfs+/cfPMtwzxK6Hd5Ebz6GUYsutW9nz6F5qGtMMnhuioaOBpqUtNHW2VTtkIcQ85pd9AJRSrN2xhhN7jlPIFFBK8Z7/9H5aVktvF1GZcCTMmQNdZC+MsH/jR954+dtMxLjvt99OfjwLWtN/qpea1jqSjbWXvW0hpioUCbH3sT3oQBNJRNhw3fpqhyTEvCLJITFnZYdGOLH7OKFwiOMvHWf7G7df/N5o3yhbb7uCDddtoO9sP9fdfz01rY1VjFYsBvnhEUbOD3Pm0FmUMsiN5wDQWhOJh3nTx95IMV+ibWUb7Rs6qxytEGIhqG2r46Ufv8Rt774VNBzbeRSYPO6MD4xJckhUrJQvXkwMAZc9raxcKJIbzRBLJ7Bsm//9Z19gfHCcWDLGu/+vD5BskgSRmB3FbAF9YRpsIVOQSXxCVEiWlYk5KTc8wsEnX+bZH7zAQO8g1913HUopYukYABuu30A0GUZZJlfcuV0SQ+J1lx8cxS26PPYvj1GYKFDbXMOqK1cBUNdaRyQR5YUf7eTc8R7a1i+vcrRCiIVCKWhf187Bpw+QHcmw/trJK+ENHQ20remocnRiPoolY2y4bgMANY01NHZM/zNUcSLL3ode5MXvPMu+h19k6Gw/44PjAOQmcgz3DM1IzEJMRV17PfXtk0NpVl+1mkSNTIgVohJSOSTmnJHTvZw+0MW+R/bStqaNJ77xFHe/7w2kGtO86WP34LsejUubSDTVIWN8xWzwikX6us4TS8UYOjdEKBLCsAw237yZzTdvIfB9fvTlRxjqHebKO65ESUd0IcQMKUwUmBiY4Np7r8X3A7q7enjDB97A+hu34EQj1Q5PzENuyWXFthWsvGo1lmWSy+Wnva2BrvO88L3n8coedsjm/k++jdrWWkZ6R4jXxKnvaJjByIV4bcVMgZsfuBnPDyAIcEtutUMSYl6R5JCYUybODzBwpp8DTx+kprWW5o5GwndexXDvCEpr4qkYbeuWEU7Eqh2qWCRGTvdyZn8XXtkjvCbEFXdeye4fvcT40DidmzvRvqZhWQvXveV6wtEwK7atqnbIQogFxEmFMEyDvY/uJd1aS21LDb7rYyop/hbTYzkW2bEcvV3nSdYk6Nw8/WrXcrGMV56cUuaWXEr5Mu/4o/cy0jtEurmWRH16hqIW4tLi6RinXj7N2PA4zUubSdYmqx2SEPOKJIfEnDFw/AznDpyl7HoM9w7RsaaDsf5RNly3nmKuxJEXDtPQ0SyJITFrBo+dpe9kL6f2nKSmpYaBMwPkM3ne+PE3YTkWpVyJFTvWYYUctjbVVTtcIcQC5ISjNHbU09BRj2mZvPiDF2lc0shD//Pb3P7xewkn5T1RVCjQlPMl1mxbhVu+vIlObWuX0b6mnXNHz9GxtoO2tR2Ek3FiclIuqiA3lqOmPk3TkkZGB0cI/KDaIQkxr0hySMwJPS+fxCu6pBqSFPNlbrjvekYHx2jpbCEIAk4f6GLt1etYunVltUMVi0SmZ4BSroAVsmlf00bfyfMMnO5jx1uupedED4naFOtu2YIVcqodqhBiAXPCDoZhEvg+g2cH6dzcSW1TLT/+px8yem6IlvWSHBKV8f2A+tY6BrsHiKcTJBpS095WJBXj/v/4DjIjEyRqk9jR8AxGKkRlQtEQ5UKZoe4B6tsa0NqvdkhCzCuSHBJVl+ntZ2JglH0/2k1uNMum27aiA82pF45y+qUT3P0b93DVG68m3S5Np8XsyA+OcvjpA+z78R4aljQQq4lT117Pgcf3M3p+lOWbltO+ZRXS80oI8XrzvADt++z67vPkRrNsvetKookITsQh2SDVGaJylmXSd7SHI88eomFJA1vuvOKytmdHw9RKUkjMAdoL6Np5jL5Tfazavpp1N22sdkhCzCuyYF1UVd+hLh757I/IDE6QGZog8AMOPL6fVFMagKblzTQub5XEkJg1Y6fOMdh1nn0/2g1aM3hmACcSopwvYzk2TsShbkkLkhgSQswKDcPdQxffI/f9aDdONMRN776VWENNtaMT85BbKHHkmYMX3+MmLkwXE2K+ywxP0HfyPGjN8RePUsoWqx2SEPOKVA6Jqgh8n8Fj3Tz3b0/R39VHc2fzxe+lGlOEE2Fuee/tNK1sJVwjV0bF688vlRjp6mP0/BDheJRQNEQpXwImy5QbljQSq4vTsKyJiIxGFULMEq9YIpb+2dKxVFMa3/Vo2zD9JsJicQvFwpMXPQqT73GxlCxNFAvDz+/LlmMTSshERyEqIckhMeuCksvo2fP0ne7DDk/2a+k90cv2t1xDKV8iFAmx9wc7edt//iCBrnKwYlEIXI/x7gEmhsaJJGLkxnOsunotbrFMqqmGaCrKaO8wvcd7iNUmaV67rNohCyEWicLwGIm6FNvuvgrf9XFdj4nBcZrWLat2aGKecotlNtyyCa/kYYftybHfQiwArutxxT07cAtl7LCNWyxXOyQh5hVZViZmlV/IcfAnuzj6zCHO7j1JQ0c9a6/fQOOyZmrb6jj42D52P/gCm95wpSSGxKwoj2c49NCLnNl3iuzwBM987Ql6jpylrr2eUqFEfjzLocf3UyqV6TnWQ6JWqoaEELNHoUjUpzAdi7GBUdINKVKNKSZ6hqodmpinouk4ibok44Pj+J5PbYssTxQLQ11LLToIGB8cJ5qMEq+JVzskIeaVqieHnnrqKd797nezZcsWtm3bxgc/+EH27t37C4/p7u7mE5/4BDt27GDHjh186lOfYmRk5BXbmurjRHVkz51n8Ph59j60C9f16D95npcf2cvouUHcbIF4bYJbPnAHb/uT97LiOmkgJ15/E2f7GDrRg2Ea1LXXs/uHO8mOZOjac5L8WJaNN20ilopz4/vvINlUy73/4X46NsvEPCHE7Em21DLeP8xL33+Bwa4+nv/m04ycG2bkbH+1QxPzVH4kw1P/+iiDXed5+ZE99J84f9nbNAzpwyeqb+BUH/t+9BKDXed55qtPkJF+WkJUpKrLyl588UU+9rGPsWrVKj75yU/ieR5f/vKXee9738uXv/xlNm/e/P+yd+dxclVl4v8/5661dfWeTncWshC2BMIaNcpqDMgWVAKjICQs8nVD0fmFwa+OA6MyoCMzgKMjMKyiQxyFccKIX1FnVEBkkS0LZO8s3en0Wnvd5fz+KNIQkpDudKWrl+f9evGi62719M2p23Wfe85z6O7u5vLLL6dYLHLVVVcRBAH33HMPa9asYfny5ThOaVjSQLcTlZFp66B9bTur/vdlGqY2Ytlm/zrTtohXx1n3p9Ws/p9X+eiNl4GSLxni4Mps38nmF9ey+o8ryfVlee/Fp+DEXHJ9WQCUUuzcvINJh0+lbloLddNaKhyxEGI8KmTyuFEXpSCfKRVXjSaiUmhVHDAn6mLaVn97isQPfKaxMJ9n03NvsPG515l+0mEc8r6jUIa5/x2FOAjcRBQdavKZPIZpDKltCzEeVTQ59K1vfYvm5mYeeeQRotFSwbALLriAs88+m9tuu417772X++67j7a2Nn7xi18wc+ZMAObOncvSpUt59NFHueiiiwAGvJ0Yfm2vt9K2Zgu9O3rp3tbF5NmHkGyo5viz5+EVitQ01ODGXH7/4JPEa6uw5UIuDrLMtnZ6tnaR7k73J4Ne/uXznPxXp7Fl9WYStVVU1SV54+lVHHHG0Kb4FUKIobBsg64tnZx66QdpX7+dukkNVDWUJmoIih6mY1c4QjHaeLkCp156Btvf2Er1hFqsA2xD219ay/ZVm1j9v6+WXr++hWRzPXUz5GGKqAzDgPmLT6F7eycTZ7bgZaXmkBCDUbFhZb29vaxevZqzzjqrPzEE0NDQwEknncSLL74IwIoVK5g3b15/wgdg/vz5TJ8+nRUrVvQvG+h2Ynj1bthK15addKxvo25SPXbEZstrm8h1p5kwqYGahmpqJ9cTq6/mfR8/jYVfuAAnEat02GIM27Z6I7m+HLlUFr/g0TSzGQDLtXCjLs0zWph01CH4XsD8Sxdgx2WmCyFE5VgRl/rJ9bz4n8+w6bm1dKzbjmlbrP/zGrJdfZUOT4xCsZoEm55fx6bn1rL6dy8TSw7+e1eQy/OH+54gfGcxay0FI0XlJKoTrPmfV9j03Fo2/Pl14vVSJ1KIwahYz6FEIsEvf/nL3RJDu3R3d2OaJr29vbS2tnLmmWfusc3s2bP53e9+BzDg7cTw6ly1kc0vrafpsEl0bGwjUZfk5E9+kNAPqWqoxq2K0FJXjWGVmuGEI6ZWOGIx1hU6uuhp7SSfyRH4IckJNRwydwZzPngsiYZqACbMno4yDOpnTq5wtEIIAcVsAZTi9CvPItOTJlIVJQx9mg+fQiQpU5CLwdOh5ugPHcuME2cRq4kR+oNP6BiWRaKhmvY3tnHEKUfTtXUnM99zBLXTmw9CxEIMjEZz8qVnkOnJEK+JoUOZiU+IwRh0cujcc8/ltNNO49RTT+X444/HNA9sXLFpmkybNm2P5atXr+aFF17gAx/4AO3tpWKLTU1Ne2zX2NhIOp0mlUoNeLuqKskeDwutSW9t4/Xfv0LrKxvZ8NzrvPeS0+nZ2knoB1Q315Hu6CWXy9M8ob7S0YpxomftFnQQ8PyjT+EXPI49/71YjkUulaOmuY7Mzl62r93G8RdNrHSoQgjRz4zYaB2S68uS68sSTUTxcz51UxqwYzIMWwyeDkPCICSXymKYBtGqwbcjZVucfNWH2fLiWqLVcY776MkoGeIoKkwpRT6TJ5fKEolHMO2g0iEJMaoMOjk0depUfvzjH3PPPfdQVVXF+9//fk499VROOeUU6urqhhRMJpPh+uuvB+BTn/oUmUwGYK+9i1zXBSCbzQ54u3cmhxIJF8vae3LLNA1qamR402AFfsD6p1eR7UmTf7NYpl/w2PTcGyTqkjgRh57WnaQ7Uxx99klUyTnejbTJgyPwfHYWCmx+cT3FXJHA83n+Z3/k+PPfx5Q501j1279gujYz5x0h5/gd3q1NprYj56uM5DM+cO/WLseafCpL96YONjz3OqZtsTqV49SrzsKQ9jIk5f68jaY22eUH/O/dvyTZVEO2J8PRC0/g0PmDPxc1NTEmHz7lIEQ4eo2k6/hoapPlsqGjl7+seJZ4bYJXd/Ry6pVnjph/j5FsJLVbUVmDTg79y7/8C77v8+KLL/L73/+eP/zhD9xwww0opZgzZw6nnnoqp556KnPmDG4q8lwux6c//WlWr17NNddcw7x583j++ef3u59hGIQD6DJoGHuWV0qnC/vcvqYmRk9Pdr/HFW8JPZ8dr6xn28pNGJbBtBNmUcwVMC2TqoZqCn1Z0BrDsZh12jEElj2uznFj4/57rkmbLDMdkuvoxc/myHZn2PTiWo449Wg2vbiW5IRanESEztYdHHLCYcQn1BKprRpX53iobdKEcXW+Djb5jJcMtV2ONYqAqgk1JOqTZLrTzHr/UWR70iQn1kp7GYLBfN7GXJsMNYd9YA6bX17PhBnNOFFH2lKZDNd1fMy1yTKxXYfmwyezc9MODn3vESiUtO0BKFe7HUi7FCPbAdUcsiyLk046iZNOOokvfelLdHV18eSTT/LDH/6QO++8k+9973usXLlywMfr6+vjmmuu4YUXXuBjH/sY1113HQDxeGksfaGw58Vt17J4PD7g7cTBExY92l9eS2frTizHZuvKTVRPrCfZUE0+kyc5oZqsa1E7YxKO1EgQw2TLn1bi5YoYpkkQBEw7YRZr/udlZrznCA454VAM0yQ5tQllVnTiRiGE2CeNSbwmTqQqikIRej5O3JXpwsUBs2MOpmlQ3VgNaGK1iUqHJERZRKvjaA3VjdUow8COu5UOSYhR5YDviNLpNC+88ALPPfcczz33HK+++irFYpGqqipOOOGEAR+ns7OTK6+8klWrVnHxxRdz4403opQCoKWlNBVmR0fHHvvt2LGDZDJJLBYb8Hbi4AiLHp0rN5Le2UckEeXVJ55j2omH4ReKTJ93GH7Bp3ZyI5Ob6jBsuQkXw0NnsmS7M7z2xPPMOfME1v/5dQ59/5HM/+QCIokoySlNGK5T6TCFEOJdGYYCDTPnHYEOQzLdaXaub2favJpKhyZGq1BT1VjNhJnNaK0Jin6lIxKiLELfZ/qJszANg3wmh5LZ84QYlEHfqX/zm9/k+eefZ82aNYRhSDKZ5IQTTuBLX/oSJ510EkcddVR/cmd/0ul0f2JoyZIl3HDDDbutTyaTTJ48mddee22PfVeuXNk/dG2g24ny055P21/eoJDKYUccXvv1Cxy14DgMy6RmYi2pHb20zJmGO2Fo9aiEGCg/k6VvUzugsR2TWHWcV594nuMueN+bU+5qklMnSGJICDEqaK3p3roTpRRKKeyIQ01zLZH6mkqHJkYpwzIxHYvetm5itQlM98Ae3OkgILejGyvi4tTKcBIxAijQfkhvVy+x2gRK7VlWRAixb4P+a/Dggw8CMHHiRC6//HIWL15MInFg3VFvuukmVq1axWWXXbZHYmiXhQsX8sADD7Bu3TpmzpwJwFNPPcWGDRu48sorB72dKJ/izk62v7IRpQxstzTr0zFnzyPXk6F6Qi2x+iQNc2ZQUxOX8b5iWOS3d1Doy5DrSROGIVprjjlvHn3tvRiWScPMiUw+eqa0RyHEqKE1NB7aTOeGdvyCT3JCDWEQDPhBnBDvZFomkXiEdEcfOgiJJA5g6I3WtD//Ol0b27Bcm8knHkZs0oTyByvEILixKF6uj8ALcKIOpi3Db4UYjEEnh77//e/z7LPP8qc//Ylvf/vb/OM//iNHHXUUJ510EvPmzeOEE04YULJo3bp1PPbYY1RVVXHkkUfy2GOP7bHNokWLuPrqq3nsscdYsmQJV1xxBYVCgbvvvpvZs2ezaNGi/m0Hup0oj/y2Haz57Uts+cs6AA495WjCok9Pb4bkxFJiKNbcWOEoxXiS3byFfG+eQq7Amt/8hVxvhinHH4pSCkOHKK2JN8sXVyHE6FPoybJz7VYiVTF2FopUTajFz+axqmTIvBg8L5OnbeUmAj8kyOVL9YdmDO4YYb5A6/Ov07WpHYB4XZUkh0TF5bpTdG9qJ/AC2lflmHTMdOQqKcTADTo5dPrpp3P66acDpULSuxJFTz31FPfddx8Ahx9+OD/72c/e9TjPPvssAKlUap+9hhYtWkRdXR0PPfQQN998M7fffjuRSIQFCxawbNkyHOetYSED3U4MXa61jd62bro2tvcvy/dmaFu5GaUUkUQUt0aKG4rhU9jRSb4nTyGTJ93VR643A0DrC2uZdcrRtL26iRMu/xBqnE3pKoQY/Uw0xWyOHa9v7V927KL3oZTU0hAHJgxCNj67pv91vG7wQ8KU1nS37uh/XcjmyxKbEENRTOfZ+KfV/a+bjzykgtEIMfoMqTpwMpnkjDPOoKGhgbq6OpRSrFy5klWrVu13349//ON8/OMfH9D7zJgxg7vuuqts24kDF6TT9LTuIJfKMfXEWaz+9YuYtknT4VNw4xFqJzdSN2syVjxa6VDFOKHCkFxnH77nkeroJVIVZfLcGWx5aT3x+iqaDpvMlJOOIDqxvtKhCiHEoCnTIFGXpKqpllR7Ny1zplE1sRZT6qaJA2RFHKaeMIvNz79BvL6K6ubB/31U0QiHLzyB1b98Dsu1aZo9rfyBCjFIiaaa/mvlpKOn4xzIkEkhxrEDSg6tWrWKZ555hmeeeYbnnnuObDZLLBbjfe97H3/1V3/FKaecUu44xQiQ3bydntYO0FAzqYGtL61nzodPom7KBIrFIs1HHkKsuR67WnoNieGh83n6NrWT7UoR+AE1kxrobu2gurmOyXNnEJ9QS6RJkkJCiNHLDzSGYzLnrBPJ9WUIij5+0UfpEOk7JA6E7dpMPHIKdVMnYJoGVuQAEo1KMfWUY2k6ahpmxMFOync/UXlOxGbWyUcTBgF2xMFy7EqHJMSoMujk0Hve8x76+vrQWjNr1iwuvvhiTjnlFE488UQsS6YpH5PCgMym7bQ+txZlGSjToFgoMu09R2DYJmhNPJEkIjWGxDDyu3vI7eyjbfVmQi8gUhPHiTk0zz4Ey1G0rd5K/dGHVjpMIYQYMsd1QCsiVVGyPWkyHd0kJ9Zh1clTcTF4+b4MlmkQn9RA4Puk2rtITG8Z9HGUYRCR2WjFCJJq7ybRkMQ0bfLZLLmeNJEWqYUlxEANOptzwgkncNppp3HKKacwceLEgxGTGEm0JrVhK31bOulu3UHDrBYiyTg7126jfeUmJh09g2RLHfFpkyodqRhHvJ1dpLZ1ooBdZTe6N7XTvnozzUcewo43tjLno9KDUQgxNqQ7einmCmx8ZnWpZ+RxMzFceSIuDowTdehs62b1/3uRmsn1TD5WHqSIsSHRUM3Wl9bTtWkHk+fOoGFWc6VDEmJUGXRy6F/+5V8A6Onp4fHHH2fr1q3Ytk1zczPvf//7D3haezHy6Gye3vVbKWTz+EWPmkn1ZHb04EQdDl9wPG5VDCMWQUXkyaUYHmFPL36uQBho+rZ14iQipd5raBpmtjDh8Mm49TUc8sET0Mg0z0KIscFybbq3dHDEwhOwIhaZHb1E65IY8XilQxOjkA7BSbgceeYJ+MUAHYaVDkmIsgj8gPqZE2k6YgpewUcHMvhWiME4oHFgDz/8MN/+9rfJ5/No/daHznVdli1bxiWXXFK2AEVlBH1p8h1d5Lr7cJMJikaOaE2CxkMnYbo2W55dxREXf5AwlIuuGB46kybf2UuqvZuq5npiNQl2rt1K1cR6YpPqiTfW4L45Vb20SiHE2KFRCqLJGIQhXevbqJnUQJDLI32HxIEwLYPQCwjw0GFI6BuVDkmIslBao72AQIP2PJQ5+Jn4hBjPBp0c+vWvf81NN93EUUcdxVVXXcWMGTPQWrN+/XruvfdevvGNb9DS0tI/3b0YfcLePjLbOnn9l3+ibkYLXZs7mHTMDJRlkN3ZS2rbTqa9f44khsSwKW7fgZfJ8cry/yXwfA476yRSO7qoP3QS+Z40dtQlOrkJLU1SCDHGGIGPGXWIJKL0bukgOamBVb94mrkXnVbp0MQoFQYBlmWS7UrhJly0b1Y6JCHKIvQCdKjJdqaI1cTRflDpkIQYVQb9qOCuu+7iqKOO4ic/+Qlnn302RxxxBEceeSTnnHMOP/7xjznyyCO5++67D0asYhj4OzrJtndRSGUopHJsf2kdjmOhw5BtL7zB1hfXYcciqKgMJRMHn0ITdnWR3dFNpqOXwPMB2PzMamLJBJuffg0dhLS9+AZKvgAIIcYg2zIJskXaX9tIUPBY9+QLHPK+o9A6xPCLlQ5PjEKhF5DrSdOxciM9mzvQgfz9FGNDGPj0be2gY+VGsl19hPLdUIhBGXRyaPXq1SxatAjH2XPaS9u2WbRoEatWrSpLcGJ4+W078FIZNv7xVfq2duImowD0bd2JUhBvrKbpyKmk2zqx4tEKRyvGPk2xrYP09m4AorVVmHaps6MTc0g01XD4mSfSuXYLsfpqQlOefAohxqCgNG29E3Pp3thGojFJrL6KQm+Wna9tqHR0YhRyqqKktu0kUh0ns6ObSLXUrhJjQ7Q6QWp7J5HqOL1bOolUxSodkhCjyqCHlTmOQy6X2+f6TCaDKTdpo05hWxt4AV6+SKajl97WDibOmU7N1AlEaxIkDmkiPnkC+Z4Mk95/DGovyUEhykaHeNt2EIYhfi5P6Aco06BpzjQi1QmcRIQwDDEsi8PPeS/xaYOfglcIIUaDYq6IHY8w6YRZJCbUEK2povWZ1cQbkjTNnl7p8MQoVOjNEK2OU9XcgF/0SLV3E5s5tdJhCTFk6fZumufOxHZd0ju6yXWnqJrYWOmwhBg1Bt1z6KSTTuJHP/oRO3bs2GNde3s7Dz/8MCeccEJZghPDIcRvaye9rZPV//U0a594lsknHAZK0bWxDYB8b4bQdrHraqiaMQkjFqlwzGIsU16efOt28n1put7YwrpfP8+G3/2F1JYOTNti/e/+QuufVhGtq6bq8GkkDp2Ksg6otr4QQox8QUCQ91j/5HMEBY9XH/0D+VSG5KR6st19KJmYUQxSpDqGDjWrH3+GtlfWk2isOeBj6UwWijK8UYwM8cYaOla3svrxZ/ByBSJ1UpBaiMEY9B3VF7/4RS6++GI+/OEPc8EFFzBt2jQA1q9fz3/+538SBAFf+MIXyh2nOBh0QPr1zfi5Atn2boqpLADtL73BnEXzsWIRfM8neeiUCgcqxgsV+vgdvaS3daIMRb4307+ut7WDGWccS/2MFoyIjdMsT4KEEOOAVjhVUbIdfRT6ckw+diZVzXXE6pOsffJFGk86CpAMkRi4YjpHalsHk4+fRaE3Tbajm/isQwZ5FE3fq+tY99/PYCeiHHHRB7Hqaw5GuEIMWHZnD7ZtMvn4WfRt3UGxJ43dJN8XhRioQfccOuyww7j//vuZOXMmP/rRj/jmN7/JN7/5TX784x8zffp07rvvPo488siDEasoIxV6eNs62P7iWgzTpGvDdlpOOAwURGoS9G3pwIo4VB85A2XLZLni4FPZHKQyBEGAlysQegGRmgRW1MWwTCaddDibn11NtjuFU1tT6XDFm8ztayodghBjmg4CAi9g2inHEBQ90m2deNk8OoRppx2LlsSQGCTbdamd2sSOV9cTeD7RuuTgD1L0WP+rZwHw0jl6124pc5RCDF60pgqlYMer60k2N2DHZbSDEINxQGMxjjnmGB555BE6OzvZunUrWmsmTZpEQ0MDzzzzDA888ACXXXZZuWMVZaJ0iN/RTbqti6rmOrI7e5j6vtnketLMufA07HgEbdnYDbWVDlWMEyqXp9jZQxj4hH5IsqmWMNRkdvZyyAeOJlqToGfrTppmT6fmiGkgNa+EEOOE6Zrobp+aqU0cce58itk8bjyKXyiQnDUVXekAxaijXIP6wyaTaKnHsC3cqsFPMqJMk/jEetJbOwBwklLUWlSek4zSfNwsJsyZjhOLYDnygFuIwRhSoY76+nrq6+t3W/bf//3fPPLII5IcGqF0TxdKGfRtamfj/7zE5PlzKKYL6FATb6gm2lAD1QfwBEmIA6S7u/BSeQLPx8sV6N28Az9fILuzh4nHzcIwFF42T9+WDlqffo0jXYeqw6dVOmwhhBgWfq6IaVmEvsZ0bRxD46XzbH/xdQ6rSWC1TKx0iGKU0QWf1PYuYo1JwmJAtqOH6knNgzuGaTLzvPfTt24rVtQlPnPyQYpWiIErdPYR+j5WxCa3swcn4gx+mIwQ45h8XsaTvh761m2j2Jcl29kHQK6jBz+Tp+OVdaVpwiUxJIZTbw+pjW0YtomfzRNrqCbb0UPPhu00HjGNna9tpHfDdnq37KRnYxs6CElt66x01EIIMWwM2yIMfYJiAYWi87XNtL+yjsYjDyHT0Vfp8MQoFAYhKgzZ+tRr9G5sw7QOrHeFUZWg5tjDSRw+TSaGECODYZDespOtT71GUPAJw7DSEQkxqkhyaJww0r2E2QKGZZHevpPExDrsmEvXuq0kp0xgwlHTiLZIwTYxjPp6SK3fRr4nQ1/rDkzHJNXaRt3MFlCK7S+tZeLxhxFrrMFOvDlmXClqpstTciHE+GGYJpbrov0QJ+ZgJaJYjk22K0WkSuppiMGzXButNVbUJfB8rOggk0NhQH7TVjKvb4Bc/uAEKcQBsCM2ftHDirqEYYAVkTIEQgyGpPnHAdXdjdYhhZ40W59+uVTotzbJjDOOo6+1g/bnV+HWJKmfP5cwlOoF4uBTvd3oYsDWZ1dyyOnHs/HXf0YHIdH6apyqGBNnTyNSn8SOuKTbumg59XhqDp2C6Vg4DbVoaaZCiHFCGQovnaVn43YaZk3CT6Woaqoh8Hx0IE/FxeBpP6DYl6aqsZpiJkvo+YPaP7t2M5t+9ScAag+bSvPC90lhdDEiaD/AVCHRxmqK6Qyh52NWOighRhFJDo1xZroXL18k3b4TQgi9AIB8dx+GZdGzYSs61Ew65VhJDInhsXMnQajx0jmi9dWkt3X23+DkOnuJT6yn641Wps9sAcemZcE8MEwib05dL4khIcR4okwFaBIT6yhm8mTbusi2dQHQdOysygYnRiWlFKnNbf2va6a1DGr/fPdbwxlTre20BCHalFtwUXlB0SO1pQMoFUpvPv6IygYkxCiz3+TQ+Re9oQABAABJREFUtm3bBnXATCZzwMGI8lLdXRQyebQf4CYSFLNZrIiDny8Sb27ATsY48opFoDVaZn8Sw8Ds7SafyaNUqVt7zfRm3GSCrjWbCIoeyUMmUn/EVOqOOAQsG6uxDpQ8jRRCjF9+rogZdYnaFqEfYDgWYdGneloz5oT6/R9AiHcwXJvkIRPp29SG6dhEG2sGtX9y2iQ6/vI6oRfQPP8YQlOqVIiRwa1NYkVd/FyBRHMDZtytdEhCjCr7TQ6dccYZqEHcnGmtB7W9OBhCdFsH3eu3UcxkaThiGoVMjmhNkmkfmgdhiFNfA9XVMgWuGDbBtu20vbyW5NQmDMcBfBLNDRRTWQ499/0EGpwJdeDIH3IhhNhFWRZ2IoLXk0Upxaxz3o+XLxKZ2gIHWEhYjG/KMGh5z2zqD5uKk4yj7MH1+rFqqpi28D2Enk90YiPIkDIxQhiuwaHnzKfQmyFSV4VhGnKvI8Qg7Dc5dMEFF0iyZzTRIWF7B5ntO0lt7cBybbo3bqN2xhS0DnHrqtEJmZFMDB8jKEIqQ6q9m75N7RimidtYQ6w2CUFIfNIEwkRCxoQLIcReGFqT6+zDSSYICh657j5qZ03Bkx6/4gCFuQKh72PHoygFXiqD2zjwSUnSb2xi2x/+AkB8Yj1TFp1BKPcKYgTw+rJY0Qh2PEpY9NFFH6Om0lEJMXrsNzn0D//wD8MRhygD5Xvorm42P/kstbOmYpgGYahRWqFMMJM16Fis0mGKccQs5vC6UqQ2b8PLFqg9dBJdr7dSozVuLIrd0kCYSFQ6TCGEGLksk3xXmt4N21GWSdWkRrTUCBRDoGyTvvVbCYoeyjRITm4a1P5Bodj/czGVBUKQRzxiBDCUQfcbreggxLQtamdNrnRIQowqUpB6jDALeYKeHorZAn42j5fJUX3IRDBNYg1JzPpatC3DdcTwUaFHmM4S5Aukt3UQqU1ixaNMmn800cZazLokRCRZKYQQ7ybM5ok2JDFdCwXkOntw4lGMmCTWxYHRQUi0tgovW8CKOoSeN6j9k7MOId3aTjGVZcqH3kOoJDEkRobAD4g11OBnC1gxh9ALJG0pxCBIcmgMsLIp/EwOv+BhxyLUzppK9xubqZrchLJNYi0NkhgSw8rM9qHzHn6hiA5CGo+eRev/vIDp2jQcNR0rGUdLYkgIIfZLWSZWxKH9hdV46Sx1hx2CMg1UsYCWGm3iAJiuTbajm9Tm7ViJGM0nHjWo/VWyiimLzgBCSQyJEcWJubQ9v55ib5pEywTiTXVSc0iIQZDk0Chn9vXgpbIYjo1hWniZPPVzZlJ3+CHku/swq+JYExrkwiiGjZXpJd/ejZWIoUwDK1a6eZl+5nvx80XMZAKdqKpwlEIIMUpEbAzPZ/L75+Jl8yjTwE7GyW3Zjj1jWqWjE6OQMg3qDj+EqkmNGI6NnYwTDvIYpRpDkhgSI4uViDLhuMMJCx5WPAKO3OoKMRjyiRnFzJ4uMts6sCIRipksdjyG6dpYro2O2EQnNoFSkhgSw8ZM91Ho6gXDoJBKYygDqyqGHY0Qao3ZPBFtyJS3QggxUJZWBAqcRBQr5hLkPbY//RKRZBz3UEUo9YfEYOkQbEW0qY7QDyAMBrEvGMU8eF6prmVVAq3k77oYGbTW2PEoRk0VfqGICkO5DxJiECQ5NEpZqR5SW9rxMwVCP8CtTuDlc8Qb6sE2CSJSi0AMLzvdg5fOkd6yA7sqhh2PYVgmpm2DaRJG45UOUQghRh0jYhPsyKOUQilFoa+PlvcdjZcpSmJIHBDtBahAoz0fgpAg8Ac8GX1xw0aCTJbOV95AhyET5h2Ne9hMZDp7MRIEuQKmZaHxUWFIWJRrpBCDIan+UcjY2YGfzePn8uT7+giLHn4mjxOLExDiS2JIDDM73UeQL5Lr6KaYyaH9gCBfKM2oYyh8SQwJIcQB0X6An8lS6Ogm296JYdtoNHZVtNKhiVFKmQb5rl6ybZ3kO3tQA0zsGF6R9qf/QlgsosPSQLTOl9ZgDqbnkRAHkWEq8jt7yLZ1UujqQ1ky9FGIwZDk0ChjpXvJtncSFD2KfVlijbUYroNbm8SKR1DVNZUOUYwzdraXIF/AL3qgwa2JY9gWVtQl2liNTlZXOkQhhBi1lKGw4lF0GKKUIvR8CCDM5VDSWUMcCA2W6wIawzbBGGBDMk3cmiRmJNK/KDqhbsDJJSEONoXCcCxAl+qxStMUYlBkWNlooX3M3l5CPwQ0CkXNrCnoUGO5NmZVFK0MQsn3iWGiVIiVTuFnC2jfRymwaxK4JMAwcGoSBJaLli+NQghxwPx0FivuogyFDgKcZIJidx9+JkuwbQfxw2cRWnalwxSjian625TpOhiWOaCC1KFhMvG0efid3dQeMR0dhEQn1OMb0jtDjAzKsbETMZQBTiIO0jaFGBRJDo0CZuhDVxd+oQhK4VZX4WcLOHVVOLEYnu8T5groxgmVDlWMGxo7l6WYyoAGtAatsSMudiyKF/joEEI3st8jCSGE2Dfl2JhaYyYstAYvlcGKR+h8ZQ1+JotTXY05eVKlwxSjiGEqQgzcmgRhoAfcA02hSa/dSHpDK4mpLUQnt2A0TZCCv2LEMNBgG0TqqgkKnuSGhBgk6WYywtlBFjObYfszL2HYNt2vbwTLJNpUhx2N4Ac+QSYHDQ2VDlWME4b2cTIpdMEjyBXIbG0j1BorHsWOxQh0CKEmkOFkQggxZEqBYTtgKEzLwKqO46UyxFua3tpAiEHQXoByLZRhYtkWQcEb0H6G79H3+gZCz6dv3Wa8VEZmKhMjip/3MG0bZZiYro0eYNsWQpRIz6ERzA6y+Dt6UI6Nn8mRbm2jduZU8u078WMR3IY6wpp6VFWNPLURw8IMili+h5fLowwICkXMiEt+RxdhVRynLgnJWrQllxYhhCgLy4RCgSBfINW2EyviYtg2TlWMuuOOwpKeG2KQNOD3pcl09WLHo9iJ+IDaUGhaxKc0k2ndDoBdmzyocQoxaApyO7rw0hncmiSWFO4XYlDkDm6EsvMp/J4UoR+gvYDG446k48VVoCDe3IhdW40XkRmgxPCxcyl0sUihUAQvwIy6KKXQysCK2gSej47GJTEkhBBlpGIJgmwRBVjRCH6+gBt1iU5pomhFJTEkBs+y8AsFTNfFL3i4DS4Dmm9MKeItEzAdC9O2MSPugGoVCTFcrIhDvrMb03HxcwXc+mppo0IMgtzFjUBOtpf8zl607+HW1ZDd3oEVjzH1rA9gWBZoKEpiSAwjJ9OLMg3S2zuwolHMmEu+p5dIYy2m64Ay8CNRQkMuKUIIUU6mV8ArFlCWQXxiA2EYgmmgPF++xYkDogyDaF0thmkACpQeUHLI9D3an3+l/7URi2AnpPeQGEEMg0TLhNLMjqFPaMiwRwHpdJpHHnmE//qv/2LTpk0EQcChhx7K4sWLWbx4Mcab7eSMM85g0qRJPPjggxWOuHLkEzPCOJletB9iWAZdq9YRFDychhrseITQ98nu6MCPJyodphhH3FxpVhytNUopjGiEQncfdjSKlYhRTKXx4lWSGBJCiIMgyOUxIi5aQ1D08PJ5wlyBMPArHZoYpVQYEIYBWoel9uQPrG9FaJpEJtT1v7bjsYMVohAHxvcICkW0DtF+iBkMqE+cGMPWr1/Pxz72Mb773e9y+OGH86UvfYlrr70W13X527/9W5YtW4bW0gd3F7mbG0Ei2T68bA5lmvRtaKXh6MPJ7ewk1liP6TjkcwWcKVMIpfifGCZOpodiOotpmXg9KSIT6vEy2dI0oUrhpTIYjU2Eck0VQoiDIgwDQj8ALyAIAwzDQDkW+fZO7GQdoVyAxSCFOsTQ4GfzgELFBjalkwpD7IiLM2MyyrQIfU+eMouRxbLQhQJ+NsCwrNIkKWLcKhQKfOYzn6Gnp4ef/vSnHHHEEf3rrrjiCm688UYefvhhjjnmGC677LIKRjpyyDV9hHDS3RR7+/ALBYyojWGa7PzLSgzTBDS+aWFMaCK0nEqHKsYJN91Dz8o1BNkcRjSKEXHZ+ZeV5HZ04udypVoD9RMITckxCyHEwaKVgWEqnJoq0JBav5kdT72AnaySxJA4IMpxSLVux89k6d20BTXQp+aGQTGVItO6jfTGzSj5+y9GGKWgb8NW/EyW1KZtmI5b6ZBEBT388MNs2LCBG264YbfE0C7XX3891dXV/OQnP6lAdCOTXNUrTCmfiFegkMuT3tZGrKmRfEc3dbMPQx8VglIEyVrpmSGGVdTPUczlyHd0k5w5nUzrdqIT62k++US8dBZdlcQ3JVEphBAHm2UYeFqjbBO3PokZnYkyDMJkdaVDE6OUCkOSh05BoYi2NKEG2rsiCKg9+kiK3T2YsTjmhAlS7FeMLArqjzkMAk2kqR58GX47nq1YsYJYLMY555yz1/WRSIRHHnmElpaWfR7jueee48477+Sll14C4Oijj+bzn/88J510Uv82vb293HzzzTzzzDPs3LmTiRMn8uEPf5jPfe5zuO5bCcq1a9dy22238ac//QnP8zjyyCP57Gc/y8knn1ym33jopOdQRXm4+TxBroDpOBjKIL+jEzseQ1kGgTLwqmokMSSGkSYW5EtT1Lsu0aYGdj7/CtGmOgzDouiF+DUNBJIYEkKIYRGG4Pf04WfzBPkiYSGPMpA6b+KAGUoT5AqgNbpYJPT2fwNt6JD0y6/Q9fxfSK/fiBl1peewGHm8AF30Sm07XwBV6YBEpWitWbVqFXPmzMG27X1uN23aNBxn7/c1Tz75JJ/85CfZvn07n/70p/n0pz/N9u3bWbJkCU8++WT/dl/84hf57W9/y+LFi/n617/OvHnz+OEPf8g3vvGN/m3WrFnDxRdfzNq1a7nmmmu47rrr8H2fT33qUzz++OPl+8WHSK7qFeIEOUxDEXgeSoFWiqpDp5YSRa5DISqzP4jhZVLEBcIgQAcBSmuqZ83Az+YwTZNCVU2lQxRCiHEnJMSurSbM5kEpnLoawnwRw1AyrEwcIBMnEcVLZbEiEXD3/8DHCH0KOzv7X/vpNEZtw8EMUohBMyIRdLFY+u6aiIEl/SDGq+7ubnzfp7Gx8YD2932fm266iaamJv7jP/6DRKI0IdRf/dVfce6553LjjTdyyimn0NfXx1NPPcWyZcu48sorAVi8eDFaa1pbW/uP941vfIO6ujp+/vOfE4uVivlfeumlXH755Xzzm99kwYIF+0xSDSf5xFRAJMyiCgV0voCyTLxcHkVpalGnOkkxUVvpEMU444Y5nGIRHfpo7aM9D20YpRuR2moKVXX7P4gQQoiyM0wDZSjMWKQ0O1SoMaIOMkOzOFDKLv19t+JRlGOhGECS0TCJTykNvVCWiSMzlYkRSOsQLKvUtg2FMuVCOV7tmp4+OMAZ61auXElbWxuXXHJJf2IIIJlMcumll9Le3s6rr75KVVUVsViMhx9+mCeeeIJsNgvAzTffzH333QeUElXPPvssp556Kvl8nq6uLrq6uujr6+NDH/oQO3fu5JVXXhnaL1wm0nNomEVUAYVB6PmEYQiug52swjBMlGGSNaVwmhherumhCj6h5xGkPMx4BCMRwzQMtGmSN6RNCiFEpRgafMvCNhTBmwVedOhjGAoGclMvxDvoEHAsLAxCrQkHMvQmDPB6UySmTgINfiYL8txIjDSmiWkYKEozlWkt48rGq+rqamzbpqur64D237JlCwDTp0/fY92MGTMA2LZtG8cddxw33XQTX/va17j22mtxHId58+axcOFCLrjgAlzX7e9B9OCDD/Lggw/u9f22b99+QHGWmySHhlGEPLbtktmxDTsRJ8wWoOhhxF0wDQoD+ussRPm4qoDjRMi2d2AmqsDzCHIF7KoE2jAoahMZsC2EEJUTGqByRXQkgmEodDGPDjTa85EO4OJAaICiB46LDsLSkv3dEShFdEI9qfWbMWNR3AkNHNjzeCEOHhVqgtDDsix0MUC5+641I8Y2pRTHHXccr776Kr7vY1l7v8jddttttLa2csMNN+y2XL/LLI671u2qZXTeeedx8skn8+tf/5r/+Z//4amnnuIPf/gDDz/8MMuXL+/vvXTJJZewYMGCvR7z0EMPHfTveDBIcmiYRIMchqnwcjlM0yIIAqzqKkylCIG86aLlO54YRi4FbNPELxYxbYegkMeOJTAsA0yDvHIZ6Oy2QgghDg4DRejaKNNAAaETIejrQ+9ow2hoIlRmpUMUo4yhQ7TjopTCsG3CwNv/PmjyXT3Ep7QQFAvoUOYpEyNQ6GNGIiitMVwLgkDudsexD33oQzz77LM8/vjjnH/++Xusz+fz/PSnPyUIAmpqanZbN2nSJADWr1+/x34bNmwAYOLEiWQyGVatWsWsWbO48MILufDCCykWi3z729/mgQce4A9/+ANz5swBwDRN5s+fv9ux1q5dy5YtW4hGo+X4lYdM0hHDIBbmIPDRYSnTaCSrMJVBmM3iEZIzo3ITLoZVlCKG5xGGmjCfRyXj2JZFmM8SoskiiSEhhBgJtFVK/viZLF46Q6gDLNfGMk3MfLbC0YlRyTJQQYCXSqOLxf42ti8GGn9HG9H6GpShsONxMKVXsRh5wqiLLhbxUmkIQrQtyfPx7OKLL2bSpEnccsstvP7667utC4KAv/u7v2Pnzp1cffXVe8xoNnv2bBobG/nxj39MOp3uX55Op3n44YdpbGxkzpw5vPHGG1xyySX89Kc/7d/GcRyOOuoooJQQmjBhAnPmzOHnP/857e3t/dt5nsdXvvIVrr32Wnx//7NGDgfJpR5ksSCL9nxCHRKkM1hVCQxDoWIx8koTEKl0iGKciRZSoBQ6CAjzfRixSKnAaSxW6sWmpMaQEEKMFEqHaMPATsTQYUgYhmjbxk+lsWwTK4zgGzJ0QgxCGIJpYicThDrED4J3fVxshj6FVJpCV1f/tPeJZNUwBSvEwBmhRrkOtuMQaI3yA6j8BFCiQlzX5c477+SKK67gwgsv5LzzzuPoo4+mp6eHX/7yl6xatYqzzjqLpUuX7rGvbdt87Wtf44tf/CIf+9jHuPDCCwH46U9/yo4dO7j99tsxDIO5c+dy4oknctttt7F9+3YOP/xwtm/fzkMPPcSMGTN43/veB8BXv/pVLr/8cj72sY/x8Y9/nJqaGlasWMFLL73El7/8ZWprR8aEVJIcOmg0MT9LkMujIi66GGBGIuhcHh2N4GkILJnpQQyvWJCl2NuDXV+Pn8ti2g5hvogyDAIHiqa0SSGEGElC00RpTVAooIMAZVqEhQJKGXi9fVjFInZNHZ4pD5vEwCgMCHyCYoAyTWwFhXfZXhsGyjKJtbTg53LYVQlUndQcEiOPCkO07xMEAdo0UfvpFSfGvqOOOorHHnuM++67j//93//l8ccfR2vN4Ycfzre+9S0++tGPotTee0KeeeaZ/Nu//Rv/8i//wve+9z0sy2Lu3Ll885vf5MQTTwRKtY2+973vceedd/Lb3/6Wf//3f6e6upqFCxfyhS98oX96+uOOO44f//jH3HHHHdx77734vs/06dP5h3/4Bz7ykY8M2/nYH6XfrdrSGNfRkdrnupqaGD09B9Zd2zCKRLUmyOYodnbiNDVBEEIYoLUmjCbwjPGTxh7KuRxLGhv3/5TtYLVJgFiYJywW8Hp6cRob0L5fKmiqQEWj5I2RMdb1YJP2+Jahtklz+xoAgubDyxbTeCZts2So7XKsqbIDvFyhNDzd91HKIPADsps3Y8dj5HfsIHnUEfjVE9Bay5DgARrM522stUknyGCGmjBfwHBsQsehoPaeXLS0jxPk6Xt9LVYshjIMjIhDMGHqMEc9OgzXdXystclyiYQ58Hy056Ecm8BQeFZi/zuOc+VqtwNpl2Jkk5pDZWYZRSKFAn42Sxj4OPX1ZDduJgxDrOokfrxmXCWGxEigiflpglwGHYY4NTVkN7fipdM4NdX4VYlxkxgSQojRJgxDCHwIQ0w3QnZ7G5Zr49bWkN+xAwDt+XivvoCxczuGTG8v9sMAgnweKx7DLxQw/H33ATJ6d+Kl0wS5HPn2dnLbt6NkFlMxQqkgICgWsGIxgnweQ9qqEIMiw8rKyDKKOEGAn8liuA6GaREGAYnph4BjUyiGBErqAojhYxhFooUCYRBi2A5BsUioNbGWZoxohJznEezjaaEQQojKU8oAwwBloA1IHDKFYl8fGKWbHqe2FsN2MByX7Pr1JGIJwqg8vRX7pgwD03VAgRlxCdn7zGN2vo9ibx/Fzi6Sh86k0NmFEXEx6huGOWIhBiYELMcBpbFct3TtFEIMmHxiysS1fKKmSZBKY0ajBMUiWoFSgGGQDy08SQyJYWQaHjHLIigWUaZBkMtj2BaEIYZtUfAVviSGhBBihNPgeRi2ic4XCQoF7GgUp7aG5OGHoQMfr7cHZSrMiPvmFw8h9k1pDaaJn8uhdGk2nT22UeB37cRJJtFBQN/addh1NVhTp1M0pbexGJkUoJXCz+VAGSjpSSnEoEjPoTKIWj6m1oSAMhQhGjseJywUMCJRsjJkRwwz1yjiWBah54Fpkk+ncauSUCyiXJecESGU3LAQQox8hoGKRtBFD/VmDyLQ4PuExSJ2ogov1YcOQ+KHzqIYiVc6YjHCKQClUFqjTKM0dPEdXwm0BicWI/A8EjOno0NNWPTQoQK54RYjlQ4xDLN0T2YqCLV0hRBiEOTjMkRxy8OyLELfx0+nMaJRVBjiZ7MY0ShZeboihpljFHBMEw2Evo9h26UveJkMyjIpuHFJDAkhxCihw/DNW3FNUMhjKNBBQOj7mLEohZ4uglyO2JQphDrE9bPYQUE6EIl9CgwDwpDQ90ttydrzWbFpQFgoYJom2vPQXhGrcQJhKIkhMXKFjgNhUHo4GoZoYzgvhBpbhRhKPiNi9JKeQ0MQN4oYyiT0igRaY1gWOgwxXBcViZBVkhgSwytq+5hY+IU8hvFWN3HTdTFsm6LhEGpJDAkhxGih0KW6Ga6LE4sRFgporVGmiQ4C4tOmYbou6U0b0YU8yrJIHDIdM/TI2zJLj9iTUqXBNlZVFWiNojSMTClFGGpc5RPsbMOMRsls3lxqZ1OmEFouMn+9GPFME6uqqpRYN81h6eimlMbq3UluyybsqmrsydPxlNxmi9FH7hIPUMLywPcJCgV0sQiGwohEsBIJfMchJ4khMczilo+lAa3RhkmgNcq2MSIRtGWRN6P4kg8WQohRRb/ZU8N0XZRhENoWRjSK6TroIMAwDLyebtyamtL2vo+XTqFzGZxcT+UCFyNWoBTKcTCjUZTrAhq7pw0n00mMPPR2Uti+HWUaRJomEGmeiBGN4u+9brUQI4apNSoSwYxGMVyXcJg6DlmBR27zBghDvN5udKZ3eN5YiDKT5NABqLI81JtjWEMdggbbjWBFIhSKRYq+3ICL4ZWIgGnbhFpTyGQwwhDTcbCiUXylKPgGoZYxBkIIMdqYjoMKAzBNlG2jUKgwQGuN4diExTxhMY9hlya9sOJxwmIBZVtYBtiGdPUQuzPDEB2GKNsCpdDKKNXK9DyCdApllm4PMq2bMWwbt76BQrQGLaNlho1SCmNYh0SNDYGh0GiUbZUekg5XmzUM1NsKu6u9DNUUYjSQljsIhlEkEYsRZgsEoQYNhlJoHaJ0SDaTwdNupcMU40zC9DCsKH5XJ6HjYLsuOp/HcGyKhTx5X2bJE0KI0Uq/eYMT5nIoyyxNLGCa+OkUWkO+vY3Y5CmYjkNkYjNBPosOQ/xUCq+nG6e2DnPCVIJ3eUBgKI2lA7Rh4IXy3HCsU0pBGBLk82jPQymDIJ/Hcl0C30MbBtGWSaX6mZZFEIZoUxIVw8UiQHW2EWTSuBMnUZDhoQNmoKDolcp9BAEMU4LNwyI66yjCVA/KjRBEksPyvkKUm3wDGCDDKJJwHXQY4gG6WCA0LQzDxIxEyAeBJIbEsKuKG6UC6LlsqWBAGKJU6clxXmtJDAkhxCinDPVmTRiF1hrTddGGwqxKYlclqZp5GIZlERY9nGQSu6oap7oGr6cbgGJ3F3ZQ2OfxDaWx050U172Gv3ENLsVh+s1EpSilSj3RwhDDsjBKTzspdndhWDaGYVLYuYMgn6XQuRNlOZUOeVwxsr0Ud+4gyGXJb1yLraT330ApHaKM0ndjTLPU1oeJthyMeAIjEiNEkqlidJKeQwNgGkVitgVaExaypSFlERdbhyjLJKcVfiA34WJ4VTk+4KKVQochuBFsBaDJak0Qypc5IYQY7bxcrlQ8mFL9IaVLNz34PphGaYp70yLI51G2hTINtOf1768si9C09lmU1SKk0LYVAO0V0ZkUxOsP/i8mKsbjzRsArUEZFA0Do1DEjETxurvAsolNPYSwWMSIV5FT8vBzWL09oSHTDg6KZxhE+h+WKnLD9L6WCgm3biDIZUAp3GmHUTAiw/TuQpTPmEsOtba2csstt/Dss88CcNppp/E3f/M31NXVHdDxHMsnYpeKPhZ9H0MrLENhRKOEKFIZyeaL4WWoInHXgQC8XBaFKvWadWywbHK5rCSGhBBijDAtC98PIPBRbgRlWZh+adiECjVaa/x8HsONkG/fjlVV6j1kJRIEhSLEkxT0vr/uaQyMSIQwnwdA2fL3Y6wLKfUYM2IJwnweWytULIpCgWmgTAsjEiHv1qClB8SwC6LVuBMnEeaymA0TKGhz/zsJoDSsTANmPEGYzWAZiuIwFFK3tEc+lym90BpVyEBUkkNi9BlTyaHu7m4uv/xyisUiV111FUEQcM8997BmzRqWL1+O4wzuC0/UDrB1SOgHaK+AMkwC08CKRgnDkGymCMgFWwwf0/CIRyLowCfw/VLNK8B0o2BZFLJZ/EC+2AshxFihlYFphGhlYVgmCghNCzOeQGtNkO5Da9BK41TXEBTyKMMgZyYI7f3f2Hta4bTMgFwKZTl4Tvzg/1KioiyggCKqFNq28QsFLK0JiwVKYxghb8TQgVSgroQAgyA5AVWt8KUK+KAoQNsOKIVnmBihP0xvrEozVqfTKMOUoZhiN11dXXz3u9/lN7/5Dfl8ntmzZ/PlL3+ZY489tn+bcndwOVBjKjl033330dbWxi9+8QtmzpwJwNy5c1m6dCmPPvooF1100YCP5RUy2I5DkEmDocEwUVrjWhZBoUCmaCKJITGcUn09xGMxQq+A9gI0ChWG2LaDDgPy2SKeDG8UQogxRWtQQYg2TSgWwLQIPA9Dh4DCdF3Q4Gcz+KlerGQ1oIlamkKgBjT9eFHZEBveL6CicrRSOITgeRh+aQiicl3wvNIseNE4gSSGKk5LYmjQFGC8OazWDHwCY3jK6wZYGJEYjuOWhgLa8n1clKTTaS655BJ27NjBkiVLSCaT/OhHP+Lyyy9n+fLlHHbYYWXv4DIUYyo5tGLFCubNm9efGAKYP38+06dPZ8WKFQNODiXiJgYh2vcIDYXSGsMwMN0Ivu+R9cbUaROjgOsEuKZLGARoP0RpH6UMTNtBGwaZgibU8odICCHGGoUGpUtTjhulWhqW7aB9D3SAkahChSFmLIYZieBn0gSZFKqQwwbMRB2F4MAfZplKYwUFQOObkXed9UyMDqYCrY3STaxhYOuQnIpjVcdBQUEqJohRS6OMXW0bLEOVtT1HzAC0phBau5VxU4Slob+mCYZB6Hlgy7AyAXfddRcbNmzgwQcf5KSTTgLg7LPPZsGCBdx9993ceuutZe3gMlRjZray3t5eWltbmT179h7rZs+ezauvvjqg4yQSFoZp4hc9Qs8rdee2HQzbJutJYkgMv0gE3EgEjSYslAqTYlpYjoNWilReEeox81EWQgjxNgYabZioMCD0S3c5Ct6cjECjggDCkDCfp9jV+easZmGpVmJ3J5aXwzIOvOiGXezDb9uI37YJJ9eFY+x7mIapNBE/RaTQjauGaTiHOABvJvh0ACh2lS/3Q/AlMSRGMf/NmkPoAAwTHZav91WcHN6WtXhb1hL1+3arFW4Y4GfTeH09eD1dmPK1XFDq/ffzn/+c0047rT8xBNDY2MiyZcs48cQTgf13cBlOY6bptre3A9DU1LTHusbGRtLpNKlU6l2PUVVlY6DxcllCrQlNA0spUJDxfHxfEkNi+LmuC55PwfMIDBNDaZRhEoYh6cKY+QgLIYTYmzBAoQmUwtAaHfiEgQcatGWDUgT5PIHvEW2ZhDIN/FRf/xNslCISHticPYahCDJ9/a+DXAYj27vP6aFtL4PXsQ2vawfBzi1YpgyLGYk8rTEU6BCQktNijFFodAhGqCmUsXUHmVRpnC9Q7NqBY711bFOHuPWN2MkanLqG/u3E+LZlyxba29uZP38+UEoWZTKlwuWXXHIJF110Udk6uJTLmMl27DrR0Wh0j3WuW5qCM5vNUlVV1b88kXCxrLe6WoehTy6XJ9QQNRTKslG2jVImVTKV5AEzTYOamlilwxgV3tkmAfL5LDoIMAHDtjFth3w+TzRWhZzWwZP2ODh7a5O7pLaX/i/nszykbQ7cu7XLscZLFfE9D8t1MQyDUCkM0wQU2vfQvodhWxi2hTIUViKJXVNHWCwQndCMBkLfp6bhwNqWH9aTy5a+Y5nRGEEhR/XEPb9rARR39vb/rL0iVTEXzJH5VbPcn7fR1CZTqV58pXAjEYJiAR2Ecu0pk5F0HR9NbbJcUr0FAsPCdiPkc1lUGdt20Xur7osZjeFGHaLx0vkNsgFePkuQLyXioxMnj5h2MBAjqd2OJZs2bQKgvr6eW265hUceeYR0Os3UqVO54YYbOOOMMwbcweXtOYyDaWT+xT4AYbj/LtPGO4qSpdOFPbYxCbAcuzRdrFL09RXLFuN4VVMTo6cnW+kwKq6xcf8f6r22SdNDAZZjYzku6XSaILApFOWcHghpj2850Da5y66vnKmVLxC0HFGmqMYvaZslQ22XY03UMlBOafYdZTul7zJaE4YByjAxXBdNlLCQB9PEMC0IQZkB2jTRQUDoJA64bSlixCZNI8xl8HIZrLqJ+zyWY8dRTgTtFbAnTKYnVQRG5veowXzexlqbNA1dqh31Zs0hHQRy7SmT4bqOj7U2WS7m22oO6Tf/K9e/hxNJ4E5oLg3jjVTR1/fW+VWYxGobMPM5lG3jWRHSo+gzVa52O5B2ebB56Qxtf3gGL5XGrkow8QPvxU5UZhbOvr5Sz9t//ud/xrIs/u///b8YhsE999zDZz/7We65557+ji2D6eByMI2Z5FA8XvpHLxT2vBDuWrZrm3cTECHmlgr7SmJIjARBYBOPm1iWRW9vAZDC00IIMV7kfItYRJd6C5mlqexRCkMpMCEMjdLPhoEBpZ5CGKhoAiMMyHshXnjgQ5A1kNERrFgEYg3k36WGR1FbWI2HYCpNPpAe1yNVEDqoN2tHaWUQIIVzxdgQEEGrXdc7RVDGWXyLgUXRqi69eEefBA1kiOFWxfECTSi1uyqm7Q/P4PWVSsl4fSna/vAMU876YEViKRZLuYS+vj6eeOIJqqtL7eeMM87gQx/6EP/4j//IV77ylf0e550dXA6mMVOwpKWlBYCOjo491u3YsYNkMkksNrDucqmUh2nKDbgYOTKZAKXGV9dgMXaEa16odAhCjGrZvMK0I/T2Fvr/6+sr0tdXJJ0O6Ev5ZHKavpwmldNkcgGZXECqwJASQ2/nh+APoLirH0JREkMjnu+XHjjZtlvpUIQoq2w2RCmTYnH4b3MLnmYAg1nEQeSl0u/6ejjtyj0sXLiwPzEEkEwmOeOMM3jttdfK1sGlXMZMciiZTDJ58mRee+21PdatXLmSOXPmVCAqIYQYH8ytq3ZfsO6l0n9CCCGEEEIMA7sq8a6vh9OuOkJ1dXV7rKurq0NrTX19PVCeDi7lMGaSQ1DKyj399NOsW7euf9lTTz3Fhg0bOPvssysYmRBCjH1G60rUpldh/cv9y/TrL5b+7xXRb5u9Q4cBOth7v2ut9T7XCSGEEEIIsTcTP/Be7GQVKIWdrGLiB95bsVhmzZqF4zisXbt2j3VbtmzBdV3q6upGVAeXMVNzCODqq6/mscceY8mSJVxxxRUUCgXuvvtuZs+ezaJFiyodnhBCjA+K0gD8twnXvowONTrUoHUpURRqdBiWtnVj6GwaYgnCNwv4qfoJ+Dt3gGGiojEMxyUoFNCFArEjj8SoqiL7ymvEjjgcI+JS7Owi9cIroDVVxx+Nn86BYdD70kqCvjQ4DnZNkglnzEeZ+342ktnSzrZf/wkvnSUxfRJTzzl5j22yO7pY/19P4dYkmH72fKyIs5cjDZxf9PjdD1ewbfUWAGadegyzTp07pGOWyyvPvkrLIc3UN9VXOhQhhBBCiH2yE/GK1Rh6p1gsxhlnnMGTTz7JG2+8waxZswBobW3lN7/5DQsWLMA0TRYuXMgDDzzAunXrmDlzJvBWB5crr7xyWGNW+u2PcseA9evXc/PNN/Pcc88RiUQ49dRTWbZs2V67cwkhhDhwXS8/V/pBv5nweTPZo4OwtAzQQVjqCRSWlungzeVh2L89IRBx0dkcynEJsqWpYN2JTeS2taEsG2VZWI6DX/Tws1kmzDuOWHMTbX98joZjZ+PWJOld30rrE78HYMqH3l+ahUcpNv3yjwT5AlqDk4xz1OXnY9r7rivX/tIbrP6P36KB5JQmjr96z4cLHWta+dMPHiNWn+R9n/so0ZoD67b89bP/L1DKp9XEI9hmqbaY54d4wd4LF6T3Mi59MHrzeQD+6Tf/+K7bnTf3kv7Y3vlF4Rcv/WhIMQghhBBCjHVbtmxh8eLFAFx22WXYts0DDzxALpfjZz/7GVOmTKGrq4tzzz0X0zR36+AydepUfvKTn+A4Q3sAORhjLjkkhBBCCCGEEEIIUWmtra18+9vf5qmnnkJrzYknnsiyZcv6ewnByOngIskhIYQQQgghhBBCiHFsTBWkFkIIIYQQQgghhBCDI8khIYQQQgghhBBCiHFMkkNCCCGEEEIIIYQQ45gkh4QQQgghhBBCCCHGMUkOCSGEEEIIIYQQQoxjkhwSQgghhBBCCCGEGMckOSSEEEIIIYQQQggxjklySAghhBBCCCGEEGIck+SQEEIIIYQQQgghxDgmySEhhBBCCCGEEEKIcUySQ0IIIYQQQgghhBDjmCSH9uKrX/0qn/zkJw94/+eee45LLrmEuXPncvLJJ3PjjTfS1dVVxgiFEEIIIYQQQgghykOSQ++wfPlyli9ffsD7/+lPf2LJkiVs2LCBa665hksvvZQnnniCSy65hN7e3jJGKoQQQgghhBBCiNFgX51Qfv/73/OJT3yCuXPnctxxx7FkyRL+8pe/7LFda2srn/vc55g3bx7z5s1j2bJlZe2EYpXtSKNcEAR8//vf58477xzScb7xjW9gmiY/+clPmDp1KgALFixg0aJF/OAHP+D6668vR7hCCCGEEEIIIYQYBXZ1Qpk3b95uy5999lmuvvpqZs2axXXXXYfv+zz88MNceumlPPzwwxxzzDEAdHd3c/nll1MsFrnqqqsIgoB77rmHNWvWsHz5chzHGXKMkhwCCoUCixcvZs2aNVxwwQU8/fTTB3ScLVu28Prrr3PxxRf3J4YAZs6cyemnn87Pf/5zSQ4JIYQQQgghhBDjwP46oXzrW9+iubmZRx55hGg0CsAFF1zA2WefzW233ca9994LwH333UdbWxu/+MUvmDlzJgBz585l6dKlPProo1x00UVDjlWGlVFKDqXTaW677TZuueUWLGvvObMXX3yRpUuXctxxx3HcccdxxRVX8PLLL/evb29vB+Cwww7bY9+pU6fS3d3N9u3bD84vIYQQQgghhBBCiBGhUCjwkY98hDvuuINFixbR1NS02/re3l5Wr17NWWed1Z8YAmhoaOCkk07ixRdf7F+2YsUK5s2b158YApg/fz7Tp09nxYoVZYlXkkNAIpHgV7/6FWefffY+t/njH//IJz/5SVKpFF/4whf49Kc/zbZt27jkkkt47rnnAIjFYgBkMpk99u/p6QGgo6Oj/L+AEEIIIYQQQgghRoz9dUJJJBL88pe/ZMmSJXvs293djWmaQCmJ1NrayuzZs/fYbvbs2bz66qtliVeGlQGGYWAY+86ThWHI17/+dY4++mgeeuih/n+kSy+9lAsuuIBvfOMbPProo8ycOZNEIsETTzzBpz71KZRSQKlR/OEPfwCgWCwe/F9ICCGEEEIIIYQQFbOrE8q+RiaZpsm0adP2WL569WpeeOEFPvCBDwBvjVB6Z88jgMbGRtLpNKlUiqqqqiHFKz2HBmDlypW0trayYMECent76erqoquri3w+z+mnn86qVatoa2vDcRyWLl3Ka6+9xl//9V+zZs0aVq1axbXXXksulwPoTywJIYQQQgghhBCiPPLdfbz4rz/jqW/dy4v/+jPy3X0VjccwjH0mhvYlk8n01yn+1Kc+1b8M2G3o2S6u6wKQzWaHEiogPYcGZPPmzQDceuut3HrrrXvdZvv27UycOJHPfOYz9PX18eCDD/Jf//VfAJx++ulcddVV/OM//iPV1dXDFrcQQgghhBBCCDEerHrk1+Q6e0BDrrOHVY/8muOu+WilwxqwXC7Hpz/9aVavXs0111zTP7NZGIb73ffdRkINlCSHBmDXP8YXvvAFjj322L1uM2PGDKD0j/KVr3yFT33qU2zcuJHm5mYmTZrEbbfdhmmaTJo0abjCFkIIIYQQQgghxoVcZy/oN1/oN1+PEn19fVxzzTW88MILfOxjH+O6667rXxePx4FSuZp32rVs1zZDIcmhAdiV0InFYsyfP3+3dS+//DK9vb1EIhEA/uu//ovGxkbe85730NDQ0L/dn//8Z2bPnt3f7UsIIYQQQgghhBDlEa2v7u85hCq9Hg06Ozu58sorWbVqFRdffDE33nhjf/1igJaWFmDvk1vt2LGDZDLZPznWUEjNoQGYM2cOjY2NPPjgg7vNRJZOp/niF7/IDTfc0F9L6L777uPv//7v8X2/f7vf/e53PP/881xyySXDHrsQQgghhBBCCDHWHXnRAqL1NaAU0foajrxoQaVD2q90Ot2fGFqyZAk33XTTbokhgGQyyeTJk3nttdf22H/lypXMmTOnLLFIz6EBsG2br33ta3zxi1/kox/9KBdeeCGu67J8+XK2bdvGd77znf5CU1dffTXXXnst11xzDQsXLmTr1q3ce++9fOADH+C8886r8G8ihBBCCCGEEEKMPZHa5KiqMQRw0003sWrVKi677DJuuOGGfW63cOFCHnjgAdatW8fMmTMBeOqpp9iwYQNXXnllWWJRWmu9/83GlzPOOINJkybx4IMP7rb86aef5vvf/z6vvPIKhmEwa9YsrrnmGk4//fTdtluxYgU//OEP2bRpE/X19Zx33nlcc801e60uLoQQQgghhBBCiLHtnXmGdevWcfbZZ1NVVcVXvvKVvc5svmjRIgC6uro499xzMU2TK664gkKhwN13383UqVP5yU9+guM4Q45PkkNCCCGEEEIIIYQQB9E7k0M//vGP+bu/+7t33WfNmjX9P69fv56bb76Z5557jkgkwqmnnsqyZcuoq6srS3ySHBJCCCGEEEIIIYQYx8Z1zaGOjtQ+1yUSLun0nlPFicGTc1nS2Fi1322kTR58ch7fIm1yZJHzWTLUdjlWSfsor8Gcz7HcJqVdlddwnc+x3CbLQdr14JTrfA2kXYqRTWYr2wfL2nO8nzgwci7LQ85jech5LB85l+Ul51O8G2kf5SXns0TOQ3nJ+RwZ5N9hcOR8iV0kOSSEEEIIIYQQQggxjklySAghhBBCCCGEEGIcG/HJoa9+9at88pOfHNC2ra2tfO5zn2PevHnMmzePZcuW0dXVNaj3s5TG1XnCfAalDiRiIcpLoXGVR5Dpw1RSP16MDI4REKT7cIyw0qEIIYQYJNsIccM8YSFX6VCEKCtHlb6f2Eq+nwgxWCO6IPXy5ctZvnw58+bN2++23d3dXH755RSLRa666iqCIOCee+5hzZo1LF++HMdx9nsMQ2nMdAd+Xzc+4E48hLyKlOE3EeLAuTqPt30zPmDVNBDG6pE5BkUlOUZA0L6RrO+jbAd7wlS8UMarCyHEaGAZIXRtw89l8JVBpHkaeW1XOiwhhsxVPn7bRrJhgIpEsOun4IUjvi+EECPGiEwOBUHA97//fe68884B73PffffR1tbGL37xC2bOnAnA3LlzWbp0KY8++igXXXTRfo9hGeD3db+1oJgDV5JDosIK2f4f/b4urEQdXiDd2kTlKL8Avg+A9oqYvgeGJIeEEGI0MHRAkMuUXugQ7eXBkuSQGAO8PIQBADqfxwx9YP8dBIQQJSMulVooFPjIRz7CHXfcwaJFi2hqahrQfitWrGDevHn9iSGA+fPnM336dFasWDGgY/haYSZr31rgSGJIjABOtP9HK1lLEEpiSFSWNl0w33y2YNloU24qhBgu+vUXKx2CGOVCZWFEYqUXSqFs+b4rxgjbBaN0e6ucCKExIvtBCDFijbhPTKFQIJ1Oc9ttt3H22Wdzxhln7Hef3t5eWltbOfPMM/dYN3v2bH73u98N6L3DEMJEI1a0CjfqkirITbiovIIRw2mejm0pcoFFKEPKRIUVtYnTNA3HDCiGJkUZUiaEEKOGHyrsuklYQYFIPEZvTr5YiLGhoG2cidNxzJBCaMqQMiEGacQlhxKJBL/61a+wrIGH1t7eDrDXXkaNjY2k02lSqRRVVVX7PZavFb4RJRqNod82nEeIStFAAYdoIkbQI21SjAxFbRJLVJGWNimEEKOOpw0wokTdKOTkOi7GjqK2iCVi8v1EiAMw4pJDhmFgGIPL8mYypXHT0Wh0j3Wu6wKQzWb3SA4lEi6Wtfcn3qZpUFMTG1QcYu/kXA6ctMmDT87j4EibHD5yPgfu3drlWLWrfXSDtJMyKPfnbbS2SbnulNdIOp+jtU2Ww0j6dxgN5HyJXUZccuhAhOH+pyrcW8IpnS7sc/uamhg9knEuCzmXJY2N+++5Jm3y4JPz+BZpkyOLnM+SobbLsert7UPaydAN5vM2ltukXHfKa7jO51huk+Ug7XpwynW+BtIuxcg2JgZixuNxoFSv6J12Ldu1jRBCCCGEEEIIIcRw+upXv8onP/nJPZa/+uqrLF26lGOPPZbjjz+e//N//g/r16/fY7vW1lY+97nPMW/ePObNm8eyZcvo6uoqW3xjoudQS0sLAB0dHXus27FjB8lkklhMusoJIYQQQgghhBBieC1fvpzly5czb9683ZavX7+eT37yk0SjUT7zmc8AcO+99/KJT3yCxx57rL+ucnd3N5dffjnFYpGrrrqKIAi45557WLNmDcuXL8dxnCHHOCaSQ8lkksmTJ/Paa6/tsW7lypXMmTOnAlEJIYQQQgghhBBivAqCgO9///vceeede11///33k81m+dGPfsRRRx0FwHvf+14WL17Mfffdx/XXXw/AfffdR1tbG7/4xS+YOXMmAHPnzmXp0qU8+uijXHTRRUOOdUwMKwNYuHAhTz/9NOvWretf9tRTT7FhwwbOPvvsCkYmhBBCCCGEEEKI8aRQKPCRj3yEO+64g0WLFu11dvUtW7ZQW1vbnxgCOOaYY6ipqeH111/vX7ZixQrmzZvXnxgCmD9/PtOnT2fFihVliXdUJodaW1t57LHHaG1t7V929dVXU11dzZIlS7j33nv5wQ9+wLXXXsvs2bNZtGhRBaMVQgghhBBCCCHEeFIoFEin09x2223ccsstWNaeA7cOOeQQent7d6sd1NPTQyqVYsKECQD09vbS2trK7Nmz99h/9uzZvPrqq2WJd1Qmh/785z+zbNky/vznP/cvq6ur46GHHuKII47g9ttv5/7772fBggXcfffdZRl/J4QQQgghhBBCCDEQiUSCX/3qV+86kumqq65i4sSJfOlLX2L16tWsWbOGL3/5y9i23V+8ur29HWCvPY8aGxtJp9OkUqkhxzviaw795je/2WPZRz/6UT760Y/usXzGjBncddddwxGWEEIIIYQQQgghRohURw+/u/1R+tq6SE6s47RrL6CqsaZi8RiGgWG8e3+clpYWrrnmGv7+7/++f8STaZrcfvvt/UPNMpkMANFodI/9XdcFIJvNUlVVNbR4h7S3EEIIIYQQQgghRIX97vZH6d3ehQ41vdu7+N3tj1Y6pP36p3/6J77+9a9z/PHH853vfIdbbrmFY445hi9+8Yv9HWXCMNzvcfaXhBqIEd9zSAghhBBCCCGEEOLd9LV1gdalF1qXXo9gfX193HPPPcyZM4f77rsP0zQBOOecc7jwwgv52te+xgc+8AHi8ThQqmH0TruW7dpmKKTnkBBCCCGEEEIIIUa15MQ6UKr0QqnS6xFs48aNFItFzj333P7EEIBt25x33nns3LmT9evX09LSAkBHR8cex9ixYwfJZJJYLDbkeCQ5JIQQQgghhBBCiFHttGsvoLq5DmUoqptLNYdGsl0TZwVBsMe6XUPJwjAkmUwyefJkXnvttT22W7lyJXPmzClLPDKsTAghhBBCCCGEEKNaVWMN5/39kkqHMWCzZs1iwoQJ/PznP+eTn/xkf3HpQqHAo48+Sm1tLbNmzQJg4cKFPPDAA6xbt46ZM2cC8NRTT7FhwwauvPLKssQjySEhhBBCCCGEEEKIYWSaJn/7t3/Ltddey4UXXsiFF15IGIb8x3/8B+vXr+fWW2/Ftm0Arr76ah577DGWLFnCFVdcQaFQ4O6772b27Nn9s5wNlQwrE0IIIYQQQgghhBhmH/rQh/i3f/s3ampquO222/jnf/5nkskkP/zhDzn//PP7t6urq+Ohhx7iiCOO4Pbbb+f+++9nwYIF3H333f3D04ZKeg4JIYQQQgghhBBCHES7pqZ/p/e97328733v2+/+M2bM4K677ip3WP2k55AQQgghhBBCCCHEOCbJISGEEEIIIYQQQohxTJJDQgghhBBCCCGEEOOYJIeEEEIIIYQQQgghxjFJDgkhhBBCCCGEEEKMY5IcEkIIIYQQQgghhBjHJDkkhBBCCCGEEEIIMY5JcugdFBrHCNF+sdKhCNHPNjRhMY9SlY5EiBJTldqkpXSlQxFCCDFIhgGOEaADv9KhCFFW1pvfmU35zizEoFmVDmCkccMc3vZW0oZBZOIh5LVT6ZDEOOcqH79tE5nAx22YSMGuRm7HRSVZSmP0tZPZ1osRTWDXNeOF8qxBCCFGA1OBldmJ39NJ1o3gNEymGJqVDkuIIbONADq3kclnsZK1UNVIEEqWSIiBkm/zb2OZ4He2lV6EITrbV9mAhABUIQ1vPtnzdrZhm2GFIxLjnRkWCNK9AIS5NIafr3BEQgghBsrEx+/pBCAs5FHFXIUjEqI8jGKeMJ8FwO/rxgq9CkckxOgiPYfeJgzBikTRBYUZjWFEopUOSQiwbFAKO5EE28bX8gREVJY2LVAGVjSGsiwwLaQ7mxBCjBLKwHCjmK6L9r3SdVyIMUBZVukeznYICgW0YYI8UxViwKTn0NuEGqhuxIzG8Xq78bo6cIyg0mGJca5oxohMmISX6sXr2okdFiodkhjniqGF2zyVsFjA6+2GXBpDag8JIcSoEGiFGYni9XYT+j7akOSQGBtCw0KHIV5vN4bjEsitrhCDIp+Ydwo1Xm9X6UfpaitGAmVQ7O0CrUFrgp6dGIb0HhKVFRQKhF6pcL/XtQNLSSJdCCFGAxMf723DypDvumKMUMUcYb7UnmVYmRgpfv/73/OJT3yCuXPnctxxx7FkyRL+8pe/7HP71atXM2fOHO6444491rW2tvK5z32OefPmMW/ePJYtW0ZXV1fZYpXk0DsZJphvFeWTrrai0rTWuw1xNNwoYSi9NERlKct+64Vlo5FipkIIMSqod3zXNe132ViI0WO37yaGURpWJkQFPfvss1x99dWkUimuu+46PvvZz7J582YuvfRSXn755T22932fG264Ac/bM7HZ3d3N5Zdfzl/+8heuuuoqli5dym9+8xuWLl1KsViemdYl8/EOxdAgMnEaZpAnwKJApNIhiXFOawhidUQiUXw/xHfiUt9FVFzRjBCfMh0vl0e7cQoyG4gQQowKxdDAnTgNVchiR6OkA5mZV4wNBRzc5mmY2iMwI+RlFj5RYd/61rdobm7mkUceIRotPey/4IILOPvss7ntttu49957d9v+X//1X3njjTf2eqz77ruPtrY2fvGLXzBz5kwA5s6dy9KlS3n00Ue56KKLhhyv9Bzai7y2seuayBtRuQcXI4KvDezaRgp2Fb6Wj62ovFArzKpa8k41BS3PGYQQYjQpaJu8U41ZVSPfdcWYoVHkVaR0H6elR5yorN7eXlavXs1ZZ53VnxgCaGho4KSTTuLFF1/cbfs1a9bw/e9/n8985jN7Pd6KFSuYN29ef2IIYP78+UyfPp0VK1aUJeay3WWGYcjOnTvL1qVJCCGEEEIIIYQQYrRJJBL88pe/ZMmSJXus6+7uxnzb8N5dw8nmz5/P+eefv8f2vb29tLa2Mnv27D3WzZ49m1dffbUsMQ85ObRp0yY+//nPc8IJJ3DKKafw/PPP8/TTT7N48WKee+65csQohBBCCCGEEEIIMSqYpsm0adNoamrabfnq1at54YUXOO644/qX3XXXXWzatImbbrppr8dqb28H2ONYAI2NjaTTaVKp1JBjHlJyaOPGjSxevJhnn32Wk08+Ga1LHVNN02T9+vVcccUV71qJWwghhBBCCCGEEGKourZ38U9X38b//fBX+Kerb6Nre/lm8iqHTCbD9ddfD8CnPvUpAN544w2+973vcf311zNx4sR97gfsNjxtF9d1Achms0OOb0jJoe9+97tEIhEef/xx/u7v/q4/OTRv3jwef/xxGhoauPPOO4ccpBBCCCGEEEIIIcS+PPC399PR2oEONR2tHTzwt/dXOqR+uVyOT3/606xevZpPfepTzJs3jyAIuOGGGzjhhBPetaB0GIb7Pb5hDL1i0JCO8Mwzz/Dxj3+c+vp6lNp9ppqmpiY+8YlPlG38mxBCCCGEEEIIIcTedGzp6O+worWmY0tHhSMq6evr44orruBPf/oTH/vYx7juuusAuOeee1i9ejVf/vKX6erqoquri76+PqCUTOrq6iIMQ+LxOACFQmGPY+9atmuboRjSFDPFYpFkMrnP9bZt7/UXEEIIIYQQQgghhCiXxsmNpZ5DWqOUonFyY6VDorOzkyuvvJJVq1Zx8cUXc+ONN/Z3rPn973+P53ksXrx4j/3uuece7rnnHp588klaWloA6OjYM9m1Y8cOkskksVhsyLEOKTl0xBFH8Jvf/IZLLrlkj3W+7/Of//mfHH744UN5CyGEEEIIIYQQQoh3ddlNl5eGlm3poHFyI5fddHlF40mn0/2JoSVLlnDDDTfstv7666/v7ym0y86dO/n//r//j0WLFnHBBRfQ2NiI67pMnjyZ1157bY/3WLlyJXPmzClLvENKDl1zzTV85jOf4a//+q/54Ac/CMDWrVt58sknueeee1i5ciX/9E//VI44hRBCCCGEEEIIIfaqrrmOL951XaXD6HfTTTexatUqLrvssj0SQ8BekzpbtmwBYMqUKcyfP79/+cKFC3nggQdYt24dM2fOBOCpp55iw4YNXHnllWWJd0jJodNPP51vfvObfOtb32LFihUAfO1rX0Nrjeu6XH/99Zx55pllCVQIIYQQQgghhBBipFu3bh2PPfYYVVVVHHnkkTz22GN7bLNo0aIBH+/qq6/mscceY8mSJVxxxRUUCgXuvvtuZs+ePajjvJshJYcAPvrRj7Jw4UL++Mc/0traShiGTJo0ifnz51NbW1uOGIUQQgghhBBCCCFGhWeffRaAVCq1115DMLjkUF1dHQ899BA333wzt99+O5FIhAULFrBs2TIcxylLzENODgEkEgnpISSEEEIIIYQQQohx7+Mf/zgf//jHB73f5MmTWbNmzV7XzZgxg7vuumuooe3TkJNDjz76KH/84x/p6OggDMM91iuluP/++4f6NkIIIYQQQgghhBDiIBhScui2227jX//1X7Ftm/r6egzDKFdcQgghhBBiH/TrL6IOO67SYQghhBBijBhScujnP/85H/jAB7jjjjuIRqPlikkIIYQQQgghhBBCDJMhdfVJp9OceeaZkhgSQgghhBBCCCGEGKWGlBw6+eSTeeaZZ8oVixBCCCGEEEIIIYQYZkMaVva1r32NpUuX8uUvf5kFCxZQX1+PUmqP7U466aShvM2IYRFi5vtAa4JYEl+blQ5JjHOG0tjFDNoroGJVFCjPNIZCDIWri+hcCuVEKFpxdKUDEkIIsZtd12mfPIqIXKfFmKDQOEGOQns3rhOjoNxKhyTEqDKk5NC2bdtIpVKsWLGCxx9/fI/1WmuUUqxatWoobzNiGKmdFHZsB8BpaELVTETLX1NRQbaXpbB5HQDKtrEPORxPkpaighwVUNz0Btr3AXAPmUXBilU4KiGEELu8/TpdRK7TYuxwgjyFjW8AoEwTZ9oRFIc+ObcQ48aQPi033XQTfX19XHnllUybNg3LGrsfPsNQhNlM/+swl0HVKrRkh0QFaa/4tp89lA4BSQ6JCgr9/sQQgPYKIDcdQggxcoTBO67TRblOizFB+95bPwcBhD4YY/f+VIhyG9Kn5Y033uBzn/scV199dbniGbHCUOM0NOFnUgBYDRPJh5IYEhUWTWBEIoT5PE7jRHxlIX3DRSX5hoPT0ERxZztGJArRqkqHJIQQ4m0Cw37rOh2NQjRR6ZCEKAvtxjBjcYJsBruugcB05HuxEIMwpOTQxIkTMYwh1bQeVfJmDGfm7NLPMnRHjABFbOwps7DCEB+TUO9Z80uI4RRqhV/ThFPdQKhMitImhRBiRAm0Qr95nY4movSmvf3vJMQo4GFhtcwg6ZpkCiGBfAcRYlCGlNm56qqruP/++1m7dm254hnxitqkKIkhMYJ4oUERixD5AyhGhlArilj48qVMCCFGpF3XaWXZlQ5FiLLytYERiUpiSIgDMKSeQ6tXr8YwDM4//3ymTJlCQ0MDprl74kQpxf333z+kIIUQQgghhBBCCCHEwTGk5NBvf/tbDMNg4sSJeJ7H9u3byxJUa2srt9xyC88++ywAp512Gn/zN39DXV3du+534YUX8sorr+yx/Mwzz+T2228vS2xCCCGEEEIIIYQQ+/P0009z++23s3r1ahKJBGeddRZf/OIXicfj/dsMNP9xoHmSgRpScug3v/lNWYJ4u+7ubi6//HKKxSJXXXUVQRBwzz33sGbNGpYvX47jOHvdT2vNunXrWLBgAQsXLtxt3aRJk8oepxBCCCGEEEIIIcTePPPMM1xxxRXMnj2bv/7rv2b79u088MADvPrqq/zoRz/CMIwB5z8ONE8yGCNubr/77ruPtrY2fvGLXzBz5kwA5s6dy9KlS3n00Ue56KKL9rrfli1byGazfPCDH2TRokXDGbIQQgghhBBCCCFEv1tvvZXm5mYeeughIpEIAM3Nzdx00038/ve/59RTTx1w/uNA8ySDMaTk0GWXXTag7R544IEBH3PFihXMmzev/xcGmD9/PtOnT2fFihX7/KV3FcV++35CCCGEEEIIIYQQw6lQKFBbW8vChQv7E0MA8+bNA2DNmjWceuqpA85/HGieZDCGlBzasmXLHsvCMKS7u5tCocCkSZOYNWvWgI/X29tLa2srZ5555h7rZs+eze9+97t97vvGG28AbyWHstkssVhswO8thBBCCCGEEEIIMVSu63LPPffssXzVqlUAtLS0DDj/MZQ8yWAclJpDQRDw5JNP8tWvfpUrr7xywMdrb28HoKmpaY91jY2NpNNpUqkUVVVVe6x/4403iMfj3HzzzTz++ONks1mmTJnCddddxznnnDPgGIQQQgghhBBCCCHKZevWrfzpT3/illtu4bDDDuNDH/oQmzZtAvaf/xhKnmQwDkrNIdM0WbhwIS+99BLf+c53+Pd///cB7ZfJZACIRqN7rHNdFyj1CNrbL7127VoymQypVIpbb72Vvr4+HnjgAb70pS/heR4XXHDBgf9CQgghhBBCCCGEGLHatrRz4+e/w9ZN25l0SDNfv+OvmTh5z4TKcOvp6eGMM84ASrmOr371q7iuO+D8x1DyJINxUAtST5s2jYceemjA24dhuN9tDMPY6/KLLrqIMAy55JJL+pedc845nHvuuXz729/mvPPOwzTN3fZJJFwsy3znoQAwTYOaGhmWVg5yLgdO2uTBJ+dxcKRNDh85nwP3bu1yrNrVPrpht/+LA1Puz9tobZNy3SmvkXQ+R2ubLIeR9O8wGoyl83Xj57/Dlo3b0KFmy8Zt3Pj57/D9n3+70mGhlOK2226jWCzy4IMPsnTpUr773e/S2Ni4330NwxhSnmQwDlpyqFgs8p//+Z/U19cPeJ94PA6Uije9065lu7Z5p49//ON7LItEIixatIg777yTtWvXcvjhh++2Pp3e8312qamJ0dOTHXDsYt/kXJY0Nu4/kytt8uCT8/gWaZMji5zPkqG2y7Hq7e3jnf8XgzeYz9tYbpNy3Smv4TqfY7lNloO068Ep1/kaSLs82LZu2o4ONQA61GzdtL3CEZVUV1dz9tlnA3DWWWdx7rnn8g//8A/84Ac/APaf/xhKnmQwDspsZcVikQ0bNtDX18fnP//5AR+vpaUFgI6Ojj3W7dixg2QyOegi03V1dUCpm5UQQgghhBBCCCHGnkmHNPf3HFKGYtIhzZUOaQ+RSITTTjuNBx98kAkTJgD7z38cjDzJ3gyp79GWLVv2+l9nZyczZszgq1/9Kp/+9KcHfLxkMsnkyZN57bXX9li3cuVK5syZs9f92tvbOeecc7jzzjv3WLdhwwYAJk+ePOA4hBBCCCGEEEIIMXp8/Y6/ZvK0FgzTYPK0Fr5+x19XLJZ169Zxxhln8KMf/WiPdZlMBqUUjuMMKP9xoHmSwToos5UNxcKFC3nggQdYt25d/7T0Tz31FBs2bNjnzGdNTU2kUimWL1/OkiVLSCQSAGzfvp2f/exnvOc97xnQeD4hhBBCCCGEEEKMPhMnN42IGkMAhxxyCKlUip/85CcsXrwYx3GA0qxlv/rVrzjppJNIJBIDzn8cSJ5ksJTWWpflSGXS1dXFueeei2maXHHFFRQKBe6++26mTp3KT37yExzHobW1lRdeeIHjjz+eKVOmAPDrX/+az372s8yaNYvFixeTyWT40Y9+hOd5/PjHP+4/gW/X0ZHaZxwyVrV85FyWDGQcrrTJg0/O41ukTY4scj5Lhtoux6pd7UO//iLqsOP6/y8OTLlrDo3WNinXnfIaSTWHRmubLAdp14MzlmoOjTSPPfYYy5Yt49hjj+X888+nu7u7P0fx8MMPc9hhhw0o/wEDy5MM1aB6Du2rxtC7UUpx//33D3j7uro6HnroIW6++WZuv/12IpEICxYsYNmyZf2/8J///GduuOEGbr755v7k0IIFC/je977Hv/7rv/Kd73yHSCTCvHnz+NKXvrTXxJAQQgghhBBCCCHEwbBo0SJs2+buu+/m5ptvJhaL8d73vpfrrruO6dOnAwPLfwxmu6EYVM+hM84444De5GAMPysHeSI+PORclkgvjZFBzuNbpE2OLHI+S+SJ+N5Jz6Hykp5DJXLdKS/pOTQySLseHOk5JHYZVM+hkZrkEUIIIYQQQgghhBAHZkgFqXcJgoBXX32VrVu34jgOzc3NzJ49uxyHFkIIIYQQQgghhBAH0ZCTQ7/97W+58cYbaW9vZ9cINaUUEyZM4Otf//oBD0UTQgghhBBCCCGEEAffkJJDzz33HJ///Oepr6/nuuuuY+bMmWitWb9+PQ8//DDXXnstDzzwAMcff3y54hVCCCGEEEIIIYQQZTSk5NAdd9zBpEmT+OlPf0pV1e4FqD7xiU/wsY99jO9///vcddddQwpSCCGEEEIIIYQQQhwcxlB2fvnll1m8ePEeiSGARCLBhRdeyEsvvTSUtxBCCCGEEEIIIYQQB9GQkkP7o5TC87yD+RZCCCGEEEIIIYQQYgiGlByaO3cuP/3pT8lms3usS6fTLF++nKOPPnoobyGEEEIIIYQQQgghDqIh1Rz63Oc+x2WXXca5557LpZdeyrRp0wD6C1K3t7dz4403liNOIYQQQgghhBBCCHEQDCo5dO2117Jo0SJOPfVULMvixBNP5I477uCmm27i1ltvRSkFgNaaxsZGbrvtNt773vcelMCFEEIIIcaVQIbqCyGEEOLgGFRy6De/+Q3/7//9P5LJJB/+8Ic5//zz+eAHP8hpp53Ga6+9xpYtWwCYNGkSs2fPxrKG1DFJCCGEEEK8ydyxnsAyKx2GEEIIIcagQWVvnnrqKZ544gkef/xxli9fzr//+7/T0tLC+eefz3nnncfZZ599sOIcNhHDR+X78Dr7sO0EXrj3skxKKbTWwxydGI8sFeL4aYo7uolGEuRCe6/bSZsUwylGnuKOLmJOhBxRNGqPbaRNCnEQqD0/a0IMVswooAs5/J4MhooRamlXYvRTCqJhhuLOHmJ2lKx2Kx2SEKPKoJJDyWSSxYsXs3jxYrq6uvjv//5vHn/8cX7wgx/wgx/8gKOOOopFixZxzjnnUF9ff7BiPmgsE8LONoJcBgC3oQnPrtltG4XGyfUQ9PVg1dRRiFQj9z7iYHL8NIUd2wEw7G7cphkUgt23cf0MQWcHZiyGX1VPgDxZFgdPzPAobN0MlC5+sZZDyOjIbtu4QZ6gqw3DiRBWN+JLmxRCiBEhYgTodAqvr48wGiWaVGRUrNJhCTFkUZ0nSKUIslnsqioiyVrygYxkEWKgDvjTUldXxyWXXMIll1xCe3t7f6LoW9/6Frfeeivvfe97Of/88/nQhz5ENBotZ8wHjWtCwfdxahtAKQzHwUDv9jTF8bPkWzcC4PX2EJ15OHlT/qCKg0d7HnayBgwDy3HBCCgEb91o28onv+EN0Bqvt5uoZRFE6yoXsBjzVFDEdF3MaALDsTAUu/JEAFiGprD+DbTvAxAxTfxEY2WCFUIIsRsr9EhtaQXA6+sl5roQke+yYvTThTz5ttIDVa+vl6pYHJQkh4QYqCFNZb9LU1MTS5Ys4ZFHHuHXv/41X/rSlygUCnzlK1/h/e9/fzneYliEWhNtbCIsFgiyaXJbN+PmujHUW3c9KvB320dJcUhxkBmxBKHvo7Qm176NYvsWHPVW1yFTwdu7r2lf2qQ4yEwTq6oaZUB+Rzu5ti1EjbfanaHUbm0S3+ufsEAIIUSlhe94Ge59MyFGm3D3rvVa2rYQg1L2VGoymaSuro76+npc1yWXy5X7LQ6aIARVLGBGY2jfw3BcIMTSPkVKdV60G8VtaMTPZLCrq8GN8o57cyHKytAaKxJFhyF2dS3KMNB+DswEAEVMoi2TKHZ3Y0ZjGNEolqHxQ7kZFweHMgxCFNr3cZLVpWWFDLw5DNcLIdoymUJnB4YbwUxUYShNINdJIYSoOK0Moi2TKXZ3YcXjKMepdEhClIXhOLgNE/AzaZyaWjBlSLsQg1GW5FBPTw+//vWv+eUvf8kzzzxDEAQcdthhfOYzn+Hcc88tx1sMD8NAmSaEIYXuztIypYhMTlJ8MxFdwCFaXbrYhJ6Hv30LpuOgaifiSbdFcRAEnodyIxTatvQ/3YtMaOlfH4aKIF5HJJ7A7+kmt2ULdlUVTt0EikoK8YmDINQYjkNQyFHs6wHATtagnFKiXGvwY0kcrQkLeXJbt+DU1GAmaiiao2OYsRBCjFXKMPByOaxkNWGxiFJlGUggRMVppQh9DytZjZfPYVVX79FRTgixbweczejq6upPCD377LP4vk9LSwtLly7l/PPPZ9asWeWMc/iEGv32LolaowMfeNtTFa9Ivr0NtCba1EzgeZDugaqG4Y5WjANmxCXIZXfr9h2G7xjeSEh243rCYhG3rh4vk8GN9EFc6ryI8tNAmM++eW0sCT0Py1J4Xql7kKUD8jvaCQp5nJpaQq3xt2zCmH4kYShdiIQQolJCz0OFAfm2bRiui11VhcwZIMYC7XkEuRzF7i7s6hq054EpD0qFGKhBJYc6Ozv51a9+xRNPPMFzzz2H7/tUV1fz0Y9+lPPOO4+TTjrpYMU5LHQIyjRAG1jxKoJcFjtZTWA4/VlnpRTF3p7+cWTFvh6MSBTDkKcu4uDQYUgYBDj1jXjdXRiRCMrefWYonUkRFosAFLo6ibZMJvDlUYk4OLQGwzAxqkpPnTUaO5Ek57+V9AmyWYJCHoBiTzexyVMJbFumthdCiApTKIo93QCEhUL/5AFCjHY6CAjypZImXm8PkcYJFY5IiNFlUMmhk08+Ga01tm1zxhlncP7553Pqqadi2/bBim9YBaEmRGGYJnZNLXZNLaGyKIS7TpPGCQsQi+G9+UfVisUxIhG0ZWESyBTiouy0Bst1CUNNtHkyoVLktds/O5SNj+m89VE2HBfDdUArVFDAkycmosxCw8RQJgpwJzQDUFROf+c2Q4WY9lttUlkWWimc+kaC0JchuEIIUUGBZaMsu38CCyMS2c8eQowOhvtWW1amSWg5u82mKoR4d4P6hn7CCSewaNEizjrrLBKJxMGKqWJsC3TWQ1s2YTZDsWsnyrJwJ06joG0ixT5ymzdgxuJEJ09BKxPTdSm0baPYswm3aSKqcao8GRflpQN0EGIYiuzWTaA1dvMhBEYMRxcpbnwdTymiLZNBKYx4FcX27aWngloTOXwOniEJIlE+lg4ICDGUSb5tC9r3sesmYMTqQGvMnVvJ9vUQbWoGy8KIxinu2E6xtxczEsWcfjiBlt6WQghRCSaayMRmlAJCDaZcj8XYoAxFbPIUUApCjSmZISEGZVDJoQcffPBgxTEimAboMCDM+xS7dgKgfR9VyGBGaynubAcgyGZQSuFOaCazaT06CIi1tFDY2Yk1YYrMyCPKy/cJfZ8wn+sfzhh0tWNOmAGpVH/dl3z7NqLNkylu34KX6sNtaKDY1QXFIkQkOSTKSIfgFfHzQf9wBK9rB9b/z95/R8l1XQe+//fcVLm6OmfkHAiAAaQoZorBFCkrp7EtyZbs0Xv2k8P7yek9r9/M8tgaTfCYP4/HM6OxbNHSyMq0JIqSKOZMECBI5Ax0A527urvijef3x20CIAkGEE000L0/a3Gxuyudujh1695999k70wg6OFnQvz46RKqzG3foBMFpc9LRESFyMiKEELMi9InqNdzREaxMloRlQjIz26MS4pxFnoc3OYFfKpFobsZIJaXmkBBnQY7OTxNpBVFE5NYxptt6KttBOUmiSGNl8yfva6bSeOOjJ9dqu8Uiyd4FhFLmRcwwHUXoIMB4efmmYWA3NKIBlTjV+clMJIjCAG9yAh1FuCPDJFpa0AnpDiVmlkajowh1Wq01K98AyiBS5ivSunUU4Z82J1NdXfhKlt8KIcTsUdSHh+L9c2lKag6JOUOHIf7kZNx5emQEULM9JCEuKlL44TRaa5TtYNoOFjnQ4E9N4g/2k2zvRucbSZkmhu2AlcAbGwYUTlMTZjKFn5Z2iWLmKdvCtO24E1lbJzoI8UZHsHMe5JtIdy8ANFgOOow77dkNBQzbxso1UJP6LmKGKRRmMkXgeyRaO1CmiTsyjPKOYTd3YrW2obRGWTbR9EmHlc1iJlMYqQxay8GaEELMHoWRTmOn0kS+D4YE7MUcoQysXB7TcQhq1dkejRAXHckcOo1haEzLhjCkPjxAWK8SVErxatVahXBsCBS44yOEysBIpsgsWIA3Pk617xhWaTxevy3EDFKGBUFIUJogcuu4I4NEgY9hGuixAaLAI6hViYIAP50ns3AJQblMfWgIf3ISpWSdo5hhhgHKQIUhYb1KfeAEkedipVKExSG0Wyes1wgjTZjKke5dhA4j6kND1AdOYBLO9jsQ4qKjI7n6JGaGYSrsZJr68DBhrY6ZkGU3Ym4wnQSR51EfHsZ0EhjW3GiaJMT5IsGh05hKEXku0XT3hpcjPVY6Q314AHREWK3GBc7COkGuhaDmnszWqPUdxZQTcTHDlFKEXn26VX08J+18gfrwEEGlAlEUt+30XUARBOHJtvb1wRNYoT97gxdzUxgS+R5htRIvLzNNrGwed3wMvzQJhklQq6KrJSIMtGkRlMsA+BNFDK82y29AiIuPN16c7SGIOSIMAuojw/HP9RpBtTLLIxJiZoS1anyuBrhjY0SeO8sjEuLiIutNThNqhWHbmKaJPzVBFPgkWlphuj6GMi3csbhQdXDsCJkFiwlOa/9p5RuItMLUIapeRTmOtBEX504pDMfBTKXxS5Mk2trjbKLiGHa2cOoAr1olnUyiT2shbiSTaCP+3faqoDVBIo2WNdjiHCjDnE7dbsAbH8EuNGFaDn55Kg5cDg0Ap81JKxEH27WOs46mr+TZkYd2XXQyRSjLH4V4Q1pL5pCYGYZh4jQ2gVIoQEl2hZgjlGXhNDbH11J1hLLk2EKIsyGfmNMYCgzboT44QLKtE2WaYNkEQRR/iZ52Qu00FID4fCezeClhpCFbQEcRweH9eGNjKNMks+4SfCc9O29IzAkhCh2EWOkMTkMTyrYphw6pbhVnDE2zsjmUUkQ6ILtkKUEYoTIN+BjYpXHKe3YDkF62jLCxfbbejpgDIhSmY+NPVUh1dINpUTMcUp09RPX6yUCQXWhEGSaRVye3bAW+52GksnhGAjuoU9nxItr3sfJ5EitWE0iASIjXJ4nJYoboSBPW6njFSZRl4jQ1z/aQhJgRGkV9ZOzksUUqikBKagnxlsmR+GmUilvX24UCYbVC6Naxs3kII/xKlWR7B04YYjgJ6kODuKOj2PkGQt/D6VmCpyzsoI43Frdx1mFIVCmBBIfEOVA6ItIahUF9dAg7myOdzuGVyziNBZLEB3r+1CTlQwcxkklMJ4HZ3IZnOCil8MZGTj6fNzCA3dxBFMmZhnh7FCGR72OlsnjFMVQiQSrbQGXgOKnuXlIdXWitqQ8N4o2NYecbiDwPu3sBnhV3z9OVCtqPlzwGU1MkPBcS8pUkhBDvNB1GeMXJ+OcgJKzVIFmY3UEJMQMi133FsUUYhBIcEuIsSM2h0+np9szKIKhW4iDQyBBaR2jfJ6rX4247toPTUEBZFv7UJFYqjeFVMdBEpo2Vn255rxRGOjO770lc9JQCM5MlqJSws3ncsVFqfYexUkkiLwANZjKFlUpjZTJE9XqcRlstYxGgtcYuNJ18PrulFa0lMCTePmXaGIkEOgoxkimCySlqA/3YuTza84g8L07tbihgJpP4U5OY6TSUpzCmWzqqdBplxF9BZioNtizBFUKI88JQWNnp41Ol4i68QswBhm2ddmyRwjDkVFeIsyGXaU+jVVxzSAcBZjqDPxEXfwwqZdLdvSjLQgc+1f4+Is8j2dVN5PsoFFGthqUNolSW9NJlcUFgy5YlZeLcmRaK4BVtwQEMJ4kmwspm8MbH8cbHsfJ50j0L4mLBtRp2okSUasDI5chdsoEoDInSOSQ2JM6JUqCmD7iiCB2FEIGVK4CKsBMJ6oODBOUSTlMTiZa2uHtZpYyTzlF3smCa5DZsIKy7kMoQGPJ1JIQQ54MyDbILewn9AMM0MVISnBdzg5lIkFu5DB1GmLaFsiRtSIizIeHU0xgGRL5PFEYYiSRWNs4AMvINKMOgfPgA/uQkGkWitY2wUsFKpghqNXQYoIhw9+6g9OI2/PFRIif5Jq8oxJszlCIKw7hYeiKeU8pJoEyTqFLBL07gjY/jNLdgmBaR52LYNpFbR4cB0bGDlLdvpX70ECTTRPKxF+dIhyFKKVAqzvoBlG2jLJOgXMYvFgnKpTiLUhmEtSpWKk1QrRJpjTU1QuWFLZR3voThOASmXLUW4k1JHwExU7TGLU5QPniQSl8fnHbhSYiLWRQGVI+foHzwIPXRManVJsRZkrPEVzAwbAfDNiHwUbZNqncRTipLfWQIoggzlSbZ3EJ9aJCgWsUvlUi2thJ4PtrzCStxO1BveAjl1Wf5/Yi5QKMwbQdlGPjVMqmehTgNBSLfoz48hJFIkOzsIqxW8YpFdBBncSQ6OlCGhTca1xsKymWolGb53Yg5wTKJAGWaBJUSqa4eki3taM+N55tlkWxtw0ykcEeGiYKAsF4nu3QZpgG1I4eBOMgUTozP7nsR4iKka+XZHoK4iOkwoj40BEBYqxFMt/4W4mIXVusnz8Xc0VGi6fpDQoi3RoJDp4kb7MT1MPxqFSuVJKyU0b6LYVkYyRTexDih56JMEzuTxZ+coHxgP4lCA5zWZlZZ1sl2zUKckzCuGxS6dexcHsKQ0K3H2RumSeT7+FNTREFAoqUFtzhO9UQ/fnHyNW08VUJSx8W5U0phmlZco82wQCkizz/Zql4B9ZFhdBhgFxoJKhXcsVHKBw9AFGHnciefy0hKhqUQZ0UpGB+a7VGIi5gyDAznVMamkZD9sJgbzMSpea0sC8OWJetCnA35xJxGa40mXlqWaGwirNZQpoEOQ3QYkmxuodLfR7q5NS7epyPMdArDsok8n+rgEOnubrAdjHwjnmFjGKA0hJLWKN4mbVmoIMDKNUAYxScGkUb7Pk5TC5HrYqZSJJpb4pPx6RNvZSrQEcnWVnQUYTc3407XwDJVnGkrDcvE26G0IooiMIy40LSGMArAC0g0t4AGI5PFzucJ6y6GZRPWq1jpDGG9jjIMkh0dWLkGgmwjAKYRx5ZkTgohxDtLo8kuWUzkBygjXiIsxFygFeRWLEeHEYZtEoWhpEIIcRbk43KaSEcYhomVTBFWq2AaKCeBkUiitaY6eIJM70IUGiubpTY8hD81hTs+Fmcd1evUBgYwEwmiWo1EtYg+cgA1eAynLst5xNujtCLSmqBcJvTqaEO9slteLo+ZSqFsG79Uwpso4k0U4yU7fkB9aAh3ZAQdgVOZxBruRx87iDF8HMuXpY/i7GlDxR1AopCwXgfTwEpmsFJp/MkJtFIkW1rjRCLbpj4yhF8qURsaxHRsvGIRd3QUZVmY1RL2+ADRkQOYI8ex/dpsvz0hLnynZSoLcbaUUmg/wp+cIqy5cYDoVRJBDbtSxNHeLIxQiLdHGSZhzcWfnCLyQgxDClILcTYkc+g0pmGhVQBRiJHJQBDgjY1gNzRiFwrYjU2AIqjXMaKIV7Z8ir9Yk+0dlPbtJ9HcRHloGKL4AC631MJOZvAlHifOkqEAw4oDQIZJWK/j12sYlk2ipQVlWkS1ChgmOjp1wqCBqB4Hf1JdXZT37iXZ3k61rw8AO5cjlUiALenk4uwopdBoDNNGpZ14aWOxiJlMkGxtRyWSBKUpUAY6eOV6/5c77mW6e5jasYNUTzfVY/GcVIZBbqWDclLSUU+INyLBIXEOoiBkct++k8eo+RXL4bRV505Yo3ZwNxAvzXGWrsGXUwZxEQhrLuVDcV3D2uAQjZesh/MUHzIUWDpAKwNfy/meuDjJnv50SqG1BhSGYVKbHMHO5TEsi2r/UezWDqJyGTOVJqrVSba1409NYjc2YdgJMgsXoCwbHQSAOvmlCxBUKziRD8a513xRaAytCZXseOaDMIxQKs7ACMoVzGQSw0lQP9GPjiISjS1EQUAUlrEyGdBxtz0n34BfKpNfsYLQ9dBB8IrgUeh5Z7xa+PZoTB0RKVMaQ8wDWmswQJsm2q1j2gmiTIagNIk3PkairYvI89CAYdkkW9sIanWSbW0E1Sq5FSsISnFBXWWc2o/p6aD7uQeGZD4KIcTrCiOUUlgNBcJ67WTQ/mXac0/9HASo0AdTThnEhS/yA4yEg5lME1TK6DA8L69rKo05NYQ/NoJyEjhdS/DkNFtchGTWnk5H6ChETRdVTba0o8MIv1bBaWrGyuTwXA/DtvA9FyuZxmlsJqrXmTpyFLTGaWrGTKVwi0WyixZRPX4cO58jdL0ZaSFueC5T23dSGxylceNqrN7eGXjj4kJmWooo1GDaWNksaNCBh5XNYefyhK6HaRrTwZ8Qq6ER7QdMHTh4Mmsjt3Q5ZiqFlU5h53KEnkeqvZ1InfvlFKUjvMNHGd65j0xvJ7l1q4mkGPvcFoYow0CZJiSSaAV2OkNUq2K3N2IYJqFhYDlOnOVmWiRbWykfPkzkxUsUckuWxc9hGCSamvDLZZJtrWjj3PaTSkd4h44yvEvmo5hjJNIpZoiyLaxCG+O7D5FqayKbSuHgo6qToEGlcxjJJFG9jl1oIjSlmcX5ZqkIQ0f4ykRrqQn1VpmpFH5gM7H/BI0rFp23RiymDvDH4u7A2nOhXoZk4by8thAzSYJDpzNMFKBMKz6pjjSR72MlU/GJd+BjpZJgWSQKTVT6jsYtxcPw5BIzb3yM7OIlaEBnGsimU3iTUzjNLfjGuZ+geIPDlA73AzDy1Da6W5qJUulzfl4dBPiTJax0CiMly4wuJJEyUCoCIqIwIgo8zESCMAywLRtTGYRuHSOdJnQ9DKXw3forlvMElRKZhb2Edor0ohRBaSpe+pNpOOfx6XKZ0S0vATC17wjJtlbMrs5zft7XvI7v40+WsTMplMzRWWWYcUaOUooonA6oWzaYJmYqBVqhqgozmY476nkeQbV6MjAEcTZlbuUKtGWTzDdgTU6CZRFNF6h+u3SpzOjzp83H9lbMzhmcj76PN1nGzqZRSTlhErNFThbF2xfUPIoH+7EaG/HdgProJEmvhlscA8BubMZetAoV+oSGTSglEc4rR3v4Rw/guy6Jrh78XIsEiN6i+vgkbrmO3djE1NFBUm2N0Jh5x19XGybKdtB+fJyjbOdNHiHEhUmCQ6fRUQS2jdKg7QQKFyuVjIsBl0okszmCwCd0PbBMrGyOKAwwUylS7R0oy0LZdtzhzPMJrQRRrgWVb0HXyli1EmEqiz6HgzplnwowKcsE821kfugI5flEdZdy3xDlkUnsdJL+LXtAKdZ98laUZTK+8xBhENCydglWIf+2xzzTDEMRnWNLI6V4zdKVWqXKwV0HyeQyLFq5CHWBLNvTkY7TYkONsp04SwhINjQSunVMy8KwLCLfxzAMvPExlGWT7u0lqtcxMxkM0wQUKpXG1QYq04jp1zAqJUilCY23vyswTDNeaD39b6JmoG2o8j3C4hTj+/vJdLdg5zIMbt2HDkJ816N5WQ/ZRV2Y2XMPjJ6rmZiP8No5OTY4wvEjA3Qt6KClq+2cn38mhej482FaKDuK95lRhNPQiDs2jpPPY2ZzBNUKGAq/UsVMpcgsXEhYrWLlG6Zbk4VoK41npVDtOYwwgGoFK5EgsN5e4EVZ5z4flY7Q5Qr10QnKQ0VQBo3rlqIsk4M/fJzRPcfItjfSe9Va3FKF5nVLsfLZtzXed8LbmZNn2idqrTmy9zCVUoWla5aSysz+500IMQMMhe7pZnCqRDqToSGdIQqqJ2+O3DqoOANUzIJKiciNl/a5J/pJrGiUJUpvkXZSVAqNlKo1mns64W0eS5ytIFKkOnuIKlMoJ4lvJSXbU1yUZE9zGmXEvZS1UnG3cOJrc0pH2Lncyc+4ZdvxSXk6g1scR09OEfo+yeZmKseOoSyL/PLlaLeKKpcwdMjk7n0o26Zh9UrCbIHwbS7nsdpbab1qI/5UmXRPJ5Fzdjs9I/CpHx8mCgO8Uo3ID0nlkkz0j9K8tJv+LXspHR8mrLkcfmgrOtKUB8dZ/uGbzr0OSBRNb9DXP9hwy1WGDhwn05CleXEHp18drZcqPH//MwweHuDKO6+mZ83isx5CvVrj8Z88ztH9fVxz+7tYuXF1PLQw5Nv//bs8dv9TKKX4nX/7W6y/8pKzfv53gmGaaKXQCrTvoQybyK2CMjAdJ+7baUBQK+Fks/ilEqnuHipHjuC0tEK1RnlgAMNxyKxKY1VrGDpictceUJBduBCnvQNPvb3MtiidofPGd1EbGMIpFDBbms/6+1ChUVoTTpUpHxsg8kNQinRLnuOPbyc0LCaODGKnEnRsWEbx8AD1yQrt797wtsb8yteOiyQbtvWGc7xWnGLk8BD59gKF7lZAc+j5vWz92RYWrl3MxluvwE6+vStFxw/18eC9j5DNZ7jhfdeD1vyH//u/MDZcJN+Y44/+8+/T2t3+tp77naCUycmjHt8H20YHPjoKcQoNGJZNFEYYjoMOfAzDRJkmlSNHSHV2UjlyhMjzSHV2YuUasCoTmFFA+Vg//sQkidYW0osX49opzjZDQqczdNz4Luovz8fmlrOaj4aO8AdHKA+OEfkBiXQCv+4xufco6a4WRvccA6AyOklleJzjz+2hNl5i8V3XTtesO3c6COIle2/QXrpaLDF6ZJB8awOFnungodbseeIldjz2IssvW8m6mzZhWm/8NV8cGeeRHz5KabLMTe+7nu6lp5Yq73z2Jf76//07AK6742r+1e98YjrQLIS4mE1M1jlyeIhD2w7SuqAVZVss68liZjJYyTRGKoWnXz4KFufb6ReCjUSCSBkSaHiLBsZKHNxxlMHDgyy+ZCnJbIaG3Llnyb8ZW4XUB/ux0zmCqQkswyKwc+/46wox0yQ49BoqPvHRIYZlocMQZViEtRJmKoOyrPjAXSmU45Bqb6e0/wCZ3h5KBw6iTBMrlSLyfcq7dqOUgZlKo2ybVGsrxW0vYmYyZNdfQuC8/tIYU4dEynhNlpE2TKwFC3CMeKx6+uqwoSNAv3ENGddl4NHnmeofpnX9cg4/tI1kIUvb+iVkm/PYDRlSzTl03WX8QD+Lr9sAyqA0NIZCo8MI7QeohPOGJy1nMrq/n8e/9nOyTTne9cmbyLQ3veY+kefz0Fd+wuEXDoJSfOCLH6Fj9aKTtx/Yspcnv/8EAMd2HePzd/8OybO8Wr9zyw76Dh7HNAz+51/8I//P336RQksT9WqNJx94Foivlh/df+yCCQ5prYk0caZGpMAEK5HGr5bRSoEyUIaJaTtgWqQ6OiEMcQoFkk1NTO7ejZXJoLUmHB2hfOQoybY2NJDp6GBq3wHMvn6yl2wgSLx+ZkA8G/WZ08ubW8i0xgGTl2teKyJUFBG9WVaS6zL0xAtMHR2gbcNyKmMlBl84QNPyHjKtBVpWLWJ4bx/t6xYTBSHuZJmGBW14NQ/lxkWPSby9oExQc9n+L09yZNsB1t9yGctv3PiKAsknh1iq8KP//B1G+0axHIsP/z//CsM2+d5ffQcdaQ6/dJimziaWXrH6rMcQRSHPPryF0A945MdP4CQdlq5ZwthwEYCpYonBvqELKjgExIH0KEIZCh1FGHYcCIriyYoyLcKwio4irFw2DhbZNsow0WGInctRHxkhk0hS3refZHs7/sQkqY52vIlJxp96huyK5dDR/brZlkppjCh6TbBdnWE+vsyMQrQyiM6wD1M6YvKlfQw+v4dMezOp5gYO/WIr7ZcsxTBdzI5GmhZ3EoYhTQs7KA2OsfDd60g25zECn/AcC7Zqrel7bg/Pffdx2pd3c/lHriORf206vFeucd9ff4+RI0OYtsWH/vSTNC/qYOTIAD/823sB4jnZ1UzvuiVv+JpP/fxpfvzNnwFwZP8x/vTuLzI6OIrt2Bzee/Tk/Z78+bN8+LMfIJV959PzhRDvrLHRMo9+8xGiKOLY7mMUWgqsXNWFYVrUBo4DkGjvIiq0S+fIWeAlciQXLUV7PmRyeNL56i0b6RvlufueA6B/Tz9tva00LHjnX9cyQDtpKv39WJkMzrmtkBdi1khw6NUMI66joRUYJoZhTle+T0ynGEQo00IlEgTFIkEQkOntwUgksRsbsXO56aBSHEjRSpFoSWM4DpW+uFZQWKkQFsegvfsMA9AwOECtOInTkENZFjS3oqev1io0jI4wun0vZjJB47plYFicePAZQten6+YrUc3NZ3xrtf5BxvYcBaWojEwA0LS8h3qxhOFY6Kkqy99zOSee34uTSVGbrGCnk2TamqgeG+LY0zsZ29fPkhs20n71+jfMAHpZ5AUc3XqAR//X/VQmypRGJjn03F7W3X4FURBhnpZp4VbqcWAIQGsOPb8fJ52kaWHHyb+d3Epav+WLKFEQ4NZdkpkUXtVj66Pb0Vpz4/uuIQziM8dkJsWNd17DAz94BMM0WLrmjU+ozidlmBihH2demXEXvAgwkykMx8GfmoqXNFoWketSHx0h3dWDU7AI6nUyCxcCcbez+nBcLE9ZFsnWFsrHpudkrU4wNgpdZ/4GNbw65Zd2EoUBhRXL8EoVzIY8Ol/ACHyYmmJi72GCao3GFYuwCnmGnn6J2kiRjms2YS/o5vWuQFaPDTC68xAA4/v7cGsB6dYCQd1jeOdhGnrbWHjNek68cCAOSpoGGCbZjiae/+/34lXrrP3AteRWLnrL27Q+Nsnw/n6iMGLXQ9tx0gmGDhync3Uvua7W19y/2DfCaN8oAIEXMHZ8hJZFHa+4kvd2skZ0pDmy+xB7nt/P8cMnuOF91xD4AZ29HXT0tjPYN0RzWyNdi2a+htO5MIjfulaAYaF4eVmug6GnM18MA601ViqNOzqK3dREesFC0JpkezsoRaKjg3C6a1nke1jpNGgIKvHyhvK+/TS0tBFYrw3+Gb6L19+HZTtEUYTV0U7kpABQtSqT23fjV6rxfGwqEGZyhIPD9D/8LHYuQ/t1l0PulVf1guIUfY9sA2Ci3I+ZStK6dhFDLx6Ib/d9Fl2zjtpkheGdR3CyKeqlGlY6xf4fPUnrqoV4tTqNKxe+5dptOtKMH+ynMjZF66J2Hv77+0HDoef2snDjEjrXLsI8LSDvlqscfnYPI0eGAAj9gPH+EZoXdbxmDr6VOel7cW2yfGOO1RuW89JTL/I//uIfsWyLX/29j51conbDXdeSkFpfFwytI8npEG+fjjj9KCoKQ6JahbAc749RirBaRjW+dr8i3nkahevkQcrWnDUdvupcIYze4N4z+LpBQG1wAICgUiGs1V5zjCHExUCCQ6+iDANtGqgQiKK4qK9poH0FhoGRyRDV6qjpPAorl8dQRrwEpr2dsFaj2tdHZulSnEID3sQkfq1Guq2V0PWwMimINEYyyZmaK5qey9TxE1hOkpEtL5FfupCMbUEmS6Q1lMsMPfMSViaFYRqUD58g0ZilZe0S6lNVijsO0HJDM2cqN2E402mqWpPIJsEAJ5dhaPcxujYtp1oskWwOCUMY3hafDK28fTN+tc6uHzxG16bl5NubOPbMbhqX95Bob37dK0oKDTo+2d//5A4SmSS1UpWV16wlW8hw/3/4NhOD47zrY9fTtqIXv+5Rn6qw+pq17H58J6ZtobXmZ3/3Qz72bz+Dsi2WXraSzQNjnDhwnGs+eB2p18kaKk1MMTFapKWzldAP+NZ//Q47nt3NL33iFkYGR4mmvygO7DzMRz7/YSZGJxg4NsANd17LpndvJJNL073kwukCpwEMAwLAdiAMUMQn0Mp2sNJxu06VTOGODJNsjbOCzHQqzvTyfWpDQ+gwJN3VjTs6Rn1wkNzqVegwwnRsUAojleT1vkL9oWEiz8dMJBl49FkaVi7BMBSWqSgdOoEOfNziJMnmAhMHjpEo5GjduJKRl/Yxsesg7R1tRM6Zj3KM02rCuKUqLWuWUBmZpD5ZovvK1RimxeSxYRq6Wzn23B4auloYeOEAVjrB4msv4cSLhzj4i61ctnIh4etmmABhRBRFVMamePx/3sfEwBiLr1zN0s0ryDbl2PGLFwi8gKt/7RbqpSrF/hHyrQUal3QwfHSItkXtDB8ZIplN0ra4g3xHM+//vz7Acz95lsXrl7Bw/dkFFKMw5OHvP8yP7rmfJasXceev3MbA0UHu/NVf4vjRE3z2Dz+FW3dp6Wihqe3MAd/ZEini4LkyiDwvDphbFlG9hkok0UwHe5JJItfFLhRQmrg4dRDEGZieR/XoUbKLFoNh4I0XyS5dGi+nMhTKMKmPjsbBwDONoThOUKpRPLKfwvJFmMUiZkOETqSoHjrK1OF+lGlQGxnHcX0iPUxQd+Ngv2FQ6x8ktfqVB27KMqczoeIdW7opT2lgDB1GdF21BsNJMLKnj2xXExrF8W0HaF+7iNG9fVjpJOiI6vgU/rZ9dFx9yRvW/lEKtOdTOjHGw//1X1iwcRkTA0XWXH8JfTuO0Lt+EUe2HeDRf/gZq2+4hJU3bCTd3MDR5/ez75k9dCzpZPDQAIlMgtbFcQC9dVEnd/zmnWx/aBsrr1xN98qFb/jvWJ4ssWrDChzHolys8OR9z3Li4CDrN6/hpWd30XfgOH/2t3/E8Ilhsvksbt2VukOzSEfxUYMyDQjlhF28fWbC5voPXcverftp7WqhqauZoFTCKTSiDRMzkQAdYdaKeIkcIbKcVFwcGtob2HjDBob6hll2yVLszMxG2BJWHJh3A/XKrGZlYBcKmIlEnFV9jpnEQswWmbmvok0TpTlZzFTrCMO0UMk0WhkowukK9Bozm4mXSNTrKDNeKlEbGsLO5YjqLuneHlJdXfhTU4RhiJlKUDnWj92QJ9PUhApqGGEUF081LDzTAcMg09HByJYXyS9biJPPENTq6EoVb6pCotBA09pljL60n8rACB1XrMPOZQiqHuVdR+JaSZOTkH/t+tpkdwcLb9lMdXCMTEczG37tlzj4i630XrWGyA9QUURtbIqJvmEAEvk0iVyKwA9YfN0GJvpHCf2Ale+9iv7n94PeT9empVjpBAPbD6FQuFWX5iUdHNt2kCiK6H/pCGvfs4mWBe1k2wo8ds8v8F2fkSODADzx9Qe56mPX8/Q/P0Lnyh6WXrWK7pU9+K5H/+5+7ISNV69jhjaZxhw3/MqtKKXw6i79uw4zMTrJ4vVLSKQSjA2MYlgGj/3kSbY88QKb3rWeBUt62f7kDgB+dM/9fPy3P8QTP30GgNWbVjJyYpgtjz2PW/Nxay7X33ENbT0dDPSf4IkHnyaTSXHV9ZsxLJOGQuEdn3+vR5km2jZAq/iKselgOg6Gir+cjFQGRUiiqQnTsgkqZSLPx04kqE9OEpRK5JYuIwpDGtauIShXCCtVTMem0n8cK5sh11gg8moYTBcYtmx8K4HWGsO2SHe2M75zP62XrQMgCkK84XGShRwoTVB1mTzQR35JTxxIdSzsZJLK+DC1I30kly+Jl8G9SrK7nQU3Xk69OEnDwi60UmS7WwnqLkHdZ+LYEPWJMoUlnSTzWbLtjeQ6Wyj2DXHosRfpvXI1lbESW796PwuvWkVDbxtjhwaYPDFK8+JOKuMlhg8OkGtt4ODTe8i1NrD83WuoTlTItxfwXJ/H/ulBAPp2HOHolr08970niMKIDb90GZ7rMjlUJN/awJJLl5EtZGnqbiWMNCvetZaVV6/Hd11qUxVOHOjDrXksvmQZdjJBUHeZGBrDSjg0drbEV7AMmByZoDRR4t6v/hiA/S8dJN+co1qv88TPnmawf4iexV2Ytkkml0EpDag4GKsjXtr6EmPDRdo7W1i9cd35moYnKcNE6xCiuDaUNoDAjzs+GibKUkRRCDrCSKZOds6LggAzmSQol6kNDJBbuRJ3cpL8qhUoDUG1RqXvOEGlguE4FNavJahWSToWkRdAJkOozPi8ONKUDveRbGkk0dRA5AcE4+PoUGNn0rRuWoPWEaPb92EmbLquvQy3XKNp9RKmjpygPlYk7bno0+q2Gfkcy95/I5MH+0gWsmS7W0n3tOJWaqSbC9QmK+goIvKCk/vJZEOGTHMDR5/ZzcD2gyy/7QoMy+D449upFcsUFrRhp5O4UxVKwxNkWgs0L+9h4KVD7Hv0JQI34JpP3cJY3zDpxjy7H9/BJbdcSmmsxKHntgPw0s+24tU81t56GVGkKY2X6F2zkIWXLKZ7dQ8NbY0oBb7rsfLK1ay/6VJGjw2x+6kXaV/YSeuiTmqTJeqVGnYqgWXbuJ7HC49u40TfANlchsfvexqAgzsPc8WNmwBo72mlVq1yYNchcoUcj9z3OLd+8EYWr15K4IcYpkkURTz/1PMURyfoXtDBmo1rkTol74ywWgPiLoHo83M1XMxNtVqdVGuO23/9dry6x4H9x1h/+WbCSgU7k8GvlPGnpojc4ziNTZjdiyVAJC4Kg4NjrH73Wi5NXcbI4BjlUm3GnjujXPzhQcIwINPSQVmdWmYdmBZmwiGYmkCZJqr9wsr4FuKtUnoe54uOjJRe8Xs+78RdobRGRSGRYaI8D810bQ1lxBkcUQiouJOAjohcDyOZRGtNrb8fK5vDSqeZ2n+ARHMT3uQU2cWL8SYmsXIZvJFx6sUJ0u1tuMVJUBCFEdmFPQSNrRhDgww/9yKtV6xnYvdBcot6GNt9iHR7C04uQ1B1GduxH4ivIC649V0MbdlD+fgwhm2RX9JD47svjwNFkcYwFP7ION7EFMmGLJXhcfxSFacxT2V0ilx7E3vve4pkPkPj0k50pDj4yAus/+B1VMZL7H3geZbdsJF9v9jGJR98NxP9Y0RAx+oFhF6AVpqgHlAvVYmCuJ5HIpvihX95iu61Czn8/H4CL6B9eTdd6xZRK1U5uGUfdtKmZUkXubYGsoUstVKVZC6FYRgMHh1i9zO72XDTJu772k9xHIdf+vStZBviwuBDRwZ44ZHtbLp5E+MjE5iGQXNHE+PDRQzDoKElj+8FDJ8Y5efff4RLrlpLJptmyZpFOEkbJ5VgeHCUoRPDlMoVFi9dQDKVJJvPsPel/SxZuYinn3yexcsWcGxfP0op3vWezfQs6sYwDR574AkmJkqsWrecNZesJpt/89TR1tY3v8+r5yRAw/S81GEQ13nxXDCtOHCZSKHrNQzbwR0ZxmpogDBics8ucstXErkuYbVKUK+TaGlhat8BUi0tuMUJUt1dBKUyTqGAPzVF+Vg/uSWLKR/tI9HSjDdVIt3RhurswYh8vGPHMWyTiQPHsBI2+aWLwDDxKhXwIwafefHkmDuu3kgURJx4fBtmMoEOQ3rvuhGzsYEo0phK4w6M4lfrWJZJ6LlEQUSiuQGztQWlYHzLLo49tZPmZd3Y2RRhGJJsyDJ5dJh8dwu7f/wM3ZetRNkmTiZBprmB0A+pl6tYCQev6qIBr+5z+Jk9NC9qAwwS+RS7HoiXDq25aSPZziae+MZD+HUPZShu/PXbGT02RNOCNnY8+iKtvW0suXQ5peIUSimG+0fZ88xuelf20r6kg+JAkWxLjh///f2kcymu/9B12AkL07aZHJ1g66Mvsv7qtYRRhFf3UEpRnqqQSDrUqnV2Pr+X0cExrr3zXYyPT9DYWqC9q5VcY46R46NUqzUKLXmUYZDLZ3n20W00tjRQq1dpamti1boV7HhhN/VqnYXLFrBo6UJ6F/e+pW5Vb3dO5rPx/NOui3ZrqEQKRYQOo7hjo2ESaU1YLGIkUwTlcpxJlG9ABwGEIbXRURLNrbjDw5ipJJVj/eSWLcGbmMJMpbBzWUoHj5BZtIDyoWMkGhuoT0xipZKkFy0CrTnxwON0vGsTw89uJ9HaRLKlmaBcA8vAzqYZ3bYXvxwvUWtYtoD8kh4O/+gxAKxsio5rLsXq7Dj5vnRxAm+yjGEb1EcnUbZFprsdlU5ROzbAxJEhSoNjZFoLmMkEBx9+gXUfvIby0ASHH99B89IuJkcm6dq4jExznmLfMPn2ApmWBk68dASv6pJqymEmbEYODRKFEa2LO9j+k+cIXB875bDp/VdTGp0iVcjw5DcfJl3IkGnMs/SqVZimQboxQ2m8hO3YTAwXUabJCw9t55KbNvDz//0gOoq463PvpVauMXBokEQmQVtvG/Way7bHXmTlpuVkChkKzQ089dNnWLlhGbW6y+R4iad/sYVqucYnfvuDJLNpVl66nAfvfZRKucLSVYupV11e2rKLDVeu5fCBYxhKcdm7N7J/7yEGjw/Rf3SATVeuJ5FMMDVZZtGyBVSrNS7dvIF8oeEtd1B7u/NyrrPGh9DuBDqMCGt10KBWbJrtYV20CoU0ExPVN78jc29ODh3p5/juPvoOHKfQWmD5xqUsak+gwwDDcQhrNYJKFaexcTrb04aGFnzjVKFkMwrjYLn19ppZzFVnM6/OxVybkzPlxL4jHHzhIOOD43Qu6WTRugW0LZqZokPJ6jD+xDgAhu2gupYwvTIbR3t4h3afvK/TtQAvdfEUHpqpeftW5qW4sEnm0KsordGGIsTEjKK4pgZqul23CZaJrvpxKuF05y2VietkhJUKyfZ2olAThQHOdO2fzIIFoDVWLoOue5SPD9B86QbGnnuB7NKFWE6C0uFjVI6dIGfZ1Ko1CmuXo4OIxrUrCFwPf6pCat0KRl7YTcv6FXRctQGUxitXicIIM2HTtHYpTkMWHUV4h44wuuMQjSsXokyDysAYmc4W3MkS7kQFO5tEhRENnU1UJ8o46SRONsWxx3eQbimw8aM3svu+p2lc3MWSd6+jNlFh+Y0bqU5UAUVjbwsv3vsUvZcuJ9/RSLFvhP2P7eCyj1/P9vuew07YbPrA1VSLFTb98tXUqzVyrQWUoci25nFdD8O2UCgsy8St1Bk9PkLx2BgtSzp4/N4naF/UzpP3PY1X8/BqHge2H2TTdRtI5pI0tDRwyTXrSTgOlmGw57m9jA2Oc9fn3os2YODIEE7SYfGaRfxfV6zip998gN3P7mHLg1u541dvJZlJMtg3xNRkidWXrGBoYIT7v/MgtmPziX/9QQ7sOszmd21i8PgwTz/0PABhGPHMk89z58duJYxC8vksA/2DKKXZfM2V1Gt1DENhn2UHuTfz8umU0ppIa6IgjJcyWnZcBisMiawILDNOYzUht2wFylBxNzPbIfBH0JEm3daKRpHu7QUVZ78F9TrVE4MU1q9j4sWdZBYtwLBMvOIUtaExctksOoyoDo+SX9BFw7JFJwOa2g/wJ8okWxtpXLuUVFOB+niRKIwDqC0bV2DaNmYyQa3vBFNPvEDjsh60htHdh2m7dCXoiPLAOKmWRmpDRaxylURXB4Hr075uCX3P7AQNqz94HTu++xihH9C0rIdF163HtG2UZVItlqiXXdxy3MUt05QDpdj/xA4WXraCjtW9WEmHKAhJ5VNc9ckb2fnANrouWUzg+tz8uV8CQ1GdrNC/r59sY4Zatc6SjUuZHJrgpQe24jSkCP2I5x/cyqK1i2hf2I5pmfSs7uHEwUE2XncJSiksx+LQS4cxTIPiyCTZfJqffO1nvOcTN1GerLDysuUUhyd46PuPMjEyyS//+ntp6mwkiiL++X/dy/ZndvKhz9zF4z99mm1PvsQtH7ielrZGQq1BwVO/iAstfvAz7+Wh+x6nuaWJdDZFIuEwNTHFnp17+Xf/73/gupvfzfs+8l4UkErPbBFhrVQ8MRUYdpxdFlk2SkVEysQATMsiMgwiHcX1dywThcZMp3GnpjCTScyEM/1fApTCdBJgGDhNBWr9A0RRRFCuEJQrpHs7SUSa6okhEk2NeOUqLRtX47suLZeuw7BtKgMjWJkkfqlKdWiMxlWLMWwTZRi4k2V0FGEmE7RfuY7ICxjZuod8zzhOYx7DUIzt7cN0HJRlkO1upXjgOJZjE7gBqeY8tYkySilObN1Hpr2RjZ+4iYHtB7Ezca2jxmVdlItlmha0Mrz/BFEQUh4rEWnwqi5W0qE8MkmmrUD78m72PPoS7cu7WHfLpThpB88NGOsbofeSxURRxI2f/SX6dh4hU8ihtGbk6DCFeiN7t+whjDSX3XY53/lP3yFTyLDz6V3UyvEV0j3P72fJ6oW0dDVTq7kc29uH1pqVm5bzs//9C977mduplmu09bRRKVVJZFP4XsCn/u9PUJyYwlAGY0Nj7HsBfvC1+7jjo+/h+cdeoFyq0L2ok6//7Xf4zT/8FMWxCYpjE4wMjNPc0kToR5RLFXINWQqNOYpj4+QKWb7/zX/hicee5T2338Btd95MNpc7Y+F3IcT54ZddDNMk15AhnUlSGpsiamlEAYaTwEylCV2PKAji7GFDoaqT2EEUXxSMFJN9w2g02aULMBoKaNNAhyG+62EnnHiJsBDnWWl8ilQ6Sa4hi2PbVCdmLnNIGafmtDLNVyRwasOMPze1OMBiJGb2XECI8+WCDA719fXx7//9v+fZZ+PuUTfccAN/9Ed/RFPTaztczcTjTqeVQkUaIwrBMNFeAIaBjqZXlkYqPicyDLRhgtYYpoV2XXAcokoVI5shrIU4TQVM20abFv7EBHY+j+/5NK1ZiWGaNF+6HmWZlA73k13cgztZJgpDnIYchBHlE8NkejrwJqZoXr8cpRSNq5eio7jImmlZWPkcWivyS3rBNDAsE3+qwsTh4zSvW8LozsM0rliAsi2slEPx4InpZREWBx54nlxvGz1XrSXfHddxAaiOTlAtTuGWanjlKk1Lu7CnqjiZJOPHhsm2NDB+dISu9YvZ8ZNn4wLO165nwRXLmRwsUuhsJtucozpZpTpRJt/RiJNOUi/VKI2X2P3kThauX8y+h19k2eaVPH3vk7T0trL2mnVYhklDexxp91yflq4WhvtGSGVSLFy1gB/83Q/ZdONGHv/u42itcVIOSzYsYdHaRYwcH2V8cJxnH9uO45i856M34nsBJw4d4orrL6V7USeWY5FvznPopUNUKlV0pAl1RCLhxEGqmsveFw+w6ZpL2PrUdg7vPcptH7qRn373objorW3xvXt+zOf/8NP8h//vf8V2bH7jtz/Jt772bSYmpnj2iW380b/5XZauXHbW8/71KK2JFPEynpDpeiwKPJfQMonjlBork4UwIFIGyrYxTBNthJi+T6KxMf49mcRKp1GmRVCtYjkOofbIrViKlUrQsHZFnIU0ViTd2YZXquCXK1hJh6Z1K6kODGPnstNBqQi3OImdzeBX6zi5DIZlkGhuwsqk8EtVMp1tRFEEQUh5YJT8gnaUY1Ifm6L90pVorRl68TD53lYGt+6hMlSkcUUPHbZDrruZE1v2nYyOTfaNEPoBAG6lRiKfQQcR9Uo9PqC1TJoWdVAvVRk9MoSdcsg258m2NpAsZJkamSD0QyZOjGMlbDZ/4nqOvXAQr+7Tv+som967mae++ziViTK9axfSuqgdr+aRKWRI5uM6K5Zjcd1HridbyBIGIZZtUZmo8si3H0FHmkQqQbYxw9aHXgBg821X4KQThJFmz7Z9bL75Mvr29pMrZPnwv/5ltjyyDWUZ7HnxAKs3ruB9n7ydMAp54ZkdnDg2xLtv3czDP36Sf/2nn2Kgb4h9uw7wuf/Pv+J//oevM3RihBVrljI6NMaPvv8zBo4Pc9m7NnD19VewbsNq+o8e5yc/+Cn3fOVb/J9/8Fluee/NzNRyH0VcMNNQBlEU12UzDBPCMF7qGAbx0i/HwUql0GGIkYjrDwX1OnYmQ1ipohwbZZqY6TSFjeuJqnUSzU0ow8BuaSbV1UXouTRuWkfkeoSuS2HtSuojY5iZNInGAl6pTOTFrd+dfJbI84miiIalC6iPjON7AU4qSbqnlcgL6XnPZgg1Azt2kG4u4FXqJBrzTPYNk2prxE46GKbB8ad20LZhGcef3kVluMjSO6+mcXEHB34WB+cqQ0VCP2Bo11HsTIpLPnwdAzuPsGDzKqIg4ugzu1lx80YmThRBKY5s2Ufrsk4qxQpd6xYzeOAEy69Zy9TQBPVyjVQ+TfvKHux0gvJ4Cd/zefI7j+PXPSzHYuPtl3N4+0FWXrWazkWdZBqzeJU6hmnQsbiDREOagy8dpqWzid6l3fzk7+8HYOGaBUxOlhk6OsT6d6/jI//XB8k2ZNi9ZS9utc7itYtIphMk0g7FkQkaWxr48bce4D3vvx7fDXjfv7ot/q6xLVo7Wsjls3z88x9i69PbWbi0h6mJEqvWL+Oph5/jiQef5V03XE6+kOW//ae4qPVn/o+PUy5VcGyH/qPH+R//v6+yfOUSbr3zFpKp1IzMx3nHkGV74twoU/HYdx+jMlkB4I7P3UGiqYmgUok7m1YqhJVyXMMwDEGZhL5PbWgMrSxCrRjYcZjCpjUc/sV2mhZ3oC2TbY+9yM4nd3Hlezez8fpN5FsLWEk5SRbnT+AG/OLrD6K1JplJ8qHf/cCMPXeULuAohY5CVKaB2mnFY5XSWNkMViYTB45k6a+4SF1wl+6KxSKf+tSneOGFF/jsZz/LZz7zGR588EE+85nP4HnejD/u1VQUxVkR1RqR5xFUy3GGhI7QkUb78dIeZRooQ2FYFoZSYNs46TRmNoOuu1iODZEmqLkYkcbJ5TAMA6uQB8cGNDg2yrHJ9HZipFLoICSs1jEdC79aw04nCas10m3NpDvbMByLVHMBv1zGzmWYODqA8sO4s4/ScQHtKOLYw8+TaMgRugGl4yOYtkVhcSfjB46jDEV1bJIwDFjzyfcACt8PaF29kFx3y/RGgGQ+i5NLMX5ogKDmUZsss/fnz6NDjVet07SojaNb9gFxkCBdyNC2tBvDNHFSDrnWBoonxtj9yIv4nk9xYIypkUmKx8emawZ5FDoa6d8bd8tavGEJj//zI2z/+TYObtnLrZ+6lXXvWsuy9Yu58aPX89EvfJD7//FnTI5OUhwsnuye4dU8DNPAq8UnUJlCll/62E3c9slbME2TH3/1Jzz0nUf5/t/9C1Gkae5soe/gcRq7mrnhfdey8pLlfP1vvs2P/vfPuOl91wGQK2T5wTfu44lfPMeqS1bQ1t3KklULWbxyIaXJMguX9PDwT58A4k4/e3YeYOWaZXR0tbNu4yp++L37z3LWv7FI6zgIiUKZBtqto5Ui0hrlB0Dcyt4dHSXSYBhGfFVeKbRShL4f/26amMkEfqmEtkyMZBISScxcFtN24hNsZaIsE6fQgJnLUDp8DDOZRDkOWoEOA6IwAKWw8lnsdIpEcx4r4eDkM/h1D9My8CdKKNskcD0S2RRje49iJhy8UpXa8CQNvR0YlsmJZ3eRbm3Ar7q0bVjB2l+9jVxPB2EYooOI/MtzEkgWMhh2fNUmVchSn6ig0bhTFVJNefKdTXFWlWEwsOsoURSyaPMq9j++E0MZZBtzjPUNM3pshOLAOGPHRqiX6+x+9CVKo1O4Vfdk5kX3ql52PvwSL/3iBZ7+7hNUxkt4VZfD2w7S0NoQt2W3DErFModeOnSygLFbc5kaO5XGHXg+HQvaue597+bKW67g+V9s45HvPcaP/v4n7Nt2gFWXrmSof5iu3nZq5Sr5hixf+fI/sXvrPlZvXI6ONAuXdbPt6Zf45t/fi1IGpm2x+YZLObT/KIEfogzFwPG4/s3zT23nxa07Wb9hNdfceCWjo+OUSxW+/G/uZmRoZOYm5fTBURSFRCh0EMb7zSgkiCK0UhiGQVStoHUcSFKWhZFMxtleQKqrk2BiErtQwLBtrHQGK5NGaY0yLZxsGuVYKMPAMOP5mupqJ3BdEs2NGEmHyPcJ6x5BvY5frmImEijLJJHPELk+2jBINebxKjXc0SmCqSoGcb2sVHOB0olhlGFQGRwn01Yg1ZBBGQbFgyfItjcReQEtaxez+mM3c/TRF8m0NJBuieu5KUNRL5ZpX7sIv1KjWiwxtOsoURhSLZbINOdJNzXQsrSLg0/uAqDYP8qqmzay7/EdJDIJnIRN/44jeDWPXQ9tpzJRxjANjm0/TOD6+PX4u6uhrcCBLftZsmkZz/3L02y7fwvbf76VeqXOjR+/kU03X8qy9Uv42O9+iKtu30xxaPzkP9XAoUGa2uKAe/+B4/Tv7ac4WKSprZFMLs2//M/7cFJJgnqcIfDYj5/izk/cyu6texkbGqe9s42FS3t45qHnee7RbaQySb791XtJZVI8+/gLfO2/fovtz+ygubWJxcsXsvXpFzlyoC+e/37AS9t28/MfP8p73/8eVq1dxruv28zgiSGefPhJatV3funFXKTOULtNiLPh1dyTgSGIsy284njcRMCLs4pQCr9SibvvojFsm0RzE8Pb9lAdnaLjXZfwwk+fJ9fTwvNbd3Pk8HGCKGLzXVdS7Bvlq3/0P7n3r75DbaryBiMRYmaVxssnzxHqlTrVGaw55EYmtUQT9VQrtejVha4NglqVoFrCL02glGTOiYvTBRcc+od/+AcGBwf5x3/8R37zN3+Tz3/+89x9993s2bOHH/zgBzP+uFeIgrieUOBjWAqikLDuYihFODWFmj7ZQWsiP4hbN6u4LbgxvSwiCuM12GY2h5lwiFyXyPfigJJloUwTK5kgqLmoKCL0vLhugIZEYwPKNAi9IM4eUnEwINKaaPoEX+sIM5kEIpKFHF61RugHKNPCsE0iz8fJpgDF6K7DdL1rPcmmPF6limEYTPWPklvYQbLQQHVogsLiTvxynZE9x+i5cg0Lr1nPsls3M7TnGO1rFrHi1suxUg52wqE+WaU0OEZDVzPpQoaWpaeKrdlJh9LoFFpHNPa0UpkoUzwet/5GQ1D3sRM2/buOsvyKlTS0N2I5Nh3Tz+HXTgXwBvedoNDSwJM/eBIdRLR3tbLtoRdIpuM2yvVanc4l8eOWXLKEidEJFq7q5co7ruS+r/2Mnc/uwbYsiiOTrzj48Woe+188wMM/fIJ7v3ofu57fQ1NrgSjSBEHIYN8Qd3z8FgxLcXD3ETzX4/7vP0hjcwNe5JNIO1x761Vcd9tVWM6ppLtcPsMPv/Mztj+/g5Wrl9K7sOutzbe3SmtUGBApRVitnPzSCytldBigiIiCECudiutj6ekaWakU+H581S/SGI6DYdkoy4IwgijCSiaxM2m0mu4ulUlBqFFWnBVi5bKEtTphNf4cmKkUTiYTZy8BZi5N5PnxST1xRtNUX9xi20klSWRSeNU6VsImCiPG9/dhZZKEXohSitroJFEQ0ri0CyeTJKp7pBqzVIaLTPQN09DTzrJbr2DpLZfjlessvX4jPZtXYVgG2dYGqqOTnHjpMJZjEfoBg7uPYaUc0o1ZUrkMxeNjjB4eYt+Tu8i3F8i3FZg4MUbHim6S2RSGFQd5AUYOD3LFnVeRzKbi+V4+dUDhewGVyQptizt48aHtDB0d5OALBzm26yi+H9K2oA2AVZtX0r6offr9OzR1NvPtv/k+9ZqL73n0Hzh+6p81jNizdT8P/cvjfONvvsvhvcc4vPcY1952FZVSFa/m0dRaYPNNl/HzHz6K7/n84keP4Xk+zz+7nbHRIms3raRSjT/bAIWmPLVancMH+/jmP36f1WuWY5omDYU8iRm+eqsCn0iD0iFaKbTrxdk9lTJRrYZfrcS12KZrDBmmGXdZmm5xj2nhjo2hrPgASilF6Hoox8GwrFOdEKeX0ykzDjApANPAchwwFHY2RaIxLkht5dMkGnIkmhsxbYtMayNBtRZnOoURmAq3VMW0TJxcmnRbM6HrE9Rd7HSKMIjQxNmT5eEiqbYCTi7NVN8wK+64iom+YTo2LmPZbZtZeO1GquNTaDTL3nMZiWyK1pW91Mam2PPTLSy4fAVOOgFRQOv0fi6o+2RbGxjad5wwCHHSSfJtDUwMjAFgJ2xqkxXshM3OB7fzrg9dQyKTJN+cZ8nGpQRecHL7l0anAJgamaQyUeYXX3sAt+qy7cFtNHc2k0jH/97XfODd9O8/jlKKVZevxHIs/uV/3cdPvvYz9r9wiMVrFvLiEy/xz//t+xzdc4x1V6xh9/P7ePwnz/DDr93PwZ2H+fl3H+a3/vjTVEpVRgfHGR0cQ6F44Zkd+H7AQz95gnw+S2NzA9ffdjWe758cZ6GpgWqlyvbnd/FX/+6/89xTL6AMg1Q6xdZnX5jROTnXzdsCkWLGJbNJ1l0TNzNo6mikfUE7dqGRoFbDSmfwSlOkehcQeh7e5BREIUGtHmcCK4WdSmAkbIonxhidLHH/9x4m15znySe2MjY0zpEdRwA4suMwQ4dOzOI7FfNNW08Lrb2tAKy8YgXZhjN3Np5pXmRgdyzEbmrDbu/BM5Pn5XWFmGkX3LKyH//4x2zevJmlS5ee/NvVV1/N4sWL+fGPf8xHP/rRGX3c6bSOF0v4no8VRQT1CnY2BzrCLY4Tao2dzhAZRnxiFIQow8CvVlG2jfZ9DMuC6XTCyA8xk8l4uYVtE3keVjpFZXAEJ5fFSCZRrodOWLhjE3E7ccvEMONlbGbSwUw6KGUQ1L04O0EpTMdCmRZ2JoU3WY67mDU1ENRdlDJpWb8MpQyqQ+N0bl5NvVgiiiDX24YyDfIdzQR1j1Apsp3N1CbKpJvz1CfK2KkkdiZFrq3AgQe3ke9qofvylaSbc2z40DWM7D9OfaJC8cQonWsWkO9ohEhTL1WpTpYYOzrC8nevwU4kWHPDBp78xoO8eN+zXP1r7yH0A9bfcinViTILL1lMx+IO7HSCruXd6Onso+pklUtuuZQoDMk0ZqhMVknl0uzfso9N77mUcqlKU1sBrynPwtW99K5egOf6DB8f4aHvPgrAkd1Huer2K9j5/B7WbF7Frmf30NbTitaadDZNGMR5oBOjk/QsPhXIaetuZWhwGDtx6mpAvpAFAxpbCuzfd5Bnn9rKicFBbrz1GppaCoCioZDnB9/6CdffcjX79hzk1jtvfusT/q0IfCKvDqYNQYCZTBO5LjoMqB45RGbBYoJ6PS4Y6bqQID4hnw4SxcFERVSrE4VhHMw044LBSkVg2XjjRZItzfFyNAOiwMIvFcl0tQEaZRnURyeIXB9lmhiRRqNBg1d3sZMKwzRwJyr4lTpB1seo1DATDpXBMRpXLqQ2NkUUxi1AsRQYsPDGy/FKFYK6D2islINbrhN5AZmWAl61htZx292EYbD7h0/RsqKXyWPDNC7ppDXdS6GnjVqpRnFgjMbuFib6R1l72xW4tTrj/aMs2LSUY9sOUjw+SvfaxSTzGQb3n2DpVavoXNVLobOJ4UND5Nsa6FjWRdviDnzPZ82169j12A6auppRpkFzZyO5lgae+tEzNHY1UZmscHTXUS695TJaupu5/NZL0RqOHz7Br/7xJ3nh8Re5/xsPEIUR1ckyfYeOc9nNm3jm/udIZ1P0ruzl4O4j8b4n0lQrNarVOusuX81jP32a7sVd7N97mF7n1NUnJ+HQ0Jjnzo/cyv69h/jZjx9h0bIePvGZ91Oru1TKVaYmSxzce4QwjHj+me18/vc/zZr1q8k3vLaD4dvm+/G+yIAwiudQWKuhdIQ70E9m0VKMKEKbFtqPA79BTWM6DhGAYRB5Ls501lBYrxPVIginA006OrUATimMZIKgVMFKpaieGCJTaIjrHaGIai5GLoNZd+MESlOhXR9sczrrM64NENTq8fLHfBYjlcApxAeMXrnO8IsHaFjchZ1OUBmboHnVQoKah2la+EpNB9zBnK6TZlgGfq1O+/olDO04zNEnd9K6opeFV63Cr/tk2xsZOzxIqjGLYVkUOpponN4HFfuGWXr1anb/fBuXfew6ll61mnKxzNZ7n6QyXiLdlKOhowk7lcAr1Xjf734A1/WplWqEfsixnUeYGp5k/U0bSGWSvLDjMHbawbRMTNukNF7i8M7DXPvBazFNxfjQBDd++DryrQ38819/l5WXLj8ZYB4+PsK6q9ewb8dBAJ59aCurLl3B+EjxtN1PwN7tB7jypssAaGjKcelV60lnTy0JMy2TzgUd9PcPMDExhZ2wuOsjt5HOpHhx205uf99NvLQtzp46fmyAo0f6WLCom/wsdoC8GEWue+Fd0RMXpaAW0LO8m0XrFmEoRWWiQtXMwXRzDbszRRT6JJpsgqkpvIkplO2gg4jm1UvAdnAnprj0rquY0nHQ+sTxQcqTFSKtsWyLwA8wTINckxSoFedPebLCVXdeFddCDAK8unveXruubUhMF6GWaL64SF1QwaHJyUn6+vq47bbbXnPb2rVrefjhh2f0ca+mwyDutlMtQyoDQYByEgSVMomWFiLXja98ex6hjuvPRNMZGFEYYgBBvR4v0anVMCyTUIeQTBBVa3FNojA6mUUUeh7G9N7DTCcpH+knv2whgevHS9DSqTioVHcxEg5R6BNVXcrHh2lcsQhtQKI5D6EmrNaxUw5hoKmOFGlZt5Seay6hNjKB4dgkCjnQikRDBq0jvHIVZVpx8VWlcHKpuLtS/wiJpixOPsOqO67Cq9ZxJys09LSQXtpLy6Ur0RqqfYMM7TlGQ0cziXyK3OJupvqGae4ZxE455NoKHHvxMLf8n7+MW3epl6vkWgoMHXgJr16nqaeVZC5JdbJCrVihVq2z9vr1dC3vwQ8DDMPgxo/fSLVcY9svtnLth6/l2R8/y4LVC+hZ1sPeZ/fQs6IHz/PZ/vhLLFy9ANMyCYOQq++4Ct/zcByb/mMDrL92HcsuWUqpWCaZSZBMJ+lc0E46lyadT/H+X7uDdDaFaVt09LbhBwHtn/sA9arL5usupamtmVrVxXVdVqxeSqVcZd/ugzS3NrJ350H+5Tv307uoi/HxIl29q+noaH+rU/4tiaIIFUX49RIGcRZRUJrETGdRGsJ6DdO28V0XJ5fHL1fik/ByGW1Z4Hkn62QpxyYsu4TG9BKxerw0zUwkUMrAnyxhZpLo0EfZFkGtjtNYQPvB9ImxJvA9lDKIqm68OjKZZPJwPw3LFuJkE6TbF1KfrKAUYBk46RSlviHSbU30XrOBoO7hjpdINOZxcimm+gbJL+jAnaxQPDpMvquFWrFErqcVv1bHtA0SuQzVYolV770Kd6pCIpPCymZINxfQWtOExtl+gNJgkc7VC0nmU6R7O2gZGmdkz1E61ywg3Zynb9sBWpd10bqkA9/1SebSHN12kHKxjJW08eoux/f0k2vKkW3Os/kDV9OxtBPTtuL6SEeHWLppKaEXsmzTMoqDRfZv2ccNH7+BcrGC5/s0tjYyOV5i+MQYURjR3ttGc3czw0NjPP3AFi65bj3JdIJ0LkWk4zpFay9byWD/MFdctwllwL/6Pz7M0MAom65aR8Kx+fUvfIKB/mHWblrJ6o1rKDTlWbC0h5HhMVzXJfADXN9n4PgQhw8e4/KrNrD9hR1cftVG3v/RX2amW4vrMA7m1fqPkmhpJ5gqYjgOGCaJpha84jhOoZHI89C2g/LjLm1+tYpScd02b3wcJ99A6HroIESFEWYmTRSGhL6PYZkEk+Xpoo+asFbHyqRJNjcyvn0nzRvX4VereKUKCdvEaSpMZ1GaRJGLN1rGcGycXIbq8Bh2Nh0vT7Mt0Jqw6uLVXRoWdxL6AaEfB/ydTBqzYFEfm0Sj8So1DMNAm3GQPt3egO0k8MpxrauWlT1k2woEbsDk8VFaViygsGYJ7VeuRWtN6eBx/JpHMp8mkU2RW9JFbahI88J2kg1pIj+kXqlx++99iMD3qUxUSORSOBmb4zv6mBicYNGlS5kYmSDX3MCaa9eTbcqSbc4TBgHXffxGauUatVKNernG9R++nid+8ARuqc7GmzaSyCSwUw7P/WILV956OXbSIduQpjxZZeO16+lc0sGPvvEzAHqWdJFtyLJu82r2vLCfhuYGtILuRZ00thT40K/fRaVSZ/3la1CmEc/LviFWb1zJpqs3YDomg8eHWbJiIft2H6SltYmmlgIT4xP0HxsAYMHibiYmJkgkHC69YuOMzsu5Tk9n0QEYyfhEXYi3I11Ic/zgcZ7/3uN0LunkXb/8rlfc7isbLBvfgpTjwMREnB0feXilEnZDHsuA7u4C7ekUH/rMnWhD09bdwuO/eJY7P3ozLc2N9KxYQPOCjjMPQoh3QOuCFp778XP07+3nkusvoWtZ92wPSYiLygXVyn7fvn3cdddd/Omf/im/9mu/9orbvvSlL/HVr36VLVu2kMvlZuRxr27xmHMionoFZZjURwZJNLeiI41hOXEmUD2uQxRZJolsA5HvEdZqmOk0GhV3dDBNwnod07YxDJMQHZ8MhSHVvhM4ra0YpolfqWClknEmhQKlFYHnokINlkFteJxUawuh62K3NIJhoatVtAHu6CSVE8M0r1lO4HmYyST+VBkzmQAFYd2jXixjphOErk+iMYdfqeLkMkRBSFj3cBqy1MZLoAycXJr6+BRmykH7IXY2BbZFKpci0Ioo0hiZ9Bn+xTQEIco+bQnIacJandD1yTXnKI9MEIQh1ckaE8dHSeZTbLn3aRZfuoy2JR0ow6BpQTt29tTreFMVRo4O4rkelm0S+CHbH32R8YEiN3/yJlJNaQxtkGlIoS2D4olx3JqLaVvUax62Y3Js/3GSaYfm9iYmxqbIFDLYlsnY6ASNzQ1UpirUXY/WnmaqpTqlqTLVUpUV65exaMXS176nIODFrS8RBD5t7S2Up8r09w1QqVQIg5DLr7qUxctf+zh4+21Hc1ZAWK8QVEpY6SwoA8OOl2kRBAS1SlwMubkVHQb4UyWMdCo+oUURASoIUErFxdN1BIZJBLgnBjEbGzBNE79Sw04l42WTGogiQtcFrVDKoDI0Qrq9JV6+09oKaMKpEmr6H3/iwDEKKxYSBRGGYxGUqhipJDqM8Cv1uEaNF8bdqBriIIBp2ehIT2d0pHEnqljZJESa6niJCI2TSpDIpbGzKaxsCrdUj5dxOq9tn6siDTpCv06XlLBWxzagPFnFMhSYBif29BF6Afm2Att/+jzr3rMRv+qRbW+geXH3K9pvjx0+gVdzqU5VSWSTHN19jMHDg2Qa0lx+22VEkSaVTWE5NrVKneLQOKlskrGhSVo6GzlxZIDyVJXWrlaq5SrZQpZMPk3/oeM4yQSNbQUO7znCouULCHXEsYPHSSRtFi1fRO+yhWd8T8cOH+PEseOkMklq1Tq1ao3BE8M4SZvLr7qMhUsWve58e7tzMmO56HocHPHLJexcQ1zMf7qLWVirEPk+Zr6AYRgE1RroECORiutfhSEoFRenTqXiOYoiMg2UF1AfGcXpbINqHW0aEGgw4v2ojiLQEX6phplK4pfifamyTGhtxayUiTwfpRTVwTFC3ye3qJOg6mE6Dl55et/rB/hVF3QU/xtrjZ3Pxvt80wBlEPkBhm1SGy9hZRKYtk11dDKuaRSBlbaxEjZ2No1XD+PAU+LVdQimu2CGcUfBMwnrLkHNI5WyqZfrKMtk/MRo3NmsOcfgvhN0rOymNDJB6+IOGhd1n8z+iTyf6uQUY32juDWXjsUdjA6M8eQPnmByrMRtn76Vlp4WojAk39bE5MhEPIdLVaoVl2xDmqliibGhcXqWduPW69TKLs1dTehIc3R/Hz3LuhnsG8I0TZramgjDgOPHBmhqbeSSKy8hmTrT9wMc3n+Y0eERUqkE5VKF4sQkw0Oj9PR28q5rryadPfPjpEXz6zhxFFPV45+nl/eEXatmd0wXsfncyr4+MsKWh15k4ZoFFE8UaeppomfNmzfSsHWArtcJipOYuQy6oUA0HaO0bYMTxwboP9RP96Ju2rrnZ1BIWtnProF9hxk4MEjrghaO7e7jkmvXketom+1hXfCklb142QUVHNq2bRsf//jH+fM//3M+8pGPvOK2v/qrv+Lv/u7vePTRR2lvb5+Rx9VqHtZpB+vVagXbrxG5dQwrbsOpMnlM69RJ6MtLJKIggDDASCRR9qmTAR3Gy3kgTgFXhok3MREvKcvnCSsVQGNls1i5PMo08SeKcZDINDFsm/rIODoKIYxItrdi52f2g6a1RqFBnUpQD+oeQd3DK1epDE+QaWsk39M6I69nmgZh+NornJPDRcpjJZp7WkjmznyScLqJkQmO7jxCvinPovWLL7qinLb95sXpXj0nAcLyOJHnTwcqLbAdrEz+5O06jOtfaR2C56NsByORPO328OSJROTWUVbcPS+s1eM5WYtr6xiJBFY+h+nERasj142XoNk29dExCCN0qEl1t2Ol3/zf62zEXR3UK/5N3ckyaM1EX1xsuWlZD3bq3OvmvN58BCieGKM6VaF1QXtcL+YNhGHIoe2HqJWqLNmwlGzh/Kxrn0lvd04GlSnwPYJ6DSuRRFk2Zq5w8nYdRRAGQFwvDa0xkumTrY211hAEYBpo1wMVL63ziuPoSGNns/iVKkpH2IVGzEw6XsI4OREXrJ5evlsfHJnu1meQ6u3AdGa2rtKZ9pV+pU4UhHjlKqXBItmORvLd7+y+sjpRpjgwRq61QL7lzZcHVktVDm4/iJO0WbZhGaZ9QSUJv6m3Oy/nuqnde1BM10KbPs7Irbl0Fkd0cXuj74JXm2tz0q1OMbRviP7DgzS2Fli+sRcrW5jtYc0JZzOvzsVcm5MzxZsa59CO44wPTdC1sI3ulR3YmRlcVj9HzdS8fSvzUlzYLqgjxih680n5cuHVmXhcufzqdagKw0pgZxOApuKbRGUf8F/z2JgVn+AQvM7tBqAh1QAp8ACy8cmLC1B6+fUT8PJnyQcKzSefoRIB5+EKxMnxZrOkslkimLErH68bjXYSZDoT1EOov5XXsh0WblwBwOTkzHUfOF/eSjT9tXMSIEk2ZWFo8DXUfesN5oQFQQS117vdAD+CRB4S+XhOZk4rmlcNoVoFTLCmA0A+0HCqa1jZA7zzMSfjz2yiNy7mW3FDcM/9dd/o6ohKp8ikU1S9kOpbeI+tS+J05YCZ+7ycT29/TlpkHXCmawiVvDeak9P7Xv8trPvPNAGv2leGwNR0toQxPVc18UZvORXwL52cu+eDgkyG9NLM+dlXYpDpbD2r1+pdF2cwlioe01v0ovH25+UcF0WYrzqUuRj3OxeKmc4curjmpEXX8na6V7SDMii5xnk81pzbLqTMoYtrTs6UJMs3LQYdoiMo+7bM7bdAMofEyy6o2oaZTAYA133tzuzlv718n5l43JnUA5OSZ2Km80T64spMEXNX2bUw0/k4MCTEBaDsWRjpPGVP5qQQ50NUm3rtH+uVtxZ4FeJVyr5FybMwUxdf1qsQb6TkGpjpBsrBa8sPCCHe2AUVHOrqijtHjYyMvOa24eFh8vk86TMsZ3m7jxNCCCGEuBjYmdOWTU4vwdXHD8L44CyNSAghhBBzyQUVHMrn8/T09LBz587X3LZr1y7WrVs3o48TQgghhLhYGbYJXn22hyGEEEKIOeCCWw9w66238rWvfY2DBw+ydGlcM+HJJ5/k8OHD/MZv/MaMP04IIYQQc4TW4FZR0evVApyh1/DfYkAmDCD0gbgjXtzaKYrrZr2iH8jr9wY5Waj/1U0YlMKwrbjA+4k9pw3vbPuMvHoJvTrt0qGaft3p/5tvdNj4FpfiKwWG9dr3MxNM+03GeIpPDVU9VY9L2wmwk2/wCCGEEGJuu6C6lQGMj49z5513Ypomv/7rv47runzlK19hwYIFfPOb38RxHPr6+ti6dSuXXnopvb29b/lxQgghhJi7It9nYtcL7/wLXWTdMueNczikNVNpGlasncHBCCGEEBeXCy44BHDo0CH+8i//ki1btpBMJrn++uv54he/SFNT3Mnme9/7Hn/8x3/MX/7lX/LBD37wLT9OCCGEEEIIIYQQQrzSBRkcEkIIIYQQQgghhBDnxwVVkFoIIYQQQgghhBBCnF8SHBJCCCGEEEIIIYSYxyQ4JIQQQgghhBBCCDGPSXBICCGEEEIIIYQQYh6T4JAQQgghhBBCCCHEPCbBISGEEEIIIYQQQoh5TIJDQgghhBBCCCGEEPOYBIeEEEIIIYQQQggh5jEJDgkhhBBCCCGEEELMYxIcEkIIIYQQQgghhJjHJDgkhBBCCCGEEEIIMY9JcEgIIYQQQgghhBBiHpPgkBBCCCGEEEIIIcQ8JsEhIYQQQgghhBBCiHlMgkNCCCGEEEIIIYQQ85gEh4QQQgghhBBCCCHmMQkOCSGEEEIIIYQQQsxjEhwSQgghhBBCCCGEmMckOCSEEEIIIYQQQggxj0lwSAghhBBCCCGEEGIek+CQEEIIIYQQQgghxDwmwSEhhBBCCCGEEEKIeUyCQ0IIIYQQQgghhBDzmASHhBBCCCGEEEIIIeYxCQ4JIYQQQgghhBBCzGMSHBJCCCGEEEIIIYSYxyQ4JIQQQgghhBBCCDGPWbM9gNk0MlJ63duy2QTlsnseRzN3ybaMtbbm3vQ+MiffebIdT5E5eWGR7Rk713k5V8n8mFlnsz3n8pyUeTWzztf2nMtzcibIvD47M7W93sq8FBc2yRx6HZZlzvYQ5gzZljNDtuPMkO04c2RbzizZnuKNyPyYWbI9Y7IdZpZszwuD/DucHdle4mUSHBJCCCGEEEIIIYSYxyQ4JIQQQgghhBBCCDGPSXDorGkcFWKpaLYHIsRJtoqwVTjbwxDiJAONowIM9GwPRYg5x1Tx50vJ50sIIV7BVJrIrcv+UYi3YV4XpD57mkRtgnrfEQzbxlm4HM9IzPagxDyXCGu4R/ajo4jkoqW4thSDE7PLJILhY7gTRexCE6qtl1CuRQgxIywCouNHcMslnNZ2wsYOIvl8CSHEyf3jZLmE09JO2CT7RyHOhnxazoJtaOr9RwGIfB/Kk7M8IiEgmhhDhyFojXeiH1M+1WKWmV6VYKIIgD8xjulVZ3lEQswdRq1CWI67EHkjQ1ihN8sjEkKIC8Mr9o+jsn8U4mzJaeRZiLTCTKVP/q5sZxZHI0RMJU5lr5npNJFk0YrZZtmnflbqlb8LIc6NferzpAwDbUqXGfH2Rb4HR3dD4M/2UIQ4d7J/FOKcyLKysxBqhd29GKsyCZaFn8zP9pCEIMw2kei1IIqIMg1oCQ6JWeYZCZJLVqJrFVQqgyvLb4WYMZ6VJrl4ObpeQ2VyuEjwVbx9QWkKAg9qZcg1zvZwhDgnL+8fVeCiExnZPwpxliQ4dJZ8ZUO2ZbaHIcRJISZhSg7oxIXFtdKQS7/5HYUQZ821s2BnZ3sYYg6I3Hr8gy/Lb8Tc4NpZCq1tTEzIknYhzpYsKxNCCCGEEGIeilw3XvobSHBICCHmOwkOCSGEEEIIMQ9FgQ92AkKpOSSEEPOdBIeEEEIIIYSYh3Tgg+VAGM72UIQQQswyCQ4JIYQQQggxD+kgiJeVRcFsD0UIIcQsk+CQEEIIIYQQ85AOAzAtyRwSQgghwSEhhBBCCCHmIx2GYNqgo9keihBCiFkmwSEhhBBCCCHmG63j/wxj+mcJEAkhxHwmwSEhhBBCCCHmmygE0wSl4gBRJMEhIYSYzyQ4JIQQQgghxHwTRShj+lRASXBICCHmOwkOCSGEEEIIMd9EIUqdHhySotRCCDGfSXBICCGEEEKI+UZH8XIymK47JJlDQggxn0lwSAghhBBCiPkmilCGGRejVkqWlQkhxDwnwSEhhBBCCCHmGx2hFTBwOA4MSeaQEELMaxIcEkIIIYQQYr6JIog0oON6Q5I5JIQQ85oEh4QQQgghhJhv9HS2kGmd+lkIIcS8JcEhIYQQQggh5hsdoaMILCfOIJLMISGEmNckOCSEEEIIIcR8E+m4GLXtEC8tk+CQEELMZxIcEkIIIYQQYr55OXPIMAEFUTDbIxJCCDGLJDgkhBBCCCHEfBNF023sjbiVfSjBISGEmM8kOCSEEEIIIcR883IRamM6OCTLyoQQYl6T4JAQQgghhBDzTRSeljlkxL8LIYSYtyQ4JIQQQgghxHwTaUDFWUOSOSSEEPOeBIeEEEIIIYSYb6IQDBX/rFS8xEwIIcS8JcEhIYQQQggh5hsdxsvJQDKHhBBCSHBICCGEEEKIeUdrlHo5c8iI6w8JIYSYt6zZHgCA1pr+/n56e3sBOHz4MN/61rewLIsPfvCDLF68eJZHKIQQQgghxBwSTXcqg+kMIskcEkKI+WzWg0ODg4P8xm/8Bo7j8P3vf5/R0VE+9rGPMTU1BcA//dM/8fWvf501a9bM8kiFEEIIIYSYI7RGKQMN0zWHZntAQgghZtOsLyv7z//5PzMwMMAnPvEJAL71rW8xNTXFf/kv/4Vf/OIXdHZ2cvfdd8/yKIUQQgghhJhL9KsyhyQ6JIQQ89msB4eeeOIJPvWpT/HRj34UgAcffJDOzk5uv/12uru7+ehHP8rWrVtneZRCCCGEEELMITqKM4YgDhJJzSEhhJjXZj04VCqV6OnpAWBsbIydO3dy7bXXnrw9lUoRBMFsDU8IIYQQQoi5R3OqW9nLLe2FEELMW7MeHOrq6mLfvn0A/PjHPwbgxhtvPHn7Y489djJ4JIQQQgghhJgBOkKdDArN+imBEEKIWTbrBanvvPNO/vZv/5ajR4/yzDPP0NnZybXXXsuxY8f4i7/4Cx555BH+6I/+aLaHKYQQQgghxJyi1Ok1h4QQQsxnsx4c+u3f/m1M0+RHP/oRl156KV/84hexLItyucyWLVv4/Oc/z6c+9anZHqYQQgghhBBzy8sFqQ0JDgkhxHw368EhgM9//vN8/vOff8XfVq1axVNPPYVt27M0KiGEEEIIIeagl4tPvzooFEUSKBJCiHnqgggOnYlhGBjy5SSEEEIIIcTMmg4OqdO7lQFEoQSHhBBinjrvwaFVq1ad+iI6C7t3735L93vsscf4b//tv7Fz504Mw2DDhg387u/+Lhs3bjzr1xRCCCGEEGLOeTlzSBlx17KXRSEgWftCCDEfnffg0Pvf//7XBIceeOABXNflmmuuYcmSJURRRF9fH4888gjZbJaPfOQjb+m5n332WT73uc+xfPlyfu/3fo8gCPjGN77Br/zKr/CNb3yDSy655J14S0IIIYQQQlw8dAQQdysLT/t7GJ75/kIIIea88x4c+tKXvvSK3++55x4eeugh7r33XhYvXvyK2/r7+/nkJz/5ljON/uIv/oLOzk6+9a1vkUqlgDgYdccdd/BXf/VXfPWrX52ZNyGEEEIIIcTF6mTm0KuOsSMJDgkhxHw164uKv/KVr/DpT3/6NYEhgJ6eHn7lV36Fb3/722/6PJOTk+zZs4fbb7/9ZGAIoKWlhSuuuIJt27bN6LiFEEIIIYS4KL1ucCg6/2MRQghxQZj1gtSlUgnHcV739iiK8DzvTZ8nm81y//33vyIw9LJisYhpmuc0TiGEEEIIIeaEl5eVKQM4LSAkmUNCCDFvzXrm0MaNG7nnnnsYGhp6zW0HDhzgH/7hH9i8efObPo9pmixatIj29vZX/H3Pnj1s3bqVTZs2zdiYhRBCCCGEuHidIXNIqZNBIyGEEPPPrGcO/f7v/z6/+qu/yh133MH1119Pb28vnudx+PBhHn/8cXK5HF/84hff1nNXKhX+8A//EIDf/M3fnMlhCyGEEEIIcXF6efnYq5eVSXBICCHmLaW11m9+t3fWgQMHuPvuu3n88cepVqtAvEzslltu4Qtf+AIdHR1n/Zy1Wo3f+q3f4plnnuG3fuu3+P3f//0z3MfDss683Mw0DcJQviBngmzLmG2/+dJGmZPvPNmOp8icvLDI9oyd67ycq2R+zKyz2Z5zcU56UxNU9+8m3buIaPpUoH6ij0RbB6nuhbM8uovX+fqczsU5OZNkf3l2Zmp7vZV5KS5sF0Rw6GVaa4rFIkopGhsb3/bzTE1N8Vu/9Vts3bqVD33oQ/y7f/fvztjxbGSk9LrPUSikmZiovu0xiFNkW8ZaW3Nveh+Zk+882Y6nyJy8sMj2jJ3rvJyrZH7MrLPZnnNyTpYnYOgoyZ6F1Gt+/LfxQcg3QkvPrA7tYna+Pqdzck7OINlfnp2Z2l5vZV6KC9usLys7nVKKpqamc3qOsbExfuM3foPdu3fzsY99jH/zb/7NGQNDQgghhBBCzEtnKjytFEQXzDVjIYQQ59msB4c8z+Puu+/mhz/8IWNjY4Tha7+slFLs2rXrTZ+rXC6fDAx9+tOf5o//+I/fiSELIYQQQghx8dIR8OqLp1KQWggh5rNZDw59+ctf5p/+6Z9YunQpl19++Ru2tX8z//bf/lt2797Nr/3ar0lgSAghhBBCiDOJ9GtjQ+hThaqFEELMO7MeHPrJT37Crbfeyt13331Oz3Pw4EHuvfdecrkcq1ev5t57733NfX75l3/5nF5DCCGEEEKIi97rLSuTzCEhhJi3Zj04VKlUuPbaa8/5eZ599lkASqXS62YNSXBICCGEEELMe6+7rExqDgkhxHw168GhdevWsWPHDj7ykY+c0/N84hOf4BOf+MQMjUoIIYQQQog5KoriTKHTSeaQEELMa8ZsD+AP//APuf/++/n617/O+Pj4bA9HCCGEEEKIue1MGULqdf4uhBBiXpj1zKEvfvGLAPz5n/85f/7nf37G+7zVbmVCCCGEEEKIN3HGDCFZViaEEPPZrAeHNmzYgHp1WqsQQgghhBDinaH1mZeVnalQtRBCiHlh1oNDX/rSl2Z7CEIIIYQQQswfkRSkFkII8UqzHhx62fj4OE8++SQnTpzgjjvuIJ1OUywWWbp06WwPTQghhBBCiLnj9TKHJDgkhBDz1gURHPr7v/97/vqv/xrXdVFKsX79eiqVCr/zO7/Dxz/+cf7sz/5Mlp4JIYQQQggxI14nOCSEEGLemvVuZT/84Q/58pe/zC233MJf//Vfo6evWKxdu5ZbbrmFb37zm9xzzz2zPEohhBBCCCHmiDMVpJbMISGEmNdmPTj093//97z73e/mP/7H/8jmzZtP/r2zs5O7776b66+/nm9/+9uzOEIhhBBCCCHmkEhzxppDSHBICCHmq1kPDh08eJCbbrrpdW+/8cYb6evrO48jEkIIIYQQYi4707IyQ2JDQggxj816cCiTyVAqlV739hMnTpBOp8/jiIQQQgghhJjDdHSG4BBIdEgIIeavWQ8OXXvttXzjG99gbGzsNbft2bOHr3/961x99dWzMDIhhBBCCCHmoDOuKpOC1EIIMZ/NereyP/iDP+DDH/4w733ve7niiitQSvHP//zPfP3rX+fhhx8mm83yhS98YbaHKYQQQgghxBzxBt3KztTmXgghxJw365lD7e3tfPe73+WGG27g6aefRmvN/fffzxNPPMHNN9/Mt7/9bXp7e2d7mEIIIYQQQswNWvOa0wBlnHabEEKI+WbWM4cA2tra+NKXvoTWmmKxSBiGNDU1YZrmbA9NCCGEEEKIOUcrCCoVdKhQts3JdWY64gK4fiyEEOI8uyCCQy9TStHU1DTbwxBCCCGEEGIO00Sui1ssEmmNlXTAiE8LlGQOCSHEvHTeg0OrVq1CvY11zLt3734HRiOEEEIIIcT8ojXoeg2nqQl/aooIMKJw+sZoVscmhBBidpz34ND73//+1wSHHnjgAVzX5ZprrmHJkiVEUURfXx+PPPII2WyWj3zkI+d7mEIIIYQQQsxROm5YZtkoNJEbQDYLfl1qDgkhxDx13oNDX/rSl17x+z333MNDDz3Evffey+LFi19xW39/P5/85CffVqaREEIIIYQQ4swMy0IHHpgmhBFaGSgNOgxe0+VeCCHE3Dfr1ea+8pWv8OlPf/o1gSGAnp4efuVXfoVvf/vbszAyIYQQQggh5iANGDba88AwUfb0zwqoV2d7dEIIIWbBrAeHSqUSjuO87u1RFOF53nkckRBCCCGEEHOT1hrQ4NjowI8zhywH/Onjbbc2q+MTQggxO2Y9OLRx40buuecehoaGXnPbgQMH+Id/+Ac2b948CyMTQgghhBBijvFcAJSy0GEIygTTjH8GCQ4JIcQ8Neut7H//93+fX/3VX+WOO+7g+uuvp7e3F8/zOHz4MI8//ji5XI4vfvGLsz1MIYQQQgghLnpRtYKBgihAGQZaqbjGkDV9WhD4szk8IYQQs2TWg0Pr1q3j29/+NnfffTcPP/ww1Wq8zjmbzXLXXXfxhS98gY6OjlkepRBCCCGEEBc/XS7HtYWiCIzTFhFYJhBBFKKjEGWYszVEIYQQs2DWg0MAy5Yt4+6770ZrTbFYRClFY2PjbA9LCCGEEEKIOUW7lTg4pCMwTwsOmQ4ENTDMeOlZMj1rYxRCCHH+XRDBoZcppWhqaprtYQghhBBCCDEn6boLKSNeVmbap24wTQiYDg7VJTgkhBDzzHkPDq1evZovf/nL3HXXXQCsWrUKpdQbPkYpxa5du87H8IQQQgghhJiTtNZo34VUCnQULx3T8W0vH49rNGq6aLUQQoj547wHh97//vezYMGCV/z+ZsEhIYQQQgghxDnyvVN1hqLpZWWBPu0OKv67L8EhIYSYb857cOgv//IvX/H7l770pfM9BCGEEEIIIeYdXa9hOM5pf1GcTB16+dcwlOCQEELMQ8ab3+Wd9elPf5rvfe97lMvl2R6KEEIIIYQQc5Z26yhz+tqwYXCm5H0dhXGGkRBCiHll1oNDx44d40/+5E9497vfzRe+8AUeeOABfN+f7WEJIYQQQggxp0T1elx4GojThF5NgWGiwwCto/M5NCGEELNs1ruVPfjgg2zfvp377ruPn/70p/z0pz8ln89z2223ceedd3LllVfO9hCFEEIIIYS4+NVrKNuAEFBnvkasDGO67pAPTuL8jk8IIcSsmfXgEMCGDRvYsGEDf/zHf8yWLVu47777+NnPfsZ3vvMd2traeO9738sXv/jF2R6mEEIIIYQQFy3t1iGRmw4OvU5DGMNABwEq8CQ4JIQQ88isLyt7tcsvv5w/+7M/4ytf+QrXX389Q0NDfPWrX53tYQkhhBBCCHFR054bZwbBmTOH1HRL+yiCevX8Dk4IIcSsuiAyh162a9cu7r//fu6//376+vpIp9N84AMf4K677prtoQkhhBBCCHHR0mEAWp8qNWS8Ts0hANMiKk9hNrWfr+EJIYSYZbMeHNq9ezc/+clPTgaELMvi2muv5fd+7/e46aabSCQknVUIIYQQQohzoV0XbCcOEGl4/QUEGuwEulY5j6MTQggx22Y9OPSBD3wApRSXX345n/3sZ7n99tvJ5/OzPSwhhBBCCCHmDO3WUbYNOgL069QcUnHwyEmg6hW076Fs53wPVQghxCyY9eDQH/zBH3DXXXfR0dEx20MRQgghhBBiTtKei7JeDg6p1y9IDSjTQlsW4egIVmf3+RukEEKIWTPrwaHPfe5zsz0EIYQQQggh5jTt1sG2UZF/qu7QayggAsNEKQhHh9AdXXGRaiGEEHPaeQ8O3XzzzfzJn/wJN99888nf34xSigceeOCdHpoQQgghhBBzkq7XMTJZ8Nw3uSNxJzOt0VGIrpRR2dx5GaMQQojZc96DQ11dXaTT6Vf8LoQQQgghhHgHeS40NIIbvckdp+sRGQZGroFweABDgkNCCDHnnffg0D333POGvwshhBBCCCFmlvbcuLi01ujXWVemFSg9/YsyMTJZgv5j6CBAWbNejUIIIcQ7aNb28rVaje9+97s89thj7Nmzh4mJCZRSNDU1sWrVKm6++WbuuusuHEc6JAghhBBCCPF26TCASINpvsk9p4NGWp+sO6QyWaLxEcy2znd8nEIIIWbPrASHnnvuOX73d3+XsbExHMdhwYIFdHd3EwQBExMTPPTQQzz44IP8zd/8Df/pP/0nLr300tkYphBCCCGEEBc97brg2NOFpXVcU+hMTi88bRgQBRgNBcKRIQkOCSHEHHfeg0MHDhzgs5/9LNlsli9/+cvcfvvtr8kOKpfL3H///dx999189rOf5fvf/z4LFy4830MVQgghhBDiohe3sT/9ePv1uo+9/PfpAFIYoLJN6MHjRLUqRir9Oo8TQghxsXudywbvnP/xP/4HqVSK733ve7zvfe8747KxbDbLhz/8/2fvv+MsucoD//9zToWb+3ae7slZGo0y0igLkEAEISEQyOYLGMkCGy/YpIW1/bN/xvYavD/s5Yt3McFgBCvWZEuAwICQAUWU4yRNDj2h4+2+scI5vz+qp2dGk7pnWt09M8/79ZrXdN+qW/fc6nPrVj31nOe8je9973ukUim+8pWvTHUzxQwSVGpsemItPWu2YM2xiigK8fKyxtCzdiubnlhLo1Kb7uYIkbCWPRu2s/GxNdRK5elujZhkJgxZ88gLbHl6PVEjmO7miJNRo4HyvORnyzhiQ8mwMuIYpVRSmLq/dwoaKsSJ6d+2h2f+8ylGegenuylCnHSmPHPo0Ucf5eabb2bWrFnHXLezs5ObbrqJBx54YApaJmYiawz3f/s+nv7lUwDc+CdvYdklK6e5VeJ0tunxddz1ue8DcM4rz+W6991wcBq+ENNgxwub+c7f/xvWWhacvZCbPnoLbkpq9p0qnv/V0/zijp8BcNXbX8klb7kKa4/xJCEOYBp1cL0k6IPlyPeHD8gc0hqiZNp7VShi9u6CuZLJL2auvq27+eZf3UEURrTMauEdf/UeMsX8dDdLiJPGlGcO9ff3T2iI2OLFi9m1a9fL2CIxk8VhyNpH1oz9vnfLnsOvaGIU4zxTthZr92UgHfjzxCkFcRSOjuEXp4O9W/f3wbW/XUNYbxy60kT6I8mpuDXx6FPjE4w1WeI4OpENiJNQ7/a92NFowdbnt9Aoj2a1WTOhvnggpZL+aI2ZlPiniSM4zraczrRWbH5m09jv6x9bK985YuIa9SRzyESAOvZNDQsoB0a/m1Q6g41CbF0yZsXMNdDTRxQm50CDewYZ6StNc4uEOLlMeeZQGIZkMplxr59KpahUKi9ji8RM5vopLn7jJdz/3V+jtWbBykMDixseW8PP/8/PmbtsDte887XkW4tH3N7urT383//1XarlKm973438+Fs/Z2iwxG0ffidLzl42obbFccwPv/djvvfNu7nq1Zfx7ve9g1xe7k6c6uadNR/9I42JDaveeCluOnXQ8g2Pr+Hn3/g5c5bO4dp3Hb0/AvTu3MO3v/AD+nb3cf07XssPvn4PZ5y/jJt//yYKzU0TatueXXv40v/7VTas38wHPvZeLrnykgm/P3FymnPGPLyUR9gIOe/V55Mp5tj14jZ+/KUfkW3K8Ybbr6d1Tse4txfUG/zsO7/gkXsfY8UFy0jnM1z3ttfQ1HL0/nwkzzz+NP/v33+R7jmz+MB/fR9z5s09ru2cjoyxLDh3IRueehGAFZedNTrEWgJEYvxs0EA1NUMcJ13nWMPK9mUOxaPBIaVQuQLx0CBu1/jP44WYSvm2PLlijkqpwpwz5pJrkfNyISZi2qayF2JcFFx0/WUsPGcRXjpFy0subiqDw3z3f34XYwyDewaZd8Z8Lrhu1RE395t7HmT9cxsA+N6/3E2MpWfLbr7ymW/wd//6V2hn/B+Jjes38Pl/SOphfe///pBzLjiLK151xXG8SXEymbtyMbf9/fsIag3aFnQddAe/OjTCd//xwP44jwtfd/QAzWO/eoLnH1sNwHf/5Yd0LZzFb37yEMvPXsrl110+obY98J8P8pv7Hgbgk//tf/Cte75Ksbllgu9QnIw6F8/h1k+/j+pwhbb5s9CO5kdf+CG9O/uAXp6+7wmueffrx729jas3cc83k2FMD/zHb7nkNa/g2d8+x5Wvv3LCbavXavz3/88/MDhQYvvWnZz1s9/wrvf+PxPezulqsLefb3/9x1ywKhlSvX3nHuZs2kHX4nnT3DJxMrHBaM2haF+267Eyh0aDQ9YkPyuFzuUxQwPQNftlb68Qx2PtsxtIzSnSsnQWe/b0sWntJs65/ILpbpYQJ41pCQ4NDQ3R09MzrnUHB6WY2CnDGvo39NAo1+lYPgcvd+Q7TyaO2f7sRoZ7S8xa3E3n0jkc7kTGcR28lEejlpzseL531CakMvtrcGTzWfr7k/6Vb8qjjjSt6xH4vo/WGjNaJDv1kgwSMfNF1Tp71+/Az/q0LZmDcpyjrj+0cy9bn9tMS1cL885ditIH9xntaLyMR6My2h/HUfPFdfe/ZiafoTE6TM1PHb0vH86BfTCXy+JOINgpZo6hbbup9A3TtqibdEvhqOtaY+hZs4WBnn5aZ7fRdcZ8HNcFDNliDnb2AZDKpCfUBv2S4V9a6+PqkwCOo2kqNjE4kKT3p+VYOSGuqwmjkPt+8iAA11x/Je4xvuuEOJCN4yQDyHGhUR199BipQ6MBIbSTDEVzPFQ2j929E2tilD7696UQ08FPefz2N0mdUu1ornv7NdPcIiFOLtNy5fCpT32KT33qU9Px0mIa7XpuE//5xXsAWHjRci57z+tQzuEDMhseXs09X/wRAEsvXMbFN1xK17JD75KmCzne+efv5JnfPEP77DaWXXzmUdvQNXcWl157EXEUc95lZ9OzfQ+VkQpXv/HKQy70j2XhkoX8zT/8GQ/95lFWnnsG573i3Ak9X0wvaw1P/uB+NjyUZO288r1vYM6Fy4+4fnVohH//h+8x1DuE4zq86b/cwOJVZx20TrqQ451/9i6e+fXTtHe3sfwY/TGoNygNDHP5dato1Bpc/MoLePaJNVx6zcWcs+qcCb+nq6+9kmqlxq6du3ndm15DrnD0wIKYeQY39/Af//g9rLG0zGnjtR+5GTd75ED6lqdf5K7/mRRIn3fmPM5/bZ2ll5wFaN54+/U8+csnSGdTnHvN+O+cRmHEo79+kmtvuprhoTJzF3WTLeQ495LjO8Z5foo//+8f5Sd3/YLWtmauff2rjms7p6tiWyvv/ODbePaRF2gqFjjj7MW0d7dPd7PEScQ26uD5SaZrFB5j7QMKUsPodPZxEhxyHFQqjS2PJEPUhJhh5i6ZzVtvvZ6dW3ax4vxldHa1TXeThDipTHlw6C1vectUv6Q4BlupUesdwG8u4E6kxklsGN62m6hax82lyc/pQHuHv5tpjaF/8+6x37c9vYFL3vFqnCPczd6zdf+6PRt2Uh088tTM3cvn0718/jGbq7XisV8/ydqnX0QpRd+eAf78f3+cOD7eAqmKS6+6lEuvuvQ4ny+OJOofIihXycxqQ00gyyAqVxna3IOb8sl3t+EWckdct95XYttTG8Z+H9zRe9TgULlviKHeIQDiKKZvRx+LDzOCsXvZPLoPE8g8nMpImfvuvh/taFzXYclZi/m9D79rXM89nKZikVve/bbjfr44ijimvqsPpRWprvZkuMU4mSBkaONOsJZsZwvp9uYjrjuwbS/WJMekwZ391EpVCkcJDvVt2z+19M71O1l+0Rkoldz0b53byWve84Zxt3OfRq3GI794DGMsqbTPgiVzuer6qya8nQMtWb6UP/7E0hPaxunKRCF33fFTauUqjuvQ29PHGRecgZORzEAxPjZooPzRTFYzOmHBsbKl902Hp/cXpQZQ2RxxaQgtwSExA218bjP//vWfMHtBF4/++in+6M9vpXVu93Q3S4iTxpSfWXz605+e6pcUR2HrDTb84FeUd/fjeC5nvfv1uG3N43rursfX8uy/PwDAwktW4L24k8Wvvfiw6/Y89SJxGOO4DnEUc87rLsI5ykX/onMX8+TPn8DEhqWvWEax+8TrphhjueK6S1n9xDqstbz6zVefQGBIvFyC3X2s/ubPscbQvHg2i958NbjHPlSZRoOn7vwFA1v2oF2HpVefw/wrz8XJHhqALO/u51f//EMWnL+EFx9eg3Y0XWcePcDYPLudBSsXsPWFreSKOeYsP/GCuoWWJq6+/gp+c8+DaN9j6dmLT3ib4uUx+PR6ttz3BABL3ngZTSuXjO+JxrDhp79l88NJhtqSK8+m+4Jl5A5THLpvy26Gdw2QyqdplOssuGAJ2dajZ3/NO2s+rucShRFnXHIGrXPbT3iK80wuy2vfdg0/+84vMcaweOWiE9ugODHa5crXruIHd9yD1oqzL1qBMvLdJcbPNuood/TmXbwv0HOsitT7gkMaDpgBU2VymMG+l6OZQpywRcvn09zWRM/W3Sw/ezHdcyXLUoiJkNtOJzFtY+LeftAK1dZ28F2gKCIaGMLJplGjM2ipOCLoH8JNp1BNyQVHNFKhvLsfgDiMqPUOUhhHcEhrxc6n92ddlHr6QcHiV18I7qHj0He+sJWtT73I4ouX42d8zrruoqNOozr3nCX83n+/jZH+YVrndJDvOHabxuP8qy7gL+bNwlrL7IVzJmWbYj8d1In6BnHzWUzTobMa2UqFuFJLMtR8H+p1wtIIXlMeRmcxrOzuH52JB4Y29WCqdXTTsWebaJSqDGxJppk3UUxtqEJ9cITcYYJDpZ4+ygMjqE27WHbZCpZctoLWpUfP9vGzGd7wwZvY++JO8m0F2hac+J0o1/W4+X03cflrV5FvLtDWJScxk03Xa5hKBWssurkZ+9LsxnqdaLiMW8hDJg1RSNhfwsmkx/qd1ore5/dPJT64YTvFs5eOTR1/NDaK2PbE+rHfg2qD4V39hw0ODe7oY92Dz7PwgqVo12H51efiHKNuVdfy+bzn07cztGeAYkczxdkn3oe043D9O9/AhVecR7aQpX125wlvU5yYRd0dfODPb8VxHEov9lAfKpPNZae7WeIkYevJsLLkl9Hg0DFjQ/uGlTkvCQ5lsTurUndIzEimb4T3/snvUhqukPN9TKk23U0S4qQiwaGTlFJQW7eJvY89D0DX5efjLU7u7ioT0/vgUwys2Yx2HRa95dU4rS30PvwsvU+vRzmapW+9BndWO25TjsKcDkZ29uKkPDKd48vQMcYy9xXLx4aKNc9txy9kDxsYAph7ziI2PbqWjb9dy4U3XYH2vWPe3W6ZN4uWebPGuUfGRynF7EUSFHo56DBg4JGnGdm2C+U6zL32MujYfwFsh0ps+sF9xEFIcfEcZl1xPlt/8iDVPQP4TXkW3/xqVC5HvrsN7TqYKKZ1+Vz0YYI7h5Mq5mhfOpu+DT04vkumJU/6CFkXzXM68LMpRnpLpLJpCt3jG5OeKeRYcJShZ8fDT6dYcKZkZrwcVLVCef0mBtdvxQQh+fndtF5xEXZfoe56ne33/IZa7xCpYp6Fb34Vex59gf7nN6JdhyU3X4Pb0YYxls7zlrL5F48B0HrGgnEFhgCU57HgkhVsuv85lFL4+TTFOYcP4LTN7ySVS7PlyQ20zG0n1z6+aeObutpomuS6Cl7KZ/4ZCyd1m+L4KAW5XIYnvn4v1loWv2IZ6awUpBbjZxt1dG70+9DEoI8xUxmgrE1yh7TePxQNUFqj0mlsuYw6zE0gIaZT+/wO7vvKzwhqDVrmtPPK91w73U0S4qQiwaEZSJcGCQaH8JvyBEMjOPkcTns70d69ROUqqe5O3KYCI5t3jj1nePMOOpYuxhiLrTcYWLMZGM2g2NVPIZ+j9+nk7rWNDZWeXoqz2lGpFEve8krqfYOkioVxZWjs03XhcvKzWpKaQxmf/FHuLs8+fylv+MTvEIcRLQu7TnjYg5hKFjU4QFgaxm9rwQQR4dAwqY5WgqFhbBSTmtMN9Toj23Ylz4hianv6yBwQHKru6ScOkkKYpU07aTlzIdU9AwAEw2XqfUNkcjm8We2cfesbCcq1JFg5jiFlADrlc947rmV4624c3yPX3XbEmla5Wa284RO/S7m/RHF2G57cgT/pqDgk3rMHG8e4uRzB4DB+axGVy9LYsQflJLPsxPUAM9rvytt20XJhHUazKcOhYWqjdaQapTJRaYT+5zcCybGzuquPpo4k6NJ87jLO6mxFOYpUZxvjPoQpxZLrLqJj+VysMWTai6SPkJ3ZOr+T13/8dyj3lSh2t+HlpV+K5Do+58O1f/AG6sNVslkfU66iW058uLU4Pdh6DdXcBsYw7oOXTTJ40Q6EjYMWqUwWM1JCS3BIzDBOrcqrbnst5YERmlry6EYw3U0S4qQiwaEp5NZGMFGEk8kQV6poR2OiGCeTJqrW0Lk8NorofeC35OZ0MfT8ekyY3K1pv/hc9j78NADO2o10v+HVZLvaqPUlU7HnujowozUIVMqnML+LkW1JVk+6vYj1XJqXzmVoww4AMgcM01KZNJl5xzFERmvy483sUYri/MnNAhInzokDbKWMk04RV+s4KZ+4HuD4LlEQovMFbKNO74OPApBfNJ/S+i0AFBbPo7R+KwC5vf20XHAWmc5WansHQClSxYMDjenWZpRWWGPJzmrFayniFbKEI1Uc3yPVvD/Lx2kpkmmZ+Emnm8vQetb4snAy7UUy48zMEFNHW4OqDCfDZbWbFFJVCoNK/o8iVFORcGcPQ8+uprBwLv1PvADW4mYzpFpbGNmSHOc6Lzkfx/eSq2tjSbUWcVIe+ypueE153FyGqFLD8T2cfJamhd0Mb9kFioODOFqTmp0EOyca29aeR/M4i5Rn2opk2qRfiv10FJHKpOj55RPYKCZoKdD2+ksm3A/F6claC0EDfC/JANqXNXSkof3qgKns4ZDMIQCVzmLKpZepxUIcv2xbkQ33PISJYqJijpbrL5NjpRATIMGhl5UlZQJUHBHX6ww98xyp1iTTJtXawtDm7WRnz6K6tw/TCHDSKYpnrwBrUVqPBYYA4mp9/8+1BoQhcRDS+YqzQIHy9telsI5L9zWraN3Tj5vL4LS3AIruV19M84pFeJk0bmfrVO4IMYP4NkBHIUY7jDz7LMp1sZEBrTCNCL+5icEdPdgoxi3kyS/dX3jXRkmfVI7GNPZPhxsMlkA75Lo7yM3uxE15BI2AA/N2nI5WlrzttYQjFVKdrZDJsOTma6j3DpFqaUIXJzBTnjiluMS4UR20Q9DXx/D6DeTmzmZk607y8+cysnEr+UXzGd64BYDcogXYOLmrbWI7dhGjfY9gaHhsu7XeftIdbcy66GziRkCjVD54lrFslkVvuYZG/xB+SxMUCsx5zSW07u7Hy2VwOyQzQ8wAYYDCsvi1qwgrdfymdDIj3XS3S5wcggAcJ6kPFDZG61OaYz/vwMyhOE6Os6OBI5XJYnfvxFqLOkr9SCGmWhw0WPz6S2mUymRaC9h649hPEkKMGf9cvGLCUpUhKi88z/ALLxAOJBk+2k8RjpQxQTT2RWtGUx7jegPleeTmz6U+MEhx2QIA0h2tpGZ3kRq9i916wVnE6QzZud3sfWoNA6s343e8JNiTTpNaMAenvZWx6oKpFJkFc3A72/Y/Jk4rqfow1dUvMPz885iBfqJKFTeTJRgq4WYyhMMj2DjGRkluRTRSxs1kyMzuAsArFsjO6cLGhkxXO07KR2lN20XnEHk+Tj5H39NrGVi3hXTXoZliurWZ1II5Y8WnVT5PZtFcdLMEhk5XngmItmxg6IknCXv3Ut81WlQ8jFFKjQXGTbA/Nby6fSfZubPRKZ+oVqWwIKkj5hXztF5wFspx0L5HfulCnJZmBtZspO/Z9eQXzMG4B9dqUfkc6QVz0KNF+kmnySycg9txwLFTiOmUSuGlfYZWv8jAs6uJK1UcR/qmGB/bqKH80dlh4/iok4G85JnJf0onh0K7P6CkXBdcF1urTmpbhThR2dYmhl/cxOBza6nu6sVtkuHZQkyEZA69DDxiPA31gQGiapV01yzU6N3quF7Hb2lGey5ojY0NTiZNXKvj5rKQyZI9ZyX5OMI6Dtkzl2MdB6Mc2l59OSqKiT0Pi8KZ3c3Ct78RqzXGkT+lODJPGRxlCQcHicpl0l2zqPf14xXyhJUyqfZWwkoVv6UZlEb7HiYI8ZqLmEyG/IXn0XTuSozr4S5YSPHCCON6dM2ZA9YSj15w+4vms2BuFzguRmYxEUfhYNHE6OoI9T17AYhrdfzmIuHICGq0uL2TTQKJ2vdHL1Agt3A+cb6J9te8CozBaof8OSswrodVmtlvfi0oRayT4+KcN12LNQbjHbsQvhAzjgITNei+7BzQGtNooH35zhfjY+u1/TOVxSHjSztTHHSw1KMzlh3wva4yWWx5GLK5SW+zEMfLcRVtZy9m1kVnE5QGcR1NdOynCSFGydnFJNmXVutVBqFRY3jPXtJtSSFTEwSElRLZObPBWlJds4hiaOvuIo5iMsuWEtfqqGyW2E3u7hh39Iv8gNm/jHLAO/iCO/aOPs2xOL1prXDrI8SD/QTlKqmWZgBMo0Fcr+NmMmjfI9XdRRSB43vEjYDMgnlEQYTO54mdJPAz1ieVIh79OT4kKKkwXmqK3p04GWmt0HFAuGUDqZZWrLVoz8OEIUprar19ZOd0o5SiddVFRFFMa2cnxlraZndjwxhbKGBRxMoBZ/SYeEC/29dn9//ugsQqxUkqQuP6DtgYZSxeITMWPBXiWEythvL3BYcmcJl8uODQAcdZnc5gRoZxOo+jZqUQLxdr8bNpolqNVLFJjpVCTJAEhyZBOqpgyyMYLNUdO/Fb24hHyoSpNIVlSzFBQHbuXIJyDZVOEWaLWNTYiG8D4GekfoCYNL4NoNSPUpr63r14zS0EAwOYOKawfBmm0SA7dx5BpYpKpQnTTVilk76YyiX/Zxgr3CvEiVJYUvUSplHHNAJ0KkVl23ZMGFJYsoi43kBnMzS1thHV6jhNTQSp5I70QdUxMtPSfCGmjdYOKuUnNd+0QqnUuGdxFMLWq+jCaJH7OJrAYNnDBIcOoDI54oG+yWiiEJPGGJP08TjC8bLYIADvWM8SQuwjZxcnyFWGsL8PjCGqVnHSaZzRk7agrw/bqJNbuoyam4VM8/Q2Vpw+hgeI63Uaff34zc3o0T4ZlUqUh4cpnnUW9WwzZJuntZni9OHHDYLBAaLSMOnOToLhYdxMhqDRYOTFjeTmz4NCG4FyID+ucqlCnBaMMahGg1rPLgDSnR1k549v9jshbK2GautMfjFRUpT/WHWH1OGGlYUHr+P7YOJkRklfMobFzOA4mtLadQDUd++i+dxzprlFQpxcJDh0HFwb4VYGky9PrQlJZssx9TrpWbPAccgvXogJI7zmZuqu3OoWLy+NJdUYJq5VUY6LNcmltY0i3GyWOGjQtHwZUbWKVygQZKUAtHj5pU0NMzyEk8mM3YS2xhAHAX4+j5PL4xYKKEfjNrdQV5L+LcRLWQup1ha072GNxW8qQByTsmXMyDAql0+yPyX9WLyEjWOIwqTmkLVJQWqtOXaxfQUYKuUK5cEyjgnwXdi5fi/pbIbm9iLFjmZUJpcMLWvrmIJ3I8SxWdehsGwZca2K19SENZIDL8RESHDoOLjVIao7tpGe1U1tVw/Z+QuwYYQbJYX+wqEhrLX48xdJYEhMiVRUpbJ1E5mubqrbtpCePRvt+6S7uogbDawx1HbvJj1/IfWMBIbEy88jwgz2EUcRQX8f1loyXd246QyNgQFSbW3Udu3CyedxOrupa8n7FuJItOcR12rJpBaFPFG9RlyrEgz0Qy+kl5xJ4MqsPOJgtlaFVDqpixlHoxlDh48iBo0GA3sGqZYqtLblaGnN8eAPfoMFis1ZzjhrNo/99Mlk+vrRTZxxZhd+ej1bhuHSN1zKnMVzpuy9CXE4yvOISyXC4RJOJo0j57xCTIgEhybI1TEmSsZdW2PAWqpbt+A0FckuWU491ugOsNYSyl08MQWUIrkzaMxYxlC9pwcnkyGzaAkNJ4u14CoIjHRKMTVcExBZi3IcTBRho4jq9m1kFizEO+NsIgNuazfWQiQpD0Ic3ehFvd/ZTrVnB16hCfQB2R9GBmKKQ9laBZVKJ7/EITju6JT0Sd+Jo5g923Yz1FfCxgalkuLnjutgLSy7aDnGJMlGxZYM519zwdi2G/WAuFJhbleOn/3iYVb/+lmUp1l0/lLe8J430NrZOg3vWJzubLVC3KiR6uqitmc3hWwGZO4eIcZNgkMToJXFD2oY18VvbUP7Pm6hgGk0yLR3UA2PfEdGiJdLRgWE1QqZ2XOJG3VSbW2Ew8P4LS2EysOMBoTk+ltMFc+GmFoFr6mJ+t695ObNo7pzJ9r3UakMUSSdUYiJiIzFb26mvnsXTjaHm89j4gjleXgtbcS+TCcuDmWqlf31gKLRqejjmNhatq3ZTL1cRymNn/XJNeVxHA2A4ztYwNEKY+xY7NHREI/+nEr7kPYpFDSvfvsrqdUjtqzezNbnNvH5D36Owqxm3vz+N7No5eKpf+PitOXkcuhqhWDPLjIdndhDZtUVQhyNfGLGKWPr6DgiqlWIKhVS7R2EwyWU75ObPYeal5e4kJhSKRXiNKrYKEymB89msdYQVSpk5s0jzjcTxVLDRUwdV8X4QRXtOgRBQGgMfls7wXAJr62NVGs7FdLT3UwhTj5+imDvLlKzurBKEdWquIUm8ouWUFUZ7ATmoBKnD1spo1vbk1+igNBY3DhmsHeEoBbQ1F4km88QRwdnnlmT1NLUev9NzyAypDxNtXHwutUQmnxFZFyWnb+MZecvozRQYu0ja7jzr79OYVaRWz76u8xeNHsq3rI43SnA9cgtXEQwMoznyLFRiInQ092AybZ9+3Y++MEPsmrVKlatWsUnPvEJBgYGTmibaRVhRgax1mCDABuGhMMlvKYi6fZ2jJ/BWjn4iKnjaIsaGSCqVsBCva+XaGgQN5cn3d6Jk8kRxafcx1vMcG59hHBkCGsswUA/tlpFKUi1tJJqaaUuud1CHBelHfzWVpx0Ci+dRns+ZmQYU6vix43pbp6Ygay12FoVlcpgrKF/x25WP7IWpRRuxqetu51U+vCzjO3LNHYOGLoYRpaUf+h5RSW0FF+ymWJrkUveeCkXvekSgkbAV//bF/nXv/kqjZr0VfHysvUGfrEJrMVNZ/anugkhxuWUunocHBzkPe95D08//TTvfe97ue2227jvvvu47bbbCILg+Dcch9g4xoYhbr4JnUphajWwhmBgABqV0bsrQkwNBzBhBFhwHNIdncT1OqZeI44CbNDAC6vT3UxxujExWEtULZOdOx8bhUTlEdAQVco41dJ0t1CIk5KKAhzXJSqXaezdg3Y0OpsFx0FF9elunpiBbK0Cnsf2jTv5v5/6P3ja4uUzoxPtHj2r2Fo7Nqxsn3A0c+ilKqGlmD78OXC+mOey6y/n7Fefz671O/n/3fYpHrznwRN6X0IcjU6liCsV6r17UUphJKtSiAk5pYaV3XHHHezevZsf/ehHLFmyBIDzzjuP2267jbvuuotbbrnluLYbumn8dAYTxdi4gcXiFpuJKhW8piLB0BDMap68NyLEMYQGMvkCca2KjSOC4RFSzc2gNbbRILYW655SsV9xEtDpTDJVsuPSGOjDyRVQjkMwMESqtZWgfgJBeiFOY9p1ULHGhhE6k0G5HrG1REND+B3d0908MQOFg0Ps2NrH/b9aQ6GjmUJThlwtuVA+1twU+5Y7BwzJCUJLLn1oUCkYnSk840ItOvz22me3c+XNV7PuiXXc9/Wf8dh//JbbPnk7xbbihN+XEEflaKIwxG9uJqpU8XNS9kOIiTilgkP33HMPq1atGgsMAVx++eUsWrSIe+6557iDQ7FRkMrgpklm3gkClNYoBWEQ4LZ10pBZoMQUsihix8dtSqb/zmZzY3ngOpUmGB7G5tqms4niNBQ5Gby8wpqYzNy5mEYAWuPm84SlIWyxc7qbKMRJyaAgDEh3dQGKGIsTxzgtzdSdlFz8iIM8++AzsGUjQ6Uai19xBp2zmghjix4N9hxrggprk9ItB2YOBaGhregddv1yYGlOK2rlI29Ya82Ki1ew4MwFPPXLJ/ncf/mfXHXLK3n1zddM+P0JcUQWMrO6UMag8k0oR8ERgpZCiEOdMsGhUqnE9u3bed3rXnfIspUrV/KrX/1qXNtxnBAFjIyU8FyFwuIA1rpYIFQQp1KkrSVE4aRdUIoUAcoYUAoVRYACrVFRhNEK0BhrUTqpHRA3GmitsUqj7Oh42Nhgoyh5TDtgYqwBpRVWKUwQolwHZTXGxChHYRohytEYC47nYi1YYzBhhEJh4hgn5SXFKjUQW8JyHSftYSILWKy1KNclrCdtUp5DVA3wMj5hPUS7GrSDNTFxaFCOBq3QShHUAhxXo1w3ed3YgjVYC9p3CGshQwqclEcURmilCcNodPc4xNZgwxjHd7HGEjZC/IyPsSTtcV2MNXi+R71ax/Ec4sjgeS5hkLTNWojiGM9zadQCUvk0YSPE9Vwa9TrWgJvyCIOQTD5FebiKQpHJZ6jV68RBRCqdolZvkM6kqJarpLNpRobLzJrdwWB/CddzMSYGpYhNSCqdpjJSRWuFm/Jp1Bp4nkN7Zwez582djC59SL8sl4dJe2Ag6WuOxgAhihQ2+e6zoLHo1jYcQiLAHe2TSiliQMfJ3wfXwVpLrFXSxxtBMpOJSq4zVDLHOCYI0J6HxaJcBxvEGFehYotSGmMiUBqsSv720ehtRKtQXrK9ODIoazBR0kecjJd8RhTE9TA5C40t2neIgghMMgU6QBxEyTTOTtJngkod1/dRnkMchKA0cRgm/dxYTGRQjiKsBaRb8gSVOjYy6IyHDQ2DjRBQeIUUNjKEQURUD0nlUihHUxuu4mV8lKOpD9fxUi44iqAS4GdTuGmXWqmGk3aJo5iwEeGnPBr1AM93QSviOMZEBjR4KZ9atUEmlyJohAT1gFTaxyjwfY/hUhnXTY4PTc15BvpLuE6y34yxRGFEtinH4N5BWjubCcOYKAyTv4fWZPNpqpU61UoN19P4vk+lUiOd9ume20W10mD2vNl43uTW+3GckEplGM+xeEphGf3sux4xLpG1mFQ6OVZaCy1taBWTxaCMwaIw1qBJ3qdWEKFxjMGaJPNNq2R4A6HFKoUiOVbaKE7+7lpBrYH2HTCjFzxa7e+DroOyyfrGGrCM9at9x2Gr1GhNAoXyk6/EuB4kF0daJW2BpDhr2sfUAuIoxs2laQxXSeWS443SGqxN2qAsaIeg0iDTkiOsB8RhDBb8QobYGKJqA5RGOYqoFqC0ouTopA3WElYDHN+lUanjZ9OgFY1ynVTWp15p4Kbc0enNoV6pk23O0ag08FIeleEKmUKGWrlOppAZrfOhSGV8SoMj5Ao5gnoDC/gpF6ugXKqSLWSwQCaXZrCvhJ/yqJarNLUUKA0Ok86kQSk836E0VCaTTY6nxbYiURhQrzXwfA/lOlRGymSyGRq1enK8rFbIZNJUK1Va21uZ1d1NU7NkDYzXYP8Iw70VRkp7aG4vUi/XSGVTzO0ukImSYe5WgVJq9NCa3MCy1oDrU4kPf1G/j1YW14RJv7WHZof4OsLFEqEIjXPUAti+NmANEQ5G6jFOqUatwdf/7g72rN/Jn/zJtegyRFaRSWkaocEdDQ6ZY9zQNMYmtYkOyBwKY4uj1UEzlu0zElg6sppdRwkO7ZMtZLnipivZ8OwG7v/2r3nqvie57a/eS0tn84TfrxCHcDVb1u1leHCE5o4i8xdP7k2prBOBNdSNz0urGWXdGBXU0K7PiJEai+LkdMoEh/bs2QPArFmzDlnW0dFBuVxmZGSEQqFwxG24TojWGgc79sXpJmf6GJILa89YXGUxgGsNxlis1jj7LrxrteQiQSlsFBEHQTKLVBwlF+MGTHkEx/UwGBQWohhjob63D6+Qw81lCQaHqezaS3HpfOJGTKWnl3RrE8r3MY0AJ5Omsq0X7Ti4uTROOo2NkzbveWI1+Tmd1HpLeMU8hbmdmDDGxjHbfvMUjcERZl9+Llvvf475V52H9jR967bhplL0b+qhY8VCqgMjhPUG6WKetuXziMOIvS/uoHl2O14mhZPyKe3qZ/XPn8DxHC58+9XEkSUOQ/p39FHqHWLBuYv57Xd/w5JLV5BtKdDUWeSxux6ia/lcXN9j9QPPc8YVZ/HUz5/k4jddwvP3PU1QC7jkrVewbeNOUpkUzbNb6dvZh4OibU4HD//wQWojNc6+4my2rd9BobVAjKFzbgfPPfg8y16xPPkyWD6P9Ws3sHX1Nl58agMts1qYf+Y8Zi/u5ttfvIt8Mcdr3/YqOua0809/9S9oR/OaN1/NvXf/hpt//0384M57GC6Vueq1l7LygjP4+ue+zdtvv5Gvff7feNMt11FsK/Avn7sT3/d4zx/9Do89/BSNIOCVr72C/t5+zrnwvEnr244T4o32L2UM3gG3iGOlSRtLrBRO0ADPS/qmMRilcI2BKMJqnVxcRwYTRZBNYxsNrO+hlcYMV1Cen/RTrSGIscDwhs3k58/FqAirFLZcQ6VciBTW86j39uF4Pjrlg4JguEocRniZNMp3cZQlqjaI6gH14TLhSB2vKUO+uwOlNUMbd5LtaGb7g88QlCq0rViIm8vS8+Q6Fr/mYiq9Q2x7+AWsMZz1lqtZ97PHqA2WOeftr8QYSxyE1EfquBkfpTVRI8RYw8DWvYRhxKylcxnuHQIUxdmt7F6/E6UUfdv2cN71l7B7Qw+9W/eya90OLrjhEkq9JdY88DxnXX0O9UqdjY+/SK4lz9yz5tMxv5NS7yBBZEBB+/wO1j68lo3PbKS5o5muJbNp1BosvXAJd3/px3gpj6vfchW7d+zlFa8+nxef2cjg3iEe/fnjpLIpXnXz1QwPl/nZd+5j4Rnz6JzbwYLl8/jPnzxI/54BLn/NxcSxIZ1J8/Tjz7Jx3TbOX3U2b3jrNfzbl/6dRWctII4iVpy/nH/72g/YuX0351+0knxzjmVnLuanP7yX33n3W/jc//gyN91yPbe+/1243tEvEMfLdZMAm2PBUUmAWY8eJw0W11oMCi8KMYC2SbAkVgqiCKM1JgzR1iQnV0oTxjGOAmPApDwcVNJXgzDpm2GIdcDWAowxoB1K6zdTXLaAqBKxb06dcKRCHEakZ7Vjag2IYoKRKlG9Qaa1GVwH7blUd/QysGE7zYvnUh8cprhoNg6WPU+uZ+DF7fjFPJ3nLmVo214aQxW6LzoTE4/Qt347Q9v20LlyMbtXb2H2uUuoD1dplGsUulvx8hkc32dk7xCZtjxBrUF1cITn7nkUP5vinBsuo7RnkKauFrCwc81WUtk0a371LFfddh1923rJtebZ8Nt1ZNsKrH1oNYW2Ji54/UX07xpgw2/XUS/XWH7pmXQvn8umFzaz7BXL2PLb7cxe1MUD//4AW1dvpWNuB00dRToXdPLozx9nZKjMq3/n1Qz1DbLmifUM949w/tXngoVKrcYzDz/P5detYvHKRVSrNb79z/9OKu1z6WsvZqBviCUr5vPDf/s57/6TW/jVzx5i6YqFPPjLR9m5dTcrLziTS155If/3X77Pa254JZlCmn/93/8Xz/d441uuZdPGbYSNgDXPr+fGW15PrVbnwlXnsXzFMrpmy5CoYxnp72Ngez+//t79WGMpFHNsfGYjLbNaeO1t1zG/6JBuKxKVy4TDI3jFJrTnYKOQcGgIv7mFbPdsqvHhL1Y0Fre0l6B3N8pxSS1YSkPtrzCcsVWCHduIgVRrB9rPUNfZw24rrQLCXVvBGPy2WTT8ZklqmiKP3/cEP/2XH6EdzdVvvgQch2j05mM25dAI9geHxpU5pDgoOATQCAzZlMNILT7o8WoInoa0C/VxZmksPXcps5fM4al7n+B//fH/5JI3X8Hr/p9Db/AKMRFrn9rOz+74GYO7B1l83mKuvuVqOhbNm5Rt51SN+o5tYC3pjm6q3v4bHFk3ItzTQzg0iHJdcvMWUtG5SXldIabSKVOUpFKpAJDJZA5ZlkolJznV6tEL9ObyeTLpNH42RyqdIpVKobE4vofnOqR8DzeTQaNwVXKX2PV9vFQKrTW+5yVfxo0gCQ5Zk1xoR8mFi6cdUtkMbjqDiSMcx0vqB3guca2Gk/LBgqk1MI0G2fZWgqERtOswuGYj1lgcrWkMl5PhGtYShxFKabSjiRsNwpEKjcERonqQ3AFubSKqNjBhRH1gmMbgCChFZe8QXjZF7/ptmMjgZzPsXb2F5vmz6Hl6A+lijtL2XlCKsNagNlTBRpbhvYPUhspUB0fY8ug6AOIwJmyEjPSVGNo1SNQIWX75StY/uBosFLtaadTq7Nm4m/Z5nWx4bD2VUpmmziJbn9s8epe8QVBL6pH09/Tjug692/by2C+eYP7yeYSNkD1bd1MbqQHw/IPPM3f5XLat2UaxtYlauU5luIqJYh685xHi2DDcP8KLT20AYHDPIFpptqzZhuM6lEsVdm7aRblUSbJnophtG3eSK2TZtHYrQZic3dz/i0dwHIc4innhibU0tzbxk+/fy44tPQAEQci6FzYSRRFt7a1sWr+Z1c+v23dDf1Lk83n8bIaM5+Fls2g/hU4ls9X4qTQKi5fJ4OYLOFrjOi7adfE9DyeVwoYhRDG23kBZQ1AqocJ4tM/6+OmkQKUyEW4qjaMcnJRPXKsRVqpE9TpxLckqq/cPYoI4KVbZaGBjm2QHxQYzmhlR7y8RVetopSG2GGsobe6ByNK/ZgupfA47miVX2rqbyt4BglLy+a31DdG3bjsti+ZQ6R2isncQGycZH5W+YWqDZQDctM/I7kFQmnJfafRzkGR5KKXY/tRG5p6zmOpwhXW/eo7inDbCWoA1ho2/Xcvii86gPDBCbbjKrnU7APDTPmseeB6Apo4iGx9/EYDKYBlrLHu27KZ7+Tye+sVTWGCgZ4CNz2wEYKh3CMfVbHhqAz0bdwEQNkL6dvahtWLP9l6Uo3nivqcAaFQbVAbLlPqGAdiybjvWWDav28bl166iWq5RGa5Sq9T4+Q/+k46uDgCefvR5+noH6dm2mygIiaKYHVt72Ll9d7L88RdwtMPO7btJZzI898walp25mG994wcM9J3YrI0HymVzZDMZ/HQarTSu5+O4Dh4Kz/Vwsjn8XDY5RmZzOH4KL5cjlUpj4xhtDH4+j3JctHIgjkkVCkQjFWxs8JWDiiIcz8dEEUprTL2Oo10aA0PJsF4gqtYIhysEg8PUegeo7u4jDkLiRpgE0ZVDVGsQB0mGZRzHBKUyNoyo9Q+Rbi5Q6xtK6slZSzhSY+DF7QAEpTK1wTKO51EbKOFmfMp7Buh/cQfN82ex8+kNtC7qZvODz4ECP5+hVqoQVOp42RSbH3qBXEsT9VKFdb96NvksdzSjHc36+59n74Ye4iiiOlhh2zObgCQDqHNJF1ue3sT88xez9qHVAHhpj+d+/SwYS72cHAPXP7IW7WnWP7GeymCFvt39VEeqbF29FYDeHb2kc2ke/cljzF2WZDM+/aunaWppYrh/JPn9N8+itCKTSb4jH/r5oygF2zfsTPppPaBWrvH0Q8/hpVJURqpseGEzm9ZuIagH7Nya9LsXnlpLebjCGecs5ac/uJeebcnjYRCyZ1cva55bT8esNqIoZvOL23j4/sdp1OuseW7dpPXJU5mnXfp3DdKzoYeOOe1jx53BPYPs2rALq1xMvUGjvx+ldJKBPHpuABAMDaKOMimHqwxBb/I3s3GErZbHlmmtiEv7jx1RrYKtlg6qRXOQeiWJ8AJh/x48R0JDL7ehviH+6SOf46dfvJv2BZ1cefPVzO9uohzs3/e5tEM9MPiePmZgaB9jLO5LahfWQ3PYukMApYalIzuxk59sLsMVb76SBecs5rd3P8T/uP3TbN+wfULbEOJAOzf0MLh7EIBNz2yib0f/pG07Lg+PRVaDwV5SB9xvU0GDcCh5XRtFxJXy4TYhxIx3ymQOGXPsqQq1PvhLLp9P4br7v+TCsAHWouIIZW1yUaoUNo5Jhl9pMEnde6sUKJ1cuAAmjsFxMGGE9jxMbFBWEYUBOpXCWoO1ligMiGo1nNHhUspLhqY4KZ+oUsXxfXQqhU4FNAaHyc3qABSpliacdAqrFV46hd53RLLJ0B5rLdpx0FmPOI5xUynq/SOEIxWyHS2E9QA/lwwJwFq8TIqw2qB5yRy8bIpGuUa2rUhtYJim2W1YLNp1cFMefsZPpqau1Gib1Y2XSaFdh9YFnVSHRi/WPY9sMYfjORhj2L1+B+0LOhnc2YeJYhytybZl6Vm7nba57aRyaSoDZWYt7WagZwA/u/8uZb4lT9/67fiZFPO7WwjqAfVqg84F+1NDW2e3MTIwQjqXJgpj0vk0AF7aZ/7yeSityBYyFFoKjAyOJOnRvkNTrkA8OuSkqbVAJpce22b7rFbWP7eBju72selWZ8/vIjPattkLunny8WdZdlGtXnsAAHh9SURBVNZi/PT+O7Ads1rZtHELuUKWto7ZzOrupFg8/F3VY3lpn9zXL5W1gMFGFhUbkiiiwSidDO2KIuzoUEVUMrQwdl1sGKIcJxmO6CTDyJxMGuU52DDEYFGNJGiiHDfpz0phggAnncZEMUprtO9hrcHJpJJhC4CT8lFaoZQDWqFMjLUG1/dwsqnR1zOY0OAX86AsuVmtSdBUJcN7nLRPqim//81aS6GrlZFd/eS72wjz+6e99QsHBH6VIt2UQbkOfjaN67loV6O0AmXJNOeo9g/jaE3znHZMGCVDC6sNWue107+9l7nnLkS7DqlcmkalThzFtM/vpG/bXkxsyLcWKA8kF9FeyiOdzzDSN0zb3KSWU745T645R2WoglIKz/fI5DM0tTeNNTOTTzNcqtA2q4Udm3uYs2Q229YlJ76ZQoZ0I3l/qUwKpTWtnUW2b9ox9hjAsrOXsGvHXgCKLU20thWTQIzv4VhDa3trEhizlmJLE2EYMWfBbB66/zGufPUl/PbBJ1l25iJmdbdRbJ54vzxsnwzqSR+0oEeHslqTDKOz1qKCBnb0wjQOgmS2x9Fjj1LJMNm40RjNKEiGtZo4xs2kk+VaoVwHojjpvwpUykuCTbls0ged0ewj30+GPRqDGf1smzDC8T2sBSftY6KYqNbAcRx0JoVyHbxsmsqeATKdrcSNEO266JSPm0sTVeqgFH4+QzwaKDbG4OczpApZqgPDNHW3UR0Ypji3A8f3qA2O4GZT+LkMcRTRPK+dOIhQjqZ9URc9z2+hNlQmqIcUu1rJtzXhZ9OYMKJlTjuVwTKZpiwDO/tpntXC8N4hmjqKDPeWqA5VWPSKZbj+/q/sltmtKKvItxZIZ9NksmmyhSypTIpGrYHjOjiOZu7yOfTvSk6O5y6dM3b8A2jtaknWTSfbnb2oG8d1aGrZn2HrZ1K0zmohlU6+c9pmteJ5LoXmAo6bBM5z+Sz5phy7d+7ljLOX4h1wxlxsacJ1HeLR7+jOrnZqjRqpVIq582fTfBx98kj98lS1q3+QprYmvJRH0AjJFXNUSslxp3lWEeIQJ53HzWaJKlXcQg4cPXYRo1wX5bo0H+F7ycYRcTZLPHoDzc9lyB7wdwnqeeLRgJH2U2g/RaZw6I04gGi4Tjj6s5PLk81lyOqZeR/ScfRx97/Dmeo+GUUR//bZ7/D0vU/h51JccfNVo59dS3vWsLeuSKWSYWC+l5QxSPkOxlqclwR9Xvo7JEWpPVfhH3DciWJoynkMVg+NMFWNZXbW0h/qow47PJyVq85k6bmLePRnj3HHn3+FBect5Pb/763kCidf5sVk96sTcTodJ/dp7WoZGxKeLWQptjdN2t8jCPdfMzjpHKlMmkwu+eyYcjCa5ZwE4nUqPWP6wXjMpH4rppeydrz3EGa2tWvX8uY3v5m//Mu/5F3vetdBy/7+7/+er33tazz11FNks/s7fm/vyCHbcUguChxH4xg7OnbfoFBEqGQWKMCPDZFSuNixaRL1aM0hY21SM2U0i8E6ChuODrhwXVRskvpDUZT8biwWi60H4LhYV2HDeDSryMeEAdrzqQ+U8JtyyYxUxkAYY7DJHcKUj3YdsMmFfVCpoZSDiWNSxTy4TjIMp1yj1j9EtrM1uSvuu4RhjJdJEdUbRKN1Wip9w2Rbm6gODJNuLaBdh6gRETVCnLSH6zqEjYjKwDDaccm25rEk56KNcp0oDGnqbKZvy16UVjTPbke5MLRrEKVVMnTEGLSjqZVrZIs5TBRTHizTPLsVgGq5hpvxGdpbomNOG7VKnaAWENQbtHa1MrBniFwxS6PWwCrQSlOr1+mc05lkmpSrhEHIyOAIxfYiQRjQ0l5ky/odpDIp2rpaGSlXGR4okUqnkotapVCuJgxDyqUyC5bOY/fOXhylyLfk2LVzL+2zWkln02zZsA3P92jvaKVcqRBFEd1zZ3HuBeeRPkwGW0fHkYc0HrVPqgba0aP9E0KbRHWTj24y7NFi8Y0lBhyb1B+KtcKzyX62xqBjg9EKrTSRtbh2dBuOg7IG62ioB+C52ChCWZXU9BmtOaUMKGWII9COSq47TJwEkMbqA8UoZYkbEVorVDoJcJgwJKw0sMYQNUJys1qwWkMYE1TqSbZHEJJpK9IYqRKW62Tai8RhRG2wnGQ3tBeJagHl3hKZlgLpYo6gXMO6DnEjwPF8wBIFEdp1GOrpo2V+J2E9oNw/TOv8LurDFRq1Bo1KnfbF3QSVOo1qg/LgCMVZLWhH07t1D/n2JtK5DH3be8nkM8nnGoPn+6SLWQZ3D5LKpsb6V6G5QHm4QnNHM17aY/eW3Silybc1obVCuwrtuJRHKgzsGqDYWsBLe7hpj56tu8kVclhjaZvdytb123A9Dz/tEUUG7Wpcz2HH1h4WL19IWA9oNAKsSoa1zprTyd5dvfT1DlBsaUI7ikYjRCnL/EXz2Ll9NxdcdB5dcw4dvnO8fRLA0cFYn7RK4YweG7U1NJQig6KBxY3isWGNrrXJcTOKkuwCldTNwiR1iGLPQwchxneJlcKrh1jPS7LfXGesllBcraFHh8gZa5MZ0jwXZZJlynWxoxmVWJtkBpnkfzebGq0zZGkMjaA9jygIUNohVcgmfW6ghON5Sf2o0IzWh7P4uSz1kSqNUoV8VyulXf0UZ7cxsncQP5PBGb14dzwXpRUje4domddBo9Kg3FdCKUWxuxWjFEGlRlgL8bNpaiNVwnpAKpcmVcji+i57N++maVYzvVv3kmvJk2spMLC7n1TKZ2RwhKb2YnL8bgSEsSGVTVEt18hk0/Tv7CffmgTGuxZ3sWvzbpRStHa3smfbXgqtBUr9wxTbi2hH06g36Nvdz7wlc1AasoUc65/bSCaXoVEP6Jjdxs6tu8hk07R1tVKv1RkcKJHL59i1Yzfzl8wjaDTYu7uf9q4WMtkMm17cSjaXxXE1xeYCO3fsxnUdlFa0d7bR2dXJmStXHLZvnUi/PBWl3JAd63Yz1Ftiz9Y9dC/uZrh3iGwxx5IzZ5NLu5gowNGjgfrR7wulFCYKcbM5Kipz9DpBRFAbQXk+oZc9qFaQqyxeVAETg+sT6hSRPXzARyuLb+rYOML4WUIzcy9Mm5uzDA0dPaN8n5nUJ40x3Pute/ntjx4CYPGFS5m/fP7Y8mIK5jdptpSSgGxL3qW1yWP3QMCC7izWWobL+8d+Oa4mjg69wZrPuaQ8zZZdVeLRsgUKWNidYc3WCvFh6hbNKWgG65Y9leO/tOjr6WP1Qy8QBxErrjybm/7wJjx/coZET4WJ9KsTMZP65MxSZ92D6+jb2c/sJbNZ9IozJ23LnjZ4YSW5IZbKU3/J8S1vK0TlMjqdpuE1EU8wSDqdJqvfjqdfipntlAkODQ8Pc/HFF/P+97+fj3zkIwct++hHP8r999/PY489dtDjRztoTtXB/XQg+zJxol/ksh8nh+zH/aRPziyyPxNy0XN40j8m18kWHGrUGvz0//yU5/7zaTCWWctmc8YrzjgkK35Fu2a4YRluJKf3i7szVOox5VrMknk5avWY6gE1g44UHMpmHHxPs3egQbW+f/1ZLT6lSkT/cHjIc1IOzGvSPNdrOMwmJ2Trmq1sfnYTxIaFFyzhxve9mWLbzC9iL8GhmUGOlxMjwSGxzykzrKypqYm5c+fywgsvHLJs9erVnH322dPQKiGEEEIIISbOGMOTv3qKR+55kMHtfSjXYfbyOSw9f9khQSGA9ozCVYwFhlKeJpNy2DsU4LlJFkP00qnGjiCKkxpFaV8fFBwarka0F73DBocaMQwHlkVFzYuDJxYdWrBiAQtWLGDrum1sfX4z//RH/5Nce4FXvPZiLr/+8pMqm0gIIU4Wp0xwCOC6667jG9/4Bhs3bmTJkiUAPPTQQ2zevJnbb799mlsnhBBCCCHE4cVRzMbnNvD8w8+z5fnNlPuHAUW2Jc9ZrzyPzrkdR3xuUwrmFRXbS/uDMnPaUwyVQ6yFXCY55Q+j8Q0YCCOL1opc1mXggEBQrWEwFtqLHn2lQwNEvRXLvCbF4mbFlpLlMKPPJmTBGfNZcMZ8SgMlNjz5Ir/59n/ym3/7JalilvkrFnDWJWex4uKzJFgkhBCT4JQKDr3vfe/j7rvv5tZbb+X3f//3aTQafOUrX2HlypW8+c1vnu7mCSGEEEKI00y5VGFgTz+1So3yUJmRwRFGBkcY7i8x3F9iZKBMo1KDKKnd5qZd8q0Fzrr6XDpmtx82S+hAcwuKjqxi57ChEYNWsLArg1YwNFpfqKXgEccGO86EHmsgjg2eo0l5mka4/4l7BwPmtKfQSrF36OCZ8CywfdjQlVec26nZU7H01yxBzAkpthZ5xWsuAmCod5Bt67az+blNrP/tWu62PwBH4WdT5FryNLUVaWproqmliUJLnnxzgVwhS1Nbkeb25hNriBBCnMJOmZpD+2zatIlPf/rTPP7446TTaV75ylfyiU98gtbW1ulumhBCCCGEOM38yTUfRY+zOK05jtPyP/yDqygWMwRBEgjSnkO2OZdMOjG6OeXqsZktx2vf7KQmise2M7ZMJ8vKvcNHfP6+mc4e+e1mfvObF8f9uhOl2N/WY/mHn/8PXPeUujcuhBCT5pQLDgkhhBBCCCGEEEKI8Tt6nqoQQgghhBBCCCGEOKVJcEgIIYQQQgghhBDiNCbBISGEEEIIIYQQQojTmASHhBBCCCGEEEIIIU5jEhwSQgghhBBCCCGEOI1JcEgIIYQQQgghhBDiNCbBISGEEEIIIYQQQojTmASHhBBCCCGEEEIIIU5jEhwSQgghhBBCCCGEOI1JcEgIIYQQQgghhBDiNCbBISGEEEIIIYQQQojTmASHhBBCCCGEEEIIIU5jEhwSQgghhBBCCCGEOI1JcEgIIYQQQgghhBDiNCbBISGEEEIIIYQQQojTmASHhBBCCCGEEEIIIU5jEhwSQgghhBBCCCGEOI1JcEgIIYQQQgghhBDiNCbBISGEEEIIIYQQQojTmASHhBBCCCGEEEIIIU5jEhwSQgghhBBCCCGEOI1JcEgIIYQQQgghhBDiNCbBISGEEEIIIYQQQojTmASHhBBCCCGEEEIIIU5jEhwSQgghhBBCCCGEOI1JcEgIIYQQQgghhBDiNCbBISGEEEIIIYQQQojTmASHhBBCCCGEEEIIIU5jEhwSQgghhBBCCCGEOI25092AyXb//ffzhS98gRdeeAGtNeeddx4f/vCHOf/88w9Zt7d35IjbyedTlMuNl7Glpw/Zl4mOjsIx15E++fKT/bif9MmZRfZn4kT75alK+sfkmsj+PJX7pPSryTVV+/NU7pOTQfr1xEzW/hpPvxQz2ymVOfToo4/yvve9j5GRET7ykY/wgQ98gG3btvGud72LZ599dkLbcl3nZWrl6Uf25eSQ/Tg5ZD9OHtmXk0v2pzga6R+TS/ZnQvbD5JL9OTPI32FiZH+JfU6pzKFPfepTdHd3853vfIdMJgPATTfdxBvf+EY++9nP8rWvfW2aWyiEEEIIIYQQQggxs5wymUOlUom1a9fy+te/fiwwBNDe3s7FF1/MU089Ne5tOc7+3aK1AkApheOosd8PdLjHhJhMSu37P+mD+37X+vB9UimFUtIvxcsv6Y/7+9u+PvnS7rdvPSHE8dM6ORdJpdwjHv+FGK9s1p/uJgghhJhBTpnMoXw+z3/8x38cFBjaZ3BwEMcZX7pcVjegVqE+HJJGE9erpFs7MNUqpl7HhAF+Rzd1nUFhccv9hP29eK3tRE3tWCsnamJypXSMG1Wobd1JJpsnHC7h5AtYa1FRRFQewWtqIcy1YKzCixvEe3YA4M6aS+ikpvkdiFONVpCxVeo7d5NyPOJGHZSDm8thawHhSAntpbAtswhx8eM6Uc9OlFK4s+YQaumTQkxUPDKIP1IiGh5G5Qt42iFu1PBaZ9FALvLF+GkN6dogwe5+4kyWXEsHFeNNd7OEEEJMs1MmOOQ4DgsXLjzk8bVr1/Lkk09y5ZVXHnMbnqOhVqXRtxevqZlgsBe0Rg0NoJQiGOwHIK5V8RavhEaN2pZNAEQjI2SWZQhT+Ul9X0I4UY1waBDl+9T39IC1aM8DY6n39wIQVcqkFqQJvBzxnp0EA0lf9QE1ZynW2ml8B+JUk1YBplImKpfRfpqoPIxXbCEc6Ceu1TBhAIyQ8lPoQgfhju2EQ4MA+EqjuhciXVKI8fN1TDA0SGPvHgCiagWv2IJ2NPGeHTjdS4iNfKjE+GRNlfKObQBElQra8yHbPs2tEkIIMd1OmeDQ4VQqFf7bf/tvAPzBH/zBIcvz+dTBBbisIagdup3D5QJlcz6xDThwdd93yTVnT6zRpyDH0TTLfhmXQ/okEA6Ukx+Ocd7v+Q6Zpgwju/Y/ppSiqXhoNt3pTPrjxByuT5pqRLjvl6MkS2qtaWrKMKwOfEyRL8r+Pxzpm+N3uH55KjNBnUbpCAsV5AsplDplKgVMicn+vJ1MfTIaqh7ymBx7JsdMOo6fTH1yMllrCfp2kXV9/Oa26W7OSWEm9VsxvU7Z4FCtVuOP/uiPWLt2LX/4h3/IqlWrDlnncFP2ZdJZUu2dmCDAb+0grtdwmlsxtSp+axsmCHA7uimNhCh8MgsXE/b34bW2UdUp7GG+cE93zc1ZhmS/jGt6x8P1yZSbxiu2EJVHSM/qJhwZRqXSWGtJz+omKo/gNLVQtT5mqIrXMRvfJM/VnXNk37+E9Mf9jrdPauWSyeZxrUU5HiiFReG1tOHm9w8rizJN1IaqeF3z8JUGpVDtXbL/j0D6ZuJ4++WprtDcglKaqDyMmytgR4eVOZ1zKJXq0928k85EPm+nWp/UOkt27nyCwQGcTAadL8qxZ5JM1XH8VOuTkyqo4QzuxVpL1aSScZTiqCar38pU9ie/UzI4NDw8zB/+4R/y5JNPcvPNN/ORj3xk3M+tmRROJkOhM83QUBVdUITGonI5dAGshfpo6rZFEebb0U0dhMYeM7NDiOPRMC6B20RxQRelUg3V3kJkLdaOFkNvmkV0QP8LnTRqzpLkZxm7I14GxkKFLM1z2hkermFHk9MCa9G+glw78WgfhX19cmnys/RJIY6LU2ihYtOo4iysqwlDAwWS478QE2AMVFMtZBfPwvddCQyJU4qql3HzRcJaDYIKpCVgIcR4nXLBof7+fm6//XbWrFnD7/zO7/DXf/3XE54hJ47N2M9mXyDIWuL48OsbOTETL7N919P2gAtuOHLfkxpDYqq8tA9KnxTi5bPv8xUf6YREiAmoVgN8/5S7FBCnORVU0S2t2NCgGjWsBIeEGLdT6huhXC6PBYZuvfVW/uzP/my6mySEEEIIIYQQ4uVmLUSNZMZUJ0A3KjKwQ4gJOKUGYf7N3/wNa9as4fd+7/ckMCSEEEIIIYQQp4s4AqVRjgOuD1Ew3S0S4qRyymQObdy4kbvvvptCocCKFSu4++67D1nnzW9+8zS0TAghhBBCCCHEyyoKwPGSn5UGDJgY9Ok3a5sQx+OUCQ49+uijAIyMjBwxa0iCQ0IIIYQQQghx6lFxgN0XCFIqCRRFAfiZ6W2YECeJUyY49I53vIN3vOMd090MIYQQQgghhBBTLQpAH3B5qx1UHGKR4JAQ43FK1RwSQgghhBBCCHH6UXGIdfYHh6x2IQ6nsUVCnFwkOCSEEEIIIYQQ4uQWRwfXF9IORBIcEmK8JDgkhBBCCCGEEOLkFocHDSuz2kVJ5pAQ4ybBISGEEEIIIYQQJy9rkn/qgMtb7YCJpq9NQpxkJDgkhBBCCCGEEOLktW9ImVL7H9NO8rgQYlwkOCSEEEIIIYQQ4uRlooNnKoMki2hfRpEQ4pgkOCSEEEIIIYQQ4qSl4gj0Sy5tlZLsISEmQIJDQgghhBBCCCFOXibGHjhT2T7aARNPfXuEOAlJcEgIIYQQQgghxMkrjkAdJjikpCi1EOM144JD5XKZWq023c0QQgghhBBCCHEyMIcZVgZY7SRDzoQQxzStwaF77rmHz372s2O/f/KTn2TVqlVcdNFF/OVf/iVRJB9kIYQQQgghhBBHpuIIe9jMIS3DyoQYp2kLDn3/+9/nYx/7GA888AAAv/71r/nWt77FBRdcwI033sj3v/99vvKVr0xX84QQQgghhBBCnAxMfNjMIbSWgtRCjJN77FVeHt/85jdZtWoV//qv/wrAD3/4QzzP45//+Z8pFov4vs9dd93F+9///ulqohBCCCGEEEKImc7Eh605ZLWDDhvYaWiSECebacsc2rRpE29605twXRdjDA888AAXXnghxWIRgLPPPpuenp7pap4QQgghhBBCiJnO2iNnDiktBamFGKdpCw5lMhmCIADgySefpFQqcfXVV48t37t3L83NzdPUOiGEEEIIIYQQM541yf/qcMPKZCp7IcZr2oJDZ511Ft/5znd44YUX+PznP4/Wmuuuuw6AF154gX/7t3/j/PPPn67mCSGEEEIIIYSY6UycBIEORwpSCzFu0xYc+sQnPsHAwABve9vbePjhh3nXu97FvHnzeOSRR7j55pux1vKhD31ouponhBBCCCGEEGKmO9KQMkiCQ9YkQ8+EEEc1bQWpzzjjDH70ox/xyCOP0NXVxQUXXADAsmXL+OhHP8pb3vIWOjo6pqt5QgghhBBCCCFmuiMUowZAqf3ZQ860XfoKcVKYtsyhu+66i0qlwhve8IaxwBBAW1sbf/AHf8Dw8DBf+tKXpqt5QgghhBBCCCFmOGVi7JEyh0DqDgkxTtMWHPqzP/sznn766SMuf/TRR/n85z8/dQ0SQgghhBBCCHFyMXGSIXQkUndIiHGZsty67du38xd/8RfY0fGe1lq+8IUv8J3vfOeQda21rF27dtqGlWmtsPuq3gsxQ1hrUEqGTIuZw1qL42jiWI6XQkwFrcHRijCSLwJx4jz3KBfTQpxMTHTkYWUgwSEhxmnKgkPz5s1jwYIFPPDAAwAopRgYGKBWqx2yruM4LF68mD/+4z+equaNSekIVR6k1lclW2yl5hSQUzAxnbSCTFymtnkrqVQaU2gnMEf5AhRiCuRUg/q2nTjGkGqbRdX4090kIU5pJqjjl3sx9Sq55uT8xMgJijgOGkPaVIj2DtAYzuLn2wjMtA0mEOLEHa3mEGC1ToaeTWGThDgZTWlVrr/5m78Z+/nMM8/kz//8z7nhhhumsgnH5DTKNIb6AYjrO0nPXULNeNPcKnE6S6uA+p6dYC1xvYbvp8ErTnezxGnMcyxxaYCoMpI80LcLp30hsVypCvGyiUeGCPedn+zeSXruYqpWgrJi4tI6otGzEyA5r/B8Oa8QJzVlYox3lOs1pcFK5pAQxzJtJdvXrl07XS99DOqovwox9aRPiplGcVBHPNo4fyHEy+Aln0EhJuSl5xXSl8RJzsRJAOhIlIZYgkNCHMuUBYfuuusuLrroIubOnTv2+3jcdNNNL1+jDiNK5fFbOzD1Gk5TM7VYpjwU06tuXbJdcwlLg6hUmtgvgJR4EdMojMFrasEDrDHo5nYCyRoS4mXlFlvxwxBTr+EWW6gaOT8Rx6dqPHJd84iGB9GZDLGfl/MKcXI7xrAytIY4mrr2CHGSmrIziz/90z/lM5/5zFhw6E//9E9RSo0VqD4cpdSUB4cC40C6jeauLEND1Sl9bSEOx1hFWeVoXtiR9Ek5gRMzQNWkaJ67mFKphpXAkBAvO+X61NJtODlNQ4rAixNU0TmctgKFQlrOd8XJz5gkAHQEVjlo05CaQ0Icw5QFh77xjW+wZMmSg34XQghxcjtagF8IMflkdkAxWaQviVOCtUk9oWMNK5OZqIU4pikLDq1ateqovwshhBBCCCGEEONmTVI362i1s7RMZS/EeExZcOixxx47ruddfPHFk9wSIYQQQgghhBAnvWMVo4ZkuQSHhDimKQsOvfvd70ZNYDYEay1KKdasWfMytkoIIYQQQgghxEnJmKMXo4b9w8qsldn5hDiKKQsOffrTn56qlxJCCCGEEEIIcaqz8VGLUQP7h53ZcQSShDiNTVlw6C1vectUvZQQQgghhBBCiFOcMjH2WMPKIAkKmRi0BIeEOJIpCw4dyYMPPsh9993Hzp070VqzcOFCrrvuOs4///zpbpoQQgghhBBCiJnKxOMbKiZFqYU4pmkLDjUaDT7wgQ/w4IMPYq2lWCxijOG+++7ja1/7GjfddJMMRRNCCCGEEEIIcXgmHt9QMZnOXohjmrbg0Gc/+1keeOAB3v/+93PbbbdRLBYBGBgY4Ktf/Spf/epXWbJkCe9973unq4lCCCGEEEIIIWaq8cxWBlilkyFoU9AkIU5W4xig+fK45557eNvb3saHP/zhscAQQGtrKx//+Me58cYb+fa3vz1dzRNCCCGEEEIIMZOZcRSkBpnOXohxmLbgULlcZsWKFUdcfv7559Pb2zuFLRJCCCGEEEIIcbJQxoyzILUEh4Q4lmkLDl166aX86Ec/Ioqiwy7/z//8Ty6++OIpbpUQQgghhBBCiJOCHd+wMilILcSxTVvNof/yX/4LH/rQh3jnO9/JbbfdxpIlS/A8j23btvHNb36Txx57jE996lM89thjBz1PAkZCCCGEEEIIISY0rCwOX/72CHESm7bg0Nvf/nYAenp6+MhHPnLQMmuTUmEf+9jHDnpMKcWaNWumrpFCCCGEEEIIIWYmY8ZdkFpLQWohjmragkOf+tSnUEpN18sLIYQQQgghhDhZWTv+YWUylb0QxzRtwaG3vvWt0/XSQgghhBBCCCFOZtYCCsaTcCA1h4Q4pmkJDgVBgO/7Bz327LPP8uSTT5JOp3nVq15FV1fXdDRNCCGEEEIIIcRMN956QyCZQ0KMw5QGh5599ln+7u/+jrVr1/LMM8+MPf7JT36Sb3/722O1hlzX5eMf/zjvec97prJ5QgghhBBCCCFOBuMdUgb7p7K3dnyZRkKchqYsOLR161Z+7/d+D8dxeO1rX0scxziOw09+8hO+9a1vUSgU+Ou//muWL1/Ot771Lf7+7/+e5cuXc9lll01VE4UQQgghhBBCnAwmlDmkACXBISGOYsqCQ1/60pdIp9N873vfY+7cuWOP33HHHSil+OAHP8gb3/hGAP7iL/6CdevWcccdd0hwSAghhBBCCCHEwcY5U9kYrZNsIybwHCFOI1P2yXjkkUd4+9vfflBgqL+/n+eeew6lFDfccMNB61977bU8++yzU9U8IYQQQgghhBAnCWVj7ESCQ0qKUgtxNFMWHOrt7WX+/PkHPfbb3/4Way0rVqygtbX1oGWFQoFKpTJVzRNCCCGEEEIIcbIwE6g5BDJjmRDHMGXBoVwux8jIyEGPPfDAAyiluPLKKw9Zf/v27RSLxalqnhBCCCGEEEKIk8VEg0NKJ0PRhBCHNWXBoXPPPZf77rtv7Pdyucy9994LwHXXXXfQukEQ8OMf/5hzzjnnhF7zL/7iL3j3u999QtsQQgghhBBCCDHDTDA4ZJVGWckcEuJIpiw49J73vIfHH3+cD3zgA3zzm9/kD/7gDxgeHuayyy5j5cqVY+v19PTwoQ99iJ07d3LLLbcc9+t997vf5bvf/e5kNF0IIYQQQgghxAyiTIwd72xlIDWHhDiGKZut7IorruBv//Zv+cxnPsMvf/lLAC688EI+85nPjK3z2c9+li9/+ctYa7ntttt41ateNeHXieOYL3zhC/zv//2/J6vpQgghhBBCCCFmkonOVibBISGOasqCQwBvf/vbueGGG9iwYQO5XI5FixYdtHzJkiW89a1v5YYbbuDSSy+d8PYbjQZvf/vbWbduHTfddBMPP/zwZDVdCCGEEEIIIcRMYY+n5pAEh4Q4kikNDgGk02nOPvvswy678cYbufHGG497241Gg3K5zGc/+1ne+MY3cs011xz3toQQQgghhBBCzFATrTmkNToMsC9jk4Q4mU15cOjllM/n+fnPf47rnlJvSwghhBBCCCHEgYxJpqcfL5mtTIijOqWiKFpr9AQOEPl8Ctd1DrvMcTTNzdnJatppTfbl+EmffPnJfpwY6ZNTR/bn+B2tX56qpH9Mrsnenydrn5R+Nblm0v48WfvkeFljKO+y5PJplFIHLdNak8+nDnmOCSBsjNA0Q/5GM8VM6rdiep1SwaGJKpcbR1zW3JxlaKg6ha05dcm+THR0FI65jvTJl5/sx/2kT84ssj8TJ9ovT1XSPybXRPbnqdwnpV9Nrqnan6dynxy3OEJrh0olOGRRPp86/PuPI3QUSp9/icnqt+Ppl2Jmm7Kp7IUQQgghhBBCiBM2wXpDQDIETYaVCXFEMzo4VC6Xp7sJQgghhBBCCCFmkuMJDqEAC1YCREIczrQFh77xjW8cdflPfvIT3vCGN0xRa4QQQgghhBBCnBQmOo09gFKgHZnOXogjmLbg0Kc+9Sm+/OUvH/L4jh07eN/73sdHP/pRrJWJBoUQQgghhBBC7KdMjJ3ITGVjT5ShZUIcybQFh373d3+Xz372s/zTP/0TAHEc8+Uvf5kbbriBhx56iHe+85389Kc/na7mCSGEEEIIIYSYiY5rWBmjwSHJHBLicKZttrJPfvKTNDc388///M/s3r2b5557jhdffJHzzz+fv/qrv2LFihXT1TQhhBBCCCGEEDOVBIeEmHTTOpX9hz/8YVpbW/n0pz+N1pq//du/5e1vf/ukbf++++6btG0JIYQQQgghhJgBTAzKmfDTrNYoGyPFS4Q41JQFh3p6eg77+Gte8xoqlQqf+9zneOKJJ7jyyisPqjU0e/bsqWqiEEIIIYQQQogZTpkY43nH8UTJHBLiSKYsOHTNNdeglDrqOnfddRd33333QY+tWbPm5WyWEEIIIYQQQoiTyYkMK4slOCTE4UxZcOgDH/jAMYNDQgghhBBCCCHEURlz/MEhK8EhIQ5nyoJDf/zHfzyu9aIownWntRSSEEIIIYQQQoiZysZwHFPZW63RYSA1h4Q4jGmbyh6SgtG33HILu3fvHnvsr//6r3nrW9/KI488Mo0tE0IIIYQQQggx41h73AWpUY7UHBLiCKYtOHTvvffygQ98gKGhIRqNxtjjr3jFKwiCgNtvv51HH310uponhBBCCCGEEGKmsRaUSv5NlJaC1EIcybQFh774xS9y0UUX8eMf/5gFCxaMPX7TTTdx1113cd555/G5z31uuponhBBCCCGEEGKmMdHx1RsCma1MiKOYtuDQxo0bedOb3oTv+4csc12XN73pTaxdu3YaWiaEEEIIIYQQYkY63iFlMFqQ2iTZR0KIg0xbcCiXy7Fjx44jLt+7d+9hA0dCCCGEEEIIIU5T5viKUQOjw9FGA0RCiINMW3Do6quv5s477+Tpp58+ZNnq1au58847ueqqq6a+YUIIIYQQQgghZiRlYuzxDisDGVomxBFM25zxH/7wh3nwwQd5xzvewcqVK1mwYAFaa7Zt28Zzzz1He3s7H/vYx6areUIIIYQQQgghZpoTyRwC0E5StwgZpSLEgaYtc6izs5Mf/vCH/P7v/z71ep377ruPn/3sZwwNDfGud72Lf//3f2fWrFnT1TwhhBBCCCGEEDONiY+/IDVI5pAQRzBtmUMAxWKRj3/843z84x+fzmYIIYQQQgghhDgZmOj4C1IDVutkaNokNkmIU8G0BocgmbXsl7/8JT09PXiex+zZs3nlK1/J4sWLp7tpQgghhBBCCCFmEGVijOedwAYkc0iIw5nW4NA//MM/8K//+q8Yc3C1+M985jPceuutfOITn5imlgkhhBBCCCGEmHFOZCp7SIJDcTR57RHiFDFtwaHvfve7fOUrX+FVr3oVf/RHf8SSJUswxrBp0yb+5V/+ha997WssW7aMt7zlLdPVRCGEEEIIIYQQM8lkFKSOw8lrjxCniGkrSH3nnXdyySWX8MUvfpHzzjuPfD5PU1MT559/Pp///OdZtWoVd95553Q1TwghhBBCCCHETHOCBamt0igjmUNCvNS0BYc2b97Mddddd8Tl1113HZs2bZrCFgkhhBBCCCGEmLGsBWtObLYy7UjNISEOY9qCQ7lcjt7e3iMu37t3L6lUagpbJIQQQgghhBBixjJREtxR6vi3oaUgtRCHM23BoSuvvJI777yTtWvXHrJszZo13HnnnVxxxRXT0DIhhBBCCCGEEDPOCQ4pA5Ji1iZOspCEEGOmrSD1Rz7yER544AFuvvlmrrzyShYtWgTApk2bePDBBykUCnz4wx+eruYJIYQQQgghhJhJ4tHMoROhVBJgsubEZj0T4hQzbcGh2bNn893vfpd//Md/5Ne//jW//vWvAchkMrzmNa/hv/7X/8q8efOmq3lCCCGEEEIIIWYQZWLsiWYOQTK0bDICTUKcQqYtOAQwd+5cPvvZz2KMYXBwEGstra2t6NGpCYMgwPf96WyiEEIIIYQQQoiZwExSQEc5ybaQGrdC7DNtNYeuvfZafvnLXyaN0Jq2tjba29vHAkM//vGPueqqq6areUIIIYQQQgghZpI4OvGaQ4DVDkqKUgtxkCnLHBoYGGDjxo1jv+/cuZPnnnuOpqamQ9Y1xvCLX/yCIAimqnlCCCGEEEIIIWYyE4EzCSNL9g0rE0KMmbLgUCqV4mMf+9jY9PVKKb70pS/xpS996bDrW2t54xvfOFXNE0IIIYQQQggxg6k4xniTOaxMCLHPlAWHcrkcX/jCF1i/fj3WWv78z/+cW265hQsuuOCQdbXWtLa2ctlll01V84QQQgghhBBCzGSTVXNIOxCHJ74dIU4hU1qQeuXKlaxcuRKAnp4errvuOpYvXz6VTRBCCCGEEEIIcTIy0aRMP2+1gw5r2ElokhCnimmbreyDH/zgIY+VSiXS6TSplFSNF0IIIYQQQggxyhiwgFInvi0lNYeEeKkpna0sDEO+9a1v8Wd/9mcHPf74449z/fXXc+mll3LBBRfw3ve+l23btk1l04QQQgghhBBCzFT7hpRNRnBIOyCzlQlxkCkLDgVBwHve8x4++clP8uMf/5goSiK1W7Zs4fbbb2fTpk1cddVV3HrrrWzevJnf/d3fpa+vb6qaJ4QQQgghhBBipoonqd4QJJlD1ibZSEIIYAqDQ1//+td56qmn+PjHP85jjz2G6yYj2v7X//pfNBoNrr/+er785S/ziU98gu9///s4jsMXv/jFqWqeEEIIIYQQQogZSsUhdtKCQ2o0e0iGlgmxz5QFh37605/yute9jttvv510Og0k2UT33XcfSiluv/32sXWbm5t561vfyq9+9aupap4QQgghhBBCiJlqsmYq20dmLBPiIFMWHNq6dSsXXXTRQY89/fTT1Go1Ojo6WLFixUHL5s+fz969e6eqeUIIIYQQQgghZqo4nNTgkNUOSopSCzFmyoJDxhgc5+AP88MPPwzA5Zdffsj6IyMjZDKZKWmbEEIIIYQQQoiZS0XR5A0rA8kcEuIlpiw4NH/+fNasWXPQY/feey9KKV71qlcdsv4DDzzA/Pnzp6h1QgghhBBCCCFmLBOCdidve9qV4JAQB5iy4ND111/P3Xffzb333kutVuOOO+7gxRdfpK2tjWuuueagdX/4wx/y4IMPcu21105V84QQQgghhBBCzFSTOVsZ+4aVSXBIiH0mMfR6dLfeeiv3338/H/zgB1FKYa3F8zz+7u/+Dt/3AfjFL37BnXfeyaOPPsqiRYu49dZbp6p5QgghhBBCCCFmIhMDNpmCfrI4bhJwEkIAUxgc8n2fO+64g5/85Cc8/fTT5HI5brzxRpYuXTq2zvPPP8+TTz7JjTfeyJ/+6Z+OzWomhBBCCCGEEOI0FY8OKVNq8rapnSQ4ZO3kbleIk9SUBYcAHMfhhhtu4IYbbjjs8ve///186EMfQuspG+0mhBBCCCGEEGImiya53hAkWUhag4nA8SZ320KchGZUFCaTyUhgSAghhBBCCCHEGBWHWGcSZyrbR7tJ4EkIMbWZQ0IIIYQQQgghxIREwdEzh6yFoI6pjFDtD4nDGOW4qHQWlS3AEQJL1nFRcYAl+zI1XIiThwSHhBBCCCGEEELMWCoOMKn8YZfZWgUzsBdMjEpn0NkMyokhjjGVEgzsQeWL6Ob2pAj1gbSbBJ6EEBIcEkIIIYQQQggxg0UBZF5y6WpjTP8ebLWCKjRDKoNSCjfjEdaSoWKKAtbEUBkm3rkJ1dKJzhfHClBbx0WHdewUvx0hZiIJDgkhhBBCCCGEmJlMDMYks4vtE4XEe7YnQ8fau1BHmeJeaQcKLZDJYUv9mFoZ3d6dbE97EA1PwZsQYuaT6s9CCCGEEEIIIWamKADX2z/dfNgg7tmCSmWgqfWogaEDKddHtc4Ca4l7tkDQSIaZxRFY8/K1X4iThGQOCSGEEEIIIYSYkVTUwO6baj6oE+/ehso3ozK5g1c0ESoKCMMYJ4r2PRurHazjYR0PpRxoaoVamXj31iSDyBmtO+Slp/R9CTHTSHBICCGEEEIIIcTMFDbA8fYHhgotqPT+2cVUHKHCCsoarHbRnk+o/NGlFoxBxSE6rGKVxroZSOfA8TB9u9D5PAT1Ew8OWZPMmqYPPzOaEDOdBIeEEEIIIYQQQsxIKqxj3DTx7u2oQvP+wJC16KCCMiHGSWG1C0qhPBdMtH8DjoPFw9oU2AgV19FhBeOkMC0dmGoJNbgHm86jXjqb2XiYGDXci6qP1i5yfExzl2QiiZPOKVdzaPv27Xzwgx9k1apVrFq1ik984hMMDAxMd7OEEEIIIYQQQkyEtUmNod7dqHwTKp0MJVMmwqkPARbjJVlAYzOQWTuaxWP2Z/NAslx7WDeL8XIoa3DDMtr3URriDc9jKyMTa5+J0f3bwESY4mxM8xxsKofu3w6NyuTtByGmwCmVOTQ4OMh73vMegiDgve99L3Ec89WvfpV169bx3e9+F9/3j70RIYQQQgghhBDTztbLSWZOroDK5AFQUR0dVjFuGpQLNkbFUfK/tZjAHiEDQiXDypQG7WAdH+ukIA7RKsZvymB6t2JKWVTnPJTrHaNxFj2wE+v62Ezz/uBUKpcMbxvswbTNkwwicdI4pYJDd9xxB7t37+ZHP/oRS5YsAeC8887jtttu46677uKWW26Z5hYKIYQQQgghhDgWGwbY3VuxKR+VLYC1qKCCHh1GpuIIZeskQR8n+acdXM8hjg6YfWxf5pC1KAzKWogCFIZ9BatBEbtplPZxogC1dyNWudhCK6TzB2Um7aOGewF7UGBojJfCZpuTAFH7QtCn3IAdcQo6pYJD99xzD6tWrRoLDAFcfvnlLFq0iHvuuWfcwaFMRtFo1MhkFI6C5HCiUNYSH7CexgKjEeKxn0gi1qP/q9HHjdbYOMbRmghwjMFojY4N1nUgjsGCNQarNMpREMcoNFYDsUUphVUKTLz/BS1Y5SQF2AD0aIP3pVAawBndhgVlRl8DUCp5T1YrUBYbGqznokbbohyNtXZ0c8kLWmNRmqSNxiavocA6Ghsn6yhsUvstjlHaoTJQQscxSisUDnEcoVTy+knaJ6AUhtHtWYXjOoSNAMdzQYExBhNZtKvG2hYHEa7nEkUx2hn9O8QW6ygwBjflEdRClErai41xPBcTRsRG4bnJa0ZhjJ/yCcMQz/eoV+rkijnKpQpNrc1UyxU836HRiEj5PkHQSHa9NVgUWiusBcd1cL30uKfTnIgD+6Tet9/2/f+SPmlRSZ87oP8lO8GOfTkqwO77+9uk3ygLMRYdWZSX/O3V6N8R1wUsypj9r7svQxeFtYaxT4DZV4jPJP1VWYgsKAdro2R9rUf/jgrCOOlDgLVJm9BADNYd3R4WjEr6amzA0aN/bwNaYQ0onfRPa2K042CMRXkecRDiuPvSjA0je+s4+76gtUJhiAKD4znJe4viZB+6DiYIUY4GBXEU4zgOSiniKOnPKIjjGK1drDUoBSY0uBmXqJGMdffTPvVaQCabplqtorWDNQbtKBzXpVEPcBwHG8d4aY96NUC7avTzAVEYkS/kGS6NUGguEEWGOIxAW5TSaK2JooAoiHFcjZdKUStXSOcyuG6KKIpxj3Xn6wT75L7uNXpIGvvfSf6MB/VNRpdpQJvkxC0G9Gh/jXVybLE66WeuBTP6AlYrVGyxo8cKta/juAqi0f5m4+SVrQHXSY6XKIhtcnxk9LODAmOximQZYJ2k7Sq2SZ9yR/u6GX1fWmNsjLIKXI0NIpTrYU20vx9asCgsFhtbnJRDHCb9HpX0/Ti2uJqx92DCCOUoKgMhrlXEUYh2HUycvE/HdYitgdigPZc4irFYtNJorQhqIel8mrARopQiiiLclEscxujR45Elea8mitGuC9ZijEE7LtqxNOohruMk29UaExm07xBUG7gZFxMln0OlNPqA43MURGRyOcIgSD57rkMcW6yJcFyPsF7H9V3CMCKdzlKr18hksziOZPJORCajKPUNEjci0k0Z6uUauaYMrk7OC/Z9L4ydApB8LrFQbVjicczQ7DpgzOgh9yUcB5zRj1EcH7r8QFqDRhEdbkNiRokqZcpuhOu6pJ195wbJ31mZ5KBuUGg7+tVO0pGsSc4hjDFEocHNeFRLFXItOUr9ZQoteYJ6hHa9Q85TxPgolXyWjvV5O5XZMCDevBYvn8b62SRLpzE8OuW8RccBVrsYnT40aPPSQM2+35XiwJwia/edTyR924lqgMK6HgawQYDq34X2XFAam8pCpoBN5SCso+rDmKZZhwaG9m0/lYOogRreg23unqQ9I8TL55QJDpVKJbZv387rXve6Q5atXLmSX/3qV+PajuuEhAGklCIEFKOBHhMTawfPGGKlIIoxCrTSxHEMjoOKIpQxWK0xKFQcYSODSfvoMMY6mkhrqFSxqRQ2ioldB0YvRhuDg3iZDDqbIaxUqO0eJL+gG1OtEQcxYbWGW8glF7aOJhiugLEo18HJpnHc5AJ1ZEcvWIijCO37FGa3YY3FxIb+NVsZ3rab7lUr2f3sJtrPnE8URDRGqji+S+/qLXRdcAb9m3rItjZRL1VoP2MeVisqe0t42RSO5+JmfGpDFV584HlS+QxLLluBcl2CWsDQnkHKfcMsfMVSnvrxb2md18Gspd2k8lnW/OY52uZ1UK822LN1N3POmMeLj61jyYXL6N2yl9LeIS54wysY6B3CWkWhs8iax9awZMUinJTLhidepL+nnwtfcyFP/eoZFp69kHKpQirrU+ofJt2UZfHKheSac/Rs3U1lsMxzD77AwrMW4KU9FqxYyF133EPXvE4ufvUFKFfxw//zH/gpjzPPP4N1z77IhVedxzOPv8DOrbu47s2vQivNo79+kiuuW8Xd3/4Prn/7a8hkM/zbHf9OU1OeV7/hSrZs2sbgYIlLrriQZSuWs3Dxwknr244OCAOFoxVuHIOj0aNBHYMishalwAsjjNYYrXBRWGMwUYQDyRSeClQYgzVEKR8njCGOsOkUVOvguZh6iE6noBwBivqeXvzWZpTrYCOTXGgrB4NF+Q7hQDIu20n7oBRRrQEHXIy62TRxPQCrqO4ZSIIdjYDmRd0o36fWN4RSitLmHkZ29tJ1wRlEYczeFzYz74pzqA6M0LtmK3EQsfi1F7LrmU0MbtnDkmsvwE2nqA9XQSniOEY5DhqIYkNQqbN79TYWXXEWQTVgz4Ye5py9gKHdQ9g4Zvtzm7nwzZdS6h1msGeArc9s4qxXnYtV8Ox9T7Pw/EVkm/I8/5/P0jG/k0xzjmJHkepIlabOZnZt3k33km56t/ey+uHVzFk+hyg0zJrfQfv8Tv7jGz8n35zj7MtWMlwa4Yzzl7J98y6CWshjv3ictq5Wlp63mMha7rvrflZcuBw/m2LZyoXc/c3/IJvPsmDZXGqVOrMXdPHi2k288NQ6rn7dZSxavoDHfv0UxfYCYRxz5solPPSbx3j2ydVcevVFWAydne288Pw6XvPGV/L5f/xX3v+hW7nq2qsmtU/GURJA9JQithZtk+OYsQqlRy8kjElO0OIkqBgp0LFBOQ5RtZb0K2NAaYJ6AzedTqJMroMBTKNBhEZ5DsQGZWJsDGG1guOnqfcPkuloIw7DJCBoLY3BEbSCVFszcRCCo2kMljGNAK+pgJtOYTWEpTKlzT3kujtoDJdJd7SQKmQp7+xjz9PryXe3k+lopto/go0N2Y5m/OYcw9v76F2zldkXn8mOx9ex4PKz6d+wE+175LtbR3t+EpatDZcpzmojbISs/vkTpPJpll59NnFosdbSqDcIKg3iMGLLkxs46zUXUq/VybcUeOFXzzDvnEU8/fMn6JjfybJLzmTHmu1Uhkbo39HPmVeuJNOUZXhwhKa2JiojVXItefZu3cPqh1Yz/6wF1Mo1zlx1Bo/87DFq5RqXXX8pm1ZvIYpitq/fwarXvoIgiCgNDrPmqfW88oYrKLYVUI7mB1+5h5aOIrPmdtLcXgRHsfrJtbz6xqtYv3oTcRRSGhzhhafWcfm1q+ie18m/f/MnXPfmV5EtZPj21+8mX8ix9MxFZLJp1q/dSGlwmHMuPIu29ma65szigosvIF8oTFq/PFU1KsP0rOlj9SNr2PliD8svWMqzv3mW+WfO48LXvYLunMLJprBBiAkaONlM8nmII6LSEKnOWbj5ZhrmyKd86XCEYPsOnEwOp3024QGnh2kVEu/diQX8QhM2VaBuDx9w9nUEQ3uxQYNMezc1ZCjFTFQZqbL6vid48t4n6V7SzcVvvJilSzqw1mLiCKUdGv0D+M3NKGsp7+kl3dZGGMaE5ToGTe8LW7FtLYyUqzy7djMtnc0M7R1i++Yezlu5jA1PvMjKK8/hkpuuxE1JMHgiXCLYs5O4WibVPY9Gqmm6mzTlbNAg3rwWlc+jVJzc664PJsuUxih//Jk4YwHKfTdJ7QGP231Lkhu+WIz2Rm/wG7SbZBQlN70jKA+hqsNondw4NMrFVssozwPHTf695CaxzTajS3uwtRHIyHeemNlOmfy2PXv2ADBr1qxDlnV0dFAulxkZOXqBsaYmn2wmTTaXw0n7pHwPxxo8z8PzUqRdDyebxVMKz3WTO9+Og5vN4iqFm05jjCGu1pKMIJPcPdWxQWlwXI9UOoVKpTBBgPY9iKIka6ZaTbI9YoOtNTCVBl4+TTg4jE6l2PXQU3i5DJ7vU+8vgbGE5RphpYZ2NEppolqdsFKn/4WNWGMJRmr4+TRRNSCoNaj1leh7YRNBuUpp217qgyP0vbgTx/eI6wHbHnqBTGsTm+9/lnQxx7ZHVqP95C51baBMaWcfw3sGqZYqVAeTwFC5t0T/5t1EYUxp1yCDPX3Uh6vMOWs+L9z7FKVdA7TO62Bo9yC71u1Aac3zv36WerlGUG2w6emNDPQMEAUR21dvZbivxO4texjcM8Tm5zbx8E8e4exLVrJjww52bdrFpmc3Ueor8evv/JrZS2bzxM+fwPNdojBi/ZMvov7/7d17nE31+sDxz1prX+aOYdypSJyQCJUTog7lNu6XXJpIRXV0OYlSnSPlpKR0kUr8KPcmCYciCoXIJfc7Y5gx9/vs21q/P9bsbcbMMDMmNPO8X695lb3WXvu7v/vZa6/1rO/zXQZ8P38dCgqp8als/PYXkuNT2PXzHjxunQPbD5KckML+HYc4tOsoVs1K9KkYThyOIvrkWWKj44g+fpYDu48QH5vIwlnLCK1akZNHoji46wjZWQ4WfPYN+/cc4mxUDAf3HeXQvmOcOHoau83G4QPH2bVtV6nGdmBQEAEBAfhZrWgBgWhWG1htKKqK1d8ffwz8/fyxBASgWSxYNQuKomC12bD5+6M7neByQbYDw/DgTErG6jaH1FoCA7D6+Zujg9werMEB5uAKVcWTmUna6TO409LxpGeiaCqZMfF4HA5zdI/Tje5wotmt5smwAR6Hi/QzsXgyHVhtdvCA7vSQePAEHpeb2N8PERBWwbzq6HARs+MQ2YmpJBw8hTMtk/P7jhF3KAr/SiGkxSaRdi6BtHMJZCakkH4+hXO7j5OdkoE9KIDkqDg0i4WEE+fMUQ6KgjPLie728MeKrdRtfQvJ0Yn8tvhnqjeqgyM9m5RzCexbt4s6t9cnNSGN+JPn2b9hDxlJ6agWC1siN5MWn0pQpQps+Xoz6YlpnNh1DI/LTXJMEtXr12DN7DUomkJSbBJbVmwhNSGVA78ewO5v46elGzm+5ziJMYmcPhjFuRPnSE1II+Z0HC6ni58iN5IYm8SR3cfISM3k3MkYkuKT+eX7bWSlZ7Lv98N07tuRA7sOk5acjsvlYtncVWRlZJEQl8Q3X67CkZXN1g07SEtOJyM1gxNHT/Pj6k3En09kxdLvyUzP4vz5BM6djWXH1t1UCq3ApJenkhAXV6ox6Wf3M+NOUbBZrFgtdiyqht1mw2b3x88/ANxuNJsN1WpBCwzEZvdD9XjQdB1LhQpoqoamWlAx8KsSiuHIRne5sGgWLIaBzd8fxe02R1ZlZqNa7WTHJ2Kx20GBtFPROJJTcaWkkxWbQNa5ePB4cKVnojtcqBYrrpQMdIfTHDCEjiM5FTw66dFxKJpKRmwi7iynOQox00HUxl040zJJPHwaR2oWhm4Qd+AkfpVDSD0dR9SWffhXDuH4z3sIqlqJAyt+RbVY0D0eUk6fx5nhwC84gP2rthFatzrp8Sn8sXIr6fEpeNwePG6d35ZuJO5EDFableh9Jzn5+1FSzyeDYRBcKZgjvx6g9q112bToJ9IT00iKSWTn9ztQLSond58gLSGVHSu2YvWz8evyX3FkOzlz7Cwep5st35kxuXfjH/gH+rP2qx/xD/In/mwCW1f/RuWalfnjl30kx6fww8L1pMSnoHt0Es8nsfz//ofhgYO/HyE+JoEjfxzH7XKzfN5qKodVYt/vhzjyxzHWffcTNruNn7/fQkJcEt8tXEN6SgbVaoYR+eVKDu45QvTpcxzad5SUpFQiF6ygUmgFjh46QfTpc3yzaBVOh5Odv+0utZgs01w68dEJbF+zg6p1wtj0zSbzM968j1P7T+NyecCjkx13HndGJp6sbDzZ2eDxoDudZJ2JwuJ2FLp5m6KTffo4utOJKyUJNTPVt0xVFfTkOHRHtvmXmYGRnoCqFnyVXM1Ox5ORhu5y4oyJwqbJqJHrUdzRKDYs2kBqQiqHth3i9L7TuDMycCQmoDudeLKzcGak4UhJwRGfSGD16qiahqppnN28k9TTsVRsdAO/LvqJlGwHPy7fiJ+fjbXf/kyd2tXY+cPvpCWmsWX5L5w9HHWt3+5fjpqRiis5Ed3pJPvUMWxK+Ro+ZGRl4Dm+HyW4Aqp/AGCguTIwUNE1P3OOoIISQ94R8rob3ekw5yVyZ+X8ZaN6HCi6E0V3m3+GeSzs+/PWiugucxSyoZsjlc2No2oqqtXiG1GOAaruRnOkmOVl8dHoZ47iOXMUT8xp9MRYjMxU0HX0oFDUlFjwuPO3W4jrSJkZOZSRYc4G7+/vn2+Z3W4HIDMzk+BcVymDguxYLJrv3x6Py8z26jqKnqs8zJOzc1Bz1s2pm1Awh9SqOWVa3iGFiqrmlNmYo3VsSs7VdMxh/IbLlZOoNq+qG4CiaRfqMTTV3PE43Kh2O6CgWjRUzSyxUiyqeZtGJWdkpW+opIqqKeaJcs74cN2jY7Gr4Mgpj8lpv6Kp6B4PFj8bqkU117NZzFItf7tvOKaqqubO0KLidrnxt1nQNBVFBXugH+lxKeZLKyqazYLmtKBqLhxZ2dgD7Lk+BQWLXcOd7cRqt+WUJbgIrGR+Hqp2YSdvsVlxOc1EXkBwoJmZd5vt861jNxNC3tIeNeezUVWFgOAAFMBqt5gnfC63b5nVZskpkQOL1Xwvvjjxs+N2ubH7283RYICfnx2r1bxCGhDkj8vpIjAoEFXTcj3PRnZWNgYGNrsVu7+dihUD8sVhUVwckwAet9P8H8MA3YOu694aLCAn9nQ9z9Bt3dBRMWNAUVWUXD+iiqqan6+CWeqle8wyPxRfmYtiYN72M2fEh6Hl1CVqak7pjoGiamaso5qbyilTU1TFHH6bU99g6AaqxYKiKmh2Kxg5pTqakhPPud6vbmANsOHOdhBg0dByLcvd54qqoFktKJqSUxajouSUfKGY3xfd7QEVLHar2V7NjHObvw1XpoOACoFmqWNOORoY2PztZKVloirm9j3e2NFULDYrbpcbq81qJt/8rGa5j9vjW0dRFWy5rpBqFrOkyOZvJz0jC78AO9mZ2QBYLBbfe1IUBVVV8bPbyE43l2s5JT6BwYFkZTl82/NuX7NooCvYL3o9wwA/fztZmdn4+fuRkZ6Bf4AfISGBJYrLAmPS4/KVHyg519sM738VfKVdBhdKHw1dv1CWCCiGbg7iVkHR1ZxSSXPfpvvKTs3XMHQzXhQMc9+mKCiKiuH2mJ+5pqHmlFqqmpZTxaiZQ9Atmlki6/SgKOZnpCiKGbtOF6rNZrYtJxYuxAPmc10es5wWUK0aqqbicbqw+tvwuNxY/GxmeaTT7AFV0zB0A6u/zUyiYmAL9CMrJQOP022Wmlk0LDYLmkUzYzJnX6nZNFwOB1Y/Gx6XB4tVw+1043a6CQ6raF6pzGGxW3NuuqKiqRqqRcNitVwo182JSb8gPxxZ5j4kINjf996AnP2hjmoxt+sXYEe1qFjtF0aFqJqK1WbBajX3vzY/GxhgteVaR1Wx+dnIyswmKCTQjIEcNps1p9zJfA1/fztWmwVN0wgJCSjVfWVZFZOU7PtMDMP8TPScOjGb3Wbu5zUN1WLB8Hhy7d8vlFEoqlJoXxsuJ66c0lYAzWbNs252uuVCSb2qoaoaISH5j7UAXInpuHL+X9E0/AP9CFCvz89J09QSx19B/koxabFZ0KwaHpf5ydrsNvScOFK8n5fbbe7DLOZvkeH9Pbdazd943dx32f3N/ZefX84x30WJw6Bg/1Lt5+tdacSV05WGN52raBr+ATYCrPZLPqcgf6WY9HLEx5F+6hB+VauB4cZw5CSrrWaFRG7mT6wbw+3JmXIjp35WUQDVd97kG8lj6ObxrfmPXBvxMqelUMA3fYHvcbzTKRhm/S3eWnrz2EPRFNDMc6ELnOgZDozkOFA1FH8/LMnRBNzUMM/v+fWgtPeH4q9LMcpIMfCOHTt46KGHmDRpEv369cuzbNq0aXzyySds2rSJsLAw3+NxcflHEmmq06yrR0E1DKw581Pg0XFqKjbAaYBdd6OrOQfWYM4j5PGY82Io5uwaqscDOug2i1nOo+voVguK0wmaxZzPxGY1d2qAJzPTvJWinx1PpgNPWiaW0BBzJJKikZ2Shj0k0MyWG+BxuSCnXMxit4HNgmEouFPTceWcDCiKgr1SiDlGTNfJjEsh83wSFW6sSeq5BPwqBuF2eXwThmTEJhFcK4y02CQCKoeQlZhOYI1KKIqKM9NhzgFis6JYVZyZThKjzmO1WalYqwqK1YLH5SIzJYvstCyq3FiV6H0nsfn7UbFOFSx2KzGHo7EH+eN2usnOcuAX5Efy+WQqVK2IK9NJWmIqtf5Wh+xsJ85sF/YgP6KPnaV2/Vp4PG6SYpLISM2gTsM6RB2OpnKNULIyHSiqOTeLDtS4oRpWfysJscl4nC7OnYghrFYVdKBKrcrs+mUvIZWCuaFhHTIzMzl+8DQ2m5WgkEDS0zKpVK0CCeeTSE5M4dZmDclIzSD+fBK1b6rOvj2HadSkPha7jd3b92L3s3PjzXVJTU4hIyub+vVvoFHThoQVOILt8kNJC4tJwBydhoGuKOaJtWHOmaTkzNlkcbtxq+bcAB5VRTN0lJwTCENVMbzJNN1AV1VzbhS3C8NiQXG7QbWAy4lhtWB4zPmUjPRMVH8/FKuK7jLnsTLnVDHMUrVsB7pHR7VqoKjoOckU3eNBN8Aa4Ifh8mB4PGQnpYNqlp4F1qyKZtVwpmfhcblxpqTjTM0guE41XJnZpJ9PpuKNNXBkZpNxPhnDMKhUvyYZ51NIi02iUr3q2AL8cKRnoVosuB0uVKuGgoLHraMbOvEnYqjaoDYej4ekqHjC6tUgMyUDt8tFyrlEat9+M87MLDKSMkiMTqBa/eqgqpw5EEWlWqH4Bwdw9lA0gRUDsditWO1WPIZOUKVg4qLjCQkNISsji5hTMVQKq0RWZjaVa1bBP8SPg78dxma3UrVuVdweD9VqVyExPgVHpoPTh89QoXIIwZWD0WwWDu86StVaYaAq1LihGjt+2U1AgD/BlYJxZjupUDmE5KRUok6e5dZmDQgIsBNzJh7VZp4I1qpXgxNHTnPm9Dnq3ljTLOezaKSkpNKwSQO2bd7FfQ+259amt5ZqTCoqWFFx6ToWb2JQMbM5HsVMBlkVcKNi0XUMb0muN4njcvnmzsIwMFxu8PPDcLshJyFLZrZZeqaqKDnzogG4M7JQbVZ0hxPV346e7UKxWsAAV84oN9XfPydJpeLOyMTw6CgWC5YAf1DAne0kMzYRe3AQrqwsND871qAAXJnZpEXFYg8OQLXbcWY5zOSdVcMWHEh2cjrpMYlUuKE6SSdjqNygFiln4rH427FXCMDjupCEykhMI7h6JdxOF7GHo7FYLVSpVwNDUXA5nLiynaiahiM9m9S4ZKrcUB1DAXuQH2f2naLKjdU4vfckwVUqULlOFeKj4lBQSIlLoXr9GqhWFWe2C9VmMZMFqvkdPHvsLJWqVSI9LZPaDWpxfO8JdN2gzi11iDkdg83fTkJMInUa1MbQddIyMok9fZ6Gt9+M3c+KarGwe8s+/AP9sdo0QquGkpKcQnpaJvX/dhMJ8YlkpGWiqAqnj0fTqOnNWGwW9u8+xM1/q4d/oJ2dv+0lIMCPwJBAKlQK4fTJaDxuNxUqhVC5SiihVSrQvPUdWK35y01KGpdlliOdsyfiOH/qPOdOxlD3ltqcO3aOitUq0qB5faoEmhdsDD3n6rfNYpa66x50hwNLcAguexAuvfCTET89Gz01CcVmxxNQEXeugeU2xY2alQKGjmqz47YE4jQKPuG0KDoWZxqGy4USWKHQ8rPrQcWKASQnZxZp3bIYkwc37ebEnuOEVg/llla3ULtWiK+sDEXDyMoyL1AahjniODgE3ePBleXG7TZIjTqPHhxMUkIKsalpZGU7sPvZiT5xloYNbyLpXCJ1G91A/dZ/y3OBqqwrTlwVRkPHkpGE7sxGDQnFoeVPxpa1mDR0HT3mFEpmGlpQgDlzn6HnzNuaM1LIWwame1By7kpmDlz3jvnxzn5pzipkeJM5OUsM5eJX5cKyCy0xT5kuzNqZZ7vkFI7nzjFdWHbRNhXwFukoXLiwa+g6Hos/SsWqKP6BRe6jP1NpxC0ULS7F9a3MJIcOHjxIeHg4r7zyCkOGDMmz7L///S+zZ89m586dBARcyIpeaqdZWl8SIX3pdaU/5NKPpUP68QKJyeuL9KeprJ30lBaJj9JV3pNDXhJXpetq9WdZikk9NQElMQbNpmGoFgxFRdVdZpomZwJpxXD7RuNeSNqY/38h6aP4bnyhaSoePW/KqKi8cyga6kUFNoaOarjRUfPNK+RrT05CSslJL5kZKiVXq/O23zAw33NQJZTAiheqVK4ySQ4JrzJTVlazZk0A4gqYV+P8+fOEhITkSQwJIYQQQgghhLi6DLcTJS0RJTMZC6DbbeiaBdXjRDHMigrF8Fyo3spJApnjenJG9ShQaOKnkLuHFYWOiooHDI/vzmYKOorhuURiiDxtMnLuaX0hUeQtY1NySvLJWcdA1d2QFmf+oYCqmXdFs/ljWP3BYr1mSSNR/pSZ5FBISAi1a9dm3759+Zbt37+fJk2aXINWCSGEEEIIIUQ5ZRjgcYEjAyUrHcWVZU727C0tR0E1zBujmMzsiaEoGGhXlOgpEUVBNzRUw4NyYcY19JK0Jec9GDl3SlMU3ZfOUnIK4gxVwVAs5rxJuo7icaJ43JCVZr5czvQRaBYMix0sNrDYMDTvHdKsV7+PRJlVZpJDAJ06dWLu3LkcO3aM+vXrA/DLL79w4sQJRowYcY1bJ4QQQgghhBB/UebM5Bf+q+ugu8Fj3gEMjxvcTtDdZoLDd/v4XM/PSf54byICmAkURTMf1z2YN7i4hqNlchJEuf99hRv0lcj5EkU5NyZSAMVw59yUSAHDHB1ldrHum1tJ0XUUt8s3WMrXIu8NPVTNHHWkWcx5RDVzxJGhauacTYr3v2a5nu+/QuRSZuYcAkhMTKRbt25omsbw4cNxOBx8/vnn1K1bl4ULF2Kz5Z/4UgghhBBCCCHKC2dKEuknj5bsyaWUUChDp6BXTClOn3r77Uo/hxL2f2Cdm7CHVrmy1xbXrTKVHAI4fvw4kydPZvv27fj5+dG+fXvGjh1LaGjotW6aEEIIIYQQQgghxHWnzCWHhBBCCCGEEEIIIUTRFTbduhBCCCGEEEIIIYQoByQ5JIQQQgghhBBCCFGOSXLoIlFRUTz11FO0bt2a1q1bM3bsWBITE691s64rGzdu5KGHHqJZs2Y0b96ciIgIdu3alWedovaj9PflSR9dmsTj1Sf9VDQSm6I0yGdfeorynSwrSho3Em8FK2ns9O3bl4YNG+b7++c///nnN7ockvgtHolPcTGZcyiXpKQk+vTpg9PpZNiwYXg8HmbNmkWtWrVYsmSJ3O0M2LZtG8OGDaNBgwb06dMHt9vN/PnzOX/+PPPnz+e2224rcj9Kf1+e9NGlSTxefdJPRSOxKUqDfPalpyjfybKipHEj8VawksaOYRi0aNGCNm3a0KlTpzzLatWqRcuWLa9G88sNid/ikfgUBTKEz7vvvmv87W9/M44ePep7bPPmzcYtt9xiLFq06Bq27PoRHh5u3HvvvUZmZqbvsbi4OKNVq1ZGRESEYRhF70fp78uTPro0icerT/qpaCQ2RWmQz770FOU7WVaUNG4k3gpW0tg5ffq0ccsttxhff/311WhmuSfxWzwSn6IgUlaWy8qVK2ndujX169f3PdamTRtuuukmVq5ceQ1bdn1ISUnh4MGDPPDAA/j7+/ser1KlCq1atWLnzp1A0ftR+vvypI8KJ/F4bUg/XZ7Epigt8tmXjqJ+J8uKksaNxFt+VxI7R48eBcjTn+LPI/FbPBKfoiCSHMqRkpJCVFQUjRs3zrescePG7N279xq06voSFBTE6tWriYiIyLcsKSkJTdOK3I/S35cnfXRpEo9Xn/RT0UhsitIgn33pKcp3sqwoadxIvBXsSmLnyJEjwIWT78zMzD+ljULityQkPkVBJDmUIzY2FoBq1arlWxYWFkZ6ejppaWlXu1nXFU3TuPHGG/P10cGDB/n9999p3rx5kftR+vvypI8uTeLx6pN+KhqJTVEa5LMvPUX5TpYVJY0bibeCXUnsHDlyhMDAQCZPnkzz5s1p3rw5999/v4xi+RNI/BafxKcoiCSHcmRkZADkGTLqZbfbAcmoFiQjI4MXX3wRgMcee6zI/Sj9fXnSR8Un8fjnkn4qOYlNUVzy2f+5Lv5OlhUljRuJt6IrauwcPXqUjIwM0tLSmDJlCm+++SaBgYE899xzLFu27Cq1tnyQ+C0+iU9REMu1bsD1Qtf1y66jqpJLyy0rK4tRo0Zx8OBBHn/8cVq3bs2OHTsu+zxVVaW/i0D6qHgkHv980k8lI7EpSkI++z9PQd/JsqKkcSPxVjTFiZ3+/fuj6zqDBw/2Pda1a1e6devG22+/Tffu3ctUSeO1JPFbfBKfoiDyLckRGBgIgMPhyLfM+5h3HQGpqakMHz6crVu30qdPH5599lmg6P0o/X150kdFJ/F4dUg/FZ/Epigp+ez/HIV9J8uKksaNxNvlFTd2Bg0alOfEG8DPz4/w8HDi4+N9EwKLKyfxW3wSn6IgkhzKUbNmTQDi4uLyLTt//jwhISEEBARc7WZdlxISEhg2bBi///47AwYM4I033kBRFKDo/Sj9fXnSR0Uj8Xj1SD8Vj8SmuBLy2Ze+S30ny4qSxo3E26WVZuyEhoYCUuZUmiR+S4/EZ/kmyaEcISEh1K5dm3379uVbtn//fpo0aXINWnX9SU9PZ8SIERw4cICIiAgmTpyY58exqP0o/X150keXJ/F4dUk/FZ3EprhS8tmXrst9J8uKksaNxFvhShI7sbGxdO3alQ8//DDfshMnTgBQu3btP6W95ZHEb/FIfIrCSHIol06dOvHrr79y7Ngx32O//PILJ06coEuXLtewZdePiRMncuDAAYYNG8b48eMLXKeo/Sj9fXnSR5cm8Xj1ST8VjcSmKA3y2Zeeonwny4qSxo3EW8FKEjvVqlUjLS2NJUuWkJ6e7nv83LlzREZGcueddxIWFvZnNblckvgtOolPURjFMAzjWjfiepGYmEi3bt3QNI3hw4fjcDj4/PPPqVu3LgsXLsRms13rJl5Tx44do0uXLgQHB/PSSy8VOElZeHh4kftR+vvypI8KJ/F4bUg/XZ7Epigt8tmXjqJ+J8uKosRNVFQUv//+Oy1atKBOnTpFfl55U9TYKag/165dy5NPPkmDBg3o168fGRkZfPXVV7hcLhYsWED9+vWv9tsp0yR+i0fiUxREkkMXOX78OJMnT2b79u34+fnRvn17xo4d66u/LM8WLFjAv//970uuc+jQIaDo/Sj9fXnSRwWTeLx2pJ8uTWJTlCb57K9ccb6TZcXl4iYyMpLx48czefJkevfuXeTnlTdFjZ3C+nPt2rXMnDmTgwcP4ufnR+vWrXnuuefkxPtPIvFbPBKf4mKSHBJCCCGEEEIIIYQox2TOISGEEEIIIYQQQohyTJJDQgghhBBCCCGEEOWYJIeEEEIIIYQQQgghyjFJDgkhhBBCCCGEEEKUY5IcEkIIIYQQQgghhCjHJDkkhBBCCCGEEEIIUY5JckgIIYQQQvxlTZgwgaFDh5b4+du3b2fw4ME0a9aMtm3b8p///IfExMRSbKEQQghx/ZPkUDnidDqZPXs2ffv2pUWLFtxxxx306tWLzz//nLS0tGvdPFFOffDBBzRs2JCtW7cWuPzMmTM0bNiQcePGATBu3DgaNmxY4tc5c+bMFbVXlB/eWJOYEaVt6NCh/O1vfyMuLq7QdVJSUmjSpAlPP/10kbbZsWPHK0qQ/FUtWbKEJUuWlPj5W7duJSIighMnTvD4448zZMgQ1qxZw+DBg0lJSSnFll5b3v1Z7r8mTZrQvn17XnjhBY4cOZJn/aFDh9KxY8cSvUZprVfartXrlmdOp5NPP/2UHj16cPvtt9OiRQt69+7Np59+isPhyLd+enr6n5aYvdLjwM2bNzNy5EjuvPNOmjRpQocOHRg/fjwnT54s0fYiIyPzHP9u3bqVhg0bEhkZmWe9qKioEm1fiJKwXOsGiKsjNjaWRx99lCNHjnD//ffTq1cvDMNg586dTJs2jUWLFjFz5kzq1at3rZsqxCUNGDCAu++++1o3QwghSqxHjx5s27aN77//nsGDBxe4zvfff4/L5aJHjx5XuXV/DR6PhxkzZvDhhx9e0XYmTZqEpmksXLiQunXrAnD//fcTHh7OJ598wosvvlgazb1ujB8/nkqVKgGQlZXFqVOniIyMZM2aNXz22WfceeedADzxxBNkZWUVa9vy+yxyc7vdjBgxgl27dtGzZ08GDBiAx+Nh+/btvPvuu/z444/MnTsXm80GwN69exk1ahTvvPOOLw6vF0uWLGHChAnccccdjBw5kpCQEE6dOsXSpUtZtWoVc+fOpVmzZlf0GvXr12fKlCm0aNHC99irr77KiRMnmDdv3pW+BSGKRJJD5YDT6WTUqFGcOXOG2bNn5/nhHjJkCMOGDeOxxx5j5MiRrFixAn9//2vYWiEurXnz5jRv3vxaN0MIIUrsgQceYOLEib4RKgVZtWoVFSpUoH379le5ddc/h8NBv379OHToED179uTXX38t0XbOnDnD4cOHGTBggC8xBOZJWocOHfjmm2/KXHLo/vvvp3bt2nkeGzZsGH369OGZZ55h7dq1BAYG8ve//73Y25bfZ5Hb//73P7Zt28YHH3xAp06dfI8PGzaMzz//nLfffpulS5fy0EMPAXD48GHOnz9/rZpbqKysLKZMmUKHDh345JNP8iwbOHAg4eHhTJo06YpGMAJUqVKF8PDwPI9t2rSJWrVqXdF2hSgOKSsrB5YtW8a+fft48cUXC7yi06xZM1566SXOnDnDrFmzrkELhRBCiPIjODiYDh06sH37dhISEvItT0hIYOvWrTzwwAO+q+riAofDQXp6OtOmTeOtt97CYin4WufOnTt55JFHfEmL4cOHs2fPHt/y2NhYAG655ZZ8z61bty5JSUmcO3fuz3kT15EaNWrw4osvkpiYyNdff32tmyPKiJ07dwIUmGgcPHgwVquVXbt2XeVWFd/Ro0dJTU3lnnvuybesTp06dOjQgQMHDhRYJifEX40kh8qBZcuWERAQQK9evQpdp0ePHoSFhfHdd98B5twFL7/8MkuWLOG+++7j9ttvZ+DAgWzZsiXfcy938OXd3quvvsq3335L165dadq0KZ06deKrr74q3TcryryC5gw4fvw4o0aNomXLltx5551MmjSJxYsXF1hbfvr0aZ544gmaN29O69atGTduHMnJyVfxHYiy5tChQ4wePZqWLVty22230b9/f9auXetbPnr0aFq3bo2u677HfvzxRxo2bMikSZPybGv06NF06dLlqrVdXDvdu3fH4/Hwww8/5Fu2evVqPB6Pr6Rs+/btRERE+H5nhw0bxm+//XbJ7Rc2B9HFj3fs2JGJEyeyZMkSOnfuzG233UafPn3Ys2cPcXFxjBkzhubNm9O2bVumTZuWJ44B1q9fz8CBA2nWrBmtWrXi6aef5sSJEyXpkiILCgri+++/v+R3ZfPmzQwdOpS0tDTGjBnDqFGjOHv2LIMHD2b79u0ABAQEAJCRkZHv+d7fhUvNC1WWeBORGzduBPLOOfTpp5/SsGFD9u3bl+95HTt2ZNiwYUDBv8979+5l+PDhvhiaO3duga8fExPD2LFjueuuu2jatCk9e/Zk+fLledYZN24cDzzwAHv27GHIkCE0a9aMNm3aMGnSJLKzs4v9uoZh8OGHH9K5c2eaNm1KmzZteOGFF8pFQvBqCAwMBGDRokX5lvn7+/P7778zZcoUwJwPaPz48YA5sij3fFfR0dG88MILvtjo0aMHixcvzrfN2NhYXnrpJe655x6aN29Onz598vwWF+Tf//43DRs2ZM6cOZd9HytWrCA9PT3f8v/+97/s3bsXu90OXJhLaM+ePYwaNYrbb7+de+65h8mTJ+eL09wunnOoYcOGREdHs23btjyPHzp0iBEjRnDXXXfRrFkzevXqxdKlSy/5PoUoKkkOlXEej4c//viDW2+91bfTKoiiKNx5552cPHnSdyD0yy+/MHHiRDp37syYMWNITEzk0UcfZdu2bb7nFeXgy2vjxo288cYbdO7cmfHjx+Pv78/EiRP56aef/pw3L/5S0tLSSExMzPeXmpp6yeedPXuWhx56iJ07dzJ8+HBGjBjBDz/8wNSpUwtcf/To0QQGBjJu3Dhf2cBLL730Z7wlUQ7s2bOHAQMGsGfPHh555BGee+45XC4XTz75pC/53b59e1JSUjhw4IDved79aO79pMvlYsuWLVJGVE60b9+eChUqsHr16nzLVq1aRa1atbjjjjtYt24dQ4cO5dy5c4waNYpRo0Zx7tw5IiIiWLduXam0Zd26dbz//vv07duXp556iuPHj/P000/zyCOPoKoq48aN45ZbbuGTTz7h22+/9T0vMjKSUaNG4e/vzwsvvEBERAQ7d+6kf//+f2qCSFXVQkcLAei6zmuvvUbTpk1ZtGgRERERPPbYY0RGRlKjRg1fUrZ+/foEBQWxZs0aDMPwPd/hcLBp0ybALM0vD+x2O3Xr1uXgwYP5lnXv3h1FUfjf//6X5/Hdu3cTHR1N9+7dC9zmkSNHGDp0KMeOHWP06NEMGjSIjz76KN8Je2xsLP369eOXX35h6NChvPjii1SqVIkXXniBzz//PM+6iYmJjBgxgnr16vHyyy/TokUL5s2bx/Tp04v9up988gkfffQRbdu25dVXX6Vfv36sXbuW4cOH4/F4itV/Ir8ePXpgtVp566236NatG++99x5bt271fadyj4r8xz/+wYABAwBzvivvcVlUVBR9+/Zl3bp19O/fn7Fjx1KhQgVeeeUVX2IJzGRu//79WblyJT169GDs2LH4+fnx1FNPFZogeu+991iwYAHPPvssERERhb6PevXq0aJFC3bu3OmbhHrlypXEx8cDYLVaC3ye99zp+eefp127dsyZM4cnn3yyyP03ZcoUKlWqRL169ZgyZQqtWrXyxf/58+cZNWoU48ePJygoiJdfftl3gV+IKyFzDpVxKSkpOJ1OwsLCLrtu1apVAXz1vmfPnuWjjz7i/vvvByA8PJzOnTszdepUFi1alOfg68svv0TTNMCcx6hnz55MmjSJZcuW+bZ/7tw5li1bRqNGjQDzh6Bt27YsX75cToZEsX4wc/vwww9JS0tj+fLl1K9fHzBj9YEHHihw/b59+zJhwgTAnDzz3Llz/PzzzzidTinfEMU2adIkFEVh6dKlVK9eHYBBgwYxaNAgpkyZwoMPPki7du0A2LJlC40bNwbMK4TVqlXj0KFDpKWlERwczK5du8jIyODee++9Vm9HXEU2m43OnTvz9ddfk5iYSGhoKGCeKO/YsYPHH38cj8fDxIkTqVatGl9//TVBQUGAOc9Ft27d+M9//kO7du0KPTkpqtjYWL799lvfqI/k5GRmzZpFixYtmDZtGmAmCFq3bs2mTZvo1asX6enpvPHGG3Tp0oV3333Xt63+/fvTtWtX3nnnHT766KMraldJ7d+/n6ioKAYNGpTvjmMdOnRgzpw5xMTEUL16dR555BE++OAD/vWvf/HYY4+h6zrvvfeebzJm77FNeRASEsLp06fzPV6jRg1atmzJ6tWr+de//uV7fNWqVb44LsgHH3wAwMKFC6lRowYAnTt3pmfPnnnWmzZtGk6nk++++853LDpkyBCef/553n//fXr16kXlypUB87h2woQJvtFv/fv3p0uXLnz33XeMHTu2WK/73Xff0a5dO98xgfe9LliwgOjo6DzzUInia9CgAR9++CEvvfQSR44c4ciRI8yYMYOAgAA6duzIU089xU033QRAo0aNuP3221m0aBFt2rTxTUj97rvvkpyczNKlS32/n4MHD2b06NF88cUX9OrViwYNGvDZZ58RExPD/PnzueOOOwDo3bs33bp145NPPvGdy3jNnTuXGTNm8MQTT/DEE09c9r1Mnz6dF154gV9//ZXIyEgiIyNRFIWmTZsSERFB165d8z2ncuXKzJs3z3dsGRYWxieffMLGjRtp27btZV8zPDyc999/P89cRKtWrSIuLo4ZM2bQtGlT3/scOHAghw8fvuw2hbgcGTlUxnmvhBXl4MZ7Fc77nHr16uXZmYaGhhIeHs7u3btJSEjwHXzdf//9pKSk+EZ6ZGdn++pvY2JifM+/6aabfIkhMHeSVapU8WXeRfn24osvMnv27Hx/b7/9dqHPMQyDdevW0bZtW19iCKBatWqF3uGnW7duef7dtGlTXC4XSUlJpfNGRLkRHx/P7t27CQ8P9yWGwLwCP2LECLKzs/nll1+oUaMGDRo08JXlpqSkcPDgQR5++GF0Xef3338HzNGVwcHBee5UIso2b2lZ7hFA//vf/zAMgx49erB//35iYmIYPHiwLzEE5kn8kCFDiI2NZe/evVfcjrp16+YpB/KesP3jH//wPRYQEEDlypV9o4s3b95Meno6999/f57Rnpqmcdddd7Fp0ybcbvcVt60kvAmOKVOmcPfdd+f585aPeEuHRo8ezcMPP8yqVavo0aMHPXv2RFEUHn30UQAqVKhwTd7DteB2u1EUpcBl3bt3JyoqyhdvhmGwevVq7r33XkJCQvKtr+s6GzdupH379r4EDZijtXLP3aLrOmvXrqVly5ZYLJY8sdSpUyecTiebN2/Os+0HH3wwz78bNWrkm7urqK8LUL16dbZu3cr//d//+Y5FBw4cyLfffiuJoVJy7733sn79eqZNm0Z4eDhhYWFkZmayYsUKwsPD81QjXMzj8bBhwwbuueceX2IIzJGDTzzxBIZh8OOPPwKwYcMGGjdu7EsMgflb/Omnn+YZVQawfPly3nzzTXr37s2zzz5bpPcRFhbGnDlzWLp0KY899pivPXv27OG5557jtddey/ec4cOH57no+MgjjwD42lwS3mONqVOnsn37djweDzabjcjISJ5//vkSb1cILxk5VMaFhoZitVoLnPDyYt4RQ96rNjfffHO+dW644QYMwyA6Oto3l8uUKVPyDO3M7dy5c74dmfeqaG42my3f/AWifGrcuHGBty69eM6g3JKTk0lOTubGG2/Mt6xevXoFPsd79dHLz88PMEt6hCiO6Oho4MKJdG7eZOXZs2cBaNu2LQsXLsTtdvPbb7+hKAr9+/dn5syZ/Pbbb7Rv355Nmzbx97///YpHgYi/jlatWlGzZk1Wr15Nv379AFi5ciWNGzemfv36rFq1Cig4xrz7uLNnz17xHaIu3i96Lyhd/LutaZrvApI3AXOpk6vExETfMcXV5D2uGDNmDLfffnuB63j7T1VVXnrpJR577DFOnjxJjRo1qFWrFtOmTUPTtHJ1p6Dk5OQCj9XAnJPo9ddfZ/Xq1TRp0oQdO3YQExPDyy+/XOi2MjMzC0yy1KtXz3eCnJSURFpaGmvXri20/OfiOYAubqPNZvOVgRX1dQHGjh3LqFGjePPNN5k8eTKNGzemY8eO9O/fv0gj7kXR2O12unTp4psjbN++fXzxxResWLGC1157LV+5oldSUhKZmZmX/I31/g5HR0fnmafIq6Dnvv/++6iqyp49e3C5XMX6zW3atClNmzbl+eefJyEhge+++44PPviAhQsX0rt37zy3s8990RKgYsWKVKxY0dfmkmjRogVDhw7lyy+/5Ndff6VixYrcc889dO/eXUYdi1IhyaEyTlEUmjdvzh9//IHD4Sh03iHDMNixYwd16tTxHcgVtLP0/vhqmlasgy8wD8CEKE3eq9IFlYMVFuuFXRUVorhyz1FyMe/+0bsfbdeuHV988QV79uxhy5Yt3HrrrQQHB3PHHXewfft2EhMT2b9/P0OGDLkqbRfXB0VR6Nq1K7NnzyY5OZn09HT27Nnjm5j1UjHmXVbcZGJBc6kUNn/PpfaX3hh//fXX890a3etajbrxJnQCAgJo06ZNnmV79uwhJSXFd2FgxYoVhIWFceedd1KlShXfer/99huNGze+5HyNZUl6ejpRUVGFnmBWqFCBtm3b+krLVq1aRXBw8GVPSAu6g1Pui4LeeOzcuTMDBw4scBt16tTJ8++iHE9e7nXBHHG0Zs0aNm7cyPr169m4cSPTp09nzpw5LFy4MN/JvSi6zMxMZs6cSePGjfPcxh7Mi4FTp04lNTWVn3/+maSkJCpVqpRvG0X5jfUe/3k8niIf3/Xo0YNWrVrxyiuvMGvWrMuWlX377bccO3aM5557Ls/jlStXJiIigqpVq/Lss8+yY8eOPMmhws6jrvR8aMKECQwbNow1a9bw888/s2bNGlasWMGAAQOYOHHiFW1bCDlbLwfCw8NJT08v8G4BXuvWrSMqKirPpIIF1Z2fOnUKTdOoXbt2voOv3H9BQUF4PB7fwZcQf4bKlSsTEBDAyZMn8y07derU1W+QKFe8+8Djx4/nW+adjNc7crJly5YEBgayZcsWtm/fTqtWrQBo3bo1e/fu9ZUVeecnEuVHjx49cLvdrF+/njVr1qBpmm/+iuLE2MVUVc03mbLb7S61Elpv20JDQ/MdA2iahqIo12wetyZNmhAWFsa8efPy3IksPT2dZ555hvHjx/tGR82ZM4fXX389Twnchg0b2LFjB4MHD77qbb9WVq9ejWEY3HfffYWu4y0tO3DgAN9//z2dOnUq9DOuVKkSQUFBBf4+5x4RHBoair+/P263O18c3XjjjWRmZuLv71/k91HU1/V4POzbt49z585x3333MWnSJH766SemTZtGamoqS5YsKfJrivzsdjuzZs1i3rx5ha5z8803oyhKoecKoaGhBAQEFGn/V7NmzQLPW7755hsmTJiQZ184ZswY+vXrR/PmzZkxYwZRUVGXfC9bt25l5syZhY5kb9CgAUC+93HxdhMTE0lLSytwtHtRxcfH8+uvv1K3bl1GjhzJvHnz2LhxI3fccQeLFy8mLS2txNsWAiQ5VC707t2b5s2bM3XqVN/dN3I7cOAAr7zyCrVr1/bV2AP88ccf7Nq1y/fv+Ph4li9fzl133UWFChWKdfAlxJ9BVVU6duzIzz//nOdHOCUlhRUrVlzDlonyICwsjCZNmrB8+fI886s5nU5mz56NzWbj73//O2BeQbz77rtZu3Ythw4donXr1oBZVuRyuZg5cyZNmjTJM3JBlA+33HILDRs2ZMOGDaxfv567777bV9LSuHFjwsLCWLBgQZ5bKKenpzN//nxfDBakSpUqnDhxIs+tk3/88ccCR1SURJs2bbDb7Xz++ed5ynJjY2MZPXo077zzzjUbqWm1WnnllVc4e/YsvXv35rPPPmPu3LkMGjSIs2fPMm7cON9oqZEjR3LkyBEef/xxFi1axLvvvsvTTz/tK9UoD86fP8/06dOpVq3aJd9zx44dCQwM5P333ycuLu6S6yqKwj/+8Q82btyYZ6LcM2fOsGHDBt+/LRYL7dq146effsp3p7T//ve/PPnkk8VKaBb1dT0eD8OGDePNN9/M83zvyA8Z7X5lNE2jS5cubNu2Lc8dDr2Sk5NZs2YNbdq08SX/vH3uHRWkaRpt27Zl8+bN7Nu3z/dcwzD47LPPUBTFN3KtXbt2/PHHH3nmYHO5XMyaNYu9e/fmS2IqisKrr76Ky+Xi3//+9yXfizfOJ02aVOD+c9GiRWialm8U3Zdffpln9NOsWbOAvHO5XY6qqnlGvEVGRhIREcEff/zhe6xSpUrccMMNKIoicSuumJSVlQOqqvLhhx8yatQoHn30UTp16sSdd96Jpmns3r2b7777jho1avDxxx8TGBjoe57NZmPkyJE8/PDD+Pn5MX/+fHRd990Nwnvw9cwzz9C7d2/69u2L3W5nyZIlnD17lnfeeeeSt5oVojSMGTOGn376iQEDBjB06FBsNhsLFy4kNTUVkDIyceWmTZuWZ9/o9eCDDzJhwgQefvhh+vbty6BBgwgMDGT58uXs27ePCRMm5JmotV27drz66quoquqbNNNbXhYVFZXvTjqi/OjRowcff/wx2dnZeU5Wc//O9unTh759+wKwdOlS3wl9YScD3bp14/XXX+fRRx+lR48enDp1isWLF5faHDqhoaE899xzTJ48mQEDBvhGQM2fPx+Hw8GLL75YKq9TUp07d+aLL75gxowZfPzxx6iqSoMGDZgxYwYdOnTIs967777Lp59+yuTJk6lcuTIjRozg8ccfL5MXuNauXesr4XE4HBw/fpxly5bhcDj47LPPLjni28/Pj06dOvHNN99QtWrVAucJzG3MmDFs2LCBoUOHEhERgaZpzJs3j8DAwDwjOf71r3+xdetWBg8ezODBg6lZs6YvWTpgwADfyIyiKsrr2mw2hg4dyowZM3jyySdp27Yt2dnZLFq0CH9/f/r06VOs1xT5jRs3jj179jB27FiWL19O27ZtCQoK4vTp00RGRuJyuXj11Vd963vnklqwYAHx8fF0797dFxtDhw5l6NChhIWF8cMPP7BlyxYeeeQR3/yojz/+OKtXr+bhhx9myJAhVK1alZUrV3Ls2DFfUuZit956KwMHDuSrr75i5cqVBd5xDODuu+/mkUceYfbs2XTp0oVu3bpRp04d0tLS+PHHH9m2bRvjxo2jZs2aeZ63detWRo4cSYcOHdi9ezfffvstPXv2zDNp9uWEhoZy8OBB5s+fT+vWrenZsyezZ8/miSeeYNCgQVSrVo29e/eybNkyevXqVeCxihDFIWfu5USVKlX46quvWLZsGZGRkUyfPh23203dunUZM2YMAwcOJDg4OM9zbr/9drp27crHH39MWloaLVu25Pnnn89zx7GiHnwJ8WepW7cuX375JW+99RYzZ87EbrfTs2dPNE1j1qxZcnt6ccUKG4VWr149IiIiWLBgAdOnT+eLL75A13UaNWrERx99lO/Wud6SsYYNG/qSRt5E0YYNG6SkrBzr1q0bU6dOxW6357uq7P2d/fjjj/noo4+wWCw0a9aMN954g5YtWxa6zYceesh3C+jXX3+dRo0a8eGHH/LFF1+QmZlZKu2OiIigWrVqzJ49m2nTpuHn50fjxo15++23i3UCdKUKu/uP9w5ll9O1a9dCTwzLmsmTJ/v+PzAwkBo1atCxY0dGjhxZ4OS9F+vevTvffPMNXbt2vewoBe9t4adMmcLnn3+OzWbzTbw+c+ZM33p169Zl8eLFTJ8+ncWLF5OZmUmdOnUYP36875b1xVHU1/3nP/9JxYoV+frrr3nrrbfQNI0WLVrw9ttvy3xDpSA0NJTIyEjmzJnDunXr+Oijj8jKyqJq1ap06tSJJ554Is+E9XfffTcPPvgg69evZ8uWLXTq1MkXG++99x4LFy4kOzub+vXr88Ybb/iS5WCe5yxevJipU6eycOFCnE4njRo14osvvrjkPuCZZ55h9erVTJ48mbZt2xZ45z0wE12tW7dm8eLFfP311yQnJxMYGMhtt93GrFmz8t0JD+DNN9/km2++4a233iIsLIznn38+T4VGUTz99NO89tprvPnmmzz55JOMGjWKuXPnMn36dBYuXEhycjK1atXiqaeeYuTIkcXathAFUYxLzfYlyq2OHTtSq1atS9YKC3E9SEhIIDQ0NN8Ioddff50FCxawe/duufuTEEIIIYT400VGRjJ+/Hjmzp172dF1QlxvpDBRCPGXNmbMGLp27ZqnJjsrK4v169fTqFEjSQwJIYQQQgghxGVIWZkQ4i8tPDycCRMm8Nhjj3HffffhcDh8EwT/5z//udbNE0IIIYQQQojrniSHhBB/af369cNutzN37lzefvttVFWlSZMmzJkzx3dHKCGEEEIIIYQQhZM5h4QQQgghhBBCCCHKMZlzSAghhBBCCCGEEKIck+SQEEIIIYQQQgghRDkmySEhhBBCCCGEEEKIckySQ0IIIYQQQgghhBDlmCSHhBBCCCGEEEIIIcqx/weBRJ8NyY/DNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1174.8x1080 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(hist,hue=\"Close\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "id": "d436f4d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x207e8fcc9d0>"
      ]
     },
     "execution_count": 251,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(hist)\n",
    "## KDE represents the data using a continuous probability density curve in one or more dimensions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "id": "e4d54241",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x20787a6afd0>"
      ]
     },
     "execution_count": 252,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(hist, kind= \"hist\")\n",
    "# A histogram is a classic visualization tool that represents the distribution of one or more variables by counting the number of observations that fall within discrete bins."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "id": "058d1a4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Close          0\n",
       "prediction    50\n",
       "dtype: int64"
      ]
     },
     "execution_count": 253,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist1.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "id": "ab6dac8d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x20782483d30>"
      ]
     },
     "execution_count": 254,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 360x360 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(hist1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "id": "6e24b653",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 259,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(linear_prediction)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "id": "5a14731b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 260,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(linear_prediction,kde=True, kde_kws=dict(cut=8))\n",
    "#distplot shows both a histogram (using density normalization) and a superimposed kernel density"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "id": "52e4cdcf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 261,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(tree_prediction)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "id": "b59c739a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Density'>"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.distplot(tree_prediction,kde=True, kde_kws=dict(cut=8))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "25a57771",
   "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>Close</th>\n",
       "      <th>prediction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Close</th>\n",
       "      <td>1.00000</td>\n",
       "      <td>0.99311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>prediction</th>\n",
       "      <td>0.99311</td>\n",
       "      <td>1.00000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Close  prediction\n",
       "Close       1.00000     0.99311\n",
       "prediction  0.99311     1.00000"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hist1.corr()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "25a014e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Date'>"
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(hist1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "id": "e6680fe7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:ylabel='Date'>"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(hist)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb3941fd",
   "metadata": {},
   "source": [
    "##  central machine learning concepts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "id": "d4054e1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import datasets, linear_model\n",
    "from sklearn.metrics import mean_squared_error, r2_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "1b2e0026",
   "metadata": {},
   "outputs": [],
   "source": [
    "reg = linear_model.LinearRegression()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "81159df8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearRegression()"
      ]
     },
     "execution_count": 268,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg.fit(x_train,y_train)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "32f43f8c",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'reg' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_16644\\4060711379.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0my_pred\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mreg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx_test\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0my_pred\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'reg' is not defined"
     ]
    }
   ],
   "source": [
    "y_pred = reg.predict(x_test)\n",
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "id": "9cad5907",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "coefficient: \n",
      " [1.01518252]\n"
     ]
    }
   ],
   "source": [
    "print('coefficient: \\n', reg.coef_)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "id": "5b4b3a66",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean squared Error: 59.080351\n"
     ]
    }
   ],
   "source": [
    "print('Mean squared Error: %2f' % mean_squared_error(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 272,
   "id": "03744b2d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coefficient of determination: 1.00\n"
     ]
    }
   ],
   "source": [
    "print('Coefficient of determination: %.2f' % r2_score(x_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 273,
   "id": "7376f8dd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x20784981430>]"
      ]
     },
     "execution_count": 273,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1296x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(x_test, y_test, color='blue')\n",
    "plt.plot(x_test, y_pred, color='red', linewidth=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "baaf025d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}