PehTingXuan_Impl_2.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5713b56e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import default libraries\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import math\n",
    "\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "from statsmodels.tsa.arima_model import ARIMA\n",
    "from pandas.plotting import register_matplotlib_converters\n",
    "\n",
    "# Import to ignore warnings \n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# Default params for all schemes \n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (20, 10)\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "84d10dfb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert the dataset into time series data by undating the index to time series index\n",
    "df= pd.read_csv('NVDA_historical_data.csv', index_col='Date', parse_dates=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "add0d7fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8b895977",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<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>Adj Close</th>\n",
       "      <th>Volume</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",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-22</th>\n",
       "      <td>57.820000</td>\n",
       "      <td>58.830002</td>\n",
       "      <td>56.767502</td>\n",
       "      <td>57.805000</td>\n",
       "      <td>57.303711</td>\n",
       "      <td>36884400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
       "      <td>55.107498</td>\n",
       "      <td>56.047501</td>\n",
       "      <td>54.177502</td>\n",
       "      <td>55.264999</td>\n",
       "      <td>54.785740</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
       "      <td>54.877499</td>\n",
       "      <td>55.347500</td>\n",
       "      <td>49.712502</td>\n",
       "      <td>49.852501</td>\n",
       "      <td>49.420181</td>\n",
       "      <td>88428800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
       "      <td>48.867500</td>\n",
       "      <td>52.437500</td>\n",
       "      <td>48.419998</td>\n",
       "      <td>51.959999</td>\n",
       "      <td>51.509396</td>\n",
       "      <td>95172000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
       "      <td>49.577499</td>\n",
       "      <td>51.209999</td>\n",
       "      <td>48.279999</td>\n",
       "      <td>49.572498</td>\n",
       "      <td>49.142605</td>\n",
       "      <td>66478400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Open       High        Low      Close  Adj Close    Volume\n",
       "Date                                                                       \n",
       "2018-10-22  57.820000  58.830002  56.767502  57.805000  57.303711  36884400\n",
       "2018-10-23  55.107498  56.047501  54.177502  55.264999  54.785740  62643600\n",
       "2018-10-24  54.877499  55.347500  49.712502  49.852501  49.420181  88428800\n",
       "2018-10-25  48.867500  52.437500  48.419998  51.959999  51.509396  95172000\n",
       "2018-10-26  49.577499  51.209999  48.279999  49.572498  49.142605  66478400"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "ccc6ba12",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1008, 6)"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9e1076d9",
   "metadata": {},
   "outputs": [],
   "source": [
    "df=df.drop(columns=['Open', 'High', 'Low', 'Adj Close', 'Volume'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "600b59cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <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>2018-10-22</th>\n",
       "      <td>57.805000</td>\n",
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       "    <tr>\n",
       "      <th>2018-10-23</th>\n",
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       "    <tr>\n",
       "      <th>2018-10-24</th>\n",
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       "    <tr>\n",
       "      <th>2018-10-25</th>\n",
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       "    <tr>\n",
       "      <th>2018-10-26</th>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                Close\n",
       "Date                 \n",
       "2018-10-22  57.805000\n",
       "2018-10-23  55.264999\n",
       "2018-10-24  49.852501\n",
       "2018-10-25  51.959999\n",
       "2018-10-26  49.572498"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "71628b4b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 1008 entries, 2018-10-22 to 2022-10-21\n",
      "Data columns (total 1 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   Close   1008 non-null   float64\n",
      "dtypes: float64(1)\n",
      "memory usage: 15.8 KB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Date'>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Get a summary of the data \n",
    "df.info()\n",
    "# Plot the data \n",
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "56a9c5a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Date'>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# take the log of values to stablisie variance by reducing the impact of extreme values \n",
    "df = np.log(df) \n",
    "\n",
    "df.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1db6917e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Split dataset into training set and testing set \n",
    "# Training set contains 80% of the data\n",
    "df_train = df[0:806]\n",
    "# Testing set contains the 20% of the data \n",
    "df_test = df[1800:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "d5b1de03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create autocorrelation and partial autocorrelation plot \n",
    "# Check for stationarity of time series \n",
    "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n",
    "\n",
    "acf_original = plot_acf(df_train)\n",
    "\n",
    "pacf_original = plot_pacf(df_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "59d99714",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value: 0.9856060976884159\n"
     ]
    }
   ],
   "source": [
    "# Use the Augmented Dicket Fuller test to calculate the p-value \n",
    "# Use the p-value to compare with the threshold of 0.5\n",
    "from statsmodels.tsa.stattools import adfuller\n",
    "adf_test = adfuller(df_train)\n",
    "print(f'p-value: {adf_test[1]}')\n",
    "# It can clearly be observed that the p-value is greater than 0.05\n",
    "# the data is not stationary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "632354a4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Date'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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Wr1CsKIgf/4jEr39B9MyTvT4U0CnNPpoz8cur10EeAMDSwffeXVVghfelvoGVe+8gcesNFP7kUr99O45NIHm178EqCigAFCtVIlDA3h8oVvoXWIHVS8YKrFrFiuABchSvB8sd3p9VrVhx7kvLVhPZl4z7l+gLVkX7B6XGShX3WARWQDGEoljphhWY+bPEgSkKv3sWic2b6j+GfkKe/1bTvR1QEPOzvT6ELH2lWEHyFQCgBrwDK3q/U7JP5H2prxWY731VfhdvKzD0pf0IVlGAP/q1XiSDE2Q7wRoK2IvpKRI+HvCDRpMHVtDu+gqlFgBu9JWjW4ElNVYqmizzfhxZ5mC5wydOrMZKob7NagUm7b5MNVaE+lrhxahOa6xUbQXW+S6KIFotEps3kcC4dHDpdgJNEsTU1OR330bi5h+TuO7S+o+hn5AFzxFY8Sb80bkUvvPNJB64s9eHosKL1/e8xgrsawAANeDbn+hj7tLBZh5Y8exX5XZ5Y5qMHbABJbDi9/GguyCwAvzRJ/dY4C6G7ATXro/+7t1FYnp/dbtvtyn8+Dsp/Ni71Cz0pQAUK/0LMijqJWMFFqjPdwrPuoEVGFju8Otqfi5dqC9037EUr08y0kw1VpL0+ew+vGqsdNgftAe7xoq49mIKT3kviVt+0tXPBRXS7RorpAUzJXEwVCy3AIP8vpUX5V26iB//iIiIwgu+3eMj0egrxQp7jPkbAKAqvMeqVVmBlQmsNP0+00exAoeQvgerKMAf/RrGAKkYskMcX0V0xHOjx1WqVhYXiPZPEO3fp05QlwLd9t4G/uBGXy+6FZgsXl/VddBCYAWABP26knZgRfo2vpA171tjxTGp0t9n3MayP09E1YqVbktW9uyM/j77THc/F1THQpcTaGzFYuWi9DJSP4mwnQZUltH3row+SyoSzT6aMw1I8XrxwF0kHronerx/gsLvfJlEDc4SAICKKFtjpbQVGOu/fBOY5Rw771h9iteHWG/pd7CKAgrQH8XrxX13kNixrSef3RHy9AUBBc9/UfRUlXVW+O/R7t/Baxn6apIAVPgiIn6b6kmswLTi9XVYgQGw3NGvK2kHVlqxMpd92rgvLbCiWIH5fGSHHtKDXrxeZttPTXb3c0F1dLvGin7NSaSN0lJTfrtosgSLFhQrhem3Na6+Kl4v2MN+O1ERYmGBwjM/ReGZn45sJe+8hcTPryNxwxW9PjQAgI2uW4ExfJWd8n6aO54oWGOl7246gAiBFVAE/WLvwSKq2P4MhV/6JIXf/HzXP7tjuKXPC2RgpcJsGP57LDUp/2K5GivCVDgYVMuAZKMNLEJXrDTU5zuF9xUIjIHljn4NzB6I/pYsXi9MihVX8XkfxYrxM3P+nYeSiVdBP9BtK7B4IXFJ1phbLiwy27yu1FixBVaWn2KFWulC/LKzQKuCfhv78hor/TSu66dj4cwdiBZAFxei619eA01cC6A7iOYiifvvRP9bhLJWYGWDEryf97YCy1esCCH8rMCgWOl7EFgB/vRD8fqJvdHfQZw8s8zz4Pkvjh5XKTMuI1EcFEpYgYW/upnCd76JwmsvrumgABFpipXyN3pxYIoEr0cAIkIWkOV/q/LNrrq2AgCDjL5AVkaxwq8jY40V03XmUqyUqLFSdKGv6vFclwUryQJYhXXrQD2IMKTwsvNJ3HeH+kLXi9fLGivaZ7WWo2KFLeYttcSsbtBvY6c+Vaz0/FhscBvC5mLSJ4h+DQSBJYUQgsKvfIbCMz5O4pc39vpwBgff/kS/jsv2Q7ybL6pYcdZO8RzvK4msfh8PugsCK6AAevGnHgw45MRrEDPJuKXP846JLH0m95GY3FvN/vk5GcTz46LEhFt8+4vR34vOqf54QEoFihWxsEDhh/5fCk95b0UHtYSQ/YZUqlRuBQbFCgAJthorZQMrvoqVpGa9Sc2SX2OlYwtppcZKFf1Aj6zAEFjpf+65ncSVP6DwS59Un+928XrbPVQuSi+n+yFfiIcVWHH6ObDS8+L11SRf1Qq37Gw1WYLDMuoDQM8Qt91EdP+vo39M7uvpsQwUZWuslO2GOlGsuMYTvoGVcACC1Muc4W58yLXXXkuXX345TU5O0pFHHkknnngiHX/88dbtH3roITr33HNp69atdNBBB9Ff/uVf0qte9ark9ZtuuonOOuuszPvOO+88Gh0dreU7AMpexD2o45FktA9kh8IUK2MriJ5zFNG2p4ieeoJo/SEV7L5Ehz8oNMtMuPt0AL/UUJRSJc/59GSUGc6zxkCEPKcyoCIVK5VZgbG+YoAXkoQQFHS7rgNYemiTGjFzIAoRlLQCUwMr8m/BGis5x2jeZ8G+WFGuFXurkUaX87bkQuKBKRJhSEG3Px94Iyb2ZJ9rt9UF/a5agaF4PXH7meX0vauinwMrvZ4vF1Vf9gJFsdJM+58BHhODwUDsnyDxg2+kT6DN+VM6sFJWscL2U2lgxdOKV/DP7NO+dJlTe2Dl1ltvpXPOOYf+6Z/+iY477ji6/vrr6eSTT6bTTjuNDj300Mz2u3btolNOOYVe8YpX0Dvf+U7atGkTffOb36S1a9fSS1/60mS78fFxOv3005X3IqhSM/o13IvOf5AVK8mic7T4FzzvhSS2PUXi6c0U/PbvVbD/JRxYKWMR0a8D+KVGFTJ/mS29nKw3fJHnRAYNGtIKrKL+ly9m9XoCXhJx3x0UnnMGNf7xPRT81u/0+nDAIGNVrBS4n1itwKRixfS5ndZY0SeORYvX+1sCioV5olaLglWri31Gnch+rN2OfrNVa3p7PMCOKQDe1JIqujF+S6zAbMXrB/N+WAq+EN+Gx//Ao9RY6fVcaACyrPl9mitWllMfALqOEILC730lreVHhDZXiLKBlbI1VkoEVgpagQnvGit+Hw+6S+0pXVdeeSW9/OUvp1e84hWJWuXQQw+l6667zrj9ddddR4ceeiideOKJdOSRR9IrXvEK+m//7b/RFVdcoWwXBAGtX79e+Q/UTKZ4fblFUCFElJ1WBrnAPpALsNLSJ55Urlkb/V2oqMC6knk+iOfHQYkaK7jpdAnfTAsXUv0mBDyNdTJWYEPspQoa+RKwAhMP30s0vZ/EI/f1+lDAoGOrsVKJYsVlLyLUv53ap3RSvD7nu4bvfDOF734LiXnH2KXb6jG+MAw7sP7G1DYWtcBKDxUrIrECW2LjaBd8IR5WYMXpt4CBovLvcTvm96J+HWMussAKq7GCBD1QK3feQnT3bURDQ0T/6YTouV5fr4OE79i4jsCK7/ig5aFY8bX4KjBOB72hVsVKq9WizZs30+te9zrl+RNOOIE2bdpkfM9jjz1GJ5xwgvLcS17yErrxxhup1WrR8HB0yPPz8/S2t72NwjCkF7zgBfSmN72Jjj76aOM+m80mNdmgMQgCGh8fTx7ryOdgK6KhnY5AhKXOUXjmp0k8/jANnfINCsZXFjuExYVojBaW++xuY25LQfRvViuhku/COvxgQM6PN001sOL33dj5GOBz0e/9kbq4X7ItswFC4LgexO4dFF74bWq8+g0UvPA/Ff+cgSS1AguCQLHYCUhQEBTLj8i0JzY4dJ37viaZBC+xfm8A6Pf+qTCyPxtfFSkfZg9E341NaPK/K1eszKXbszoq+j6Sd4TyNXb/MvSrmX8LocVSDJ+hfa7Yu4vo4A3Rc1qyi7UPDsOkvw52b6fgeS80bscXz33aRsftiI/xD0wtnfa4BAkoSNpq8jvx5Bnq/F5UqD1pnxW0mvE8o71s2pFgwZSgvXy+tw9ebUn02T2Q94c9PjZ+XzLdy/oBwazAous/Ouqy6xw6S26cBDpGzM9SeP7XiIgo+PO/Ipqfj5LDwvxrBO1J4rfOo4+OS/eJSiKp532ynSpW7Nuz7+HYjo/zA6rm90dbqpZaAytTU1MUhiGtW7dOeX7dunU0OTlpfM/k5KRx+3a7TdPT03TQQQfRc57zHHrb295Gz3ve82hubo6uvvpq+vCHP0yf+9znaOPGjZl9XnLJJXTRRRcl/z766KPp1FNPpQ0bNjiP/4gjjvD8psuD1sgQbWf/PuSgg2jMcL7zeOae24mIaN2WTbTq5X9e6L37R0doiqLBjum37leOOOIImnv6INpDRCNjY3TExo00uXYtTRPRqpUr6aAKvsviwgztjB8fctD6Ur9Nv7J3qEGz8eOhgLx++2fYgv8gtRUb/dofze98hnbHjw9at55WljjXi3PTSdvdePhhFIyOGbfb+R8fovYj91H7rl/SUVf9utwBDxjze7fTbiIaHhmhjRs3UnhgNW2LX9t4+BEUDJe7jcv2NL9rW/L7rV61itYN4LWyb8UYzRDRqvHxSvpSUJx+7Z+KsmdsjOaIaGjdemrPzdC4COmQjRtp+1CD5NJj3v1k74oVyf2KFhfpiMM2UDA0THtXjNEsEQ0PD2f2MbtlPe0lIiJBGzdupGeHhkiGOjYcuoFGNm6kZ+J/j4yM0BHa+2fWryNe8nT16tW0nm0jwpB2vfefqLF6DW34+Ok0e+uNtPfT76V1f/e/ae2bT6IdQ0Mkl+KGGg3rdwwX5pP+59DDj6BRy3b7Vq2mWOtT6P5bth09K8LkfK0fapS6D4HucGD9epqIH8u2wcevREQbDj2ERir4DV3tad/4OM0Q0fDQkNJGdwUBLRDRcBAsibGjD3PbniRZ+Wb1ihXGcUBr9w6a/Np/0OrXvYVWLEPLTVNbkn3yUKO/2sre4eHkHnTowQdb++luMPfM+qRtrVuzllb30XmSHFgxlvRJB69dSwurVtEUEY0Oj9BhFR7vUhkngc6Zv/9O2j29nxoHH0rPOeldtP+7X4nXhPznMcu9PW2lNCTh6n/nd21N5rlERIccckipNbKtLClk/Zo1tMpjH3tGhmmOiIaHHePq2ZlkXD02OkobLNtNrVpFUo996CGHVtqvL/e2VBVdKV7vUoX4bC8zouXzxx57LB177LHJ68cddxy9//3vp2uuuYb+8R//MbO/17/+9fTa1742s//du3dTyyB5DoKAjjjiCNqxY0c1VitLBLFPLTi5d/duCtZut2ydz+TEBE1tL/b+9t546aHVpu0F39sLeFtq74uOvdls0vbt26k9Ey07zExP03wF30XsTKele3ftomDNwR3vs19oT6XWHu34/BVhENqKjX7vj8I9ab8wsW8v7S9xrsWutO1u37aNghXjxu1azz6dbjfAv2kRwt3RcLAVhrR9+3YSc8mSLW1/9lkKRkYK7U9vT+Hu9NxPT+2n2QE8r+3paSKqri8F/vR7/1SUdmz91V4RqWnn9u6h7du3U4tl1Of1Pe3ZWeXf27dsoWDlquT51uJiZh/hvjgsIkQ0PmilCpLdu3ZSMLIi+XfzwBRtPf1T1Pgv/99EuRfum1D2d2B6mubYZ4jJfdSOrfKe3baVxMP3ExHR1OObaGb7dmoxj/l2q2X9jmIm9QLfs28fBWPm7dq8n/K4JjttR21mSzbxzJZS9yHQHcKpqeSxbBti2zZlm907d1IwZE6w8MGnPckxeKupXo+tuI2brtOlSrhrR/J4ev+kcRzQ/vy/k3j4Xpr75U00/M0rMq8vVbzaUp/NSdtTk8njPbt3UbB6fc+OJdybhvz3T07SdB+dJwkfB+/duYNE3EctLsxX8rsutXFSFYgwpPDcL1Fw5Auo8cr/u9eH03XCZ56K/q4/hHbs2Uvt2WgM4zOPQXuKEO1UQeK6Tvk6BRHR3j27KSizVsEcHib37PFaw2wfiMcTC/bxhJCWw0S0MD9n3S5ka2F79uyupF9HW8pneHg4V4yRbFvngaxdu5YajUZGnbJ///6MKkWyfv36zPZTU1M0NDREq1ebC2U2Gg164QtfSDt27DC+PjIyQiOWxSdXIxJCoJEx9NoHotXqyH9UhGHx8ysn/2Xe20OEEKmVSBBE/06seKr5LrzDF7z43hKAy7TLnK9Bais2+rY/4u2uZFvmNZdE29GvNCquLzIIaP2GYrwWtolEudt40p5aao2VgTyvsv0M6vEvAfq2fypIMs5ZHRU/F7MH1Ps3efQ92utibpZofKXi257ZB7MYCMNQLWap/Zt2bCOxYxu1r7uUhr5xufmYtM8QrIaFaLfT10R8zbTb1vcqu2W2nGJqP4X33UHBy15Bweq1xu2Nx+agdDti1jdianJJtMWlinIPi38nwWsckKHNl/0sV3uS11yobSPbOL9OljiCW7G1msbvLfbuSh8vk/PCyWtL/XROBO8P2+3ezgfZvU2E/XlNiXlzjZWqj3epjJOqQGx/hsQt15NYvZaCP/3LXh9O1xFxYJ9WrorXhGJb5wL3HbSnEkXfSc6dy9QuZJ/Xbnmde8GK11vH1Xx+oY9H+HZtvl01Y6Rkf8u+LVVDrcXrh4eH6ZhjjqH77lMLyt5333103HHHGd/z4he/OLP9vffeS8ccc0xSX0VHCEFPPfUUCtjXjn0hoJL9+SAnXyIcwCLXslZCHFBppDVWKoEvjLSXWPGzZoni9aA78PZbtk/g7dX1+w4N2V9bqshzKgfdvKZKFX1Ha/CL1yfHPajHT9E4JvzGf1D4/a/3+lCWN3EbClZGgZW0eH2Ba03fdiHKREzCoqZ+Uo2Yqk/4fLa+T/09LVacmk/IZNFMpSim4/PYfsLrLyNx4dkkfv4Tw4Zd9mvm3296yr4d6D2mptHL4vX6XEQuSi+n4vUtj+L1jVqXDAabfluQ4nOmnh9bBXOEumGBXdFsKkHXpYB49mkKv3UaiZ3P9vpQUmSibNvS3yx1ZiMlQ7AyThpP1oT69BrpR3zPVWZ8XPbz2Bt919mSGiuOY+WveRevz36J8KarqX36x9RkZNBVah8lvfa1r6UbbriBfvrTn9LWrVvpnHPOoT179tArX/lKIiI6//zz6ctf/nKy/ate9Sras2cPnXvuubR161b66U9/Sj/96U/pL/7iL5JtLrzwQrrnnnto586dtGXLFvrKV75CW7ZsoVe96lV1f53ljX4Rd7p4X2LixLMuB24RLdQCK3KBtKrvwfez1AIr/HfHoKO/4BOPsm2Zv8+1mLEcJ/by3Mjv3giyr3WAUDLVe3ttlc6YkW1mkPuGyX0kfnUziZ9eiayhXiLPfaxYobk4sFLgWhN6O5TZsIlKxPD7KkUxs+oTjw/Vn1D/qScnCC3IE6qKFSssE5qkLdjcTHa7LhbCFEKo3296v31j0HsCw31cD6x0oy+3XY9MsbJs4Ne1baHT9LuB/qSfktGUOUKfjm2YFSZxx4dBHlMyxC3Xk7jtRhK3XN/rQ0mRKrlet89eMZsqVogoneMt1/NRBt/uJDM8LnmOywRWZNKC63dVElQdX0q4Ayvie18leuAuEj+7xu/YQOXUXmPlZS97GU1PT9OPfvQjmpiYoKOOOoo++MEPJl5lExMTtId53x122GH0wQ9+kM4991y69tpr6aCDDqK3vvWt9NKXvjTZZmZmhr7+9a/T5OQkrVy5ko4++mj6+Mc/Ti960Yvq/jrLG/0i7jSbq8ziER/89MmAR+zYSiQEBRuPytsy+pNRrNQQWFlqmXaDHFBb6gjPBTkXoadipbEcFSuWgCxRNX0HX0Tp4aRXCEHhf/wbUatFjfefSkGRIFpiBTbA/R6rEUEiJAqWYVvvB+T1tioOrMjgQZH7jn4Zzcf1RkJ7YEV9SmgKlhKBlbk5Evt2U3Bw7Avc1BQr+kEqk0SXYoUt2Mm+w3RuuhhY0ReCBQIrA4MIQwoajWyGZTcVK/pnNZfhgl/TcF3rLMfEFl/6ZD6a0LeKlV4fi4UF3QrM0jcMKrI9sBppVSKmp0hcc2FkC3rkC/zeJOf1yymAzYkVKzSOwEppeqlY8Z1vyvbdQcAk/UzP7UzJTqArdKV4/atf/Wp69atfbXzt7W9/e+a53/iN36BTTz3Vur8TTzyRTjzxxKoOD5Sl486/jBUYm3y120TF6jZXjgjbFH7m/URhSI0vfIeCYccBJZ2gXCBNa6xUQriErcAQWOlfKlGs8LYLKzAFeX5NipUqJqn9olhZXCR69MHo8fws0UpzTTUTSX2pQe4bFlhgJRRd0BMDI7ItScVKqxnVFSkStNOvo2TRxqFYySw+FbVP0eq63PxjErdeT43Pnk3BmnXaQluYXTjyVqywRVdpGWQ6N90MrPCgEREUK/0OX6APw+jfGcVKFxZgbYoVnwzTpUbTwwqsm9f0oNFv8QIlkN7j+SA/N316TSmBXcUKrD+PtzDye9S04CruvIXETy4jOjBFwT++x+9Nzfic97p99gqpWFmlWYEtlTbXDbwVK52XMsg4Cfha2LU8rMBCz+Czsg/Xdv12Q1o+YOoO/KlasVImO1opYt4HN+PFRaKZ6Wiwok8MdeT5a2iZ51V1gB6KFbFrO4UXn0tiaqKaz+wW/SRrByq+ElYX3lZgyzCwIhVBDUONlSoUJopipYd9qvAMrplYAjVWMooV0BtkH7ZyVbqQODtT7DfR53Dyt3VagWn9aNF+1dQXtFpEE3ujx0pGejs5yGSy2PYMrCi1GFwL0OkibO3Wdvy7ESGw0vdwO8u43fWyxorNCqwf5hjdgl9DCKwUp9/u2Yp9cq8X2Qarxgq1mmn/06/HW5T4+4jZehQr8vyJvHUQRrJtGC5L+1shg1xQrJTHW7FSwl4377OK1lhxztc9x/uKYsVvd6C7ILAC/MkEVnqtWOmDm0/bv/BzOnCo3wpMWCZG4UfeRuKaH5G46sJqPrNbLCKw0rcotQHKFq/33MdyVqzEixoBX9yoxAqsAiu3Kmh7BtdMLIXACreiGOTvMegkNY2G0gnv7IGCv4l2HcnASrJY4xFYMR1Tkc9Mno7fm1djxdeKIBOgsRwfX4Ote3GqpSlWDkyRKFPD76G7qX3WyYOXeDJo8LYhfye+sMmfrxNDHQURhmlgYakpv12wa0hYrcCW4fjLl35byGrp1o89pIrkq7rRrcBsNoGDivweszVZBMnxe5F1meU+r49t2QKpWKm67u5ygPUnzuBcFYEVPTDirViJ+2JvxUrFtVhAV0FgBfijXcSi08BGmY6NT75EH0x6Wv6BlWythBqtwAz7FPNzyURR7NtdzWd2C614/XLMbulXlAWsSmqsoHi9gt5vEFWrdmv3yQScf7bvgDXZfvCtwAQUK11HNJvU/o8PUXjZ+exJeb010qKiszPFrjV92wW9eL3h93UpVsp8pkRmquo1VvRs/bZnP25SrJi+D++v6r4u5XcbGU0/r0Rmbnjj1UR330bi3jsqPDiQxUOxwoMdtY33DIqVVh9ZKHUTWIF1Rr/ds/uoxopy/fbbeZJkitc7kiAGkcQKbLam/Zeoc7jYZw4k3camWOnXa6Qf8e1bMjVWylzXemDF83dy1SI0HY9L2eJr2dt3kf7lwzJcpQLl6QMrsL5WrOScD32BVFqCdcsK7IE7k4fBxqOq+cwuEGUQahmpA7yAuuSoYtKktF1X8frld8tKAlc8WzTpOypWrPQ0sNJBjaj4vWKQJyRKjZUB/h6DxNYniTbdT+Ln16bPxW0paARpnZ+iihXZJ8qaa0nQTCh/tDdl35/82+OzcwIrmRorcvMkM9e3eL1hAdZ0vXYzsCKPacV4ukgxPVV+P/xaBNXTMLSNRc3OTQYEd2yj8P/8A4XXXVL9cZgKVGsByDqTeMJf3kji17+obf+FaKF4fUf02zpWP6kBlEXDPh3b6DVWloIKmiPHEHUVtS6T3GRSvy4nYsWKXmNFLMcgUxX4Bi5M//ah4xorngoTp7LFs8ZKFTbhoBQYJQF/9Ou0F1Zg/VZjpSPFypDf+3zJyfgWd/2Svd4H584X3T+daOkMdpcCFViBCd9F9eVoBSbPr6JYqVDtxvuwXgYmfINrrvcO8mByHlZgXUcmavDFVINiRczOlAusjK+M/sqFetk+TdeZXrzSN4MteY/teRlY0RUr2sKREmC1f56ifHFm4nHLwi7VWBkZIVqzLnpcps6KPAcL/j7xoEOsipW4BtDmTURTkyTu/VUNH25QrOjjzZr6YjE/S+Ls0yn81mn9sZDW9AisQLFip4+SOoQQagC818c2aFZgreYStAKLv09dVmBQrBQHNVaqpW4rsExgxbfGikfQ0beP9HYIyb4m7rmd2v/2P0k88YjjfaBTEFgBBai4xkrBwZ4Iw/4rYl4k29uiWKksy1pZnDZYge3Yat6239EzGYn647cHEVVYgSl1Plw1VobL7X+QMVmBNaq0AutDxUrhGivx9r1eQOgE1FjpPnJib/KjbwSaFVgBayI9sJIUr3fZi7gUKz6BFUubMSlWWPH6ShQrxhorPbACGx4lWrM2elwmsJKoJxBYqRUeuJPnXA9mJcHyuF3O16AiSq4rV2ClprHy/Hx0zbaaduutbtJkx2C1AsOSgZ0+Chj0s8K/X5NfFvUaK/Je3UfnrhNYrTUlOaIqZD9ZJGmTz+275EAi9GujR4hWKx3za4qVvrpeBwlXQlBmDN3PihXPAJFzO8NTd95CtHsHiYfusb8PdAxGScCIEIKEJYMsodMJR9F+TT+eflBdFKlPkFGsVLg4SswyiMjc4fPPKVrDoJeYFjn6ob4OiKjaCsx1XTMrimVTZydZ6GW36yqLHPZNYGV511hRFg6XS9vuNabASnKfHqLAZgWWG1iJt10hFSvz5teV5/R/CNuLtg81P22zAmPqGSGE//dTFCuuGiuGY6gL+fsxxYooFVixqCdAtShj0djyy1ZjRf4mddQGSIKKlhorRIXmGeGNV5G45za/jfk9rg/mMoJbgdkCKw0oVqz00y1bT0br9XjC1+amlyjF61tmm8AeIvQxRNH38/WaOuzA2lp/7UOXFSvisYco/N//g8KrL6z9s3Lhv4FMwEHx+s5wrQvp57RMgFfvu3zbrGucbDoe1+/vO043fJY4MJW/f9AxCKwAI+FXTqHw7X9FYu+u9MlMYKW7ipXMZLcfVBcVKFZqsQIznRtlMtsH586XZvy7j46lz+HG0D90YuGUvM+3eD2zAhukNtwJiRUYD6xUWJ+JL/D0cgLOf8+i2Wt6dvMgghorXUfILPkwTBcebIqVQoGV+G88YRYyaCb3kVdjJRTqNj7twTZRNAVWwjD9PGHYv3fxeleNFdZf1a5Yib/b8AgFnViBJeqJzhaxQA7CMFbNjO+lRV38twbFijApyEoqVsTEXhLnf43Cb5/u9+EmS71e4nM8UKzY6aeAgdaGRa/HEzz36p7bqX3Ke0nserZ3x6MhWk3lHiZaTLHS63NHROKheyh815spvP6y8jvh36MOOzB9/ORDkwdW6j/P4XlnERGRuOS7tX9WLrK+yvhKCuS8Vv7tp76kj8n0a0WCJWXOsb57jzWIyJbRo3i9S7HO8a2xYnppGoGVboBREjBzd5R1JW6+Ln2ucsVKwUU8fbK761kSd/2yt5nrheoTMO92/rey4vU5dSo6yQjvJTL7asV4+hxuDP2Dr4TVRegZoOQ1VloGi7iliMkKrMq+o18UK6bFNl/KTOr6DViBdR++mCutcHggU3pf6xmeuUkUUrES37MSKzBXjRVtwqRJ/vPHOXmBFb3GCjvWTGDF8TH6fvhf66F1S7EyWk2NFShW6sWUjLE4b95GjlUdgRUxc4DE7h3Fj4NfAxLdJsc3yC/7iLmZrPrGRJ8pVrxqrKB4vZ1+UqzowcFeL9Tye9f2Z4g2byJx/129Ox4d3Yaw2WSKzt7/sOLpJ6L+8IlNftvPzVL4w2+S2PJY+iTvc2tRrHRoBdaNpKh+qhGl11chghVYUTLjVsd5y7xWgWLFZx1NsTn3tfjyVay4PtjwohwTw/GlVjBKAjk47Cg6VqwU7Ni0yUp45skUfuUUontv13YromKz3aBM8XpJ1TfRPDslg/3CQCB/97EV6XMYePQPvhJW5z58rcBYYKU5QMHBTjBagUnFShVWYOlCUmX1nkodR05g2IXvAm8fI/jC4SArbwYJPqaQi/NcsRJ7XwuZXSjxvE4CGViRQTNnjRV9/wUL/tq2Yd7qCbx4vRDZ9ub6fgaPcmO/oQRK670uE894Xrxe2h4UIT4PAsXr60UYxgw262HZNpuLkS+9gfC0j1D4kbeRmJooeBweihXfRQgekNH7CxOtflOseFiB9dPCZL/R6+AFJ6O66vWxGe5N/TTG0ZM2W82+UqzI8bCvHZi4/Wckrr+cwmsuSp+sW7GS2PH6/65KALobweV+UtzJe4S0myVCYKUoeltzKVb010pZgek1VjzarG/92NBzvO+wVVQUPKZ9HIgDK2hftdJHvQzoS5QoqvZaiRuhcO0vD0sWmHj84fTxxF4KT/4/FP7L36nF2uuiXSKwIm+eVS6OEuUrVga1xoqcJIyOeXmQim1Pk7j/1104MEBE/pkWLtr2wYL2YenDPilCWDsmK7BGlVZgfaJY8Q2umZDb99PiRlH4pLkPsiSXBYpiJb7PJAoxh2Il7/eRbVm+P1GsON7vGhsJkf+ZttflsfD+Mmyrx5K53jytwPTPsO2ii1ZgSY2Vqcni+0Hx+u5QxgqMSLVL5OzdGQUDdmwreByG4ymrWOGL2TMeQb1WnylW+PEgsFKcfrpl62241+MJ0+f30+KerpZrLmYDu71E9k++FpU7t2W3531cHYqVUlZgXVas9FGNKCF/g5VQrJQmkxDkaEM1FK8XPmsQvnWYfZ0/XIoVxzUkFuZThRjaV60M9/oAwAChX+ylPAqLFmRl2AYV8c1IPPU4hV/+FNHkvuj5HVuJjjiy+DEWoUxgRZIECaqyAsux0mG/l+iHiZwvcsI9Mhr91m2DdQkj/NqpkdwcdAel3VVgBeZayODtdrkEVuQ5bRiswCopXl+gD6sT3zo7rvf28YBRPPMkhRefS43X/R0Fz39hdoN51FjpOk7FSoOClauiUcrMtPo+399nXCpWZGDFoVjRA9RCf61kYCVXsRIWy/wz9bvGRI4KLCJ9YcXrgzVrozNVRrGSWIGhxkqtuBQrYyuisb5evJ4o6iNXrcnuLx4ziP2TVGjpLPmMzmusKO87MG3fTtLPihWrFdiQ+XnQX0kd/aZYMQZW+mgOqq8tNJtp9nevg1JE6ZzIV7GyM65fY0maErMzxfpJH0pZgXHFShfaaD8pVmazgZWg0YjGLr2+XgcFva051x/09csKFCt6ANtEy7OGqWb9a99MswzmuOrdcmvcfujTljB91MuA/sQRCCmzOG+aUPliyyIMGiTuupXCz34gDaoQdSeDqExgRd7cZXZCZYqVIlZgfTCR80QsMsVKktHhaHtlFlRAeSqpseJpG8Nf6yCwIhYXKLzmIhLbni69j64Rn99AUaxU2Hf4esDWTSeKlYJWYOLZp6l92kdIPP6Q3/a7no0Krt5ze/7Gtn3c/jOiB+4i8aufmTfggZV+WqRZypgCK1whJm0aprV7St7vk9RYiYrXe9VYyShWCioBcxQrIlO8Xj42WIG5Bk/6op3t+BTFSs2LaPEENxgeJVqzPnoOipX+xVhjRbV8TRY221pgxbW/olZgEnbtCL19+96LWkWtwPpMseITWIFiZTDo5xorkn5aPO53KzB5/zQo9oQQFF53KYlH7kuf3LU9+mtbn+gXxcpyrrHSjO53wehY+lxQ8ZrQgCGKtgH9vuld9J1IlLIC034XnzUILbBirZVYSrGiB1b4+dBe43OYfujTljAIrAA3maxJRqeBlYKLeDbfa/H0Zgq/8pnoJv2b/5noyKPjF7rQeSg1VnLORxJYif8tb/KV1VgpUry+DyZyvsgJ9+ion1R2kL7bUqCTYGnyPk+1gmLZUb54vbjqAhIXf4fCj72j9D66RqJYMdRYqULt1jdWYN1TrIi7biV66B4SP/+J3/b33B4VXL3tpmLHxZFZ8Lb+CcXru49RscIUYjKbcHpSfZ+vLdd4HFhZmI8mVElgxfgm9jDMjpXyLvU8K7BFXbHCgjx6tqjrs0w2QUYrMF97xwpo8Rora6PHM9Oq57QPyQIWAiu14rICk3WJZPvk/eXcrHl/ch9aMC1cmCex3xFsSdqHw2LUW7HCapUVtgLrg0Qnnn1rswJD8frBoN8UKyb6aZ5mKl7vSoLoNvJczRsUKw/eTeLCb1P4+X8notiNYs8O9X1E9ddYSZKbSipWlltgxVQ7cxlbgYXnnEHh+04iMeuRlJC8SVesuKy2qrAC0/7tswah39tt/Ump4vX6mqzjtQNMsbIM21c3wSgJuHEFQvbu6mx/RTs2WxbhU49Hf1/4n6jxzo+k9htdSL5WLLVys1hlYCW6uQdJ1nm3rMCE+/V+pSkDK6liRWy636426KcB+3IgrGABre25qM4/y0eGa4HXZep7kgx6gxVYBX2H6BsrsA4Cv3JA6Xv8cdsRvuq2OAO5cEaV4TOt7dvmhw3qQ6mxEl8HJsWKvtDoq06VihUhos9yKlYM77f92/WZ+tPWGivM6qRI8XpTv2tUyLLH3aqxMjJCtHpt+plFJunyPURQrNQNTwgIw6iNysBfrFgxLtRZFSvxNloQZcf/fhO1//Xv3cEV/XgyihXPYH1HVmB9MGb1sSbrp4XJJYTYt5vEPbcVDwTbGIQaK/00xpFJL6Oj0d8Wr7HSB7Y5SfA5G1gR+3arT+zdZbblqlmxIspYgSkquW7UWOmjJc+QjTMlyziwIh66h2j/PqJnC9i4ZxKCXOfNYZvli77/olZgRPb+RBkTlbQMcwRdxDQCK92ij3oZ0Pfoc/2tWzrbSdEBi833Ou5AgvWHUDA01F05ZavIoqQaWKm0ToK+H9PESLEC64OJnC/xIkcwMpp4PIvvfNmuNhikoNFSoGIrMOfkUrEC6yDLc5AGFskAnAdWZPH6Cr6HIlXu4XnxDa6ZKGpDIL+zd2AlXijrpN9s5hQORI2VriNyaqwohUWVN/oFVoKxsfRanZ9jgZWchSZdoVJF8fpMjRX2voylguNzvK3AKrgv+CInuMOjFAyPMKXRfvt7TCQ1VhBYKYoIQ2p/4cPUPutkj421sShfoJCKFWNgxaZYie3umGJFtJrUlkWcN2+yHbT6lyi7WOJ7L1KswPIDK6LvaqyogR7jOKyfahQsIcL3n0ThmSeTuPPWSvaXsbPr9XjC1P/XNAcV+ycovPz7JLgteN57pBJkVRyUbzbTc+YqiN0t5LFI5SuHWUkJIVIbMCLN5rduxUpb/esDFCsWxUoftLluI++HRfqFIoqVKgKk+j68itfrihXbcfgqVhx2X6ElkEqkWoH1U1B7CYJREsjBoTDZ9lTxIugdWIFZJ7tyP/KmFN88u5Kk0+ZZoDmdVdwpB9ILrMrFUaJ8Sx/+Of0wkfPFVGPFxXIclPSSqq3AXH1KRTVWBmpgofdvRKzvqMIKrE8UK+w3KXxfkdv7/q7tooGVOPO9g75FNLWFe/5aq9k/v8NywlljJSAaGSUaHs6+z3eS1mgQjcYZ+AtzqkpEJ6NY0SdanQZWtLGKoljxz/wTpn43d+zTRSswIqLV66K/RQMriRUYitcXZmqC6OF7ie6+Lbuwq6PbxPGkqbFxdRt2LxAGxYrgtnbcCowvMK47yHIcrLaKfNy14vV9VmOllV9bJuinjO+lyGMPVrOfQQis1HRM4pLvkLji+xR+5n3+b5L9z6o10d9+rbHSbmcSypQaHQvzJHY9m/7bMqYUdQRWShWv54qVLpzngQms9EGbqwCx5TEKL/6O1cZfQfZZ7QLz+iI1VjIq8DLnWNtHGSsw22/rsviybafPQ1yJp4pipQ/GG0sYjJKAG5M9xSGHRZOfVpNIZoR5768DKzDbZNcSWOnK4mmh+gTacVZtBSYcnar+Of0wkfOl6R9YEabsW1AvVViBuTItbNt1ElgZpIErtyaSFBiAi3abwgvPJnH/r80bFLEzrBM+sSo68Cs6CZaLzJ6BFVG3YkW/t/XaumO54Kyx0qAgCFI7MI5vICFopBn4eYoVJZCiKVS82oNlG3ltuBQrRa4338CKqUB5XcjvNhwHVtaWDayktmlFbf+sRUmXC7z+SV5gSrd9lNfhyCjR0JC6TZ5ihe+LWX6J7R6WIiZfc12x4tvnKzVWPAIr7f5RrIh2O/s9TcfEFiYrs60CKStWVLOffiteb7o31bS4J57ZEj3Yu8s/QUf2V6vie31zMR0H9EO/zsfGunOH7C+Joj7YpljxsAILr/whhb/wqzuYfXOx5CYhRGrzzd9fJ/2kuDMFVqp2Mekx4af/lcQ1F5G44vv5G8txZREnikI1VvTkIf+PSd9TQrGifx+vGiuegRWXYkXv+1BjpWv0US8D+h5eI+TI50dPPfNkuX0QlbACs0W95ULIUHp8+mfVRRErML1DrdMKzDRIGfTi9SOj+QOjnk8gliEVW4F511hZLoEVoxVYAbvDzZtIXHcJhRd/1/y6ktXWw0lkRzVWiipW4rYzO0PCZyAvFSt1BVb0TOxBap+DDM+YbOqKlfgaM9mBefdzAQuszCuBlcxCvKsfraJ4PV9sE21KdijCtM9lk3xroMB0vRivC09rgyqQv91I7JEfK1ZEWcUKUSE7MDFzILLz+e6ZxT6vBrz6szrgWdB5Gaq6ynUxW0fPWLzeVGOF/2bT+9MF/+1bzZ9nPY4OFSsFrcCSmk5EvR+Pm8ZSpsAKXwRE1mv1yJpcnaIHByf3UXjrT4srgavCdPnVNMYJjjku/cejD/i9SfZXq6VipVXcXrZOlOCyFljh1+n8LImdTLGiJKyxx3PZALWY3Evisu+R+P7XyiUJyPPkqzxpt7qbfEHUX4oVOSZSFCtD6mtLBPH0E+7XhUjHlZ1YgbnOm96k423DO35O7c+8L1uryPh52v7L1FjxGYs4vwefJ2iv8XOn3b8FtwLrhz5tCYPACsjBEEUNAgqOOjp6XLTOSkeKlWJWYF0JrPDOK9d3Pf4rF2wa5Y5TTO41T57bOQuTS9AKLDMA7IacGKhohWhL0fYcYHM5u48M18YgDVxNVmCy7/AJhMhFK1uNqn5RrPjawbneW7TGChHRrMcimFwo66h4fdxeTedYnyxj4Nsd2OK50ANf8nobNwVWPBUrjSAtxr0wR86sNIcVmNdCh3XCZrMCi7cPRdr/Dg1n36fjXWOFPe6aFVh0/MGatdG/p/0UaQlKZnCBwMqNVxJN7CFx87XFPq9ixKMPUviuN1N4/eXd/3C+WJd37nh7CdtqYEVPOOL3gjlTYEUb185GQXBRNLAiH+tBBm8VZEErsD5SrBgDK6Y5Bl+YxFi7EpRxrAzCd0pTvf7EtReTOPuLJM7+YjX7L4rp/lBbYI7dN+/yrFkTj40DWWOFiI3XDEkQ3Yb3gQtqH6gEy2Zn/BQrJiswGbReXCxXY0x+lu/vulgygN0J/WRlmIwRmeJoiVmBJeTd39j9p1BiSKZ4vcsKzLyt+Pl1RE88QuLhe/0/V+JlBeY5nlDGRC7FimMNla+P6HNoFK/vGn3Uy4C+xBYIeU6sWNnRgRVY0UU8280+7GFgpYxiRc5Nkgmk/4BCPP0Ehe99K4Vf+HfDi8yL2qhYGVArsGTSPZodGOltCFl03aeTa1piy6zKbMf275Mt4rOffsdkBRZoWb0u5KDWNmAtZGdYI76qJRNygF0msDLtsQg2W6FixbQP3eJmkNrnIKNYgcVtgtdYIUrtQTglFCuCK1aiZ+z71BUqYZjd3veYDIoV0WaBFa5Y4bYito/ztQJTJor1tudkcXI4VqysWR/9nZ4suCO+gFVgcWmqoDKmJsIffoOouUjih9/s+mcLJbCSZwWmJWMspIGVpI5HYu9YQLFCRLR/Mno7twIrkiWqL5aUsALzU6yoxeJtiE7GOb7Iz2g0UtVXXmAFY+1qkGpYovTcd4qlzYjbf1bN/ovSRcWKUpPpiUf83iMTW6RihUgdG/Q6EYt/vm6zyBetZ6aJ9u40v5YXWOH39TI1WHgdGB/09Zwa1yTC239G4be+0PsANic0zOuWamAlL1jSLJlkUMgKzDLelm3d53P1fsCreL2nqsbXCozXIs3UWLErVhTb614Hipc4CKwAN6Z1gKCRZmEWtuPpwArMWmNFZlv2wAqsyKJkBYoV8fPY//Sxh7Iv5lnpKDVW+miAkYNoGmwiJPo5H6SA0VLBt+ia7z5cmZCu4mxlP6/f4dnvkiJ1pJKikpbz1dIy2WsiLxNJCQYXyIYVQrBFOL/3KQW4c+qsiFYrzcbuKLBiL16frbEyQO1zkMmpsUJEFJgUK0WSKORYaX5W7R8z4x9tsJUJtFQXWKGwnR4jr0vmpVjxDazkvF4lsm+RC5NdVqz41mqqHVNb7RZzbIE4r8aKVbEymt7bTNYyxsCK1ramJiI7sB1FFSvx37KFv/n7Zqbzs9zZ/dh2bwxvvJrCd76JxEP3+B1DWeSxDA+n8yhYgXUHXu+iqjmrI5Paq/ZQ5ZhqrNQfWKE9O/3UJjIQzOupLWo1yXqJoljR+lbWd4itWzQ7IIsafWEum9HO7+uzB6gwRRUrZS0XSyCuuYjEbTcRbX60ts8ozDIoXp+QN1dvlQys+AYtTK/JfqHI3E4fs7da+bXGfK3AfGvVlq2xwhQrqI9WLwisgBzMVmDpDaBokeHyVmAib6IrAxZFsrk7pV1gUdKmWClynK7zXcQKbJA6VjnAHTEoVvQFWARWuk8V7Yq3a+H4DflndVJjZZAyNpJ+lytWCgRlw5zASheswMJrL6Hwn99M4knHxEa3dPHeeYn2x/d/ICfbnC98VGAFJkznWJ8sD1L/PMiYAiu6QsyoWMm716fXbCDtXRbm1PfZMuiI4glcwbGSbNM8OEJEFIZxoVjWX4ow3SUvXj/MAyuWzzEqVnLGGzX0t8qCWaJYiY9/TZdrrBT9nJoI1h2cPO66fY1SvD7n3OmKFVONFUPxemEsXq+2PTE1GfXpyu9nOxcmxYpu3VFCsRKGxjoGCi0PxcpjDxK1WyS2POZ3DGWRiz9DI+k1ZCxezwMruEdVAlesVLW47Aqs3PGLaj6jCKa+qK6FdL2WiEeQQMjx19hYGpxXFCu9nS8oSUcZxQrrH5+Ka1mMxt/BplghyqqkeZsppVhJk5v8glmaXV2d1oLys/i9pNeB4QEIrIiFeQqvu4QEt5crQ958jt87ayter/9bBlakYsWnPRhsuXO+WyZpwmeO7Vu8Xt/OMocWzaaalNIn7WupgsAKcGMKhATEspo6CKwUHaxYrcAMN6joA4rtvww8W6SwYqXETdR1vvUswMzr5RUrQggKf/hNCq+/rND7KsHkv50cmH5jRWCl63RyTUuULCvH9cC3WzbF6w2DuQLF65OBndUKrP7i9eKxB4kWF90LRIr6r2QBQ9/AEO+387Laua1LTcXrBYrXlya86Bxqf/I9JIpYN1G88OyhWDHXWPFUjwSkFq93+SO7kk5CkT+cke1rVLOTCcOo3eoBcG4FlihWmBWY7QN9FStFXi+IePIxCt/9NxTedE18TNF3D+JFsSAOrFCBgIfg54QoX3XBqTmwIsKQ2p/7ILW/+hn3hmvXp4+1BUXRalL7Cx+m8MofVn+ARESz5WqsiHY7TZriYzzpga4UZ/ZRrExmt7NmiWbHLpnabd5WYNr78uzA+P3YMh4XctGnE3WuD0lgZSgKrtg+U5lDYKxdCfw6rWpx2eX9z5VcXcNw/dW1kK63y9078t+TWBGuIBqO2z/vw3o9HmPnKjNW5H3HU49Hf484KvqrWCxr30EPnlSlWCHyG4d3s8aK/G791H+ZitcXmNd1A3HF90lceDaFH39nZzsqUGOlM8WKn4WWsm0RxYp8z8hY+lxenZUyNVa8i9dr39eWXK0rqvukfS1VEFgB/iQXcUCBLLjViWKl6CKsnOgqk39KO2X5fDej/kUWAzOKlQJ2Pj6fYZMA659ve93FM5tJXH85iR9+q9j7qkAumphqrMAKrPeUUQyU3YdSY6WD4vWDFICTwUPub97Q7FJcyGvCp8ZKXQOuxNbFMWgu2z+VqRHDz0WejQ/PKK0psKIXJF0OA1+xd7daYLrsfq69mOjpJ0jcfmOxN7aa6hikqStW4mtsZRkrMKYyG5OBlTkilxWqElcJtX97jJXk8es+/SIkahnsjXjx+sROlSlWbEFW3xorndRMykH8/Fqi2QMkHr4nPiZmZUSUKFYKBTz071DECqxuxcr+CaJHHyS681Z3Ag+3i9y7S3lJ3PELoofvJXHZ9+o5RqbsE7lWYJpSRFrxjK0wKFa4FZhBBaIv0O6fSGsmmD5PfUE9DqLyihX9usgrYO+jWEkWfaoLrIgH7soqR+Xiz/Bweg3lBVYGaQzVxwi+wO1SaxfBVZenF0EC072kpuPQLa6ET2BFFq9fsYJopA8DKy4lJf++cZ8fbDwy+5olsCJ2bafwnDMiG7EY0UmNFSK/oFkXa6ykamTWDusOVuchz1c/K1ZkjSI9CFaUvN+2VVaxErr/zckoxMNIySE/O77HhpeeR+FPLAnESWBlOJ0f5NVA07+PbVytJHk49udUrFhqrOjj0z5pX0sVBFaAG1MgJAiIhkreAKpQrIyvNL+uqxm6Ae80C9iDEFFJxYrnorPpRqYUr2cZ2zPTJJ54xC3fZTfWrvsz8mxGPaimn48KJ3tiYZ5ET7K7BoyqrcBcv2FVVmDsOPveb9SpWClgEWQb3HajeH1S58VTjVTkOMoE9grUWFEyjzuyAitQY6Ui5ZDYvpXC755JQltk7TVCCAo/+wEKP/Vus71PGYpOlPWJfUv7feT1xn3XJb73eqJUsbKgFa/PZNDxCVPyP/ZaTpvglpmcUFgWi7lixRRYsbR1b8VKBUpG017DkMR9v1Y/t20JrByY9u/fdUupIgqoorVciuKzCK+/tm+3+loniQg+FCpez8eqqRVYwK3A5PXAv5NP8fqpiezne9VYiR9rQUhfi5pMkflCihXLbyq/b0WBFTFzgMIvfYLCL3/KfCxDvMaK4Trvp4zvpUINihWxqFkj8tcqSNrI1OfIf0f2qW5YgRH5KVZkIJYrVnh/2etEF95f6kk4pnHPxlix0m6n8/pMYCVqd+EZnyBxy/UkLjqbvdZhYMXnt21q99c6A7WmuWKv68wOQvF609i3DLlWYOxa66R4vVPpYUhk0myexa7tJK66gMQF3zKvh/E1PNlP5K1D+KpqXHMDjrPGik2xogdWcO+uEwRWgD/8wg+kYqXoDUDzVjZtMTtD4bWXkNirTQzl4tMKS2BF3pS6Kad0eZjakJHuDmusZDp+JeM7T8afbhuecwaFn3kfkav+AV9wyYvQV02yYNRdK7Dwm1+g8MNvI7Ht6cr2uSSpwgosLyho2q7ZwcC4E/VWFxDbt1L47S+S2PmsGtCWJANwj/Mtz5kIzb7C7QLB4bLk1XkhsvrDeu9b34eLAooVUYEHelTjwqFYyVjXVNMmw8+8j8TN11L4tc9Wsr/KWJiPFn4XF1VFUCcUVsBaAitaAkRgVKx4WoE1GkQrZPH6OfekSJ9YeRavl+MAIReER8fUDcK2wXYjVL+DbNcscSF874kUnvul7Af61ljR62gUQMzP2n29n36CaP8+db+JlVk8Tlm9Nt5RmL/AnRyj9h2KKFbqHmsqGZ2O8Rd7LTN+5vcPA+LOWyi84YoyRxe9ny9S5AWldNvaBW4Fpqkx9ZoJOlrbElOT/oqVTF0j6kCxogVkKrACS75vVdnV87PR+dL73ETxNZJeQ0bVe/lrGliYraiGG8d2LyDqeLwrtm+l8N1vobCI8s20Rll3Es/BG6K/e3bmv4cr5uSCKafXbZ23C71vM/QdgQysEKXnQ/a5Y/F4RPYtO7dlP69TKzCfNqbfX7thBcbpuWLFYAXWZ4GVwJbEXJRuFa93jctN62V8PNFu5wd4uJp9xBCANZFRrFjauW9NQkWxor9mVqxk7K77pH0tVRBYAW5MF3ijkSpWig7SPCbb4ntfJXHR2dFiP0feiG2BFbkoIOeP9ZQLUCkSWNEtRvQJpAeK37R+7vMyvm2Bl2fjwIGe4cgZYl2FnmlSN4lixccKrMIbxu54YcdnYL6cUW705c6/suDvm63RkWKFBxm7HCj0IPzcB0n88qcUnv4xc2ZTERtBfq2bBrhlgsNFSQIrrqBZBTVWShSvF0UUK2X7F95WTb+ZPlmu6neQE+Snn6hmf1XBpelVfdeifU9GsdJSj8dlBeatWAkSKzChZ5o6J4G2/Tk+y2UFpk/+QqaAkTVYiNQEioV5Er/4ibar0DzhzFWsFPttwrNOofDf/7dRaSXuuyP7uYkdbHT8wfBwuoBkUjkYP1S3AvOrsdKVIritnD7c9Jo+nnMEVoQQFJ59OokffIPE/olyxzhXpMaKNg9YZAvBDS3hiN8z9GuIKHuv2D9pqI9TIEtUXiuNgnMcef3J81yFFdh8xVZgJns1vv9cKzAtIAY6Z7Yiq1GObIujK7KvdXi/FU8/QTQ/R+L+O4u8y3AcNbUfeQ4Pf070yUVqrIwZXBGIer8QyduFfl8ytZnnsMCKPM/yO6xaQ0RaIFynk+L1/DMdCFOyRw1Yxyy9TqgbgMAKH/vm2nu6yAusVFW83rc2CVFWsdJuEzXYtW+8/8V/g0Y6zs5VrGivF0nyyNtO/062BFU53yqx5giKg8AKyMGSjV62xoqPYuWhu6MHk3vVF+RkbWWOFZiHYkUszLutr3wpYl+TfFzcuemWBz4oC8uOgUmuYoUd99Rk9LLvQnWnfptFaRom3ZKMx2aFgyV5s+/Dhfe+ogorMFvRNZ2qAiv95LVrQg6Edu9Iz2/DFFjxsQLLySTrRmAlsQLzVawUOA6+rUHpIYQgcdcvSfCFRsUKLGcBTKmxUrKt8IVtrxorFWcFmLIwewkPrFQ1wS1qn6Yv/srfSL/eTHYIuZ/FVGZcseLKSssoVvTXciZkTZtiJXTXWBHCqFgxYmv/xkSODrLbd2yLzoEhqUHcawismAJDJksXF3qf46tY4YFZWU+napRFeMd9jweM9aCUS7EyeyANRpRdQFEUKwVqrIShavcaaItLyqLiYtaGSG9b05PZRSBriRXD/EaO++Rv6Ts+l+1s7fro70yOElJJkspeV0IIorn4vlDVGEV+FxGq8x9uBTbsKl7PHvd6YXKpUIdiRV5PY6bASoefIduNPj93Ybpf1tV+4u8XHP7c6N8FaqzQ2Hh2jklU/XisKE7FinY/GB1L1TpE6XmW/eTqKLDiDJ50qljxsgLT7stVJkUq+7XVluzxvN4UWEnWrvqkbx1i84Z4nagUhYrX+3/3jE2nsz6rh2KF/xauOsUBsfElVwnvovZ/fEgdo+r3UWtgxTNBVUlC1V5T5vq8xko8FuFKblAbCKwAN8LwjyBgPrwFbwDKYoHl4jZMAIUQ+YqVxAoseZP5EJ59msJ3v4XEBd/OP94clGCEr2KloVmBFVkQ4p2lK+NDL+CnW4mIMPIqX1hIMzpdFl98f3V7devI333EoFhxqXY6Jf5ti/sJLzMqsQLzDFCGFbXDdskMmYoR01MU/vw6d50JkxVYEbtDfs6MihU+UKtpAmlaJMtsU1axkhPYe/RBCr9yCoXf+2r6XKHi9RXUWOF9tWkfWlZ95TYZQ1mv9Z7CpelVLSbZ7vdhSGLzJhJ6f5EJrDTV8y6vsTKKlTC9ZgNZY2V+TrvXuwIrWiDFJxMvCazoNVZCg72RGlhJ7nEGT34FW5+bF1gpOpGTn6ONccTEXlV9pdfh4IGhEdUDWwhB4bdPo/DqC82fqbdD3wADX3BouO22jB/7sx9T++P/TGLfHvtG/PdzjdN4v1bECox/h7LXY6EaK9r9ngdWMsXrtePRFUjyt5fvm9qftQyztT9jYCVuc2Nj6v7zkO9bf0j0N8/isJmzmLQwnx53VWOU0DJW48Xr42so/OUNWQsRKFYqR/BF7Kru+0lw0GAF1ulnyHYzNVlgbmT0AuvsOGzIdnlEHFjZt4eE4/oRQqTBijGD3TRR7zO8lRorOYqVwzaq93G5ZqApVlyBlZ4Ur6+rP7HdL3udUGdKmGuUtdivCb6+VVbJSuRRY6ULipWsDFy9BtotdYzkqjEWNIxWYOL+XxNtup/CW5jSO2MFZjlG2705sx1/v6scADs3ssbKuoOynwUqB4EV4E9yMQbl65j4DMxNE8DmYtLZBDlWYEFO7RLxzJNErRaJpx7zOmQnhYrXywe6YqVAJ8ezVVxe0HrnbfqMdjsq9ClxKQCUwEr3rMCU2gSjY6pUk8gghaw+sNLzAVi/wwvBl50s+crI+Wd1oljhC3Y9LGIYfukTJL7zZRLf+5p9oyRLhg/ACyhWFC939ZwJIYqp7spSWLFSXY0VMREvMPLFw0LF6ysoLpujWMlkWFf9O4z0l2JFTE+m/6jbCuyuWyk85b0kLvmu+rypeL2iynUpVvKOmQVDZea7Xrw+k0HnqKkihD3rXh6LzQosNFmBtVlgJUz3kReAs/W5pj67E8WKPF5trCHuv0PdLgnYsoVhiTwP8rzs3kHilzeSuPoi82fqC1S+ipX9k+x4ik9YxS3XE219ksRjD0b/brWygVVPD3JlATFT48MRWOGLJmX7OB7MyK2xwttGW1OsaDaX+u+SqUcVb7dmXfReERLt09Q6hRQrMrAynh6fD/Lcrz84+punhMxRrBBPtqhqjGK7JpMaK8NpH3DnrSQu+Y59X3VlmC83aq2xUr0VmKJ09M1it80/6yDeb3DQIdE9QIRum+tWM+1DRleYFSuOcybuuT2qh5jX53UCn/fo6uZMYOU56lxBU6wEMrDitAIroVgpasmbSQytqT3Yxiy9TpgcBCswfu46UazkrKEIX0WuTic1VkKh2uHxMTGRRbHJxvWm4vWmNSP93m1dIymYSEWUbScWdwohHQLWHpS/f9AxCKyAHAwZlgFVo1ix3TxMGSN8kjtusVtIFCs5i456BkcnFLICYzJCIuZ3WOAc8kGVvujgWpg0nYuwrd4sXZmQ/Bi7aQXGF4S8aqzUEViBFZiTKgqaeitWDIsBBYmCdf2hWKEnHyUiInHnLfZtHJJxL2WDywosE4CtOYvQdX0qx1nECiyn7cgJr22wuzBPwrGIKmZ5jZWSbSVP2Vh3YGVZKFYsT++IirNmiqFrv7loNdXzLu/P4ybFSs4COp+AccWKc/LkyFhzFK/XF4QDkxWYQbEi+AJZEljJsQJr1m8FFqmTo+8itONOLBaOOjp+ooAVmLx2F+bM/ab+e3gGVgQfQxn6TzE9lVVLceT72y0SzSaF//6/KPzCh9VtlDpZflZgmb6KJSzpNrjqdyh+PUa2VWyRIu/cabUWhVS4eClWNDVKorYaSawuxC7d/scaWWEPpTpEZvvHi9KWe5EQQj2P8vo7KFKsiBwrsFz7k7l0rC8qC6yY7UYEtwJj4wzxy5+q7y9YRwF4MFtB4obOoqa64nQ6R+JtfnJf8fdI6k7iGRohOvTw6PEehx0YH3uNrTDfAx3j4vDHPyLxy5+SuO9XJQ7WE6XOlCEhhBEctpGCIEjvhUnx+vivbgVmWm8po1gpagWm3yPqCnTY7pe9TphMavmx9tbHgRXRSWAljzz1po2MYsWl9DCMqXUrsLz1BT6u1xN35D6I3OMwnxor3ooV/TW3FVggbUr7pX0tURBYAW6Uiz3+GzTKSxa1aKtRcmpSrMjBxPCI3S8+8A2saJ6jnVCoeH38N1MLpohihQdWDPYeyWMPiWS7RcQzh70VK10MrPDB14hBpq1PROoIrPQ6s6Xf4e2urJWU76Ccf5YrEOj8rJZ6PfR6gE3kroFhsgIrMgDn5zYjS84JtFRF0uc6ftuyNiPatpnaWXLi7FqcdGUXc8VKJVZghnNsy8KuijyLp27D7ztVLSbZzplc8NXt1kzF6/k+4mssGBrK1s7wLV7PAysL8+6+0jWxchav1xaEM8XrhUGxElIyIAnDtF3n1eIpaQVWqJ4d75/ZbyQWFogevpeIiIKX/L76ufLadliBqbU6DAv/+n3eNwOZL4zqAYvJfRR+4CQKv/gx41sFz/put6O6BXt3ET3xiLqhbyJAy7EdH1br7Zcrl8tcj4sLWlZ1Xo0Vra9PakIYitfrbUvvK3nigbS62K0FUW2ZrCb7DdnGZW0kS58fnnUyhR99R5ptK3+jdZ6KFVdWK5EaQKqsxopFMZcUrx8heuS+9Pnf/B3t7fw9GBdXQh2KFVu9LaIKxhY8sLK3/G4KfFcRhiQeuEu1Tcvb79AQ0YYjovfvztbqSmBrC8HQUGHFSnKut2/NP7ay8HOVq1jZGP1Nkl/NVmBJtr7p+3ZaY8Wnb9CdL7quWOltwqTg9y0JD2r3w+I3H3fwMULVuMYtMWJ2hsLLzifBr7NC81eDFdicZgWmWGkZjiMJhgXZ8SU/duec25KoEVruzZkNHfMEWzmAxApsvfMYQDUgsAIKwBYLhuKmU1ixwibbt/+Mwn/+awqv+ZG6jcmn2uTBrCMHEnmBlZY20OiEQoEV1ikTlctO4BNWk71Hclwekfx2mwS3sfCtsdJNxYr8rKFh86BXz66stHi9vEn2wcJ7P1NFjRVlQOOSwfIBS8mBsd5+e13EkMi98G2ssVLACsxVYyVPwVIVPjVW2pZBYe6+c76D7DNNA2AZqHXZgc2oHuiFFoklihWYyU8/nizLRfguKlbEow+Q2PZ0tZ+XRxdrrCQLV3rdBZMVmKnGChHRKk21knuv51ZgvHi9Z/Ak8xoLhOiE2oKwocZKRjGhF6831SgxYetzTYt1DsWK2PaU3cddCSKwx4/cF33HgzdQcNQx6n65lZFEzyhUVLeGhX+9HfpagfHxgf67Pf5QtJ/tz5jfOz+nKmrk99HOpzDZTeQdSyawwu1h9MDKZPq4zPWo28rknTtL8frAWLxe+x76dcwXUmVGZqZgtYdiJYzqDibnzWEFJoQguu+O6HfdE9uOJTVW4sBKxopNI1exws5p1cXribSxFFOsbDwqfT6T5KZZuAEFuRgqtj1N4e0/8xsrKD7/VVmBRW0rMBWv7/QzeADVW7FiuD/w/dx/J4UXnUPC1qbuvo3C0z9G4sKz8z+L3cuCOLDiLGCfFK6Pz1XRGivytR01BlYUxYpeY0XtG4LDnxM90BUr8jh1xcqQ4fu6bMJsFK2RmFGs1DT3sK1r9DownBNYka8LIZyK+jpRxh11KlZ8AisXfJPElT+g8KPvSJ/U24yvhRZRNG5WFCuhvyMGswJTxtayTbmsW6313sxq0gyOGitKzStT8XppBYZ7d60gsALcKE5gBv/xCjJrxcXnqk8YrcDY4Eevs6Efk68VWBU31laBwAppC6RFFkclimLFv3i9MQLebtnrDugoRcO7eJNPAmrxIokWWBHXXUbt976VxM5noycqumGIdptlAiOw4kRRSpXsD5QC6p6DirKBFf26Kfj7imefjorUVYkrU1y2ad7vFek7XLLkIlLqTpCf4zrXrv7LuW99wGwJrMTfXYRM8i0X4lyBlVltgazMfSOnxkpSO0vaTnWpxorYu5vCz/0bhR97h/H1uuhmjRVhUawk9xZ5T2laaqwQZe3AyliBtVtqn5UJnrDHmTbtkcEmA8YZxUqYU2NFJNdnEDTcRc5tSgTDNSEsgRWx6X4KP/4uEuedZd4XX0RgQXBptRL89u8qqgahWJllrcCSiS8/p/OmwIoWzPAtXs8n97pi5enN8TaWPoOPv9rttJ/Uf2+PhYfMa771rIjUOjFl+jc92JF37vS+fsGQOKXbvMnn9YztJIu0QYFcONAXonyL17PznCxKm85HiwXB5GfFdS0C3+L1eb8VswKrLLnHlhUbH0swPEyNk/4l7e8y2bYIrDiJ20R49hdJfPPzRM886dxchKGqTKrqnMp+s8IaK2JhnsTWJ9VrxjuwYniOHUd40dkkrr2YaPMm89ufifpRr0BOm42XYysw4bIC44XricyJmx7WPKLOwAr/zXQlpd4/HfHc6K+e/Cr3sTIOrMhxUWBYT5mbtQe5bPD7oFdgpcc1Vno9rzcVr+drX/Hr4gffoPA9f5OucXSTrlmB5dc8FVLF63I2kNeiqS1lxtAGxUquFRhXrDiswPh79f34WIER2YPyynqLKQFLPRbRbqdJHknxeihW6gSBFZCDyQosSBf5CitWPC5o08BGTtRGx+xZld5WYC3/Y8lDUazknIukE5SKFa1IJxGJ7VspvO5SY2FuwS0TiIoFVoxWYGGpwIrue14ruqRdD6zcczvR5F4Sm+6Pnqgq68WzWCwg/0wLF76L6vz3LWtJZ7IAKkD41VMpPOMT1Q50XYoV2W9wJV9QILBty2Ihyl4vdVuBuX7bohlvyb5zvoMMyptk2nF2sbAEVkQYEs1o2XtlJoB5gRW5WDi+0r5NQZR7iE2xsjct8my659RGHYoVW/BBZmbqtRlkPyCL09tqrBARrdQDKwWSKLiNGA/uOGusGF6zre0kqg0ZWNFrrLTNtqGGwEo0tlIDK8oEz2ERkrWusARWfn5dFBDRa95I+LUSJ3GIVovEfVF9leCE31XVvrxP87UCMy38V6JY0YIzzxQJrLSYH76mjPMNrLgsKJRsWM0+saBiJTPp19VHuYoVbcxgKl6f1FiJ/yYWNh6Klczn2Y5DC6zw62TMYQXGFU+L82rdtrjGCs3NqBmkOjmKFVF38XqT7cnwMAXPO4aCv/lfls/lVmBYnMkgz6kslu5K2CCK+qEqahQqh9BOfzdTjRX92g9DEo8+mBtIDj/9rxR+/J+TfpiI/K3A8mqsyPOkX9uSPbGVl891wPqDVLHisAJL6jutSN7nPFbbazu31Wff5LACS+ojveh4Cv7+HWlwWY75wrZyXIGuWLE5gNh+CwMiDLX+hKua9lL7zJNJPHSP+iY9saUuBYlVsdInNVbyFCtPPEK0uEjiSXPQsVb4GKJLihVrPTFTwrXBmSW86GwK3/232fGlwTaLjyWiZFp+fzO0GznHCBrpnF25jxvGmp5WYJkxv22O4VCsqK4PrWhcwmq9BWvWuY8BVAICK8CNaSDOAytFF0XKJkSbPJh1kgGRXBjIsQKrWrHiu9giF0h1ywMiCi/8NokLv03izluzb9czVTKLJY6FSf47JhLhFgnum+m0mGDfrZuyVPlZMjtAVyvJRRiZHVjVIp3vQgbQJoYlL3AP1YsQQr3Gygb49HZeYIAthCCSAzaXvUBRitZYqcoKrFs1VpLi9X5Z1IWy5TJ9nfbveS2wwtuNtG2ZtiyAzM9m+/VSgRWuVNAWX4VIj1Eu4FehHOILJbbACley5NUEqJLp/enjDtqc0BdGTRQJrBhqrCjbSPKOmSVRBENDWRUJUXZ4oiw2m2zCbJluobqwa7ACcyZhCJHe3xtDelxFTfxw2Ru5VDYy+3JhPkqGICJqtym89mJqf/lT6eIQkZrJGn8n8bNrouzo1WuJjvv/sLFTWx3HKYoVLaOQn1/TIqK+UOwdWOFqS+03khnrtn5PqW3S1n4XS/aka5ymJYSoARD2w+p9mH4cDkS7TeEn303tL30yfbKoYkWv1WGy+tUVK/IadNZYWZ//ebbnubIraKTXrCmAwBVPCwvRMcp9yYVNIrcdWK5ipY4aK5ZxVlKjKLp+guFh9fnk/dUGAZYc0ipUBqDz5pi2IKEnIgwp/Pl1at2BJvvNTFZg+u92z+0Ufu6DJH50jvvDpJ3hvWmRdm8rMNO9i58beR4sfa4wBFbEru0U/uAbJGQQS9/v0BDRoXFgxad4vcsKTB9TchLl2iLRxB77dp0QOu5d8TkJ/uDl1PjDV6XP8xor/P2rNMWKbT0lT3FnOz7t3+IH3yS65zYKT/uIskmiJF0hk4mWmWJFft/AHVhJ2jxXlXaLblmB8T7L1mcaax9lE4jFXb+MkhoeuVfb2DCmntPUgrkJnnIuThQkihWDFZjTJcIWMHEo2JXnQ/s2pvm8nNuuWpMGg2zq/vlZCi89j8KfXFbO8hoQEQIroBB8cV7etAsOrn0yrE0DG8UqIMcKTAYubIu8ejE3C6LVypf3FqqxoitWDMXrd26L/m57Kvt+PVNFH4SaJkrJxuw1uYjbbqs3S4cCQFno7EXx+lixEug3V3njlxPYqrJemuoCBXBgWwwqgk/xen3fpRUrHViBzc6kllJVDjQtVk1E5M5s8lnccCpWPJRtVcBlyTZcNaI89p3uRwtcyIzExAIyPQdBUmjYEliRk0se+CrRxwiXYmVxMT3vVVqBmeyOdHg/l5ddWxFCCDWw0kmfbcvA5sgFhMVFtf3Je8uqeMG2aVesBBnFSt6kQwuGrhg3bKJnqDley7MCa7fSY9ILFodhNggtwvS7ipBl+Tay4y8+xnMttrgUODL78t5fpQtDYZvE9VdEC3V8vNNi18riIonZAyQuO5+IiILX/200oeX9H++/WWAlkH1qUsMkJ7BSVrHC3yetyYhI7J8g2j9h3rfcXFesKMkxPLDiHo+Ih++l8OoLs7+z7drSn+eLNnl9z/ano4DRfXckAbEk81Mu2uWdu1BrG4pipaFuI7+vvE71wAoPCloVKz6BFZG2lZGRdI6Tp1hZmFfb7IoVaYDcGVjJqbFSd/F6U+BOLrzI68iVbQsrsOziUxhG8zTTApsJPdhfcD4tfvETEt/5MoUffXv6JLdqNhWv1xUrsfJaTHiqTzj7PQMrputPBttbzeS6E3ryoCQJrDDnhJ/9mMQNV5C48Wp1W4MVGM3OkLDcu5LPlIEV4wKu6/7LfrO6Ctjz/mF+Xm13SSBJS57hNVb4Ma5eG/2dm42UJlbFSoE6K5kFXfY72VRNch5WV11BiSWwYlVGdAtPxUry+9ZZPN4GH0/U6VTC75+2QJjJola7b4pmM615tlNTrJiswPT6VrZkluQtTLFitALLzjEz7cw6d3DYenFc6y36NdRupfO6NWvZuNlyDJMTJK66gMQV36fAZQkMnCCwAtwoA/H4b6PBggI1KFYMxeuTIMLoCvtAIFkQ8FSs5EwMwq+cQuGH30bhbTfaN2pbJsIm9MxzTbEiwpBoX5TxYgzo6BNK/QakLEzqizbsXPBsNCWw4rKYYK91NbCi+cbbfvtZt2KlcPR9CSlW6s48ELYsyCLYFpSUbUpmFOvoNYKKFK/n1wtfHO4UR3HxVClo8OL1CYQ4/V5zBmZVoWdfubYhKrbYnvcd5MRZfndeqHdtLI22BlbihTEpoS56bBJXYIUFzAM5ySx6XzWx4OHRz4+rS4EVmp9T+9dOFuh05YUJPnni99BEsSLrCTSViZMyscgoVnL6VP1eb1rgchWv19uICB2Lw1rgxBhYyVOssMUoffjFfx/XQrHBlkH/PHH7z9T9GiaiSuC7tUi05fFokeeQwyj4v14ZH6eHFdiwZgXmsFPhx5geRwkrMKL0e0sbsHjfxvuwXmPFNp5kv6/JijU890skLvku0S7NntJmU8YXvsKQqEjNI96+5LhLLsJJD+9cxYp2LElNCINiJakNIAMr2mK07CsbrMZK9gMtT2uBFdlW9OCdDvt+YnFevf6GhtMAU3y9hNddQuEt16v7aDkWX4i0wrpV1VixjNWSwEp8zdgCK8q++jOw0tVCz6bAyoy2WOeiU8XKXbdmj0O2xaEh87hSb8/J3KnE2M+7xopDscLPwWK23xCLC2mAmrfHuA8XMhlRwq3AxsbSPsmmWpH3AldgxbPuY211VpTgfWgOtOt2wjbFirQCEyLqx2yJqrq9IxGJ3TsovPaSbABMb7e83dvU+PI6TQIr5foT0WpFyqX77zRvYFuoL9mniicfo/Zn3kfisYdKvT/BN7Aij19eA92kQkt05zqETyKraaFf77N2bU8Dtnq/kFu8vm2+J5o+LwgsVmDt7Hu9rcAc8wHb+/MUK+12uk6xel3+uoEc3+vzHVAIBFaAG5vVRqOkYsUnsmJUrLACc7aBgBxI5GVz68XcbMResuL6K+zbFClery+26DVWDuxPO+kd2k2BKDtZzRR/UyPZit8rXwiSA52wrWQqOj32FSuwLgZW5CK4q7AgUWJRYs2IL5qJv0RqrIhd2yn817+Psllr+xAPO548fGygqgqsdKJY4QtQ3VKsmKzA8lR5nH5QrCRFmT0VK4VqrOTYmcmJs7TGkdf28HCavZenWFm1xp3BnIczsMKsKIookfLg9wtb386DjN0KrOgByU6+a45iRQihZl7yRdm4/whMVmBackfwB/+N6PjfZlL6nDagX7OmBS7XRMp3kkUU9QG8fekLGUKoGYFEanYeV68Yaqwo15e8HoyZ0I5kDiGiOkYP3qXuN6mjwRb6m5piRU72DtlAgRz7JRNEFhQaGlKDYXpGIb/HmDKj9X6kTPF6eUxEaeH6ZDvDfYYvlrRbWsDBMsnX9iOm9yu1khQUq1qe5cxVSNNeSgTRXIzqK/BzJ9uDXKCQ1oqLC+6FFH2BP6lzMJbtA+PjCXwUK+u0wIq8FsooVlx2x/wcLC6k7xsejlTVyX1lmsSObSQuPJvEOWdomeY59ieKFVhF2cK24K1MLpH9lNUKjF1DddVE6IDwhispfNebSTxwV/7GHSL27s4GFsJQCT7nZsVn2nLBc7rPYD2VtMVR83xJ/4ycpDQnM9N+gSzT5SfbH78/m/bF+zZT7QK9loJSL4xS1YrNuje+loOkjqepxopnX9aNwAqRqkaWVmB6bRheB5cf4+hY2i/OzpgXrImM9dTE5d8ncdHZJG69QX0hU+eQHa8taaypKVbK1mx68G4SN1xB4WXfM74sbAmjJRMmw298juiJRyj87AdKvT8h7ksVFw6leL2qequ1eLwNJQGqxO/Df3tXX5in3iQyrwvq1wUPprB+QUzuU+0So2ezxevzaqwkx8KL13MrMEOikG/xepeVrvJ+vp0hsM9pt0hIK7A1a9mYxvxbJmNtOX4BpUBgBeQgso+DILKMICo+GPNZCDTd6BfZ4GfI0mz1QWRe8XrfG4VNJcH35bM/m2JFPr+XDZJ3bVd9x4myg3BXFipRNstFIidNc7Nq5qZn8fpMxr/tLWefTuF5Z3lta0PoihXTzZUoneDbbspFa38skcBKePG5RNP7o2xWC+K+Oyi85qLyypYqrMB8bKAMgZVSx6xl/BYq2q0oViZtW3mhHLstqysI0gCpMgAvWWMl4/eqByVqUjd5Fa8vqVjJqxPDF8HaLVWxEg8grcXr5UBz1eoOkglIbXP68cl+fcW42R6yLPx+YZlEChZktJ2DyskEVipSrJja7uKi2paU7Nj4u5uswLQxSPD8F9HQv3yS6AUvtn8WJ5NEYcqCNVgTSDJ+y8Kek8IVKyOj2fFTGGaDyVwBE4r0N2gMZRXDJsUKV3DxferHzI5B3Hlr9FvIezlXm/BrSilev5jW/pEqACLNCkxbFJboVmC5ipX4dTk+6lSxkgmsZNu5yChWLIEVPsnXFSv65yifael3+LnQF2wsfa/46VUUfumTJH58cfqkbA/xAkVirUjkTMBR7n28gPfYimzxenk8SW0AzRLXUby+sXJl9vPUN6uP+XU0xBYmdXj7WVhQ30eU9CliZlot8M3bdt4Yk/ffVQUxbMFbXysw5Zruv8CKePgeonabxJZH6/2cuVkKP3AShe//R+2Ftqrqy/vdNPWVKDp+dgVWRi2BFX38MdOBYoXIM5PecP3J9jOXTXZQkDZgROZg5O4dZmuseLwmC9gLWwF7GdRd4bIC8xu3ClNCZBU4VM52KzBLYCVopCrduQOU+W3iObYwKVbkGPHpJ7Tjs1uBWZPGEsVKZzVWEmWC7X5ddY2VIrVnXBjmdUEQZGvvJlZgk9V8bhE6VZZzFZVrns3HNLbfxSNIrARPdm9Pxgbhf3yI6KG71ffqNVa06ySz/kaUjheCgCmiDX2Sq8aKCCm8+cfU/uR7IrtYfjymz9JxqfT1+w1TrARr1rGEzBzFipwTgVIgsAL8Sa5hVrxeCFUZ4b8TO8bACs/qNStWksh/svhuswIzWEOUxWa1YMK22CJ9uXkRvnZLHVASZT3zM4EVvVM1dMBBIxlwZTx1XRZfijd9vmJFzB4gcesNkQ+uYYDmjVZjxV5oL74hWOtzFFyobDoyDpYY4fe/TuLi76TFKYtSRUFTm0WFso3BaqZMJqceGCzw+/KFsI4ziPjnWovXB2wwxwfg/lZgPGsyM1jMZFtbLGs6xad4vU+dHeP79ICyHoDjyo1Wutg4PExBEcVKElgp0R/wNqf/ZtyKolLFSp9agWmBFVE2U5FIWxg1tNs5bRLMFiuFsXh9vA+r3ag7oBledj61/+NDab/kDKy4FB6m1xyZbjzT3hRY4fYw8jm5O8EDKw3KKFa4mkTey00ZbU7FSpvEryIbsOAlvx89126blWw82NdcTO7tAf9MbhdlW1jKWIGx4zMpVuTrcqFnwTNwb7FAE7JwvW07oqwVmC0ZpmmfqAt9kYvTsoxP+bHoC6O2vjf+HDHBxqkZxQpTjBhsfYzHwgMI3IIrsQKLjye+ToUeFOMLVKvWqAtVsmaVVwICU6wMuxUriuJpYV59HxEFMgh0YFpVPsXvE2Go/gamoFsdVmCexevtihWL6qnIITz6ILU/9k4Sjz5Q6v1OZPHwulX1NvVDGKqZ/jnjU6FbgRUNoJkCxMq9ID+wImZzktLy8LEDM11/8jhm3YoVYQ2stNL3KMo/XbGSU8BeXp+jUWAlU8eTyD3O5v1DXYoV/Vrj/U+SKKSti/AaK/w3b7DAyuxsdv6zJr7PGhQr8vcRW7dox+dYe7ApVnQrsLLtT16LPmNcTtnPW39w/jY+mBLm+L8TK7D4e/XCCqzTWrN8rc5Vo8UnkdVoBeZQrLRaRHt3R/da3SKVKGoXeuCI789oBcbW8PTEHf4eh8KYwpDEbTdF46nHHkyf91CpCyHsyRHyO3DarcgJh0i1ArPNL+MkpoAnMYHCILACMiiTSUWwIhf4SPOCLHCD8pngOBQrilWATmITIY/LpliRk/nuKFZEu03i2WcMihX2PUVIggdWiDKDNKF7S+cpVkxBnwYLislJiKTVJLF/whwo44MQnxor/MbSSS2K+LOCkbzASo6cfZlagQU22zyOnFj4Wp/o+NQ5yN2Hx6K6qV2WmECLTqzA+EJYp4EVPom0KlYo22/wx0UX/jJ+r4ZFyTrswOREqw7Fim7LpB+/bpvA/eRzAytyoLm6vEqTKEexwpIG8ga+BRDK97YcM78WDkybt6kYUZdixdRu9aC+wQpMCawkihV3HTdbMon4xXVEm+5PF5qLKFb4P001Vmxwq6+R0WyNFMECL9JHPgzTfYpQtVNyFq93KFZctoJ7dhE9+iBREES2akTR727qF3gQcnHR7Pus1FjRFtIkuhUY/wyXYmV8ZXr8PveGTMA/jMZqmXoneYEVzQtfsQJzZHQ+5RtYMasN9AQBm8WTkAtYvN6LplihlavT8+4aT/DMUHlNDg1TMDxsKF4vFSvx729bjG40okXRNeuTlxrJb+lhvyGEpliJj8MUQOBBo8V5tTYLUXpfmZkmwftV+b6MJadJsVJz8XpjjRUtsFKDYkXcezvRtqdI/PqWUu93IpPF6q6zYpsDhWF6TRAVVqwUue+bai1FxyYTR2yKFe2Y5D2y5LhPlA6sSMUKD6wYzisPYvHi9bxP5Ntw9SUR0YbICkywbcTMARIyoFtl8fr9E2mgqkrkd5J9oylpxlVjhY2Rg0aDSAac52ayfY+sU2VKiJTt/tmnVMtmh2IlyKmxEnRaY0VaPtmuNWuNlZL2iiyw0lE9p2SsqQfELIGVA1NmFUWdKAGCDuckjnUj4RrfSIzF67Vj0j9j1/YoccPU/+jtu93WEgdMx8EDK1krsCSJ0VnXVCS/rXDNX0z9sSsZi8iwBtgmUqzA3HPY1KEBgZVOQGAFZLFERJOHQaBGoossApUNrMjBz6hdsULeihVpBeZ5I7d5kPJ9EVnPw/TF36X2R96W+pLqVmBEUQeo+WRnCuHpE1V9YO2yAuOR9iFLYOWxhyj8P/9A4pufz34JS0apFT7I6cQyKQmo5RSvlzcE281/uRavty0QcnTJcVFyssbDW39K7S9+1D3hsFmgKDviWVBxGy4zsNUHX0UCZ3xRuNPi9fzYbV1MELABOA+sxAu8d95C4RU/yPGz55mxlsAKn5RVbAcm+CKuM7DizuAlIvP3LKpY4YtILLBi3LdSY0VmAJaYYCg+vNp3WzBZgVWhWNG+t/G4WBuctgSXqqa2Giv5kyfBbYT04vXcmsqavJHz++i/baHAimuSZdie72eRZ8yrnYkI2+n9bJQFVvj7kwBrI6d4fXQ9BF6KFfZQFq1/8W8SHXJYut8cxQq1mBXYajbZMxWvL2QFZlj0l9e1XOghcqsukvcZJs4yo3f9Iek9WFeaCOGvWFHGI5qV5TOb/Y7NagWmK1YsbXt3vIDF+7LZuLadDHaMr0rVxa57M2/LcoFTVyXLOoFy26R4vRYUS5KG4jHBuvXJS0FeYEXfj3eNFR5YWTRYgcVtdWZaHf/K92WUo4bPmKshsGJbyMlYgcXXjlOxUnK8KD9rptpAvmgupveWugMrtsXaMFStgnKL12ttv8g55QoMGRQgSu/pJvWiPEZOx4qVvfnbOBQrIscKzK5YYUEWXmdFC7QHiWIl2o9YXKDw3W+h8N1/E/XBiWLYkbznVKxo362EHZh46nEK7/iF4zO0oP+CIWnGYgUmuGJFfrc4sCJmZ7J9i+w/HYoVWlwk2mUOeEXHy87XSHpcSmBA9rXyO5UdB8r7km0eZw2slGzvvL6czV7OB5tiRQZaknm5O0lVtJoUXnsxia1PZl7rmE6twGxjGB1TnRKdIhZ90uJ517Nq4JYfmt6+9cQWoxUYc35xWoE5khl5TcOidRUz10i+YiVJZFuzLn/+AiuwSkBgBRgQ7sfMToqIalCsGJolX2DXMxMlSWAlJ5u7ohorIgy1yap5f02ZUSgHQ4bFlvDf/ieJG66I/iGzQfXASqbGijYIzXSqfJLOf7tooCMm4kwjrRCtuOPn2S+hFJf1mLQoE/cOFqDlIkueFdjiQjSxqkGxkluAsp9xqa0koWEwUAQ+sdBtBoSI6rs8eDeJu36ZfwyGfWSeDxp+izc29MBKSSswmt5f0AZRgx+7bT9BkF67PKAsvVIfe4jE5ecTPXyP/XNcxevl5/KssqoVKybLkbztDNdxeMl3KfzXvyeh+YqLTLacdvy6bQKvySAXiFstcxa7scZKGSsw1ua085soS8bGKWMD0AlKVqNlUsPaYNkaK+LANO1425uofel5fm/QAzidKFZyrcAcihVZtJZPIuT9xpZMkTe2yFw7hiQK1/Emu/H0W5av5dRYERnFSlud3HFfev39SvF6qVgxBFZcGXdx2wp+/4/SBaBmKz0HSg03S/F6nkXH63DYMnY1KzClrzYFVuQxjIymx2iyDNMx2SnKuidHHW2v1TE/l7WRaFvug5YMSDE7ky3eTKRmK7PjMh6zrrw0WV/NzqQBLn7fks8lgZWV6QKl69zxti/fK+/p/Lflmc/y97cV/JZ9p8y4DgIKkgVnnxorIr1OcmuszKuPWfF6IkqCgOLAtLoYJs+JvsiUF1gpm10dI3Ztp/CcM9RkLaMVWHzNyO9eR40VWYy5aoUktzbuoWJFrbGSM1aQ9yPZtoucU37d8/Yk7wU2dwebYqXsmMNHseKsscLu0aY+gwdWbJng8eK6EoiVbTiusUJ7d0VBBhkIarfiOqNSsRIH1I3F63Puv0REBx8a/bOEHVj4jc+T+Ppn1QARR/YPMgnEpFixWYHxe33cHoLECiwbWAlcihV+XW3bwr6AI6mTzy0UpZ963m1KSRei1UoTUm3vtym7ygareeLHboPFlC85VmDiwbuitsT7EINLgnjwbhIXnUPhBd8ufywGhBDavEVk51r5O0kfO63AHNZZEh8rMLnp8b8dPdhpD6yUUqxw94g4cUeYgkIiTM+VKTlB/vYutw9TgqPLbpcoOxZtt9Oxt6JYsQVW4mATT2IChUFgBWSxzff5RcwHH0UyeE2LCZmIvUmxwmus5FmBuRc/koVy75uEZZFFL5y16X5qf+HDmYFVmMkENliBscFp8BsvifanZ74UVawogRWW9a4rVg7eQLkUrLHCbyYZ65ciyMGXzAR0WVvNHLAPropm4SveoiUGfO02tU95L4XfMKh/uolXYEXe5KtQrGhtcMe2dCKz3THh8LGB4gPRSgMrJYvXt9v2QZsPPoEVpcZKVrEiyQQbWs30umtbJqNE6bmuUbHio0Qh0gIkhvMhrr4wCmZd8l31BUe2nGg1tSzHppKdG4yNpWo4g2IjyWpataZDKzDW5iyFSANT4eZO8Cher1qBleunxf2/puZTT5BwZVxydAVjJ4WZcxIbMvW9+DnRrcD4c9YaKzkTE/35RjaJIj04xySpkxorrtflordtrGAKrMTtXfBsbJMVmEebDV78W+m5aPEJKXuvXrw+seMzKFZEaF9YiscMYmqSwttuUjNwjYEVpnwYK3B/yQSrRVJQPnjeMUqQQ7HvMRWN97ICY49tWaoyoGBTVPM+bL/hOHS41Q7/DkmNlbh4/fiqdIHSFKiWmGqsaKpkwS3qiNIsSpt9klw0lAXsR1ekVqi2e5puv8ctvXwVKwvzWcWK7FNmptXEokWbYiXHCqzd7qj2WfjFj5K45XoS538tfZK7EcjvrVuB6QGdKgIrNSlWeGClI4seH2xzoDBUF+xyFSsysLI6fb8nYidb1G2308BxgRorgh9vnYEVU9NNaqyk7dz4u+1hTg62JCHZP/E2mSjYDooW98MwqmPKz8nUJImkfmtZxUr82nOeF/0tU2dlf3wOTYoE/rvE6g5hrLGi3ft5cF1fxJeBlZmp7HdbFwVWjA4DvP4Zr7Oi9QVKkISPJ2SNqRY7pvEOrMD27TYrOzi2sW/ZwApLLBVctVMUof0mEnn/O/9rFJ55strn6upSojS5Qa/J2ymm81lUrS8s4zodLyuw9Dwl14StHz7yBdF2O59V+heFGV2xoo2/8gIreg0/uQ/9sb6+wBNGXIEVoxVYjqrFVA5A9imr1+UHVmRy3UoEVjoBgRWQRVko5c+zTqVsjRXTCEtfLDcMbIRSY6VTxYqhU3Nhy17VJx3bnyF6+F4St9+sPB3qmVmuxRYiot/8nXh/W9XJlN5BF6qxYlAbycDKIR6BFS2jVEzuo/CicxTfWvWz2fadWIE12e9O5A4UzBxwKFaKTUoVlUqZAulbHiPavCkp2NszXDZ2kkS+WnKgqSzYqOdZMCWF2P6MYx8WCxRlZxUFVvTBWFkrMKLO6qzwxRmXYiWZFLHfsqH9rtoEPvzypyh83z+S2D9hHuwlG8rAClesdLDQbcJlRaZs56dsEfu1ibyrHoWeAdlqsQz3+DsndmCGhR6lxgorBloUZ40VbgU2ZN6mDF5WYJ0XrxdPPho98LyOREax0sF3zVvo0wMrJtuR8VVJW0gWC2wWinlS+sx3cQVW9H/nTLJcCS9KjZUg+7qxxgrPzuPF7fW+JT6u+bn0GE1WYC47EMnIiFEJwIOqSg2spsUKjNtl2KxQZJDp4XtJfOsLJL731fQz5rOBleQYhobY/SXfCiyTxSlEUrieB1bC886i8O3/vzTxRi9G225ZlZs2D3Jr4XoZ3LDVWOHnPqNYMfxuu1kmNe8zkhorTLEirdR0ZYntM2xWYKFQz4dNsRJvE+hWYCtYoNpHsUJksQIznA92XxGLC+n1J4vXc4tJoxWYW7EihEhtoqInOusnTeN0kyIqt8aKRfVUBPldS95vbIgJVqOy5sCKsC0SCr3GSp5iJf6NyyhWuEKHKFXmJbaQlhorvK3xPr3owrYMXHtZgRnaimw/DiswMXNATV4yFa8nMtfZkFZgjQbRoVGdFdqzU23TUxOZ4vVmlU9+YCWIAytiezErsMiOLD4GU7vlv4usjaIoVth9i2MqXi/vm9J+y5T0mFiBuRUrSmDFNq/QX5PHzb9nJ8XrFdVWUSuwKhQrFoWRDzmKFSKKAkcMYSpgL+89E3s7Cr5n92s4b0X7CD6GueFKErbkSlMBeB0+rpV9nW5nLzd97vOjBzu3ORQrcWBliCVQmOwxOTzJUa/hR2ROYtQTfxQrMEdSqo8VmL6J/vu0Wul9dvXadF5jSzpPrH4RWOkEBFZAFmH5BwusBEFQrtCu6YLWBwSu4vVOxYpnYEXeMHwnBrbPsw0EtIFmmJlA2O1Bgj/5cwp+52XRd5g9oA585HFL6WwmsOJY2ODF6+WAK55QB0UVK81FEjf/mMS1F5O47pL87SuxAsupsUIUTfJtvwm7aYmnnqD2v/1PEnc6imc2PTIoPCksn60SH8WKT/0L5/vZdbb1SWqf9lESzz4dvfTwvelrzsCKh2KFZ1V3pFgxLLb7IhehhtVrqBSKYsXynZXi9ey3zBSY1r7Dtqei/mLPTs3v1bKgwwMrVSzqK5/h8dvqn+vaLs+6xmX5o9dYIXIXsOc1VhrZBWFflMXijGIlPsYV47kD30Ioxetb5knXYgWBlc2b4s/wPC9yobHDoqXRe3PajMsKLBlTjEUWVUQkLv5O9JxVsZIzttB/W1M9NYmpjoptP67mIMJUCWGxAkvuZ3FgRal7RKT2rXrQVv4+csFwdDRjHyqPI5fhEXNiDO+/NCswWceDTIqVMGQZuxYrMBOmgAm3lJKLbPpCnxAU3nqD6meut7t2k+jZp6LHRx2THtfD90ZBl2t+FP1bSzgR7baa6eujWHlqc3rMHJl9XaTGily0M1mBKYoVlrWsKVZofFVyXQtXYEWpsaJbgRnUSEREq+LjW1wwn6fECmx99JcrAK1BSf44vU6C4bR4vXH8tqgqVkTmnhK31ZkDyv0qyTTPU6wsLmSvp6pr/RmtwLQaK2GoFditzgqsTsXKoNRYEbpipcjYQs9el8fUYnMm01yatyt+f/RONIyvM1nEu7RipZ09Bv13k3VkkjpVfCxrUKwYAitElNiBid071ITIqcm0iLqzeH2NipXFxfS6MmXg8/GzVJpoYzsistZYMSpWZI0V09w8sQJz1FghSuuIEWX7An7M/HeSY115DwmC9F5bwoJY8MBG4eL1ZQMrFSlWuLU1h7c//XowBVbk2K7VrLZPbZoUKwXPGVdF3nYjhR99u+WzPBxC+HmR20sbuPWHqNvKa3HvLrvFsWzfcv6nK1aMgZX4bxBQoNfw09+TBFbkHDtewwotVmA+9r+ZfihHsTI9lT63Zl1+4h6K11cCAivAgM8shFJrlCKDQaMVmEdgJb4hB6NjFFhrrPhZgSUdngj9Ivy27FXLREePomcUK8lii/Y9DzqUGn/zvyJ7GlnglQ/S5M1EDq46LV4vkZ/lQgusyEyKXE9Yos6KfHOlEpE7UDDrCKywcxN+/XNEu3dQ+NVT7fuyyTt94efYNEDpFt0uXk9E9NDdFJ720WjxY9P96fN7d6kSdo5tQcl0nD1SrIiF+XRisPGo6LmOgoaeVmCmzCZXHQSitG9ot61ZfsrnciuwKrOeiOzZa5ntQvNjnYxipUBgpd1itieqYsU4AFdqrHRgBdbyCKzwpIFKFCseGc88yLi4aL8+LYjmIlGcne+98CcVK+vihZmqaqyY2paPFdjoGAV/+ZaoPchFHpvSL+/30a+dIsXrlSQWgwrLGsxhipSRUcooTrgVGC9ez3eXBCca2ffLPkOey5WrzcERl3JMwhUrymewbZXAygLRTPy5Ba3AAplRaMJVY4XfX/Tr4anHSZx9OoXnfIkdux7Ufjo6n+Orokxp/fvG5ymjFGm31HPGz6clKzIpXH/UMenrjUY6iVcUK5ZrRR7HQfHihOl6tARWaGY6VlfwGisFFSvyWPSFTW6ZQUQ0ziz7eN/GlUZE6cKgElixXa/awoaiWJHzG5NiRasVoNu6KMXrTVZgOTVWTFm2nnVWxL7d1P74P1P48+tyNswuIgW6YkU/tgqK1ydBsfk5VYnVKdwO1ceuuBMqrrESSOu4IlZgev8hz6UMDo54KFZ4EMg7sBL/PSiqKUL793nMo+3Z187i9dLe6NB4jsoTRPi5nZmOgrwmKzAiChLFyg5V8Tc1mfZTiRWY4f7k+n6aYoV2b1eLtOfB+jKjFRqvMyWVJoumwIp2/0sSgcJs/yTbm8FNIlhnrrEi9LnEnp3pb6f3kVbFiqbMyatllQcPbNiSh2zXamkrMLY/3ZayCHy8wXHN2U1rKbzN+KjHfJH9CR8LF1UpZoIFOcnORPb7nObeIqS1H1GqSJMcsiEaw4VhYsuaIM93EtSO79X6+Mt0HFyxkmsFFrcv2c5kIEaw69FlBeZTY8W15kdEYn/cHlaMR4Gg3BorCKxUAQIrIAu/oBXf7/iv7PhdHsQ2vBQrhmbJsks7Vqz4LOIq+7VZgVluzNzrV4isYsW22ML/fcSR0ft5YEV24HJwVdoKTMtsKWoFtriYSlJtvp7c2qODwIpSTJQolTKbtvW1AnN5fUpa5oUMb/jgvMrJY+HjcHfxvNhjmeKBRGS+hib3RnZoc7PRIH7VmuhzdlqyuZQgYI7qiC18iTITaDkpkf2M94Jw3I6HR9JgpCmryxPhE1gJ0horgaPGSqaNJqq8lp8VGO8TKlesGAabuds52uKBaRLbt6ZBAEPx6AQ9M50rVuLvnNi2aP2UECJdeFi5Ri0GWhS+MKoH9OXkbMV4qRor4p7bKDzvrMwiVSZj3NTO9eunaJ2Vpzenv6lHPymESM+znMB30t5sWfgSuUApM8jjcyLCdnqNjI5Fqs0XvDh9X16NFV8rsGSs5BFYEZZxl+nf+muJYmUkGxPimfi8eD1Xccq20WjYg7Zs0hX4ZPUax3rDlqCMlrghmT2QHqdNsWKqE0VkrjcjKVtjRS5m8gUM7Xsn9lxHHR312fp4S24v98WtUHhfpkzys9akYnEhUYEGLzo+fX142GzlZAhci7CdBjpl1qdh8URJoOG/6+yBqA9JiiuvpGBF3MZM59i0D4levJ7XWBkaihYG5PfiNlla5m9w7G8SrT+Egpf8fv5cQL/muPLLMb8Reo0VPflBttXmoprRn1iBaX3l3l3U/sjbSWx7Wv1+MonK9B4LYtMDRFufJHHbTe4NTYoVY2CF37vMihUxM03h976S2kK6UBbEy4+fdJSEttqL11ejWMnUWCmkWJnUjik+r7L/HLbUWCFKVUizfoEVRbUUX1OBDMQuzLuDqETm689DsSLk/PLw56RPJrULtOth9/b0tSBQ71GygP3unep8jClW0uL1/ooVIUTaTx+yIQrmttup0sYHPUjr+mwZEDEpVvT7n0+NFUNdQa5YUcapPAlHjqdkAXtXchO/3pPAikz0YNbuJcaBQrfiMu2jRsVKRypCHyswHYNiRanbNuGhHvOF1xtL5iUF5z6+KiRNsSLbXXjJdymUKnJ9DDQ1GZ3/oKG6rgwNRUHFw6I+Qzz1uPpZSVJO3Lbl/C9sk+Brn0bFCktQzrMC0wMrseuK4IoVlxWYKRiddz71+4cce8iaiI75pWi1ssEmUAoEVoABQzCFiHUq8b/LZPD6BFZMgYzEB7WKGiuWyaaNgooVZdK9uJC9sdsUK+w8BHFghbhfa25gxSHHNRWvl5/lZQWmZZROxjf4vbvVQXeyPfexnczfvw1dseLyRJmZzl+UJ/Kzx7JZb5TBJ5BTF3nfNW9h0gebX6esr3L8CanCw+CxKvRs+m4pVqS1iOE6Dm+5gcQDd6pPygDpmnWqL2tZvKzAgjTQzX/LnBorSZvTs3717yrP6dBQqUV9L3wVK7aFRNMuP/I2Ehd9O7t/IrdipdVMF4oyNVa0SebCfHocq9awiWqJ86O3U6V4s0GxUsAWIbzs+yR+9mOih+5RX8iodbL9WMZO0mQ14EBZSPNZFJqbTc5pkhlZ1qufKD+DWk4U1kfZtUmGJf89ZF/CF+KtNVbkNeJrBSbfVzCwkslEE2S994lUkRJYrcAMNVY4sp0bi9fHi/CJLd5qy+KTdv5N94XhkVTprHw+T9ww9OljK1LrBSJt8d1ihVKBYkXo28ljk0oNomxf9VQUWAmed0y6P468tuW1JjO/HTVWjNak256KtlmzjmjDxvT1IRaAyFsUn56KjidoUCC99fMUK5yZaabyakSLkz41Vgz9W5CpscLuXbLvNe1bqzEQrD+EGp/9Ng3933+TX2NOCayEZK6xYjgf+mKobuuyYtyszEqswAxjyu3PUHjemdFjGWwfX1U8o1vuO29sZLI9kRZg/NhtdXq4f/6dt5C46RoKr704//j49WKqa1aWiq3AhBAk7r3DXEPEtv/CihWtxkoROySbYoXZJxsD4ERpm1YCKy41MX8tvqbGxlP7wDKZ8kJEc0dFsaL1t3FgJTj8uelzek3IuN+PbL60/kIe8YbD021a2tw0UQw7XBGsClU+rxwiksdZxA6M9yW6TTGRptpbmX2PrcaYqcZK/N0CnxorrVZWPUoU9alxEkpSZ8VRY4Un7CW1zZLaqaMUlHE+keiOGabrzeYYUYVipWxwhiirIpI45uzCVLyeW3PWoVgZHlGDdJ4UqvfS0sYpYUhi3x4SV19I4pqLSMzPZl1TpA3YQQcTjbC2L9v94fGYKKNY0e7LMkjYbrvnyvLYiIopVvT5Jq+xYktiN/2bKD95Sb9/yMCKnOOy+aX++ygJ4DyhAxQGgRWQRbngDI8TxUWJTAMvKzCTYoVZWeRZgRGbdJtQAiseN3Nr8XrLTWZ2Jp2QmzKyZMZPEKj75udhYzRAE0YrsDhrpZRiJciebx8rMEWxspDa8bRbZo/dqqzA5IKRnHS7Bl8zB+yLdPwGpg9AGaLVovAnl5Hgi5Q2yzchSDz2EAmTasGWgVuS5rPPUPjrW4oXp8sNrHiqCVxYAytRfZXg+JdQsDEOFO40FHbUr1PbNakEVuJFsxIT6OTalNeRtuAsJveROOd0Cr/5BfWNSRG4NUxm30FghdvMeChW1BorFrseiicyib2brljRvd3ZRNRim1LI1sCErxIlT0moZeSJR+4zb5tjBZaxPVljCazIvnt4JGpviTVMifOhZbiGX/oUhT/8JhGx9jg2Xs4KLLaSEPri55xmU2D6HfW+SSuWmYsSWPE4L/JewBdgK6qxYqqFkKjC1sdBnHlDYEUuwPOaHLk1VgwZXzx7NX2DfX+uSZLRCsx8SEoNlZGR9DOT19v5xevl5NAYWNEUKyvXFP8+RGlSRxHFikTPoGPXSdI/6eNCV40V06I/U0fYAvdKjQx53eqFx+VE/qij4/1p/Va8fWLlkwRW2uo5VBa+0/5DKtNEHMCh5x2T3g+Jon5SLjbaFCvymOUxrF6Tni/9+zSbRJYisTQ7k/aT4+PRmLaoFZgkU2NFpMci28yKeEGQW7AkC1QsMYmPsfk2GbSFDZ6l6wpo8HZhUKwEQWDO+tStwPSxqLyO55iKUW7jm+Ajf3OXYojIfP3H98SgMWRW9NpqrOyfjP7mKReINCsqi/99GSpWrIhf3Uzhlz9J4UffmX3Rtv/FBfW1vHtiScWK4EWJJXqNFVOQPTkuLVhO5B5z8ONK5v+Bf50VV7KUq3h9oljhgRW5YBkf02HxAuqu7Sw4rt0LZOBZK14vpibTcbi0yfSph8aPX9JoJAmRhQrY5ylWEhVOIx0zxe8RvI/MFK83KFbkd5MLp3pNjqHhqI+V23E7MHmeRkYpODK+t8nASiap0zLn0IvXK4qVYuNAEYbZgL/h+rHaDVqutfA7X47qhNqOh6u8u65Ymcw+x8dLPvWOfOFjyjLz3SJBYv03arWIpPKXKFJwarVChQysHHyYes3Ke5jsM/TxpHZ+E8eCdktL1Mr+tsn6S9BIE7FsgbZWbE2XWIHJGisssCIcc15Tn5l5Thtj62M3XbHCv7v2+4RSvbZylb3cAvACgRVgIMcKTE7cS2XwmgIrusekqXg9U6xYs0ml7UZOwUrbZNNG0cAKUZo9ZVp0V4Ip7LuYFCsssCIHCKnPql4rgqlSiNSBCsuOUDrN0dE0mu1CHxzxQb28wSnb88nTdHmbKTaYIyL3zdqpWOGBFfNNQzSbFH71MyQu+BbRg3enL7TbJGYOZIIa4vafUfjZD1D4mfdnd+YqGF6CidM/SeFXP0O05fH8jTl5GZumxZai2K6hJx6JDuH4304nBHnFGV3HwSYHQSeKFT2wog+OZdvW2m1Sg2P1WqZY6SDbvmiNFVsQlsje3sK20UZGeV3uz7CoH/7gGxS++29I7HrW/j3ysNkCuLYzXcd6P7Vre9QnFi5ery4iWWuscOsjrvTrtMYKEdEDd5K4/vLocbwYFaxggZUikxLZjvRJpq4+MVqBxe+Nz4XYZ1lAtVBYsSIDK2vXVVNPJq/GiixMK+0tDkxF/fhCOrFPFl+5wsHSbyYBVZNixfSbybGIT60rjk0RY0KINAN0ZDQTV6EwTNu8DKzoNVu4T3uOFVhgVazkBFaGR6JzXSawIrMKJSYrsIxixVW83m65EjSGUss0PYOav08uSurtLl4sDuSio6XGigxqJJY6LsWKqSjq00wZkyh6KToPuVZg8efIPmLdQfb+be9Oa/IEERHti8d/Mns9WfzzLF4vMSlWMoEVk2LFskBFxAKhluNQMkZtihXDdW1TrPBjMAVWkmBc/LuMjamvy3aXKFZWMvWR5yKeTBQpolgxqb5Mn6v0Gez98l5ps8hSjo8rVqoJrIjmolbLpgKV+N23RX9Nczhb0Er/Po57ohAirbEi24rv2EJadjYaaXBDq7Gi1AkiUgPNckGP23D5Jr0k94c0sCJyF3QdaktX8frdUrHisAKL1fCKFZje58oaDDPTqjX11GTax8trzzA/NLoyEGUCKzIhsphihdd9M7TbRLXXSII/Qu9HiBxWYFnFilKvijMyEqmcZOCFt/2kTtsY0ZEviI7DFlixJezJcdciC/6VrbEyuTdq87yNm/pIy/xbmBTcQpD4+XVED91N9PjDhvfkzKdMn2OtjVcisGJy/1ACKzUrVoqM1YuMYfX7RruVWqoSRf0kP+/NFtHeKAksOGSDto4WXweHsT6Dk1GsyMBKaL4ncvhc3GgFpile+P6SNSzm0OE6n6Z2k0lC1euyaK/HCdCBTB7k50nbNpT1lmAD1jEIrIAstg6R20kRlcs0MO1bnxAbAyvSB9WlWJHNOSdLrXBgpaAVGFGaPZUXWLEFWWRgZe+uNOtW3uiS4vXaIEwOlk2Zh0rxena+16x3Z3Ym72fnaXFR6fSFqc6KXvDSMIEKf3Uztf/l70g89pD9c/lgTj8OnZkD9sEZbwumgfPiAoVnnUx076+y7931LIXv+VsSPzpHfc+vbo4exD7nCjYbj5K05YLn/oIDJ9amjAM8X5smF1ZlWDtSQ204gmW8tCj81mkUXn0hOwaPTA3+/NAQ0UgnVmDxe2yBFT5p5gs4cUZHsHpt6Swr43EQORQrlF5rzuL1lsF+u+1UjAg+ETUsdIsbriBamCNx4zWOL5KDd/H6gm0xDIl2bs9uy4/foVjJ1FixBlZWK9uLUlZg5oUe0W6nE+uxFem9psgEJt4374dFGBLptgFc1TS5l8IrfkC0J14Uldldtsx007FP71eDOSK0L0BI5KLG6rUZK1ExN1tckZcXGJbX2JEviK6ZHdtIXPED1eM7JvCxAnNlwBu/u6t4vUuxYpgwWetEMMXKsKF4vRDp9x1j91GTjVpjKPt+3TZm1Rrz+fEIrESfYbIC08YXOg7Fiq14b54VWKat8iCzrXi9EliJ+4eMClDLDtbHt/J3z1OsKMXFs9akUhkTPO+FkQWcZGiIjQH5onhWDZOoZtautwcSbDZgcrfydZnwI2usOK3A7IGVgAeXM1ZgUrHiKF7PybMF5gu+SvH6HIsapcbKAms7eYEVbSwv1T2SeHE3sSwcX8UUK56BFV/Fisn2hJ9DU3DOpliR904fdbaSrFKRFdiENi5eXCh+L9EQrkCWZdyZqSfp+s0WF9NrLVFPe44n5XW7Zl12gS9ZtNaSEPn9TfZRMyyo4UrmUAIr8m+QBo/zAiu2n6LdVlURi4tJvyzCMArqEkVzCPldNIsdqYYXXLGiW4GNrYj6OCI16LF3V9qmZWCliBUYfz4YShUrRQIr81qQVoffm+UxyjEj/11sVmBhO9s/2ax+ZFtKAiuGoNfoKAVxYIW2PRX9Tnq7bVvGZZ6KFa9rV953Dj087edN148t+GG6NvOCvrpVW55l8Q1XUvjut5B48jHDi3Kc4OHYIn/3uRm1NieRagWm94Od0KEVmLE/Gc2OyQQfw0narVT5SxSp2vjv1VxMEzoOOUydD8djHyUYy9Gvb1vxelffbbUCY+9pt9V9mIrXO1XqHlZgeseqr0ckVmAGxUomsBK3dwRWOgaBFWDApljRLuIyNVZMI6yc4vWi1UxvmM4aK0PG92coagVmLV7vyEaKb3DCWJzREkzh32vNumiwLQSRzBaXA2c5gc1kn8cdpezwlUk6kzDy873uoEjBknvOHOfJGFjRbkoyGs65/06i6f0kfv0L+76ZF2vecQhvxYpmzbGwQOGXP0X0wJ12mzARkrj7dvU5V2aJEljpPHtOSLsffaEnDyWbx3Bu8lQCPjgyU4LfeImS7S92bCNx240kfnyx/XOtkxg2OahAsRLEk4fMBJrvk1uOmBQrnViBKZYRtv0E6rWbPK31SXwxkg+09cCKrcZK0FAtWIjU4uejWmZtEZQgq7r4Lh5/mMKvfy5SSuQtkpue2/60O1tOW1wSvHi9HOgmgRVtkSdZSI4XPTqyArP0Ac2FdJFwBa+xUiTbK25HvB8+sD86n0GQZnlzC4yfXkni8vNTS8c4sFJIsSLVKusOTp/LuR6Shac16xR7AfHkYxS+680kzvuK/+cT2Rf6JFKxsvFICv76f0ZvufqCNOOXt+siVmBeMn1Kxw7GxRqHP7LPJIvvR8m0NyhOZJuVdifttrrPZGG1YQjaykW4DmusJDZDjex4gy+qGK6VQJ/s8cUIXYGWfF5Owoh+7+D3l0Sxoh0L709kYMUWoJHn0aBYEUKki6MHsxorNjtERbHSjPoxWTj4eS/UrMBGmL8+H+uyZJjECiwKvgZrD7ImC4hd8QKW7R4g7QPluDQOFojSVmDsGrMoVgS/L+s2N5wixetJqAFK3xorIkz7GT6G5yor+RsnVmBmxUog++o4sBKsGDcHyVwktTaKWIHF++bXjKkNWRSCidrTJ4mIt2XdiqgsckFRWp6IsDObHiJ3NrptHH5AC6y47oeyDQdBeu34JlRISyCeGJcoVvi9wKJYkZ/DE/+cihXDuQy4FVjegq7l+jPVIJVtaP9E9Bs2GkQHb8gu7srjTRQrO7L9BScuYK8EPbgCQLciVA4/R3VAFB2nzJLPCUYru1ZqrBjGifKaGxqiQAatTYoVlxWYXs9Dtjcd2UZkoI+3Dx4MOfy50f12fi4KTjlqrJiK1wueMKkldImdz1L4r39P4flfdQZYhKyvctjG9LuarvkiVmDsfm9cu9HHAzl9jPjB14lmZyi89Lzsi0UUK6vXpr+NrlrxUKyEP/wWtT/5nmLrB3xcVVkStWFMZlQZtZJadUSUVay0miRixQplFCvxsfoGVrgTgmbllYEnl+dZgbVZPU8isxWYsv6SUy/F9Jx+ivWkPx6AJ1LHzdbAikXNBrxBYAVkUeYaDuuuZKFJm4iFbWqf8QkKLzrbvW99fxI9jsEnwGNj9kWPpHh9/G/bILVw8XpLYMV1U5U3ONPNmS98GLwho48MiGQmjvRrTYrXx9kkNiswuR9T9qNevF5m8bhsM4jcN9S9hsCKvv2Uoc5KfENK5MQm9OL1uVZgltcdxevF984ievheorEV1HjXR+z73/Wsahfk8qFUsgE7V6yEMqvJZa9hgt9IjYGVGhUrRETHvyT6Kwdm8vfkAw7vwApbQKnTCoxPdOYsgZUqbIz4sdvOYRBkF+qIspM/vi9dmuyqscIz/PTvxOvhiHJtIyOd559JROLGq0jc8XMSd92itgOmYmh/8j0UXvht4zkSzz5jyJRn/9YnEtwKTC4cWRQrglmBRdt3YgVm6QMWF9P2xq3APD9DhCwraveOdCIqM5XWrk+vFX7NaQGUJLurQI0VaQMWvPj49EmDvYJCHFgJ1qxT7AXCK38Q7fPmH3t/vnxv+tmOifLoGAV/8ufRNdRuk5gyBFY8rMCcga/CihV9IuXYlwjJPHiK95PYvxgUK7w/kwszNiswR42VZKFhZXkrsAS9gL1SvN6wuCQXpiV8DBV/96CIFRhRduE5Ue81WA0vhxWYXHSy1a2S50gfJ4gwWpCS9ePWH5K+z2oFphWv3/FM9Hd8ZZSxO8IDhMNp/ShFbZBVrBBXrCQKDV2xEi9g2RYq5KJ2YgUmCywXK15vtALTMtATG1yjYsU0L5DtxCOwIkS64Dcy4k6e0O8rc/Hx8PsyO8bgZa+IPkIuLOYoVhQrMNeioQm5Hcv+N2KyPeHBSWMb4u/nipX4Xukz1q2heL2QSkveRk2FwIvgCBJlssYl0+oYwhkMS+rorGTqAr/xpKI0Sxb4ZI0Vdi8wZHJHn6OpEPM+29QvBQHRuqjvyrUCsyVfGRevtUSRgw6Nkv/0QJ+slSfrN07uS68bQ2AlkHZg2w1qktHRVCnnqVgRCwtq39BomIvL56FYgZkUK3IBfihNjFjQArREBsWKwwpsbIX5e8q2JJPONDUREUVjqeHhNKC1bUt2vGpTycvjlt/TYAUmfv2LKOHyxqtJXPa97DFK4vtSsGGjOQgssV3Hpm1NitSY8NpLKPzm5/P3EaPYnxuUGoWK1w+PRHadRFmLXz5eslyH4lc/i6xDub1WHk0WbE+SoArMd033eNP8gAcm5Hef3KsGifQaK81mYkEfHHK4eR1t9VqzMkvrGxKbLKL0O5Mh4ZKIFOcXlsCc/NZ6EiO/PpPi9awukin52fZvfXsiQ6DF8vuYrMD04vVx8nOwai2BzkBgBRjwye4iu+/iQ/cQ3f9rEtdeYtiH4cLPUawkk5ihIQqGRzwCK/J1y/fwLaYsD8em5ihbY4UvfNiswIjS4lsyw0Z20nICyzPTeeFcOThSaqxwKzBWy0UGVvKyO03nKT52Ie1kiEjsn6DwB98gsfUpZdOMRJ5Y1srWJ+2ZKdyLlcg9+J85YJ98OorXi033ExFR45/+hYLfeIk7O5/VFLC2C6LsIKBDkqymwooV1r5cnqFEHShW7L9J8J9OiB7IRQ/5m7sKlddcvD55z6r4OtLOi5JBxjJjk6DamrXVWIHxz7H1QwFTrLiswPh5cNRYyQwW+TnVbI7Es8ziTl8w8EC0WhR+9B0UfuZ96gs801UuLszOZAaZIgwjr+OnnyDxq5+rr8sFqB1bs4N9pcaKtrjXbmYXkZhiRVmIiif9gWYFVioAaVWssMDK2LhbEWGCT6oWF1KrLTnBWnewcYFM6L9nCSsw2hEF3oIXHJs+p52b8NafktjCbBBMipWwnVUb+JJXY6WZBuYDPhmSk2YlsOKjWGE2RTqm3yzePjCqbB0TKVPQxVonos0sMw0Fi1lwIJALuaEWqJGLVLwf4PsnIpplgcZSgRX2G+vnI6/GSpxtnMDvvXL7IlZgRKoFCxHrC4fsgXv27yTwmrFBkYFwixVYGKYBjbHxdDGOFxnmx0OUsZsQT22OHh91TPSb8YWboWGzdQcfAyU1VuLjWLferliJs6+Tun8aclFbBj0S1YV+fjmmhdYxLWPcVJhZU3RE+7IsUPHnfBQroRagtJ0PIbIBt2RB13KPlsWzEysws2IlQQZqVpSoscLHwK7xkVGxxtpqnmKFt8+SVmB5xevF7h0UXn85ibwxtGyDhx6R/gadFrB3BYmsgRV1nuOsLSlri4yvLD6elPWZ1q3PKFYEX7RWHBEamTm7UAIrLsUKnzOnCU7BQbFiRSpfrdgCK/HvP8aUWfHxJ9amsu8f1sZfsl2uXZ8GAuIxiTHp7ZDDor8yUMyRAQvbe/U+YHo/he/4Kwo//6H0yUaD2bIt+lvR5RWv50rKjGIl7R8D/b7Nr19N1RcEgXnRWf4Gco3BpFiJv2PA6qxk7HGVcVlWsSLHrYHBCkzEtTmJiMRVF1BoSbZJFStHuMfmtr7DdH3z/osFMIQQUZDn4Xu1fTj65B1pYlogkw04VsWKof0ND6dJsLr7B/9+0/vToL2yTfy9cvpbhSRAy2usFJj7mNq/q85jkCqFxeZHlU3E/FxGsUJcscLbvrR4DgJznRWbFRiRWgvT+NuydTQ+vpTnymYFNjTMxiJhen3YrF+JzGOkzBhb+6flfhOYitdDsVIbCKyALNwyQJWvRH9yaqyIOVemmkkBowdWLIuGcrKbV2MlT/5vy+JTDpO9t0TxehFH24Wxxoo22E0ea99LL2CfKFZSK7BkIZB/D5MVGL+J88mTLOrLj8OwIGHssGXGCrOgCb/1BRI3XEHiiu+r25qswOTNfnbGuKAXTWBlbR2fGiu+VmBD7GmRLho/9wXRX5v/LBGJzZuM+8mgKFayk83wFz+h9qkfoPbpH8v1RRXtdvrbF1as5FiB8QFxWesE23X2vGNY0bT4XMlBYLudXmOOGhnq89yqRS58xaqnJx6h9v/5BwpvvSH/eOXgXg6o9IE3n9zwvixRrKyzqvUKYamxoizu88CKEoRV+yQlg1KXJpu81JPXHYoVVjvIFBjNZWJPpHrJfCafaMXnd37O0A7aaf0lkcqng797OzVO+pfo6WdNVmB5ihU52JVWYGvSz+CFVHXFSsnfXFGV6CzMWxQrnoEVfSErXgRNMkjXH2yedGqWJYliZWrSPDEzkGw3zrKueRBv65Mkzv4ihd/+Yvq6ElhJv2tGbeBLXmBYHzuMuAIrHooVV+DLNJZI/OgLBiJ8M9Hk+xLbBpNiJU1MUdSsfOLmUKwk934eaPTK6nUpVrR7J78PmazADtUCK/zzE/smLTkk1wpMD6yw+4ueGWx6j614vV6L0FS8Pikav15bAOPJMJZ7c7OpFq4nUtvu8DBbbOVj3WxCkZDjsrUH2fs3aWtzxHPJSEaxYigwr+OrWPEqXq9tw0kEKz6KlTAZqwXcRklv17zGoPzt5rKBlcYbTyI69jep8YHPphY+iRWYRbEin1cUKwVrrPD7qyu4oChWDHZ6eZ+rBEjKKVZsNVbC224ice8dJC79HokffpPEL65z71POHw4+tDM1M8dZH8UcNBSZ4vWOfcjvvnoNU4v5Blbi/mPt+uRaT+7HPDioLDgOZefsXJHgGnO0Df1SQKkNaG6NlRzFyvjK7O8WzysTpQkLFouQqTCGRtLApSuwYrBETRhjgRUPdam465fRg21xAmEQRAu5MsAthP/1ygLQwqTWVGqsxN9BtwIzfV+uMjAt4o8b5rkyaCIXV1n7EPpYihewL6pYabIgDQv2iTAkeiIuGv87fxDt/3tfJXHfHdljlQH/Dc9x1wApaQWmtOnZA+q4RI7nHL8xL76e6ReIHIEVQ/sbSgMrQiZDyH3r6wu6ooUonScXSJBL+pMqa6yEYXTtchIrZBZcfXKTto1qBSb270vnjgdrVmBs3Gess+KyAlPcHkxWYMyWm48vTQmjrZaaxMfnDqZ1u0wylU/yll5jxdKHyxor/H6gbduWczPUWOkYBFaAAWF8mD7W7C30G5Qra8k0wNIHBXrHJ2/GcrJrVazIGis5gRUuR/Qpdl6qeH082TRJnfm6Bd+3XnBvY+x7LwMr0vKCL/wnkXJ2vCZZuUWxkmRB8PNgyvQ0LFoFL/xP0YOJPenii60QvcMKjIiITHZgfEAkrS6cnsVzRn92IlJ/T/79mSVH4kMpLaJMu+GBFVutHyLlfOnZdkIIEheeTfT4Q0QP3EXirlvt+yFSJ4hFFSsco2LFoRzxxXSdrV5DjTf8Q/rvxM6C/T6Jz2h2Qd38OVyxErUHOdgPr7koGlDe92v3oYZhtni9o8aK4AvtSfH6NZ3ZQsl926zAbIECJRvW1woszA72lH23492xOksym5FbJpQJrPCsYg4/HjmpnJ/LDiTbbRKPP5wekwysHP/byaQuCtxYak0RZRdAlBorcWbT8EgarOYTD259REx1UPQ3b7oWV9jncXsG32xHbfEoyfKMJ4XB+oPNi6z6BOvgQ6PthMgWAraRBOVGmCqGnZvkWPaS2PQAhZd8Nw34lFCsiHtup/C6S7UneXDAI7Aiz4VcMLDWWMlJ3jDK9A3PyWvKxwpMKaRtCrrYF4cVCyM9JiTHT8Oj7Bpvq/vjxattihUeaDQGivR+SzveEcf55e81LS4d5gisyHtKRrGSE1jRFRWK5Yp6fzEem02xoh+jSbGSBDTWq1YofBwn++Ew1DIhWWHX570w+juqBVZMi+JGxYqssbJeuR6lF7sIwzSwcnheYEXWWNEKLJtwFK9XlJN60eUksMLuLTZLFWKqYq/Aik2xogdWWLuJF2VkDTx+DMGRL6Ch954SjZMtFj6Bro6Wnz/HAiseNVbEvXdQeEucVMLvhy5LImEYFxitwLgCNjtOEa1mujhWWLGSDayIvbtIfOsLFH75kyTiDGvx0L2Z7ZT3SGvLg6oMrHSgWJGL1s6akDJDeE1pxQoPrKRWYDw4yPrEhiF5poxiRRI0iKSN4eQ+t+2chSSwtnJV9nfjxcmJ1D6NH8/wMAWHRYGVZK5sun+77gc8sOKTBKGfK3leuSWjrxVdnhUYtzqUCWUZxYph/MQXw30DK3L/JsUKr4tCqWKFtj5lTIpK4AviuhXYmKZY2b41GpuNjlHj/3lvZKEYhhR+7bOK8lkIQeSrWClSvJ79Zoq9nR44lPc6YQgUSHjxddP8KbF49gmsDFHgYwVGlBm/C+5aUKSmFQ+slLICS++twVv+F9uvdt55YEXWYpXrLHIsMDer/rY747rDa9ZF91CLpb5RsaLDa6EplquGdsNsEAOejNhqRm1St91OAp/D6tzBVGPFp65inl2YrS3GCa4Bb1uavXeiWOHnA5QCgRWQRS/omDxkmSpE9omHM2vJUbNFwib20UKoDKyMqp9r209uYMVjMZnfQKzF612BlXig34li5fBYsSJvInqNFaJ0MM2/h9MKrKF8TmIFxrc13djlOePR7Oe/KLqJhWH6fW0TCdPAgi0Ai2eezL7OB5ky2GOK4vMbqW0BmLcFfp7lhGxkNB1cOxQr9OSj6QSCeXpnJhVKBq52Pezfp7aLvEVrJbBSULGSt/Bo8tkuiuFm3njHhyn4zf/MntAUK/zzMufO0oYsVi1i/wTR/VFAxWm9QKRM/IOkxor2+1iswMhkBVZkoMkQd96SHHO0Hz4g0xUrqoyfiLLXqM0KrNXU2oA5sKJMuuX2O7gVWJWBFYM1gEmxMjdD9Ew8OVF8oociW4fRUaJWi4TsHyW8PWUWT1usxgqbaMu2wCYe2RorMmBdMLDCg4n6BFgOZoPYRiKw3FNt6JMqGcyQ1hzrDmKTztgqRIjs7zk6ltax8C1gz4pbBgbbmMQHfm6Wwv/4NxJXX0j06ANEFEvTeU0HFtQwLdCIhXkKz/w0iQu/TUJmiRJp/ZemnA1DxReciNL7SJ4VmFWx4rACM9UhSsZKpqF2ESswl2IlZAWLDVZg3NKBL6wpVkDxNqaxlbF4vckuJSebjrd9/XwoVmCGxaWDN6j/VhQrMrCie8znBOv0RWf5+w0NseCAFrhUPNjj82HrD2xBtTBUaySYLFvi7ZLnOYuLSb8YyMAKX9AbGma2OexeoNizxI/lcaw7KF3UuPnayObmlhuiBaVWM1rY0e3Ykn1pFrU+ihXDNR44a6wM2/ftVKwUKF6vXEcjdhWBbDcjo1lrMlvSl96e5PWmBVZklrDg9TdMtU40wi9/ksQ5p0f3Ql8rsDjQlsn+l5gsyEzjSa46KVq8nr1XbLqf2h/4JxI3M3WKPNePPuBeuI8XEwMeWOkkCYlInZ9k2kBOjZUkYS1fsRJwa0VLXyLabQpvujpJdkn7j4PS+5ZsU4l98phdsaKpEKPPdpxf03EFFCnuiKLv6Vq0te1bvsegWBGydmdGsdJWz+vQUGoX5lKsjIxln5PkKlb0wIr2b9nX88x0U4KAibzi9XzcyxQrgqtijIEVFmwQbB8SPs895jgK/vBV1HjNG9XXlBor0e+S9NPPeX70d9ez2X6mbRmXaVZgil1dOyTxRJyYefSxFAwPU/B3byf6jf9MtLhA4RmfIBHX1aDp/dE9IAii9lFKseKwpSJS7e1sgRX9+zGEnLsQZeo3EpFdsWIK7A0Pp+4iU1pgRW8zegF73iebjsMGVwKXSSRkiRzB//Wn6fPOwErcZmVQVbqI6IoVWf9T2vspxevZtWBSrCjKoyCucSUTPz2SruX7iJj1XzPTnkSbJfEND6dJHqEtsKJ9ho9ixRZY0YMjMmmYyKrEDWXyM6zAOgaBFWDAMsGXD3WLA/1i5wNSV4FWicsKjGeYy8FPB1ZgmaiytZ4De96yyCJcihXpdWkabCqKFW3gy5E2Sgvzqh0Uz2yWixB8UUdKw03R8CBQbzx8YCwxDYJlZvsbT6Lg79/x/2fvv+M0O64ycfyp+6aOM9OTW6M4yrIsyVkWtrEtB2wc1iYbfmATFliTzLILJu8CZo1hTdwvsCzYLMm7Ji0YsAGTWQMLOOAk2ZIljTR5eqZz9xvq90fdU3Xq3FM3vN0zI+M+n480/aZ7695b4dQ553kemKc9G+bJzwT25gsbBfRS1GpaYJY7MTxY5j8PlaiGU5hIa3eCI5hMrCQQK+dyR212V+CoLUGsYG01ULPxfitRKWVUYI89HL+ucna2glgpQ0IApYHJ+udQBrWkYZHi9fx8dcXrh8ERNTyx8r4/TwehpPFNDPWZgnh9kQrMjkaMuoElVgZ9jN7z2zGSqcKstRj9wn+N34zGqph7yEHlCd4yjRXeFwsbHknLxZx7hlixw2FwbgEdcVZlHO0TnZNvtPL7u75WfO6f/FgMmWaVySbLgMNXudePfir+HeuPlpLyHLqvVed2lKpgH0imxMqY9G9sHpPIDE/FMzHp5p/8Gdeu/pRBaKICo6q2PXuLgbmNteJms9Nz1b4A7MLpeufmNBSS/xwIQVvNZnfH6Al+X7SA7L/8U/g7hfSSfZuPA4FYIYpOk6ICS6JiS6jASjRWdOqsEt9I41IuCw4TmrXTQRGykpug3VATrq2suLEfDV1CgTak42qs8MSVDARVaJKZwnrCzs/HF/9NKjlGJhMrDLFiUlXv7DdBYyWx5lBfkdc66AeNBIlY0RCk8n6cP+va0ekGei7ej7mPV4JYsYNB8D04YiV/bvZtPxHWgL0HdAFebhRsmmDBv9Q8pvVl8u8jjRUK+BMVmDuHjcTr04gVPxaaIlbaaY0V7x/0JkKFN7UnVfTlqUuF6LSsoqfz5wUdZjIEm1L7jWiPdeFc/MxLESvkM8XV/97UKnC2ttJ94f5rHW2JaI1liZW/fDdw9pQTryajwO7qMnBMKb4i41RgNI9vFbHC2ymDl6lj+/G0u3gMaXTtMxyxktg//eUfwf7qz2L0vf/OvcHmD5ob7R//Lkb//UdZ4k/okWYZK54ZueckqMCSz067DpO5c1PQrpQOLEUFRokVBbEiqcB4oi8ShW6HxMrJssRKCWKFz5+qxkoF5U5+Xw3XXqiD3gLi4p9SjRWW8LfWrXu8Il5aFWKFJ1amZpB9+TfA3PYk/xpATGXu0b/59ZFfbG2x4C+BWPHzJEcSS8QKAHPNDe7fdhvZ1307cOV1XtAeQFiX5vbDdLrjIVbUxArXWDnnx4OVfTtiDUmMcb5/ktpL1oa1p654PVGBSb+a+hn577Kt/JoS1IuqceRbBRWYPfUYRn/9x3HcI4q5sP4pj6FRgeVmbr49fIffZ0qg7ssLbrivx9YwTwXGE2F8jE1Mur2kVvipPVdJ88r1rWTfS1GBWVbIUEr/q6HiqxIr+ec3PTG81+3CaIljmVjJ6aF3xOu3bjuJlR0r2khsNsIL94/XWElU2Wh0P/4QiuNYEK9nk6QdhY2Mr2hLJVZqUIGlxJvLvpcUry8JsFkLXFiAXVWCi/x4ZVXotEEF4mBYuxNnyoG4QkRLQlRRgUUbcOW6mBZD9uwXIfu3/8FVHedOr68kkUbt1IJszOEpRazwgJd2z1vt4OSlAsBRUCHcF0sCaMRBCUG1pliAqfLgjgxgpwNF9tE4sZLiPbUb6xj97Jsj+hu7JcRKFRXYdiZWZPVwgMwWzlcQH0+0gxIOWRaqzzbXYf/mT8J3qoLenlawqwfT82N6I8TK2kqYu6Z3+eux938Y9n//Eka//NPl542uY6TQVyUQK0ggVuScxDdxfP6VVXMJKjC0stjhOne6kAAp0OJUmK1DBeYRK6uFudh+/EPxb8Tm0MzniD6BsIiCeXR8lkSzdfnkV6iiNE+0ymrPukbPpt0tzvE0X8mgYm3ESgUV2O59xcSKNt90OjBNESt0HyLECrs3ggs6stnd6SC/0m8iusTNhH9RoOxh94aCAV5jJQ8YcPFovqmrRKzU2PQA5YiVMlSKprGSCnqNJGJF/5qjCUshVvK+oWisYDgMCMssi7WAoiZWbPrKNFaIVkhWI6csEq8nBFoznR4rg86qhpekAlMQKynUIgkFy2vtbwY6j11zIgCmJFZSgaErrw3H5kmP0UhPdMoiCwr2ZJnzn1rKMyWh5wPz5dSnQDGxAiS1KNR9AHGda4iVAhUYT6wwpJE0X4yQCvbzRIGNx1GqSpd8sN5EoPiqQqx4KjCBWNGSbvx4vJo2NS7kHKghQhXz41UGqeXfqeScR7KJYF2VtoSgArPWuv9oved6jFzj4WPMH2Bm+5uhL8/tYwH6moHtlHGfSgbJU/eVC6oD5b4CR8T6Z5yYSx6MxZwjjRVa004cg/37vwzaeBK9yFHJw2EcmCdLISNVKrD83z173b+yUj46buJ98rEmp6I5145GwEIeIKbgKfcxqI+ZDCZreSowbyoVmECs8PmCz1nafl+iUVNUYECYi2v2P1tFBcaLn3gCaGMt2pcXjBCIo6LvDACGM1/I/VoJYiUUqbDfpNZSQPf3o3mW9Uk6H9O9MJNTME95Zt4et+Z64XpKqJXNkSkqXpUKTOydqDhM9u3JGomV6Fgbnl4TQDxn19RYMVQEm0qs0L0oIFYYvVkjxApLClQwNIy++9/Bvv2nXHLcvxn2rYZr+4r7ZRUqMAAOjUJI5TWxPzzn4jamCrFy9fUw99wL87lfFN7j45J8FhWxoiVW6A9CrBANozKX8gQwpwIbsSJBLUaXeg0osRHxnXys+YQUkKaak4mVHfH6bbOdxMqOKZZCrLi/TaXGihI8VQ7trQKxYiViJVlNKhEryiKQCixKk3Q86ndocyTaTxP7wplqjRXu6Ij7YNqdcKx1nlhps6qsfJHgk6TnZFY26Snxem5liBVZFbpfIFakkdOtIlbYAnfysWLgljtfuVntmWZZQJlo1Gvuh+Fvfl/yBdqjg4A0YoWqQymxEvHCS8eStVNuygixQpzlCWfHvut/wf7j38D+2bvCm1tBrFRSgY2ZWNH6iwwY+IoQIayu/T5VOTdSNhiPPRyJrFcG5fzmYCLQXhQQK+xZUoCDnI6JyZi7mjbHjz1cDNSljF1v9u3/pfBejJaDuikqQ6xYvpGQiIZUYpkHVO0ojOfDR8KzbCB8CKASsWKtDdV6a0XEir3vw6ydw2KF1/xV+vFHykaONorDPkOscNqTOoiVMeDwQFgPu92ik0si8hNibSujfsrNvv/viglpkVjh4vWWrk2Zi02WhU0MVf9Wmd80dHKkBCLqoUJlHTepscLXAtFv7KAfi5fyPs3nCflcaEy0O2Ft9Ror+bNNUYFV+RiankoZYkX1IUoquwtolpLvSgqjMsQKL4bR1sSsVfz5aBjpDTlklYZYkb5eSWJF/p7mhJrJW2OMv6c2FaSuMlmkwO9BNyTuI4sSK2MiVjY3ElRgw7gP0RyQCNyYa64PL/i95YmVKCgu1npqw+yeuGqTGwkEHzxcmVjxBSkdNs+l6MC0/kx+F0/+CXFmQ4EQFbEyBhVYNM5sPI5SwSRfnNErBmSqqMCqECtevD6/vsnpao2VSH9nGGv61RGv532E+/ceKcMTe8p8K6ugqyr1JTp+bcUhDSjZyBPrzJ+3OY1kwWit63TdWk0B+roaFynjfawuYiU304AKLEKs2JGO8uJ7oMEg/Hb3XBEdTtbtxmNCitdre6VUYielsQJ4xIotq4ZPjT/6DUOs2I31fH3K20JzMQ+ey4TCAZFYURINRo41Rm0YIVfroEvl/eC/6TTsf3zfUKqx0nLztKe6Ww/+lqZRFyEhleIslhwwYo3yNMncF+MUcxDonAL6M4FYuXDOFVwlNFZ8ISpHGAAxMgAA8oS/T6iVIlYS85GyXyv4HzS3cFowIEfaUPwrUfgg54xl5nc3Tqy0QqwmobHiqToXRFv5ejCuxkrV3icfq5Yjy/1+jdAdimYXEObZ3mTcj6+53veDwtxCxybGlITGiskyZK/7ZmQvflX4nPdHGgNNESt0TREVmIJY4YkVaqOio+f+ruHzV6FaKE63m8X1ZD9P0E2PdsTrt812Eis7VrQUJUWSCkxOKCU8hTUQK1GCYTSKNzJACWJFJlaU7xRE1hKOZHRNKXh0/h0p9p5X2NiFc9UaK2VUYEBcoddnmzE6JzkNvKKGnIyoApYjVvLzd3swvFKHTLsnKZE8gmmfSSBWyhIr3PGwoyJFFueGz81wiCNZq1W9GKQosXLEiuEclAnEirnlTncoSqyUcVlHVGACsZJfp68qSCVW3v93xTebIlaqNFRSlUVNTBvTchPjAxCsDSR0TW3gTlUZvyjfXNDxvBB9TcRKb0LnEAfi5BUhVugZUSVVSzhi1gLHPlV+bjLuDFFyJ5Xg4pBxPleUUoGVVFpKZ5FvUFkli0c+7D8cqB6WlTFcZlUaK5ub4TlvrBXXEU4PyNtNiJUrrtaPz/uOT6zMhOPQZnGCbd60QOQqVZTmv62qKk0ZbbAlNQcQklXEnZ2oJpJmH33IaY782s+5Nygpcu6Mq+Dl2gl1ECuA11ixY2isqBvbVGJlcipPTrLCDN5PZb85dyYOcqUQKwXkmaiwBIqIFV7pz9fxFEqVw/mlqc9MFKFE3y/ZSBU2TBVJGE5hlCoEiRIrI0R+DQ9gK1RgkHpD41CBRQgx4euUJVZuVtZ83gavsVKBqJAmixRo3mhlRVoa/xu2SfWIlcSaQ/dRIkHY+DS79gBtFgDTKFmTiJXrwqkkfW6rmOgs+EBU9U6VsNr9IzqTA4eLn8uAbh4EMcZU66xoY8UjA0OC3zJ6NgBhnuRzxFaowKJEAUOSRuL1iYRtb6JBYiXvT8OhS1RUIlYowMh451OV0RJtzrnoyxIAngostD3ae1VprOT3vVAFnQpkksnxsryYRKNE4+++D+tC0Uy43hgTAvRboAKzg0GSXtWOhhU6oqiFWAkabrviOaIiseL9MEKapRIr7W5MH5tl4TyjUdib8mPXYXAgMyJxXFrUpI8/m9JY0QLPkXi9SCjIBJM2l0kqQ56MaayxUoZYSawdKYsSK8rY8Qn/LG7rxnp6X87fGw5Dsi5FBZZCrPDC0DJ/SmoZ8ufH56e1Vdg/+N+wPEnD40g078k9uE+s5MfyiBVKrCj7S+SoPDkGaV1eXSkW8MlnlicxCvRa3V619pWk8FzaQmKl3Q5zyuJC3G6ab/Mkky1BrDTSWOFrYRVqkoyv95JpIbWO5TENwzVWAKcfR3u0RELIKFRgBdrYMitDrGhzvNyLR1Rgyt5aowKL1tMSlLpa4FyRfOEJ1FShkbLHtIN+YJjYEa/fsu0kVnasaFpA3r1w/3gqMIKaigkgQqzIzbZyPrmRT2is+KoShbKAt4dXXtvRCKP//qMY/eFvuvdkdUHK8Y3QHolNma86Ew4bJRsWzqQRFGQSqi2NNqirjIqo3YkhiEAMF9aCc1FiJZ9waaGWVhrUFm3MoZg2gVgxe/a5PzbWixX9AsJqZWBa2Xya574E5nXfDHP388L3slag60lZIgBnCbEywxMr+rHMrXe4Px57GHZ9NV54yxIrUnOIEkg35YkVJelk+5sxEoOsMWIlgdTx7axIvDQ9B1kKscLNI1YosSKqbuVpuNMgRF/NPc+Pj5kynqSlDcrqSiROalmVss01VoJw/e74elhA2D78QPm5yfh8oiWnJR2MVm1WKl5fQgVWKl7PKlmoUvnAoYDmaqqzUqWxwpOEmsYKoAe4qZ1JxAo7Dt0XCggPB8Aq8dfzxErOU57P6ba/Ge4dzQdZzc2FtIi3P74erz1F83yZODq3BbF52n/QBQ7sCHj4gfD72d2Faj+bSJCZOUrO1NVYCShGowXhpMgmmUhOWtLwIJP9RgRnrUzI+/aIe6YFAuheKOL15qIgVuh3yvwnnnGExiwcqwyxIiiMyqjAIpol5ZjadQ9HsXA9oI/LijZHG155P4gKzKOM2si+40dgnv7ZyL76W5WLYW3wVHvbhVjJkuL10Xy6uuTWJO6XcZMBQX4MDbECxEEHj1jRg7gF+huy0VAPNAkapwg1A6jPlChXzIH5YrBS+lycHoXprKgm57dWW6dDlDRfNGezZ2f5GibM+CSN3oyixkq1eL3lxRn0jOkZpRKyXRa43diIAy7c+n3nI5LfMTEV5tZUAC+qDhdB/zIUrUSsFOhbK1BPmsYKkKbeQe7/DsW+aXkJSKFRuK2tuLVNHpMQlnP5XoMFtkfv+W2MfvdXq48tbV0k9wWtT6U1Eq+fieddLXnE95hEsTm72yEYUoFETv0I5GhE1qdpTudo/aTmqLa2pQss7Yf/GaM/+d0QAK5ErEwxXav1+HxUYR2J18cJBZNl8XykrbfteJ9uGGIlmtu03yqo+vhgHLFSjwrMrq06TRxO86ahXKTwPJ9bBaIvMo1isnZiRUOslPhTpRoruZ/4xf/WXc6f/G5IDnKNleHIn69Ax03+ee5L+3WJ1sBUkZy2ds6wvYB8RqIQzSeNRWLFdLtpxgPkaxK1hSh2eUFTpKMpGVuKa4hpBY0VbG4GbUquC0ZJpm3TWGGIFYr11S1cdI1z/0rEiozBaeL1AMzVR53GGJBOCFVRgVUZ+SwaOlOlAhOsPTwOVyhaZMmWVjvcB41Jhh07+RpQECviczpeq4XsG77LtfXlXxJ/x7MisB/TWmBMES22Y41tJ7GyY0WLciklGdVURRdfnKo4AbX3ZGKlgFipSwUGRzH1938J+57fcu/JyS/JKZuo0uKWSKx4sb2TjyYg1KKKiExzjmizyTP2XGNFUoFJHl1/DTyTnZ+HwwW5lSJW4nvvrzWlsTI9E9rKEgiWbWLNdTe7NwuJlSJlj2m1kN1zr6/OcG2qg1hpQgWW0Fg5OO8WcmuBB++PxURlAIYH+fh4oOrrVgvm+lvceytLxeTkxz6ot6Eu3RRZFExRHIVokd9GKjDpqJdVOI+UwJSGCmBOQ1R9tu8gzG135b+rSQXWm3AJ0Mkp93w4Worf43yDbQuIFRHUA4BHaiZWuFOt6SHJcauJHBYSK5uhD0VUYDKxIhF7nAKIVfd6xMohYHaPe5tzn9exKsSKpFzT+t9V1xXfo2s/cFgPpvJ7mTvtPvHKESt8nLeE088r8IimqwYVmH3/+zD6H//VJV7J6Bl0FY0VmhMlzWWVxoqkKOpOAPtyvasHc0Td9KyjbpQVpakEWWONFTY/N0GskN/AE3k8QSn7jax654GtxoiVbvqzWhorJRXwmi/hqcC0Kli5kSo5FkeuaeflfayUCozTAGiJlVaxj46GrLq6DLEi55YyKjCJWMmr372uWg/m+luQfc2/D8UZhbZKxErNDTX9Tq7ZfC5MVR3z15ub8Rwm5yIZeCTry8QK+5xTOkrECqE1yJKJlZFeTSsRK3k1riGKkTLEykFFY0UWoPANeSViRfSN6ZmAuuEbf0n5Q8flcwQvKipYmha4UK08GsY+fVK8nidWqMBiUNIGuOQI9c+NdZ2OEnDPenMjtHdyKh2QIuPvy8rZskIcun5G6RhZKljpzzsGFRhfH2j/sbIU66lpltPmqt/LEyukEeYD9OtrsO98O+zvv6OcllIzuQY1TKz4MVVXY0WyNEjje0wqWMj9MnQS815XIFZarTCOLEOsMD0Lot62px6Lj1WGWFEo80a/8t9g3/E/gph8au2iezA1HYqWzp2Jx5xIUFuuXcDnXI46UcXrRQEksSkAIZHJz8etKrHCnx/tTSoo8ez7/txp4nBTNVbEHMipwDjVkDTuk1lljuSJcDn2p/PP1lbZvoL7GLnl99SW7X/zvmOe/Ez328EgaGR0mcbKaBg0VibFHpwC2LQWUmGR0N8pBP61xMrkdLgPsvA1paUkqcA63fL5kRcXk6g83z+NQQVmJiaDD0DJ1UE/BPsPBo2VaG3j17SyrFMNatZniRWuh1hm3B+SBYGpAoFIvD7WR6lCrFSJ10d2MBeyp4JWsOI6lVEjnVjxz6hKvJ7PU36eTKCIxxGvlz48iwOa25+C7Md/FeblXxx/h+4VP5afh2cKkgQ71tx2Eis7plhKYyX/lyZKH8AXgz0SqJaTRc1J3X9/GJIHPvhUQQXGN1M0iVEb5eSXonXRuK6lycorMhJ0T1EDpUSoS6jAIri9Jl7PK1I0nn6GWCGn39BCI83a4uJL1yrvPWmsnD8bczv7a2oHh5kjM3gfOXqTO20KsSJppYBiQqoKsZLSGvGJlYBYMSmNle4EzFGXBLIPfFwgVkrE+/j3uL7K7tyxJ55p3tzHFLQK0Dyxcik0VrTxIZybgoAvEPqUF8EOz3n0HV8Fe+JYOMVgEFMgMNFpc8+95Ry7vKksKGKyDLj2Rvc+BaOBeHMjNFYMVTt5TuwwP9qHPll6bm88qKQlVmTluk+KllCBAWEuYIiVAh1GoapGQ7oNPQLN7D8MQ0nHxhorFeL1vMpt0Fc3ooY5wd6ICqzVCjpF3DTEChOv95s3rWKP7qGmz1GDCmz0M29yG+Y/+4PihrSTTqx4Skatmkixwka22w2c4Q/kFZD5nGbkpiFF6UZ0YqvL9fSC2KZeIlbsxkY6qErH5kmkEo2VQjVkhFipobGSSp7Iz2pRgZUkvkoRKzUSKym/yx87QacSURh1alKBDfU+pqGBWXWzT1DWCT7J9tYRr6d+LWlbNPOIlYTWXcpo3BeqbHniPvc1+5sx/ZCcT3mwpJBYSSBW+puhD++aiz63GtqbxtmkSKxQhb600dC3xfKgT0pjhSphNb+aAk/7Dxevow5ipa7GCi+M4fOC9Dsp0LK5EZ6LVo1N1iQRyuegCN2lJ1YMR6wwOq2keXHu9ZhGkSPH+/2wbhLlKa/U1yxC227GQT3pl3Kj/pBAzxhPJ1eSnAOAFeEXlFGBKYkV+4mPppPw1Jbbn+y++3EF2eIRK3lhAM3pS4uhvVXMAdLkGsTvaR3UOO0nygp9KJg1s0skVsoRK5Zol4nCL4lY6cbV8NzHG46CnkWUWBli9Itvxei7vg722IPlbcoXN8OREWQ07qkvp9wZTgWWF9HYRx6M56qWmEe5eD2fkzittTaXyTWF3TfL+8dWqcAo2VCVgNMCwINBke5Ozm8RYoX2TsVjeb+Va6xwTdcplgiXe2yay60NxWVlVGAJxIq1Vl9XaS/BESvWMi23FBVYP/5X09/hpiVWWq1w/FUxziWCZWPD+VdS16TbK6doZD6qIb+a75/GoQIDwpgnijLeXvL/Nzd0bRzA9eMUk4A071PypEAVIwSnAkvRZtVIrOze63RCyvyIyakQq9EoLIVl3/1fkb3xLTBPuSc6BgCdCkxcq91YD3sXuiYa632dCszyAgpPBZZCrIgGlzHH+O+IHwnaQDM9G9PEss+iAk8qjtgRrt8W20ms7FjRUlzffqLMX6cqeKOstfhMBayUVG6ORmFzUKaxYjJW8cYQKxQESwmBJqHPicmPW0ViBY8+DNUS4vXqdVEyiSY+Y+KKfdrEMMcpcqj8NbBM+51PR/b674L5gq/U28ePJ1/LzfXsHvdcrAUWFAqZVitsMnilNHc8rnOJFTzyoOAOLanGkfetCrESITeKz9zUQaxMTIQk0IP3xQupdKL5OTgV2GNON8JccbWjnqGFXQatU05548RKFRVYEbLd2DRKGVkBpVKBicAId+6XF2F/7x3hFD/1A64CDnABq96U5y019zy/Js8zCug33/coGM2/A4SNoUSsaM7vYw/FKKaURRorlFjhz0EkRP28m0jIklGfKROvlVWvnmpFJGQ5YoVx+zYxm6QCy++R5GVW7p25+QnF37NrNxodGHG/MxpJPz/0NwPNx6SSWPH6LwzZRFaxueDJaPvAxzF6w5dh9IfvjOll5HOTiBVawz76AQx/4vsDVaE0sZE1na5HD1qilqA5TV6bpneFvHqL5qM6qBVOQyETm2V9hdZzvk6VaKxYuamKELE8WCwDpUwgNbeCgG0q6VKFiq2z6QGKRSjcyqD/BZqwmlRg7XRCwrQ7cfu1Y3LkGhkXOqZxVIcKTB6/hGqNgkkBsVIjsVIHsXLjbcX3aNwXBHcZ6pf3izwwYQeDmNoBiAPChTWPAoKJhE9vEqbXiz/X+raGWJmeTVcWco2VMhonmgfJ30lR7E5O5e0Un/MCFGPiuTL/uzB2yeT44T4Xp0OUFLQ8eErHTtHU8mOpbRCv+VrZluguZtyHoO/QfS5LrHAUFAu4ZD/w35B93Xfkx2GJlYkpt6cpoZwBUPRDI8RKib8o90Ry/KioJ/a511iRiJUS/RHeNkqs/OPfutd5kYtmlFjB/R8uVKVbql6XVGB8nUsVeaRMrkGcoqkqYD4xGdqQ8KntoB/678xs3G+0wg2OSiEaJPLLamustGIU1ioly2fjKmYq6jrJUCvaddCxtTgAfd/3hcT6RTTfk9MwVx1178nEihHzKEdl8bmTzw0qYkUisthr5quasRAr7Df07CsQK5LO2JsI7hd1pvK5dWOtARWYQA8AwCSbv6V4facb1mBKdmhrs6cCW4/O6ZNDfLy3Gd1jVGzE2u61peI9uJGJFZkMThXWabSEWRaOvyYSrgWE6rrb+8njtjtpMXYgLvYgZN5WNVaAwl4sKoCanA5rMhewl/2wboEcRzKWoPUj35QnneW+NbVH16jArs7ngjJaKkpYAQKZpydWzOSUK4zVUFv0G36vOGX8oI/RN34R7G//Tzqa+4dTgWmIlSHrB1pipcTn34p4fakfomms8CT/jm3ZdhIrO1Y0RaAw/8D9IyH7wsmIJnvpJFZU4rrviIptGSDRJo3oPY5YGcTnlVno5SVdH6QOFZhPrHAKkSxUKKSExscRr6fAbrvjNlttqoopoQLTquCNcZz4dz0jTiYIs3/8uxj9+s+HRTNFBWZM4LnU7mPW8s5ABIWldpvMVSplmXP0uXZAKWKlFf9diVipoMSqobGC7kSgLXvg43HCpFRjhS3WlGwj4W1ayAo81YnN2+a6GmRLcp82QKxU8qemTK18bpW/BsI90qjAgLjC7JMfC39nGUyvh+xrvx3Z67/bBZSrqjrJaCOXO/iUWLEPJhIrKfF6LYgzGOi6ONKiaryAWPHPNaWxwp1HrSpdS6xUUoGxeYOOubYWNgH7DwFExSN1PXKzZ0/pCaVUMIOuLxX0oWeZZcD1txY/53O9llihPt/fDH0zH9N2ZYm9FzZvRlafyWQ+kKaGIePcxu//O4f8+K1fDlXoGmKFLA+aRpv6f/kn2P/3N/r3C4iVHnAgT+jTPExUIaJSzJZtrKjqt47OCoO5FzRWyiqQCanHhXQbaKwUKvDI5NpeA7FitOpLYBupwPJ/61TBJv0uALDpql9ewdtpIF5fN7EyHMWULUA9xIo8Pt/wVonXN0ms8Op/+ZU3/ACy139n/Ga+WS+gsvimlK89NBfwPko0Mryfp6jAUgmQXTmijN9zjeZO84NonGrGqcDKhMcpsV2FBKfnJj6PkL0TU/HcRX6r5Hvn5+cWIVZYkHcU+52mw2gHfWJF903dD/J/tbFZQKzk957oclMIRZZ0LyBxywIaPrA0Clzu7ba7j1dd614P+izxP+W/4z5LJFb4+5LrvQxdUYFYUelRNH+y4LvWQ6z4xEBOF2XueFr6/l13k1vD19eAhz4Rf5YXAXiNMKoi5u1qnFgpQ6xUFDdNz6Yr6MkiTvtpN3Y8GlLz0xky+nQu3F2VWJGFHC2xN6Rk+RSjRhoGOibLCl/0vYFIrGi0wtTPq/b9k1PAFVe5Y60sBWppXjDJg+echpSMJ561uawjEhntNszLvhjIMmSf91r22xpFEGWJFc8mUZFYSe1VUntJus9M/8s/lyoqMAWxUqqxAhR1VqTWLRCulcYEPQ9qF7/GVruYTOKIvOjcCcSKR+UL+sIqxIr0PejaJGJFowKjNYyvd4N+BRUYSxz5Pb6SWDGmgChQCyboOnO2EaI2tOw8xpiQXGYC9lZeU4pWSxrvdwrdn7dI00sTrxcaK2IdswpixVBiZaIksUJxJ34Ofp6kse/SGuuLdDitJmvnwtl4DvC6MWXi9QMWN2sX/VUgnuur5hjtvdRvytDbWnyQEOmp2NeONbKdxMqOFS2VRfVv5xDgKg5i7TM1IFHidNXVWOHvcWdSBm9l8OXnfwSjN34NrNQIYQuI1TZlQJh4ubPQaqUpGnz7Eu1WrstTxNBiSBO5FK9vQAWmNunVXx69tr/7K7Dv/f1AXVUiEOqpz7TESqsFo1GBsSpu0+kGSp9HPxXaoDlFZIIKzFRqrFQkGGZ5YiWBWOn2HO9nu+2uhVFVlSFWuCCaze+nOSITK6KKPCV8yINouY3e92cYvf7zYd//d8XvVyWUUqLpTUxxAApVX6lEBD+vdAbycWTXV2OHjWCudz0D5s6n5b9tiFihJC0hVo4/ErQdoiBvLhJY0FjRHRf7cA06MN4Xed+m9yVUmOsjkZUhViKKOtGPUog9Vs1IwpCYnnUiksQRrCRW7Kfux+g7vhr2l3+62J4mVGDcqOr+yuuKXMsQfasEsRKtQzSmaQ5q5/OOP6foPxtKUL6KZ1jykpP1WbA45fBKKjAyojmRJoM73R7M/sPRWz5xzpJGdmMD+ORH3am+9j8C198C87pvDj/KeeqTSBluLLhhJMxf0+O56XbgupuCGDkPJPE+W6Wx0leCz3QcblqQXgbsU1RgqQBfYyqwNGKlyARWRgVW4iPxjXMZFRjX+BkmEiu8ss6fe8jE6/N1to7Gijx+qXh9Xv2+JcRKcWyZTgc4LOaIBGKFi6AbYxiXfd4maluWhWp7SqwYU/RTUlRgZFzjTqOioPb0lSBimY85GjHB8wQt73DIaDHzpG5qbqL2l1GBicpSc9Tpx9l3vQP2pDIvir5h+LEMm2dJ+JifmyjRJGJFWxO53mKhDeK173t58ZKnqBnF1LhcY0Weswwhw6nFpMYKDxx6xEp+nZUaK2zcbW6UU9Ryk1RzMiBVmZwjKrAmiJX8M5PFxUwAzM1PLPe9c1rQgs5KSrxeQazYQR/D/++HMXrX/0q3EYBd3YLGyvRMNTUtoXymZoI/o2ljkvG5lXSPSMdFKzxrt91xk4iVEaNEnYn6ug+kc/+sTCtUY0igPlM7sTLt/LHDV7qvU/KMU1e12T1VUFaGIVbUuUzep1Yb2Stfg+wnfwOGIxvHEq8P99lQUr5CvL6wV6E2y0C4SIoYn1hZq9BYqUCsaBqD3OhziVhRqcDW49davKXVUhIr3eL9breL639HrGdyzkoiVgSNPODuQX5tVlIEyrG9sRH0VfYfjL9XNsZ5MVUeW7AaFZhKX6m8lz9L46nAzrtjbrIEDuALPiwvaJDXlO9l7cYGRu/+bYze8Qt64pQF6VW6P+34g0E4liwIlKgjMtLBnJhE9vTnAFcfhXnGc91nHIUmzJC+CiDiQYlEs/8uT6wIxIrwl1TkFeDHu99D9hWNFakFZZT5PSp+LkGw1/1OHcSKtochOs+qONqO1bKdxMqOKcadZ1t8X1ZhyglFE7DSju3fKpkscjE9AIGfUw20cwQDq3irogKjU77/7+M3yjLJZHTd3GFrt53DW7bBSgVIVSqwXGOFFmXK6Eu4MV+oVSqwks0ngOwln4/sh/97eIN+S8kSKaDHL4ccjuPHCp8hq6ACy51Qw/l1yVICn0AxIdUEsaIlEDh6RwnmAi6gazod4Ipr3Bu8Iq4ghMv6fe5k2dEoIBoEYqVQRV62eRObZfs/3goMhxj9zA8Vv8sr3f7xbzB692+n27ldGiuq+J7ynq9qSlF55ONYVr0mxP2iY6ZsI55LzO45Bym2FvjU/fl32P3dWHPOVf6sTRliBQAefgDWWthjn0ojgFi1UnRf6P1o7mEB0GiTXIZYUYIAKX5bPq7pvlJFZJ4wNRSwUIL8pAVkH32o2J4K8XorqcDI8vnU3HBrJUzeXFEjsdLthTmagi0SYi7vz6ZIwAF6BS+zguArWT7+TaebXhcmhHg9HTNFyVVIrHQDBSWZR6yEwJz9x79xz2X/IeDJ96D1HT+C7J57/U8MVcKnEjrc+KZeiIdaEtdk64V52rPQ+s4fhbn6evea0wvwIIQMapUiVoSvwF9rFZZlGiuReH3iOTWkAvPViKp4fSJBByg+USIRAsR9oRKxQgG0IVRfLGsV2xqJ1+fr7DiIFU5nk0KsNNFYoTZQf0glMOS5UlRgPpCQH9dTN+XH5yg22oBSYiVrFefkKiqwXTyxkredr/t5/7DrItAOeKFu1UYjPegj9TE2SSukhGKXt79ABcb8JJlYeeErgRtuc+LHf/K7xWPKvq8hVqzVC3qoMp3WlxElX5T2e1qxOhorIqmnrc1AnFiR96RM+JX75bJoyFd6DxgdzlT8nXEQK2V+pETxy/GjUZBp1LLkB9O4SlTqj37tZzH60e92L9ptR4FF1ukGVIpm7Q7MLU90TWCJFdvvhzWdxoSSWPFj6L4PA//0f2GlHyytBLFSWXTAESs80MiNC9eTtUrWFn4Mn1jZ4/7V9kfUhzltKkdhRcnymXgupT4TMU8kKJUAfa4hn74JYgUIdGCfyhMrfHzx4O5YVGBFxArAEhVkddY2GRxWESsVCTh5TKYfFX9PzIHU3vX1elRgvDgrokFic7aKWCG6LEKsKOL1VATlESvduM0SsSLvdadXvN+T00VdCOaf29EwXA89wyrEygQ7b6nGyoZvg3u9HpIUhLQG3ByX2lMBrJiqoxeWasVyZE2owMgnyfucISQtQ6zI+dguL8GOhhj90LfCvvOXYP/k/zgGDmFeny0T84Y0GfugIH2KCiylsdKbhHnyPWh9z4/DzLsEq+G099IixAq7Z+MgVnxSU4xr6r+FZyxROP3id5h4vYk0Vtj3osKwCv8ZUNaGBGKl1A8pJlYsrQV8Td6xsW0nsbJjRYtyKXzg0wcl3KqAoDOIP7NllZf+S4KygCZuou9ptZB9308g+w8/HL6nUIFZsI1ZArHi7axAW2j6JNI4/QYZCflSZQFQMck1pAKjAKGvcGtIBaYFZMmI8oeZR6GUIVb25YgVLbjaannKi4g2gxYwX51+rfuXC9jXFq9vV2fayxAr3Z4uvJoyLYlTcIZ5YiV/RmdPue+128CBeQAsUC/pFMooHFIBac3Yddv3/blzpLgTtS2JFTE+tD6iaqwQYiVRvUP6QUI4UIVKM5jx6B/+CqO/fa/e1k0WFKHjMTowa23x3q+vV2us5OPRPvwA7J+9C6P/9E2wv/5zeht8oiSL74ufo0RCVEuKllGB8U2fT2Dmm0rLqnCAeFznxyTECml2eNqZ8+fiyl0gVDVqeipJjRVCrCT6MT2bG27NKTJ4Qknc94NXFAOYMrHSmwhBItrcyACOhKlr1XkMoTl61//C8HtfD8s3SyeP69dTJl5P5jVWxOepII6sRO70lMSKQKwMh7B/88fuNJ/1Ap1LnGgsKzRWrLXRpr5ABUabUUIigs11ZLx6lgUhCto8JRorhf4YVW+Lvg8U15LGiJUSKrCSKtbG9CLqJivFU0+aNVkeYEis8VxjZTTSD6e1MxKvL0OsVGwMyzRsxtFYobGSrxOmZmLF0Ga6oLEyjI9LY1JSgXV74T7Q+G8pCSlJYSObz1EnWrWyn8eIKoMFwsqowOxIp92Qa72nAiO0XHliJaIsA+LEikAamHYb5unPds3hBTW+jaJvRHotrI9qFLT++UmNFQXxXUrdJ15zLSxArM1sXuGo1zr8+PIzOwoBF+nPgxXZ0PNuK4FrbiUaKwW6O26Sak4G6FWNFZHIZtRRvlpaQaxYa2H/8t2e9gutVuyz33BrrjmoFDXl9MfmZodYwSc+Cjsawa4uw/7iW917nW44Ho1bjprM1xT7wMf8ayuD49wKiRU2Lj/+L+nfAY5OhXH2j77pizF67+/HX/Kc9jyhWFIcZIv7CU+lpu2PaP6UBWhs/vfrLEescPQR32eUiNfLOIBlgXzqCzbJY5kbzR9XuqI1QvZ79BoQJ3A0lFUlFZjQEUlRqNWh7ZR9h8/9TEvJrixj9JfvDoFLbjROD84j+4H/Fp6ZRLoIQWp/nVy8vgyxcvwR2F/7ubyZrJ0TUyjQNHHz9Ll522m+5ckRKV6fQqxkOaWbTKx09cRKwTjagc9HPjGdYCzgcxtDhpkEFZinzaJxuR6owHzSArmfUoYk5PEN8sP5Hr8MsVKaWMmRslK8nu47xXBKEitYXnT+HKet1qh7lngKYAABAABJREFU+dpbRgUmj0/rvUzm5ddQmHe9f5OIu6TowPayxAq/Z1WJFY4u8/pyCmIYCH2tkEgljRVG+6dSgbECCk8FllhPtWIqaZVUYDUQK5p2HBWO7iBWtsV2Eis7VjSNQsq9cP/QpJKabJsiVgrfEFRkVFnHgiDmyuuA65jYYUQFxjZTUmMlVW18VgSwUpV+0XeoEplXveaTOktSZFLLJEVbViZeL6nAKItPCzifUBXKGiurBzTTJuNaiJU8oEfOMLd221dORxorFEgjxMqVOWIlSqzkm88qhFKrVY1YicTrRR/Yuz+qkDFZhuwnfh3Zf/0V/Via6GCpxkr+jOj+HL4qVNhoThdQ1GyJztUgsaLR00Qiegp8v6mV8Q3790rg9SkqMBINroVYoY3sBuwvvhX2bT9ZhHkDRSowADhKiZX7nQMlx/v6ang+efVRoTqWOGEfeRD213/eHe8v/qh4foBVK5n4Wug+SI0prdpMuwdl4vV8Q8M/H7Jj0zGJuuVATi21e861dTgoJgAp6C02jnY0LAbE6TOagxNUYOZzvxDmnnth7npG3jaORhSIlU4HOOiSlFyvxh0/VJj7wD/NgxKxQomXfE4voCSBaF61v/MrbsP6B+8M15VCrPDNT8rhpc3k2FRgXUeFwSkNBWLFPvqQq9g1GQxDqUSmUIHZ0bCInOHrY5uJW9L7+cbOHLmGtSemfokQrzyYkKICo4DCphJ89q8FLQ5QqrGiBgmA9JrPRX6lFd5rmFiJPqtRvUYmkxG1NVaUa2hlxd+PhkxjJV9nVfH6rVCBjZFYIT+0zzav6vfEuWgzndJYob7MxcaBuMAn9zc8FZhGoebFnRNjnidH/PrF5ma6f2uBKgNPeJL7Wxu/T3yq++z5n6tSY0ZortEwTjwD6bmJ31d+L9vd4IdqwbCuSExxk2OFz8c8AeGDisXKdPvRD+YJ3pKiH/9ManCBFRAremIlWhvkOUs1VjTEiqD2BTwtrJGIlZR/xufiMTRWPMe9DHpWUYENB2FeMCboDmmIlfW1QvW6YUkFk9N8qVRg9DzyYiRsrAP9Puzf/SXs//vr/LPDwYefUNYJonR9gGnplWmNyTWIJ/MlFZk0jlgBXIA99wn9MciPipBaJVXhWkAzT6yoCQIFsRIX3bFkOddY4YmVKiowKV7vKYDYd6kvVm376Zn5OYPRLpL58/QDCohfu0QlCDNZK57LUgHYOkUDMnnIf8OowEY//yOw//NnMHrbTyrHzJF2194Ic/jKOCFjLYY/9t0Y/swPFdcl2rtsrquxEW8VFNomy0LQWqFPMgyxYq0N9HWsz/q+JymppMZKSzBtkHVzbZCU9gtZKrEiqcBkfKfPEyv5/ctaTLxeIlby6yD6rk2msbJnL5D7s9nTnl2OJORJeqI81MTr6yZW6P4Rfejiedjz57D6V3+cn4eowFzcKaJtLmisLBbiFVGBmGxjqx2jxaTJWAUdi2IuPnnHUJnc1sdLrERUYJFWcf3ESikVGFAstPPHyJ9RGRUYQ6zwwhsrCyfJaonXy+SL+DzJ/sHM+1fsxzuIlW21ncTKjhUtyqVoGdUKxEoEIa7YbGvv8ZfDYVG8nixyGpXEysgyKjAbb8KkSY0VKSCtmUYFRveEVSNmVFkUGqi3W9uAFxAr3fhfSlDwhVoTQeT0QwkrVIcDsGdOxcdSNVbyygGBLKDv6xorjIMUCIiVE4+GqpFUJR1QDDJXiW5pFAZkSvWnmZoOGgXyM7kBBUo1Vug6CNFjiAYMCE6q5Kmm42lOZiPEikb3woP5F4EKrAyWzo0ooeh5y+dMfaQJFdhmHliwo5h6jmyjGDA3193s/njwPl2XY3kpVDYlqMDMFVe7vpzSDeHGESjas5CbaG3slmmscEea/p6eCRs3fj+58C8dn6qdiAqs3Q4QdKmzQk7x2kqMHkgkVQCEfpb4jnnGZyN73TcH/tporCsb5nvudbDw62+Jr4meJRNF9FYQx6TAZrXGSuQYX2D3UtMSAALyilMxyWug+yuf6+J5tbK2UIlM7WSoFT9/0bV95P3u39ufnKQS0qjA7K/9HEbf/pWw9304fHEYb24lYsVSH+KJFYlY0QKNQFq8Pkc+Wk6xIeceqTcApFEp8rM2+yw1F5ZRgRUoERsmVsrE661NB6dk1WJqieeJvUbi9awqfUuIlRpUYETf1gSxQuep0gghq6ICozGa943RH7zTBbjoHkRUYByxIu4bVVunNvoaYkUTr2eBh+wbv9dpAigaK9nXfweyN74F5vkv14M+EhElEyupBBC/r5Kah/RZZKIagKFAp4aakGOFJ2Z48lIpujB3PN0d4o9+E6Of/S8hKKBSgbG9QEUbfMKE/BA+V/M1OUJCNkis8MC5R7sLKjAg9KmCeH1KY0VoqtXVWLHF/hWZFkzjY7rfD37r5HToR1o7pX/bagHTYT0gmi89sVJE9WCwGa0T2Vd8YziW0hd9cJijtbVgYqq9uR9lz5x0e8UsAw4fUX4I52tVVU3nx48qhP391pL2ynpEQVY1sUJ9WDAiZMyH8eL1gQrMLrPrLtvHu9bn5xCJFd5+TwWW2EMDwMRkQKHT/ELjQ6tEHw5ZJXgx4Vp4n1tEY1UzEQ8U1raCTxZRgTGabvK53v++4jFlQrjL9vTLi8DHPgi8/+8CpamnAiONqfXyoLR2D+T8ROOtjApsZSXWbpIUftyoL0ptCp8UUhArQHzPy+aAfj+ej7z+VwLtxenE6TtZVtSPIfOIlXxu2liHJR9/z15k//G/IPv2NwNP+SyGwNASK/1wfRT/WF8Le90xEyt+H3ZhAcMf/U4s/+6vu9dEBebF69m+RCKglpeSuiuR8f5ZRgWWStLIYt6EeL3vw9q8XfY+pwJrhFhR0K8eTSKpwPLXhcSKQgWmIVYijZUiFVi0Z66hq1hA6Mt5NVWkyo0n18kk1e+ObcmqyOi2xd797nfj//yf/4Pz58/jyiuvxGtf+1rceuutye9/5CMfwdvf/nYcO3YMc3NzeMUrXoEXvehF0Xfe97734R3veAdOnjyJQ4cO4Uu+5Evw9Kc//WJfymeIJTb4UgA9JeTaVLy+EDFIUIHJaodUwI1XqUm9gpQAZEG8nv+uggqMO2tUWbBnn7+K1q494FOu4c5uRBeiTIY+sSIQK9zRAGpQgYlnl7Isi6/dI1aoekFLrBwqvkfGqcD4RkYTXZuZddf52MPANTewxEp55Y2jouk4hzMV2Jb84sxMGa2GZlp1UKr6FQjOGiFWSLgeiCseuNFCvnuvwgM7HhWYN+ZYxNUTl5oKLD+fRosAhPvWBLHCTW6OgcBJyx38q693x7xwDjiRU1W0c3q51ZUwBowBpgV0mKzTccnBB1lFZKoCJ0UFRmNMPgdJUUNtKVzbBgzEpo/6UavtHNHjj8DyuS6aN0Sy6AAb13v2ucTpwhngmuvD+9TvrXXIHkpwpvRVgOBYpmhKClXAacQKAGQv+XzgJZ+P0S//tJtz6f5yTQTRP4yssJawfk2fwwcQmGNMorhLF4BTKSowlkROBd5o8yU/t9Ylswg9RCbvHW2sDhyGpT5Ix6RqxPy+ZM96gd4GIKICs9YCC2dg/9pVxdmHPwFz0xPc51KUVNLV5Ak4c+W1sCZz81ABsdLSr0X0HUtz+uxuxy8fIVbE3KPpC0SJFTFPpD5LVYf7tbUGFVglYqUEzVuHFoDMV9rTtdTQWAH0ghEtsdJnQcwmGivSr2siXt9EY8UfP0UFJr6XogIbCR+HCnk+8s+ubQevyNvWC/eBa6wkESuJZCqnXmXUQYX2kD7E5KRDSiYCDabTBY66IgGrBeMlErKAWKmRmGq1AZCmTcutcUsXyhErGmpCjB8zydZKrwPECqO4SPXnvBro9WD/1y8C//R/2UGUPlmGWJFvScSKhiYF/H0zvQk3t3GrhVgZFRArxhjXfweD4Cf7avKSymigArFSgwqMiQfH7dU0VniCaS2gPmZ2wXS67pZq4vUygNlqh8TixCRwrWMfMFMzxSdFaxtphBDCMb9u85wXw+T9HoDeF9fXXOED9wmX04kVu6JrrFiiAbv2xnTB3fRsddX0suLzagEvMg0VTkmZMsRKCRVYnFjJ+2akG1mRWJHi9Z52u1hUVopY4c+LjkW/k5TPQByw5Pe5igoMiO9VSuS6ThFEAbHCzqeJ12v7bskCwRGS0ZimexEnJ+zGGkxZYuXwle6/E8dYOxJrodaHvC+/HPprqx3fZ0lDR68TiJXI3zImnHdiAljux23ipiFWWq2AUksJyXM6cZ9YaQWaswJiJff7Z3e5Lru54fffZvc+h+K54VZxTmVe9sVUHZfEoXlr6YLzscelAqMxv7YS031Rn/NUYGzPTD7F5LRLMC8vwhSSLVpihSU3y6jAUogVzswAxzxigcgnscNhaF9qv5xCMPH9RBONlW1BrGhUYHHfs8MBDEfWeYR+Yj0txBnr7DESn5f5IZ7RhzHa+MSKXky8Y83soiNW/vZv/xZve9vb8OpXvxpvfvObceutt+JNb3oTzpzRKS5OnTqFH/7hH8att96KN7/5zXjVq16FX/qlX8L73hcy/vfddx9+/Md/HM95znPwlre8Bc95znPw1re+Fffff//FvpzPDCvj/QPCwGwVHUE7GulVd2XHK8vUWr4BjCfeCGGRogKLUBsliJXlxVBNABQTMop5ca9OMbHCURDZLhFQSiJWFGeQrlmItfkgCi2QFVRgheqBlMnPz56M+fQ1h3VqJr0otgIVGJYuhIw7dzyQbyyPXOuaSnRgpeL1reLfZdl2SWHArUwIVrNaVGDs3tOm7FGXWIkQK/n1FyqgfGJlDgXbMmKF9b8y7Zlah7dKYkVLfCjv0XPIN+dmZpfbCJDReOSoAEDvg9rY0ZxFBf1mej2PmLIf+6B7s9vzDr4lsdDpmVA1JtvQasMQHRgZr6jhxhzOiPPYis2If58lYnyjyxArrC/xYCG1hxJFQNBb4QlZMp4wzeczW0CssCA4D56k9FWAcH3JxEpJsKoOhz0FaSmgVwexIoNXGmWcVsFL3O3v/f10MJ4nkVPt94gVZQOu0YHJYCWtQftZAoY2HvzaZ3cDdzxNbwMQgl2bG8DqMux73xWeFxeVFzzXRsL8aWO3/xDMF74O5pWvCagcMroXErl0YSFQpfDP6Xr4Oi3W5tG3fhlGf/On4RqANCpFfBZpN6XmQmVTEk4+0r8LJII18vcViJVUdIr6gkespBIrgopOu0YFeRFVMVOwpU5iRb5m63iBSlGK19eiAivOwaoVECshsRJVAFKglq6tG1fXWtLh44gVojdttYv3vUJjRUWsaHO3pMKrYxqNE6eGHQ4Yt3lVYkXxtehv8vu0YBjNnSpiRfTlKsQKp7AxBtnzXwbDUAqFdspjNRKvZz4ppyskK0Os1KHaHQ3Dc+FzM+m0UWCKkk35WLAaxRYQzcV2Yz1+5jWowJJV76rGCvt8g2vPzYbxvbGG0d/+KUa/9cuhzbLIpd2G2bMX2dd9O7Jv/N6wfmhJER68bfNAlqiGJ5tUxsnqSqwtCOjaP/77uS+TC1bTdRANmLn59vQ8S4HUMqPjq1RgNRArs7vDPFWmsSJZHXgf9ImV6eCfr4R11/J1WUv2+PlN+EW8//l9TUlmRaMBHIhkQnSeYTFgD1RSgQEQvsAWqMBqiNdHyFptz5hIrNgNkVjxSdj8HD2WsC5JrJhuD9l//pl4T1VArOTreRliZXUl9IuZXbGwvNybU7/z+3yJWInRw/5YV4diLaOxT0SJFYX6M0FVZTnrhUdFtarF64m+a0NQgXErSXh77ZN2fo2eDiy/j7TXU4sBShIrXvct4f9TGxfPh6JJagv5G8uL6WQIN6KqazekAvMaK5IKTLlffI5J+Td8r0bz5ZXXxnvniAoskTDVvltTvN4W1lFBbzYYhHgg2UBorBjFlyhDrKio+BKUOz9eQ/H6gKDcQaxsh130xMrv//7v4/nPfz7uvfdej1bZv38/3vOe96jff8973oP9+/fjta99La688krce++9eN7znoff+73f899517vehTvuuAOvetWrcOTIEbzqVa/C7bffjne9610X+3I+M8yKxIb2N1CEAAPlWhPy2OkGsN+P9CCXb0MW/wtEm6moIt9aHbZJRgFUID35cdPE62nx4FRgslI3ovQRUG1hhSqyAmJFQEu5iKqWHCoTrweKjtfaqnPASyCGxpg0aiXLgo4Iq5KyErECwFzldFbwyIPu39ri9XUSKyUJhKaIFaUfFjRRhGNsR8NQOcQTK/Q8E4gVoyRWbCONFWW88TEwLLkvdUzl6a+HWPFjkwnDZ9/1YzAv/xL3OW1meWUOoDueSvAqCgiSUbWp2Oh4AXviz+5OhIrRMyd8+8L5ZPC/FXRWyLSkGBBTgQFFRyeFHErNG/K4GhVH1vKctFw/I9rcSaoxQi8AMHO5wy6eRbT55smU1Rh1ELdTUIHx/iKTTUB8r2sEruzv/TpG7/ylEDhUECuFAA7B+o99CsM3fwfs+/8u/Na3I28nR1SsrsCur7kEBADzyi8ttovzLac2UlS5qo0TTUheIPMMzUlEy2hMOCbbNJtnPj8t2op8XNB6dfwR2L96d/hwTUmstNpOWJhVDNrNjRBI27MP2QteiexlX1w8mUessH5w1XXAcABLyREgVFRTYkar6mdm3/YT7g8VsZIIBEhL+Ql+ba1RTRaNJ2VObIRYURLY9FFdXZKOEIpVefMV5AWhMianQkJETRSVrx9Go0wlI42VftEvSFphnkhsJiUSj2/UtWIaQQXmjWhRu72wAaUxoYnXU/tS7dIQK1oihM6RosTQTEUbsP6zuRGOTwmkOlRq0u/yiRUlIO4DgDU0ViaU4OpoVFrQY2ThgtYnm4jXa0k9LQjBtLtKiwCk8aA25/4no7/JH6J7Qs89hQLlfWZdfKeUCiy/ARWJFctR/sKP9jQ507MhoPzb/xP2l34C9g/fCXzM+VMF8e68r5mnfFZAQQKJ6mT2PCJKICW4Dqic/HZ9FXgwTqyUIVZCYiX34cgXvS9PrNz0xOSzNjUQK5YnpMjKECtyruZFCnURK8aEcbS5EQKu0zNh7kpSgSnroUysaP6r11ipm1ghxIpCBaaI1xvu2/D+mwosdpTxJk3VDxPzVZnGiiZCryVW5J6aV79HWnGb0Tk8FfXGWkx3q1hBMF702ewFrwDufDrMbU8q/jif0+3qSpxA5SbXaRp7BSowQqywtjBUKu2/+Hkj8xRjo7BmR9SiCcQK/y7zXUwqsULfp5jF2mrwf0RixaSorfhxqL/R8bz+SFkAXBkrLZFYSenXze5212lHgZqdEnw+sbJUpO/SihA1NgNlbirEPsifl+gJrdiD1p52JxrL3KJE2+EjyN74FmSv/874S1UFytEBTfiXxg39Rt7XFGLFi9ezOJzsB2yeQrsdfpModqlDBVYsuEpQgZUiVhSfRtFP2rHx7aImVgaDAR544AHceeed0ft33HEHPv7xj6u/uf/++3HHHXdE791111144IEHMMg76X333Vf4zp133on77rsPmvX7fayurvr/1tZCUMIYo/5X9tm/+v/4zbO2+D7dIzYZ+e+ICciMRulj03fkveafWRsE2iamis/JBydb7P3M/9awhcDYEUyZQPepx8Jx2aRj+PXx//JjGYFYMcZE9FKFxEqmtB8OKlk4h3CYTKfj3qdzDvruOFzgWnsuvnggK332auLkzCl/P0xbaaMxQcBe/rbdQdbp+g2TWVp038+Dv6bbC8fIBezx6EOuLQxGWTgfc0hMDgk2ZYuChR/X0vky+w6UzgP+e/S+qGQFALO5Gf9OiNeb0yddwLvbhcmFNvlzNPlz9L+nccSdudzxMBvr1W30nymL83DI+gWnBxk0nyu0/VI0FvP/lI0mzQ2+WmJ2N7LJKZhcjNz03T3FeaHd01L6sOKUmZXF4v2gTUpvMv6MqCQIsdKbCFzdp/NK5bxayxhTdIjbbWSs6goomTfonmVZdCx/PxKbUJOx61YcJ2Pz3yuJFdNuhzGaBwiNMTA0rlut+Jhz+5DlFWXRfLZwNr4Wjp5aXQn3RwZ4eFvy/uc3hbtYAiorPtsoKK31LeWZ2Hf/NkweKDO9iTioCxdcjftP/vmD9wGf+Ajw0Cfc695EsQ/z4MPSeeCv/9gFYg5dgeyzFJotNtepDu/MLmQ+QaE814UzSj8Wjj7No/nYwfRMOCYLIGTPfmHlmPbopN//X/HGc301fI8FBYwxYW4aDmBoQ9ftwkzPpM9Faw1trjpdZM9/mTv3n/8BQP1ZIlb4XFu8m64d7B6ZHltjxFqddeK1xdtoqLfZP7/i2C5scqJr1carOAYf9uJY9F31Wil4SteSCvh1uzEqR9kkm7aSWKFgAH+WCR760vvRDvNJYf7M5wTLgtaV/VS0M+mbyLWBBV75WsqLU4wxIVlJllMoml4PRlImtFqFohVDc1UiyJp12f3Q/C7q/xtE1VT0f5P/eUoWtqbz58HGtZmYjMejbAe7r1GSttXyQQ91nPvq2vXCZ4X+vf9gcYxx8Xrt2YogvPcDE32k8HvpG/WDvo/sp/QsonllcqqYtNN8eLl+jAIC3LD5xwdp8vHm1ygvtLyqHjcaxzL5srmRnDdQ1b/ydcMwf7HgTtKYmN2lF0DRs1+ViZXEfdKq1fk4Yf4yT6xUHmNtFfaTecyBfOqlon/oz0PC7vl3zaCPwcnHnO/UasHceFs6sTIzi4yjQ+j96Pi5z8t9ylbsB8bjRVDn7ZorjnX+OfVhgXKmMW4o0UX9i8Z+JF7P5kYlCe/9UZYUNsbACI0VN/ekEytmkvli1A5GBRbuTwhkG4b48p/zhJoyF/D+4+6Rsq/U1gsAcr33jAtk3G/N1w3Dk/a5HwmgeE+p/7LfmSg51Y++54PBG+uMxi+9NkSFgMJ/zp78TLS/8XuQ7dpd/C3tp1dXAhp9ejY+tqDs9AUH1IflmspRRXyNJ31EKL65MTBdhnYlH6HF5k56ZtJvG7AYDfX9LKxbWF2Oryd/ZoYQJgtn3DqUZTDiHkU+r2wv+fw0Dsl3XV6Mx4O231GKhQzFQDR9V4S+nLVaPhlsLpzLrylvC+3hlpdCsoVMmQujojuWPC1cq6QVo3mDIVbc/eoW79dGSOon+y9f51stZNffgmxuf/w9jmhNjWv/XePPmbXKfTQfl1HE693cS3pK/XjM5tfp1/l2J/jMLAET+RVKoVWh7XIBtmJdIdR1Yv5z82gcH8SgH1Hgld67z+D/mthF1VhZXFzEaDTC7t1xYHn37t04f/68+pvz58+r3x8Oh1haWsLc3BzOnz+PPXv2RN/Zs2dP8pi//du/jXe+853+9XXXXYc3v/nNOHDggPp9ssOHD5d+/q/VNteXQWQxnVYLh+ddsObCzAwWAUzNzGDv/DzOz+7CEoDpyQnM5d8ZYAjONL93bg4T+WcAsLJ7NwSxD7rdLg6y75zudkHhur2zMzidTxaHr74GmaiYONZqwQ76aHc7mM+PsTI3h3MAer0uJmdnQWHZw4cOYXVmBiJM6213ZjCTH2N11yyoNrvb6UTtIzvVamEDwK79+3Gevjs5hUPz8+jbAQj/ku3eE/1u7959mMyPd2pyEjRl756b8+cn21xd9M8CACZmZrF/fh7LBw5iAUAvMzgwP4+1Y7txBkCn28Pkrt1YBDA90fPPZXmXuw+9yUkcUK6F7NFWG3J639Nf8/fi8PwVyBRR94VrjmKZqrz5b/ftw/T8PI7v3Y/B6gr2dluYmJ/H0uQEzgOYmN2F/Xl7Nu96Kk4CMI89hMOHD2Oh28EKgNm5OewWbV7dv8+3aXJ6Bvvm53Fm3wH4lClxmuY2t2c3pubnYYcDHENsB2+6FZ3EPXmE/U39a3H/Achatw5GOMSOca7XA4UuzLCPPauLOAugc/X1OHwkiF6uHjjg3s9M9PtHB32MAOy+6hrft1p79mF45iR2TfQwy76rtZHsTK+HuLYdmJuZxhT1i9kwHtrGFH5fZXZzo3A/W51u4Tj9UR8nxPd2z0xjZn4epzbXsQFgz5VXY3p+HqsHD+IsgK4xOHD4MB5dXIjcienZXb5f+3b0NwvtmIbFHvG943aIAYB98/PRvNR/+rNw4pd+wr/uzMygM7cPqwBaC2cwADC5/6Dvq+tnj4PhPjC7ew92PfVuHMtaPtDRbbfUeWNzYwUnAWStFubn5/0cdnD/frQPz2P1gV2+b3PjY29l797CPLprZgaz8/M4YS1kaqU3NYXp629y9zWnrzl8+DBOd9pYB7Bn716sTk75ebd35Oqo7SvXHsU5AN215ej9k6MBMe5jrtfx/WrlY91C+/y9mp7Crvl5nLIjbADoHjyMzZzuyrTahb7zWLcDGsmtTifZRxdmZ8HDNzPdjluv5vZh5vB8NI/uOjwfjaHlffvVdWHXvv3YRWvCPjfnZGsrYY5cXoL5k9911/8Fr8XU9TfiUX6ArIVeZrAOYPf+A1hl8z1ZZ99+v8ZuLJyCUPvC1MZaob8/NuiDu/H754+gNz8Pu28vTv/J09F7wpP8nLl2zXU4A6D3hCfh4JOrdejOXHEl1h7+JOyH/wkA0L7mKAYPPYAJO/T9vz/cwAm4jePhw4exkG9MZiYn0WsBpwG09x/C/BVXJM+zceFsdK3ZxCTmX/FFOP6bb8fozEnMPfopTD79WXi0v+HmwiuvxnkAbTv0fYDPX9zm5+dxysDNKwcPYZqe4YGDfmyZiYlCX6K5tGOMfybclvbscetWt+vvBdnaQ3vAsUUmy0I75+YK7dy9a1e03p/qdnzfmOxNgIdIu50O5vbvL8yhANCBxSaA7vQMDs3PY2PxbKEPAcDcwUOYPHIkzJNKsGz+iiM43ZuI+qhZXoQF0Nm9N7onj2RZFASYnpyM+umjJot8ib0HD3q/59zsLHitaNsYHD58GOfyDd7s3n2FNV/aiV4vmuf2H55HN7WOmxCc3HfwEM5MTMKur+Hg7l1o57850crQB7B3/35Mzs/j3NzeqI1UtTs1txe7jl4f+bnt3gSybg88xHB4fh5ZbwKr+/er8znveycmJgtz9sz0NHbPz+Pk0M2xc1cc8fNrlQ1awHEAZhTGyqlO6F/tzQ0M4JK9V1zpqGI2Vy9EcyRZb2rK+4yPdbp+3tm7bz/MF70Oy7t2Y+7Fr0CLU5sBGLSNu0ebG9G1Wmt9H9z3XW9BNjmFiZtv9Z8PpybxWP735GiAVQC7Dl/h52F/fDOKnsG+AwfRE985nxcuzUxPFXyB4YVwHgBoDYcYApiYnfVj+1i7Dbu5gQP79nkf8djmOiyAg1deheVdbg9EtmfvnJ9rpJGvv2fXLBaGA1gAB+av8Md9rDfh7m2eWJmbd897Y+EqnALQ7m+oa9/K9Ixfa1sb69G6QPf+kcKvgNm8f501cPf44MFoTVzZt9/to9ot//yPwUa+2MTKEtYATB+ah8la0b0AgD3T05ien8dihshn7kxMqPPryhVHCn5Db3ra+xzHJycxWAD27Z7Faq+LZQCze/ZEc4Xm47eWFzHMKVCnn/lcrPzhb2FqOMDc4cMYLV1AS9BUHltbgQUwNX8lVj74D5hotbDxwX8EAHRvfAIOXXcUp8Q8Sbb/2qPozs/jWLsTVXPzZ3d8Y835oVdd4/3Q490eBgD2zu2JfFMAODfRi+aiycPz2Edr8eZqYV3oTU/jwPw8Rqsr3h+ZnpnBcH0FawCmRgMsAzBTM7jiyBEc73YxANDtb4Q5Ytj3bT4/NVV4trt278bs/DyW5tyaONntYd/8PAaZ9eNyptfDnvl5nO71kMJOTe7d56+FfCxKJnB/b3FuDhcATPW6aE9Nub9nZ7GXfKelc37dk32C7OT0jJ+j+djjps2DU72ePw8AnACi+bo3MeH76Oqhebeng1ejQmd6xseT6N/zk5NYAjCzazf2zM/j7O49WAUwO9HD5N69/plOddpYATA146514/xpnALQGvTRHg2xAWDu8HxybTi9a7e/99OzMwVfMmXrV13t/LjNdcy0jHvGBw5Gfs+FuTlwrMP0wUNYRthL0j6p3ethfn4eywcOhf3m5JR/tsOpZ+Oxn3Tvz8zOFJ6d7ff9mN47NYnTAFr5MQHgwu49ztfvdaPntDQ16eMMm52em9+nprD7mutwAkC2vhaNy0f7bt+99+prnC+X+zetuf244gijVANwbnaXi09MTRbWpsXJCVwAMLl7N/bNz+PsgUNY/Siwy1jMzs9731fbz/DYAdnc/gP++R7rTYQClNw6G2s+fnDy4Dw2z53BHowwNT+P0/n+Y/aa67D41wBWlrBnchLn4BJhdmUZrbWVQjtOZCb3hw5g8+yJ/P7G4wAAliZ7PkYBAJOtDPvm57Fx9oRbt/JrXNi9G8sAZiYm/PPduHDG3Yfp2eS+bvHgYb929Kam1T31yt59ft3Yu/+A9zM1W53bi7MAWjPhnGdnZqCVAu4ZbGBqfh6LvW60fk1PT2Nufh7L+92+sdfKMDkzHfn43SxDu9t1fWTPHtjRCIsAOlnm545et+vXVhmrmdu9pzCml1k8EwAmJyf93AkAj+TJmUPzV6C1T49vn+w5P3Vut4uJDc+edn5QluHwtUeThVk7Vt8uamKFTMv2lGWA5Gc23xCV/caWVPS96lWvwste9rLC8U+fPu1RMPL8hw8fxokTJ/y5P5PMngrb8n5/E8ePOzdpuOhcq9XVVWwcP45hjvxZWVzEev4deyx24c++//8B//T3MPe+HKbTwWihGAbZXN/w5wCAIauCPsuOd2LhPMxSXPlk80lgYK0/xuiCmwI31taxeS646SeOH4c9q21xnV04eQJLdIyzIUSysbEetY9skNPdLK6F9m6Ohjh+/DhsP2xvWrwiG8C5hfPI6J5uBvfswtKyP7+/vuV4iV0fuOOP8nNvLC+512fcdfVHIwzzz1aWlv1zGeVJx43NTfVayDTSs4WPf8T/feLMaZhluewDo0mdhuv80hIWjx/HIP/87KceQLb/CoxyjaX14dC3x/amAJNhtHgBxz/6Yf8cl9fWsSraTJ8BwFp+TcOIVqELDMMytXDuHC4cP16ErQI4PbAwJfeEzPevjSLX9ebSUtyHGfWB3dzEwoc/AAAYHJiPvjdacvdyc2Ulfj+vRFo0YYoeTc8CZ05i8cRjWE60Vz7boYQ6A1g4fRoX6FrYeBxsbJT2Dc2kgwcAQ9jCcbRxd2HhHJaOH8cgH2vnByMsHj+O0Uret1eWcfyBTxbOsbK25vu1P75S5bN84jGsie8N8vtxbnEpeua21fXifgDQz9qglWFw0oVf1ju90FcXzsfnWl3F6tlzwPxVwKOfcu1fXVPvJ82vI7jnRXPYqRMnYGwWzT3cTpw65cfe6EIRur14/jyWjx/HQKEM2egP0G+5iqGN426LcuLECT+HnV9cCvR8ADZ3zcX9cdPdjY0L56P3B0uhHQvHHgn96niUXohsaWEBK8ePY5AHkPoH5oFcFNYaU+zDbA0e2mLf8p8xJCoALJ1wz211OMS6eF6L/WE0hkZSrJaOsbGJFbqmfP0bCT7i4dnTwK49WHzCU7B47pyrrKSKSmOwkSNcLqyuwirCvoPJadaviuvjyrGHCv1djuuzvD9/w/dgFfBzpr3qemRf+QYMnvCkWuN7OMWKF6ZmMHrO5wD/879h/dy50E76N2vhxIkT6OXVe0vnz2P5Ew45PJjZXXo+uxCH0EatNk4uLMDe83zgPb+Ds7/5y2hddb1/NovW+W2D1dUwFyeKaY4fP+775vnVNSzS99naZdvdZPv66/rYHS25Z7m+tlr4fCTmOGvZmrFYpCW8cOF8tN4PGY/zmni+GxvrOH36NDTbzNvUH+XzScLHWVhexnnm2xUQK1nm5gRRgUhr5qA7EV+zycA9hpWlpaifjgQ6+NziUvB71uN1eLC5gRMnTqCTn2t5faOw5ksbiMTQmYUFmF7iN62WrxQ8d34BttsD1tdw6pGHYeAq+AZ5m86dv4Ds+HEM+8XEEwCsTkxjfSWeawajUYEK4sSpUzDtjvrsgXitHijr19KFC1g9fhyDRdePF9bW/fxaZTbnhbf9fvDfmV9Nc6/thjFgz+qp8I3BIByDbYfOLS4iu/Zm4Cu+CafWNwG5JpMPNBjgsUce8ZXglvW78weOwMzMRr/ltFFrOVp0aTjy87D/3nK8Fzi7sBCt6cYYTORbwuWlpYIvYIniJbdhvm6uD0fhnuSJmdMnjsOYNuxo5PnWT11YxEisOecXl/xcI23Yd/3j/Nmzfh04vbAAkzm/deiROu4mL6xvOJ911T23wdKiPiedC+N9uCT8gvzea7a0uIjV48cxzOfhxc1BvCbm69YG802tqKpdO/YQAGDVtCL/gez8mdNYPH4cw5Nxu/u26KsCgO0Wabw2R+G7g/x5nDlxAja/Vm1/gG4vQnUOT+Wfz+3H2j4X2F49+RjW3vkrGL3tJ5B96dcje95LXRsGfU9xuppTOK0tXgA+5BIr/aM3u/2GspYDwJnVdRjm15FF4z1HYZ/b7Ps+S3PA2VOn/Dzp278UzyFrbeaLniv6DBv5+sR955XVVY/YXsmfh52ccmtlTjuzwfrSYGU5jPsL5wvnWFxawjLz19fyvahlz3r5wnmsHT8ezT3S1kzG9u55/83ndu7vjVbzZ7K0BDPp+uzqZh8bdB+Wwpq5vLqmrh98/uJjj5s2D66uLPvzAMBAjPvNfpgjycfYZJS7/dxP4nGl4SLtb9fcPRq457905gyWT4RU2Wp+71fX17Fx/DhsHgMZrq5g2HHHWFhPrw38mlfW1gu+ZMpsvh4OFi9g8TG3Z1hvdcQ+NV7HV3N0+WAlj0vk/sYgH+/8+4Osrc4BS2fPFp4dj8OdfcztLYZsr0Dz8OrSUvScaG5cHwx8Sni938dm3mdHK8t47NFHfTB5lI+XBbH2D2eLvizFbmg/w418wbU8XjPM0RoXHjuG5ePHYU+7+6LtZ4YKhfXC0qJ/vrY7UaDX3HzsWBirOdJo4VOfxIWjt/q5Y7mdoytGQ5x/yNGt2z37gZVlDM+fw2OPPRbFUAf5OnducRGgsbcc318AGAm/dC3fI9oz7v3ByF0j+bdL58/75zs69rBrc6ej9gXX3PDsNwdDfQ1k8aBzS0uF+TP67nn33SHzZ4dKTAcAzv3LP+PCDU/AUOzJKQbhYxXLSyHW2O4Agz421la9b760tuaRQ31Gn72xFvYZw9V4TqGYVdz289HrNbYXclrIrt+ePH0aZlNn5xkM3HcWzp51/sWjbg3PZnbh5KlTn5Ex7zrWbrcrwRj+uxezIbt27UKWZQUkyYULFwqoFDINebK4uIhWq4WZmZnkd8qO2el00NFgykBpJ7LWfkZ2ssh5HrF74O+Fce8xjRX6jhVCtKPffBswHCI7OA886e6CYw4AFvF9jv4m3v6cI7PwPIhKy2ShDYYdh23u7XAY8wXLdmysh2NEGiuJfpAf2wp6EWutE2Z75WuA1RW09hcHY2hrWMhsVrw+K+ko2h1/fMAFPay1EbeiP+aIPRcSdKZnlzIlW21PhiCpNZlOVZTIjoOuKYfC2sXzblzRpqfdDe1pd4BDVwAnjrnJPq9asnRPuQlRRmttEOIDHC0B0yGweR8tCIwBwORU9Tjn/Uvjf6fnQCY1VvLFC0eujr/neVr74fjW6uL1h48AD30C9kx68Sv0H02DYLCZ6OfD6vsgj6XpD2n9WOtXg4H7HuPvtdYy3ZnNor4KED2L8J5xfZcL9C4vFr+Xbyxtpxv3Y2OAA4eAhx9wL5/2LIC0LajPUPuU67H53GRueSJsnlhJ3U9/z+g68r5sh0MUdKH47wxCm5UaAurjUERubasFS5z0C2f9vbeMB9fyMbX/UNx2ollYW4nfZ/O9XV0O90dJ6IV25s+dNttEAQiofScWTFaePZnkxqZ+1Z2ALQjcTsfrTAIKbnu98D0R+IpOfe/LQ7+dnArnHg4iDQyrUSjN7lHXA9+Gc6eL66PYWNlOR5+XAQdbf+bzwm+rjGk/mBe8Igj4smdvGXewtTaiA7ELbsyaPfvK/Sv5vDpuLTCf/RLYP/5d2H/5J4yOPxLmcSZeH+YvXf8smkO7fI1hz5m/L436aKLNdjQqfl5IVJjy5yqOER1P4VtOtjW/TttxvkHyjrc7sEnyNISxlypgmp6J25BliMrj5XwnG9JuF8eS+K1l83OdNZmbzVrpMdBq+8SHNZnnKrfra+E33IeyVtf0A4C5/bATk+4+0W8V8XqL/PME3390fRoNF91PolXsTdReny2j7hgNBzBZK16rya/uTSbXNH+sjD03IWRfOr4ZTYzdWANazj/j61u0ptF7/G9KYk/NFM5lBS2K7pv6zUDx9ynxevKxgaDbRWszm3etQu1oTdq/pmdih4PQF1vt0Gap+TDhno0l6p+1VYyILpQfl1N/0nNlvpDck3kjnzj/3Mr+lc/plvmmnvedigdyKjA7PRNTZLK2OR9PfJbqO9fdiOyNb4H9+L/A/tbb3TE67HnQPdrcCPdQ8wkmp4t0mYCjfM218uzSBeBT97vL+j+/BtzzfJhuD5bosIwJWib9TWzkiRVz0+3uviXmSTs17Z6p8Cki/z4/h52aDc+f6RgUrkfRWAlrcXFPS2tLoY35OQrjivoxf07rYT+soRttfi00b9iRssfK1+rSeWtiqjDeeHv9dRKd5nAQ/A+2N+TzgdonEO/dUutFwS8Biuuv8LGj81GsaYHtXdjn/n54/ZFWvKffWI/jFnSu/F5Yrl1VZ23g+i7a3ilhlnz+1WWfxMT0bPR7K+esa290/y6cxWjxfKAxo7WfU4cJ/8t88b+F/at3O/9Pa2MesLZe14w9e0YhF7WPa1nR+MoyWKJ5tiN3vKnpaO9kpZbMnr3FNlGhwKDoK1q5ljCNFcv3eNrz0PZ/PAbS66EAH1s4Ez4nfz1/zxLt19S083s21oPO5t79rhBw0Hc6VJxOj7cxY2NPXivX+Vlf83G0sM/N18SWEuugPbZ2f+n4TIPJajFAIPZrtXgRNxqfM7t0vwYA9h0Ezp6CPfapeC9BRtfUDmukL6zpTbh+PxhEMSx/P1kBDt8DSH/EKutAId5i2e/Z/sNmiTgdEHwamq/zsZ3N7qqeq3esll1UzE+73cbRo0fxwQ9+MHr/gx/8IG6++Wb1NzfeeGPh+x/4wAdw9OhRtPNOfNNNN+FDH/pQ4Zg33XQTdmwbLNrZ2OIHNIeRo6MJO5Llk4kljt06g5Z/hxbR3qT+XU283m+mRvEiZYtVhZFxoUf5O8008XrmlGUv+2K0vuiriwE/zsUdiW4pw7EnKrhoUSBBR3IcRmERDHyYyjVUwfy0APgpljVPiTImxetzXtNdeVAsr9LxHLWCo9UL0G+shQ2DKl7PFkJqE9dYkQ5fyQahzMyXfr073df9x/CexnMqF16xANpcs8Fw4XogXBvfHPG/GdqJfmvPaIQdCdPGWz8hnjaOeL2aWFH6mBZcokQAE68HEIs45pW3cUAn0Ydl39QE+WiToohJmqc92/371GfBPPelRUFILl4vr4f4ez/vK2Be8Rr3Xup+2uBwumOJeTT1O641Uiawqc1xrZYLTLc7gB15WoxIsJnfVzmeUwK6PGjDkyn0PU0glK4vXyvMVdey4ymAbMETnjQZ5KLgwcSEe3Z83Eoh6IRwYtRPUoKoE5Mwz31JeC0FeGlNbHcTGiuKgC23BYFgGvSL404TRx3XaK4GYO59WbhX/Pl63u+833thyiFAydC5WOyzYHIzk68F5uA8cPtTAAD2Pb8TPmcaK960tZnmgSrx+rJ7lhyDVLSgJKwL7yXWef8Dm3xtC/onNu07+cRdJ26jtJynOzmG6Hmkfi+1C7w4Oz37CmFNPhfIZ5//NmisjCNeX1InFvkLrTAXcJ9PCsom+ofZd9BVuPL70VK0aeg19+vyQK15zddVt52eN82xTcTr+XxGfZn3T681xoWNExorLXHv/PfLfUnT7oTv84p13o+1vsiP6wN6RUS0aXdi31vzn30yXGmgFIdlCfBwzFA85r6TX4fJ9RpE+0tpNOi7g34YG/w5FRIrJF6fryfDATT9NFVYvDcRrj2ldyb6l9Rz5JoWhd/Qd0kPZmZXUcgaCIGlhHi9ZubozVFBUaSL1WX7Hqa/U7DJxH7x6M1hHVlaDM986QLs3/yp+5vQq5NTXmzbnjjmUC+tFnBDTlunPetO12mplV3jxnq4p3zt931NWdPk2sKpyw7Ou+fNi7BYUNSbCZpB3jemcUXvrzCfeWONJVY08Xo5/w/jfwHWX0v2/Zp4vX/N98chkO3vH7/HvP9q+xJAiNcn1gttHpHHk+MwEq/Pnz9PvmjopiHzvYGw3vQ343tIczW1K0qs5GtDQrw++r5sZ5VR3+hvegRkpXj9nn2uABAAPvWJSEcGgBCvj9fX7N6XofX9PwWzdz9Uo2dHhTZ1xOtZYif4N5lrN13L6eP+Or3xvR7gtZYi8+dUni09b7o/uWaLR0nS/K8WVJT4tED8PKl9/+bLwgsqjCJEOPWfTs/HSCixEs3bEu3odRSz4jrIje4b3TOaU2nu8H5QSKx4yxGpZn9adiHSUktpoSjzRNJuvQvmRf8G2Su/NP2bq4+6f6kgtsDMkV9TR1mPqF8PByHJzAtv+FzKfeSS/YC3QmLF6p+VjXMZb8iT/AUt6B0b2y46mdrLXvYy/Omf/ine+9734tixY3jb296GM2fO4IUvfCEA4Nd+7dfw0z/90/77L3rRi3DmzBm8/e1vx7Fjx/De974X733ve/Hyl7/cf+elL30pPvCBD+B3fud38Oijj+J3fud38KEPfQif+7mfe7Ev5zPEeNVhjF5xlk8Q5FjxIMCmnIByo4VGmywK72mJlUQQxCdWeNCRbXCjivyKxAqj4oiuKeWkaeL1mRKUKGwe2Xd4W7WNbVds3siZ6ISqfoAFdVqt4sQJ+HtcKcKkteEkY6JOTdj7EokVWpD9Zua8+9cv9mIzmW8uY+dZWSh5O6jNfPMtj0v9mC1q2Td9H7I3/bzebvrOc1+C7Gf+N8yT7wlvagEXURVYQB2czqHdMrHi0RnM2eBJGq7Pcyh3WLeaWOGOIO/n4yRWtONrzqL23nDgrlU6ZjSeNplDzx2vZGJFnENUSUaVJ0oQwLzglci+40dgvubfu3EiA1nc2ZabL0ogdrow198crk8zmkd9YFIkQhVRaff9xLzhj5v/TkGsmCwXp89RKwOia2AChXxuMAeEo+sTKwKJEiVWWPCEvrdLcdbovtAGiQcJtP6U1Qzmyc/o+XcnYCYmkX31t7rXxvj7QJYUL+RjPSXu/NkviQVzJ0VihdawTkdvP98Ua4HG5SVPPwNAcfKRDhKMYeapz4a5+7nIvv473HV58WT27Jl4rPs3iGX7Sk2GfFFN3gs2JrPnOV/O/u1780ZlIXHOhTe1tZnup5pY4UG6ssRKYuzSGKmz6TFNEysNN1lklKD015ZY4+l6U2OIxlkJYiX+fn4c6gMykaIgVgrnIsvnLlsyPxfbK66jnQ7WFhICFJzgAX+GWAGQ7h97c3Quvx9ZMbFiZOIJcBv6H3u7px0KbVfGL1Uz0hybKi7SrMX8H+97K2OFB2lSgWA+N6aSLCnrxgms0fv+DKNve234XOtrfA70AeDZ4vcAMXcq7fHjVfPhRQel8ct9x0yszRthTjFZVrwHZesT+Qzcv4voa4XPSmtubyJch1x/Ad1va3fCs1WoQQGE600FZ32ynM+FVv/u9C69AIqKeFZFiXVF8MvwxCofG1TV39+MKv4LNqEnIQ1PrCxfiHwl++7fcn47+TFTM2EeOpGj9q+9KRRWaX2XzwmpayRETLstCjeU/TSZFEZmPpPpdJH92C8j+y+/wL5PSWLhM3pkSj6uaG2n9/n+eDQKQVAt2eMLg0TQlbeVnr9MYnLjgVM5fvhcwFCxBf8DiOcyhZYOQBCbBvSiH60NQHH+kIkV3k6tKEDxySNxcP67zQ09OUXt4tdJxUNla0N3zMTKxFR4xpR8EAkHDWVnctSK/dT9xTHaS/hidYzORfOVsi4VGCk0xArtdXKkvH3kQfc+n5d7k/G17VYSK55tIkfOjYawD96fxy7i+IYvLKVxx5gCpKmMBbyfs7nXTEyi9X0/CfOSzw+f5wVNnu2hz9pCz4+QIr2JgKaRhYg88SfHODe6bzSv0v7EFxAKP5HPMWfyuMiBRPwIiOYHk9rn8Lm4Yi9kej1kX/CVMDfeFt4Ua4ghFoXTJxySRxbO0rzK43AUV+mFxAoYst/fBxmTJKvj85f52Py4pQUesU9kdxIr224XXWPlnnvuwdLSEn7zN38TCwsLuOqqq/DGN77Rc5UtLCzgzJlQkXnw4EG88Y1vxNvf/na8+93vxtzcHF73utfh7rvv9t+5+eab8S3f8i34jd/4DbzjHe/A4cOH8S3f8i248cYbL/blfGYYd4I0xIoMCHJof4pLtaxypWxCGQexwhMLEWrDlgePecBqKH6nGS3iCcRKaE+iklG02ygbBGOMq7iWFeC+cmszbm+WsYSXkhQbA7HiF9wsSyZmzOSU2/yuyA1Ufk35RsBeWMjbTRUdkuqMVTUMmFNU1k6qmp6eDb1LOm10/QMWSH7iU9RrkWZkgEULuKwuw66vhao/bXPUmwxBGTK6Nu6o0+a91YaZmoF54Ssx1Wlj/YZb3PvnzsAOBmkng5sWeORJnK0iVrSAhZac0/rVcBj6Vqcb7iv17QFDrBw+AhAlXSrRKTeysi8OBmEsK5sf024D198S3hABclOKWFGqp1LtlIgVOV5Tv4vmDS2xQogVpYKK2rTvAHDyUVd9efBIXKVdB7Gyuen7nmVQZwAAr0ql+Wp2T3DiTZajCJWAYQ4jV00Z66qlqMByR9fcdbdLpF5YgJHUhUnESkng8YlPRfasFwB3PiN+XyJW6Lq6CcQKDwLxz9tt99w21h1qhSoBaX7g1HcymbMFM70ezFd9a3hDQyuJpDdHrNCGzggx64LJMcTn1Sc8CThwOCSkJybDmB2Nwvynrc0ejaAkVvhaUpZYSRVgUJubJlY0v6Dg9/BjaUHfKsRKfn9StRO0CZQUXmQU+E0mVkRwW1YsyzWvFLEi7scwTqyYOkEXeU9biUAZUKCw8lRgG+vhdhUCXanESl5ROz0LkExzS9DKmMSc1WrDCM09er9gFNgkP7MpYqXVcte0se7mJG1dqYFYKdy7qu9Hx++5ZEA+Z9m/+KM4Aa+iW9l75N8qiBUAbl6g4KJWaV5mqWCvhlhZXYY99mB4P5WkLPGvTdZyI5gnyflzTyRWTJa561xbBVZXIxQzgARCte2ez9pqOrFC4zOVWNEQK3TP5HqTQqxQsKkBYgVAfCzt7/5mCEBq414bK602cM31YZ+3uhKopgFH/fIPfwlD89zUDEynE8265ubb2QvlWfM5MuXHUcHH9K54P1VWFS7f2x33gQKKnjMY+C+ZcI68Ot3QuEo9j/V1d89VxIpA5NE5eTygMWKlZDxxVIIP2IdnH+2fB3pipRZipQwNTiYRKBFiJY3ciiy13mxuxvebUYH543MaSiCZSAQQJzMaJFZMlrlns7oCnHJ+mJkWSA4xPjAx6ejA3vfnjqWBfFZ6dqyf1lrjucnESiPECkNP5vfAXHkt7Mc+CBz7lHvfI4Pari8RpRMAlCJW8sTKX74b9ld/1jEW+GRGjFjxa9VIJB24abEDvk4wv8RMTcNcdV3UF8yefe6ZFBIrDKVDVGDdnmvbuTPpxEoroH2KSGoE/5P2xzS/+phTPk/w4qvcbO7fmxTjCQBw/d7UPCX3TU1NHnfXbpdMu3AOePThojavEdc04IiVvI/L4mANsVKaWKmBXOTfITRUuxPvW6UlESu7Ej/YsaZ2ScTrX/ziF+PFL36x+tnrX//6wnu33XYb3vzmN5ce8+67746SLTu2nZaAl8mBL6u5gLQTTwtUWeWKcnoPY09tckupwEQixY502CYZnzzrJFY0KjDFcTFyA5oKuKQ2qjO7iokVDkEE4oWa8WuHaxDB3JTx9u/eCywuhOuv2kjvO5hMrJg9e/PFPg+UU9VxArECzlmpLZRaFXuEWBFOm+eIFs7sOMYd1ZldAKzbLJ0+AVyVVzpom6MrriompnzFg4JYyft864u+Gnvn5/HYo4+66+pvOsfo4Hx1W7W+yzfKQmOlsakIAy1YolOBcRowI52Vft85NgDMoSvCtKBwZwMoPtOVJVhrw3F5pXsN6iQzORlvGkoTK8o4TiWqZLWSHK9JxArfJItE8mgUfq/RDlDl1L6DsAAGpx6L25hlrFK7G6NIgHjjtr7q7oXU+WABM8+DzKtgul33G6I0ofZOTLq5g2DXhevmaMQGiBWlms8cOOwC9tLGoAIzc/tjJBuZDOp4xEoXxmTFEAMPaMkN+u69wIljIrFC1EDTyP7jDwOjoU5PuF1GQbRBH7bfh+l0ihQPPAhHc3xTxAoLLJosg3nuS2H/9y+6NyYm4zm9v+meWVmw2CccLgYVmFZVXIZYUea/wsYpgRQGyhErnjKzArFCn6fWcf9+Q8QK3dPCsxBt5oHjJGIlQRGqWaH/lGxnEomVaA6rQwVmTCi0mBYb/qhiMOb8rmxjihKEJ5sbjHFXkDPl/LG1FWBuX3kSEkgnJqIA1piIlY11hzLINS1CQ5Vzaj6qpKEjK6MRAkMNqeMnlVgp9tPRW7/PHY/oQ+i+FXz7Gqgpmpd4oFue12Rx/5ucSidJtKA3P1aKCswjVvLPC4gVCoTxuS6BWJmZjcd3b9KtU4RYkPuCquAXbz+b9007D+TyhKPWD7XEytVHYTpdx3dPPhMVfVxxNfDYw7B/+JvA53yee296prCPMDc/kb2oQKxwlAJvI9FtSVolgVgZ/dbbgbNnYL7qDQX+/YJ/Ji1/tvF+g9FAUtuoCCTlV62vuop2bT2UFD9lVGAl65fhgdNSKjDyqxNUYNw0hAggkqaJPqjMI/z+W2vLqcBUxIrik8u9aD7e7eYGDF9L6beEis8yN68yDdFSKjANFVXXJqddYoXOVUUF1puAueYGN0Y/dT/w1M9y7/trTFOBVRrNGZ5aV6EWTSFWOl2WWMn/JcQKJVb6wvfo9fy8pVKBScTKh//ZvT59PIwBmsc4/SBQilhRfdoImRWedaYl1Mjv9rGWQH9tZna5Z0N7o2430pyKZrS6VGBUDDOTF7Z6KrA6iJWcfaOECgw1qMDiQpaSApuUafPOkWuAC+ecZmoh5qBRgZHGCiFWWAK43Q7POplYqeHzl+0DmG5OLUpSn1hx+/YdxMr2WcNZdsc+I8ymNviSM1EJ4PNqNG51KlfkeYCwkUg5DgzeSWb8ptYK1MaotCrfRpvsGgFnn6HmiBWN2qAMsVIRfAFgrmN6RIXESr5ocs5OJk7lTfJdpkw6iDw4VrGRNldeW3yTFsLdcrHXESvGB9VDNbypQqx4KrDc6TOmuHHzVGCC13Yciyqg28CBPMHBtWiUPlPQVwF0xIpWaQ1EVE616cC0qgd+rgixUkKTlzImUOdNRawkEitLyiaTVW55ODNH+iQTK+KZD4dxIMIHNLJqHlagWAUWUYGVIFbKKB0ANhYz/fsJQe5C9SEZzQWjUS6yq/ye7ilRgeUVaBH9DR1/36FCAtBw2gq6pxJhEmmsuL8Nd9aoncNhTMHT66U1mqht2t9l3wOCw5+ikeSWcsZ54FEGlhM87kZW8/qqOR2xYnilUET72PHV8V7kEQgVz70ezBVXB9j6xTJ+nVThSwUKbYlYaZJYkYgVEcT6rBeE9wqJFbF5i47Tc2sfbeASiJUCEpFbai6k9VpFrIjxzqn1VHoR+TpR0EKfVblOVRorHLGimacC0z82ErFSpbEii2g6F5kKrK7GSpaFRGSEUqZgXV7RqiUyeJB3it2PVhvJxLdArGimUhHaUYTYLt0sa8ZEzwGoARvTFLGSQq8k28CowB68r4iu0PqqvM5uNz1WU2i/cAL3jzZPpIIUJYVS9q/e4/6g+9aECozuF9Elt9ox/Sb3cycn4zVYo2MkSyFWCJVVglixo1EYAwXESt5e0kmxNtwzmbiYnokr0AkRSmufQKykqDe9tdmx2kqShVf1K8cySsDRHHX7KJNlIThJGjEvfKW7/scehn3fn7n3pmYKCAdD+iqA/qynEomVYRAi9nozhfmUqsJHsOdOw/7hb8L+/V84KmZJ85KixmPnK1hmislTam+ZHgyg+7J5/zSykIh/VyYgDl8J3HArzN3PC+/xviTbp82dw2F50R2QpALz/oQYe/E5tWA3myuGQ6XIlBfEKHOVgqDxtFUciQI430ZDrER6Mjwh3nbFLinjc3xZYZJmEn1dRgXWm3Bj66qj7n5cWADOnPJtdN9h96ZO8YR2LkoEaywBZYgVJl4PIGg7PvKgG5uUPKLkD08CVVCBWWuBBz4OALDra66IAAh9gXz8tRWH4ipNrJQjVgx79vxvb5QEWl/LaawYYkXOG3myBUARsRLpb6YTK1ZSgdHrkYg5caF3wLWNEjxl+z/eBzXkF7D9iBWThXjWsYfSVGA+XsV0kWi8seS/aSWowCKfP0FNyq0k+WLP5mNN0FwXbEdj5aLbTmJlx4qWGuz+T+JWVQL4muMPBEdILRxLU4F5qHYVYiVyGKiq1AqhKFuhsdKUCkwRV6+iNgDigEu0AU8MR+7MdxKJlajyvAyxUjHkZUBg/8H4ddlPP/91yP7ddwLX3FD8DQkZLy44LlLO+8mNXg8ZYkUVr1cg4nv2uvNNzxbbKkUY6wTWUyYCdSZHjtgosaIsio0TK4rjmVfbRwL2Zc9URaxsp8aKklhRNVaUNg4HsFK4HgjP24aKwqhiKJVY0Rwq7iyyauhKrSGgGDzgjkdCvD76uxKxkqIC038XtTnayNH9GqYr9agv5U7XkHSTNG0mDdEBFIM7pYmVfPPDNVa8qF+fbWK6Tv+lzLGuK5ic+qxOpXcdxIp0WFP0C/NXJo4lEivX3ADceidwF6MS44n2dgdmLqcdWjgd3qfAXBPNhS2YyVrFIK0MbJCw7IVzbo41pkBXUjAxJxiZZJ+egXnGc92LiTzQyANrQHrzwQMrY2mspBArJRXwctNTqbFSUqGm+URl1WpANRUYBSuTiRXNl2LWVGOlDLGSFK/fSmKlDC3AgzAZQ6ywOWwzVHZG/3Lja3KksZLVK5hJ8fqriJVhPXHilNF8TcfYDo0Vfi11qLc4YuX+jxQ/VygtCwmkFFoFqESshESo8tvUeGqnEyt+7fM6G+LzUo0VgVhJ+b5AcW2h69TQJylOfq8jVIJY4Xuenjin1FjhdDO8P05OuaQQbz+tlcOBC7xJv2RsKjAlkFWFWKG/Oc0rBXhzWi6zey/Mc3Pdo4+83/0rECvdm54QJyKVeTISYZbXTPeRqMAKiJXAAGE/8Pfh/dXlaJ0zn/uF1UlWNWhtimOExpaSzATg+0dBuwIoFljSdyLECmms5Aial30RWt/+5jgxMFUyhtk9joo3JGJWmoYQAcLYTs3DQPVarSRJIlYKbd1QxevJ986LU6hPbm4InRpBBSbPUbU2jKuxAhTn3gJihc9Zrh2m1/N7XfvJj7nPNHrNpoiV/FxWoQIzcq4i82jeQGfl7+P81e5+rC47XUA5LvlYr6ICO3MyUDGtr8W6JoC7j1zfyLJ4jTRtPo+owHhipfjszcRkmPMWzoUiJIZOCcfqAdO5n7AqYneaxkopFVi+19tYz5PwIjZAxWs0J1AMY2Y2FqiXxvpJgZKLrIHGimpyHiHECpAjVsSYp3mpw+I3BfF6kQAmXyRCrAhGHW5NxetzxIqRdPPSRGJlR2Nl+20nsbJjRUtt8H2ldf7aZ7E5YiWVWCkR0JS7HkVjRVtAXBtE1TfAJlkrkCej8sRKUyow+g7fiDVGrCgJAvnzqEqKqlvYBgOIqcBkRhoYD7HSascBz4oKRTO7C+ZJd+u83bN7XNtGI2DxQhF2y87protprKji9cUNvpmedYL03/S9xbZaEbTeEhWYuD6i5DpdTKyYL/8GmJd+AXDzE2EIFs2N0aj4BGUCsQIAhhJdJPoGlDvLWuBRClSSWesqGJuYr0qpQBVofWcUqMAi/RK+kaZ7yiqGrCbeDejPlFNQ9EXgrMp4cKPVTlM2AaI/JjQHyGSSs454fSE5q1TIDUfpDWV+zSaJWAmJlWSSY1IE12XAJhKvZxorog0YDEJAJ08OmGfnVKE8+EFWF7GSCgjXSqwkNtqcz7jbi1EYCV0T84JXIvuetxYTH0K8Pvv816L1rT8QVypHzzUgVsARK4T2abox3YqJpJoVgQ2/saUKxdnd1RpQFYgVADCf82rg8JUwT3u2e6OA1FTW5uEwXsujqmNeYTmOxoqytpJtWby+jAqsxrxM15YaB52KxArNQykfQQZZBGKlwL8tr4+jwpKIlfW4rWUmqhRLk+US4Upjk7Q/rC2uuypihfUZXv3JObQBUaCyFSqwCsR2mdF8TcdQafO4+HtFvwD0da7M8jFmN9Zh7/9w8fPUOfn7JdX5pmxNBsIzaYRYKUkAegTRGIgVuiamoRdZJJYsktK5L6KiT7Sgd7tTRJhK4zpnJlN8cREI4/s0nrig58P6hvdT+/2ivgpQ3XciKjAFscKpV7RjsfaZL/pqmBe8wu1NyKjfU7/o9mBe8Ir4GQjEyoTUZORJwauPIvv6N8K8/IvS1+TRO7nPK/t1K+yn7fv/Lry/turnR/OVb0D2itckT2Fe983AwXlkX/r1yoem2D8poCnfJ7+NEs8qijrBXKFRgfE2APE8wv2oUo0VQlANYAVitmCptZ36eJlvotH5RdRcWpJJVMzLtUjVWCHECgVpORpLS6ywc/D9UoV/a8bUWAEgaJhaRZ+Xr9OccjcXsMcDIrHC26ohe8qsVGNFL2azHLFC36F4QafjEFQAcOzBYpGfn+Pb+hpEfs+gD5ujVQC4vQ2nIENeLEDHWFrcGhUYS0qqVGBA2KcsnI4p62VirNsLfp1km+GJ6xpUYB6VQ3E2TyEvCnCo35+uQQMGUVCY2vunqFfrWhVipXDeNBWYocRXSry+JP4SWzUVmOWvzxIVWM3ECq19eUIxk31jx8a2S6KxsmOfbpbY4MvgvEZ5k0ysjIdY8cdLBZFkcJK3z9rYIbSjBB9xrluRpAJLBDUUREVBT0V7L9qAV1OB4QhDOpA2AjkluZBvoAJLJFakkFjKZHU4D7LWTUYoonKm1QJ273E0MRfO+QqAgoBdh23m/KJUkwoMgLntrsJ7AML1V1U61THeF+3IU4FFiJX8PGZ6BubZL0ofi19bfwD0WqWJFf88KIAJgIsR29Ew7m9NECvU7ibOt2UOIh1K6SeGKnp5e4TGijd+T6iKqA5iRXumEWKlQTU0EFMgzUihUVFtr1X1pqrepcMpx6vKZ51GvUUaBymotKACG545gdZwGDvPOaVUJNDKzQfX80ANzZdTM84pX10OmjaaxgpRkwz6MF643r1njlyN7M2/GJzz1LVfasSK3KAfPBxEIVNUYK0WcPX17rnwiviOQKxUJYzbHSBHrNiFkFjxweeLqasibXIKWEARseLn9/xaFvJ7U0UDBhSflzIuzcEr0PqB/xbe6HaBVZQjVnhipduNq3vraqzM6e03xjgXpk6gtiqxUqY3p1am1USsaJAVTo9ZSQXWULw+pbEi7wenApNohzyp30hjpQmvtqRqpHFN45P7UCWIFfPEp4YXDLFiWi3Y1DzFaWpTfkdKvH4riBUWjDeA7gvw+S2JWNkCFRjNUWtrAFUvkxmTTob1euHaU8L1QHxf1PaPgViJqMAS1ziGeD31eV91K9ccTlN4zfXRR2Zyyl2CxgigJlYYYiWVWBGIqMKzkIEwPl/xgB75brzQgub/Yb+orwJsHbEyCMFnNYHP2mfueoajleQm1/VuF2b3HMyzXgD753/o3pueiYK/vSc+BdGdFHSs5snPLL8mWjO9eH2CWnF5Efj4h/zbdm2lPBDLD3HPvcA99yY+LSZWjEesiOcxsws4eyoUcWh9LBOJFRWxIjRWJP0tUI460/ylyG+Nn7153TfD/sUfOQFxzaj/lCVWKhErio/NfmOMcf4DL4YZDkMxCtlIXIOnQN6Iv0tBerZmmgPzsA/e515UrQ1RIWCzxIqZmglT55FrikgpBbECwAnY//Uf+/iNX/faHdcH7GgLVGBr8TGBcA9lQUyfJVYEFRgAmCuvg33sYdhHHvT90MjEyu45HSHGNUPoWbD2AYgp2mZ3O+qrpQvl45k/e9oz8/mSPU+VCgxw++Xjj8BS8gLIEysKYoWSZzJ2x4pQTavl+kEJYsXrt9B7ooAw0scCYE886t5PMSRotpHY+3PbFsSKAeavCogmiT6UVGBcE5gXEPrkfyf8JpVMkf6Itj8o0TGsSwVmMnqW+bFyOraWhsrasbFsB7GyY0Xj4zka7CmNlTDZ2hQVGC1wakCipC1VG0uNvoInVqIECaMG4wsVbdxSiZVUtahWMaVyRtdFrOjDMQqUE80MX7D5JiPFhzkOFVjWihMrdXVJIoeH/YZQBwtnw0LVFs6VF8xkiBVVvF4PXCTfo35Mi1/Tyh1ufKM3GnkqsBixUlPLpS2eI9jGW0WsaFRgrD/JaqomGitAGmWRsroaK9r7w4GaWIkof8g4x21d8XoAdplt6psE7QARPEjQNvhzK+M4dS/lPStQgSnPrAz1RvfKjkqowPK+tGfOjc/h0CUImGBzdu/LkP34r+qC7IDfeFipsUKoiuHQwcBZpbXhIqs95nBuFJMDZu/+YqIV2DoVWLdGAiIV8JQ6R2wToPG4RybnrU5XVHwr4ySCtHcCrJsSFoB67y66UfAjobES0fcBycREZDUQKwXjPOT8fNyGg3RyOqJUKM6v2RvfAtx2F7Jv/J5Em2ms1tn0JBAM3ko4lcuKTVJWRgXW6YTAaXJ+Jl8qlVgpR6xUJVYiPyaBYAwaKzWqWZvwahfE62PESrSmeI710IbsDf8J5pWvgfmC14bv8TWh1UoXzPBzN0Ss2CqNwRIzkj6qCrGS1FhJ+HM1fChfvfnAx4rUkWUIo5yGAwAwNZv+XlXQkOstSkuMKVOGWKHvJMXry9an/Ls+sSKSgfw1p9MFQlHDak0qsFY73Ht538l44k4rEiiIDXPECi86yZ8PT6b7eXqgI1YqxeuVZEp03M1yAXMerNfWf/keIXpf9KrQj6ZmwnHaHXRvvSP6idH2nGUm9WYS4vX2g/8QP9O1le3RhswUKjCa0+XYyd+3pRorlCQR+82RkhTI+46/TbwdpUhwZZ8XidfH/Si751603vgWXWwcCP2nrLBO1VjhiBXFxxbtzl77zcXvyISMpLJjiRUdscLu2UEWjK6kAtsexIqRcxIQz1msHeZa8d38Go0xYR/QWLy+DmIlQQUWJVbYfSSdlUcfCnqfeXGX1/VK9SWWeLa8aIBTgfH4Rl5kZpcuBGYIbb1g48c88/nAbXfFcyvfM0m6anqfvs+LPbtdGDHnmE7XI1ZsgQos7A1LiwVpPZuaDs9hY50VEMYaK6RJQ1pWKktBylJ7fz4+x0msyN+YzPkBh46413LM00Tm9z2WaZVxxAolRVuJZ93Q5y+jCyPadNI3S5mMNyydBwBkO4mVbbMdxMqOFS1FSeHfl4gVhQqsNxlX6zYRr4+owASnsTTPm5lIrEiNFVoYOl1gmLdvasYhKSKNFQXtwZs4GjJ9AlENKa0woTZErADIfujnYD/0jzDPfmFoP1mfiaFxKrAytFHyRHGwwuw7FJ5YXcRKamM6tw946BOw58+FgLrc0HkqsAaIFQ0hMTUd9zQpXr8FxEpUvTIcBiqwc2dgNzecQ1bG/8yNAjLWhk1IHcTKaZ0KzP7Vu4Grj8LclKMOtABgvySx0lTAXlaiifZE1mKolvzcluDHEqlAKDIAmJ4tF2f0x69ArPRL7qtmna57PsNhsdKnkFhRqqeSiBVRrTQOFVhUhd8N50shVvJApclaLhFy+oSDDnPxeqBIT8FNBNc91/GuOaD1iDv/6jIiPQhNY6XfTwvmahbN7WMkVlJVXdxSzrhM9OToNABFDR5pGtVLJWJFoCtoXPAEYX7vVHHti2V5YM9Xv1MiXyJWcksGNrjJuTFBrRaZDz6UIFZGo+Qc6pO2/U09cX30ZrTe8J/T5zfK2srPyy3S2ahJ+ZD6bKvi9WW6EWRla1VHERBvilipOtdgkKYI1UzSr5SZTAh4iqp8DqP5qNUKFfD8Nh69GdltT4pPPz0b+0ZJKjCBQlPbp7SfC+pWzTWaUeJ3jTRWlOcRiSDX6BdViWFpdJ8//M/Fz0rmcnPVdT5YZcoQK1HQUPEDwfYC0sYQr/fmEytNECsysSLXB6YZQFQ6ZGUaK9qa326HAGYpFRhRmynrMNcQoO+TcURI7huZ629x1LfzV8I+8in3k0EfhhAr3V649koqsARixYsF16QCa7X0uUEiVoiy58BhmOe/HPbP3wVzw60wu/a4a9o1h2xiEsD58JtUIjVl+X6GOO0lYsVXEkstotWAWDF1dI2SplGBKYmVTjf4ZZ4KrKTgSmp6auL1KbaLick44V6g1uOfcY2VCvH6lFFfKtNYqaICq0CsAIC59U5kb/p52E9+DPZ//Ff3pqTpJXo3n1hhSUN+D7X5gvuhl0pj5erri5/zscnbceQa114tAdabcMmHMTVW/FodabYl9lz5PTcdRwVmAYFYuRYWgH3kwbD3kYiVlC9LKNm1VeCRB8L7/NrY/TGzu935ly6EcyjPw1x9vacWy16nJOh4YiWls5gXNtnHHnavuz03vyiIFQPr2sWowOxoxFhQ2uV7Wq5N151w+8PNdVhJE87H733/Ajz2sDv/M5+nX4NmdRIrVehlzRKUnubKa2GPP6L8QCBWwAoOecEd3Zt2u3oPwIuf7Sixx2BsF6ORn1ettV5jpQkVmB0M/N6ytWcvsFYDEbRjlbaDWNmxolWJ18vKRz7ZUmJFVuN4B0s9Yfo1Be+2gwpsNAqcm9whIOdhkydWeEImQTdCxh0eFbEiN18pxEp6o2oOziO792U+uGGMCZP65mY1FVhdxIrUMxgDsWISFY4+2HbsQQczBzz9kDcuBuaflZZYKa9+Na/8UpjXfB1wV86rTH16OzRWuI3yoDs5lcRzWROxEj3HQZxYKQSygPA8lhdhaVPM+px9xy9g9D/eGr6v9F1bSgVWzuVvT5+IKc80SHNdxApb1AuJCz4+835jvuIbgbn9yL5M4Y8G9GcaIVaaUYEZY7yTZGT75Lm04FOVeL2kRfBUYBpiRYzbFBVYn1XIcONaITlU2J492agS0iM0PBUYQxN6nt6VkAxvteNgOW3wBv0Q0KyTHKirsZLSxaiDWEls0Av0KBy2XoVYEdoKJsuq5/sosd0Bpimxshj4dMvmxYtkRiJW5IZZ3r9xqMDqBI9raayUIFaAMN+Oo1FD/aGOxgoqEiuNNFbGpAKj51MnWOypwJTPteA2HYfuIyuk4dzP5gteh+xb/pN+Lm68sKVO365KUqbO1+KIlfycWn/Zd8iN9yuu1gPPPOiUicRKqm1JxEqCCixPiiQ1BsvMa2LlY1ZL2FeIccu2mVSSJWV0fAom8/mzbC6/ivmFZcn+qmpsM05ipUQLiCyFWClFVLJqXqAY3KXACOBoSLjR3Li8VKQUUsXrg8aKLRWvL2EEYEg0V0hWobECIHv2i2BuuC2u5qZnT8hWoAYVWEIXi8//JcVL3lfpTuh0c9Lv4P7RF34lsp96B0wuwJ09+0XI7np68RhaMV+ZeSowV+wjq8f9ddDcf91N7l+msbIlxIpJi9dHyY1OJxRtUF9VqcDE3jv/juV+2EAm5UTsQBZTyDlIQyUOh0HPYOzESlMqMNb3ayRWAJeky+5+bvhMit5L3ztCrCj3mwWMTRPECk8iakmjMuOIFYlCAWIadI5YaXeAq46G7/ExqiQdahk9M4oJaXGGJGKly4pwWVso/nDysUC36xMreayFsyUw833vkQfds6T2bKzrBSJUJFWhsWJe/eUwL/1CZN/3k+p5+X4mS9AR+2TQp+6PX0+LfWykscIQK9xXaGXlLAzcd/K+IKcCE4iVfh+jP3uX++ju5wU6wjrGY3TcovaOMUfKwjB6Lhw5y01SgQF6ETitr5ruEqAXP9O9LkOsUB+m7yzlusXGxOusZnwPs3whfy/bEa/fRttJrOyYYineP8pA5/8oVGA+6y0Ckd7ZqsNNrlbWlVOBqbBsSQVmR8GZ4RsyChpsbgaIZvS7RPCGrIIeoejYJyobmzrN2iYjy4KTzDdcdTVWZIB8bm9YdMbRWOHXlDsoXpjx8JUwU8Kx9lRgabh3oZ3axurAYWTPe2lIThQQK9uXWHGcuvliRvoLNTmRASQTK2pF9dR02MgSHZjcWHOURlXfbYBYsf0+Rt/5bzH6rq+FlYFN1sdN6t4WqMCGung9EDukeb/JnvVCtH7kF2FkMo6sArFieWVNXaMAgkTUFAIqPHBX4oQC6eo9be7xxxfjVkOs2FHoQyJwECXpiIP17GmGuqvRT6XGSs6/baLEynL4fHIq5o2nDd5wELi7ayVWalZJa5QnWVavqrFmlVPEB5za1Phj8mAFcfIrFZjc5LxG42I4CE46542+VCapaLgoI4qIlbGowGohVlxft7U1VpSx3tlCYiUr2fQ0Fa+XiRIVHax8ljBPo8enCknVJtvFzYvXK59pwW3yvY5c614/8mDwn3hi5Zn3wjwhRnuo45iP3xpUYEYLuqVMJAQKgUOlv5hWC9l//hlk3/sTenC2IF6fCLS2KsY8oM+DkcbKGIgVGk90DKXPctRbUu8kpbFSC7Ei1qFb72Qv0r6o4UG5LSBWAsJMFVnRj8nRXalrzINbBQRBncRKArVhWWKl4EMRDef/fS9G3/P1gTIPgB1XY8XagDrV9ld8TA2H4PfLlNGkAjGyhPaEczyxUh+xYhT0iuWIFW3sk9+W8C9MggoMcOPA1Flbo/Few3/yVGB5oklS3Im9krn1Lvf36kq0vxvbNPF6uk/Sn6REMvlpKroyQQmuoTtsHDvw/qYspkhUjkefDQfpAqIKM+MmVlR6s4rfkHGBa26SPaHDEyvK/ebXSiwJQHVf3YLGSjR30DrPjc+Voh0RdZhCwWokaqzCTCkVWAJR4YuQ2mF88Xuwe85RdNkRcP+H3XuEwLvrGcChIzBPSVAje2qr/Bw33Jq3YRCC7NzvmskD18sXigFyfp2TU8he9WVBPF1+zlCmqYILTwVG+19KrMh9di+hscL7X10qsE43JPE2N4qU13S/LpwD/vl97qPnvVRtf+F6Pv+1rilf8Y36F9ico+rhVFlBvN61OfUMaCIzfH+praVENdvq6GuERgXmkyYViBVuVNC7e656PuDxhsXz7u/ZXem4zY41tp3Eyo4VrTYVWAwBttaGBaURYqXk/GSpIAhNEkkqMJ5cGDHBeea484w5LRLDkiAHEFdHR4gVZUhtVbw+ZRF0mPNhBqift9pUYHEQwFMHAfWdMg2iC4Rg24UF15TrBN0BEFU1RPyohXbWTEh5wbD8+svoA8Yx6ie542JJC6EJJ3JHJlbyoGHK8fQC9nliRQbiNzdCxbDWd8uowMo0VrgIKY1z7yBWBRFRdF4SGisA4oB8Xe5PfnyiLlphSSZKBjWplKIAQgGxIq5RE68fjaLKbW+SCsw7OiVUYLK/GrERpt/RNcoKa5aoMvtzxMqZk80qIScFYoWcst4Ec86XQ98QiZVog7nRoBK7LhWYlljpKaK8mnVqzgc8sVIVmOfrgqdpqkCsRJ+33eaT7htxQI9Lg7EVk89etEFWjpoxECuFJLtmtTRWKhIrW0KslCVWxLhtKl4f1bAon1XprPgEK3uP+lgtxEr+flPEypXXuvllbRU4+WjeBtYIrZhDm2+osj4XS620KHnRlAqsOrECuGBOsi1RYqWVXgMjxEpi06sFgO2oWmOwzCTCUAuO1qkW1dY2+XfK+HW1O8ANt4XXZXP5FaxSNEVvCdRArOT/quO1DhVYCrFCifImiZX8M/LvBCore8Vr3Jz/Ba8r/pYnnU+fiMTNNaSmaQXESiqxYoV4fcH4nD4YxHNtpLEifCMgLhbK/cbYjytfk02L7WP48+B7njJa32tuAG5/MszzX6afQNKDNhXSBuqhVLjRmulR2hKxEvqOufNpwDQVsqxsH2IlEsGeDOu2pCuUVGBaH/Pi9SKorVGBhR+5f+nZysRKGQIsEopmSIQmduQat75wRJy0KsoebT4qm8t4kpGb34sK5CenMuWn4ONxdo//M9KR1IwnERt2WXPk6vC3hiIt06PidIa87YeucP/ubyBaDhQLEBshVjrArXcCU9MOUZebMcb5L4BPLHhqw9uehNYP/n8wNz9Rb49EOfCiAUpSJDRWGhVeSmN7u6TOo/C/CXVjer14rosQK4EKrIAAKaMC4wj6LvOrJE04Fa8RteFNTyhJXMSWvfjVyH7mf8MIOlYyW8G0UWkF8foKxIrQwgSgI1ZozUxRgfE11Rc5Ul8eYfjW78XobT/Bvi8Kg+ken8sZYKpowACRWMkRK1wLdce2bDsaKztWtCixovydqrRmomtmZlecQ/GJlRoT4BiIlXhRp8TKKF4IuOYK35DxgM7mujtXWVU/EI5rjBBl1RIrJcLT0Qa84SLrHbbNeKHeLiowuqf7D7nNXN2MdooKbPfeuE8Q1J0bv6ayAGLVPfcnFVQQ204FlnMf79nnrs0jVug8DRArdTRWAGD/QadVc+Zkrneg9E/SEND6bikVWElihVO19PNno4nw1aQCswyxUocKrNJ4v9uz1zk6ini9SrGWMgogULURWRllAW/HcFjsv7KSJ78vdjRyz1N7ZgVxPYYQ6nRd3xsyKrASqgvs5YiVBuNhKtBB2ROPwv7lH7rXR28CTj3mrmFlJaAXJqfjhAU9/0GfIVYaJlbKxrqaWKn5rOvy8k7PwtxzL+zaSlyBq5mWVGqisULPZHrWzSsrSy6xczkQK7lWjq+q9kGBvI3yWmokVgxV0FJ/r0EFZiamXF8n3YjE2mxLESs5n/6WqMCUeVL6NinNDf/9EgrUgl5JDb/JC2lyvmkNsVKVWFE+0wLwhFjpdGCvvgH4xEdgH7wPZv4qcW3KAcsQK3UT31KPqMxkcqCQWMn/bdInuN9YprHC171UMlTxb+1oCEPJpi1QgXkqKM2v5lSvKdsKYoUH9Y7eBDMxGXp5CXo6qmYuS5pthQosVeVVQ7zer1tlyFVp5AtSX1MCc9lP/UaM0KDPJqfivOuH/hHmiU91L8hnu+o6R0sDuHW3CrHCEFFqgQO/9sEg7rs8oCfpZQCYTjv3SZh4PV8v62j5dbpufGq0YIN+qXi96XTQ+ubvTx9b6k6MU2hVp5iIW7/vklmp4kPWd8xdd8PmewnLNFa2tG+RVGDTbP6ShTpyflQLrhKU4PzZkq8iESspKjBZbBHpaNE+ibEZNKRDNYeuQPZj/7PU11ALcfj8UUO8PjJfOCd+JzVaecBbo+/jGky8jbn4dNL4HFmWpNbsjqfDfOUb9CJIIPZBZXHNtTeo+qzZ674FePkXp5kHUiafdYRYIaYLXWMF7Q6ye54P+8znFZ6vufJa2I9+ILyhJYo1k9d7w22w3W5InANCYyWPiXEqsDpIN2lsbcxS+pFzYs/M6cymdwGbZ0L7yI/pb8L2N936IxlZEiwM1tq4H3vEynqx6FIUr2XP+9zkJWpW6q+XFYTWOXa7HXsDRJm376DzveTeUiL81tdCYq7ThSVtVjLpH/p2lyBWFs4AH3m/q6n6im9y/XYkvkMaKzlihWi+S43afv4s7Bm3BpmdxMq22g5iZceKVoVYSWmsUJa+1So6LmWIlapKTKAI3SbTeMEztpkqUIFRYkVAWDk3JFD8nbQUTZU2eRb0ERIV2I0RK0wMmotQa7DNccTrKXBCm++6m4+2nljBDbdEmytzbTqxYhlfe7V4fUm7pNjwRaACAxDQOJRYaYJYSSVWEgEmQ5U+p0/GInPcNksqunn1mUzKlCVWaEMIhOCAdwYqKvGBYpJpZTGcT24yu9uQWAFiWrSGGisAPM+2rKwxsvov6vPsOtUArLhn9K/fmDZFrDCNlQQVWER1QYiVsyfD86+FWCEU0LKrotncBG69E+YZzw2ov9VlFwgAcsSKUik/CIiVOlRglYlrMi2xUkdfBSj02ez134Xsh36u2BZjkL3um9H6d99ZjYSJqMDyZ1RFX6Qh8WijR0nCMiTfRTJzTb6xzkU1w/rn2mAk4kdu7FLGr3eyRvX8tKiuy8eSuft5MC9+tXtvVIFYoSBiHYRMqr2NqcC08VVCgTqWeD0hVtgXqY800FgxSiJEFRCnOchkMEfztfzB+4tt0IaJcj/sVhIrlRorooBlQiZWKooZFDOtVggMtlo6HW3+WWU7LwIVWEETS/apLKtODgPJQpkm4vUAYG54Qr0EH338Nd8G3Pl0lNGFVFKZ+XOUIEel8f6XauNYiBVBBaYEhbWkCoDCXG//5R8DGpb0Jm58QvhCiyVWUhor1pYiVgxHvw/7ArHCxesVKrBW8Gm9xsquufB5mZ9J1inOXf7+8MKrcZIiPHHX6dVDtUqr6L/Z678zrngeDtwemZ5bgQosP15vErjljuBTra1urcLdt1dQgfFkufRVaH6kAhjtedE9a4n9Jt9TDPqun0q2i/yZFVCqBSQ4b1f+7AebIbkxhg9kpmea0wU1FK+PLEkFlvdfmhfanXBPtWRoqp9XJQL4XkqjMSsxk2XInvk8mMNX6p+XoUbnrwxzENfpmphsnlQBis9aizMUECtUnNkptpdMtqVuYiUq1siAa28oForxOZ40LJYvAWJl1554fuJ7aD5fd3vOt6D7Qns3vm81iZgSUEzAkK7X5kYasULtIf3b7TCVqrCBFSgIc6ovYxKoFQWx4v3XTnEstNv6eqEVrlOf4AlcSako9yF1hevZb+1f/BHsr/6se28nsbKttpNY2THF+AZf01gh50hksX1Abbq4cfYLuhLgr6WxkkqsiOAkwILp1lUIkSWowCI+Yi/WV0EFlnLq62ismOjD8HfTYD8t2n3GZ8k3Q2MhVpQgAGXB6zoBKcTKxBSyb/0BV8287yBw1bXF30q+SiAhXl8jkA+wCuOcrm4gnNmtGvWvvELbLpxzr+l+13mmBSqwKsSKS3RFVE7S6Bga3UWEWGmSWGHOvkzcVOoJoHjPc0o49CaLAQW+mU6IB0rjlC2edoLTlxF9UAPaB/PF/xbZD/0czM23Fz9MaX/w95XnY0fC4ayjsSI3FbxakmmseO0bGShJaqzU5+72TvxHPwB88mPA5BQyqqTxAe8VprEyrd+XQT/Ms6l5nVtdxMrVymatzvGBwkbb3PUMGMZjPZbxeVDTv1CpwBStonwjZClJeDmowK69wd3782cdakVorBQ4tOvopQAisVIjeCxpC2jM7D8E84KXu7+ZeL1W5ZZ93lfAvPQLY1qiulZWAd9UvL5ABZZACvtjV1GBKYgVr7HCg8UVWhpaWzWNFdqgT88CeZGEffC+/EOeWFF8Ig3JSXPCOImVSo0VQdfajf09u9E8sQIgzHul4vXViBUVMTAaBbTJWIiVfDx5jRXRP+f21xN/TiWGavhQUeLjxtvidaxC7y97+nPQ+obvLhe3rXpepeL1id9EiJVUYmUM8XoZgG6SELjuRjfebn+y60OnTwTaPVoPWFW5XTjLqMBWoFqUuEv0Ly4Yzu8hDyCqVGBMf4AQKzygN6wR4CW6I358mhs2y8XrK40nMsehAQP0PSczc9fdaH3/TzkkEeD2wFQcMTFZHHuUbLj9yY52aTIghBsVaqVMIlb4uEporPgCtzLdP6mxIoPbvO+QdsGdTwNuuh3ms14g2liDCoxTfTZErIxtbG23/UHx87JxT8WCeQzEPngfRu/8pTAu8vtnjAljVkuGivki+9YfAG65A9lrvq606VH8QUPbbJeJcWiyFnD1UfWzsUzugXigXs6tZJymKmEFWrjaiBV2zCuvdWtdYd9VpALjiJWx9ED4mprSWMlawO494Y0oscKur9tzbaC5hmJ4wxC/cEWEed8rixfwZP7GRjF5xBFXn/059XyPmmZuf7L7oya1WMFKCheNpi0U7b9lwq9T9PNaHf1ZlyFWeBJUakr6eZwQKzkV2L46iRVlLO4kVrbVdqjAdqxoKa5v/2cCsbKWOwpTSmKFFjhaUO65F+ZJd2P00z+onF/TWKlIrGgLt9RYSVGBtTtuQVi6oEOfVbqRRHBL1ViRiJUaG/A6xithIsSKQGkAY4nXU2DPHD7iHn0d2h4gXmhEPzCHjyD7oZ8FUgKRMvsPJChzEoHswvdEZl/Cr7dqRH03tzemAmuCBGggXg8A5sBhd67TJ3QaMH6MKsSK3DCVQWr5Bt0ju8anAvOJFa3icTuowABgeRHWWuccjiFeb9rtSCgyspTOj6QCk0b3WCL/6Fk1pALzgq7DIQzfSHCaJX7Nc/vdOfkGuInGSt5O84VfBUOOHA94kzjl5JSoaCPEyqAZFRhPmJW00zz/5e6+nDoO+xd/5N6si1i5GKYlVngwvZIKLA+0EK0mJQkvAxWY6U24yr6HPwn7yY8XqMCiTdKeffUrgPlcNFUnsZInbCgowRO7fPNXEig3t94Z82E3Ma1ogayACKhIrMi5OYUUrmtlfaxOYqVsDlCC29lrvtb1hRtvg1k44/rosQddcpe3oSZixa/5dQOdEcVW+VgwrZZrX5bBGANLCdfNDYf6pPWyBoIusulZp3XWasf3lSdIjXHr0cqynqAC9MA2p2qaHCOxUoVYqUMbARQrc7W/U0bzr8mA628BHn0ofDYODYq0629xYzyxRvvHUKZ1Jo0XdWQtNf/iEfRlYtvSpC/cYP4207PIfuyXAQCjH/tu4L4Pw37y466SnHxQTrP2yAMwz3mRe72ZCKbyxEpqHW61AWzmGivsTvAkuBaI9MVCg6CxMj0T2lcDsZJ91RtgTz4GQ5oM/LhbRaxwv2AcSkhA7ONK1jufEAj3QpsHzFM+y1EpvvhV7g1a69ZWwjVuBbECiVhhxQ+FxIosNCyhApNBbbmHGPSLiZXDV6L1H95UPKRMZGrIbCAkHi6VD8Tnii1SgQ1/4xeAT340fC5RORvrsGts/0smqaduvROtpn5MQ8RKI1PGobnzGbD3f0QPTje1UsQKJXJF0qsOsunwle4ZDIdAtxvTUJa2hyUKjt7s/pDzqKKxgpWlsNffYmIlK/ML9uwDzrtCT65vFdH0k681NeOSKr5gSSRyaVwWkqYxYsV0J9yxN9aDT0Pz5OSUu16TwTz7xZWX2cTM7G5kP/UbQGfMuTyBWAGgJ2uU/Xd4nUKsVFGBUWyKMTuQ9TcAzBS/IxArZm8Nn04rAmCaTTu2ddtJrOxY0awy2N0L94/nSRVBhgixIgavXPCyLByoBhVYGrGiVFnyYLqcuPJ2eF0CIEas5BtsyxeMsuC0DHiqGisliZWtUIFRQHVTVAdsMxUY7nw6zMu/xFUZ1TFaVEymZunLuDJNu+OeC234Wi090x8lgEqcE1+xSFRgaV7mLRlpCkiNlTHE60v1AYDAi372VJqrmjbT2thiC7YtVKAUj2f/6W8x+oN3xtUQRAXG9UJ2zwEXFmCe/Ey9TfKe06atbGMOxPywZcaPT89jMAhOnq9yG9P5kpZKpvD+qm1It5sKjDYNI6axIkU9ORVYq4XW/oMYnjrOjl/DwecohCc+Na425OL1NJdKmgeGWLENqMCS1Inya50OzItehdFfvSe8WROxEh9oDFoQzdpKYoWPR20O0jS3KPFIiJXLQAUGAOb6m2Ef/iTwwMeKhQW8fxItYh3j80+dJFse4LcSscLXPSAEk8cNmqVMUktyK8y1eqCd/SB9Hk1jpcpPov4QUYEpGiupNalsTdQCgQevgDnogp527wEXOFi6ADz8QLwZ1cZsqcZKzWfGj1tXvJ6unQKr1rrgSwnCqdQ8YiVL+3UAsm97E7CxBpNCZaXE69e2gljJf0PHEP3H7K1BAwZESFDub9dKnlLC46YnOJ2QiAps6/Os6U0g+/FfTfdphl4vWC3ESuK4FHwro/mVJtvYsGKXigrMVUdh7/swcCzXU+G0xDc/Efj4h2CefE91UYGtQTXHA5b8Hk5MOsTf5kZcGe1/x7VQ8vWKzyE1EivmmhtgrrkhftPTQfXHQ/6Q8eDp2IkV/qzLEisMveOF6xVdmpuegNZ3/mh4g/yt1ZWQ2N7CvsUcudrrtgCIkWC8b3Y6ML3JECAF9H2GR1yXUIEBcYCwyf5Tvub+Du1vGtD6bskqxetLngujrxttrAOfuj/+nN/7BoiVsewSIlYAwLzo38A86wUwqYKCJibnS/66HajAfCEdUMtXNp2OS648+lB9tAoQX+/RW9y/fJ3u9uLv8P0T+a9bRayU+cx79gHI+1qksZI/i3YnFKpNzQA4yRArIk5C3yvTZJUaK9ROSqbO7EL2td8OTE7B7J7DdluSFq2OlSFWbrxNcRUUKjD+Wh6v1daT7yWIFashViS9Gr3ONVbqIVaUPreDWNlW20ms7FjRkogVwZMqJlvPrT81XQzUSY7AMtOqQasQK5qTyxEqdFx6LanAvMaKCBgDOp1SKkBfR2MlcsIrAm1lxjcZ20YFplRMtzswr/iS+u3ywbYxNgEesbIataFgKbSANE8FRnzUW9iMlRkF8i+cd6Ls/jw1HCcGFTdANRXY3gPuujY3gAvn9O94xEoVFVjaUbLDIexv/TLse37bvfHQJ4rHzytiMLML2b//AeD0SZhrrtfblHIiZzXx014YGdrGXTPuaE/NuPs66LuA9MRk2FSMS/0gjT9bnujjotwaAkiifGpRgZUkcBkVGD1b0+nESTNxze2D83FipU4CcN9+N6Z7k8i+/PVxYI0C3ivLwcGVQcRIY4UQKzUSH1Fgr06VNA+ajJFY2S6aQI0fnD8TbQ7SgsW0EfIaK5eBCgwAjt4M/NkfwH7yY06gHPABNI5YMXURZsJqBWolFRgvGOD3m9aP7Q68ZGI94VaqsVKHCqyEflQ7nzQ+D5D5NbwOYqVkbFUERowxwHU3AR/8B1d1feRq/qlyrrLESs2EId+oVo0FWYDD54iNtbE0VgBW/dnpiCKZ+F5GVfeaaQGSOoiCMqNAzvpqLDJLVoePGxDUrlQ5X2+ONIeuQPaDPxs27hEV2DYgVoC0LgnACmuaIFZYH0hdJz2PQqVrDfQ02bjz91WOXseSUD3bi2T/7jthP/D3ME96BvDow+XHGY1CgUMlFVg/uofGGGT/8YcBa/XCpw5LJhB6kOs01dFY0Yzmhk2GWGk3X69NbyL4l+OuEQmEWsHIvx8M2L2oEWimwpT1tTAvjTFmsu/6MdiHHwCe+FTgr/+YHT9BBdbuMo2VvH9oyHi6ZBoDduR8zoLORb8YO0g2tgQB1mq5OTaiurz0VGCNNVa8huYA/fs/Wrw/fA4hP13TWNkOf6+peH0Tm7+68JajCd6GpApQ9Av4usT7wXAAtDuOBp6eW4VPYa66DrZxYkVBrPBCrn0HI5/WtNvu+W5uBv91HNQmL5Iroc/1LBoAsIclMuga+Z4wn2vs6rIboZJxwydPE4WYhASmtvFiX56kSBVdXm4rofQ3V16L7Pt/CvYf/gr2Xf8r/7yECqzTLfoFrZaefNV8fr5PJvPU7oJi3lqnTUhIyDo+nbZW1Y2x7Fgt2x7Pdsf+lVmcTPEiiX7gS27VfLCvscRKgQpsEB/DmOBjbQWx4oWx2PkC/l+hAstf80Wl1fEBPqtBn9XgdAONlUIVTkJfpjFihcHiq6jAaiJWIqqdcaujtCrmpr8lhz7lOKfQAtJkZt9vQrc29ZnnOCirF0zetdvddzsCFs83Q6wkqMBS1bOm0wlV4cSzLa2MCoxXQiQ4U+3iAkZv/d6QVBFGqBp78jHXpsNHYKZm0kkVINmfTBliZXZ3fcoMThnV6QQHkpyOMajASq2sD6YcUaAwj/oxNzYVGEesJKDv4nXrkKBOqTHWza45ZG98C7Lv/XEYSiTSZzzgTeuAcPrNTblOTX/gEyspjuDIGtLP8HFTG9afOt8WLOq3mv5FlR6X11jJ+3GOWLGXC7FCVXmPPBACcnm/NBENXwPEStM2TLMqXiAuKOB9mKg0LiVipWlipaAtV/aZrfaTNFQUnbdTHdAO85BSnzc9XXiv8J3rmIA9P4RWqae0gfpUbdQI37DXRawQdV2WxXzg4yZWPvtzgDueBvOkZ9YPtGqmIlZs8IPq6A9JowS3tW6+VTRWalmksUL+dn3fzhy6IgSA+Jy1HVRglScveQ7acGq1YoROFWKliXi99DnHnL8NaRM+8qDbm/m9SAdmatqJTU9MxagMzUYBEZVchzXESv7cjDFpjQC6to11l7gEBGIlgbSuMprj6Ji8jU0s0lgZc42INFZqUIEN+oEWTaO/lcbHvK9wHyOJdO2NyJ7z4lwrgf2ez+mZ8J0LVGAliBV+zNGwWBjU77PCvorGyuvjPr0xIWFHdqk0VviaOC4VWH8TGx95f/HzKLFCiBWFCmw7igHHSdBXWPZtb4J59VfAPPWztv3YkZVRgU1Mhfu4lCO7uRZO1VxLAvZNEiu75lys6/ARj8yMECQaeoDWZKKyHWOvYbLMo9gzpSjRG/nhE5MxmoPmHj7v+f2bEK8XfpOqnwSEvsl9KqKM3i4GgItpZYwQAMyRa+L1S2OM4K/5e612XmxZgViR+ikRFRghVhSKeRKun5yGkSwRmmn7zpnd1b/bsdq2g1jZsaIVNvUjl21NIVY21mA/9P+AT7mKdjM1o1CBCcSKMWlntInGCm1WNCd3ZItaKV68nmustIuOJP+dFkRJIR+0zWLhOtlrPrE2dJo9ndnmZgMqsIqFvKTqsrYRDcA4yQu/CaHnlEqsKJQ5mkkqsPy5VgZiKsx8ydfCPOuFwNUukeDE4vYCC2ccHVgDUfBQ0VRTvB5wdGDnzvjERsHKxOsjFJdErAxgP/FRjH7uzQ6N0puEedYLYP/09/Tjnzzm/j10JN1WslT/1pxZuva6NGBAsbJ2ZtY9i9zR9hRr21XFHnH8yw1hO6erUDakEj02DhUYf6yUJB4OQx8S40Y6t+0DIrFStwJZUnOQTYWAt+Xi9QCyt7zNIauI09+OggNfB7ES6SnVGE/8+Y6zkdw2xAqraFOC3pUbDmoHiddTgvAyJVZw4HCge3ogFymnDRff5DahAmtqtAGUGitZHDSylNwbJ7FWZmUaK9JPqEysNNFYqVF80lVQUT6xUh+xYjV/p0bVqbnuJlgA9sGPw0THUM5XSgV2McTr8/Nx/6bbC4Ffr7HSMLFy0+1o5QljW6WpU2YVGitjUYF1uwE5ub5a6LOmDm0EIGguKdAypm+4zVRgleb3AjXGK1Dse6nnOI54fYEKbMz5e/5q159Xl4FzZ9Lo+UoqMFtDvJ7543WD40DoM7SfMsYlCoxx5735iTUOUtKeSINxjPU60lgZF7FSM7HCk1OEOuXondTh251Q4T5IPOOmFmmsVIvXq/th30D6LWvTcKRQgQ3Y8tWQCkzuV9vdWDPoUvlA3I9vmlghtOhgExsf/UDxcy2xoiFWtrBnNV/1Btj/+2cwL/38sY+RPPbNt8PcfPu2H7dgBfF65l9nGTC7x+33LpxzPigPTFdpsD39ObD/8o/InvvS2s0xvR6yH/w5R51H45/No0bTMJuYAhbPByrbMWMs2eu+BTh/Du39h4Djx/UvEXJc7qE9YoUVoE1NuyFK7RqKwlBfRF2MF0Sfc+YXicB4PFsdrbToOyUaK1K8nv6u1Fix8Xn4PCPF63lRO9GA1aR2Va+tri+4Y7VsJ7GyY0XTaCgipq18gqDFankJo5/8z+HzyRLx+gg5kYLpi9etVnLj7MUlVSdX0Vjx4vWcCqwD082phzZrIlaGFNwS7dKEruS9iJxFTgXWcAFi3K2VVGAjFoAqM4UKrLFtB2Klqg11qcCkeP1QVGKMaabddtQn3PbkiZWFs43E600n15XxiJVqZIXZdwgWHwYSiRW7ueFGl6oPlEas2DMnYX/t59x35q9C9vVvBEbDYmIlpzSwJ3LEzOEaiZXUPdcSKzS3NKEVktDw/Lh2Zcndiz4lrLaLCowH/GVihcZgCRWY1FjJ37cqFZjYGER0CEUqsKrgZAGxslXnd5pVPOVBbapSNnv2Anv2Osgy2UpeVdYYsVJj3PLnexkRKyoVWB10pvi9pxvyGiuXhwrMGOPowD7w926eY23g6ByJZqpldcekpALjdAN8XSUqsG1HrJRQC8lxW6K54Y5R8oYMBGuBYWn0DI5c4/7tTYbz8vub6t+eXkD5TBGvL9i1N7p/T58IfRXQN5RRUrrt+nRjKrAmiRWFnnRi0iUJ19dDAHEr/aWmFpRqWoJ5cyP4q2Pwhxtj3O9Wlx2CS/bZq66rd6AIwdGMCqxg7cuTWLFap9bGcCGxkrhOCsw3QaxsUWOFLNIEOPZg8Gnl8aqKFuok7nilsq+rq1PcIMbw5DRM1kL2pp+H/cRHYZ7+7OpjqMdV1onWGMH1bUGs1EOoRf49+T3TNSvjJ6fjRMJWUV68D07piBVEiBWiAtMSKwp6bTjQqcCo81TsPw1pVaWCshrtzsW0iUk3RhbPB+0OTQC+ZNz757+5iY2PflD5reInahorW/D3srufB9z9vLF//7gwsQcqMBnsnssTK+fda9oLSaSWYmZuH1r//gcbN8lIxAifR7XECqHQqLBszL2GueNplYVZ5vpbYdudQtLLzO1z/ZEXy0jEioyTJKnAJGKFUYH5RPynI2JFKwbiBSZlVGBt3WdS9wCK1AJ9j+tSU+xCKZC2Z0+5P7T+phmnOXvuS2Ge8RyY2R3EynbaTmJlx4qm0VBo789fCfPsFzluymEOAe72YO5+Luy//GP8Xe+MMNSLn5sS5yPrTqQXkTIqMA6TB1yCKKWxwiGMQOxIakENsaBk3/1fYR/4OMzTn1P8rnQmI4mVrVCBcY0VhpDQgrp1xetbDYOY6jG2QWMl9ZqsqcYKLfLUH7arKp3b3D7gQTiBSAmlLTMubgnUq549cBgAaiBW9L5rRyO3iZEbpk99wrXjwGFk3/mjMBOTsIvn08fPqchMncRKyonUEis59Z9pUv3eijeHZnrWzSxL5917VAGybeL1JUnIOlRgUvyT+oz2zOTx+Xe4foenAitf2tsHWWLF1BQiLjMvtLocqu0mBSyZj2VCHNRBlDRGrGxRY2WLNIHeqsTrK9uRXzcFYbzGSq6jc6kRKwDM9bfAfuDvwxsU1OLXOo7GSl1kESXwNjccJRqj1XNUJ223xl9s8XptjJZSgVXwKwNx3yiI11dQgbVD1aSZmET2E78OdDoY/fj3559zxEqif/s2svOQX7SrWmzUTM845OLJR2EJ0QQkNqkimDQI9IC15+do/q0YCzJAAIS+sbk+NhVYZNHzbjafGs1PoDkSSFPhVtlknlhhiJXs9d8JTO+qnwCNkKCKv93EIi78MXU2Gpjx1H3KhyoyXjz/1HVOjIFYKfCujz9/m6uOwj76EOwjD7CqYZlYqejLdhQC55UaK4NmgTK5NuXzttl/CGb/oerfp0xNrIzRF9m9KdXoKbO61H8csUJjug4VGOB8qAsL7FhbLAjLsrADL0OsUP8eDNw6q1KBESU4+61GBdZEY4XaMmT7WW6CSlCdN7fTdu8F1h91a9P6mptPGyNWco2dhz8ZUMfc+Li92FRgn84mA9hyj5MLotvFBdfLGLL7ktFRcT9W07ugeXYLVGB1zRy6Atlbf6WYYL/hNpgv/hqYG24N702x/RugUIHl9zrXUfIUkAXESk6pv7kBM0okRx+PVkcrLUH9aNqd2L1od0WRJxWjKPehKWLFiqJMaz0VWG0EMm/HTbfD3HBbvd/tWG37DJ+pd0y3hKiqCM6bLIP58m/Qj/CRf47fGPQdH3CdAL/c75RVXsmqb35sa4vJBQWxYlpt2KZUYKJq2FxzQ5Imx8hABn/NqJqSfMUpow2BpAIjkayxxOsVPu2mRg7QOMmLMh5VZsYYeCHDMudaitd7KOX2T31mT14JsnCWBfxq3AOeIAPqU4EBScRKQbz+1jthbn8K7P/+xXCubq/Yt6lSau+BwLs9MxtXkeXHt8uLIdi7BSowTWPFPOO5wKnjMM//3OrjkknESp7ssX/5HtjnvtQnTWtz+FeerwyxkoBOAzF9EVBEmCkBJyPHAX9ungJoWBux0uZiytuRSKCAd3/TaQwBRV0Afr+oL9WiAmtIT8ir88cJSG4X9z/vj5rGSt3fUxCGql0vl3g9AHP0lnh5JlQNv9ZxqMDq9AOgyDvvESuMsuBiJlYkApLbljVWlOq11GtpYrx7ruUGGithzgrnyr79ze54NZFf5robYU8+CjzwcfZmFWJF0PvURS9FPNcVY0GK1wMhyLG+Hmgi6/bDqvZsxxzi6ewmYu27JkbXuLYa5p5rb3IowrqmrXPjtof3w3F1NpqYB69r824dxIryHE0W+qxcO8uee6H6fgvz91XXAu8D7COfKqECq6GxUolY4Ror+Xu1Eivi2i6WgLXJmu+bAEEFNuYaUZcKjNo86IfAet37IX2orRaERYgVlljh/bjTie/P+lpcoEjm4wCtsD8YDov+a79fb9/P25hKrPDnv5XxU9c6XZfcWltx1MiTU6FItN1hqIiSPpi32Wo0YEB07z1zhmaSbvgzzDzyh0zs4c3uOff5hXPujZTe5MW0Kiowj1gZXzOpiWnaWSbLYO59efxmjryxSxfc6wIVmEieSvrqgsbKerMxf7lNrldaYUzU38oQKx09saLdBzsKSDiZNGHMIra/6c4oqcBgGRVYzcQK1yasQUm5Y83t0yCVuGOX3ArMXDb+oK5zJG04HI8KrE5iRXNyraACS2msdDp+QfQIgAoqMJsSr1fbWIZYaRBokxaJ11dQgdVd5Ph9HDP5YLaCWJHOcplTRNdZmliRVGDbxFWsGVWAEjQTqBe09horedtqJFbMgTyxQk6kNJFYyT7vK+IkBS3aYhNklYCkyVrFjeDGOkA0YHP7YeoEpBpQgZkDh5F95RtgSFSwjvHjt9swL3yl04Q4/gjsu387ONrbRQUWJSETiRUteOSDwSb+Lr2vUoFJxApLyFL/GY3iTV+JtfYfCuffDud+YioczydWYsSKMabYrjqJjwhFVwexwp7vOIiV7drsRIiVfDw1Qax4jZV8fGxuwm5sXD6NFQC49oYYSk6FBROTjp7m0JExESv1npPJWgwdtRL0QDIxlkiU+aJRgdVBrFT029LEikSsjKCX3edWpUXWQGMlOs+Ra2DqUkYBnh7TViVWokCea5ulpP7F1Fjhv+lRdeV6LfrNSuOXuR1VmhR8GUdfhYzGyhrTWGmIpilolwHjX19EG3TxESthvCqfafpz0jfQ1oJeL1RAN6ACKyTHtoJYIb/okQeSiXaTtcrXiD7T7rhEiJUtm5wbxvXjIyqwMf3BuuL1kcaKK46oJV4PFJ/LVueVSLyePZMoSd116zqj+lZNQ2QOFcTKcNDQ7ylhI+DIy/Y2+fGlZoM/c/6s+5f2Edx3LRWvz9t5Pt+ryWcaIVZKrmkL88W/CpP0eQnESoEK7FIWIHH/QUmseBF5Wtu3q4hri2Z257EL6qMSsSJ1lMiE9pMvwNlYr1/M+3iwOlrJUYEJm/s07Z+24jOl7oMsXPeIFUY5KAtlfYzPwp5rSgXGrqPuOrRjjezToMfv2CU3dVOPsBGplVhRutZAVK6kNj3SCSsLulBAQQsc2JGg9BqGzSV3YFptmDue5n73T38L++F/Fr/TNFYaBOjLECtNHE5pqsbKFqnAmuoZaNbeQmJFOo9lfOt0nbU0VgQa4GLAquecA25zaGZl28i8QOgmLKdzqoNYSZlfiNlmmF8zOUQyGEj6GPLckoNzc8NVJgP19FWA9L3QqMDGMYFYMdOzMF/4VQAA+/vvcEgi4OKI16egxFrwKB+LRlZRN6EC04SSR1xjpUKssdMJG8ZtSDKaLCtSf8lqS61ddRIfhju0DREr41SgXxSNFUKsjEEFNjEZ/l5ZZIG0y0AF1puIdcQosZJlaH3fTyL7/p8cr7q+yXMiNMYKR6yIJPtF01hpQAXGrWliRfocFqV5leSc1gSxQs+NtaNpNbgh3bGHPhHeq0Ks0Hjdinh91XouRViBMPesbxcVWM1Aa12jtaMuTZ5m+RxsCf0CxPNpHYv4wrdGBRb1p0uSWFGShd7G1Fjhc1UjKrDtRKzkiZXTJ0Lf1cZA2bzKBbJTfYxojAaD+nsIpS1mmxArheKMcYOmHIE3NmKF0cGUBQ851W9TxEohkbRF3yQlXq/pwVHiQKOvAuJ+wBHaclxzTcc660kZ9WuEWLkE/o8NiRXrkRD59fAxU4MKjMzcckf8eaSxUtIXLwNC+XFllDghk/cjpysNz0mhfb/YxrVxZHsBYDLvM1Jn83Ib7QXp3hUQK0JHyf8t4imeXnXj0wuxUkO8PmaNSIjXt9vOx9ESK6lnTb6+ZDnhVGD0t4ZYISqwuogV3o66Wl871sgeJ6N6xx5XJvcbfpO/RcRKIbGSOGEhsVJSuf/cl8Dcc2+sbcITNiy5YPlEJSfDozfDPP9lAIDRL/90oGEAPFwvsmGD4JacUFMaK02NJVYs11jRgj91F/IoWDEuFVjernEqiuRmsyxgYpRgSeE7AhXlKzG2f+ozKmKlQWKl34+rFMo2fLvmyitBZIUD6WhIPZdCYiURkFQSK15fpQ4NGJC+F7PbVDURIVbcPTXP+Gzgtrvc9dKY3q5gK6MhLAQPvW5KSQCWfiPHq4ZykZvIq44Cdz4d5nkvjc7l57g6mwmqcNkuhMauPfFrLbESBUU6RYozzfhYrSWcy9BWlzWxwoMATAen9u/zKjBjQvJxeenyVOIxM0dvCS/YNZpOZ3zdlybPiSptV1fYZkSgr3wBxSWkApMFKZVUYLIvVCFWSiwVZJIUDUB6DLWKiZXGduV1cb9MomP4XC0SKxeDCkxBrJgJRluRU8BuCeFUV3MhZamxo82jNc1Tgawyf7YMsaKNQw2xsh2FKRoyc7tN+n/cammsKGOlV1Kp3kS8fiuIldndIRhWRm9bRuFH/lDZOhxRgdXf/0W+JrB9iBUg9m3GRdW3GV3LuJp7dROpvnBqENAftRMroo9sKxUYF68XVGBASBzkKJuCaYmVKiqwOhorZQjlTuw/Xgozuwmx4oLOdpD72HXWVKBQ1GBuisXE42R/SV+82Hoyj3eTiQoxfxr6nBDzlwPZzWJMalHKdiPQtst8YuW8iyUVNFZYO8+cDH8nNFawufH4Sx6VWVPECp/7tDmpLhUYwBArImnCE9LUr2TyZTAAFvJkWF2Nlf5G+HsHsXJR7NOgx+/YpbdEosO/3dA5IiuI2KUmGplYSVfsmSuvQ/a6b46Fm1KIFRa0NnzzTkHYV/3/HBLg3Ok4OK61qQFipbDAbhdiJb8G2+8LKjAlqFsbscKrE8fcPN9wG8wznw/z0i9o/tu64vUAQ8aUJV8kFdhFRKxQYoWLTdbSWGHJjk226JUEx02WlQegpHg9PXe/yaPEiuAyZrzu0flEYsVubsASFVhtxEpiuZnarsRK0ZkxxiD70q8X9FDbVMEkhf20z7QkiaTUYNV+djQCjh9zr7kTLitAswytb/huZK/5upjvVqMCS8xRngN4uxxfvvHJMn2TyNtVV/9kKxorjxfESnf8xAqAEIhZvryIFQDA9TeHv7drs9/kOeXIKLu6HCWOXXvEWLykVGBW/y6gb9TKGFAlEqdSvF6f07J7Xw7z9Oc4RK5/sz5ipamZTgc4ci17I+FvaGiuPLFSW0y6CWJFo7TgfODbgVhpOk9JS133lqjABPUIUBoEzH7w/3Pi9k98anhT1VjZhjnyUmiskNVNrNRBrHTHRKwUaI226INedTR+rY2BMkQoFdGU9S/uxzStQObr03ZprABxIGsr6w8lnbYBsVKeWMmfy/pqmGdqBrQKhQpbTqwEashono1QE/n7RJWYSqzw/XsWfFiZMLVRQWWNNpZRaPL7cYkRK35f5xErNanAWJs7191YLFKL0JtliZXPbMSK6U3Ec1WSCix/TjXR+9tp5rkvAXbPwXzO5+lfmJCaSY+TEOzsLtcWOwIWLxQ1jkzm7+/oTd+G0W++3VG3DkUCJtJYaUAdebmtBmIlGn8RDW1FYqVVkVjxFOCC5osX2W6IeA59Z+Gsu8/ttkdsVRovstnu/dGOAdhJrOyYYrZAQ0FBhDGdI7J+PxyDV81VbeRrCqcWzm0RJ1Z4BphXKVEQtjeB7Mu/QT+mbGMe3DJ1nJ2yapYtaaw0oQKrK16/dSow0+kg+8pvQfa0ZzX/saziK9MZecnnwdz9PODgfPp41M8kGuBiVP+QaDPvK3UcJ57soI1Xp1tNw1IWgEpxcko9F1nZvbIcvyaTFYcbG15jxXAh9BJTKYKmpuuhFuqYglgBAHNwHuZzvzB8Nm6ForQyjZ9S8XrxTDiV16MPueB5bwI4ygLYZfeI091pm4lUX99mxIqv7AOAyWmdAohfR12KmzJqCM3aneDENl07AOBAyXzSxPi1Un9sRAXGfp8jVuzK0mXZMHKLECvbNHYbaSl5xMpycaMh+8e2I1bEesJtq4gVTbxeUlmmLNEXzK13Ivuab4sT41UaK1sp9gDiSuhaiRWJWKn5zFKbW/V8RMdwERMrVYm0KkuN560kVjynez3EitmzD+auu3UqC6B8zWtqTZLM41opwqz4XiGpp10nX1PKiqakyWNtMTFuOCWjdnygPGFN11/WvyKNla0kVh5fiBUAIek0tsYKvw/ViBVLAV+NNjVlhUTfVqnA8j4yJZ6HiljJ708qscKvnyfgNCqwRogVXhkuESvFgsiLajyxQvoTXmOlJhUYa3PvtrvKdYJSfbHV1v3pzzTjeww53xFi/sKCYxi5DIgVs2cfsre8DdnnfYX+BYk+fZwkVkzWCoH582cLBajGGGT/4YeB258MDAewf/SbGH33v4P96Puj70VUYE2kAy63yX2MqgvI+1uCCiz/2wi9VwDpfbbUWMnYXEqWzzlBUzL/DlG3ze2vT9vLfMGdOeXi2ONjVO/Y48xSiJUxnSMyDieHSU+4YsNjmnJM02HtKA5sEgRO8vRyOpNb74R5zouVNolNYBM6lgJNEEesVP88aT5ILhIrWxGv3w4qsK2YoAIz0+kNSPbiVyP7qjeULyiSCkJyh26jmd5EvGEyCkWUZrQwDwbNAjyliBUBHaUNSgGxkvcRCobllCiF80vndGMNOH3c/b0VKrDt0lcB9EB2bubFrwJuvRO4/havhbNl06qgybxzVEYFlsX/jkawH/ug+/vGJ4gAQsnmgCPUcgfMJOY3bh6xsl3jfA+rmEnR1/B21UUpNKwEN8YU6SzqnObf/yBw1zOQfcU31v5NqUXi9fmzbJBIjygjZhTEyuWqYDxwOGxit6L/AHfPzb0vh3lJosJPMUNBoZXlYsHARUesKEULuVn5XmVipUy8XqzX1v9PtybXWYVY2ZJTgjRlAjdPF9ou+lB1E4ZNqMA0pIVPrKyFdXecRKxvzxapwBKFEmZLiBWiAquHWPFfiSouw/M0VUGCx5kZCP+Pm0oF1lBjRQSBS/29QvX9VhErIhmtHa9O0qCkfxnyHSIqsJr+Am/PdqGSgXiu2xJihRIr20AFVkavR/eBgmBTM/UDWnIu3GpCc/9B1+4jV8fva4gV6hdLKSowpQhvOIJVNVaUgsqURXvQEpTXJdLOMKSxIhMrdREr7Bn2brszHpOSRjjVFz/TacDIOCo+hVjpbzo0Xr9BjGYbrXRsS8TK40nYnSUQraQCgyugzL7p+5B9w/e4YtYL52Df8zvx97x4/UbwzR8nyaNSK2iYKm3OEn6tpvmlxSJScx/FA+h+afOa11gRBVdkdfVVIPT2duyi2Gc2tnDHdCts+EVGdbs0VlLnkxv7pnQuEX0GC2TRQttqx8FEsfCaz3utE7DndGCyjYsX3L91AsOFSZpf+/hVe6bbc3eqv8kCB63o3tvRyCUeRjUd2+0Qr9+Cmazl2kCLzVYpBHxfuATi9YBzTmjhqhuwpoq2/iYMQ6xUWgnywiapwITGCt2PqRng3JlwABlgkomV44+4zXa7U5/bU+tP25lYaZUkVtodZG/4z9tboaEJIvu2lCBWZJV9KyRG7Ec/4Np76x2w938k/KYOYmU0CkH3KCmTGMf7t1ljJUKspBIr7DrqBgwjxErNth6+CjjxSCOH09xyB1pSWHQrxvqjp56sgQbIfuztwPlzMEeuCb+fnnVzfaSxcpkQK8Yge+03wz54XzG41/RYt9xRFHOtsikNsSJo9ci2O7FC91wT3pYV+FvRWJHXZUfl+Y4m6KWkxso2IVaiMarPt2Z2N8zLvwSYmYX90D/GH9ZFFI5DBcb7h0+sbASqhe0Srx8nmJA69xY0ViiQYyPESo22pShhKZG6lWTPpTTv714sjZUGaEqxdo2tR0W/v+q6+KqaiteTyWAfN+8vDtCIsQCIUcPbSQXGx8NWgqbk444boI+edw2NFQrMN+G1r0NN18DMvoPIfvjngRlJRxWuxdRFrHDjiBXp8/ZFQWWVlYwp0+mGPn8pAubWBr9WiNeb3gRjR69HBda97U7gg/8cPpNjNtUXP9OF63Mzu+fCPZcaK92eK2xcW3GoFQpGXy7KXMXM5GQ8Zz+ekg48gUjruxx/xgB3Pg1mfRX2F34sfOARK/mcYUehuPPxlDxKmDEmjjupiBWO3K3QWNGouKuowPI50sf1uHkGEoFYofZTkWQdIwrQHbto9vjv8Tt26U1uOCgo3yixonStwSDsbwxDrKTOR9aYJ58dV9NYabVFtaNYoKemkX3PW5F991tZm0QQZDGHdfNgYqo1/FrdG+HvLYnXM8QKrw7g956c3HGowC5XRXRU6bZFCgG615eCCgwIdGBA/U2QRgVWJ8BTiwpMBOi4kCb/XN7nAmJF9AUK1By6Qqf40kwLUmxrYkWB3zLbdthrncSKqrEi5lHOqXrfh91Ht9whqG7qJFaGobIlcuz035obbgNuuh3mWS9MH7uJ8WqyFNXFJUCsAED2H34I2Q/9HMx2UpA0NX7fCSL+pLvdaynEyczsmoO5+vr4TRonSxdCn7pMVGAAYJ74FGSv+JL68PPtNELXqRorly6xYqVP0DixIl8r4vWmpu5JQmNFs+Qz8xortQ9VfhygtJAje8WXIHv+y5RnNobGyhji9V5DgCNWyjQpquxiUYFtBRU2ycYKWZ11kD8T/vctT4T5N1+G7NUJqpPHm3n/r67GipgvFN/GpCrVqwppthuxcnA+jBUKDEmr059rUYH1GbVLs4IhANtLBcYTQVvZo+SaiKZkLS61ugg1aiOJajdJMsl5fRvWW7PvIIwsnIp859xXoflxZUk/kIYsGSni9ZyCu2nsoFRj5VIgVmzw1c6fcxRTHrHSkAps/0G09x9Ka9sAJYiVncQKgHLEChCSlisM2X0Z/eSCPV41VhCQWbhwriheL7+bQtLx/kvUrp8udFNR4qRkTw8ASSqwTvG7noY28axFYkX1fz1ihQTuxbHqFrcCyO59ufuD9qI7tu22M1vvWNHKKCqAWhOlabWK+/NBnwUMShsQv2yaWOFVapHGCgUd29VB2OlZWL5IiOpSz5e7e0+9NhlTE63TwGgTGInXy8RKQ7RRUz2Di2HtTqh22OqGTCTv7EWGB5s9+1hFTd3ESt6WftPESonDKDVWUlRgHrEiAuHi/OaGW/V4W10aMEAPUmxjYsW02q6NJos5Ti+WlYnX59dqh6PiVCepwOi7D3zc0dJMzwJXXgdjMtaX6iJW6musmN4EWv/hTenjNjSzZ29obx3ESt2AYav5nGQmpsorcS+FaQiqp3wWsm97U5GKo8ryDaNfd+TxP5MsXxPsyoqC/mL3xGTbP8/z4w2H+lrrz18lXt9AY2VkUZbxKGx0y6xK92Qrum+A2PTV8BXbnfjKxhGvHyuxks8/nFJuuzRW6lDeSLsI4vW+QrYpYkULDMA9q0iv7HFvJYgV7b0CFVhFsiKiB6nwObZbYyVrAUeuBR68D2i11MIR01OqX+V3SsXrGWKl6bzAx+S2IlZYe7fg52Wv+Trgmc8Dbn7ieAeoSwUm5+YmPi//bV1q4XGMX4sXr8/vcx3xeuonw1HYU7Q7zh8d9ItrY5mVjSlNKPpimkWgSOpvunmUfOyaGivm+ltg9x1E9tkvdW+U+Oam29XH62eqryeNjx2V+pDFRC4zslu1x6nGCoBQJHz+XED6p/qdvKekxdJuu7+HA7eXBT4tECsA3FikHHCVeH2KCozmzmjvR+L1ifsgpRYUH9QKaneTifhqgzXF3Pl0ZD/834G5/bV/s2PNbGe23jHFKqjAmsJ5yaLKlSy9wZfJhnERKyMrNFYIsVLC2xodhrVPVrzlAS5TA7HivpgBUJJK24FY2dzwzqxpxVRgdP12LMTKZeJ15QvVVhErUvz3zEkAgGlAEdTI9jRHrJhOHljiiJU6XO9lQSCJWKG+3BGJlXzDY6Zm4lEvj337U2C++t8DWQv2538ktP1wk8TKJUKsdC7Rsrbd4vXHHnT/3vxEmCyDrY1Y4RorlFjhIp+X6H6wajJTA7FiJmrO61ul2Llcxu97Pp6MMcDNtyd+UGI0ToiOAnh8VeJdSuNUYKCNhhhLANDtbX8gij/TQT9+BgXxekavorWjVGNFUhJU+AlNqncrEStbg6xEm746m2oZbBgnsVKmQQXEVKnUNAo6L10I37uc4vUXkQqsqcZKErHy6WYNxetrUS+lxOsbUoFtR7DUXHWdo2RMHasWFViNxMpwiKCTMQ5ipaZYew0zk9P1Ck6qjrPvQKNK3+IBaorXizY2okWLKF0vou/DxzitaRMNxOupT3AqsN5ESKyQNUbLiWvWaHcuplnrECbTs8DKkgs6U5CTja0y5K45cBit//ILwQfgqLi6CNsdKjBnfOxoY58XDub9zlwiLZ5aJou9Hk/PlVGBGa9Fm+jXhcQKp1jtAasDWEKsjFNkcjmsnUickCUK/Hz8Bgj3RRSjAEj7tZR0JlSKth5LxIp8Lg0pIs3+Q42+v2PN7HE0qnfscWMpigpf/V7jGCoVGK9cMeFAVRv5xhorHLHCNVYYYoUjWVLOOd+AyjZ6xEpNGHlq072lxAqJnnMk0FYRK48HKrBt5GZmVBDWWuDkY+51E6RFE+PC6E03oINB0EZpSgV2/S0wn/UCoNOB/R9vDc6/pG+QGiueCize+Box5owxMM/4bNgzJ+PpYRzESrsdYNoXQ2PlUlUolYnX55/Zd/8WRv/8PuC6m2Be+Mpc70gETSWP7a255kRdcWZOBTZi1YKTU8DaKsxtdzW4qC0YTzKnggDjUIGNgVh5PFiE2txiEsRM73LHOs8SK5+hVYw+Cby6HDYhNJb4PalLKdXE+PEHguavSVUuUK4tV9BYseW+wuNJYyUS9K7xfZE4qB0IYb6MqUimmxufAHv4SpinfFZ4kyqyiaKn1Qri7OPYVhPAqXVrS+L1lFjJESvG1Es2Zv9KEitk44rXa9e+J+HjVT1zeaztSIxfmWtcpdaC7aICGwyYL1kzULadBVLcIiqwy9g3az77KPAGNEPh8z5yMX0ffmyPWKnSWFEQK6NhoCrt9VwyYsA0VuokdcvmUb43vCSFJXm79+x113LhLAuA1hSvl1aGJt9JrJSamZkt19jx9OgcsfI4uneT8Vxrjlx7edqhmGccOB+owJI03wnECgC35qyufJpTgVUgVvjcVyVe7/VnEmN7NILdWA/FsBqSpEJj5V+Fj/avyB5HM86OPW6soHniBrNFA8dam5D7fYSqJ8PmpgrqsXETK8NRWryenyO1oY0QK+E4djAIzmbdxAqfqCMmsC3QbpADvLnJuBdbemLl00S8HsA2a6ywYNGFBQdPNRlw4OJk7MeiAuMJsiaJFR4E6PaQPftFsA990p1fUoHRc837ut3cdN2Qi9dHx06cXyZcmiBWPKKkyxIr20gRUUbNdRHMV2Zrz5nGziMPwj7yIPCPfwNz/S3ADbfGekj8u3RcEvOuW5HNqcCY/kb2PT8O+09/C/PZL2l0XWMbD9BQYk8a31TWpQKL5s5PIweSz2NbrZqjcUKJlVbr8uibPB5smiFWaD7S0GPbra+CvDK11XLz5rAffygTK1XPp4BYUT4zylqu2XYgVrZrbEVULjX6aIGGcvsRK2bfAbR+4L/Fb1LfIQ2BrVIHct9qjGCCufoo7If+X/H9rbSLfkvBwLrtojU0QTH16WK+7bURKyUaK3fdDfPkZwadLDo+FUtUIlbE59uBWLn6qJs2UnNdnTmwrsZKEMis1zj6bW8yVO1uh0VUYJcxhFEXlSbbOC5i5SLuxyKUoRevJ6rEPCnb7cZ+HZ8XvKbgMKxTlNQbsL5Tp+u0StaPCIl9aRArAFzR0KMPwZ5fCJTidTVWpPExKZ+pnH/IPkOLaApWE7Fi+5sh3vN4ogKTa/l1N16edmjWQGNFFgUYze9e/zSjAuPt1NrMrtFE4vXd4t8aFVgqjmlHobin3YGZ3Z0Wr+dxPm6XK1a3Y6p9mvT4HbukVtjwN0Q9AGrFsh30WfCAIVYqzi+r5yvNJ1ZE4IM2l612HKRIaRBwZ4knQFiFY20nOYVY0UQ16xpN4v3NECDPMnH8huL1nL7kYkLPy2w7RS/9xnoU0Cr7D27vRo/bVsTr+5t+ATU1NsRRZa8Uj0tQgZmD8+71Q59w/9I4qNBYSb7fiAqMib3n7TWzFwGxcqkoksqowLRnv5xTzsigKZ9n9uwLKKCIx7UhFVi7A3PgMLIXv7qcQ30bjQfgPPJKfmcs8fpPT8RKFOzdcmIlHyeUOHs8bRYvtXkqMKaxoonXX4TEijsHq+LmtlXECvcxfCFEK/19btuisXK5ECti7UkFl6TVRfSlTM4/W6HcAuL7OsY8ZV76BTAvehXMl39D/MGWECvit3Xb1SpZ2z6drOx66yBWOOXHrt3Invm84nqq0RCqbbkIiJWjN8O85PNhPv+1+ud1KGVra6zULM4iozVqO4Xrge0Tr9+qZYk9nTS5Vo+rsXIxg2caYoX6Ba1LhaSjRgXGxOt7LLHSBO1UVtx3ycXrnXlh7/Nng4/N148mRQkRfaiYg3bE68vt2jwRMTmlJ/wZ+8PjUmOF99np2a0VTWy37c5jF0sXgI18/5Za/8sQK7TmbHyaIVa0+YxbSmOFjWe/v9WoVEsQKz6muGuP7hdQ7FIWypa1d8cum+3M1jummESsCCqwOrtlzdHkAoiRzog8/XYhVmJ9g0i4nAUxSivyTOa+29+EtdZ9dzGnAZvdM2bVcNnFNzCul0EJFBI4pCq6plRgCdHSS2q8jVvdlDEqFXvyUff3xaIBA4TGSlMqMI5YqbFp0KrZZGJFUMqY2+6C/Ys/gv3wP+efJxArqQ05P+fsbpgmiCIK1mStUPW9nVRghB6rq3u0VfOJImWcaInl9TU38iXNDw/e3HJHmI/4+3WpwLx4/eXlFU4mLvm9qqux0oRu5fFkEW/5NiFW/LE/g103mnPW10J/18TrL1Zipd128+tAFG6UaKyoVopYUbiUy9Ct7e3UWNmieH2EMKsxXgsaKzUDIdkWfZVtT6zw6x4DsdLtwXzB62BPPhZ7hVtKrIikVdMq+4sxz5BPfUmMFdZIq6GxEtE5pu5F1gIwqL63FwOxYgzMq788/YU6e6cy5KhGBVYbsXKREiuTjxMqsKhYruR7wnczDVDaps1oxC4VFRg9N9l3Cj5MkQrMDjkVWP77fkO0U5m/dxk0VgCEav6zp4OA9MTEeM+GJ6ikBmNq3/d4orO6jGYmp5C99VfScyePiXi9ycdPYiWKNV1x1eVriGYzs0F4fuGMe682FRjXWMnHvddY+TTZs1X5b9GePkUF1km+Z1qtmAadbDQCls67v3ft0feKXrw+QQX26XKPP0Ns52nsWNFSoqreN2ooQEfGEStcvL6MaxwYP7EijztgiJWrjrq/qzbTefBz9B1fDfu2n3TvNdVXcY0qHFNtYxPjTtjGuvvX6z4weiB+niabv8sFL+TV7tsV7GD6KubQFVs7ZpnN7i7X3tCM+OH7/bCANtVYkVUR/U1Y7rTTfbjlDvf3iWOw504z8fp6iBWTZaHfNUGrAOF+ZK2wmd/GJIg5fATZG/4zsq/5tm07ZqmVVPUazfFfz8eoRI/xfkL6KkB9vSP6Xn8zjPPLVKVlvvwbgPmr0sGesajAPk0RKxEV2Bafx+R0PHc/jjaLl9z4mrCSi3JrekUXQ2MFqI9YqXCTijSgii9gavoKTa41qbGyPeL1MRVYjebI4H/dhFgUDHw8JFaY5stW6C/kHLeVqtZuL37ededPji7dbruUwXAvt1iPCswUECs1knd1ESvyui/FGr1dGivDAdCEChqsGGSrOonyuJOPF8RKzQSyDJQ1KUbSfPyLYXwtyn0LIwtf5LzMr5naNmJUYByx0iR2UJZYiRArl+DZeyowt9e3Z06Ez8alAuNrlfQZkoiVT3Pk4DaamdkVzwH8M87+8HhErDAzR6653E2IzBgTBOzP5YmVJGJFjD2psQJ8+lGBVRXw/f/bu/M4yer63v/vby3dPT093T37AgwMzibLyKbggDCCIBIXQMBEFBXwqqhIfnHBEK8rQUwElKsJJgGVBHORiJp7iVEwXpcYARHRIJsDA+PMALP0zDSz9FLn90fVOXXOqVPVp6q+VedU1+v5eMD0Ul11qupb53zP93M+n0/VYJ6/FFhUxsoUF3s5BTn+jJWo8RpuXh96Xwz7h1TpkBGPtqpaoqKe5vXVAiu+jJWqPVZCf9dw8/oQX8aK6Z+pzA23KfPXX4t9X85/3lP8t5HAion+xmss3cjCQC4isBLu2zAZLgU2xZsXmCwntHtwn4tUvXlaXF7z+kJbMlZMJlMeF3EPdv705QZ7rHivUyDY5gtQuaXA+ge8uq7Oww9Wz1ip9fil35l6X0ffYk3mLe+RueASmfmL6ruPKZjDjrJ+n1VlagTQon7mpkaHS2qEMlbK38RcOHQfy7/Qm9DCe+YVZyj7qS+VS86F+SeNMa/ENlNNeNPKP6GOW96oCpPJBK/8TenJYjuYXK68qOH2OvNKgbUhY8X9bE1OFVipN2NlisCKtR4rVeYAGUuBlUDJhEYyVhrosWIlsDIz+nZxNVkKrOrfNpGxYowJlgOL3WOlhf3K2hpYcS+sifhdnB4r/m2tNsa8eUCdpcDacBW6iVEKrGapUC8TYcKXaVtnJnYLS4EluqAUuMK5xu0OXFa84MqVxlJgk/7Aitu8PjQuwkFH/3P2eqxMeOecbjljJ9Bjpc7+rBXl8/w9VhIoBfa8L7AS6JUSf38fyFoIVdWoeuzr4vleXfzVH1IaWDEnv7pY7eGP3pT0plRyx/n254v/xuyxElmC113H6ZRSYFNdgOJ/jv5AdGTGSkSPFSn6QoeC45UCM1VLgYV65obn1fRYSRXyC1GpasZKg+m8rkDpDF9kZaoFBmuBFTdjpdTfIc6EP2phoBRYMXUFVqIbm5pTXiMNDMosf3H8+3L/Npcrl/xyF9HDfRvcA0AjzeuTuhpsf3R/hoaUXg+nXRkrUrEc2PatTZYCi5Ox4ruNvzG8y13IlwLj2Bx2lJz1j0oPP1ijx0qNz1xPr6Td9Wes+LKpzDFr4xaUSK9sNvhv4HcR772bsRLuC+GOkwVLZObML9++3owVv5SdTHh82xW7d5b/teykCWS1yXWjBmaVAwndXApMkmbOLO7f3P1l6TMQKN2TdI+VqU4o4wRW4pYCq6vHSrVSYL7szmbUe0FGRcZKzAWzQPPkBvZ3ofFR7SrY2KrM8Zq6H6myT0q9+vqL/YikOnqsTJeMlRqlwKKiLeGFzUDGSpXtbjhjpQ378DjH2Lg9VurlZj5YzlgJBGKTLJFUrW9m+Ga9vTJ/9CY5//yV4g/qeT38wYMWXlTi+C8SiFsKzETMy/ylwNyMF39/njqb11eU2raZBRzH7HnFf4dCC865fPDz3Oh7U1EKjB4rTfH6zqazFJgkZd76XjkXvrv5i0ZbwR3n254r/hu7FFh5fJre3uKRtd6eXEmbKgPR9xydycnyrsw/vryMFd/ndcqMlclgj5Woc/excMZKOLDSQRccdgHeDUSo0VRVarwU2Ph4zF4fzQZWqgxrf/P6uKJ2WLsayFjx8wdWslllXnZycEG1Hu5EYmyqUmAxm9enohTYvqlvE5fXb2eifLVRK3usSOU+K3EXENz3cGK8fJVHnRkrXrAwkynf3z7f6+gfc4cdLUlyfvegL7BSR8ZK6Uq2ZjJWpoVazyeyFJibsRK88tMsf7E0PFfmlWeF7j+i7nXkdlTWbm+s91MbNNK83lg4gU2CL9hZs49XXP4rXVN2sth24f2V+/r6F2Va1mPFFwj3q7dvxK/+S4V/8WXMRgZWfGO/UCPgYaHHinf1t81SYHE+r/6FUmNiz88C+7gGFliLZS19Y6TZRrJmihPzuMKvWdySidUEXt96AyutyFhp4yJhjf2uE/V5Cgf1sjHGWHjOXU2tskatYrMUWNxzCJc7D7UdWElL8/o6eiqZU14tvWi1tGylNFzHeWO+PYEV/wK/N1epyFgJlwLzB7bdUmC+vp7u2POf9zfZY8VEld1pgcwH/1Ja81JlLvnT4g/cczo3wyTfEyp5aSewYnK5KucT0+ScqdXy6c9YkSxU4mgRLzPLPVeN3bw+oseKd6cdcs42Vcax/zkWIjL8pPLrEgisRGTz+BVCpcCistZKPZ7LwarQ+8L+IVUIg6NS+HzDPQEpxCwnJVUpBeafnJvq99N0KbAqPx9v4EAbsY3OSJM9VmymRubzxcV4b4cbLgXmZqzEfO/SUHan2YUdP/c5bH22eHKY75Fmz639N00ys+cWh3DcyZM7Hh1Hzt49xa/r7bGSCR28x8cCJdUCV40sW1k8mR7d7buvfPH+xsekbLZms3Rz5rnSb34pHX701Nvolw2NzU5Xq3l9rVJgoc+iWXyQsn91S+Xt/Z/VOM3rXWledPc/j7glbrIp2Cc1YkZp8d9WKRT/AlUKTxbbKhxYCR/3pOQzVmKMVed7/yLnNeeVelxN1WPFUimwqhkrlvbLgZO8GHMdf8ZKNidjTPEkcirNlgKTinNLN+up2YyVzBQn5rHvx98nqLf5ckd9DfQCmCY9VrxF4sjxFKMUWKA07hSlwKa8aCmBjJU4+8C4GSuFOBfFlZkTXyVnZLvM2lNj3T62VDavnyKwkssr85Fr67/Awj+Xa+VzDZekksoZJ962hDNWfBdrZUqZopMTlc3rJ+JeUFlSKzDfpub1ZtURyq46ovyDoeHK7bCRsTIZcUzP90iTe4M/o3l9PL6LXpwUB1ZSyw2suBrIWKkZgE2zzBSBcv9zLFQpBebunwLVCvwXE0ZlrDjS7p3Fr2cNRZ+/O05w/TS8v5kuayrTBHtrVAqfwIdPSuptQOcKN6+vdv/+xzemvkWD8H37hUqBNXJfTmHSy1gxgw32WLEaWCmVZXKFyxI4bo+VuM3rY9SU7iTua+32V1mwuPVX87uTk3p7rEjSnlIz5kab17t/+8LuYGDFd9W/yeWkVUdKv763/PtMpniCPT425VWOmbWnSWtPm3r7Kv5wmmWs1GheH/kzL2Ml7mcxbimwBJriNqqRjBV/D5oOCqyYufNl3vpembkL7NzfwGB5KXA67JubUZGxEvFZbHWPlakCK3GN7SuWYoy6gt7f461GxoqpJ5hatcdKKMu1UXU2rw8slIb71tR8HAtlS3v7yie1NnusNFUKzPf6NdFfxeN/XrF7rOSC/9qURMZKVGAlapxXZKxYbF4fWjBuy1XLMXqs1BpjJpcvHnMmGmhev/RQZd9zZazb1sW/v2h2X9WMqRbiQhrKWq128ZRtUYGV8PysZsZK6bNRmCzflz+wUlePlRpVE6L6GbSByeWLi57usSKcsWKrFJhUfJ33BQMrppFSl93InQeNj5XnZ2m+0CxthkKBlWrn6tls8bPsHlcD8+5OzVipfZ4Z2H/7P7cRwV6TzUWfq1XJWAn0WKm2Xxvf7+tzFnpfOui8uBvwbqBS+BzEDXTUlc4bcUISrrVa7aTH/31vX/0T0mo3L13BYOo5sQs/9v79Xo+V1GSs+IUbaodKgZl6eqxMhyi4+3zcSVary4BJ5bq8cSf+ed94bDSwEnWldrWMFUnmsKOC95XJlk+wW3ald41m750o45Zfi2peX3loddz3I5xdVvX+Y16RXXFVX/uaetbNP9bjlrixUXIhIZmTXy1Tb2ZXNQNkrLjMzNAiuPsZaEfzevcxJkOlwOptXu9yMyairqCP3WPFQsaKrYD3VLWqw5vj37c1mq3aTMaKq+keK5Yy6/x/ayGwEugdE7vHSo2LBpqVSPP6mOOqZo+VJgMrccqK2dZsj5VAKbD6Aist439O4+PVb9dqtgKptQSa17du7mNWHVn8wh9YDM3PTEXzen9gpbRtk5Pl42Cvv8dKxN9UEzdjpd3zXP+icz5vJ5M6ar8U9bymy8VorZbzXfTiXkjb5XPlepiYGSsmXLI1UAosNO/uxB4rU/HP9bMR2Sn+47v/91HHY19gpWopMKl4nhAVyJKmz5rKNNFZqxRok2qBjnoa0PmGVrWU4DiTrHrLgEk1MlZKk/Bmeqzs39dgYMXHamAlfCIYOsmbDAXFpkpZT0NgxT1ouAGKZoSeb8sb10syL3mpzPGnKHPG2fFun8mW369SYKXiJCbq7yJ6rEjyTo4c/1VP4dfhsNBibyZTPpGK2zy4XtMuYyVmjxV34cJ9P9yrXabaD5iYCzG1Gnymjf8kJ1xqopo0lCdMg5m+Hitpfo/bIUaPlZYFVkqvvRNe1KsIrMS8PzewErX26x/vta7OtpKxYqnHiv89aOU5daAcQ4OfB/+istXm9bYCK01ukxR8jrF7rLQuY8W8/s3FfxvJeq37wUr/Ro3pqEBlrYyVamMsfDFTNYFs8DYt9sXpsVLrNu7zT1FgxX+O4ozvr3HLFqszY6UhbeqxYhYuUebqv1Xmr3w9v8L9PmqUAotsXu8usE6M+z5rMTJ7as33fNtg2r1g7l90zlnKWIkSNW/p9vleXIGMldKFtARW4gsHVmqdqwcyNWoEDzrlYrgGAyvGX1UnqseK77WJ7Ps4tl/a80Lx61oZK2Nj1TNWws3skSj21qgUPgkpNJCx4t+Z9vUVF4zjpgSHMlbqV+W+vSsYmshY2bm93BStnsBKq65umiqwUqi3FJi/vEYyC+CZD12jwne/ocwFlzR/Z+Hn24aMFdPXL3Ppn9X3R/meYtDuhdIBNlbGiu82UQuK+/2BlfDrsESaM1/a/nzx+3ZkrET1Qehkpsbz8f9scHYxqOJmrBQayFipVQog/PhpzliZ6uqdKK06ge00ZKyUVeux0sbASkXZqvBCbdwTyv01MlYCPVZqBDzqylipsv/1yofaLAXWws9r4KrBBj8PvjFirGasNDHHs5yxokYyVlp4EUTm+FPkrDis3BC6lWqVAov6OIV7rAQyVqb43Ezx2ppMplw+pV3l0KYqBdY7o3Z5zchqAym6Atk9p0uAMcY3hNqQsdLismdmQfCiM2NMcY62p8o5SVQpsMnJ8jlnj/+CSvdvYmxIrfleVD+DNjFDs8vvdz5PYCWN3PExPt5YT91uF7fHihR8XWvNuzslY6We41p4jpzPF49F7jy82gUZEee8jnuhdjYr9Q8Uj8eZTOX+fnyseo+VTgledQneDVSqVpqrnnTeQGpg6eRwYtxXR9zIm2VVnPT4pquHro6xwSHVduSN9FgJ7cCc5zYXv+ifKVPXYkbVb5oTtxRYocoOOSwFgRXzotXK/uknZQ5YauHO2p+x0hB3kuIGQ+IsCvbUUQos/DoYEyxR5PZYkRoMZsZQK8OjE/XPDP7r57+CxG18WW+PlUab16f5RCJfvqIn9pVkZKxIkswAGSuemVV6rKSpeX29GSuRPVR8mb01M1bqmItUmx+5++UmE1batX93AoGVBh/TX+6m2R4rGUsXz/j3cc0Ge6Rg1kvc/hjuXMBGYCfq/ufMb0+/LHe/MD4m54Gfy3FLrUrRAcTwfjVO+S6vxGmM5+Pepl2Lwvme2u/5VO+vv7SO+3qlKbAyllxgxVogtRb/HCmqD0qr+fePcUqBFSa9KgkmssdKjM+I/zMXvn2bmtdH8i8653tCmZkWj3lRFQPosRJPaR7kTIyXL4Clx0p8M2YGx1+teVUgsFKreX2HnLM1WgpMqiwBFve1kcoVcGYNledEUfu2sbHyOUI4Q2W6rKlME11+do5IVQMrdUys/Qsc7gRrfNx3EmJ8Cw/hxyvd5C+uk5a+KO5W+0yxfc1krLiBlXCTr6nvqPp9NqPiCrtwxkp9pcCCV+FMg511+Pm2o8dKI8IH0lgZK/76yxELijVKgUmSXnyU9JPvS8bIZDIyfTOKH70WLUia3r6W3n+7mbWnSoWCzEtfUflL/2RqcLj4rxs0KzSwQFFXj5X0nkh4zXDrWbDLtujKwE7jC6x0fXmDBDNWvDE8RcaKsdFjxS2Z6jjRjW5dNnqseKXALGastPLz6i/H0ODjmL6+8qs+o9kgQkRpnIbupvxcTNw+VLX4n1fc1+nwo2XOukDmqOObf/wEef0ZNz+jwt9cI/Oq18u86dLizyI/bqFjss0eK+79TU62LWPFGFPcD/ovsvGbMrDi77Hi3am17WvaWFpKgbVoP+cfJ4kEVnwXWYXPNf3POesbJ14pMN95v7+36lRqXdyXUPN6SaHASpszVlg4jcefseJe+NLtc+U6GGOKa1vPbyn+oGZgJbrHineeX75Tq9vYMs0EVkrzb+NdOOh7PaYKrIxsL/47ayh4f+Fj2/h+X8YKPVbSjMAKIoQDHeErMeMEVip7rDgT474TYN+VmBUJK6Uf9DTQuD7O9tVz9Ud4wvx8KbDiLpbGvp92Na/v/FJgVvmfT/9AsJxOmoQXzpsoBWZ6eosfKfdk2pjIz5E57CVyZswsX/3d6lJgRxwr85o3yhy9tjX332amf0CmWh8d30THDJZKCHgZKzGzx6o1yAtvh3/xVUp3KTD3JKeerKjAlaHTYJ/UqEApsO6eupn+mdEnb/7PXat6Rbmv/ZQ9VuId552x/cX1pmqlvmqVM3LZ6LFi63jfrnrPtQJNcfn7SzSbsWJrjhfIWLEQWAlkrMR7b0xPr8w5b2n+sZMWehucLRt938QIIGaqLJBE3SbOscm9TTsX+5oJrARKgbkXhKTo4oYES4EFP+OtWTwMzNtt7O/q5Z+nVWSs+L52x/W472KDqOb1cV6nms3re6K/bgMzPMdXCqzHTvP6KOEAltT1873YvAw7MlYaNuwLrMQuBTYdMlbqmP+G98Xua+H1WonusRKdsVIKrPjXFKtmrFRZO+jmCw5TiL01KlULdNTT1DTqytHJCckp7XiMrxRYxePXcXVLlCkDK02UAisdcEzdGSs+FgMr3iK6q1opsLjZRtMssBKog7xwSWOBunYIT/7qLQUW2WOldDJd5aBrZs5S5pP/q3zgL51kmxaVAjO9fTLnvq0l9506gVJgpV5M+/fJcRxfxspUgRXf5G2qE6tMtnylYJqv0HInnvWMMTJWimbSY8WTxh4rjdbAH9tf3C9EMSZmYMVGxorbY6XJWmDt6rFi4wruPn9gpcmyW5ZKgQWybyyU4jIzfEHIbtt/hsffjm3lr+OMc//+xEbGijsvaOdCaW+ftHtn9O9iZ6yMpzNjZc785B67HaXA/JLIWPGPj1oLpu7nxH+Vtb95vTtm6r0os2aPlTYvXw2Ve0KZfOua11ec00sEVmIy+VI2sT+w0u1z5TqZ4bnl8Re3eX2g9H+4eX2Kjhe11LGd5kWhFgXDc6Rn/1CuZOO/eHuKwIrbY8X4Ayv+17Z3RrHaRaDHSrh5feev1U0n7K1RKXwlV73lpKTgBz/vS8/sjbiPaj1WGj0pn2r7mioFVorku30T4t+R7y4tHmjCk4ZqpcC8htlTPPZ0uzrcX1YjrWXApAZLgVXrsVL6uVt6qsZ4M7N9DWTdK1tbdaV3Nwk0rx8u/us4wUXUqT6LMTNWiveVkdzz7jRfofWiVdKqI2WOeXn8v6HHShGBlbJwYMVELFi2rMeKr++AX6OBlf37ameruM+t1hX2dWWsTFUKzGZgJeZcJ5utf+Gw2ZJlUjBjpdkghrG4nzKZ4vOz0rzedx+dsshhS/j5umU3pPI4n7tA2vZc9D7V/z5WO29wx3uc85UkMlZqXcQQN2NlcjJVPVYyH/6sCvd8V5kLLklwI1qfsRKQdMZKOHjvf8ruOcO+Pb6/9fVWdY9P9a4d1Oyx0ubzFH8psFy+dRf8RPZYYakuFq8U2Fg5m63b58r18l803EiPld7QvHsaNa/PfPYfpOc3yyw/LPjzd1whbX5GZumhxR8ELsjwB0kijsUjERkr/n3tjGJgxRnb7+uxQimwNGNvjUoVcY7mSoGZXI93FYHjD85U7bHS6oyVJgIrI6Ur3urNWGnVsSU82a3aYyXmVfKBmtLTYGftf//S2rheqnwf685Y8b2vXo8VtxRYzPIfR71Mzq9+LnPsSbFujxp8+xgza0iOW6pr/974n0V/D4E6Ms3S3H/D9PUr+8Gr6/ujdl0Bn3Imm5X6Z0p7XuAKxpmhsk3eca8NGSt5y4GVsf2q2TE+TvP6ehaZWh1YyTYQWHnRaumx/5appxxXVMmUerkZK70zZJo9OQ2UAmtyP5XJFJtA91luXt91genQ+Hthd7H0Xk+vvM/cQcuUef/Hggunrjjz4boyVtzAShv33zX2g1P28Mn5S4G5f5T8QplZcZiyKw6b+oYt3Qh/j5XpmbES6JdQEVipzKxz9oyWf+YusDpOedvjvE61Ahb+c/d2X0A0OFwuuRvOWLE5L3U/r5lM+ZhPYCUe/9zMy1jhtauL/zgYsxSYCWSKhzNWOmTOEeP4bebOl+ZWZklW/LxK/5n4pcB8fz9jZjH4Mj5WvaR/183r0o13AxFCJ9ZulLT0oY6VcRF1Bf3EhO++faXAqiSsNByNsJqxUuUjUm/GSqsm3uGrW9zX3d2ZV/RYmSroNL1KgQWulkh1xkpoTMYp7eJfWPIvupUO3k6MjBU/c/ByZT9xo8yRx8a6PWrwf456+8qTzX17fXVSp8pYqeNEOpAhOM0yjgIZK9Ngn9QMt4F9ioNnbVGRsVL6LLWjFJjXdyDUY6XRDIqx/TXjKlOWAjOZ+o7V1Y4H7j6rycCKaSCwkrn0gzKnvEYL/vof4j/OS0+SjjimufKS7hWEzZYBk+wutLr7PCsZK/4eK8kvirdV1DHWvUK0UJ4TmwMOlpkZ0X/Pfxyvdt7gjvc4ixteZl0b999Rz8s1VQ+fyB4rXTaGqrFU+i+2RgP3zfDtf0z4SnT/+bkbvH3BF1jxL7B6QaE6S4GFjmvGGGn1muK5nFtit01MNltuMJ3PN5VJnXnvVVK+R+adH6z8pTt/95/fERyIJ5CxUrrwJc0Z/GkUCKzUGNdxe6x0yqK/zXNL/+vh++wG9qHuMcMt2V4tY8XdB4/tL68JkLGSauytUSl8Yu31WKljYu0/IfGuIhgPLvB791OtFFijgZUpduRN9FjxHqKZHis2VWte774GFWXcpnhtpnUpsBRnrPgnKT298YKX/vfefzVbgxkrsMj/2entK06O9u8tvidxP4v1nEgHSpZMsxOJFtWy7kgzZ0na3PUn2iaXL+7n3Jru7cxYidtjJW6AYmx/9aBMoMdKldvk8/WVF01hKTAze64yb71MPYsXS5s3x/ubXF7ZD3yigQ306bEZWPE912b3U6W/Nza2K5CxMg3mdPWIGn8j26QFixXrPCPOVekNZay07xidOftCOYcsl/P4w9Kjvwn+Mm6PFadQX9ZBN+iCjJVgKbDqJX5M34zip8kNrJhM9AU+cV6mKT5zmf/v01KhEAzgt8vwHGnXSDEoYozMiafJ2TlSd5DHHHW8Mjf+7+jn4M5b8vlyOWcyVuJxz4n9c6rpdj7UYmZ4Tvny51rnGdOtx4rNc8s4zeuzucDFWaZa83o3i9ufsVKRydfl58Upw94alSoCK+7ivPuDGDtK/4TInZCNj8fLnGj2xH6qzcvWcaCttp2D9V4t06KDS8VkN3j1nFMoFB85dvP6abaI6X++CxYntx1TCQVWYvFPtqMCK+6kvFNqnE4ngZqzM8qTzUDGSosCK9PtCi16rJSRsVLWP1AOrLjzjSQzVpoKrFT5nb/HStT+YNaQtGRpvMfx7rPKZ8h77RIoBZYQMzCr+GzdK5GbEbiC3U5gRVOVaoqji3usmIh5t7NjW2lOXGdgZaqAZJxjk3ubNi6UmoOXyxy8XJM3frryl3EDK5Icd3/XZWOoqkDpv27sseLPWCmNo907S7fNF4MGbq+o8h9N/ZhTzPeMMclVUxiaI2m991pk3v6Bhu+qamDIvao9ly+XHuvyC2lic8fo3j2VP0M8/ouGa5YC85e7qtFjpVMu7LS5D6/WY8WfxZcLBlY0a7j8te8c3szoL85Rx8a8cwCTyQZn6d12wUzKsbdGpWoZK94VXlPfReAKSq8UWDhjZYrHa1XGSj2TlGonS8PtTUOuqlrGSrgUWNzm9b6/r+sq2LRyx8LwXBkbZTVaJV9/YCXw/hSiAivuouM0eB87jX+/0dtbPvHcvy9+kLOuUmDTOGMlS2DFZZYslfOb+2XmL0p6U5I3c6Dc8yx83JPa32MllFHixA1Q7I/ZYyUiUJP57N/Xv+gy1QJxuMxavRppXp+Uw46Sed2fyBxxjIU7s5ix4s5bbGSs9M4oL9B12/6zVikwt7RxrROawOJnldu52UVxFpBK92eSuPgh6rMYt3m9VF4ESvtnul3anbGSSGDFNz5qlgIr3W7vC8V/3WNIPldcEHTFucgrxRf3ufMvzZ7bugdxAwHZbPG/iQkyVuLylwIL/wzx+Ne2aizYm1y+PGv1HSdNJlt8zTvteGFzX+MPpuSqBJ3C8/ZqGSv9bsbK/vI5QDhDJWX7yW7H3hqVqmas+Puj1MHdSUxOhIImVRYM4pbKqWbKjJUm65HncvUvPrS7eX1FKbC4zesjSqp0sgMOlvpnyhx9fNJbUlNgktLIgmBkxgqlwBLj32/09nlNkp19e6un84ZN1pOxMo17rJj0nmi3mzn7QpkTTpEOOCTpTUlev6/RuddjpUatZ1tiZ6zEvL+x/eULH6J4zesrb2MaeY5T9FjJXPKnKvzD9cr80fn137fvfkoP1th9tInJ5WVe/yeW7sziFewz+qU9o9KswebuR6ULMPr6i4uenbLIYc3UgZWax5TAIm/twEq8jBW3B2ICp95R2zdVRpT/XGm8wxbKWs3/erZjjp1EKbC+GhkrmYjAiss9NmfzknyL3BYyVpJkXvsmmRe/RFp1ZOsexD2mZ7Ol/QWBldjCQRSTSaZkXAczff3Fz/O+vbVLTFXrsSIVx3CnBVZsbme1bJ5AKTDf62dMuRqBJJPvKZ8+eD1WxnzrePRYSTP21qgUDnSET+jr3QG5V2f5S4HVvJ/4mTGRWp2xMji7/myOVh1cqgVWGm1e7534TY8dtZkzT5nr/jH9k6sGMlYCfPX+TU9v8RPklQJL18lJVwgEuvrKCxj7faXAWtVjZbqVAsu2eQEjxUwuLx24LOnNSAf/xQ3uVePZUop8Nlu7PnQz3PsNZ6xUfF7jRVacsf0y1W7r77Fi64rlaseD0smaWXSgsld9von7j7EYPR0FFlqbe96Zi94n5/ktMgss9YWbMaMYWOm2uUDU83Wz3OKU6osRJPTKctQTWEkkYyVi+/pqZ0SZTLb4vAoFaWKs+v10o0AgNbnNaKlapcD8TzocoHMDK+FjcJz9YiCwkq7zNtM3Qzr86NY+iPs6Z7KlRdn9rZvLTDfh/Wqe160hs+dJm5+pvRZRrceKVNxv7Cn1W+qQOUdFea1mZDLFgMjY/mDQOVwKzDUwGFyj8r+27jF6vFwKrCLglfb1rS7DXgcRqmSQFGKWsAkxc+YX79F/hWcmo+oZK95f1vU43l9NtX31XP0RdRJRZ6O60h018Dcx+Ce7JlN+7u7BrN7m9W6qoo3a3imR+qCK1FiPFT//ol5Fxsp0PetLMf++rqen3NyznowVSoEV+Z9bJ3yW0Ramf8A3VQhlWrYqW0XyTogcXzDbqScIGja2v8Yir795vaXTvqo9ViydAAcWw7rn2GOMLzzW5IKgOewou6+ce3LedYviET1WwoGVWq+J/3dVS+jVk7HS/h4rrsD4LPW+iFUeN1cq50TGSlAgsDI9P1emd0b1THr/cw4H6NyGy+GF7jhDJ9vdGcqmt9e7OMQ7JhNYiSd87jPdzoXaJHP+O+Q8/KB06OrqN6qVseIredUxJeUt7sONMcpc9ufSvr0y/sx6/z7U/7r4y4BJ5dc2kym/lmP+5vXhjJXu20+mGXtrVAqfv4dqh8edWGfe9WE5W5+Vlr+4+IOJcd991bqPJnusuH9bZSHC1BVYidiGhgIrrWHyvhJSUanp4VJgU1xBauYtlLngEpn5C61uJ6YQCKw0UMrJt8jnHbybLamHxvlq/Bpj5ET0WJlqwlnXYu10LgWW4prbSJD/hCW8YNnSwEpEj5Woz2o9zetrXSsXvkiiWVP1WGlWBzWvtyqwCJ+y5+32aum2/WfU27AjHFip8efGSMeslXZuL5aVjeKO9zivrXvbJBb8AhcoZKSJwtQ9VqRyOScCK0GB863kNqOl3PHhlaXyMRG3c3/lZaxUlmaaUopLgbXFnPnFf4fnSLt3Fr/mgqJ4CKxYYY48TubI42rfKFcjYyUQQOiQz7DlOZt58Usqf+jvseK/cDIcWHHP4XM572tnfL8vY4VSYGlGYAWVQgsCjuMU51B19lgxx50kI8kZ3VX8QaFQLpHjb15fLUOmqf2cqbxfVz1Xf0ScRJjBBgIrLeux4q/ZmKn8Oty8PsZJUeb0N1jaOMTWaMZKT680tl/Gn55ecWXZdD3rS7FwmSA3A2xfG0qBTber29pdyxydwV8KzOuxUhofrQysRPVYCV98IsXvsbJ/X/UeK0YtyFip1mPF0slZJzWvt8lmjxXb3IXPtG1Xi5mohdmd2+U4TuwLT7LvubL2g7jjPc7iRibBK9D9z7N3hjSxWxqYNfXfeaUP3VJg3TWGquqCjBWvFFiup3Lh0fecTT5fHCfuvLdaYCVWj5XuvpDGLH2RMh/8S2nxASp85s+KP8wSIIglm/Wy8SQRWGmlmj1WfCWvOuUz3I59uP+iR1+5cDNrKHg797XNlgMrwR4rNK9Ps2m2AgMrKnqshMtJ1Xl//h2w/6onb8Gg2uM3MYHPGKlaJZ16MlaidlipKgXmb4BVnpB69SLrLQWGZPjex3oaEmf+8ivSHzZI/qsjwn+ftqtnu0F4v+E2Ad0fvxSYmdEfv+ZroMcKGSvoAjMre6x4JUj8QRfLTK6UJTpVxkr40ztzlvTC7uLn05fRVjNjxRiVS6Z2SsaKvV4jHcV/nE3ZfsrMmBm/D8i0EjH+Jiak0V1qupejy31N48ytvYyVJJrXl5+o+ZP/IW19Vlp04NR/527zuLu/66LPdC3dkLHiHk97e1XxJMP79r4Z0uju0t+Vjr8VGSsxHrPbM1YkmVVHFL9w9xPT7WKpFjHGFPuqjJXmV9PtXChNAg3awz1WqpS8SrM2rJMEqlQsOlDauaP4dUXGii+w4q7n+EsGB7LCM1NWv0B7sbdGhCoZJK56P8SBwIp71ZP3v4geKxZKgdWawdWVsRIxsRtuJGOlRTs+f9moOKXA2AGnU4MZK2ZodmWgL1xKjGBa25mTXiXnv34k85KXFX/QF5WxMkVZvnMvkrN1i8wpr4nxgKGrB6cRk8lIC5YUmyHOjHGFLbpDIGOlNP6XrZQ57+0yL3px6x7XnT9M1lcKLPOx6+X86r+k8TE53/p6+RdjYzWyW0z5hM9WKbBqxwNbi1jdmrHin3Om7Zg7o0t7rFQbfzu2+bK4m3xNMnWUAsskWArMP0c4Zm38eUI4Q48LdYpMxPlWKx7m7LfI+fY/yrzhwpY9RlVLDpJ51RukAw+u/CyFv+/1BVb6q/VYqTdjpbtL3JgzzpEeeUg6eHnSm9I5cj3lwAoBqdbJ1+qx4stY6ZQ5R5v2NZnr/1Hav1/OHbeUp/3VeqxkczL5nuLt/IEV/7ba6o0Ia9jroFK1QEejmSTZbLnniTs5j7OzbbbHSq3tiSviJCJdpcB8i+i1SoGRsZJu+QZLgUWhFFjiTF+/sn9xXfkHpYmms39f7FJgZniOsh/+bLwH9O/TctPvKq3Mx66TJienXdAIjQs0ry8dp00mI/Pqc1v7wF6PFV8psBhBDzN3gcyrXq/Cj78X/MXY/urZKMaU9xOtLAWWsXjVGz1W0ve83cB+t10BXu19GNkm6xkrdQVWks1YqWt8uvs7L8suZWM7KW0q/WfOOl/mhHXl3httZIyRedMlkiRn357wL4Pf+/usNFUKjIwVV2bda6R1MS6sQpn/HIFSYK1To8eK6emtmJunnTn51XJ+8n1p5RGtfZyBQWlAcmo1r/f3WPFnrLgC+8juDj6nEYEVVKrWvL7BrAdjTDGiPTEeLIER0WPF8S8e2AqshBvZ11OvNGrxc2hO49tlm38R1URMSOtsXo+ENNpjJUpFKbDuPjlJBX/GSsxSYHUJlAKbficTpq8/6U1A2sz0Na9v5wUDXs+BqUqBRTMvP1XOQ/fLHHCwnLu+KY3tq92PxSuZaidjxWQylQ9ndV/UpYGVFJcCk7v/7Kb3Q6r6fJ2RbfF7nU0l20iPlWQzVuo6D8iFMla6bQxV06ZAqjFGmrugZfcfX4xSYO6vvMBKaIkpzuuUpfQrmuDft07Dc6HU8H82a/VY6ZDjhTlkhTJ//TVpYLA9D+h7/UzVUmDZcgWS/fvKvw9cRE1gJW04aqFS+ATey1gpfd/IjtLdUfh7rHilwCIeq3ij+h/H+1Pf34Z3+vXsiKKe69BwIxvUwN/EECgFFpFC7Z481tG8HgmwGVgJ15UlSylxxm1eH8hYsfhZDDSv52QCXcBfCqydFwzEbl4fHS0x+R5l3/cXMmecXfzB5KQ0OR552+If2G5eH3E8sHnVWybFmRutlOZm1m4psG5bqKyasbJ96tvEVU/GirvQnMSCX1Sp4DhK+zvHPXfrtjFUTaMZQJ0qNGYqMhz9GSszqmSs1FsKLG37UaQfGSvtYWos7gd6rHTOZ9gMzZZpV6DCfxytUQpM+dJr6Q+ssI9MNd4RRKjSvL6Z1HkvnbyUzmYyvklWILJS/rKpFis1ruCuJw0/fBLR21e5E4y1PW1oXu+PYrvbPUkpsI5gMbBijAneRzec9KVdIGPFzR5rVcbK9CsFBlSYNVT8N5dLJmMlqseKfzumCoT499H790ffxpjy/ttWj5Wo/Y7Nk0n/hSzddOxJcSkwc8gKyWRklh6a9Ka0V/h9cOfuI9ut9R00L36JNDgs8+I1U942c/KZ0hHHyhz50qYesyG+51lX2b9wxgqKAsecdH3eW2KqQFJEKTDTTPN6mjKjETkCK21R6+Jl1h+m5p+HzxoO/s49h8/mojNWMjWCWkgcpcBQqWopsAZ7rEi+wEpxcu5PWAksQBRslQKLeGzv+3qa1/tORs5/h8yyVZWTxbo3yKJ8lSsD3B1vk2Xc0CY2e6y49+HW5OQ9T57bzG/f3vLXVjNWfJOrPId1TH9m1pDMH79T6pvR3gUYr8eKL7DiXsCQywXLnU51P26Z0v17o2/j77FirXl9VI8Vm4GVLr2azv+6puyqfrPiMGW+eFvXlVSs2C/MmS/tGpGzY5vM7HnurZp7jCOPU+avvxZrH2SOPFbZI49t6vEaZjLBf+NyP8/ufq2bPtO1BEr/dcMcu3ZgxfTNKC8dVCsFFqvHSmm80ZQZjSCw0h6BwEo4Y8VXCixlc6HU8B9H3YvEXO64zeXKQZZAj5WI6jRIDVZgUCl8pWUh9H0jixjuBGtsqsm5rVJgNUrjhKPrMe/HHHa0zIGHNL5NreBfkI9qaFWRsdINJwCdx+Ty5ZFvK7DiYmKTPPdqvv17yxOlVmWsTMPm9UCUzGmva/+DRl3B7Zby8gdWpshYKWYW9hX3CdUyVoo3LN1fCzNWWtVjxVb5sk6Q5lJg6tI+VVGBlaceLzavt9h3sCOurPdKltW5rV4g2S3jbG+TOlq3ZaxMtX/z719mlMp0VmSsTL1f9HqAcd6CRvjWRAw9VlrH3yMk/FkN9FjhcxzJfc36Z1aMUzNvYXEfOHd+sNy/iz5UqUZgBZXCJ8Nej5UmFufdCZaXOeH9r2olMHsZK+EeK41lrNT1d7W2xyb/xDVqZ1vRvJ6dcCq1ImPF1Qkn/dOd22Nl3z5pZqk5ns0J5zRvXg+kRjaieb37dWCOECOo0NNTCqxUyViR2tNjxWopMH85NEvBoE7Qrb1l0izcF2LOvOKncmSb7+PZJe+VOybrHZvh/R0LZUWmdgbHtBMoBRbx+0CPlVKQJTwXjfMyuccPw5XYaIB/TWTO/OS2Y7qrtc/rZf1hSu58Maq1wCHLlfnY9dKCxdJkxBw6qjoNUoPACjzO7l3S7x+W8/CDoV+ESoE1k7Hi8dUOr9pjxVLGSkXz+gZ7rDSz+NCig4vJZIoTiYnx2qXAaF6fbr7JoCGwMv24J50T4+Ur2m2WjwiUAiOwArSMu6+enCKwEicQ0hPRmNIv0GPFUmAlMmPFZvN6333ZKl/WEdJbCqxrhQ+x7kLb6G5fv8cumR81WgrMPXcrzVs6IjunHTLdtrg1VcZKaY7b2yfjjplGmte7AZWueE1h3a4R70tz0quS247prtZxJFAxg+NFJFM9sGKMkZa+SJLkRJUW9q9F0mMldQisoGzT0yp86S8rfx7OWGmmx4rLv7P1L0D4v26qeX2Nx66rx4q/xE4zH5cWHlzyPcUF21ilwJisplKgeb2FUk49VXrvIBn+mrP79hT/bVXGCnWFgdbxmtdPyikUihc3uEEW/xwhThyktJ92qgVW/Beg2Mr+iFrcspqxQimwrlmsT7vwMXZgsDhfHh+Tdmwv3aZL3iuvKXh9z9dkc8VdmVcKrEter6l0dSmwiN+7gZUZM8s/q5iLxnid3IwVAitoxOZnvC/NogMT3JBprsZxwPT2+RJC+RxHKu3fTLhxfZi/F2Pobyu+RirwjqCs2gfUO6F3F+cbuO+Kq6irZKw4ods0yr8zDz92XYEV39fNlAJrJXchPk4pME6K0qmVpcA48CbO5HLlk8y9pbI/Nt+XwP6OHitAy/gXi9yAymSDpcDcgGvNHivusXwy9ibWFLXfsRrk7dKMlUAza465qRCe72Yy0vAcSZKz4/no20xXXimwRjNWCKwEdFkg1fizJ2tlrPTXCKzEeZ0yZKygceZP3iX1zVDmgxEXCcMas/CA6r+kYsbUamSsBG5mTPCc3mQ0ZfYgEpXSlWIkotpExi1B0UxN4rhN7PxXZdraIVeUAqvj6kz/2kgzGSutPLa4r22tUmButJu0zHTyfz56KQU2LfX1SaPjrQly+vsakLECtI5/HjAxUcoYjchYicPdT49VKwWm8tzBVimwVvdY8c8juymw4ntdK5q5IhEVZasyGWn2XOn5LdKObe6N2r9hSXDn/vWeA3g9VgisBGS6K7BSZFQ8Ka58vmbOguLp8ryF5R+Gj4exAituxgolblC/zLrXyDn51RyDW8wsWyFzyf8n4/+8u6iYMSWz5jg5D90nc8zLp75xT480Vrr4KpMJ7n4Z56lDYAVlVTNWLDavdxnf/QTWC5zQjRpUrZmzycjUM2HzB3qaWnxocSkwKZSxUi4F5jgOpcDSzj9G880HVkxPT/mTxIE3HXpnFGu7uyy+LyaTLb7fuRw10IFW8h9n3YBKVGClnh4r+2r1WHEvkmhBj5UlS6WR7TIrDrNz3wotZndT8/ouu4K9I4TeB2OMNDy33MA+4jbTltu7ot7nS8ZKNP+5VLe8JBkjTSo6OLfiMGUu/5/SQcvKP2ukeT0ZK2gSQZX2yJywLvoX/tLXXMwbybz4Jcpe/bfxbpzvlVRaO/BnDkqs6aUQgRWUVTsYefW/bQZWfJdiOlVKgTW1P/b9sT9jpd7giP+Ky2ZKgbXyZMQtBRZVd7FQCPWt4SCXSrkWlgLjPU8Ht1SCy+aEyL0vyoABLWUy2eLxtVCQJkuLjZGlwGLwmtfvrfZore2xMjRbmY/dUG42bFuXZqxwspsSkaXA5ha/doOh3TI/che46h2bXsbKWGN/P135z7e6pZWUVwosImPFGOnI44I/bKTHipexwjgDOpI/sMLxonn+8/pMKLBC4Cp1WhpYGR0d1S233KL7779fknTcccfp4osv1syZM6v+jeM4+uY3v6l77rlHo6OjWrFihS655BIddNBB3m0+8YlP6OGHHw783dq1a3XFFVe05Hl0jWo7QPfKriYyVkwuH2qfYnxzrGrN65vYIfu30T+5q3cBwV/X3Ga5DJvyBFY6HoGV6a8isNKCUmCUAQNaL5cvpua7V3FPRARWYmSYmJ7e4uynWo8VYyr7pTUrEwwAtCyoInVX83p6rKRPZCmwObVvM13VWBSvyctYcQNR9japo3XLuAkwoX+n0EiPlcUHSrOGZFYcXteWAUgJfzlzFv6b1+PvsZIVPVbSraWBlS9+8Yvatm2brrrqKknSTTfdpBtvvFFXXnll1b/5zne+o//7f/+vLrvsMi1evFjf+ta39JnPfEY33HCDZswoL0yddtppetOb3uR939PDlbpNC58Mzpknbd8qZ3upyWMzJ8kVJ+/VdrbO1DeJwzeBM3lfUKfeK0p9ixl1lRCr2J7G/3RK7uQ1E1EKrDAZ6lvDTjiV+mYUPyOZTAt6rPCep0JvKLBic/HNva9w6QUA9uVyxcBKKaDiTDbYY6V3qowVH1tBinaWsOmqjBVKgaVO+H0wWWlobvhGbducRLlzhEYDK15vOOaTkoKvQ7cEkOvt0xMKrMQpU2tmzlLmc7ek90JGALWx/mBXzYwVXt+0adk7snHjRj344IN697vfrZUrV2rlypV617vepQceeECbNm2K/BvHcXTXXXfpnHPO0fHHH6+lS5fqve99r/bv36+f/vSngdv29vZqeHjY+6+/v79VT6V7hCcys+cV/92+tfivzR4rGX8pMN/Pg2kt9T+O96dVSoHVnbHSAQsD7kEsTsYKVw+kkunpVeayP1fmPX8uYyPrgIyV9OnrC35vc8LpBlLJWAFab0Yp63rPaPHfJnusONUyViTvWO7YKgUWyFhp8bGhWxYcJXEVYQpVZKwYmXDGSrfMid0xWe9CTLaBPhndIDC2umQ/5+3X4gZWfMfDOo41hl6BQOdi/cGucKCKi3hSrWUZK4899pj6+/u1YsUK72crV65Uf3+/Hn30US1ZsqTib5577jmNjIzoJS95ifezfD6vww47TI8++qhOP/107+c/+clP9JOf/ERDQ0M66qijdP755wcyWvzGx8c17pZsUPGqCfe2UQdv92ddd2APZWSYuQvk/P4RacfWwGthTKb+16aiiV3G12DMiX4fMg08Tnkjox87W+eEzbeY0ci2eH/jO9G2Pa7cjBz/62WypWbWTkHGt7jR0HuHtjBrXhr98wb2R6a31zvVM5ks73kKmL4ZwRZSzezfwryMlZ4p77Nrj29oia4cT4PD0rbnpN07ZYyRmZwoHoN9JU+NYrwmpVrUZv++yKU5Y4wc9/UtOBW3aeg1z/jnIi2eDxQKse+/48eRf8E6yzwracbfx9GVycq4F4x5N+yO98pkMsX9hzH1zSVzudD1bt3xevlF7pv8+1HV95p2rvL5bKzsk3yPb+x0y2sUreOPb0iVNI8nk82pkO+Rxsfsnud2qcB+NGN8a6eycjxO81jqRC0LrIyMjGhoaKji50NDQxoZGan6N+5twn+zdetW7/uTTjpJCxYs0PDwsJ555hnddttt2rBhgz72sY9F3u+dd96pO+64w/t+2bJluvbaazV//vyaz2HRokU1fz/dTGhSm33fDxx0iHbf+2Np314tHJylLZmMJiXNnT9PvYsX13XfI8PD2u37fu7cucovXKhNkuRIi0v3N7lzhtx8psWLF8s0mA68KZeX2x1l5tCQSteVKtfb6z1WHM/mchrzbU+j8vm83NBeM/cTZdvgsPZI6u2fqfml+x6dPVs7JPXlezRn0SL9oXTbRYuXKBO+ch4doZ790e55CzRS+rp3Rp83LpCcHXPmevshSVqwaJFylt6XHbNmaVRSvn+mFsW8z247vqG1umk8PT9/ofY9+ZiGMtLA4sXaPXOmRiT1zRyQW9SrpyevBVN8FnfNnaedkvJOwZtn+PX29cmZnNB+SX29PQoXDGtkLjG2/wU967v/Vhwbnin9m82YurexU8eR/3WdO3ee+jjmJm5y+9bA93PnzVPv6sO10fezWbNmaagL3qtdQ0PaKSmby9f1mdw1e7Z2+r7vnzmgOV3wekXx75uc8TFvHA0PDWlmF7wmG7PF4Fwml401hvYuWCDvE2jqPxZMR516fEM6pXU8PfuiVRp/er0WrT5Mmf6BpDeno20dHPTm/plsTosWLfbW9Hr7+qY8z4grrWOp09QdWLn99tsDQYoo11xzTdXfOU50doJf+PdOqJzAq171Ku/rpUuXavHixbryyiu1fv16HXrooRX3d8455+i1r31txf0///zzmnBLOIQef9GiRdqyZUvFY09nztbgScgLE5NS/4C0Z1RbfvdbTZbqiG/btl1m8+aou6hqcn9w2WDbjh0yvaVyGo6jzaX7c3aXp/Cbt2wJRmbreTxfCa8XfI89IeM9VhwT+/aVt6fO5yyVx9K4b5w1cj+1TJbue//YmHffhd3FJdx9e/doy+Zy6b0tzz0rk6cfUSdpZH9U8I1b/7hAciYng+/dc88/LyM7daQn9xbf73HfvrSabj2+oTW6cTxN9hQvTtj5zAbt3rxZhe3bJEn7fJnR+/fvn/KzWCjNTcZ27yr+wJhA+az9+/fLKd3nvr2VfVga2a/753mtPjZMjse//04fR862bd7X23bsUIZjbqKMMZrfEzzF3TYyoszWrdKsIal0rrH7hRe0pwveq8Jo8ZxgslCo6zNf2BPc7+zZu0f7u+D18ovaNzm+c7qRnSPa1QWvibtXLhSmnmdK5fNQSZKp79x7uun04xvSJe3jyfnAJ5UZ269nd+6Wdu6e+g9Q1WSh/P4WJG15dov3/djERNP71bSPpTTI5XJTJmN4t633zs8880ydeOKJNW8zf/58bdiwQTt37qz43a5duyIzWSRpeHhYUjFzZfbs2bH+RipmoGSzWW3ZsiUysJLP55Wv0tS31iByHKerBpkTDmhJxQb2e0blbHteKn24iyWm6nxdIprG+19bb7LqC4g09Dgu/1Px13nNZut7TycnvS9tjQXrY6o0tp1Mpvw6lt5LZ3JSzqSl1xSJqmd/5OTLNTkdk+mq/Vhq9QYzxRyTsd+QOt8Tf4x02fENrdVV42nWoKTihSCO48iZKAVUssEeK1O9Ho5bO3msFAgPBVbc0j1ScG5Ufoj6X2/HV5bUafA+YivUPyY6dRw5oR4rnfgcpp2KC7NM8X0ZnuMFVryfTXPe+MzUNzad8Lmb6Y7XK4p/3+SY6J9Pb24psJhjwD92TIuPNR2ie8YK2iG14ymXk3K5dG5bp/FfDG1MYK7pWDwep3YsdZi6AyuDg4MaHByc8nYrV67Unj179MQTT2j58uWSpMcff1x79uzRqlWrIv/GLe/10EMPadmyZZKkiYkJPfzww7rwwgurPtYzzzyjyclJLzCDBoVPQowpNrDf+JScHc/Lu16lkTJ8FYEt4+uDEt29vql6f/7modlgj5W62GoY28rahaVFdOPvkeN+XZgMLt7SVLUrmJ5yjxWam6VEX6gHmM33JVv6XNO8Hmi9WcPFf3eNFP91L8AINK+PcT9uYGVf6arwTEbyB1CMb57UirlIy5vXW9rmTkBD0fSpaF5fOk4Oz5WeebJ0m/ZuUmLc517v2MxVBlag4LlUtyxGZcqBlVgC81HGDQDUzd+8PpMJ7ko5HqdOy3qsHHjggTrqqKN000036Z3vfKck6Stf+YqOOeaYQOP6K664Qm9+85v1spe9TMYYnXXWWbrzzju1ePFiLVq0SHfeead6e3t10kknSZK2bNmin/70pzr66KM1a9Ysbdy4UbfeequWLVum1atXt+rpdIeIwIqZM6+4PrB9q2+hoIEPcsRVT97d+Celju/3zaiWsRI+SZhKxFWijWllYKU0efW/f+7XhUJwcYN9cHfoCV7hgBQIZax4J6k2eM3rCawALTc4LMlXutQtCxOYX0y92OYFwPeXMlYirrD39t+25iKBxpctPjZYmz91AP/+3Oa+HU2IDqyY2XN9pzNdcrGR+zzrfb5R524IXvjXLYEV1RlYyfszVhg3AFC3QMZKRoF5TYPtEtA6LQusSNLll1+um2++WVdffbUk6dhjj9Ull1wSuM2mTZu0Z88e7/s3vOENGhsb09///d/rhRde0PLly3XVVVdpxozi1b65XE6/+c1vdNddd2nfvn2aO3eujjnmGJ1//vnKMMCakwnV+3czVqRiYMXLWGlgghS+ktoYRa7yexPUZgMrvrGQbyJjpRMWBtydrn/8Z92MlUJwfadbTiK7nf8KB97zVDB9M4JLrTaPV6b4eTdkrAAtZ2YNFT/LXsaKWwrM9/mLs9jmlQLbX7rjiJ5L7v7bWtlAMlZawn+c5ZibDuEAlz9jxdUt673ua1Fv0C8bPi9kbHctU2dgxT8f7ZbPGQDYFCoFFjiGczxOnZYGVgYGBnT55ZfXvM3tt98e+N4YowsuuEAXXHBB5O3nzZunT37yk9a2ET5RV0vOKTbrcUa2lU/sGzkZD19JHe7n4jjFK4CcJsqNVeNf7EgqY6WFk0qz/DA5vX3SyiPKP8tkigs/hcnA4kZT5dXQOQKpo7znqdAbLgVmcUJExgrQPoOlnn/hjJXwIuRUenuD34f31f7rTzoyY6VbruQO4SKvVDDhibc73ofn+H7WJe9VgxkrJpcPXhDCOUT3qrecXCCw0iWfMwCwyV+BJBPKWOF4nDotDaygw4RPBjOmnDK/fWtzgZWojJWo+2nmMfz8zyXQvH76ZayYVUco88VvBHusuJPYQsH3mjKx7Rq+wIrhfU+HVvZYmV26ArcUCAfQQm6PldFdcgqTVUqBxdATDqxEZA17GSu2LvIoHw8qFp5t66aMlXYGrBBPlR4rgVJg3aLe/hgueqzAQ48VAGirfKgCiX//y0U8qUNgBWUVZSiMNKdUCmzH81JPX/nn9d51+Kqn8P04TmlnYSmw4pdLQfP6Fk8qTXhBJlAKrPQcyFzoHuFmZ0heRY8Ve++LWXuazMIDpENXWrtPAFUMDBb/dRxpdHeV5vV1lAJz1eyxYmkpONPGq926KWOFk930qVoKbE7lz6Y7U2e2gavinInziArd0mOl7lJg/h4r9jcHAKa9UMZKoPIMF86mDoEVlFU0r1e5x8rYWPmqzEYmSOGMlUwmdD9O4B+rPVZ8kztTb6kOa6XA2jyr9DevL1jqW4POEeixwvueChUZKxYDK7mctOqIqW8IoGkmm5UGZhWDKrt3Nt9jxbvjiFJgGcsZK+3MrHAmW3v/aUKPlRQKf55K839/j5VumRd7ZZzqHJvhjBUu0IrQJYEVL+sp5hgKlAJj3ABA3cI9Vvy65cKQDsI7grKKwEpGJt8jzSrVE3eDDA2VAou46sl/P07oi2YnYf6Abq6JHiuTlhYG2j2n9EqBTaolWUBINwIr6dPXuowVAG3mlgPbNWKxFFiNfYK15vVt3O90a8YKx9x0qFiEKH0/c1Z50bdbAgXua1F383pKgcFlAv9MicAKADTF1FjPoW9y+rCyg7KojBWpnLVS8Ys6VGSsVLkPW83rAxkrTQRWOrVGeKAUWOk17ZYTSBTHeYPNStEivf3B75kQAZ1rcFiS5PgDK/6M2DiBkCnKAxr5eqy0onl9q3Xq/KkR/vkVQfN0CM99St8bY8p9ybolY6XR+WDURXEI6pb4sVcKLOYYymZ981zGDQDUraJ5vap/j8TxjsBj/I1Siz8p/jNnXviG9d955OQ81GPF/2/TpcB8f5+K5vVJlgJzM434uHcLY0z5amgW8NOhp4dyMcA0YdxM3t075Uw2mLGSy4cyHcILwaa8YN+KsqSt7g1gbf7UAdi3p0946uNfhHD7rHTL/MgrBdZkxgoXaHWvOhfxjDHlCxu75XMGADaFm9f7MddMHd4RBEXU3zbhjJVGJkj5UMZKKK5S7rFiqxSYP7DSRPP6Tu2x4u5sJyftvaboLO5VDpwIp4IxJlgOjCtNgM7lC6x4JUN9PVbMwS+a8i4CAXApImvYVzK1BT1WnFZnlHRLU2eJUmApVFEmwzf2zbxFxS/CWWPTVb2Nx11krEytm/ZzUn1zVy+w0ppNAYBprWbGCjvWtKF5PYIyGcltK+JOwCsyVhq433ApMJMJ3lG4x8p0y1hp94m2W5LEKRBY6VZexgoL+KnR2yft3VP8ms8j0LkGfYGViVLz+lxOmU/cKOe+n8i8+tx499PTK+3fV/zazRr2BTyMTHFW1IoeK122HthS/v05QfN0qHF1p3ntm6SFS2ReelKbNyoh7nOvd2yGAyvMJyN0yY7UNJD15I4fxg0A1K9W83r2q6lDYAVBERkrLemxYhTaQTiBf5qOwlbLWKm3VMchy6Xf/bqyyWza+UuBEVjpTu6YZZEnPfpmlL/m8wh0rlLzemfXiFQqBWZyOZkDDpY54OD49xOYW5RKf036fuTuv20FVgLHgy5ZEGwHMlbSp1bGyoLFMn90QZs3KDkmmy1+2uudD2Zj9sfE9Oe993WMgXC1CgBAfGSsdBQCKwgKfGjLpcACp98N9VgJT66maF5vNWOl8cBK5pL/T873/kXm5DOb2552y0SVAmOBvavQYyV9ekuBFZOpLFMCoGOYWUPFedHuneUf1psRKwUDK16fu8ny965O7LHSTfzzKy5mSIcagZWus+pIac1LZU5YV9/fudnvHuYtFbpmN1p67+tZzKPHCgA0rlaPlUz4+IykEVhBUKABZ+nfcCmwRkSlkwcSVtyZqRsEaPLxqpYCq28nZIZmy7zp0iY3Ru2fVGb8pcDc5vVMbLuKe5UDAbX0cDNWuMoE6GyDw8V/d41I/QPFr20EVgL7BlOeC9kKrGQoBdYSgYwVjrmpQGDFY2YOKPv+j9X/hxXnbsxdKnXJjtR77wmsAEBbBDJWwqXA2K+mTffOMhEtUAqs9PXw3ObrR0eVAovqsdLqjJVwWnvbtDuwQimwrkfGSvr0lTNWAHQwf4+VUimwukuNSlJvOGPFd/GHv2SqrUbzhlJgLRHIWOGYmwoV9ch5X+pGYGVKZkkdpR87mXteWVePFfecm3EDAHUL9FgJ941jv5o2ZKwgKBs6qVexbrgGZ0s7twd/UY9wnVWTqdJjxVIQwFLGijXt3ve5GSuTk2SsdCt6rKSO6e0r1Tnnswh0tFKPFe3fJ+15ofh1sxkrUvUr0iyV7TKUAmuNTJMXH8G6inKbvC/1C1+MxnmEJ/OxG+RsfkZm1RFJb0p7NdS8nnEDAHXL1+qxwpwmbXhHEGQqe6xICpYDa2R+FF5wqHYflhJWvOdhMsEahI1cUdqJvIa3Bd9ryse9mxgyVtKHjBVgeuibUb4a173opJH5RU9f+etMJlSO1ZS/t1UKDK1BKbD0YxGifuGL0ZhPeszSQ5U5/pSkN6N9TBMZK4wbAKibMcZX2j184RVzmrThHUFQJnRS75rt77NS/wTJZDKh4IoJ3k9FjxVLQzObCV5J2MgVpTY2441vkySZ017XngcMlAIjY6UrEVhJn97SIioLPEBHM8aUy4G5QY8GAiumZsaKsV8KzI+MFXvCATGkj6HRa72K527+SgaM7a7lHpvqmb96gRX7mwMAXSFfpQIJx+PU6ZLL9xFblcCKmTOvXI270Q9yLl+uRZ4xoYlWqBRYs9znkc0FT3gTylgxKw5X5n/dLtPbN/WNbQiUAiu9ppQf6i5eYIVF/NTwMlb4LAIdb9awtH1r+XsbzesDC/TyXSTRgiBIiwIrZu1pcv7zHpm1p7Xk/lMpk5GOOFbat1fqH0h6axCFOXBjstniuYTEfLKrNVMGnM8eADTELQcWPv5ykWbqEFhBUNWMlbnRP69HPift9+4keD9O6AtbC4+ZbCoyViS1L6giBUuBFSxnAaEjmKOOl/PfD8isOS7pTYGrl1JgwLQxayj4fdM9Vkz1E6UOyi4xb7lM5vhTpBWHJ70pbWOMUfYDH5fjOJW9PZAOHHcbk81LGit+zdDuXu5+rZ7PET1WAKA5bimwiowV5jRpQ2AFQYEPrT+wMt/34wYnSP4miKZKKTDH//smuDubbKhmeYKBlbZy30d/83p0FbN6jbKf/pukNwN+bsYKV5kAHc8MDisQ7miox4ovsJIJZazI32NlsoEtnEKrMlbyeemwo1py32lHUCXFOO42xr9fYyGne7mfnzp2cSaXLx4j2S8CQGPy1XqssF9NG2ZICKpSJ9o027xeCk3Oq9yJFwRoNrBS+jeTDZxMma5pXu+riezWf+ekEkiWm7XGZAjofOGMlUbmF73hjBV/E3Tf9y0JgnROFgzQLMMcuDH+C9KYuqCujBWa1wNAU6r1zGVOkzq8Iwiq1qSwyeb1kny1Vkv3HdljpbmHKN9/aWhnssHnke2S5pX+na1XG5mJLZAkQ8YKMH0MhkuB5aNvV8tUPVZMCwMrrejbAmB6GdnmfWkOXpHghiBRXsZKHeeS+QaOiQCAsnyVUmCsJaQO7wiCMqGTetfwbGnmrGKdP7dPQL1ytUqBhb5oNt3cnfhls6loXt92gcDKePFfUviBZHkZK3wWgY43azj4fbOlwExUj5XSXKbQipKeBFYATGHZSkmSOel0mVVHJLwxSFw9gRUyVgCgOaUeKya8dsBaQup0ySozYgvX9/Z+nFXmQ9dI4/tlAqUr6uAPrISb13sZK47366b4Ayv+hYqu6bHiy8whYwVIh+E5xX9n9Ce7HQCaZmYNBUMTjWTE1spY8Tezb0WvtBb1WAEwfWTedrmcPzwlc9xJSW8KkmQayFjxAissAAJAQ9zzhIrm9azrpU2XrDIjtkx0jxVJMgcsbe6+/YGVTGhnEG5e33SPldLfZ7LBZqJdE1jxZ6xMFP9lBwwkyiw+SOYdV8gsPijpTQHQrHApsAYyVkxvXzA4E+6xYlqZsQIAtZkDljZ//ofO5x6b6gqslI6JnH4CQENMvqd4nkCPldTrklVmxFYjsNK0wKJDuMeKy81YsRRYca8gNZniFZ9dWQqMjBUgLTJrT016EwDY4C8FZjIyGcsZK/7ASiuyS8hYAQDE0khgxb2gkvNPAGiI17yejJW0I9SFoJYGVmL0WLF1VWY4sOI+ry7MWHEmyFgBAMCqWYPlrxu9aGOqHiteYIVSYACAhJgmAiucfwJAY2he3zF4RxAUuOKyxYGVqB4r/t83w1cKLPB9l2SsGP+Vr17GCh93AABsMLm81D9Q/MZWYKXaFWmhi07MxX/a2OMBAFAvdxGvnnNJAisA0Bw3sEIpsNTrjlVmxOf7kJpwH5QmmXze10LFBHufOOHm9ZZLgWWz0sR492SsSFI2I00Uyj1WLL+fAAB0tcEhac9oY43rpWBgRSaix4rbvL44NzIvO0Xm7e+XcU+0mkHGCgCgVfJujxXOPwGgIb19xX/D5xlcMJ06XbTKjFgC0c8W91iJZCewYmSK91R6PuZVr5ee2yzNW9jU/XaUTChjhRq3AADYM2tI2vIHKZuf+rZRen2BlUw4YyWix4qRnaBK8U4t3Q8AYFpzj031XCWda/C4CACQJJnjTpTzxMMyJ7wy+Iu+GclsEKoisIIgfykw2+vw/glWRfaEE/in6QcP9VTJnP2W5u6vE5nSe0nzegAA7HMb2NsoBaZQjxWj1h63yVgBAMThnrfTYwUA2sYsPkjZP/1U+fvzL5bzu1/LvPzUBLcKUQisIKilGSv+K1d8EzTHKQdUbJUCc2UaLM8xHWTdjJXx4r/UYgQAwBozOFScvjRaZjRu8/pq3zeDwAoAIBYT+jfGX+TcEuAEVgDAhswZZ0tnnJ30ZiACK60I8pehsN2Tw39FpwlN0Cp6rDT5WO7zaLTu+XQQLgXGFUMAANgza6j4b6MZK/me4LE5/HVFDWUCKwCANnOPTfWsDbhlK7mwDwAwzZGxgqB2Zay4EzSjUraKl7Ji57HdP+/myZy7IDNRal5PYAUAAHsGh4v/NngRhzGmmLWyf19xvuJU6bECAEBSvPPpOo5JK14sHXa0zHEntmSTAABICwIrCDDZrK/NSSsDK1VuY6sUGBkr5edeIGMFAADbzNCc4pwp0CulTm5gRQpmqET1WLF5GCdjBQBQB1PHuaTp61f2Tz/Zwq0BACAdCKwgKHBSb3khPu8PrGSCj2G7x0rp702jdc+nA68UGBkrAABYd/jRMiefKXP0CY3fhxuUidNjxSYCKwCAONzz9m6uBAEAQBVdvOqMSJkWBlaimteHe6zYemyvFmwXTwArSoF18WsBAIBlpqdX5q2XNXcn/sBK8N6jfwYAQDvZ7rsKAMA0QmAFQe3qseJO0LyHCDWvb5YXWKEUGM3rAQBIKX9gJdy8vpUZLGSsAABicc/buUgPAIAwjo4IyoTqe9uU88fxQnfeolJgXd1jJVwKrJuzdwAASKNetz+LiSjHSikwAECyvN4qXKMHAEAFVloRFAisWB4ekc3rwwEWJ/rn9SKwUlkKDAAApEutHivh8issagEA2s09NpGxAgBABY6OCGppxkqN5vXllBU7j00psHJQqeCWAuPjDgBAqgRKgdG8HgCQUgT3AQCowEorggKBCLuzJ5P3lQIL9a73TvC9hBUyVprmlQIrBVZoPAgAQKqYQMZKqMdKxQURNnusFOzdFwBg+jJkrAAAUA1HRwRlwvW9LfJnrIQjK044Y6XJoUnGivfcHbcUGJNhAADSxQ2sSDKB47SpnIdZbV5v764AANOYG/RvZRYlAAAdipVWBLUrsFLtvm2VpvAyVrp4iIeb1zMZBgAgXXr6iv+aTGU51pYet4msoEtwYRHQJAIrAABUw0wTQaY9gRVjqkzQ3MBKs489c7D476zh5u6nkxFYAQAg3bxSYJq6x4rVjBUCK+gSTH+B5lQ7bwcAAMpNfRN0lUyoDIVNudJwC5e6kHV+KLkAAEYsSURBVHw9VuwEVszpb5AWHSBz1PFN3U9Hc8uguT1WmAwDAJAuPT3Ff2P1WAFQN+a/QHMoBQYAQFUEVhAULkNhk5ux4r9f7+tQj5Ummf6ZMsefYuW+Ola4eT2TYQAA0qXX7bESDqRE9FixiYwVdAvmv0CTCKwAAFANl8IhKBBYsTw8vMBKxKQsHFdh4ta8ilJgfNwBAEgTs3qNNHuezJrjQhkram0psKHZ9u4LSDPmv0Bz3HNKzs8BAKhAxgqC3PJRkv2MFbfcReAxWtRjBeXXeaIYWDG8pgAApIo5cJmyn7tZklT4/SOhX9o/bmf+9JMq/OC7yrzlMuv3DaQS01/ADs4lAQCoQGAFQa3ssTJ7nswrzpDmzKt8DCeUssLErXmUAgMAoHOYUK3UiuN288dxc9jRyh52dNP3A3QO5r9AU9ysL7K/AACoQGAFQYFSYHZPRIwxMhe9L/RD9wsn8A8nQRZUlALjNQUAILXCc7AMi1hA05j/As2heT0AAFVxxoagFgZWorkZK6VvnULgx2iCWwrMy1jh4w4AQGr5513G+1/oZwDqwmIw0CQCKwAAVMNKK4LaHlhxFSMrDs3rrTHhjJUMrykAAKnl70EXVQqMuRFQPz43QHO8zxCfJQAAwgisIMiETupb/njhx/AiK61/7OmOUmAAAHSO8HGaCyIAC/gcAU1xzyk5JgEAUIHACoL8GSvtmDy5D+Gmqjg0r7eGUmAAAHSOcNZwxXGbuRFQN84pAEv4LAEAEMZKK4Ky/iGRRI8VAivWVGSsJLcpAABgCoG5DwdtwAqusgeak+8p/pvLJ7sdAACkUC7pDUDK+K+ObEtcxUtZqfJzNCxLxgoAAB0jE5qDZULHbaZGQAP44ADNMCedLr2wW+bE05LeFAAAUofACoLCjVPbzSm0/zGnK0OPFQAAOkboAghjTOiyE47jQN2Y/wJNMQuXyFz0vqQ3AwCAVOISdgS1u8eKy+uxUvqek6Dmue/lhBtY4eMOAEBqTdljBUDdOKcAAABAi3DGhqBMm3ushEuBOV5kpfWPPd1ls8HvqTENAEB6hXushA/bLBAD9eNzAwAAgBYhsIKg8NWSrWZCzevdLzgHal7Fla68qAAApFa4xwoZK4AFzH8BAADQGpyxIcC0O2PFVVEKjKHZtIqmt5xYAgCQWuG5T/i4zXEcqB+fGwAAALQIq9cI8jevb0vpqPBjuBkrnAQ1LRv6eIcDLQAAID3CF7dwkQnQPM4pAAAA0CKcsSGo7T1W3C9KAZVCofWP2S1MqMcKJ5YAAKSX/zhtDL3RABv4GAEAAKBFCKwgKFzfu+XCPVbcH3MW1DRKgQEA0Dkq5mCUAgOax+cGAAAArUFgBUH+shPtKEHhLRK4PVYoBWZNuBQYrykAAOllwqXAOG4DTeNzBAAAgBYhsIKgtmeslLgBlYrUFTRsqia4AAAgPcKZphWlwDiOA3WjxyAAAABahJkmghLrsVLixlVo2Nq8TLjHCq8pAACpFe6xUnGBRHs3BwAAAABQHSutCApkrLTjDD7UY8UrBdaGh57uKAUGAEDn4Mp6wD7mvwAAAGgRzuAQ5M9yaMeJCD1WWqeieT0fdwAAUsuELm6pOI4zNwLqxvwXAAAALcJME0Ftz1gpqeixwuJB0ypKgSWzGQAAIAYCKYB9fIwAAADQIgRWENTuHithlAKzh4wVAAA6x1Q9VpgcAQ3gcwMAAIDWYKUVQYGMlTY8nruI4AZUvLgKJ0FN48pXAAA6R/jilvBhm8M4UD/mvwAAAGgRAisICgRW2jA8Kk52nMrtQGPCpcAynFgCAJBaJnRxC5mmQPMIrAAAAKBFOGNDkPE3r2/j4zqh5vVoHqXAAADoHFNmmrJADNSNwAoAAABahJVWBCXWYyXUvJ6ToOaR9QMAQOeYsscKgLjM6jXFf095TcJbAgAAgOkq18o7Hx0d1S233KL7779fknTcccfp4osv1syZM6v+zS9+8QvdfffdWr9+vXbv3q3Pfe5zOuSQQwK3GR8f16233qqf/exnGhsb0xFHHKFLL71Uc+fObeXT6Q5ZfxmKNgQ3wo9RcAMsBFaaVlEKjAUaAADSymQyKuftRvVYYW4ExJW5/H/K2bhBOmR50psCAACAaaqlK61f/OIX9dRTT+mqq67SVVddpaeeeko33nhjzb/Zv3+/Vq1apTe/+c1Vb/PVr35V9957rz7wgQ/oU5/6lPbt26fPfvazKhQKtp9C9zFtDqy4qwbeSoIT+DEaZ2heDwBA55iqxwqHcSA209Mrs2yFDPNfAAAAtEjLAisbN27Ugw8+qHe/+91auXKlVq5cqXe961164IEHtGnTpqp/d/LJJ+u8887TkUceGfn7PXv26Ic//KEuuugirVmzRsuWLdP73/9+Pf3003rooYda9XS6RyahjBWvx0obH3u6o8cKAACdI1yOlbkQAAAAAKRWy0qBPfbYY+rv79eKFSu8n61cuVL9/f169NFHtWTJkobud/369ZqcnNSaNWu8n82ZM0dLly7VY489pqOOOqrib8bHxzU+Pu59b4zRjBkzvK/D3J915RVOvpN6Y0zrXwPjPlbp8VSKrbTjsdsgybHkZIMfb5PJTIvXtNt09f4I1jGeYBPjyS4nPAeLuEBiOr7WjCPYxHiCLYwlNIsxBJsYT7CFsWRXywIrIyMjGhoaqvj50NCQRkZGmrrfXC6ngYGB2Pd755136o477vC+X7Zsma699lrNnz+/5mMtWrSo4e3sVBP5jDaXvl64eLGysyrfQ5s253KakDRn7lz1LV6sXbMGtFPSjP6Zmrt4cUsfu52SGEt7n5mnrb7vBwcHNWsavabdphv3R2gdxhNsYjzZ4T9uDw4OqnfBAj3r+/3AwICGp/FxnHEEmxhPsIWxhGYxhmAT4wm2MJbsqDuwcvvttweCFFGuueaaqr9zHKclUTHHcar+7pxzztFrX/ta73v38Z9//nlNTExU3N4Yo0WLFmnLli0173c6cka2eV8/u+VZmdE9LX28iYlJSdL2rVtlNm9WYdcuSdLevXu1efPmWn/aEZIcS4WdI4Hvd42OanQavKbdppv3R7CP8QSbGE92FUZ2eF/v2r1bZuvWwO9HR0e1dxoexxlHsInxBFsYS2gWYwg2MZ5gC2NparlcbspkDO+29d75mWeeqRNPPLHmbebPn68NGzZo586dFb/btWtXZCZLXMPDw5qYmNDo6Ggga2XXrl1atWpV5N/k83nl8/nI39UaRI7jdN0gc3ydUZ3CZLn3SauUglyO40iOI6dQKP289nvTaRIZS6GeKo7MtHpNu0037o/QOown2MR4ssR33HbLooZuMK1fZ8YRbGI8wRbGEprFGIJNjCfYwliyo+7AyuDgoAYHB6e83cqVK7Vnzx498cQTWr58uSTp8ccf1549e6oGQOI49NBDlc1m9dBDD2nt2rWSpB07dujpp5/WhRde2PD9osR/Eu8U2ve4XvN6r3t9+x57ugrXZs/wmgIAkFrhQAp1jwEAAAAgtTJT36QxBx54oI466ijddNNNeuyxx/TYY4/ppptu0jHHHBNoXH/FFVfo3nvv9b4fHR3VU089pY0bN0qSNm3apKeeesrrn9Lf369TTz1Vt956q37zm9/oySef1I033qilS5cGGtqjQdls+et2Bi7DUVIWE5qXyQa/5zUFACC9/BdEGFOReco1JwAAAACQHi1rXi9Jl19+uW6++WZdffXVkqRjjz1Wl1xySeA2mzZt0p495T4e999/v7785S97399www2SpPPOO08XXHCBJOltb3ubstmsrr/+eo2NjemII47QRz7yEWXCV+ijfv0D0jFrpcKkNDjc+scLL/a7ARaCAM2r+DzwmgIAkFqBQIrhsA0AAAAAKdbSwMrAwIAuv/zymre5/fbbA9+vW7dO69atq/k3PT09uvjii3XxxRc3u4kIMcYo+54r2/mAoR8QWLGGUmAAAHSOQMaKIjJWOI4DAAAAQFqQ4oF08HqsuD9g8aBp2XApMD7uAACk1pQ9VpgbAQAAAEBasNKKZHmLBm5gpVD6eSJbM71wpSsAAJ1jqh4rAAAAAIDU4IwN6eCE/iUI0LxwKTAWaAAASK+peqwwNQIAAACA1GClFQmr0mOF1YPmVZQCS2YzAABADFP1WAEAAAAApAZnbEiWVwnMCf5LEKB5FaXA+LgDAJBagWxdQ48VAAAAAEgxVlqRrIoeK94vEtiYaaaiFBivKQAAqRU+bmemamYPAAAAAEgKgRWkgxP6Iry4gPpVlAJjQQYAgNQyoeb1XGQCAAAAAKnF6jUSFlo0cArJbMZ0FC79RbAKAID0mqrHCnEWAAAAAEgNVlqRrGqlwMiuaF5FIIXXFACA1Ar3WAmXAgMAAAAApAaBFaRDuHk9QYDmhUqBGRZoAABIryl7o3EcBwAAAIC0ILCCZLmLBuEeK6wdNI/m9QAAdA7/cTqqxwrHcQAAAABIDQIrSAlKgVmXCTev5+MOAEBqhY/bZJoCAAAAQGqx0opkVQRQnCo/R93IWAEAoHMEmtcbLogAAAAAgBTjjA3p4PZWKdBjxRoCKwAAdI7wcZrjNgAAAACkFoEVJMtbNHCC/7KY0LyKUmC8pgAApFZFxgqBFgAAAABIKwIrSFa4eb1D83prKjJW+LgDAJBa4eM0gRUAAAAASC1WWpEObkDFw+JBs0z4alcWZAAASC//BRGFAhdEAAAAAECKccaGdHEoBWaVvxxYhtcUAIDU8s99HCdiLsRxHAAAAADSgsAKkhXusUJgxa5AOTBeUwAAUst/zI4MrAAAAAAA0oLAChIW6rFC83q7wo1wAQBAOplgYMVU9Fhp7+YAAAAAAKojsIKUCGWssHpgR6AUGB93AABSK5yxIgWDLVwgAQAAAACpwUorkhVeI/AWEtq+JdMTGSsAAHSGQI+VQvFf+qMBAAAAQCoRWEGy3EUEN6DilQRjIcGKQGCFjzsAAKkVmbHinw8xNwIAAACAtGClFQkrLhI49FhpDX8pMF5SAADSK5CxQmlUAAAAAEgzAit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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Since the data is non-stationary, want to increment the differencing order by one \n",
    "df_train_diff = df_train.diff().dropna()\n",
    "df_train_diff.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "e2fd9113",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot autocorrelation and partial autocorrelation after first order differencing \n",
    "acf_diff = plot_acf(df_train_diff)\n",
    "\n",
    "pacf_diff = plot_pacf(df_train_diff)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6985f6fc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "p-value: 4.473148324815896e-12\n"
     ]
    }
   ],
   "source": [
    "# Conduct the Augmented Dickey Fuller Test again on the data obtained from first order differencing \n",
    "# Check the p-value again \n",
    "adf_test = adfuller(df_train_diff)\n",
    "print(f'p-value: {adf_test[1]}')\n",
    "# The p-value obtained after first order differencing has dropped beyond the acceptable threshold \n",
    "# Thus, consider order of differencing as 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "3c4af8ed",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: pmdarima in c:\\users\\user\\anaconda3\\lib\\site-packages (2.0.3)\n",
      "Requirement already satisfied: joblib>=0.11 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (1.2.0)\n",
      "Requirement already satisfied: Cython!=0.29.18,!=0.29.31,>=0.29 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (3.0.4)\n",
      "Requirement already satisfied: numpy>=1.21.2 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (1.24.3)\n",
      "Requirement already satisfied: pandas>=0.19 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (1.5.3)\n",
      "Requirement already satisfied: scikit-learn>=0.22 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (1.3.0)\n",
      "Requirement already satisfied: scipy>=1.3.2 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (1.10.1)\n",
      "Requirement already satisfied: statsmodels>=0.13.2 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (0.14.0)\n",
      "Requirement already satisfied: urllib3 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (1.26.16)\n",
      "Requirement already satisfied: setuptools!=50.0.0,>=38.6.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pmdarima) (68.0.0)\n",
      "Requirement already satisfied: python-dateutil>=2.8.1 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pandas>=0.19->pmdarima) (2.8.2)\n",
      "Requirement already satisfied: pytz>=2020.1 in c:\\users\\user\\anaconda3\\lib\\site-packages (from pandas>=0.19->pmdarima) (2022.7)\n",
      "Requirement already satisfied: threadpoolctl>=2.0.0 in c:\\users\\user\\anaconda3\\lib\\site-packages (from scikit-learn>=0.22->pmdarima) (2.2.0)\n",
      "Requirement already satisfied: patsy>=0.5.2 in c:\\users\\user\\anaconda3\\lib\\site-packages (from statsmodels>=0.13.2->pmdarima) (0.5.3)\n",
      "Requirement already satisfied: packaging>=21.3 in c:\\users\\user\\anaconda3\\lib\\site-packages (from statsmodels>=0.13.2->pmdarima) (23.0)\n",
      "Requirement already satisfied: six in c:\\users\\user\\anaconda3\\lib\\site-packages (from patsy>=0.5.2->statsmodels>=0.13.2->pmdarima) (1.16.0)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre> ARIMA(2,1,2)(0,0,0)[0] intercept</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">ARIMA</label><div class=\"sk-toggleable__content\"><pre> ARIMA(2,1,2)(0,0,0)[0] intercept</pre></div></div></div></div></div>"
      ],
      "text/plain": [
       "ARIMA(order=(2, 1, 2), scoring_args={}, suppress_warnings=True)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Install and import relevant libraries for the auto ARIMA algorithm \n",
    "! pip install pmdarima\n",
    "import pmdarima as pm\n",
    "# Use the auto ARIMA algorithm to automatically select the optimal parameters for the ARIMA model \n",
    "auto_arima = pm.auto_arima(df, stepwise=False, seasonal=False)\n",
    "auto_arima"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "305721c2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table class=\"simpletable\">\n",
       "<caption>SARIMAX Results</caption>\n",
       "<tr>\n",
       "  <th>Dep. Variable:</th>           <td>y</td>        <th>  No. Observations:  </th>   <td>1008</td>   \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Model:</th>           <td>SARIMAX(2, 1, 2)</td> <th>  Log Likelihood     </th> <td>1981.572</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Date:</th>            <td>Tue, 24 Oct 2023</td> <th>  AIC                </th> <td>-3951.143</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Time:</th>                <td>22:57:26</td>     <th>  BIC                </th> <td>-3921.655</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Sample:</th>                  <td>0</td>        <th>  HQIC               </th> <td>-3939.939</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th></th>                      <td> - 1008</td>     <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Covariance Type:</th>        <td>opg</td>       <th>                     </th>     <td> </td>    \n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "      <td></td>         <th>coef</th>     <th>std err</th>      <th>z</th>      <th>P>|z|</th>  <th>[0.025</th>    <th>0.975]</th>  \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>intercept</th> <td>   -0.0021</td> <td>    0.003</td> <td>   -0.630</td> <td> 0.528</td> <td>   -0.008</td> <td>    0.004</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ar.L1</th>     <td>   -1.4193</td> <td>    0.218</td> <td>   -6.496</td> <td> 0.000</td> <td>   -1.847</td> <td>   -0.991</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ar.L2</th>     <td>   -0.6717</td> <td>    0.149</td> <td>   -4.503</td> <td> 0.000</td> <td>   -0.964</td> <td>   -0.379</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ma.L1</th>     <td>    1.3464</td> <td>    0.218</td> <td>    6.167</td> <td> 0.000</td> <td>    0.918</td> <td>    1.774</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>ma.L2</th>     <td>    0.6472</td> <td>    0.131</td> <td>    4.957</td> <td> 0.000</td> <td>    0.391</td> <td>    0.903</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>sigma2</th>    <td>    0.0011</td> <td> 3.17e-05</td> <td>   34.330</td> <td> 0.000</td> <td>    0.001</td> <td>    0.001</td>\n",
       "</tr>\n",
       "</table>\n",
       "<table class=\"simpletable\">\n",
       "<tr>\n",
       "  <th>Ljung-Box (L1) (Q):</th>     <td>0.14</td> <th>  Jarque-Bera (JB):  </th> <td>559.38</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(Q):</th>                <td>0.71</td> <th>  Prob(JB):          </th>  <td>0.00</td> \n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Heteroskedasticity (H):</th> <td>1.30</td> <th>  Skew:              </th>  <td>-0.58</td>\n",
       "</tr>\n",
       "<tr>\n",
       "  <th>Prob(H) (two-sided):</th>    <td>0.02</td> <th>  Kurtosis:          </th>  <td>6.46</td> \n",
       "</tr>\n",
       "</table><br/><br/>Warnings:<br/>[1] Covariance matrix calculated using the outer product of gradients (complex-step)."
      ],
      "text/latex": [
       "\\begin{center}\n",
       "\\begin{tabular}{lclc}\n",
       "\\toprule\n",
       "\\textbf{Dep. Variable:}          &        y         & \\textbf{  No. Observations:  } &    1008     \\\\\n",
       "\\textbf{Model:}                  & SARIMAX(2, 1, 2) & \\textbf{  Log Likelihood     } &  1981.572   \\\\\n",
       "\\textbf{Date:}                   & Tue, 24 Oct 2023 & \\textbf{  AIC                } & -3951.143   \\\\\n",
       "\\textbf{Time:}                   &     22:57:26     & \\textbf{  BIC                } & -3921.655   \\\\\n",
       "\\textbf{Sample:}                 &        0         & \\textbf{  HQIC               } & -3939.939   \\\\\n",
       "\\textbf{}                        &      - 1008      & \\textbf{                     } &             \\\\\n",
       "\\textbf{Covariance Type:}        &       opg        & \\textbf{                     } &             \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lcccccc}\n",
       "                   & \\textbf{coef} & \\textbf{std err} & \\textbf{z} & \\textbf{P$> |$z$|$} & \\textbf{[0.025} & \\textbf{0.975]}  \\\\\n",
       "\\midrule\n",
       "\\textbf{intercept} &      -0.0021  &        0.003     &    -0.630  &         0.528        &       -0.008    &        0.004     \\\\\n",
       "\\textbf{ar.L1}     &      -1.4193  &        0.218     &    -6.496  &         0.000        &       -1.847    &       -0.991     \\\\\n",
       "\\textbf{ar.L2}     &      -0.6717  &        0.149     &    -4.503  &         0.000        &       -0.964    &       -0.379     \\\\\n",
       "\\textbf{ma.L1}     &       1.3464  &        0.218     &     6.167  &         0.000        &        0.918    &        1.774     \\\\\n",
       "\\textbf{ma.L2}     &       0.6472  &        0.131     &     4.957  &         0.000        &        0.391    &        0.903     \\\\\n",
       "\\textbf{sigma2}    &       0.0011  &     3.17e-05     &    34.330  &         0.000        &        0.001    &        0.001     \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "\\begin{tabular}{lclc}\n",
       "\\textbf{Ljung-Box (L1) (Q):}     & 0.14 & \\textbf{  Jarque-Bera (JB):  } & 559.38  \\\\\n",
       "\\textbf{Prob(Q):}                & 0.71 & \\textbf{  Prob(JB):          } &  0.00   \\\\\n",
       "\\textbf{Heteroskedasticity (H):} & 1.30 & \\textbf{  Skew:              } & -0.58   \\\\\n",
       "\\textbf{Prob(H) (two-sided):}    & 0.02 & \\textbf{  Kurtosis:          } &  6.46   \\\\\n",
       "\\bottomrule\n",
       "\\end{tabular}\n",
       "%\\caption{SARIMAX Results}\n",
       "\\end{center}\n",
       "\n",
       "Warnings: \\newline\n",
       " [1] Covariance matrix calculated using the outer product of gradients (complex-step)."
      ],
      "text/plain": [
       "<class 'statsmodels.iolib.summary.Summary'>\n",
       "\"\"\"\n",
       "                               SARIMAX Results                                \n",
       "==============================================================================\n",
       "Dep. Variable:                      y   No. Observations:                 1008\n",
       "Model:               SARIMAX(2, 1, 2)   Log Likelihood                1981.572\n",
       "Date:                Tue, 24 Oct 2023   AIC                          -3951.143\n",
       "Time:                        22:57:26   BIC                          -3921.655\n",
       "Sample:                             0   HQIC                         -3939.939\n",
       "                               - 1008                                         \n",
       "Covariance Type:                  opg                                         \n",
       "==============================================================================\n",
       "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
       "------------------------------------------------------------------------------\n",
       "intercept     -0.0021      0.003     -0.630      0.528      -0.008       0.004\n",
       "ar.L1         -1.4193      0.218     -6.496      0.000      -1.847      -0.991\n",
       "ar.L2         -0.6717      0.149     -4.503      0.000      -0.964      -0.379\n",
       "ma.L1          1.3464      0.218      6.167      0.000       0.918       1.774\n",
       "ma.L2          0.6472      0.131      4.957      0.000       0.391       0.903\n",
       "sigma2         0.0011   3.17e-05     34.330      0.000       0.001       0.001\n",
       "===================================================================================\n",
       "Ljung-Box (L1) (Q):                   0.14   Jarque-Bera (JB):               559.38\n",
       "Prob(Q):                              0.71   Prob(JB):                         0.00\n",
       "Heteroskedasticity (H):               1.30   Skew:                            -0.58\n",
       "Prob(H) (two-sided):                  0.02   Kurtosis:                         6.46\n",
       "===================================================================================\n",
       "\n",
       "Warnings:\n",
       "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n",
       "\"\"\""
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Based on the auto ARIMA model, optimal values of p, d, and q are 2, 1, and 2 respectively\n",
    "# For the AIC to be as low as possible \n",
    "# Summary of auto ARIMA \n",
    "auto_arima.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "96b682b4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                               SARIMAX Results                                \n",
      "==============================================================================\n",
      "Dep. Variable:                  Close   No. Observations:                  806\n",
      "Model:                 ARIMA(2, 1, 2)   Log Likelihood                1635.868\n",
      "Date:                Tue, 24 Oct 2023   AIC                          -3261.737\n",
      "Time:                        22:59:23   BIC                          -3238.283\n",
      "Sample:                             0   HQIC                         -3252.730\n",
      "                                - 806                                         \n",
      "Covariance Type:                  opg                                         \n",
      "==============================================================================\n",
      "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "ar.L1         -1.7198      0.049    -35.162      0.000      -1.816      -1.624\n",
      "ar.L2         -0.9017      0.048    -18.614      0.000      -0.997      -0.807\n",
      "ma.L1          1.6340      0.059     27.474      0.000       1.517       1.751\n",
      "ma.L2          0.8144      0.060     13.564      0.000       0.697       0.932\n",
      "sigma2         0.0010   2.89e-05     35.442      0.000       0.001       0.001\n",
      "===================================================================================\n",
      "Ljung-Box (L1) (Q):                   0.35   Jarque-Bera (JB):              1052.77\n",
      "Prob(Q):                              0.55   Prob(JB):                         0.00\n",
      "Heteroskedasticity (H):               0.69   Skew:                            -0.89\n",
      "Prob(H) (two-sided):                  0.00   Kurtosis:                         8.31\n",
      "===================================================================================\n",
      "\n",
      "Warnings:\n",
      "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
     ]
    }
   ],
   "source": [
    "from statsmodels.tsa.arima.model import ARIMA\n",
    "model = ARIMA(df_train, order=(2,1,2))\n",
    "model_fit = model.fit()\n",
    "print(model_fit.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "c1f89dcd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Conduct residual analysis \n",
    "# To evaluate how well the model has captured characteristics of the data \n",
    "residuals = model_fit.resid[1:]\n",
    "fig, ax = plt.subplots(1,2)\n",
    "residuals.plot(title='Residuals', ax=ax[0])\n",
    "residuals.plot(title='Density', kind='kde', ax=ax[1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "03e479b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the autocorrelation and partial autocorrelation graph of the residuals\n",
    "acf_res = plot_acf(residuals)\n",
    "\n",
    "pacf_res = plot_pacf(residuals)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "2e220619",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='Date'>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
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      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "prediction_test = model_fit.forecast(202)\n",
    "\n",
    "df.plot()"
   ]
  }
 ],
 "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": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}