Movie Correlation Project.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "d2d7ad1d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Importing all the packages we will use in this project\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.mlab as mlab\n",
    "import matplotlib\n",
    "plt.style.use('ggplot')\n",
    "from matplotlib.pyplot import figure\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib.rcParams['figure.figsize'] = (12,8)\n",
    "\n",
    "# Read the Data (CVT to DataFrame)\n",
    "df = pd.read_csv('/Users/mehmet/Documents/BI/4:4/movies.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "e122a6e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.0</td>\n",
       "      <td>46998772.0</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>58853106.0</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>538375067.0</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>83453539.0</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>39846344.0</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  year  \\\n",
       "0                                     The Shining      R      Drama  1980   \n",
       "1                                 The Blue Lagoon      R  Adventure  1980   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                       Airplane!     PG     Comedy  1980   \n",
       "4                                      Caddyshack      R     Comedy  1980   \n",
       "\n",
       "                        released  score      votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
       "\n",
       "                    writer            star         country      budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom  19000000.0   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000.0   \n",
       "2           Leigh Brackett     Mark Hamill   United States  18000000.0   \n",
       "3             Jim Abrahams     Robert Hays   United States   3500000.0   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States   6000000.0   \n",
       "\n",
       "         gross             company  runtime  \n",
       "0   46998772.0        Warner Bros.    146.0  \n",
       "1   58853106.0   Columbia Pictures    104.0  \n",
       "2  538375067.0           Lucasfilm    124.0  \n",
       "3   83453539.0  Paramount Pictures     88.0  \n",
       "4   39846344.0      Orion Pictures     98.0  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# # Data Cleaning\n",
    "\n",
    "# Become roughly familiar with the table\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "id": "f810ab4a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         object\n",
       "rating       object\n",
       "genre        object\n",
       "year          int64\n",
       "released     object\n",
       "score       float64\n",
       "votes       float64\n",
       "director     object\n",
       "writer       object\n",
       "star         object\n",
       "country      object\n",
       "budget      float64\n",
       "gross       float64\n",
       "company      object\n",
       "runtime     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "id": "b73dccf0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name - 0.0%\n",
      "rating - 0.010041731872717789%\n",
      "genre - 0.0%\n",
      "year - 0.0%\n",
      "released - 0.0002608242044861763%\n",
      "score - 0.0003912363067292645%\n",
      "votes - 0.0003912363067292645%\n",
      "director - 0.0%\n",
      "writer - 0.0003912363067292645%\n",
      "star - 0.00013041210224308815%\n",
      "country - 0.0003912363067292645%\n",
      "budget - 0.2831246739697444%\n",
      "gross - 0.02464788732394366%\n",
      "company - 0.002217005738132499%\n",
      "runtime - 0.0005216484089723526%\n"
     ]
    }
   ],
   "source": [
    "# Check completeness of the data\n",
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, pct_missing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "d3b1d78e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                             name rating      genre  year  \\\n",
      "0                                     The Shining      R      Drama  1980   \n",
      "1                                 The Blue Lagoon      R  Adventure  1980   \n",
      "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
      "3                                       Airplane!     PG     Comedy  1980   \n",
      "4                                      Caddyshack      R     Comedy  1980   \n",
      "\n",
      "                        released  score      votes         director  \\\n",
      "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
      "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
      "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
      "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
      "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
      "\n",
      "                    writer            star         country    budget  \\\n",
      "0             Stephen King  Jack Nicholson  United Kingdom  19000000   \n",
      "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000   \n",
      "2           Leigh Brackett     Mark Hamill   United States  18000000   \n",
      "3             Jim Abrahams     Robert Hays   United States   3500000   \n",
      "4       Brian Doyle-Murray     Chevy Chase   United States   6000000   \n",
      "\n",
      "       gross             company  runtime  \n",
      "0   46998772        Warner Bros.    146.0  \n",
      "1   58853106   Columbia Pictures    104.0  \n",
      "2  538375067           Lucasfilm    124.0  \n",
      "3   83453539  Paramount Pictures     88.0  \n",
      "4   39846344      Orion Pictures     98.0  \n"
     ]
    }
   ],
   "source": [
    "# Some data is missing: In this case we can delete the rows \n",
    "df = df.dropna()\n",
    "# Drop dublicates\n",
    "df.drop_duplicates()\n",
    "# Check results from previous change\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "5f0e06af",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Transfer type into 'int 64'\n",
    "df['budget'] = df['budget'].astype('int64')\n",
    "df['gross'] = df['gross'].astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "5f7eadb5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                             name rating      genre  year  \\\n",
      "0                                     The Shining      R      Drama  1980   \n",
      "1                                 The Blue Lagoon      R  Adventure  1980   \n",
      "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
      "3                                       Airplane!     PG     Comedy  1980   \n",
      "4                                      Caddyshack      R     Comedy  1980   \n",
      "\n",
      "                        released  score      votes         director  \\\n",
      "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
      "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
      "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
      "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
      "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
      "\n",
      "                    writer            star         country    budget  \\\n",
      "0             Stephen King  Jack Nicholson  United Kingdom  19000000   \n",
      "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000   \n",
      "2           Leigh Brackett     Mark Hamill   United States  18000000   \n",
      "3             Jim Abrahams     Robert Hays   United States   3500000   \n",
      "4       Brian Doyle-Murray     Chevy Chase   United States   6000000   \n",
      "\n",
      "       gross             company  runtime  \n",
      "0   46998772        Warner Bros.    146.0  \n",
      "1   58853106   Columbia Pictures    104.0  \n",
      "2  538375067           Lucasfilm    124.0  \n",
      "3   83453539  Paramount Pictures     88.0  \n",
      "4   39846344      Orion Pictures     98.0  \n"
     ]
    }
   ],
   "source": [
    "# Check results from previous change\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "0c233ab4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Two columns for the year which are not always the same: Adding new column 'yearcorrect'\n",
    "df['yearcorrect'] = df['released'].str.extract(pat = '([0-9]{4})').astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "ca6c326e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sort values by 'gross'\n",
    "df = df.sort_values(by=['gross'], inplace=False, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "2e24cdc0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                            name rating   genre  year  \\\n",
      "5445                                      Avatar  PG-13  Action  2009   \n",
      "7445                           Avengers: Endgame  PG-13  Action  2019   \n",
      "3045                                     Titanic  PG-13   Drama  1997   \n",
      "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action  2015   \n",
      "7244                      Avengers: Infinity War  PG-13  Action  2018   \n",
      "\n",
      "                               released  score      votes       director  \\\n",
      "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
      "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
      "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
      "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
      "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
      "\n",
      "                  writer               star        country     budget  \\\n",
      "5445       James Cameron    Sam Worthington  United States  237000000   \n",
      "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
      "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
      "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
      "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
      "\n",
      "           gross                company  runtime  yearcorrect  \n",
      "5445  2847246203  Twentieth Century Fox    162.0         2009  \n",
      "7445  2797501328         Marvel Studios    181.0         2019  \n",
      "3045  2201647264  Twentieth Century Fox    194.0         1997  \n",
      "6663  2069521700              Lucasfilm    138.0         2015  \n",
      "7244  2048359754         Marvel Studios    149.0         2018  \n"
     ]
    }
   ],
   "source": [
    "# Check results from previous change\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "8b4d560b",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>runtime</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.998726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.056386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.061923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.203098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.320312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>0.268721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.075294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearcorrect</th>\n",
       "      <td>0.998726</td>\n",
       "      <td>0.061923</td>\n",
       "      <td>0.203098</td>\n",
       "      <td>0.320312</td>\n",
       "      <td>0.268721</td>\n",
       "      <td>0.075294</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 year     score     votes    budget     gross   runtime  \\\n",
       "year         1.000000  0.056386  0.206021  0.327722  0.274321  0.075077   \n",
       "score        0.056386  1.000000  0.474256  0.072001  0.222556  0.414068   \n",
       "votes        0.206021  0.474256  1.000000  0.439675  0.614751  0.352303   \n",
       "budget       0.327722  0.072001  0.439675  1.000000  0.740247  0.318695   \n",
       "gross        0.274321  0.222556  0.614751  0.740247  1.000000  0.275796   \n",
       "runtime      0.075077  0.414068  0.352303  0.318695  0.275796  1.000000   \n",
       "yearcorrect  0.998726  0.061923  0.203098  0.320312  0.268721  0.075294   \n",
       "\n",
       "             yearcorrect  \n",
       "year            0.998726  \n",
       "score           0.061923  \n",
       "votes           0.203098  \n",
       "budget          0.320312  \n",
       "gross           0.268721  \n",
       "runtime         0.075294  \n",
       "yearcorrect     1.000000  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# # Data Visualization, Correlation \n",
    "\n",
    "# Calculate correlation\n",
    "df.corr(method='pearson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "64a1481e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VWCx+5zapVCove/UZPH36NE6fPp3vuVR9BnXtnr9Jk+s6cOAA+vfvDyMjI3Ts2BGVK1eGqakp9PT04OXlBW9v7/f+O1JQqt7bV9cUFBSkdiKoN6/pq6++gp2dHTZs2IC1a9fip59+gkgkQrt27bB69eoCPa9ORPShMKkk0jGtWrXCuXPncPbsWYwZM6bA+71qiD5//lzlkhrPnj1TqPfKuxrh+W1/dRxfX1/UrVu3wHG+7ccff0R8fDw2b96sNMvozp07sXXrVo2P/cqb740q+b03xalXr16ws7PDrFmzEBER8c7lYXx8fHDgwAG0b98ex48fh0QikW+TyWTvtbxMYRKxV0nc+/Yeq1Ncv8uF8d133+HQoUOYO3cu+vTpo7LOqwlz8ltTNDk5uVh/p14de+3atZg6dWqh9tW1e/4mTa5r/vz5MDAwgI+PD2rWrKmwbcKECfIZowvqfe6tqvf2Vd0+ffpg//79BY5j+PDhGD58OJKSknDlyhUcOHAAmzZtQqdOnfDw4UP2WhKRzuCSIkQ6ZtSoUZBIJPj333/h7++vtu6b37w3aNAAQN5U+G8LDg5GREQEXF1dlWb+1FSzZs0AABcvXnyv4wQHBwMA+vXrp7Qtv4bgq+Goubm5BTqHubk5KleujMjISJVLH5w/fx4APug3/wYGBhg2bBgiIiIgkUgwYsQItfVfvU+9evVSSCgB4MaNG0pDhoHCv08F0aRJE+jp6eHixYtIT08vsuO+6UP/LqtSuXJlTJw4EU+ePMEvv/yiso61tTUA4OnTpyrjfNcsuu+rqD6D71KjRg1YWVnBz89PntAXJ02uKzg4GLVq1VJKKGUyGS5duqRyHz09vXw/G0V9b1+9h9euXVPobS4oKysrdOvWDX/88QdGjhyJ+Pj4Yr/vRESFwaSSSMdUrFgRixYtkk/h7+Pjo7LeiRMn0LVrV/nPo0ePBgAsXbpU/swRkJdQ/O9//4NMJitUz+e7jBo1ClZWVli8eDFu3LihtF0mk6lMCt72asmHV4ndKydPnsSff/6pch9bW1sAqht8+Rk9ejQEQcDMmTMVGpJxcXHyZ5xevYcfyuzZs3HgwAGcOnUKDg4Oauu+ep/efk9jYmLyXVpAk/fpXezt7TFo0CBERUVh9uzZSs/GpaWlqRxGXBgf+nc5PwsWLICVlRWWLVumcghpjRo1YGFhgUOHDiEmJkZenpGRUeieQ024u7vDw8MD+/fvx6ZNm1TWuXfvnkJsmtDX18fEiRORkZGBiRMnKj2rmJ2drXCf3pcm11WxYkUEBQUp9KYKgoDFixfn++Wcra1tvp+Nor63YrEYU6ZMwbNnzzB16lSVXwI9e/ZMIdYTJ06o7Cl9FY+RkVGh4yAiKi4c/kqkg+bNm4ecnBwsXrwYjRs3RosWLeDu7g4zMzNER0fjwoULCAoKgru7u3yfFi1aYNasWVi1ahXc3NzQv39/mJqa4vjx47h//z5atWqFmTNnFlmMtra22LdvH/r06YNmzZqhffv2qF27NvT09BAeHo6rV68iPj5e5UL1b5o4cSI2b96MAQMGoF+/fnB2dsb9+/dx4sQJDBgwALt371bap3379ti7dy/69u2Lrl27wtjYGC4uLhg2bFi+5/nf//6H48eP49ChQ6hXrx66desmX6cyJiYGs2bNeuczjUXN0dERvXv3LlDdxo0bo2XLlti/fz9atGiBVq1aITo6GsePH0f16tVVTqDSvHlzmJiYYM2aNYiPj5evHTllypT3Gpa5bt063L9/H+vWrcPZs2fRqVMnGBgY4MmTJzh58iQOHz78Xuv9fejf5fzY2Nhg3rx5mDVrlsrtEokEX331FRYtWoQGDRqgT58+yMnJwenTp1G2bNkim9RGnR07dsDT0xNjxozBzz//jKZNm8LKygoRERHw8/PD/fv3cfXq1Xd+afEuCxcuxPXr13Hw4EFUq1YN3bt3h7m5OZ4+fYpTp05h9erVSsPX30dhr+vLL7/E559/joYNG6Jfv36QSCS4fPky/P398cknn+DIkSNK52jfvj127dqFXr16oUGDBhCLxWjdujVat25dLPd2/vz58PX1xW+//YYjR47A09MTzs7OiImJQVBQEC5fvoxly5ahVq1aAIBBgwbByMgIrVq1QsWKFSEIAi5evIibN2+iYcOG8gnGiIh0gjanniUi9fz9/YXJkycLtWvXFszNzQWJRCI4OTkJXbp0Ef7880+l9eIEQRB27twptGzZUjAzMxMMDQ2FWrVqCUuXLhUyMjKU6ua3pENBtwtC3rITkyZNEqpUqSIYGhoK5ubmQvXq1YWhQ4cqrLkmCPkvKXL58mWhXbt2gpWVlWBmZia0bNlSOHDgQL7T+ufk5Ahz584VXF1dBbFYrLQ0QH5xZ2RkCMuWLRNq164tGBkZyc+1Y8cOldcFFWs0vvKuZU3epmpJivzkt6RIfHy88MUXXwguLi6CoaGhUKlSJWHu3LnCixcv8r3m48ePC82aNRNMTU3lSze8ev9fnef8+fMq41D3HqSlpQlLly4V6tSpIxgbGwtmZmZCzZo1hWnTpqlcV0+Vd/1+FeXvsjp4a0mRN2VmZgoVK1aUv3dv3z+ZTCasXLlSqFSpkiCRSITy5csLM2fOzPeeqFvmRd0yFuruRUpKirBs2TKhYcOGgqmpqWBkZCRUrFhR6Natm7Bx40aFdTvftczMq/dD1VIbUqlU+OWXX4TGjRsLpqamgomJiVClShVh3LhxQlBQUL7He/vYBf3cFOa6Xl1bvXr1BBMTE8HW1lbo3bu34Ofnl+/veXR0tPDZZ58JDg4Ogp6entJ7X5T39s1jbtu2TfD09BSsra0FiUQilC1bVmjZsqWwbNkyITw8XF73119/FXr37i24uroKxsbGgrW1tVC/fn1h5cqVQkpKSoHeQyKiD0UkCGrm9SYiIiIiIiJSg89UEhERERERkcaYVBIREREREZHGmFQSERERERGRxjj7KxERERER0UfA398fhw8fxpMnT5CYmIj//e9/aNKkyTv32bp1KyIiImBtbY2ePXuiU6dOhToveyqJiIiIiIg+AllZWahYsWKB196OiYnBihUrULNmTaxcuRJ9+vTB5s2bce3atUKdlz2VREREREREH4EGDRqgQYMGBa5/6tQp2NnZydcaLleuHB4/fowjR46gWbNmBT4OeyqJiIiIiIh0lFQqRXp6usJLKpUWybGDgoJQt25dhbL69esjJCQEOTk5BT7OR9tTKY0L0XYIVEAVq36i7RCoANYb1tN2CFQAt41E2g6BCsBaxvtUUmzMfKTtEKgA7vnv1nYIVAASu0raDkFj2swtDpzzwb59+xTK+vfvjwEDBrz3sZOSkmBpaalQZmlpidzcXKSmpsLa2rpAx/lok0oiIiIiIqKSrk+fPujRo4dCmUQiKbLji0SKX3QKgqCyXB0mlUREREREROrIcrV2aolEUqRJ5JusrKyQlJSkUJaSkgJ9fX2YmZkV+Dh8ppKIiIiIiKgUqlq1Kvz8/BTKfH19UalSJYjFBe9/ZFJJRERERET0EcjMzERoaChCQ0MB5C0ZEhoairi4OADAjh07sG7dOnn9Tp06IS4uTr5O5blz53Du3Dl88knh5jzh8FciIiIiIiJ1BJm2IyiQx48fY/HixfKft23bBgBo06YNJk2ahMTERHmCCQAODg6YO3cutm7dipMnT8La2hqjRo0q1HIiACASXj2J+ZHh7K8lB2d/LRk4+2vJwNlfSwbO/lpycPbXkoGzv5YMJXr212jt/S2QOFbX2rkLij2VRERERERE6shKRk+ltvCZSiIiIiIiItIYeyqJiIiIiIjUEErIM5Xawp5KIiIiIiIi0hiTSiIiIiIiItIYh78SERERERGpw4l61GJPJREREREREWmMPZVERERERETqcKIetdhTSURERERERBpjUklEREREREQa4/BXIiIiIiIidWS52o5Ap7GnkoiIiIiIiDTGnkoiIiIiIiJ1OFGPWuypJCIiIiIiIo2xp5KIiIiIiEgdGXsq1WFPJREREREREWmMSSURERERERFpjMNfiYiIiIiI1BA4UY9a7KkkIiIiIiIijbGnkoiIiIiISB1O1KMWeyqJiIiIiIhIY0wqiYiIiIiISGMc/kpERERERKQOJ+pRS+s9lYIgIDY2FtnZ2doOhYiIiIiIiApJJ5LKqVOnIj4+XtuhEBERERERKZPlau9VAmg9qdTT00OZMmWQmpqq7VCIiIiIiIiokLSeVALA0KFDsX37doSHh2s7FCIiIiIiIkWCTHuvEkAnJur55ZdfkJWVhZkzZ0IsFsPAwEBh++bNm7UUGREREREREamjE0nliBEjtB0CERERERERaUAnksq2bdtqOwQiIiIiIiLVZCVjGKq26ERS+abs7Gzk5OQolJmYmGgpGiIiIiIiIlJHJ5LKzMxM/PPPP7h69arKWWB3796thah0h8/de9i8Yx/8A4IRG5+AtSvmo33rFtoO66M1YswgfD5lFBwc7REYEIyF877Djau3863frIU7Fi6bhWo1qiD6eQx+/XkT/t68R759wGe98dOGZUr7VXJqgKysvPVZ9fX1MWPOJPT5tDvsHewQEx2LPTsOYe33v0EQhKK/yI+Q68gOqDKxB4wcrJD6KBL3FmxD/PVH79zPpnE1tDowH6kBT3G+wzx5eZlujVFtWi+YVXSESKKPFyHPEfzbMTzdd6k4L6NUaDy0A1pN6A4zByvEBkbi+JK/EXZT9b2q4F4NneZ8BrvKZSAxNkRSZBx8dpzF1b9OyOvYV3WG51f9UbaOK6zL2eP4kr9xddMJlcejgqs7rAPcJ3SDqYMV4oMi4b14OyJvqL5PZRtXg8fcQbB+eZ9SIuLg98853HnjPtXq74HOP05Q2vfnqqOQmyUttuv42Hw2qj/GTBwKe0c7BD8KwfJvfsSt63fzrd+4eUPMWTIdVapXQkx0HP5ctw27t+6XbxeL9TF+2ij0Htgdjk72ePI4DN8vWYdL56/K60yeOQ6TZ45XOG5sTDw83LoU+fWVdmzz6bASMmGOtuhEUrl9+3Y8ePAAY8eOxbp16zBmzBgkJCTgzJkzGDx4sLbD07qMjExUr1IJvbt1wpdfL9V2OB+1nn26YNHyOZj3v29x8/odDBs5ANv3bETb5j0RFfFMqX75Cs74e8+v2LHtX0yZMAeNmzbA8u/nIz4uEceOnJbXS0lJRevGPRT2fZVQAsCk6WMwbNQATJ84D48eBqNeAzf8uG4pUlNS8dfG7cV3wR8J517NUGfJcPjO2YT4m4FwHdYezXfMxtnWM5ERmf8auGJzYzT65QvEXnwAI3sLhW3SpDQErjmI1OAoyLJz4NSxIRqsmYCsuBTEePkV9yV9tNx6NEPXBcPw3/zNCPcJROMhnhi6ZRbWdZyF5Cjle5WdkYXr207h+cNwSDOyUMG9OnouH43s9Czc2nkeACAxNkRieAweHLuOrvOHfuhL+ihV+6Qp2i4cinPfbEGUTyDqDPFE760zsa39bKSquE/S9Czc3XIacQHhkKZnoWzj6uiwYhRyMrJwb8d5eb2slHRsaTdTYV8mlAXXtVdHzP32KyyZvRK3b/hi4PC++H3XWvRoNQDPIqOV6jtXKIuNO9Zg7/aDmDlxARo2qYcFK2cjMT4Rp/7Luy/T5n6Bnv27Yv5XyxASHIZW7Zph3ZZV+Kz7GDy8Hyg/VuDDxxj96ST5z7m5JWPtvJKGbT4qqXQiqbx16xYmT56M2rVr49dff0XNmjXh5OQEe3t7XLp0CR4eHtoOUas8mjeGR/PG2g6jVBg3cQR2bf8XO//+FwCwcN53aOPZAsNHD8R3S9Yo1R82eiAiI55h4bzvAADBgSGo16A2Pp88UiGpFAQBsTFx+Z63UeN6OHnsHM6eugAAiHgahV79uqFeg9pFeHUfr8oTuiFspxfCdngBAO4t+BsObevCdUQH+C/Pf6RD/dVjEbH/CgSZDGW6NFLYFnflocLPIX+eQIUBHrBtUp1J5XtoMbYrbu/xwu3dXgCA40u2o0rrumg8tAPOrFK+V88fhOH5gzD5z0kRcajVpTFcGteQJ5VRfiGI8gsBAHScPaj4L6IUaDi2K+7v9sL9XV4AAO/F2+HSug7qDmuPyyv3KNWPfRCG2DfuU0pEHKp0cYdzk+oKSaUgCEiPTS72+D9WIz8fjH93HMK+fw4BAFbM/xGt2jXDZyP748dl65XqDxrRF88in2PF/B8BACFBoXCrXxOjJw6VJ5W9Pu2G39ZsxoWzVwAAu7b8i1btmmHUxKGYNXGB/Fi5ubmIi8n/SzoqGmzzUUmlE+tUpqWlwcHBAQBgbGyMtLQ0AECNGjXg7++vzdCoFJFIJKhbvxa8z11RKPc+fwXuTeqr3KdR43rwPq9Y3+vsZdRtUBti8evvbExNTXDd7zR87p/F1l3rUbtODYV9bly7g1ZtmqFSZRcAQC236mjSrAHOnr5YBFf2cRNJ9GFV11Up0YvxvgebxtXy3a/CoDYwreiAgB/+LdB57FrVhlmVMoi79vDdlUklfYk+yri54vHFewrlwRfvoUKjqgU6hlNtF5RvVBWh13kfioueRB+OdVwRduG+Qnn4xfsoW8D7ZF/bBWUbVUXEtQCFcgNTI4y5sgZjr/+MXptnwL62S5HF/bGTSMSoXa8GLntdVyi/7HUdDRrXVblPffc6SvUvnb+G2vVqQSzWBwAYGEiQlZmlUCcrIwuNmtRTKHNxLY8Lfsdw5uZB/LBxGcq5OL/vJRGVLDKZ9l4lgE70VDo6OiI2Nhb29vYoV64crly5gipVqsDHxwempqbaDo9KCRtbK4jFYsTFKn4TGxcbDwcHO5X7ODjYqawvkUhgY2uFmOg4BAeF4MtJXyPAPwhm5qYYO2EYDp3Yjo4effEkJBwAsH7NnzC3MIP3jf+Qm5sLfX19rFy6Fof+PVY8F/sRMbQxh55YH1lv9X5kxSbD0N5S5T6mrk6o9fUgXOy1GEJu/n+sxebG6HJ3PfQMxBByZfCduxmxbzW0qeBMrM2hL9ZH2lv36kVsMszsVN+rV2Zc/QWmL+/1+TX/yns6qegZv3yf0+OU75OLvZXafcde/1m+/7Wf9st7OgEg4XEUTs74HXEBT2FobowGoztj4P4F2N55HpJClYdukiJrm7z/o+JjExTK42PjYedgq3IfewdbXHrr/6j42ARIJGJY21ghNiYel85fw8jPh8Dn6h2Eh0ageevG8OzSBvr6r/sdfG89wJwpCxH6OBy29rb44svR2Hn0L3ziMRBJiex5JiIdSSrbtm2L0NBQ1KpVC71798Z3332HEydOIDc3t0BrWEqlUkilis9kSIorWProvT0xjkgkUjtZjtI2kehled6Pt338cNvndS/azWt3cNJ7H0aNH4IFc1YAAHr27Yp+A3pg0rhZCAwIRu06NbB4+RxEP4vF3l2HiuCqPn5Kt0gEQNVt0xPB/ddJCFi9Dy9Cnqs9Zk5aJs63nwuxqRHsPWqjzqKhSA+LURoaS4Wl/Jl513RUf326BAamRijfoAo6zh6IhLBo3Dt89R170XtR+luoXPa2Pf2/hcTEEGUaVkGrOQORFBqNRy/v0/M7j/H8zmN53cibgRhybCnqj+oEr4V/F3n4HytV/+eo/z/qrQLRy/KXPy775gd8++PXOHZlLwRBwNPQSOzfdQR9B30i3+XimyN4Hj7GXR8/nLpxEL0HdseW33ZofjFEJYgg8DlidXQiqezR4/UEJm5ublizZg0eP34MR0dHVKxY8Z37HzhwAPv27VMo+2fDd0UdJn3kEuKTkJOTA/u3eiVt7WwQG6v6OZKYmDil+nZ2NpBKpUhMSFK5jyAIuHv7Plwrvx72NX/JDKxb8xcO7z8OAAjwD0K5cmUx+cuxTCrfISshFbKcXBg5KPZ0GdpZIitO+Rt0iZkxrOtXhqVbRdRdPhIAINITQaSnh54Rf+PKwBWIu/xy2L0g4MXLHpTkB2Ewq+qMqlN6ManUUHpiKnJzcmH2Vm+XqZ0FXqi4V29KiogFAMQ8egozO0u0m9aXSWUxyXj5mTJ56z6Z2Fkq9V6+LeVp3n2KfxQBEztLNPuyrzypVCIIiPYLgVVFp6II+6OXmJD3f9TbvZK2djZKvZevxMYo92La2tlAKs1B0sv/oxLjkzB5xEwYGBrAytoSMc9jMWP+ZESER+UbS0Z6JgIfBsOlUvn3uygi+mjoRFL5puzsbNjZ2cHOTvVwQ1X69OmjkJgCANLV90AQvU0qlcLvrj9at2uBE0fPystbt22Bk8fPqdzn1k1fdOzcVqGsjWcL+N15oLTe6ptq16mBAP/Xs+oZGxtDeGvMfK4sF3p6OvHYs04TpLlI8nsC+zZ18Oy4j7zcvo0bnp+4pVRfmpqBs21nKZS5juwI+5a1cWPcGqSHx+Z7LpEI0DfUuT+bJUauNBfP7j9B5VZueHjy9b2q3KoOAk4r36t8iQB9Q45HKS4yaS6i7z2Bi4cbHr9xnyp4uOHxqYLfJ5FIBH0D9Z8X+1ouiAt4qnGspYlUmoMHvgFo0aYpzhzzkpe3aNME505cULnPXZ97aNdJcbLDlm2b4oGvP3JyFHtdsrOyEfM8FmKxPjr18MSJQ2fyjUViIEHlqhVx69pdja+HqMThkiJq6UTrSCaTYf/+/Th9+jSSk5Oxdu1aODo6YteuXXBwcICnp6fa/SUSCSQSxQaGNL04I/6w0tMzEB7x+hvDyKhoBAQ+hqWFOco4OWgxso/PHxu2Yu1v38H3zn3cuumLoSM+hXO5Mvh7c96slHMWTEeZMg6Y9kXeeoZ/b9qNUWM/w8Kls/DPtn1o1LgeBg3th0ljX0+Z/+WsL3Dbxw9PHofB3NwMoycMQe061fH1zNdThZ8+4YWpX41HZMQzPHoYDLe6NTF+4gjs+ufAh30DSqjHG4+h0S8TkeQbggSfIFQc6gkTZzs82Zb35UCteQNhVMYGt6f8CggCUgMiFPbPjkuBLCtbobzqlJ5I8g3Bi9AY6BmI4di+Psp/6gHf2Zs+6LV9bK78eRx9f/wCkX5P8PR2ENwHe8KyrC1u/pN3rzrMGggLR2vsn/EbAKDJsI5IjopD7OO8v4Eujauj5bjuuL71lPyY+hJ92Fct9/LfYpg7WsOplguyX2QiIYzP6mni9p/H0eWnLxDtF4Jnt4NRZ3A7mJe1hd/2vPvUcvYAmDlZ4+SXGwEA9YZ3QGpUPBKC8+5T2cbV0Wh8N9zd8vo+NZveB89uByMp9DkMzIxRf1Rn2NeqgHPfbPng11dSbfltB1auX4z7d/1x1+ceBgzrgzLlnLBra96EY199PQkOZewxZ/IiAMCurfsxZPQAzFkyHXv+Poj67nXQb3Av/O/zr+XHrNuwNhzLOODh/UA4Otlj8szx0NPTw5/rtsnrzFo0DedPXkRU5HPY2lnjiy/HwMzcFAd3//dBr780YJuPSiqdSCr3798Pb29vDB06FBs3bpSXV6hQAUePHn1nUvmxux8QhNFTZst/XvXL7wCAXl07YNk3M7QV1kfp8IETsLaxwpezvoCDoz0ePQzCsIGfI/Jp3hqVjo72KFuujLz+0/BIDBvwBRYtn40RYz9D9PMYLJizXGE5EUtLC6xaswj2DnZITUnFfb8A9Os+Andvv54B85vZyzBr3lQs/34+bO1sEP08Btu37MVPq379cBdfgkUeugYDazPU+KovDB2skBoQgatDViEjIm8ZFyNHK5g4q57IIj9iE0PU+240jMvYIDczG6nBUbg1eQMiD10rjksoNe7/dw3GVmZoO60PzO2tEBMYge2jViM5Mu9emTtYwfKNeyXSE6HDrIGwLm8PWY4MCeHROL1qF3z+eT16wNzRGhOPLZf/3GpCD7Sa0ANPrvlj86BlH+7iPiKBR67DyMocTaf1gamDFeIDI3BwxGqkvlz31dTBCuZlX48oEumJ0HL2AFi+vE9JYTG49N1u+L1xnwwtTNDhuzEwsbdEdmo6Yh6EYe+nSxHtG/LBr6+kOn7oNKxsLDFpxljYO9ohKOAxJnw2HVEReaOz7B3tUNb59XDiyPAoTBg8HXO+/RKDR32KmOexWPb19/LlRADA0NAQ0+Z8jvIuzkh/kQHvs5cxe9ICpKakyes4lnHADxuXwsrGConxifC9dR8Du46Wn5eKDtt8VFKJBHVPd38gU6ZMwfjx41GnTh0MHz4cq1evhqOjIyIjI/HNN99g8+bNhT6mNI7/SZUUFat+8u5KpHXrDeu9uxJp3W0jkbZDoAKwlvE+lRQbMx9pOwQqgHv++a9JTLpDYldJ2yFoLPP2Ya2d26hhT62du6B04oGthIQEODkpP6gvCILa59KIiIiIiIhIu3Ri+Gv58uXx8OFD2NvbK5RfvXoVrq6uWoqKiIiIiIgInKjnHXQiqezfvz/WrVuHhIQECIKA69evIyoqChcuXMCcOXO0HR4RERERERHlQyeGv7q7u2P69Om4c+cOAGDPnj2IjIzE7NmzUbduXS1HR0RERERERPnRiZ7K9evXo127dli8eLG2QyEiIiIiIlIky313nVJMJ5LKjIwMLFu2DLa2tmjbti3atm0LGxsbbYdFRERERERE76ATSeX//vc/pKam4uLFi/Dy8sLevXtRp04dtGvXDo0bN4ZYrBNhEhERERFRacSJetTSmWzN3Nwc3bp1Q7du3fDkyROcP38e69atg5GRETw8PNC5c2eUKVPm3QciIiIiIiKiD0YnJup5U2JiInx9feHr6ws9PT00aNAAERER+Oqrr/Dff/9pOzwiIiIiIiptZDLtvUoAneipzMnJgY+PD7y8vODr6wsXFxd0794dHh4eMDY2BgBcvnwZf/75J3r06KHlaImIiIiIiOgVnUgqJ0yYAJlMhpYtW2LFihWoWLGiUp169erBxMTkwwdHRERERERE+dKJpHLEiBFo1qwZDAwM8q1jZmaG9evXf8CoiIiIiIiIwIl63kEnksrWrVtrOwQiIiIiIiLSgE4klURERERERDqrhEyYoy06N/srERERERERlRxMKomIiIiIiEhjHP5KRERERESkDoe/qsWeSiIiIiIiItIYeyqJiIiIiIjUEIRcbYeg09hTSURERERERBpjUklEREREREQa4/BXIiIiIiIidThRj1rsqSQiIiIiIiKNsaeSiIiIiIhIHYE9leqwp5KIiIiIiIg0xp5KIiIiIiIidfhMpVrsqSQiIiIiIiKNMakkIiIiIiIijXH4KxERERERkTqcqEct9lQSERERERGRxthTSUREREREpA4n6lGLPZVERERERESkMSaVREREREREpDEOfyUiIiIiIlKHE/WoxZ5KIiIiIiIi0hh7KomIiIiIiNThRD1qsaeSiIiIiIiINMaeSiIiIiIiInXYU6kWeyqJiIiIiIhIYx9tT2XFqp9oOwQqoNCgI9oOgQrAt/5X2g6BCqB/1E1th0AF0NGxrrZDoAJarF9N2yFQAbhW66ntEKgAIhLuazsEKiYfbVJJRERERERUJLikiFoc/kpEREREREQaY08lERERERGROpyoRy32VBIREREREZHGmFQSERERERGRxjj8lYiIiIiISB1O1KMWeyqJiIiIiIhIY+ypJCIiIiIiUocT9ajFnkoiIiIiIiLSGHsqiYiIiIiI1OEzlWqxp5KIiIiIiIg0xqSSiIiIiIiINMbhr0REREREROpwoh612FNJREREREREGmNPJRERERERkTrsqVSLPZVERERERESkMSaVREREREREpDEOfyUiIiIiIlJHELQdgU5jTyURERERERFpjD2VRERERERE6nCiHrXYU0lEREREREQaY08lERERERGROuypVIs9lURERERERKQxJpVERERERESkMQ5/JSIiIiIiUkfg8Fd12FNJREREREREGmNPJRERERERkTqcqEctnempfPHiBc6ePYsdO3YgLS0NABASEoKEhAQtR0ZERERERET50YmeyrCwMHz77bcwMTFBbGws2rdvDzMzM9y4cQNxcXGYPHmytkMkIiIiIiIiFXQiqdy2bRvatm2LoUOHYvjw4fLyBg0a4Oeff9ZiZEREREREVOoJgrYjKLCTJ0/i8OHDSEpKQrly5TBy5EjUrFkz3/oXL17E4cOH8ezZM5iYmKB+/foYNmwYzM3NC3xOnRj+GhwcjA4dOiiV29jYICkp6cMHREREREREVMJcuXIFW7ZsQd++fbFy5UrUrFkTy5cvR1xcnMr6AQEBWLduHdq1a4cff/wRX331FR4/fozffvutUOfViaTSwMAAGRkZSuVRUVGwsLDQQkREREREREQvyWTaexXCf//9B09PT7Rv317eS2lnZ4dTp06prB8YGAgHBwd069YNDg4OqFGjBjp06ICQkJBCnVcnkkp3d3fs27cPOTk5AACRSIS4uDjs2LEDTZs21XJ0RERERERE2iGVSpGenq7wkkqlSvVycnIQEhKCevXqKZTXrVsXjx49Unns6tWrIz4+Hrdv34YgCEhKSsK1a9fQoEGDQsWoE89UDhs2DCtWrMC4ceOQnZ2NhQsXIikpCdWqVcOgQYO0HR4REREREZVmWlxS5MCBA9i3b59CWf/+/TFgwACFspSUFMhkMlhaWiqUW1pa5vtIYfXq1TF16lSsWbMGUqkUubm5cHd3x+jRowsVo04klSYmJvj2229x//59hISEQBAEuLq6om7dutoOjYiIiIiISGv69OmDHj16KJRJJJJ864tEogKVAUBERAQ2b96M/v37o169ekhMTMT27dvxxx9/4IsvvihwjFpPKnNzczFkyBCsWrUKbm5ucHNz03ZIREREREREOkEikahNIl+xsLCAnp6eUq9kcnKyUu/lKwcOHED16tXRs2dPAICLiwuMjIywYMECDBo0CNbW1gWKUevPVOrr68Pe3h4yLXYpExERERER5UuQae9VQGKxGJUqVYKfn59CuZ+fH6pXr65yn6ysLKVeTD29vBRRKMQyKlpPKgGgb9++2LlzJ9LS0rQdSrEZMWYQrt49icfPbuP4+T1o0ryh2vrNWrjj+Pk9ePzsNq7cOYFhoxTHTA/4rDciEx8ovQwNDeR19PX1Mevrqbh69ySCo27hyp0TmD7zi3y7v+n9+Ny9h0mzFqJdzyFwa9kVZy9c0XZIpZ798K6oc2UjGgbvQc1jP8CsSa1865o3d4N7xEGll1Fl5w8YcemxYP5XCA+9hdTkYJw9vRe1alV75z59+nSDn+95vEgNgZ/vefTq1UVhu0erpjh4YAvCQ28hJzsSPXt2Lq7wS4Xuw7tj8+XNOBR0CD8f/Rm1m9TOt661gzVm/TILf3j9gaNhRzFh4QSV9XqP6Y0/vP7AwaCD2HZ9G8YvHA+J4bu/faf8VRnRAd2v/4T+Tzaj48mlsGuquuH4NrvG1fDp023odHq5QrlFNWe0+HMaetxYg4HP/kG1cV3yOQKpM3z0QFy5cwLBUbdw7NxuNGn27nbfsXO7ERx1C5dvH8fQkQOU6lhYmGPpqq9xy/88gqNu4fy1w/Ds4KHyeJOmj0VEwn0sWj67SK6HSo4ePXrg7NmzOHfuHCIiIrBlyxbExcWhY8eOAIAdO3Zg3bp18vru7u64ceMGTp06hejoaAQEBGDz5s2oUqUKbGxsCnxerQ9/BYDjx4/j+fPnmDBhAuzs7GBkZKSwfeXKlVqKrGj07NMFi5bPwbz/fYub1+9g2MgB2L5nI9o274moiGdK9ctXcMbfe37Fjm3/YsqEOWjctAGWfz8f8XGJOHbktLxeSkoqWjdWHF+dlZUt//ek6WMwbNQATJ84D48eBqNeAzf8uG4pUlNS8dfG7cV3waVURkYmqlephN7dOuHLr5dqO5xSz/qTlii/aDTCv96ItJsBsB/aGVX/no8H7aYgO0r1Wk0AcM9jInLT0uU/58SnfIhwS5WZ/5uI6dPGY/TYLxEUFIJ5c6fhxLGdqOXWGmlpL1Tu06xpI+z851csXLQaBw8dR+9eXbFrx29o07YPbty8AwAwNTWBn58/tmzdjX17/vyQl/TRaf1Ja0xYOAHrv14Pfx9/dBvSDd9u+xYTPCcgNipWqb7EQILk+GTs+mUX+ozto/KY7Xq3w6g5o/DTzJ/g7+OPcpXK4asfvwIA/L7492K9no9V+Z7NUH/JMNyeuxmxNwNRZZgnWv8zCyfazEJ6ZHy++0nMjdH0588RfekBjOwUh8SJjQ3xIiwGT49cR4PFQ4v7Ej5Kn7xs9309cyluXr+DoSM/xd97fkO75j0RFflcqX75Cs7YtnsDdvz9L6Z+PheNmzbAstXfICE+AceOnAEASCRi7Nj/B+LjEjBh1Fd4FvkcZZ2dkPbG/1ev1GvghiEj+sP/vurZPkkzgqzgvXba1KJFC6SmpuLff/9FYmIiypcvj7lz58Le3h4AkJiYqLBmZdu2bZGRkYETJ05g27ZtMDU1Re3atTF0aOE+/zqRVDZu3FjbIRSrcRNHYNf2f7Hz738BAAvnfYc2ni0wfPRAfLdkjVL9YaMHIjLiGRbO+w4AEBwYgnoNauPzySMVkkpBEBAbk3/juFHjejh57BzOnroAAIh4GoVe/bqhXoP8v20mzXk0bwyP5h/373JJ4ji+F+J2nUHczrz/kJ8u+gsWberDfngXRH6X/5cqOfHJyE1RndhQ0Zg6ZSxWfPczDh48DgAYNXo6oiLu4rNBffDHn6rvzdSpY3HmzAWsXJX37erKVevQ2qMZpk4di6HDJgEATpw8jxMnz3+Yi/jI9RnXB6d2n8LJXScBABsXb0TDNg3RfVh3bFm5Ral+TEQMNi7aCADoNLCTymPWaFQD/j7+8DroJd/H65AXqtcvWM8aKas+oSue7PRCyA4vAMCdBdvh1LYuKo/ogHvLd+e7n/uqMQg7cAVCrgzOXdwVtiX4hiDBN299unpfcwZ+TYyfOBy7tu+Xt/sWzVuJNp4tMXz0IHz37Rql+sNGDUBk5HMsmpfXiRIcGIK69WtjwuSR8qRy4JC+sLK2RO8uQ+VL8EWq6JgwMTXGLxu/w6zpizBthuoRA/Tx69y5Mzp3Vj1aZ9KkSUplXbt2RdeuXd/rnDox/PXTTz9V+yrJJBIJ6tavBe9zikMhvc9fgXuT+ir3adS4HrzPK9b3OnsZdRvUhlj8+nsAU1MTXPc7DZ/7Z7F113rUrlNDYZ8b1+6gVZtmqFTZBQBQy606mjRrgLOnLxbBlRHpLpFEDNM6lZFy4a5CecqFuzBzr6F6p5dqnfgRdW9tQrVdS2DeghOHFTVX1wooU8YRp894y8uys7Nx4eI1NG/unu9+zZo2wukzFxTKTp32RvNm+e9DmhFLxKhapypuX7itUH77wm3Ucs9/CPm7+N/0R5U6VVCtft5QZ6cKTmjcrjFunL3xXvGWVnoSfVjXdcVz73sK5c+978HOvWq++7kObA2zig548MP+4g6xVJJIxKhTrxYuvNWOu3D+Ctyb1FO5T8PG9ZTqe5+7jLr1X7f7OnVti9s3fbFs9de4E+CNM5cPYPKX4+TPvr2ybNU3OHv6Ai55XyvCqyJ6N53oqXwlJCQEEREREIlEKFeuHFxdXbUd0nuzsbWCWCxGXKziMJS42Hg4ONip3MfBwU5lfYlEAhtbK8RExyE4KARfTvoaAf5BMDM3xdgJw3DoxHZ09OiLJyHhAID1a/6EuYUZvG/8h9zcXOjr62Pl0rU49O+x4rlYIh0htjGHSKwPaWySQrk0NhkSe9WzmGVHJyB01nqk+z2GyEAC235tUW3XEjz69BukXff/AFGXDk6ODgCA6GjFURbR0bFwqVAu//2c7BEdozjsMjomFk5O9kUfZClnYWMBfbE+EmMTFcqT4pJgnc/npyC8D3vD0sYS3//7PUQiEcQSMf7b9h/2btj7viGXSgY25tAT6yMzNlmhPDM2GUb2qmd5NHN1RN2vB+Fs7yUQcjlBYnGwsbWGWCxG7FvtuNiYeNirafd5xbxV/612XwWXcmjh4YyD+45i+MAv4FrZBctWfQ2xWB9rVv8GAOjZtyvq1KuJ7u3Zw1wsOKmoWjqRVCYnJ2PNmjXw9/eHiYkJACA9PR21a9fG9OnTYWFhoXZ/qVQKqVT6IULV2NuzJ4lEIrUzKiltezm5zqvi2z5+uO3zemanm9fu4KT3PowaPwQL5qwAkPfHpd+AHpg0bhYCA4JRu04NLF4+B9HPYrF316EiuCoiHafiY5Tf5y4rJApZIVHyn1/cfgSDsnZwmtAbwUwqNfbZZ33w6/rXz8X37DUcQOH/Jmq6D2muqN/vOs3qYOCUgVj/9Xo8uvsIZSuWxYRFE5AQk4Cda3e+b7ilVz7thbeJ9ERovmES7n//L9JClJ/ro6L1vu0+kbzdl1eup6eH+LgEzJq+CDKZDPd8/eHoZI/PJ4/CmtW/oYyzExYvn4PB/cYrzK9B9KHoRFK5adMmZGRk4IcffkC5cnnfVEdERGD9+vXYtGkTpk+frnb/AwcOYN++fR8g0sJLiE9CTk6O0rdTtnY2St9ivRITE6dU387OBlKpFIkJSSr3EQQBd2/fh+vLoa4AMH/JDKxb8xcO7897binAPwjlypXF5C/HMqmkj1pOQiqEnFxIHKwUysV2lsiJSyrwcV7cfgSbvm2KNrhS5siRU7hx447851czVDs52eP58xh5uYODHaLVPCP+/HmsvJdTvo+9nVKPJ72/lIQU5ObkwsZBcdY/S1tLJBXi8/O24TOH49z+c/LnNEMDQmFobIipK6di18+7+AVBIWUnpEKWkwujt/7OGdlZKPVeAoDYzBg29SvDyq0iGi4bASAv0RTp6eHTp9vgPeg7xFzmF2jvKyE+ETk5OUqj0ezsbZRGob0SExMHB8f82n159zImOhZSaY7CEnzBgSFwdLKHRCJG3Xq1YO9gi+PnXz9LKxaL0bRFI4wc+xkqOTXk8n3vqxBLe5RGOpFU3r17F/Pnz5cnlABQrlw5jBkzBkuXvnsWzT59+qBHD8VZUKs668aEKVKpFH53/dG6XQucOHpWXt66bQucPH5O5T63bvqiY+e2CmVtPFvA784D+cPZqtSuUwMB/oHyn42NjSG89QckV5arNP6e6GMjSHPw4t5jWHjUR9KJ6/JyC4/6SDp1Xc2eiozdKkEak/juipSvtLQXSjO6PnsWjQ7tW+Pu3QcA8p49b+3RDHPnLVd1CADAteu30KG9B9b+/Ie8rGOH1rh6zad4Ai/FcqQ5CLoXhAYeDXDlxOvnvBp6NMTVU1c1Pq6hkaHS7IkymQwikYi9zhqQSXOR6PcETq3dEHn89efAsXUdRJ68pVRfmpqBE20Vl5eoMrIDHFrVxpWxa5EWrjyrLxWeVJqDe77+8GjbXKHd59G2OU4dUz2R2O2bvujQpa1CWet2LeB393W77+b1u+jdv5vCZ6VS5Yp4/iwGUmkOLl24hvYteysc44dfluJx0BNs+PkvJpRU7HQiqRQEQWECmlf09fUL9J+MRCKBRKK761z9sWEr1v72HXzv3Metm74YOuJTOJcrg783532bNGfBdJQp44BpX8wDAPy9aTdGjf0MC5fOwj/b9qFR43oYNLQfJo2dKT/ml7O+wG0fPzx5HAZzczOMnjAEtetUx9czXyfhp094YepX4xEZ8QyPHgbDrW5NjJ84Arv+OfBh34BSIj09A+ERr4dPRkZFIyDwMSwtzFHGyUHNnlQcon8/BNe10/HCLxgvbj2C/ZBOMHC2Q+zfeb0kznOGQuJki9DpawEADmM+QXZEDDICwyGSiGHbtw1surdA8LjvtHkZH6Wff/kTc2ZPQVDwEwQHP8Gc2VOQnp6Bnbte/23avGktoqKe4etv8t7/X375C+fP/YuZ/5uIw0dOoucnndG+vQfatH29fIWpqQmqVHn9LL5rxQqoV682EhIS8fTp688mvduBPw7gf2v+hyC/IDy89RBdh3SFvbM9jm3PeyZ/5OyRsHWyxQ9f/iDfp1KtSgAAI1MjWNpaolKtSsiR5iA8KO85/+tnrqPvuL54/OAxAu4EoGzFshj+v+G4dvoaG7waerTxOJr+8gUSfJ8g7lYQKg/1hImzLR5vy0tm6swbCBMna1yf+hsgCEh+FKGwf2ZcCnIzpQrlehJ9WFQr9/LfYhg7WcOqtgtyXmQiLTT6w11cCfb7hm1Y++sK+N19gFs3fTFkRH84O7/R7ps/HU5lHDB94st23+Y9GDn2MyxYOhM7tv37st3XF5PHvW73bdu8G6PGDcaSFXOw6Y8dcK3kgslfjsOm3/8BALxIS8ejh8EKcWSkZyAxMUmpnDRUQpYU0RadSCrd3NywefNmTJs2Tb7IZkJCArZu3Qo3t5I/++LhAydgbWOFL2d9AQdHezx6GIRhAz9H5NO8qaAdHe1RtlwZef2n4ZEYNuALLFo+GyPGfobo5zFYMGe5wnIilpYWWLVmEewd7JCakor7fgHo130E7t5+PQvcN7OXYda8qVj+/XzY2tkg+nkMtm/Zi59W/frhLr4UuR8QhNFTXn8LvOqXvHXXenXtgGXfzNBWWKVW4pHLEFtboOz0gZA4WCPjUTiChn+L7Mi8b+MlDjYwdH49yYuegRjl5o+EgZMNZJnZyHj0FEHDv0XyOeVv/On9rP5+A4yNjbDu5+WwtrbEjRt30LX7YIUezQrlyyokGlev+WDw0IlYsngWFi+aicchYfhsyBfyNSoBwL1RPZw98/pRiB++XwQA2LptD8aM/bL4L+wjcuHIBZhbm2PwtMGwcbBB6KNQLBixADGReUOWbRxt4OCs+GXZ+pPr5f+uVrca2vVph+in0RjZYiQAYOfPOyEIAobPHA5bJ1skxyfj+pnr2Lpq6we7ro/N08PXYGhthtpf9YGRgxWSH0Xg4tDVSI/IGxZu7GAFE2fbQh3TyNEanc+8HjVQY2IP1JjYAzFX/HG+37Iijf9jdeTACVhbW2L6zM/l7b7hA7+QLwHi4GgH57fafcMHTsTCZbMwYsyrdt8K+XIiAPAs8jkG9x+PRctm4fTF/Xj+LAZ/bdyODWv/+uDXR6SKSNCB8SZxcXFYvXo1wsPDYWdnJy+rUKECZs2aBVvbwv1BBABna67FWFKEBh3RdghUAL71v9J2CFQAzWJuajsEKoCOjnW1HQIV0Mgcm3dXIq2bkeWr7RCoACIS7ms7BI2lr5+stXObTFqntXMXlE70VNrZ2WHlypXw8/NDZGQkBEFAuXLlULcu/9MlIiIiIiIt4zB9tXQiqXylbt26TCSJiIiIiIhKEJ2YBnTTpk04duyYUvmJEyewZcuWDx8QERERERHRKzKZ9l4lgE4kldevX0eNGjWUyqtVq4Zr165pISIiIiIiIiIqCJ1IKtPS0mBiYqJUbmJigtTUVC1ERERERERERAWhE0mlk5MT7t69q1R+584dODhwfT8iIiIiItIiQdDeqwTQiYl6unfvjk2bNiElJUW+LuW9e/dw5MgRjBw5UrvBERERERERUb50Iqn09PRETk4O9u/fj3///RcA4ODggHHjxqFNmzZajo6IiIiIiEq1EjJhjrboRFKZnZ2NNm3aoFOnTkhJSUFSUhL8/PxgaWmp7dCIiIiIiIhIDZ1IKletWoUmTZqgU6dO0NfXx7fffguxWIyUlBSMGDECnTp10naIREREREREpIJOTNTz5MkT1KxZEwBw7do1WFlZYf369Zg8eTKOHz+u5eiIiIiIiKhUkwnae5UAOpFUZmVlwdjYGADg6+uLJk2aQE9PD1WrVkVsbKyWoyMiIiIiIqL86ERS6eTkhBs3biAuLg6+vr6oV68eACAlJUWebBIREREREWmFINPeqwTQiaSyf//++PvvvzFp0iRUrVoV1apVA5DXa+nq6qrl6IiIiIiIiCg/OjFRT7NmzVCjRg0kJibCxcVFXl6nTh00adJEi5EREREREVGpV0KebdQWnUgqAcDKygpWVlYKZVWqVNFOMERERERERFQgOjH8lYiIiIiIiEomnempJCIiIiIi0kWCrGRMmKMt7KkkIiIiIiIijbGnkoiIiIiISB1O1KMWeyqJiIiIiIhIY0wqiYiIiIiISGMc/kpERERERKSOwIl61GFPJREREREREWmMPZVERERERETqcKIetdhTSURERERERBpjTyUREREREZE6Mj5TqQ57KomIiIiIiEhjTCqJiIiIiIhIYxz+SkREREREpA4n6lGLPZVERERERESkMfZUEhERERERqSNwoh512FNJREREREREGmNSSURERERERBrj8FciIiIiIiJ1OFGPWuypJCIiIiIiIo2xp5KIiIiIiEgNQcaJetRhTyURERERERFpjD2VRERERERE6vCZSrU+2qRyvWE9bYdABeRb/ytth0AFUO/uj9oOgQrgar0Z2g6BCqDWRAtth0AFtHSjVNshUAH8LNTVdghEpRqHvxIREREREZHGPtqeSiIiIiIioiLB4a9qsaeSiIiIiIiINMaeSiIiIiIiInUELimiDnsqiYiIiIiISGNMKomIiIiIiEhjHP5KRERERESkDifqUYs9lURERERERKQx9lQSERERERGpIbCnUi32VBIREREREZHG2FNJRERERESkDnsq1WJPJREREREREWmMSSURERERERFpjMNfiYiIiIiI1JHJtB2BTmNPJREREREREWmMPZVERERERETqcKIetdhTSURERERERBpjUklEREREREQa4/BXIiIiIiIidTj8VS32VBIREREREZHG2FNJRERERESkhiCwp1Id9lQSERERERGRxthTSUREREREpA6fqVSLPZVERERERESkMSaVREREREREpDEOfyUiIiIiIlKHw1/V0smeSplMhtDQUKSlpWk7FCIiIiIiIlJDJ3oqt2zZggoVKsDT0xMymQwLFy5EYGAgDAwMMGfOHNSuXVvbIRIRERERUSklsKdSLZ3oqbx27RpcXFwAAD4+PoiJicFPP/2E7t27Y9euXVqOjoiIiIiIiPKjE0llamoqrKysAAB37txB8+bNUbZsWXh6eiI8PFy7wREREREREVG+dCKptLS0REREBGQyGe7evYs6deoAALKysqCnpxMhEhERERFRaSUTtPcqAXTimcq2bdvip59+grW1NUQiEerWrQsACAoKQtmyZbUcHREREREREeVHJ5LKAQMGoEKFCoiLi0Pz5s0hkUgAAHp6eujdu7d2gyMiIiIiotJNpu0AdJtOJJUA0KxZMwBAdna2vKxt27ZaioaIiIiIiIgKQieSSplMhv379+P06dNITk7G2rVr4ejoiF27dsHBwQGenp7aDpGIiIiIiEopLimink7MgrN//354e3tj6NChEItf57kVKlTA2bNntRgZERERERERqaMTSaW3tzfGjx8PDw8PhdleXVxcEBUVpcXIiIiIiIiISB2dGP6akJAAJycnpXJBEJCTk6OFiD4M15EdUGViDxg5WCH1USTuLdiG+OuP3rmfTeNqaHVgPlIDnuJ8h3ny8jLdGqPatF4wq+gIkUQfL0KeI/i3Y3i671JxXkapZD+8K5w+7w2JgzUyAp/i6aK/kHbDX2Vd8+ZuqL53qVL5/TaTkPk4srhDpbf43L2HzTv2wT8gGLHxCVi7Yj7at26h7bBKFfsRXVDmjc9P+MK/kHbj4Tv3M3OvgRr/LkXGo3A86PSVvFwk1keZyf1g+2k7GDjZIDMkEk+X/Y0UrzvFeRkfPXFDT0iadoPIzBKy2Chkn/kHsohAlXUNuo+FpK6HUrksNhIZf+b9PyWu0wqGPcYp1XmxaiyQKy3a4Eu5ZkM7wGNCD5g7WCEmMBL/LdmG0Juq2xcu7tXRZc4gOFQuC4mxIRIj43Bjx1lc/uv4B47641dpZAdUfdnuS3kUCb9CtPtaH5iPlICnOPdGu6/ikHao8KkHLGqUBwAk+T3BgxW7kXjncbFdQ6nG4a9q6URSWb58eTx8+BD29vYK5VevXoWrq6uWoipezr2aoc6S4fCdswnxNwPhOqw9mu+YjbOtZyIjMj7f/cTmxmj0yxeIvfgARvYWCtukSWkIXHMQqcFRkGXnwKljQzRYMwFZcSmI8fIr7ksqNaw/aYnyi0Yj/OuNSLsZAPuhnVH17/l40G4KsqPi8t3vnsdE5Kaly3/OiU/5EOHSWzIyMlG9SiX07tYJX36tnOxT8bLp2RIVFo1G2Lzf8z4/wzqh2vb5uN92qtrPj765CVzXTkPKJT9I7K0UtjnPGgzbvm0QOmsDMoMjYdG2Pqr+ORsPe81F+oMnxXxFHyf9mk1g0GEIsk9uQ25EICQN2sFo4Axk/DEXQkqCUv3sM/9A6rX3dYGeHozHLEVOwA2FekJmOjJ+n6O4MxPKIlWnRzN0XzAch+ZvQphPIJoOaY+RW2bjp44zkRyl3L7IzsjEtW2n8OxhOLIzslDRvTr6LB+D7PQs3Nx5TgtX8HFy7tUMdZcMx9032n0td8zG6QK0+9xftvsM32r32bWohYiDVxB/Mwi5WVJUm9QDLXfNwZk2s5D5PLG4L4lIgU4Mf+3fvz82bdqEgwcPQhAEXL9+Hb/99hsOHDiA/v37azu8YlF5QjeE7fRC2A4vpAVF4d6Cv5ERGQ/XER3U7ld/9VhE7L+CxFtBStvirjzEs+M+SAuKQnpYDEL+PIEU/3DYNqleXJdRKjmO74W4XWcQt/MMMoMj8HTRX8iOioP98C5q98uJT0ZObJL8BRnnptYGj+aNMXX8CHRs21LboZRKjuN6Im7X2defn4WbkB0VD4d3fH5cVn6OhIMXkHZL+Vt9235t8eyXf5F87jaywqMRu+0kkr3vwmlCr+K6jI+epEkX5PheQI6vN4T4Z8g+swNCSgLEDdqr3iErA8KLZPlLz8kVMDJBjt/FtyoKCvWEF8nFfi2ljcfYbvDZ4wWf3V6IfRyF/5b8jeRn8Wg2VHX74tmDMPgevoqYoEgkRcTh7sHLCLzgB9fGbDsUpaoTuiF0pxdCd3ghNSgKfgv+RnpkPCq9o93X4GW7L0FFu89n0nqEbDmD5AdhSAuOwu0Zf0CkJ4KDh1txXUbpJtPiqwTQiaTS3d0d06dPx507eUOV9uzZg8jISMyePRt169bVcnRFTyTRh1VdV6Xewxjve7BpXC3f/SoMagPTig4I+OHfAp3HrlVtmFUpg7hr7x5WRgUjkohhWqcyUi7cVShPuXAXZu411O5b68SPqHtrE6rtWgLzFvyDT6WPSCKGad3KSPa+q1Ce4n0Xpmo+P3YDPGHk4oTIH3er3K5nKIEsK1uhTJaZDbMmNd875lJJTx96ThWR++S+QnHuk/vQL1elQIcQ12sNWag/hJS3emAMjGA88QcYT/oJhp9+CT3HCkUVNQHQl+ijrJsrgi4qti+CLt5DhUb5ty/eVKa2C1waVUPIdbYdioqm7T6XQW1gVtEBDwvY7hMbG0JPLEZ2Utp7xUukCZ0Y/goA9evXR/369bUdxgdhaGMOPbE+smIVv6HNik2Gob2lyn1MXZ1Q6+tBuNhrMYTc/L+yEJsbo8vd9dAzEEPIlcF37mbEXrifb30qHLGNOURifUhjkxTKpbHJkNhbq9wnOzoBobPWI93vMUQGEtj2a4tqu5bg0affIO266ucwiT5Grz4/OXFJCuXSuCRYOFip3MfQtQzKzRuGh32/BvL525fsdQdO43si9bo/skKfw6JVXVh1bgKRnk58b1riiEzMIdLTV+pFFF4kQ2Sq+v8ohf1NLaFfuS6yDv2mUC6Lf4as//6EEPsUMDCGpHEnGA37Bhl/zYeQGF2k11BamVibQ1+sj7S32hdpsckwt1N/7+Zc/QWmNhbQE+vj7Jp/4bPbqxgjLV1etfsyVbT7jNS0+2p/PQgX3tHue1PtbwYh43kCYtjuIy3QiaRy8uTJWLFiBczNzRXKX7x4gdmzZ2PdunVq95dKpZBKS94zGcLbz/uKAKh6BlhPBPdfJyFg9T68CHmu9pg5aZk4334uxKZGsPeojTqLhiI9LAZxV/iNY5F66z6JRHkTS6mSFRKFrJDXsxi/uP0IBmXt4DShN4KZVFIppPy3T6SiEICeHiqv+xKRP+xS+Ay9LXzBX6i4eiLqeP8CCEBm2HPE7T4Hu4Fc4/j9qPhDp/I/KUXiuh5AZjpyA28plMuiHgNRrycQyYoIgtHoxZC4d0D26X+KImDKj+jdd27jp0tgYGqECg2qoMvsQYgPew7fw1c/SHilRiHafU1+nYSHq/ch7R3tvleqTuqB8r1b4ELfbyHLKnlt4pKA61SqpxNJZWxsLGQqni+TSqVISFCeEOBtBw4cwL59+xTKBuvGpamUlZAKWU4ujBwUv50ytLNEVpzy8yUSM2NY168MS7eKqLt8JABApCeCSE8PPSP+xpWBKxB3+WVyIgh4EZr3jW/ygzCYVXVG1Sm9mFQWkZyEVAg5uZC81asitrNU6n1R58XtR7Dp26ZogyPScfLPz1sT7UhsLSGNVf7bp29mBNP6VWHiVgkuS1/OGvryb5972D48GrwYqZfvISchBcFjvoPIUAKxtTmkzxNQbt4wZIez90sTQnoqBFkuRKZWCuUiEwsIL949wZi4rgdy7l8BZLnvOhNkz55AZK08+ztpJj0xFbk5uTB7q/fLzM4SaSraF29KjIgFAEQ/egozO0u0n9aPSWURUdfuy3xHu6/eW+2+3hF/4/LAFYi9/PpL6apfdEf1qb1wacBypDx8WqzXQpQfrWZePj4+8n/7+vrCxMRE/rNMJsO9e/eUZoRVpU+fPujRo4dC2alKY4su0CImSHOR5PcE9m3q4Nnx1++BfRs3PD9xS6m+NDUDZ9vOUihzHdkR9i1r48a4NUgPj833XCIRoG+ouwl2SSNIc/Di3mNYeNRH0onr8nILj/pIOnVdzZ6KjN0qQRrDmdmodBGkOXjh9xiWrespfn5a10PSyRtK9XNTM3Dfc5pCmcOILjBvWQePx69G1ltJo5AlhfR5AkRifVh3a46E/y4Xz4V87GS5kD0Phb5rbYXeRn3X2sgJVL9Mi16FGtCzcUKm788FOpWeYwXIYiLeK1x6LVeai6j7T1C1VR34n3zdvqjSyg0PTyu3L/IjEokgNpQUR4il0qt2n0ObOoh6o93n0MYNz/Jp9515q91X6WW77/q4NXjxRruv6sQeqDG9Ny4N+g5JvpztuliVkAlztEWr2cbq1avl/16/fr3CNn19fdjb22P48OHvPI5EIoFEUrL++D3eeAyNfpmIJN8QJPgEoeJQT5g42+HJtrMAgFrzBsKojA1uT/kVEASkBij+p5sdlwJZVrZCedUpPZHkG4IXoTHQMxDDsX19lP/UA76zN33Qa/vYRf9+CK5rp+OFXzBe3HoE+yGdYOBsh9i/TwIAnOcMhcTJFqHT1wIAHMZ8guyIGGQEhkMkEcO2bxvYdG+B4HHfafMySq309AyER7weShkZFY2AwMewtDBHGScHLUZWOkT/cRiua6fhhe9jpN16BPuhHWHgbIeYl5+fcnOGQlLGBk+m/QwIAjIehSvsL41LhpAlVSg3bVAVBk62SH/wBBInGzjPGAToifB8w4EPem0fE+mNEzD8ZAJkz54gNzIYkvrtILKwRc6dvCUmJG0+hcjcGtn//a6wn6Rea+RGBkOIU16DV9KqN2SRwZAlRkNkYAyxe0foOVRA9sm/P8g1lRYX/zyGAT9ORIRfCMJvB6HJYE9YlbXD9X/y2hedZw2EhaMN9s74FQDQbFhHJEXFI/Zx3t/Fio2rw2Ncd1zZelJr1/AxCtp4DI1/mYjEt9p9IS/bfbVftvtuvWz3pbzV7suKS0FuVrZCedVJPVBr1qe4OXEd0p/GyuflyHmRidz0rA93cUTQclK5e3feTH6TJk3CihUrYGFh8Y49Ph6Rh67BwNoMNb7qC0MHK6QGRODqkFXIiMhbp83I0QomzraFOqbYxBD1vhsN4zI2yM3MRmpwFG5N3oDIQ9eK4xJKrcQjlyG2tkDZ6QPzFm9/FI6g4d8iOzLvm0OJgw0MnV/3sOsZiFFu/kgYONlAlpmNjEdPETT8WySfK/i3xlR07gcEYfSU2fKfV/2S1yju1bUDln0zQ1thlRoJhy9D39ocZb8cIP/8BA5b+vrz42gNg7LvHqHyJj1DAzjPGgzDCo7ITc9E8rlbCJm6Brkp6e/emVTKfXgD2cZmkLTsBQMzK8hiI5G550f5bK4iM0voWdgo7mRoDP3q7vk+HykyNIFB11F5k/1kZSA3OgyZ/yyH7FlIcV9OqXLvv2swtTJD+2l9YW5vhejACGwZtQpJkXntC3MHK1i90b4Q6YnQedZA2JS3hyxHhvjwaJxYtQs3XiahVDQiD12D4ct2n5GDFVICInD5Pdt9lUZ2hL6hBM3++lKh/OH3/+Lh9wWbMZaoqIiE/GYXKeEOOg3WdghUQOXEbPiVBPXu/qjtEKgA7tZjYlwS1Jpcer5ELemWbuSkJyVB40xtR0AF0ff5Dm2HoLGEPtqbC8PmgLfWzl1QOvOwnb+/Pw4fPozIyEiIRCI4OzujZ8+eqFmT64wRERERERHpKp1YxOvChQv49ttvYWhoiK5du6JLly4wMDDAkiVLcOnSJW2HR0REREREpZlMi68SQCd6Kg8cOIAhQ4YozODarVs3/Pfff/j333/RqlUrLUZHRERERERE+dGJnsro6Gi4u7srlbu7uyMmJkYLEREREREREeURZNp7lQQ6kVTa2tri3r17SuX37t2DrW3hZsIiIiIiIiKiD0cnhr9+8skn2Lx5M0JDQ1G9enUAQEBAALy9vTFy5EjtBkdERERERET50omkslOnTrCyssKRI0dw9epVAICzszOmT5+Oxo0bazk6IiIiIiIq1UrIMFRt0YmkcsOGDfDw8MCSJUsgEom0HQ4REREREREVkE4klampqfjuu+9gZmaGli1bonXr1qhYsaK2wyIiIiIiIioxE+Zoi04klbNnz8aLFy9w9epVXLp0CUePHkXZsmXh4eGBVq1awcHBQdshEhERERERkQo6kVQCgKmpKTp06IAOHTogPj4ely9fxvnz57Fnzx7s2rVL2+ERERERERGRCjqTVL6Sk5ODx48fIygoCDExMbC0tNR2SEREREREVJpx+KtaOpNU3r9/H5cuXcL169chk8nQtGlTzJ49G25ubtoOjYiIiIiIiPKhE0nl559/jtTUVNSrVw/jx49Ho0aNYGBgoO2wiIiIiIiIOFHPO+hEUtm/f380a9YMZmZm2g6FiIiIiIiICkEnksoOHTpoOwQiIiIiIiKVSlJP5cmTJ3H48GEkJSWhXLlyGDlyJGrWrJlvfalUin379uHixYtISkqCra0t+vTpA09PzwKfUyeSSiIiIiIiIno/V65cwZYtWzB27FhUr14dZ86cwfLly/HTTz/Bzs5O5T4//fQTkpOT8fnnn8PJyQkpKSnIzc0t1HmZVBIREREREX0E/vvvP3h6eqJ9+/YAgJEjR8LX1xenTp3C4MGDlerfvXsX/v7+WLdunfxRRAcHh0Kfl0klERERERGRGtoc/iqVSiGVShXKJBIJJBKJQllOTg5CQkLQu3dvhfK6devi0aNHKo/t4+ODypUr49ChQ7hw4QKMjIzQqFEjDBo0qFATpzKpJCIiIiIi0lEHDhzAvn37FMr69++PAQMGKJSlpKRAJpPB0tJSodzS0hJJSUkqjx0dHY2AgABIJBLMnDkTKSkp+Ouvv5CWloaJEycWOEYmlUREREREROoIIq2duk+fPujRo4dC2du9lG8SiZRjVVUGAIIgAACmTp0KExMTAHk9oz/++CPGjh1b4N5KJpVEREREREQ6StVQV1UsLCygp6en1CuZnJys1Hv5ipWVFWxsbOQJJQA4OztDEATEx8ejTJkyBYpRr0C13pCdnY309HSFsitXruCff/7BvXv3Cns4IiIiIiIiek9isRiVKlWCn5+fQrmfnx+qV6+ucp8aNWogMTERmZmZ8rJnz55BJBLB1ta2wOcudFK5bt06bN68Wf7zsWPHsHbtWhw+fBhLly7F7du3C3tIIiIiIiIinSXItPcqjB49euDs2bM4d+4cIiIisGXLFsTFxaFjx44AgB07dmDdunXy+q1atYK5uTk2bNiAiIgI+Pv7Y/v27WjXrl3xTtQTHByMIUOGyH8+fvw4PDw8MHr0aPz22284cuQIGjZsWNjDEhERERER0Xto0aIFUlNT8e+//yIxMRHly5fH3LlzYW9vDwBITExEXFycvL6RkRG++eYbbNq0CXPmzIG5uTmaN2+OQYMGFeq8hU4qU1JSYGNjAwCIiYlBTEwMpk2bBhMTE3h6eipkvkRERERERCWdINPeRD2F1blzZ3Tu3FnltkmTJimVOTs7Y/78+e91zkIPfzU0NJQ/U/nw4UMYGRmhcuXKAPIeIn1zPC4RERERERF93ArdU1mhQgWcPHkS9vb2OHXqFGrXri2fojYuLg5WVlZFHSMREREREZHWFPbZxtKm0D2V/fr1g7+/P2bOnInQ0FD07NlTvu327dtwdXUt0gCJiIiIiIhIdxW6p9LNzQ0//fQTQkJCULFiRTg6Oipsq1ixYlHGR0RERERERDqs0EklANjb28tnEHrTq6lqiYiIiIiIPhaCUHIm6tEGjZJKqVQKLy8vPHjwAKmpqRg7dizKlCmDmzdvokKFCgq9l0RERERERPTx0mhJkcWLFyMiIgJWVlZISkpCRkYGAODmzZvw9fXF2LFjizxQIiIiIiIibeBEPeoVeqKe7du3Iz09HStWrMCGDRsUttWuXRv+/v5FFhwRERERERHptkInlbdv38aAAQNQqVIl+VIir9ja2iI+Pr7IgiMiIiIiIiLdVujhrxkZGSon6QGAnJwcyGTsGyYiIiIioo+HIONEPeoUuqfSwcEBgYGBKrcFBwejbNmy7x0UERERERERlQyFTipbtWqFQ4cO4ebNmxAEAQAgEokQHByM48ePw8PDo8iDJCIiIiIi0hZB0N6rJCj08NdevXrh0aNH+P7772FqagoAWLZsGVJTU1G/fn1069atyIMkIiIiIiIi3VTopFIsFmPu3Lm4cuUKbt++jeTkZJibm6NRo0Zo0aIF9PQK3flZLG4bcdxzSdE/6qa2Q6ACuFpvhrZDoAKo7/uDtkOgAshcOk3bIVABWQiW2g6BCuCWEef0KAn6ajuA98BnKtUrVFKZnZ2Nb7/9Fp9++ilatmyJli1bFldcREREREREVAIUqlvRwMAA4eHh0NfXL654iIiIiIiIqAQp9FjVatWqITg4uDhiISIiIiIi0jmCTKS1V0lQ6KRy2LBhOHPmDLy9vZGZmVkcMREREREREVEJUeiJer755hvk5ORgw4YN2LBhAwwNDSESKWbQW7duLbIAiYiIiIiItKmkLO2hLYVOKps2baqURBIREREREVHpVOikctKkScURBxEREREREZVAhU4qiYiIiIiISpOSMmGOthQ6qfT29n5nnTZt2mgUDBEREREREZUshU4qN2zY8M46TCqJiIiIiOhjIQjsqVSn0EnlunXrlMpSU1Nx8+ZNXLlyBdOnTy+KuIiIiIiIiKgEKHRSaW9vr7KsUqVKyM3NxbFjxziZDxERERERfTQEmbYj0G16RXkwNzc3+Pj4FOUhiYiIiIiISIcVaVIZFxcHPb0iPSQRERERERHpsEIPf/X391cqy8nJQVhYGA4ePAg3N7ciCYyIiIiIiEgXyDhRj1qFTioXL16c77Y6depg9OjR7xUQERERERERlRyFTioXLFgAkUgxU5dIJLC3t4eVlVVRxUVERERERKQTuKSIeoVOKmvXrl0ccRAREREREVEJVOhZdQYOHIjg4GCV20JCQjBw4MD3DoqIiIiIiIhKhkL3VKojk8mUhsYSERERERGVZIKMOY46Rbr+R0hICExMTIrykERERERERKTDCtRTeezYMRw7dkz+8+rVqyGRSBTqZGdnIzk5Gc2aNSvaCImIiIiIiLRIELQdgW4rUFJpYWGBcuXKAQBiY2Ph6Oio1CMpkUhQoUIFdOvWTaNABg4ciN9//x2WlpYK5ampqRg7dix2796t0XGJiIiIiIio+BQoqWzVqhVatWoFIG+dyrFjx8LZ2blYA3tFKpVCLC7SRz+JiIiIiIgKjM9UqlfobG3hwoVFGsCbw2rPnj0LIyMj+c8ymQwPHz78YAksERERERERFY7GXYDp6emIiopCdna20rZatWoV+DhHjx6V//v06dPQ03s9d5BYLIaDgwPGjRunaZhERERERERUjAqdVObm5uKPP/6At7c3ZDKZyjqFef5x/fr1APKG1c6YMQNmZmaFDYmIiIiIiKjYyAQOf1Wn0EuKHD16FLdu3cIXX3wBABgzZgzGjx+PypUro0yZMpg3b55GgSxcuBBmZmbIyclBVFQUcnNzNToOERERERERfTiFTiovXLiAPn36yCfuqVKlCtq3b4/ly5fD3t4eDx480CiQ7Oxs/Prrrxg6dCi++uorxMXFAQA2bdqEgwcPanRMIiIiIiKi9yUIIq29SoJCJ5XR0dGoWLEiRKK8C5RKpfJtHTt2xMWLFzUK5J9//kFYWBgWLVqksAZm3bp1ceXKFY2OSURERERERMWr0EmlkZERcnJyIBKJYGZmhtjYWPk2AwMDpKWlaRTIzZs3MXr0aNSoUUOesAJAuXLlEB0drdExiYiIiIiIqHgVeqKesmXLIiYmBgBQrVo1HD16FDVr1oRYLMahQ4dQtmxZjQJJSUmBpaWlUnlmZqZGxyMiIiIiIioKgqDtCHRboXsqW7RogaioKADAgAEDEBkZiYkTJ2L8+PEIDAzEwIEDNQqkcuXKuH37tvznV72VZ8+eRbVq1TQ6JhERERERERWvQvdUdu7cWf5vV1dX/Pjjj7hx4wb09PRQt25djXsqBw8ejOXLlyMiIgK5ubk4duwYnj59isDAQCxevFijYxIREREREb0vLimiXqGTyrfZ2dmhW7du7x1I9erV8e233+Lw4cNwcnKCr68vXF1dsWzZMlSoUOG9j09ERERERERFT+Ok8u7du/D390dKSgr69+8POzs7BAcHw8HBARYWFhods0KFCpg8ebKmIREREREREdEHVuikMisrC6tWrcL9+/flZZ06dYKdnR2OHDkCW1tbDB8+vNCBpKenqywXiUSQSCQQi9+7U5WIiIiIiKjQSsp6kdpS6Ext586dCAkJwYwZM1C3bl2MGDFCvq1evXo4fvy4RoGMGjVK7XZbW1u0bdsW/fv3h55eoecX0kmNh3ZAqwndYeZghdjASBxf8jfCbj5SWbeCezV0mvMZ7CqXgcTYEEmRcfDZcRZX/zohr2Nf1RmeX/VH2TqusC5nj+NL/sbVTSdUHo8KZ8H8rzB2zBBYW1vixo07mDLta/j7B6rdp0+fbli8aCYqV3LB45AwzF+wEocOvb4fHq2aYsaML9CwQR2ULeuEvv1H4/Dhk8V9KR8t+xFdUObz3pA4WCMj8CnCF/6FtBsP37mfmXsN1Ph3KTIeheNBp6/k5SKxPspM7gfbT9vBwMkGmSGReLrsb6R43SnOy6CXfO7ew+Yd++AfEIzY+ASsXTEf7Vu30HZYpYqkZTcYePaFyMIasufhyDrwB3JD/PPfQV8Mg86fQeLeFiILawhJccg6vQc518/kbdfTh0HHTyFp7AmRpS1kMZHIOrIFuQG38z8mvVPDYR3QdEI3mNlbITYoEmcWb0dEPm2Jcu7V0G7uINhWLgOxsSFSIuJwZ8c53HyjLVGtiztaTOoJaxdH6En0kfgkGjf+OIb7By5/qEsqNZoO7YBWE3rA3MEKMYGROLpkW77tQBf36ug8ZxDsK5eVtwNv7DiLK39p1u4mKmqFTiqvXbuGgQMHokmTJpDJZArb7OzsEBcXp1EgEydOxK5du9CmTRtUqVIFABAcHAxvb2/069cPKSkpOHLkCMRiMfr27avROXSJW49m6LpgGP6bvxnhPoFoPMQTQ7fMwrqOs5AcFa9UPzsjC9e3ncLzh+GQZmShgnt19Fw+GtnpWbi18zwAQGJsiMTwGDw4dh1d5w/90Jf00Zr5v4mYPm08Ro/9EkFBIZg3dxpOHNuJWm6tkZb2QuU+zZo2ws5/fsXCRatx8NBx9O7VFbt2/IY2bfvgxs28pMTU1AR+fv7YsnU39u3580Ne0kfHpmdLVFg0GmHzfkfazQDYD+uEatvn437bqciOyv9vkr65CVzXTkPKJT9I7K0UtjnPGgzbvm0QOmsDMoMjYdG2Pqr+ORsPe81F+oMnxXxFlJGRiepVKqF3t0748uul2g6n1BE3aAXDPmORte835D7xh6RFFxhPWIQXKyZBSIpVuY/RyNnQM7dC5q6fIYt7BpGZJaCnL99u0H0oJI3aIXP3L5DFREBcoyGMR89D+tpZkEWGfKhL+6jU7NEUHRYMxcn5WxDhE4gGgz0xcOtM/NFhNlJUtCWkGVm4tfU0Yl62Jco1ro4uy0dBmp6Fuy/bEplJL3Bl3WHEP45CbnYOqrRvgO7fj8eL+BQ8uXDvQ1/iR6tOj2botmA4jszfhDCfQDQe0h4jtszG2o4z82kHZuLay3ZgdkYWXNyro/fyMZCmZ+HmznNauILSh0uKqFfoLr+UlBSUK1dO5TaRSITs7GyNAvH29sawYcMwaNAguLu7w93dHYMGDcKwYcNw5coV9O3bF6NGjcKFCxc0Or6uaTG2K27v8cLt3V6IexyF40u2I+VZPBoP7aCy/vMHYbh3+CpigyKRFBEHv4OXEXzhHlwa15DXifILwakVO3H/yDXkZOd8qEv56E2dMhYrvvsZBw8ex4MHjzBq9HSYmBjjs0F98t9n6licOXMBK1etw6NHj7Fy1TqcO3cJU6eOldc5cfI8FixchYMH+S3j+3Ic1xNxu84ibucZZAZH4OnCTciOiofD8C5q93NZ+TkSDl5A2i3lb4Zt+7XFs1/+RfK528gKj0bstpNI9r4Lpwm9iusy6A0ezRtj6vgR6Ni2pbZDKZUM2vaG9PppSK+dgiw6AlkH/oQsKQ6SVl1V1tev0RDiKm5I/30xcgN9ISTEQBYeBFlogLyOxL0dss/sQe7DWxDioyG9fBw5j+7AoF3vD3RVH58mY7vCd7cXfHd5IT44CmdetiUaDG2vsn70gzD4H76KuKBIJEfE4cGBy3hy4R7KN6kurxN+7SECT/ogPjgKSeEx8Nl8EjEBT1G+cXWVxyTNtBzbDbf2eMFntxdiH0fh2JK/kfwsHk3zaQc+exAGv8NXEfOyHeh78DKCLvjBhfeFdEShk0obGxuEh4er3BYWFgYHBweNAgkMDISrq6tSuaurKwID84YZ1qhRQ+OeUF2iL9FHGTdXPL6o+I1f8MV7qNCoaoGO4VTbBeUbVUXo9XcP7yPNubpWQJkyjjh9xltelp2djQsXr6F5c/d892vWtBFOn1H8AuTUaW80b5b/PqQZkUQM07qVkex9V6E8xfsuTN1rqN4JgN0ATxi5OCHyx90qt+sZSiDLUvySTJaZDbMmNd87ZiKdpi+GXrkqyA1QHOqdG3AH+hVV//6L3ZoiNzwYBp79YLpoC0zn/QbDnqMBiYG8jkgsAaRSxR2lWdCvVKvIL6E00JPow6mOK55cvK9Q/uTCfZQrYFvCsbYLnBtWRfj1gHzruLSsDZtKTmrrUOHoS/RR1s0VwRf9FMrz2oEFW5u9TG0XVGhUje3AD0gmiLT2KgkKPfy1SZMmOHDgAGrWrAkXFxcAeT2UsbGxOHr0KNq1a6dRILa2tjh37hyGDBmiUH7u3DnY2toCAFJTU2FqaqrR8XWJibU59MX6SItNVih/EZsMMztLtfvOuPoLTG3MoSfWx/k1/+L2bq9ijJScHPO+JImOVvwyIzo6Fi4VVPfYA4CTkz2iYxSHiEXHxMLJyb7ogyzlxDbmEIn1kROXpFAujUuChYOVyn0MXcug3LxheNj3ayBXprJOstcdOI3vidTr/sgKfQ6LVnVh1bkJRB/JM91E+RGZWkCkrw9ZapJCuZCaBD0LK5X76Nk65iWHOVJkbFoGkakFjD79AiJTM2Tu/BkAkBNwB5K2vZHz+D6E+OfQr1oPYrdmAD9TGjGxzmsLvIh7qy0RlwzTt4bzv23StZ9h8rItcWnNfvju8lLYbmhujMnXf4G+gRhCrgwn529B6KX7qg9GhZZfOzCtAO3AWVd/gamNBfTE+ji35l/4sB1IOqLQSeWnn36K+/fvY968eShfvjwAYMOGDYiOjkbZsmXRu3dvjQIZNmwYfvzxR9y9exeVK1cGADx+/BhRUVH46quv5D+3aKE8UYNUKoX07W8/S4S3BmeLRG+XKPnr0yUwMDVC+QZV0HH2QCSERePe4avFFmFp89lnffDr+pXyn3v2ypvJWHhrIL1IJFIqe5sm+5DmlN5akUj1AxB6eqi87ktE/rALWSFR+R4vfMFfqLh6Iup4/wIIQGbYc8TtPge7gZ5FGziRzlLxf1R+f8JEeoAgIOPv74HMvNncsw7+BaORc4B9vwHSbGTt/x2Gg6bAdN6vgAAI8c8gvX4Gkqaqh/tRASn9X6Nc9rbtn34LAxNDlG1QBe3mDERiaDT832hLZKVlYlPXryExNUTFlrXR/pshSAqPRfg19ooVJVX/bb3LH2+0AzvPHoT4sOfwYzuQdEChk0pjY2MsXboUx44dw+3bt+Hk5ARDQ0P07t0b3bt3h4GBwbsPooK7uzvWrFmD06dP49mzZxAEAQ0aNMDMmTPlQ2o7deqkct8DBw5g3759CmU1INEojg8hPTEVuTm5MHvrm0RTOwulbxzflhSR1/sV8+gpzOws0W5aXyaVRejIkVO4ceP1kC9Dw7zfZycnezx/HiMvd3CwQ3RM/kOxnz+Plfdyyvext1Pq8aT3l5OQCiEnV2miHYmtJaSxyp8nfTMjmNavChO3SnBZOi6vUE8EkZ4e3MP24dHgxUi9fA85CSkIHvMdRIYSiK3NIX2egHLzhiE7PPoDXBWR9ggvUiDk5kLP3Bpv9uOLzCwhvNV7Kd8nJQFCcrw8oQQAWfRTiPT0ILK0hRD3DMKLFGT+tQwQSyAyNYeQnACDT0ZAFs/PlCbSE1Mhy8lV6pU0sbV8Z1si+WleWyL2UQRM7S3RanpfhaQSgoDEsLz7EuMfDtsqzmg+8RMmlUXkVTvQ3F6xV9LUzhJp77h3iS/bgdEv24Ge0/oxqfxAuKSIegVKKiMiIuDo6AiJJC9RMzAwQO/evTXulcyPg4OD0vDXgujTpw969OihUPZdrXFFFVaRy5Xm4tn9J6jcyg0PT/rIyyu3qoOA07cKfiARoG+ou8lzSZSW9kJpRtdnz6LRoX1r3L37AAAgkUjQ2qMZ5s5bnu9xrl2/hQ7tPbD25z/kZR07tMbVaz757kOaEaQ5eOH3GJat6yHpxHV5uUXrekg6eUOpfm5qBu57TlMocxjRBeYt6+Dx+NXIeitpFLKkkD5PgEisD+tuzZHwH6fVp49cbg5kEcHQr94AOfeuyYv1q9dHzv3rqnd58hDi+q0AAyMgOxMAoGfvDEGWm5dsvilHCiE5AdDTh6RuC0jvXiq2S/mYyaS5eH7vCVw93BD4RlvC1cMNgacK3pYQiUTQN1DfHBSJAH0DtjeKSq40F1H3n6BKqzrwf+PeVWnlhoeFaAeKRCKI2Q4kHVGgpHLGjBlYtmyZfKkPQRCwfv16DBw4EPb2mj8jFhYWVuC6r57fVEUikcgT3pLiyp/H0ffHLxDp9wRPbwfBfbAnLMva4uY/ZwEAHWYNhIWjNfbP+A0A0GRYRyRHxSH2cd5wPZfG1dFyXHdc33pKfkx9iT7sq5Z7+W8xzB2t4VTLBdkvMpEQxm+CNfXzL39izuwpCAp+guDgJ5gzewrS0zOwc9cBeZ3Nm9YiKuoZvv7mOwDAL7/8hfPn/sXM/03E4SMn0fOTzmjf3gNt2r6eMdbU1ARVqryenMq1YgXUq1cbCQmJePo0/2GZpCz6j8NwXTsNL3wfI+3WI9gP7QgDZzvE/J237me5OUMhKWODJ9N+zhui90hxsjFpXDKELKlCuWmDqjBwskX6gyeQONnAecYgQE+E5xsOgIpfenoGwiNefw4io6IREPgYlhbmKOOk2YRwVHDZXgdhNOQr5D7Nm8FV0rwL9KztIb2cN1u1QY/h0LO0ReY/PwEApLe8YdBpIIwGT0P28R0QmVrAsOcoSK+fAaR5E17puVSDnqUtciNDoGdpC4MugwGRHrLP7dfadZZ0N/48jk9++gLP/EIQeTsY9T9rB4uytrjzsi3RZtYAmDtZ47+vNgIAGg7vgJTIeMS/bEuUa1wdTcZ1w6032hLNJ36CZ35PkBQWDT0DMSq3qw+3vq1w8pstH/z6PmaX/zyG/j9ORKRfCMJvB6HxYE9YlrXDjZf3rtOsgbBwtMG+Gb8CAJoO64jkqHiFdmCrcd1xdSvXt/5QSsqEOdpS6OGvQF5SefHiRXTr1u29kspZs2YVuO7u3apnaCyp7v93DcZWZmg7rQ/M7a0QExiB7aNWIzkyb3ikuYMVLJ1t5fVFeiJ0mDUQ1uXtIcuRISE8GqdX7YLPP6/XJjJ3tMbEY697z1pN6IFWE3rgyTV/bB607MNd3Edm9fcbYGxshHU/L4e1tSVu3LiDrt0HK/RoVihfVmHd1qvXfDB46EQsWTwLixfNxOOQMHw25Av5GpUA4N6oHs6eeT1s+4fvFwEAtm7bgzFjvyz+C/uIJBy+DH1rc5T9cgAkDtbIeBSOwGFLkR2ZN0xI4mgNg7KF+1ulZ2gA51mDYVjBEbnpmUg+dwshU9cgNyX93TvTe7sfEITRU2bLf171y+8AgF5dO2DZNzO0FVapkXPnErJMLGDYeRBEFjaQPQtDxsbFEBLzPlN6FjYQWb/xmcrORMavC2DYbzxMZvwE4UUKcu5eQtax7fIqIrEBDLoNhZ6tE4SsTOQ+9EH69h+BDNXr/dK7PfzvOoytzdFyah+YOVghNjACe0auRkpkXu+wmYMVLMrayeuL9ERoO3sALF+2JZLCY+C1cjfuvNGWkJgYovPSkTAvY4OczGzEP47Ckem/4uF/qnupSTP3/rsGEysztJvWF+b2VogOjMC2UauQpKYd2OmtduDJVbvknRFE2iYSCjBzyMCBAxV6KmUyGT777DOsWLEClSpV0vjksbGvZ8d88uQJ/v77b/Ts2RPVquVNpxwYGIj//vsPQ4YMQZMmTQp17AUVCz+MlrRjeZSXtkOgArhqX7jPIGlHfd8ftB0CFUDm0mnvrkQ6Yd0B9bNxkm5IE6meyZt0y7LQHdoOQWPXy/bV2rmbRun+iA6NeiqLypu9nD/++CNGjRqFhg0bystcXFxga2uL3bt3FzqpJCIiIiIiKgqcv1+991ocSlSQuY8LKDw8XD7L65scHBwQERFRZOchIiIiIiKiolPgnsqff/5ZabmQNWvWKE2QIxKJsHr16kIHUq5cOezfvx+ff/65/DxSqRT79+9HuXL5LzJPRERERERUnDhRj3oFSipr1qyp1CtZq1atIg1k3LhxWLlyJb744gtUrFgRABAaGgqRSIQ5c+YU6bmIiIiIiIioaBQoqVy0aFExhwFUqVIF69atw8WLFxEZGQlBENC8eXO0atUKRkZGxX5+IiIiIiIiVQT2VKql1Yl63mZoaIgOHTpoOwwiIiIiIiIqIJ1JKr29vdVub9OmzQeKhIiIiIiIiApKZ5LKLVu2KPyck5OD7OxsiMViGBgYMKkkIiIiIiKt4Eqo6ulMUrl582alsmfPnuHPP//EJ598ooWIiIiIiIiI6F3ea53K4lamTBkMHjxYqReTiIiIiIjoQxEg0tqrJNDppBIA9PT0kJiYqO0wiIiIiIiISAWNh79GRkbC398fqamp8PT0hJWVFRISEmBmZgYDA4NCH8/Hx0fhZ0EQkJiYiJMnT6J69eqahklERERERETFqNBJpUwmw8aNG+Hl5SUvq1+/PqysrPD777/D1dUVAwcOLHQgq1evViqzsLCAm5sbhg8fXujjERERERERFQWZoO0IdFuhk8r9+/fj0qVLGDZsGOrXr48ZM2bItzVo0ABeXl4aJZW7d++W/1smy5tfSU9P50fnEhERERERlWqFTiq9vLzQr18/9OjRQ578veLg4ICYmBiNgzl37hyOHj2KZ8+eAcibqKdbt25o3769xsckIiIiIiJ6H7ISMmGOthQ6qUxISEC1atVUbpNIJMjMzNQokF27duHo0aPo2rWr/PiBgYHYunUrYmNjMWjQII2OS0RERERERMWn0EmlpaVlvr2RUVFRsLGx0SiQ06dPY8KECWjVqpW8zN3dHRUqVMDmzZuZVBIRERERkVaUlKU9tKXQDy02aNAA+/fvR0JCgrxMJBIhPT0dx48fR6NGjTQKRCaToXLlykrllSpVQm5urkbHJCIiIiIiouJV6J7KAQMG4M6dO/jyyy9Ru3ZtAMDOnTvx9OlT6Ovro3///hoF4uHhgVOnTmHEiBEK5WfOnFHovSQiIiIiIiLdUeik0srKCitWrMCePXtw584d6OnpISwsDA0bNsTAgQNhZmZW4GNt3bpV4edz587Bz88PVatWBQAEBQUhLi4Obdq0KWyYRERERERERUL27iqlWqGTSiAvsRw/fvx7nzw0NFTh50qVKgEAoqOjAeStU2lhYYGnT5++97mIiIiIiIio6GmUVBaVhQsXavP0RERERERE78SJetQrUFK5b98+eHp6wsbGBvv27XtnfU2fqyQiIiIiIqKSpUBJ5d69e1G/fn3Y2Nhg796976zPpJKIiIiIiKh0KFBSuXv3bpX/JiIiIiIi+thxoh71Cr1OJREREREREdErhU4qf/jhB9y+fRsyGfN1IiIiIiL6+Mm0+CoJCj37a2BgIG7cuAErKyu0adMGbdq0gbOzc3HERkRERERERDqu0Enlr7/+Cl9fX3h5eeHo0aM4dOgQqlatCk9PTzRv3hzGxsbFEScREREREZFWcEkR9QqdVOrp6aFBgwZo0KABXrx4gUuXLsHLywsbN27E5s2b0bRpU0yePLk4YiUiIiIiIiId814T9ZiamqJz585YsWIFFi9eDDMzM1y8eLGoYiMiIiIiIiIdV+ieyrf5+fnh/PnzuHnzJqRSKapVq1YUcREREREREekEGUe/qqVRUvn8+XN4eXnB29sbCQkJsLa2Rrdu3dCuXTuUKVOmqGMkIiIiIiIiHVXopHLhwoUICAiAWCxGo0aN0K5dO9SrVw96elzykoiIiIiIPj4yTtSjVqGTyszMTIwcORIeHh4wMzMrjpiIiIiIiIiohCh0Urly5criiIOIiIiIiIhKII0n6rl37x7u3buHtLQ0mJubo06dOnBzcyvK2IiIiIiIiLRO0HYAOq7QSWVOTg6+//573LlzB0DeupUymQwHDx5Ew4YNMWPGDIjF7z2pLBEREREREZUAhc7+9u3bB19fXwwZMgRt27aFhYUFUlJS4OXlhV27dmHfvn0YNGhQccRKRERERET0wcm0HYCOK3RSefnyZfTp0wc9e/aUl1lYWKBnz57IzMzEhQsXdCKptOZiMiVGR8e62g6BCqDWRAtth0AFkLl0mrZDoAIw+mattkOgAgo9OFvbIVABVBYMtR0CUalW6HVA4uPjUbNmTZXbatasiYSEhPcOioiIiIiISFfIRCKtvUqCQieVFhYWCA8PV7ktPDwcFhbszSAiIiIiIiotCp1Uuru7Y8+ePbh+/bpC+c2bN7F37164u7sXWXBERERERESk2wr9TOWgQYPw6NEj/PjjjzAyMoKVlRWSkpKQmZmJChUq4LPPPiuOOImIiIiIiLSCS4qoV+ik0szMDMuXL4eXlxcePHiA1NRUuLq6ws3NDW3atIFEIimOOImIiIiIiEgHabSgpEQiQceOHdGxY8eijoeIiIiIiEincEkR9Qr9TCURERERERHRKwXqqVy8eHGBDygSibBgwQKNAyIiIiIiIqKSo0BJpb+/P4yNjWFra1vc8RAREREREekUWclYLlJrCpRUOjg4ICYmBiYmJmjXrh1atGgBIyOj4o6NiIiIiIiICuHkyZM4fPgwkpKSUK5cOYwcORI1a9b8f3v3HR5VscZx/LvpvZEECL330Iv03kFBmoAURVGECzYElaqCoFdBQERRQBABERCR3kWkqfReQ0JJJ0BCSLJ7/8hlYUkIIQK7Ib8PT56HzM45+55Mzua8Z+bM3He7o0ePMnr0aAoUKMAnn3zyQO+ZqWcqp0yZwqhRo8idOzezZs2if//+fPXVVxw7duyB3kxERERERCS7MWKw2teD2L59O7Nnz6Zjx45MmDCBMmXKMG7cOCIjIzPcLj4+nmnTplGhQoUs/XwyPVFP2bJlGThwIDNmzKBHjx6EhIQwcuRIXn/9dXMmLCIiIiIiItaxYsUKGjduTJMmTcy9lP7+/qxduzbD7b7++mvq1KlDiRIlsvS+Dzz7q5ubG82bN2fcuHF88sknlC9fnh9//JGZM2dmKQARERERERFbZrLiV1JSEvHx8RZfSUlJaWJMTk7m9OnTVKxY0aI8ODg4wxGmmzZt4vLly3Tu3PnBfzD/l6V1KgFCQ0PZsmULO3bswGQyERQUlOUgREREREREJK2lS5eyePFii7JOnTrRpUsXi7K4uDiMRiPe3t4W5d7e3vccVXrx4kXmz5/PmDFjsLe3z3KMD5RU3rhxg23btrFp0yZOnjxJ7ty5adWqFQ0bNsTPzy/LQYiIiIiIiEhaHTp0oG3bthZljo6O96xvMKR9DjO9MqPRyBdffEHnzp3/dQdhppcU2bhxIzt37gSgZs2a9OjRg7Jly/6rNxcREREREbF11lxSxNHRMcMk8hYvLy/s7OzS9EpeuXIlTe8lQEJCAqdOneLMmTN89913AJhMJkwmE926deP999+nfPnymYoxU0nlmDFjcHV1pV69etSpUwdXV1cATp8+nW79okWLZurNRURERERE5N9zcHCgaNGi7N+/nxo1apjL9+/fT/Xq1dPUd3V15dNPP7UoW7t2LQcPHuSNN94gMDAw8++d2YoJCQls2LCBDRs23LfuwoULMx2AiIiIiIiILTNaO4BMatu2LVOmTKFo0aKULFmS9evXExkZSbNmzQCYP38+0dHRDBw4EDs7OwoWLGixvZeXF46OjmnK7ydTSeWrr776QDsVERERERGRx6t27dpcvXqVn3/+mZiYGAoUKMDw4cMJCAgAICYm5r5rVmZFppLKhg0bPvQ3FhERERERkYerRYsWtGjRIt3XXnvttQy37dKlS5pZZTMjy0uKiIiIiIiI5AQmawdg4+ysHYCIiIiIiIhkX+qpFBERERERyYA1lxTJDtRTKSIiIiIiIlmmpFJERERERESyTMNfRUREREREMpBd1qm0FvVUioiIiIiISJbZRE/lzZs3MZlMODs7AxAREcGuXbvInz8/FStWtHJ0IiIiIiKSk6mnMmM2kVROnDiRGjVq0Lx5c65fv867776Lg4MDcXFx9O7dm+bNm1s7RBEREREREUmHTQx/PXPmDGXKlAFgx44d+Pj4MG3aNAYOHMiqVausHJ2IiIiIiORkJoP1vrIDm0gqExMTcXV1BWDfvn3UqFEDOzs7SpQoQUREhJWjExERERERkXuxiaQyT5487Nq1i8jISPbt22d+jjIuLs6cbIqIiIiIiIjtsYlnKjt16sTkyZOZM2cOFSpUoGTJkkBqr2WRIkWsHJ2IiIiIiORkmqgnYzaRVNaqVYvSpUsTExNDoUKFzOUVKlSgRo0aVoxMREREREREMmITSSWAj48PPj4+AMTHx3Pw4EGCgoLIly+fdQMTEREREZEcTT2VGbOJpPKzzz6jbNmytGzZkps3bzJ8+HDCw8MBGDx4MLVq1bJyhCIiIiIiIpIem5io58iRI5QuXRqAXbt2YTKZmD17Nn379mXJkiVWjk5ERERERETuxSZ6KuPj4/Hw8ABg79691KxZE2dnZ6pUqcLcuXOtHN2jE/x8U6r1b417oA9RJ8LYMmYeYbuOpVs3qHpJ6g3vhm+xvDi6OhMXGsn+Hzbyz7erzXXKdqpHi8/6p9n2ixJ9SUlMemTH8aRr06sNnfp3wi/Qj3PHzzFjzAwO7TqUbl3fQF9eGvESJSqUIKhIEMu/W86MMTPS1HvmxWdo83wbAvIFEBcdx7aV25j18SyS1E5Z5lClMY41W2Pw8MYYcYGb63/AGHo83bpObfrhGFwvTbkxIoyEme+m7q9CXZzbvpSmzvWJ/SBF7fRvONZpjVPjjhi8fDFeCiFx6TeknD587w3sHXBq8RyO1Rpi8PLFFBtJ4rpFJO9cn/q6nT1OzTrjWL0xBu9cGMPDSPx1NilH/348B5TD7dl7gFnzF3P46EkioqKZPH4ETerXtnZYOUaDns1p3v9pvAN9uHA8lEVjZ3Fy99F061ZuUYP6PVtQoGxhHJwcuHgilF8nLeLw1n0W9Vy93Hjmreeo3LImbt7uRJ4PZ/GH33Nw8z+P45CeWJWeb0qN/q3xCPAh8kQYG8fMI3R3+td9+aqVpMHwbuQqlheH/1/37Zu/kT13XPfdqXS7WrSfOpATa/aw9OVJj/Aoci6TtQOwcTaRVPr7+3P8+HE8PDzYu3cvQ4YMAeDatWs4OTlZN7hHpGS7mjQc1ZON78/mwp7jVOjRmGfmvM33Td7h6oWoNPWT4hPZO3sdkUdDSIpPJKh6KZqO70tyQiIH5m8y10uMi2d2o7cttlVCmXX129Wn/6j+THtvGof3HKZ1j9Z88P0H9G/cn4gLaddQdXRy5ErUFRZMWUCHfh3S3WejZxrRd1hfPn/7cw7vOUz+ovl547M3APh6zNeP9HieVPZlauDUtAc313xPSuhxHCs3wqXrmyR8MxxTXHSa+jfX/0DS5p9uF9jZ4frihyQf3WVRz3QjnoSvh1lurITyX3GoXBfnDv1IXPwVKWcO41i7Ja79R3N9/GuYYtNfl9ilzzvYefpwY8EXGCMvYvDwBjt78+tObXriWLURNxZOwRgeikPpKri+8C7xk4diDDv9uA4tx0pIuEGp4kV5pnVzXn/vQ2uHk6NUa1ubLiP7Mn/EN5zac4z6PZoxaPZ7jG72OjEXItPUL1GzLEe27WPZJ/NJiLtO7c6NeG3mMD7uMJzzh84CYO/owJC5I7gaFceMV/9LzKUofPP6k3g94TEf3ZOldNuaNBnZk3UjZhO65ziVujem05y3+bbpPa77EhL5Z846wo+EkJSQSP7qpWg+ri9J8Yns+3GTRV2vfLlo9F53zu9M/2aCyONgE0ll69atmTJlCi4uLvj7+1O2bFkgdVhswYIFrRzdo1GlXysOLtzMwQWbAdgyZh6F6lcg+Pkm/DFhUZr6EYfOEXHonPn7uNBIiresRr4apSySSpPJRHzElUcef07R4aUOrF24ljUL1gAwY8wMqjSoQpvn2zB7wuw09cNDw5kxOrVnsnnX5unus3TV0hzec5jNyzabt9n8y2ZKVSr1SI4hJ3Cs0ZLkfVtJ3rcFgJvr52NfpAIOlZuQtOWntBskJmBKvH2BZF+iCri4kbz/97sqmjBd1/n0MDk1fIaknetI2rEWgMSlM7EvXQXHuq24ueL7NPXtS1fBoXh5rn3wEsRfA8AUHW5Rx7FaI26uW0TKkb8ASPpjFfalq+DU6BluzPvsER+R1HuqOvWeqm7tMHKkpv3a8seijfyxcCMAi8bOpmz9ijTo2ZxlE+enqb9o7GyL75d98iMVm1UnuEk1c1JZp0sj3H08mPDs+xiTUwCIDkuboMqDqdavFfsXbmb//6/7No6dR5EGFajcswlbJ6a97gs/dI7wO677DodGUrJlNfLXKGWRVBrsDLSdPIBtn/9M/uqlcPFye+THklMZDdaOwLbZRFLZokULihcvTlRUFMHBwdjZpT7qmTt3brp27Wrl6B4+O0d7clcowu4vV1iUh/x+kKCqJTK1j4ByhQiqWoLtny62KHdyd+HF7ZMw2NsRcfgc2z9dbJGMSuY5ODpQokIJfvrSMin5e+vflK1WNsv7Pbz7MI07NKZkpZIc33ucPAXzUL1RddYvXv9vQ86Z7Oyxy1OYpD9/syhOOXMQ+/zFyUy/okPF+hjPHsYUd9fdYicXXAf8Fwx2GMNDSNr6M8bLIQ8v9pzG3gG7/MW5ud7ycyvl6D/YFy6T7iYO5WuSEnISp8bP4litEdy8QfLBXSSumgdJNwEwODhC0l0tnZSIfdGsn6cits7e0YGC5Yuyevoyi/LDv++nWNXM3aQ0GAy4uLtyPfaauSy4aTVO/32c7mP7UbFZNa5Gx7H7l22s/uoXTEbNf5kVdo725KlQhJ3TLa/7zmw9SL5MXvcFlitEUJUSbPuv5edn7cEdiI+6yoGFW8hfXTenxXpsIqkEKFasGMWKFcNkMmEymTAYDFSpUsXaYT0Srn6e2DnYEx9p2QNyPeIKhQJ8Mty2384vzNvv+HyJuacTIPrUBda8+TWRR8/j7OlK5Rda0HXJSOa1eJfYs5cfwZE82bz8vLB3sCcmIsaiPDYyFt8A3yzvd8vyLXj7efPpz59iMBhwcHRgxfcr0iSvkjkGN08MdvZpehRN169gcPe+//bu3tgXCybxl68syo1RF0lcMRNTxHlwcsWxenNcnn+fhG9HYIrR+ZQVBncvDPb2GK/GWpSbrsZi5+WT7jZ2uXKnJofJSSR89xEGdy9cOr+Kwd2DGz9+AUDy0X9wbPgMyacOYoq6hH2JijiUrwV2NjEXncgj4eHrib2DPXERsRblVyNi8fL3ydQ+mr3UDic3Z/76bbu5LKBgbnLVLs/OZduY0nc8gUXy8NzYftg52PPbF4sz2Jvci5tv6nXb9buu++Ijr+B+n+u+V3fcvu77Y9ISc08nQL5qJQju2pDZrd59BFHL3XRLJWM2k1Ru2bKF5cuXc+nSJQDy5s1L+/btqV+//n23TUpKIunuu9TZgcnykV+DIW3Z3RZ1+gBHN2fyVilO3WFdiT17mWPL/wTg0j+nuPTPKXPdsN3H6bHyQyr1bc7mUU/uhEePmilNOxnSlD2ICrUq0HVQV6a9N41je48RVDiI/qP7Ex0ezY+Tf/y34eZgd7VJ6gl1360cguvBjXhSjv9lUW68cAou3D6fEkNP4PLCGByrNeXmuh8eRsA5WNq2uucpZbADk4mEuZ/CjXgAEpd9i0ufYbD4K0i6SeKSr3HuNgj3d6eDCUxRF0nauR7Hmk0f7WGI2KJMfvZVb1+HtkM68+VLE7kaFXfH5gauRsYxb/gMTEYjIQdP4xPoR/P+7ZVU/lt3f9AZ0l5j3G1+59TrvqDKxWnw/+u+I8v/xMndhTaTXmX1sJkkxFzLcB8ij4NNJJUrVqxg4cKFtGjRgtKlS2MymTh27BjffPMNcXFxtG3bNsPtly5dyuLFlh90T2G7E/wkRF/FmJyC2113p9z8vdP0Xt4t7nzqRBZRx0Jx8/em1usdzUllGiYTl/efxqdwnocRdo4TFx1HSnIKfoF+FuXeubyJjYzN8n57vd2LjUs2mp/TPHv0LM6uzvxnwn9Y8MWCf5Ww5kSm+KuYjCkY3H0syg1uXpiux6W/0R0cguuRfHA7GFPu904YL57B4KvzKatM1+MwpaRg5+lrccfX4OGN6a7eS/M2cdGYrkSZE0oA4+XzGOzsMHjnwhR5EdP1OG58+xE4OGJw98R0JRqndr0xRqlHWZ5c12KukpKcgtdd1xKe/t7E3edaolrb2vSa8CozBnzG0T8OWLx2JSKWlKRki6GuF0+F4h3oi72jAylJyQ/tGHKK+JjU6767eyXdct3/uu/K/6/7Io+F4h7gTZ0hHTmy/E98CgXiUyCQZ79901zXYJf60N9bp+Yws9HbxIaEp7tPkUfBJpLKVatW0a9fPxo0aGAuq169Ovnz5+enn366b1LZoUOHNHVmlH75kcT6MBiTUrh84AyF6pXn1Jo95vKC9cpzau1fGWxpyWAwYO+UcRMGlC1E5NHzWY41J0tOSubEgRNUrleZ7atvDw2qUq8Kf669RyKfCc4uzpiMlomj0WjEYDD8617QHMmYgvHSWeyLlLPobbQvUo7k4xlPf29XsDR2fnm4se+LTL2VXe6CGMND/1W4OVpKMsbQk9iXqkzygR3mYvtSlUg+uDP9Tc4cwaFSXXBygZs3ALALyIfJmJKabN4pOQnTlWiws8cxuDZJe7c9skMRsbaUpGRCDp6mTN1g9q65PXN1mbrB7Fu3+57bVW9fh14TBzDzP5M4uCntsjun9hyl+tN1Lf4e5S4SROzlaCWUWWRMSuHSgTMUrleeE3dc9xWuV56TD3Ddxx3XfVGnLvJdM8vZyeu91QknD1c2jJ5L3MW0M8rKv6PhrxmziaQyNjaWUqXSPlxcqlQpYmNj77u9o6Mjjo6OjyCyR+fvmato+fmrXN5/mot/n6RC90Z4BuVi/7wNANR5pwseeXxZ83rqTKIVezXl6oUook9eACCoeimqvtyavbPXmvdZa0gHLv59ktizl3DycKVS3xYElC3IxvdnP/bje1Is/WYpb016ixP7T3DkryO06tGKgHwBrJy3EoA+7/QhV55c/Pf1/5q3KVq2KAAu7i545/KmaNmiJCclE3IidYKXnet30vGljpw6dIqj/xwlqHAQvd7qxY51OzBqEoQsSdq1Gud2/TFePENK2EkcKzXC4JWL5H9SZ0R0bNAZg6cvN1dYLtniWLE+KWEnMUWGpdmnY91nMIadxBhzGYOTKw7VmmEXWJCbazSU/N+4uXkZLj3eIOX8CYxnj+L4VEvsfANI+mMVAE5te2HnnYsbP3wOQNJfW3Bq3hWX7oO5uWo+BncvnNv3JWnnevNEPXaFSmLnnYuUsNPYeefCqWV3MNhxc+MSqx1nThIfn0BI6AXz92EXLnP0+Cm8vTzJmyfQipE9+dbPXEHfzwZxbv8pTv99nHrdm+IX5M/WH1KvDZ4Z2h2f3H7MfnMqkJpQ9v3vQBaOmcWZf06Yezlv3rjJjaupowG2zFtLo96t6DqqLxvnrCKwcF5aDejAxtmrrHKMT4o9M1fR5vNXubT/NGF/n6TSc43wCsrF3h9Sr/vqD0297lv5Rup1X+VeTYkLiyL6VOq5la96KWq81Jq/5qS2bUpiEpHHLW9y3ohLbcO7y0UeB5tIKvPkycP27dvp2LGjRfn27dvJk+fJHGp2/NeduPh4UnNwB9wDfYg6Hsqy3p9wNSz1zpJ7oA+eQf7m+gY7A3Xe6YJ3gQCMyUZiz4Wz7eOF7P9ho7mOs5cbTT9+EbcAb25ejSf80Dl+6vwhl/dpnbas2vrrVjx9Pek+uDt+gX6cPXaWkb1HEh6WOqTEL7cfgfksL5qmrZlm/n/J4JI06tCIy+cv06d2HwB+/OJHTCYTvd7uRa48ubgSdYWd63cyZ+Kcx3ZcT5qUI7u46eqBY52ncfLwwRgRxo1Fn5lnczV4eGPnZTmMGWdX7EtVu+fzkQZnN5xa9U2d7CcxgZTL57jxwziMF3U+/RvJ/2wj0c0L5xbdMHj5Ybx4joQZYzDFpA7xsvPyw+AbcHuDmzdImD4S52dfxu3NzzFdjyN57zYSV84zVzE4OOHUuid2ufJgSrxBypE9xM/7DBKuP+7Dy5EOHj3BC4PeMX8/cUrqzZunWzXlo/ffvNdm8hDsWbEddx8P2gzuhHeALxeOn2dq33HmJUC8A33xy3f7WqJe92bYOzrQ/cOX6P7hS+by7Ys3M+et1L9dMRejmNzrQzqP6M3I1Z8SeymajbNWsvqrXx7vwT1hjq7YiYuvJ7X/k3rdF3k8lMV9PiHujus+r7uu++r//7rPlGwkNiScLRMWsveO6z55vDSOLGMGkw2MtduxYweTJk2iQoUKlCpVCoPBwNGjRzl48CCvv/46NWrUeOB9fl6w5yOIVB6FtSYN0cgOFg9Qj0N2YLwcbe0QJBNc3p9s7RAkkwZWe+f+lcTqipmcrR2CZMLQc/PuX8lGfWrF3OKtENv/udnEfOu1atVi3LhxeHp6snv3bnbt2oWnpyfjxo3LUkIpIiIiIiIij4fVh78mJyfz9ddf8+yzz/Kf//zH2uGIiIiIiIhYMBqsHYFts3pPpYODA7t27bp/RREREREREbE5Vk8qAWrUqMHu3fee/lpERERERMRajFb8yg6sPvwVUmd//fnnnzl27BhFixbF2dnyYevWrVtbKTIRERERERHJiE0klRs2bMDNzY3Tp09z+rTldP0Gg0FJpYiIiIiIWI3Vl8uwcTaRVE6bNu3+lURERERERMTm2ERSOWdO+ou+GwwGHB0dyZMnD9WrV8fDw+MxRyYiIiIiIiIZsYmk8uzZs5w+fRqj0UhQUBAAFy9exM7Ojnz58rF27Vq+//57PvjgA/Lnz2/laEVEREREJCcxagBshmwiqaxWrRru7u4MGDAANzc3AOLj4/nqq68oXbo0TZo0YfLkycyZM4f33nvPytGKiIiIiIjILTaxpMjy5cvp1q2bOaEEcHNzo3Pnzvzyyy84OzvTqVOnNJP4iIiIiIiIPGpaUiRjNpFUxsfHc+XKlTTlcXFxJCQkAODu7k5ycvLjDk1EREREREQyYBNJZfXq1Zk+fTq7du0iKiqK6Ohodu3axVdffUX16tUBOHnyJHnz5rVypCIiIiIiInInm3im8uWXX2b27NlMmjSJlJQUAOzt7WnQoAG9e/cGIF++fLzyyivWDFNERERERHIgTdOTMZtIKl1cXHjllVfo06cPly9fxmQykSdPHlxcXMx1ChcubL0ARUREREREJF02kVTe4uLiQqFChawdhoiIiIiIiFl2mTDHWmzimUoRERERERHJnmyqp1JERERERMTWGA3WjsC2qadSREREREREskxJpYiIiIiIiGSZhr+KiIiIiIhkwKhFRTKknkoRERERERHJMvVUioiIiIiIZED9lBlTT6WIiIiIiIhkmZJKERERERERyTINfxUREREREcmA0doB2Dj1VIqIiIiIiEiWqadSREREREQkA1pSJGPqqRQREREREZEsU0+liIiIiIhIBtRPmTH1VIqIiIiIiEiWKakUERERERGRLNPwVxERERERkQxoSZGMqadSREREREREskw9lSIiIiIiIhnQkiIZU0+liIiIiIiIZJmSShEREREREckyDX8VERERERHJgAa/Zkw9lSIiIiIiIpJlT2xP5Ywbx6wdgmTSGPuS1g5BMuHDGUnWDkEywcvkbe0QJBPOLnvH2iFIJk3dM8HaIUgmVCjb1dohSCYMtXYA/4KWFMmYeipFREREREQky57YnkoREREREZGHwaSnKjOknkoRERERERHJMiWVIiIiIiIikmUa/ioiIiIiIpIBTdSTMfVUioiIiIiISJapp1JERERERCQDRk3UkyH1VIqIiIiIiEiWKakUERERERGRLNPwVxERERERkQxo8GvG1FMpIiIiIiIiWaaeShERERERkQxoop6MqadSREREREREskxJpYiIiIiIiGSZhr+KiIiIiIhkwGjtAGyceipFREREREQky9RTKSIiIiIikgGTJurJkHoqRUREREREJMvUUykiIiIiIpIBPVOZMfVUioiIiIiISJbZVFK5detWRowYQf/+/YmIiADgt99+Y/fu3VaOTERERERERNJjM0nl2rVrmTNnDpUrV+b69esYjamdzO7u7qxcudLK0YmIiIiISE5lsuK/7MBmkspVq1bRv39/OnbsiJ3d7bCKFi1KSEiIFSMTERERERGRe7GZiXrCw8MpUqRImnJHR0du3LhhhYhEREREREQ0Uc/92ExPZWBgIGfPnk1T/s8//5A/f/7HH5CIiIiIiIjcl830VLZv355vv/2WpKQkTCYTJ0+e5I8//mDp0qW88sor1g5PRERERERE0mEzSWWjRo1ISUlh3rx53Lx5ky+++AI/Pz/69u1LnTp1rB2eiIiIiIjkUEZT9pgwx1psJqkEaNq0KU2bNiUuLg6TyYS3t7e1QxIREREREZEM2FRSeYuXl5e1QxAREREREQHIJgt7WI/NJJVXr15l4cKFHDp0iLi4OPM6lbfMmjXLSpGJiIiIiIjIvdhMUjllyhQuX75Mo0aN8PHxsXY4IiIiIiIiABjVV5khm0kqjx49ytixYylcuLC1QxEREREREZFMspl1KvPly8fNmzetHYaIiIiIiIg8AJtJKl988UUWLFjA4cOHuXr1KvHx8RZfIiIiIiIi1mCy4r/swGaGv7q7uxMfH8+YMWPSfX3hwoWPOSIRERERERG5H5tJKr/44gscHBwYPHgw3t7eGAwGa4ckIiIiIiKC8f5VcjSbSSrPnz/PxIkTCQoKsnYoIiIiIiIikkk2k1QWK1aMyMjIJzapfK5vJ14c0JOA3P6cPHaace9/xl87996zfvWnqjBs7BCKlypK+OVIZk79noVzlphfd3Cw5+XBfXmmaxty5wngzKlzfDp2Kts2/WmuM/Dtlxj49ssW+40Ij6Je+ZYP/fieZMV7N6XUgDa4Bvpw5XgY/4ycS+TOY/fdzr96SRoteZ8rR0NZ2+xdc7lXyXyUH9oJv+AiuBcI4J+Rczn+zepHeQg5Vq2eTanXvy2egT6EHw9jxdjvObs7/bYrVK0ULYd1I7BYEI6uzsSERbJr/gb++HbVY476yVfl+abU7N8ajwAfIk6EsX7MPELv0S75q5Wk0fBu5CqWFwdXZ+JCI/ln/kZ2f3v7nCnZshq1X2uPb6Hc2DnaE3PmMru+WcnBpX88rkN6IjXo2Zzm/Z/GO9CHC8dDWTR2Fid3H023buUWNajfswUFyhbGwcmBiydC+XXSIg5v3WdRz9XLjWfeeo7KLWvi5u1O5PlwFn/4PQc3//M4DilH27P3ALPmL+bw0ZNEREUzefwImtSvbe2wnljWuO4DCMwTwFsjB1G/8VM4u7hw9nQI7w/5gEP70z93RR4Wm0kqW7ZsyezZs2nfvj0FCxbE3t7e4vVChQpZKbJ/r9XTzRj+wRuMfWcCf+/aR9deHfl6wWTa1u3CxbDLaernKxjEjPmT+GneMt4eMJIqNSoycsI7xETFsHbFJgAGD3+V9p1aMeKNjzh98hx1G9Vi6uyJPNfmRY4cPG7e1/Ejp3ih82vm71NSUh79AT9BCrSvRaWxz/P38FlE7D5O8ecbU/+HoaxuMJT4sKh7bufo6UrNL17h8rZDuPh7W7zm4OrM9XPhnP91J5XH9HzUh5BjVWhbizYje/HLiO84t+c4NXs0oc/sd/i82dtcuZC27W4m3GDH92u5eCSEmwmJFK5Wig7jXuRmfCK7f9xohSN4MpVpW5OmI3uyZsRsQvccp3L3xnSd8zbfNH2HuHTaJSkhkb/mrCP8SAhJCYnkr16KluP6khSfyN4fUz8Pb8ReZ/vU5USdukDKzWSKN6lMm09f5npUHGe2Hnjch/hEqNa2Nl1G9mX+iG84tecY9Xs0Y9Ds9xjd7HViLkSmqV+iZlmObNvHsk/mkxB3ndqdG/HazGF83GE45w+dBcDe0YEhc0dwNSqOGa/+l5hLUfjm9SfxesJjPrqcKSHhBqWKF+WZ1s15/b0PrR3OE81a131e3p78uGImO//4i5eeG0x0ZAwFCucnLu7qYz3+J5XWqcyYwWQy2cRPqGvXrhm+/qAT9ZQOrP5vwnmoFq6axeEDRxkzdIK57Ldti9iwaguffTQtTf03RwykcYv6tKnbxVw2+pNhlC5Xgm6tXwRg6/6VfDVpFvO/+8lcZ+qcT4i/nsDQASOB1J7KJq0a0qFxj0d1aA/FGPuS1g7hnpr+NoaYA2f5a9gsc1mrrRMJXf0XB8bd+3fyqekDuXrmEqYUI/laVrPoqbxT212TOP7N6mzRU7nX2SY+KjJtwLKxhB08yy/vf2cue339Jxxeu4c1EzP3edLjqyEkxSey6I3pjyrMh87LZDOTeqer97LRXDp4ljXvzzaXvbRhAsfX/MWWiYsytY+OMwaTFJ/Ir69/dc86fX/7kFMb97L1v4v/bciPxFlDorVDyNCwZeMIOXiG+e9/Yy4bvf5z9q7dzbKJ8zO1j1FrP2PPiu389kVqG9Tv0YzmL7dnZJMhGJOzzw3OqXsm3L9SNlO+TqsnrqeyQtmMryMfJ2td973x/kCq1AimZ3vLUWq25Gj4bmuHkGWdCz1ttff+6dwvVnvvzLKZnsqpU6daO4RHwtHRgXIVS/PNlDkW5X9s3knl6sHpblOpWgX+2LzTomzbph082/1pHBzsSU5OwcnJkcQblhcliQmJVK1R0aKsUJECbN2/kpuJN9n39yE+H/cloefCHsKRPfnsHO3xDS7Ckam/WpRf2nIA/2ol7rldka718SgcyI6BX1J2yDOPOEpJj72jPUHli7B5+nKL8hO/H6Bg1czdxMhbrhCFqpZk7aeZS3Tk/uwc7clToQh/Tl9hUX5m60HyV733OXWn3OUKka9KiQyTxUJ1yuFXNA+bxmu4V1bYOzpQsHxRVk9fZlF++Pf9FKtaKlP7MBgMuLi7cj32mrksuGk1Tv99nO5j+1GxWTWuRsex+5dtrP7qF0xGTYEhTwZrXvc1blGPbZt2MGnmeKo/VYXLlyL4cdZifpq37OEcXA6XXZb2sBabSSoDAgKsHcIj4evng4ODA1ER0RblURFR+AfmSnebgMBcbIuIuqt+NI6ODvj6+RARHsW2TTvo80oP9vz5DyFnQ3mqfnUat2yAvf3tXop9fx1i2KBRnD0VQq6AXLz6+gv8+Nu3tKvXldiYKw//YJ8wTn6e2DnYcyPC8md1I+IKLgHe6W7jUSQ3we91Y8MzYzGl6CLJWtx8PbF3sOfaXW13LeIKnv7pt90tw/6cgrufF3YO9myY9DN7Fm5+hJHmLG6+qefU9UjLdrkeeQX3AJ8Mt31txxe4/f+c3DZpCfsWbLZ43dnTlYE7p2Dv5IApxciaEbM5u+3gQz6CnMHj/+dPXESsRfnViFi8/H0ytY9mL7XDyc2Zv37bbi4LKJibXLXLs3PZNqb0HU9gkTw8N7Yfdg725t5MkezOmtd9BQrl47k+zzL7q/nMmDSL4CrleO+jN7l58ya/LFr58A9W5A5WTSr37NlDpUqVcHBwYM+ePRnWrVat2j1fS0pKIikp6WGH91ClGWVsMKQts6h/V8H/V1i5VfzR+//lg8/eY+X2nzCZTJw/G8aSBb/SsVs78ya/b7z9x5wjp9i7Zz9rdy3jma5tmP1V5oYvCWkb4x7L3RjsDDz15Wsc/PRnrp2+9BgCkwdm4L73GWd0HouTuwsFKxen5TvdiDp3iX3L/7zPVvJA7jqnDIa0ZXeb1/kDnNycCapcnEbDuhJz9jKH72iXxGs3+K7Vezi6O1O4TjmavN+D2JAIQnYceRRHkDOlNtR9q1VvX4e2Qzrz5UsTuRoVd8fmBq5GxjFv+AxMRiMhB0/jE+hH8/7tlVTKE8ca130GOzsO7TvC5+O+BODIweMUL1WU5/o8q6TyIVBXQcasmlR+8sknfP3113h7e/PJJ59kWDejZyqXLl3K4sW2+QcpJjqW5OTkNHencvn7pbmLdUtEeNq7Wbn8/UhKSiY2OjZ1v1GxDOz9Nk7OTvj4ehN+KYI3RwwkNOTCPWNJiL/B8SMnKVS0wL87qBziZvRVjMkpuAT6WJS7+Hul6b0EcPBwxa9SMXzKF6bKR72B1ETTYGdH5/Pfs6Xbx4T/cfhxhJ7jxcdcJSU5BY+7epQ9/L25FplxL31MaAQAl4+dx8PfmyaDn1VS+ZDEx6SeU3f3Srrl8k7Te3m3K+dT2yXiWCjuAd7UHdLRIqnEZCLmXOoEGOGHQ8hVPB9PDWinpDILrv3//PG6q508/b2Ju087VWtbm14TXmXGgM84+oflJElXImJJSUq2GOp68VQo3oG+2Ds6kJKU/NCOQcRarHndF3E5kpPHTlvs59SJszRv2/ghHJlkJ2vWrGH58uXExsaSP39++vTpQ5kyZdKtu3PnTtauXcvZs2dJTk4mf/78dO7cmUqVKj3Qe1o1qbwzUXzQiXju1KFDB9q2bWtRVqVwgyzv72FKSkrm0L6j1G5Qk/UrN5vLazeowcbVW9PdZu+eAzRqXs+irE7Dmhzad5jkuyY3uJl4k/BLETg42NO8bWNW/7L+nrE4OjlSrERh/tqxN8vHk5MYk1KI2X+GPPXLE7bqdk967voVCFvzV5r6SVcTWN3wHYuy4n2aEli3HNv7TeZaSMQjj1lSpSSlcOHgGUrUrcDhNbfbrnjd8hxZl7bt7sVgMODg7PgoQsyRjEkpXDpwhiL1ynP8jnYpUq88x9c+WLvYO2X858tgAHsntV1WpCQlE3LwNGXqBrN3zS5zeZm6wexbd+9JNqq3r0OviQOY+Z9JHNz0d5rXT+05SvWn62K4o8cmd5EgYi9HK6GUJ4Y1r/v+2bWPIsUtV0soXLQgF0I1eion2b59O7Nnz6Zfv36UKlWK9evXM27cOD7//HP8/f3T1D9y5AjBwcE899xzuLu7s2nTJiZMmMC4ceMoUqRIpt/XZqYJ3LJlS7pDWJOTk9myZUuG2zo6OuLm5mbxZUtmfzWfTj2epuNz7ShaojDDxr5O3vx5WDDnZwDeeO81Pp462lx/wZwlBOXPy7CxQyhaojAdn2vHs92f5rsv55nrBFcpR7M2jchfKB9Va1bimwVTsLOzY+bU7811ho4eTPWnqpCvYBDBVcrxxbcT8PB0Z9lCy0ky5N6OzVhFke6NKNKtAZ4lgqg0pidu+XJx6vsNAFR4tys1v3gltbLJxJVjoRZfNyLjSLmRxJVjoaQkpD5gb+doj0+5QviUK4SdowOueXzxKVcIj8K5rXWYT6TfZ66kWtdGVO3cgIBiQbQZ0ROfIH92/pDadi2GdqXzf18116/1fDNKN6lCrsJ5yFU4D1U7N6DeS234Z+k2ax3CE2nXzFVU7NqQ4C71yVU8iCYjeuAVlIt//t8uDYZ2oe1n/c31q/RqSvEmlfEtnBvfwrmp0Lk+NV5qzaFlt9egfGpAOwrXLY9PgQD8iuWler9WlO9Y16KOPJj1M1dQt2sTanduRJ5i+eg8ojd+Qf5s/WEtAM8M7U6f/w4016/evg59/zuQxR/O4cw/J/AK8MErwAcXz9t/j7fMW4uHjyddR/UlsEheyjeqQqsBHdj8/ZrHfnw5UXx8AkePn+Lo8VMAhF24zNHjp7h4KdzKkT15rHXdN3vGj1SsWoH+g/tQsEh+2nZsQZfnO/DDHTPGStaZTCarfT2IFStW0LhxY5o0aWLupfT392ft2rXp1u/Tpw9PP/00xYsXJ2/evHTv3p28efPy11+Zv9kLNjRRz5dffkmlSpXw9rYcrpaQkMCXX35Jgwa20fOYFat+WYePnzevvdmPgNz+nDh6iv7PDTHfOQrI7U9Qvjzm+mEhF+jffQjDPnid7n07E34pgo/e+9S8VhGAs7Mzg4e9QoFC+Yi/nsCWDX/wzmsjuRp3e6a93HkD+e+MD/Hx8yEmKoZ9fx2ka6sXdMfqAZxfvgNnXw/KvdEBl0AfrhwL5feenxAfmrpOm2ugD2750n/w/l5ccvvSYv048/elB7Sl9IC2hG8/zKZnP3qo8edkB1bswN3HgyaDO+IZ4MPl46HM7juR2LDUtvMM9MHnjrYz2BloMbQrfgUCMCYbiQq5zOqJC9j1/2RHHo4jK3bi6utJnf90wCPQh4jjoSzq8wlx/1/31SPQB6+g23dSDXYGGr7TBe//t0tsSDibJyzknx9urx3q6OZMiw/74JnXj+QbN4k6dYFfh0znyIqdad5fMmfPiu24+3jQZnAnvAN8uXD8PFP7jiP6/+ePd6Avfvlut1O97s2wd3Sg+4cv0f3Dl8zl2xdvZs5bqUsoxFyMYnKvD+k8ojcjV39K7KVoNs5ayeqvbH+q/CfBwaMneGHQ7dE0E6d8DcDTrZry0ftvWiusJ5K1rvsO7j3MoD5v88Z7rzHgzX6Ehlxg/IjPWPGz7S9bJhlLb/4YR0dHHB0tR+QkJydz+vRpnnnmGYvy4OBgjh07lqn3MhqNJCQk4OHh8UAx2tQ6ld988w1eXl4W5WfPnmXMmDHMmjXrHlumz5bWqZSM2fI6lXJbdlunMqey9XUqJZWtr1Mptz2J61Q+iWxpnUq5t+y8TuXTBdvev9Ij0uPTXmnmj+nUqRNdunSxKIuOjuaVV17hgw8+oFSp20tALVmyhC1btjB58uT7vtfy5ctZtmwZn3/+eZrOvoxYvady6NChGP4/m+bYsWOxt7c3v2Y0GgkPD6dixYr32lxEREREROSJld78MXf3Ut7JkM5KBemV3W3btm389NNPvP322w+UUIINJJXVq6f2KJ49e5aKFSvi4uJifs3BwYGAgABq1aplrfBERERERESsJr2hrunx8vLCzs6O2NhYi/IrV67cN0ncvn07X331FW+88QbBwcEPHKPVk8rOnTsDEBAQQO3atXFycrJyRCIiIiIiIrdlh3UqHRwcKFq0KPv376dGjRrm8v3795s78tKzbds2pk+fzuDBg6lSpUrW3jtLWz0CDRs2BFIfML1y5UqamY7SmwJXREREREREUrVt25YpU6ZQtGhRSpYsyfr164mMjKRZs2YAzJ8/n+joaAYOTJ3Be9u2bUybNo0+ffpQsmRJcy+nk5PTA62oYTNJ5cWLF5k+ffo9Zyb6N+tYioiIiIiIZJWJ7DFhYe3atbl69So///wzMTExFChQgOHDhxMQEABATEwMkZGR5vrr168nJSWFb7/9lm+//dZc3qBBA1577bVMv6/NJJVffvkldnZ2DBs2DF9fX2uHIyIiIiIiku20aNGCFi1apPva3Yni6NGjH8p72kxSefbsWT7++GPy5ctn7VBERERERETMjNmkp9JabGZBs/z583P16lVrhyEiIiIiIiIPwGaSyh49ejBv3jwOHTrE1atXiY+Pt/gSERERERER22Mzw18/+OADAMaOHZvu65qoR0RERERErOHulSnEks0klaNGjbJ2CCIiIiIiIvKAbCapLFu2rLVDEBERERERScNo7QBsnM0klYcPH87wdSWdIiIiIiIitsdmksoxY8Zk+LqeqRQREREREbE9NpNUzpo1y+L75ORkzp49y8KFC+nWrZuVohIRERERkZzOpHUqM2QzSaWbm1uasuDgYBwcHJgzZw4TJkywQlQiIiIiIiKSEZtJKu/Fy8uLCxcuWDsMERERERHJoYzqqcyQzSSV586ds/jeZDIRGxvLsmXLKFy4sHWCEhERERERkQzZTFI5dOjQdMtLlCjBq6+++pijERERERERSWUyqacyIzaRVCYnJ+Pv7897772Ho6MjAAaDAS8vL5ycnKwcnYiIiIiIiNyLTSSVDg4O3LhxAzs7OwICAqwdjoiIiIiIiGSSnbUDuKVBgwZs2LDB2mGIiIiIiIhYMGKy2ld2YBM9lZA6BHbDhg3s37+fYsWK4ezsbPF67969rRSZiIiIiIiI3IvNJJXnz5+naNGiAFy8eNHK0YiIiIiIiKQyZZMeQ2uxmaRy1KhR1g5BREREREREHpDNPFMpIiIiIiIi2Y/N9FSKiIiIiIjYIqPWqcyQeipFREREREQky9RTKSIiIiIikgH1U2ZMPZUiIiIiIiKSZeqpFBERERERyYBRfZUZUk+liIiIiIiIZJmSShEREREREckyDX8VERERERHJgIa/Zkw9lSIiIiIiIpJl6qkUERERERHJgMmknsqMqKdSREREREREskxJpYiIiIiIiGSZhr+KiIiIiIhkQBP1ZOyJTSoPHF5o7RAkk4qUbG/tECQTvjAFWzsEyYS/XIzWDkEyoZjJ2dohSCZVKNvV2iFIJui6T8S6ntikUkRERERE5GEwqacyQ3qmUkRERERERLJMSaWIiIiIiIhkmYa/ioiIiIiIZEDrVGZMPZUiIiIiIiKSZTaRVB4+fJiUlJQ05SkpKRw+fNgKEYmIiIiIiKQyYrLaV3ZgE0nlmDFjuHbtWpry+Ph4xowZY4WIREREREREJDNs5plKg8GQpuzq1au4uLhYIRoREREREZFUeqYyY1ZNKj/99FPz/6dNm4ajo6P5e6PRyLlz5yhZsqQ1QhMREREREZFMsGpS6ebmZv6/q6srTk5O5u8dHBwoUaIETZo0sUZoIiIiIiIikglWTSoHDBgAQEBAAO3bt8fZ2dma4YiIiIiIiKSRXSbMsRabmKinQYMGREdHpym/ePEi4eHhVohIREREREREMsMmkspp06Zx7NixNOUnTpzgyy+/tEJEIiIiIiIiqUxW/Jcd2ERSefbsWUqXLp2mvGTJkpw9e/bxByQiIiIiIiKZYhNJJUBCQkKasvj4eIxGoxWiERERERERkcywiaSyTJkyLF261CKBNBqNLF26NN0eTBERERERkcfFaDJZ7Ss7sOrsr7f07NmTUaNGMXjwYMqUKQPAkSNHSEhIYOTIkVaOTkRERERERO7FJpLK/Pnz88knn7B69WrOnTuHk5MTDRo0oGXLlnh4eFg7PBERERERycGyy4Q51mITSSWAn58f3bt3t3YYIiIiIiIi8gBsJqk8cuQI69atIzw8nDfeeAM/Pz+2bt1KYGCgnqsUERERERGryS7PNlqLTUzUs2PHDj766COcnJw4c+YMSUlJQOqMsEuXLrVydCIiIiIiInIvNpFULlmyhJdeeolXXnkFe3t7c3mpUqU4ffq0FSMTERERERGRjNjE8NcLFy6YZ329k6urK/Hx8VaISEREREREJJUm6smYTfRU+vr6cunSpTTlR48eJTAw0AoRiYiIiIiISGbYRFLZtGlTZs+ezYkTJzAYDMTExPD7778zd+5cWrRoYe3wREREREQkBzOaTFb7yg5sYvjr008/TXx8PGPGjCEpKYlRo0bh4OBAu3btaNmypbXDExERERERkXuwelJpNBo5evQo7dq1o2PHjoSGhmIymcifPz8uLi7WDk9EREREREQyYPXhr3Z2dnz00UfEx8fj7OxMsWLFKF68uBJKERERERGxCSYr/ssOrJ5UAhQsWJDLly9bOwwRERERERF5QFYf/grQrVs35s6dS9euXSlatCjOzs4Wr7u5uVkpMhERERERyemyy4Q51mITSeW4ceMAmDhxYrqvL1y48HGGIyIiIiIiIplkE0nlqFGjrB2CiIiIiIhIurLLs43WYvWkMjk5mZ9++omXXnqJoKAga4cjIiIiIiIiD8DqE/U4ODgQEhKCwWCwdigiIiIiIiLygKyeVAI0aNCAjRs3WjsMERERERGRNEwmo9W+sgOrD3+F1CGwGzZsYP/+/RQrVizN7K+9e/e2UmQiIiIiIiKSEZtIKs+fP0/RokUBuHjxopWjERERERERuc2oiXoyZBNJpWZ/zdievQeYNX8xh4+eJCIqmsnjR9Ckfm1rh/XE6vVCV14Z1JfA3AEcP3qS0e9OYNeOv+9Zv1btaoz88G1Kli7O5UvhTP9iFvNmL7Ko4+XlydD3/0Ortk3x9vHifEgYH7z/CRvX/55mf68N6cfwkUOY+dVcRr874aEf35OqaJ+mlBjQFpdAH+KOhbF/5PdE7Tx23+38qpek/tIRxB09z8am75rLC/doRMHO9fAqXQCA2P1nODR+ITH/nHpkx5BT1ezZlLr92+IZ6EP48TB+G/s953an33aFqpWixbBuBBQLwtHVmdiwSHbN38D2b1c95qiffJWeb0qN/q3xCPAh8kQYG8fMI/Qe7ZKvWkkaDO9GrmJ5cXB1Ji40kn3zN7Ln29Xp1i/drhbtpw7kxJo9LH150iM8iifPc3078eKAngTk9ufksdOMe/8z/tq59571qz9VhWFjh1C8VFHCL0cyc+r3LJyzxPy6g4M9Lw/uyzNd25A7TwBnTp3j07FT2bbpT4v9BOYJ4K2Rg6jf+CmcXVw4ezqE94d8wKH9Rx/VoeZIuuaT7Momnqm8U1RUFNHR0dYOw6YkJNygVPGivPvGAGuH8sRr16Elo8cNY8pn39CyYWd27fibuYu+IihfnnTrFyiYj+8XfsmuHX/TsmFnpn4+k7EfD6d1u6bmOo6ODsxf8g0FCuajf983aFCjLUMHj+LixfA0+6tYuTw9enfi8MH7J0NyW76naxE8thfHJi1jY7N3idp5lDrz38E1X64Mt3PwdKXalFeJ+P1Qmtf8a5cldNl2fn/2Qza3HUV8WCR1FgzDJY/vozqMHKlC21q0HtmLLVOXMa31u5zdfZTes9/BOyj9truZcIMd36/lmy5jmdT0LTZNWUqzNztT/bnGjznyJ1vptjVpMrInO6YuZ3ab9wnddYxOc97G8x7tkpSQyD9z1jG/84d822Qof079hbpvdaLic43S1PXKl4tG73Xn/E4lIw+q1dPNGP7BG3w1aRYdmvRkz469fL1gMnnz5U63fr6CQcyYP4k9O/bSoUlPZkyaxXsfvUXztrfbZfDwV+naqwMfDv+ENvW6smDOEqbOnkiZ8iXNdby8PflxxUySk5J56bnBtK3XhQmjJhEXd/WRH3NOo2s+ya5soqfSaDSyZMkSfv31V27cuAGAq6srbdu2pWPHjtjZ2Vzu+1jVe6o69Z6qbu0wcoSXB/Riwbwl/Dj3ZwBGvzuBBo3r0OuFbnz8waQ09Z/v24WwsEvmHsWTx08TXKkc/Qf2YeWv6wHo2qMjPr7ePNOyJ8nJyQCEhaYd5u3m7sqUGR8zdMhoBr/Z/xEd4ZOpRP/WnP1xM2fnbwZg/8i5BDYMpmjvphwat/Ce21X+pB+hS7ZjMhrJ27KqxWt7Xptm8f3fb35DvrY1CKxXnpCf0vYwS9bU6deavxZtZs/CzQCsHDuXEvWDqdmzKWsnpm27i4fOcfHQOfP3saGRlGtZnULVS7H7R0349rBU69eK/Qs3s3/BZgA2jp1HkQYVqNyzCVsnLkpTP/zQOcLvaJfDoZGUbFmN/DVKse/HTeZyg52BtpMHsO3zn8lfvRQuXm6P/FieJH1e6c7P839h8Q+/ADB+xGfUbVSL5/p04rOPpqWp3613Ry6GXWL8iM8AOH3iLOUrleGFAT1ZuyK1XZ7u3JqvJs1i64btACyY/TN1G9Wi74CeDB0wEoB+g3pz8cJl3h081rzvsPN6XOlR0DWf7TKZNPw1IzaRrS1YsIDVq1fTo0cPJk6cyIQJE3juuedYvXo1Cxfe+4JQ5GFydHSgQsWybN203aJ866btVKtRMd1tqlSvmKb+lo1/EFypHA4OqfdsmrdqyN+79/HRJ+/xz9EtrP9jKQNffynNzZKPJr7PhnVb2bZlx0M8qiefwdEen+AihG/eb1EevuUAftVL3mMrKNStAR6FAzny358z9T4Ors7YOThwM/bav4pXbrN3tCeofBFO/m7Zdid/P0DBqvduuzvlLVeIglVLcnbnkUcRYo5k52hPngpFOPv7QYvyM1sPkq9qiUztI7BcIYKqlEjTG1l7cAfio65yYOGWhxZvTuHo6EC5iqX5Y/NOi/I/Nu+kcvXgdLepVK1CmvrbNu2gXMWyODjYA+Dk5EjijUSLOokJiVS94+9e4xb1OLj3CJNmjuePQ2tYsmEenXs+8xCOSkSeFDbRU7llyxZeeeUVqlWrZi4rXLgwfn5+zJw5k+eee86K0UlO4ZfLFwcHByIioizKI8KjCAj0T3ebwEB/NoffVT8iCkdHR/xy+RB+OZKChfJTu14+li3+jV5dX6VIsUJ8NPE9HBzsmfTJVwC079iKChXL0KZJt0dzcE8wZz9P7BzsuRFxxaI8MeIKLgHe6W7jXiQP5d7rxtanx2BKydxU3eXe70bCpWjCtx68f2XJFDdfT+wd7Ll2V9tdi7iCh3/6bXfL0D+n4O7nhZ2DPRsn/Wzu6ZR/z8039Zy6HmnZLvGRV3AP8Mlw21d3fIHr/8/JPyYtMfd0AuSrVoLgrg2Z3erde+9A7snXzwcHBweiIiwfEYqKiMI/MP1hyQGBudh219+0qIhoHB0d8PXzISI8im2bdtDnlR7s+fMfQs6G8lT96jRu2QB7+9s3PgsUysdzfZ5l9lfzmTFpFsFVyvHeR29y8+ZNflm08uEfrIgN0kQ9GbOJpPLatWsEBQWlKc+XLx/Xrt2/VyApKYmkpCSLMseHFp3kNHcPbzAYDBkOeUiv/p3ldnZ2REVGM3TIaIxGIwf2HSZ3ngBeGdiXSZ98Rd58eRgzbhjdn32ZxMSbD/locpC7m8iQThmAnYEa01/jyCeLuXb6UqZ2XeK1thR4pjZbO36AMTHp/hvIA0nTdIb7b/NN57E4ubtQoHJxWrzTjahzl9i//M/7byiZd/fnnuH+w7/md/4ARzdngioXp8GwrsSevcyR5X/i5O5Cm0mvsnrYTBJi1Nv/b6Rpg/v+jbqr4P/n163ij97/Lx989h4rt/+EyWTi/Nkwliz4lY7d2t3exM6OQ/uO8Pm4LwE4cvA4xUsV5bk+zyqpFBHARpLKQoUKsXr1al544QWL8tWrV1O4cOH7br906VIWL15sUfbDlx8/zBAlB4iOiiE5OZnAu3ol/QP8iLzrTu8t4eGRBOa+q76/H0lJScREp97lD78cQVJSMkbj7R6xk8dPkztPAI6ODgRXLEtAYC5Wbbo91NvBwYGatavSp99zFM1TxWJbsZQYfRVjcgougZY9W87+3ty4q6cFwNHDFd9KxfAuX5iK4/oAqc95GezseCZ0Ln90HU/EH4fN9Uu82oZS/3mabV3GEXfk/CM9lpwmPuYqKckpeN7Vo+zu7821dNruTjGhEQBcPnYeD39vGg9+VknlQxIfk3pO3d0r6ZbLm/j7tMuV86ntEnksFPcAb+oM6ciR5X/iUygQnwKBPPvtm+a6BrvU7OatU3OY2ehtYkPSTl4mt8VEx5KcnJymVzKXv1+a3stbIsLT9mLm8vcjKSmZ2OjY1P1GxTKw99s4OTvh4+tN+KUI3hwxkNCQC7f3czmSk8dOW+zn1ImzNG+rCbIk59AzlRmziaSyZ8+ejB8/ngMHDlCyZEkMBgPHjh0jKiqK4cOH33f7Dh060LZtW8vC+Mz1QIjckpSUzIF9h6nX8ClW/7bBXF6v4VOsXbkp3W3+3r2Ppi0bWpTVb1Sb/XsPmSfl2b1zL890am3R41m0WGEuXQwnKSmZbVt30KTOMxb7+O+UDzl14gxffvGtEsr7MCWlELv/DIENKnBh1R5zeWCD8lxc/Vea+klXE1jfcKhFWdE+zQioU46dL03iekiEubzEgLaUHvIM27p9TOy+M4/uIHKolKQULhw8Q/G6FTi85nbbFa9bniPr0rbdvRgMBhycNT7lYTEmpXDpwBkK1yvPiTvapXC98pxcm/l2wWDA3in1MiPq1EW+azbM4uV6b3XCycOVDaPnEncx/Rt3cltSUjKH9h2ldoOarF+52Vxeu0ENNq7emu42e/ccoFHzehZldRrW5NC+wyQnp1iU30y8SfilCBwc7GnetjGrf1lvfu2fXfsoUryQRf3CRQtyIVTXWiKSyiaSyrJlyzJ58mTWrFlDWFgYADVr1qR58+b4+fndd3tHR0ccHS0vKJLiH0moVhEfn0BI6O07hmEXLnP0+Cm8vTzJmyfQipE9eb7+8nsmTx/P/r2H+Gv3Pnr07kS+fHmZOyu1F3HYiCHkyRvIkAGpzwTNnbWIPv2eY+SHbzP/+5+pWr0i3Xp2ZOBLb5v3+f2shfR9qTtjxw/ju2/mU6RoIQa+/hLfff0DANevxXPsyEmLOBLiE4iJiU1TLuk7MWMl1acMIGbfaaL3nKBwz8a45fPn9PepNwfKvdsVl7x+/DVoOphMxB0Ntdg+MTKOlMSbFuUlXmtL2aGd2T1gKvHnI3D+f29a8vUbpMRbTmohWffHzJV0+mwAYftPE/L3Cap3b4x3kD+7fkhtu+ZDu+KV24/Fb04HoObzzbhyIYqIU6mfiYWql6LuS234c84aqx3Dk2jPzFW0+fxVLu0/TdjfJ6n0XCO8gnKx9//tUn9oFzzy+LLyjRkAVO7VlLiwKKL/3y75qpeixkut+WvOWgBSEpOIPG553t2IS/1DfXe53Nvsr+YzYdoYDu49zN49B+jyfAfy5s/DgjmpE4698d5rBOYNYNjA0QAsmLOEHi90YdjYISyau4xK1SrwbPeneeuV98z7DK5Sjtx5Azly8Di58wQw8O2XsbOzY+bU72+/74wf+fG3b+k/uA+rlq8nuHI5ujzfgZFvjXusx58T6JpPsiubSCoB/Pz8NCHPPRw8eoIXBr1j/n7ilK8BeLpVUz56/817bSZZ8OvS1fj6ejPk7VcIzB3AsSMn6NX1VfMSIIG5/cmXP6+5/vmQMHp1HcCoj4bS+8XnuHwpnJHDxpuXEwG4GHaJ7p1eZvRHQ1n3+xIuXQzn2xnz+HLyt4/9+J5UYb/swNnXg9JvdMQl0Ie4o6H80WMiCaGRALjk9sHtPmtW3q1on2bYOztS69vXLcqPfPozRz7N3Iyxcn8HVuzAzceDRoM74hngw+XjoXzfdyKxYalt5xnog/cdbWewM9B8aFd8CwRgTDYSHXKZNRMXsPuHDfd6C8mCoyt24uLrSe3/dMA90IfI46Es7vMJcWGpPYrugT54Bd0e+m+wM1D/nS54FwjAlGwkNiScLRMWsvcHLfPyMK36ZR0+ft689mY/AnL7c+LoKfo/N8TcYxiQ299iXeWwkAv07z6EYR+8Tve+nQm/FMFH731qXk4EwNnZmcHDXqFAoXzEX09gy4Y/eOe1kVyNu/3s68G9hxnU523eeO81BrzZj9CQC4wf8Rkrfl79+A4+h9A1n+0yavhrhgwmGxggvGnTJlxcXHjqqacsyv/8808SExNp2LDhA+8zKfL0/SuJTShSsr21Q5BM+MIp/Snrxbb85WLtCCQzvE02saKXZMJ3CcesHYJkwoHDWoIuO3D0L2rtELIsr09Zq733xdjD969kZTbxV23ZsmV4enqmKff29mbp0qVWiEhERERERCSVyYr/sgObSCojIyMJDEw7Ttzf35/IyEgrRCQiIiIiIiKZYRNJpZeXFyEhIWnKz507l24PpoiIiIiIiNgGm5iop06dOsyaNQsXFxfKlk0dr3z48GFmz55N7dq1rRydiIiIiIjkZDYwDY1Ns4mkslu3bkRERPDBBx9gZ5faeWoymahfvz7du3e3cnQiIiIiIiJyL1ZPKk0mEzExMQwYMIBu3bpx9uxZnJycKFiwIAEBAdYOT0REREREcjhjNpkwx1psIqn8z3/+w2effUbevHnJmzfv/TcSERERERERm2D1pNLOzo68efNy9epVJZQiIiIiImJz9Exlxmxi9teePXsyb968dGeAFREREREREdtl9Z5KgClTppCYmMjbb7+Ng4MDTk5OFq/PmjXLSpGJiIiIiIhIRmwiqezdu7e1QxAREREREUmXUcNfM2QTSWXDhg2tHYKIiIiIiIhkgU0klXe6efMmycnJFmVubm5WikZERERERHI6TdSTMZtIKm/cuMEPP/zAn3/+ydWrV9O8vnDhQitEJSIiIiIiIvdjE7O/zps3j4MHD9KvXz8cHR155ZVX6NKlC35+fgwcONDa4YmIiIiIiMg92ERS+ddff9GvXz9q1aqFvb09ZcqU4dlnn+W5555j27Zt1g5PRERERERyMCMmq31lBzaRVF67do3AwEAAXF1duXbtGgClS5fm8OHD1gxNREREREREMmATSWXu3LmJiIgAIH/+/Gzfvh2APXv24O7ubs3QREREREQkhzOZTFb7yg5sYqKehg0bcvbsWcqWLcszzzzDxx9/zOrVq0lJSdEaliIiIiIiIjbMJpLKtm3bmv9fvnx5Jk2axKlTp8idOzeFCxe2XmAiIiIiIpLjGbNJj6G12ERSeaebN2/i7++Pv7+/tUMRERERERGR+7CJZyqNRiOLFy+mf//+9OrVi8uXLwOwYMECNm7caOXoRERERERE5F5sIqlcsmQJW7ZsoWfPnjg43O48LViwIBs2bLBiZCIiIiIiktOZrPgvO7CJpHLLli28/PLL1KtXDzu72yEVKlSICxcuWDEyERERERERyYhNPFMZHR1Nnjx50pSbTCaSk5OtEJGIiIiIiEgqTdSTMZvoqSxQoABHjhxJU/7nn39SpEgRK0QkIiIiIiIimWETPZWdOnVi6tSpREdHYzKZ2LlzJxcuXGDr1q0MGzbM2uGJiIiIiIjIPdhET2W1atUYMmQI//zzDwCLFi0iLCyMd955h+DgYCtHJyIiIiIiOZnJZLLaV3ZgEz2V06ZNo1GjRowZM8baoYiIiIiIiMgDsImkMiEhgY8++ohcuXLRsGFDGjZsiJ+fn7XDEhERERERyTZLewCsWbOG5cuXExsbS/78+enTpw9lypS5Z/3Dhw8zZ84cQkND8fX1pX379jRv3vyB3tMmksq33nqLq1ev8vvvv7N582Z++uknKlSoQKNGjahevbrF2pUiIiIiIiKS1vbt25k9ezb9+vWjVKlSrF+/nnHjxvH555/j7++fpn54eDjjx4+nSZMmDBo0iGPHjjFz5ky8vLyoVatWpt/XZrI1T09PWrduTevWrTlz5gybNm1i6tSpuLi4UK9ePVq0aEHevHmtHaaIiIiIiIhNWrFiBY0bN6ZJkyYA9OnTh3379rF27Vq6d++epv7atWvx9/enT58+AOTPn59Tp07x66+/PlBSaRMT9dwpJiaGffv2sW/fPuzs7KhcuTKhoaG88cYbrFixwtrhiYiIiIhIDmPNiXqSkpKIj4+3+EpKSkoTY3JyMqdPn6ZixYoW5cHBwRw7dizd4zpx4kSaiVErVarE6dOnSU5OzvTPxyZ6KpOTk9mzZw+bN29m3759FCpUiDZt2lCvXj1cXV0B+OOPP5g5cyZt27a1crQiIiIiIiKPx9KlS1m8eLFFWadOnejSpYtFWVxcHEajEW9vb4tyb29vYmNj0913bGxsuvVTUlK4evUqvr6+mYrRJpLK/v37YzQaqVOnDuPHj6dw4cJp6lSsWBE3N7fHH5yIiIiIiORo1lzao0OHDmk61hwdHe9Z32AwZKrsXq/dOtaMtrmbTSSVvXv3platWjg5Od2zjoeHB9OmTXuMUYmIiIiIiFiXo6NjhknkLV5eXtjZ2aXplbxy5Uqa3shbfHx80tSPi4vD3t4eDw+PTMdoE89U1q9fP8OEUkRERERExFpMVvzKLAcHB4oWLcr+/fstyvfv30+pUqXS3aZEiRJp6u/bt4+iRYs+0AocNpFUioiIiIiIyL/Ttm1bNmzYwMaNGwkNDWX27NlERkbSrFkzAObPn8/UqVPN9Zs3b05kZKR5ncqNGzeyceNG2rVr90DvaxPDX0VEREREROTfqV27NlevXuXnn38mJiaGAgUKMHz4cAICAoDUlTYiIyPN9QMDAxk+fDhz5sxhzZo1+Pr60rdv3wdaTgTAYLLmU6eSaUlJSSxdupQOHTpkaky1WI/aKntQO2UPaqfsQ22VPaidsge1k2Q3Gv6aTSQlJbF48eJ016QR26K2yh7UTtmD2in7UFtlD2qn7EHtJNmNkkoRERERERHJMiWVIiIiIiIikmVKKkVERERERCTLlFRmE46OjnTq1EkPa2cDaqvsQe2UPaidsg+1Vfagdsoe1E6S3Wj2VxEREREREcky9VSKiIiIiIhIlimpFBERERERkSxTUikiIiIiIiJZpqRSRET+tdGjRzN79uyHus/w8HC6dOnC2bNnH+p+RSRVly5d2LVrl7XDEJEngJJKEclxdCGVs7322mv89ttv1g5D5LFZtGgRb7/9dpryr7/+msqVK1shIslupk2bxsSJE60dhtgwJZU5gNFoxGg0WjsMuUtycrK1QxARyTJ9hj16j/pn7OPjoyUrrOBRXZel9/tiMplISUl56O8lcjctKfKYbdmyhTlz5jBjxgyLD/JPP/0UFxcXBg4cyJ49e/jpp58IDQ3F19eXBg0a0LFjR+zt7QFYsWIFmzZtIjw8HA8PD6pWrUrPnj1xcXEBYPPmzcyePZtBgwYxb948Ll68yBdffEFgYKBVjjm72bFjBz/99BOXLl3C2dmZIkWK8Pbbb+Pi4sLGjRtZsWIFly5dwsPDg5o1a/Liiy8CEBkZyXfffceBAwews7OjYsWKvPDCC/j4+ACpd4p3795Nq1atWLJkCRERESxYsICEhATmzp3L7t27SUpKomjRovTu3ZvChQtb74dgw9atW8fixYuZPn06dna374tNmDABd3d3Bg4cyNq1a/n111+JjIwkMDCQZ599lvr16wOpvVQRERHm7QICApg2bRrAfc+9RYsWsWnTJq5cuYKnpyc1a9bkhRdeeIxHb7tGjx5NgQIFAPj999+xs7OjefPmdO3aFYPBQJcuXXjrrbeoUaOGeZs+ffrQp08fGjZsCMDJkyf5+uuvCQsLo0CBAnTs2JFPP/2UiRMnms+HPXv28P333xMVFUXJkiVp0KABX375JbNmzcLd3R2AY8eOMX/+fE6ePImXlxfVq1ene/fuuLi4MHr0aA4fPmwR+6JFix79DygbSEhI4JtvvmH37t24urrSvn179uzZQ+HChenTpw+vvfYajRs35tKlS+zatYvq1aszcOBAduzYwaJFi7h06RK+vr60bNmSdu3amfe7Zs0afvvtN6KionBzc6N06dK8+eabQMaftznRrfPIwcGBrVu34uzsTGRkpMU5cP36dfr27cuoUaMoV64chw4dYsyYMYwYMYIffviB0NBQChcuzIABAwgKCmLz5s18+eWXFu8zYMAAGjZsaHFehoeHM3DgQIYMGcLq1as5deoUBQsWZNCgQcTHxzNz5kzCwsIoXbo0gwYNwsvLy7y/TZs2sXz5csLDwwkICKBVq1a0aNHicf7ossya12W+vr4sXLiQP/74gytXruDv788zzzxD48aNATh8+DBz587l3LlzeHh40KBBA7p162Z+37t/X/Lnz0+XLl0YM2YM7777LgsWLODcuXO89957lCtXjuXLl7Nu3TpiYmIICgri2WefpVatWuZjPn/+PPPmzePo0aOYTCbz79HWrVtZvHixxc/t1u+fyC0O1g4gp3nqqaeYNWsWe/bs4amnngIgLi6Ov//+m3fffZe9e/cyZcoU+vbtS5kyZbh8+TIzZswAoHPnzgAYDAb69u1LYGAg4eHhzJw5k3nz5tGvXz/z+yQmJrJs2TJeeeUVPD09LT785d5iYmKYPHkyPXr0oEaNGty4cYMjR44AsHbtWubMmUOPHj2oVKkS8fHxHDt2DEi9E/jJJ5/g7OzMmDFjSElJYebMmUyaNInRo0eb93/p0iX+/PNP3nzzTXNCNH78eDw8PBg+fDhubm6sW7eODz74gMmTJ+Ph4fHYfwa27tY5dOjQISpUqADAtWvX2LdvH++88w67du1i1qxZ9OnThwoVKvD333/z5Zdf4ufnR/ny5Rk/fjz9+vVjwIABVKpUydwO9zv3duzYwW+//caQIUMoUKAAsbGxetbvLlu2bKFx48aMGzeOU6dO8fXXX+Pv70/Tpk3vu+2NGzf4+OOPKV++PIMGDSI8PDzNM5rh4eH897//pXXr1jRp0oQzZ84wd+5cizohISF89NFHdO3alVdeeYW4uDi+++47vvvuOwYMGMBbb73F22+/TZMmTTIVV04yZ84cjh07xtChQ/H29mbRokWcOXPG4gbX8uXLefbZZ3n22WcBOH36NJ9//jmdO3emdu3aHD9+nJkzZ+Lp6UnDhg05deoUs2bNYuDAgZQqVYpr166ZP1Mz+rzNybZs2ULz5s354IMPMJlMvP7665nabsGCBfTq1QsvLy+++eYbpk+fzgcffEDt2rUJCQlh3759jBgxAgA3N7d77uenn36id+/e+Pv7M336dCZPnoybmxt9+vTB2dmZzz//nIULF/LSSy8BsH79en766SdeeOEFihQpwpkzZ5gxYwbOzs7mG0a2zJrXZVOnTuX48eP07duXQoUKER4eztWrVwGIjo5m/PjxNGjQgIEDBxIWFmZOfLt06WLe792/L7GxsQD88MMPPP/88wQGBuLu7s6CBQvYtWsX/fr1I2/evBw5coQpU6bg5eVF2bJliY6OZtSoUZQtW5aRI0fi6urKsWPHMBqNtG/fnrCwMBISEhgwYACArk8kDSWVj5mTkxN169Zl8+bN5g+vbdu2kStXLsqVK8fo0aN55plnzB/EuXPnpmvXrvzwww/mD682bdqY9xcYGEjXrl2ZOXOmxYdXSkoKL774onq7HlBMTAwpKSnUrFmTgIAAAAoWLAjAzz//TLt27WjdurW5fvHixQE4cOAA586dY+rUqfj7+wMwaNAg3njjDU6ePGmul5ycbHGH9+DBg4SEhDBz5kzzHdJevXqxe/duduzYoYvedHh4eFCpUiW2bdtmTip37NiBh4cHFSpUYNSoUTRs2NB8lzwoKIjjx4/z66+/Ur58efPP3s3NzdyLDLB06dIMz73IyEh8fHyoUKECDg4O+Pv7m9tVUuXKlYvevXtjMBgICgoiJCSE3377LVO/x9u2bcNoNPLqq6/i7OxMgQIFiIqKYubMmeY669atIygoiOeffx5Ibdvz58+zZMkSc53ly5dTt25d8+dk3rx5zb06/fr1w8PDAzs7O1xdXS3aP6dLSEhgy5YtDB482HxeDRgwgP79+1vUK1++PO3btzd//8UXX1ChQgU6deoEpLZJaGgoy5cvp2HDhkRGRuLs7EzVqlVxdXUlICCAIkWKABl/3uZkefLkoWfPnkDqjZTM6tatG2XLlgXg6aef5uOPP+bmzZs4OTnh4uKCnZ1dpn7n27VrR6VKlQBo3bo1kydPZuTIkZQuXRqAxo0bs3nzZnP9n3/+meeff56aNWsCqdcloaGhrF+/Plsklda6Lrtw4QJ//vkn77//PsHBweZ937JmzRpy5crFiy++iMFgIF++fMTExPDDDz/QqVMn8w3RO39fAHNS2aVLF/N+b9y4wYoVKxg1ahQlS5Y0v9fRo0dZt24dZcuWZfXq1bi5uTFkyBAcHFLTg6CgIIufU1JSkj435Z6UVFpBkyZNGD58ONHR0fj5+bFp0yYaNGiAwWDg9OnTnDx50uIiyWg0kpSURGJiIs7Ozhw8eJClS5cSGhpKQkICKSkpJCUlcePGDfNQCwcHBwoVKmStQ8y2ChcuTIUKFXjrrbeoWLEiwcHB1KpVi5SUFGJiYihfvny624WGhpIrVy5zQgmQP39+3N3dCQsLMycfAQEBFr3Gp0+f5saNG2mGUN68eZNLly49giN8MtStW5evv/6afv364ejoyO+//07t2rWxs7MjNDSUJk2aWNQvXbo0K1euzHCf9zv3atWqxW+//cagQYOoWLEiVapUoWrVquZhSAIlSpTAYDCYvy9ZsiQrVqzI1LNDoaGhFCpUCGdnZ4vt73ThwgWKFStmUXZ3Yn/69GkuXbrE77//blFuMpkIDw8nf/78mT6enOTy5cukpKRY/Dzd3NwsLiqBND//sLAwqlWrZlFWqlQpfvvtN4xGI8HBwQQEBDBw4EAqVapEpUqVqFGjBs7Ozvf8vM3pPSBFixbN0nZ3/s339fUFUnvc7vy7lBl3Jvbe3t7pll25csW8/6ioKL766itz7x2kfnZm1Btqa6xxXXb27Fns7OzMNwLuFhYWRsmSJS0+U0uVKsWNGzeIjo42t+u9fl/uPFdDQ0NJSkrigw8+sKiTnJxsvslz7tw5SpcubU4oRR6UfnOsoEiRIhQqVIgtW7ZQsWJFQkJCeOedd4DUD6ouXbqY7/jdydHRkYiICMaPH0+zZs3o2rUrHh4eHD16lK+++sriQWwnJyeLDyLJHDs7O95//32OHTvG/v37Wb16NQsWLGDkyJH33Ta9n7fJZLIov/OCGVLb29fX12KI7C3Z6Q/y41atWjVmzJjB33//TbFixTh69Ci9e/c2v353W9zdDum537nn7+/P5MmT2b9/P/v372fmzJksX76c0aNH649wJqT383/QySPSa8e7pwUwmUw0bdrUYkTBLQ96cS1pf753f4bdr01cXV2ZMGEChw4dYv/+/SxatIiffvqJ8ePH4+7unu7n7bhx43L0HAB3Pk96qzfqzp/pvc6bO29w3WqTrEwGc+fn2a393L3vW/Hc2n///v0pUaKExX7ufObd1lnjuszJySnDmDI75cm9nj++81y9ta/hw4fj5+dnUe9We2vCJvm3dCVkJU2aNOG3334jOjqa4OBgiztOFy5cIE+ePOlud+rUKYxGI7169TJ/YP/555+PLe6cwGAwULp0aUqXLk2nTp0YMGAA+/fvJyAggIMHD6bbW5k/f34iIyOJjIw0t2VoaCjx8fHky5fvnu9VtGhRYmNjsbOzy9EXUQ/KycmJGjVq8Pvvv3Pp0iXy5s1rvlubP39+jh49SoMGDcz1jx07ZtEO9vb2aS627nfu3XrfatWqUa1aNVq2bMmQIUMICQnJcs/Ck+bEiRNpvs+TJw92dnZ4eXkRExNjfu3ixYskJiaav8+fPz9bt241D9dLb3/58uXjn3/+sSg7deqUxfdFihQhNDQ0w3Z0cHDQjNh3yZ07N/b29pw8edL8GRYfH8/Fixfv2ZMCt8+3Ox0/fpygoCDz3yh7e3uCg4MJDg6mU6dO9O3bl4MHD1KzZs10P2937dpF27ZtH93BZiO3RrbExMSYe5Sy8iz3o/qd9/Hxwc/Pj8uXL1OvXr2Hvv/H6XFflxUsWBCTycThw4fNw1TvlD9/fnbu3Glx4+bYsWO4urqmSQzvJ3/+/Dg6OhIZGXnP8/lWUp2cnJzujVJ9bsr9ZJ/bSE+YunXrEh0dzYYNG2jUqJG5/Nlnn2Xr1q0sWrSI8+fPExoayvbt21mwYAGQOnY+JSWF1atXc/nyZbZu3cq6deusdRhPnBMnTrBkyRJOnTpFZGQkO3fuJC4ujnz58tG5c2d+/fVXVq5cycWLFzl9+jSrVq0CoEKFChQqVIgpU6aYh8pMnTqVsmXLphkudqcKFSpQsmRJPvnkE/bu3Ut4eDjHjh1jwYIFaS6WxVK9evX4559/2LRpk8XFTLt27di8eTNr167l4sWLrFixgl27dlnMRhkYGMjBgweJjY3l2rVrwP3Pvc2bN7Nx40ZCQkLM556Tk5P5WTCBqKgo5syZw4ULF9i2bRurVq0y9xiWK1eO1atXc/r0aU6dOsU333xj0ftRt25dDAYD06dPJzQ0lL///ptff/3VYv/NmjUjLCyMefPmceHCBbZv386WLVuA2z0qTz/9tHmymLNnz3Lx4kX27NnDd999Z95PQEAAR44cITo6mri4uEf9Y8kWXF1dadCgAfPmzePgwYOcP38+zQzL6Wnbti0HDhxg8eLFXLhwgc2bN7N69Wrz+fbXX3+xcuVKzp49S0REBFu3bsVoNBIUFJTh562kcnJyokSJEvzyyy+EhoZy+PBh82fSg7g1gczZs2eJi4sjKSnpocXYuXNnli1bxsqVK7lw4QIhISFs2rSJFStWPLT3eBwe93VZYGAgDRo0YPr06ezatYvw8HAOHTrE9u3bAWjRogVRUVF89913hIWFsXv3bhYtWkSbNm0euBfY1dWVdu3aMWfOHDZv3sylS5c4c+YMq1evNj8f27JlSxISEpg0aRKnTp3i4sWLbN26lQsXLgCpn5shISFcuHCBuLg4LSkkaain0krc3NyoWbMmf//9N9WrVzeXV6pUiXfeeYeff/6Z5cuXY29vT758+czTSxcuXJhevXrxyy+/MH/+fMqUKUP37t2ZOnWqtQ7lieLq6sqRI0dYuXIlCQkJ+Pv706tXL/Pi0ElJSfz222/MnTsXLy8v83AYg8HA22+/zXfffceoUaMslhTJiMFgYPjw4fz4449Mnz6duLg4fHx8KFOmjPlZFklf+fLl8fDw4MKFC9StW9dcXqNGDfr27cuvv/7KrFmzCAwMZMCAARZTnz///PN8//33bNiwAT8/P6ZNm3bfc8/NzY1ffvmFOXPmYDQaKViwIO+88w6enp6P/dhtVf369bl58ybDhw/Hzs6OVq1amSfp6dWrF9OnT2fUqFH4+fnRp08fTp8+bd7WxcWFd955h2+++YahQ4eSP39+evTowX//+19zncDAQN58802+//57Vq1aRcmSJenQoQMzZ84031kvVKgQo0ePNg9bN5lM5MmTxzwBB6ROYPHNN98waNAgkpKStKTI//Xu3ZtvvvmGCRMmmJcUiYqKynCYXtGiRXn99ddZtGgRP//8M76+vnTp0sU8qYm7uzu7du3ip59+Iikpibx58zJ48GAKFChAaGhohp+3kurVV19l+vTpDBs2jKCgIHr27MmHH374QPuoWbMmO3fuZMyYMVy/ft28pMjD0KRJE5ydnVm+fDnz5s3D2dmZggULWkxekx1Y47qsX79+/Pjjj3z77bdcvXoVf39/OnToAICfnx/Dhw9n7ty5vP3223h4eNC4cWPzzMsPqmvXrnh5ebFs2TIuX76Mu7s7RYoUMb+fp6cnI0eOZN68eYwePRo7OzsKFy5MqVKlAGjatCmHDx9m2LBh3LhxQ0uKSBpap9KKPvjgA/Lly6d17kREsmjJkiWsW7eO6dOnWzuUJ86NGzd45ZVX6NWrl/kCWuRJpusykaxTT6UV3FpT7+DBg7z44ovWDkdEJNtYs2YNxYoVw9PTk2PHjrF8+XJatmxp7bCeCGfOnDHPVh0fH29e7Pzu2V1FnjS6LhP595RUWsE777zDtWvX6NGjR5rp2kVE5N4uXrzIkiVLuHbtGv7+/rRt29Y8fEv+vV9//ZULFy7g4OBA0aJFGTt2rMUySCJPIl2Xifx7Gv4qIiIiIiIiWabZX0VERERERCTLlFSKiIiIiIhIlimpFBERERERkSxTUikiIiIiIiJZpqRSREREREREskxLioiIZBObN2/myy+/BGDUqFGUK1fO4nWTycR//vMfLl++TNmyZRk9evQji6VLly506tSJLl26PJT9jR49msOHD6f72qeffkrBggUfyvvcadu2bVy5coU2bdo89H2LiIjkJEoqRUSyGVdXVzZu3JgmqTx8+DCXL1/G1dX1kcfw4YcfkitXroe6z9y5czNo0KA05Xny5Hmo73PLtm3bOH/+vJJKERGRf0lJpYhINvPUU0+xbds2XnzxRdzc3MzlGzdupGTJkiQkJDzyGEqWLPnQ9+nk5PRI9vu4JSYm4uzsbO0wREREHhsllSIi2UzdunXZtm0bf/zxB82aNQMgPj6enTt30rdvX1auXJlmm2vXrrFgwQJ2795NXFwcuXLlok6dOnTq1AlHR0cAhg4diouLC2PHjrXY1mg08uqrr1KiRAneeustIP3hr7GxsSxatIi///6bK1eu4OfnR8OGDenYsSP29vb/+rjj4+NZvHgxO3fuJDo6Gi8vL5566im6deuGi4uLud7q1av5888/CQsLIzExkcDAQOrXr0+bNm1wcEj9s3fncNs7j2HRokUcOnSIMWPGpBliHB4ezsCBAxkwYAANGzYEYNq0aezYsYOPPvqI77//nuPHj1OgQAE++ugjkpOT+eWXX/j9998JDw/H1dWVqlWr0rNnT7y8vMz7PXjwIIsXLyYkJITExES8vLwoVqwYgwYNUnIqIiLZgpJKEZFsxtXVlVq1arFp0yZzUrlt2zYMBgO1a9dOk1TevHmTMWPGcOnSJbp06UKhQoU4cuQIy5Yt4+zZswwfPhyAhg0bMnv2bC5evEjevHnN2+/bt4+YmBhzIpWe2NhYhg8fjp2dHZ06dSJ37twcP36cJUuWEBERwYABAzJ1bCkpKRbfGwwG7OzsSExMZPTo0URFRdGhQwcKFSrE+fPnWbRoESEhIYwYMQKDwQDA5cuXqVOnDoGBgTg4OHDu3DmWLFlCWFiYOY5+/foxY8YMLl++bE6Usyo5OZkJEybQrFkznnnmGVJSUjAajUycOJEjR47w9NNPU7JkSSIjI1m0aBGjR4/m448/xsnJifDwcMaPH0+ZMmV49dVXcXd3Jzo6mr1795KcnKykUkREsgUllSIi2VCjRo0YM2YM58+fp0CBAmzatImnnnoq3ecpt2zZwrlz53j99dd56qmnAAgODsbFxYUffviB/fv3ExwcTL169Zg3bx6bN2/mueeeM2+/efNmvL29qVy58j3jWbRoEdevX+ezzz7D398fgAoVKuDk5MTcuXNp3749+fPnz/CYzp8/b/G+kNor+5///IdVq1Zx7tw5xo0bR7Fixcz79/Pz47PPPmPv3r3m+Hr37m3e3mg0UqZMGTw9Pfnyyy/p1asXHh4e5M+fH3d3dxwdHf/1kNuUlBQ6depEo0aNzGV//PEHe/fu5c0336RmzZrm8kKFCjF8+HA2b95M8+bNOX36NElJSfTs2ZPChQtbHLeIiEh2oaRSRCQbKlu2LLlz52bTpk00bNiQU6dO0atXr3TrHjx4EGdnZ2rVqmVR3rBhQ3744QcOHDhAcHAwnp6eVK1alS1bttC1a1fs7Oy4du0ae/bsoVWrVhkOYf37778pV64cvr6+Fr2NlStXZu7cuRw+fPi+SWXu3LkZMmSIRZmnpycAf/31FwULFqRw4cIW+69UqRIGg4FDhw6Zk8ozZ86waNEijh07xrVr1yz2d/HiRUqUKJFhHFlxZ+J4K153d3eqVq1qEW/hwoXx8fHh0KFDNG/enMKFC+Pg4MDXX39N8+bNKVOmDLlz537o8YmIiDxKSipFRLIhg8FAo0aNWLVqFTdv3iRv3ryUKVMm3brXrl3Dx8fHPDz0Fm9vb+zt7bl69aq5rFGjRuzcuZP9+/dTqVIl/vjjD5KSkjIc+gpw5coV/vrrrzQ9jbfExcXd95icnJzMvZDp7f/SpUv33P+tY4iMjGTkyJEEBQXRp08fAgMDcXR05OTJk3z77bfcvHnzvnE8KGdnZ4sJk27Fe/36dbp3755hvHny5GHEiBH88ssvfPvttyQmJpI7d25atWpF69atH3qsIiIij4KSShGRbKphw4YsXLiQdevW3TPZAvDw8ODEiROYTCaLxPLKlSukpKRYTBpTqVIlfH192bx5M5UqVWLz5s2UKFHivr2Mnp6eFCpUiG7duqX7uq+v7wMeXdr9Ozk58eqrr97zdYBdu3aRmJjIW2+9RUBAgPn1s2fPZvq9bk1clJSUZFF+Z/KdmXg9PT1599130339zmHKZcqUoUyZMhiNRk6dOsWqVauYPXs23t7e1KlTJ9PvKSIiYi1KKkVEsik/Pz/at29PWFgYDRo0uGe9ChUq8Oeff7J7925q1KhhLt+yZQsA5cuXN5fZ2dlRv359Vq5cyZEjRzh16hQvv/zyfWOpUqUK//zzD7lz58bDw+NfHFX6qlatytKlS/H09CQwMPCe9W4lzbcSQwCTycSGDRvS1HVwcEi35/LW/kNCQqhUqZK5fM+ePQ8U7/bt2zEajZkebmtnZ0eJEiXIly8f27Zt48yZM0oqRUQkW1BSKSKSjfXo0eO+derXr8+aNWuYNm0a4eHhFCxYkKNHj7J06VIqV65McHCwRf1GjRrxyy+/8MUXX+Dk5ETt2rXv+x5du3blwIEDjBgxglatWhEUFMTNmzeJiIjgn3/+4aWXXiJXrlxZPs7WrVuzc+dORo0aRZs2bShYsCAmk4nIyEj27dtHu3btKFGiBMHBwTg4ODB58mTat29PUlISa9eu5fr162n2WbBgQXbt2sXatWspWrQoBoOBYsWK4ePjQ4UKFVi6dCnu7u4EBARw4MABdu3alel469Spw7Zt2xg/fjytW7emePHi2NvbExUVxaFDh6hevTo1atRg7dq1HDx4kCpVquDv709SUhKbNm0CUm8GiIiIZAdKKkVEnnBOTk6MGjWKH3/8kV9//ZW4uDj8/Pxo164dnTt3TlM/KCiIUqVKcezYMerWrZvmecH0+Pr6Mn78eH7++WeWL19OVFQUrq6uBAYGUqlSJdzd3f/VMbi4uDBmzBiWLVvG+vXrCQ8Px8nJCX9/fypUqGAe6povXz7efPNNFixYwKeffoqnpyd169albdu2jBs3zmKfrVu3JjQ0lB9//JH4+HhMJhOLFi0CYNCgQXz33Xf88MMPGI1GqlatyuDBgxk2bFim4rWzs2Po0KGsXLmSrVu3snTpUuzt7cmVKxdlypShYMGCQOrEPfv37+enn34iNjYWFxcXChQowNChQ6lYseK/+pmJiIg8LgaTyWSydhAiIiIiIiKSPdlZOwARERERERHJvpRUioiIiIiISJYpqRQREREREZEsU1IpIiIiIiIiWaakUkRERERERLJMSaWIiIiIiIhkmZJKERERERERyTIllSIiIiIiIpJlSipFREREREQky5RUioiIiIiISJYpqRQREREREZEs+x8uysePTjYCxwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the correlation\n",
    "\n",
    "correlation_matrix = df.corr(method='spearman')\n",
    "\n",
    "sns.heatmap(correlation_matrix, annot=True)\n",
    "\n",
    "plt.title('Correlation Matric for Numeric Features')\n",
    "plt.xlabel('Movie Features')\n",
    "plt.ylabel('Movie Features')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "f94e8566",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# As shown - strong correlation between 'gross' and 'budget': Further investigation\n",
    "\n",
    "# Are there any Outliers for 'gross'?\n",
    "df.boxplot(column=['gross'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "43a01dfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Are there any Outliers for 'budget'?\n",
    "df.boxplot(column=['budget'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "28ed790f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize both columns\n",
    "plt.scatter(x=df['budget'], y=df['gross'])\n",
    "\n",
    "plt.title('Budget vs Gross Earnings')\n",
    "plt.xlabel('Gross Earnings')\n",
    "plt.ylabel('Budget for Film')\n",
    "\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "803f1f50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='budget', ylabel='gross'>"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Adding a trendline so the correlation is clearer\n",
    "sns.regplot(x='budget', y='gross', data=df, scatter_kws={\"color\":\"red\"}, line_kws={\"color\":\"blue\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "3ce9cb25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
      "5445   386       5      0  2009       527    7.8  1100000.0       785    1263   \n",
      "7445   388       5      0  2019       137    8.4   903000.0       105     513   \n",
      "3045  4909       5      6  1997       534    7.8  1100000.0       785    1263   \n",
      "6663  3643       5      0  2015       529    7.8   876000.0       768    1806   \n",
      "7244   389       5      0  2018       145    8.4   897000.0       105     513   \n",
      "\n",
      "      star  country     budget       gross  company  runtime  yearcorrect  \n",
      "5445  1534       47  237000000  2847246203     1382    162.0         2009  \n",
      "7445  1470       47  356000000  2797501328      983    181.0         2019  \n",
      "3045  1073       47  200000000  2201647264     1382    194.0         1997  \n",
      "6663   356       47  245000000  2069521700      945    138.0         2015  \n",
      "7244  1470       47  321000000  2048359754      983    149.0         2018  \n"
     ]
    }
   ],
   "source": [
    "# Bonus: Transfer non-numeric columns into 'int' to calculate the correlation for the entire table\n",
    "df_numerized = df\n",
    "\n",
    "for col_name in df_numerized.columns:\n",
    "    if (df_numerized[col_name].dtype == 'object'):\n",
    "        df_numerized[col_name] = df_numerized[col_name].astype('category')\n",
    "        df_numerized[col_name] = df_numerized[col_name].cat.codes\n",
    "        \n",
    "print(df_numerized.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "9a0ee237",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
      "5445   386       5      0  2009       527    7.8  1100000.0       785    1263   \n",
      "7445   388       5      0  2019       137    8.4   903000.0       105     513   \n",
      "3045  4909       5      6  1997       534    7.8  1100000.0       785    1263   \n",
      "6663  3643       5      0  2015       529    7.8   876000.0       768    1806   \n",
      "7244   389       5      0  2018       145    8.4   897000.0       105     513   \n",
      "\n",
      "      star  country     budget       gross  company  runtime  yearcorrect  \n",
      "5445  1534       47  237000000  2847246203     1382    162.0         2009  \n",
      "7445  1470       47  356000000  2797501328      983    181.0         2019  \n",
      "3045  1073       47  200000000  2201647264     1382    194.0         1997  \n",
      "6663   356       47  245000000  2069521700      945    138.0         2015  \n",
      "7244  1470       47  321000000  2048359754      983    149.0         2018  \n"
     ]
    }
   ],
   "source": [
    "# Show all rows if needed\n",
    "pd.set_option('display.max_rows', None)\n",
    "\n",
    "# Check with the original table if everything seems to be fine\n",
    "print(df.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "bfab6449",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualize the correlation\n",
    "correlation_matrix = df_numerized.corr(method='spearman')\n",
    "\n",
    "sns.heatmap(correlation_matrix, annot=True)\n",
    "\n",
    "plt.title('Correlation Matric for Numeric Features')\n",
    "plt.xlabel('Movie Features')\n",
    "plt.ylabel('Movie Features')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "abfe7633",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "genre        budget        -0.368523\n",
       "budget       genre         -0.368523\n",
       "gross        genre         -0.244101\n",
       "genre        gross         -0.244101\n",
       "rating       budget        -0.203946\n",
       "budget       rating        -0.203946\n",
       "rating       gross         -0.181906\n",
       "gross        rating        -0.181906\n",
       "votes        genre         -0.135990\n",
       "genre        votes         -0.135990\n",
       "company      rating        -0.092357\n",
       "rating       company       -0.092357\n",
       "country      yearcorrect   -0.073569\n",
       "yearcorrect  country       -0.073569\n",
       "year         genre         -0.073167\n",
       "genre        year          -0.073167\n",
       "             company       -0.071334\n",
       "company      genre         -0.071334\n",
       "genre        yearcorrect   -0.069147\n",
       "yearcorrect  genre         -0.069147\n",
       "year         country       -0.066748\n",
       "country      year          -0.066748\n",
       "genre        runtime       -0.059237\n",
       "runtime      genre         -0.059237\n",
       "score        country       -0.043051\n",
       "country      score         -0.043051\n",
       "writer       budget        -0.039466\n",
       "budget       writer        -0.039466\n",
       "year         director      -0.038354\n",
       "director     year          -0.038354\n",
       "             yearcorrect   -0.037371\n",
       "yearcorrect  director      -0.037371\n",
       "gross        writer        -0.035885\n",
       "writer       gross         -0.035885\n",
       "runtime      country       -0.034477\n",
       "country      runtime       -0.034477\n",
       "star         yearcorrect   -0.032687\n",
       "yearcorrect  star          -0.032687\n",
       "star         year          -0.032157\n",
       "year         star          -0.032157\n",
       "director     gross         -0.029560\n",
       "gross        director      -0.029560\n",
       "name         rating        -0.029234\n",
       "rating       name          -0.029234\n",
       "year         writer        -0.025908\n",
       "writer       year          -0.025908\n",
       "yearcorrect  writer        -0.025495\n",
       "writer       yearcorrect   -0.025495\n",
       "country      name          -0.025490\n",
       "name         country       -0.025490\n",
       "budget       star          -0.021473\n",
       "star         budget        -0.021473\n",
       "yearcorrect  company       -0.018806\n",
       "company      yearcorrect   -0.018806\n",
       "star         votes         -0.017638\n",
       "votes        star          -0.017638\n",
       "runtime      writer        -0.017561\n",
       "writer       runtime       -0.017561\n",
       "country      released      -0.017228\n",
       "released     country       -0.017228\n",
       "company      year          -0.014333\n",
       "year         company       -0.014333\n",
       "director     votes         -0.010376\n",
       "votes        director      -0.010376\n",
       "star         country       -0.009990\n",
       "country      star          -0.009990\n",
       "budget       director      -0.009662\n",
       "director     budget        -0.009662\n",
       "country      genre         -0.009164\n",
       "genre        country       -0.009164\n",
       "director     genre         -0.008553\n",
       "genre        director      -0.008553\n",
       "director     company       -0.008223\n",
       "company      director      -0.008223\n",
       "name         star          -0.006882\n",
       "star         name          -0.006882\n",
       "name         released      -0.006152\n",
       "released     name          -0.006152\n",
       "yearcorrect  released      -0.005989\n",
       "released     yearcorrect   -0.005989\n",
       "votes        writer        -0.005316\n",
       "writer       votes         -0.005316\n",
       "             company       -0.003697\n",
       "company      writer        -0.003697\n",
       "rating       writer        -0.003149\n",
       "writer       rating        -0.003149\n",
       "company      released      -0.002407\n",
       "released     company       -0.002407\n",
       "year         released      -0.001740\n",
       "released     year          -0.001740\n",
       "gross        star          -0.000004\n",
       "star         gross         -0.000004\n",
       "director     released       0.002308\n",
       "released     director       0.002308\n",
       "genre        star           0.003341\n",
       "star         genre          0.003341\n",
       "director     score          0.005413\n",
       "score        director       0.005413\n",
       "gross        name           0.005639\n",
       "name         gross          0.005639\n",
       "votes        rating         0.006031\n",
       "rating       votes          0.006031\n",
       "score        star           0.007296\n",
       "star         score          0.007296\n",
       "writer       released       0.008072\n",
       "released     writer         0.008072\n",
       "country      rating         0.008230\n",
       "rating       country        0.008230\n",
       "gross        released       0.008501\n",
       "released     gross          0.008501\n",
       "             runtime        0.008975\n",
       "runtime      released       0.008975\n",
       "rating       star           0.009196\n",
       "star         rating         0.009196\n",
       "             runtime        0.010108\n",
       "runtime      star           0.010108\n",
       "name         runtime        0.010850\n",
       "runtime      name           0.010850\n",
       "genre        name           0.010996\n",
       "name         genre          0.010996\n",
       "country      director       0.011133\n",
       "director     country        0.011133\n",
       "name         votes          0.012615\n",
       "votes        name           0.012615\n",
       "score        writer         0.012843\n",
       "writer       score          0.012843\n",
       "name         writer         0.012880\n",
       "writer       name           0.012880\n",
       "star         company        0.014082\n",
       "company      star           0.014082\n",
       "name         score          0.014450\n",
       "score        name           0.014450\n",
       "director     rating         0.014656\n",
       "rating       director       0.014656\n",
       "director     name           0.015246\n",
       "name         director       0.015246\n",
       "released     star           0.015706\n",
       "star         released       0.015706\n",
       "runtime      director       0.017433\n",
       "director     runtime        0.017433\n",
       "writer       genre          0.017578\n",
       "genre        writer         0.017578\n",
       "rating       released       0.018083\n",
       "released     rating         0.018083\n",
       "writer       star           0.018520\n",
       "star         writer         0.018520\n",
       "year         rating         0.019499\n",
       "rating       year           0.019499\n",
       "budget       released       0.019952\n",
       "released     budget         0.019952\n",
       "company      score          0.020656\n",
       "score        company        0.020656\n",
       "company      name           0.021697\n",
       "name         company        0.021697\n",
       "rating       yearcorrect    0.022021\n",
       "yearcorrect  rating         0.022021\n",
       "genre        released       0.022142\n",
       "released     genre          0.022142\n",
       "writer       country        0.022488\n",
       "country      writer         0.022488\n",
       "name         budget         0.023392\n",
       "budget       name           0.023392\n",
       "name         yearcorrect    0.025542\n",
       "yearcorrect  name           0.025542\n",
       "name         year           0.025542\n",
       "year         name           0.025542\n",
       "released     votes          0.028833\n",
       "votes        released       0.028833\n",
       "score        genre          0.035106\n",
       "genre        score          0.035106\n",
       "star         director       0.036593\n",
       "director     star           0.036593\n",
       "runtime      company        0.037585\n",
       "company      runtime        0.037585\n",
       "votes        country        0.041551\n",
       "country      votes          0.041551\n",
       "score        released       0.045874\n",
       "released     score          0.045874\n",
       "country      company        0.048569\n",
       "company      country        0.048569\n",
       "budget       country        0.052977\n",
       "country      budget         0.052977\n",
       "year         score          0.056386\n",
       "score        year           0.056386\n",
       "gross        country        0.060078\n",
       "country      gross          0.060078\n",
       "score        yearcorrect    0.061923\n",
       "yearcorrect  score          0.061923\n",
       "rating       score          0.065983\n",
       "score        rating         0.065983\n",
       "             budget         0.072001\n",
       "budget       score          0.072001\n",
       "runtime      year           0.075077\n",
       "year         runtime        0.075077\n",
       "runtime      yearcorrect    0.075294\n",
       "yearcorrect  runtime        0.075294\n",
       "company      votes          0.118470\n",
       "votes        company        0.118470\n",
       "rating       runtime        0.140792\n",
       "runtime      rating         0.140792\n",
       "genre        rating         0.147796\n",
       "rating       genre          0.147796\n",
       "gross        company        0.149553\n",
       "company      gross          0.149553\n",
       "budget       company        0.170235\n",
       "company      budget         0.170235\n",
       "votes        yearcorrect    0.203098\n",
       "yearcorrect  votes          0.203098\n",
       "votes        year           0.206021\n",
       "year         votes          0.206021\n",
       "score        gross          0.222556\n",
       "gross        score          0.222556\n",
       "director     writer         0.261735\n",
       "writer       director       0.261735\n",
       "yearcorrect  gross          0.268721\n",
       "gross        yearcorrect    0.268721\n",
       "year         gross          0.274321\n",
       "gross        year           0.274321\n",
       "             runtime        0.275796\n",
       "runtime      gross          0.275796\n",
       "budget       runtime        0.318695\n",
       "runtime      budget         0.318695\n",
       "yearcorrect  budget         0.320312\n",
       "budget       yearcorrect    0.320312\n",
       "             year           0.327722\n",
       "year         budget         0.327722\n",
       "votes        runtime        0.352303\n",
       "runtime      votes          0.352303\n",
       "score        runtime        0.414068\n",
       "runtime      score          0.414068\n",
       "votes        budget         0.439675\n",
       "budget       votes          0.439675\n",
       "score        votes          0.474256\n",
       "votes        score          0.474256\n",
       "gross        votes          0.614751\n",
       "votes        gross          0.614751\n",
       "gross        budget         0.740247\n",
       "budget       gross          0.740247\n",
       "year         yearcorrect    0.998726\n",
       "yearcorrect  year           0.998726\n",
       "name         name           1.000000\n",
       "company      company        1.000000\n",
       "gross        gross          1.000000\n",
       "budget       budget         1.000000\n",
       "country      country        1.000000\n",
       "star         star           1.000000\n",
       "writer       writer         1.000000\n",
       "director     director       1.000000\n",
       "votes        votes          1.000000\n",
       "score        score          1.000000\n",
       "released     released       1.000000\n",
       "year         year           1.000000\n",
       "genre        genre          1.000000\n",
       "rating       rating         1.000000\n",
       "runtime      runtime        1.000000\n",
       "yearcorrect  yearcorrect    1.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# The previos visualization type is not suitable: Therefore using sorted 'unstack()' function\n",
    "correlation_mat = df_numerized.corr()\n",
    "\n",
    "corr_pairs = correlation_mat.unstack()\n",
    "\n",
    "sorted_pairs = corr_pairs.sort_values()\n",
    "\n",
    "sorted_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c683a720",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gross        votes          0.614751\n",
       "votes        gross          0.614751\n",
       "gross        budget         0.740247\n",
       "budget       gross          0.740247\n",
       "year         yearcorrect    0.998726\n",
       "yearcorrect  year           0.998726\n",
       "name         name           1.000000\n",
       "company      company        1.000000\n",
       "gross        gross          1.000000\n",
       "budget       budget         1.000000\n",
       "country      country        1.000000\n",
       "star         star           1.000000\n",
       "writer       writer         1.000000\n",
       "director     director       1.000000\n",
       "votes        votes          1.000000\n",
       "score        score          1.000000\n",
       "released     released       1.000000\n",
       "year         year           1.000000\n",
       "genre        genre          1.000000\n",
       "rating       rating         1.000000\n",
       "runtime      runtime        1.000000\n",
       "yearcorrect  yearcorrect    1.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reduced view by showing only high correlation\n",
    "high_corr = sorted_pairs[sorted_pairs > 0.5]\n",
    "\n",
    "high_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e2a726e0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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