Correlation With Python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8fcac4fb",
   "metadata": {},
   "source": [
    "# MOVIES DATASET"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ebe17c00",
   "metadata": {},
   "source": [
    "Peforming a correllation analysis with the dataset\n",
    "\n",
    "This dataset can be found on Kaggle.com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "92b94835",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use(\"ggplot\")\n",
    "from matplotlib.pyplot import figure\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib.rcParams[\"figure.figsize\"] = (12,8)\n",
    "                    \n",
    "pd.set_option(\"display.float_format\", \"{:.2f}\".format)                   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d8b38e41",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "#Read in the dataset\n",
    "\n",
    "df = pd.read_csv(r\"C:\\Users\\Henry Oguns\\Desktop\\DATA ANALYSIS\\Portfolio Projects\\Alex Portfolio\\PortfolioProjects-main\\movies.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "149a2220",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "        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>8.40</td>\n",
       "      <td>927000.00</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.00</td>\n",
       "      <td>46998772.00</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.00</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>5.80</td>\n",
       "      <td>65000.00</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>4500000.00</td>\n",
       "      <td>58853106.00</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.00</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>8.70</td>\n",
       "      <td>1200000.00</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.00</td>\n",
       "      <td>538375067.00</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.00</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>7.70</td>\n",
       "      <td>221000.00</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.00</td>\n",
       "      <td>83453539.00</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.00</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>7.30</td>\n",
       "      <td>108000.00</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.00</td>\n",
       "      <td>39846344.00</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.00</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)   8.40  927000.00  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)   5.80   65000.00   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)   8.70 1200000.00   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)   7.70  221000.00     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)   7.30  108000.00     Harold Ramis   \n",
       "\n",
       "                    writer            star         country      budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom 19000000.00   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States  4500000.00   \n",
       "2           Leigh Brackett     Mark Hamill   United States 18000000.00   \n",
       "3             Jim Abrahams     Robert Hays   United States  3500000.00   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States  6000000.00   \n",
       "\n",
       "         gross             company  runtime  \n",
       "0  46998772.00        Warner Bros.   146.00  \n",
       "1  58853106.00   Columbia Pictures   104.00  \n",
       "2 538375067.00           Lucasfilm   124.00  \n",
       "3  83453539.00  Paramount Pictures    88.00  \n",
       "4  39846344.00      Orion Pictures    98.00  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading the 5 first rows \n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6516bc75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name - 0%\n",
      "rating - 1%\n",
      "genre - 0%\n",
      "year - 0%\n",
      "released - 0%\n",
      "score - 0%\n",
      "votes - 0%\n",
      "director - 0%\n",
      "writer - 0%\n",
      "star - 0%\n",
      "country - 0%\n",
      "budget - 28%\n",
      "gross - 2%\n",
      "company - 0%\n",
      "runtime - 0%\n"
     ]
    }
   ],
   "source": [
    "# Checking the percentile of missing values in the dataset\n",
    "\n",
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, round(pct_missing*100)))\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "561fda2b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 7668 entries, 0 to 7667\n",
      "Data columns (total 15 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   name      7668 non-null   object \n",
      " 1   rating    7591 non-null   object \n",
      " 2   genre     7668 non-null   object \n",
      " 3   year      7668 non-null   int64  \n",
      " 4   released  7666 non-null   object \n",
      " 5   score     7665 non-null   float64\n",
      " 6   votes     7665 non-null   float64\n",
      " 7   director  7668 non-null   object \n",
      " 8   writer    7665 non-null   object \n",
      " 9   star      7667 non-null   object \n",
      " 10  country   7665 non-null   object \n",
      " 11  budget    5497 non-null   float64\n",
      " 12  gross     7479 non-null   float64\n",
      " 13  company   7651 non-null   object \n",
      " 14  runtime   7664 non-null   float64\n",
      "dtypes: float64(5), int64(1), object(9)\n",
      "memory usage: 898.7+ KB\n"
     ]
    }
   ],
   "source": [
    "#Understanding the data to check for null values, memeory used and dtypes\n",
    "\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ec053bda",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
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       "    </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>8.40</td>\n",
       "      <td>927000.00</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.00</td>\n",
       "      <td>46998772.00</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.00</td>\n",
       "      <td>June 13, 1980</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>5.80</td>\n",
       "      <td>65000.00</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>4500000.00</td>\n",
       "      <td>58853106.00</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.00</td>\n",
       "      <td>July 2, 1980</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>8.70</td>\n",
       "      <td>1200000.00</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.00</td>\n",
       "      <td>538375067.00</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.00</td>\n",
       "      <td>June 20, 1980</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>7.70</td>\n",
       "      <td>221000.00</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.00</td>\n",
       "      <td>83453539.00</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.00</td>\n",
       "      <td>July 2, 1980</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>7.30</td>\n",
       "      <td>108000.00</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.00</td>\n",
       "      <td>39846344.00</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.00</td>\n",
       "      <td>July 25, 1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7663</th>\n",
       "      <td>More to Life</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 23, 2020 (United States)</td>\n",
       "      <td>3.10</td>\n",
       "      <td>18.00</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Shannon Bond</td>\n",
       "      <td>United States</td>\n",
       "      <td>7000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.00</td>\n",
       "      <td>October 23, 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7664</th>\n",
       "      <td>Dream Round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 7, 2020 (United States)</td>\n",
       "      <td>4.70</td>\n",
       "      <td>36.00</td>\n",
       "      <td>Dusty Dukatz</td>\n",
       "      <td>Lisa Huston</td>\n",
       "      <td>Michael Saquella</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cactus Blue Entertainment</td>\n",
       "      <td>90.00</td>\n",
       "      <td>February 7, 2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7665</th>\n",
       "      <td>Saving Mbango</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>April 27, 2020 (Cameroon)</td>\n",
       "      <td>5.70</td>\n",
       "      <td>29.00</td>\n",
       "      <td>Nkanya Nkwai</td>\n",
       "      <td>Lynno Lovert</td>\n",
       "      <td>Onyama Laura</td>\n",
       "      <td>United States</td>\n",
       "      <td>58750.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Embi Productions</td>\n",
       "      <td>NaN</td>\n",
       "      <td>April 27, 202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>It's Just Us</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 1, 2020 (United States)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>Christina Roz</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.00</td>\n",
       "      <td>October 1, 20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7667</th>\n",
       "      <td>Tee em el</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>2020</td>\n",
       "      <td>August 19, 2020 (United States)</td>\n",
       "      <td>5.70</td>\n",
       "      <td>7.00</td>\n",
       "      <td>Pereko Mosia</td>\n",
       "      <td>Pereko Mosia</td>\n",
       "      <td>Siyabonga Mabaso</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PK 65 Films</td>\n",
       "      <td>102.00</td>\n",
       "      <td>August 19, 20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7668 rows × 16 columns</p>\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",
       "7663                                    More to Life    NaN      Drama  2020   \n",
       "7664                                     Dream Round    NaN     Comedy  2020   \n",
       "7665                                   Saving Mbango    NaN      Drama  2020   \n",
       "7666                                    It's Just Us    NaN      Drama  2020   \n",
       "7667                                       Tee em el    NaN     Horror  2020   \n",
       "\n",
       "                              released  score      votes         director  \\\n",
       "0        June 13, 1980 (United States)   8.40  927000.00  Stanley Kubrick   \n",
       "1         July 2, 1980 (United States)   5.80   65000.00   Randal Kleiser   \n",
       "2        June 20, 1980 (United States)   8.70 1200000.00   Irvin Kershner   \n",
       "3         July 2, 1980 (United States)   7.70  221000.00     Jim Abrahams   \n",
       "4        July 25, 1980 (United States)   7.30  108000.00     Harold Ramis   \n",
       "...                                ...    ...        ...              ...   \n",
       "7663  October 23, 2020 (United States)   3.10      18.00    Joseph Ebanks   \n",
       "7664  February 7, 2020 (United States)   4.70      36.00     Dusty Dukatz   \n",
       "7665         April 27, 2020 (Cameroon)   5.70      29.00     Nkanya Nkwai   \n",
       "7666   October 1, 2020 (United States)    NaN        NaN    James Randall   \n",
       "7667   August 19, 2020 (United States)   5.70       7.00     Pereko Mosia   \n",
       "\n",
       "                       writer              star         country      budget  \\\n",
       "0                Stephen King    Jack Nicholson  United Kingdom 19000000.00   \n",
       "1     Henry De Vere Stacpoole    Brooke Shields   United States  4500000.00   \n",
       "2              Leigh Brackett       Mark Hamill   United States 18000000.00   \n",
       "3                Jim Abrahams       Robert Hays   United States  3500000.00   \n",
       "4          Brian Doyle-Murray       Chevy Chase   United States  6000000.00   \n",
       "...                       ...               ...             ...         ...   \n",
       "7663            Joseph Ebanks      Shannon Bond   United States     7000.00   \n",
       "7664              Lisa Huston  Michael Saquella   United States         NaN   \n",
       "7665             Lynno Lovert      Onyama Laura   United States    58750.00   \n",
       "7666            James Randall     Christina Roz   United States    15000.00   \n",
       "7667             Pereko Mosia  Siyabonga Mabaso    South Africa         NaN   \n",
       "\n",
       "            gross                    company  runtime    releasednew  \n",
       "0     46998772.00               Warner Bros.   146.00  June 13, 1980  \n",
       "1     58853106.00          Columbia Pictures   104.00  July 2, 1980   \n",
       "2    538375067.00                  Lucasfilm   124.00  June 20, 1980  \n",
       "3     83453539.00         Paramount Pictures    88.00  July 2, 1980   \n",
       "4     39846344.00             Orion Pictures    98.00  July 25, 1980  \n",
       "...           ...                        ...      ...            ...  \n",
       "7663          NaN                        NaN    90.00  October 23, 2  \n",
       "7664          NaN  Cactus Blue Entertainment    90.00  February 7, 2  \n",
       "7665          NaN           Embi Productions      NaN  April 27, 202  \n",
       "7666          NaN                        NaN   120.00  October 1, 20  \n",
       "7667          NaN                PK 65 Films   102.00  August 19, 20  \n",
       "\n",
       "[7668 rows x 16 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To get the correct year for the release, i had to split it for the month and year to get them\n",
    "\n",
    "df['releasednew'] =df['released'].astype(str).str[:13]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7ffb5fd4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
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       "      <th>yearcorrect</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>8.40</td>\n",
       "      <td>927000.00</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.00</td>\n",
       "      <td>46998772.00</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.00</td>\n",
       "      <td>June 13, 1980</td>\n",
       "      <td>June 13</td>\n",
       "      <td>1980</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>5.80</td>\n",
       "      <td>65000.00</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>4500000.00</td>\n",
       "      <td>58853106.00</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.00</td>\n",
       "      <td>July 2, 1980</td>\n",
       "      <td>July 2</td>\n",
       "      <td>1980</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>8.70</td>\n",
       "      <td>1200000.00</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.00</td>\n",
       "      <td>538375067.00</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.00</td>\n",
       "      <td>June 20, 1980</td>\n",
       "      <td>June 20</td>\n",
       "      <td>1980</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>7.70</td>\n",
       "      <td>221000.00</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.00</td>\n",
       "      <td>83453539.00</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.00</td>\n",
       "      <td>July 2, 1980</td>\n",
       "      <td>July 2</td>\n",
       "      <td>1980</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>7.30</td>\n",
       "      <td>108000.00</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.00</td>\n",
       "      <td>39846344.00</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.00</td>\n",
       "      <td>July 25, 1980</td>\n",
       "      <td>July 25</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>7663</th>\n",
       "      <td>More to Life</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 23, 2020 (United States)</td>\n",
       "      <td>3.10</td>\n",
       "      <td>18.00</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Shannon Bond</td>\n",
       "      <td>United States</td>\n",
       "      <td>7000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.00</td>\n",
       "      <td>October 23, 2</td>\n",
       "      <td>October 23</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7664</th>\n",
       "      <td>Dream Round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 7, 2020 (United States)</td>\n",
       "      <td>4.70</td>\n",
       "      <td>36.00</td>\n",
       "      <td>Dusty Dukatz</td>\n",
       "      <td>Lisa Huston</td>\n",
       "      <td>Michael Saquella</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cactus Blue Entertainment</td>\n",
       "      <td>90.00</td>\n",
       "      <td>February 7, 2</td>\n",
       "      <td>February 7</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7665</th>\n",
       "      <td>Saving Mbango</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>April 27, 2020 (Cameroon)</td>\n",
       "      <td>5.70</td>\n",
       "      <td>29.00</td>\n",
       "      <td>Nkanya Nkwai</td>\n",
       "      <td>Lynno Lovert</td>\n",
       "      <td>Onyama Laura</td>\n",
       "      <td>United States</td>\n",
       "      <td>58750.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Embi Productions</td>\n",
       "      <td>NaN</td>\n",
       "      <td>April 27, 202</td>\n",
       "      <td>April 27</td>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>It's Just Us</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 1, 2020 (United States)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>Christina Roz</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.00</td>\n",
       "      <td>October 1, 20</td>\n",
       "      <td>October 1</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7667</th>\n",
       "      <td>Tee em el</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>2020</td>\n",
       "      <td>August 19, 2020 (United States)</td>\n",
       "      <td>5.70</td>\n",
       "      <td>7.00</td>\n",
       "      <td>Pereko Mosia</td>\n",
       "      <td>Pereko Mosia</td>\n",
       "      <td>Siyabonga Mabaso</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PK 65 Films</td>\n",
       "      <td>102.00</td>\n",
       "      <td>August 19, 20</td>\n",
       "      <td>August 19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7668 rows × 18 columns</p>\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",
       "7663                                    More to Life    NaN      Drama  2020   \n",
       "7664                                     Dream Round    NaN     Comedy  2020   \n",
       "7665                                   Saving Mbango    NaN      Drama  2020   \n",
       "7666                                    It's Just Us    NaN      Drama  2020   \n",
       "7667                                       Tee em el    NaN     Horror  2020   \n",
       "\n",
       "                              released  score      votes         director  \\\n",
       "0        June 13, 1980 (United States)   8.40  927000.00  Stanley Kubrick   \n",
       "1         July 2, 1980 (United States)   5.80   65000.00   Randal Kleiser   \n",
       "2        June 20, 1980 (United States)   8.70 1200000.00   Irvin Kershner   \n",
       "3         July 2, 1980 (United States)   7.70  221000.00     Jim Abrahams   \n",
       "4        July 25, 1980 (United States)   7.30  108000.00     Harold Ramis   \n",
       "...                                ...    ...        ...              ...   \n",
       "7663  October 23, 2020 (United States)   3.10      18.00    Joseph Ebanks   \n",
       "7664  February 7, 2020 (United States)   4.70      36.00     Dusty Dukatz   \n",
       "7665         April 27, 2020 (Cameroon)   5.70      29.00     Nkanya Nkwai   \n",
       "7666   October 1, 2020 (United States)    NaN        NaN    James Randall   \n",
       "7667   August 19, 2020 (United States)   5.70       7.00     Pereko Mosia   \n",
       "\n",
       "                       writer              star         country      budget  \\\n",
       "0                Stephen King    Jack Nicholson  United Kingdom 19000000.00   \n",
       "1     Henry De Vere Stacpoole    Brooke Shields   United States  4500000.00   \n",
       "2              Leigh Brackett       Mark Hamill   United States 18000000.00   \n",
       "3                Jim Abrahams       Robert Hays   United States  3500000.00   \n",
       "4          Brian Doyle-Murray       Chevy Chase   United States  6000000.00   \n",
       "...                       ...               ...             ...         ...   \n",
       "7663            Joseph Ebanks      Shannon Bond   United States     7000.00   \n",
       "7664              Lisa Huston  Michael Saquella   United States         NaN   \n",
       "7665             Lynno Lovert      Onyama Laura   United States    58750.00   \n",
       "7666            James Randall     Christina Roz   United States    15000.00   \n",
       "7667             Pereko Mosia  Siyabonga Mabaso    South Africa         NaN   \n",
       "\n",
       "            gross                    company  runtime    releasednew  \\\n",
       "0     46998772.00               Warner Bros.   146.00  June 13, 1980   \n",
       "1     58853106.00          Columbia Pictures   104.00  July 2, 1980    \n",
       "2    538375067.00                  Lucasfilm   124.00  June 20, 1980   \n",
       "3     83453539.00         Paramount Pictures    88.00  July 2, 1980    \n",
       "4     39846344.00             Orion Pictures    98.00  July 25, 1980   \n",
       "...           ...                        ...      ...            ...   \n",
       "7663          NaN                        NaN    90.00  October 23, 2   \n",
       "7664          NaN  Cactus Blue Entertainment    90.00  February 7, 2   \n",
       "7665          NaN           Embi Productions      NaN  April 27, 202   \n",
       "7666          NaN                        NaN   120.00  October 1, 20   \n",
       "7667          NaN                PK 65 Films   102.00  August 19, 20   \n",
       "\n",
       "           month yearcorrect  \n",
       "0        June 13        1980  \n",
       "1         July 2       1980   \n",
       "2        June 20        1980  \n",
       "3         July 2       1980   \n",
       "4        July 25        1980  \n",
       "...          ...         ...  \n",
       "7663  October 23           2  \n",
       "7664  February 7           2  \n",
       "7665    April 27         202  \n",
       "7666   October 1          20  \n",
       "7667   August 19          20  \n",
       "\n",
       "[7668 rows x 18 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Obtaining the correct year and month of the release date of the movies\n",
    "\n",
    "df[['month', 'yearcorrect']] = df['releasednew'].str.split(',', 2, expand = True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "941b49f9",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
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       "      <th>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
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       "      <td>1100000.00</td>\n",
       "      <td>James Cameron</td>\n",
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       "      <td>237000000.00</td>\n",
       "      <td>2847246203.00</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.00</td>\n",
       "      <td>December 18,</td>\n",
       "      <td>December 18</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.40</td>\n",
       "      <td>903000.00</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000.00</td>\n",
       "      <td>2797501328.00</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.00</td>\n",
       "      <td>April 26, 201</td>\n",
       "      <td>April 26</td>\n",
       "      <td>201</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.80</td>\n",
       "      <td>1100000.00</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000.00</td>\n",
       "      <td>2201647264.00</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.00</td>\n",
       "      <td>December 19,</td>\n",
       "      <td>December 19</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.80</td>\n",
       "      <td>876000.00</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000.00</td>\n",
       "      <td>2069521700.00</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.00</td>\n",
       "      <td>December 18,</td>\n",
       "      <td>December 18</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.40</td>\n",
       "      <td>897000.00</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000.00</td>\n",
       "      <td>2048359754.00</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.00</td>\n",
       "      <td>April 27, 201</td>\n",
       "      <td>April 27</td>\n",
       "      <td>201</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            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)   7.80 1100000.00  James Cameron   \n",
       "7445     April 26, 2019 (United States)   8.40  903000.00  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)   7.80 1100000.00  James Cameron   \n",
       "6663  December 18, 2015 (United States)   7.80  876000.00    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)   8.40  897000.00  Anthony Russo   \n",
       "\n",
       "                  writer               star        country       budget  \\\n",
       "5445       James Cameron    Sam Worthington  United States 237000000.00   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States 356000000.00   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States 200000000.00   \n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States 245000000.00   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States 321000000.00   \n",
       "\n",
       "             gross                company  runtime    releasednew  \\\n",
       "5445 2847246203.00  Twentieth Century Fox   162.00  December 18,    \n",
       "7445 2797501328.00         Marvel Studios   181.00  April 26, 201   \n",
       "3045 2201647264.00  Twentieth Century Fox   194.00  December 19,    \n",
       "6663 2069521700.00              Lucasfilm   138.00  December 18,    \n",
       "7244 2048359754.00         Marvel Studios   149.00  April 27, 201   \n",
       "\n",
       "            month yearcorrect  \n",
       "5445  December 18              \n",
       "7445     April 26         201  \n",
       "3045  December 19              \n",
       "6663  December 18              \n",
       "7244     April 27         201  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Ordering the data by the gross column to obtain the highest income\n",
    "\n",
    "df.sort_values(by=['gross'], inplace=False, ascending = False).head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "946e988b",
   "metadata": {},
   "source": [
    "Avatar from 2009 is the gross of $284,724,6203"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "121df612",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "      <th>releasednew</th>\n",
       "      <th>month</th>\n",
       "      <th>yearcorrect</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>8.40</td>\n",
       "      <td>927000.00</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.00</td>\n",
       "      <td>46998772.00</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.00</td>\n",
       "      <td>June 13, 1980</td>\n",
       "      <td>June 13</td>\n",
       "      <td>1980</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>5.80</td>\n",
       "      <td>65000.00</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>4500000.00</td>\n",
       "      <td>58853106.00</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.00</td>\n",
       "      <td>July 2, 1980</td>\n",
       "      <td>July 2</td>\n",
       "      <td>1980</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>8.70</td>\n",
       "      <td>1200000.00</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.00</td>\n",
       "      <td>538375067.00</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.00</td>\n",
       "      <td>June 20, 1980</td>\n",
       "      <td>June 20</td>\n",
       "      <td>1980</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>7.70</td>\n",
       "      <td>221000.00</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.00</td>\n",
       "      <td>83453539.00</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.00</td>\n",
       "      <td>July 2, 1980</td>\n",
       "      <td>July 2</td>\n",
       "      <td>1980</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>7.30</td>\n",
       "      <td>108000.00</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.00</td>\n",
       "      <td>39846344.00</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.00</td>\n",
       "      <td>July 25, 1980</td>\n",
       "      <td>July 25</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7663</th>\n",
       "      <td>More to Life</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 23, 2020 (United States)</td>\n",
       "      <td>3.10</td>\n",
       "      <td>18.00</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Joseph Ebanks</td>\n",
       "      <td>Shannon Bond</td>\n",
       "      <td>United States</td>\n",
       "      <td>7000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>90.00</td>\n",
       "      <td>October 23, 2</td>\n",
       "      <td>October 23</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7664</th>\n",
       "      <td>Dream Round</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>2020</td>\n",
       "      <td>February 7, 2020 (United States)</td>\n",
       "      <td>4.70</td>\n",
       "      <td>36.00</td>\n",
       "      <td>Dusty Dukatz</td>\n",
       "      <td>Lisa Huston</td>\n",
       "      <td>Michael Saquella</td>\n",
       "      <td>United States</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Cactus Blue Entertainment</td>\n",
       "      <td>90.00</td>\n",
       "      <td>February 7, 2</td>\n",
       "      <td>February 7</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7665</th>\n",
       "      <td>Saving Mbango</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>April 27, 2020 (Cameroon)</td>\n",
       "      <td>5.70</td>\n",
       "      <td>29.00</td>\n",
       "      <td>Nkanya Nkwai</td>\n",
       "      <td>Lynno Lovert</td>\n",
       "      <td>Onyama Laura</td>\n",
       "      <td>United States</td>\n",
       "      <td>58750.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Embi Productions</td>\n",
       "      <td>NaN</td>\n",
       "      <td>April 27, 202</td>\n",
       "      <td>April 27</td>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>It's Just Us</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2020</td>\n",
       "      <td>October 1, 2020 (United States)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>James Randall</td>\n",
       "      <td>Christina Roz</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>120.00</td>\n",
       "      <td>October 1, 20</td>\n",
       "      <td>October 1</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7667</th>\n",
       "      <td>Tee em el</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Horror</td>\n",
       "      <td>2020</td>\n",
       "      <td>August 19, 2020 (United States)</td>\n",
       "      <td>5.70</td>\n",
       "      <td>7.00</td>\n",
       "      <td>Pereko Mosia</td>\n",
       "      <td>Pereko Mosia</td>\n",
       "      <td>Siyabonga Mabaso</td>\n",
       "      <td>South Africa</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PK 65 Films</td>\n",
       "      <td>102.00</td>\n",
       "      <td>August 19, 20</td>\n",
       "      <td>August 19</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7668 rows × 18 columns</p>\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",
       "7663                                    More to Life    NaN      Drama  2020   \n",
       "7664                                     Dream Round    NaN     Comedy  2020   \n",
       "7665                                   Saving Mbango    NaN      Drama  2020   \n",
       "7666                                    It's Just Us    NaN      Drama  2020   \n",
       "7667                                       Tee em el    NaN     Horror  2020   \n",
       "\n",
       "                              released  score      votes         director  \\\n",
       "0        June 13, 1980 (United States)   8.40  927000.00  Stanley Kubrick   \n",
       "1         July 2, 1980 (United States)   5.80   65000.00   Randal Kleiser   \n",
       "2        June 20, 1980 (United States)   8.70 1200000.00   Irvin Kershner   \n",
       "3         July 2, 1980 (United States)   7.70  221000.00     Jim Abrahams   \n",
       "4        July 25, 1980 (United States)   7.30  108000.00     Harold Ramis   \n",
       "...                                ...    ...        ...              ...   \n",
       "7663  October 23, 2020 (United States)   3.10      18.00    Joseph Ebanks   \n",
       "7664  February 7, 2020 (United States)   4.70      36.00     Dusty Dukatz   \n",
       "7665         April 27, 2020 (Cameroon)   5.70      29.00     Nkanya Nkwai   \n",
       "7666   October 1, 2020 (United States)    NaN        NaN    James Randall   \n",
       "7667   August 19, 2020 (United States)   5.70       7.00     Pereko Mosia   \n",
       "\n",
       "                       writer              star         country      budget  \\\n",
       "0                Stephen King    Jack Nicholson  United Kingdom 19000000.00   \n",
       "1     Henry De Vere Stacpoole    Brooke Shields   United States  4500000.00   \n",
       "2              Leigh Brackett       Mark Hamill   United States 18000000.00   \n",
       "3                Jim Abrahams       Robert Hays   United States  3500000.00   \n",
       "4          Brian Doyle-Murray       Chevy Chase   United States  6000000.00   \n",
       "...                       ...               ...             ...         ...   \n",
       "7663            Joseph Ebanks      Shannon Bond   United States     7000.00   \n",
       "7664              Lisa Huston  Michael Saquella   United States         NaN   \n",
       "7665             Lynno Lovert      Onyama Laura   United States    58750.00   \n",
       "7666            James Randall     Christina Roz   United States    15000.00   \n",
       "7667             Pereko Mosia  Siyabonga Mabaso    South Africa         NaN   \n",
       "\n",
       "            gross                    company  runtime    releasednew  \\\n",
       "0     46998772.00               Warner Bros.   146.00  June 13, 1980   \n",
       "1     58853106.00          Columbia Pictures   104.00  July 2, 1980    \n",
       "2    538375067.00                  Lucasfilm   124.00  June 20, 1980   \n",
       "3     83453539.00         Paramount Pictures    88.00  July 2, 1980    \n",
       "4     39846344.00             Orion Pictures    98.00  July 25, 1980   \n",
       "...           ...                        ...      ...            ...   \n",
       "7663          NaN                        NaN    90.00  October 23, 2   \n",
       "7664          NaN  Cactus Blue Entertainment    90.00  February 7, 2   \n",
       "7665          NaN           Embi Productions      NaN  April 27, 202   \n",
       "7666          NaN                        NaN   120.00  October 1, 20   \n",
       "7667          NaN                PK 65 Films   102.00  August 19, 20   \n",
       "\n",
       "           month yearcorrect  \n",
       "0        June 13        1980  \n",
       "1         July 2       1980   \n",
       "2        June 20        1980  \n",
       "3         July 2       1980   \n",
       "4        July 25        1980  \n",
       "...          ...         ...  \n",
       "7663  October 23           2  \n",
       "7664  February 7           2  \n",
       "7665    April 27         202  \n",
       "7666   October 1          20  \n",
       "7667   August 19          20  \n",
       "\n",
       "[7668 rows x 18 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop any duplicates\n",
    " \n",
    "df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0075da54",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Budget high correlation\n",
    "# Company high correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "44b18d1b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatter plot with budget against gross\n",
    "\n",
    "plt.scatter(x=df['budget'], y=df['gross'])\n",
    "\n",
    "plt.title('Budget vs Gross Earnings', fontsize = 15)\n",
    "\n",
    "plt.xlabel('Budget for Film', fontsize = 15)\n",
    "           \n",
    "plt.ylabel('Gross Earnings', fontsize = 15)\n",
    "           \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4b2f6636",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='budget', ylabel='gross'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting budget against gross to see if it has any correllation\n",
    "\n",
    "sns.regplot(x='budget', y='gross', data=df, scatter_kws={'color': 'red'}, line_kws={'color':'blue'}) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f12018ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>1.00</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.10</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.22</td>\n",
       "      <td>0.41</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.33</td>\n",
       "      <td>0.08</td>\n",
       "      <td>0.44</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.74</td>\n",
       "      <td>0.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.26</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.63</td>\n",
       "      <td>0.74</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.12</td>\n",
       "      <td>0.40</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         year  score  votes  budget  gross  runtime\n",
       "year     1.00   0.10   0.22    0.33   0.26     0.12\n",
       "score    0.10   1.00   0.41    0.08   0.19     0.40\n",
       "votes    0.22   0.41   1.00    0.44   0.63     0.31\n",
       "budget   0.33   0.08   0.44    1.00   0.74     0.32\n",
       "gross    0.26   0.19   0.63    0.74   1.00     0.25\n",
       "runtime  0.12   0.40   0.31    0.32   0.25     1.00"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Lets start looking at correlation\n",
    "\n",
    "df.corr(method='pearson')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b5c47dbd",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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w7fSh3PHorZmWX3l9a4ZMHMyQiYP5aOQH1KpfE4ByFWPp//07fDXlc4b+9hk33X9DqEPPM85p0ZD/m/Qer0zpz5WPXJtp+flXNuGFcW/y/Ng3eHZUH2o2qQtAdMEYnh7xOs+Pe5OXJrzNVU/eHOrQ84xGLRozcPInDJo2mJu6ZD5PLa9ryYfj/8uH4//LWz++TY1zaqQuK1K8CC8MfIGPfxvIx5MGUq9RvVCGnqe0uuI/zJz7C7PmT+TxJztnWl67Tk3G/TqcTdv+4dHHjl+HK1aKY8TPQ/lj9jim/zWGzo/cFcqw8wSfzxuUV7ioKTyHXXfVldx+Y0de7PV2uEPJMzweD+++15MO13Ri06ZEfv99FGPGTGTp0pWpZdq2bUnt2jVocH5Lmja9gPf7v07LFtdRv/7Z3HvvrVx22bUcPZrEyJFf8ssvv7Fq1Vp6936evn36M2HCFNq2bUnv3i/Qvl3mBCo/8ng8dH/9cZ687Vm2JWxj8NiPmDHhT9auWJdaJmFDAl1vepL9e/Zz4eXNePaN7jzUoSveZC8DXhvI8n9WULhIYT77ZSBzps1Nt66A43EwPe/jv51eZ3fiDp4Z1ZdFE+eQuHJTapllMxaxaOIcACrWq8p9A7rRu3V3ko8k8cHtPTl68Aie6Ci6//Aai6fMZ+28FeE6nFzJ4/HwSO9HePmOl9mRsJ33Rr/HXxNnsmHFhtQyiRu28Lx5ngN79tO4ZWO69nuMp67tDkDnVzszd8pc+j7cl+iYaAoWLhiuQ8nVPB4Pb7zzCjddey+bNyUyccr/+GXsJJYvW5VaZveu3bz4bG/aX31FunW9yV56vNSPhQsWU7RoESZN+5Epv81It65EFtVY5rAm8edTonixcIeRpzRpEs/qVetYu3YDSUlJ/PDDaK65pk26Mldf04Zvvv4RgNmz51GiRDHi4mKpW7c2s2bP49Chw3i9Xn6f/hcdO7YFwOeDYsWKAlC8eHESE7aE9sBysXMuqMemtZtIWJ9AclIyk0ZO5tK2l6Qr88+cxezfsx+Af/9eTGyFWAB2bN3J8n/cBOfQgUOsXbGOsnFlQ3sAeUD1+NpsX7eFHRu24k3y8vfoP2jQpmm6MkcPHkl9X/CsguDLvCwqOoqo6Gh8Ph+S3tnxZ5OwdjNb1ieSnJTMtNHTuKjNRenKLJ27hAP+z/HSecsoW6EMAIWLFubcZucx4bsJACQnJXNg74HQHkAe0ahJA9asXsc6/zX6p/+NyZRAbt++k3l/LyI5OTnd/C1btrFwwWIA9u8/wPJlq6hQsXzIYs8TfCnBeYVJ0GssjTEe4CJr7R/B3pfkTRUrlmfjps2p05s2JdCkaXzmMhuPl9m8KZEKFeNYvHgZr7z6NKVLl+TQocO0bXs5f/+9EIBnn32NkaOG0qfvi3g8HlpdfmNIjicviI0ry9bN21KntyVs45wLzsm2/DW3tuevybMyzY+rXJ6zz6vN4nlLghJnXlaifGl2bd6ROr0rYQfV42tnKtegbVM6PnsbxcqUYOB9/VLnOx6H537uR2y1OKZ9NZ5181dmWje/KxNXhm2bt6dOb0/YTt34utmWb3NLG+ZMngtAXNUK7N25h27vPEmNc2qwctFKBr36CUcOHcl2/fyqQoXybN6YmDq9eXPiaXUtqlK1Euc3qM/cOQtyMry8T4N3To21NgV4J9j7kbzLcZxM8zLWzmRXZtmyVbz77kBG/zyMESO/ZNGiJXiT3b4lDzzYieee7UXdsy/huWd78fHHbwTnAPKizKfTreLNwgWXxHP1be35uM/gdPMLn1WI3oNf5YNXPuLg/oNBCDJvy+ozSxaneOH42fRu3Z1Bnd/m6u63HC+a4qPfVc/x8sWPUK1hbSqcXSWI0eZRWV4Xsi56/sUNaHNLG4b0/QKAqGgPtc6rzdivxvLEVY9z5NBhbs6ij6YEdo0+mSJFzmLIVx/y0vN92L9PNcORLFRN4ROMMTcaY7L6OsuSMaazMWaOMWZOMAOT8Nu0KZHKlSqmTleqVIHEhK2Zy1Q+XqZipbjUpu2hX1qaX3INbdvcwq5du1m5ag0Ad9xxIyNH/gLAjz+O0eCdNLYlbKdcxdjU6dgKsWzfsiNTuVrn1OS5t57ixft6sHfX3tT5UdFR9B78KhN/msS0cdNDEnNesztxB6UqlkmdLlWhDHu27sq2/KpZSyhbrTxFSqXvSnNo70FWzFxM/Rb6/Ga0I2E7sRWPd8MoW6EsO7dm/hxXr1edx998nF4P9GTf7n0AbE/YwfaE7SyfvwyAGWNnUOu8zDXK4tZQVqwclzpdsWJcpmv0iURHR/PFsA/5wY5mzOgJwQgxb4uwpvBQJZbdge+BI8aYvcaYfcaYvSdawVo7yFrbxFrbJDQhSrjMnbuAWrWrU61aZWJiYrjppg6MGTMxXZkxYyZy+x3u6OOmTS9g7959JCa6Tbmxse6Xd+XKFenYsR3f21EAJCRs5T//cftbtWx5CatWrQ3REeV+S+cvpXKNSlSoEkd0TDStr72c6RPS91YpV7EcvQe/Su8n+rJh9cZ0y55/52nWrlzP8EE/hDLsPGXdglXEVo+jTOVYomKiaNThEhZOTP93ctlqx/uaVT63BtEx0RzYtY+ipYtRuPhZAMQUjKFu8/PYsmozkt7yBcupWKMS5auUJzommss6XMZfE/9KVya2YiwvDnqJd7q9w+Y1x8/h7m272J6wjUo1KwHQsHlD1q9YH9L484p5cxdRs2Z1qvqv0dffeDW/jJ0U8Pr9B/Rh+bJVfDzgiyBGKblFSEaFW2vzzWiWZ17px+x5C9m9ey+tr+tEl/vv5MYObcMdVq7m9Xp5qnsPRo4aSlRUFEOHWpYsWcH9D9wBwGeffs34XybTtu3lLPpnKocOHuKhh59JXf/rbz6mdOlSJCcl0/3J/2P3bvdvlq6PPs9bb79CdFQ0h48coWvXF8JyfLmR15vCey9/yDvfvIHH42HM8HGsXb6Oa++8BoCRX/3MvU/eSYlSxene5wl3nWQvD17VhfObnke7m9qwavFqPp/wCQCD+n3GzN8y98HMz1K8Kdgen/Po0BdxojzMtFNIXLGRS+9wBz1M//pX4ttfyIU3XIY32UvS4aN83vV9AIqXK8Wd73TB4/HgeDz8PeZP/vnt7zAeTe6U4k1h4P99TM+veuGJ8jBx+ETWL19P+07tARg3bBy3PnEbxUsVp0vvLoB7vXnymm4ADOzxCU9/8AzRMdEkrk/k/affD9OR5G5er5fnn+nJ9z99hicqim+++oFlS1dyz33uXTaGfP4d5cqV5depP1KsWFFSUlJ4qMs9XNKsPeeeW49bbruOf/9ZyuTpIwF4vee7/DphajgPKXdJCd+tgYLBCdVIQ2NMKaAOUOjYPGvttEDWTdq+WsMhg6xk1VbhDiHiNSpVK9wh5AsNYzRCPdjWpuwPdwgRb+Zu3VoqFLbvXR5wF71gOTzr+6DkOIWa3RyWYwtJjaUx5gHgCaAyMB+4CPgTUDYjIiIiEiFC1cfyCaApsM5aezlwAbDtxKuIiIiIRLiUlOC8wiRUieVha+1hAGNMQWvtUiD7m42JiIiISJ4Tqkc6bjTGlARGABONMbsADXEUERGR/C2MtwYKhlCNCr/e//ZVY8xkoATwSyj2LSIiIiKhEaoaS4wxlwJ1rLVfGGNigUrAmlDtX0RERCTXibBHOoZqVPgrQBPcfpVfADHAMKB5KPYvIiIikitFWGIZqsE71wMdgQMA1trNQL65abqIiIhIfhCqxPKotdYH+ACMMUVCtF8RERGRXMvn8wblFS6hSiytMeYToKQx5kHgV2BwiPYtIiIiIiEQqsE7R3CTyb24/Sx7WGsnhmjfIiIiIrlThPWxDFViWR736Tt/A5/jJpkiIiIi+VuE3ccyJE3h1tqXgTrAZ8A9wApjTB9jTK1Q7F9EREREgi9UfSzxD95J9L+SgVLAD8aYN0MVg4iIiEiuEmHPCg/VfSwfB+4GtgOfAs9Ya5OMMR5gBfBsKOIQERERkeAJVR/LssAN1tp1aWdaa1OMMdeEKAYRERGR3CXC+liG6lnhPU6wbEkoYhARERHJdSJsVHjI+liKiIiISGQLVVO4iIiIiGQUYU3hqrEUERERkRyhGksRERGRcFEfSxERERGRzFRjKSIiIhIuEVZjqcRSREREJFw0eEdEREREJDPVWIqIiIiES4Q1havGUkRERERyhGosRURERMIlwvpYKrEUERERCRc1hYuIiIiIZKYaSxEREZFwibCmcNVYioiIiEiOyBM1liWrtgp3CBFv9/rfwh1CxPuoUY9wh5AvPLV5crhDiHj1S1cNdwgR7/mSzcIdgoRKhPWxzBOJpYiIiEhEirDEUk3hIiIiIpIjVGMpIiIiEi4+X7gjyFGqsRQRERGRHKEaSxEREZFwUR9LEREREZHMVGMpIiIiEi4RVmOpxFJEREQkXPTkHRERERGRzFRjKSIiIhIuEdYUrhpLEREREckRqrEUERERCZcIu0G6EksRERGRcFFTuIiIiIhIZqqxFBEREQkX1ViKiIiIiGSmGksRERGRcImwG6QrsRQREREJE19K+EaFG2PaAf2BKOBTa22/DMtLAMOAqrg549vW2i9OtE01hYuIiIjkM8aYKGAA0B6oD9xmjKmfodijwGJrbUOgJfCOMabAibarGksRERGRcAnf4J1mwEpr7WoAY8x3wLXA4jRlfEAxY4wDFAV2Askn2qhqLEVERETyn0rAhjTTG/3z0vovcA6wGVgEPGGtPWEmrBpLERERkXAJ0uAdY0xnoHOaWYOstYPSTDtZRZNhui0wH2gF1AImGmN+t9buzW6/SixFREREIow/iRx0giIbgSpppivj1kymdS/Qz1rrA1YaY9YA9YBZ2W1UiaWIiIhIuIRvVPhsoI4xpgawCbgVuD1DmfVAa+B3Y0x5oC6w+kQbVR9LERERkXBJSQnO6ySstclAV2A8sMSdZf81xjxsjHnYX6wXcIkxZhEwCXjOWrv9RNtVjaWIiIhIPmStHQuMzTBvYJr3m4E2p7JNJZYiIiIi4aJnhYuIiIiIZKYaSxEREZFw8YXvkY7BoMRSREREJFzUFC4iIiIikpkSywBceWUL5s2fxMJFU3jqqUeyLPPW26+wcNEU/vprHPHx56bO79LlXmbPHs/sORN49NH7Uuc3aFCfyVN+4s+ZY/l9+igaN2kY5KOIHC/3eZfLrr6V6zo9fPLCkq1qLRpw1+S3uHvaOzTp0iHbcuUb1OSxNUOpfVXT1HlXvPUgD/49gDsm9g1FqHlK2zYt+fefaSxdPJ1nn3k0yzLvvduTpYun8/fciVwQfx4AZ59dizmzJ6S+dm5fyuOPPZC6zqNd7uXff6axYP5v9Ov7UkiOJS9ofvlFjJr+HT//+T33db0z0/Lqtavx1c+DmLNuKnc/kv4WfXc8YPhxyjB+nPo1nR68JVQh53nVWzTgvslvcf+0d2h2gmtHXIOadF8zlLPTXDskCym+4LzCRInlSXg8Ht59ryfXX3cPjRtdyc03d6RevdrpyrRt25LatWvQ4PyWdO36Iu/3fx2A+vXP5t57b+Wyy67logvb0759K2rVqg5A797P07dPfy6+6Cp693qX3r1fCPWh5VnXXXUlA9/tHe4w8jTH49Cy992MuPtNvmr9LGd3vIjSdSpmWa75C7ewfurCdPMXfz+NEXe9Fapw8wyPx8MH/V/nmg6dOL/h5dxyy3Wcc06ddGXat2tFndo1qFf/Uh555DkG/NdNzpcvX0WTpm1o0rQNzS5sx8GDhxgxchwALVtcQscObbmg0RU0jG/FO+8OzLTv/Mjj8fBi36d45PbuXHfZbbS//kpqnl09XZm9u/fS7+X3+PLjb9LNr12vJjd26sjt7e/n5lZ3cdmVzalao3IIo8+bHI/DFb3v5n93v8kXrZ+lXseLKJPNteOyF25hbYZrh0Q+JZYn0aRJPKtXrWPt2g0kJSXxww+jueaa9Ld0uvqaNnzz9Y8AzJ49jxIlihEXF0vdurWZNXsehw4dxuv18vv0v+jYsS3g9tUtVqwoAMWLFycxYUtoDywPaxJ/PiWKFwt3GHla+fha7Fm7hb3rt5GS5GX56JnUbNM4U7mG97Zh5bjZHNyR/rGwm2ct4/Du/aEKN89o1vQCVq1ay5o160lKSsLakXTs0DZdmQ4d2vLV1z8A8NesvylRsgRxceXSlWnd6lJWr17H+vWbAHjoobt4860BHD16FIBt23aE4Ghyv/MuqM/6NRvZtH4zyUnJ/DLiVy5ve1m6Mju37+Lf+UtITk5ON79GneosnPsvhw8dwev1MufPebS+qkUow8+T4uJrsWvtFvb4rx1LR8+kVhbXjgvubcPyLK4dkgVfSnBeYRLSxNIYU9gYUzeU+zxTFSuWZ+Om44/O3LQpgQoVy2cus/F4mc2bEqlQMY7Fi5fRvHkzSpcuSeHChWjb9nIqVa4AwLPPvsbrfV5g2fI/6NP3RXr0eDM0ByQCFI0rxb7NO1On9yfspGj5UunKFClfilptm7Bo2KRQh5dnVawUx4Y014KNmxKoWDEuXZlKFePYuCHNNWVjApUylDHmWr4bPiJ1uk6dmlx6aTP+mD6a3379gSaN1XUGoHyFWLZs3po6vSVhK+UqxAa07sqlq2h0UTwlShWnUOGC/Kf1xZTPcG2XzIplce0oluHaUbR8Keq0bcICXTsCE2FN4SEbFW6M6QC8DRQAahhj4oGe1tqOoYrhdDiOk2meL8OtAbIrs2zZKt59dyCjfx7G/v0HWLRoCd5kLwAPPNiJ557txciRv3DDDVfz8cdvcM01nYJzECIZZfmZTT/d4tVOzOj7Hb4wXqDymjO5XhwTExNDh2va8NLLx/uvRkdHUbJkCS65tANNm8Tz7TcDqVP34hyMPI8K4HxnZ82KdXzx32EMGv4BBw8cZNm/K1Ovz3ICAVw7Ln+1E9N07ci3Qnm7oVeBZsAUAGvtfGNM9ewKG2M6A51DEdiJbNqUSOVKx/uPVKpUgcSErZnLVD5epmKluNSm7aFfWoZ+aQF49bVn2LQpAYA77riRZ55+DYAffxzDgI/6BfU4RNLan7CTYhVLp04XrVCaA1t3pStT7vwatP9vVwAKlS5G9csbkpKcwuoJc0Maa16yaWMCVdJcCypXqkBChm4uGzclULlKmmtK5QpsTlOmXbvLmTdvEVu3Hn8c76aNCYwY4fa3nD1nPikpKZQtW5rt24/XHOVHWzZvpXzF490Iylcox7bEEz7GOJ2fvh3NT9+OBuDxFx5mS4Zru2S2L4trx/4M146482twjf/aUbh0MWr6rx0rde3Ikk+3GzptydbaPYEWttYOstY2sdY2CWZQJzN37gJq1a5OtWqViYmJ4aabOjBmzMR0ZcaMmcjtd9wAQNOmF7B37z4SE7cBEBtbBoDKlSvSsWM7vrejAEhI2Mp//nMRAC1bXsKqVWtDdEQisGXBakrWiKN4lVg8MVGc3eEiVk/8O12ZIZd254vmT/JF8ydZOXYWk18eoqTyJGbPmU/t2jWoXr0KMTExGHMto3+ekK7Mzz9P4M47bgLgwmaN2LtnL4mJxxOaW2+5Ll0zOMDIUeO5/PLmgNssXqBAgXyfVAL8O38J1WpWoVLVCkTHRNPuuiuYMuH3gNcvXdZtwo2rVJ7WV7Vk7E8TT7KGJC5YTakacZTwXzvqdbiIVRmuHYMv7c7g5k8yuPmTLB87i19fHqKkMh8JZY3lP8aY24EoY0wd4HHgjxDu/7R4vV6e6t6DkaOGEhUVxdChliVLVnD/A3cA8NmnXzP+l8m0bXs5i/6ZyqGDh3jo4WdS1//6m48pXboUyUnJdH/y/9i92+3I3PXR53nr7VeIjorm8JEjdO2qUeGBeuaVfsyet5Ddu/fS+rpOdLn/Tm7MMEBCTsznTWHK/33JdV89ixPlYfHwqexcvonzO7UCYNGw3064frsPH6XyxedQqFRR7vvrA/5693/8O3xqKELP1bxeL090e5mxY74hyuNhyJfDWbx4OZ0fdG+DM2jwV4wdN4l27VqxbMkMDh46xAMPdE9dv3DhQlzR+jIe6fJcuu1+MeQ7Ph38DvPnTeLo0STuu79bKA8r1/J6vfR58R0+/vZ9oqI8jPj2Z1YtW8PNd10PwPdDf6JMbGm+G/8FRYoVISUlhU4P3sJ1l93Ggf0HeffTPpQoXYLkpGT6vPA2+/bsC/MR5X4+bwqT/u9LbvzqWTxRHhYNn8qO5Zto6L92LDjJtUOyEGFdBpxA+6OcKWPMWcBLwLEh1eOB3tbawydbt8hZ1SPrrOdCu9frYhBsHzXqEe4Q8oWnEieHO4SIV7901XCHEPHuKlAr3CHkC0+vH5a502iIHXj9rqDkOEVeGhqWYwtJjaUxJgoYZa29Aje5FBEREZEw3hooGELSx9Ja6wUOGmNKhGJ/IiIiInmCbjd02g4Di4wxE4EDx2Zaax8PYQwiIiIiEiShTCzH+F8iIiIiAhBhtxsKWWJprf3SGFMAONs/a5m1NilU+xcRERGR4ArZfSyNMS2BFcAA4CNguTHmshOuJCIiIhLJ1MfytL0DtLHWLgMwxpwNfAtkfnq9iIiISH6gUeGnLeZYUglgrV0OxIRw/yIiIiISRKGssZxjjPkM+Mo/fQegZzyJiIhI/hVhT94JZWL5CPAo7qMcHWAabl9LEREREYkAoUwso4H+1tp3IfVpPAVDuH8RERGRXMUXYbcbCmUfy0lA4TTThYFfQ7h/ERERkdwlwkaFhzKxLGSt3X9swv/+rBDuX0RERESCKJSJ5QFjTKNjE8aYJsChEO5fREREJHeJsBrLUPaxfAL43hizGfABFYFbQrh/EREREQmiUCaWNYALgKrA9cBFuAmmiIiISP6kG6Sftv+z1u4FSgJXAoOAj0O4fxEREREJolAmll7//1cDA621I4ECIdy/iIiISO6iPpanbZMx5hPgCuANY0xBQpvYioiIiOQqvgh78k4oEzsDjAfaWWt3A6WBZ0K4fxEREREJopDVWFprDwI/pplOABJCtX8RERGRXEc1liIiIiIimYWyj6WIiIiIpBVhzwpXYikiIiISLmoKFxERERHJTDWWIiIiIuGiGksRERERkcxUYykiIiISJj5fZNVYKrEUERERCRc1hYuIiIiIZKYaSxEREZFwibAayzyRWDYqVSvcIUS8jxr1CHcIEa/L3z3DHUK+UKKhPsvB1r7OxnCHEPFeWHs43CGInJY8kViKiIiIRCJfhNVYqo+liIiIiOQI1ViKiIiIhEuE1VgqsRQREREJl5RwB5Cz1BQuIiIiIjlCNZYiIiIiYaLBOyIiIiIiWVCNpYiIiEi4RFiNpRJLERERkXDR4B0RERERkcxUYykiIiISJhq8IyIiIiKSBdVYioiIiIRLhPWxVGIpIiIiEiZqChcRERERyYJqLEVERETCJcKawlVjKSIiIiI5QjWWIiIiImHii7AaSyWWIiIiIuESYYmlmsJFREREJEeoxlJEREQkTCKtKVw1liIiIiKSI1RjKSIiIhIuqrEUEREREclMNZYiIiIiYRJpfSyVWIqIiIiESaQllmoKFxEREZEcoRpLERERkTCJtBrLgBJLY0wscMhau98YEwXcBXiBYdbaCDslIiIiInI6Aq2x/Bl4GJgHvA50AJKAC4AngxOaiIiISITzOeGOIEcFmlieDcz3v+8EXALsB/5FiaWIiIjIacmXTeG4zd4FjDFnA3usteuNMR6gaPBCy52atWzKEz0fxePx8PO3Y/l6wHfpll95fWvu6HIrAAcPHuKdF95n1eLVlKsYy0v9n6d0bCl8KT5GfT2GHz77MRyHkCdUa9GAFq/eiRPl4d/vpjDno9FZlivfoCZm5KuMe/RDVo6dDcAVbz1IjdbxHNyxl6+vfCGUYUeMl/u8y7QZsyhdqiQjhg0Mdzh5VqWWDWjW804cj4cV305h0YCsP8dlGtbk6tGvMvWRD1k3ZnbqfMfjcM24XhxM3MWku98JVdh5SoFmzSjWtStERXFozBgOfvNNpjIx8fEU69oVJyqKlD172NWtGxQoQOn+/SEmBicqisNTp3JgyJCQx59XnNcintt73IsT5eH34ZMY+/GIdMvjr2zK9d1vxedLISU5hW97fsGKOUsBuPfNLjRs1Zi9O/bQo233MEQvoRRoYjkOsEAZ4FgmVR/YFIygciuPx0P31x/nydueZVvCNgaP/YgZE/5k7Yp1qWUSNiTQ9aYn2b9nPxde3oxn3+jOQx264k32MuC1gSz/ZwWFixTms18GMmfa3HTrisvxOLTsfTc/3dGP/Qk7uXV0T1ZPnMvOFZszlWv+wi2sn7ow3fzF309jwZcTafPeQ6EMO6Jcd9WV3H5jR17s9Xa4Q8mzHI/Dha/fzYTb+nEwYSfXjO3J+glz2ZPF57jJS7ewecrCTNs454F27FmxmZhihUMVdt7i8VDsiSfY/fTTeLdto/TAgRyZMQPvuuPXVadoUYp368auZ58lZetWnJIl3QVHj7Kre3d8hw5BVBSlP/yQo7NmkbR4cXiOJRdzPB469XyAdzr1ZGfiTnqM6sf8iXPYvHJjapklMxYxf6L7R1HletV4ZEB3Xmr9BAAzfpjMpC/H8cC7j4Ul/tzOlxJZTeGB3m7oAWAM8BnQ1z+vLPBqEGLKtc65oB6b1m4iYX0CyUnJTBo5mUvbXpKuzD9zFrN/z34A/v17MbEVYgHYsXUny/9ZAcChA4dYu2IdZePKhvYA8ojy8bXYs3YLe9dvIyXJy/LRM6nZpnGmcg3vbcPKcbM5uGNvuvmbZy3j8O79oQo3IjWJP58SxYuFO4w8rewFtdi3dgv7/Z/jNSNnUrVt5s/xOfe1Yd2Y2RzO8Dk+q0JpKreOZ/m3U0IUcd4TU68e3k2b8CYkQHIyh3/7jYLNm6crU6h1aw7//jspW7cC4Nu9O3WZ79Ah9010NERH4/P5QhV6nlIzvjZb1yWybcNWvEnJ/DV6BvFtmqYrc+Tg4dT3Bc8qmO5cLp+1hAN7dE3OLwKqsbTWHgEG+Zu/ywMJ1topwQwsN4qNK8vWzdtSp7clbOOcC87Jtvw1t7bnr8mzMs2Pq1yes8+rzeJ5S4ISZ15XNK4U+zbvTJ3en7CTuPha6coUKV+KWm2b8OOtfSjfsGaoQxQ5qbPiSnEgzef4QMJOYi+olalM1XZNGG/6UDY+/ee42WudmNv7W2KKqrYyO57YWFK2Hb8mp2zbRkz9+unKRFWpghMVRan338cpXJiD//sfhydM8G/AQ+lBg4iqVIlDP/1E8hJdk7NSsnxpdm7enjq9K2EHNePrZCrXqG0zbnz2DoqVKU7/+/pmWi5Zy5d9LI0xJYGPgJtwR4MXMcZ0BJpZa18OYP3mwHxr7QFjTCegEdDfWpu32oGzqq3O5i/cCy6J5+rb2vPo9d3SzS98ViF6D36VD175iIP7D+Z8jJHAyXyiM57mFq92Ykbf7/ClqIZBcqksPsdk+Lg2e60Tc/tk/hxXviKew9v3smPRWuIuzv6PV8lChouFExVFdN267OreHadgQUoPGEDS4sV4N26ElBR2PvAATtGilOzVi6gaNfCuWROmwHMvJ8trcuZr79/jZ/H3+Fmc3ewcru9+K2936hmK8PI8Xz4dFT4Q2AVUA451QPkTeAc4aWIJfAw0NMY0BJ7FbVIfCrTIbgVjTGegc4DxhcS2hO2UqxibOh1bIZbtW3ZkKlfrnJo899ZTPHPnC+zddbx5Kyo6it6DX2XiT5OYNm56SGLOi/Yn7KRYxdKp00UrlObA1l3pypQ7vwbt/9sVgEKli1H98oakJKewesLckMYqkp2DCTspkuZzXKRCaQ5uSf85LtOgBi0+cj/HBUsXo1KrhviSUyh7QS2qtGlE5VYNiSoYQ0yxwvzng0f4/fGPQ3oMuV3Ktm14Yo9fkz2xsXi3b09XxrttGyl79sDhw/gOHyZpwQKia9VyE0s/3/79HJ0/n4LNmnFQiWUmuxJ3ULri8a5bpSqUYXeGa3Jay2ctIbZaeYqWKsb+XftCEaLkIoH2sWwNPG6tTcD/N7e1dhtQLsD1k621PuBa3JrK/sAJO3BZawdZa5tYa5sEuI+gWzp/KZVrVKJClTiiY6Jpfe3lTJ/wR7oy5SqWo/fgV+n9RF82rN6Ybtnz7zzN2pXrGT7oh1CGnedsWbCakjXiKF4lFk9MFGd3uIjVE/9OV2bIpd35ovmTfNH8SVaOncXkl4coqZRcZfv81RSvEUdR/+e4xrUXsWFC+s/x/y7uzg8XPckPFz3JujGzmPniENaPn8vf/SzfN3mcHy56kqldBpAwY7GSyiwkLVtGVOXKeOLiIDqaQq1aceSP9NfkI9OnE3P++RAVBQULElO/Psnr1+OUKIFT1H9jkwIFKNC4Mcnr14fhKHK/NQtWUr56BcpWLkdUTDQXdmieOlDnmHLV4lLfVz23BtEx0UoqA+RLCc4rXAKtsdyDO1gn4dgMY0zVtNMnsc8Y8wJwJ/Af/9N7Yk4l0NzA603hvZc/5J1v3sDj8TBm+DjWLl/HtXdeA8DIr37m3ifvpESp4nTv446G8yZ7efCqLpzf9Dza3dSGVYtX8/mETwAY1O8zZv6WuQ9mfufzpjDl/77kuq+exYnysHj4VHYu38T5nVoBsGjYbydcv92Hj1L54nMoVKoo9/31AX+9+z/+HT41FKFHjGde6cfseQvZvXsvra/rRJf77+TGDm3DHVae4vOmMPPlL7nym2dxPB5WDp/K7uWbqHun+zle9tWJP8cSAK+Xff37U+qtt8Dj4fC4cXjXrqVwx44AHBo1Cu/69RydNYsyn30GPh+HxozBu2YN0TVrUvyFF8DjwfF4ODx5Mkf//DPMB5Q7pXhTGNbjU7oPfRlPlIfp9jc2r9hIyzvaADDl6wk0bn8Rl9zQAm9yMkcPH2Vg1/dS13/og27UvehcipYqxtt/fsLI94bzu9XnP1I5gYyCM8Y8D3QEXgJ+AtoDfYCR1tr3A1g/DrgdmG2t/d2flLa01g4NJMj/VGqtjnRBdlNUhXCHEPG6/K3+RqHwdcMe4Q4h4rWvs/HkheSMvLBWdw0Jhc/X/hD2Do4bmgYnx6kye1JYji3QGss3gMPAANyaxs+BT4D+gaxsrU00xvwPODaMbDtugioiIiIiYWCMaYeby0UBn1pr+2VRpiXwPm7+t91am+34GAggsfQ3W38OdA6kdjKbbTyIOxCnNFALqIQ7IKj16WxPREREJBKE6/ap/vxuAHAlsBGYbYwZZa1dnKZMSdy7ArXzP3XxpGNrTjp4x1rrBdoAZ9IV9FGgObDXv80VBD7wR0RERCQi+VKcoLwC0AxYaa1dba09ivtkxWszlLkd+NFaux7AWrv1ZBsNtCn8PeA1Y8yr/p2fqiPW2qPGGACMMdFkuqObiIiIiOSELG7bOMhaOyjNdCVgQ5rpjcCFGTZzNhBjjJmCezef/icbHxNoYvkYEAd0N8ZsI01SaK2tGsD6U40xLwKFjTFXAl2A0QHuW0RERCQiBetZ4f4kctAJimT52JcM09FAY9yui4WBP40xM621y7PbaKCJZacAy2XneeB+YBHwEDDWWjv4DLcpIiIiIqdnI1AlzXRlYHMWZbZbaw8AB4wx04CGwJklltbaM70J4GP+m6KnJpPGmCf880RERETypXAN3gFmA3WMMTWATcCtuH0q0xoJ/NffhbEAblP5e5xAoM8Kz/YGfNbaQG4adzeZb010TxbzRERERPKNYDWFn4y1NtkY0xUYj3u7oc+ttf8aYx72Lx9orV1ijPkFWIg7iPtTa+0/J9puoE3hVTJMx+E+5/uE96I0xtyGm/3WMMaMSrOoOJD5IdsiIiIiEhLW2rHA2AzzBmaYfgt4K9BtBtoUfm/Gef6bat52klX/wH3sY1ngnTTz9+FmvyIiIiL5ls8X9of/5KhAayyzMgEYfqIC1tp1wDrgYmNMeaCpf9ESa23yGexbRERERHKZQPtY1sww6yzcJu4NWRTPav2bgbeBKbjD2z80xjxjrf0h8FBFREREIovvTB4/kwsFWmO5EvfeRsfqaw8C83AH5QTiZaDpsTu2G2NigV8BJZYiIiKSb6Xkx6Zwa+1JH/14Ep4MjwHaQQCPkxQRERGRvCOg5M4YMzKb+T8GuJ9xxpjxxph7jDH3AGPIMApJREREJL/x+ZygvMIl0Kbwy7OZ3zLA9RNxn7oTj9ucPshae8JbFYmIiIhI3nLCxDLNjdELZHGT9Jq4I74DUQz3kY47ge9wb0MkIiIikq+F6wbpwXKypvAq/pcnzfsquM+T3ADcHMhOrLWvWWvPBR4FKgJTjTG/nm7QIiIiIpL7nLDG8tiN0Y0xf1hrB5+obIC24jaL7wDK5cD2RERERPKsMD4rPCgCHRU+GMAYUwz3KTpOmmWrT7a+MeYR4BYgFvcWQw9aaxefTsAiIiIikSLSmsIDvUH6OcA3QEOO38/yWI4dFcAmqgHdrLXzTyNGEREREckDAh0V/jEwGXd0+BqgOtCXAAfhWGufP53gRERERCJZpN0gPdCblDcEnrPW7gYca+0e4BmgV7ACExEREZG8JdAay8NADJAEbDfGVAV2AWWCFZiIiIhIpAvnzcyDIdDE8nfAAENwB9+MA44AvwUnLBEREZHIl19HhZs0ky8C/+De9HxoMIISERERkbwn0BpLAIwxHqC8tXZYkOIRERERyTcibfBOoLcbKgUMAG7C7WdZxBjTEWhmrX05iPGJiIiISB4R6Kjwj4E9uPejPOqf9yfuTc9FRERE5DT4fE5QXuESaGLZGnjcWpuA/8bo1tpt6LGMIiIiIqfN5wvOK1wCTSz34D7KMZX/lkMJOR6RiIiIiORJgSaWnwL/M8ZcDniMMRcDXwIDgxaZiIiISIRL8TlBeYVLoKPC38C9SfoA3Bulfw58AvQPUlzpNIwpe/JCckae2jw53CFEvBINe4Q7hHzhjgU9wx1CxDv63nPhDiHixawNdwQip+eEiaUx5mZr7ffWWh/wvv8lIiIiIjkg0p68c7Km8M/SThhjtgYxFhERERHJw07WFJ4xjY4JViAiIiIi+U1+u0F6xgHrEfZESxEREZHwibTE6mSJZUFjTNqe8IUzTGOt1YgEERERETlpYvkNUCXN9HcZpiMt0RYREREJmXzVFG6tvTdUgYiIiIhI3hbofSxFREREJIdF2u2GlFiKiIiIhElKuAPIYYE+0lFERERE5IRUYykiIiISJr5MtwzP2wJOLI0xVwK3AuWstR2MMU2A4tba34IWnYiIiIjkGQE1hRtjHgM+BlYAl/lnHwJ6BykuERERkYiX4gvOK1wC7WPZDbjCWtuP4/1MlwJ1gxGUiIiISH6QghOUV7gEmlgWAzb43x/Lg2OAozkekYiIiIjkSYEmltOA5zPMexyYnLPhiIiIiOQfPpygvMIl0ME7jwGjjTEPAsWMMcuAvUCHoEUmIiIiInlKQDWW1toEoClwC3A7cDdwobU2MYixiYiIiES0lCC9wiXg2w1Za33AX/6XiIiIiEg62SaWxpgl1tpz/O83cHzQTjrW2qpBik1EREQkouWnG6Q/mOZ9p2AHIiIiIpLfRNqzwrNNLK2109NM/mut3R6CeEREREQkjwq0j+V6Y8wU4BvgJ2vtgeCFJCIiIpI/5JsaywyqAgZ4GPjYGPMzbpI5zlqbHKzgRERERCTvCCix9DeDfwR8ZIypinvLodeBz4HY4IUnIiIiErny0+Cd7JT3v8oCu3M0GhEREZF8JCWy8srAEktjTH3gNtyaykKABa6z1s4KYmwiIiIikocEWmM5A/gf0Bn4zX+zdBERERE5Ayn5tCm8vLX2aFAjEREREZE8LdDBO0eNMfcCdwKVgE3AV9baL4IZnIiIiEgki7QmYE8ghYwxLwHPA98Bj/v/f9Y/X0REREROQ0qQXuESaFP4A0BLa+26YzOMMeOBabi3Hco3zmnRkJt63IMnysMfw39j4scj0y0//8omXNPd4PP5SEn28kPPL1k9ZxnRBWPoNvxVogvGEBXlYd64vxj73vdhOorcp22blrz7bk+iPB4+/+Jb3nxrQKYy773bk/btWnHw0CHuv/9J5s3/h7PPrsU3X3+cWqZmjaq8+trbfPDhpwA82uVeunS5l+TkZMaNm8TzL+Srj+sJVWrZgGY978TxeFjx7RQWDRidZbkyDWty9ehXmfrIh6wbMzt1vuNxuGZcLw4m7mLS3e+EKuyI8nKfd5k2YxalS5VkxLCB4Q4nT4qqE0+Bq+8Fj4fkOZNImjYi3fKYSzsSFf8fAByPBye2Mgf73A+H9uOfSaEu/fDt3cmRr/qFOPq849wW8Zge9+KJ8jB9+CTGfzwi3fKGVzahY/dbU7/7hvccwqo5SylVoQz3vtuV4rEl8aX4+P3bX/nti7HhOQgJiUATyyLAtgzzdgCFczac3M3xOJie9/HfTq+zO3EHz4zqy6KJc0hcuSm1zLIZi1g0cQ4AFetV5b4B3ejdujvJR5L44PaeHD14BE90FN1/eI3FU+azdt6KcB1OruHxePig/+u0u+o2Nm5MYOafYxn98wSWLDl+btq3a0Wd2jWoV/9SLmzWiAH/7csll3Zg+fJVNGnaJnU769fOZcTIcQC0bHEJHTu05YJGV3D06FFiY8uE5fhyI8fjcOHrdzPhtn4cTNjJNWN7sn7CXPas2JypXJOXbmHzlIWZtnHOA+3Ys2IzMcXy1WUgR1131ZXcfmNHXuz1drhDyZscDwU63M/hL3rh27uTQo/0JXnJHHzbNqYWSZo+iqTpowCIqteYmEuuOZ5UAtGXXIVv2yYoqM9xdhyPh9t63s/7nXqxK3EnL4zqy8KJc0hYefw8L53xDwsmPg1ApXpV6TygO6+07oY32cv3vYey4d81FCxSiJdGv8GS3xemWze/S3Eia/BOQE3hwC/A18aYusaYwsaYesCXwPhAd2SMqRHIvNysenxttq/bwo4NW/Emefl79B80aNM0XZmjB4+kvi94VsF0nSeOLYuKjiIqOhqfL9J6VpyeZk0vYNWqtaxZs56kpCSsHUnHDm3TlenQoS1fff0DAH/N+psSJUsQF1cuXZnWrS5l9ep1rF/vJvoPPXQXb741gKNH3XFn27btCMHR5A1lL6jFvrVb2L9+GylJXtaMnEnVto0zlTvnvjasGzObwzv2ppt/VoXSVG4dz/Jvp4Qo4sjUJP58ShQvFu4w8ixP5dqk7EzEt2sreJPxLpxB9DlNsi0f3eBSkhdOT512ipcmum4jkuZMCkW4eVaN+NpsXZfI9g1b8SYlM2f0DBq2SX+ejxw8nPq+4FmFUr/f9m7bzYZ/17hlDhwmYdUmSsaVDl3wEnKBJpZdgX3AAmA/MB84ADx2Cvv6XxbzfjiF9cOuRPnS7Np8PDnZlbCDEuVLZSrXoG1TXp70Lg9//jxfP3u8mdbxODw/9g36zR3M0ukLWTd/ZUjizu0qVopjw8bjNWUbNyVQsWJcujKVKsaxccPxMps2JlApQxljruW74SNSp+vUqcmllzbjj+mj+e3XH2jSuGFwDiAPOiuuFAc270ydPpCwk7PiSmUqU7VdE5Z9lflLt9lrnZjb+1tI0R9HEj5O8dL49hy/Jvv27sQpkU3LREwBourEk/zvX6mzClx9L0d/GQa+SHtac84qmem7bycly2c+z/Ftm/HapPfp+vkLDE3z3XdMmcqxVK1fgzXz1VKXli9Ir3AJdFT4XuAuY8w9uE/c2W6tDeg30V+7eS5QwhhzQ5pFxXFvtp5nOFlVV2fx01s4fjYLx8+mVrNzuLr7Lfy3U2+3aIqPflc9R+HiZ/HgJ09T4ewqJCzfEOSoc7+szmvG2tyTlYmJiaHDNW146eW+qfOio6MoWbIEl1zagaZN4vn2m4HUqXtxDkaehwXwWW72Wifm9vkOX4bksfIV8Rzevpcdi9YSd/E5QQxS5CSyakHMpiUoql4TvOuXpjaDR9VthO/AHlI2r8ZTo34Qg4wAAZ7n+eNnMX/8LOo0O4eO3W/h/U69UpcVPKsQD338NLbnFxzefyiIwUq4nTCx9D8XPCuVjTEAWGvXn2QfdYFrgJJAhzTz9wEPnmDfnXFvyE65XHLz0N2JOyhV8fhfaaUqlGHP1l3Zll81awllq5WnSKliHNi1L3X+ob0HWTFzMfVbNFRiiVv7WKVyxdTpypUqkJCwJV2ZjZsSqFzleJlKlSuwOU2Zdu0uZ968RWzduj3ddkeMcPtbzp4zn5SUFMqWLc327cdr6vKrgwk7KVLxeHNUkQqlObgl/We5TIMatPioKwAFSxejUquG+JJTKHtBLaq0aUTlVg2JKhhDTLHC/OeDR/j98cw1FCLB5NuTvobSKV4a396sf7+jGzQnecGM1GlPtXpE1WtC4bMvgOgCOAULU/Dmxzjy/YdBjzuv2Z24M8N3X2l2b83+Orpi1hJiq8Wlfvd5oqN4aOBTzBrxO/PG64F9GUVaffnJaizXcrweI8u/WYCoE23AWjsSGGmMudha+2eggVlrBwGDALpWvyVXtLetW7CK2OpxlKkcy+4tO2nU4RKGPP5BujJlq5Vn+zo34al8bg2iY6I5sGsfRUsXw5vs5dDeg8QUjKFu8/P4deCocBxGrjN7znxq165B9epV2LQpEWOu5c67Hk1X5uefJ9DlkXsYPnwkFzZrxN49e0lM3Jq6/NZbrkvXDA4wctR4Lr+8OVOn/UmdOjUpUKCAkkq/7fNXU7xGHEWrxHIwcSc1rr2IaY9+lK7M/y7unvr+0vc6s+HXeawfP5f14+fydz8LQNzF53Duw1cpqZSwSNm0Ek+ZCjilyuHbu5OoBs05YvtnLljwLKKq1+eIPX69TprwDUkTvgHAU6M+MZd2VFKZjbULVlKuegXKVC7H7i07adKhOZ89nv48x1aLY9u6RACqnFuDKP93H8BdbzxC4spN/PrZzyGPPS/Ib88KX4jbXP0lMAzYfOLiJ7TDGDMJ9yk+5xljGgAdrbW9z2CbIZXiTcH2+JxHh76IE+Vhpp1C4oqNXHrHFQBM//pX4ttfyIU3XIY32UvS4aN83vV9AIqXK8Wd73TB4/HgeDz8PeZP/vnt7zAeTe7h9Xp5otvLjB3zDVEeD0O+HM7ixcvp/OCdAAwa/BVjx02iXbtWLFsyg4OHDvHAA8eTnsKFC3FF68t4pMtz6bb7xZDv+HTwO8yfN4mjR5O47/5uoTysXM3nTWHmy19y5TfP4ng8rBw+ld3LN1H3zlYALPvqtzBHmD8880o/Zs9byO7de2l9XSe63H8nN2YYuCYnkJLC0dGfUeiel8DxkPz3ZHxbNxLd7EoAkmdNBCC6fjO8KxdA0pETbU2ykeJN4bsen/HE0JfwRHmYYSeTsGIjl93hnudpX0+kUfsLueiGFqnffYO7vgdArSb1uPjGFmxcso6Xx74FwIg3v+GfKfPCdjwSXM7JRiYbY84D7gYMsBQYCvxorT2lThLGmKnAM8An1toL/PP+sdaed7J1c0uNZSQbuHn6yQvJGfk09vJwh5Av3LGgZ7hDiHhH33vu5IXkjHT/OtwR5A+frP0+7PWFX1fsFJQc547Nw8JybCcdFW6t/cda+wxQA3gXt79kgjGm0Snu6yxrbcbOFcmnuA0RERERyaUCvUE6QB2gBXAxMA/IftRK1rYbY2rh77NpjLkJSDjFbYiIiIhEjEhrkj3ZqPDSwG24TeHFgK+AywIYCZ6VR3EH49QzxmwC1gCdTmM7IiIiIhEhvw3e2YybAH4FzPTPq22MqX2sgLU2oF7+1trVwBXGmCKAx1q772TriIiIiEjecbLEMhF3VPiDZH3PSR9QM5AdGWO6Z5gG2APMtdbOD2QbIiIiIpEkX93H0lpbPQf31cT/Gu2fvhqYDTxsjPneWvtmDu5LRERERELsVAbvnKkyQCNr7X4AY8wruM8KvwyYCyixFBERkXwl0gbvnPR2QzmoKnA0zXQSUM1/P0zdtVZERETynRQnOK9wCWWN5TfATGPMSP90B+Bb/2CexSGMQ0RERESCIGSJpbW2lzFmLHAp7nPHH7bWzvEvviNUcYiIiIjkFvlq8E5O8N8L85g1/lfqMmvtzmDHICIiIiLBF4oay7m4fVMd3H6Wu/zvSwLrcR8VKSIiIpLvRFqNZdAH71hra1hrawLjgQ7W2rLW2jK4zxz/Mdj7FxEREZHQCOWo8KbW2rHHJqy143CfPS4iIiKSL/mc4LzCJZSjwrcbY14GhuE2jXcCdoRw/yIiIiK5iprCT99tQCzwEzACKOefJyIiIiIRIJS3G9oJPBGq/YmIiIjkdpFWYxmyxNIYM5ksnlxkrW0VqhhEREREJHhC2cfy6TTvCwE3Askh3L+IiIhIrhJpzwoPZVP43AyzZhhjpoZq/yIiIiK5TTif6x0MoWwKT/sEHg/QBIgL1f5FREREJLhC2RR+7Ak84DaBrwXuD+H+RURERHKVcA7eMca0A/oDUcCn1tp+2ZRrCswEbrHW/nCibYbydkP1gQHAAuAfYBwwJ4T7FxERERHAGBOFm5e1x83RbjPG1M+m3Bu4T1A8qVAmll8C5wAfAB/6338Vwv2LiIiI5CopQXoFoBmw0lq72lp7FPgOuDaLco8B/wO2BrLRUDaF17XWNkwzPdkYsyCE+xcRERHJVYI1KtwY0xnonGbWIGvtoDTTlYANaaY3Ahdm2EYl4HqgFdA0kP2GMrGcZ4y5yFo7E8AYcyEwI4T7FxEREckX/EnkoBMUyWo8esY8933gOWut1xgT0H6DnlgaYxbhBhoD3GWMWe+frgYsDvb+RURERHKrMN5uaCNQJc10ZWBzhjJNgO/8SWVZ4CpjTLK1dkR2Gw1FjeU1IdiHiIiIiARuNlDHGFMD2ATcCtyetoC1tsax98aYIcDPJ0oqIQSJpbV2XbD3ISIiIpIXhet2Q9baZGNMV9zR3lHA59baf40xD/uXDzyd7Yayj6WIiIiI5BLW2rHA2AzzskworbX3BLJNJZYiIiIiYaJnhYfB2pT94Q4h4tUvXTXcIUS89nU2hjuEfOHoe8+FO4SIV+DJN8IdQsRbM7RLuEOQEEmJsNQylDdIFxEREZEIlidqLEVEREQiUTifFR4MqrEUERERkRyhGksRERGRMImsHpZKLEVERETCRk3hIiIiIiJZUI2liIiISJiE8VnhQaEaSxERERHJEaqxFBEREQmTSLtBuhJLERERkTCJrLRSTeEiIiIikkNUYykiIiISJrrdkIiIiIhIFlRjKSIiIhImGrwjIiIiIjkistJKNYWLiIiISA5RjaWIiIhImGjwjoiIiIhIFlRjKSIiIhImkTZ4RzWWIiIiIpIjVGMpIiIiEiaRVV+pxFJEREQkbDR4R0REREQkC6qxFBEREQkTX4Q1hqvGUkRERERyhGosRURERMIk0vpYKrEUERERCRPdx1JEREREJAuqsRQREREJk8iqr1SNpYiIiIjkENVYioiIiIRJpPWxVGJ5ihq1aEznVzvjifIw4bsJ/PDR9+mWt7yuJTc+chMAhw8c5qOXBrBmyRoAihQvwuNvPk7Vs6uBD/o/8z5L/14a8mPIC5pffhHP9eqGJyqKH78exef//Srd8uq1q9Hr/Zc45/y6fNjvE778+JvUZXc8YLixU0dwHH4cNophg4eHOvw8oUCzZhTr2hWiojg0ZgwHv/kmU5mY+HiKde2KExVFyp497OrWDQoUoHT//hATgxMVxeGpUzkwZEjI488LourEU+Dqe8HjIXnOJJKmjUi3PObSjkTF/wcAx+PBia3MwT73w6H9+GdSqEs/fHt3cuSrfiGOPjK83Oddps2YRelSJRkxbGC4w8mzmrRszCOvPoInysMv3/7C8I9suuWtrrsc08UAcOjAIT588UNW+7/7hv7xJYcOHCTFm4LX66Xr1Y+HPP7cTKPC8zGPx8MjvR/h5TteZkfCdt4b/R5/TZzJhhUbUsskbtjC8+Z5DuzZT+OWjena7zGeurY7AJ1f7czcKXPp+3BfomOiKVi4YLgOJVfzeDy82PcpOpsn2JKwlW9/+ZwpE35n9fK1qWX27t5Lv5ffo1W7y9KtW7teTW7s1JHb299P0tFkPv72Pab9OoP1azaG+ChyOY+HYk88we6nn8a7bRulBw7kyIwZeNetSy3iFC1K8W7d2PXss6Rs3YpTsqS74OhRdnXvju/QIYiKovSHH3J01iySFi8Oz7HkVo6HAh3u5/AXvfDt3UmhR/qSvGQOvm3HP4tJ00eRNH0UAFH1GhNzyTXHk0og+pKr8G3bBAULhzz8SHHdVVdy+40debHX2+EOJc/yeDx07f0oz9/+ItsTtvPhzx/w58SZrF+xPrVM4oZEnr75Gfbv2U/Tlk3o9sYTPN6xW+ryZ8xz7N21NwzRS6ipj+UpODv+bBLWbmbL+kSSk5KZNnoaF7W5KF2ZpXOXcGCP+8WwdN4yylYoA0DhooU5t9l5TPhuAgDJSckc2HsgtAeQR5x3QX3Wr9nIpvWbSU5K5pcRv3J52/QJ5M7tu/h3/hKSk5PTza9RpzoL5/7L4UNH8Hq9zPlzHq2vahHK8POEmHr18G7ahDchAZKTOfzbbxRs3jxdmUKtW3P4999J2boVAN/u3anLfIcOuW+ioyE6Gp8vsppycoKncm1Sdibi27UVvMl4F84g+pwm2ZaPbnApyQunp047xUsTXbcRSXMmhSLciNUk/nxKFC8W7jDytLrxddm8NoFE/3ff1FFTuaTNxenKLJ67hP3+774l85ZStkLZcISaJ/mC9C9cwpJYGmNKGWMahGPfZ6JMXBm2bd6eOr09YTtlypfJtnybW9owZ/JcAOKqVmDvzj10e+dJ+o/9gMfeeFw1ltkoXyGWLZu3pk5vSdhKuQqxAa27cukqGl0UT4lSxSlUuCD/aX0x5SuWD1aoeZYnNpaUbdtSp1O2bSMqNv05jqpSBU/RopR6/31Kf/IJhdq0SbMBD6U//ZTYESM4OmcOyUuWhCr0PMMpXhrfnh2p0769O3FKZHO9iClAVJ14kv/9K3VWgavv5egvw8AXaQ1lkteUjSvDts3HrxfbErZTJi777752t7Zl9uQ5x2f4fPT9ug8DxnzIVbe3D2aokguErCncGDMF6Ojf53xgmzFmqrW2e6hiOGOOk2lWdhU151/cgDa3tOHZG58BICraQ63zajOwxycsn7+Mzq925uYuNzPsnWHBjDhvyvI8B/bX15oV6/jiv8MYNPwDDh44yLJ/V+JN9uZ0hJEpwzl2oqKIrluXXd274xQsSOkBA0havBjvxo2QksLOBx7AKVqUkr16EVWjBt41a8IUeC6V+WOc7QUjql4TvOuXpjaDR9VthO/AHlI2r8ZTo34QgxQJwClckxte3IB2t7TlyRueSp3X7Ybu7Nyyk5JlStD3m75sWLWBRX/9E7Rw85pI+9MxlDWWJay1e4EbgC+stY2BK7IrbIzpbIyZY4yZk12ZUNuRsJ3Yiser98tWKMvOrTsylaterzqPv/k4vR7oyb7d+wDYnrCD7QnbWT5/GQAzxs6g1nm1QxN4HrNl81bKVyyXOl2+Qjm2JW4/wRrp/fTtaG5pcw/3Xt+Fvbv3sn7NhpOvlM+kbNuGJ00NpSc2Fu/29OfYu20bR2fNgsOH8e3ZQ9KCBUTXqpWujG//fo7On0/BZs1CEnde4tuTvobSKV4a396dWZaNbtCc5AUzUqc91eoRVa8JhZ8eQMFbniSq5nkUvPmxoMcskpXtCduJrXj8ehFboSw7t2T+LNeoV4Mn3+rGK/e/lvrdB6SW3b1jD3/88gd14+sGP2gJm1AmltHGmAqAAX4+WWFr7SBrbRNrbfadkkJs+YLlVKxRifJVyhMdE81lHS7jr4l/pSsTWzGWFwe9xDvd3mHzms2p83dv28X2hG1UqlkJgIbNG6br+CzH/Tt/CdVqVqFS1QpEx0TT7rormDLh94DXL122FABxlcrT+qqWjP1pYrBCzbOSli0jqnJlPHFxEB1NoVatOPLHH+nKHJk+nZjzz4eoKChYkJj69Ulevx6nRAmcokXdQgUKUKBxY5LX67OcUcqmlXjKVMApVQ6ioolq0JzkpVn8nVzwLKKq18e7ZHbqrKQJ33DozYc59PajHBn+Ht7V/3Dk+w9DGL3IccsWLKNS9YrE+b/7WnRswZ8TZ6YrE1sxlh6D/483n3iLTWs2pc4vVLgghYsUTn3f6LJGrF22NpTh53qR1scylKPCewLjgenW2tnGmJrAihDu/4yleFMY+H8f0/OrXniiPEwcPpH1y9fTvpPbZ2TcsHHc+sRtFC9VnC69uwDg9Xp58ppuAAzs8QlPf/AM0THRJK5P5P2n3w/TkeRuXq+XPi++w8ffvk9UlIcR3/7MqmVruPmu6wH4fuhPlIktzXfjv6BIsSKkpKTQ6cFbuO6y2ziw/yDvftqHEqVLkJyUTJ8X3mbfnn0n2WM+5PWyr39/Sr31Fng8HB43Du/atRTu2BGAQ6NG4V2/nqOzZlHms8/A5+PQmDF416whumZNir/wAng8OB4PhydP5uiff4b5gHKhlBSOjv6MQve8BI6H5L8n49u6kehmVwKQPMv9gye6fjO8KxdA0pFwRhuxnnmlH7PnLWT37r20vq4TXe6/kxs7tA13WHlKijeF//7fR/QZ9jqeKA/jh09g3fJ1XN3pKgDGDBtLp253ULxkMR57vStA6m2FSsaW4pXBPQCIiopi8sjJzJkyN2zHkhtFWlO4kxdGc15T9ercH2Qet/5o1k10knMm1tNgrVAo2jywgV5y+go8+Ua4Q4h4V1/QJdwh5AsTNvySVW/okLq7+o1ByXG+XPu/sBxbKAfvvAn0Bg4BvwANgW7WWo1eERERkXwpJQ9U8J2KUPaxbOMfvHMNsBE4G3gmhPsXERERkSAKZWIZ4///KuBba63aXkVERCRf8wXpFS6hHLwz2hizFLcpvIsxJhY4HML9i4iIiOQqKWFNA3NeyGosrbXPAxcDTay1ScAB4NpQ7V9EREREgiuUg3digDuBy4wxAFOBgaHav4iIiEhuE857TgZDKJvCP8btZ/mRf/pO/7wHQhiDiIiIiARJKBPLptbahmmmfzPGLAjh/kVERERylUi7QXooR4V7jTGpDxr2P3nHG8L9i4iIiOQqKfiC8gqXUNZYPg1MNsasBhygGnBvCPcvIiIiIkEUksTSGBOF+6SdOkBd3MRyqbVWD8cVERGRfEuDd06DtdZrjOlorX0PWBiKfYqIiIhIaIWyKfwPY8x/geG497AEwFr7dwhjEBEREck1Im3wTigTy0v8/7/m/9/BfepQqxDGICIiIiJBEsrE8mfcRNLxT/uAvcaYeGvt/BDGISIiIpIr+HyR1ccylLcbagw8DFQAKgKdgRbAYGPMsyGMQ0RERCRX0O2GTl8ZoJG1dj+AMeYV4AfgMmAu8GYIYxERERGRHBbKGsuqwNE000lANWvtIUC3HRIREZF8JyVIr3AJZY3lN8BMY8xI/3QH4FtjTBFgcQjjEBEREZEgCFliaa3tZYwZC1yKO4DnYWvtHP/iO0IVh4iIiEhuoRuknwFr7Vzc/pQiIiIi+V44B9oEQyj7WIqIiIhIBAtpjaWIiIiIHKf7WIqIiIiIZEE1liIiIiJhomeFi4iIiEiOiLRR4WoKFxEREZEcoRpLERERkTDR7YZERERERLKgGksRERGRMNHthkREREREsqAaSxEREZEwibQ+lnkisZy5e0W4Q4h4z5dsFu4QIt4Law+HO4R8IWZtuCOIfGuGdgl3CBFvzLyPwh2ChIhuNyQiIiIikoU8UWMpIiIiEolSNHhHRERERCQz1ViKiIiIhElk1VcqsRQREREJm0gbFa6mcBERERHJEaqxFBEREQkT1ViKiIiIiGRBNZYiIiIiYRJpzwpXYikiIiISJpHWFK7EUkRERCQfMsa0A/oDUcCn1tp+GZbfATznn9wPPGKtXXCibaqPpYiIiEiY+IL072SMMVHAAKA9UB+4zRhTP0OxNUALa20DoBcw6GTbVY2liIiISP7TDFhprV0NYIz5DrgWWHysgLX2jzTlZwKVT7ZRJZYiIiIiYRLGwTuVgA1ppjcCF56g/P3AuJNtVImliIiISIQxxnQGOqeZNcham7Yp28litSyzXGPM5biJ5aUn268SSxEREZEwCdaocH8SeaI+kRuBKmmmKwObMxYyxjQAPgXaW2t3nGy/SixFREREwiSMTeGzgTrGmBrAJuBW4Pa0BYwxVYEfgTuttcsD2ahGhYuIiIjkM9baZKArMB5Y4s6y/xpjHjbGPOwv1gMoA3xkjJlvjJlzsu06eeGO72WLn537g8zjni/ZLNwhRLzFnsPhDiFfiMmy25DkpDXefeEOIeKNmfdRuEPIF2LK1gz7BaNh3CVByXEWJP4RlmNTjaWIiIiI5Aj1sRQREREJk0BuZp6XKLEUERERCZOUPNAl8VSoKVxEREREcoRqLEVERETCJNKawlVjKSIiIiI5QjWWIiIiImESaX0slViKiIiIhImawkVEREREsqAaSxEREZEwibSmcNVYioiIiEiOUI2liIiISJhEWh9LJZanqNUV/6HPGy/hiYpi2Jff88F7g9Itr12nJh9+3JcGDc+lT893GfDh5wBUrBTHR5+8SbnysaSkpDB0yHAGfTw0HIeQ51Rv0YBWr96JE+Vh0XdTmPXR6CzLxTWoye0jX+XnRz9k+djZIY4y7zmvRTy397gXJ8rD78MnMfbjEemWx1/ZlOu734rPl0JKcgrf9vyCFXOWAnDvm11o2Koxe3fsoUfb7mGIPm84t0U8pse9eKI8TB8+ifEZznHDK5vQsfut+Hw+UpK9DO85hFVzllKqQhnufbcrxWNL4kvx8fu3v/LbF2PDcxC5XJOWjXnk1UfwRHn45dtfGP6RTbe81XWXY7oYAA4dOMSHL37I6iVrABj6x5ccOnCQFG8KXq+Xrlc/HvL4I8HLfd5l2oxZlC5VkhHDBoY7HAkzJZanwOPx8MY7r3DTtfeyeVMiE6f8j1/GTmL5slWpZXbv2s2Lz/am/dVXpFvXm+ylx0v9WLhgMUWLFmHStB+Z8tuMdOtKZo7H4Yred/P9Hf3Yl7CTTqN7smriXHas2Jyp3GUv3MLaqQvDFGne4ng8dOr5AO906snOxJ30GNWP+RPnsHnlxtQyS2YsYv5EN0GvXK8ajwzozkutnwBgxg+TmfTlOB5497GwxJ8XOB4Pt/W8n/c79WJX4k5eGNWXhRPnkJDmHC+d8Q8LJj4NQKV6Vek8oDuvtO6GN9nL972HsuHfNRQsUoiXRr/Bkt8XpltX3Gty196P8vztL7I9YTsf/vwBf06cyfoV61PLJG5I5Ombn2H/nv00bdmEbm88weMdu6Uuf8Y8x95de8MQfeS47qoruf3GjrzY6+1wh5InqY9lPtaoSQPWrF7HurUbSEpK4qf/jcmUQG7fvpN5fy8iOTk53fwtW7axcMFiAPbvP8DyZauoULF8yGLPq+Lia7Fr7Rb2rN9GSpKXpaNnUqtN40zlLri3DcvHzebgDn1BBKJmfG22rktk24ateJOS+Wv0DOLbNE1X5sjBw6nvC55VEF+ai9/yWUs4sGd/yOLNi2r4z/F2/zmeM3oGDds0SVcm/TkulHqO927bzYZ/3Vq1IwcOk7BqEyXjSocu+DyibnxdNq9NIHF9IslJyUwdNZVL2lycrsziuUvY7/+sLpm3lLIVyoYj1IjWJP58ShQvFu4w8ixfkP6FS8hqLI0x5YE+QEVrbXtjTH3gYmvtZ6GK4UxVqFCezRsTU6c3b06kcZOGp7ydKlUrcX6D+sydsyAnw4tIxeJKsW/zztTp/Qk7qRBfK12ZouVLUadtE+ytfYhrWDPUIeZJJcuXZufm7anTuxJ2UDO+TqZyjdo248Zn76BYmeL0v69vKEPM80qWL82uzTtSp3cl7KRGFuc4vm0zrn/2doqVKcF/szjHZSrHUrV+DdbMXxHUePOisnFl2LZ5W+r0toTt1Lugbrbl293altmT5xyf4fPR9+s+4PMx5uuxjP1mXDDDFckXQtkUPgT4AnjJP70cGA7kmcTScZxM83ynWIVdpMhZDPnqQ156vg/79x3IqdAiV5bnPP305a92Ylrf7/ClRFZzQjAF+ln+e/ws/h4/i7ObncP13W/l7U49QxFeZMh8ijN/eIH542cxf/ws6jQ7h47db+H9Tr1SlxU8qxAPffw0tucXHN5/KIjB5lGncE1ueHED2t3SlidveCp1XrcburNzy05KlilB32/6smHVBhb99U/QwhXJis+XEu4QclQoE8uy1lprjHkBwFqbbIzxZlfYGNMZ6Byy6AKweXMiFSvHpU5XrBhHYsLWgNePjo7mi2Ef8oMdzZjRE4IRYsTZl7CTYhWPNwEWrVCa/Vt3pSsTd34NrvlvVwAKly5GzcsbkpKcwsoJc0Maa16yK3EHpSsebxIsVaEMuzOc17SWz1pCbLXyFC1VjP279oUixDxvd+JOSlUskzpdqkJpdm/dmW35FbOWEFstjiKlinFg1z480VE8NPApZo34nXnjZ4Ui5Dxne8J2YivGpk7HVijLzi2Zz3GNejV48q1uvHTn/7Fv9/HP77Gyu3fs4Y9f/qBufF0lliJnKJR9LA8YY8qA2/BvjLkI2JNdYWvtIGttE2ttk+zKhNq8uYuoWbM6VatVJiYmhutvvJpfxk4KeP3+A/qwfNkqPh7wRRCjjCyJC1ZTqkYcJarE4omJol6Hi1g18e90ZQZf2p3BzZ9kcPMnWT52Fr++PERJ5UmsWbCS8tUrULZyOaJiormwQ/PUgTrHlKt2/I+oqufWIDomWknlKVi7YCXlqlegjP8cN+nQnAUT56QrE5vmHFc5twZRMdEc8J/ju954hMSVm/j1s59DGndesmzBMipVr0hclfJEx0TTomML/pw4M12Z2Iqx9Bj8f7z5xFtsWrMpdX6hwgUpXKRw6vtGlzVi7bK1oQxfBIAUfEF5hUsoayy7A6OAWsaYGUAscFMI93/GvF4vzz/Tk+9/+gxPVBTffPUDy5au5J77bgVgyOffUa5cWX6d+iPFihUlJSWFh7rcwyXN2nPuufW45bbr+PefpUyePhKA13u+y68TpobzkHI9nzeFSf/3JTd+9SyeKA+Lhk9lx/JNNOzUCoAFw34Lc4R5U4o3hWE9PqX70JfdW+HY39i8YiMt72gDwJSvJ9C4/UVcckMLvMnJHD18lIFd30td/6EPulH3onMpWqoYb//5CSPfG87vVj+LtFK8KXzX4zOeGPoSnigPM+xkElZs5LI7rgRg2tcTadT+Qi66oQXeZC9Jh48y2H+OazWpx8U3tmDjknW8PPYtAEa8+Q3/TJkXtuPJjVK8Kfz3/z6iz7DX8UR5GD98AuuWr+PqTlcBMGbYWDp1u4PiJYvx2Otuq8ax2wqVjC3FK4N7ABAVFcXkkZOZM0V/kJ6OZ17px+x5C9m9ey+tr+tEl/vv5MYObcMdVp5xql3qcjsnlAdkjIkG6uL2PlpmrU0KZL2yxc+OrLOeCz1fslm4Q4h4iz2HT15IzlhMlp0bJSet8armOtjGzPso3CHkCzFla4b9glG19PlByXHW71wUlmMLWVO4MSYKuApoDbQBHjPG6M7KIiIikm+pKfz0jQYOA4uAyBoCJSIiIiIhTSwrW2sbhHB/IiIiIrlapPWxDOWo8HHGmDYh3J+IiIhIrpbi8wXlFS6hrLGcCfxkjPEASbgDeHzW2uIhjEFEREREgiSUieU7wMXAImttZNX7ioiIiJyGcD7XOxhC2RS+AvhHSaWIiIhIZApljWUCMMUYMw44cmymtfbdEMYgIiIikmtE2uCdUCaWa/yvAv6XiIiIiESQkCWW1trXQrUvERERkbwgnDczD4agJ5bGmPettd2MMaMh89mz1nYMdgwiIiIiuZGawk/dV/7/3w7BvkREREQkTIKeWFpr5/rfxltr+6ddZox5Apga7BhEREREcqNw3sw8GEJ5u6G7s5h3Twj3LyIiIiJBFIo+lrcBtwM1jDGj0iwqBuwI9v5FREREciv1sTx1f+Dew7Is7tN3jtkHLAzB/kVERERyJY0KP0XW2nXAOtzHOYqIiIhIhArZfSyNMTcAbwDlAMf/8llri4cqBhEREZHcRE3hp+9NoIO1dkkI9ykiIiIiIRLKxHKLkkoRERGR4yLtdkOhTCznGGOGAyOAI8dmWmt/DGEMIiIiIrmGT4N3Tltx4CDQJs08H6DEUkRERCQChCyxtNbeG6p9iYiIiOQFago/TcaYLyBzfa+19r5QxSAiIiIiwRPKpvCf07wvBFwPbA7h/kVERERyFd1u6DRZa/+XdtoY8y3wa6j2LyIiIiLBFcoay4zqAFXDuH8RERGRsNKo8NNgjHEAL7A/zexE4LlQ7F9EREQkN1JT+Gmw1vqMMfOttY1CsT8RERERCT1PCPf1hzGmaQj3JyIiIpKr+Xy+oLzCJZR9LFsBjxhj1gIHAAfwWWsbhDAGEREREQmSUCaW7UO4LxEREZFcL7J6WBK8Ktj8/rr55ps7hzuGSH/pHOscR8pL51nnOBJeOsd6+Xy+kPaxzG86hzuAfEDnOPh0jkND5zn4dI6DT+dYlFiKiIiISM5QYikiIiIiOUKJZfAMCncA+YDOcfDpHIeGznPw6RwHn86x4Ph8ETceSURERETCQDWWIiIiIpIjlFiKSCbGmOrGmNvDHUde4D9X/5zB+muNMWVPc93rjDH1T3ffImcq47XCGNPEGPNBOGOS8FJiGWbGmKhwxxBpjDGhvPF/pKoOKLHM/a4DlFhmQdeBU2eMcYwxp5oXVCfNtcJaO8da+3iOBiZ5ivpYngJjTC9gu7W2v3/6dWALUBAw/v9/sta+4l8+AqgCFAL6W2sH+efvB94F2gJPWWunh/hQch1jTBHAApWBKKAXsBroDxQBjgCtgSTgY6AJkAx0t9ZONsbcA1yNe66LAB2AD4HzcZ8w9aq1dmQIDynXMca8Aayz1n7kn34V2AfE4T4Zywf0ttYON8bMBM4B1gBfAh8A/YCWuJ/zAdbaT4wxFYDhQHHc8/yItfb3UB5XuBljqgO/AH8BFwDLgbuAxUATa+12Y0wT4G1rbUtjTBngWyAWmAW0Axr7y/0fcAewAdgOzLXWvm2MqQUM8K9zEHgQKA38DOzxv2601q4K0WGHXVbnCrgG+ANoDowC5gNv4342Z+N+Po8YY/oBHXGvIROstU8bY24GXgG8wB5r7WWhPaLw8H9+xwGTgYuBeGut4192E3CNtfYeY8wQYC/utTcOeNZa+0MW14p5wNPW2mv815gaQAXgbKA7cBHu9WYT0MFam2SMaYz7nVgU92d5j7U2IQSHL0GgGstT8xlwN4D/r7pbcRPLOkAzIB5obIw5dkG6z1rbGPcX8XH/Fwq4ic8/1toLlVSmagdsttY2tNaeh/tFPRx4wlrbELgCOAQ8CmCtPR+4DfjSGFPIv42Lgbutta2Al4DfrLVNgcuBt/zJa372HXBLmmmDexGPB46d47f8yeLzwO/W2nhr7XvA/bhftk2BpsCDxpgauDUV4621x7YxPzSHkuvUBQZZaxvgfvl2OUHZV4Dp1toLcJOfquA2IQI34ianN+BeN44ZBDzmv548DXxkrf3Dv/4z/p9TfkoqT3SuSlprW+Am4kOAW/zXi2jgEWNMaeB64Fz/z6u3f70eQFv/9aZjSA4k96gLDPV/Jg+coFwF4FLcBL6ff17Ga0VGtXD/6L8WGAZM9v88DgFXG2NicCsBbvJ/vj8HXs+BY5IwUWJ5Cqy1a4EdxpgLgDa4f5k1TfP+b6AebqIJbjK5AJiJW3N5bL4X+F/oIs8TFgFXGGPeMMb8B/fLNsFaOxvAWrvXWpuMe1H7yj9vKbAO9y9hgInW2p3+922A540x84EpuDWZVUN0LLmStXYeUM4YU9EY0xDYhZtUfmut9VprtwBTcT/TGbUB7vKfz7+AMrif59nAvf6aifOttfuCfiC50wZr7Qz/+2G4n9PsXOYvg7V2DO7PAf86I621h/zncTSAMaYocAnwvf/8f4L7BZ+fZXmu/Ib7/68LrLHWLvdPf4l77vcCh4FPjTE34NYAA8wAhhhjHsRtNclP1llrZwZQboS1NsVauxgoH+C2x1lrk3Cv8VG4lQb4p6vj/pzOAyb6P98v47ZcSR6lPiin7lPgHtymgM9xm2f7Wms/SVvIGNMStwboYmvtQWPMFNzkBuCwtdYbqoDzAmvtcn9zyFVAX2ACbtNsRs4JNpP2L20Ht2lwWc5FGRF+AG7C/fx+h1ubEAgHt8ZsfMYF/hr6q4GvjDFvWWuH5lSweUjGz6oPt5n12B/vhbJYnlF2n20PsNtfKyyuQK4DWZax1iYbY5rhXrtvBboCray1DxtjLsT9LM83xsRba3fkZNC5WNprZ9rPZsbP7ZE070/0M8i0jrU2xRiTZK09tv0U3BzEAf611l58CvFKLqYay1P3E26zbVNgvP91n79WAWNMJWNMOaAEsMufVNbD7Vci2TDGVAQOWmuH4faJugioaIxp6l9ezN8ZfxpuvyqMMWfj1kJmlTyOBx4zxhzrK3RB8I8iT/gO98v0JtwkcxpwizEmyhgTi1ujMwu372WxNOuNx21GjAH33BtjihhjqgFbrbWDcbuKNArdoeQqVY0xx74YbwOmA2uBxv55N6Ypm/Yz3B4o5Z8/HehgjCnkv55cDW5tPbDG3wfw2ACLhv51Mv6c8ossz1UGS4Hqxpja/uk7gan+8iWstWOBbri19hhjallr/7LW9sDtIlIlyMeQW20xxpzj7+51fQDlz/QzuAyIPfb7Y4yJMcacewbbkzBTYnmKrLVHcTs5W3/z4QTgG+BPY8wi3C/rYrjV/dHGmIW4A1ECaWbIz84HZvmbQl7C7e90C/ChvzvBRNy/nj8CovznejhuJ+8jWWyvFxADLPTfCqZX8A8h97PW/ov7+dzk7xz/E7AQWAD8htshP9E/L9kYs8AY8yRuTf1i4G//+fwEt7ahJW7tzjzc5Kl/iA8pt1gC3O3/fS+NO8DsNaC/MeZ33O4vx7wGXGaM+Ru3i8F6AH+3j1G4P4sfgTm4g3LATUTv9/8u/IvbXw3cPxSeMcbM8w/wyRdOcq6OlTkM3IvbhWARbg3ZQNzP/8/+n9VU4En/Km8ZYxb5P9/T/NvOj57HHRT2GxDIAJqM14pT4v9OvQl4w//5no/b9UPyKI0KP0X+v+L+Bm621q4IdzwiEjmMMUWttfuNMWfhJjedrbV/hzuu3EjnSiR3Uh/LU2DcGxH/jHtLISWVIpLTBvmvM4WAL5UonZDOlUgupBpLEREREckR6mMpIiIiIjlCiaWIiIiI5AglliIiIiKSI5RYikjYGGP+Y4zRTexFRCKEBu+ISLaMMWuBikBFa+32NPPn4z4bvIb/UafhiG0I7rPKj6aZfb+1dnjWawS8zY3W2pfPLDoRkfxJtxsSkZNZg/s0mQ8BjDHnA4XDGtFxb+amJNAYE+1/pr2ISL6kxFJETuYr4C78iSVwNzAU6H2sgDGmhH95e+AgMBjog/v0oy3Apdbaf/xlY3GfNlMNqA8Ms9ZW9i+r6N/OZcB+4D1r7QenEqz/IQbPAg8CJYFJwMPW2p3+5d8D/8FNjhcAj1hr/zXGdMZ9wo3PGNMNmGyt7WCM8QF1rLUr/esPwV+raYxpCQzzx/wkMNEYc3d2+zfGFMJ9ilF7IApYAVxjrd1yKscoIpJbqY+liJzMTKC4//nBUbiP2hyWocyHQAmgJtACNxG91/+4zR9xazyPMcBUa+3WtBvwJ4SjcZO9SkBroJsxpu0pxvs4cJ0/jorALmBAmuXjgDpAOdynaH0NYK0d5H//prW2qLW2Q4D7i8N9jGM1oPNJ9n837nmqApQBHgYOneLxiYjkWqqxFJFAHKu1nAosBTYdW5Am2bzAWrsP2GeMeQe4E/gM+AYYhPsMeHD7RX6SxT6aArHW2p7+6dXGmMHArcD4bOJ62hjT1f8+2VpbFngI6Gqt3eiP71VgvTHmTmttsrX28zSxvwrsMsaUsNbu4fSkAK8ce2a9MSbb/QNJuAllbWvtQmDuae5TRCRXUmIpIoH4Cvd5zDVwm8HTKgsUANalmbcOt9YR4DegsDHmQiARiAd+ymIf1YCKxpjdaeZFAb+fIK63s+hjWQ34yRiTkmaeFyhvjEkEXgduBmJxk8Jjx3C6ieU2a+3hQPaPex6rAN8ZY0ri1vy+ZK1NOs19i4jkKkosReSkrLXrjDFrgKuA+zMs3o5bE1cNWOyfVxV/raa1NsUYY3Gbw7cAP/trNjPaAKyx1tY5w3A3APdZa2dkXOCvNbwWuAJYi9ssvQtw/EWyuk3GQeCsNNNxwMY00xnXyXb/fq8BrxljqgNjgWW4NbsiInmeEksRCdT9QClr7QFjTOq1w1rr9SeOrxtj7sLtb9gdeDvNut8AI4AdHG8Sz2gWsNcY8xzwAe5thM4BCltrZ59CnAP9sdztT4hjgUustSOBYsARfxxn4Q4wSmsLbj/RtOYDtxtj/gWuxO07Oed09m+MuRw3EV8M7MVNyL2ncGwiIrmaBu+ISECstaustdklVI8BB4DVwHTcRPLzNOv+5V9eEXfwTFbb9wIdcJvK1+AmYJ/i1iqeiv7AKGCCMWYf7uCjC/3LhuI202/CTe5mZlj3M6C+MWa3MWaEf94T/rh2444aH8GJnWj/ccAPuEnlEtw+qxkHQomI5Fm6QbqIiIiI5AjVWIqIiIhIjlBiKSIiIiI5QomliIiIiOQIJZYiIiIikiOUWIqIiIhIjlBiKSIiIiI5QomliIiIiOQIJZYiIiIikiOUWIqIiIhIjvh/5PCzVslt7owAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# showing the correlation metrix and observing the heat map\n",
    "\n",
    "correlation_matrix = df.corr(method='pearson')\n",
    "\n",
    "sns.heatmap(correlation_matrix, annot=True)\n",
    "\n",
    "plt.title('Correlation Matric for Numeric Features')\n",
    "\n",
    "plt.xlabel('Movie Features')\n",
    "           \n",
    "plt.ylabel('Movie Features')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "08cbe704",
   "metadata": {},
   "outputs": [],
   "source": [
    "# High correlation between budget and gross\n",
    "# i was right"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "6e91b0f1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "      <th>releasednew</th>\n",
       "      <th>month</th>\n",
       "      <th>yearcorrect</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>8.40</td>\n",
       "      <td>927000.00</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.00</td>\n",
       "      <td>46998772.00</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.00</td>\n",
       "      <td>June 13, 1980</td>\n",
       "      <td>June 13</td>\n",
       "      <td>1980</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>5.80</td>\n",
       "      <td>65000.00</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>4500000.00</td>\n",
       "      <td>58853106.00</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.00</td>\n",
       "      <td>July 2, 1980</td>\n",
       "      <td>July 2</td>\n",
       "      <td>1980</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>8.70</td>\n",
       "      <td>1200000.00</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.00</td>\n",
       "      <td>538375067.00</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.00</td>\n",
       "      <td>June 20, 1980</td>\n",
       "      <td>June 20</td>\n",
       "      <td>1980</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>7.70</td>\n",
       "      <td>221000.00</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.00</td>\n",
       "      <td>83453539.00</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.00</td>\n",
       "      <td>July 2, 1980</td>\n",
       "      <td>July 2</td>\n",
       "      <td>1980</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>7.30</td>\n",
       "      <td>108000.00</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.00</td>\n",
       "      <td>39846344.00</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.00</td>\n",
       "      <td>July 25, 1980</td>\n",
       "      <td>July 25</td>\n",
       "      <td>1980</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)   8.40  927000.00  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)   5.80   65000.00   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)   8.70 1200000.00   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)   7.70  221000.00     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)   7.30  108000.00     Harold Ramis   \n",
       "\n",
       "                    writer            star         country      budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom 19000000.00   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States  4500000.00   \n",
       "2           Leigh Brackett     Mark Hamill   United States 18000000.00   \n",
       "3             Jim Abrahams     Robert Hays   United States  3500000.00   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States  6000000.00   \n",
       "\n",
       "         gross             company  runtime    releasednew    month  \\\n",
       "0  46998772.00        Warner Bros.   146.00  June 13, 1980  June 13   \n",
       "1  58853106.00   Columbia Pictures   104.00  July 2, 1980    July 2   \n",
       "2 538375067.00           Lucasfilm   124.00  June 20, 1980  June 20   \n",
       "3  83453539.00  Paramount Pictures    88.00  July 2, 1980    July 2   \n",
       "4  39846344.00      Orion Pictures    98.00  July 25, 1980  July 25   \n",
       "\n",
       "  yearcorrect  \n",
       "0        1980  \n",
       "1       1980   \n",
       "2        1980  \n",
       "3       1980   \n",
       "4        1980  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#look at the company\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dd4f65c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>name</th>\n",
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       "      <th>0</th>\n",
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       "      <td>5142</td>\n",
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       "      <td>1492</td>\n",
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       "      <td>221000.00</td>\n",
       "      <td>1301</td>\n",
       "      <td>2000</td>\n",
       "      <td>2246</td>\n",
       "      <td>55</td>\n",
       "      <td>3500000.00</td>\n",
       "      <td>83453539.00</td>\n",
       "      <td>1812</td>\n",
       "      <td>88.00</td>\n",
       "      <td>498</td>\n",
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       "      <th>4</th>\n",
       "      <td>1027</td>\n",
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       "      <td>1980</td>\n",
       "      <td>1543</td>\n",
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       "      <td>36.00</td>\n",
       "      <td>774</td>\n",
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       "      <td>55</td>\n",
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       "      <td>5.70</td>\n",
       "      <td>29.00</td>\n",
       "      <td>2061</td>\n",
       "      <td>2683</td>\n",
       "      <td>2040</td>\n",
       "      <td>55</td>\n",
       "      <td>58750.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>941</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97</td>\n",
       "      <td>32</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>2843</td>\n",
       "      <td>-1</td>\n",
       "      <td>6</td>\n",
       "      <td>2020</td>\n",
       "      <td>2817</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1184</td>\n",
       "      <td>1824</td>\n",
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       "      <td>55</td>\n",
       "      <td>15000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>120.00</td>\n",
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       "      <td>348</td>\n",
       "      <td>67</td>\n",
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       "    <tr>\n",
       "      <th>7667</th>\n",
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       "      <td>391</td>\n",
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       "      <td>7.00</td>\n",
       "      <td>2165</td>\n",
       "      <td>3344</td>\n",
       "      <td>2463</td>\n",
       "      <td>44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1787</td>\n",
       "      <td>102.00</td>\n",
       "      <td>190</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7668 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
       "0     6587       6      6  1980      1705   8.40  927000.00      2589    4014   \n",
       "1     5573       6      1  1980      1492   5.80   65000.00      2269    1632   \n",
       "2     5142       4      0  1980      1771   8.70 1200000.00      1111    2567   \n",
       "3      286       4      4  1980      1492   7.70  221000.00      1301    2000   \n",
       "4     1027       6      4  1980      1543   7.30  108000.00      1054     521   \n",
       "...    ...     ...    ...   ...       ...    ...        ...       ...     ...   \n",
       "7663  3705      -1      6  2020      2964   3.10      18.00      1500    2289   \n",
       "7664  1678      -1      4  2020      1107   4.70      36.00       774    2614   \n",
       "7665  4717      -1      6  2020       193   5.70      29.00      2061    2683   \n",
       "7666  2843      -1      6  2020      2817    NaN        NaN      1184    1824   \n",
       "7667  5394      -1     10  2020       391   5.70       7.00      2165    3344   \n",
       "\n",
       "      star  country      budget        gross  company  runtime  releasednew  \\\n",
       "0     1047       54 19000000.00  46998772.00     2319   146.00          697   \n",
       "1      327       55  4500000.00  58853106.00      731   104.00          498   \n",
       "2     1745       55 18000000.00 538375067.00     1540   124.00          755   \n",
       "3     2246       55  3500000.00  83453539.00     1812    88.00          498   \n",
       "4      410       55  6000000.00  39846344.00     1777    98.00          547   \n",
       "...    ...      ...         ...          ...      ...      ...          ...   \n",
       "7663  2421       55     7000.00          NaN       -1    90.00         1398   \n",
       "7664  1886       55         NaN          NaN      539    90.00          326   \n",
       "7665  2040       55    58750.00          NaN      941      NaN           97   \n",
       "7666   450       55    15000.00          NaN       -1   120.00         1365   \n",
       "7667  2463       44         NaN          NaN     1787   102.00          190   \n",
       "\n",
       "      month  yearcorrect  \n",
       "0       212            5  \n",
       "1       188            6  \n",
       "2       223            5  \n",
       "3       188            6  \n",
       "4       194            5  \n",
       "...     ...          ...  \n",
       "7663    366           66  \n",
       "7664    138           66  \n",
       "7665     32          130  \n",
       "7666    348           67  \n",
       "7667     53           67  \n",
       "\n",
       "[7668 rows x 18 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Changing the object type of the dataset to category type \n",
    "# in other to correlate them as they turn to numbers\n",
    "\n",
    "\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",
    "\n",
    "df_numerized"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e947a99f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>releasednew</th>\n",
       "      <th>month</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6587</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>1980</td>\n",
       "      <td>1705</td>\n",
       "      <td>8.40</td>\n",
       "      <td>927000.00</td>\n",
       "      <td>2589</td>\n",
       "      <td>4014</td>\n",
       "      <td>1047</td>\n",
       "      <td>54</td>\n",
       "      <td>19000000.00</td>\n",
       "      <td>46998772.00</td>\n",
       "      <td>2319</td>\n",
       "      <td>146.00</td>\n",
       "      <td>697</td>\n",
       "      <td>212</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5573</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>1980</td>\n",
       "      <td>1492</td>\n",
       "      <td>5.80</td>\n",
       "      <td>65000.00</td>\n",
       "      <td>2269</td>\n",
       "      <td>1632</td>\n",
       "      <td>327</td>\n",
       "      <td>55</td>\n",
       "      <td>4500000.00</td>\n",
       "      <td>58853106.00</td>\n",
       "      <td>731</td>\n",
       "      <td>104.00</td>\n",
       "      <td>498</td>\n",
       "      <td>188</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5142</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1980</td>\n",
       "      <td>1771</td>\n",
       "      <td>8.70</td>\n",
       "      <td>1200000.00</td>\n",
       "      <td>1111</td>\n",
       "      <td>2567</td>\n",
       "      <td>1745</td>\n",
       "      <td>55</td>\n",
       "      <td>18000000.00</td>\n",
       "      <td>538375067.00</td>\n",
       "      <td>1540</td>\n",
       "      <td>124.00</td>\n",
       "      <td>755</td>\n",
       "      <td>223</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>286</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1980</td>\n",
       "      <td>1492</td>\n",
       "      <td>7.70</td>\n",
       "      <td>221000.00</td>\n",
       "      <td>1301</td>\n",
       "      <td>2000</td>\n",
       "      <td>2246</td>\n",
       "      <td>55</td>\n",
       "      <td>3500000.00</td>\n",
       "      <td>83453539.00</td>\n",
       "      <td>1812</td>\n",
       "      <td>88.00</td>\n",
       "      <td>498</td>\n",
       "      <td>188</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1027</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "      <td>1980</td>\n",
       "      <td>1543</td>\n",
       "      <td>7.30</td>\n",
       "      <td>108000.00</td>\n",
       "      <td>1054</td>\n",
       "      <td>521</td>\n",
       "      <td>410</td>\n",
       "      <td>55</td>\n",
       "      <td>6000000.00</td>\n",
       "      <td>39846344.00</td>\n",
       "      <td>1777</td>\n",
       "      <td>98.00</td>\n",
       "      <td>547</td>\n",
       "      <td>194</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7663</th>\n",
       "      <td>3705</td>\n",
       "      <td>-1</td>\n",
       "      <td>6</td>\n",
       "      <td>2020</td>\n",
       "      <td>2964</td>\n",
       "      <td>3.10</td>\n",
       "      <td>18.00</td>\n",
       "      <td>1500</td>\n",
       "      <td>2289</td>\n",
       "      <td>2421</td>\n",
       "      <td>55</td>\n",
       "      <td>7000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>90.00</td>\n",
       "      <td>1398</td>\n",
       "      <td>366</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7664</th>\n",
       "      <td>1678</td>\n",
       "      <td>-1</td>\n",
       "      <td>4</td>\n",
       "      <td>2020</td>\n",
       "      <td>1107</td>\n",
       "      <td>4.70</td>\n",
       "      <td>36.00</td>\n",
       "      <td>774</td>\n",
       "      <td>2614</td>\n",
       "      <td>1886</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>539</td>\n",
       "      <td>90.00</td>\n",
       "      <td>326</td>\n",
       "      <td>138</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7665</th>\n",
       "      <td>4717</td>\n",
       "      <td>-1</td>\n",
       "      <td>6</td>\n",
       "      <td>2020</td>\n",
       "      <td>193</td>\n",
       "      <td>5.70</td>\n",
       "      <td>29.00</td>\n",
       "      <td>2061</td>\n",
       "      <td>2683</td>\n",
       "      <td>2040</td>\n",
       "      <td>55</td>\n",
       "      <td>58750.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>941</td>\n",
       "      <td>NaN</td>\n",
       "      <td>97</td>\n",
       "      <td>32</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7666</th>\n",
       "      <td>2843</td>\n",
       "      <td>-1</td>\n",
       "      <td>6</td>\n",
       "      <td>2020</td>\n",
       "      <td>2817</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1184</td>\n",
       "      <td>1824</td>\n",
       "      <td>450</td>\n",
       "      <td>55</td>\n",
       "      <td>15000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>120.00</td>\n",
       "      <td>1365</td>\n",
       "      <td>348</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7667</th>\n",
       "      <td>5394</td>\n",
       "      <td>-1</td>\n",
       "      <td>10</td>\n",
       "      <td>2020</td>\n",
       "      <td>391</td>\n",
       "      <td>5.70</td>\n",
       "      <td>7.00</td>\n",
       "      <td>2165</td>\n",
       "      <td>3344</td>\n",
       "      <td>2463</td>\n",
       "      <td>44</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1787</td>\n",
       "      <td>102.00</td>\n",
       "      <td>190</td>\n",
       "      <td>53</td>\n",
       "      <td>67</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7668 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
       "0     6587       6      6  1980      1705   8.40  927000.00      2589    4014   \n",
       "1     5573       6      1  1980      1492   5.80   65000.00      2269    1632   \n",
       "2     5142       4      0  1980      1771   8.70 1200000.00      1111    2567   \n",
       "3      286       4      4  1980      1492   7.70  221000.00      1301    2000   \n",
       "4     1027       6      4  1980      1543   7.30  108000.00      1054     521   \n",
       "...    ...     ...    ...   ...       ...    ...        ...       ...     ...   \n",
       "7663  3705      -1      6  2020      2964   3.10      18.00      1500    2289   \n",
       "7664  1678      -1      4  2020      1107   4.70      36.00       774    2614   \n",
       "7665  4717      -1      6  2020       193   5.70      29.00      2061    2683   \n",
       "7666  2843      -1      6  2020      2817    NaN        NaN      1184    1824   \n",
       "7667  5394      -1     10  2020       391   5.70       7.00      2165    3344   \n",
       "\n",
       "      star  country      budget        gross  company  runtime  releasednew  \\\n",
       "0     1047       54 19000000.00  46998772.00     2319   146.00          697   \n",
       "1      327       55  4500000.00  58853106.00      731   104.00          498   \n",
       "2     1745       55 18000000.00 538375067.00     1540   124.00          755   \n",
       "3     2246       55  3500000.00  83453539.00     1812    88.00          498   \n",
       "4      410       55  6000000.00  39846344.00     1777    98.00          547   \n",
       "...    ...      ...         ...          ...      ...      ...          ...   \n",
       "7663  2421       55     7000.00          NaN       -1    90.00         1398   \n",
       "7664  1886       55         NaN          NaN      539    90.00          326   \n",
       "7665  2040       55    58750.00          NaN      941      NaN           97   \n",
       "7666   450       55    15000.00          NaN       -1   120.00         1365   \n",
       "7667  2463       44         NaN          NaN     1787   102.00          190   \n",
       "\n",
       "      month  yearcorrect  \n",
       "0       212            5  \n",
       "1       188            6  \n",
       "2       223            5  \n",
       "3       188            6  \n",
       "4       194            5  \n",
       "...     ...          ...  \n",
       "7663    366           66  \n",
       "7664    138           66  \n",
       "7665     32          130  \n",
       "7666    348           67  \n",
       "7667     53           67  \n",
       "\n",
       "[7668 rows x 18 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "0cd85355",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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bufeSYRQuXQQAa3sb4qJimeM7Nkdt/PHIjtTwrk2KTkdMSCTr/X4g8ln4O+nKKG3RSiXoPPMLLG2sCHv8nDXDv+dlTBz5HGz5YtlIPqhellsnrlG4dJFc1VvSvTxJ8YnEhEdzPAOdGkVnggmdGkVn2rSePVvi2aMlycnJXDt4gd/nbMKpWEGm7F9I8F15w3vAxVtsnCifTpVX/bid0o9Pbj7IfhN1bz+lF5WVum9S+rGDqzPdFwzCrqADupQUTvxygCNr/jJK1/SLj2k7sTvj3T/nRXh0prZ6Wzt/NLwDjTo1IzosCoDt837B//BFIztb5bMmn6MtMWHROd6nKjaqRtuxXVGbm5GcmMS2WRu4ddLfSFdOjOOskFP9Kzd15bZPLlq5BJ1mfoG5pTkpScls/moVDy4HZG7oXESXR2uo8woRof5/Rltfb5YvmPFWaSVzawqVcmWC5xDWT1hOt5n9TMq1H9eNfat2MdFrCC8iX9C4Y1MAqnm6m0zvUNiJpr1aMaP1WKa0GIlKpaJu64YAPL35kB/6f0PAmRtIKgnNtD780Gs2M7xHUqtNQ1zKFjXSXdnTjYKlXPjacxi/TFhJp5l99fdObTnC0p6z05W3XP0qVPOuzexWo5np48eBlTuN662S6DitL0t6zWK69whqm9BbxdOdQqVcmOo5lE0TVtBp5ucGeg+zpOesdHoDbz5iRf/53DlzI0ObZ2SzrNr8RUQMv0xdbfIBcXzLIb7rmb4v5JSd1wxexBzfsczxHculv85wac8ZI505YeP9K3Yws9VoZvuO4erBC/gO++yddGWWttucL9k+dxMzW/px6e8zNO/XBoDE+ER2fruZP2ZvpFy9yrmqd9dCLfEvXnJl/zmmeY+gTiY6p3gO5ecJK+hsoLOTojNt2vL1q1DDuzYzWvkx3WcU+w3GTMiDIGb5jmGW7xj9ZDqv+nGHaX1Y3ms2s17Tj6d7DmPzhJVolH6ckpTM7zM2MKv5SBZ8OonG3X2M0jq4OlOhcXXCHj9/ra3exc4AB1b9qben/+GLRnae/fFYQMfsj8bmSp+KCY9mWd+5zGzpx7pRS+m1cEg6m+fEOH4dOdm/clNXbvvktuO68teiLczxHcuuBVraju/62vrnKikpOfP3H0VMqP+fUdutGvnt7d4qrWSRj5PbDgNw9+JtbOxsyF/QIZ1cxQZVOb/7JAAnth7GzacuAG4+dTJMr1arsbCyQKVWYWFtSURwOACBAU/00S7XcsUJeRBM6KNnJCcmc2HnCar71DHSXd2nDme2/QPA/Yu3sbbLh72iI+DMDWIjY9KVt3FXb/Yt205SghxFjwmNMrpf0q0szx8E6fWe33mCGun01ua0gV4bA713ztzghQm9QQFPeHY385N2MrOZIRnZPDo0ivtXAkhOSn/80O0MylXSrWyO2NmQmh/V4/yO40Y6c8LGL2Pi9P+3tLFEp9O9k67M0hYqXYTbp+UvR/8eu4J7qw8BSIiLJ+DcTewLOxAXFZurepOTkokOieBlTBzJicmcM6Gzhk9tTik675nQGaLoNEzbpKsPfxuMmeg0YyYtedGPS7iV5XmaflwtTd2rZdCPo55H6KN78S9eEhzwhPwuTvp07b7qwfbZm9Apv+VQIhNbpfI2dn4dud2XH/vfJ/KZ4ptvPcLM0hwzi1cvqnNqHL+OnOxfuakrL3yyla01IL81jFSeu4K84b1b8qHRaEoCfwHHgAbAE+Tfde+G/FOWFshHqXTXarWxGo1mLRAHVARKIB+v0hOoD5zWarW9lHx9gK8BSyAA6K3Vat/cs+QgklpN2NNQ/efwoDAcXJyJfB6hv2braEdc1AtSkuVvgeGBoTgWlh9EDoWdTaZ/cDWAv1fuYO6JZSS+TMD/6BWuH72cTr+tsz3hhukDQynpVtZIxqGwo5FMRFAoDi5ORBmUMS2FSrtSpm5FWo/uSGJ8Ir/P3MjDK69eezkUdjKht1wavU6EPw0xqNvr9WaFjGyWVZu/DflN1vfd7ZxKmbqViA6J5Pn9IIP8cs7Gbfw68WG7JsRFx/Jd568p92Hlt9aVWTkDbz2iundtruw7h7tvPRxdnY3ytMlvS/yLOJNpc0qvQ2EnXkTEGKUr9Q46U9MWKu1K2boVaTO6E4nxiWybuYEHyphxLl6ICX/OJS4mjt/n/8LtszfypB87FHYiwrCPBoZSIk0/zl/Y0VgmKJT8afqUU7GCFK1cigeX7gBQtXktIoLDeHrjgZGujGxlLPNmdgbw7NmCD9s14eHVu2ydsZ7YqBeAbOc+i4ZibmlBmToVCTj7b671ZQD3Vh/y2P+e/ktVRnbIDV+Zm/3rf8knb/l6HYPWT+DTCd2QVCq+bf/VW5cxRxBLPt4LygFLtVptFSACaA9s02q1dbRabQ3gBtDXQN4RaAqMAHYCC4EqQDWNRuOm0WgKAJOA5lqttiZwDjBeQKWg0Wj6aTSacxqN5lzOVC0zTPzapi7Nr21K6WV0ioyJW6DTYWOfDzfvOoxrPAi/D/thaWNJvbaN02vPyo99ZqI/I1RqNTb2+ZjfdhJ/zNpIn6XDX684TZ7SW+jNChnZ7HVC76LbVF2yw86p1G7TgHM7Trw2v+yy8Y75vzKxwUDObj+GR8+W76Yrk7QbxizDo3sLxu2cg5WtNUmJSUZippoyx/VmxWYZ5J2ZvdVqFTb2tsxrO5Ftszbw+dIRAEQ9C2dig4HM+mgsW6ev44tFw7Cytc6Tfmw6v7QimfcFCxtL+i4bybZp63gZE4e5lQU+gz9l9wJtFnS9u53/2biXr5oMYZbvGCKfhdN+Ug/glZ1/n72Jexdv02fRUH2kMTf6smu5YrQd15WfJ6zMUh2zVJ53IDf71/+ST27czZtt09fxVYNBbJ2+jq5z+791GQXvznsXoVa4p9VqLyn/Pw+UBKpqNJoZgANgC/xtIL9Tq9XqNBrNVSBYq9VeBdBoNP5K2mJAZeC4RqMBOcp90pRiw9+gTwy5++4zttegsrJHZSUvEdElxeNU5FWkwtHFiYjgMCP5mLAorO3zoVKrSElOwdHVmQjlFWF4UKjJ9JUaVSfk0TNilI03F/acpkytCpz646hR3tEhUZRvUPVVeldn/evHVCKCwnA00OHg4vza11gRQaFc/ltez/vgcgC6lBRsneyIUsoTERRqlKcpveFBoTgWKQDcVOr2er0Z4dW9JY07NwPg/uWAd7L525CV+r6NnQFUahU1WtRlXuvxb6zzXW18dvsxBq4ex/Ujl95al5mFWYZpgwOesrjHTAAKlXKlqldNozxfRMZgmc86V/VGBIWSz8E2U50RJnRGBIejzkRneFAYF/8+DRiPmZiwaJIS5Ih4Kffy2OTPx6Qdc7l1+nqe9GMHwz7q6kyUiX7skEE/Vpmp6bt8FOf+OMYVxT8UKFEY52KFGPvXPL386F1z0H71UxbGzJvbOTokUn/92K8HGLRK3sSblJBEUkIM4UGhWFhb8PxhMIVKueZKn3JwcaLfj36sG7mUkIfBJuqYO74yN/3k/6pP/rC9B1u+XgvAxT9P0WXOl29dxhzhv/tLiTnC+xqhjjf4fzLyF4u1wGCtVlsNeemGlQn5lDRpU5S0ErBPq9W6KX+VtVqtYYQ7z0h5GUVSxBOSIp6QEv+C+u08ASjtXo646Fij11yp3DzpTy3f+gA0aO/Jpb1nAbi075zJ9GFPQyjtXh4LKwsAKjWsRuCdJ+nyDbz9mIIlXXAuVhC1uZqarRtwZZ9xoP7qvnPUbdcEgJKKjte9Sryy9yzl61cB5IeHmbkZMWHR+vsPLgdQqKSrXm+tDPR++IZ6M+LQhj1M8x3NNN/RXNx75p1s/jY8uByQI3YGqNCoGsF3nxIRZPwAyikbFyzpov9/9ea1CQp4+k66Mktr62wPyNGkVoPbcXTTPqM8Qx89w9reJlf1PrgcgF2B/FjZWqM2V1PbhM4r+85RT9FZKhOdhmkv7z1Lhfryl9tCpVxRK2PG1skOSSVHyvwPXyQuOpbZn07Ik378UOnHTgb9+Opr+vFLgz7VZW5/gu884dCqP/XygTcfMbF2P75uNISvGw0hIiiUbz4ex79HLmdoq3exs73B2ly3FnV5eusRgN7ODy4H4FK2GC5lihL+NCTH+5S1vQ0D14xj+7xfuHv+Zjqb56avzE0/+b/qkyOfhVOuXmUAyjeoarQMT5D7SNnxWvv/E8oa6l1arbaq8tkPOSI9GDnKHI78s5RPtFptL2UN9S6tVrvFRNq1wC7gCHKku6lWq72j0WhsgGJarfZWZmV5mwj16ClzOHvxChERUTg7OTCwb3fat26R5fRHd9+iqocbCXHxrBn9Aw+uyusmh62ZwNqxy4h8Fk6B4oX4cvEI8jnY8tD/Pj+NWKRfZ9dl2ucm07cZoaHOxw1JSUrmof891o1bRlJCEu4t6tJ5al/snOyJi3pBRFAYVvmskNQqTmkP8/fS32nUtTkAxzbtB0AzrQ+VPGqQGJfAxtHL9MfR9fp+KOXqVcbW0Y6okEh2L/yNk9pDqM3VdJ03gGKVS5KcmMTvM+WjoFIM3qlV8XTns8k95eO3tIfYs/R3Gnf1lm2iPGw6TutLZY8aJMQlsGH0D3q9vb8fRnkDvX8u1HJCe4gaLeqgmdoHW6Vuj2/cZ0mPWSRgvG4sI5tlxeb2BR2YtGMu1rbW6HQ6Xr54yWTv4byMieOL74dToV4Vfbn+UuwB8o7xzyb3zFY7A3SbP4D7F2/r8wD0ds4JG3+xbBSFS7uiS9ER9iSEnyeuIDI4/J10mUoL4NW7FU26y2Pp0t9n2D73Z30dpx9bgpWtDeZWFqjN1EQ+C+fYpn25ojefgx0WNpboUnQcWb+H36atS6ezk4HO9Wl0dlB0njDQqTZX033eQIpXLkFSYhLbZm7g5kl/3Ft+yMcjNaQkJ5OSnML2hZu5fOB8rvbjHQs3c0F7RN+P2ynlP6U9zN6lv9NQ6cfHlT7YQenHCXEJbBq9jEdX71K6dgWGb5nGkxsP9K/Nd837heuHLxmNzSnHFjO/9QRehEdT3tMtna3e1c69FgymWOWS6HQ6wh4/Z9OEFUQ9jzCys4W1JRZWliTGJ+R4X245uB0tBrblmcHEa3H3GUYbuXNiHBuS1j+mklP9Kzd15bZPLl27Ap9N6YXKTE1SfAKbJ63i0bV7LLm/2eQKtdwm4f65HJlgWpSs/Z+oX1rEhPrVhDoYGAM8AK4CdlmdUCv3mgJzkTclAkzSarWZnuGTG0s+0jKg9pjcVgmAFepc15mSbpFa7pDRAyOnyQsbQ97Z+X0iryycmEd92SYP+nJiHln5PzkzyEHyyj/mBXnlk/8zE+q7Z3JmQl267n+ifml57ybU/yXEhDpnERPq3EFMqHMeMaHOecSEOncQE+qcR0yo84b3dVOiQCAQCAQCgSCHEL+UKBAIBAKBQCAQCLKMiFALBAKBQCAQCLKX//DPhOcEYkItEAgEAoFAIMhexJIPgUAgEAgEAoFAkFVEhFogEAgEAoFAkL28Z7+UKCbUeUheHGG37Ny8XNcJ8HXtSbmuM5SkXNcJeXdU0vt0xBnkzTFn8XlkY/M8OlytmM7y9UI5wK6Eh7mu09nM9vVCOUAhlfXrhXKADySr1wvlAOF54JdVeTR+8spfCPIGMaEWCAQCgUAgEGQv79kaajGhFggEAoFAIBBkL+/ZKR9iU6JAIBAIBAKBQPAOiAi1QCAQCAQCgSB7ec+WfIgItUAgEAgEAoFA8A6ICLVAIBAIBAKBIHt5z9ZQiwm1QCAQCAQCgSBb0enEOdSC3EHqPKUP1bzcSYhLYLXfEh7630snVKBYIfotGUG+/LY89L/LTyMWk5won+OZUXrvvh/TqGMz0Ol4fPMha0YvJSk+kVq+9TFzKAZqc5Ijn6BLSshSQSfNWsA/x8/g5OjAHxuXv1Oly3lUx3dyD1RqFec3H+KfZTvTyXw0pQflvdxIjEtgq99yAv3vU6C0Kx2XDNHLOBYvxIGFWzi5eg8txnehYvOaJCckEfYwmG2jf+RlVCyVPWqgmdwbSa3i+OYD7F22PZ0uzZTeVPFyJyEunvV+P/BIsWFGaYtVLkGXmV9gZmlBSlIyv3z1Ew8uB6AyU9N9bn+KVymF2kzNmW3/sPeHP6jkUYPPJvdCpVZxYvNB9pkow2dTeunLsMFvGY+VMnSd15+qTWsSHRrFrBZ+evneS4ZRuHQRAKztbYiLimWO71g6TulNVa+aJMTFs9Zvqb4uhjgXK8QXS4Zjk9+WR/73WG3QnzJK32PeAKo1rUV0aCTTWozS59VmZEdqeNdB0umICYnizJYjtBjWHkmt4vTmgxxYtiOd/k+n9KSSlzuJcfH84reMx/73MbM0Z/DmKZhZmqNWq7j812n2LNwCQKuRGqp610Kn6PjZbxlRz8KN8swJGxetVIJOMz/H0saK0MfPWTd8MS9j4gDoNKU31RQ7rfFbmuG4/WLJcGXc3mOVgZ0zSj/72FJexrxEl5JCclIyM9uMA6BYpRJ0n9kPSxsrwh4/5+Rvh/hkTBcktYoTGfTrDkq/TkzTr7vNG0C1pjWJDo1khkF9Px7ZkRretUnR6YgJiWS93w9EGti5rEd1Wk7pjkqt4sKvhzlmYty2mtqDcl41SIxL4A+/Hwm8dh+Aen1bUrOTF+h0BP/7iO2jV5AUn0hl37p4jmhPwbJFWNlmMk+vprdjWvymD6Nhs3q8jItn6vBZ3Lx6K52Mpnc7On/RgeKlitGsysdEhkUCkM8uH9OXfIVL0cKozdRsXPYrOzfvfq1OgAFf96du0zq8jIvn25HfcudaQDqZNj1b8+nnbSlSsggdqnckKjwKgOJlijHy25GUrVqWdd+sY8uPWzPV1X1qX2p41SQ+Lp4Vfkt4cO1uOpmCxQsxaPFI8jnYcv/aPZaPWERyYhI1vevQflRndCk6kpOT2fT1am6d+xdzS3MmamdgbmGOykzF2d0nOfed3G/KeVTnI8Unn8vEJ1cw8MlP/e8DYGVvw6dzvqBwheLodDq2jVnBowu3aZnGJ29VfLIhlT1q0EHxsbnVjyFn/EVGPhlyxl+YWZozZvM0zCzNUKvVnP/rFDsWauWyj+8O8C+QAAQAvYGIdEoF2Y5YQ20CjUYzXKPR2Bh83q3RaByyWU2rQqVcmeA5hPUTltNtZj+TQu3HdWPfql1M9BrCi8gXNO7YFIBqnu6YSu9Q2ImmvVoxo/VYprQYiUqlom7rhgA8vfmQpOhgdEkv36igbX29Wb5gxjtUVUZSSbSe1pv1vebxvfdoqrVpQMGyRY1kynu64VzKhYWeI/ljwk+0mdkHgJC7gSz1ncBS3wn88PFEEl8mcOPvcwAEHLvKYp8xLGk1jpB7gTQZ2AZJJdFpWl+W9JrFNO8R1GnTEJc0uqp4ulOolAtTPIfy84QVdJ75ub6cGaX9dFw3/ly0hVm+Y9i5QEu78d0AqOVbDzMLM2a09GPux+No2KUZzh8UQjOtDz/0ms0M75HUMlGGyp5uFCzlwteew/hlwko6zeyrv3dqyxGW9pydzo5rBi9iju9Y5viO5dJfZ7i05wyVPd0oVMqVrzyHsHHCj3Sd+YXJNmg3riv7V+1istdQXkTG0FDpT1WV/mQq/ckth/m+58x0ee1dsYPprfyY7zsO/0MX6TCzLyt6zWGu9yjc2zSkcJq6VvJ0o2ApV2Z5Dkc7YSWfKfZOik/khy7Tmd9qLN/4jqOihxsl3MsCcHDFTr5pNVbWcfACLYa1M8pTUkk5YuMuc75k+9yfmdVyNJf/PkOzfq2N7DTRcwgbMrFze8XOk7yGEhsZQ6M0ds4o/bedpzLNd7R+Mg3Qc05/ts/dxMyWflzee5au8/qzpNcspnuPoHYm/Xqq51A2TVhBJ8XOcn0Ps6TnrHTl3b9iBzNbjWa27xiuHryA77DPjGzsO70Xm3rOY2nzMVRtU5+C5Yx1lvOqgVMpF773GMXO8av4aEZvAOwKO/Jh7xas+HgSP/iMQ6VWUbV1fQCe3XrM5i+/48Hpf03aMC0Nm9ajeOlifNqgMzNHz2P8nFEm5S6fvcpAzQiePgo0uq7p3Y57t+7TpXlvvmw/lOFTBmFm/vqYUh2vOhQtVYTejfuyaOz3DJk12KSc/7nrjOs8nqBHwUbXoyKiWTZlOVtXZD6RBqjhVZPCpVzx8xjE6vHL6T3D9HOh47ju7Fm1k9Geg3kRGYNnx2ZyGY5fZWLLkUzyHcVPo5fSd+5AABLjE5ndeQoTW41kUqtRVPdwp7h7Wb1PXtdrHou8R1M9A59coJQLC9L4ZJAn2rePXOa7Zn4saTWO53eeAHDn2FW+9xnDYsUnewxsY5SnpJLoqPjY3OrHqXpzyydDzvmLpPhEvu3yNdNajWaa72iqeLhR2r0cANePXQaoClQHbgHjTSrNDXQpOfP3H+W9nVBrNBpJo9FkVP/hgH5CrdVqfbVabUQ2F+GTk9sOA3D34m1s7GzIX9AhnVDFBlU5v/skACe2HsbNpy4Abj51yCi9Wq3GwsoClVqFhbUlEcHyN/TAgCeQnPjGBa3tVo389nZvnC4txdzKEvogmPBHz0hOTObqzpNU8qllJFPJpxaXth0F4PHFO1jZ2WCbxi5lGlYl7EEwEU9CALhz9CopyfIge3TxDvldnCnmVpbnD4IIUXSd23mCGj51jPKp4VObU9v+AeDexdvY2OXDvqADJTNNq8PKVv5lM2t7GyIV2+oAC2sr2eZWFiQnJFGwhAshD4IJVfK5sPME1dOUobpPHc4oZbh/8TbWShkAAs7cIDYyJlOb1vyoHud3HKe6Tx1ObTuir4thPoZUbFCVC7tPAXBq6xHclPLUyCT97QzKkRqxBShUxpW46Fh9XS/uPEFVn9pG8lV9anNWqeuDi3ewtrPR60iIjQdAbaZGbaZGp/wIYryBDgsbS/31VEq6lc0RGxcq7cqd0zcA+PfYVdxafQjI4y7VTneVPmNq3FZoUJXzip1PbD2Cu1KmrKY3pHDpItxWyhITHoWZmZm+vudN9OvqPrU5bVBfG4P63jlzgxevaUtLG0t0BoYu6laGsPvBhD96TnJiMtd2nqKCt/G4reBdi8tbDcatvQ22hWSdKrUac8UfmVtbEq2MmZA7Twm9azzpzQyPlo3Y/dseAK5duI6dvS3OhZzTyd28dpvAx0Hprut0OmxsZbduY2NNVEQUyUmvfyVd36ce+7ceAODfi/+Sz94Wp0KO6eQC/AMIfvws3fXI0EhuXb5FUuLrfyGwpnddjm09LOd38RY29vnIb0JX5QbVOKM8F45tPURN5bkQH/sqWGJpY2n0W6Kp99RmatTmZuh0Ooq5lSXMwCdfycAnX1R88iPFJ9sVdMDS1pqSdStybrNc3uTEZH0UOq1PtncxbqdUH5ub/ThVb275ZMhZf2HUnmZqfV2vH70C6H+O8hRQLNMCC7KN92rJh0ajKQn8BRwC6gOXNBpNNcAa2KLVaqdoNJqhQBHgkEajCdFqtV4ajeY+UBuwVdIfAxoAT4BPtFptnEajqQOsAl4o91tptdqqmRSnaNjTUP2H8KAwHFyciXweob9m62hHXNQLvWMKDwzFsbATAA6FnTGV/sHVAP5euYO5J5aR+DIB/6NXuH708tuaLFuxL+xIpEGZowLDKOZW1kjGrrAjkU/DXskEhWHv4kiMgV2qta7PlR0nTeqo1cGTq7tOYl/YkXBD+wSGUsqtnJGsQ2Enwp+GvJIJCsXBxUm5bjrtb1+vY8j6ibSb0B2VSsU37eWfVL+w+xQ1vGsz58wKLKwt2DZ9PVa21unyKZmmvg5pyhmhlCHKoL4ZUaZuJaJDInl+PwiHwo5G/SEiKBTHNPnkc7QjNirWqD856PuT02vTm+ITv87Ub+cBOh0ByqQPIDIwjA/S1DV/YScijHSEkV/RIakkRu2aTYESLhzbsJeHl+7o5Xz9OlK7XRNeRseytPO0dHnmhI0Dbz2imndtru47R03feji6yhMCxzR2Su0z6cetaTtnml4HwzdMAh0c+XkfR3/ZD8CTW4+o7l2bK/vOUaNFXdQWr9y2XN+s9evXtWUbv0582K4JcdGxfNf5a/11excnogLTjFv3MkZp7V2ciDIc20Fh2Bd25OnVe5xY8ScjTn5P4ssEAo5eJeDo1UzLkREFXQoS9PTVhDU48DmFXAsQ+iw0k1Sv0K7eyoJ1c9hz6Q9sbK0Z/+XUdBMuUxRwcea5gT1DAkNwdilAWJqlBNmBo4sTYQa6woJCcSrsZLRswdbRjliD50JYYChOBhPWWi0+RDOmK/YF8vNt71dvliSVium7vqFwSRf2r9/D40sBVGlVN51PLp5m/Nhn4JNTklOIDY2m/fwvcalUgqdX77Hr6/UkxsUbpa/VwZMru4z9tSkfm9P9GHLOX6Ri6JMhZ/2FpFLx1a65FCzhwuENe7hn4DMN6ANsfm3Bc4r3bFPi+xihrgCs12q17sAorVZbG/nViIdGo6mu1Wq/B54CXlqt1stE+nLAUq1WWwV5XVJ75foaoL9Wq60PZGUlvpTuSlrnLpkS0WV0C3Q6bOzz4eZdh3GNB+H3YT8sbSyp17ZxFoqTC2RSn1ciJipmIKI2V1OxeS2uKd/mDfEY9Akpyclc/uN4lnSZNKJOZ7IMqWmbdPNhy/R1TGwwkN+mr6P73P4AlKxRlpTkFMZ9+CVTGg+h6ecfY1cgf6Z1yagMWXnIA9Ru04BzO05kkk9aVRnb1nSdX1+G7fN/YVqDQdw99y8u5dIEQtK1rQn1iowuRcd833FMrT+QD2qUwaX8q7x2z9/MtAaDOL/9GI17tshynTJT/DobbxqznCbdfRizczaWttb69YxZsXOmMpncm9N+EjM+HsuiXjPx6tGCcnUrAbBuzA94dG/BuJ1zsLCyQJf2IZWFMZSVPrVj/q9MbDCQs9uP4dGzZaay6ceSaRkrexsq+tTiu0bD+bbuYCysLan+acPXlsUUb1uvVOp7fsgt/zu0dGtLl+Z9GDNrOPlsbV6f8B31vglZqePrZM7/fZqxzYby3RdzaT+q8yuZlBQm+Y5iWL0vKO1WlkLli72DPlCpVbhWLcnpjftZ+tEEEuLi8RhgvLTD09AnG2eaLs/c6Mc55S9SMfLJGeaVFX2vv6dLSWGa72jG1P+SkjXKUqR88bSiE5Ej1ZuyVHjBO/M+TqgfaLXa1NmYRqPRXAAuAlWAyllIf0+r1V5S/n8eKKmsr7bTarWpI+nnDNIOioyMfPTkyZPY48eP13Uq8iqq4OjiRERwmJFwTFgU1vb5UKnlZnJ0dSZCiVSEB4ViKn2lRtUJefSMmDD5deaFPacpU6tCFqqV80QFhZHfoMz2rk5Ep4nyyDJOr2RcnIgKfiVTztONwGv3eBESZZTOvX1jKjSryW/DlurzcTS0j6tzus0pEUGhOBYp8ErGxZmI4HDCg0IzTFuvvQcX95wG4MKfJylRQ45u1P2kEf5HLpGSlExMaBR3z9/EJn++LJTBuJwOLs76ZSSZoVKrqP1JI+prPBm3ey6RweFG/cHBxdlkf7Kxt0nTn2SZtP3JVPrMuPznaQqWctF/zu/qZLKuDkY6jNsW4GVULAGnrlPRwy2djgvbj1O95Ydp8sy4rQz1vqmNgwOesrTHLOa1Ho+kkjC3smDc7rlEBIelGXfORJoct8Z2jszAzobpU8sdHRrFxb/PUErpW0EBT1ncYyZzWo/j4l+nSYp/tXTAVH3DTfTrrPSpVM5uP4a7gZ2jgsKwd00zboMjjNJEBYZhbzi2XZyIfhZB6UZVCX/0nNiwaFKSkrmx5yzFaxlHIjOjQ69P2bRvNZv2reZ5cAguRQrp7xV2LcjzoKxFpwFad/Ll4G759fnj+094+jCQkmVLmJbt+TE/7FnCD3uWEBYcSkEDexZwLUBYcNb1vo7mPVoyY/e3zNj9LeHBYTgZ6HJycSY8TftGh0VhY/BccHJ1JtzEWL155jqFS7hg62i8XC82KpZ/T/pT3qMGkSZ8ctpNv5EmfHJ0cDiRQWFEBYXx+JK8QfPa7tMUqVpSL5fqk7WKTzYkK+M2u/txVvW+i0+u0aIu5pbmjNs9N8f9RSpxUbHcOuVPVWOf2RP4GOhK+q8MuYdYQ/0/zwsAjUZTCvADmmm12urAn4BVFtIbvs9KRl42YypebIql+fPnL160aFGbhg0b9qrfzhOA0u7liIuONXoNlMrNk/7U8pU38TRo78mlvWcBuLTvHKbShz0NobR7eSysLACo1LAagcpGkbzmyeUAnEu64FisIGpzNdVa1+fffeeNZG7sO49bOzmiXsy9LPHRcUbLPaq3acCVncavD8t5VKdx/9Zs/Hw+iS8T9LoKlXTFWdFVu3UDruw7Z5Tuyr5z1GvXBIBSig2jnkfwIJO0Ec/CKFdP/t5VoUFV/au9sKchVGggr/CxsLakpHs5rh28SMGSLvp8apoow9V956irlKGkQRleR4VG1Xh8/T4zffyY4zuWK3vPUq+dR7q6pOXmSX9q+tYD5C8Hl5X+dHnfuSylN6RQyVcTaMeiziBJOCl1dW/dAP80beu/7zx1lLqWcC+r15HPyQ4rezlSaG5pTvmG1XgW8BSAAgY6qjavpb+eyoPLATliY1tne0COaDkXK4R28mp5w5GBnV8/bmU7N2jvoR+3hnY2TG9hbYllPtn9WFhbUrlxDZ7cegSAnUFZqjWrSVJikr6+tTKo74dvWN+CBnau3rw2QQZ2fnr5Ls6lXHAoLuus2roeN9O07c39F6jRPs24fRZB5NNQirmXxVzxR6UaVuH5HeM2zIzf1v5OV+8+dPXuw+G/juLbQY44Vq1ZmZjomCwv9wAIehJM3Uby+mCnAo6UKPMBjx+aLsvOdbsY2HIwA1sO5sTfJ2neXt70V9G9IrHRL7J1ucf+9XuY5DuKSb6jOL/3DI3aewJQxr08sdGx6SZ8ADdOXqOu8lxo1N6LC/vk/lWoxKt2LFG1NGpzM2LCo7FzssdGP8YsqNKoOs8DnqbzydVN+OR/953HXfHJxZW2jX4eQczzSCKfhlKgtKtc3oZVeXZbftaU86hOk/6t2WDgkw1J62Nzox+n6s1Jnxx89yl/L/391QbFHPIXtk72WBu0Z6WG1QkKkG1fRZ5YjwXaAMZHq+Q2Kck58/cf5b1aQ50Ge+TJdaRGoykMtAIOK/eiATsgxHRSY7RabbhGo4nWaDT1lOh3pywk2/38YTCzjiyRj8MZ/YP+xrA1E1g7dhmRz8LZMmcDXy4ewaejOvHQ/z7HtPLmmKuHLlDNq2a69Pcu3eb8Xyf56s9vSElK5qH/Pf75ZR8A7i3qYub4AajUqO1d0CUlkByVfvNOWkZPmcPZi1eIiIiiWdtuDOzbnfatW7w2XVpSklPYNXktPdfLu/3Paw/z7PYT6nSVH1ZnNx3g1qFLlPdyY+SRhSTExbNt9I/69OZWFpRtVJXtE34yyvfjr3thZmFO743yZuZHF++wY+Jqfp28miHrJ8rHI2kPEXj7MY27egNwdNM+rh26SFWvmkw78j0JcQmsV2yYkpxiMi3ApnE/opnSG5WZisT4RDaNl8t3ZP0eun8zkK/2foskSZz67TBPrt9HO3k1g9ZPQFKrOKU9TNDtxzTq2hyAY5v243/oIlW83JlyZBGJcQlsHL1MX69e3w+lXL3K2DraMf3kD+xe+BsntYcAqNW6gX7jC4D/oYtU8nJjxpHFJMQlsG70q6jQ4DXj2TB2OZHPwtk2ZyOfLx7BJ6M688j/Hse1BwG4dugC1bzcTabv+/0wKtSrgq2jHXNOLmfnQi3HtQf5dGxXCpcugpSiI/xJCFsm/sSX6yegUqs4rT1E0O3HNFDqemLTfq4rZZx4ZBEJcfH8Olo+gtG+kCNdvh2ASqVCUqm49OdJrh+8ILft2M4UKl0EXUoK4U9C+G2icdunJKfkiI1rt2lIk+4+AFz6+wynfjsMpI47d2YqdlprYKeha8azTrHz1jkb6bd4BG1Hdeah/z2OKXbOKL19gfwMXDEakDcVn95+DP8jlwCo26YRXt1b6MuyftRSBit982QG/bqKV02+Vvr1BgPf0vv7YZRX6jvz5DL+XKjlhPYQbcd2pXBpV3QpOsKehPDzxBVGNt49eS3d149FUqu4qD3C89tPqK2M23ObDnD74CXKebkx9J8FJMYlsN1PHhdPLgVwffcZvvxzJinJyQT6P+D8z7ItKraoje/XPbFxsqPLmtEEXX/Axh5zyYjjB07SsFk9/jj5Ky/jXvL1iFenLSzaOI/po+YSEhxKx77t6TGwC86FnPj1wFqOHzjFDL+5/LRwLVMXTeDXg2uRJInFM5frj9TLjDMHz1KnaR3WHFtNfNxLvh21UH9v+rppLBzzHWHBYXzSuw0dBnTAqaAjy/f9wJmDZ/luzCIcCzqy+M/vsbG1QZeSQtu+benX9EtiY9LPdS4fPI+bV03m//MDCXHxrPRbor/nt3YiP435gYhn4fw6ewODlozkM78uPPC/x5HN8nr7Oq3q06i9B8mJySTEJ7B00LcAOBRypN+CIahUKlQqFad3HefmwYsA7Jy8ll7rxyGpVVxQfHJdpW3PbDrATQOfnJjGJ++aug7Nd4NQm5sR9ugZW5V2b/11L9QW5vQx8MnbJ67Wp0tJTmHz5NW52o9T9eaWT4ac8xf5CznQ59vBis+UOPfnSa4oPrPL131Bnr/sU1SdAvqn62yCbEfKqbVg/0WUTYm7UjcLajSatcCHwF3kyPMOrVa7VqPRDAEGAYEmNiUapvcDbLVa7VSNRvMhsBJ5kn4YaKLVajNdLPh5yc9y3fjLzs3LbZUAfF17Uq7rDCXp9UI5gDrLLyyyl0Ty5lWYDeo80ZuYB28y4/PIxuZ51KcK6czzRO+uhIe5rtPZzDbXdQIUUlnnid4PpKy8kM1+wvPAL6vyaPzklb9Yef+3vKlwGl6e+S1HnLRV3Q7/ifql5b2KUGu12vvI5zOmfu6VgdxiYLHB55LKf0PSpJ9vkMxfWTqCRqMZBxi/RxIIBAKBQCAQ/E/yXk2oc5iPNBrNeGSbPgB65W1xBAKBQCAQCPKI9+zYPDGhzia0Wu1m8vK8R4FAIBAIBIL/Cv/hEzlygvfxlA+BQCAQCAQCgSDbEBFqgUAgEAgEAkH28p4t+RARaoFAIBAIBAKB4B0QEWqBQCAQCAQCQfbynkWoxYQ6D7HKg/N78+I8aIAp52bkus52NYfmuk6A0qq8Oc9WnUfnQZ9JfJYneiuYO71eKJuxzKOXenlx5jbAHeLyRO+l0Lu5rvMD+0KvF8oBbGyK5YneO3l0RnKRPDr/Oi94lJI34+e/gk733/1Vw5xALPkQCAQCgUAgEAjeARGhFggEAoFAIBBkL+/Zkg8RoRYIBAKBQCAQCN4BEaEWCAQCgUAgEGQv4oddBAKBQCAQCAQCQVYREWqBQCAQCAQCQfbynq2hFhNqgUAgEAgEAkH2IpZ8CAQCgUAgEAgEgqwiItT/ASp51OCzyb1QqVWc2HyQfcu2p5P5bEovqni5kxAXzwa/ZTz2vwdA13n9qdq0JtGhUcxq4WeUxqNnS5r0aEFKcjLXDl5k+5xNRvfLeVTHd3IPVGoV5zcf4p9lO9Pp/WhKD8p7uZEYl8BWv+UE+t+nQGlXOi4ZopdxLF6IAwu3cHL1HlqM70LF5jVJTkgi7GEw20b/yMuo2Leyy6RZC/jn+BmcHB34Y+Pyt8rDkH5f96OWV23i4+JZNOo7Aq4FpJMpXLwwo5eMwc7BjoBrd1gwfAFJiUnY2NkwapEfBYsURG2mYtuPv3Pgt/0ADP1mGHWa1SEyNJLB3oMy1F/RowbtJvdEpVZxavNB9i/bkU6m3ZSeVPZyJzEunk1+y3jsfx8zS3OGbp6CmaU5KrWKy3+d5q+FWzKt69vqcnB1ptuCgdgVdECXksLJXw5yZM1fABStXALNzM8xszQnJSmZ375azcPL6W1oyPBpg6nf9ENexr1k5oh53Lp2O51M+15t0XzenmKliuJbtS2R4VEAuNevwZzV0wl8FATAkd1HWfPdBpN6ukzpQzUvdxLiEljlt4SHyvgwpECxQvRfMoJ8+W154H+XlSMWk5yYhEuZIvT5ZhAlqpRm2/xf+HvlK1vNO/YDL2PiSElJISUphZ3f/opmcm8ktYrjmw+w18RY1UzprR+r6/1+4JFSlsoeNTJM69mzJZ49WpKcnMy1gxf4XRmrRSt+QJdZ/bCytcaugANx0S9IiI1njd/SDOv4xZLh5Mtvy0P/e6xS6gjQaUpvqnnVJCHOOP3sY0t5GfMSXUoKyUnJzGwzDoDWwzvQqFMzokPl9gh5+pxi5YoTHxfPCr8l3L+W/sdXChYvxKDFI7F1sOX+tXssG7GI5MQkanrX4bNRndGl6EhOTmbj16u5de5fAFr2/RjPTs3R6eDxvw9YMXqJyTYGWLhgGq1aNiU2Lo6+fUdw8dK1dDIrfpxPrVo1kCS4ffseffoO58UL2Qd5NKnPt99+jbm5GaEhYTRt/lmGugyZPGsMns0b8jLuJaOHTMH/yr/py7Z8JtXcKpOYmMSVC9eYOGomSUlJ+vvV3Suzdc96hn4+jr927s9QV9+v+1HLqxbxcfEsHrWIuyb8VKHihRm1ZDS2DnbcvRbAIsVPtf3yU5q09QRAbaamaNli9HLrRkxkDIO/GUptxU8N8x6cLs9eUz/HXdG7zO977mXQvsMW+2HrYMu9a3dZMuI7khOTqFyvKqNXjufZI/lHns7sOcnW77WYW5ozVTsTcwtzVGZqTu8+wfHv/gBkH/Xp5J5IahWnNx/kgAkf9emUnlRSfNQvBv5wsOIP1Yo/3KP4w9bju1JFef6EPAzml9HL0z1/ckJvDd8PaTn8MwqVLcp3n0zi0VXTP0z0RZpnUEZtO3rJGKVt77BQadtPv2xn1LbFyhajh1tXYiJjyGefj8HzhvJB+Q/Qyb8BVR84abIQucl7tuRDRKjzGEkloZnWhx96zWaG90hqtWmIS9miRjKVPd0oWMqFrz2H8cuElXSa2Vd/79SWIyztOTtdvuXqV6Gad21mtxrNTB8/Dqw0nixLKonW03qzvtc8vvceTbU2DSiYRm95TzecS7mw0HMkf0z4iTYz+wAQcjeQpb4TWOo7gR8+nkjiywRu/H0OgIBjV1nsM4YlrcYRci+QJgPbvLVt2vp6s3xB9vzCYi2v2hQpWYQvm/Rj6bglDJg50KRcr/G92P7Tdr706EdM5Au8O3oD8FGPj3h4+yFDWw5hvGY8fb/qi5m5/H30wG/7mdpjSqb6JZVEh2l9+LHXHGZ7j6Jmm4YUNtnOrszwHM6vE1bSYebnACTFJ7Kky3TmtRrLPN9xVPRwo4R72RzRlZKUzB8zNjC7+SgWfvoVjbr76NO2GdeVPYu28o3vOP5a8BttxnfNtM71m35IsVJF6dioO/PGLsBv9nCTclfOXmNYJz/9xNmQy2eu0sunH718+mU4ma7m6U7hUq6M9xzCugnL6TGzn0m5DuO6sXfVLsZ7DeFF5Asad2wKwIuIGH6eutpoIm3IvM5Tmeo7multx9NpWl+W9JrFNO8R1DExVqt4ulOolAtTPIfy84QVdFbsKqmkDNOWr1+FGt61mdHKj+k+o9ivjFWVWkWvhUP4eeJKfpu1gcfX7zHJaxgbJvxI15lfmCxr+3Fd2b9qF5O8hhIbGUMjpY5VPd0pVMqViZ5DTKb/tvNUpvmO1k+mU9mzahcTfUeh/WYTZuZmjPIYxKrxy+k1w7SNO43rzp5VO/HzHMyLyBg8OzYDwP/4VSa0HMlE31GsHL2Uz+fK48+xsBM+vT/iq4/HMN5nOCq1inqtG5nMu1XLppQrW4qKlRsxYMBYli5J7/cARvlNpVZtb2rW8ubRwycMGtgbgPz57Vm8eBaftutFDbemdOz8pcn0afFs3oiSpT+gad1PmDByBtO/mWBSbvuWv2he71NaNe6AlbUVHbt/qr+nUqkYM3kYRw9mPsep6VWLIiWLMLDJlywbt5QvZw4wKddjfC92/rSdQR5f8iIyhmaKn/rjx98Z2WoYI1sNY8PcdVw/dY2YyBgADv52gGk9pprMz82rFi6lXBnmMYCV43+g74z+JuW6juvJ7lU7GO45kBeRMTTt2Fx/78bZ64z1HcFY3xFs/V4LQGJ8ItM6T2ZMqxGMbTWCGh41KeFeFkkl0X5aH1b0msNc71G4m/BRlRQfNctzONoJK/nMwB/+0GU681uN5Zs0/vDWsavM8xnNN63G8vxeEM0HtjXKM6f0Bt58xOr+C7h7Jv0XrVRqedXGtWQR+r/mGdRzfC92/LSdAcozqLnStr//uI0RrYYyotVQNsxdh79B234+tR8XDp9nUNMBDG85BOBGhgUR5BhiQv2OaDSad/q955JuZQl5EEzoo2ckJyZzYecJqvvUMZKp7lOHM9v+AeD+xdtY2+XDvqADAAFnbhCrDCpDGnf1Zt+y7SQlyBGSGCXKlEoxt7KEPggmXNF7dedJKvnUMpKp5FOLS9uOAvD44h2s7GywVfSmUqZhVcIeBBPxJASAO0evkpIsfyt9dPEO+V2c38IqMrXdqpHf3u6t0xtSz+dDDm49CMDNizfJZ58Px0KO6eSqN6jO8d3HADiw5QD1WtQHQAfY5LMGwDqfNdER0SQnyT+r6n/Gn+iI6Ez1l3Ary/MHQUbtXM2ntpFMVZ/anFXa+cHFO1jb2ejbOSE2HpAjE2ozNZn9EvW76Ip6HsFj//sAxL94SXDAExxcnBQb6LCylW1gZW9DVHB4pnVu1KIBe7bsk2104QZ2+W1xLpT+58Jv+98h6HFwpnllhrtPHU5sOwzA3Yu3sbGzIX+afgpQsUFVzu2WJzQnth6mpk9dAKJDo7h/JUDfnhlRWrFriGLXcztPUCPNWK3hU5tTil3vXbyNjTJWS2aStklXH/42GKupEeFKjWvw5N+HPLnxADefOhzTHkSXkqLUMZ/JOlZoUJXzu08pdTyCu6LDzacOp7YdMbCR6fQZUcu7Lse2HgYg4OIt8tnnw8HE+KncoBpnFBsf3XqIWoqN42Nf6mUsbSyNuq9arcbCygKVWoWFtSXhwWEmy9C6dQs2bJIjgqfPXCC/Q35cXNL/XHh09Ct/aGVthU4J2XXu9Cl//PEXjx49BeD589As1b15Kw9+1+4C4NL5q9jnt6Ng4QLp5A7vP6b//+UL13BxfVW2nl904u+dBwgJMV23VOr61OOQ4qduZeKnqjWozondxwE4tOUAH7aol06mcRsPju74R//5eiZ+qo53Xf5R2vd2Ju1bpUE1Tu0+AcCRrYeo4/NhpvWBV22vNlNjZq5Gp4MP3MoSYuCjLu48QdV38IdKE3Pz6BX98+fBxdt635VKTul9FvCU53cDM7VDXZ8Ps9S2hs+ggwbPIEMat2nCP0rbWttaU6VuFfb9uheAJPmNVESmhcktdCk58/cf5b1b8qHRaL4CugKPgBDgPPA7sBQoCMQCX2i12n81Gs1aIAqoDbgAY7Ra7RaNRuMJTAECATeNRlMNmAN4ApbAUq1W+2NWypO/sBPhT1859vDAUEq6GUcfHQo7GslEBIXi4OJE1POIDPMtVNqVMnUr0np0RxLjE/l95kYeXnn1esm+sCORBnlGBYZRLI1eu8KORD599QCICgrD3sWRGAO91VrX58oO01GXWh08ubor7986ATi7OBMSGKL/HBoUirOLM+HPXk0K7R3tiYl6oXfIoYEhOCtfCP5cu4tJq75i3bn1WOezZt6gufoHdVbIX9iJCMM2DAyjRLp2NpaJDAojv9LOkkrCb9dsCpZw4eiGvTy4dCfHdKXiVKwgxSqX5L6i6/ev1zFg/QQ+mdANSSXxXfvJmda5oEsBnj19pv/8LPA5BV0KEPos80mFIVVrVWbtvpWEBIWwdPqP3Lt1P52MY2FnwgzqEhYUhqOLM5EGdbF1tCPWoG3DAkNxKJx+cp8WnU7HqA1fodPpuH8lIN1YLeVWzkjeobAT4U9f9bNwZaw6mBjnqWkLlXalbN2KtBndicT4RLbN3MCDKwEULu0KOh1D1k+gpFs5UpKTObPjuFG+aesYFxWrr2O4QR0dCzsZ2cgovQ6Gb5gEOjjy8z6O/vJqOYJ3j1Y0audBvvy2nPv7tIGNQ3Es7ESEwfgxZWNHgy/UtVt8iGZMV+wL5Gd+75lyOYLD2L1iO4tO/kjCywSuHr3MtaOXTbZF0SIuPFYmwwBPHgdStIgLQUHP0sn+tHIBrVo25caN24we8zUA5cqVxtzcjAP7fsPWzpbFS1axcWPmS6cAXFwLEfjk1duToKfBuLgW4nlwiEl5MzMz2mo+YvqEbwAo7FIQn4+a0rVtP+a4V8lUl7OLM6Fp/JRTGj9l52jPi6gYvZ1DAkP1fioVCytL3D1rsvKrrC2Vc3RxIvRpGr1p2tfORPs6GUxYy9eswLy/FhL2LIyNM9by+PYjACSVijm7vsWlpAt/r/+Lh5fuUKPVh8b+JzCMD9L4qHR+LI0/HLVrNgVKuHBsw14emvCHH3bw5GKa5086v5cDejMi7TMoxMQzSG5b42eQk4m2relZixVK27p84EJkWBRDvx1OqUqlCLh6ByAf8CLLhcspxJKP/100Gk1toD3gDrRDnigDrACGaLXaWoAf8INBMlegEfAx8qQ5lbrARK1WWxnoC0Rqtdo6QB3gC41GUyqDMvTTaDTnNBrNOQBJktILpZ2nmZB53WROpVZjY5+P+W0n8cesjfRZOvyN83xd2dTmaio2r8U1JSJmiMegT0hJTubyH8czLWfukQUbmqquIuPuUZN71+/Ss3YPhrUcSv9p/bFWorVZ0m4ib95Avy5Fxze+45hSfyAlapTBtXyxHNMFYGFjSZ9lI9g2bR3xMXEANOzmze/T1zO1wSB+n76eznMzf2Vuqv+8yZeQm1dv075uZ3p5f8HWNX8we/W0DBRlXpeMypLOJiaY3X4SX388hoW9ZlLVw00fqcpIj0nj63SZ2kKtVmFjb8u8thPZNmsDny8dAchjuEydiqwetpi7F25Rvm5lKjaomnHxTep4/b057Scx4+OxLOo1E68eLShXtxIAhzfuZWSTgUxsNYrEhES8e7XKtO6vs/G5v08zptlQFn4xl89GdQbAxj4fNX3qMqLRAIbU/RxLa0saftokfT4Z5J9Rf/r8i5EUL1GTG//eRtNBXnZmZqamVs3qtP6kB74fdWHi+OGUK1faZPq31Qsw7ZvxnD1xgbOnLgLw1czRzP16ESlvOblIb+fXy9TxrsO/527olwS8DtN1TCeUocy9awEMatCPMa1GsGftbvxWjn8lk5LCWN8RDKj3OWXdyuFSvpjJMZtWYWb11KXomO87jqn1B/JBjTJyngY0H9SW5ORkzv9xzDiDHNabGVIWnkFZadu63nW5YdC2ajM1ZaqWYc+G3YzwHcbLuHiAcelzen/QaDQtNRrNTY1Gc0ej0aSzhUajya/RaHZqNJrLGo3GX6PR9M4Ove9bhLoRsF2r1cYBaDSanYAV0AD4TaPRpMpZGqT5Q6vVpgDXNRpNYYPrZ7RabequIB+gukajSd3hkh8oB6TbNaTValcgT+AZXLKjLiIoFMcir76BOro6E2nwjRXkb8iGMg4uzkS+5nV7RFAol/8+A8CDywHoUlKwdbKDMHmDRlRQGPkN8rR3dSI6jV5Z5lUEwt7Fyeg1fzlPNwKv3eNFiPFyEvf2janQrCZruszMtIw5jW+Pj2jRuQUAt6/cpoDrq9e0zi7OhKV5tRwVFoWtfT5UahUpySk4uxbQyzTv0Jwty+RoVuCDQIIeBVOsTHFuX76VpbJEBIXhYNiGrk4m29lQJn8aewPERcVy59R1Knq4EXjrcY7oUpmp6bN8JOf+OMaVv8/qZeq292Db1+sAuPTnKTrPSb+Otl3PT2jT9SMAbly6SaEir157F3ItSEhw1l6zA8TGvNpMdPLgaUbNGkZ+R3siw6No1/MTOnSTJ0r3LgfgZFAXJxcnItK0bXRYFDYGbevk6mwUfcuIVJno0CiuH79KhdqV9PdMj9VQHIsUAG7KMi7ORASHo7Ywy3CchweFcVGJ/hqOVddyRbG2s2HYpq+4d/kOcS/i+KBqaf49cU2OwKepY0xYFNb2Nvo6yjrCFB2hRjYyTB9pUMeLf5+hVI2y3D5zg1qt6tGok7wG+t6VO5Q3qLuTS3r7mbKxqeUbN89cp1AJF2wd7ahcvyrPHwUTHSb7kHN7TlOuVkW97ID+PenbV16rf+7cJYoVL6K/V7SYK08DM14qlJKSwm+/7WDUyAGsW6/lyZNAQkPDiI2NIzY2jqPHTlG9emVu306/gax7Hw0du7cD4Molf1yLuujvuRQpTHDQc5M6h47uh5OzIwNGvtr7Uc2tMt+vlGMxjk4OeDZvRFJSEvv+OgxAqx6+eCt+6s6V2zin8VNpbRgVFkU+e1u9nQu4pvdljVo34ej2f8gMnx6taNbJB4CAK7dxLpJG77PXj6HUssUpX7oBLh06j3r6l9g52hEd/mqJSWzUC66fvEZFDzfunb9p7H+y4KMcTPjDl1GxBCj+MEjxh3XaN6FKs5r80CX9/pt0fi8b9ZrCt8dHRm1r+AwqkMEzKF+aZ1Da9m/cuglHtx/Rfw4JDCEkMIRbl+Rn0Yndx2ndp03NDAuVm+RBhFpZhrsU8AYeA2c1Gs0OrVZ73UBsEHBdq9W21mg0BYGbGo1mk1arTXgX3e9VhBrT309VQIRWq3Uz+KtkcD8+g/Qv0lwfYpC+lFar3ZuVAj24HEDBki44FyuI2lxNzdYNuLLvnJHM1X3nqNtOjtqUdC9HXHRspss9AK7sPUv5+vLrxUKlXDEzNyMm7JVze3I5AOeSLjgqequ1rs+/+84b5XFj33nc2jUGoJh7WeKj44yWe1Rv04ArO41fqZXzqE7j/q3Z+Pl8El++U998Z3av/5NhrYYyrNVQTv19kqbt5Q1aFdwrEBsda/SqLZUrJ6/S0FfeFNXss2ac3itH358/fU6NhjUAcCjgQLEyxQh+mH4TXUY8VNrZyaCdr6Wx97V956mjtHMJ97K8VNo5n5Md1vY2AJhbmlO+YTWeBTxNpyM7dAF0nvslwXeecHjVbqM0kc/CKVuvMgDlG1Tl+f309d+2brt+E+E/fx+j5WfyhpoqNSsRE/XijZZ7OBV8tb6wkltFJJWkPwFk27rtTPUdzVTf0Vzce4YG7TwBKO1ejtjoWKOlEKn8e9Kf2r7yesQG7T25uPdsOhlDLKwtscpnpf9/kbLFsLKz1o/V2ibG6pV956in2LWUwVh9cDmAQiVdTaa9vPcsFerLkedCpVxRK2N164wNhD5+xjftJnF5/zkq1a9K4O3HlFbyNVXHmyf9qeVbT6mjB5eUOl7ed4567Tz0NkpNb2FtiaVBHSs3rsGTW/Kr+ot7TjPRdxQTfUfx8kUcKrX8uCjjXp7Y6FiTX0iun7xGXcXGjdt7cWGfrL9wiVcT0pJVS8v+KDya0KchlHUvj4WVBQBVGlbjyZ1XE5Rly9dRu44Ptev4sGPH33TvKscsPqxbk6jIKJPLPcqUKan//8cfeXPzpvxafsfOv2nU8EPUajXW1lbUrevOv/+mP3UGYMNqLR97deJjr07s232ITzUfA+BWqxrRUTEml3toun1KY68GDOs33iiq6FHrY5rU/IgmNT/ir537mTJmtn4yDfDX+t36jYSn/z6Fl+Knymfip66dvEID34YAeH3WjDN7Xy3HsbGzoUq9qpzZm/7NoSF71/+l30R4du9pmrT3BKCce3lio19k0L5XqefbQK5Xey/O7ZODNobr8cvUKIdKJREdHo2dkz029vkAMLe0oGqjGjwLeMqjND7KvXUD/NP4KP80PirOwB9aZeAPK3rUoGn/Nvz0+Tcmnz85pTcjdq//U7+R8NTfJ43a9kUGbXvV4BnU1OAZBK/a1vBaxPMIQgJDKFpa3lxZXX5OGU4e3zfqAne0Wu1dZYL8K/BJGhkdYKfRaCTAFggDknhH3rcI9THgR41GMxu57h8BK4F7Go2mg1ar/U0xcHWtVmt6IZ9p/gYGaDSag1qtNlGj0ZQHnmi12teuYUpJTkE7eTWD1k9AUqs4pT1M0O3HNOoq754+tmk//ocuUsXLnSlHFpEYl8DG0cv06Xt9P5Ry9Spj62jH9JM/sHvhb5zUHuKk9hBd5w1gwt/zSU5MYsOoH9Lp3TV5LT3Xj5OPzdMe5tntJ9TpKkekzm46wK1Dlyjv5cbIIwtJiItn2+hXy8LNrSwo26gq2yf8ZJTvx1/3wszCnN4b5Vd+jy7eYcfE1W9gyleMnjKHsxevEBERRbO23RjYtzvtW7d4q7zOHTxHba/arDi6Uj6yyO87/b0pa6eyeOz3hAWHsXb2GsYsGUu30d2463+XvZvl70Wbv/+V4d8OZ/HeJUiSxNrZa4hSJnd+i0dTrX417B3tWXN6LfsWbuWU9pCR/pTkFLZOXsOA9RPko+y0hwi6/ZiGSjsf37Sf64cuUtnLja+OLCIhLp6fR8tr5PIXcqTrtwNQqVRIKhUX/zyJ/8ELGdb1XXSVrl2Buu2b8PTGA0bvlqNqf877leuHL7F53AraTemJykxNYnwiv45fmanNTx44Tf2mH6I9vpGXcS+ZNXKe/t789bOZM3o+IcGhfNbnU7oO7IRTQSfW7/+JkwdPM2f0t3h95MGnPdqQlJxMwst4pgw0feLLlUMXqO5VkzlHlpAQF8/q0a/6+vA1E1g7dhkRz8LZMmcDXy4ewaejOvHQ/z5HtQcAsC/owOQdc7G2tUan0+Hd5yMmeQ/HztGOwSvGAPLyi9Pbj/LU/wFD1k+Uj7jUHiLw9mMad5W/NBzdtI9rhy5S1asm0458T0JcAuuVsqQkp/Dr5NXp0gKc0B6k+7yBfPX3fJISk1g/aikgR/QO/PQn43bMRqfTEfo0lE5Te5MQl8Da0Uv1dRy6Zjzrxi4n8lk4W+dspN/iEbQd1ZmH/vc4ppU3QV09dIFqXu7MPLLYKL19gfwMXDEakDcHnt5+DP8jlwBoP747xSqXQKfTEfL4OVf/ucS3//xAgnJsXip+ayfy05gfiHgWzq+zNzB4yUg6+HXhvv89Dm+W12PXaVWfRu09SE5MJiE+gSWDvgUg4NJtzuw+yYw/55OcnMID/7sc+tl0LGL3Xwdo2bIpN28cJzYujs8/H6m/t3P7evr1H01Q0DPWrPoOO3tbJEniypXrDBos+6J//73D33sPcfHCflJSUli9+hf8/W+a1GXIoX3H8GzeiENnd/Ay7iVjhk7V31v9y2LGjZjGs6DnzJg/gSePAtn6l/wW5+8/D7J4/orX5m/I+YPnqOVVm2VHV8jH5vkt0t+btHYKS8cuJjw4jPWz1zJqyRi6jO7GPf+77N/8ymYftqjPpX8uEh8Xb5T3yMV+VFH81MrTa9iy8FcOKe1z8eB53L1qseif5SQox+alMm7tV/w4Zgnhz8LZNHs9w5aMoqNfV+773+XgZnnTcT3fBnh3a0lKUjIJLxNYNGQ+AI6FHBm4YBgqlQqVSuLkruNcV3zX1slr+FLxUacVH9VA8VEnFB9VycuNiYqP+lXxUfaFHOli4A8v/XlSn2e7r3tjZmHOgI0TAXlj4m8TV+nrkuobs1tvtRZ1aDe1F7ZO9nyxegxPbjzgxx7Gp9CcV55By5Vn0GKDZ9BXa6eyVHkGrZu9Br8lY+mqPIP2GbRtvQzaduXk5Yz83g8zczOC5EDPLBPdK/fJmw2ERZH3yKXyGEi7e3YJsAN4CtgBHZWVCO+E9CZrGv8X0Gg0U4HOwAPgOXAY2A8sQ14vbQ78qtVqpymbEndptdotStoYrVZrq2xK9NNqtR8r11XADKA1crT6OdBWq9VGZlaWwSU75rrxHXinQ0neminnsuf4uzehXc2hua4ToLTKNk/05hXnEtNHCXODCuav31SY3Vjm0Uu9pMyOdclB4nSZn3ySU/waePr1QtnMB/bpTwzJDWrYZH0dbnZiIeXNs6CIZJUnevOCuylZW8Oe3Wx/uMvU2/hcJ27H/BxxXD03nvkSMFxzuEJZTotGo+kAtNBqtZ8rn7sDdbVarf7HM5TluQ2BkUAZYB9QQ6vVGq9ffUPetwg1wHytVjtVo9HYAP8A3yproVumFdRqtb3SfLZV/j2MPBFPvZ4CTFD+BAKBQCAQCAQ5gOFeNBM8BoobfC6GHIk2pDcwR6vV6oA7Go3mHlAROPMu5XofJ9QrNBpNZeTNiOu0Wm3G784FAoFAIBAIBG9O3iz5OAuUU05aewJ0ArqkkXkINAOOKodNVABM/7zlG/DeTai1Wm1awwoEAoFAIBAI/p+j1WqTNBrNYOS9bWpgtVar9ddoNP2V+8uB6cBajUZzFXmZ7litVmv6YPk34L2bUAsEAoFAIBAIcpg8+mEXrVa7G9id5tpyg/8/RT7uOFt5347NEwgEAoFAIBAIshURoRYIBAKBQCAQZC95s4Y6zxAT6jwkJQ+Owgp997PL34q8OsJu24XvXy+UzQyuPTbXdQJ8oLPIE72jkl1eL5QD7DSPf71QNpNI3jwgEvPo2LwXusQ80XumcO1c1/kswTrXdQJsUeWNT66UkjfH1/0r5f64zSs2dc4bn/yfIY+WfOQVYsmH4H+WvJhMCwQCgUAgeP8QEWqBQCAQCAQCQfYiItQCgUAgEAgEAoEgq4gItUAgEAgEAoEge9Hlzd6PvEJMqAUCgUAgEAgE2YtY8iEQCAQCgUAgEAiyiohQCwQCgUAgEAiyFxGhFggEAoFAIBAIBFlFRKj/A1T2qEGHyb2R1CpObD7A3mXb08l0mNKbKl7uJMbFs97vBx753wOg27wBVGtak+jQSGa08NPLu/vW46PhHXApW5R5n0zg4dW7RnqOZ6BHo+hJSKOnskcNNCbSFqtcgi4zv8DM0oKUpGR++eonHlwOQGWmpvvc/hSvUgqVmYq9Ww+wZelvAPT7uh+1vGoTHxfPolHfEXAtIF05ChcvzOglY7BzsCPg2h0WDF9AUmISNnY2jFrkR8EiBVGbqdj24+8c+G0/AEO/GUadZnWIDI1ksPegt26PSbMW8M/xMzg5OvDHxuVvlUfHKb2p6lWThLh41vot1dvREOdihfhiyXBs8tvyyP8eq0csJjkxKdP0VTzc0EzujUqt4tjmA/y97A8AvlgyguKligJgaW+DLiWFlKRkJLWKS78e5uSynen0+0ztQRmvGiTGJbDL70eCrt0HoE7vFrh19kKSJC7+coizq/cAULhyCVrN7IOZpTkpycnsmbSGp5fvZmiDwl7VqT69B5Jaxf1Nh7i1xLgMxds1pPzg1gAkvXjJpbGribz+EOsiTtRePADLgg6g03Fvw0ECftqTqb27TOlDda+aJMQlsMpvMQ9M2LtAsUL0XzIC2/x2PPC/y4oR35OcmES9Txrj2/9TAOJj41g/aQWPbjwAoM+8gdRoWpuo0Ei+ajECgM5T+lDNy52EuARW+y3hYQa6+i0ZQb78tjz0v8tPBm2bUXrvvh/TqGMz0Ol4fPMha0YvJSk+kS+XjKBQ6SIA2NjnIzbqBTdPX6eGUt+VmdR34JIR5FPq+6NS3/qfNOYjpb4vY+NYp9TXpXQRBi4ZqU9fqHhhfl6wiV2rdgDQ9+t+1PKqRXxcPItHLeKuiXFbqHhhRi0Zja2DHXevBbBIGbdtv/yUJm09AVCbqSlathi93LoRExnD4G+GUlsZt8O8B2fYxvae7hSb+gWoVYT+so/gH7Ya3c/vU5cifl3RpaSgS07h8dSfeHH2BpKlOeW3zEKyMEdSq4nYfYLABb9kqCedHb1qUGlGT1CreLzpIPcW7zC679q+IaUHtwEg6UU818f8RPT1hwCY2dtQdcGX2FYsBjq4NmI5EeduZ1n3u/Q1lzJF6P3NID6oUprf5//C3pU7TGhIT0mP6nhN7Y6kVnHt18Oc+cF43DqVcaXF/H4UqlqS49/8xrkVuwGwc3Wi5cL+5CuYH51Ox5WfD3Fx9d/p8u80pTfVFN+2xm9phnX6YslwpU73WGUwfjJLL6lUTNo5h4igMBb3nQNA8col6TbzCwp+4IKVrTVhgSGsGLQwW/Q6ujrTZ8Fg8hd0QJei459f9nNgjWyPYpVKYD3wC7CwQhf+jJe/fgfxcQCoy7tj2aYPSCoSz+4n8fDv6cqiLl0Fi9Z9QK2GF9HE/fgVAJafDUJdqTa6mEjiFg7PtC3znPfslxJFhDqPkVQSHaf1ZUmvWUz3HkHtNg1xKVvUSKaKpzuFSrkw1XMomyasoNPMz/X3Tm05zJKes9LlG3jzESv6z+fOmRvp9EzzHkGdTPRM8RzKzxNW0FnRI6kkOmWQ9tNx3fhz0RZm+Y5h5wIt7cZ3A6CWbz3MLMyY0dKP2R+Po2WXlhQqVohaXrUpUrIIXzbpx9JxSxgwc6BJu/Qa34vtP23nS49+xES+wLujNwAf9fiIh7cfMrTlEMZrxtP3q76YmcvfCw/8tp+pPaa8cRukpa2vN8sXzHjr9FU93SlUypWvPIewccKPdJ35hUm5duO6sn/VLiZ7DeVFZAwNOzbNNL2kUtF5Wl8W95rJVKUdXMsWA2Dl4IX85DuBn3wn8O/fZ7HKn49fe87jx+ZjqNKmPgXKGbd1Ga8aOJVyYZnHKHaPX0XLGb0BKFi+GG6dvVjTZjIrW46nXDN3HEsWBqDp+M4cXbSNn3wncGTBFpqO75yxEVQSNWb35niXeexrMppinzbArrxxGV48fMY/n07nQNNx/Lvwd9zny/1Nl5TC1amb2N9kNId9J1O6t3e6tIZU96xJ4VKujPMczNoJy+g+s59JuQ7jurN31S7GeQ3mRWQMTTo2AyDk0TPmdPyKya1GsmPxFnrO7q9Pc2zLYRb0nK7/XE1pmwmeQ1g/YTndMtDVflw39q3axUSvIbyIfEFjpW0zSu9Q2ImmvVoxo/VYprQYiUqlom7rhgD8OHghk339mOzrx7m/TvH45kNcSrkyxnMwayYso2cGZeg4rjt/r9rFWKW+Hkp9nz96xqyOXzFJqW9vpb5Bd5/q9Uz5eAzxL+M5veckADW9alGkZBEGNvmSZeOW8uXMASZ19hjfi50/bWeQx5e8iIyhmTJu//jxd0a2GsbIVsPYMHcd109dIyYyBoCDvx1gWo+pJvPTo1JRfMaX3OnxNTeaDsbxk8ZYlStuJBJ97Ao3fIbxb8sRPBz1PSXmyZNzXXwitzt+xb8thnOj5XDsPWti414+c316vRKV5/ThXJc5HGs8CtdPG5IvTV+Me/Cc022ncdxrLAELtlHl21ftUWlGT0IOXeJYo1EcbzqGmFtPsqaXd+9rLyJi+GXq6ixPpEH29c1m9GRbz3msbTaGCm3q4VSuiHF9I15wcMoG/UQ6lZTkFI7M+Jm1zcby8ydTcevRPF3aUl41KFTKlYmeQ9iQiW9sr/jGSV5DiY2MoVEa35hR+ua9fQm88yRNXt24eugC968G8MOX3/AyJi7b9KYkJfPbjPVMbj6CWZ9OwKt7C71P7jmnP/F/bSDuuxEk+Z/GwqNtqpGxbPsFcatnELtgGGY1GiMVKmZcECsbLNv24+W62cQtGM7LjfP1txLPH+Llqun8vyAlJWf+/qOICXUOotFo1K+TKelWlucPggh99IzkxGTO7zxBDZ86RjLVfWpzets/ANy/eBsbu3zYF3QA4M6ZG7xQHkyGBAU84dndwHR6QhQ950zoqeFTm1OKnnsGejJPq8PKVv7JXmt7GyKDw5WrYGFthUqtwsLKgqTEJGKjY6nn8yEHtx4E4ObFm+Szz4djIcd05a/eoDrHdx8D4MCWA9RrUV+fr00+RV8+a6IjoklOSgbA/4w/0RHRrzP5a6ntVo389nZvnb6GTx1ObTsCyHa0NmgvQyo2qMqF3acAOLX1CG6KTTNKX8qtLM/07ZDEuZ3HqeGT/ieaq33SkOe3HhPx6Dkpiclc33mK8t61jGTKe9fiytajADy9eAcrextsCzngXLYITy/eIellArrkFB6evkGFFnK5dDodFkpbW9rZEP0sIkMbOLmX5cW9YGIfPkOXmMzjP07i2sK4DGHnbpMY+UL+//k7WLs6AfDyWQQRV+8DcuQ6+vYTrF3S95FU3H3qcEKx112l3+Y3Ye9KDapybrc8QTy+9TA1feoCcOfCTWKj5HIEXLiFk4uzPs2tM9f1Ez8AN586nNx22ECXjUldFRtU5byi68TWw7gpujJLr1arsbCykMeMtSURylgypO5HDVCr1RxX6hvwmvqeVcpwLIP63klT31SqNKzG8wfBPH/yXNbrU49Dyri9lcm4rdagOid2Hwfg0JYDfNiiXjqZxm08OLrjH/3n61kYt/ncyhF/P4iEh8HoEpMI33GU/Ep9UkmJfan/v8rGyujIrtR7kpkayUxNVn/J3aFmWWLvBRH3QO7HQX+coHBL4zEXce4WSUo/jjh/GyulH6ttrXGsX4nHmw4BoEtMJikqNmuKefe+Fh0axf0rAXr/mBVc3MoQcT+YyIey77i58xRlfYzHbVxoFMFX7pKSJt8XzyJ4przlSnzxkrA7T7FzcTKSKeNTS+/bMhurFRpU5bziG09sPYK74hvdDHxj2vSOLk5Ua1qTY78eSJObjnJ1K3Nq2xFs7G0ICniabXojn0foI93xL14SGPAEB6XOhUsXIeXedQCSb1/GrKo8FlTFy5ISGoguLBiSk0i6fAyzysZ92cytCUnXTqGLCJFr8CJSfy/l3nV0ce/+nBNkP2LJh4JGo5kOhGi12kXK55lAMGAJaJR/f9dqtVOU+38AxQErYJFWq12hXI8BFgAtgFHAscz0OhR2IvxpqP5zeGAoJd3KmZAJeSUTFIqDixNRzyOyXD9TekplUU9maX/7eh1D1k+k3YTuqFQqvmk/CYALu09Rw7s2c86swMLagpXTVhITGYOzizMhga90hAaF4uziTPizV5MHe0d7YqJekJIsfxMNDQzBWXno/7l2F5NWfcW6c+uxzmfNvEFz0f3Hzrp0KOxEmIG9IoJCcUzTXvkc7YiNitXXMTwwFIfCTpmmT98OYenasHjdiiTEviTM4MtUVGAYRd3LGMnZuTgRZZBXVFAYdoUdeX7rMZ6jNVg72JL4MoEyXm4EXpGXdeybtoHO68fSfGIXJJXE2nZfZ2gDK1dH4gzyjwsMw6lm2QzlS3bxJPjg5XTXbYoXwKFqScIupF9ekIpsL+N+6+jiTKSBvW0d7Yg16FOG9jakScdmXD18MRNdzkZtEx4UhoMJXXFpdDnq29Z0+gdXA/h75Q7mnlhG4ssE/I9e4fpRY3tUqFuZqJAIrPJZEWpQ37As1tfRRH09Ojbjion6fti6Iad2vHJdzi7OhKYZt05pxq2doz0vomL0OkMCQ/XjNhULK0vcPWuy8qs3W0pl7uJMgkGdEwNDTUaZ87esR9Gx3TErkJ8AgzcLqFRU3P0tliVdeb5uN7GXbmVJr6WLk1E/fvk0jPyZ9ONiXbx4fvASADYlCpEQGkW1RQOwq/IBkVfu8e+kdSTHxmdJ97v2tbfB1sWR6Kdh+s/RgWG4upXJJIVp7IsVoFCVEgReNB63ti6OaeokP2PS18m0b3RM4xsN03ec3JstszdiZWtlpPPXr9fy1Z/zKFbxA5KTUpjTfiK95g3MNr2pOBcrSPHKpbh3SV7S8+TWI4pWrkPy9bOYVW+A5FAAACm/M7qIV3npIkNRfWDsx1UFi4BKjXW/aWBpTeLxP0m6cDhjg/9X+Y89m3MaEaF+xSqgJ4BGo1EBnZAn1OWAuoAbUEuj0TRR5PtotdpaQG1gqEajSX1y5AOuabXaD7VabbrJtEaj6afRaM5pNJpzAEhS+pKk6YSSCZk3nkRmJY8MypKZ/ibdfNgyfR0TGwzkt+nr6D5Xfn1cskZZUpJTGPfhl3zVeDBtv/iUwh8UBrJSDlPFkGXcPWpy7/pdetbuwbCWQ+k/rT/WStT0v4Jpe71eJjVqlmF6E0nSZlylTX0enUs/WUhrY9NNrSP0zlNOLt9Jl03j6Lx+LM+uPyQlSX7A1OrWnH3TN7K4/lD2TdvIx/NMvzbNqA4ZOdcCDStTorMn12YYr2tV21jy4U8juDJ5A0kxcW+kK319X1+eivWr0rhjM7RzNmSiy8TFLIyj1PJklN7GPh9u3nUY13gQfh/2w9LGknptGxuJ1WvTSJ7kZpPPqFi/Kk06NmNzmvqqzc1wb16HM7tPmChsxvll1KcMqeNdh3/P3TCK+meJrNgdiNxziuteg7j7+Sxc/bq+upGSwr8tR3Ctbl/yuZXHqsIHb683g/C2U8PKFOvixa3pP8tJzdTYVyvFw3X7ONF8PMmx8ZQa8knW9PLufe1tyMwvZRVzG0va/DiMQ19vJCHNuJVM+v90hchYJoN71ZvWJCo0kofX0u/p8OzmQ+Dtxyzr/y3a6WvpOXdAtulNxdLGigHL/Ng8bQ0vlTqvG/MD5vVbYT3kG7C0hqSkdHm8yizNZ5UKdbEyxK2ZSdyqaVg0+wypgGvG6QX/CUSEWkGr1d7XaDShGo3GHSgMXATqAD7K/wFskSfY/yBPoj9VrhdXrocCyYDxbhljPSuAFQADS2p0EUGhOBZ5FcVxdHUm0iDqA0rErUgB4KYs4+KsX1qRVbKiJ8KEnojgcNQWZhmmrdfeA+3XawC48OdJus35EoC6nzTC/8glUpKSqelbn/xO+Zn5yywuHbtEAdcC+rycXZwJC34VEQGICovC1j4fKrWKlOQUnF0L6GWad2jOlmVbAAh8EEjQo2CKlSnO7ctZizjlFCore1RW8jKRiOC7OBVxJjU24+DiTESaOsaERWFjb6Ovo6OrMxHPZJnwoFCT6c3StYOTPg2ApFZRoWUddo/7iVo9vPXX7V2diAmOMNIfFRiGvUFe9i5OxChLOC5vPsLlzfLrTc/RGqKDZB3V2jdm79T1ANz48zQfzc14Qh33NAxrg/ytXZ2IC0rfZ+0rFafmt19wostcEsJfTbIkMzX1Vo3g0bbjPN19Nl260r29+bq7JwD3Lt/BqcirPuVowt7RYVHYGPQp2d6vylOsYgl6zxnAgl4zeBFhPNlr0M6DQiVc+Hr3fO5fDsDJsA1cnEy2rXUGulLbNm36So2qE/LoGTFhUQBc2HOaMrUqcOoPeVlO856t8OjUnKC7T7l9/l+cixQgdWubk4sz4W9Y3+IVS9B3zgDmm6hvdU93Hly7S51W9RnZSV53fefKbZzTjNu0OqPCoshnb6vXWcA1/dhu1LoJR7f/w5uSGBiKhUEbm7s6k5gmb0NiTl/HsoQLakc7ksNfvR5PjnpB9Mmr2HvW5OXNh6/VGx9o3I+tijgRb6If21b+gKoLvuRc5zkkKv345dNQ4p+GEXnhDgDBO09TakibTPV5dW9J486yzd+1r70N0YFh2BV5FeG2c3Ui5g3yU5mpafPjMG78foI7e+SYkVuP5lTr7AVA0JW7aerkTKTJOhn7xsg0vjFt+lq+9XBrXptqXu6YW1pgZWvNhD9mYWZhTtEKH3BMexCnIs6c2XGcHnP6E/ksIlv0grzJdsDyUZz+4ygX/z6jlwkKeMrLVdMAkAq4YlZRXjqjiwxFcniVl5TfGV2UcVl0kaEkv4iGxHhIjCf53nVUriVJDgnk/xX/4fXOOYGIUBvzE9AL6A2sRo5PzNZqtW7KX1mtVrtKo9F4As2B+lqttgbyhDv1PdNLrVab5UVrDy4HUKikK87FCqI2V1OrdQOu7DtnJHN13zk+bCcHxku6lyMuOvaNlnuY0lPbhJ4r+85RT9FTykBPZmkjnoVRrl5lQF5/9vx+EABhT0Oo0KAqACe3HCY8JJwZfadz6u+TNG0vb/So4F6B2OhYo9fG+rKcvEpD30YANPusGaf3yuvanj99To2GNQBwKOBAsTLFCH4Y9Ea2yAlSXkaRFPGEpIgnXNp7lnrtPABjO6bl5kl/avrK6+rqtffg8l554nh53zmT6e9fvqO0QyHU5mbUbt2QywZtWKpRVUIDnnLn0CWcSrmQv3hBVOZqKreux6195410395/gert5QhoEfeyxEfH6SfUNs72ANgXcaZCyzr4b5cjlTHPwvmgXiUASjasQtj9jO0efikA29Iu2HxQEMlcTbG29Qnca1wG66LO1Fs9gnODfyDmrnFeNRf2I/r2E+78aLzxKZW7a/YxxdePKb5+XNh7hgaKvUor9oo0Ye9/T16jtq+8Fr9he08u7JUffk5FCjB4+WhWjvie4HvpH1gnth3h2YMgpvj6cXHvGeq383ytrpsn/aml6GrQ3pNLStte2nfOZPqwpyGUdi+PhZUFAJUaVjPaXBV8P5Db5/9lgs9wLuw9Q0OlvmUyKcONk9eoo5ShUZr6Dlk+mh8zqG+9No04tfMYBzbs0W8kPP33KbyUcVs+k3F77eQVGvjKmym9PmvGmb2n9fds7GyoUq8qZ5Sx/Ca8uHwby5KuWBQvhGRuhmObxkTuO2MkY1nSRf9/66qlkSzMSA6PxszJHrV9PgAkKwvsG9fg5Z3HWdIbeTEAm9IuWCv92KVtA579bdyPrYo64756JFcGLSXWYKlVwvNI4p6Gkq+MHFl0blyVF6/ZlHhowx6m+Y5mmu/od+5rb0PQ5bs4lHLBXvEdFVrXI2DfhSyn9/nmc0LvPOX8T3/pr11av58NrSayodVE7vx9Xu/bXl+nekqdPPR1MvSNhul/n/czY+r3Z3yjQawYspCbJ64xq+0EpvmOJvjeU54/DKJeOw8qNqhKRHB4tukF6Dl3AIF3nrBv1S6jvOwUP4okYdG0A4mn5BNPUh7fQeXsiuRYCNRmmNVoRPIN4zZLun4GValKoFKBuQWq4uXRPcv6hlZB3iD919af5iUajcYCuAqYI0ecmwHTgWZarTZGo9EUBRKB+sDnWq22tUajqQhcAlpqtdrDGo0mRqvV2mZF38CSGh3Ip2t8NrknKrWKk9pD7Fn6O427yhHGo5v2AdBxWl8qe9QgIS6BDaN/4OFV+dVW7++HUb5eZWwd7YgKieTPhVpOaA9Ro0UdNFP7YOtkT1zUCx7fuM+h1X/p9ZzIQE8nAz3rDfRU8XSnQ5q0AGVqV0AzpTcqMxWJ8Yn8OuknHl67h6WNJd2/GYhruWJIksRf2r38/uM2APpP709NT/n4rUV+33HnihzBmbJ2KovHfk9YcBiFPyjMmCVjsXWw5a7/Xb4dNp+khCScCjsx/NvhOBZyQpIktvzwG4d/PwyA3+LRVKtfDXtHeyJCInCw1aGLf/PNG6OnzOHsxStERETh7OTAwL7dad+6RZbTD649ls7T+lLFw42EuATWjV7KA8WOg9eMZ8PY5UQ+C6dA8UJ8vngE+RxSj837nqQE5Wi1DNJX9XRHM7kXKrWK49pD/LV0m17vwG+G8PTiHS5sOkAZrxp4T+6OSq3isvYIx5dsp2ZXOfJ1YZO8aafF9F6U8aiuPzYv8Kq8uab7b19h7WhHSmIS+2ds4v5xfwCK1S6Pz9QeqNQqkuIT2TNpDUHX7lMp3rQPKdzMjerT5OO3HvxymJuLtlOqh1yGe+sPUPPbLyjyUV1iH8sb33TJKRxqMQnnuhXw2DGFyOsP0SkRDv/ZWoIPXDLKf6fVq7Wo3aZ9TjUP+bjHVaOXcv+qHN8fsWYia8b+QMSzcAoWL0x/xd4P/e+xYsQikhKS6D1nALVa1SNU2YCXnJTMtDZjAfjy+xFUrFdFP752LNzMB1VLU9XDTT4+a/QPPFB0DVszgbVjl+nb9ku9rvv8pOgC6DLtc5Pp24zQUOfjhqQkJfPQ/x7rxi3Tp+k5fxABF29xaNNeuY2mfU51D3fi4+L5yaC+I9dMZLVBfQcqZXjgf48flTL0mTOA2q3qEaLUNyUpmalKfS2sLFh4cgV+TQbKX+RSEvQ27je9P+6eNeVj8/wWEaCM20lrp7B07GLClXE7askYbB1sued/l4XDvtXXweuzZrh71mTB4G+M2nHkYj+qGIzbXxf8TIN0G8vA3qsWxab2RVKrCN18gKDFv1GgW0sAQjbuofCAdji190KXlETKywSezFzLi7M3sK5YghILhyOpVaCSCN95nKBFm9Pl/yzB9NKxAs3cqDS9J5JaxeNfDnH3uz8o3qM5AI/W76fKgn64fFSXuMfKBrKkZE62mAiAXZUSVF3QD5WFGbEPnnF12HL9BsZUtlhnvBQgo76Slb5mX9CBSTvmYm1rjU6n4+WLl0z2Hq5fklApxcqkzlJeNfCc0g2VWsW1zUc4vWQH1bvJX6aubDyITcH8dNs1HQtba3QpKSTGxrO22VgKVipOp62TeX7jIboU2Sccm6fl3iHjvQA1Z3TT+7a1Br5t6JrxrDPwjf0MxuoqA9/YxcA3GqZPpXy9yrT4oo3+2LyytSvSaUpvnIoWwCqfFeGBoawY8l226C1buyJjt0zn8Y0H+qU22+b9zLXDF2nW2xfNQPm5kXTtFAl7NurLqK5QE8vWfUClIvHsARIPbcXsQx9Z9rQ8xs2bfIJ57abodDqSzu4n8Zg8YbfsPAJ16apI+ezQxUSSsO9Xks4ajxfbudtMLlbKbeJW+eXIBNO67/z/RP3SIibUadBoNMuBCK1WO075PAxIPacuBugGPAb+AIoir48oCEx92wl1bpJXrf04Jeu727OLbRe+z3WdIE+o84IPdBZ5ojejCXVOYzihzi3UphfV5jiJeTRyDSfUuclXutx/eZrRhDqnyWxCnZNkNKHOaf5V5f64zSsWdsz6CSvZyX9mQv3TyJyZUH++4D9Rv7SINdQGKJsR6wEdUq8pp34sMiHeylQeWZ1MCwQCgUAgEAj+NxATagWNRlMZ2IV8NF7Wf8pKIBAIBAKBQGBE6tKf9wUxoVbQarXXgdJ5XQ6BQCAQCAQCwf8vxIRaIBAIBAKBQJC9vGfH5okJtUAgEAgEAoEge9G9XxNqcQ61QCAQCAQCgUDwDogItUAgEAgEAoEgexGbEgW5RQK5/zrECnWu6wQorcr90wTz6jzoJefm5one8bUn5oneg1Z581rPIg9esOXVC0y7PBq3qjx6h7k6Dx5NidZ5c2ZwXnErj86D/uHktNxXam6Z+zqBVu4D8kTv/rx5BL33iAm1QCAQCAQCgSB7EZsSBQKBQCAQCASCd+A9m1CLTYkCgUAgEAgEAsE7ICLUAoFAIBAIBILsRfd+bUoUEWqBQCAQCAQCgeAdEBFqgUAgEAgEAkH2ItZQCwQCgUAgEAgEgqwiItT/ETpP6UM1L3cS4hJY7beEh/730skUKFaIfktGkC+/LQ/97/LTiMUkJybhUqYIvb8ZxAdVSvP7/F/Yu3KHPk2veQOp3rQW0aGRTGkx0ii/Sh41+GxyL1RqFSc2H2Tfsu3pdH42pRdVvNxJiItng98yHivl6jqvP1Wb1iQ6NIpZLfz08r2XDKNw6SIAWNvbEBcVyxzfjM+DruhRg3aTe6JSqzi1+SD7l+1IJ9NuSk8qe7mTGBfPJr9lPPa/j5mlOUM3T8HM0hyVWsXlv07z18It6dJ2nNKbql41SYiLZ63fUh6ZsKtzsUJ8sWQ4NvlteeR/j9WKXTNLX8XDDc3k3qjUKo5tPsDfy/4A4IslIzBzKCpnLKlAl0JSxJMM62/IpFkL+Of4GZwcHfhj4/IspcmICh41+GRyD1RqFac3H+KQCbt+MqUnlbzcSIhLYLPfMp7439ffk1QSw3fOIjIojNV9vwGgxcgOVPGujU6XQkxIFJv9lhP1LFyfJif6E4BHz5Y06dGClORkrh28yPY5m4Cca9se8wZQTRkz01qM0uf18fAONOrUHDNzM6zsrIkMDmdZ//kZjtUvlgxXxuo9Vhno7TSlN9UUvWv8lvLQ/x6Ors70WTCY/AUd0KXo+OeX/RxYs9soz2ZffMynE7uzatBCPh7ZMdfsnBFdpvShuldNEuISWOW3mAcZ2KH/khHY5rfjgf9dVoz4nuTEJOp90hjf/p8CEB8bx/pJK3h040G69DnRp3yHf0aDTs2ICYsCYMe8X7h++FKGY9qQN/UHNX3r0Xq4BpeyRZnzyXgeXL0LQN1PGuHz5ScA6NBRrGIJpn88hkfX7xvpy87nwpNbD+mslPHo5gPsNWHLN62fTX5bvlgyAudiBQl9/JyVgxYQG/UClZmaHnP780GV0qjMVJzadoQ9P/yBZT4rzAqUeqVQbUZKXBT/7PuLOUt+Ijk5hfYfefN51/ZG5YqMjuGruYt59DQISwsLpo8ZTLnSJQBY/9sOtv65DwmJcqVLMGPsECwtLdLV7W3ITp+clkFfD6Bu07rEx71k3shvuXPtTjqZT3q2od3nn1K0ZBHaVe9AVLjcZ5u29aLTQA0AcS9esmjCYu7euJut5csW3rMfdvmfj1BrNJqY/7reap7uFCrlygTPIayfsJxuM/uZlGs/rhv7Vu1iotcQXkS+oHHHpgC8iIjhl6mrjSbSqRzfcojves5Id11SSWim9eGHXrOZ4T2SWm0a4lK2qJFMZU83CpZy4WvPYfwyYSWdZvbV3zu15QhLe85Ol++awYuY4zuWOb5jufTXGS7tOZNhvSWVRIdpffix1xxme4+iZpuGFDZZBldmeA7n1wkr6TDzcwCS4hNZ0mU681qNZZ7vOCp6uFHCvaxR2qqKXb/yHMLGCT/SdeYXJsvRblxX9q/axWSvobyIjKGhYteM0ksqFZ2n9WVxr5lM9R5BnTYNcS1bDICVgxeSFPGEpIgnpCS8ICX+RYb1T0tbX2+WL0jfVm+KpJL4dFpvfuo1l2+8/XBv0yCdXSsqbTvHcwRbJqykvUHbAjTu3YrgO8ZfBA6v2MWCVmNZ6DueGwcv4D2snZHOnOhP5epXoZp3bWa3Gs1MHz8OrNypzysn2hbg5JbDfN9zpsn8rh2+yP2rAQws34WVQ7/LUG97Re8kr6HERsbQKI3eiZ5D2GCgNyUpmd9mrGdy8xHM+nQCXt1b6PsUgIOrMxUbVyfs8XPajuuaa3bOiOqeNSlcypVxnoNZO2EZ3TPwWR3GdWfvql2M8xrMi8gYmnRsBkDIo2fM6fgVk1uNZMfiLfSc3T9d2pzqUwCHVv2p91PXD19CUkkZjulU3sYfPL35iOX953P7zA2jvM5sP8YM39HM8B3NqhGLCX38PN1kOjufC5Ik0XXa53zXayZfeY+gbptG2VK/lgPa8u+Jq0z2Gsq/J67ScmBbAGr51sfMwpxpLUcx8+OxNO7ijXOxgsS/eElSyD39H8mJJL0IZ8aiH1k2dzI71i1m98GjBNx/ZFS2lRu3ULFsKX5fvYhZ44cxZ8lPAAQ/D2XT1l1s/nE+f6z9npSUZP46eNSknd6G7PLJaanrVYeipYrSs3FvFo5dxLBZQ0zK+Z/zZ0zncQQ9CjK6HvQomJEdRtPPZwAbF21ixNxh2V7GbEGXkjN//1H+JybUGo1G0mg0/2/r4uZTh5PbDgNw9+JtbOxsyF/QIZ1cxQZVOb/7JAAnth7GzacuANGhUdy/EkByUvpf+rp95gYvItPP7Uu6lSXkQTChj56RnJjMhZ0nqO5Tx0imuk8dzmz7B4D7F29jbZcPe6VcAWduEGsiX0NqflSP8zuOZ3i/hFtZnj8IMipDNZ/aRjJVfWpzVinDg4t3sLaz0ZchIVb+pS+1mRq1mRrSfBmu4VOHU9uOAHAvTfkNqdigKhd2nwLg1NYjuCl2yCh9KbeyPHsQRMijZyQnJnFu53FqpCk3gMrClpT4rH+fq+1Wjfz2dlmWz4gP3MoS+iCIMMWul3aepEqa8lXxqcW5bfKD5+HFO1jZ2WCn2Ca/ixOVmrpz5tdDRmniY+L0/7ewsUJnsIM7p/pT467e7Fu2naQEObobExqlzysn2hbkMZNR3y5Svrg+nTxW85kcqxUaVOW8ovfE1iO4K3rdDPQapo98HqGPPsa/eElgwBMcXJz0+bX/qgd/zN6E2kJN6KNnuWbnjHD3qcOJLNihUoOqnFN81vGth6mp+Kw7F24SGyV/2Qy4cAsnF+d0aXPDRxnqet2Yfht/EBTwhOC7TzPVXbdNI87sOJbuenY+F5yKOBuV8Uw21a+Gdx1ObpHLeHLLYWp411Vy02FpbYlKrcLCyoLkhCTiouOM9KE2B5UZV65c4YOirhQv4oK5uTmtmjbi4PHTRqIBDx5Rr2Z1AEqXKMaToGeEhEUAkJScTHx8AklJycS9TKBgASeyi+zyyWlp4FOffVv3A3Dj4r/Y2ufDqVD6ct/xDyD4cXC669fPXydG6ds3Lv5LQdcC2V5GwZvz/3bJh0ajKQn8BRwC6gN/aDSajwFL4HetVjvFRJrRgCatjEaj+QMoDlgBi7Ra7QqNRqMGVgG1kadqq7Va7UKNRlMGWAoUBGKBL7Ra7b8ajaYU8DOyTfe8SV0cCjsT9jRU/zk8KAwHF2cin0for9n+H3vnHR5V8TXgd3fTSQ8JCT006Ukg9JYgNUoR8AIiXVEQkBa6gHRQQSmCICJN4IKooCiEKr3X0DuB9N7L7n5/7M2ym2xCkITw+7jv8/Cw2XtmzpyZOefOzp2Z62RHakIyGrXu11lsaDROpf574HAo5Uysoc7QaCp6G8/wOpZyMpKJC4vG0d2ZBINy5UXlhjVIjIon8kFYnjIOpZyJM8w/NIYKucpgLBMfFoODVAaFUsG4P+fhWsGdIxv28vDinVxpY3KU3ylH+Us42ZGSkGJUr45SveaV3jFX3cXg6V3VSLfCzAqtRg2arDztLyocSjnlqNfoXPWas+6z6zUxMo4u0/rx57xfsLK1ypV3h3ECvt1akpaYwores4zyK4r+5FbJg8oNq9MpsCeZ6Zn8Nmcjjy7fxbGUU5G07fP6drkaFegyphc1mtdl2+z1xEo25PZV03qdcug1ld6lrCvlanpy/+JtALza+BIXHsOT6w9RqlTEhT9bZlPU9ZwXuvqLMrLDyUTMSskRsxxNxKyWPd/myqELub4vyhjVsn97GnZryaMr99gxe4MJXbl9+mXiQX40eLcpyz7O/a7owrwvWNvZEGvYXqHRVPau9tL22bs66Os6ITIOu5L2AJzbfRKvtg1YeHo1FtYWbJu1LtePG6W1A5rUBCIiY3B3fTYgLOXqwpVrt41k36pckX1HTlKvbk2uXL9FaFgk4ZFR1HqrCgN6dqWN8DFWlhY0beBNswY+uex/3SjpXpLIp5H6vyNDoyjp7kJMRMwL59WxVwdOHzxTmMUrPOQlH/9TvAWsByYAZYCGgDdQXxCEloaCgiC0A6rmITNIFMX66AbPIwVBcJFkyoiiWFsUxTrAWkl2FTBCkh8HfC99/x2wQhTFBkCeo0hBEIYIgnBWEISz2d8pFCYEc57faEJI+xJnPCpMKc2Z3Uvo9O3clLM7jz+nDCa+zGW3KRGdjFaj5auAiUxvMowKXpXxqGb8CNOUjbmrNe96yDN9AcqtsLRFm1Esq43yaLecIqbbtkZrH5KiE3hyNfdaTYB/vhaZ3XQ45/84RrP+7fPNrzD6k1Klwsa+BF93ncrvczcyaPmofPLKqe4/tG0+HN64l5sng/k5cDnxEXG8P7Wf6XT55f0cvZY2VgxdMY6tM9eSlpSKhZUFAcO78dciMe+CFWU950Fe/ed5Mjkrq3qT2rTo+Tbi/A0F0lEYth7ZGMSMliOZHzCBhIhYuk3tW6Cyvkw8yIuK3lXISE3n6a3Hua4V7n3h1drn6VUFjVrD+EZDmNLiM9p81ImS5dyMZJRW9mhSE9DmatTcZn30QXcSEpPoPngUm3b8RfWqlVCpVMQnJnHw2Gn2bPmBA7/+RGpqGrv2Hsq3bK8Dprvbi9/PvZp40aFne36cu6YQSiXzsvzPzlBLPBRF8aQgCF8D7YDsaQ5bdIPnfw1k2+UjM1IQhPek78tJ398EKgmCsBT4C9grCIIt0BTYJghCdr6W0v/NgOydFBuA3FMOgCiKq9ANyj97dO1+fYAHl+7iXPrZI08nd2fiwo1/qSbFJGBtXwKlSolGrcHJw4U4gw1hL0pcWDROhjo9XIjPkV9cWIyRjKO7C/Hhz9epVCnxat+QhZ0mPacMMTga5u/hbLIMhjIO7s4k5ChDakIKd05eo3orbyo3qkmT3ro1hPcv3cG5tAvZ82yO7i4m69XG3iZHvepkYsOiTaY3szDLUXfO+jT6OrC0KfBmxMImPle9uhhtHgRpJs9EvdYNaETNNvWo7u+NmaU5VrbW9F78GZtHLzdKf+GPYwz+aTx7pY2gRdWf4sKiubRHtw6/Qt3KOJZyYvKer7h//naRtK0p/Pq2p3nvNoCuTzl5uHBkyz5GrJmIysyMeJO+aqw3PodefT25u+jTq8xUDF05llO/H+GCZLNrBXdKlnVj0t8LAd0mMJ+Ojfht7gYSI+OLpJ4fXrqLVqPB1tmO5Jhn6Vr37UArg3pwLv1sVtHJRP0lxiRgk0/MKlu9AgPnD2XRgNkkx+X+8VlUfSoxKl7/+diWA3y6ZgLHt+x/rk+/TDzIiwadmnHaYFmcf98OtOitW2demPeF1MRk/WZxXRldCsW+hMh47F0dSYiMw97VkcQo3VKhhl2aE3z4IposNYnRCdw9d4MKdSsT9ThCl4mZpW6gnpVGKVcXwiKfzZ6HR0bnWrZhW8KG2RNHArqBZ/teQyjrUYpjZy5QxsMNZ0cHAN5u2YSLwTfo1M7PZH0XJ537dyKgd0cAbl26hWtpV/01V4+SROcRf/LCs7onY78axaS+U0mISyzUshYWWvnYvP8psnd8KYB5oih6S/+qiKKY8yebSRlBEPyANkATURS90A24rURRjAW8gEPAZ8CP6OorziAPb1EUaxjoeJGfmMtnBgQyMyCQC3tP06SbHwCVfKqSmphi9Fgvm5sngqkf0ASApt39uLj3vz/meXjpLq4V3XEp64rKXEW9Tk25HHTWSOZK0FkadtNN4leUylWQ5R5vNa9D+L2nxIXlHyAeSWVwNijD1aBzRjJXg87RQCpDBZ8qpEllKOFsh7W9DQDmluZUa1aHiLtPObphL18FTOSrgIlc3HuGxt1aAeCZT/lvngimXkBjABp3b8UlqV4vBZ01mf7BpTu4VfTApawbKnMzfDs145JB3SnMrdGqM0GTe037q+DxpbuUNKhX705NCM5Rr9eCzuPbrQUA5aV6TYyM4++FW5jdZDhzm49k04gl3DkerB9Ml6zork9fs019Iu4+WxtaVP3p8t4zVGtSC4AbR6+QGBXP3PaBXC6itjXFoQ17mB0QyJL+c/R9yqd9Q+IiYp/jqzq9Tbu30vuqod6cvt5/wVBC7zwhaM2f+nye3HzEWN+PmN58BNObjyAuLJqEqHgsLC2KrJ7dPD0wMzcjKcb4Jn1gwz9MDxjH9IBxnN97mqZ52GHIjRNX8ZViVrPufpzfqxu0O5cuyfCVgawevYTw+6Emy1RUfcpwrb1X+waE3nrMw0t38/Vp+O/xIC8UCgX1A5pwetez9dMHN/xDUdwXYp5GU6qiByWlMjYsJPsu7ztLkx66Mjbp4celoDOSviiqN60NgIW1JZ4+1Qi7+2yCQWmtm50GqP1WVR6FhBISGk5mZiZ/HziKf9OGGJKQmERmZiYAv/4VRH2vWtiWsMHDzZXL126RmpaOVqvl1PnLVKpg/KTydWHnul182mEYn3YYxrE9x2nbXffjtIZPdZITU15ouYdbaVdmrJ7G/M+/4sn94pm4KRAabdH8e01RvMyygeJEWkP9pyiKtaXlHLOAt0VRTBIEoQyQKYpihCAISaIo2uYlg2799UeiKHYSBKE6cBHoAFwFMkRRTBAEwRv4WRRFb0EQjgOLRVHcJgiCAqgriuIlQRB2AqIoihsFQRgKfCWKom1+NnxUsYe+8j+Y+RG1W3nrjtIK/J6HV3TzBJ+vnczPE1YQHxFLyXJufLJ0NCUcbXkU/IAfR39HVkYW9q6OTN25AGtba7RaLWnJaUxrO4q0pFQ+XjKKtxrXwtbJjoSoeP5evI0Tom6zWU0/b3pM649CpeSkeIg9y3+jeR+dkx/dpNswIcwcRI1WXmSmZrAxcAWPpGOfBiwZSdXGNfX57jbI98Ovh/Lgwm19HgAqk88NdWV4L/vYPPEgQct/p5lUhmNS+h4zB1JDqptfAlfy+Mo9SlcvT59vhqJUKlEolVz46wR7luwwyjsNNb1nDqZWK93RcOsCl+uPrRq+dhIbJqzU1+tHUr3qjlZbot+clVf62n4+CNJxXsfEg/y9/JnuFTd+QpuVhibtxWYNAqfP58yFy8TFJeDi7MiwwX3p3qn98xNKTPKdov9c3c+bLtP6oVApOSMeYv/y32ki1esJqV7fmzmQt1p5kZmaztbAHwi5YnzsUuXGNWj18bv6Y/P6rRiFW6XSaDRa4p5Esn3KGhLCY0lDNwtRFP1JZa6iz8KhlK1ZEXVmFr/N2cCtE8GArl8URdsOXvK5kc/sWixyTDzAwEUjKFuzIo5uTphbmRPzNIo1o5fq041cO4l1BnqH6H31PmsM9H5goPdnSW8V3+pM2D6LkOsP9Y9+dyz8havS2mJLae7jy6NL+WPBZt4d/f4rqedk8t4D8OHMj6jTSndc3ZrA5TyQYtbotVNYO+F74iJicS1Xik8N6mGVFLMGzh9K/Y6NiX6iW0eqzlIzs/Oz4zVLSA9Pi6JP9Vv0GWVrVkSr1RITEsnmyatJiIzjLT+vXD7dsk9bAP7dFJRvn8krHni3b0ivGYOwdbYnNSGZx9cfsKSf7gSZao1r8t6EPsx9b3KedVyY9wV1lprUhGRQKDgmHuCf5b+9tH0lHG0ZsnwMTqVLEvs0ih+GLSIlPglLGyv6fzUMj6plQaHgxLaD7F2lO4Vq2YmZmLlWJivmMagzdPpPnmXBsp9Qa9S817ENn/R9n61/6LYi9ezSgYvBN5g89ztUSiWVKpZj5vjhONjpbq/L1m5mz4GjqFQqqlf1ZGbgcCwszI0r0tyS/8LLxuSOPkPzvDZi9mc08PMlPTWdr8Z+w63LunXjc9bNYtH4xUSHx9B1YBd6Dn0fZ1dnYqPjOH3gNIvGf8uYhaNo0bE54U90M/5qtZrP3nl2Usi+x3tM33BfMclz+hXJALPElPWvhX05+X8xoJb+/hz4SLqcBHwoiuLd7AF1XjJACPA7ujXYN9FtNpwBxKJbN509iz9JFMW/pc2HKwAPwBzYIorizBybEn8Fpr7IgPpVYYXqVasE8h5QFyVpFM8M8bKzJlf7FDmGA+pXSfaA+lWTWQx6i+sBpmUxPUzMb0BdlJQohtWIxdGfANQv9GCz8CiOmAy6AfUr5z8OqF+W/AbURclrM6Ce/WHRDKinbnwt7MvJ/+yA+v8D8oC6aJEH1K8GeUBd9MgD6qJHHlC/GuQBddEjD6iLh//1TYkyMjIyMjIyMjKvG6/xeueiQB5Qy8jIyMjIyMjIFC7yKR8yMjIyMjIyMjIyMgVFnqGWkZGRkZGRkZEpXN6wJR/yDLWMjIyMjIyMjIzMSyDPUMvIyMjIyMjIyBQu2jdrDbU8oC5GiuMIu+I6GkpVDLaW11q8cp1QfMfXzTs7p1j0PmnzSbHoXRjn9Mp1mhfTUWPpxeS397Piny9UBLQ0K/XKdVbJLJ62PWaeXix6J9gVT9tOaPJlsegtDuqoXn2Mkik+5AG1jIyMjIyMjIxM4fKGraGWB9QyMjIyMjIyMjKFilY+Nk9GRkZGRkZGRkZGpqDIM9QyMjIyMjIyMjKFSzEt+RAEoQPwHaACfhRFcb4JGT/gW8AciBJFsdXL6pVnqGVkZGRkZGRkZP7nEQRBBSwHOgI1gd6CINTMIeMIfA90FkWxFvB+YeiWZ6hlZGRkZGRkZGQKl+KZoW4I3BFF8R6AIAhbgC7ANQOZD4Adoig+AhBFMaIwFMsDahkZGRkZGRkZmcKleM6hLgM8Nvg7BGiUQ6YaYC4IwiHADvhOFMX1L6tYHlC/BtRo5UWPaQNQqpQc33qAoBV/5JLpMX0Atfx9yEhNZ8O4FYQE3wegz8JPqd26HonRCcxtP04vP3DZ55SqVBoAa3sbUhNSmB8wgZ7TB1Lbvx4Zqen8PG45j6V8DHEp68bHy0Zh42DL4+D7/DR6KerMLIA80/dbOJQ6reuTGB3PzPZj9Xl1HtMTr7YNQKslKSqBU9sP0+Hz7ihVSk5uPcC+FTtz6e82vT81/X3ITE1n07gVhAQ/wNHDhQ8XDcPO1RGtRsOJzQc4vPZvAMrUrIAw5yPMLM3RZKnZ9sVPPLp01yjPSq3q0m56XxQqJRe3HOLEil259Lab0Y/K/l5kpmbw57gfCLv6AIAGA9vj3dsfhULBhc0HOfPTPwCUqlmBjnMG6fSq1fwzdS1PL90zyvOtVl50mdYPpUrJqa0HOWjC3i7T+1PD35uM1Ay2jlvBk+AH+msKpYJRu+YSHxbDT4O/AqD9mPep1dYXrVZDUlQCW8etJCEiNle+BWHq3EX8e+w0zk6O/L5x5X/KIy+sm/riPH4YKJUk/fY38Wu3mpSzqFUNj/VLiJwwh5R9RwBwmTEWm5aNUMfE8bTHEJN5Tx87AoVKyfGt+9lrwmfenz6QWlI/Wj/ue31frdnKi/enDcyVtkyNCvSe8zGWNlbEhESydtQS0pJSddeql6f33CFY21qj1WhZ2GUyVRvXLHS/LVOjAr3mfISljRXRIZGsG7VUX4Ze0wdSR/K9teOW88iE75aUfLeEgy2Pgu+zxsB380rff+FQ6kq+O8PAdwHeG9iV9wZ0QZ2l5uSBU/wwZ7X+2oiZn9G4dUPSUtOZP3oht6/eyVWe9wZ0ocdH3ShTsQxd6nQjPjYBgGbtmjIocABajQZ1lpplM1Zw5czVXOmrtKpLwDSd357feogjJvw2YHo/qkp++9u4HwgNfoBLJQ+EZSP0Mk7l3Di4eDsnJN9t1L8djfq1RaPWcOvARfbO35wr32xK+9Wlwcy+KJRK7mw+xNXlxmWwr+xBs8VDcK5dkQsLtnHth936a9UHt6fqB34oFApu/3KQ6z/uyVMPQK1W3gjTBqJUKTm6dT97VvyeSyavGJxX2noBjek0SsC9Shnmd5nEwyv3cuWZF9bNfHGZMBSFSknCjn+IX2Pahy1rVaP0pu+ICJxLctCRAuVdvZUXXaf1198LDpiIje9N708NyX82S7HRzNKc4VunY2ZpjlKl5NLfp9izeDsApWtW4H2De8GvJu4F/1VvNgqlgtG75hIfFsuawQsB8ApoRPtRPXCrUoZvu0wlxEQdV2/lxXvT+qNQKTm19QD789GbKekNyWGvSrL3H8ler4BGdDDQ+/gF2vZ/GUEQhgCGN4ZVoiiukj6bOlA+51S5GVAfeBuwBk4IgnBSFMVbL1MueQ11MaNQKhBmDuL7AfOY3XYM9Ts3w71KGSOZmn7euHq686Xf52yevJpecwbrr53cfpjl/eflynft8O+YHzCB+QETuPj3aS7+c5qaft64eXrwhd8INk7+gT5zPjZZpm4T+7BvzZ9M8x9JcnwSzXq2BqC2n0+e6U9sP8SS/rlfLLJ31U5mdRzHVwETCT54AWHOYH4YMJ95bcdSr3MzSpm01YPZfqPYMnk178/5CABNlprfZ29gXpuxLH7vC5r3badP23liH/757le+CpjI34u20XlSn1x13GHWALb0X8gPbcZTq3MTSlY11lvZ3wtnT3dWtBrL7klr6DB7IACu1cri3duftZ2nsbrDJKq+7YNTRd1LJ1pP6s2R73bwY8BkDi/aTutJvXPpfW/mQH4csICv2o7Dp3PTXPZWl9p2vt9otk9eTXeDtgVoMbAj4XeeGH13aNWfLOo4gcUBk7h+4DxtP++Wq94LSteAtqxcNPs/p88TpRLnSSMI/2wyT7p9RIkO/phXKm9Szunzj0g9cc7o66SdewkfNjnfvJcNmMustqPxNeEztfx8cPN0Z4bfSDZNXkUvqR8plAp6zhxsMu2H8z/hjwWbmNNhHBf3nKbNkM46dSolAxaPYPOU1cxpN47ven2JRq0uEr/9YP4n/LHgF+Z2COTSntO8PaQT8Mz3pviNYEM+vttd8t2p/iNJiU+ieQ7fNZX++PZDfGfCd99qUovm7ZoyuO0QBr79EVtXbtNfa9S6IWU9y9CneX++mbCY0fM+N1meK2eCGdtrPGGPw4y+P3/0PIPbDuGj9p+yYNzXBH41JldahVLBuzMHsGHAQpa1HU+dzk1wzVHHVf28cPF05zu/seycvIZOc3R+G30vlBUBk1kRMJmV704hMy2da3vOAuDZpCbV29ZnecdJLGs3gWOr/zJZ9uwyNJrTn/0fLmSn/3gqdm2MQ9XSRjIZccmc/mIDwQYDaQDHt8pS9QM/dr8znV1tJ1O2jQ92nnm/sEahVNJ75mCWDpjDjLajadC5GR5VyhrJ5BWD80v79OZjVn76NbdPX89Tt0mUSkpOGU7YsCk87vIxth398vRh59EfkXr8XO5redqqoNvMQawaMJ8FedwLavh5U9LTg7l+o9g2eTU9JB/OSs/k+w9m8XXHCXwdMJHqrbyp4FMFgE4T+7Dnu1/5JmAi/yzaxrsm7gX/VW82LQd2JOLOU6PvQm8+Zu2ni7h3+kae9nY30OuTh15XSa+Yh71f5bA39OZjfspHb7Gj0RbJP1EUV4mi6Gvwb5WB1hCgnMHfZQHjBtPJ/COKYrIoilHAv4DXy5orD6gLAUEQ/vNMf0XvKkQ9DCf6cQTqTDXndx2nbrsGRjJ12zXg9I5/AXhw4TbWdiWwd3UE4O7p66TEJ+Wro947jTm38xh12zXg5I7DANzPkY8h1ZvW5vzukwCc/PUw3lJ5vPJJfzuPcmTPrgGUquxBWmKKka112vkayddu58sZydaHF+5gbWeDvasjCZFxhEizBOnJaYTffYKjuzMAWrRY2VoDYGVvQ0K48Wxtae/KxDwIJ+5xJJpMNdd2naRa2/pGMtXa1ufyr7qZlacX7mBlb4OtmyMuVUrz9MIdstIy0Ko1PDp1nbfa6+pDq9ViIem1tLMhMSLOKM/y3lWIfhhGjGTvxV0nqJXD3lrt6nN2h07vowt3sLKzwU6qUwd3Z2q09uH0loNGadIN6tTCxgqt9r+vU/P1roODvd1/Tp8XlrXfIuvxU7KehEFWFsl7DmHj1zSXnH3vLqTsP4omJs7o+/TzV9AkJOabd3Y/OrfrOF65fMaXUwY+YyP11YreVYh8GGYyrVul0tw+pRt03Dh6GZ+OuqeENVp48eTGI55cfwhAclwSFepWLhK/davkwR19Ga7gLZXB28D37kn2OJjw3bea1uac5LvHfz2Mj1Sm/NLfPn2dZBNl8evTjl+WbyEzIxOAuOg4/bVm7ZqyZ3sQANfOX8fW3hZnN+dcedwJvkNYSHiu71NT0vSfraxN9+Gy3pWJeRhO7ONI1Jlqruw6SfV2xn5bvV19Lkr+EyL5j22OeqnUrDaxDyOIfxIFQIM+b3NkxU7UGbqZ++TohFy6s3HxqUzig3CSHulix4M/TlKuvXEZ0qITiL50D22m2uh7h6qliTp/F7UUO8JO3qB8B2P/N8TTuwoRD8OIehyBOjOLs7uO4ZUjXuQVg/NLG3b3CeH3co4nno9lnbfIfPSUrBDJh/8+TAl/Ez78QReS9x1BncOH86O8dxWiDGLjhV3HqW3iXnA2x70gOzZmpOjeLqkyU6EyU5HdfZ53L3hZvbqYXI+TWw4YpYm4+5TIe6HPtTf6OXpN3fvys/d5et9QzgBVBUHwFATBAugF5Hwc8AfQQhAEM0EQbNAtCXnBX5y5eWOXfAiCUAIQ0f16UQGzgHvojlopAaSjexyQCawAfIEsYIwoigcFQRgAvANYASUEQegELAXqoKvXGaIo5n4GnAOHUs7EPo3W/x0bGk1F7ypGMo6lnIxk4sKicXR3JiEy7rl2Vm5Yg8SoeCIfhOFYyomYHPk45cinhJMdKQkpaNQafXkcSzlL5XB+bnpTdBnXmybdWoFWqx8sAMSFxlAhl63OxBnoiA+LwSGHDueyrpStWZEHF3WPmH/7ch1D10+my+QPUSgVfNt9mlGedu7OJIY+yzMhNIYyPpVzySQY6E0Ii8GulBORt0LwCxSwdrQlMy2Dyv7ehF7WPVYLmrmB3usn0GbKByiUCn7uZvxKXYdSTka2xIVG57LXIQ97EyPj6DKtH3/O+wUrW6tcddphnIBvt5akJaawovesXNeLG5VbSbLCIvV/Z4VHYVmneg4ZF2z8mxM2JBDLWm/957x1PlPVSMaxlDOxT6OeyUg+42jS33RpQ289pm5bXy4HncUnoDFOHi6AbpCr1WoZvn4yds4OnNt1nKhH4UXit6G3HlOnrS9Xgs5Sz6AMTjl8L9ueeIO8bJ3sSM3DdwuSPielKpWmTqPaDJ4wkIz0DFbMWsXNSzcBcHUvSeTTZ20QGRqJq3tJYiJi8swvJ807NGPIxME4lnRkYr8pua7blXIm/qmx35b1NvZb+5wyYTHYuzuRZGBXnU6NubzzuP5vl0oeVGhYnTaBAlnpmfwz5xeeXjb9qNzG3Ynkp89sSgmNoWSO2JEXcTdC8JnwPpZOtmSlZlC2tRfRl3Iv08kmd9+MwdNEvzYVgwuS9kUxy+XDkVjWze3DJd5uRujg8bjWLrgP54x7pu4F9jllDGKjQqlgzJ/zKFnBnWMb9vJIuhf8/uU6Plk/mU6TP0SpVLAkx73gZfV2ndafP+dtwlIatBeUXPe10BjKP+deEGdw71MoFYyV7D1qYO/rjrYYNiWKopglCMJwYA+6sd1PoigGC4LwqXR9pSiK1wVB+Ae4DGjQHa2Xe83ZC/LGDqiBDsBTURTfARAEwQG4APQURfGMIAj2QCrwOYAoinUEQagO7BUEoZqURxOgriiKMYIgzAUOiKI4SDqS5bQgCPtEUUw2VGq49scNBQqFieU+OfugCZmCzkr6dm7K2eybicl8cqrKuzymrhWkGH98vZk9X4v0/W447lWNH2HmLoAJ9QYyFjaWDFoxmh0z1+lnapt92JbfZq3n0j+n8X6nMb0XfML3H+Z+hJ1XnmCyatBqtUTfecqJlbv4YNNEMpLTibj2CE2WbsBS/8M2BM3ayM2/z1DjnUa8u/BjfukzL99MC1LfWq2WGq19SIpO4MnV+1RuXCOXzD9fi/zztUjrYV1o1r89e6U1da8NpivU6E/nwGHEfvcjvOjbtAqQd171ml/aDeNXIEwfSMDIHlzed5Ysae2xSqWicoPqLOg8iazUDEb+8gXXj1w2kc/zy/k8v900fiU9pg+g48juXNl3Tr/+uSB9KV+Z/+C7SpUSOwc7hnUaQXXvt5ixYiq9m/bNJ78Xu3ke/ecYR/85Rt1GdRgcOJCxvccbXc/LJ19ERmWu4q029Qla+Gztr1KlxNq+BKu6TqeMVyV6Lh/B4hajTZaxQPE5D+LvPOXq8j9ps3kiWclpxFx7hEatzjuByZWfBenXBUv7whQgT5cJQ4lZ/OI+/F/bNlu/VqPlm4CJWNnbMOiHsbhXK0vYrRCafdiWP2at5/I/p/F6pzE9F3zCSoN7wcvordm6HknR8YRcvU/lxjVNCOVDgdo277JpNVq+NmHva08xnUMtiuJuYHeO71bm+Psr4KvC1PsmD6ivAF8LgrAA+BOIA0JFUTwDIIpiAoAgCM3RzTwjiuINQRAeotshChAkimL29EU7oLMgCNk7jKyA8uR4jCCt9VkFMLxiT21cWDROpV301508XIjPscEsLizGSMbR3YX4HI+yTKFUKfHt0py40GgadmvBw0t3cS7tQvYWDUd3F+LCjWeUkmISsLG3QalSolFrcPJwIU6adYoNi35u+vy4+Ncp+i4e9swOD2eTtjoa2Org7qx/bKc0UzFo5RjO/n6Uy3vO6GUadm/Fji/XSTpO0nu+8Sa2xLAY7Dye5Wnv4UxSeJyRTEJoDPYGeu3dnUmSlnBc2nqYS1t1j1n9AgUSw3Q21+negr0zdBuDr/91incWGK9rjc9hi6OHS67Ng3Fh0SbtrRvQiJpt6lHd3xszS3OsbK3pvfgzNo9ebpT+wh/HGPzT+NduQK0Oj8TM3VX/t1mpkqgjo41kLGpWxXWBbp200tEB6+YNQK0m5eBx8iNn3qZ8JjYsGqfSJQHdjKqT5DNmFmZ5+lv43acs7ae7+bp5elDbv54+r9unrpEcm4gSBcEHL2BX0qFI/Db87lOW95sLQMDo9zG3smDi7gXcu3QHZ0N97i7Em/Bd6xy+G5/Dd/NLn5PYsBiO/H0UgBsXb2Jdwpqf9q1Go1Zz49ItXEs/awNXD1eiwqPzyipfLp+6QukKHjg42es3LYJuttmhtLHf5lxWFZ9Txt2ZRAPfrurnTejVByRHGed7TYofTy7dQ6vRYuNsB+G5l70kh8ZQovSzpSw2Hs6kFCD2ZnNny2HubNHFDp+JAimhedd5zv7i5OGsj73Z5BWDc/fr3GlflKzwqBw+7Io6R56WNavhtlDnwyonB2yaN0SrVpNyIH8fzhnnHT2cc8XGXPHT3TmX/6QlpHDn5DWqt/Im7FYIvt1b8Zt0L7j010l65rgXvIxer4BG1GpTnxr+PvqY3GfxZ2zKEZMLYq9DAe59jgb3PkN77xrYK/N68cauoZZ2c9ZHN7CeB7yH6bkHU78tszGcfVYA3UVR9Jb+lRdF8blrch5euotrRXdcyrqiMldRr1NTLgedNZK5EnSWht1aAlDRpyqpiSkFWu7xVvM6hFx7wJx245gfMIHLe8/QuJvuZUCe+eRz80Qw9QIaA9C4eysu7dXdfC4FnS1QekPcKrrrPzuVcQGFAmcDW68GGW9kuRp0jgaSrRV8qpBmoKP3gk8Iv/OEQ2uMN//ER8RSRZoxqNa0NpEPjDdAPb10D2dPdxzKuaI0V1GzU2Nu5dB7e9956nZvAUBpnyqkJ6bqB9Q2LvYA2Jd24a0ODQj+Q3ezSIqIpbw0e1yxWS1icuh9fOkuJSu66+317tSE4Bx6rwWdx7ebTm95yd7EyDj+XriF2U2GM7f5SDaNWMKd48H6wXRJgzqt2aY+EXdffH1kUZMefBOz8mUwK+0OZmaUaO9HyuETRjJP3ulHSEBfQgL6krLvCNFzlz53MG2Yd7bP1M/DZxqZ8JmHl+7iVtHDZFpbqZ0VCgUdh3fjyCZpjfDhS5SpXh5zKwuUKiVVGtXk+r+XisRvDcvgUtYNcdpPuo3FBr5bScrL1HKNmyeCqS/5btPurbhownfzS2/Ixb2n8WnmDUBZzzJkpGcwqM3HfNT+U47+c4z2PdoCULNeDZITk19ouUeZis829lWtXQUzC3OjwTToBrvOFd1xlOq4TqfG3MjhPzeDzuMt+U9ZnyqkJaYaL/fo3IQru4z71PW956jURBcvXDzdUZmbkRJjer1+9MV72Hm6YyvFjopdGvN47/kC22kltWeJ0i6U7+jL/d/z7t8PLt2R+qYbKnMzfDs141KOPpVXDC5I2hcl/epNzCuUwayM5MMdW5F8yNiHH3fsx+MOun/JQUeImrP0uYNp0MVGV4PY6JPHvcA3x70gMTKOEs52WNnbAGBuaU61ZnX0MTAhIlY/e1zVxL3gZfT+tXALM5t8xuzmI9gwYgm3jwcXaDCdl96c94LgHPe+7LbNz97XHo2maP69pryxM9SCIJQGYkRR3CgIQhK6ZRilBUFoIC35sEO35ONfoA9wQFrqUR7dtFe9HFnuAUYIgjBCFEWtIAg+oiheeF45NGoN4rSf+Gz9ZBQqJSfFQ4TdDqF5nzYAHN20j+CDF6jl78P0w9+RmZrBxsAV+vQDloykauOa2DrZMevE9+xevI0Tom4TW/1OTTm385heNvjgBWr4ezP78FIyUjNYF/gsGAxfO4kNE1YSHxHLjvkb+WjpaLqM7c3j4PscE3UbMK4ePE8dfx+T6Qcv+Zy3GtfC1smO+SdWsmuxyDHxAO9N6EOpSqVRaLTEPIlCnPIjQ9dP1h1ZJB4k7HYIzSRbj23ax7WDF6jp780Xh78jIzWdXwJ1T2kq+b5Fw+4teXr9IYG7dW8R/WvhFq4dusjWiavoNr0/SjMVmemZbJn07GgvAK1aw55pP9N7/QTdMUviYaJuP6Fen7cBOL9pP3cOXKSyvzfD/l2kPzYvm+4rP8fayQ5NZhZ7pv1MWkKKTv+EH2k3Q3ckXlZ6Jrsn/pirbX+b9jMfr5+EQqXkjHiI8NshNJHsPbFpH9cPXqC6vzcTD39LZmo6WwN/4HkETOiFW6XSaDRa4p5Esn3KmuemyYvA6fM5c+EycXEJvN31Q4YN7kv3Tu3/c3561Bpi5i+j1Ip5umPz/thD5t2H2PV4F4DE7X/mm7zkvMlY+dZF5ehA2T2/ELdiPUm//2OU9/D1U1CqlJwQDxJ6O4QWfXQDvCObgrh68AK1/Ovx5eElZKRmsCHwe0DXJlun/ZQrLUCDzs1o2Vdn+8U9pzmxTedHqQnJHPjxLybsnAdanR9d3X8ejVpT6H7r27kZLfu205fh5LZDAFyRfG+O5Hs/G/jeyLWTWCf57q/zNzJk6Wi6ju3No+D7HJV8N7/0Hy/5nGqS7y48sZKdi0WOigc4Kh6k+4LBrN23mszMLOaNWqhPc/LAKRq1bsimo+tJT0tnwZhnT07nr5/DV4GLiA6PptugrvQe2hNnV2fWBK3i1MHTfBW4iJYBLWjXvS3qrCzS0zKYOTT3STMatYa/pv1MP8lvz4uHibz9BF/Jb89u2s+tgxep6u/NqMM6v/3NwH/MrSyo3Lw2Oycb+8cF8RBdFw7hsz3zUWdmsWNs3sdFatUaTk9dR5tfxuuOzdt6mPhbT6jWV3d6yq0NB7BydeCdv2dhbmsNGg01Pu7ATr8JZCal0mr151g62aLJyuLUlHVkxKfkqUuj1rBl2ho+l/rmMalvtpT69b+bgvKMwXmlBfBu35BeMwZh62zP8J8m8fj6A5b0y39JHABqDVFzl+G+ci4KlZLE3yQffv8dABK35X06yvPQqDXsmLaWIdK94LR40GRsrOHvzeTD3+mOkZPuBfZuTvT+ZihKpRKFUsmlv05w7YDuR444cRVdp/dHJd0LtuW4F7yM3vyo074B780YgK2zPR//NJ4n1x+yqt+z5X8atYZfp63lE0nvKene11TSe1y699Xw92aKdO/bYmDvBwb2XjSwt077BnTLofcHA70yrxbFy5wQ8L+MIAjt0a2f0aDbeDgU3SzzUnTnEqYCbdBtRFyJbjY756ZEX1EUh0v5WaN7L3xTKZ8Hoii+m18Zhlfs+corP5Pi+XVnheqV63TTvnqdALGK4qnjeWcLcJMsAp60+aRY9C6Mc3rlOpX5PrAqOtKLyW9vZ/23881flpZmeR8vV1RUySyetj1mnl4seifYxReL3mWJuU+D+f9KcY2uFj/YUjydOQeJwzoWSRXYff/3a2FfTt7YGWpRFPegm1XOSWMT3w0wkf5n4GeDv1OB4hlZyMjIyMjIyMjIFBtv7IBaRkZGRkZGRkamiCimUz6KC3lALSMjIyMjIyMjU6i8aUuK39hTPmRkZGRkZGRkZGQKA3mGWkZGRkZGRkZGpnB5w5Z8yDPUMjIyMjIyMjIyMi+BPEMtIyMjIyMjIyNTuLxhM9TygLoY0RTDKZU2xXAeNMDpzIhXrnOs2v35QkXAAaviOTO4uM6DLrPv+S+jKQrUvhNevc5iOlk2q5jOoS6O86ABPi396t8E59CmeGyN/dmyWPRGRNsWi94MizdnkFVTbV7cRShWtG/YgFpe8iEjIyMjIyMjIyPzEsgz1DIyMjIyMjIyMoWLPEMtIyMjIyMjIyMjI1NQ5BlqGRkZGRkZGRmZwqV4tn4UG/KAWkZGRkZGRkZGplCRNyXKyMjIyMjIyMjIyBQYeYZaRkZGRkZGRkamcHnDZqjlAfVrQM1WXrw/bSAKlZLjW/ezd8UfuWTenz6QWv4+ZKams37c9zwOvg/AhwuHUqd1PRKj45ndfpxe/t0xPfFq64tGqyUpKp71474nPiLWKM/qrbx4b1p/FColp7YeYP+Knbn0vje9PzUkvZvHrSAk+AFmluYM3zodM0tzVColl/4+xT+LtwPQcYxA7bb10Wq1JEUl8Mu4FSTk0JuTUTOH06R1I9JS05gzeiG3rt7OJdN9QFeEj7pT1rMMAbW7Eh+bAIBPEy/m/zSL0MdhABzefYS1327IV18p/7rUndUPhUrJg00HubVsl9H1ct2aUW14JwCyktO4OOEn4q89wrq0M75Lh2Lp6ghaLfc3HODuj//kq6tGKy96TBuAUqXk+NYDBJlo2x7TB1DL34eM1HQ2jFtBiNS2fRZ+Su3W9UiMTmCuQdsCtOrfgZb92qNRq7l64AJ/zN+UZxmsm/riPH4YKJUk/fY38Wu3mpSzqFUNj/VLiJwwh5R9RwBwmTEWm5aNUMfE8bTHkHxtfRGmzl3Ev8dO4+zkyO8bVxYojcLcGlUJF1Ao0KQlmJTpOX0gtf3rkZGazs/jluv9pFYrb4RpA1GqlBzdup89K34HwMbBlo+XjcalrCvRIZGs/mwRKQnJ1Ghel/cm9MHM3AwzS3PMLc3Jysji6Nb97PvxT3p/OZhqjWui1Wr5/avNVGtUs1D0Ks1U9FvwKeVrVUJppuTkjsP8870uTcN3m/LuZz1QqpRkpmdgbWdDRmoGa8Yt5aGkz5CSZd34dNlobB3seBh8j1Wjl6DOzMK9chkGf/UZFWpVYsfXv/DP6md+33bgO7Ts1QaFQsHhLUHc+Gk/AFVa1SVgWl8UKiXntx7iyIpdufQFTO9HVX8vMlMz+G3cD4QGP8ClkgfCshF6GadybhxcvJ0TPz3zm2YfB9B+Sh/m+3xCSmxSnu1v2agBDqOGg0pFyq6/SNqw2aSceY23KLlqObHTZpJ28N9nF5RKXH9aiToyipjAyXnqyYmqihcWAf1BoSTr/AEyj+SOk8qKNbHo2A+FSoU2JZG0n2aCmTlWg6aDmTkKpZKs4FNkHtxeYL0VWtWl1QxdnQdvOcTZ743r3KmyB22/HoJr7Yqc+Gob51ft1pXX0pwe26aisjBDaabizu7TnFy0o8B6Hfx8qDhrEAqlkojN+3i67Ddjve0bUDawN2i1aLPUPJz+E4mnbwBQadFnOLXxJTMqnsutR+Wrp7hiY1HoDRjVg6a93iYpRheXdi7czLVDF/O0vZxfXZrP6ItSpeTa5kNcyNG2jpU9aP2Nrm1PfbWNiz/s1l/78PhiMpPT0Ko1aNRqtr8zLU89Mq8WeUD9HARBqAg0FUXxl6LIX6FU0HPmYJZ8OJu4sGgm7JzH5aCzhN15opep5eeDm6c7M/xGUtGnKr3mfMRXXacAcHL7IQ6v+4f+iz4zynffqp38uUg3cPIb0JGAz3uwecpqI73dZw5i5YdziAuLZvTOuVwNOke4gd4aft64enow128UFXyq0GPOR3zbdSpZ6Zl8/8EsMlLSUZqpGLn9S64fusjDC3c4sGoXfy8SAWgxoAPtP+/Gtilr8rS/SetGlPUsQ8/mfalVrwbj5o1iSKfPcsldPnOVY/tOsGz74lzXLp2+wvj+UwpS3aBU4DVvIEeFeaSGRuP/z2xC954n8dYzu5MfRfDve7PIjE+mVGsvfL7+iEMB09BmabgyYxNxVx5gVsIK/71ziPj3ilFaQxRKBcLMQSyT6jhw5zyu5Gjbmn7euHq686Xf51LbDubrrlMBOLn9MIfX7aFfjrat2qQWddr6Mq9jIFkZWdi62OdjrxLnSSMI/3QCWeFRlN60jJTDJ8i89yiXnNPnH5F64pzR10k795K45Q9Kzh5fkNotMF0D2vJB985MnvV1gdOobEuSFR8KmizMHMvgUaUsoXdC9Ndr+/ng5unBF34j8PSpSp85HzO/62QUSiW9Zw7m2w9nERsWwyTJx0LvhNBhaFduHL/CnhW/035oVzoM68qO+ZtIik1g+eD5JETFM/foclTmZkxtNYJJO+fhXNqFxOh4prX+HIVCQf13mxSa3voBTTCzMGdmh7GYW1kwY99izuw8RkJSMsKkfnzZaTyedaswYP6nrB6zlPTUNPrOGcLsrpNy1df7E/uyd82fnN51jH5zhtCy59sc3LiH5LhEfpmxBp92jYzky1QrR8tebZjVZQJZmVmMWfcFEQeuEvsogndnDmDdh/NICIvhk52zuBF0nkiDflzVzwsXT3e+8xtLWZ8qdJozkFVdpxN9L5QVAbrBq0KpYNypZVzbc1afzt7Dmcot6hAXEpV/4yuVOIz7nOjPA1FHROK6ZiVpR46T9eBhLjn7YUNIP3UmVxYlhO5kPniEsoRN/roMUSiweHcQaevmoE2IxuqTuWTdOIc20sDnrWywfHcQaRvmoY2PhhKSP2ZlkvbzLMhIB6UKq4++RH37IpqQO89Xq1TgN7s/v/WZT1JoDL12zeRe0Dlibj974U1aXDKHp2+gUvv6RmnV6Zns6DWXTCk+v//rFzw4eImwC3efb69Siefcj7ne60syQqOpvXshsXvOkHr7mZ/FH7lC7B5d/drUqEDVH8ZyqeVIACK3HiRs7d9U+W7kc+0rjthYVHoBDq75i/2r/3xuFSuUClrO7s+uD3Rt2+PPmTwIOkesQdumxyVzdPoGPHO0bTZ/CHNIy+fH52vDG7YpUV5D/XwqAh8UWebeVYh8GEb04wjUmWrO7TqOV7sGRjJ12/lyaodupuXBhdvY2JXA3tURgDunr5Mcn9ux0pJS9Z8tbSzRao0fvZT3rkKUgd4Lu45Tu52vkUztdr6ckfQ+vHAHazsbvd6MlHQAVGYqVGYqsrNPN9BrYWOJ9jlPfJq3b8o/24MACD5/HTsHW1zcnHPJ3Q6+Q1hIeP6ZFQBnnyok3w8n5VEE2kw1Ib+fwCNH0Io5e5vM+GTd53N3sPbQlSctIo64Kw8A3cx14u0nWLs75amroncVoh6G6+v4/K7j1M3Vtg04bdC21gZte/f0dVJMtG2LPm0JWvEHWRlZACRFm56tBbCs/RZZj5+S9SQMsrJI3nMIG7+mueTse3chZf9RNDFxRt+nn7+CJiExz/z/K77edXCwtyuwvMLMEq06EzQ6mzXpyXjl6K9e7RpwcsdhAO4b1KWndxUiHoYR9TgCdWYWZ3cd06f1atuAE9sPAXBi+yG82jYE4HHwA+IjYvH0rkLonRBUZioUCji76xgNu7Tg7+91s3ZarZa3mtQuNL2gxdLaEqVKiYWVBeqMLFITU3ErX4qw+6EkxiTg064B5/eewbdjY+5J8cBB6jOG1Gham7O7TwBw7NdD1Gun05EYncD9y3dRZ2UZyXtUKcu9C7fISMtAo9Zw81QwNds3oKx3ZWIehhP7OBJ1pporu05SvZ2xz1RvV5+LO3RPNUIu3MHKzgbbHGWq1Kw2sQ8jiH/ybPDc8Yu+7Jm3Ge1z3kBpXrM6WSFPUT8NhawsUvcdwKpFs1xyJXq8R+rBI2hi44y+V7qWxKppY1J2/ZWvnpwoy1ZBExOGNjYC1GrUV45jVt2435nVaUbW9dO6wTRAsoE/ZujiJCoVKAv+ltpS3pWJfxBOwqNINJlqbu06SaUcdZ4anUD45XtostS50mdK8VlppkJpZvbcOJyNrU8V0h6Ekv4oHG1mFtF/HMWpfUMjGU1Kmv6z0sYSw6ZLPHUNdezz40Vxxcai0vsiuOVo2zs7T+Jpom0jLt1Dk5m7bWVeX97IGWpBEBYAD0VR/F76ewaQCLgDHdGFiNmiKG4F5gM1BEG4CKwDlkjf+QGWwHJRFH8QBMED2ArYo6vXoaIoHnleWRxLORP7NFr/d2xoNBW9q5qQeXYTig2LxtHdmYTIuHzz7jyuF426tSQ1MYVve3+ZK884A73xoTGU965iJOOQQyYuLAYHSa9CqWDsn/MoWcGdoxv28ujis1mXgHE98e3WkrTEFJb3nplvGV3dSxLx9NlrySNCI3F1L0l0REy+6QypXb8mPwetJiosiuWzfuD+rQd5ylp5OJFqYFNqaAzO9arkKV/xAz/CD1zK9b1NuZI41q5IzPm8Z30cTLatsS7HUk5GMnEFaFu3Sh5UblidToE9yUzP5Lc5G3l02XQ5VG4lyQqL1P+dFR6FZZ3qOWRcsPFvTtiQQCxrvZWn3mJFaaYfTANoNVk4lnIxEnEs5UxMjrp0cnc24WMxeEo+Zu/qoK/rhMg47Era58pTqVLxOPg+WRlZJMcloVQp6TK2F9Ua1yTyYTjW9jac3PFvoeg9t/skXm0bsPD0aiysLdg2ax0p8UlkPFDjUbkMLmVdcXJ3wdLGSv+jOTYsGid3F+IN+oytkx0pCclo1BpJdzSOpXL/UDXkyc1HdB/3ASUcbclMy6Cufz2iLj/ArpQz8QZ2JITGUNa7slFa+5wyYTHYuzuRZFCmOp0ac3nncf3fb7WpR0J4DOHXczwtMYHKtSTq8GdxQh0ZiUXNGkYyypIlsWrVgugRY7CoEWh0zWHUcBKW/4DCxvq5ugxR2Dk/GygD2oQYlGWNfVhZ0kM3Az1wGlhakXXib7IuSaFfocDq03kond3JPL23QLPTALbuTiQ+fRYDk0JjcM9R5/mWW6mg91+zcahYisvrgwi/WIDZacDC3YUMg3bMCI3Gtl7VXHJOHRpRfnIfzF0cuNFvToHLlU1xxcai0gvQsn97GnZryaMr99gxewOpCckm5Uq4O5GUo21L+RS8bdFq6bRpIlqtlmubDnDtl4MFT/uKkU/5eDPYAvQ0+FsAogBvwAtoA3wlDZInAkdEUfQWRXExMBiIF0WxAdAA+FgQBE90s9h7RFHMzuOiKcWCIAwRBOGsIAi6554KRW6hHNMJChMyOWecTbHz6y1MaTqMM38cpVX/DsYXTajNrdeUiE5Gq9HydcBEZjQZRnmvyrhXK6uX2f31VmY2/YxzfxylRf/2+Zbxv9qWzc0rt+nesDcD2n7Mr2t/Z95P+Q/gTenLa/qmZLOaVOjtx9XZxms1VTaWNPpxNJenbSDLYEa+YLpyCZkoTv72K1UqbOxL8HXXqfw+dyODlo/KW7gA9joHDiP2ux9B8z/2fK5AfkKB+npeOJV2oWLdymycvEqnQ6nEqoQ1d87eYM67E7h3/hYeVcvmSvdf9Xp6VUGj1jC+0RCmtPiMNh91omQ5N1ISklk/dRVDl42hSv23iIuIRa1+NnuVs8+8SD/PJvTuE3av/J3AjdMZs+4LHl9/gEatyTcOPNOXv4zKXMVbbeoTvPsUAOZWFrQa3oUDiwq6pvj5fuIw6jMSvv8hVz+2bNoYTWwcmTdvFVBXvmpz16NShbJ0JdI2LiBt/TzM/bqhcPHQy6atmEjKN8NQla2Mwi13XzGtN4++XEC0Gi2/dJzCmkYjKeVVGZdqBdVrKrPcX8X+c4pLLUdyc9ACyo3vXfCCZasppthYVHqPbAxiRsuRzA+YQEJELN2m9s1TNs84VUB2dJvJtoCp/NXvK2r3b4NHo9d0EgR0Sz6K4t9ryhs5oBZF8QLgJghCaUEQvIBYdIPpzaIoqkVRDAcOoxsw56Qd0E+asT4FuABVgTPAQGm2u44oiiafe4miuEoURV9RFH1Bms0q/WymzcnDJdfmwdiwaJxKl3wm4+5CfHj+G/0MOfPHUXw6GK+XjAuLwdFAr4OHcy69OWUc3Z1JyKE3LSGFuyevUb2Vdy695/84Rt0cegG69e/Cz3tX8fPeVUSFReNW2k1/zc3Dlajw6Fxp8iIlKYVU6RHkiQOnMDMzw8Ep7zXFqU9jsDawydrDmdSw3HVpX6Mc9b75mJMDviHDYK2awkxF4zWjebzjGE93516naUhB2jYuLMZIxrEAbRsXFs2lPacBeHjpLlqNBltn08sn1OGRmLm76v82K1USdaRx/VrUrIrrgsmU3b0BmzYtcJk8Ahv/3MtCihVNlm6WWkKhNCMux1OM2LBonHPUZVx4TK46dvJw1qdNiIzXP861d3UkMSrBIL0zbQa9Q9jdJ0Q90i03srG3ISsjk4tS/Z/bfQILK8tC09uwS3OCD19Ek6UmMTqBu+duUKFuZVr37UC3sb0wtzDn7O4TpKekEX4/VJevpM+QxJgEbOxLoFQpJd0uxD1nczDAEXE/M94NZH7PL0iOSyL6fhgJYTE4GNhh7+FMYkScUbr4nDLuziSGP5Op6udN6NUHJEt2OlUohWNZV4b9PY/RR7/F3t2ZT/+cg62rg8lyqSMjUZV6FidUrq5oooz7sXn1t3CaOQ23Xzdj5d8Kh3GjsGrZDIu6tbFq3hS3XzfjNHMaFvV9cJxesE2J2oQYFA7P7FLYO6NNjM0hE436ziXITIeURNQPbqB0L2+cUVoK6vvXUFX1LpDepNAY7Eo/e6Jg6+FMcgHaLycZCSk8OXmdCn51CyYfGo2FQTtaeLiQEZb308LEU9ewrOCOWR7xJy+KKzYWld7EqHi0Gi1arZZjWw5QwSvvp55JoTHY5mjblBe4n6dIfpUancD9f85R6gWeXMgULW/kgFpiO9AD3Uz1Fkz/NjeFAhghzVh7i6LoKYriXlEU/wVaAk+ADYIg9CtIZg8v3cWtogcuZV1Rmauo36kpl4POGslcCTpLo24tAajoU5XUxJTnPn5yreiu/1y3jS9hd58aXX986S6uFd1xlvT6dGpKcJDxhrTgoHM0kPRW8Kmi11vC2Q4re93GHnNLc6o1q0OElH9JA72129TXf2/IjnV/MKDdEAa0G8K/e47SoUdbAGrVq0FSQvILLfdwdn22hrmGd3UUSoX+BBBTxF68i20ld2zKu6IwV1G2axNC9xrbbV3GhcY/jebs8O9JuhdmdK3e4iEk3n7CHYNd13nxUKrj7Latl0fbNnzBtr289wzVmtQCwM3TAzNzM5JiTK9bTA++iVn5MpiVdgczM0q09yPl8AkjmSfv9CMkoC8hAX1J2XeE6LlLSTl43GR+xYU2Kx2Fylw/qFZaluBSjrq8FHSWxt1aAeBpUJcPLt2RfMwNlbkZvp2a6dNe3neWJj38AGjSw49LQbofSdb2NgxfO4ltc9Zj62xvlPb6sStUa6yr/+rN6vD09uNC0xvzNIrqTWsDYGFtiadPNcLuPuHAhn/4uu9MpgeMI/joZRq+25R/t+6jkqQv3kSfuXHiKr4BTQBo1t2P83tPP7ee7aRNXM6lS1K/Q2Ou7DzOk0v3cK7ojqPUj+t0asyNHLHiZtB5vLu1AKCsTxXSElONl3t0bsKVXc/6VMTNxyz0Hcbi5qNY3HwUCWExrHx3CkmR8SbLlXn9BmZly6Dy0PVj6zatSTtq3EcjenxARPfeRHTvTdrBw8R//S1p/x4jceWPhHcViOjem9hpM8k4d4G4L+c+ty4ANE/uonR2R+HoCioVqjpNybphbHvW9bOoKlQHpRLMLVCVrYIm8gnY2IGVtAHSzBxV5TpoI3PHQ1OEX7qHo6c79uVcUZqrqNapMfeCzhcorbWzHRZSfFZZmlOueW1iTcRhUyRdvIOVpweW5dxQmJvh0qU5sXuNJw4sDWK8TZ1KKM3NyMoj/uRFccXGotJrb7BfwKt9A0JvPc5TNuLSPRwqumMntW2Vzo25X8C2NbO2xLyElf5zuZa1ib4Z8pxUxYdWoy2Sf68rb+QaaoktwGqgJNAKaAJ8IgjCOsAZ3eA4ECgDGP783gMMFQThgCiKmYIgVEM3iC4JPBFFcbUgCCWAesD65xVCo9awddpPDF8/BaVKyQnxIKG3Q2jRRzfIPLIpiKsHL1DLvx5fHl5CRmoGGwK/16cfuORzqjWuia2THXNOrOCvxSLHxYN0ndCHUpU80Gq0xDyJ4pcpq3Lp/XXaWj5ZPxmlSskp8SBht0No2qcNAMc37ePawQvU8PdmyuHvyEhNZ0ug7ngzezcnPvhmKEqlEoVSycW/TnDtgC4gvDuhN26VSqPVaIh9EsW2KT/ma/+J/ado0roR4rGNpKWmMXfMQv21r9fPY37g10SFR9Nj0Hv0GdYLZ1dn1u/7kRMHTjE/8Bv832nFe/06k6VWk5GWzvRhs/PVp1VruDj5Z5ptnohCpeTh5kMk3nyCZ7+3Abi/fj81xnTDwskO7/kD9WkOtp+KS8O3qPB+C+KvPaL1Pt0NOXieSPj+i3m2rTjtJz5bPxmFSslJ8RBht0NoLtXx0U37CD54gVr+Pkw//B2ZqRlsDFyhTz9gyUiqSm0768T37F68jRPiQU6IB+mzcCiT93yNOjOLDWO/N6kfALWGmPnLKLVinu7YvD/2kHn3IXY93gUgcXv+u9JLzpuMlW9dVI4OlN3zC3Er1pP0e/5HBRaEwOnzOXPhMnFxCbzd9UOGDe5L9075Lw9SJ0Vh5uAOKNCkJRJ6O4SWkp/8uymIqwfPU8ffh9mHl5KRmsG6wOWArh22TFvD55KPHZN8DOCfFb8xZPkYmgmtiX0axQ/DFgHg368DbhXcCRjeHYAv939LfGQsRzfv59Tv/zJ64zTMrSwIv/eUNZ8vocOnXQpF76H1e+j/1TCm710ECgUnth3kyQ3dGuMPpg+mXI0KANw9f4sxP08lIzWdNZI+gNFrp7B2wvfERcSybf5GPl06mm5je/Mo+D5HRN0RePaujkzfuRBrW2u0Wi1tB73LlLafk5aUyvAVgZRwskOdpWbDF6tJS0gB4K9pP9Nv/QSUKiXnxcNE3n6Cbx+dz5zdtJ9bBy9S1d+bUYcX6Y7NC/xBXyZzKwsqN6/Nzsl5n/bzXNQa4hctwWXxQlApSfnzb7LuP8Cmq+54y5Tfcx/jVyhoNGT8tRarfpNBqSTr/EG0kSGY+ep8OOvsPrRRT1Hfvoj1sIWg1ZJ5/gDaiBAUpcpj2W0oCoVSd+Re8AnUtwo2cNKqNRz6Yh1dN4xHoVJybethYm49oc6HrQG4svEANq4O9PpzFha21qDR4D24AxvfnkAJN0faLvpE93RCqeD2n6e4n0eMyoVaw4MpP1L9l2koVEoituwn9dZj3Pq2AyBiw15c3mlCyR6t0Gap0aRmcHvoN/rkVb4fjX2T2pg52+FzdjUh32whcvP+3NVaTLGxqPR2ndSHsjUrotVqiQmJZPPk1eSFVq3hyBfr6LRR17Y3th4m9tYTakltG7zxANauDrz/l65ttRoNdQd3YHPrCVg729Jh9ShAt7zl9h/HeXzocsHaVqbIUbzIetX/bwiCcAWIEkXRXxAEBbCQHJsSBUEwB/5BN2D+GfgOmA10QjdbHQl0lf4FAplAEtBPFMXch8MaMKyi8Mor37KYHkqczox4vlAhM1bt/nyhIuCAVfHszB7nWPCZ/cKkzL4fni9UBAz3nVAseouDjGJaOFgOq2LR+2npgs2oFiYObUq9cp0AP/5cPPNajbJSikXvRgvzYtFbHNRUF4+twx5vLOgT9yIlpkurIhnjOP9x+LWwLydv8gw1oijWMfisRTcgDswhkwm8nSPpZOmfIeukfzIyMjIyMjIybzTa13gDYVHwJq+hlpGRkZGRkZGRkXlp3ugZahkZGRkZGRkZmSJAnqGWkZGRkZGRkZGRkSko8gy1jIyMjIyMjIxMofKmraGWB9QyMjIyMjIyMjKFyxs2oJaXfMjIyMjIyMjIyMi8BG/0OdTFTXGcQ60s8AshC5cUXv3ZzFqKp29bFNPvVFUxta26mOp52dkFr1zn6drjX7lOgF+tiudhYkYxtW1xxIviorjeDVBc8SK9GKYti2vmsLgmaFc/2PZanNMc2bZozqF2DXo9z6GWZ6hlZGRkZGRkZGRkXgJ5DbWMjIyMjIyMjEyhIm9KlJGRkZGRkZGRkXkJ3rQBtbzkQ0ZGRkZGRkZGRuYlKNAMtSAIrkCqKIpJgiCogH6AGtgoiuIb9htERkZGRkZGRkYmX7Sv5d7BIqOgM9R/AlWlz3OAccAY4JuiKJSMjIyMjIyMjIzM/woFXUNdDbgoff4QaAokAcHA6MIvloyMjIyMjIyMzP8qb9oa6oIOqNWAhSAI1YB4URQfCYKgBGyLrmj/7+kwff+3KFRKjm/dz94Vf+QSeH/6QGr5+5CZms76cd/zOPg+ADVbefH+tIG50papUYHecz7G0saKmJBI1o5aQlpSKiUcbfl4xRjK163Cqe2H2DZ9LQA1WnnRY9oAlColx7ceIMhEGXpMH0Atfx8yUtPZMG4FIVIZ+iz8lNqt65EYncDc9uP08mVqVKDXnI+wtLEiOiSSdaOWkpaUapTnB9MHUcffh4zUDNaMW8YjKU9DSpZ149NloynhYMvD4HusHr0UdWYW7pVLM+irz6hQqxI7vt7MntU79WkWHv2etKRUNBoNmiwNX3Y2PjP4g+mDqOtfT9K7lIf56LV1sONh8D1WjV6COjOLxl1aEPDpewCkp6SyfuoqHl9/CMCghcPwau1LQnQ8X7TX/b7sOX0gtf3rkZGazs/jluvbzhCXsm58vGwUNg62PA6+z0+Sjfml77dwKHVa1ycxOp6Z7cfq8xq4eAQNOjVDo9GQHJvEpgkrCT50wUhfYfWnmq286D3nY+xLOpKamKLrA10mkpWeqdeVV/lrtfJGmDYQpUrJ0a372bPidwBsHGz5eNloXMq6Eh0SyerPFpGSkEyN5nV5b0IfzMzNyMrM4te5G7h54qpej8q2JApzK9CCOiUWbUZyrno2ZOrcRfx77DTOTo78vnFlvrL/FUd/byrNGggqJeGb9vNk2e9G153bN6D8hF5oNRpQa7j3xVoST98ocP7VW3nRdVp/lColJ7ce4MCKnblk3pvenxqS324et4InwQ8wszRn+NbpmFmao1QpufT3KfYs3g5A6Rrl6SH5bUxIJBtHLSPdwG+LIlYMXPY5pSqVBsDa3obUhBTmB0zIlW9RxAsnDxc+WjQCB1dHtBothzcHsW/t7iLXm41CqWTargXEhcXw7/p/ECT/O5bHvUCQfDfDhO/ml7bNx53oPqUv43wGkxybqP/eqbQL04MWs/vbbTy99bjw7wM1K9BrzseYW5qjyVKz9Ys1PLx0F4Be0wdSR4oNa8ctz7NeP142ihIOtjwKvs8ag9hoKr2ZpTnjt87EzNIMlUrFub9PsnOxCEDZGhXoO2cIbhU9MLcyJzokgp9GLyvymPzuqPdp3qsNZuZmWNlZEx8ey4pPvy4UewHmHV1OWlIaWo0GdZaaOZ0nAlA/oDHoJjtrAA2Bs7kUyhQJBV3y8TcgAiuALdJ3NYEnRVGol0UQhBmCIIwTBGGmIAhtCiE/b0EQAgqjbBIqYPmyAXOZ1XY0vp2b4V6ljJFALT8f3DzdmeE3kk2TV9FrzkcAKJQKes4cjKm0H87/hD8WbGJOh3Fc3HOaNkM6A5CZnsmub7by29wN+vwVSgXCzEF8P2Aes9uOob6JMtT088bV050v/T5n8+TV9JozWH/t5PbDLO8/L5dhH8z/hD8W/MLcDoFc2nOat4d0Mrpex8+HUp4eTPIbwbrJK+k3Z4jJCnp/4ofsXfMnk/xHkByfTIuerQFIjkvilxk/5bpBZbOw9wxmBAQys7PxjbmuXz1KeXow0W84P09eQd889fZl75o/meg/nOT4JFr2fBuAqMcRzO/5BdM6jmHn0u30n/epPs3R7YdY1H+W/u/afj64eXrwhd8INk7+gT5zPjapq9vEPuxb8yfT/EeSHJ9EM8nG/NKf2H6IJf3nGOWjUCqp41+PoB92MqZWP5Ji4okOiTCSKaz+pJP/iMy0TL5+fxoJUXFsnPwD6sxnL+LIq/wKpZLeMwezdMAcZrQdTYPOzfCoUhaADkO7cuP4Fab5j+TG8St0GNYVgKTYBJYPns/MDmP5eewyBi4eodejtHFCq1GTFRtCVlwI2kzjH26m6BrQlpWLZj9X7j+jVFJp3kcEfzCHCy1H4/pec6yrlTUSiTtyhYutx3KpTSC3R31PlW+GFjh7hVJBt5mDWDVgPgvajqVe52aUyuG3Nfy8KenpwVy/UWybvJoeUltnpWfy/Qez+LrjBL4OmEj1Vt5U8KkCgDD/E/5asJmvOoznyp4z+Bv4bVHFirXDv2N+wATmB0zg4t+nufjP6VwyRRUvNFlqts5ex9Q2o5jz3iRa9+1A6SrP2qmo41TbgQGE3gkBoJfkfzMln8jrXjDdbyS/TF5FbwPfzS+tk4cLNVrUITokMne5vxhA8KGLoCiatu06sQ9/f7ed+QET+HORSNdJffR5uXl6MMVvBBvyiY3dpdg41X8kKfFJNM8RG3Omz0rP5JsPvmRmx0BmBgRSq5U3lXx0q1T7z/+UC3tO8+DyHbZM/4n7F+8UeUzO5uqhCzy4cpdh1T5g9chvC83ebL7pPYOZAYH6wTTAk5uPAboB/5pU9grRahRF8u91paAD6o+Av4A1QLb3lARmFEGZCg1RFKeJorgv5/fSxsoXwRt4oQG1IAj5zf43BO5EP45Ananm3K7jeLVrYCRQt50vp3bo/OHBhdvY2JXA3tWRit5ViHwYhqm0bpVKc/vUdQBuHL2MT8dGAGSkpnP37E0y0zP0+Vf0rkLUw3B9Pud3HadurjI04LRBGaylMgDcPX2dlPikXIa5VfLgjr4MV/CWypCNT7sGHN9xCIB7F25jY2eDg5SnIdWb1ubs7hMAHP/1EPXaNQQgMTqBB5fvos56sTep6fQeNtBbwqTeGgZ6jxnovXP+JikJutnPu+dv4ezuok9z6/Q1kgzqwqtdA05Kuu7nqLecNp7ffRKAk78exluq//zS3zZR757eVUiOTyIlLqnI+1NF7yqkJiTz6Mo9Hl+5x7ldx6nWuKZutvU59nt6VyHiYRhRjyNQZ2ZxdtcxvNr56tK0bcCJ7YcA3Q3Kq62u3h8HPyA+IhaAp7ceY25pjpmFzrWUlnZoUuKeGVmA54u+3nVwsLd7rtx/xc6nCmn3w0h/FIE2M4vI34/h3N64LTQpafrPKhtLeIG31Zb3rkLUwzBipPa6sOs4taU6zKZ2O1/OSm398MIdrO1ssJP6T0ZKuk6vmQqVmUqv2q2SB3eltr519Ap1OzbU51dUscKQeu805tzOY7m+L6p4ER8Zp5/pS0tOI/TuExzdnYtcL4CTuzN1W9fn3y37sbEvQaTeJ9ScNeG7Xu18OSnV7X0TvptX2h5f9GfHvE2Q422XXu0aEPUonLDbj3Eu7VJkbWtlaw3onj7Eh8fq8zpZgDj8VtPanJNi4/FfD+Mjlck7n/Tpkl8969s6u0tVKo1rhVKc3HGY60cv4+lTrchjcjalq5UrMnvzIuzuE4Cb+Qq9IrSaovn3ulKgJR+iKKYDq6RlHqWAUFEUDxVlwV4UQRCmoDt95DEQCZwTBOFn4E9RFLcLgvAA+AloBywTBCEG+BKwBO4CA6VTTBoA3wElgHSgLTATsBYEoTm6HxRBUl6VgBRgiCiKlwVBmAGUBioCUcAHeRS3jFROAGJDo6noXdVIwLGUM7FPo/R/x4ZF4+juLH0fjam0obceU7etL5eDzuIT0BgnDxfywsFkPlVylMHJSCZOKkNCZFye+Ybeekydtr5cCTpLPRNlcCrlQoxBnjFhMTi5uxBvkKetkx0pCclo1DrPiQmNxrGUM89Dq9UydsMXaLVaDv8SxKHNQQa2OBOToz6fpzc2D70te77NlRzLKQzR6TKuN6cc9VbCyY6UhBSTugqSPqe+1MQUWvVvT6NuLUlJSCb8XmgumcLoT46lnMnKzEKr1TJ8/WTcKpUmPjyGf77//bn259YVg6eky97VQW9fQmQcdiXtc9lZr2NjHgffJysjC2t7GwCUJZxQmlujVWeiTooGbfG+strCw5kMg3rOCI3Grl7VXHLOHRtSYXIfzEvac/3D3DN8eeFQypk4w7oNjaFCDr+1zykTFoODuzOJkXEolArG/DmPkhXcObZhL48u3gEg9FYItdrWJzjoHF4BjXA08NuiihXZVG5Yg8SoeCIfhOW6VpTxIhuXsq6Ur1mRexdvvxK9vacNZNu8DVjZWmNuZU7E3WcPemNDo/U+kc2L+G522rpt6hMXHsMTaVlaNhbWlrT7tAtLPpxFuyGdsbKzKZK23f7lOj5bP5n3Jn+IQqnkm+5f6PMyrNdsW3LWa2oesdEpR2wxTK9QKvnizwW4VnDn0IZ/uC/17Se3HlO+ticnd/xL/YAmOHu48ODSnSKNydmUq1GBLmN6UaN5XbbNXl+o9qKFURumghYO/xLEkc255g5lXjEFmqEWBMFREIRfgDTgjvRdZ0EQivDZacERBKE+0AvwQfeoo0EeommiKDYH9gFTgTaiKNZDt8ZojCAIFsBW4HNRFL2ANkAyMA3YKoqityiKW9ENxC+IolgXmAysN9BRH+giimJeg2mA3M8scsxSKRSmRLRg4vvstBvGr6BV3/ZM3DUfK1trsqQ1WCYLYDKfXEKmy5APm8avpGXfdozfNQ9LW2v9OrBneZoq/vNtL8gs3rzuU/ny3fEsHjCH1v06UK1hzXzz/C96qzepTYuebyPO35BbNl9dz5fJrv+CpDfODMLuPGFayxHMDRhPakIylX3fKkCZ/kN/UihQKhVUblCdtZ8v5e8lv1KyXCmqN639HF2YbPuCzs56VC1Lt4l92Dh5FQBKlQqFygxtZjpZcU/QZqajKlHwQVSRUUCfifn7NBdafM6NgQspP6HXy2Rvoh+bSCjJaDVavgmYyJdNhlHeqzLu0nKUreNX0rxve0bvmpvLb4sqVmTj27kpZ3ceN32xCOMFgKWNFZ+tGMfmmT8b7/UoIr1ereuTEB3Pw6v38pTJVW956MnLp82tLOgwvBu7Fm3Ndf3d0QL71/xFuvSkwnQBcvz9H9q2xYdt2TFrHV80/YxfZ62jz4JP88mrIPqef02r0TAzIJDxTT6holcVSlcrB8C68d/jUsaNfgs+xcrWSn9fLNKYDBzeuJebJ4P5OXA58RFxvD+1n+l0/9He+d2nMvvdCXw3YA7+/dpTtWGN/AtUDGi1iiL597pS0E2JK4FYoAJwTfruBLpj86YWQblelBbAb6IopgAIgmB64ZpusAzQGN0a8GOCIABYoLPnLXSz72cARFFMkPLLmU9zoLskc0AQBBdBEBykaztFUcxzMacgCENq1649WhCE0tnfOXm46B9rZxMbFo1T6ZJkP7lxcnchPjwWMwsznEo/mz0yTBt+9ylL++nWcrl5elDbv15exdD9ws4jn2cyMUYyjlIZ8iP87lOW95urL0Mtfx9a9m1H4966NWH3L93F2SBPZ3dn4sJjjPJIjEnAxr4ESpUSjVqDs4cLcRH56wX0MonRCZzfc5p2g96hz4xBkt47OJcu+cxed5fn6nXKobds9QoMnD+URQNmkxxn/IivabdWuFVw58vdX/NQsvGudM3RhK6kmARs7G1y6NLJxIZFPze9kd1hMdg626HV6CJt2N2nuZ54FFZ/iguLxszSgtunrpEcm4h9SQee3HxE+dqVuHH8ar7lz63LWW9zQmQ89q6OJETGYe/qSGJUgl7O0d2ZoT8EsnbMMqIehQOQHJuIVqvRb0LUZCRhZuWRZx29KjKeRmNh0M8sPFzICMu77yacvI5VxVKYOduRFZOYp1w2cWExOBr6pIczCTl8Iz6njLtzLr9NS0jhzslrVG/lTditECLuPuUHyW9dPT2o6e9joLNoYgWAUqXEq31DFnaapP/uVcULlZmKz1aO4+TvRzi/5xSt+3agZe+3i1RvFd+38G7TgLr+9TC3NMfavgSObs9+CJqu29y+GxceiyoP33WtUIqSZd2Y+vdXgK4tJv+5gAVdJ+HpXYV6AY3oNqkP1vYlUCgUxBvYVVht26h7K7Z/+TMAds72VGtSi4m7F+hjo16fu4uRftDFRuscsTE+R2zML31qQgq3TgbTZUxPXMuXAuDi3tPcPHGVh1fuUdu/fpHGZL++7WneW7d16/6lOzh5uHBkyz5GrJmIysys0OyNN7jfXdhzGk+vKtw+fd1kmWReDQVdQ/02MFIUxVCk32yiKEYCbkVVsP9AQaYkso8AUABB0oyztyiKNUVRHCx9X5B8TM4B5dBhElEUV02bNq1O9erVo13KuqIyV1G/U1MuBxlvxL0SdJZG3VoCUNGnKqmJKSRExvHw0l3cKnpgKq2ti+4xuUKhoOPwbhzZFERePLx0F9eK7vp86uVRhoYmypAfhmVoP7wbRzcF8e+GvcwICGRGQCAX9p6maTc/ACr5VCUlMcXo8Vc2N04E4xvQBICm3f24sPdMvnotrC2xKmGl/1yrhReHNgcxPWAc0wPGcX7vaZp2a6XXm5qn3qt6vc26+3F+r26jlHPpkgxfGcjq0UsIvx+aK93xHYeJeBjG9IBxXNx7hsaSLs986u3miWDq6XZk07h7Ky5JNl4KOlug9Nk8uHQH98pl9G3Z8L0WPMoxA1ZY/enhpbtY21lTvk4lrOysqd+pGZYlrHh6O0SvK6/yP7h0R9LlhsrcDN9Ozbgk6bq87yxNevgB0KSHH5eCdHVhbW/D8LWT+G3hL9w9Z7wsUJuRojvhA1CYW6NVZ1DcJF68g3UlDyzLu6EwN8O1azNicvRdq4ru+s8l6niiMDcr0GAa4LHkt85Se/l0asrVoHNGMleDzuErtXUFnyqkJaaQGBlHCWc7rKSlMuaW5lRrVoeIu08B47ZuM/w9jm969vi4qGIFwFvN6xB+7ylxYc8GGa8iXgAMXDCM0Dsh7F3zJwAHNvxT5Hp/XfgL45p8wvjmw1g54luuH7tCVnqGvm59TdTt5aCzNJbq1jMf381O+/TmY8b7fszU5sOZ2nw4cWHRzH13AgmR8XwjTNd/f+in3exZugMzC/NCb9v4iFiqNtY9IQy7+5SQaw+YHzCBywaxMb84fPNEcPZpFTTt3oqLJmKjYXpbZ3v9MjBzSwtqNKvLMfEAMwMCWdx3lj4mBwzvzrUjl4o0Jh/asIfZAYEs6T9Hr9enfUPiImILzV4La0ssDe53NVt48eTW41z5FjfyGmrTxKPbhKgfSQiCUN7w72LmX+BnQRDmo7OpE/BDPvIngeWCIFQRRfGOIAg2QFngBlBaEIQGoiieEQTBDkgFEgHDnUz/An2AWYIg+AFRoigmmJjJzossYPjw9VP+UqqUnBAPEno7hBZ92gJwZFMQVw9eoJZ/Pb48vISM1Aw2BH4PgEatYeu0nxi+fgqGaQEadG5Gy77tAbi45zQnth3UK5x1dBlWtjaYmZtRt10DlvedgzjtJz5bPxmFSslJ8RBht0No3kf3y/ropn0EH7xALX8fph/+jszUDDYGrtDnN2DJSKo2romtkx2zTnzP7sXbOCEexLdzM1r2bacvw8lth4wMv3zwPHX96zH/8DIyUtP5SbILYNTayfw8YQVxEbFsn7+BT5aO5r2xvXgU/IAj4n4A7F0dmbZzAda21mi1WtoOeoepbUdh52TH8FW6Y/KUKhWn/jjC1cMXc+ldcHg5GanprAlcrr82eu0U1k74nriIWLbN38inS0fTbWxvHgXf1+vtMvJ9bJ3s6Dtbt8tanaXWnyTyyZLRVG9cC1snO745sYo/F4tEPQpn9uGlZKRmsM5A1/C1k9gwYSXxEbHsmL+Rj5aOpsvY3jwOvs8x8QAAVw+ep46/j8n0g5d8zluSrvknVrJrscgx8QCRD8KYfuBbAKIeRbBx/Moi609bpq7hw4WfsvDcGlLikzjx60WcS7vQsk9b/t0UlGf5NWoNW6at4XNJ1zEDXf+s+I0hy8fQTGhN7NMofhi2CAD/fh1wq+DOOyN78M7IHgB813cWidEJqJNjUNm5olAodUdHJRmfbGKKwOnzOXPhMnFxCbzd9UOGDe5L907tn5uuwKg13Jv8I7U2TwWVkojNB0i9GYJ7P51PhK3fi8u7jXF7vxWazCw0aRnc/GRxgbPXqDXsmLaWIesno1QpOS0eJPx2CE0kvz2xaR/XD16ghr83kw9/R2ZqOpsDdccD2rs50fuboSiVShRKJZf+OsG1A+cB8OncjGaS317Zc5rTBn6rUWuKJFYA1O/U1ORmxGyKKl6Uq16Bpt1b8fj6Q2bs1s3k/rrwF/3eiKLSm/MIUbSwZdpPjJB84nge94La/vWYKfnuegPfNZX2RdBqtUXStr9M/IEe0wegNFORlZ7B5km6pVrBBy9Q3d+bOVJs+Nkgto1cO4l1Umz8df5GhiwdTVcpDh+VYuMVKbbkTO/g5sigb4ZLfVvB2b9OcFnq2w07N8e/b3vsXHQPkWNDo19JTO4+qS9la1bE0c2Jag1rEPM0ijWjlxaKvfYlHRi2KhAAlUrFqT+OEizd73zaNwQIAVzRHSZxESjEIFdwXucTOYoCRUHWuQmCMBHoDEwBfgM6AnOBP0RR/LYoC1hQDDYlPkTXma4BtTHelOgrimKUJN8aWIBuUyLAVFEUd0qbEpcC1ugG023QLQnZA5jzbFPiWsCT3JsSk0RR/LogZR5WUSj49v5CQmlycr3oSeHVbxbTFuhhQ+FjUeAHP4WLqpjaVl1M9bzs7IJXrvN07fHPFyoCfrUq6NxH4ZJRTG1bHPGiuLB8w+JFOq9+irF4aphisFTH6gfbXouR7OMGbxdJACl3Zv9rYV9OCjqgVgCfA0PQraN+hG4G+DtRFIsn4v4/QB5QFy3ygPrVIA+oix55QP3/F3lAXfTIA+ri4ZFv0Qyoy599PQfUz43S0pnNP6Gbhf22yEskIyMjIyMjIyMj8z/Ec3+4iaKoRnd282u8FFxGRkZGRkZGRuZ1QX5TomkWA19K5zTLyMjIyMjIyMjI5MmbNqAu6MK8EYA7upefRGJwtJwoiuWLomAyMjIyMjIyMjIyL4IgCB3QvfFaBfwoiuL8POQaoDv1racoittfVm9BB9QfvqwiGRkZGRkZGRmZN4MCvrC0UJH2/S0H2qI78e2MIAg7RVG8ZkJuAboT3AqFAg2oRVE8XFgKZWRkZGRkZGRkZIqAhsAdURTvAQiCsAXowrO3fGczAvgVaFBYigs0oBYEYWZe10RRnFZYhZEpeorjyCIonqOhMovJ1uLavWv+hh2bVxxH2DW8uvCV6wQQfScXi97iIk376o/NM1cU1+FqxUNx3QuKgzfH0teLolrvLAjCEHTHOGezShTFVdLnMoDhayNDgEY50pcB3gNa86oH1EC5HH+7A63QveRFRkZGRkZGRkZGpsiRBs+r8rhsahSfc9bnW2CCKIrqF3jD9XMp6JKPgTm/kxZ99y60ksjIyMjIyMjIyPy/QKstlqemIRhPApcFnuaQ8QW2SIPpkkCAIAhZoij+/jKKX+b1W3uBrS+jXEZGRkZGRkZG5v8f2uJZa3MGqCoIgifwBOgFfGAoIIqiZ/ZnQRB+Bv582cE0FHwNdaUcX9mgK+BjE+IyMjIyMjIyMjIyrxRRFLMEQRiO7vQOFfCTKIrBgiB8Kl1fWVS6CzpDfQfdGpTs+fsU4ALQvygKJSMjIyMjIyMj87+LpniWfCCK4m5gd47vTA6kRVEcUFh6C7qG+s3a/iwjIyMjIyMjIyNTQAo0UBYE4Y88vt9RuMWRkZGRkZGRkZH5X0erVRTJv9eVgi758M/je79CKoeMjIyMjIyMjMz/E4rqHOrXlXwH1AYvdLEw8XKXSsDDIinVm0GH6fu/RaFScnzrfvauyP0Q4P3pA6nl70Nmajrrx33P4+D7ANRs5cX70wbmSlumRgV6z/kYSxsrYkIiWTtqCWlJqZRwtOXjFWMoX7cKkY/CsbS2JCM1nbXjlvNIytOQkmXd+HjZKEo42PIo+D5rRi9FnZkFQK/pA6njXy9X+nlHl5OWlIZWo0GdpWZO54kAlK1RgY+XjsK1XCk0ajVBP+zkr++259IpSLZmmLBVkGw9lqOe/Pp3wK9fB9RqNVcPnOe3+Zt09VC9PB/MHYKlrTX2JR1ITUwhIyWdn8Yty9PeIctGS/be40cDe3tPH0Qdfx8yUjOM0rcd/C7Ne74NWi0hNx+xNnA5WemZfLJsNO6VyuBYyhkbBxvUWRoWdJ9aKPXs5OHCoEXDcXB1RKvR8u/mfexfa7RMjLc/fpf3pvRlzWeLeXdMT5QqJce3HiDIRP/qMX2Avs43jFtBiFTGPgs/pXbreiRGJzC3/Ti9fJkaFeg15yPsXR2xdbYnMTqeY5v3s3tF7uPoe04fSG2p/D+PW65vz1qtvBGmDUSpUnJ06372rPgdABsHWz5eNhqXsq5Eh0Sy+rNFpCQkozRT0W/Bp5SvVQmlmZKTOw7zz/e6NCW7NKXs591RqJTE7DvHw1kbc5XD0d+bSrMGgkpJ+Kb9PFn2u9F15/YNKD+hF1qNBtQa7n2xlsTTN3Ll87JMnbuIf4+dxtnJkd83vtyemOqtvOg2rT9KlZKTWw+wb8XOXDLdpvenphQ7No1bQUjwAxw9XPhw0TDsXB3RajSc2HyAw2v/BqD/ss9xq+QBgLV9CVITkvkqYKI+vxqtvOgxbUCh9qeAUT1o2uttkmISANi5cDPXDl3MlW+/GYPx9q9PRmo6K8ct5cHVe7lkXMu5MWLpWGwdbbl/9R7fj/4OdWYW9ds25P2xvdFotGjUajZ8+RM3z14HoMPAd/Hv3RaFAg5sDsrlS32mD8LLvx4ZqRmsHreUh3n48LBloynhYMfD4Hv8MHoJ6swsmnRpwTufvgdAWkoq66au4vH1Z7dLhVLJl7sWEBsWw5H1e/KMcdm8aHx8Z9T7NO/1NolS3f6xcDPBhy4Az+Kjm6cHViWsCLsfytoxecfGF4lRZpbmjN86EzNLM1QqFef+PsnOxSIAnUa9T4tebTAzN8PKzpr48FhWfPp1od2DrO1t6D9/KKXfKgdaLT+PX8G987eoH9CYzqMEPKqWJTY0mpT45EK79+Vnb1HqhbzvufUDGgMEAzXQvTXwbC6FMkXC85Z8lJP+KQ0+l0N3rt9j4P0iLV0xIwjCj4Ig1JQ+F+arylTA8mUD5jKr7Wh8OzfDvUoZI4Fafj64ebozw28kmyavotecjwBQKBX0nDkYU2k/nP8JfyzYxJwO47i45zRthnQGIDM9k13fbOXk9kPY2NkwxW8EGyb/QJ85H5ssXPeJfdi35k+m+o8kJT6J5j1bA1Dbzwc3T48803/TewYzAwL1jg3Qf/6n2NjaMLPNaLbNXEfLD9vlaet0v5H8MnkVvQ1s7SXZOrPtaBoY2FqtSS282voyu+M4ZrUby77VuwBQqpQMWDyCX6asZvvc9Ty+9oAp/iNZP3klH84Zgim6T/yQoDV/MsV/BMnxybSQ7K0j2TvZb4RResdSzrQe0JHZnSYwvf0YlEolDTs1A+CH4YvZsfAXHly5y/61f3Pyt38LrZ41WWq2zV7PtDajmfveZPz7tsejSll9fo4eLlRvUZeYkEi6TuzD9wPmMbvtGOqb6F81/bxx9XTnS7/P2Tx5Nb3mDNZfO7n9MMv7z8tV3g/mf8LOhZvRaDT8vWQ7Z3ceo37nZkZlMCz/F34j2GhQfoVSSe+Zg1k6YA4zpPbMTtthaFduHL/CNP+R3Dh+hQ7DugJQP6AJZhbmzOwwljnvTqDFB21xKetKCUdbKn7Rl6vvf8mFVqOxcHXEoXkd4wIrlVSa9xHBH8zhQsvRuL7XHOtqxmWNO3KFi63HcqlNILdHfU+Vb4aabKuXpWtAW1Yumv3S+SiUCt6fOYgfBsxnXtux1OvcjFIm29aD2X6j2DJ5Ne9L/qTJUvP77A3MazOWxe99QfO+7fRp1w3/jq8CJvJVwEQu/32Ky/+cNtIpzBxU6P0J4OCav5gfMIH5ARNMDqa9/evh7lmaMa2G8eOkFQya/YnJfHpP7Mffa3Yxxu8zkuOT8e/5NgBXj11mYofRTA4Yww+By/h4wTAAylYrj3/vtnzROZCJHUZT721fSlX00OdX168e7p4ejPcbztrJK+ifR+zoObEve9b8yQT/4STHJ9FK0hv5OIK5Pb9gascx7Fy6nYHzPjVK127gOzy98wQgzxiXzX+JjwD71/zF3IDxzA0Yrx9MZ8fHU78f4f6lO4xrOIQNk1YVWozKSs/kmw++ZGbHQGYGBFKrlTeVfKrq87t66AIPrtxlWLUPWD3y20K9B/WaPpCrhy8w7e1RfNkxkNA7IQA8ufmYfWt3kxyfxPeffFWo97787C1KvdmYuuc+ufkYoBvwr0llrxCttmj+va7kO6AWRXGg9FKXz7I/S/8GiaI4SRTFO6+onK8cQRBUoih+JIpi9vvfX3hALQiCKo9LDYE70Y8jUGeqObfrOF7tjN9+WbedL6d26PzhwYXb2NiVwN7VkYreVYh8GIaptG6VSnP7lG725cbRy/h01L1tMyM1nbtnb1K6WjnC7unON78n5eng6pircG81rc253ScBOP7rYXyk/L3bNeDkjsPPTW+IR5WyPLn1iKjHEVw7fBEUily2erXz5aRk630TtkZJtp41sLVln3bsWfEHWRm6X/GJ0bqZmBotvHhy4xFPrj/Eu10Djor70Wo0UnltTJa3etPanNt9QrL3EN7tGurtPbHjkIG9z9KrVCosrCxQqpRYWFsSFx6rzy+7nnzfacKeH/4otHqOj4zTz06kJ6cRevcJju7O+vy6f9GP3+dtQmWhIvpxhL6PnN91nLq5+lcDThv0L2upzgHunr5OSnxSrvK6VfIgKyOTqIfhnN15HK/2DTm/6zhe7XxztOez8t83yNvTuwoR+vbM4uyuY/q0Xm0bcGK7rq5PbD+EV9uGUm5aLK0tdfVsZYE6I4vUxFRKli9F6r1QsqR2j/v3Mi7vGr1dFjufKqTdDyP9UQTazCwifz+Gc3vjetCkpOk/q2wsiyxa+3rXwcHe7qXzqZDD/8/vOk6dHPVfu50vZ6S2fXjhDtZ2Nti7OpIQGUdI8ANA13/Cc/SfbLzfacL5ncf1f1f0rkLUw/BC708FoX7bhhz59SAAdy7cwsa+BI5uTrnkajWtw6ndujIf+fUgvu10fSHdoH2tbKz0r0srU6Usdy7cJCMtA41aw/VTwdRv31AvW69dA45JffhuPrGuRtPanJFix9FfD1FPih13zt8kJSFZ+nwLZ3cXfRond2e8Wtfj8JZ92NiXyDPGZfNf4mNeZMfHstXLc3LHYZLjkrh3/mah3guy61xlpkJlpkJr4FOlq5Ur0D3kRfVa2VpTrWFNjm49AIA6M4vUhBQAwu4+oUKdSiRExhW63vzsLWq9eRF29wnAzXyFZIqEgp7ysRpAEAQ7dG+VURhcy/387TVFEITxQJooiksEQVgMeImi2FoQhLeBgUBXYBHQHhgrCMJsYBzQA7AWBOEiECyKYh9BED4ERgIWwClgmPQayyTDPICjJopi9K752NBoKnpXNRJwLOVM7NMo/d+xYdE4ujtL30djKm3orcfUbevL5aCz+AQ0xsnDxShPG4cShD8My5VnvOTwALZOdqQmpKBRa/T5O5bS3XSdSjkTY6jbML0WRm2YClo4/EsQRzbvAyAmLBoUuu5SL6AxVrbW+vz+i62ekq1ulTyo0rA6nQN7kZmeyY45G3h4+S6lKnmAVsuI9ZOp6F0VjVrD6Z3HpHxjcHR3MWFvspG9TlL5HEu55LBXl/7hlbvsWb2TBcdXkJmWQfCRy1w7ckkv51TKGRsHWxKi4ol4EFa49SzhUtaVcjU9uX/xNgBebXyJC4/hyfWHKFUqowG+ro9UyVHnTkZ1GyfpSDDQkZPQW4+p07YBsU+jqSf1r9jQaMrnytu4/HFh0TiZbM8YfXvauzrodSdExmFX0h6Ac7tP4tW2AQtPr8bC2oJts9aREp9E5AMt1lXKYFnOlfSn0Th3aIjSwjicWXg4k2HQrzJCo7GrZ+xnAM4dG1Jhch/MS9pz/UPTM6mvCw6lnIkzrNvQGCqYqH9DmfiwGBxytK1zWVfK1qzIg4vGcyKVG1YnMSqOyAfP4oSDyZjz8v0JoGX/9jTs1pJHV+6xY/YGUqVBaDZO7sY+GBOm88+4iGf9287JjmQDH44OjcLJYADr274RvcZ/iH1JB74aOAeAx7ceIQT2wdbRjoy0dLz96/Pg8t1neks5E23Qd2LConEyETtS8ogdhrTq+TaXpRligD7TBiHO24CVrTXmVhZE3n32EjfDGJfNf4mPAH7929NIqttfZ68nJSFZHx+92zekauOaOHm4sOeHnYUaoxRKJV/8uQDXCu4c2vAP9w36WLkaFegyphc1mtdl2+z1haZXo9aQGJ3AwK8/o2yNCjy8co8tX64lIzVdny578iVneYvS3qLUm9c993XiTVtDXdBTPmoIgnABiEd3JvUd4Lb073+Jf4EW0mdfwFYQBHOgOXAEKAFcFUWxkSiK+oGwKIoTgVRRFL2lwXQNoCfQTBRFb0AN9JHETeaRjSAIQ1asWLHg+PHjXYwu5JgZUyhyd0StVqsfnJpKu2H8Clr1bc/EXfOxsrUmKzPLWC7vpIaK85bJ59r87lOZ/e4EvhswB/9+7anasAYAhzfupXSVskySyqRRq41mLPLKF6027zoAVColNva2LOw6hR1zN/DR8tEAKFUqKjeozk+fL+Xe+VtUa1iT6k3rGOX7fHu1eRYLrRYb+xJ4t23AxBafMa7RECxtLGnctcUzGYWCms3rcnrnUcNkBdBbgGuApY0VQ1eMY+vMtaQlpWJhZUHA8G78tUg0UeDsDAqiP//Z2U3jV1KzlRd12/liaWutX+NXsL6Lyf73vBlhT68qaNQaxjcawpQWn9Hmo06ULOdGSkIydyes4q0fxlDnj1mkh0SgzVIbJy6gjTF/n+ZCi8+5MXAh5Sf0yrc8xU1efdJYyJTIMxkLG0sGrRjNjpnrSE9KNZKr17mZ0ey0TqepDJ9fsOf1pyMbg5jRciTzAyaQEBFLt6l9c8kUzN78dZ/dc4pxb49g0cfzeX9sbwCe3glh18odTNo0nQnrp/Hw2gM0aoP+k0+cfSbyfJurN6lNy55vs3X+BgC8WtcnITre5DrwvPL4L/Hx3417+aLlCOYGjCc+IpbuU/sBz+JjyLWH/DL1R3zaN6J609qmzPvPMUqr0TAzIJDxTT6holcVSlfTvQX60Ma93DwZzM+By4mPiON9qUyFoVepUlK+tieHNu5h1jvjSU9Np+PQrgXL8yX0Qt72FrXevO65rxMaraJI/r2uFPSUjxXAQXSnfdwHKgLzgOP5pHkdOQfUl2ba04Hz6AbWLdDNNquBXwuQz9tAfeCM9C54ayBCupZvHqIorgKuADM28m07ACcPF+INZlxA90vUqXRJsp/cOLm7EB8ei5mFGU6lDR4fGqQNv/uUpf10MzBunh7U9q9Hy77tadZbt64vNT4ZqxLWz9K6uxAfHmOkNykmAWt7G5QqJRq1Rso/Rl8mZ0PdBumzy5AYncCFPafx9KrC7dPXuX/pDk9vP2ZZv7m4eXrQrOfbuWyNM2FrXHgsqnxsjQ2L4cKeUwA8vHQXrUaDrbMdHlXLYG1nw+ebvuD+pTukJqdSobYnN45fwcndmTiT9pYwsjdOryOnvbr0NZrXJepxhH4z1fl/TtGyd1vaSWvWH165R/2Ojdk8fU2h17PKTMXQlWM59fsRLuzRrXN1reBOybJuTPp7IaDb4OfTsRG/zd1AYmS8yf4VFxZjVLeOUv/Kj/C7T9k69UcCRr3PuZ3HqOXvI9WXsW3Z5c+e73N0dyEuPMZE33XWp02IjNcvS7B3dSQxSle3Dbs0J/jwRTRZahKjE7h77gYV6lYm6nEEsUHniA06B0CpD9ugVRu/5zbjaTQWpUvq/7bwcCEjLG8bE05ex6piKcyc7ciKScy3LoqLuLAYHA3bzcPZZNsayji4O5Mgta3STMWglWM4+/tRLu85Y5ROqVLi1b4BX3WanCO/6Dz90FDni/anxKh4/edjWw7w6ZoJALTs246GvXRrSO9dvmPkC87uLsTm0J0Yk0AJAx928SiZy88Bbpy+hlsFd+yc7EiMTeTQ1v0c2rofgJ6BfShVwZ2Zu78G4P6lO7iULqmfMXJ2dyE2R56JMQnY5BE7AMpVr8Dg+UP5esBskuN0S16q+VbHp00D6vrXw9zSHBv7Eji5PZvVNl23Lx4fDev26Jb9fLZmAq36tsevfwesbK2JDonErqQDVw6ep3ztSoUao7JJTUjh1slguozpiWv5Uvp6dfJw4ciWfYxYMxGVmVmh6NVK17Jnh8/vPkGf2R/j1cZXr7dkOdd8y1tU9haV3rzuuTLFR0Ff2OIFTBBFMQ5QiKIYDwQCs4qqYEWBKIqZwAN0yzuOo5uV9gcqA9fRLQdR55nBMxTAOmnG2lsUxbdEUZwhXStIHmeAqi5lXVGZq6jfqSmXg4w34l4JOkujbi0BqOhTldTEFBIi43h46S5uFT0wldbWRfeYXKFQ0HF4N45sCuLfDXuYFzCeeQHjeRR8H/dKpQGoJOUZb+KR7M0Twdk7hWnavRUX9+puvJeCztK4W6tc6S2sLbEsYQWAhbUlNVt48eSWbkVLdEgEbhU9KFnOjYAR3dGizWXr5aCzNJZs9czHVl8DWy/tPcNbTXQzK26eHqjMzUiKSeTX2RuIDongq25TubTvDDWa1Obp7ZAC2NtEstdPb+/FoLM06eaXy96Yp1FU8qmGhZUFADWa1eHs7hPMDNBtTIl+EoVGoyU2LKZQ6xmg/4KhhN55QtCaP/X5PLn5iLG+HzG9+QimNx9BXFg0CVHxWFhaoDJXUS+P/tXQRP/KD1sXex5euotrRXc6j/+A41v2U69TUy7lyNuw/Ibt+eDSHak93VCZm+HbqZk+7eV9Z2nSQ1fXTXr4cSlIVxcxT6P0M2gW1pZ4/sciVwABAABJREFU+lTLXiOIubQsROVQAvcB7QnftN+oHIkX72BdyQPL8m4ozM1w7dqMmL3Gg0iriu76zyXqeKIwN3ttB9MAj6T6d5Z8ol6nplyVflRkczXoHA2ktq3gU4U0g7btveATwu884dCa3TmzplrzOoTfe0p8mPENP7vNXQx0FkZ/sjdYC+rVvgGhUsz4d8NeJgeMYXLAGM7uPUWL7rpTW6v4VCM1McVo0JrNtRNXaRTQFIAW3f05G6T7sVmqwrP2rVi7EmbmZiTG6trX3sUBAJfSJWnQoTHrpqxiWsA4pgWM4/ze0zST+nDlfHz4+omrNJBiR/Pufpzfq9PrXLokI1YG8sPoJYTfD9XLb1u4idFNhjCu+VBWjFjMtWOXyUrPMBnjsvkv8dGwbr3bN+Tprccc3rCHuQHjiQ6J4OqhCzTp3opqjWqiVWsKLUbZOttjbW8DgLmlBTWa1eWYeICZAYF8138OF/eeoXG3Vvi0b0hcRGyh6U2IjCP2aTSlpPtb9WZ1uHrooj4mX9x7Rl8nhRmT87O3KPXmd899nXjTzqFWPO+xHIAgCKFAZVEUUwRBuAO0BmKBJ6Io2hdxGQsVQRBmAIOkf1fQDW7PiaL4niAISaIo2hrIHgLGiaJ4VhCEWMBNFMVM6eSPP9At+YgQBMEZsBNF8WHOPPIhIPze07+UKiUnxIP8s/w3WvRpC8CRTUEA9Jw5mJqtvMhIzWBD4Pc8uqJ7TFjLz4ce0rFZ2WkB/Ad2pGXf9gBc3HOaPxb8olc26+gyrGxtsCxhhUKhIOpxOKtHfsdDKc+RayexbsJK4iNiKVnOjSFLR1PCMfsInyX6dWAfzBxMrVbeZKRm8HPgch5euUfJcm4MWxUI6DbrnfrjKLuX69758/bAANoP6YydiwMZqekErdpp0tZeBrauz2Hr+5Ktxw1sVZmr6LtwGOVqViArM4sdczZw80QwAA27tqD9sK5otVqyMrOwtrPRHTkU+D0Pr+jmTT9fO5mfJ6zQ2/uJ3t4H/Dj6OwN7P6J2K+9c6TuPFmjwbjM0WWoeBd9n3cQV+jSDvh6OS1lXnDxcjOrpZeu5im91JmyfRcj1h/pHuzsW/sJVaX2mpfT7+MujS/ljwWbeHf0+CpWSk+Ih9iz/jeZ92gBwdJNurZ0wcxA1WnmRmZrBxsAV+jofsGQkVRvXxNbJjoSoeHYv3sYJ8SB+AzvSsm87LKwtMbe2JCU+iZPiIf5c/istpfb8V2rP3gblX2dgf20/HwTp+LVj4kH+lvpJCUdbhiwfg1PpksQ+jeKHYYtIiU/C0saK/l8Nw6NqWVAoOLHtIHtX6Y6Jm734c0rUqgDA42+2E/XHsVxO5vS2D54zdcfmRWw+QMh3O3Dv1w6AsPV7KTO8K27vt0KTmYUmLYMHMzfke2xew6sL87yWH4HT53PmwmXi4hJwcXZk2OC+dO/UvsDpx/k+mzWu6efNe9nH5okHCVr+O82ktj0mtW2PmQOpIfXbXwJX8vjKPSr5vsXn27/k6fWHaKT+89fCLfrTNT74eigPL9zW5wGgltZ21PTzpse0/oXan/ot+oyyNSui1WqJCYlk8+TV+kF4jDZDX4YBs4bg1cqH9NR0fhi3lPuSD47/eSqrxi8nLiIWt3KlGLFsLCUcbXkYfJ/loxaTlZFFp0/fo0V3P7Iy1WSmZ/DLnHX6Y/OmbZuDrZMd6swsNs5ey63jwUZ13nfmR9SV9P4YuJwHkt4xa6fw04TviYuIxbVcKYZJPvww+D4/SLFj0Pyh+HZsTNSTSEB3wsqMzhOM8q/euBYdP+7M0Q1BuWLcy8bHAYuGG9Xtpsmr9HWbHR/tXR1RKpXEhEYXWowqU708g74ZjlKpRKFUcPavE/y5RHdM6qBFIyhXsyKObk6YW5kT8zSKNaOXFopegHI1K9Jv/qeYmZsR+Ticn8d9T0pCMj7tG9J7xiDs3RxRABlpGXzda0aR21uUevO75/q0b8iwHwKfAK5AHHAR3Z6uV84Vz05Fssu7zv1dr+WouqADahHYLYriz4IgzAc6oVsy8UgUxa5FW8TCRdqA+A/gKIpisiAIt4CVoigues6AegHQGTgvraPuCUxCN8ufie4klJMvMKBmWEXhlR8Ak5lr8eOrwczkAtqiJRPN84WKAEUx2ArPBtSvmuKq535pr74v/9cB9ctiOKB+laiLKV4YDqhfFeaK4vEfG/I6DKpoySqmtpUpelY/2PZaDDgvVyyaAXXdB//DA2pDBEFQAh8AdsB6URSTn5NEJg/kAXXRIg+oXw3ygLrokQfURY88oJb5/4I8oC4eCropEdAPpkuJopj7lWQyMjIyMjIyMjIy8FqfyFEUFGhALQiCE7Ac3XnMmUAJQRA6Aw1FUZxahOWTkZGRkZGRkZH5H+N13kBYFBT0GdcKdGdQVwCyn8WdQHcWs4yMjIyMjIyMjMwbS0EH1G8DI0VRDEU60l8UxUjAragKJiMjIyMjIyMj87+JVls0/15XCjqgjkf3ynE9giCUB0JNi8vIyMjIyMjIyMi8GRR0U+KPwK+CIEwBlIIgNAHmAiuLrGRvAMXxQ8u8mE6gKI7TRRQoyCiGEyjsimnXfnoxnbaRVUx6f7Uyf+U6xWI6bePrs3OLRe8nvuOLRa9lMZy4YVZMp+QU1yrT4roXKIvN4ldPGgV5T9z/X+RNiaZZAKSh25hoDvwE/AB8V0TlkpF5aYpjMC0jIyMjIyPz5m1KzHdALQjC+6IobhNFUQt8K/2TkZGRkZGRkZGRkZF43jOuNYZ/CIIQ8X/snXdcFMfbwL/cgQrSEQHFjiU2wN4BFVQSe7L2nhg1mljAHjXGrjG/xK6xt7gxJtZYYou9YsOKBRsg0nu5u/ePO4477igmIr7Jfv3w8Xb3mXmmPPPs7OzMbCGmRUJCQkJCQkJC4l+AUmVSKH/vK/l1qHOm/N1PWpSQkJCQkJCQkJB4j8lvDnXOlWTv8YYlEhISEhISEhIS7wP/tQ5jfh3q4oIgzNQ5Ns9xjCiK095+siQkJCQkJCQkJP6/8j5PzygM8utQbwPK6Rz/nOP4v/YAIiEhISEhISEhIaFHnh1qURQHvauESEhISEhISEhI/DuQts2TeFe0n3H0f5jIZZzZcZTDK3YbCAjTB1HLx5P0lDQ2BSznWfBjAGp6uSNMG2Q0rPeA9nj3b49CoeDWsav8Nm8r9q6OTP/zeyIevQTgSdADtk9ZQ00vdz7RxHM2lzR8oklDRo409F0wnDqt65EQFcesdgFa+Y/G9sDdtwFKlYrE13FsClhO3KsYek4fRB2feqSnpLE+YBlPNfHoUsq1NJ8tHU1JG0ueBj9m7ZglKDIyAXINP/f0MlITU1EplSgyFczuNBGAjqM/oWXPNsRHxwOwc8E26nh54O5Tj/SUdNYELCE0lzSMWDqGkjZWhAY/YtWYH1FkZNK0c0s+HNYVgNTkFDZOXc2zO6E4Vy7DiKVjteFLl3Ni//e/cGLdAQA+8HLn42kDkcllnN1xjCNGyvjj6QO19bw5YAXPNenqs2AYtVvXIyEqnjk6ZQzgNaA9rfq3Q6lQcOtYELvnbS20Mh6wYDh1W9cnISqOGe3G6cXXWmNvSoWS68euYFbcjLqaMl6bRxkPWzoGS00Zr9aUsXOVsgxZ+AUValVm16JtHFyzRxvGd9CHtOrZFhMTE07+fIQj6/Zrr9XwcqfLtAHI5DLO7zjGsRV7DHR2nT6ADzRlvD1gBS+Cn2Ba3IyRO6ZjWtwMmVzG9T8ucOj7nQCU+aA8H8/+lOIWJYh+HsmW0UtJS0zRi7OGlzvddPT+aURvt+kDqKlpP1sDVvA8+Am2Lg70XTwCK0dbVEol57Yf4+T6P9RlvfQrSld2AcDcuiQp8Uks9J9oEG9BmDpnMX+duYi9nS2/b/nn3+DqPX0wdXw8NXW7NFf7GrZ0DCVtLAkNfsQajX05VynDYG3dbueQpm5Ni5sxccdMzIqbIZPLufzHOXZ/L+aZhr9rX006t8Rf04bTklPYpGnDuhRGG7JzcWDw4pHYONqiUqr4a/ufHF2v9g9Dl47BuXIZACysLVAqVCgzFW/VJ3ed1Jc6beujSM8k8mkEmwOXkxKfnGsZF8Z9wRiF4RsHLf0KJ015mltbkBKfzDz/CYWuF4z75Jz00mlD6/JoQ0M1behp8CN+0mlDgxZ+Qflalflt0XYOa9qQnYsDQxaPwsbRFqVSxV/bj+RZ7hKFR9F8Gur/IYIgjBYEweItRScHli0dOIeZvmNo2Kk5zm5l9QRqeXtSupIz072/ZNvk1fSa/SkAJjITes4cgrGw1ZrWwt23AbM6BPCt3zj+XLNXG9/r0HDm+I9nrv94tk9Zg4nMhB6aeL71HUODPNIww/tLtk5eTU9NGgDO7zzB0gGGX2/7c/UeZncIZK7/eG4eu4r/Vx9r4nFhivcoNk9eRZ/ZnxktlO4T+/Dn2n1M9fmS5LhEWvRoDUDtfMJ/12sGM/0DtZ3pLA6t3cc0/wCm+asdn3MlF8Z7j2T95BUMmD3UaBp6TOzHobX7mOAzkqS4RLx6tAEg8tkr5vT4mqkdxrJnyU4GzR0GQPijl1od0z8aT1pqGtcPXdTWlTBzMMsHzmWW71jqGynjmt4eOFZy5hvvr9g+eQ09Zw/RKeOTLBsw1yCNVZvWoo5vA+Z2CGS2XwBH1+ylprdHoZXx2Z0n+GHAbIO4qjethbtvQ6Z1GMtUv9E8vf0Yp0ouTPQeyYbJK+iXSxl/MrEfh9fuY6KmjFtpyjgpNoFtM9bqdaQBylYrR6uebfm28wSmdRiLe+sGOFV00ZZxt5mDWT1wHvN9x1GvU3OccpTxB94elKrkwhzv0fwyeQ0fa+w4My2D5b2/ZVGHCSzyn0gNLw8qeLoBIMz7nP3zt7Ow/XhuHrqEz9COenGayEz4ZOZgVg2cx9xc9Krr1oVZ3qP5efIaPtHoVWYq+H3WZua2Hcf3Xb+mRT8/bdiNI39gof9EFvpP5MYfF7hx8KLRMiwIXfx9Wbl41t8Or0sdb0+cKrkwyXsUGyevpH+udduXw2v3MclnFElxSbTU2FdSbCLbZqzTdqSzyEzLYGHvb5jeIYAZ/gHU8fKksmdVo3HX9a73j+zr9bNXzOvxNdM0bXiApg1nkZ+fyeJN25AyU8EvszYxre0Y5nSdjE+/dri4uQKweuT3zNX45aCDF7CwKfnWffLd0zeY5TeO2R0CefU4jHYjuhrNF1Bo9wVjegrDN64f+QPz/Ccwz38C1/64yLUc7edd+uSc1NHYx2TvUWyavJK+udhv94l9ObJ2H1OMtKHtM9ZpO9JZKDMViLM28nXb0czpOgmffu0BahqN/B2jLKS/9xWpQ11wRgNv1KEWBCG3b1A3AkJeP3uFIkPB5b1ncfdrqCfg7teA87v+AuBx0AMsrEpi7WhLRQ83IkPDMRa2VR8/Dq3YTWa6erQkISo+17RlxROlieeKkTTU9WvABU0anuikASDk4h2S4hIN4k3VGcUrblEclUpFXb8GnN91EoBHmnhsNPHoUr1Zba4cOA/A2V9P4qlJj4dfwwKFz4t6fg05o4njYR5xfNCsNpcOnAPg9K8nqOfXSJ3fq/dIjk/S/L6PvbODQdhazesQGRpBzIvXgLqMX4dGaMv46t6z1DUo44Zc1Cljc50yfnjxDslGyrhlH1+O6NRzYlQ8dQtYRn+njB/kUtfeffw4uOJ3bTpqNKnF2QKk4YNmtbmsKeMzOmWcEBXP4xsPUWRm6sm7uLnyKOg+6anpKBVK7l0Ipl47dZjyHm68Dg0nWlPGQXvPUtuvgV742n4NuKwp49CgEMytLLDSpCs9OQ0AuakcuakclWZVSOnKLjy8cAeA+6dvUrdDI704K+RoP1f3nqWOEb2Xcui1drQlPjKW58FPAEhLSiXi4Qtsne0Nysnjw6Zc3XPW4HxBaeBRBxtrq78dXhdPv4ac3XUCyKpbC6N1W0Onbs/mqNsnNx6iyDT8FHNaciqQXQe5rcxRp+Hv25duG35opA0X1M+8aRuKi4zVjkSmJaUSlkt9N+rckrD7z966T75z6gZKhbob8jjovlHdWRTWfcGYnsLwjbrU+7AJV/aceSd6jfnknHj4NeRcAdvQFZ025JFPGzJmX4D+U4LEO0Ga8mEEQRBKAiLgino0+RegDHBcEITXoij6CIKwAmgImAM7RVGcrgn7BPWn2f2ApagXcuakLPAs6yAmLIpKHvqjMrZO9sS8fK09jgmPwtbZXnM+CmNhS1d2wa1RDToF9iQjLYNdszcTeuMhAA7lSjN5/3xSE1PYs+hnrEvZGMRTsYBpiI+MzbP8OgX0pHG3VqQkJPO/Xt/Qb+EIonV1aeKJ04nH0s6KlPhkreOPCYvC1knt+O2c7HMPr4LRm6eCCk5uO8Kp7X9q5doM6EDzbt48vhmCnZMDUS9Paq9Fh0dh5+xgkIbk+CS9NNg5Gd58vHq04caJIIPzjTs25/ye09pjGyN1VdHDTS+MrZOdnkxsAcq4dGUXqjSqQcfAHmSkZfDb7C3YOtkVXhnnglPlMlRt9AGdNfYmk8m0HZ6sOApSxrZGyliXF/ee0j2gNyVtLclITaeuTz2eaOzaxsmeWN3yC4umQo4yts4pEx6NjbM9CZGxmMhMGLtvLqUqOHNm82GeXgsBIOz+c2r51if4yBXc/Rtj66Lf+SqIXtscMnEavbp1a+/qiGvNijzR6M2iSqMaJLyOJfJJeJ5l866wc3LQs4/o8Oh86za6AHULYCKTMX3ffEpXcObY5kM8uvbAqJytkz3ROfzR37WvVj3acDNHGy5IG/inbcjB1ZFyNSvxOEce3Rp9QFpyqnZaXlbcb8snZ9Hsk9Zc2Zf7Q5qx+8vbTgMUnm/MokqjD0h4HWfQft6lT36q8VHZ8TrksI9obI3Yb0oB7kG54eDqSPmaFQEuFDhQIaIy+JTJv5sCd6gFQfAFegKlRVHsKAhCA8BaFMVjhZa6oqM98FIUxQ8BBEGwAQYBPqIoZnmSKaIoRmtGoY8KglBXFMUbmmupoii2MBaxIAhDfXx8Jri7u1vrnlepcgzLmBgxRJUKEyPns8LK5TIsrC1Z0GUKFdyr8OmyMXzdciTxr2KY0mwESbGJlK9diWGrA9mzyEg/P0ca8tKVF3sW/cyeRT/TbkQXvAa0zyWeHCfyksnj2rzuU4l7FYOVgzVjtnxN+MMXPLh4hxNbDrPrx19ApaLbuF7UauFumNC/kd8aTWvTqkcbZn08Re+83MwUz7YN+WVB9rw5Y/EZjL79jTKWyeVYWJdkUZepVHCvwuBlowl/8NxIPAXRVYBruaZDhoV1SWZ1mUQldzcm/DzTQCZnXoyXSd6Kwh6+4MDK3wncMp3UpFSe3XmCQqHILdlGdBqJVCOjUqr4zn8iJawtGLxqHM7VXAm//5wd41fSdfpA/L7sTvCfV7RzZAsSZ7ZQ3mkrZlGcwSvGsGvmRoP52fU6Nf9Ho9NvnQKV85vXLYBKqWSGfyDm1haMXDWestXK8fz+U8MkFKCtFCQNNZrWpmWPNszJ0YYL1Ab+QRsqblGC4SsC2DFzvd6bPIAGnZrz8PK9fNP+d30yQPsvuqJQKLj4+6nchQpQfv8kDXnF8TZ8YxYNOjXjspH28y598oyWo/KL1ojP+Pt5Lm5RghErAtgxcwMjVgXm/nr6HaL8j+0DV6AOtSAIo4CvgJ+AjzWnU4AfgWaFk7Qi5SawSBCE+cA+URRPCYKQU0YQBGEo6jJ0QT1nKatDvSO3iEVRXK2Jf8Zm/ucH6kUFca9i9ORiw6OwK1MKUDtZO2cHYiNikBczxa5M9miZbtiY8GiCDqkfTEOvP0SlVGJpb0VidAKZ6erXVM9uPSbyaQQmMlmu8WQRYyQNcRH6MrnRql87GnVtSalyTlz47RT2urqcHYiLiNaTT4yOx9zaAplchlKh1KQnWpuO3MJnpTkhKp6gQxep5O7Gg4t3SHgdR+t+fnj1aoupmSnFLUrgUKYUWeNC9s4OxORIQ0J0PBbWJfXSEKtTJuVqVGDIvOEsGjiLpFj91351vT0JvfWI+NdxWGmalboO8y7j2PBoPRnbApRxbHgU1w9dpFU/P5r1aoOtkx2PLt0ttDLOjZjwaFQqFd8cWASo5/KVqVqOB5fvauOIfcMyzo1T4lFOiUcB6B7Ym+iwKE1ZRGOrW34u9sTniC8up4yzvUEZp8YnE3L+NjW8PAi//5xXD1+yqr96LqhjJRdq+njqyRvTa6xudWVsnO2J1+iVmcoZvHIsl38/zY1Dl/TCyeQy3Ns1ZGHHyfmWS2EiK2HNjAMLAXh8/aGefdg72+dbt/YFrNssUuKTuXc+mNpentoOdet+7fHq1VaThhDsy5TSyv8d+3KtUYFB84azWNOGdeN/kiOPb7MNyU3lDF85jgu/nyLokP68Xplchke7RmydtAqv/u2yw79Fn9y4uxe129Tnh96GD726FMRn/ZP7wpvo+Tu+EbLaTyMWdJz0zvRm+WTQv/c2/bAJLXup5/Ab2pdhG1Lb15v7R7V9BXD+91NcPfReDE7/JynoHOrRQFtRFOeRPSf8LlC9MBJV1IiieB+oj7rjO1cQBL2P1wiCUAkIANqIolgX2A+U0BFJykfFJaCqg6sjcjM5DTo248aRy3oCN45cpkm3VgBU8qxKSkIy8ZGxhF5/SOmKLhgLe/3wJao3rQ1A6UouyM1MSYxOwNLeChOZ+snXoVxpSld04daxK3rx1DeShptHLtNYk4aKOmnIC8eKzgD8tfkQp7Yc4eaxq9w4fJEm3bwAqKyJx9hUgnvngqnv3wSAZt29uHZY3dG4fuSy0fDFzItTvKS62IuZF6dmS3de3FfPpLFxtOXo5oNM8w/g5M9/8vxeKM01cVTJIw13zt2ioX9TAFp09+bqYbWTtC9TilErA1k15kciHocZhGvSqQXn957WOxd6/SGOFZ21ZVwvlzJu9IZlfOPwJao1rcVfmw+z7ov/kfA6jit7zxZKGefFtcMXSUlIYbp/AMu/+I7M9Azt3Oa84rh77hYNNGXcXKeM88LKQf1Cx75MKeq3b8IFzdSaZ5oytteUsWfHZtw6ckUv7K0jV2igKeMKnm6kJiSTEBlLSXsrSlirl0WYFTejWvM6vHqofuVuqdFnYmJC25FdObv1T704n+bQWy8XvQ1z6M2q217zPyci5AUn1h4wyGu1FnWIePSSuPC8H2gKG2VqPDP8A5nhH0jQ4Ys06+YNqOs2Ode6DdbWbbPu3gQdvmQgo4uVvTXm2jooRs3mdQlXzwEF4Njmg0z3D2C6fwBXD1+kWQFsNDf7si9TipErA1mj04Z14792+FKhtaEB84cTFvKCI2v3GcRXQ1PfwceDCsUn1/Ryx29YZ1Z+Op+M1PQ8ZXPeX95WGozpKQzfCFBdU56xRtpPYftkUN97TTX33uObDzLTP5CZmjbUVKcN5W1f2W3oWj5tCGDA/BGEhTw3al9FiRKTQvl7XzEpyOsEQRBeAS6iKCoEQYgWRdFeEIQSwGNRFF0KPZXvGEEQygDRoiimCoLQBRgIVAE6iaL4WBAEd2AT4Ak4oh6ZniCK4gbNHOoGOlNDcsM/4tHL/TK5jLPicQ4u+42WfXwBOLVVve1Nz5lDqOnlTnpKOpsCl/P05iNAvcr6E812XVlhAeRmcvotGEG5mhXIzMhk1+zN3DsXjGf7xnw0VkCpUKBUKNn//S/cPHqFWt6efKyJ51wuaeihk4bNOmkY9ONXVGtSE0s7K+Jfx7H/e5Gz4nE+WzEOp8ouqJQqol+8ZtuU1cRFxPDJzMHU8vIgPSWdDYHLCNXE8+X6SWycsJK4VzGUKleaoUvGUNI2azuqH7WLPHrPHGIQvlS50oxYHajOu1zOhd2nObBsFwCDF4/CtWYFUMHr569YP3klnUZ9TF0vT9JS0vgpcBlPbqrnuI1dP4V1E5YT+yoGx3JOjNCkITT4MavG/EBmeiaD5w2nQYcmvH4RCahHY2d0Um/HVKxEMb4/t5qAViNISUjWjlCDesX4x9MGYCKXcV48waFlv9Gij3pE7LSmkybMHMwHXu5kpKSzJXCFtowH/vglVXXK+MD3v3BOPI7cTE6fBcNxrVkRRUYmv83ezP1zwXSfOeitlzHAZz9+RbUmtbC0syLhdRx7vhc5LR5DbmbKQJ107Ji9kfodmlDHS73d1FqdMh6zfgrrdcp4mE4aVmvK2NrRlul7FmBuaY5KpSI1KZUpvl+RmpjCJPFbStpZochU8PO3G7hz9iZ2mAHqXTw6a+z4onicP5f9TlNNGZ/TlHG3mYOo4eVBRkoa2wNX8vzmI1xqlKfXd8ORyWSYyGRc33+Owz+q7afloA407+cHwM1DF9k/fzsAusuBanp70DVr2zzxOEeW/U5zjd4zGr0fzxzEB14epKeksS1wJc9uPqJyg+p8tfMbXt4JRanxv/sX/MztE9fU9bBoOKFBD7RxACy6nP/OCTkJnD6PS0E3iI2Nx8HelhFD+tG9Y7v8A+rweYPx2t99Z35KbU1e1gUu19bt6PWT2TBhhaZuS/O5tm6fsEanbqftma9Xt1N9R1PKtTRDvhupqQMTLu0/y94fd6LKZWVi35mf/m37GjRvOPU7NCFK04YVmQpmdsreUs0UWa5t4J+0IbcGNZiw81ue3wnVvr7ftWAbtzRzuAcv+oInQQ84tfVIofjkGSd+xKyYKYmat2pZ26bmRmGkQReZpkNUGL4RoO+i4TwJeqCNIyfv0ien6nkM6K3ThtYHLidUY79fadpQln3ptqGfdNrQ1BxtaJrvaFxrVGDizlk8vxOKUqUe7yxfs9KHgOHT+jvmmJNQKJM+WkeI72WvuqAd6p1AkCiKs3U61OMBD1EUexd6Kt8xgiC0AxaiHo3PAIYDTYEvgDDNosQNQGPgEZAG7HnDDjXDKxaOseVFUVlhRhF8VDO9iDbYsSqitb5pRZTfzCLSm9WhfpcY7lHxbvg7Heq3gW6H+l2SW4e6MDEtok2vzN7jEbfCQPYfym/ODvW74qcnO9+LQj7q1KNQGnKbiB3vRf5yUtA7/yhgryAInwFWgiDcA+KBjnkH+/+JKIqHgEM5Tl8GlujIDMwlbMVCS5iEhISEhISExP8D3uc9owuDAj2Si6IYhnqLuB5Ab2AA0FgUxfdjTycJCQkJCQkJCQmJIqLA76ZFUVSh3ttQWkIqISEhISEhISGRK9I+1BoEQbgjiuIHmt/PyOX7VaIoli+ktElISEhISEhISEi89+Q1Qv2Zzu++hZ0QCQkJCQkJCQmJfwf/tTnUuXaoRVHU3VQ3uCC7VkhISEhISEhISEhIHWrjPBUE4QSwDfhNFMX8PlwiISEhISEhISEh8Z+goB3q8oAADANWCIKwD3Xn+g9RFDMLK3H/djKK4PnNVVX8nesECCHlnetMUmW8c50AsqLZzpbHmXFForeVqVOR6I3mv+N6imo/6FWXFxSJ3qkNprxznZaqomm4ReQuuKgqGn9hL3v396D/2kjp+4K0KNEImukey4HlgiCUR7113mxgHeovBUpISEhISEhISEj8J/k7n3Rz0vyVAmLfamokJCQkJCQkJCT+36P8bw1QF6xDLQhCTaAX6pHpEoAIdBFF8WIhpk1CQkJCQkJCQkLivaegI9RngF+BocAxzUdeJCQkJCQkJCQkJAxQSnOojeIkimJ6oaZEQkJCQkJCQkLiX8F/beS1oIsS0wVBGAT0A8oCL4DNoiiuL8zESUhISEhISEhISLzvFGjHHkEQpgATgZ+BLzX/j9ecl5CQkJCQkJCQkNCiLKS/95WCTvn4FPAWRTE064QgCIeAv1BvnyfxD+k1fTB1fDxJT0lnXcBSngY/NpAp5VqaoUvHUNLGkqfBj/hpzBIUGZk4VynDoIVfUL5WZX5btJ3Da/ZowwxcMIK6reuTEBXH9HZj9eJz86pL++n9kMllXP35BKdX7DXQ2WFGf6r6uJORks7vAasIu/UEgCZD2lOvpw+oVETcfcbuwNVkpmVQ078R3mO64+hWhjWdpvHypmE++s0YgodPPdJS0lgdsJQntx4ZyDiWK80XS8ZiaWvJk1uPWTHmBxQZmdTzbcjH43qhUqpQKBRs+WYd9y/fBaD9kI/w7tkWlQqe3w3l+4DvyUjL3ot6yDdDqe9Tn7SUNJaM+4FHtx4a6C1dzolxSwOxtLXi0a2H/DB6MZkZmXT5vCutungDIDeVU9bNlYEefUmMS2Tkwi9p0KYhcVFxfOU70kjtZtN7+mDq+tQjPSWdtQFLCM2lnoctHYOljRWhwY9YPeZHFBmZNOncEv9hXQFIS05h09TVPLsTahDeGKNmfkGT1o1ITUlj3pgFPLgVYiDTdWBnPv60G2UrlqVznW7ExcQD0NyvGYMDB6JSKlFkKlg6YwU3L90yCO/mVRf/af0wkcu4uuMEp4zYk//0bHv6LWAVYcFPcKjsgrB0lFbGrlxpjn+/k3PrDmrPNf/Mn3ZT+jDP83OSYxL14vzAy52Ppw1EJpdxdscxjqzYbaD34+kDqeXjSXpKGpsDVvBcU+59Fgyjdut6JETFM6ddgFZ+0NKvcKpcBgBzawtS4pOZ5z+h0PX6j/6YZj3bkBitLvs9C7Zz+8Q1g3h76/iLtXn4i2EafxEa/Ig1Ov5i8MIvqFCrMrsWbeeQxl+YFjdj4o6ZmBU3QyaXc/mPcwZxFoSpcxbz15mL2NvZ8vuWlX8rjiyqebnTaVp/TOQyLu04zokVewxkOk0fQHUfDzJS0hEDVvAy+AkAE07/SFpiCiqlEmWmkiWd9Md/Wn32IR9O6cs3nkNJjknQu1bFqy7tpqttOejnE5w1YsvtZvTHTWPLewJWEa7xjY0GtcOzlw8mJiZc3X6cixo7bjO5F9Xa1EORkUlMaAR7AleTFp+sF2dlr7r4afRe+/kE54zo9ZvRnyoavft09DYc1A4Pjd6g7ce5pNN+Ggz0o0F/X5QKJSHHrnFs7naDeD/7Zij1fRqQlpLGD+P+l6t/DFw6XuMfQ/he4x+7ft5Nzz+6urnS36MPiXGJdBrSGd9efqhUEHr3CZvHryBT45cLwx/auzjw6eIvsXG0RaVUcXL7EQ6t368XZ5/pg3HX6F2Th94RS8dQUqN3lUZv084t+VCjNzU5hY0avWbFzZi841tMi5shl8u59Mc5fvt+R6HrBWg35CO8erRFpVLx/N5TUG8ekWoQuUShUtA95UsCkTnORQHmbzc57y+CIIwWBMGiMOKu4+1J6UouTPYexabJK+k7e6hRue4T+3Jk7T6m+IwiKS6Jlj1aA5AUm8j2Gev0OtJZnNl5nP8NmGVw3kRmgv+3A9k6YAHL2o6ndqemOFYtqydT1ccd+0rO/Og1jr2T1vLhrEEAWDnZ0XhQO1Z/NJXlfhORyWXU7tgUgFf3n7Pj8/8ReuGu0Ty4+9TDuZIL47y+YO2klQycZTyvPSf24+DavQR4jyQpLhHvHm0ACD5zk8ntxzLFfxxrApfx6fwRANg52eM36EO+/mg8k/xGI5PLaNGxlTa+ej71KVOxDCNafc6Kicv4fPZwo3r7TxrI3p9284XX5yTFJdKmhy8Av6/6jbEdvmJsh6/YPH8jt8/fIjFO3bE79stRZvafYTQ+Xep618OpkgsTvUeyYfIK+uVSz59M7MfhtfuY6KPOeytN3l8/e8W8Hl8zrcNY9izZyYC5w/LVCdC4dSNcK5WlT4sBfDfhe8bM/cqo3M1LwYzrOZ7wZ+F656+evsoQ36F82m4Y8wMWEbhwrEFYE5kJH80cyOaBC1jqO546nZri6JbDnrzdcajkzA/e49gzeS0dZ6vtKepRGCv8J7PCfzIrP5pCRmoatw9d1oazdrGnSss6xD5/bVSvMHMwywfOZZbvWOp3ao5zDr01vT1wrOTMN95fsX3yGnrOHqK9dn7nSZYNmGsQ7/qRPzDPfwLz/Cdw7Y+LXDuov6FRYekFOL52v1a3sc50HW9PnCq5MMl7FBsnr6R/rnbUl8Nr9zHJiL/YNmOdtiOdRWZaBgt7f8P0DgHM8A+gjpcnJqZv/hGOLv6+rFxs6HPeFBOZCV1mDmLdwPks9g3AvVMzSuco4+reHpSq5MxC7zHsmryGrjplDLC61yx+8J9k0Jm2cbGnass6xDzPeVtT623/7UC2DVjACo1vLJXDN7ppfOMyr3Hsn7QWf41vdKzmimcvH9Z2msaq9pOo2sYT+4rqDx89PnWLlX4TWN1+EtGPw2kxopNRvT8PWMCqtuOpZURvFY3eFV7jODBpLe119Hr08mF9p2ms0ei10+it0LQm1Xzrs6b9JFb7TuD8av3OJUB9nwa4VCzDsFZDWTZxKcNnjzBaJwMmDWTPT7sZ7jWUxLgk2mr842+rdjGmw5eM6fAlm+dvJFjjH+2dHPhoUEfGfTiGL32/QCaX0bhjC6Dw/KEiU8GOWRuY0vYrZnWdSOt+7Snj5qqNr663+h403nsk6yevYEAuentM7MehtfuYoNHrpdEb+ewVc3p8zVSN3kEavRlpGczrPYOvO4zja/9x1PHyoIpn1ULXa+dkj+9Af6Z3HM+UdmOQqb8s1tNo5O8YpYlJofy9rxS0Q30Q2CoIQnVBEMwFQagBbAQOFV7S3jtGA0Y71IIgyP9JxB5+DTm36wQAj4IeYGFlgY2jrYFcjWa1uXJAPWp09tcTePg1AiAhKp4nNx6iyFQYhHlw8Q5JcYkG58t6VCH6SQQxzyJRZCi4tfc81X3r68lU963P9V9PAfA8KIQS1hZYllanSyaXY1aiGDK5DDPz4iRExADwOuQlUY/Ccs1rfd9GnP5VndeHQfcpaV0S29J2BnI1m9Xhoiavp349Tn1NXtOSsx+6i1sU11v0IJfLKaZJUzHz4kRHRGuvNfJrwvFfjwFwP+geJa1LYmdEb51mdTl74AwAx3cepXG7JgYyLTt5cWrPX9rj2xeDSYhNMJDLiadfQ87uOglk1XNJo/X8QbPaXNbk/cyvJ6inyXvI1XskxycB8PDqfeydHfLVCeoR5kM7j6jTevUOltaW2Je2N5ALCQ4h/HmEwfkUnTIvYV4ClcpwqYmrRxWiQ7Pt6ebe89Tw07enGn71ubZLx56sLLDMkf/KzWsTE/qKuBfZnecOX/fj0NztqIwscano4cbr0Aiinr1CkaHg6t6z1PVrqCdT168hF3ep6+tJ0APMrUpirdH78OIdko20D13qfdiEK3vOvHO9uaG2oxNA/v7iso6/qFcAf5HVvuSmcuSmf8+tNfCog4211d8Kq0s5DzeiQsOJ1pTx9b3nqOnXQE+mll99rmhs6mlQCOZWFlgZKYucdPy6PwfmbjO6aKqMRxVinkQQ+ywSZYaCYCO+sZpvfW5ofOMLHd9Yyq0ML4JCyExNR6VQ8vTCHaq3U9vFo1M3USnUL6yfB4Vg5WJvoDdaR+/tveeplofelzp6HdzK8DIXvfX6tuHs8j0o0tVfFk2OijfIcyO/xgXyj3Wb1eXMgdMAHNt5lCbtmhrItOzUir90/KPcNNsvFzcvTqzGLxeWP4yLjNWO/KYmpRL28Dl2ztllXc+vIWc0eh/mo/eSRu/pXPSG5PDD+u3HFF1XWZh6ZXr3vmIALw0iLgJUhfT3vlLQKR8jgaXAdcAMyEC9F/WXhZSuv4UgCP2BANRlfgOYSvbXHCOBQaIoPhUEYQOwTxTFnZpwiaIoWgqC4A3MAF4DtYErQF9gFFAGOC4IwmtRFH0EQUgEFgPtgAOCIHiIothVE58vMFwUxW4FSbetkwPRL6O0xzHh0dg6OxAXGas9Z2lnRUp8EkqNQ44Ji8LOybBTVFCsne2JD8vWGR8WjatnFUMZnXTFh0dj7WTHy5uPObt6P2PO/UhGajoPT93k4ambBdJr52xP1MvszlJ0uDofsa9itOcs7axI1slrdFgUdjrOo0G7xgjj+2BdyoZFg9QzjmIiojmwejc/nFtFemo6N09d5/qpIG0YB2cHosKy9UaFR2Hv7ECMjl4rO2uS4hO1el+HReGQo9NarERxPL3rsebrN3+VbetkT7RO3mPC1fnKWc/JOerZ1kg9t+rRhpsnggzOG8PRuRSRL7NH4iLDInF0LkX0q+g8QunTon1zhk4cgm0pWyb2N1w6YeVkT9zLHPbkkcOecsqER2PtbEeiTv7rdGzCjT1ntcfV29YjPiKaiDtPjabLxsmeGN22ExZFRQ83PRlbJzs9mdjwKGyd7YnX0ZsbVRp9QMLrOCKf6I/aF6beVgPa0ahbK57efMSuWZtJ0dxEs7DL4S+iw6PztaPoXOwoJyYyGdP3zad0BWeObT5EmY/r5humsLBxsiNWJ59xYVGUz1HGOW0qLjwaa2d7EiJjQaXi082TUKlUXNh2lIvb1R3GD9rWJy4imrBcbMqYbyybwzdaGfGNVk52RN5/jk+ggLmtJRmp6bj5ePDyhuGUNg/Bi9v7zhvEmfAP9Hrr6K3i40GYRq9DJRfKN6qBd6BAZloGR2dv017LwsHZgdc6/vF1uNr3GfrHbJuKCntt8FBfrERx6nnXZ7XGP0ZHRPHb6t/46fx60lPTufZXEMGnrgPvxh86uDpSvmYlHl57oD1n52TkHlQAvcbut1492nBDR6+JTMY3+xbgVMGZo5sP8ugd6I2JiOaPNXtYfHYl6anp3FKX72GDQBKFToFGqEVRjBdFsT/qEVoXwEIUxf6iKMYWZuLeBEEQagFTgNaiKLoDX6F+CNgkimJdYCvwYwGi8kQ9Gl0TqAw0F0XxR9RPfD6iKPpo5EoCt0RRbAzMBD4QBCHrM+yDAKM7oAiCMFQQhMuCIGjfaRt9g5FzFNCIkLGRwn+CQXxG0qVSqShhbUENv/r8r8Vovms0kmLmxanbtXmBdJgUIB/GZHTL4/KhC4xv8yXffzafj8f1AsDCuiT1/BoxpsVwRjX6lOLmxfHq6p1nWgz15i/T0Lchdy/f0U73eBPeRt4BajStTcsebRDnbS6o4nz15sfpg2fo7z2YqUOmMyRwUEFUvHH5ys3kVG9bn+ADFwAwK1EMr5GdObZ4Z67pMl5e+SeuoPlv0KkZl3U6+IWt99SWI8xo9SXz/CcQ/yqGblP7GQoVqKzztyNjqJRKZvgHMq7p51RydwO5Wb5hCg2j5Ze/TJbQ8u4z+PGjyawbOJ+m/f2o1KgGZiWK0XpkF44s/uWNklJQW34d8pKzK/fSZ+tEem+aQMTtpygz9ZdRtRjZGWWmgpu/nTGM5G/qjQp5ybmVe+m9dSK9Nk3glY5eE1MZJWxKsqHLdI7N2Ua35aMM4jAxYlR/xz828m3EHR3/WNKmJI19GzO0+RAGNexPcYviNO3SShNf4frD4hYlGLkikO0z15OamJJfRvLVmzNtNZrWplWPNuzQ0atSKpnmH8CYpkOp7F6VstXKFbpeC+uS1PNtSEDLEYxu/BnFLUqAeiCwyCmqRYmCILQXBOGeIAghgiBMNHK9jyAINzR/ZwVBcP9nOVWT5wi1IAjlc7nkKggCAKIoGn/Mf/e0BnaKovgaQBTFaEEQmgJZo8SbgQUFiOeiKIrPAQRBuAZUBE4bkVOg/tgNoiiqBEHYDPQVBGE90BTobyxyURRXA6uBL57eflwf4Mn1h9iXyX7St3O2174WyyIxOh5z65LI5DKUCiV2Lg56o7pvSnx4NNYu2TqtXexJiIjVlwmLxlonXdbO9iS8iqVyi9rEPIskOVo9zeHOwUuUq1+VG7ncIBr292VQTy8AHt0IwaFMKe01e2fDfCREx2Ohk1d7FwdicpQHwL2LtyldwRlLOytqNq1N5LMIEjSLuS4fvIBv7/Z0HqpexBFy4wEOLtl6HZwN44yPjqektaVWbykXB71pIwAtOrbi1O6/KCit+7XHq1dbAB5fD8FeJ+92zg4G9Zwz7znr2bVGBQbNG87igbNIis29U99lQCc+6u0PwN3r93Es46i95ujiyOuIqNyC5smNCzcpU8EFGztr7aJFUNuTTZkc9vQqVi9sXE4ZZ32bq+rtQditJyS9VsdrV8EJW1dHRvwxVys/bN9sVneZRmJkHKAe9bXTbTsuDsTlsKfY8Gg9GVtnB+Ii8m87MrkM93aNWNBxksG1wtKb8DpO+/vMz8cYtla9ELJ1v/a06qWeS/k4h7+wN+IvjLWhN/EXKfHJ3DsfTLW6bVGmxOUfoBCIC4/GViefNi4OxOfIQ3x4lJ5N2TjbE68p4wSNbFJUPMGHLlHOvQopcUnYuzry1R/ztfJf7ZvDki5T4VWCJk5D35hYAN+YqLH3aztOcm2H+tW+T6BAfHh23dTt3pKqbTzZ3GuOQX4TwqOx+gd6r+84yXWNXu9AgQSN3oSwaO4evATAy+uPUClVWNhb4f9hC3x7tQPU/rGUjn8s5Wzo+9T+MdumHFxKGfjQlh1bcWr3Se2xewsPIp5FEK/xy8kJyfSaNoj2QzsVqj+Um8oZuTKQc7+f4sqhC7TJ4YcdypQia+zY3si9ID+95WpUYMi84SzKxQ8nxydz9/wtuo3tiWN5p0LVW6tFXSKfvdLe+64cPE99v0bNgC0GCfsPoJmCuwzwBZ4DlwRB2COK4m0dsceAlyiKMYIgdEDdJ2v8T3XnN0L9RKP4seZ3zj/DJapFhwn5T6/Jup6JJu+CIJgAxXRk0nR+K8j9oSNVFEXdSYjrUT8V9gJ+EUUxM5+0LJvpH8hM/0CCDl+kaTdvACp7ViUlIVnvNVAW984FU99fPWetWXdvrh2+lI+K3Hl5/REOlZyxLeeI3ExO7Y5NuHfkir6+P6/i3r0lAK6ebqQlpJD4Kpa4l1G4erphVkJdbJWa1yIyJPcpW5c2HWGK/zim+I/jyuGLtOiuzmsVz2okJyQbvdHfPneLRpq8tuzuw9Uj6rw6VXDWylSsXRlTM1MSYxKIevkaN89qFNOkqVbzOpzdf1q7kPDCofP4dFcvyqrmWZ3khGS915lZ3Dp3g2b+6tF2n4/bcPHwBe01CysLajWpzcXD5w3C5caxzQeZ7h/AdP8Arh6+SLNu6geLvOr57rlbNNDkvXl3b64eVi+Isy9TipErA1kz5kciHuc+Tx3g9417+LTdMD5tN4zTB8/Q7mP14qGa9T4gKSHpjaZ7lK1YRvu7am03TIuZ6XWmAV5cf4R9RWdsXdX2VKdjE+7mtKcjV/Holm1PqQkp+tM9OjXl5t7s0eBX956xoMEIvm8xmu9bjCY+PJqVH03RdqYBQq8/xLGiMw4avfU6NuPGkewFjQA3j1ymUTf1qFhFTbkXZLpH9RZ1iHj0kthww7IqLL3WOnMq3ds1JOz+M0BtRzP8A5mh8RfNdPxFcq52FKy1o2bdvQnKx19Y2Vtjbq1eJmJWvBg1m9dFlZmRZ5jC5Pn1hzhUdMZOU8buHZtyJ4dN3T5ylfoamyrv6UZqQjIJkbGYmRenWMkSAJiZF6day7qE339O+L1nfNtgGPNbfMn8Fl8SFx7NDx9N1rOpl9cfYa/xjTIzObU6NuF+Dr33/7xKXY1vLJtly5qOrYWDNQDWZRyo0b4hwbvVNl3Fqy7Nhndkx5DvyEw1/E5all4bjd6aRvQ+0NFbRscn59RbXUfv/cNXqNisJgD2lZyRm5mSHJ3AgU37tQsJzx86p+cfk3LxjzfP3aS5v3pRYeuP23BBxxdm+Ufdc69fRFK9XnWKlche3Lr7B7HQ/eGg+SN4GfKcw2vVu6Qc3XyQaf4BTNPoba7RWyUPvXfO3aKhRm+LHHpHrQxkVQ69VvbWWORoP3+Jxwpdb857X83mdQDuGERcBChNCucvHxoBIaIoPtJ8kPBnoLOugCiKZ0VRzDLw84Arb4H85lDfQL39ykbUTzvvxUT3XDgK/CYIwveiKEYJgmAPnEW92nUz0IfskeYnQH3U88A7o54Xnh8JgBXq+dUGiKL4UhCEl6jnbfu+ScJvHr9KHZ96zDm5lPSUNNYHLtde+2r9ZDZMWEHcqxh2ztvM50vG0HVcT54GP+G0eBRQ34Sn7pmPuaU5KpWKtoM/ZJrvaFITU/jsx9FUb1ILSzsrFpxbxanvfyVox0mUCiUHpm2g36YJ6q2hxJNEPnhBgz7qUbDLW4/y4Ng1qvp48OVfi8lISWd3wCoAXlx7yO0DF/l8/2yUCgVhwaFc2aaen1ijXQP8vxmAhb0VvdcHEn47lC3952vzc+3YFdx96vHdX8tJ12ybl0XAhin8NH45sa9i+HnuZkYuHcsnAb15EvyYEzv+BKBhh6a06O6FIkNBelo6S7/4DoCH1x5w8cA5Zu1fhEKhJDT4EYe3ZW8bdeXYZer7NGDFqdXqbfMCftBem7phOssmLCEmIppNczcwbul4egf25XHwI/7ckT0VrXG7plz7K4i0FN1nLhi7JIBaTetgbWfNmgvr2fO9yClN3ehy4/hV6vrUY/7JZaSnpLE2cJn22pj1U1g/QZ33X+ZtYdiSMXQb14unwY+1cXX+8hMs7azoN+szQL2afWanCQZ6cnL+2AUat27E1tObSEtNY/7Yhdpr8zbNZmHgYqIioug2uAu9hvfA3tGetUdWc+H4RRYGLqaVf0v8uvuiyMwkLTWdmcMNd3BQKpTsn7aB/psmqLdhNGJP94+r7Wn0SbU9/Ra4ShverEQxqrSozZ7Ja/PNT0694rR1fLFpMiZyGefFE4Q/eE6LPurRqNNb/yT4eBC1fDyZfvIHMlLS2RK4Qht+4I9fUrVJTSztrPj23HIOfP8L58TjANTv2MxgMWJh6+0yqQ+uNSuiUqmIfh7J9slrDHRn2dE8jb9Yp+MvRmv8RawRf3FKx19M0/EXvoM/ZKrvaGxK2zHku5HIZDJMZCZc2n+WSpUbvVF9AAROn8eloBvExsbTpktfRgzpR/eO7d44HqVCye5pGxiyaRIyuYxL4gkiHjynsaaML2z9k7vHg6ju48H4k/8jPSWNXzQ2ZVXKhn6r1bvRyOVygnaf4f7J6wXSq1IoOThtA701vvG6xpbraWz56tajhBy7hpuPB1/8tZhMzbZ5WXyy8ivM7axQZmTyx7QNpGq2xms/cwDyYmb02aJ+4/EiKIQDU9bp6T00bQO9NG3ouniS10b0VvHxYITGJ+/T0dtdR+8hHb3XxBN8tHAonx2ehzIjkz3jDNd/XDl2mQY+DVh5ao3GP/5Pe+3rDTNYNuFHoiOi2Th3PQFLJ9AnsC+Pgh9xRMc/NjHiH+9fu8/ZA2f4/sD/UCiUPAp+yMnt6gXSheUPqzaoQfPu3jy7E8o3BxYB8MuCbdw4cRWA6xq9C08uIy0ljZ909I5dP4V1Gr3ivC2MWDKG7uN6ERr8mL80erto9PbX6FVmKpjRaQK2pe347LuRyGRyTGQmXNx/luvHsh+ICkvvo2sPuPTHOb7ZvwhlpiJrQeZqg0ouAgrr0+OCIAwFdLdJWa15+w/qjw8+07n2nLxHn4cAf7yNdJnkN6dPEITawABAAO4Cm4Bdoiim5BmwCBAEYQAQiHpkOQj1AsN1QCn0FyU6AbtRj1IfBUbpLEoMEEXxI018S4HLoihuEARhFPAFEJa1KFEURcsc+nsCo0VRNNwawgifVvz4nS9YdVW9+TZYb4MQ3r25JKmKZnTNVlYsf6FC4HFm0byab2XqVCR6o8nvJdC/h2QMd+R4F6y6XJBZcm+fqQ3e/TfDLFUF3fTq7VI0WuGiqmj8hb3s3d+D3uePgRQGG5/8+l7sLbe1TN9C6eP0ebkl1/wJgvAJ0E4UxU81x/2ARqIoGiweEATBB1gOtBBF8e/Ng9Qh310+RFG8BQQKgjAB9cjrQGCZIAitRVG8+k8T8DYRRXEj6tF0XVobkYsAdDu9kzTnTwAndORG6vxeAizROdbrTGtoARgOKUlISEhISEhI/Icooi3ungM6q0FxxcjsCkEQ6gI/AR3eRmcaCr5tHkBVwAv1grsg4O+viPsXIgjCFSAJGFfUaZGQkJCQkJCQ+A9yCagqCEIl4AXqab+9dQU0G27sAvqJonj/bSnOb5cPe9SL7Aagnj+8GWj1Hu3s8d4gimL9/KUkJCQkJCQkJP79FGAB4VtHFMVMQRBGov7woBxYJ4pisCAIwzTXVwLTAAdguWbHukxRFBvkFmdByW+E+iXqnTw2o14JCeAmCIJ2d31RFI/900RISEhISEhISEhI/FNEUTwAHMhxbqXO70+BT9+23vw61OGod/n4TPOXExXqj59ISEhISEhISEhIAP+9xaB5dqhFUaz4jtIhISEhISEhISHxL6GIFiUWGUW1Y4+EhISEhISEhITEv4I32eVD4i1jgfyd69yXXjTrSa9FPXrnOi86/eM1Bn+LdUXUrIpqP+hhZYrme09TXzrkL/SWSVUVzX7QxU2KZuyjKPaDBph1efY715l5oGh2PN02+Vn+QoXAVFVBvmf29tkse/f+MbOIxkrbpf63u1hFsSixKJFGqCUkJCQkJCQkJCT+Af/txycJCQkJCQkJCYm3jrQoUUJCQkJCQkJCQuIf8F/rUEtTPiQkJCQkJCQkJCT+AdIItYSEhISEhISExFtFJS1KlJCQkJCQkJCQkJAoKNIItYSEhISEhISExFvlvzaHWupQvwd84OVOt2kDkcllnNtxjD9X7DaQ6T59IDV9PElPSWNrwAqeBz/G1sWBfou/wMrRFpVSydntRzm5/g+9cK0/+4guU/oxyfNTkmIS8kxHwLdf0bxNE1JT0pgxeg73bt43kBEGdaPXZ59QrpIrbWp9RFx0HAAlrUry7dKvcS7rhNxUzpYVP7N3x4EC5f/7xTPp0L41ySkpDBkyhqBrtwxkVq9aRP367piYwIMHjxk8ZDRJSckAeLVqynfffYOZmSlRr6Np3fbjPPVZe3viOuMzkMuI2n6EiOW/6l238WtEmYA+qJRKVAolz2f8RNKlO5gUN6PazjmYFDPDRC4n9sBZwhZvz1PXB17ufKyp27M7jnHESN1+PH0gtTR1u1lTtwB9Fgyjdut6JETFM6ddgFbef/THNOvZhsToeAD2LNjO7RPX9OJ086qL/7R+mMhlXN1xglMr9hro9Z/en6o+7mSkpPNbwCrCgp/gUNkFYekorYxdudIc/34n59YdBKDxAD8a9/dFqVBy/9g1Ds/LPf/FGzfEZvRIkMtJ3rufxM3GZc0+qE6p1cuImTaT1ON/ZV+QyXBctxJF5GuiAyfnqgeg9/TB1PHxJD0lnbUBS3mqKUNdSrmWZtjSMZS0sSQ0+BFrxixBkZGJc5UyDF74BRVqVWbXou0cWrNHnXcXBz5dPAobR1tUShUntx9h3zr9cuw/YwgePvVJT0ljZcASntwy3G/dsVxpRi0Zh6WtJY9vPWL5mB9QZGRS37cRn4zrhVKpQqlQsPmbddy7fAeA9oM+wqeXLyYmcGz7EY6vz70t9Z4+mLo+9TR5X0JoHnm3tLEiNPgRq8f8iCIjkyadW+I/rCsAackpbJq6mmd3Qg3CV/Nyp9O0/pjIZVzacZwTK/YYyHSaPoDqPh5kpKQjBqzgZfATACac/pG0xBRUSiXKTCVLOunvbd3qsw/5cEpfvvEcSnI+Piovps5ZzF9nLmJvZ8vvW1b+7XhycuZhOAsO30CpUtHVoyKDm1XXu77h3H0O3FLvJa1QqXj8Op7jYz7CxryY+pxSRe91xyhtZc6SHs0KrLesd12afNMPmVzGve0nuLFM3/ZsqrjQavFQHGpX5PKCX7i1Sm0jNpVd8FkxUitnVb40VxftJHjtoQLptfb2pPzMIZjIZERu/5PwZbv0rtv6NaJsYC9QqVBlKng6fR2Jl+5QrIwDlX74CjNHO1Aqidx6hIi1+3LVUxj3vc6T+lC7bX0y0zN5/TSCbYErSIlP1ouzppc7n0wbhIlcxtkdRzlsRO8n0wdRy8eTjJQ0NgUs55mmTfVdMJw6reuREBXHLB2fnEXbzzrSbUo/Aj2H5Hm/Le1Tlzrf9ge5jKdbj/NgqX7dunZrjtvIjgAoklK5PmEd8befIituRovfpyErZoqJqZyX+y5wb+GvxlS8F0gd6n8BgiBUBPaJolj7b4Z/AjQQRfH13wjbBbgviuLtgsibyEz4ZOZglvWdTWx4FAF75nLryGXCQ15oZWp6e+BYyZlvvb+iomdVhNlDWNxlKspMBb/N2szz4McUL1mCwL1zuXfqhjasrYsD1VvWJfp5ZL7paN66CeUqu9K1WS9q16vJpHnjGPjh5wZy1y/d5NSRs6za9aN+vgd14/H9J4wdMBFbB1t+PbWVP3YdJjMjM0+9Hdq3pqpbJWrUbEHjRvVYtnQuzVp0NJAbFzCDhIREABYtmM4XIwaxYOEybGysWbJkDh9+1Idnz17i6JjPxz5kMsrN+pwHvaeTERZF9X2LiDtykdQH2R9XSDh9gzuHLwJgXqMClVaM57bPF6jSMnjQ42uUyalgKqf6rnnEHb9CcpDhgweo61aYOZilmroN3DOXm7nU7Teauu05ewiLukwF4PzOk5zceIj+i78wiPv42v0cXWP8ZmUiM+GjmQPZ2Hcu8eHRfL7nW+4euUqkjt6q3u44VHLmB+9xuHq60XH2IFZ3mU7UozBW+E/WxhNwYSm3D10GoFLTmtTwrc+yDpNQpGdS0sE6z3K2CfiKqK8CUbyKxHHtSlJPnSXzSaiBnPWIoaRduGQQRUmhOxlPniIraZG7HqCOtydOlVyY5D2Kyp5V6T97KLO6TDKQ+2RiXw6v3cfFvWfoN3soLXu05sSWwyTFJrJtxjrq+TXSk1dmKtgxayNPgx9TomQJpu1dQNCpIF48eA6Ah089nCuVYazXCNw8qzF41udM6zLBQG+vif35Y+1ezu09zeDZw/Dp0YY/txzi1pkbXDmitrNyNSrw1bIAAtqMwrVaeXx6+fJ1p0AyMzKZuGkat48HEfEkzCDuut71cKrkwkTvkVT2rEq/XPPeT5v3/rOH0qpHG45vOcTrZ6+Y1+NrkuOTqOPtyYC5wwzCm8hM6DJzED/1nUNceBQj98zm9pErvNKxp+reHpSq5MxC7zGU93Sj6+whLOvytfb66l6zjHaWbVzsqdqyDjEF8FH50cXfl97dOzH520X/OK4sFEoVcw9eZ2XvFjhZm9Nn3XG8qrpQxTHb9gc2rcbAptUAOHk/jC0XQ7SdaYBtl0KoVMqKpLS8faEuJjITms0awMHe80gKi6bT/pk8PXyF2AfZH1FKi03i3LTNVGhXXy9s3KMwfm83RRtPz8tLCD14uWCKZTIqzB7K/V4zSA+LouaBBcQevkiqxuYB4k/fIDbLP35QgSorA7jlNQpVppJn32wg+dYjZCVLUOvgd8T9dU0vrG7+CuO+d+/0TfYu2I5SoaTTxN74jujCnnnb9PT2mDmEH/vOIjY8igl75nIjh95a3p6UruTMDO8vNT75UxZ2UZfn+Z0nOLnxIAOM+GQ7FwdqtKxDVH62LDOh7txBnBXmkhIWhdfBWYQfvkrC/ew0JD19xZmu35IRl0Tp1u54LPqUv/ynoUzL4Ez3WSiS0zAxldNyz3ReHb1OzNWQfCpW4l0gzaF++3QBahZUuIKHG5GhEUQ9e4UiQ8HVvWep49dQT6aOX0Mu7lKP3D0JeoC5VUmsHW2Jj4zVjmamJaUS8fAFNs722nDdvu7P7rlbURXgK1Fe7Vtw4Bf1KOStq7exsrbEobRh5/TerQeEPQ83OK9SqbCwVHd8LCzMiY+NR5GZ/1flOnZsx+atOwG4cPEqNrY2ODuXNpDL6kwDlDAvgUqlzlOvnl35/fc/ePZMfaOJjIzKU19Jj6qkPQkn/WkEqoxMYvacwiZnRyo5VftbZlECVCqDayamckxM5eRVtBU93Hido27r5qjburnULcDDi3dIjkvMGW2+uHpUITo0gphnkSgyFNzce54afvo33Rp+9bm26xQAz4NCKGFlgaVGbxaVm9cmJvQVcS/Uz5UN+7Th1Io9KNLVHYOkqPhc02BWswaZz1+ieBkGmZmk/HmMEi2bG8iV/LgrKcdPoYyJ1TsvcyxFiWZNSN67P9/8evo15OyuEwA8CnqAhZUFNjnyAlCjWW0uHzgHwNlfT2g70AlR8Ty58dDAXuMiY7Uj3alJqYQ9fIGdU3abqO/biFO/HgcgJOg+FtYlsS1tZ6C3VrM6XDhwFoBTvx6ngV9jANJ07KyERQmtKZV1cyUk6B7pqekoFUruXAimXrtGOaPVyftJnbyXNJr3D3TyfkYn7yFX75EcnwTAw6v3sXc2bPPlPNyICg0nWmPH1/eeo6af/ldIa/nV54rGnp4GhWBuZYGVkXTkpOPX/Tkwd9tb+Y5dA4862FhbvYWYsrn1Mppy9iVxtSuJmVxGu5qunLhv+GCTxR+3n9G+lqv2OCI+mVMh4XTzqPhGeh09qhD/JIKEp5EoMxQ82n2e8jnacGpUPK+vP0KZh58t06IWCaGvSHyRt1/MoqRnVdKehJGm8Y/Ru09j1y4//6j+nfEqhmTNGxplUiopD55TzIg9QeHd9+6euoFSodSGsc2hv6KHG5Gh4Vq9V/aexd3AJzfggo5eCx2fHHLxDkm5+OTuXw/gt7lbyfOmANh5upH0OILkp69QZSh48fs5nHM8FMVcfkBGnLpdxlwJoYRL9n1dkZwGgMws6x5UNF+BLAiqQvp7X/lXjlBrMBUEYSPgCdwH+gO30Yw8C4LQAFgkiqK3IAgOwHbAEbgIaNemCoLwNdAHeAa8Bq6IorhIEIQqwDJNmGTgM8Ae6AR4CYIwFeguiuLDvBJp62RP7MtsZxcbFkUFDzc9GRsnO32Z8ChsnO2Jj4zVnrN3daRszUqEXlM/qdZuW5/YiGheGnl9awxHZ0fCX77SHkeERVLapRRRrwrmiMV1v7J44zwOXvsdC0tzJn0+Q9vpzYuyZZx5/ix71OXF8zDKlnEmPPyVgexPaxbToX1r7tx5QOD4bwCoWrUyZmamHD3yC5ZWlixZupYtW3bmqs/M2YH0l9kvHjLCorDwrGYgZ9O+CWUn9MO0lA0PB3ybfUEmo8aB7yhe0YXIjQdIvmZ8dBrAxsmeGJ16iwmLomKOurV1stOTiQ2PwjZH3Rqj1YB2NOrWiqc3H7Fr1mZSNJ0iACsne+J04owPi8bVo4peeOucMuHRWDvbkaijt07HJtzYc1Z77FDZhQqNatA2UCAzLYODs7fx8obxT8rLHUuhiMiuQ0VkJMVqfqAnIytVihJeLYkaNZZiHwTqXbMZPZL4ZaswsTDPsxwA7JwciNbJS3R4NHbODsTp5MXSzork+CTtzTY6LApbJ/ucUeWKg6sj5WtW5KFOfds559QbhZ2TPbGvYrTnrOysSNLRGxX2Gjudm3yDdo3pOb4v1qVsWDhI/bntZ/efIgT2wdLWivTUNDx86hN6w7gbsXWyJ1rHnmPCo/LNe0wueW/Vow03TwQZnM/pf+LCoiifw45z2lNceDTWzvYkRMaCSsWnmyehUqm4sO0oF7cfA+CDtvWJi4gm7M5To3l7H3iVkIqzVbYNOlmbc/NFtFHZlIxMzj6MYFI7D+25hUduMLp1bZLSCz46DWDhYkdSWLae5PBoHD2r5BHCOJU7NeXh7nMFli/mbK/nH9PDoihpxD/atm+M66S+mDnYcH+A4Wfii7k6YlG7Eom5vL0rrPueLk0+8eHqvrN652yN+uSqRmT021R+PrmOxpZfFOB+W8LFjhSdNKSERWNXzy1X+fK9vXl17Hr2CZkJ3odnU7KSM4/XHyYmKM8uhsQ75N88Ql0dWC2KYl0gHhiRh+x04LQoip7AHqA8gKbT3R11p7wboDsssxoYJYpifSAAWC6K4llN+EBRFD2MdaYFQRgqCMJlQRDU7+BMDPeVydkPNTEioytUzKI4Q1aMZdfMjaQmpmBWohh+I7tyYLGYR5bz11GQDnEWTb0bcz84hPYeXejddjDj54ympGXer+rfVO+nn42lXIV63Ln7AOGTTgCYmsqpX68uHTv3x//D3kyZNJqqVSvnodDIOSP64g6e57bPFzz6dA4uAX2yLyiV3G0/hluNhlDSoxolqpd/o7wZPF7/jXI/teUIM1p9yTz/CcS/iqHb1H75RWkQZ34ycjM51dvWJ/jABe05mVyGuXVJVneZzqE52+ixbJRhJNka8k2DzegviF++CpT6M+2KN2uCMiaWjHu5P6zko8pIfvNuQ3lR3KIEX6wIYPvMDaQkpujEaUTYsPHmmbbLhy4Q0GYUiz+bxyfjegHwMuQ5e1fuYtLW6UzYNI3Q209QKIyPQhak/RQk7zWa1qZljzaI8zYbU5Jf8NwMCoDl3Wfw40eTWTdwPk37+1GpUQ3MShSj9cguHFn8i2G49whjb/eM1jvw14NwPFwdtNM9/noQhp1FcWq6GL61yJ8ClHk+yMzklPerx+N9F/IX1qotWDuJPXiBW16jeDBknno+ta5eixK4rZnAs+nrUOq0l/z0/NP7ni5+X3RFoVBw+ffT+erNqfhN74VmJYrRfmQ39i7ekatMfvHnVrmlmtekQi9vgmfprD9RqjjRdjKHPEdi61kFqxquRsO+DyhNCufvfeXfPEL9TBTFM5rfW4Av85BthbrDjCiK+wVByBpiagHsFkUxBUAQhL2a/y2BZsAvgiBkxVG8IIkSRXE16s44X1bsoYoNj8K2TPaIla2LA/E6I1wAseHR+jLODsRFqGVkpnKGrBzH5d9Pc+OQel5bqQpOOLiWZsIfC7Tygfvm8V2XyfA8ezT4k4Fd6dJHPV/59vW7OJcpTdZzsJOLI5HhBRudBujY058NS7cA8PzJC14+DaOiWwWCr90xkB0+bABDhqg7qZcvX8O1XBnttbKuLrwMi8hVj1Kp5Jdf9jBu7HA2bhJ58SKMqKhokpNTSE5O4dTp89StW5MHD4yPnGaERVGsTCntsZmLAxkRxkecABIv3KZ4BWfkdlYodOaAKuKTSDh3E2vveqTeMz7CFhsehZ1Ovdm5OBBnpG7tcqnb3Eh4Haf9febnYwxbqz9vNz48GhudOK1d7El4FasnE5dTxtmehIhsmareHoTdekLS6+xpHfHh0dw+pJ7r/OL6I1RKFRb2xl+xKyIjkTtlT92ROzqifK1vT2Y1qmM3cxoAMhsbijdrDAoFZjU/oESLZhRv2hiTYsUwKWmB7fTJxH4zRxvWolsXZvirH6oeX3+IvU5e7J3tic1RpwnR8VhYl0Qml6FUKLF3cdAbSc4NuamcL1YGcP73U1w9dAHf/h3w6ekLwKMbITn0OhCTI86E6HhK6uh1cCllkDaAuxdvU7qCM1Z2ViTEJHBix1FO7DgKQI/APsSFZ4dp3a89Xr3aavIegr2OPds5O+Sbd7sceXetUYFB84azeOAskmINX2fH5fA/NkZ8VHx4lJ492TjbE6+x4wSNbFJUPMGHLlHOvQopcUnYuzry1R/ztfJf7ZvDki5TSYyM433Bycqc8ITszlpEfAqOlsbfmhwMfkb7WuW0x9eeR3HyQRinH0aQnqkgKS2TybsvMadzQ6PhdUkOi6akzmt+C2d7ksPzt1ddXH3cibr5hNTXuU/Nykl6Dv9YrAD+sUQFZ0ztrMiMScDEVI7bmvFE/fYXMX+czzVcYdz3smjUvRW12tRjae9vyUlBfHJMeBR2ZUoB99Qy+fhkxwpOlHItzZQ/FmrTOWnffBZ0mQTPkgzkU15GY66TBnMXe1KN1K31B+Xw+O4zzvWeT0aMYbvMjE8m6uwdSvu4k3DXcJ66xLvn3zxCnfORTwVkkp3nEvnIg/HxTDRxxGpGobP+PshFNk+eXn+IY0Vn7F0dkZvJqdexGTeP6C8guXnkMo26tQKgomdVUhOSta+fes8fRkTIC46vzZ5rGnbvGVMaDOWbFqP4psUoYsOjWPjRRBJy3Kh+2fAbfXwH08d3MCf+OIX/J+0BqF2vJokJiQWe7gEQ/iKCRi3U88DsS9lRoUp5nj99aVR2xcqNNGjoR4OGfuzZc4h+fdS7cjRuVI/4uHij0z2qVKmo/f3Rh77cu6d+xbdn7yFaNG+MXC7H3LwEjRp5cvfug1zTmXT9AcUrulCsXGlMzEyx69SSuCP6Drl4RWftb/PalTEpZooiJgFTe2vk1iUBMClRDOuW7qSG5O7IQjV166BTtzfyqdsUnbrNDWuduanu7RoSdv+Z3vUX1x9hX9EZW43eOh2bcPfIFT2Ze0eu4tGtJQCunm6kJqToT/fo1JSbe/Vfl945fIXKTdXLAxwqOSM3MyU52vhK9ow7dzF1LYvcxRlMTTFv25rU0/rxvfq4N6+69+JV916kHj9J3KL/kfrXGRJW/kREF4FX3XsRM20m6VeC9DrTAMm7fmeGfyAz/AMJOnyRZt28AajsWZXkhGS9KQ9Z3D0XTAP/pgA06+5N0GHDhZA5GTR/BGEhzzms2a3gyKY/mOw/lsn+Y7l8+AItu/sA4OZZjZSEZKOd9NvnbtHYX727Q8vuPlzW2JtThWw7q1i7MqZmpiRoHtqsHWwAcChTiobtm3BhT/ZI27HNB5nuH8B0/wCuHr5Is25e2ryn5Jr3W9q8N+/uzVXNojL7MqUYuTKQNWN+JOKx8bnBz68/xKGiM3Yae3Lv2JQ7Oezp9pGr1NfYU3lPN1ITkkmIjMXMvDjFSqpdrZl5caq1rEv4/eeE33vGtw2GMb/Fl8xv8SVx4dH88NHk96ozDVCrjB1PoxN5EZtEhkLJodvP8armYiCXkJrBlaev8dG59qVPbQ5/6c8fI9szr2sjGlZ0LFBnGiDy+iOsKzljWc4RmZmcyp2b8PTI1TdKe5XObzbdAyDp2gOKV8r2j/adWxCTo53o+keL2pUxMTMlU2O3Fb/7gpSQ50SsNtwFRpfCuO+BeueQtsM6s+bTBWSkphvoDb3+kNIVXbQ+uX4uPrnxG/jkl/eeMaHBZ3zdYiRftxhJbHgUcz+aQHwuthx77SElKztjUd4REzM5Zbs0JfywfnsyL+tAw3VjuDJyOUmPstcsFXOwwtRa/eZXVsIMx5a1SQwxfp99H1AW0t/7yr95hLq8IAhNRVE8B/QCTgNWQH3gD9RTObL4C/U86VmCIHQAst7RnQZWCYIwF3VZfQisEUUxXhCEx4IgfCKK4i+CIJgAdUVRvA4kaPQUCKVCyc5p6xixaTIyuYzz4gnCHzyneR/1CNSZrX9y+3gQtXw8mXbyB9JT0tkauAKAyg2q06h7K17cCWX8AfVIzz4jW6gVhDNHz9G8TRN+P/czqSmpfDNmrvbaD1sW8O24+byOiKLHkO70H9Ebh9L2/Hx0A2eOnmdWwHx++n4DM36YzM/HNmBiYsKS2Su1W+rlxYE/jtK+fWvu3TlDckoKn346Vntt7+5NDB0WSHj4K9av/R9W1paYmJhw48Ztvhip3ong7t0QDh0+TtDVP1Eqlaxbt53g4Hu5K1Qoefb1aty2zMBELiNqx1FS7z+jVF/1w8TrLQex7dAM++4+qDIzUaam83iEeuTBrLQdFb4fjYlcBjITYvaeIf5o7qvnlQol4rR1fLFpMiY6ddtCU7ent/5JsKZup5/8gYyUdLZo6hZg4I9fUrVJTSztrPj23HIOfP8L58TjdJnUB9eaFVGpVEQ/j2T75DUGevdP20D/TROQyWVcFU8S+eAFDfq0AeDy1qPcP36Nqj4ejD65WL1tXuAqbXizEsWo0qI2eyav1Ys3SDxBlwVD+eLQPBQZmewal8fWZAolcYt/xOH7BSCXkbzvDzIfP8Gii/qNSPLvhtv4/V1uHL9KXZ96zDu5lPSUNNYFLtdeG71+MhsmrCD2VQw7523m8yVj6DquJ0+Dn3BKVI8AWzvaMm3PfMwtzVGpVPgO/pCpvqMpV6MCzbp78exOKDMOqG3g5wVbuHZc3bG5duwKHj71+f6vFaSlpLEqYIlW7/gNU1k9fhmxr2LYPncTo5aO45OA3oQGP+bEjj8BaNShKS27e5OZoSAjLZ0lX3yXne6V47G0s0KRkcn6aau1Cwdzy/v8k8tIT0ljbeAy7bUx66ewfsJyYl/F8Mu8LQxbMoZu43rxNPixNu+dv/wESzsr+s36DABFpoKZnfTfeCgVSnZP28CQTZOQyWVcEk8Q8eA5jTV2fGHrn9w9HkR1Hw/Gn/wf6Slp/KKxJ6tSNvRbrW7TcrmcoN1nuH/yOoVB4PR5XAq6QWxsPG269GXEkH5079juH8VpKpMxsZ0Hw7efQalU0dm9Am6O1vxyRf0G7JP66ullx+69pGllJ8yLvZ1bqkqh5NzXG2m/dTwmMhn3d5wk9v4LavRtDcDdLccwd7Sh84FvMbM0R6VUUvvT9vzqM4GMxBTkJYpRplVtTk9c92aKFUqeTl1D9W3TQSbjtcY/OvZTl2Pk5kPY+Tel1MfeqDIVKFPTeThcbbeWDT+g1Mc+JN9+Qq3DiwF4Pm8LcccMHwQK67738TeDMS1myogt6p2SngQ9QJzyk57eHdPWMXLTFPV2feJxwh48p2Uf9VunU1uPcOt4ELV86vHNyR9JT0lns44/GfTjV1TT+OTZ51aw/3uRs+LxNypilULJjckbaLp9IiZyGU+3nyDh3gsq9lf75yebjlJ9bDeK2VnhPm+QNszJdlMpUdoWzx+HYyKXYSIz4cWe80QcMVz38L7wPnd+CwOTN5kn+/8FzbZ5B1B3lJsBD4B+qDvTa4EI4ALqBYq6ixJLASdRT/+or1m8OAN1hzwUiAROiKK4RhCESsAKwAUwA34WRXGmIAjNgTVAGvBxXosSv6zY450X/tm0onmavRZlfApGYXLRqUH+QoXAOnnOlx/vBvsiej4eVqZobGrqy3y2SCwEUlX571xTGBQ3KZqXiaUplr9QITDrsuFCt8Im88Ca/IUKgW2Tn+UvVAjUVRl/SCtsNpu9e5vKLKK9IdqlFo1P7hy+7b2Yafxd+b6FUvDjnm55L/KXk3/lCLUoik8wvnXdKcBgybIoilGAn86pMTq/F4miOEMQBAvUHfTvNGEeA+2NxHUmF90SEhISEhISEv8J/n3DtXnzr+xQv2VWC4JQE/Wc642iKL7ZRDYJCQkJCQkJCYl/NVKHOh9EUexd1GmQkJCQkJCQkPj/xPu8xV1hIHWoJSQkJCQkJCQk3ir/tUWJ/+Zt8yQkJCQkJCQkJCQKHWmEWkJCQkJCQkJC4q3yX1uUKI1QS0hISEhISEhISPwDpBHqIiSjCJ7fHEwt37lOgPLWpfMXesu8Sjf+ieDCJsO8aPYqdssomhUgNm2dikQvmzLfuUqzItoP2rSIxj4sVUWjtyj2hDb1/+yd6wTImDKtSPS+yiia/fIzzN69f1QW0VhpnPy/PWZZVOVeVEgdagkJCQkJCQkJibeKtChRQkJCQkJCQkJCQqLASCPUEhISEhISEhISb5X/1oQPaYRaQkJCQkJCQkJC4h8hjVBLSEhISEhISEi8VaQ51BISEhISEhISEhISBUYaoZaQkJCQkJCQkHirKItmJ9ciQ+pQFx3tZxz9HyZyGWd2HOXwit0GAsL0QdTy8SQ9JY1NAct5FvwYgJpe7gjTBhmE/XD0J7To2YaE6HgAdi/YTvCJIOxdHZn+5/dEPHpJukrB3at3+XHyUgN9w78ZRqPWDUlNSeO7sd8RcuuhgUynAR3p+mkXylQswyd1exAfo9ZVroorY78bi1ttNzYu3MjOVb8WuCCmzRmPd9vmpKakEjhqOsE37hrIfL9yNnU8apKRkcmNq7eYMm42mZnZ+xDX9azJrwc38eWnE/lj75956ivl484HswaAXMbzrcd4vGSP3nWX7s2pPLITAJlJadwe/xMJt58CYGptQe3Fn2NZwxVUcGvMSmIvP9ALX8vLA2HaIGRyGad3HOXQit8N0tBj+iBq+9QjPSWNDQHLtHWbW9h6/k3oOFrA2a0s8zpPIvTmIwAadW6B3+edASipMsHug3Lsaz+VmOCnWl1lvOvScGY/TGQyQraf4NayvXppsa7iQvPvh2JfuyJB83/h9qoD2ms1hrSjam9vTExMeLDtOHd+OpRn2eoid3OnmP8AMJGRefUYGaf2GMjIKtakWIf+mMjlqJITSF03E0zNKDF4OpiaYSKTkRl8gYzjO/PU1Xv6YOr4eJKeks7agKU81ZSnLqVcSzNs6RhK2lgSGvyINWOWoMjIxLlKGQYv/IIKtSqza9F2Dq3RT6eJTMa0vfOJDY9m8ZA5etf6TB+Mu0890lPSWROwhNBc9I5YOoaSNlaEBj9i1ZgfUWRk0rRzSz4c1hWA1OQUNk5dzbM7oXp6v9k7n5jwaJYNmU/P6YOoo7GZ9QHLcs3jZ0tHU9LGkqfBj1mrySNgNLydiwODF4/ExtEWlVLFX9v/5Oh6df0PXTqGcpXKAmBZ2oYS1iWJD4si6OcTnF2x10B3uxn9cfNxJyMlnT0Bqwi/9QSARoPa4dnLBxMTE65uP87FdQcBaDO5F9Xa1EORkUlMaAR7AleTFp9svIKBMw/DWXD4BkqViq4eFRncrLre9Q3n7nPg1jMAFCoVj1/Hc3zMR9iYF1OfU6rove4Ypa3MWdKjWa563pSpcxbz15mL2NvZ8vuWlW8t3nLedWk+ox8mchl3tp/g2nL9Mret4oL3d0NxrF2Riwt/4bpOu+1z9nvSk1JRKZQoFQp2fVjwva4dfdypOas/JnIZz7Ye52EO/1ime3OqaPyjIimVm+PXav2jz6UfyUxKQaVQospUcqbdFIO4Z8zu/07uezJTOf3mD6NcrUqYW5tjVqI4KfHJhe6TS9pa8vmKcVSo68YT8S8uTt1koKuofPK75r+2D7U05aNokAPLlg6cw0zfMTTs1Bxnt7J6ArW8PSldyZnp3l+ybfJqes3+FAATmQk9Zw4ht7BH1+5njv945viPJ/hEkPb869Bw5viPZ0T7kUY70w19GlK2UhkGtRzCDxN+ZNSckUYTHnz5NhN7TSL8WYTe+fjYBFZMX8mvqwvekQbwbtuCipXL07pRZyaPncW3Cycbldu98w/aNulKh5afUMK8BD36ddVek8lkjJ/2FaeOnctfocyEmvMGc7n3PE63HIdL1+aUrKZf9imhkVzoMpMzPhN4uHgXtb4bqr32wawBvD5+jdMtxnGm9XgS778wiL/XzCEsGTibGZr6cXFz1ROp7e1J6UoufO09ii2TV9FntvqDEiYyWa5hX957xsphi3hw8Y5eXBd3n2aWfyCz/AM5/eUKEp+91utMm8hMaDx7AEf7LmCPz3gqdmmCTdUyenGkxyZx8evNBOs4bQDb6q5U7e3NgQ+ns9d3Mq5tPbGqVMCPuJiYUOyjwaRunkfK0nHI6zTHxFG/nClhQfGPBpO2bSEpSwNJ3fE/9fnMDFI3fEvq8gmkLJ+IvKoHMle3XFXV8fbEqZILk7xHsXHySvrPHmpU7pOJfTm8dh+TfEaRFJdEyx6tAUiKTWTbjHUGHeksfAf5Exby3OB8Xe96OFdyYbz3SNZPXsGAXPT2mNiPQ2v3McFnJElxiXj1aANA5LNXzOnxNVM7jGXPkp0MmjtML5zfoA95GaK2ryybmeI9is06NpOT7hP78OfafUz1+ZLkuERaaPKYW3hlpoJfZm1iWtsxzOk6GZ9+7bQ2t3rk96zxn8xPH03BtLgZlzf/yYq246ndqSmlqurXpZuPO/aVnFnmNY79k9biP2sQAI7VXPHs5cPaTtNY1X4SVdt4Yl9RbUOPT91ipd8EVrefRPTjcFqM6GQ0T6DuDM89eJ1lPZuz63NfDgY/52FkvJ7MwKbVED9rg/hZG770rkX98o7azjTAtkshVCpllauOv0sXf19WLp71VuM0kZnQYtYA9vdfwI7W43Hr3AS7HO02NTaJM9M3c331AaNx7BVms7P9lDfqTCMzoda8QVzsPZ+TLQMo07UZlgb+8RXnuszklM8EHizeRZ3v9G3xfLdZnG4zyaAznRX3u7rv1fdvgmkxU2b7B6LIVJKRls6SgbML3SdnpGWw+7sd/DrHsCOdlZci8ckShY7Uoc4FQRAKc/S+ERDy+tkrFBkKLu89i7tfQz0Bd78GnN/1FwCPgx5gYVUSa0dbKnq4ERkaTl5h/w5N/Zrw569HAbgbdJeS1pbYl7YzkHsY/JCI568MzsdFxXH/+n0yM97s63VtO3jxm7gPgGtXbmJtY4WjUykDuRN/ntb+vn71Fs4u2V9eHPBZTw7tPcrr19H56rOt50by43BSQl+hylAQ/vtZnNo30JOJvXyfzLgk9e8rDyjhYg+A3NIcu6Yf8HzrcQBUGQoyc4yo2dZz45W2fjK5vPcM7n768bv7NeT8rpOAum7NNXVbySP3sOEPXxDx6GWeeavUpRmPd+s/VDh4ViHhSQSJTyNRZih4svs85drV15NJjYon6vojVBn6XzCzqVqG11cfokhNR6VQEn7+LuVzlFVuyFzdUEaHo4p5BQoFiptnMa2hH9a0TnMy71xEFRelPpGk00FKT1P/L5eDTJ6nLk+/hpzddQKAR0EPsLCywMbR1kCuRrPaXD6gLp+zv56gnl8jABKi4nly4yGKTMMvuNk521O3dX3++vmowbV6fg05o6nHh5o2akzvB81qc0mj97SO3pCr90iOT9L8vo+9s4OeXvfW9Tj5s/pti4eOzTzKQ1f1ZrW5cuC8Jo8n8dT4htzCx0XGake605JSCXv4Altne704y3hUQV7MjCubj6DMUBC89zzVffVtqJpvfW78egqAF0EhlLC2wLK0LaXcyvAiKIRMjQ09vXCH6u3UaXp06iYqhXrZ0vOgEKxc9PXqcutlNOXsS+JqVxIzuYx2NV05cT8sV/k/bj+jfa3sTlNEfDKnQsLp5lEx1zB/lwYedbCxfrsd9dIeVYh/EkGCpt0+3HOein6G7Tby+iOUGW/vy4M5/ePL388Z+MeYyw+0/jHmSgjmedSbsbjf1X1PBRQzL0HletWIeh5JRko6iTGJhe6T01PSeHj5LhlpGUbTVVQ+uShQFdLf+8p/dsqHIAhfA32AZ8Br4ArwEXAWaA7sEQThGrAIdTldAoaLopgmCMI8oBOQCRwWRTFAEIRPgOmAAogTRbFVHurLavQCEBMWRSWPqnoCtk72xLx8rT2OCY/C1tlecz6K3MJ6D2hH426teHrzEb/O2qS9YTuUK83k/fOJSUhk48KN3LoYrKevlLMDkTr6Xoe9xsG5FNGvYvLIxj/H2aU0YS/CtcfhLyNwdilNZMRro/KmpqZ0ET7k28kLAXBydsTvw9b06TKUeZ618tVX3NmeFJ3yS30ZjU293Ec/XXv7EHnsGgAWFUqTHhVPnR+GY1WrPHE3HnN36kYUyWl68evXT7TRuo3WkYkNj8LOaN0ahs2Lih0bc3zw93rnLJztSHqZ/aCRHBZNKc8qBYov9u5zPCd8QnE7SzJT0nFt7U7UdcNpBsYwsbLP7igDqvhog1FmWSkXkMkpMWgaFC9B5rk/yLx+ShOBCSWGzUVm70zGxcMon4fkqsvOyUGvPKPDo7FzdiAuMlZ7ztLOiuT4JJSaDlx0WBS2Tvl3BHpNG8QvczdTwtLwM/Z2TvZE6bSZ6PCofPXGhEVhZ0SvV4823NB5o9Rn2mBEHb12OWwmyx/k1JUSn6ynKyuPBQnv4OpIuZqVeHxNfwpT5RZ1SE9OJfqJ+q1UfFg0ZXPYkJWzPfE68ceHR2PlZEfk/ef4BAqY21qSkZqOm48HL288Msi/h+DF7X3nDc5n8SohFWer7Dpwsjbn5gvjD9ApGZmcfRjBpHYe2nMLj9xgdOvaJKW/+8/V/x1KOtuRqNNuE8OicSpguwVQqVR8uHUiqFTc3nqMO9uOFyhcCWe7HP4xCts8/GP53t680vhHjWYa75gEKhWhm4/ybPOxXOMu7Pve1QPncfdtwBfrJ1HMvBjbv15LclziO/XJxigqnyxR+PwnR6gFQWgAdAc8gW6A7iOerSiKXsAyYAPQQxTFOqg71cMFQbAHugK1RFGsC2S965sGtBNF0R11Zzs33UNXrFgx/+zZs511z6tUOZ67TIzM5lepMDFyPivsX1sO83WrUczxH0/cqxi6T+0PQPyrGKY0G8GcDyewauZqJi6ZgIWlRb76DNJUCOSVH2PMXDiJS2evcum8uvPx9exA5n/zA0plATfoMbpIwrg+++Y1ce3tw/1vt6mDmsqxrlOJpxuPcLbtJBTJaVQa1Vk/kLH4c+THeJ4LFjY3Knq4kZmSTuw9/akJxnQV9BE/LuQlt5bto+32ibTdOp7o209RKgo4GlaQvMjkyMpUJnXLfFI3zcXMuxsmDi5a2dQVE0n+bgRy1yqYlHY1jC8PXTltyHg55F0Q7q3rEx8VR+gtww6gJtJ84yyIfddoWptWPdqwY95mPb1PdPXmZjP5pEcrk0/44hYlGL4igB0z15OamKInV65BNWJDX+UImzOfBtGjUql4HfKSsyv30mfrRHpvmkDE7acoM/XbaouRnVFmKrj52xnDSLLiMmK0xnQC/PUgHA9XB+10j78ehGFnUZyaLoZv3N5bClLfefB7t5n86j+V/f0XUmtAW1waV88/UC56c8OheU3K9fbh7rfbtefOfjSD076Tudh7PhUH+WHfpEaecRfmfa+iuxtKhZKtk1dzed9Z2n7akVLlSmvj1Ff79n1ybhSZTy4ClIX0977yXx2hbgHsFkUxBUAQBN0VATs0/1cHHouieF9zvBH4AlgKpAI/CYKwH9inuX4G2CAIggjsyk2xKIqrgZvAjM38zw/AzsWBuBwjwbHhUdiVKQXcA8DO2YHYiBjkxUyxK6PzalgnbMLrOO350z8f5Yu1EwDITM8kMz0RgJCbIbwMDaNs5bLU8KxOh17tAbh//T6OZbKnWpRyKUV0RPaT+duk32CBHv26AXDjWjAuZZ2115zLOBERHmk03JeBQ7F3sGP42Oz5inU8avLjmnkA2Nnb4t22BZmZmRz544TRONLCojHXKb8SZexJCzcchbesWZ7aiz/ncq95ZMSoyy71ZRRpL6OJu6oeLY3Ye4FKo/SfndLConPUjz2xr/RH0mLCo7Av40DWkk9bZwdiI6IxNahbw7C50bBjc4PpHgBJYdGULJM9ImrhYk9yRMHfOoT8fJKQn9WvQj0nCiSHFSw9qvhoTGyy82JibY8qISaHTBSK5ATISIOMNBRP7iJzLo8iSudVfmoyise3kVf1IPNV9sOCaSM/ZvT0AeDx9YfY65SbvbM9sRH66UyIjsfCuiQyuQylQom9iwOx+bx9cWtQHY+2DanrUw+z4maUsLRg+u/zkBcz1egNwaFMKbLGc+2dHYjJR69dDr3lalRgyLzhLBo4i6RYtZ1Va1ADz7YNafRRcyyszDGRyYh8GqGXRztnB+Jy6EqMjsfc2kJPV5zGfrJszlh4uamc4SvHceH3UwQduqgXp4lchkvdykTe075Qw9rFnsSIWD25+LBorHXit3a2J/GVWubajpNc26G2IZ9Agfjw7HTX7d6Sqm082dxLf7FnTpyszAlPyO7oR8Sn4GjkrQHAweBntK9VTnt87XkUJx+EcfphBOmZCpLSMpm8+xJzOv/zqXKFRVJYNJY67dbyDdttsqZ+UqPieXLwCqU9qhB24V6+4VIN/KMDqUb8o1XN8tRZPJRLOv4RIE2TxvTX8YQfuIStZxWiz981Gndh3/cadW5B8MlrRL+IxNLemodX7lKhbpV35pNzo6h8clEgLUr8b5DXY3hSXjKiKGaingP9K9AFOKg5PwyYCpQDrgmC4GAsvIZLQFUHV0fkZnIadGzGjSOX9QRuHLlMk27qWSOVPKuSkpBMfGQsodcfUrqiC8bCWuvMqfRo14iX99U3QUt7K0xk6uw4l3embKUyhD8NY+/GfYxoP5IR7Udy9tA52nZXL5aq4VmD5ISkQpvusXmdyEc+PfnIpydHDhynq/CROs3165AQn2h0uofQtystfZrx1dBJeqMaXvU/olW9D2lV70P+2Psn08fPzbUzDRAX9BCLys6Yl3fExEyOc5dmvDp0RU+mRFkHPNeN5cYXy0h+lN25S4+MI+VlFCWrqEdRHVrWJinHosS4oKz6KY3czJQGHZtzPUfdXj9ymSbdvAD9un1yPSTfsMYwMTGhvn9TnhjpUEdde4RVJWcsyzkiM5NTsXMTnh2+mm+c2rJwsAagZBkHyndowOPfzxYonPLFQ2T2zpjYOoJcjrxOMzLv6pdz5p3LyCvUAJkMzIohd3VDGfkCLKyghOYNiqkZ8ip1UEXqz1XMvHiYGf6BzPAPJOjwRZp18wagsmdVkhOS9aYyZHH3XDAN/JsC0Ky7N0GHL+WZh18XbCOg6eeMbzGClaP+x92zt/imy0Sm+QcwzT+Aq4cv0lxTj1U09WhM751zt2io0duiuzdXD6s7rfZlSjFqZSCrxvxIxONsO/tlwVbGNB3KSM+BLOg7kxvHr7Ljmw1am6mch65754Kp799Ek0cvrmnyqGtzOcMPmD+csJAXHFm7zyC+yi1qE3nvGdZlHLDV2FCtjk24f0S/Lu//eZW63VsCUNbTjdSEFG2H2kJjQ9ZlHKjRviHBu9U2VMWrLs2Gd2THkO/ITE3PoyagVhk7nkYn8iI2iQyFkkO3n+NVzcVALiE1gytPX+Ojc+1Ln9oc/tKfP0a2Z17XRjSs6Phed6YBXl1/hE1FZ6w0ZV6lUxOeHClYuzU1L45ZyRLa366tahOd481VbsQFPaSkjn8s06UpEUb8Y/11Y7j+xTKSHmVP15NbFEeu0Su3KI6jd10S7j43iPtd3feiX76merPahF5/iFOlMrg1/IBXoeHvxCfnRVH5ZInC5786Qn0aWCUIwlzUZfAhsCaHzF2goiAIbqIohgD9gJOCIFgCFqIoHhAE4TwQAiAIQhVRFC8AFwRB6Ii6Y53bEG8mMHLUpin7ZXIZZ8XjhD14Tss+vgCc2nqEW8eDqO1Tj5knfyQ9JZ1NgcsBUCqU/DxtHaM2TUE3LEC3SX1xrVkRlUpF9PNItk5eDUDVRjX5aKyAUqEgJTOTHyctJSE2US9BF49domHrhqw/vY60lFS+G5c9F/fbjTP5fvz/iI6IpvOgTnwy/BPsHe1YeWQ5F49d4n/jf8DO0Y4l+3/EwtIClVJJlyFdGNr6c5ITc98GC+D4kdN4t23B8Ut7SE1JZfyXM7TX1m1fwsQxM3kVHsmsRZN58SyMX//YCMCh/cdYsmh1nnEbQ6VQcnvSehr8PBkTuYzn24+TeO855fq3BeDZpj+pMq47xewsqTl/sDpMpoJzmhXrdyavp+7ykciKmZIc+oqbX600iP/naWv5SlM/ZzT100pTt39tPcKt41ep4+PJrJNLSE9JZ2PgMiCrbg3DgvpG0XPGYCztrRm5bhLP7jzhx/6zAaja+ANiwqNIfGo4sq9SKLk4dSNtt41Xb9G04yRx919QrZ9694f7m49RwtGGD//4FjNLc1Aq+eCz9uzxnkBGYgpea76iuJ0lysxMLkzZSHpc3vWpRakkff96SvSfDDIZmVePo4p8jmkDdTlnXv4T1euXKB5cw3zEAlCpyLh6DNWr55g4lad4t+GYmMjUW+4Fn0NxP/cbzo3jV6nrU495J5eSnpLGOk1bARi9fjIbJqwg9lUMO+dt5vMlY+g6ridPg59wSlQvNLR2tGXanvmYW5qjUqnwHfwhU31HG0x9yMl1jd6FJ5eRlpLGT5p6BBi7fgrrJiwn9lUM4rwtjFgyhu7jehEa/Ji/NHq7fPkJlnZW9J+VvePGjE4TjOq6qbGZ2Rqb2aCj68v1k9g4YSVxr2L4dd4Whi4ZQ5dxvXga/JjT4rE8w7s1qEHT7l48vxPKtAPqdQm7FmzjlmY+d62OTbm15xzxL1/Te9METOQyrosniXzwgnp91A/gV7ceJeTYNdx8PPjir8VkarbNy+KTlV9hbmeFMiOTP6ZtIFWzkLf9zAHIi5nRZ8skQL2Y8cCUdUbzbyqTMbGdB8O3n0GpVNHZvQJujtb8ckU9LeaT+pUBOHbvJU0rO2Fe7N3d2gKnz+NS0A1iY+Np06UvI4b0o3vHdv8oTpVCyemvN/LhlvGYyGXc23GSmPsvqNlX3W5vbzmGuaMN3fd/SzFLc1RKJXWGtGdH6wmUsLek3ZrRAMjkckJ2n+XZiRsF1ntr0gYa/TxJ4x9PkHjvOeU1/vHppj+pOq4bxewsqaX1j+rt8Yo52tBg/VgATORyXv52hsjj1w3iznnvKqz73slNB+m3cART/liIiUyGhXUJPl829p345Nmnl2FuaUExM1PKtW/An73mEffgpbYcisQnFwH/rfFpMHkX82TfRwRBmAH0AkKBSOAE6kWKAaIoXtbItCHHokTAHtgNlEA9ir1IFMWNgiDsAqpqzh0FRouimGfhDq8ovPPCf6RIeNcqAXiQEp6/0FtmubyA8wbfMr+ZF82ctuYZxYtEb/chRbPQa9Smd69XUUS3iGJF9DKxvKpY/kKFQMC35d+5TlN/41sRFjZrPd9gW7u3SLn0ovFT+4rAPxbV1IOi8sn9X2x5Lz6pMr5ir0Ip+AVPtr8X+cvJf3WEGtQd4RmCIFgAfwHfiaKoN0otiuJR1AsXdQlDPeWDHLLdCi2lEhISEhISEhL/j3ifFxAWBv/lDvVqQRBqoh5p3iiKYsEnMUlISEhISEhISOTKf21R4n+2Qy2KYu+iToOEhISEhISEhMT/f/6zHWoJCQkJCQkJCYnC4b81Pv3f3TZPQkJCQkJCQkJC4q0gjVBLSEhISEhISEi8VaRFiRISEhISEhISEhL/ANV/bNKH1KEuQopiI8XSMuOf6y1sLCxc37nOnbKi2R+5qDhjllYkemM2FM1eq8Vl/53xj6LadLWo5gRum/wsf6G3TMaUotkPekjQzCLRO77B5CLRm/EfGre8aJZRJHr7F4lWCalDLSEhISEhISEh8Vb57zw6qZEWJUpISEhISEhISEj8A6QRagkJCQkJCQkJibeK9GEXCQkJCQkJCQkJif+HCILQHvgBkAM/iaI4L8d1E811fyAZGPg2vpYtTfmQkJCQkJCQkJB4q6gK6S8vBEGQA8uADkBNoJcgCDVziHUAqmr+hgIr/kE2tUgdagkJCQkJCQkJibeKElWh/OVDIyBEFMVHoiimAz8DnXPIdAY2iaKoEkXxPGArCILLP82vNOVDQkJCQkJCQkLi/wWCIAxFPbKcxWpRFFdrfpcFdPfdfA40zhGFMZmyQNg/SZfUoS462k8/+j9M5DLO7jjK4RW7DQQ+mT6IWj6eZKSksSlgOc+CHwNQ08udT6YNMghb9oMK9Jr9GcUtShD9PJL1o38kNTGFGi3q0GVCH+RmpqRnZPDznI3cPnsLgH4zhuDuU4+0lDRWBywl9NYjg3Q4livNF0vGUtLWkie3HrNyzA8oMjKp59uQ7uN6oVKqUCgUbP1mHfcv38WsuBlTxFmYFTNDZirj0oFzbFq8RRvfkG+GUt+nPmkpaSwZ9wOPbj000Fm6nBPjlgZiaWvFo1sP+WH0YjIzMunyeVdadfEGQG4qp6ybKwM9+pIYl8jIhV/SoE1D4qLi+Mp3ZJ6F32v6YOr4eJKeks66gKU81ZStLqVcSzN06RhK2ljyNPgRP41ZgiIjE+cqZRi08AvK16rMb4u2c3jNnjx1FYXeWl4eCNMGIZPLOL3jKIdW/G4g02P6IGr71CM9JY0NAcu09pVb2Hr+Teg4WsDZrSzzOk8i9KahrehSwasuXjP6YSKXEfzzCS4v36t33a6KC76LhuJYuyLnFv7C1dUHAJAXN+PjX6YiL2aKzFROyIGLnF+8yyDunjP6YiKXcSaX9iNo2k+6kfYjaNqPsbBtP+tI9yn9CPAcQlJMQnZ6yzgw49gPpCWlkJKQ8tb0fjj6E1r0bENCdDwAuxdsJ/hEEABla5Sn95yhlLA0R6VUMb/zJKo1qWm0/euSm+/ou2A4dVrXIyEqjlntArTyXSf1pU7b+ijSM4l8GsHmwOWkxCdrr1f2qovfdHVdXvv5BOdW7DXQ6TejP1V83MlISWdfwCrCbz0BoOGgdnj08sHExISg7ce5tO6gNkyDgX406O+LUqEk5Ng1js3dbhBvFmW969Lkm37I5DLubT/BjWX6abCp4kKrxUNxqF2Rywt+4dYqtT3ZVHbBZ0W2P7AqX5qri3YSvPZQrrp0Keddl+YaO76z/QTXctixbRUXvL9T2/HFhb9wXaMXoM/Z70lPSkWlUKJUKNj14dvZ63rqnMX8deYi9na2/L5l5T+Kq4aXO12nDcBELuPCjmMcXWHoV7pOH8AHGnvaHrCC58FPMC1uxsgd0zEtboZcLuP6Hxc4+P1OvXDen31E5yl9mer5mV5byqKw/OHABSOo27o+CVFxTG839p3otXNxYMjiUdg42qJUqvhr+xHOrM+2sQ+83Pl42kBkchlndxzjiJF2+/H0gVrfsTlgBc816eqzYBi1W9cjISqeOTrt1n/0xzTr2YZEje/Ys2A7t09cM4i3qCisbfM0nefVuVw2tm1/zmHtgsi8MdKUj6JBDixbOnAO3/qOoUGn5ji7ldUTqOXtSelKzszw/pKtk1fTc/anAJjITOgxcwjGwvad9zm7529ldvsArh26SNuhnQBIjElgxZD5zG4fwOqxS/j8+68AcPeph1MlFwK8vmDdpJUMmjUUY/SY2I+Da/cS6D2SpLhEvHu0ASD4zE2mtB/LVP9x/BS4jCHzRwCQkZbB3F7TmdJhLFM7jKOulyfVPKsDUM+nPmUqlmFEq89ZMXEZn88eblRn/0kD2fvTbr7w+pykuETa9PAF4PdVvzG2w1eM7fAVm+dv5Pb5WyTGJQJw7JejzOw/I9/Cr+PtSelKLkz2HsWmySvpO9t4vrtP7MuRtfuY4jOKpLgkWvZoDUBSbCLbZ6x7o470u9RrIpPRa+YQlgyczQzfMTTs1BwXN/0P69TWpOVr71FsmbyKPrM/yzfsy3vPWDlsEQ8u3sk3ryYyE7xnDeD3AQvY3GY81To1wb5qGT2Z1NgkTk7frO1IZ6FIy2BXzzlsaz+Fbe2nUMGrLs6eVQziXjpwDjM1acyt/Uz3/pJtk1fTS6f99NS0H2Nh7Vwc+KBlHaKeRxrk6ZOvB6JSKDnz87G3rvfo2v3M8R/PHP/x2s60TC5j4Pej2DZlDbP8xvG/njNQKhS5tv+cacjpOwDO7zzB0gFzDPJ29/QNZvmNY3aHQF49DqPdiK565d3+24H8PGABq9qOp1anppSqqq+zio879pWcWeE1jgOT1tJ+1iAAHKu54tHLh/WdprGm/SSqtvHErqITABWa1qSab33WtJ/Eat8JnF+93yBdumloNmsAh/st4Fef8VTu3ATbHPaUFpvEuWmbublK357iHoXxe7sp/N5uCrs7TCUzJY3Qg5dz1ZVTb4tZA9jffwE7Wo/HrXMT7IzY8Znpm7mew46z2CvMZmf7KW+tMw3Qxd+XlYtn/eN4TGQmdJ85mNUD5zHfdxyenZrjlMOePvD2wLGSC3O8RyNOXsPHGnvKTMtgee9vWdRhAgv9J1LDy4MKnm7acLYuDlRvWYdoI20JCtcfntl5nP8NMF4+haVXmalAnLWRr9uOZk7XSfj0a69tmyYyE4SZg1k+cC6zfMdS30i7rentgWMlZ77x/ortk9fQc/YQ7bXzO0+ybMBco+k8vnY/8/wnMM9/wnvVmS5CngPldI5dgZd/Q+aNkTrURUMjICTq2SsUGQqu7D2Lu19DPYG6fg24sOsvAJ4EPcDCqiTWjrZU9HAjMjQcY2FLVy7Dgwvqzs7d0zfw7KB+y/E8+Alxr2LUv+8/xax4MUyLmVLPtxGnfz0BwMOg+1hYl8SmtJ1BYms2q8PFA+cAOP3rcer5NQIgLTlVK1Pcorje413WNbmpHLmZKSqV+mojvyYc//UYAPeD7lHSuiR2RnTWaVaXswfOAHB851Eat2tiINOykxen9vylPb59MZiEWMNRkJx4+DXk3C51vh8FPcDCygIbR1sDuRrNanNFk++zv57AQ5PvhKh4ntx4iCJTka+uotBbycONV6HhvH72CkVGJpf3nsHdr4GejLtfQ87vOgnA46AHmGvsK6+w4Q9fEPGoYD7HyaMKcU8iiH8aiTJDwf2956nsV19PJiUqnogbj1AayU9GsvqrjzJTOTJTU1Q6xpUV92tNG7hspP24+zXgvKb9PDbSfnIL+/HXA9g1dys5Byvc/RqSkZZO3OtYkmIT37peY3zQ0p0Xd5/y4k4ooL6RV6hbJdf2n0VuvgMg5OIdkjQPoLrcOXUDpUKpSfd9bJ3ttdfKeFQh+kkEsc/UdXl773mq+erXZTXf+tz49RQAL4NCKGFtgWVpWxzcyvAyKITM1HRUCiVPL9yhejt1euv1bcPZ5XtQpKu/aJocFZ9rWTh6VCH+SQQJGnt6tPs85XPYU2pUPK+vG7cnbV5a1CIh9BWJL6JyldGldA69D/ecp6IRvZHXH6HMeDN/8E9o4FEHG2urfxxPeQ83XuvYU9Des9TO4Stq+zXgksaeQoNCMLey0NpTuqadyk3lyE3leu20y9f92Tt3a666C9MfPsjFzgtTb1xkrHakOy0plbCHL7TtqKKHG69DI7TlfHXvWeoatNuGXNRpt+Y67fbhxTsk55Kf9xlVIf3Lh0tAVUEQKgmCUAzoCeR86toD9BcEwUQQhCZAnCiK/2i6B/w/m/IhCEJ/IAD13e4GMBVYBzgCkcAgURSfCoKwAUgBagAVgEHAAKApcEEUxYGa+BKBVYAPEAP0FEUxUhCEz1DPzykGhAD9RFFM1sQbDzQAnIHxoijuFARhM7BTFMXdmni3AjtEUcxtKFFv/k5MWBQVParqCdg62RPz8rX2OCY8Cltne8357JuBbtiw+8+o69uAG0cu4+nfBDsXBwPFDf2bEhr8iMz0TOyc7YnW0REdHoW9k7228w1gaWdFcnyS9mYbHRaFvXN2vPXbNUYY3wfrUjZ8N2i29ryJTMa3+xbiVNGZPzcd5MG1+wA4ODsQFZatMypcHV+Mjk4rO2uS4hO1Ol+HReHgrJ+XYiWK4+ldjzVfv/nrTlsnB6J1yzA8GltnB+IiY/XynaKT75iwKOyc7HNG9V7qNbSRaCoZsS/dtMSGR2Fn1L4MwxYES2c7El5Ga48Tw6Jx9qiSRwh9TGQm9No/C5uKTtzYdISIa9nTgnLGHRMWZTR/BW0/WWHrtq1PbES0tgObRTHz4vgN68zJTQf1RpXell4A7wHtaNytFU9vPuLXWZtIjk/CqbILqFSM2jQZS3trruw9y+unEbm2//zSEK9jZ3nR7JPWXNl3Vnts5WxPQli2zviwaMp66tellbM98Trpig+PxsrJjsj7z/EOFDC3tSQjNZ0qPh6E3VBPFXKo5EL5RjXwDhTITMvg6Oxt2ms5sXCxIyksu86Tw6Nx9Cy4PWVRuVNTHu4+V2D5ks52JOawY6c30KtSqfhw60RQqbi99Rh3th1/o/QWNrZO9sTq1FtcWDTlPdz0ZGxyyMSGR2OjsScTmQnj9s2lVAVnTm8+zNNrIQDUalufuIhoXt55mofuf68fdnB1pHzNimzVlIeN0fu2fjnbOtnpycQWsN22GtCORhrfsWvWZlLikwqczsKmKL6UKIpipiAII4FDqGcDrBNFMVgQhGGa6yuBA6i3zAtBvW3eoLeh+/9Nh1oQhFrAFKC5KIqvBUGwBzaiXqm5URCEwcD/sXfecVEcXwD/ckdRBKSIghV7QwVb7IBdEkvUrLHFFo0tUaPYowZL1FhiNxq7xrjRFGPvHTs27NiVIr23u/v9cct5B4dgQvGX7DcfP+F238ybefNm9t3szNxSoIuUxA5oCXQC/gKaAp8DlwRBcBNF8RpQBLgqiuJYQRCmAdOBkcBvoiiulfTOAgYBy6R8nYFmaIP13cBO4CdgDPCnIAhFgSZoA/isyLx+R2P4rcvExJiIBoxcT0+7ZfwqhOkD8P6qOzeOXCYtNc1AzLlyaXpM7Mv8Pt++XUdOyiFx5eAFrhy8QNWGNeg2tifzemvz1qjVTPUei6WNJaPWTKBslbI8u298cM2sM3uZBm0acPfyHd1yj3fBWP4Z7W9MKGMZ3lu9OdBjvF1zljZnZcjWxd+KRq3h5w5TMLex5KM1o3GoUprw+y/eknf2dkSjydKfzQqZ035kV5b2zfya+KMxAkfX7TVagX+qF+DU1kPsW7oTNNBxbA+6Tf2MLeNXoVAqqdigGnM7TSI1MZlRP0/jzunrRvM3LMLf96H2Iz5GpVJx8Y/Tb5XLaZ8Nf/gKv9V/0WvbRFLikwm9/Qx1mvYxa2KqoFDRImzsMp2SdSrQdeWXrGg2JguN/8yfABRmSsq2rculuTtynugf+vEfXX1JCImikIMNH/08gajAVwRduJfzDPKaHI0VxkS0Mhq1hgXeEylkY8nAH8fiVKU04c9CaTPyY1b3nZ05YTb5/hvGYQvLQgxfNY4dvhtJikuUsjNmxOwLlp3O01sPs3/pLtDAR2MFuk7ty7bx/2xN/b8BURT3oQ2a9a+t1vtbA4zIbb3/NwE12uB4pyiKYQCiKEYIgtAY6Crd3wLM15P/SxRFjSAIN4EQURRvAgiCEAC4ANfQfoFKH123Auk7n1ylQNoWsEL7TSedP0RRVAO3BUEoIZXlpCAIKwRBKC6VZ5coiobRrIQgCENcXV3HCIKgW4hn5+xgMCsM2lklu5LFAO3ga+fkQHRIJKbmptiVfDNbq582JPAVyz7TDmLFyzvj6lVXJ2frZM+QH8dx5dBFvlo9HoBHNx5iX7KYTibjTDFAbEQMljZFUCgVqFVq7J0diAyJICP3Lt6mRDknrOysidPbfJIQk0BKQjLTt/oSHR7NwxsPcHB+o9PBKXN+MRExFLGx0uks5uxARAaZZh1bcPrPU+QUr77tad5Tu/b7yfVA7PVt6GRPVIb84yJiKKxXbztnB6Iy2OZ91RsVHJHBR+yJCjXUExkcjn1JB9LnfW2dHIgKiTDiX5nT5oS4oAisS76Z0bFytif+b9gvJSaBl+fvUM6zti6gzpi3sf4TZaT/RIVEosyi/ziWK0Gx0sWZuv97QGuPyXvmMa/LJMq7VaKu9weYmptiZW+DQ+nipCanUMiq8D/WCxAbFq27fuaXo4xYN0GX14MLt4mPjMUECDjuj3UxmyzzSSersSM7PujmgWureizp5WtwPTY4Amu9t102zvbEhUQZyMQERWCjVy4bJ3viQrUy13ec5PoO7fIiTx+B2GCtP8UGRXD3wCUAXl1/hEatwdLemoSIzMu2EoIiKOL8ps0tnexJCH43fyrtVYfwm09ICst6aUlG4oMisMrgxwk5sGU6CZKdksJjeHLgCsXdKr5XAXVUcAS2eu1W1NneiE8bytg62ROTwQZJMQkEnr9NNQ837p26jn1pR3z2ax/HRZ3sGbvnOxZ3mULt9h/QsKcX8O8ch5WmSoatHsf5P05z9eAFCqEE0seFt/fbjOO2bQ76rf7YcfaXYwyVxo73hRwsz/hX8f+0htqE7HdhGizjlf6v1vs7/XNWXyTS028ERoqiWAv4FihkJN/0MqWzBeiN9tXBhqwKKIrimmnTptWqVq1auENpR5RmSup1bMKNw4abZG4evswHXVsA4OJemcTYBGJeR/H0eiDFXZwxltbKwUZbKBMTOozsyulthwEobGPJ8A0T+XP+drbP2shU77FM9R7LlUMXadbNE4CK7lVIiE3I1MkB7vjdoqF3YwCadfPi6mHtQ7B4OSedTDnXCijNTImLjMXa3gZLG0sAzCzMKWxtyapJK/i6wyguHDyPVzft5o4q7lVJiE3IFMQD3PK7QRPvpgB4dW/FxUMXdPcsrS2p2ciVi4fOZ2XmTBzfcgBfbx98vX3wP3SRxl219a4g2TbayGu1e34B1JPq3aSbJ9cOXcqxvoLU++T6Q8lHiqM0M6V+x6Zcz+Bf1w9fplFXDwDK6/lXTtLmhJDrj7At74RNGUcUZkqqdGzEo8M5+yGqwvbWmEv+o7Qwo0wzVyID36zdTs87vQ/UN9J/bhy+TCOp/5R/S/9JT/vq3nPG1x/M1GYjmdpsJFHB4cz5aAIxr6NZKExnarORTG48nKT4JE5tPcyZ7UdyRS+gWycJ4NauIa/ua1eD3T55nVLVymJWyByFUkHlD6pz59T1LPt/OlmNHW+jhkcd2g7tzOrP55GalGJw79X1R9iXd6Ko1JY1Ojbi/uErBjIPjlyldrfmAJR0r0RybKIuoLaUxiWbkg5Ubd+AgD+1y0nuH7qCSxPt7y3Yl3dCaWZqNJgGeH39ETblnbCSylChcyOe5dCf0qnY+d2WewCEXn9EURcnrCW9FTs14kkO9ZoWtsCsSCHd36VbuBJx78U76c9rnl8PxNHFCXvJn9w7NiEgQ9sGHL5CA8mfyrlX0vlTEXtrCunGeTOqNK1FaOArgu49Z1r9L5jZ7EtmNvuS6OAIFn40idjX0ZzdcuhfPQ73mzecoIcvOLxuj8H1p5Kd0/tt3Sz6bcN37Lf6Y0eddg0Iuv88a2GZPOf/aYb6KPC7IAiLRVEMl5Z8nEO74Dw9mD3zjnkqgO5oD/7upZfeGggSBMFMyvdlDvLaCFwEgkVRDMhGNg0YOXLzlL0KpQI/8ThBD17QvLf2JIvT2w5z67g/Nb3q8u3JpaQkprDFZyUAapWaHdPWM3LzFPTTAjTo1JQWfdsBcO3gRfx+1a7X8/isPY7lnOjwVTfafamd0J/f15frx67g5lWXBadWkpKYzNpxy3UFHLdxCj+NX0lUaCS/fLeFEcu/pvu4XjwNeMzJHUe0+jo0plk3D1SpKlKSU1gxYiEAtsXtGLLoSxQKBQqFggt7znL5qHYwunLsMvW86rPq9BrtsXnjluh0Tt04nRUTlhEZEsHm7zYydvl4evn04XHAI47sOKST+6BdY66d8ic5Uf+7DXy9bBw1G9fCxs6GtRc2sGexyBnxWCbj3zx+lVpedZlzcjkpiclskGwLMGrDZDZOWEV0aCQ7527hi2Vj+HjspzwLeMIZ8SigHcSm7p5HYavCaDQaWg/8kGltRute72VFfulVq9T8Mm0doyQfOSv5SAvJv05tO8yt41ep5eXOrJPLSElMYZPPiremBW2w9+mMgVjZ2zBy/SSe33nC0s+Mv9bVqNSc+GYTXbaMx0Sp4PaOk0Tcf0mtPtovUze3HsPSsSif7pmJuVVhUKtxG9Sera0mUKS4LW0WfYFCqQCFCQ/2XODx0WuZ8v5SKuO5LPqPq1ddfKX+s1mv//wybX2mtDlBrVITcNyfZj1bUb9j41zT23VSH0rXcEGj0RDx4jXbJmtPg0qIiefoT3uZuPs70GgIOO7PzaNXUas0mfp/TsYOgAFLR1GlUQ2s7KyZ7beKvYtFzonHEb4dhJm5KV9u/QbQboraPmWtzt4Hp22k5+YJKJQKrosnCXvwkrq9tTN+V7cd5eGxa1T0cmP4qUW6Y/PS6bZ6FIXtrFGnpnFw2kaSpOP4rokn+Oj7IQw+NBd1ahq7x2b9qlqjUuP3zSbabxuPiULB/R0nibr/kmqSP93deozCjkXpvG8mZlaF0ajVuH7enl1eE0iNS0RZyJySLVw5M3F9jtpaX++Zbzbx4VatH9/bcZLI+y+pIem9Lenttlfrxxq1mlqD2rOj5QQK2VvRbu1oABRKJQ//PMfzEzfeSX9W+EyfyyX/G0RFxdCqSx+GD+pLt47t3jkftUrNrmkb+GLzZBRKBRfE4wQ/eEGT3q0BOLftCLeP+1Pdy40pJ5eQkpjMLz7adrIpbkevhcNQKBSYKBRc2+vH7WM5/5KTl+Ph4KWjqdqoJlZ21sz3+5Hdi3fongV5pbd0tXI06ebBiztPmbZP+6Zrz/xfuH3iGmqVGnHaekZsnoyJUsF58QTBD17QTLLzmW1HCDjuT00vd6afXEJqYgpbfd78eF//pV9RWeq3M/1Wsm/xr/iJx+kyqbfB2LF98tp39oG8pCDWUBckJv90PVJ+IghCP8AHUAH+wAy0mxKLkXlT4h5pw6CL9LerlIf+vThgMdrF6dFAD2lT4jBgPPAUuAlYi6LYXz+tlFecKIpWeuU7gHZJSI4WMQ13EfLd+LEaoytR8pw4TWq+63RQWOS7zoJEaXRBZN5TQ10wdr6rSMle6F9CwbQslNKYFYheJ1X+1zi1gIw8yN83e6E8YHz9yQWiN5aCeQYVBOlLPvKb5U92FNSQYUDfcl3zJMbZ8vS396J+Gfm/Cqhzm4wB8T/MyxJt8F1XFMXo7ORBDqjzGjmgzh/kgDrvkQPqvEcOqPMHOaDOe+SAumD4f1pD/d4iCEJr4C6wLKfBtIyMjIyMjIzMvxVNHv17X/l/WkOd6+TW7LQoikeAsrmRl4yMjIyMjIyMzP8X/+mAWkZGRkZGRkZGJvdRv9fzybmPvORDRkZGRkZGRkZG5h8gz1DLyMjIyMjIyMjkKv+1H3aRA2oZGRkZGRkZGZlc5b92DrUcUP/HKGtSKHuhPOBhAXSt6uqCqet9RXL2QnnABOuCOWAmNDxX9va+Mw/M8/9It+QCekSYFdDBeRc1BeNTUwvguL7Q1IIZLwrq+Lr5l+cUiN7h9fP/57ELam1rQfVbmYJBDqhlZGRkZGRkZGRyFXlTooyMjIyMjIyMjIxMjpFnqGVkZGRkZGRkZHIVeVOijIyMjIyMjIyMzD/gv7YpUV7yISMjIyMjIyMjI/MPkGeoZWRkZGRkZGRkchWN5r+15EOeoZaRkZGRkZGRkZH5B8gz1DIyMjIyMjIyMrnKf+3YPDmgfs+o4VGHT6YNwESp4NyOoxxa9WcmmU+mD6CmlzupiclsHreS5wGPAegzfxi1WtYlNjyaWe3GZaurskdtPpz2GQqlgss7jnNq1V+ZZD6c/hlVvdxITUxh17jVvAp4AkAhG0s+njuYElXLoNFo+G38Gp5ffUD7Sb2o1rouqpQ0Ip6FsMvnR5JiEgzy7D/jc9y96pGcmMyqcUt5fOtRJr2OZYozatk4rGyteHzrEcvH/IAqNY0ajVzxWTuJ0OehAFw84MeupSJmFmbMEGdjZm6GwlTJhX3neLpoj9F6u3jUxmtGX0yUCm79coKLKw3rbV/RmXYLhlDc1YWz3//K5TX7ALB2tqf94qEUcSyKRqPhxs/H8V9/MFN+91fvzKSzx/QBuHrVJSUxmY3jVujarKaHG8K0ASiUCs7sOMrBVX8AYFnUisHLx+BQ2pHwF69ZO2IRCTHxKEyVfDZvKGVrVkBhquD8byc5sPIPLIoUotSvc3X6TEsUI27PUcLnrzYoR+Gm9XGYMAwTpYKY3w4QvW6HURtZ1KxCyW1LCPWZQ/zh00ZlsqOopzsuMwdiolAQuv0Ir5b/bnDfrl0DSvv0BI0GTZqKp9PXE3vxLgAVFo3ArnV9UsOiudFy9Fv1VPeoQ/dp/VEoFZzbcYzDRvpM9+n9qenlTkpiMlvGreKFZP/e84fi2rIuseExzNHrM6VqlOPT2YMxszBDnaZixzfreHo9EIBPpw+gltSWG8at4JmUlz7FShdn8PLRFClqxbOAx6wbswxValqW6U0tzBi/wxdTC1OUSiVX9p9n92IRgI6jP6HFp62JjYgBYPf87QSc8Afyd7wY/O0Q6nnVJzkxmSVjf+DRrcBMMsXLlMBn+XisbK15dOshi0cvIi01jY+/6EqLLp4AKE2VlK5Ums/cehMXHUenQZ1p07MtGg08vfuEpeN+gIRMWWPj6U5Z30GYKBS83n6E4BW/Gdy3bduQUnr+9Gz6euIu3cG8pAPll4zCzNEO1GpebztMyDrjY4MxHL3qUGPWZ5goFTzfdpzAZbsN7pfs1pSKIzsBoIpP4ub4dcTefgaA16WlpMUnolGp0aSpOdtuylt1VfOow8fT+mGiVHBhxzGOrtqdSebj6f2oLrXn9nGreBHwBFMLM0bumI6phRlKpYLr+y9wYLHhOOQ5+CM6T+nDVPfBxEfG5rj++kyds4hTZy9ib2fLH1tXZ5/ACHnRfwC+O7OCpLgkNGo1qjQVsztNBKBMDRf6zB6MY1knClkVJjIojDUjFuv6gT4Okl7LolY8D3jMej29WY3hn80fRq2W9YgNj8a33VhdXt0m9aVO63qoUtIIexbClT/O8OG4T3O1bTt8LeDaph4ajYa4sBh+HreKmNDIv9UueYG8KfE/iCAILoIg9NL7XF8QhKX5XQ4ThQk9fAexvP8cZrYZQ/1OTXGqVMpApqanO8XLOzHD8yu2TV7Dp7M/1907v/MEy/vl7NevTBQmdPQdwKb+81nSxofanZrgmEFXFU83ipV3YpHn1/wx+Sc6zR6ou/fh9M94cPI6P7Qax/IOE3n98CUAD8/cZGnb8SzrMJGwx0F4DO9kkKebVz2cyjszymMYayetZNCsoUbL13tiP/at281oz+HER8fRskdr3b07l24zwXsME7zHsGupNuhITU7Ft+c0xncYw4QOY6jjURdn94pG691qVj9+6zefja3GU7VTI+wrlzSQSYyK59j0LbpAOh21Ss3JWT+zsdUEfu48A7fPWuNQtVSm/JwrlTZI5+rpTvHyznzj+SVbJ/9I79mDpbIo6Ok7iGX9ZzOjzRgadGqqS9t+WBfunrvJNK+vuHvuJu2HdwGgnndjTM3N8G0/ltkfTaB5rzY4lHYkOT6Jl58M0/1LCwol/uhZw8orFBSbMpLg4VN43nkwVh08MatQNrPxFQrsx3xO4rkrRtsmRygUlJ8zmLu9Z3HdcxQOnZtTuLKhXaJP3+Rm66+52WYsj75eQYUFw3X3Xu84zp3eM7NVY6IwQfAdyMr+3zGrzdfUM9Jnani64VjeiW89R7F98lo+nT1Id+/8zpOs6Pddpny7TOzN/iU7mes9gT2LRLpM6g28acspnl+yRa8tM9JtYm+OrNvDVK+vSIiOo1mPlm9Nn5acysJe3+LbwQdfbx9qerhRwb2yLr9j6/bynfd4vvMerwum83O8qOdVH2eXkgxtMYQVE5czbPZwo3L9JvVn909/MsxjCHHR8bTu0QaA33/8jTEdvmJMh6/YMm8TAedvERcdh30JBz4a0JGxH47hqzYjUCgVNO/YInPGCgXlZg/hQZ+Z3PL6CocuzSiUwZ9iztwgoM0YAtp+zeOxy3GR/EmTpub5txu55fkltztOoHj/DpnSZonChJpzB3Cx1zxONh9HyY+bYFXF0MaJT0Px6+LLaa8JPFj0G7UWGvrE+a6zONNqUrbBtInChG6+A1nTfy7z2ozFvVNTSmRoz+qebjiWd2aO52jEyWvpLrVnWnIqK3vNZEGHCXzvPZFqHm6Uc6+kS2fr7EDV5rWIePE6Z/XOgi7ebVi9aNbfTm9iVjhP+k86C3vOwNfbRxdMa/Pqw83jV3l6M5DVX3xPYlxilnq7SnqneX1FfHQcTTPozTiGA/jtPMHSfrMz5XX7zHXmt/Xh+w4TeP0kmB5zv8j1tj225i++7zCBBd4TCTh2lXajur7V/jJ5y78uoBYEwUQQhHetlwugC6hFUbwsiuJXuVqwnBTCrRKvnwYT/jwUVaqKK3+do07bBgYytdvW58JvpwB44v8AS+si2DjaAvDw4h3io+NypKu0WyUinoYQKem68Zcf1dvWM5Cp3rYe/r9pZyef+z+kkLUl1o62WFgVxqVhNS7vOAGAKlWlm4V+ePomapVal8bGycEgzwZtGnJqlzbdA//7FLEpgm1xu0zlq9mkFuf3nQPg5K7jNGj7QbZ1Sk5IArQzYKZmSozth3Byq0jUkxCin71Gnari3l/nqZSh3onhMYTceIQ6TWVwPT40itBbTwBIjU8i4uEryjapmSm/Om3rG6Sr07YB5387CcBj/wcUltqsvFslQp8GE/Y8FFVqGpf/OqtLW6dNA/x2au3kt/MEddo0lHLTYFHYAoVSgXkhc1QpaSTGJhroMy1bEqW9LUlXbhpct6hVldRnr0h7EQxpacTvP0kRryaZbGTTqzPxR06jiogyauecYOVeiaQnQSQ/C0GTmkb4n2ewa9fQQEYttReAwtIC/beDsRduo8rBLJqLWyXCnobo+szVv85RO1OfacBFvT5TWK/PBF68Q0IWfaaQVWEACttYEh2infVx02vLR1L/KyrlpU/VJq5c2XcegHO7TuIulelt6fX9V2mqzHZDT36OFw3bfsDxXccAuO9/jyI2RbAz0m9rN6nN2X1nADi28yiN2jXOJNO8UwtO7T6l+6w0VWJeyByFUoFFYQsiQiIypSniXplkPX+KyNafCun8KTU0kgTpLZg6PonEBy8wzzAuZYVt3UokPA4m8WkomlQVr/7wo0R7w/4defkBadHx2r+vPKSws32O8s5IWbdKhOm1p/9f53DNMJa4tq3PJak9n/o/pLC1pa49UxKSAX3/eZOuyzef8dd32/5WufSp71aLojbWfzu9iXmRPOs/WaOhSsManP/tJIVtLAkJfGUwBuhTrYkrVyW953edxE3Sm9UYDvAgizHkzukbumdhQlQcqUkpud62yXFvxn5zSwujz7yCRJNH/72v/CuWfAiC4ALsB44DjQE3wES61x34SBTF/oIgbARigPqAEzBeFMWdwFyguiAI14BNgD8wThTFjwRBmAGUB5yBKsDXQCOgA/AS6CiKYqogCPWARYAVEAb0F0Ux6F3qYVvCnshX4brPkUHhuLhVNiIT9kYmOBxbJ3tiXke9iypsStgRracrJiiCMm6VjMi8ebjFBEdg42SHWqUmITyWbgu+wKl6OV7dfMyebzeTmphskL7eJ57c2ONncM3OyZ5wvfKHB4djX8KeKL3XVNZ21iTExOsGo4igcOyd3jykqtStyvz9i4kIjWDrrI28ePAc0M74zt2zECcXJw5u3k/wtcyvpK2c7IjVq1NsUATObplnsrPDpnQxitcsx/19FzPlZ+te3kDWtoQ9EXq2jgoOx87J3kh7R1Beam8bx6K6No15HYV1MRsAruw7T502DZh/cS3mhc35deamTIO5lbcXcQdOZCqzafFipAW/maFKC3mNRe1qBjLK4g4UadWUoEHjcXSt+g4WMcTcyYEUvbqlBIVjVbdyJjm79h9QdnJvzByKcvezzLM82VHUaJ8x9GPbEnYGMlE56DM7v93EiM2T+XhyH0wUChZ2+0Zb3gxtmd7/ovXysrKzJjEmQee/kUHh2Jawzza9iULBN3vm4VjOiRNbDvD42kOdnEe/dnzQtQVPbz5i16zNJMbE5+t44eDkQFjQm3zCgsNxcHIg0qDf2hCv12/Dg8KwzxC4mheyoK5nPdZ8o10uEBESzu9rfuen8xtISUrh2il/rp325yPMDNM52ZOiV4+UoHCKuFfJVE7b9h9QelIfzByKct/IrKF5aUcsXcsT538/R/Uu5GRHop6Nk16FY1u3UpbyZXt5Enrsmt4VDR/smAQaDU+3HOX5lmNZprUtYU+Unq7ooAjKZvDlohlkooIjKCq1p4nChLF7vqNYOSfObDnEM8l/arauR3RIBK/uPMtRnfMSE6Uyz/oPGhi9ZSpo4OTPhzm9/QgAv3y7kW/2zqdUtbKo0tTM7zaFfvOHY5ehHxSxsyYhC71ZjeE57UduHT7g9aNXus+51bYA3uN6UL9rC5JiE1jR0zdH5ZHJG/5NM9RVgc2iKLoD8W+RcwaaAR+hDaQBJgKnRVF0E0VxsZE0FYEPgc7AVuC4KIq1gETgQ0EQzIBlQHdRFOsB6wGj0YEgCEMEQbgsCMLlTDdNTDInyPCV08SIzN85miYn+RiXAYVSgbOrCxe2HmHFh5NJSUzGY5jh0g7PEZ1Rq1Rc/8Nw2UFWeWYQylLm8a1ARjQZwvgOYziwcR/j1k56I6NWM8F7DMMafU4lt8o4VMn8WteY/nf9wmtmaUGnH0dx/NutqJJTjeSXMztipCjZTTGUr1MJtUrN+A+GMKX5CFp/3pFiZYobyFi19yRu/4nMiXOgz2HCMCIW/wTqf7j6zaiuzJciD1zgeouvuDdwHmXG93x3NTlpz7/RZ5r3acNvMzfxTZMR7Jq5id7zhr4lr5zoy/6eRq3G19uH8Y2/wKVOJUpWKQPAia2HmNbiS+Z4jycmNJJuUz/LMq88Gy+MNGjm8cJYcQxlGrZpyJ3Ld4iTvgQWKVqED9p8wJCmgxjQ4DMsLC3w+NjTSAGyrytA1IEL3PL4kgeD5mrXU+uhsCxEpbUTeD59Peq4xExpjWJMbxY4NK1BmV5e3J25XXft3EczONNmMhd7zcNlQFvsG1XLOoMc9M+32Vij1rDAeyIzGg+nbJ2KOFUpjVkhc9qM/Jj9i8Qc1yNvybv+M7fbVGZ9NIEl/Wfj9Vk7KjesDoBnn7YEPXjB6qEL+XXmRj6bN8yo3reNJTl6bmVB6xFdUKvVhD0NeWsG79q26exbsAPfJiO48ucZmvdrl7NC5RNqNHny733l3xRQPxVF8XwO5P4QRVEtiuJtoEQO894vimIqcBNQAgek6zfRLhepCrgCh6VZ7qmA0UV6oiiuEUWxviiK9TPeiwoOx67kmxkdO2cHojNsMIgMDseuZLE3Mk4OutfR70J0cARF9XTZONtn2syglXkzM2zjZE9sSCTRwRHEBEfwQpoBvrXvAiVdXXRy7t2aU7VVXcRRKwD4oG8b5u1bzLx9i4kMicBBr/zaWS7DV7yxETFY2hRBodS6p72zA5HSa+DEuETdq/Frx6+gNDXF2s7wFWRCTDy3/W5R3rN2pnrHBkVgrVcna2d74t5hE4fCVEmnH0dx5/dzPDxw2Wh+URnqExkcjr2erW2dHIgKiSAqOCJDe79JG/M6Wve6z8bRltgw7Ya0hp2bEXDyGuo0FbHhMQReuUu52m9m2M2rVAClkpTbDzKVPS0kDFMnR91n0xKOqDKU1aJGFYrPn0yZA5sp0qY5xaZ8iWXLzMtCsiMlKBxzvbqZOzuQEpz5VX46sRduY1HOCVP7d3udnJM+k9HOtjnoMx908+DagYsAWNvbUKVxTSbum0dUSIRBW2r7n2G94iJiKGxjqfNfbZm0Mhl9wVj6xJgE7p8PwNXDDYDYsGg0ag0ajYYzvxzFpU7FHNf9n4wXLfq2Y/H+pSzev5SI0AiKOb/Jp5iTQ6alGTERMRTR67cOzsV0/Tad5h1bcPrPk7rPdZq5EfI8hJiIGFRpKs4f8KNaveqZyqL1pzf6zZ0dSDWyNCSduAu3KVTOCVNpbDAxVVJp7XjCfz9F5P6cPCa0JAVFUFjPxoVKOpAUnNl+1jXKUmvREC73W0Bq5Js3RsmSrVPCYgjedwlbI/s60okKjsBWT1dRZ3ujvmxr4Mv2xGRoz6SYBALP36aahxvFypXAvrQjPvvn882ZZRR1smfsnu+wdiyaQwv8cxSFbDC1LYWpbSlQp+VZ/0m3VWx4DP4HL9J64IdM2/c9Xp+159mtR9iXdODKXj9c6lTSjcEZ9Vpm0BuVhV5j6Y3RoFsLaraqy19zt+d622bk6p9nqd0++6WRMnnHvymg1p+V1v8KUyiDnP66hJxOPyQDiKKoBlJFUUzPX4122YwJECDNcLuJolhLFMW2OS+6lqfXAynu4oxDaUeUZkrqdWzCjcOGE9k3D1/mg67aTTsu7pVJjE1459e3AC+vB+Lg4oSdpKt2x8bcPWy4Ce3u4Su4d20OQBn3SiTHJhL7Ooq419FEvwqnWAVnACo2dSX0gXZTYmWP2rQY2pEtny8gNSkFgAtbDus2EV46dIEW3Ty1su5VSIiNN1jukc5tv5s08tYGch7dvLh8WBvc6K+Xq1inMgqFCbGRsVjb22BpUwQAMwtzXJvVISLwVaZ8g68/wra8EzZlHFGYKanasRGBh6/m2G5tv/+c8IevuPLT/izzu56hza4fvkyjrh4AlNdrsyfXH0rtXRylmSn1OzbVpb1x5DKNu2vt1Li7J9cPXwIg4lUY1Zq4AmBe2ILy7lUIDnyp02Xl7Un8/uNGy5586x5m5UphWsoJTE0p0sGD+BOGS3Ked/iM5+21/+IPnyZs9jISjp3LsX3Sibv2kELlnbEoUxwTM1McOjcj8tAlAxkLFyfd35a1KqAwMyUt4t1OH3h6PRBHFyddn6mbRZ9p+I59Jjo0ksqNagAQHPiKF7efMNd7AtcOXdK1ZQUpr2gjed3zC6CedyMAmnTz4JpUd31f0E9vZW9DYRtLQOu/1ZvW1rWrvs+7tWvIq/vPdXXPy/Hi1JaDuo2E5w/64dVNu0GrintV4mMTDJZ76PT53aSpdzMAWnZvxYVDb4JXS2tLajZyNbgW9vI1VetWxbyQBQC1m9bhxcPnmfKNv/YAi/LOmEv+ZJ+dP7lWwMTMlDRpHb7LwhEkPnxByJrMJyu8jWj/QIpUcKJwWUdMzJSU7NKYkIOG42ShUg7UWz+G6yNWEP8oWHddaWmBskgh3d+OnrWJvfsiS13PJV+2l9rTvWMTAjKMyQGHr9BAas9y7pV07VnE3ppCOv8xo0rTWoQGviLo3nOm1f+Cmc2+ZGazL4kOjmDhR5OIfR39Tnb4J6iTYkiLekla1EvUyfF50n/MC1tgIdnavLAFNZrX4dT2I/h6+xDy+BWvnwXTqKsH1Zq4EhUSmWU/uOcXQF1Jb6NuHlw3ord8DvtRTQ83Wg7txE+ff8/jS3dzvW0Biun5vGvrerrr7wsajSZP/r2v/CvWUBshRBCE6sA94GMgu6d0LPD3d1po9TgKgtBYFEU/aQlIFVEUA94lE7VKzY5p6xm5eQoKpQI/8ThBD17QvLd2p/zpbYe5ddyfml51+fbkUlISU9jis1KXfsDSUVRpVAMrO2tm+61i72KRc6Lx4EqtUvPXtI303zwRE6WCq+IJQh+8pGHvVgBc3HaUe8evUcXLja9PLiY1MZnffH7Upd8zYxPCDyNQmpkS8TyUXeO09zp+2x+luRkDt2qXYjz3f8ifU9br0vkfu4K7Vz2WnFpNinRsXjoTN37Dj+OXExkaybbvNjNq+Vh6jOvNk4BHHNtxGIBG3k1o06c96jQVKUkpLPlyAQB2xe0YvmgUCoUChcIEvz1neX70WqZ6a1Rqjn2ziW5bxqNQKri14yTh919Su482WLix9RiWjkXps2cm5laF0ajV1B3Uno2tJuBYvQw1uzXn9Z1n9N2vXdFzZr6YKb+gBy9oIbXZqW2HuXX8KrW83Jl1chkpiSls8lmha4Nfpq1jlNTeZ6X2Bjiw6neGrPiapkJLIl+F8ePwRQCc2HyQft8PZ/qhRWBigt+vx3l5983ayCLtPAgePtW4g6nUhM1ZjtPqOZgoFcT+fpDUwKdYf/IhALG/7jWe7u+gUvNkyk9U+3kaJkoFob8cJfH+c4r31X7PDN1yCIcPG1OsuweaNBXqxBQeDFuoS15p5RhsGrtiam+N++W1vFj4C6+3H82kRq1SI05bz4jNkzFRKjgvniD4wQua9daeCnNm2xECjvtT08ud6SeXkJqYwlafVbr0/Zd+RWWpz8z0W8m+xb/iJx7n54k/0n16fxSmStKSU9g+aQ0AN6W2nC215UapLQG+2jCJTRNWEx0aya65WxmybAxdxvbkWcBjzojH3pq+aHFbBi4ciUKhwERhwuW9ftw4pv2i121SX8rWcAGNhvAXr/l58hpd3fNrvLhy7DL1veqz+vRakhOTWTbuB929bzbOYMWEpUSERLDpuw2MWz6B3j59eBTwiMM7DunkGrVrzLVT/iTr7bW4f+0+5/adZfG+H1Cp1DwKCOTgzwdwzzjXoVLzbOpaqv48HRQKwnYcJen+cxz7al9xv95yEDvvxhTr7qn1p6QUAiV/smpQnWLdvUi4/YSah7T96MXcrUQfy/6LtEal5takjTT8ZRImSgUvtp8g7t4Lyn6m9a9nm49QeWxXzO2sqDlPewpS+vF45o5Fqb/ha0C7dvjV72d5ffx6lrrUKjW7pm3gi82TUSgVXBCPE/zgBU0kXz637Qi3j/tT3cuNKSeXkJKYzC8+2rXoNsXt6LVwmOQ/Cq7t9eN2Dur3rvhMn8sl/xtERcXQqksfhg/qS7eOOV9moElNJOxZSK73H5tiRRm+xgcApVLJhT/PEHDyGgCbJ/7Ip9MHYF+qGCM3TCIyKJzt36zV6R25YRJbJL2/zd3K58vG0HlsT54HPOaspDerMRxg0NJRVG1UEys7a+b6reavxSJnxWN8+u0gzMzNGLZVe7pLSOCrXG/bjyb0pHiFkmjUaiJfhvHrlJ9y3pj5wH/t2DyT9znazynSpsQ9oii6Sp+7A/OA58AtwEpvU+IeaSMigiDEiaJoJQXAB4BiwEYyb0qME0VxgX4a6W/dPUEQ3IClQFG0X1R+EEXxTa81wnAXId+Nb1dA36EeaowcLJvHNNRY5btOgPuK5OyF8oAJ1vk366RPaHjB2HmruVn2QrlMcgE9Isxy/DItd3mpzv9+CzBVlf9tG5qW8WVm/nCkcME8g+dfztmRibnN8PoT8l1nQb2Kt0RZIHoXP/mlYAaMDLQr0yFPnPvg8/3vRf0y8q8IqP9fkQPqvEUOqPMHOaDOe+SAOu+RA+r8QQ6o8573JaBuW6Z9njj3oecH3ov6ZeTftIZaRkZGRkZGRkZGJt/5t66hlpGRkZGRkZGRKSDe5yPu8gI5oJaRkZGRkZGRkclV/mtLiuUlHzIyMjIyMjIyMjL/AHmGWkZGRkZGRkZGJleRl3zI5BspBXBiQCRp+a4ToKRJ/u+gf2GSRhyqfNe70s8333UCTGj8bYHoTTEvmEGzoE7cKAgUBXTKh73CokD0blHk/6Mp1Sz/xwqA1ALy44I4bQNg5eV5+a80tWBOXurU8OsC0StTMMgBtcy/loIIpmVkZGRkZGRAI89Qy8jIyMjIyMjIyPx91PKmRBkZGRkZGRkZGRmZnCLPUMvIyMjIyMjIyOQq/635aXmGWkZGRkZGRkZGRuYfIc9Qy8jIyMjIyMjI5Cr/tWPz5BlqGRkZGRkZGRkZmX+APEMtIyMjIyMjIyOTq/zXZqjlgPo9pOf0gdTyciclMYX145bzLOBxJplipYszZPkYihS14lnAI34aswxVahpOFUsy4PsRlK1Zgd8XbOfQ2t1Z6qnhUYdPpg3ARKng3I6jHFr1ZyaZT6YPoKaXO6mJyWwet5LnUln6zB9GrZZ1iQ2PZla7cTr5j77uQZ029VFrNMSFRbN53EqiQyN196t51OHjaf0wUSq4sOMYR1dlLt/H0/tRXdK5fdwqXgQ8wdTCjJE7pmNqYYZSqeD6/gscWLwTgI6TelOzdV1UKWmEPQthu89qkmISAPh0+gBqedUlJTGZDeNWZGnLwctHS7Z8zDrJltmlN1EomPrXXKKCI1g2aC4AZWq4oHRwwcTEBI1GgzomGE1qEgBnLlxl7vKfUKnUdPuwDZ/37mZQjujYOL6Zt4znr4KxMDdn5viRVK5QDoDNv+5m197DmGBC5QrlmDXhSywszLNs22oedegyrR8KpYLzO45x7C12TpHs/DKDnRWSnQ9Kdi5ZoxyfzP4cUwsz1Gkqdn2znmfXA3X5VfeoQ/dp/VEoFZzbcYzDRvyp+/T+1JR0bhm3iheSPXvPH4pry7rEhscwR8+fADz6tafFZ+1Qq1TcOubPn3O35VnbmlqYMX6HL6YWpiiVSq7sP8/uxSIApauXo8/sIRR3cca8kBlhL0JZPybr/vmuPlXYxpJ+c4dRsmoZ0GjYOH4Vj67ep553IzqPFihRqRQLOk+hiL11rtt5wPJRlKhQUleOxJgE5nob/vBHr+kDqe1Vl5TEFNaNW8bTLOo9dPkYrIpa8zTgEWvGLEWVmkajzs3xHvoxAMkJiWyeuobnd55i7+zA54u+oqijLRq1hpPbD3N4w15dftU96tBVqqvfjmMcMVLXbtP7U0Oq6zaprrbODvRdNAJrR1s0ajXnth/l5Ib9AHSe1BvX1vVIk8aLn31WkRiTQA2POgjSeHg2i/FQkMbDlAzjYVZpPxz9Cc0+bUVsRAwAf87fTsAJfxSmSvrOG0qZmuVRmCo499tJ9q/8Hci78b///OHUblmP2PBoprf7Os/Gxu/OrCApLgmNWo0qTcXsThMB7djYZ/ZgTG1LodGAOj4MTVrOfnBl6pxFnDp7EXs7W/7YujpHaXJCfo7JAEO/HUqDlg1ITkxm4dcLCbwVmEmmRJkSTFwxEWtbax7eesiCUQtIS03DqqgVYxaMwbmcMynJKSwet5in954C0HlgZ9r3ao8JJhzYfiCXrPPP0cjH5hUcgiDE/Zf0GqOWpzvFyzsz2fNLNk9eTZ/ZQ4zKdZvYh8Pr9jDF60vio+Np3qMlAPFRcWyfsf6tgTSAicKEHr6DWN5/DjPbjKF+p6Y4VSplIFPT053i5Z2Y4fkV2yav4dPZn+vund95guX95mTK98ia3czu4MN33uO5eewq3qO6G+js5juQNf3nMq/NWNw7NaVEBp3VPd1wLO/MHM/RiJPX0l3SmZacyspeM1nQYQLfe0+kmocb5dwrAXD/zE3mt/Xh+w4TeP04mNbDuwDgKtlyiueXbJn8I71nD87Clr05sm4PU72+IiE6jmaSLbNL33qAN0EPX2bIqw/quNekhT1GHfcahXVxAFQqFbOW/MiqedPYvWkZ+46dJvDJc4O0a7fupFql8vy+fglzJo1i7vKfAAh5Hc62XXvY8eMC/ti4FLVaxf5jp43WJd3OXfXsXDcLOxeT7PxrFnZekMHOHSf25uCSXSz0nsiBRb/y0aTeBjoF34Gs7P8ds9p8TT0j/lTD0w3H8k586zmK7ZPX8unsQbp753eeZEW/7zLVpXLjmtRqU5/vOvgwu+04jq79S5dXXrRtWnIqC3t9i28HH3y9fajp4UYF98oA9Js7FP+DF3ly4yHbp6/n8bWHuepTn04fwK2T/kxrNZpvO/gQ9PAFAC/vPWft0IUEXryTZ3beMHIJc70nMNd7Atf2X+TagYsG92t71qVEeWcmeo5k4+RV9M1iXPpkYl8OrdvDRK+RxEfH0aJHKwDCnocyt8c3TOvwNbuX7aTfd0MBUKWp2DFrI1Naj2LWxxNp2bc9JSuVBrQ+9YnvQFb3/4452dR1pucodkxeiyDVVZ2m4vdZW5jT+msWfTyV5n3b6tLeO3OT79qOY16H8bx+HESb4V0wUZjwqTQe+rYZQ4O3jIfTPb/i58lr6Cn1mezSHl23lzne45njPZ6AE/4A1PNuhKm5KbPaj2PmR+Px6NUGh9KOeTr+n915nB/6zQLePGfyamxc2HMGvt4+umA6vcx/LfmVtKiXqBMiUBSxN6rTGF2827B60awcy+eE/ByTARp4NaBk+ZIMaj6IpROWMnLOSKNyAycN5I+f/uDzFp8TFxVHu0/bAdBjZA8CAwIZ3nY4C0YvYOgMbR8qV7Uc7Xu1Z/RHoxnebjgNWzUEqPzPrCPzd8j3gFoQBBNBEN6rQP59wq1tA/x+OwHAI/8HWFpbUtTRNpNctSauXNnnB8C5XSdwa9sQgNjwGJ7cCESV9vZfCXRxq8Trp8GEPw9Flariyl/nqNO2gYFM7bb1ufDbKQCe+D/A0roINlJZHl68Q3x05u8hSXGJur8tLC0MvqGWdatEmJ5O/7/O4dq2vkF617b1uSTpfOr/kMLWljqdKQna2QylqRKlqZL0rO+dvoFapZbSPMDWSTtQu7VtwPnfTgLptixi1JZVm7hyZd95AM7tOom7ZIe3pbdzsqdWy7qc+eVohtw0YCK5t4kS1NrZnJt3H1C2lDNlSjphZmZGh5bNOHb2gkHKwKfPaVS3NgAVypXmZXAoYRFRAKSpVCQnp5CWpiIxKQXHYlk/jNLtHJGNnS9nsLN1NnbWoKGQVWEACtlYEhPy5s2Di1slwp6G6Nr26l/nqJ3JnxpwUc+fCuv5U+DFOyQY8afmvdtweNWfpKVo7RgXHqPLK6/aNjkhKUP9tQYoUaEkjuVKcP63k9w+c4MK7lVyTW8hq8JUaViDMzuOAaBKTSNRessSHPiS0EdBADhXLpMndtan7oeNuLL7rME197YNOJcDe1dv4splaVw6u+sEdaVx6eHVeyTExGvLcPU+9k4OAES/jtLNdCfFJxEU+ELXf8u5VeJ1hrrWylDXWlnUNeZ1lG5WPjk+iZDAlxSV8r2rN1488X+ArZODpCuYMEnXZSPjYZ229Tkv6XqsNx665CBtRjSAeeFCKJQKzAqZk5aSRlJsYp6O/w/0xuy8HBvfVutCVpbaP00UoMr5L9nWd6tFURvrHMvnhPwckwEatW3E0V3a58Vd/7tY2VhhV9wuk1ydpnU4vVcbnB/ZeYTG7RoDULZyWa6fvQ7Ai8AXlChTAttitpSpVIa7V++SnJSMWqXm5oWbAB//XbvkJmo0efLvfSVflnwIguAC7AeOA42BPwRB+AiwAH4XRXG6kTQ+gJBRRhCEP4AyQCFgiSiKawRBUALrgPpox6r1oiguFgShIrACcAQSgMGiKN4VBKE88DPa+h/Q0+kJzADCAFfgCtBHFEWNIAj1gEWAlXS/P6AC9ouiWE8QhDrANaCcKIrPBEEIBGqJopjwLrayLeFAxKtw3efI4AhsnRyIfh2lu2ZlZ01iTLzuoRAZFI5diZx/29fqsSdSX09QOC5ulY3IhOmVJRxbJ3ti9MpijE7jPuWDri1IjE3gh57fGuQXpaczOiiCsm6VDNIWzSATFRxBUUmnicKEsXu+o1g5J85sOcSzaw8z6f7gE0/892gfNHYl7DPYUlv+zLZMMLClrWTLt6XvMW0AO7/bSiGrQgb6f/l2I76HvgebEgCkhT8BIPR1BE6OxXRyJRwduHn7gUHaqhVdOHL6PHVr1+DmnfsEBb8m5HUYNatWon+PLrQWBlPIwpwmDdxo2sA9U92ztGFQBOUy2NkmCzvHSnb+WrLzWT07//HtJr7YPJmOk/ugUJiwtNs0A52Z/clQp20JOwOZqBz4U/EKzlRsWI2OPj1ITU7l99lbeXYjENsSdnnWtiYKBd/smYdjOSdObDnAY6n+L+8/p5xrec7/dor63o2xd3bg8fWHuaJXrVITGx7DgAUjKF29HE9vPuKXbzeQkmj4StzKwSZP7JxOxYbViQ2L5vWT4Ax52hORYSywMzIuJWQYl2yNjEsterTipjRTq49DaUfK1ijPo2sPMCPzeBEVFJ7Jj4uWsMvgx+G68SId+9KOlKpRnqdGxotGn3hxdc85o+Nh+RyOh9ml9ezXjg+6tuDZzUfsmrWZhJh4ru47T5029Zl7cQ3mhc3ZMXMj8dFx+Tj+Z9STe/0HDYzeMhU0cPLnw5zefgTQjo2jN0/F1M4WgLToV+9U5twmP8dkAAcnB8L0/CcsKIxiTsWI1FsSaWNnQ7xe24YFheEgffl8dOcRTTo0IeBSAFXcqlC8VHGKORfj6b2n9BvfD2tba1KSUmjg1QC0MZJMPpOfM8VVgc3ABKAU0BBwA+oJgtBCX1AQhLZoX1kYkxkoimI9tMHzV4IgOEgypURRdBVFsRawQZJdA3wpyY8DVkrXlwCrRFFsABg+OcAdGA3UACoATQVBMAOWAd2lvNYDs0VRDAUKCYJgAzQHLgPNBUEoB4QaC6YFQRgiCMJlQRAuGzOSiYmRixnXIRkReue1SsYUZcjD5G/q2b3gF6Y0Gc6lP8/g0a+9XoZGhDPpNCaildGoNSzwnsiMxsMpW6ciTlVKG8i1HtEFlUrFlT/OZJlZpuK/TSaLe7Vb1iUmPJpntx5luu/Zpy2qmBDSQh+iiglBWVS7LlVj5Ft1xuw/79WNmNg4ug0azbbf9lKtcgWUSiXRsXEcP3uRg7/8yLFd60lMTOKvQycy5feWKmVqt7f5mUatYaH3RL7NYOemfdrw58zNzGwygj9mbqbHvC/08jOmNPuCZedPCqUSS5siLOgylT/mbGXgitFvySsn+rK/p1Gr8fX2YXzjL3CpU4mSVbTPpk3jV+JQqjj95g2lkFUh0qS1pLmhV6FUUNa1PCe2HmTmh+NJTkymw7AumWSNt1tO9OdsfKjfqQmXd58zojf7PI37gKFMtcauNO/RCnHuFoPrFpaFGLnKh+2+G9685cpBG2en09zSgkGrvuY3300Gb88A2o74GJVKxeU/zuTMZlnoepttTm09xDctvmSO93iiQyPpNvUzAFzqVEKtUjPxgy+Y2Hw4bT/vSLEyxfNt/M9BU/3t/jO321RmfTSBJf1n4/VZOyo3rA5ox0Zx5kbSIp+hig9HaVUsUx75SX6Oydq8/14fSpf5dcWvWBW1YvmB5XTq34nAAO2biOcPn/Pryl+Z8/McZm6dyaPbjwDS3lqYfEKTR/+9r+TnpsSnoiieFwRhAdAWSJ+isEIbPJ/Sk237FpmvBEFIf51RRrp+D6ggCMIyYC9wSBAEK6AJ8KsgCOn5Wkj/bwqk7z7YAszT031RFMUXAIIgXANcgCi0M9aHpbyUQJAkf07KrwUwB2iPNnQ0uqBKFMU1aAN9PnfprgHw6tue5j21aw2fXA/EvqSDTt7OyZ6okAiDPOIiYihsUwSFUoFapcbO2YEovW+5OSEqOBw7fT3ODgabB0GahSpZDK150c5IheRcz6U/zzB8/UT2Lv5V0hmBrZ7Oos72mXRmlLF1sjdYWgCQFJNA4PnbVPNwI/i+dp1pg24tqNmqLv57/Bi3T7tBMPD6wwy2dCDaqC0tDWwZHRqhq7+x9PW8G+HWuj61vNwxszCnkFVhBi3+knVjltG4myeaeO1GEU1SLCZFnQHt7Efw6zezEyGvwzO9IrQqYsmsiV9p02o0tPt0CKWdS3D2kj+lnItjb1sUgFYtGnMt4C4d23oatXsmGzrbE5PBztFG7JyxbZNiEnioZ+f63Tz4/dtNAFzfe54ec9+s78yJP0UFRxjI2ObAn6KCw7l+ULuet1ztitiWsGPywe95fPVBnrStPokxCdw/H0Dnr3vgWFb7xsH/0EXu+d3i6c1H1PKql2t6NdK99Nnwq/v8aD8s81vb2LAYqjRxfZM+l+wM2qC+TruGzO84CYAWfdvSqKd2zezj6w+xL/kmALJzcsg0LsVGxGD5lnGpdLVyDJg7jEX9ZxEf9WbZidJUycjVPvj9cZorB9+8co8KDs/gxw6Z/DjzePGmrgpTJYNWj+XyH2e4cdBwTXhDabxY3mumTlf2/pt5PIwKiURpbppl2tiwaN31M78cZcQ67UbPhp2bEXDyGuo0FfW9m2Blb8O47TO4ffpGno3/Xn3b4/VZO4qVKaFddpNH/UdX9/AY/A9epHydSjy4eIfG3Tz55dsNMKsrmpR4TKwcsy1zXpIfY/JH/T6ifU/tpNL96/cppteHijkXIzwk3EA+OiKaInptW8y5GBGSXRPiElg8drFOduO5jYQ8DwHg0I5DHNpxCIB+E/oBGE61FxDypsS8I176vwnwnSiKbtK/SqIorssga1RGWpLRGmgsimIdtAF3IVEUI4E6wAlgBPAT2rpF6eXhJopidT0dWbW0/jtWFdovHSZAgF4+tURRbCvJnEY7O10O+FMqRzMMvyC8leNbDuDrrd0E5X/oIo27egJQwb0yibEJBq/h0rnnF0A9b+3aqibdPLl26FJO1QHw9HogxV2ccSjtiNJMSb2OTbhx2HDS/Obhy3zQVftiwEUqS3avjR1dnHR/125dn+DAN6/1nl8PxNHFCXtJp3vHJgQcvmKQPuDwFRpIOsu5V9LpLGJvTSEb7fo7MwszqjStRaiUdzWPOrQc2omfPv+eU+v3s8B7Igu8J3Lt0CUadfUAcmLLRgA06eahs+X1w5eNpv99/s+MbzyUSc1GsObLxdw7d4t1Y5YBEB0agYm5tpwm5pagSgHAtWplnr0I4kVQCKmpqew/dgavJg0NyhETG0dqaioAu/Yepl6dmlgVscS5uCM3bt8nMSkZjUbDhas3qFDOcHZeH2N2vpXBzrcOX6G+np2TYhOIzcbOMaGRVGxUA4DKTVwNlgU8lXSm+1PdLPyp4Tv6041Dl6jSuCYAd8/cJDYsmjntfLiRR21rZW9DYV39zanetDZnxWP4evuwuO9Mrh26ROOuHnw4shu3T1/PNb0xr6OIfBWuO2mjWtNaBD14kSnfoAcv8sTOAFWb1SLk0SuigrUP8FNbDjHdexzTvcdx9dBFmuTA3nf9blFfGpeadvPk6iFtIGtfshgjV/uwdsxSQh4HGaQZMG84rx6+4NC6vwyuP8vgx3U7NuFmNnVN0qtrr3lDCXn4kuPr9hqkqe5Rh9ZDO7P28/mkJqXodOmPh/WN2PXG4cs0knSV17NrxrFUP62N3rpit3YNeXVfu+kt4lUYVaUvRmd3HicmLIrln8/L0/H/+JYDLBkwh9dPg/E/dDFP+o95YQssimiXwZkXtqBG8zq8lOocHRpBFWn8MDErBOrUbMucl+THmLxn0x5Gth/JyPYj8TvoR6tu2omzau7ViI+NN1jukc6Nczdo/mFzAFp3b43fIe0SxiI2RTA1086Btu/ZnpsXbpIQp30JXtRBG9g7lnSkafumANv/uYVk3hWT/PgGIa2h3iOKoqu0nGMm0EoUxThBEEoBqaIohgqCECeKolVWMmjXX38uimJHQRCqoV2z3B64BaSIohgjCIIbsFEURTdBEM4Bi0VR/FUQBBOgtiiK1wVB2A2IoihuFQRhGPC9pNcTGCeK4kdSuZejXcbxM3Ab6CuKop+0BKSKKIoBUt1OAadEUewjCMI+tLPZdaRAP0vSZ6gz0sv3c1w93LTHEfms5OlN7dE6ozZMZuOEVUSHRlKsTHG+WDaGIrZWPAt4wk9jlpCWkoaNoy1Td8+jsFVhNBoNSfFJTGszWve601zvO1RNT3e6S0er+YnHObDid5r3bgPA6W2HAejhO4gaHnVISUxhi89Knt3ULnMYsHQUVRrVwMrOmpiwaPYuFjknHmfwqrGUqOCMRq0h4mUYP09ZQ3RIJBaS3uqebrrj3C6Ixzmy4g+a9G4NwLlt2rV23XwHUE2q/y8+q3l+8xHO1crSa+EwFAoFJgoF1/b6cWjpbwBMPvEDpuZmJETFAtqNib9OWUccKnr5DqKmhxspiSls9FnBU6n8X22YxKYJq3W2HKKz5WPWjVmq2wSXVfp0qjSqQbvBnXTH5lWqX43x2ycD2mPzVNHBkKbd5Hbq/GXmLV+PSq3i4w6t+aLvJ+z4U7uEv0fn9lwLuMvkOUtQKhRUcCmD7/iRFLW2AmD5hu0cPHYGpVJJtcrl8fUZibm5mUFZJjR+s169uqcbnSU7X5Ts3Fiys59k566SnVMTk9nus5oXkp176tn5up6dy9evSpfp/VCaKklNTmXX1HW8uPWYFOm7aQ1PN7pLRyKeF09wcMXvNJN0npF0Cr4Dqe5Rh9TEFLb6rNL5U/+lX1FZz5/2Lf4VP/E4SjMlvecPo3QNF1Spafw+ewv3/QJ0fpLbbVuqWlkGLhwp1d+Ey3v92LNUe2xgqwHeePVth7X08IoICs9VnypTw4XP5g7F1MyU189D2DhuJQkx8bi3a0jPGQOxsrchMSaeqOAIChUplKt2BuizYBhP/B/o8gCI13tz3Mf3c2p5aI+MW+ezgifSuDRmwxQ2TFhJVGgkjmVKMFSv3mukcWnA3GHU69CI8JevAe3pHr6dJlC5fjUm75zN8ztP0Wi060Z3zf+Zxydu6Hyqa/rxj+IJDq34naZSXc9K5fxEqmtKYgrbfFbx/OYjKtSvyuidvry881Q3S7Zn/nZun7jGNyeWYGpuqpslf+L/AHHKT1TxdOMTSde5LMbDT/XGw81642FNT/dMaQH6LxpJ6RouaDQaIl68ZtvkNcS8jsLC0oK+3w/HuXJpMIGzvx7n4Jrdkn/kzfg/eOloqjaqqWv70MdB2Jcqlqv9p1iZ4gxf4wOAUqnkwp9n2LdCO35Uql+NT6cPoGz1UtqxMS5MN+GQHT7T53LJ/wZRUTE42NsyfFBfunVsl6O0AKQaP54vr8fkTg2/Nvg8fNZw6nvWJykxicVjF/PghnYi2XeTLz+M/4GIkAicyjrpjs0LvBXI96O+JzUllWp1qzHuh3GoVWqePXjGDz4/ECdtMv1+1/fY2NqQlpbGWt+1fPfLd8YWD+U7dZ2b5UmAeTXozHtRv4zke0AtfR4FpJ/BFod2419gekCdlQzwAvgD7Rrse2g3G84AItGum06PFieJorhf2ny4CnAGzIBfRFH0zbApcRcw9W0BtSiKG6VAfSlQVEr3gyiKayW5Z8AsaYPkZOBTURRrZ2eXrALqvMS8gE5KtCgAvXHkfBd5brLSz7dA9OoH1PlJSgGtaUtGXSB6C4KC6D9gGFDnJ9YF8BMJqQXkx6kF5McmRje15D0rL8/LXii3ySKgzmsyBtT5xf7n+9+LgFMOqGXyDTmgzlvkgDp/kAPqvEcOqPMeOaDOH+SAOu95XwJqd6emedKp/IPPvhf1y4j8S4kyMjIyMjIyMjK5yvt8ZnReIAfUMjIyMjIyMjIy/3oEQbAHdqA9we0JIGTc7yYIQhm0xzw7AWpgjSiKS7LLW/7FQhkZGRkZGRkZmVzlPT2HeiJwVBTFysBR6XNG0oCx0slwjYARgiDUyC5jOaCWkZGRkZGRkZH5L9AZ2CT9vQnoklFAFMUgURSvSn/HAnfQHobxVuQlHzIyMjIyMjIyMrmKOo8OvRAEYQgwRO/SGulH83JCCVEUg0AbOAuCUDwbXS5of0H7wtvkQA6o/3MoCmhnd0FghbJgTvows8heRuYfUxCv1/4754poKaj6phXAZiYTQPUf2kRVYK+nC+jEjYIYl/9L/pSf6P/itDEEQTiCdv1zRqa8ix7pF7d3AaNFUYzJTl4OqGX+tRTUsXkyMjL/f8jBz78YeZKjQMiF9c5/C1EUW2d1TxCEEEEQnKXZaWcgNAs5M7TB9DZRFH/LiV55DbWMjIyMjIyMjEyuotZo8uTfP2Q30E/6ux/wZ0YB6Ze11wF3RFFclNOM5RlqGRkZGRkZGRmZ/wJzAVEQhEHAM+ATAEEQSgI/iaLoDTQF+gI3BUG4JqWbLIrivrdlLAfUMjIyMjIyMjIyuUpBLfl4G6IohgOtjFx/BXhLf5+Bd99wJi/5kJGRkZGRkZGRkfkHyDPUMjIyMjIyMjIyuUpeHZv3viIH1DIyMjIyMjIyMrnK+7jkIy+Rl3zIyMjIyMjIyMjI/APkGer3hJ7TB1LLy52UxBTWj1vOs4DHmWSKlS7OkOVjKFLUimcBj/hpzDJUqWk4VSzJgO9HULZmBX5fsJ1Da3fr0vSfP5zaLesRGx7N9HZfG+RX3aMO3af1R6FUcG7HMQ6vynR6DN2n96emlzspiclsGbeKF1K5es8fimvLusSGxzCn3Tid/IDloyhRoSQAhW0sSYxJYK73BN39ah51+HhaP0yUCi7sOMbRVbvJyMfT+1Hdy53UxGS2j1vFi4AnmFqYMXLHdEwtzFAqFVzff4EDi3cCUMf7A9qP7k7xSqX4ofNUnt98pMvr0+kDqOVVl5TEZDaMW5GlXQcvHy3Z9THrJLtmld7O2YGBi0ZS1NEWjVrDqe1HOLpBu/m3dPVyKIuWxMREgUadiio2FHL42mvqnEWcOnsReztb/ti6OkdpsqKaRx26TOuHQqng/I5jHHuLnVMkO78MeKK7Z6IwYcxfc4gOjmTdoPmA1s7t9Oz8Qs/OkDf+5D26O00+bUVchPZM/d3zt3P7xDUAekwfgKvUNhvHreC5kbZ1kNrWsqgVzwMes16vbbNK/9n8YdSS+oxvu7G6vD4a/QnNPm2NqZkphawLEx0SyaqhC3LFp0wtzBi/wxdTC1OUSiVX9p9n92IRgHrejeg8WqBEpVIs6DyFIvbWuW5nAI9+7WnxWTvUKhW3jvnz59xtBvd7Tx9IHa+6pCSmsHbcMp5mUe/hy8dQpKg1TwMe8eOYpahS02jcuTkfDv0YgKSERDZNXcPzO08xszBj8o6ZUr9Wcmm/H78v3qHLr4ZHHT6ZNgATpYJzO45yyEhdP5k+gJrSeLF53EpdO/aZP4xaLesSGx7NrAx1BWg9uCNdp/TFx30Q8ZGx1PRwQ5g2AIVSwZkdRzm46o9MabLymazS1vVuRMfRAk6VSjG38ySeSn2miK0VX6waS7nalTi38zg/T1+n05EXzwI7ZwcGLfqSoo62qNUaTm0/TImyTvnaf7pN6kvt1vUwLeaARpWKKuoVaLQ/HXTmwlXmLv8JlUpNtw/b8HnvbgbliI6N45t5y3j+KhgLc3Nmjh9J5QrlANj862527T2MCSZUrlCOWRO+xMLCPFNd/g65OSZnZPi3w2jQsgHJicks+HohD289zCTTqV9HPv78Y0q5lKR7bYGYSO04WKZiacYuHEsl14ps/H4TO3/clatlyy3+a0s+5Bnqv4EgCLaCIAzX++wpCMKev5tfLU93ipd3ZrLnl2yevJo+s4cYles2sQ+H1+1hiteXxEfH07xHSwDio+LYPmO9QSCdztmdx/mh36xM100UJgi+A1nZ/ztmtfmaep2a4lTJ8Kfqa3i64VjeiW89R7F98lo+nT1Id+/8zpOs6Pddpnw3jFzCXO8JzPWewLX9F7l24KKBzm6+A1nTfy7z2ozFvVNTSmTQWd3TDcfyzszxHI04eS3dZ38OQFpyKit7zWRBhwl87z2Rah5ulHOvBEDQveesH7qIRxfvGuTlKtl1iueXbJn8I71nD87Crr05sm4PU72+IiE6jmaSXbNKr05T8euszUxrPYY5H0/Gq287nCuVBqDf3KGo4yNIi3qBOjkBRWFbozqN0cW7DasXZW6rd8VEYUJXPTvXzcLOxSQ7/6pn53RaDOhA6MNXBteC7j1ngxE7p+vMC38COL5ur86n0oPpGp5uFC/vzDeeX7L1LW3bVWrbaV5fER8dR9MMbWssvd/OEyztN9tofrdO+PPkZiDDq/Ri7Vc/5JpPpSWnsrDXt/h28MHX24eaHm5UcK8MwMt7z1k7dCGBF+/kmZ0rN65JrTb1+a6DD7PbjuPo2r8M7tf2rItTeWfGe45kw+RV9MtijOoxsS8H1+1hgtdI4qPj8Oih3Uz/+nkoc3p8w9QOX7N72U4GfDcUgNTkVOb2msE3HcbyjfdYanm4UVGqt4nChB6+g1jefw4z24yhvpG61vR0p3h5J2Z4fsW2yWv4VM+Pz+88wfJ+c4yW087ZgWrNaxH+4rVOV0/fQSzrP5sZbcbQoFNTXZ9OJyufMVEoskz76t5zVg9dwIOLdwzySk1O5c+FO9g1Z7PB9bx6FqjTVIizNvFN69HM+XgS7YZ0pkzN8vnaf26fuc63bb8mLewxmrRkFFYOAKhUKmYt+ZFV86axe9My9h07TeCT5wZp127dSbVK5fl9/RLmTBrF3OU/ARDyOpxtu/aw48cF/LFxKWq1iv3HThuty98ht8bkjDTwakCp8iUZ0HwgP0xYwldzRhqVC7h8m4k9JxH8PMTgemxULCunr2LnmvczkP6vIgfUfw9bYHh2QjnFrW0D/H47AcAj/wdYWltS1NE2k1y1Jq5c2ecHwLldJ3Br2xCA2PAYntwIRJWW+ZcBH1y8Q3x0XKbrLm6VCHsaQvjzUFSpKq7+dY7abRsYyNRu24CLv50C4In/AwpbF8FGKlfgxTskGMlXn7ofNuLK7rO6z2XdKhH2NFin0/+vc7i2rW+QxrVtfS5JOp/6P6SwtaVOZ0qC9idrlaZKlKZK3cRvaOArXj8KyqTfrW0Dzv92Eki3axGjdq3axJUr+84DcG7XSdwlO2SVPvp1lG7WKDk+iaDAl9g62QNQokJJNGlJAGhSE1CYF3mrjfSp71aLojbWOZbPinQ7R2Rj58sZ7Gwt2aaokz3VW9bl/C/HDNJkZWfIH3/KmFd62zzOkJc+1Zq4clVq2/O7TuImlanOW9I/eEtZSlYpkyc+BZCcoPWbN/6tdfDgwJeESnZ3rlwmT+zcvHcbDq/6k7QU7exjXLjhr+zWbduAs1K5A99S7+pNXLkkjVFndp2grjRGPbx6j4SYeOnv+9g7OejSGNbbVNevXdwq8VpvvLjy1znqZKprfS7o1dVSr64Psxj7ALp904/fv9sG0hpPF7dKhD4NJux5KKrUNC7/dZY6GfpMVj5T/i1pgwNfEvLI8IspQEpiMoGX75KanGpwPa+eBRnHLLVKxcNLdzLVxZie3Oo/d07fQK3SzkhrUpIwUZoBcPPuA8qWcqZMSSfMzMzo0LIZx85eMEgb+PQ5jerWBqBCudK8DA4lLCIKgDSViuTkFNLSVCQmpeBYzD6T7r9Lbo3JGWnStjGHdx0F4K7/XYrYWGFfPHO5AwMCCXkRkul6VHg096/fR5X6fv8asCaP/ntf+dcv+RAEwQU4AJwBGgHXgQ3At0BxoDfwEFgPVAASgCGiKN4QBGEGUFa6Xhb4QRTFpWgPBq8oHfh9GNgLWAmCsBNwBa4AfURRzFHL25ZwIOJVuO5zZHAEtk4ORL+O0l2zsrMmMSZeNyBFBoVjV+LvDxxFS9gTqa8zKBwXt0oZymVnIBMVHI6tkz0xeuXKiooNqxMbFs3rJ8F6+dkTpZdfdFAEZTPoLJpBJio4gqKSThOFCWP3fEexck6c2XKIZ9cyvyLTx66EfQa7asuf2a4JBna1leyak/QOpR0pU6M8j689AODl/ee4VC6KJiUBhbkVKPK/i2WyYVAE5TLY2SYLO8e+jqLLtH7s+W4bFlaF30lnXvlTi37taNi1Bc9uPuK3WVtIjInHtoSdQdtEBYdjlyGvInbWJGTRtrYZ2tZYemOUqV6Ozl9/SvVmtfl11uZc9SkThYJv9szDsZwTJ7Yc4LER/7ZysMkTOxev4EzFhtXo6NOD1ORUfp+9lWc3AnX37UrYE/4qTPc5IjgcOyNjVEIOxiiPHq24ccJf99lEoeDbPfMpUc6Jo1sO8OjaA4qgxNaoT1XOUFd7IvXKFZmDutZqXY/okAhe3nmaIR99XRGUN6LLmM/kJG1OyY9ngUNpR2yKFeX++duZ6pLX/ScdhWVR1EnaL22hryNwciymu1fC0YGbtx8YyFet6MKR0+epW7sGN+/cJyj4NSGvw6hZtRL9e3ShtTCYQhbmNGngRtMG7jm2RUHh4OTA61evdZ/Dgl7j4ORARGhEAZYq99FIS3r+K/xXZqgrAUuA2kA1oBfQDBgHTEYbXPuLolhb+qz/Hq4a0A5oCEyXft99IhAoiqKbKIo+kpw7MBqogTYAb2qsIIIgDBEE4bIgCJfTr5kYOz4849ojI0Kaf7A+ycSY0ozZ/QOd9Ts14fLucxnyMyKYIT+jxZJkNGoNC7wnMqPxcMrWqYhTldKZhbPJLFPx3yaTTXoLy0IMWzWOHb4bSIpLBGDT+JUoCtlgaltKSp//36bfZsO3yaDRUKNlXeLCo3lxK/N6yrfrzBt/Or31MDNafMVc7wnEhEbSdWrft+SV8zIZu5eda5/ceoh75wPY6LOC6NAoPpn6mfF0f9OnNGo1vt4+jG/8BS51KlGySplMssbbLSf63145hVKJpU0RFnSZyh9ztjJwxejsFWfyqez1VmvsSoserdgxd8sbGbWaad7jGNN4CBXqVKZUer1zSac+ZoXMaT+yK38t2mF442/rIkfjWk7J62eBhWUhhq8aR9CDFyQnJmejJnf7TzrpSz00iTFSlpkTZsz+817diImNo9ug0Wz7bS/VKldAqVQSHRvH8bMXOfjLjxzbtZ7ExCT+OnQiZwUpQIzb9v2deZXJGf/6GWqJx6Io3gQQBCEAOCqKokYQhJuAC1AO6AYgiuIxQRAcBEEoKqXdK4piMpAsCEIoUCILHRdFUXwh6bgm5Xsmo5AoimuANcCIZ7cf1wN4cj0Q+5JvXoHaOdkTFWL4TTUuIobCNkVQKBWoVWrsnB2ICo38G6bQEhUcjp2+TmcHojPkFxUcYSBj6+RAdEj2OhVKBXXaNWR+x0mZ8rPVy6+os71RnbYGOu2JyaAzKSaBwPO3qebhRvD9Fwb36ng3osc87brDwOsPM9jVgWijdrU0sGu0NEsQGRyeZXqlqZJhq8dy4Y/T+B98s048OPAVqhhpVl5hhom55VsslTdksqGzPTEZ7BxtxM7RIZHU8f6Amq3rUd3LHVMLMwpZFab34hFsG7MiG51540+xYdG6v1NT0qjfqSllXMvzVOoz6XOotk4ORvuMZYa2jcrQtm9Ln45n33Y069kagMfXH2Ln7MDpX47w5bqJKE1Nc82n0kmMSeD++QBcPdx4dd9wLWlsWAxVmri+SZ9Ldo4KDue65MdPrweiUatpPbQT7p2a6OrtULIY6fOG9k4ORGYod2xEDJZvGaPKVCvHoLnDWNB/FvFRmZcEJMQkcPf8LWp7uHPq/qsc+VRkcDh2JYsB97Qy2dTVsVwJipUuzpT93+tsM2nPPH75Zm0GXfY6X9HXZcxnTM1Ns037NkpVLcu0fdry5OWzoFX/DnQZ14ukuERuHr+ab/1Hn0bdPDCxsEIV/kx3rYSjA8Gv37xlCHkdnmnZhlURS2ZN/ArQfnlo9+kQSjuX4Owlf0o5F8feVvu4btWiMdcC7tKxrWe2ZclvOvbriHfP9gDcu34fx5KOunvFnB0Jz4H9/t9Qv8fLM/KC/8oMtf5XcbXeZzXaLxVvm/fRT6si6y8hOZVLZ4Wvt3YDkv+hizTu6glABffKJMYmGLziS+eeXwD1vBsD0KSbJ9cOXcpGRdY8vR6Io4sTDqUdUZopqduxCTcOXzaQuXn4Mg27tgDARSpXTl7pVW1Wi5BHr4gKNhwgnks67SWd7h2bEHD4ioFMwOErNJB0lnOvpNNZxN6aQjba4NTMwowqTWsRGph5beL1fedZ4D2RBd4TuXboEo26egA5sWsjAJp089DZ9frhy1mm7zdvGEEPX3J4neFeVGsHG93fSktb1Emx2dortzFm51sZ7Hzr8BXq69k5KTaB2NdR7J3/C76NRzCr2Zds+XIpD84FZBtMQ975k/66zuT4RG4cvsxc7wnc0Gvb8m/J655fAHWltm3UzYPrRtr2bekBTmw5yCxvH5b2m63zKfd2DYkKjcw1n7Kyt6Gwzr/Nqd60NsGBLzPlG/TgRZ7Y+cahS1RpXBOA4uWdMTUz5cjq3UzzHsc073FcPXSRplK5K76lL93xu0UDaYxq1s2Tq4e0Qbp9yWJ8udqHH8csJeTxm3X41vY2WOrVu0bT2ryS6v30eiDFXZx1da2XRV0/eIe6vrr3nAn1B/NNs5F802wkUcHhfPfRBG6fvC7pKo7SzJT6HZtyPYOurHzmyfWH2aZ9Gy/vPSM/ngXlalXijHgUn0ZD8D90Md/6Tzo1PdxoN7QLqsgX6L9Wca1amWcvgngRFEJqair7j53Bq0lDg7QxsXGkpmrXm+/ae5h6dWpiVcQS5+KO3Lh9n8SkZDQaDReu3qBCuWzeXBYQf236i2HtRzCs/QjOHfSjTTftht1q7tWIj43/1y33+C/yX5mhzo5TaNdSzxQEwRMIE0UxRhCErORjgVzbqXDz+FVqedVlzsnl2qO0fFbq7o3aMJmNE1YRHRrJzrlb+GLZGD4e+ynPAp5wRtRuarBxtGXq7nkUtiqMRqOh9cAPmdZmNElxiQxeOpqqjWpiZWfNfL8f2b/4V/zE46hVasRp6xmxeTImSgXnxRMEP3hBs97ambgz244QcNyfml7uTD+5hNTEFLb6rNKVq//Sr6jcqAZWdtbM9FvJPilfgHodmxhsRkxHrVKza9oGvtg8GYVSwQXxOMEPXtBE0nlu2xFuH/enupcbU04uISUxmV98tEcV2RS3o9fCYSgUCkwUCq7t9eP2sasA1GrXgK4z+mNlb8Pg9eN5eecpP372nWRXd2afXEZKYgobfd4Ehl9tmMSmCauJDo1k19ytDFk2hi5je/Is4DFnxGN67ZI5faX61WjczYMXd57qZpZ+m/8zt07407BTM0zttAO6OjkBTXLOA2qf6XO55H+DqKgYWnXpw/BBfenWsV2O0+vb+bdpGxgi2fmieJyQBy9oLNnZb9sR7kh2nnxyifZ4Qp/sj4Sq1a4BH2ew85rPvtPpzAt/6jKpN6VruKDRaIh48Zrtk9cCECCVf5bUNpv02nbkhklskdr2t7lb+XzZGDqP7cnzgMecldr2ltS2xtIPWjpK12fm+q3mr8UiZ8VjdJvUl9I1XLAtbkeVhtWJeBXGujHLdOn+iU8VLW7LwIUjJf824fJeP25I/u3eriE9ZwzEyt6GL37yISo4Itft7Ccep/f8YUw+uABVahpbxr4ZgwCuH79Kba+6fH9yBcmJyfykZ6+vN0xh/YSVRIVGIs7dyvBlY+g2tidPAx5zShqjunz1CVZ21nw2681JOTM6TcC2uB2DF45EoVBiojDh4t5zXD92hSIoUavU7Ji2npGbp6BQKvATjxP04AXNe7cB4PS2w9w67k9Nr7p8e3IpKYkpbNEbOwcsHUUVqa6z/Vaxd7HIOWmMyohapeaXaesYJek6K+lqIek6te1wlj6TVVoAt3YN+VRqu5HrJ/H8zhOWfqY9AWP2mRUUtrJEaabErW1DFvedmWfPgtLVytEkw5gVFRSRr/3n028HYWpuiqm9dr20OiURdUwwpqZKJo8azBc+36JSq/i4Q2sqlS/Ljj8PANCjc3sePXvB5DlLUCoUVHApg+947akYtWtUoY1HE4TBX6NUKqlWuTyffPTuY2ZW5NaYnJGLxy7SsGUDNp5Zrz02b+wi3b1Zm3xZNP4HIkIi6DKgM58M6469oz0/Hl7FxWOXWDz+B+wc7Vi+dymWVpZo1Bo+HtSFwS2/ICEu4R+XLTf5J8tS/x8x+bdXWNqUuEcURVfp80bp8870e0ALtBsVy5N5U2KcKIoLpLS3gI9EUXwiCMLPaNdk70e7KXGcKIofSXLLgcuiKG58W9k+d+me78YvhDK/VQJgZvQlQN4SR8HsgF55eV6B6J1Qf3KB6E0poNd6qeT/hpeC2mJjUUAvE2NJKxC9RQpgnFIVkB8XlF5lAYzJAMv9fPNfqZlF/usEPnTPtcPA3olDzw8UTONmoKx9rTxx7mcRN9+L+mXkXx9Qv8/IAXXeIgfU+YMcUOc9ckCd98gBdf4gB9R5z/sSUJe2d80T534Rceu9qF9G5CUfMjIyMjIyMjIyucp/bcL2v7IpUUZGRkZGRkZGRiZPkGeoZWRkZGRkZGRkchW1PEMtIyMjIyMjIyMjI5NT5BlqGRkZGRkZGRmZXMXYr2D+m5EDahkZGRkZGRkZmVzlv7YpUQ6oC5CCOMIuuYAO/nquTsx3ndt6mue7ToAO7sMKRG8tpV2B6K2hMisQvf7K5OyF/iUkFdARkAVFu6T8fzRFKwtmBeRFs9QC0VsQR5kCdGr4db7rLKijCff6r8xeSOZfgxxQy8jIyMjIyMjI5Crq/9iSD3lTooyMjIyMjIyMjMw/QJ6hlpGRkZGRkZGRyVXkNdQyMjIyMjIyMjIy/wD5HGoZGRkZGRkZGRkZmRwjz1DLyMjIyMjIyMjkKv+1JR/yDLWMjIyMjIyMjIzMP0CeoX4PqO5Rh+7T+qNQKji34xiHV/2ZSab79P7U9HInJTGZLeNW8SLgMQC95w/FtWVdYsNjmNNunE6+VI1yfDp7MGYWZqjTVOz4Zh1Prwfy6fQB1PKqS0piMhvGreCZlI8+xUoXZ/Dy0RQpasWzgMesG7MMVWoagNH0phZmjN/hi6mFKUqlkiv7z7N7sagt96S+1G5dj+SUFIKfBrN03A/0Gtubel71SU5MZsnYH3h0KzBTGYqXKYHP8vFY2Vrz6NZDFo9eRFpqGh9/0ZUWXTwBUJoqKV2pNJ+59SYuOo4iNkUYOf8rylYpi0YDikMrUD+7nylvZRV3LDoNBBMFqZeOkHri98wyFWpi3nEgKJUQH0vij98AYNF9BMrq9dHERZO4eHQ2LZuZEd8Oo2HLhiQnJjH/64U8vPUwk0znfp3o+vnHlHIpSdfanxATGQNAyy5efDpcACAxPoklk5fx6M4jo3qqedTh42n9MFEquLDjGEdX7c4k8/H0flT3cic1MZnt41bxIuAJphZmjNwxHVMLM5RKBdf3X+DA4p0A1PH+gPaju1O8Uil+6DyV5zeN606njGdtms3oi0Kp4Pb2E/iv/Mvgvm1FZ1ouHIKjqwsXvv+Vaz/u093rc24xqfFJaFRq1CoVOz+clin/vPBlgO/OrCApLgmNWo0qTcXsThMBqOfdiE6jBZwrlyYyKJyE6Ph809txtIBzpVLM7jyJpzcD6Tl9ILW83ElJTGH9uOVZlmHI8jFSGR7xk1QGp4olGfD9CMrWrMDvC7ZzaK3WN+ycHRi06EuKOtqiVms4tf0wBzbs1eXXe/pA6njVJSUxhbXjlvE0C53Dl4+hSFFrngY84scxS1GlptG4c3M+HPoxAEkJiWyauobnd54C0G7QR3j0aI1Go+HFvWf85LMckjJlTXGv2tSa+RkoFTzbdpwHyw39qXTXplQa2REAVXwS1yesJ+b2MxQWZjT7YxoKc1NMTJW82nOBe9/vyqwgC0p61qaBb19MFAoebj/BrRWGem0qOtN08RDsXV3wn/crt/X8uNqgdlTu5YmJiQkPfj7OnZ8OvlVXXjwLvEd3p8mnrYiL0I4ju+dv5/aJa2/KmAdjRYevBVzb1EOj0RAXFsPP41YRExqZKd+h3w6lQcsGJCcms/DrhQQaeRaUKFOCiSsmYm1rzcNbD1kwagFpqWlYFbVizIIxOJdzJiU5hcXjFvP0ntanOg/sTPte7THBhAPbD7BrXeYxPp3h3w7TlWFBFmNyp34d+Vgak7vXFnRjcpmKpRm7cCyVXCuy8ftN7Pwx536VFVPnLOLU2YvY29nyx9bV/zi/gkQ+Nk/mbyMIgq0gCMPfJY2JwgTBdyAr+3/HrDZfU69TU5wqlTKQqeHphmN5J771HMX2yWv5dPYg3b3zO0+yot93mfLtMrE3+5fsZK73BPYsEukyqTc1PN0oXt6ZKZ5fsmXyj/SePdhombpN7M2RdXuY6vUVCdFxNOvREgBXT3ej6dOSU1nY61t8O/jg6+1DTQ83KrhXBuD2mevMaPs1o9p9ycvHLxkx70ucXUoytMUQVkxczrDZxs3Vb1J/dv/0J8M8hhAXHU/rHm0A+P3H3xjT4SvGdPiKLfM2EXD+FnHRcQB8PmMIV09cYUTLYYxu/yXq0BfGDI5Fl8Ekrp9FwqJRmNZpjknx0oYyhSyx6DKEpE3fkbhoNElbF+hupV45TtK6mUbLnB0NvRpQqnwp+jUfwOIJSxg150ujcgGXAxjfcyLBz4MNrgc/D+HrT3wY0nYYW5dsY8y8UUbTmyhM6OY7kDX95zKvzVjcOzWlRAafqu7phmN5Z+Z4jkacvJbusz8HtG25stdMFnSYwPfeE6nm4UY590oABN17zvqhi3h08W62dTVRmNBiVj/2fjaf7S3HU7lzI+wqlzSQSY6K58z0LVxbs89oHn8KsxHbTzEaTJf1qpMnvpzOwp4z8PX20QW1AC/vPefIhn3ER8ex8ovv81XvyqHf8+DiHQBqSXlM9vySzZNX02f2kCzK0IfD6/YwxetL4qPjaS6VIT4qju0z1usC6XTUaSrEWZv4pvVo5nw8Ca++7SlZSds3anvWxam8M+M9R7Jh8ir6ZaGzx8S+HFy3hwleI4mPjsOjRysAXj8PZU6Pb5ja4Wt2L9vJgO+GAmBXwp42/b2Z3nE8U9qNQaFQ8EHHZpkzVphQ+7sB+PWaz7EWPpT6uAnWVQx9Ov5ZKGc/nsmJlhO5t/h33BZofVqdnMrZbrM40WoSJ1pNooRXHezqVjJa/oyYKEz4YHY/jvaZz26v8bh0aUTRDH6cEhXPxW+2EPCjoR/bVi1N5V6e7PtwOn+1mUzp1u5Yly/xVl158SwAOL5uL3O9JzDXe4JBMJ1XY8WxNX/xfYcJLPCeSMCxq7Qb1TVTmRp4NaBk+ZIMaj6IpROWMnLOSKNlHzhpIH/89Aeft/icuKg42n3aDoAeI3sQGBDI8LbDWTB6AUNnaH2qXNVytO/VntEfjWZ4u+E0bNWQki4ljebdwKsBpcqXZEDzgfwwYQlfZVGGgMu3mdhzEsHPQwyux0bFsnL6Knau+eeBdDpdvNuwetGsXMtPJv/41wXUgiD87Z8fFATB9G2fc4At8E4BtYtbJcKehhD+PBRVqoqrf52jdtsGBjK12zbg4m+nAHji/4DC1kWwcbQFIPDiHRKkgDIjhawKA1DYxpLokEhqt23A+d9OAvDI/wGW1kUoKuWjT9UmrlzZdx6Ac7tO4i6Vx+0t6ZMTtFNKSlMlSlOlbu3U7dM3UKu0v854/+o9yteowPFdx7Sf/e9RxKYIdsUz/8Jf7Sa1ObvvDADHdh6lUbvGmWSad2rBqd1auxS2KkzNhjU5/MshANJS0yApIVMaRZlKqMOD0ESEgCqNtOtnMK3R0EDG1K0FabfOo4kKA0ATH627p358G01ibKZ8c0KTto05vOsIAHf872JlUwT74vaZ5B4GBBLyIiTT9dtXbuu+PNzxv4ujczGjesq6VSLsabDOp/z/Oodr2/oGMq5t63NJ8qmn/g8pbG2p86mUBO0vEL5pS22a0MBXvH4UlKO6FnerSPSTEGKevUadquLh7vOUb1vPQCYxPIbQ649Qp777rwCWb1svz3w5K4IDX1KuVgViXkflu96QR690n93aNsDvtxN6eVgazaNaE1eu7POTynACt7ZaP48Nj+HJjUBUaYZ2j34dpZvpTo5PIijwJXZOWv+s27YBZ6VyB76l3NWbuHJJ0nlm1wnqSjofXr1HQky89Pd97J0cdGkUSiXmhcxRKBWYFzYnKiQiU7527pWIfxxCwrNQNKkqXv7hh1M7Q3+KvPyA1GitjsgrDynk/KZvqSSfVpgpMTFVQg7Xdjq4VyT2SQhxkh8/+fM8ZTLoTQqPIfz6IzQZ/Lho5ZKEXQ1ElZSCRqUm+PxdyrY37If65OWzICvyaqxIjnvzy7jmlhZGzd2obSOO7joKwF3/u1jZWBl9FtRpWofTe08DcGTnERpLz4Kylcty/ex1AF4EvqBEmRLYFrOlTKUy3L16l+SkZNQqNTcv3KRp+yZG668dk9+UoYiNldExOTCLMTkqPJr71++j+htjWFbUd6tFURvrXMuvINFoNHny732lQJd8CIIwEwgTRXGJ9Hk2EAJYAIL0/99FUZwu3f8DKAMUApaIorhGuh4HLALaAWMFQagAjAM0wA1RFPsKglAOWA84Aq+BAaIoPhMEYSMQAbgDVwVBcMjweSWwQkqXAAwWRfGuIAglgNVABak6w4CvgIqCIFwDDoui6JOdDYqWsCfyVbjuc2RQOC5uhrMntiXsDGSigsOxdbLXPdiNsfPbTYzYPJmPJ/fBRKFgYbdv6OE7kAh9XVI+0Xr5WNlZkxiToAuCI4PCsS2hHWDsSthnmd5EoeCbPfNwLOfEiS0HeHwt82uzVj3akJSQSFhQmO5aWHA4Dk4OROq9DrS2syE+Jl5XhvCgMIMHMIB5IQvqetZjzTfaV2JOZZ2Ijojhq4WjKV+9PIE3H0LARkg1/Hlqk6IOaKLe1EETHY6ibGUDGYVjSVAoKTzEFywKk3p2L2lXT2Rp65xSzKkYr1+91n1+HRRGMScHIkIzBxDZ0eHT9lw8fsnoPdsS9kTptVN0UARlM/hU0QwyUcERFJV8ykRhwtg931GsnBNnthzimZG2zI4iTnbEvXpTr7igCEq4V8x5BhoNHbdNRKPRcHvbMW7/fDxT/nnly2hg9JapoIGTPx/m9PYjOjm7EvakpaTlu159bEs4ZMgjAlsnByNliDcog12JzIFCVjiUdqRsDRcCrz3QlTv81Zt+GxEcjp0RnQk50OnRoxU3TvhrZUIi2L92N4vOrSYlKYVbp69z6/R1qmBhkKaQsx2JenVODIp46yxz2V6ehB67/uaCwgTPQ7MpUt6JxxsOEemfeWmBMSyd7IjX8+OEoAiK5dCPo+6+wH3CJ1jYWZGWmELplnUIv555mUw6efUsAGjRrx0Nu7bg2c1H/DZrC4nSl5u8HCu8x/WgftcWJMUmsKKnb6YyOTg5EKbnU2FBYRRzKmbwLLDJ8CwICwrDQXoWPLrziCYdmhBwKYAqblUoXqo4xZyL8fTeU/qN74e1rTUpSSk08GrAvRuZl/6ll0F/TA4Leo3D3xyTZTIjH5uXv6wD+gEIgqAAPkUbUFcGGgJuQD1BEFpI8gNFUawH1Ae+koJfgCLALVEUPwAigSlAS1EU6wDp78WXA5tFUawNbAOW6pWjCtBaFMWxRj6vAb6U9I4DVkoyS4GTko66QAAwEQgURdEtq2BaEIQhgiBcFgThMoCJiUlmoYw+aEQmu29pzfu04beZm/imyQh2zdxE73lDs8gnJ7qyv6dRq/H19mF84y9wqVOJklXKGMh9MlJAnaYiIjjzQJWxLkZNkkGmYZuG3Ll8RzdjqzRVUtG1Ige27GOM9yiSEpMx98r8mtEoGW2gUKAsXZHEDbNJXOeLeavumBRzzllebyEn9coJdRrXoX2Pdvw0Z10Wioxcewcba9QaFnhPZEbj4ZStUxGnKqUzC2eDMb9+l6r+1tWXX72nsvez73Ht1xrnD6q+e/5/05fndpvKrI8msKT/bLw+a0flhtVzlmde6n179pkL8TfGjHQsLAsxfNU4dvhuJCl9ptG4w2RQmb3Oao1dadGjFTvmbgHA0qYIdds0YFzz4Yz+YDAWloVo0qVFpnyMj5PG61OsaQ3K9fQkYNb2NxfVGk60nsxB95HYulfEulrOfDpH43MWRD98xa0Ve2i9fSKtt40n4vYz1KqsZzLz6llweuthZrT4irneE4gJjaTr1L56+RlJkEtjxb4FO/BtMoIrf56heb92mfLIib+8TebXFb9iVdSK5QeW06l/JwIDtG9dnj98zq8rf2XOz3OYuXUmj24/ytLu7+JXMjLZUaAz1KIoPhEEIVwQBHegBOAPNADaSn8DWKENsE+hDaI/lq6Xka6HAyogfRFTS2CnKIphko70CK4xkB5hbQHm6xXlV1EUVRk/C4JgBTQBfhUEIf1e+tRJS+AzSYcKiBYEIfP7qsx1XoM2SGekSw9NVHA4diXfzL7aOTsQnWHzRlRwhIGMrZMD0SGZN3jo80E3D3Z+u5EWfdvSpGcrSlYti594HHt9XU4ORGd4vRoXEUNhG0sUSgVqlVoqj1YmMjg82/SJMQncPx+Aq4cbr+4/B2DgopG4t/+A4KdB3L92n2J6SxWKOTkQkSGPmIgYitgU0ZXBwbkYkRlkmndswek/T+o+hwWFERYUxv1r2pmIc/vO0mGmQEY00eGY2L6pg0lRBzQxEZlkVPGx2tnt1GRUj2+jcHZBFZaz5Q76dOrXEe+eHQC4f/0+jiUddfccnYsRbuT19tsoX608Y78fzaS+U4mJMr70JCo4Alu9dirqbG/Up2wNfMqemAw+lRSTQOD521TzcCP4vpH16G8hLigCq5JvZietnO1JyMZn9UkIiQK0y0IeH7hCCbeKOFQrQ42eXgCEXn+UZ76cbqvY8Bj8D16k9cAP6TljIACPrz+kWBlHo+lyW2/5OpV066a9+ranXK0KDF4yivsXbi2xuI0AAC13SURBVGfIwz7TMgltGYoYlCHKyKawjChNlQxbPY7zf5ymaHE7fPct0NXboWQxHkhy9k4OmfpkbEQMlm/RWaZaOQbNHcaC/rOIj9J+Ea7ZrDavn4cSK22Yu3LgPJXqVSXulwsGeSe+iqCwXp0LO9uTFJy5PjbVy+C2cDB+veaRGpl5+UNaTALh5+5Q3KsOsXez9+n4oAiK6Pmx5Tv68cNfTvLwF+045T5RICEo6/6eV8+C2LA3S9bO/nKMoesmGOSX12PF1T/PMnj9BA4s3knTvm0Z+akHoB0Pi5XUexY4FyM8JNwgbXREtMGzoJhzMd3zIiEugcVjF+tkN57bSIi0xvnQjkMc2qFd/tdvQj9e670V7divI9492wNwL8OYXMzZ8Z3HZJms0cibEvOdn4D+wAC0SzJMgO+kWV43URQriaK4ThAET6A10FiaFfZHu/QDIEkvIDYhZ3MI+jLxGe6lf1YAUXplcRNF0fi00d/k6fVAHF2ccCjtiNJMSd2OTbhx+LKBzM3Dl2nYVTtr4+JemcTYhGxf8UWHRlK5UQ1ObTnEb7O28OL2E24cukSjrtrBrIKUT7SRfO75BVDPuxEATbp5cO2QdmnB9cOXjaa3srehsI0lAGYW5lRvWpvgwJcA1PRwo1ytigxuMpBR7b7k/EE/vLppN0dVca9KfGyCwSs+XZ39btLUW7s5qWX3Vlw4dF53z9LakpqNXA2uRb2OIiwojFIVtBtqajetgzr0eaZ81S8eonBwxsSuOChNMa3TDNUdw6UTabcvoihfHRQKMDNHUaYKmtCXb7V3Vuze9BdD2w9naPvhnD14jjbdWgNQ3b0a8bEJ7/RqsXhJR2asncbcUd/z8nHW5Xku+ZS95FPuHZsQcPiKgUzA4Ss0kHyqnHslnU8VsbemkK4tzajStBahga8y6ciO0OuPKOrihHUZRxRmSip1asTjw1dzlNa0sAVmRQrp/i7TwpXwey+4tekIYvspiO2n8PjglTzxZfPCFlhIus0LW1CjeR1ObT+Cr7d2w+21Q5d060fzWu/L+2/89/iWAzy9+Yi1o5bgf+gijbt65rAMjaUyeOrK8Db6zRtO0MMXHF63h+NbDjDNexzTvMdx9dBFmkrlrvgWnXf8btFA0tmsmydXD10EwL5kMb5c7cOPY5YS8vjNF9PwV2FUcq+CeSFzAGo0rcWrh5kD3ahrgRSp4IRlWUdMzJSU6tKY4EOGPl24lAMN1o/hysiVxD96s6HX3MEaU8mnFYXMcGzuStzDnPl0+LVHWJd3wkryY5fOjXh+KGd+DFDIwQaAIiUdKNuhPo//OJelbF49C2z01rrXadeAID2/yquxopiLky69a+t6uutntxxiZPuRjGw/Er+DfrTqpt20Ws29GvGx8UafBTfO3aD5h80BaN29NX6HtGv0i9gUwdRMOyfYvmd7bl64SUKcdt9MUYeiADiWdKRp+6Yc//OELr+/Nv3FsPYjGNZ+BOcO+tEmQxnk5R4yfxeTgl7gLQiCOXATMEM749wKmAm0EkUxThCEUkAq2hnmz0VR7CgIQjXgGtBeFMUTgiDEiaJoJeVXE/gdbeAdLgiCvSiKEYIg7EY787xFEIT+QGdRFD+W1lDvEUVxp5Q+4+dzwGJRFH8VBMEEqC2K4nVBEH4Bzoui+IO0EbKIVIeroiiWy0ndR7r00IB253Z36dii8+IJDq74nWa9tYHXmW3adZSC70Cqe9QhNTGFrT6reCYdWdZ/6VdUblQDKztrYsKi2bf4V/zE41SoX5Xu0/ujMFWSlpzCjqnreH7rMd18B1DTw42UxBQ2+qzgqZTPVxsmsWnCaqJDIylWpjhDlo2hiG36kV9LdetGe/kOypS+VLWyDFw4EoVCgYnChMt7/dizVHt80uwTyzA1NyVKOmbovv891CoV7p71SE5MZtm4H3h4Q7vu7puNM1gxYSkRIRGUKFuCccsnYG1rxaOARywatUBXhpbdW1HXsx4LRuq/ZIDyNcozcv5XmJqZEvwsGFe/lZCY8bsSKKvWxaLjQFAoSL10lNTjuzD9oC0AaRe0sxpmLTpjVr8lGo2GtEtHSD2zBwCLnmNQVnDFpIg1mrhoUg7/Qtqlowb5d/k5s850vpw1ggae2iMDvx+7kPs3tHN+szfNZNH4xYSHRNBlQGd6DPsEe0d7IsOjuHjsIovG/8DX80fTvEMzQl6GAqBSqRjx4ZuTQmop37wgqe7pRpdp/VAoFVwQj3NkxR80kXzqnORT3XwHUM3DjZTEZH7xWc3zm49wrlaWXguHSW2p4NpePw4t/U2bf7sGdJ3RHyt7GxJj4nl55yk/fvYdlVXGX3SV9apDsxl9MFEquLvjJFeW7aZmH+2XqYCtxyjsWJRP9s7E3KowGrWa1IRktrecQGF7K9qvHQ1oN6w9+PMcV5ZlPsqr+uw+ue7LxcoUZ/ga7WotpVLJhT/PsG+Ftv7u7RrSc8ZAbIrbYgKkJKWw4NMZ+aL30xkDsZbs/uzOE0KfBOMqtd0Gn5U8valdEzxqw2Q2TlilK8MXujI84acxS0hLScPG0Zapu+dR2KowGo2GpPgkprUZTelq5Zi4cxYv7jxFrdGuWf11/s/cOKENIPv6fk5tD3eSE5P5yWcFTySdX2+YwvoJK4kKjcSxTAmGSzqfBjzmR0nnwLnDqN+hEWEvtetV1WkqZnTSzpR+PKYHDT9qijpNxdOAx6yfuJJOMZn3lhdv5UYt376YKBU8236C+0v+xOUzbTD0ZPNR3BYOxvnDhiS+0OrQqNScbDcVm+plcF86DBOldnx6ufs89xdlPkYtWml8fqlUyzo0+Fa7F+XhjpPcXLqbKn21fnx/yzEKORblw/0zMbMqDJIf7/acQGpcIu1++wYLOyvUaWlc/vZngs8EZMr/olmq7u+8eBZ8tmgEpWu4oNFoiHjxmu2T1xLzOgozab1HXowV/VeNoXiFkmjUaiJfhvHrlJ90M+l3VW9mzIfPGk59z/okJSaxeOxiHkjjoe8mX34Y/wMRIRE4lXXSHZsXeCuQ70d9T2pKKtXqVmPcD+NQq9Q8e/CMH3x+0C0B/H7X99jY2pCWlsZa37VcOetPVoycNYL60vNowdhFujLM2uTLIqkMXQZ05pNh3bF3tCcqPIqLxy6xePwP2DnasXzvUiytLNGoNSQmJDK45Re6wH6v/8os9WaFz/S5XPK/QVRUDA72tgwf1JduHTMvmXkbZsUqGFvMk+8ULlwuTwLMxMSn70X9MlLgATWAIAir0c4ET5Q+jwI+l27HAX2AF8AfQCngHtpNgjMyBtRS+n6AD9qlIP6iKPYXBMEF7Qx4MTJvSnxbQF0eWAU4ow2YfxFF0VfalLgG7aZEFTBMFEU/QRB+BmoD+7PblJgeUOcnyajzWyUAoerE7IVymW09zfNdJ7w9oM5L9APq/CSrgDqv8VcmZy/0L6GgXp2mFpDerkkW2QvlMlkF1HmNfkCdn5gZXUCd9+gH1PmFqoD8+O8E1LnB+xJQFypUNk8Mn5T07L2oX0YKPKCWNiNeBT4RRfFBdvL/JuSAOm+RA+r8QQ6o8x45oM575IA6f5AD6rxHDqgLhgJdQy0IQg3gIXD0vxZMy8jIyMjIyMj8W9Hk0X/vKwV9ysdt3pzjLCMjIyMjIyMjI/N/R4EG1DIyMjIyMjIyMv8+CnpJcX4jB9QyMjIyMjIyMjK5yn8toH4fzqGWkZGRkZGRkZGR+b9FnqGWkZGRkZGRkZHJVf5b89Nop+Tlf/9//z755JMh/wWdst5/r05Z779Xp6z336tT1vvv1yv/+3v/5CUf/78M+Y/olPX+e3XKev+9OmW9/16dst5/v16Zv4EcUMvIyMjIyMjIyMj8A+SAWkZGRkZGRkZGRuYfIAfU/7+s+Y/olPX+e3XKev+9OmW9/16dst5/v16Zv4GJRvOf24cpIyMjIyMjIyMjk2vIM9QyMjIyMjIyMjIy/wA5oJaRkZGRkZGRkZH5B8gBtYyMjIyMjIyMjMw/QA6oZWQAQRAUgiA0KehyyPx7KCifkvQK+a23IBEEoXxOrsnIyMjkFXJA/X+CIAiWgiB8IwjCWulzZUEQPirocuUlgiCUEwShtfR3YUEQrPNKlyiKamBhXuX/viLZtWo+6msqCEIR6e8+giAsEgShXB7rVAqCsDUvdRijoHxK0jsyv/UCCIKwSxCEDwVByO9nyy4j13bml3JBEOwEQaidT7o+KgD7IghCCUEQ1gmCsF/6XEMQhEH5oLdQXut4i+4mgiD0EgThs/R/eaxvXk6uybyfmBZ0AWRyzAbgCtBY+vwC+BXYk5dKBUG4CWQ8CiYauAzMEkUxPI/0Dkb7K1H2QEWgNLAaaJUX+iQOCYLQDfhNFMU8P/5GEIRYMttWhyiKNnmsvyOwADAHyguC4Ab4iqLYKQ/VrgLqCIJQBxgPrAM2Ax55pVAURZUgCI6CIJiLopiSV3qyIF99So/DgiCMA3YA8ekXRVGMyGO9q4ABwFJBEH4FNoqieDevlAmCUA2oCRQVBKGr3i0bIE8DMUEQTgCd0D5HrwGvBUE4KYri13mpF/gUWCIIwi5ggyiKd/JYXzob0T6Hpkif76P1r3V5rPeWIAghwGngFHBWFMXoPNaJIAhb0D57rgEq6bIG7XiVV7QBJmS41sHINZn3EDmg/v+hoiiKPQRB6AkgimKiIAgm+aB3P9rB5Gfp86fS/2PQDrAd80jvCKAhcAFAFMUHgiAUzyNd6XwNFAHSBEFIAkwATV4FtqIoWgMIguALBANbJJ29gTybjddjBlobn5DKc00QBJc81pkmiqJGEITOwBJRFNcJgtAvj3UCPAHOCoKwG8MAc1Ee6033KZUgCInksU/pMVD6/wi9axqgQl4qFUXxCHBEEISiQE+0gf1zYC2wVRTF1FxWWRX4CLDFcCyKBQbnsq6MFBVFMUYQhM/RBrbTBUG4kcc6EUWxjyAI/2vvzKPsqqp1/wuICkIABUEaETHAzQNpBMEroiiNcEWl+7x00tmADUGGXPFdELC5DLnwvIAtIFEjqB8qnaJ0IiiNNKFHfDxDIyJglJgA0oW8P+baqZOikgCptXedqvkb44w6e586Z659mr3nmmvOb44n3t/JkuYQju4PbM+qaHoF25b02TKOZyTNXtiTFhXbb5D0WuBtxGf9dUkzbG9Y2fQmwMSWgisHAR8D1hr0HVoGuKq2/WR4SIe6f3hK0pKUiKaktYAnW7D7Vttv7dm+VdKVtt8qaa+Kdp+0/VSTCirpJSwgmjscNA5uB2xne7Oe7W9I+h1wXGW7z9j+R8vptrPKBXlv4G2SFgeWaMHuA+W2GO1MVoDuvlO2O8sflvQqYC/iM74ROAPYAtgHeMdw2rJ9LnCupLfYvno4X/t58BJJrwHEQNS2FYoj/xNgSeAQYCfgMEkn2T65ktnHymfbXIM2J1YrqyJpNeCthEO9AXA78NvadoHbgJWBv7Rg60wieHUscHjP/lktrColw0Q61P3DUcAvgdUlnUGcYPZtwe7Skjaz/TsASW8Gli6PPVPR7uWS/jewpKRtiNn7+RXtAZELCUygZ7nY9hWVzc6WtCfwQ+JitTsDS4w1uU3SHsDikiYAB1M/GvIBYA9gf9sPlsjTf1e2ie1jAEoe/hzbj9a2Wew1Kw5r2v6CpNWB19i+tgXb6wETmfe7XHO5Gkk/BdYlVlt2tN04Iz+SdH1F03+TdCmwku31Sj7ze21/saLNzwMXAr+1fZ2k1wN3VbQHzE3V2p9IR5gCvNn2w5KWAn4P1HKoDwXOI6KoVwIrArtWstXLfcB1wH/ZPrC2MUnnE+fhZYA7JF1LT/CqRkpcSWH5h6QTgb83Kw2Slum9/iYjm3So+wTbF0uaCmxOLBtPsj29BdMfAk6XtHSxOxP4UCksO7ai3c8U27cCHwUuAE6raI+ydDuJyNe+iXivrwbeWdMu4WCeWG5zgCvLvtp8koisPUlESC4EajogFCf6J8SkBWA6cHZNmzDXuZxC5OQjaTrwQdu3Vzb9deBZ4jv0BeBR4GvApjWNSjqKiAZPJH472xNRvWoOdSmUu8n2zkM9bnuTWraJlJLDgG8VW7dIOpOK32fbZxF1LM32NGCXWvZ62A34yuCJvu3HJe0/n+csMranSno7kWYzDvhDhRSeodiIWOHYQ9LhxKTlctu1crePr/S6z4dvABv3bD82xL5khJIOdX+xKrA48bltKQnbP61p0PZ1wPolJ3Kc7Rm9D9ewWS7Mt9hej7hQtsUkwtG5xvZWpeDpmNpGbd8DvK+2nV5KqsV5tremxeXqIYpNV6V+sSnAKcChti8r43gH8d2qLWu3me2NJd0IYPsRSS+tbBMicrgBcKPt/SStROUJqe1nJW1PRG7bZinb1w5KX6q5goak4wiH/Z/E6uEGwCG2qyrK2J6v0oTtS2vZLeeMHYDXEdegbcs1qGodgu2bJf0R+COR9rEXsCWViiFtXw6hrmF7nmLAorhxeQ27hXG9OdvlN5V+Wp+Qsnl9gqTTgdOJCMiO5VZdNk/Sy0pawMeBgyV9TtLnatossl83l3SANnnC9hMQx13UCapLyklaW9Klkm4r22+UdERNm7ZnA4+XiVKbfJxIV5pZxnEXULvYFOAVjTNd7P6aKBaszdPFEWnyTlckIta1+Wf5HT1TCtgepnJBYuEiSbu0VDDdy/RSV9K8z7tSP/d1W9szifPw/cDaRJS8KpJ2lnSXpH9ImilplqSZte0SKXf7Aq8i0iGaW1VKqtDVRJ74ncCWtl9X2y6huDGY7SvbnCbpYElLlNskYFplm8kwkTOf/mFz2xM7sHsuUXhyA+0UQTa8Bri95K/1qjLUlHS7X9JywDmEOsEjRCFbbVpfri48QRSZXsy87/HBFW22XmxamCbpSCLtAyLKdXcLdk8iUlpeLelLROT4yBbsXl++y6cSv91Hgep527SslNPDx4lViHUl/Zn4bGsWTcNAMe0OhMLG31sq8D2OyE9vSy6vYTXbrWhtD2J7239ty5gGFDder/YVNw4kzhlHEOfFS4kVvaQPSIe6f7ha0kTbd7RsdzXb727ZJrSQajEY2zuVu0dLugxYlljKrU3ry9WFn5dbm3RSbEoUcR0DNClSV9BCUa/tMyTdQKS0jAPe34YjZPtj5e43Jf0SGG+7DUm3rlRNpgFbl9qOxSrLxzWcL+lOIuXjY2X14YkW7D7UgTMN8AtJ29q+qGW7i0n6NrCK7e0lTQTeUjGHujPFDdsPMyBNm/QZ6VD3D98lnOoHiUhxE/mpHTG4StL6tm+tbGcemjy2tpG0BTDB9uRygVyV+pHMLparsf3dks+7dtnVRpHR4cAB9BSb2m4jT37rwZF3SbvRU1RWA0lTbO9NLFUP3lfT7qW23wVzc/Tn2deG3QXtq2D30EHbUFbWbN9Uw6btw0tO7UxH86DHaKcW4npJPyJW0nrVJ6rW0wDXAGeXGpenaW/14Tu02FCmUdwAdi/pWisRvtLSkpa2fV8NuxDpf0QRYptqNckwkQ51/3A6oet6K+3kYDZsAewr6W5adOQVXc++TOTXjqOFk3dRRtiEyJueTCzpfp/I+a1JF8vVTWHed4mmJ+MIScZ9KssEftL2ifQUm0qaVPbV5LM813keat9w8796N8oF+k21jCnaNC8FrKCQgGxymccDq4w2uz1sUm7Nase/EVJrB0o6y/awa7pLWoI4J29ZHPjLiQLb2owHHge27dk3h4HVl1qcQHTqvdXtdv3spKGMpE8Qza8eYuCaOweoee3rKv0vGQbSoe4f7rN9Xgd2axdhzI8u8gR3IiSapgLYfkChW1yVjparIS6Q29r+A8yNjvyAig4f0dxjsPO87xD7hoWiOrEDsKqkk3oeGk/FtJpy8W9SW2Yy4GA+RUyeavFRotHHKkTu9DjCCZgFfLVluxDFp1+raLfhVcDGLvriZXL8Y0IN4gbqNEn6BjHp/nrZ3rvs+1AFW3OxvV/N118AdwG3texMQ0cNZYjv8zq2/9aCrYau0v+SYSAd6v7hzjJTPZ8WlvkkjS8V7G05d4PpIk/wKUdb7ObE3YYKBKWSezLxXp8qaWPg8BZyFZdonGkA2/+3RN2GHUm7E9raayrafzeMB2pesB4ArgfeSzhWDbOAT9UyavtY4FhJx9r+bC07Q9g9ETixKPH8j6Oj3pGEjm21ToI9dj/pep36FsRriclKw9PAGrb/KalWMfWmtjfo2f6VpJsr2ZpLWQ04gFj96G3aU02DuvAX4NeSfsG816Cqsnl011DmT7TjuPfSSfpfMjykQ90/LEmcxNpa5juTkIO6odjplcGaQ30Jri7yBC3pW8ByCr3k/WlHB3t/2ydK2o5IcdmPcLBrO9TXl2KfRvliT+Z1OoeTq4gLwwpEZLxhFlCtWM72zYQE49nAY0UusEm9eFktu5LWLbKLZ5UJ0uBxTa1lu7Cr7c+XmoBtiPf8G8BmC37aomH7ZEn/yoBWcbO/aodG4nx1jaRzy/aOwA/KpLhWIfdsSWvZ/iOAolNiGx1OpxA5+dsRmt97Eh0Sa3N3ub203FrB3TWUmUZMIH5OexOIodL/9qxoLxlG0qHuE9pe5rP9nvJ3zTbt9tBFnuCTwCXEMvU6wOdsX1zRXkMzWdkBmFwaGbSh43sQRV+8jOEKBpavhxXb9wL3Am9RNBlpOgX+3nYbS5oXAVsT8nEQE9SLqNfY5VBC7uqEIR6bQ/3um41j92/AN22fK+noyjaRNIVo2HNTzxjmULFDI4CjrfsFRM3HOOBA202r81oOyaeByyRNKzbXICbDtXmD7d0kva8UFjddTqtiu3XlpR7ezMAkbWNFQ5nak7T7yq2VCUSZ5B9ku4v0v2QYSIe6T+hqma+rqv2O8gRXIrolTiWKQC9pye4Nki4C1gQ+W/K22yg8fQlwYhNxqR21LTZ2I1r7/ppwQk6WdJjtH9e0C7y8ya8FsP2opKVqGbP9kaKGcITtK2vZWQB/LqstWwNflvQy2mnktQkwsa08W0mv7NlsIqhzH6slc1Z+KxsAExiInN5puw2t/iY6O0PSesCDhLNZBUn/Y/sQSeczhGa86/YG6HKSdkyxvwxREP/oQp6yqPZmS3pTuf/Ywv4/GXmkQ90/tLrM13XVfhfyQbaPKPmm2xKRpq9KMvDtZlm3EgcAGwLTbD9eCnDamFBcSrtRW4iGBZsWvdWmc+AlRAFZTR6TtHGTalEuXP+sadDRNvh4QhmhbQS8Gzje9gxJr6GFLn7AbcDKtJf32ZuS9lrgkXJ/OSK6WGWFrTg/77X9FSqmLM2HU8o5+Ugit3hp6jYLalLCjq9oY0G0OklrKJOVKcAry/Z04IO2b69o9sZSY3IW8zbbqq3gkgwD6VD3D20v83Vdtd+JfFApSnyQiPo8AywP/FjSxbb/o5LNZ4ss4dplItMWrUZtC4s1znThb7QTOT2EyGduOl++BvhAC3YvkrQL8NM2HQLbj9OTHmX7L7Tj5K4A3KHocNqbd1olitmkpEn6JnCe7QvK9vbEZLEmV0n6KqGJ3Ov8VM2Pt31auXs5LbSTt93UVWw4WN6yFFTX7hnQ9iSt4RTgUNuXwVyZ0VOpG3B4JXFO7E0Ja0MSMRkG0qHuH1pd5hsBVfutywdJOpiQdZsOnAYcZvvpsnR/F1DFoZb0ISLVZDViWXNzQpGhdp7t4KjtJlSO2hLd1i4k5PkgnNoLKtvE9nWS1mXe5fk2CpsOJVZ6ZveoTbTRDKMrju7I7qa2D2w2bP9C0hcq22wcqya3uJEorPq7LStYRxP6+HOA3wBfaEHerVXJyx5anaT18IrGmS72fl1T+amkEU233cZKUlKBdKj7h2aZ7wjaWeYD5lbtrwdMZN7c7doFIV3IB60A7FwK6OZSIsjvqWh3ElGkd43trYrj10YB0CQGorZziNWI2lHbB4nmRBsSDsgpts+ubJMSeT+UkFL7sKQJktax/bPKps8hHJ7fdCAD2TruqMMpcb44gmjENIdojFTbwfwZ8yogzQFmStrQlbozFn5IFBDvUrb3JKLkVSLymr/k5TLUf4+hu0natJIC2KS87EXFrrkljeg5ikBJ/5AOdf8whTiBvo7obgdRRFcVRYOEdxAO9QVEo5ffUrkghA7kg2x/bgGP1XSGnrD9hCQkvcz2nZLWqWivYU2ikc1riaY2mzNE0dEwswyRM/53wjG4qrK9hslE6lKTz3w/kadY26GeTChPnFRk1W4knOvaUb1OkDSLge/QS4nGJ4+1EJHfHTgKaCZnV5R9NXkTkd97HuFUN90ZP6pK3RkLr7TdG33/oqT3V7IFHUleNnQ4SdufCGz8hAEVpH0r27wpc6j7l3So+4dzCZH5G+hZ9mqBXYlq9htt71ckz05byHOGg/cTDvxlRI7tY0Q3wRsqR3+64H5JyxHRzIslPUI0JKnNkbbPKrZb0SoulfPHlCLTDwCXS7rfdu1817Vsf6BE23A0/KguTWj7V5IuJ1YgtgIOBNaj/jJ5J9iep7NocfTe3ILdvxMrLm3SRXdGCKm+fwdctncFfl7J1jySl7VsDMWgydlzaGGSthawOnH9eQnwLiKdp2br8cyh7mPSoe4fVrP97g7sPlFSHp6RNB54mBYKYYjIT2/0Z08i+nNg5ehP69jeqdw9WtJlwLLAL1sw3YlWceFhIv3jb0Qzm9o8JWlJBlKI1qKFiamkS4FXEDnxv6FH4WQsYPscSYfXtlN+N0NJutXMZ+6iOyNEwfihRHoLlICDpEOpmJ8vaWfgy8TvdVy5VbPXTM4kfZ44V0xh4FqwzAKeOlycQWiN30Y7MqZdtpVPhoF0qPuHqyStb/vWtgyWCN4tJYJ5KhF1eRS4tgXzXUV/OkHR0W6C7clFSm5VKubrFVrXKpZ0EBGZXpH4PD9su1Ynu16OIiYpq0s6gyjo2rcFu7cQqQHrEStMMyRdbbt28WcnFKerYTFiUtyGusmne+6/nEiPq90wqIvujM9ZBWiR44AdO6gF2M5276rZNyT9jvrXgL/aPr+yjXmQtBpwMgMFp78FJtm+v81xJC+OdKj7hy2AfYu82pMMRAeqLT8VCbkNbc8Avinpl8B4223ornYV/WmdMlnYhFCgmEzknX6fOKlWNU37WsVrAIe0mbZTVFqWB3Ym8sTHERep6bVt2/5UGcPSDLSUX5nKDXQ6ZMee+88A9wDvq220R9qt4cqSalPTZhfdGQEoKVOvY9727rXTAh7qqLB2tqQ9iZqLOURufBst3o+SdBqh19+rLlLzfZ5MTNR2K9t7lX3bVLSZDBPpUPcP23dk9xpJm9q+zvY9LdrtJPrTETsRxYFTAWw/oOjOVZUutIptV1/+H8Lms5I+YdtUzDUdCkmfAN5GRKnvJTpw/qbNMbRJV0vWmrdjYhMZX7m23eLID3bmqyLpdCKP93YGUhHayLO9XtKPiFqPthxMCIWRE8ttDnBl2Veb/YB1iQBHW+/zirYn92x/R9IhFe0lw0g61H3CYCm3FtmKqFq/lygMrB4Zh26jPx3wVFkNaPJ7q2mdjmEulvRpntuEo0pr6h6WBP4PcIPt2ikIndPhknXTMREGIuMHVLbZFZvbntiB3fHA40Qn2YbqjnwJ5FRf5RiCDWyv37LN6ZL2YkCnf3fakSZMhoF0qJOF0VVkvJPoT0e45DIvJ+nDhFzTqR2PabSxf/n78Z59c6hcYGv7v2u+/gikqyXricDHiAl40+zk+gU+o3+5WtLElmoP5tLh6sPahPrQSrbXK+ku77VdtWsusULa9vu8P/BV4CvE9/gqBs5dyQhn3Jw5rXXDTZJkPkjahoj8jAMutH1xx0NKkheMpJtsb7iwfRXsGphJKDNARPaWt73b/J/Vn0jaEjifUL5opZ6m2J3M0EoqVR2+kgt/GPAt2xuVfbfZXq+y3d8T0nmt1S0l/U1GqJNkBFAc6HSihxlJ7yxa0DsP9Xg2TBh2ulqyXsf2Bj3bl0m6uQW7XXA6sDfRcbQVObdCbxOklxO1H23o5S9l+1pJvfvaSJ9qXaZW0neJFKkZZXt54ITak5ZkeEiHOkk6YgGNC6rqu44xtgR+RRS1Nm2ie/+mQz28DLVk3UaqwI2SNrd9DYCkzYjitdHIfbbPW/i/DS+2f9K7LekHwCUtmJ5edOObGpNdqVw8DZ3VLb2xcabLGB6RtFEH40heBOlQJ0lHdKgnO5aYVRpe3MaAIw3taCOPRb4A7GP7EZirvnE8lfJAJd1KfJZLAB+UdF/ZXoPRpwbUcKekM4m0jzbVNgYzgZA3rc3HgVOAdSX9mUjB2KsFu12wmKTlB/1+0k/rE/KDSpIRwKDGLisAy9iu3dhlLLB0+bsO0f77XMKp3hG4oqtBjWLe2DgDECoqlSNs76n42iOVJQlHujW1jdLkazbR2KvhQeAztWw22J4GbF3UjxazPau2zQ45gWji9mPiMxXwpW6HlDxfsigxSTqmt7GL7bUlrQKcZbt2Y5cxg6SLgF2ai3HR+T7Ldut5kqOZkrf8jkERtss7kB9LhhlJU21v3IHdSYRSzCxC/Whj4HDbF7U9lpqUBlSbAzOAdxIT/0vbVnNJXjwZoU6S7umkscsYY3DnzaeITnPJ8JIRtsp0qPV9VdPkq7Kdwexv+0RJ2wGvZqDj6KhyqEsDqhNsv4XRm640qkmHOkm6Jxu71GcKcK2kswknZCfgu90OafRh+3uSrmcgwrZzRtiGna60vt8JHCTpHlps8sVA3cMOwGTbN5cUlNHIRZJ2AX5qO9MH+oxM+UiSDikXhiOBVYkL4rFEAdeZtk/ucmyjDUkbE23AAa6wfWOX40mSF0OHWt9rDLW/thpG0b9eFVgT2ABYHPi17TfVtNsFRfnpFYQs4BOk4lNfkQ51knSMpKlEcU82dkmSZIFIugT4DvNqfe9n+12dDaoiJbd4Q2Ca7RmSXgWsavuWbkeWJPOSKR9J0j1XAzNsH9b1QJIkGfF0pfXdCSW3+G5gbUkv73o8tSnNXCYQzXMAsJ2KRH1AOtRJ0j1bAR+VdC+RmwhAtrhNkmQIWtX67hpJHwImAasBNxFKGFcTOd2jirF0rKORxboeQJIkbA+sRZw0d+y5JUmSDOY5Wt+EStBoZRKhIX+v7a2IY/1rt0Oqxlg61lFHRqiTpGM6anGbJEl/Mta66T1h+wlJSHqZ7TslrdP1oCoxlo511DGaf4RJkiRJMtoYa1rf90taDjgHuFjSI8ADnY6oHmPpWEcdqfKRJEmSJH2EpImMwW56kt4OLAv80vZTC/v/fmYsHetoISPUSZIkSdJHFAd6TDjRAJK2ACbYnixpRUKX+u6Oh1WFsXSso40sSkySJEmSZEQi6ShCp/+zZdcSwPe7G1E9xtKxjkbSoU6SJEmSZKSyE/BeiqSo7QeAZTodUT3G0rGOOtKhTpIkSZJkpPKU7TlEASaSXtHxeGoylo511JEOdZIkSZIkIxVL+hawnKQPA5cAp3Y8plqMpWMddaTKR5IkSZIkIxZJ2wDbEqomF9q+uOMhVUHSJ4EHgTczyo91NJIqH0mSJEmSjFiKUzkWHMuViG6JU4HTiQh10idkhDpJkiRJkhGFpFmUXOJBjAPm2B7f8pBaQdI4Ihq/H7AJYODbtv/Y6cCShZIOdZIkSZIkyQhB0gaEQ/1u4DJgc+Bi2//R6cCSBZJFiUmSJEmSjFgkbSFpv3J/BUlrdj2mGkg6WNINwHHAlcD6tg8C3gTs0ungkoWSOdRJkiRJkoxISrOTTYB1gMnAS4lmJ2/tclyVWAHY2fa9vTttPyvpPR2NKXmeZMpHkiRJkiQjEkk3ARsBU21vVPbdYvuNnQ4sSQaRKR9JkiRJkoxUstlJ0hdkhDpJkiRJkhFHUbw4ElgV2AY4FtgfONP2yV2OLUkGkw51kiRJkiQjEklTgc8wBhq7JP1NFiUmSZIkSTJSuRqYYfuwrgeSJAsiI9RJkiRJkoxIJN0BrA3cCzzW7M+ixGSkkRHqJEmSJElGKtt3PYAkeT5khDpJkiRJkiRJFoGUzUuSJEmSJEmSRSAd6iRJkiRJkiRZBNKhTpIkGWYkvU3SH7oeR5IkSdIOmUOdJMmYQ9I9wCrAKran9+y/CdgAWNP2PR2N7TvAHsBTPbsPsP2jRXzN+20fsWijS5IkSYYiVT6SJBmr3A3sDpwMIGl9YMlORzTAcSPJ+ZX0EtvPdD2OJEmSkUo61EmSjFWmAB+kONTAPsD3gC82/yBp2fL49sDjwKnAfwFLAA8BW9i+rfzvisB9wBrAROD7tlcrj61SXmdL4FHgK7ZPeiGDlbQY8B/Ah4HlgEuBA23/vTx+FvA2YlJwM3CQ7dslfQTYE5gj6RDgMts7SpoDTLD9/8rzv0OJYkt6B/D9MuZPARdL2md+9iW9HDitvE+LA3cB77H90As5xiRJkn4lc6iTJBmrXAOMl/QvkhYHPkA4kb2cDCwLvB54O+GA72f7SeCnRIS7QcDlth/ufYHiCJ9POLmrAu8CDpG03Qsc78HA+8s4VgEeAb7W8/gvgAnAq4GpwBkAtk8p94+zvbTtHZ+nvZWBVxIThI8sxP4+xPu0OvAq4EDgny/w+JIkSfqWjFAnSTKWaaLUlwN3An9uHuhxsjeyPQuYJekEYG/g28CZwCnAf5an7AF8awgbmwIr2v582Z4m6VTg34EL5zOuT0v6RLn/jO0VgI8Cn7B9fxnf0cB9kva2/Yzt03vGfjTwiKRlbf/jeb8b8/IscFSZPCBpvvaBpwlH+g22bwFueJE2kyRJ+pJ0qJMkGctMAa4A1iTSPXpZAXgp0fK44V4iygzwK2BJSZsBDwIbAmcPYWMNYBVJM3r2LQ78ZgHjOn6IHOo1gLMlPduzbzawkqQHgS8BuwErEs5wcwwv1qH+q+0nno994n1cHfihpOWISP9/2n76RdpOkiTpK9KhTpJkzGL7Xkl3AzsABwx6eDoReV0DuKPsey0lim37WUkm0j4eAn5WItmD+RNwt+0JizjcPwH7275y8AMlSvw+YGvgHiL94hFgXPmXoeScHgeW6tleGbi/Z3vwc+Zrv3AMcIyk1wEXAH8gIvlJkiSjnnSokyQZ6xwALG/7MUlzz4m2ZxeH+UuSPkjkEx8KHN/z3DOBc4C/MZD6MZhrgZmSPgOcRMjh/QuwpO3rXsA4v1nGsk+ZCKwI/Kvtc4FlgCfLOJYiCid7eYjIA+/lJmAPSbcD2xC50de/GPuStiImIHcAM4mJyOwXcGxJkiR9TRYlJkkyprH9R9vzcyQ/CTwGTAN+SzjQp/c893fl8VWIosChXn82sCOREnI34XieRkSRXwgnAucBF0maRRRVblYe+x6RjvJnwqm9ZtBzvw1MlDRD0jll36QyrhmECsg5LJgF2V8Z+DHhTP+eyEkfXOCZJEkyasnGLkmSJEmSJEmyCGSEOkmSJEmSJEkWgXSokyRJkiRJkmQRSIc6SZIkSZIkSRaBdKiTJEmSJEmSZBFIhzpJkiRJkiRJFoF0qJMkSZIkSZJkEUiHOkmSJEmSJEkWgXSokyRJkiRJkmQR+P8Gi05bZCr0gQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# showing the correlation metrix and observing the heat map\n",
    "\n",
    "correlation_matrix = df_numerized.corr(method='pearson')\n",
    "\n",
    "sns.heatmap(correlation_matrix, annot=True)\n",
    "\n",
    "plt.title('Correlation Matric for Numeric Features')\n",
    "\n",
    "plt.xlabel('Movie Features')\n",
    "           \n",
    "plt.ylabel('Movie Features')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "10dfe915",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         name           1.00\n",
       "             rating        -0.01\n",
       "             genre          0.02\n",
       "             year           0.01\n",
       "             released      -0.01\n",
       "                            ... \n",
       "yearcorrect  company        0.02\n",
       "             runtime        0.03\n",
       "             releasednew   -0.10\n",
       "             month         -0.11\n",
       "             yearcorrect    1.00\n",
       "Length: 324, dtype: float64"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Undestanding the pairs in the dataset that are pair to each other\n",
    "\n",
    "correlation_mat = df_numerized.corr()\n",
    "\n",
    "corr_pairs = correlation_mat.unstack()\n",
    "\n",
    "corr_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e8a0e958",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "genre        budget        -0.36\n",
       "budget       genre         -0.36\n",
       "genre        gross         -0.24\n",
       "gross        genre         -0.24\n",
       "budget       rating        -0.18\n",
       "                            ... \n",
       "gross        gross          1.00\n",
       "company      company        1.00\n",
       "runtime      runtime        1.00\n",
       "writer       writer         1.00\n",
       "yearcorrect  yearcorrect    1.00\n",
       "Length: 324, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sorting in out this pairs in other to use them by sorting by the highest values in the dataset\n",
    "\n",
    "\n",
    "sorted_pairs = corr_pairs.sort_values()\n",
    "\n",
    "sorted_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "431a3d71",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "year         yearcorrect   0.61\n",
       "yearcorrect  year          0.61\n",
       "votes        gross         0.63\n",
       "gross        votes         0.63\n",
       "             budget        0.74\n",
       "budget       gross         0.74\n",
       "releasednew  released      0.98\n",
       "released     releasednew   0.98\n",
       "month        releasednew   0.98\n",
       "releasednew  month         0.98\n",
       "released     month         1.00\n",
       "month        released      1.00\n",
       "name         name          1.00\n",
       "releasednew  releasednew   1.00\n",
       "rating       rating        1.00\n",
       "genre        genre         1.00\n",
       "year         year          1.00\n",
       "released     released      1.00\n",
       "score        score         1.00\n",
       "votes        votes         1.00\n",
       "month        month         1.00\n",
       "director     director      1.00\n",
       "star         star          1.00\n",
       "country      country       1.00\n",
       "budget       budget        1.00\n",
       "gross        gross         1.00\n",
       "company      company       1.00\n",
       "runtime      runtime       1.00\n",
       "writer       writer        1.00\n",
       "yearcorrect  yearcorrect   1.00\n",
       "dtype: float64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sorting for the high correlation after sorting them out\n",
    "\n",
    "high_corr = sorted_pairs[(sorted_pairs) > 0.5]\n",
    "high_corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c402cb16",
   "metadata": {},
   "outputs": [],
   "source": [
    "# i was right when i said there is correlation between budget and gross\n",
    "\n",
    "# Also from the above, we would note that votes and budget have the highest correlation to gross earnings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f97ec0ed",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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