day77/Day77.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gltiGJhvrzaL"
   },
   "source": [
    "# Introduction\n",
    "\n",
    "Do higher film budgets lead to more box office revenue? Let's find out if there's a relationship using the movie budgets and financial performance data that I've scraped from [the-numbers.com](https://www.the-numbers.com/movie/budgets) on **May 1st, 2018**. \n",
    "\n",
    "<img src=https://i.imgur.com/kq7hrEh.png>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "zkLrvlKvtdih"
   },
   "source": [
    "# Import Statements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "NpDk_q_Urroj"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "x5B-UDvXtnC6"
   },
   "source": [
    "# Notebook Presentation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "nM_otvWztjpT"
   },
   "outputs": [],
   "source": [
    "pd.options.display.float_format = \"{:,.2f}\".format\n",
    "\n",
    "from pandas.plotting import register_matplotlib_converters\n",
    "register_matplotlib_converters()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "v-fnwNYJtthe"
   },
   "source": [
    "# Read the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "xhwvQQWitrf4"
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"data/cost_revenue_dirty.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>Rank</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5,391.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2,696.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1,556.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1,348.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2,696.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4,043.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5,391.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Rank\n",
       "count 5,391.00\n",
       "mean  2,696.00\n",
       "std   1,556.39\n",
       "min       1.00\n",
       "25%   1,348.50\n",
       "50%   2,696.00\n",
       "75%   4,043.50\n",
       "max   5,391.00"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# confirm import\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tbg8_J5SuHhs"
   },
   "source": [
    "# Explore and Clean the Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "xAtdcURCuL0Z"
   },
   "source": [
    "**Challenge**: Answer these questions about the dataset:\n",
    "1. How many rows and columns does the dataset contain?\n",
    "2. Are there any NaN values present?\n",
    "3. Are there any duplicate rows?\n",
    "4. What are the data types of the columns?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "PV3KLBSVTMDN"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5391, 6)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>535</th>\n",
       "      <td>1260</td>\n",
       "      <td>7/14/1989</td>\n",
       "      <td>Licence to Kill</td>\n",
       "      <td>$42,000,000</td>\n",
       "      <td>$156,167,015</td>\n",
       "      <td>$34,667,015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4582</th>\n",
       "      <td>222</td>\n",
       "      <td>3/28/2014</td>\n",
       "      <td>Noah</td>\n",
       "      <td>$130,000,000</td>\n",
       "      <td>$352,831,065</td>\n",
       "      <td>$101,200,044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3897</th>\n",
       "      <td>17</td>\n",
       "      <td>5/20/2011</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>$250,000,000</td>\n",
       "      <td>$1,045,663,875</td>\n",
       "      <td>$241,063,875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>881</th>\n",
       "      <td>913</td>\n",
       "      <td>6/28/1996</td>\n",
       "      <td>The Nutty Professor</td>\n",
       "      <td>$55,000,000</td>\n",
       "      <td>$273,814,019</td>\n",
       "      <td>$128,814,019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>3017</td>\n",
       "      <td>1/7/1995</td>\n",
       "      <td>Clueless</td>\n",
       "      <td>$13,700,000</td>\n",
       "      <td>$56,598,476</td>\n",
       "      <td>$56,598,476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3600</th>\n",
       "      <td>3032</td>\n",
       "      <td>3/12/2010</td>\n",
       "      <td>Black Swan</td>\n",
       "      <td>$13,000,000</td>\n",
       "      <td>$331,266,710</td>\n",
       "      <td>$106,954,678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4920</th>\n",
       "      <td>1121</td>\n",
       "      <td>6/3/2015</td>\n",
       "      <td>Chappie</td>\n",
       "      <td>$49,000,000</td>\n",
       "      <td>$105,002,056</td>\n",
       "      <td>$31,569,268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1845</th>\n",
       "      <td>264</td>\n",
       "      <td>7/19/2002</td>\n",
       "      <td>Stuart Little 2</td>\n",
       "      <td>$120,000,000</td>\n",
       "      <td>$166,000,000</td>\n",
       "      <td>$64,956,806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>1355</td>\n",
       "      <td>12/21/1994</td>\n",
       "      <td>Ri¢hie Ri¢h</td>\n",
       "      <td>$40,000,000</td>\n",
       "      <td>$38,087,756</td>\n",
       "      <td>$38,087,756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2977</th>\n",
       "      <td>1101</td>\n",
       "      <td>9/14/2007</td>\n",
       "      <td>Eastern Promises</td>\n",
       "      <td>$50,000,000</td>\n",
       "      <td>$56,077,088</td>\n",
       "      <td>$17,181,265</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date                                  Movie_Title  \\\n",
       "535   1260    7/14/1989                              Licence to Kill   \n",
       "4582   222    3/28/2014                                         Noah   \n",
       "3897    17    5/20/2011  Pirates of the Caribbean: On Stranger Tides   \n",
       "881    913    6/28/1996                          The Nutty Professor   \n",
       "764   3017     1/7/1995                                     Clueless   \n",
       "3600  3032    3/12/2010                                   Black Swan   \n",
       "4920  1121     6/3/2015                                      Chappie   \n",
       "1845   264    7/19/2002                              Stuart Little 2   \n",
       "757   1355   12/21/1994                                  Ri¢hie Ri¢h   \n",
       "2977  1101    9/14/2007                             Eastern Promises   \n",
       "\n",
       "     USD_Production_Budget USD_Worldwide_Gross USD_Domestic_Gross  \n",
       "535            $42,000,000        $156,167,015        $34,667,015  \n",
       "4582          $130,000,000        $352,831,065       $101,200,044  \n",
       "3897          $250,000,000      $1,045,663,875       $241,063,875  \n",
       "881            $55,000,000        $273,814,019       $128,814,019  \n",
       "764            $13,700,000         $56,598,476        $56,598,476  \n",
       "3600           $13,000,000        $331,266,710       $106,954,678  \n",
       "4920           $49,000,000        $105,002,056        $31,569,268  \n",
       "1845          $120,000,000        $166,000,000        $64,956,806  \n",
       "757            $40,000,000         $38,087,756        $38,087,756  \n",
       "2977           $50,000,000         $56,077,088        $17,181,265  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.sample(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5391 entries, 0 to 5390\n",
      "Data columns (total 6 columns):\n",
      " #   Column                 Non-Null Count  Dtype \n",
      "---  ------                 --------------  ----- \n",
      " 0   Rank                   5391 non-null   int64 \n",
      " 1   Release_Date           5391 non-null   object\n",
      " 2   Movie_Title            5391 non-null   object\n",
      " 3   USD_Production_Budget  5391 non-null   object\n",
      " 4   USD_Worldwide_Gross    5391 non-null   object\n",
      " 5   USD_Domestic_Gross     5391 non-null   object\n",
      "dtypes: int64(1), object(5)\n",
      "memory usage: 252.8+ KB\n"
     ]
    }
   ],
   "source": [
    "data.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.isna().values.any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.duplicated().values.any()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "duplicated_rows = data[data.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(duplicated_rows)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "v8spadDNvpVG"
   },
   "source": [
    "### Data Type Conversions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "9F8KFST4ulrd"
   },
   "source": [
    "**Challenge**: Convert the `USD_Production_Budget`, `USD_Worldwide_Gross`, and `USD_Domestic_Gross` columns to a numeric format by removing `$` signs and `,`. \n",
    "<br>\n",
    "<br>\n",
    "Note that *domestic* in this context refers to the United States."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "BmdCbLf-TPXk"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                      int64\n",
       "Release_Date             object\n",
       "Movie_Title              object\n",
       "USD_Production_Budget    object\n",
       "USD_Worldwide_Gross      object\n",
       "USD_Domestic_Gross       object\n",
       "dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cA01iJHkvWhl"
   },
   "source": [
    "**Challenge**: Convert the `Release_Date` column to a Pandas Datetime type. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "Pq1WfvRnTRU6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Rank', 'Release_Date', 'Movie_Title', 'USD_Production_Budget',\n",
       "       'USD_Worldwide_Gross', 'USD_Domestic_Gross'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert date\n",
    "data[\"Release_Date\"] = data[\"Release_Date\"] = pd.to_datetime(data[\"Release_Date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                              int64\n",
       "Release_Date             datetime64[ns]\n",
       "Movie_Title                      object\n",
       "USD_Production_Budget            object\n",
       "USD_Worldwide_Gross              object\n",
       "USD_Domestic_Gross               object\n",
       "dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# confirm\n",
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert monetary values\n",
    "data[\"USD_Production_Budget\"] = data[\"USD_Production_Budget\"].astype(str).str.replace(\"$\", \"\").str.replace(\",\", \"\")\n",
    "data[\"USD_Worldwide_Gross\"] = data[\"USD_Worldwide_Gross\"].astype(str).str.replace(\"$\", \"\").str.replace(\",\", \"\")\n",
    "data[\"USD_Domestic_Gross\"] = data[\"USD_Domestic_Gross\"].astype(str).str.replace(\"$\", \"\").str.replace(\",\", \"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5293</td>\n",
       "      <td>1915-08-02</td>\n",
       "      <td>The Birth of a Nation</td>\n",
       "      <td>110000</td>\n",
       "      <td>11000000</td>\n",
       "      <td>10000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5140</td>\n",
       "      <td>1916-05-09</td>\n",
       "      <td>Intolerance</td>\n",
       "      <td>385907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5230</td>\n",
       "      <td>1916-12-24</td>\n",
       "      <td>20,000 Leagues Under the Sea</td>\n",
       "      <td>200000</td>\n",
       "      <td>8000000</td>\n",
       "      <td>8000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5299</td>\n",
       "      <td>1920-09-17</td>\n",
       "      <td>Over the Hill to the Poorhouse</td>\n",
       "      <td>100000</td>\n",
       "      <td>3000000</td>\n",
       "      <td>3000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5222</td>\n",
       "      <td>1925-01-01</td>\n",
       "      <td>The Big Parade</td>\n",
       "      <td>245000</td>\n",
       "      <td>22000000</td>\n",
       "      <td>11000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank Release_Date                     Movie_Title USD_Production_Budget  \\\n",
       "0  5293   1915-08-02           The Birth of a Nation                110000   \n",
       "1  5140   1916-05-09                     Intolerance                385907   \n",
       "2  5230   1916-12-24    20,000 Leagues Under the Sea                200000   \n",
       "3  5299   1920-09-17  Over the Hill to the Poorhouse                100000   \n",
       "4  5222   1925-01-01                  The Big Parade                245000   \n",
       "\n",
       "  USD_Worldwide_Gross USD_Domestic_Gross  \n",
       "0            11000000           10000000  \n",
       "1                   0                  0  \n",
       "2             8000000            8000000  \n",
       "3             3000000            3000000  \n",
       "4            22000000           11000000  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert to numeric values\n",
    "data[\"USD_Production_Budget\"] = pd.to_numeric(data[\"USD_Production_Budget\"])\n",
    "data[\"USD_Worldwide_Gross\"] = pd.to_numeric(data[\"USD_Worldwide_Gross\"])\n",
    "data[\"USD_Domestic_Gross\"] = pd.to_numeric(data[\"USD_Domestic_Gross\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                              int64\n",
       "Release_Date             datetime64[ns]\n",
       "Movie_Title                      object\n",
       "USD_Production_Budget             int64\n",
       "USD_Worldwide_Gross               int64\n",
       "USD_Domestic_Gross                int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# confirm\n",
    "data.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "NkwmJO3tvt5i"
   },
   "source": [
    "### Descriptive Statistics"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "bnb54thrvx5r"
   },
   "source": [
    "**Challenge**: \n",
    "\n",
    "1. What is the average production budget of the films in the data set?\n",
    "2. What is the average worldwide gross revenue of films?\n",
    "3. What were the minimums for worldwide and domestic revenue?\n",
    "4. Are the bottom 25% of films actually profitable or do they lose money?\n",
    "5. What are the highest production budget and highest worldwide gross revenue of any film?\n",
    "6. How much revenue did the lowest and highest budget films make?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "id": "8G5_FATFTTtb"
   },
   "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>Rank</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>5,391.00</td>\n",
       "      <td>5,391.00</td>\n",
       "      <td>5,391.00</td>\n",
       "      <td>5,391.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2,696.00</td>\n",
       "      <td>31,113,737.58</td>\n",
       "      <td>88,855,421.96</td>\n",
       "      <td>41,235,519.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1,556.39</td>\n",
       "      <td>40,523,796.88</td>\n",
       "      <td>168,457,757.00</td>\n",
       "      <td>66,029,346.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.00</td>\n",
       "      <td>1,100.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1,348.50</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>3,865,206.00</td>\n",
       "      <td>1,330,901.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2,696.00</td>\n",
       "      <td>17,000,000.00</td>\n",
       "      <td>27,450,453.00</td>\n",
       "      <td>17,192,205.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4,043.50</td>\n",
       "      <td>40,000,000.00</td>\n",
       "      <td>96,454,455.00</td>\n",
       "      <td>52,343,687.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5,391.00</td>\n",
       "      <td>425,000,000.00</td>\n",
       "      <td>2,783,918,982.00</td>\n",
       "      <td>936,662,225.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Rank  USD_Production_Budget  USD_Worldwide_Gross  USD_Domestic_Gross\n",
       "count 5,391.00               5,391.00             5,391.00            5,391.00\n",
       "mean  2,696.00          31,113,737.58        88,855,421.96       41,235,519.44\n",
       "std   1,556.39          40,523,796.88       168,457,757.00       66,029,346.27\n",
       "min       1.00               1,100.00                 0.00                0.00\n",
       "25%   1,348.50           5,000,000.00         3,865,206.00        1,330,901.50\n",
       "50%   2,696.00          17,000,000.00        27,450,453.00       17,192,205.00\n",
       "75%   4,043.50          40,000,000.00        96,454,455.00       52,343,687.00\n",
       "max   5,391.00         425,000,000.00     2,783,918,982.00      936,662,225.00"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "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>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2427</th>\n",
       "      <td>5391</td>\n",
       "      <td>2005-05-08</td>\n",
       "      <td>My Date With Drew</td>\n",
       "      <td>1100</td>\n",
       "      <td>181041</td>\n",
       "      <td>181041</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date        Movie_Title  USD_Production_Budget  \\\n",
       "2427  5391   2005-05-08  My Date With Drew                   1100   \n",
       "\n",
       "      USD_Worldwide_Gross  USD_Domestic_Gross  \n",
       "2427               181041              181041  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# lowest budget\n",
    "data[data[\"USD_Production_Budget\"] == 1100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "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>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3529</th>\n",
       "      <td>1</td>\n",
       "      <td>2009-12-18</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>425000000</td>\n",
       "      <td>2783918982</td>\n",
       "      <td>760507625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date Movie_Title  USD_Production_Budget  \\\n",
       "3529     1   2009-12-18      Avatar              425000000   \n",
       "\n",
       "      USD_Worldwide_Gross  USD_Domestic_Gross  \n",
       "3529           2783918982           760507625  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# highest budget\n",
    "data[data[\"USD_Production_Budget\"] == 425000000]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "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>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3529</th>\n",
       "      <td>1</td>\n",
       "      <td>2009-12-18</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>425000000</td>\n",
       "      <td>2783918982</td>\n",
       "      <td>760507625</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date Movie_Title  USD_Production_Budget  \\\n",
       "3529     1   2009-12-18      Avatar              425000000   \n",
       "\n",
       "      USD_Worldwide_Gross  USD_Domestic_Gross  \n",
       "3529           2783918982           760507625  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# highest gross revenue\n",
    "data[data[\"USD_Worldwide_Gross\"] == 2783918982]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Cj-ug32JyEhp"
   },
   "source": [
    "# Investigating the Zero Revenue Films"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "U9hm-pb4xTjY"
   },
   "source": [
    "**Challenge** How many films grossed $0 domestically (i.e., in the United States)? What were the highest budget films that grossed nothing?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "id": "MXuRYdy0TWkt"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5140</td>\n",
       "      <td>1916-05-09</td>\n",
       "      <td>Intolerance</td>\n",
       "      <td>385907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4630</td>\n",
       "      <td>1927-12-08</td>\n",
       "      <td>Wings</td>\n",
       "      <td>2000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4240</td>\n",
       "      <td>1930-01-01</td>\n",
       "      <td>Hell's Angels</td>\n",
       "      <td>4000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4814</td>\n",
       "      <td>1936-10-20</td>\n",
       "      <td>Charge of the Light Brigade, The</td>\n",
       "      <td>1200000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4789</td>\n",
       "      <td>1941-10-28</td>\n",
       "      <td>How Green Was My Valley</td>\n",
       "      <td>1250000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5386</th>\n",
       "      <td>2950</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>Meg</td>\n",
       "      <td>15000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5387</th>\n",
       "      <td>126</td>\n",
       "      <td>2018-12-18</td>\n",
       "      <td>Aquaman</td>\n",
       "      <td>160000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5388</th>\n",
       "      <td>96</td>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>Singularity</td>\n",
       "      <td>175000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5389</th>\n",
       "      <td>1119</td>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>Hannibal the Conqueror</td>\n",
       "      <td>50000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5390</th>\n",
       "      <td>2517</td>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>Story of Bonnie and Clyde, The</td>\n",
       "      <td>20000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>512 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date                       Movie_Title  \\\n",
       "1     5140   1916-05-09                       Intolerance   \n",
       "6     4630   1927-12-08                             Wings   \n",
       "8     4240   1930-01-01                     Hell's Angels   \n",
       "17    4814   1936-10-20  Charge of the Light Brigade, The   \n",
       "27    4789   1941-10-28           How Green Was My Valley   \n",
       "...    ...          ...                               ...   \n",
       "5386  2950   2018-10-08                               Meg   \n",
       "5387   126   2018-12-18                           Aquaman   \n",
       "5388    96   2020-12-31                       Singularity   \n",
       "5389  1119   2020-12-31            Hannibal the Conqueror   \n",
       "5390  2517   2020-12-31    Story of Bonnie and Clyde, The   \n",
       "\n",
       "      USD_Production_Budget  USD_Worldwide_Gross  USD_Domestic_Gross  \n",
       "1                    385907                    0                   0  \n",
       "6                   2000000                    0                   0  \n",
       "8                   4000000                    0                   0  \n",
       "17                  1200000                    0                   0  \n",
       "27                  1250000                    0                   0  \n",
       "...                     ...                  ...                 ...  \n",
       "5386               15000000                    0                   0  \n",
       "5387              160000000                    0                   0  \n",
       "5388              175000000                    0                   0  \n",
       "5389               50000000                    0                   0  \n",
       "5390               20000000                    0                   0  \n",
       "\n",
       "[512 rows x 6 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_domestic = data[data[\"USD_Domestic_Gross\"] == 0]\n",
    "zero_domestic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                     512\n",
       "Release_Date             512\n",
       "Movie_Title              512\n",
       "USD_Production_Budget    512\n",
       "USD_Worldwide_Gross      512\n",
       "USD_Domestic_Gross       512\n",
       "dtype: int64"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_domestic.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
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       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5388</th>\n",
       "      <td>96</td>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>Singularity</td>\n",
       "      <td>175000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5387</th>\n",
       "      <td>126</td>\n",
       "      <td>2018-12-18</td>\n",
       "      <td>Aquaman</td>\n",
       "      <td>160000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5384</th>\n",
       "      <td>321</td>\n",
       "      <td>2018-09-03</td>\n",
       "      <td>A Wrinkle in Time</td>\n",
       "      <td>103000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5385</th>\n",
       "      <td>366</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>Amusement Park</td>\n",
       "      <td>100000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5090</th>\n",
       "      <td>556</td>\n",
       "      <td>2015-12-31</td>\n",
       "      <td>Don Gato, el inicio de la pandilla</td>\n",
       "      <td>80000000</td>\n",
       "      <td>4547660</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4787</th>\n",
       "      <td>5371</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>Stories of Our Lives</td>\n",
       "      <td>15000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3056</th>\n",
       "      <td>5374</td>\n",
       "      <td>2007-12-31</td>\n",
       "      <td>Tin Can Man</td>\n",
       "      <td>12000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4907</th>\n",
       "      <td>5381</td>\n",
       "      <td>2015-05-19</td>\n",
       "      <td>Family Motocross</td>\n",
       "      <td>10000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5006</th>\n",
       "      <td>5389</td>\n",
       "      <td>2015-09-29</td>\n",
       "      <td>Signed Sealed Delivered</td>\n",
       "      <td>5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5007</th>\n",
       "      <td>5390</td>\n",
       "      <td>2015-09-29</td>\n",
       "      <td>A Plague So Pleasant</td>\n",
       "      <td>1400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>512 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date                         Movie_Title  \\\n",
       "5388    96   2020-12-31                         Singularity   \n",
       "5387   126   2018-12-18                             Aquaman   \n",
       "5384   321   2018-09-03                   A Wrinkle in Time   \n",
       "5385   366   2018-10-08                      Amusement Park   \n",
       "5090   556   2015-12-31  Don Gato, el inicio de la pandilla   \n",
       "...    ...          ...                                 ...   \n",
       "4787  5371   2014-12-31                Stories of Our Lives   \n",
       "3056  5374   2007-12-31                         Tin Can Man   \n",
       "4907  5381   2015-05-19                    Family Motocross   \n",
       "5006  5389   2015-09-29             Signed Sealed Delivered   \n",
       "5007  5390   2015-09-29                A Plague So Pleasant   \n",
       "\n",
       "      USD_Production_Budget  USD_Worldwide_Gross  USD_Domestic_Gross  \n",
       "5388              175000000                    0                   0  \n",
       "5387              160000000                    0                   0  \n",
       "5384              103000000                    0                   0  \n",
       "5385              100000000                    0                   0  \n",
       "5090               80000000              4547660                   0  \n",
       "...                     ...                  ...                 ...  \n",
       "4787                  15000                    0                   0  \n",
       "3056                  12000                    0                   0  \n",
       "4907                  10000                    0                   0  \n",
       "5006                   5000                    0                   0  \n",
       "5007                   1400                    0                   0  \n",
       "\n",
       "[512 rows x 6 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_domestic.sort_values(\"USD_Production_Budget\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "mY8SAwI0x73b"
   },
   "source": [
    "**Challenge**: How many films grossed $0 worldwide? What are the highest budget films that had no revenue internationally?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "id": "VpfocexxTXym"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5140</td>\n",
       "      <td>1916-05-09</td>\n",
       "      <td>Intolerance</td>\n",
       "      <td>385907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4630</td>\n",
       "      <td>1927-12-08</td>\n",
       "      <td>Wings</td>\n",
       "      <td>2000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4240</td>\n",
       "      <td>1930-01-01</td>\n",
       "      <td>Hell's Angels</td>\n",
       "      <td>4000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>4814</td>\n",
       "      <td>1936-10-20</td>\n",
       "      <td>Charge of the Light Brigade, The</td>\n",
       "      <td>1200000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>4789</td>\n",
       "      <td>1941-10-28</td>\n",
       "      <td>How Green Was My Valley</td>\n",
       "      <td>1250000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5386</th>\n",
       "      <td>2950</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>Meg</td>\n",
       "      <td>15000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5387</th>\n",
       "      <td>126</td>\n",
       "      <td>2018-12-18</td>\n",
       "      <td>Aquaman</td>\n",
       "      <td>160000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5388</th>\n",
       "      <td>96</td>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>Singularity</td>\n",
       "      <td>175000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5389</th>\n",
       "      <td>1119</td>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>Hannibal the Conqueror</td>\n",
       "      <td>50000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5390</th>\n",
       "      <td>2517</td>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>Story of Bonnie and Clyde, The</td>\n",
       "      <td>20000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date                       Movie_Title  \\\n",
       "1     5140   1916-05-09                       Intolerance   \n",
       "6     4630   1927-12-08                             Wings   \n",
       "8     4240   1930-01-01                     Hell's Angels   \n",
       "17    4814   1936-10-20  Charge of the Light Brigade, The   \n",
       "27    4789   1941-10-28           How Green Was My Valley   \n",
       "...    ...          ...                               ...   \n",
       "5386  2950   2018-10-08                               Meg   \n",
       "5387   126   2018-12-18                           Aquaman   \n",
       "5388    96   2020-12-31                       Singularity   \n",
       "5389  1119   2020-12-31            Hannibal the Conqueror   \n",
       "5390  2517   2020-12-31    Story of Bonnie and Clyde, The   \n",
       "\n",
       "      USD_Production_Budget  USD_Worldwide_Gross  USD_Domestic_Gross  \n",
       "1                    385907                    0                   0  \n",
       "6                   2000000                    0                   0  \n",
       "8                   4000000                    0                   0  \n",
       "17                  1200000                    0                   0  \n",
       "27                  1250000                    0                   0  \n",
       "...                     ...                  ...                 ...  \n",
       "5386               15000000                    0                   0  \n",
       "5387              160000000                    0                   0  \n",
       "5388              175000000                    0                   0  \n",
       "5389               50000000                    0                   0  \n",
       "5390               20000000                    0                   0  \n",
       "\n",
       "[357 rows x 6 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_ww = data[data[\"USD_Worldwide_Gross\"] == 0]\n",
    "zero_ww"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                     357\n",
       "Release_Date             357\n",
       "Movie_Title              357\n",
       "USD_Production_Budget    357\n",
       "USD_Worldwide_Gross      357\n",
       "USD_Domestic_Gross       357\n",
       "dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_ww.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5388</th>\n",
       "      <td>96</td>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>Singularity</td>\n",
       "      <td>175000000</td>\n",
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       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5387</th>\n",
       "      <td>126</td>\n",
       "      <td>2018-12-18</td>\n",
       "      <td>Aquaman</td>\n",
       "      <td>160000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5384</th>\n",
       "      <td>321</td>\n",
       "      <td>2018-09-03</td>\n",
       "      <td>A Wrinkle in Time</td>\n",
       "      <td>103000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5385</th>\n",
       "      <td>366</td>\n",
       "      <td>2018-10-08</td>\n",
       "      <td>Amusement Park</td>\n",
       "      <td>100000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5058</th>\n",
       "      <td>880</td>\n",
       "      <td>2015-11-12</td>\n",
       "      <td>The Ridiculous 6</td>\n",
       "      <td>60000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4787</th>\n",
       "      <td>5371</td>\n",
       "      <td>2014-12-31</td>\n",
       "      <td>Stories of Our Lives</td>\n",
       "      <td>15000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3056</th>\n",
       "      <td>5374</td>\n",
       "      <td>2007-12-31</td>\n",
       "      <td>Tin Can Man</td>\n",
       "      <td>12000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4907</th>\n",
       "      <td>5381</td>\n",
       "      <td>2015-05-19</td>\n",
       "      <td>Family Motocross</td>\n",
       "      <td>10000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5006</th>\n",
       "      <td>5389</td>\n",
       "      <td>2015-09-29</td>\n",
       "      <td>Signed Sealed Delivered</td>\n",
       "      <td>5000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5007</th>\n",
       "      <td>5390</td>\n",
       "      <td>2015-09-29</td>\n",
       "      <td>A Plague So Pleasant</td>\n",
       "      <td>1400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>357 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date              Movie_Title  USD_Production_Budget  \\\n",
       "5388    96   2020-12-31              Singularity              175000000   \n",
       "5387   126   2018-12-18                  Aquaman              160000000   \n",
       "5384   321   2018-09-03        A Wrinkle in Time              103000000   \n",
       "5385   366   2018-10-08           Amusement Park              100000000   \n",
       "5058   880   2015-11-12         The Ridiculous 6               60000000   \n",
       "...    ...          ...                      ...                    ...   \n",
       "4787  5371   2014-12-31     Stories of Our Lives                  15000   \n",
       "3056  5374   2007-12-31              Tin Can Man                  12000   \n",
       "4907  5381   2015-05-19         Family Motocross                  10000   \n",
       "5006  5389   2015-09-29  Signed Sealed Delivered                   5000   \n",
       "5007  5390   2015-09-29     A Plague So Pleasant                   1400   \n",
       "\n",
       "      USD_Worldwide_Gross  USD_Domestic_Gross  \n",
       "5388                    0                   0  \n",
       "5387                    0                   0  \n",
       "5384                    0                   0  \n",
       "5385                    0                   0  \n",
       "5058                    0                   0  \n",
       "...                   ...                 ...  \n",
       "4787                    0                   0  \n",
       "3056                    0                   0  \n",
       "4907                    0                   0  \n",
       "5006                    0                   0  \n",
       "5007                    0                   0  \n",
       "\n",
       "[357 rows x 6 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "zero_ww.sort_values([\"USD_Production_Budget\"], ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eXUDzWpeyV2f"
   },
   "source": [
    "### Filtering on Multiple Conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "id": "dLd3eeD9TZZ9"
   },
   "outputs": [],
   "source": [
    "# using a bitwise operator\n",
    "int_releases = data.loc[(data[\"USD_Domestic_Gross\"] == 0) & (data[\"USD_Worldwide_Gross\"] != 0)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "YruPjqLVPuiB"
   },
   "source": [
    "**Challenge**: Use the [`.query()` function](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.query.html) to accomplish the same thing. Create a subset for international releases that had some worldwide gross revenue, but made zero revenue in the United States. \n",
    "\n",
    "Hint: This time you'll have to use the `and` keyword."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "id": "Xvu-jTCwTavg"
   },
   "outputs": [],
   "source": [
    "int_releases = data.query(\"USD_Domestic_Gross == 0 and USD_Worldwide_Gross != 0\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Rank</th>\n",
       "      <th>Release_Date</th>\n",
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       "      <th>71</th>\n",
       "      <td>4310</td>\n",
       "      <td>1956-02-16</td>\n",
       "      <td>Carousel</td>\n",
       "      <td>3380000</td>\n",
       "      <td>3220</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1579</th>\n",
       "      <td>5087</td>\n",
       "      <td>2001-02-11</td>\n",
       "      <td>Everything Put Together</td>\n",
       "      <td>500000</td>\n",
       "      <td>7890</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1744</th>\n",
       "      <td>3695</td>\n",
       "      <td>2001-12-31</td>\n",
       "      <td>The Hole</td>\n",
       "      <td>7500000</td>\n",
       "      <td>10834406</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2155</th>\n",
       "      <td>4236</td>\n",
       "      <td>2003-12-31</td>\n",
       "      <td>Nothing</td>\n",
       "      <td>4000000</td>\n",
       "      <td>63180</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2203</th>\n",
       "      <td>2513</td>\n",
       "      <td>2004-03-31</td>\n",
       "      <td>The Touch</td>\n",
       "      <td>20000000</td>\n",
       "      <td>5918742</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5340</th>\n",
       "      <td>1506</td>\n",
       "      <td>2017-04-14</td>\n",
       "      <td>Queen of the Desert</td>\n",
       "      <td>36000000</td>\n",
       "      <td>1480089</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5348</th>\n",
       "      <td>2225</td>\n",
       "      <td>2017-05-05</td>\n",
       "      <td>Chāi dàn zhuānjiā</td>\n",
       "      <td>23000000</td>\n",
       "      <td>58807172</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5360</th>\n",
       "      <td>4832</td>\n",
       "      <td>2017-07-03</td>\n",
       "      <td>Departure</td>\n",
       "      <td>1100000</td>\n",
       "      <td>27561</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5372</th>\n",
       "      <td>1856</td>\n",
       "      <td>2017-08-25</td>\n",
       "      <td>Ballerina</td>\n",
       "      <td>30000000</td>\n",
       "      <td>48048527</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5374</th>\n",
       "      <td>4237</td>\n",
       "      <td>2017-08-25</td>\n",
       "      <td>Polina danser sa vie</td>\n",
       "      <td>4000000</td>\n",
       "      <td>36630</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>155 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Rank Release_Date              Movie_Title  USD_Production_Budget  \\\n",
       "71    4310   1956-02-16                 Carousel                3380000   \n",
       "1579  5087   2001-02-11  Everything Put Together                 500000   \n",
       "1744  3695   2001-12-31                 The Hole                7500000   \n",
       "2155  4236   2003-12-31                  Nothing                4000000   \n",
       "2203  2513   2004-03-31                The Touch               20000000   \n",
       "...    ...          ...                      ...                    ...   \n",
       "5340  1506   2017-04-14      Queen of the Desert               36000000   \n",
       "5348  2225   2017-05-05        Chāi dàn zhuānjiā               23000000   \n",
       "5360  4832   2017-07-03                Departure                1100000   \n",
       "5372  1856   2017-08-25                Ballerina               30000000   \n",
       "5374  4237   2017-08-25     Polina danser sa vie                4000000   \n",
       "\n",
       "      USD_Worldwide_Gross  USD_Domestic_Gross  \n",
       "71                   3220                   0  \n",
       "1579                 7890                   0  \n",
       "1744             10834406                   0  \n",
       "2155                63180                   0  \n",
       "2203              5918742                   0  \n",
       "...                   ...                 ...  \n",
       "5340              1480089                   0  \n",
       "5348             58807172                   0  \n",
       "5360                27561                   0  \n",
       "5372             48048527                   0  \n",
       "5374                36630                   0  \n",
       "\n",
       "[155 rows x 6 columns]"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "int_releases"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EM-FTE4OZhfr"
   },
   "source": [
    "### Unreleased Films\n",
    "\n",
    "**Challenge**:\n",
    "* Identify which films were not released yet as of the time of data collection (May 1st, 2018).\n",
    "* How many films are included in the dataset that have not yet had a chance to be screened in the box office? \n",
    "* Create another DataFrame called data_clean that does not include these films. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "id": "PIukYVY9Zpxu"
   },
   "outputs": [],
   "source": [
    "# Date of Data Collection\n",
    "scrape_date = pd.Timestamp(\"2018-5-1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "id": "OAI0VsM3Tc6v"
   },
   "outputs": [],
   "source": [
    "future_releases = data[data[\"Release_Date\"] >= scrape_date]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                     7\n",
       "Release_Date             7\n",
       "Movie_Title              7\n",
       "USD_Production_Budget    7\n",
       "USD_Worldwide_Gross      7\n",
       "USD_Domestic_Gross       7\n",
       "dtype: int64"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "future_releases.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop such releases\n",
    "data_clean = data.drop(future_releases.index)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "khrJcXlGZWZO"
   },
   "source": [
    "### Films that Lost Money\n",
    "\n",
    "**Challenge**: \n",
    "What is the percentage of films where the production costs exceeded the worldwide gross revenue? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "id": "7uW_U9StTgvZ"
   },
   "outputs": [],
   "source": [
    "int_loss = data_clean.loc[data_clean[\"USD_Production_Budget\"] > data_clean[\"USD_Worldwide_Gross\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "37.27711738484398"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# in percentages\n",
    "int_loss.shape[0] / data_clean.shape[0] * 100"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cfJUL3WwyiDy"
   },
   "source": [
    "# Seaborn for Data Viz: Bubble Charts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "id": "YXa3bp1uTiSS"
   },
   "outputs": [],
   "source": [
    "# needs an additional import\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "e7NIOiL2y3en"
   },
   "source": [
    "### Plotting Movie Releases over Time\n",
    "\n",
    "**Challenge**: Try to create the following Bubble Chart:\n",
    "\n",
    "<img src=https://i.imgur.com/8fUn9T6.png>\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "id": "OT0D-i3HTmsB"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='USD_Production_Budget', ylabel='USD_Worldwide_Gross'>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# matplotlib scatterplot\n",
    "sns.scatterplot(data=data_clean, x=\"USD_Production_Budget\", y=\"USD_Worldwide_Gross\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.scatterplot(data=data_clean, x=\"USD_Production_Budget\", y=\"USD_Worldwide_Gross\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6), dpi=120)\n",
    " \n",
    "ax = sns.scatterplot(data=data_clean, x=\"USD_Production_Budget\", y=\"USD_Worldwide_Gross\")\n",
    "ax.set(ylim=(0, 3000000000), xlim=(0, 450000000), ylabel=\"Revenue in $ billions\", xlabel=\"Budget in $100 millions\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change hue and dot size\n",
    "plt.figure(figsize=(10, 6), dpi=120)\n",
    "\n",
    "ax = sns.scatterplot(data=data_clean, x=\"USD_Production_Budget\", y=\"USD_Worldwide_Gross\", \n",
    "                     hue=\"USD_Worldwide_Gross\", size=\"USD_Worldwide_Gross\")\n",
    "ax.set(ylim=(0, 3000000000), xlim=(0, 450000000), ylabel=\"Revenue in $ billions\", xlabel=\"Budget in $100 millions\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Rs7vyHet8dX/DMJg8eSorVy4nFAqxfv06qqoqmTp1GhC5+/7RR8twXZfVq1c21AuI7GussH/WWec0O+e4cRMYNmw4y5YtabY9Jye3w0RA5LzLyMzMakoENDrttHkt2k6bNoOVK5dTX1/H7t27+OST7ZxyyjxGjRrTdOd96dJF9OvXnyFDStp5zqUMHz6iRfHF005rfgG8cuVyKirKOfPMcwiFQk0fjuNw7LGz+PjjNdTW1nb4GtvzxBOPcdJJM5s+rrjikhZtDr14B1i1agX19fWceea5zbb369efqVOnN/VFbm4egwYN5rHH/sY///l31q37uEVditGjLXw+H7/61e28+OJzTVMQRERERESkZ9PIgARrvIvrOOFW94fD4RbF3vr3H8B5532+6fHrr7/KT396M/Pn38N99z0S1fPu3h25g11c3KdT8U6dOo23317A2rWrWbVqJYWFRZSUDAMiyYCysjI2b97YdPHfOLWgvLwMgKKi4hbnLCrqw549uw7b1rJda8rLyyksbFlDobXjp08/lgcfvI8VKz5i9+7d5OfnM2aMxfTpx7B06WKuueZrLFu2pMO79RUV5a2OwigsLGr2+ODBAwD86Ef/0+65MjIy2n0+gH79+gGwe/cuSkqGNm0/7bQzOProyQD86le/IBhsubTg4d+LioryVrdD5OehMTFiGAb33PNHHnzwPh599G/8/vd3k5ubx+mnn8G1115PZmYWgwYN5u675/OPfzzCb3/7S2praxk4cBCf//zFXHRRy8SEiIiIiIj0DEoGJFjjBeS+fftaXEy6rktp6X7Gjh3X7jlOOeU0/v73B9m0aWPUz/vuu28BkaHhnfFp3YBlrFq1ksmTpzbtGz58BPn5+XzwwVI+/HAZRUXFTYmCvLx8AEpL99O3b79m5ywt3de0v1G0KxHm5eU1Kwr46Tn3t9g2fvwEMjIyWbJkMbt372LatBkYhsH06cfw+OP/YO3a1ezZs7vDZEBubh4HDpS22H74tsbX9K1vfZfx4ye2eq7D+7wtM2YcyzPPPMm7777NF794adP2goLCpoKSmZmZlJe3TAYc/r3Mzc0DWv8e7d+/r9nqE/37D+AHP/gJANu2beWNN17lwQfvIxgM8t3v/hCASZOmMGnSFMLhMB9/vJZ///tx7r33NxQWFnLqqS1HaIiIiIiISOrTNIEEa7wgba2q//vvv0d1dXXTxen+/S0v3gBqamrYu3dP1Hf5169fx9/+9iADBgzk5JNP61S8w4ePJD+/gGXLlrJixYfNkgmGYTBp0hQWLVrI6tWrmi0pOG1a5OuXX36x2fnWrl3Nli2bo5oS0JqpU6dRU1PdlNxo9OqrL7do6/V6mTx5CkuXLuKDD5YwY0akSOCkSZPxeDzcd98fm5ID7T/ndDZv3sT69esOe86Xmj2eOHES2dk5bN68mbFjx7X64fP5onqdJ5wwl2HDRvC3vz3I1q1bojqmLRMmHE1aWhqvvNJ8Kci9e/fwwQdLmTat9ddfUjKUK674CiNGjGTduo9b7Pd4PIwfP4FvfzsyEqK1NiIiIiIi0jNoZECCDRo0mAsuuIjHHvsbVVWVzJp1HGlp6axdu5q///1hxo4d1zQX/ZFH7mflyuWcfPLpjB49hrS0NHbt2sm///1/lJeXc/31N7Y4v22vJSsrm3A4xP79+1i6dAkvv/wCBQUF/PKXv436YrSRYRhMmTKNN998Hdd1m40MAJg8eRr33vsbXNdtlgwoKRnGZz5zHv/+9+OYpsHMmcexa9dO/vrXP9G3bz++8IUvduG7B2eccQ6PP/4oP//5LVxzzfUMGVLCwoX/ZfHiha22nzZtBr///d0ATSsGpKWlM2HC0Sxe/D4jR45uc+nGRhdddAnPP/8M3/ve/+Oaa75GQUEhr776UouL9MzMTL71re9y++23UllZzkknnUJBQSFlZQfZsGE9ZWUH+c53ftD6kxzG4/Fwxx138e1vf4Nrrrmcc8/9HFOmTCMnJ5eqqkrWrFnFhg3r21x28FA5OTlcccVX+POf/8DPfvYTTj11HhUV5Tz44H34/X6uvPIaADZsWM/vfvcr5s49hcGDS/D5fCxbtoSNGzfwpS9dDsBTT/2LZcuWMnv2HPr16099fT3PP/9Ms++viIiIiIj0PEoGJMGNN36HYcOG89xzz/DKKy8SDofp128A559/IZdffnXTBfu8eWcD8Prrr/DYY3+jurqKnJxcLOsofv3re5g167gW577ppm8A4Pf7ycnJZeTIUXzta9/g7LPPJTMzq0vxTp06nQULXmu2bGCjyZOn4rqR4oSHT0H4znd+wKBBg3nuuaf5z3+eIDs7m2OPncVXv3pDi2kC0UpPT+fee//EPffcxZ/+9HsMw+CYY47lpz/9Bdddd1WL9o0XqIMHlzSrzD99+jF88MHSqKr7FxUV8/vf/4V77rmLu+66k/T0dE444SS+/e3v8f3v39Ss7bx5Z9GvX38effQRfv3rO6ipqaagoJDRo8dw5pnntPEMrRsypISHHvoH//nPE7z99gKee+4p6urqyM3NY9So0Vx77fWcdda5HZ8IuPTSKykoKOCJJx7njTdeJS0tjSlTpnHttV9vKp5YVFTEoEGDefLJfzWsZmAwcOAgbrjh/3HBBV8AYNQoi8WLF3H//X/mwIFSMjIyGD58JHfe+VuOOWZmp16fiIiIiIikDqPxwk5aNR5YVV5eQyDQsgDg/v07ASgujn7JP4kfr9ckFHI6bijdorQ0UjSyqGhABy0lmTwek8LCLA4cqCYc1u9PKlHfpDb1T+pS36Qu9U1qU/+kLr/fQ15eJsAEoGUBtThRzQARERERERGRXkbTBHoB13UJh1tf2rCRx+PBiLbEv3RKKBRqd79pmpim8nIiIiIiIpI8Sgb0Ai+++By/+MVP221z771/alYQUOJj166dXHjhZ9ptc+WV13D11V9NUkQiIiIiIkcWwzAwDHAcTYHvDCUDeoHjjjuev/71kXbblJQMTVI0vUtxcZ8Ov/fRLhkpIiIiIiIRpmlQWVHOzu272LxhC4FAkAGD+jNi9DAKiwpxNSO+Q0oG9AJ5efldruYvsfH5fIwdO667wxAREREROWLU19Ww8O3F/PHuB9i/90CzfT6/j89ccAZfvvpC8goKUb38tikZICIiIiIiIj1CfV0Nf7n3IZ76vxda3R8MBPn3Y8/y3tuL+cODvyKvsCjJEfYcGjshIiIiIiIiKc80Dd5+/b9tJgIOtWvHHr7//26jrrY6CZH1TEoGiIiIiIiISMqrKCvjT3c/FHX7dWs2smvHrsQF1MMpGSAiIiIiIiIpb+vmbZQdLO/UMY8/8hSu0/4y672VkgEiIiIiIiKS0jwegzUr7U4f9+HSFdTW1iYgop5PyQARERERERFJcQb1dYFOHxWoD6IlBVqnZICIiIiIiIikNMdxGTRkQKeP69O3CK/Pl4CIej4tLSi9Wk1NDffd90feeONVKisrKCkZxpe/fDmnnjqvw2MPHjzA/Pn38t5771BXV8eoUWO45pqvMX36MUmIXERERESk93BdlwmTxmIYBm4n7vR/+SsXkp6RgeNodMDhNDJAerWbb/4uL774HFdeeQ133XUvRx01jltvvZlXXnmp3eMCgQA33vg1li1bwo03foc77/wNhYWF3HTTN/jww2VJil5EREREpPco6tOH4+fOirq9P83P0ZPHKxHQBo0MkORzXYy6SoyacggHwePDzczDTc8Bw0haGAsXvsuSJYu45Zafc9ppZwAwdep0du/exfz593DKKafh8XhaPfa5555m06aN/OlPDzBhwtEATJkynSuu+CLz59/Lffc9nLTXISIiIiLSG5geL9/47lf4aNlKKsorO2x/653fI6+wMAmR9UwaGSDJ5boYZbswy3ZBoAYjHIRADWbZLoyyXUkt7vH222+SkZHJ3LmnNtt+1lnnsn//PtasWdXOsQsoKRnalAgA8Hq9zJt3JmvXrmbfvr0Ji1tEREREpLcq6tuPvzz6O/oN6NNmG6/Xw89/+0OmzZqGYeiSty0aGSBJZdRVYtZFsniNYwAaP5t1lTh12bgZuUmJZdOmjQwbNgyvt/mvwciRo5v2T5w4qdVjN2/eyNFHT2mxvfHYzZs30adP3zhHLCIiIiLSu7muS9/+/bnv0bvZsmkbD/35MdassAmFQvQb0IfLrrmYqcccTUFRsRIBHVAyQJLKqCnH5dMEwKHcxv1JSgaUl5czcOCgFttzc/MAqKgob/fY3NyWcTZuKy8vi0+QIiIiIiLSjOtCVk4e4ydN5I57LOrranFd8Pq8ZGZlq0ZAlJQMkOQKB1tNBEAkQeCGg8mMBqPdGgXt1y9o79j2zysiIiIiIvHg9fnx+vxNj5UIiJ7GTUhyeXy09evpNuxPlry8PCoqylpsbxwR0Nqd/0OPLS9vOXKgoqKi4di8+AQpIiIiIiKSAEoGSFK5mXntjwzITN5F9IgRo9iyZQuhUKjZ9k2bNjTsH9nusY3tDrVxY8fHioiIiIiIdDclAySp3PQcnPScyNeN2xo+O+k5keUFk+SEE06itraGt956o9n2F198nuLiPowbN6GdY+eydesWVq/+dMWBUCjEK6+8wLhxEygubru6qYiIiIiISHdTzQBJLsPAzR+AU5cdKRYYDoLHh5OZF0kEJHGu/axZxzFjxrHcddedVFdXM3jwEF599WUWLXqPn/zkZ3g8HgDuuOM2XnrpeR5//Cn69x8AwNlnf4b//Of/+PGP/4frrvsGBQUFPPnkv9i2bSt33z0/aa9BRERERESkK5QMkOQzDNyM3KStGtCe22//NX/5y3zuv/9PVFRUUFIyjFtvvZ1TT53X1MZxHMLhMK77abUDv9/PPff8kfnz7+Xuu39NXV0do0eP4a677mXKlGnd8VJERERERESiZhx6gSMtjAdWlZfXEAiEW+zcv38nAMXFA5MclgB4vSahkNPdYUgbSkt3AVBUNKCbI5FDeTwmhYVZHDhQTTis359Uor5Jbeqf1KW+SV3qm9Sm/kldfr+HvLxMgAnA6kQ9j2oGiIiIiIiIiPQySgaIiIiIiIiI9DJKBoiIiIiIiIj0MkoGiIiIiIiIiPQySgaIiIiIiIiI9DJKBoiIiIiIiIj0MkoGiIiIiIiIiPQySgaIiIiIiIiI9DJKBoiIiIiIiIj0MkoGiIiIiIiIiPQy3u4OQKQ71dTUcN99f+SNN16lsrKCkpJhfPnLl3PqqfPaPe6FF57lF7/4aav7nn76JYqKihMRroiIiIiISFwoGSC92s03f5e1a9dw3XU3UFIylFdffYlbb70Zx3E5/fQzOjz+hz+8hZKSYc225eXlJyZYERERERGROFEyQJLOdV3CBw8S3LMbNxDA8Pvx9euPp6AAwzCSFsfChe+yZMkibrnl55x2WuTCf+rU6ezevYv58+/hlFNOw+PxtHuOESNGMnbsuGSEKyIiIiIiEjeqGSBJ5QaD1Hy4jNrlHxLavYvwgVJCu3dRu/xDaj5chhsMJi2Wt99+k4yMTObOPbXZ9rPOOpf9+/exZs2qpMUiIiIiIiKSTEoGSNK4rkvNyuU45eWt7nfKy6lZuQLXdZMSz6ZNGxk2bBheb/MBMiNHjm7a35Hvfe9bnHDCMZx55sn88IffZdOmDQmJVUREREREJJ40TUCSJnzwYJuJgEZOeRnhsoN4CwoTHk95eTkDBw5qsT03Nw+Aioq2Yy0sLOKyy65i/PiJZGVlsXHjBv7xj4f56levZP78+xk9ekzC4hYREREREYmVkgGSNME9u6Nrt3t3UpIBQAc1CtreN3PmbGbOnN30ePLkqcyePYfLLruY++//E3fe+ds4RikiIiIiIhJfmiYgSeMGAnFtF6u8vDwqKspabG8cEZCbm9up8w0YMJCjj57M6tWqNSAiIiIiIqlNyQBJGsPvj2u7WI0YMYotW7YQCoWabW+c9z9ixMhOn9N1XUwzeSsiiIiIiIiIdIWSAZI0vn79o2vXP7p2sTrhhJOora3hrbfeaLb9xRefp7i4D+PGTejU+Xbu3MHKlcsZN25iPMMUERERERGJO9UMkKTxFBRg5uW1W0TQzMvHk1+QlHhmzTqOGTOO5a677qS6uprBg4fw6qsvs2jRe/zkJz/D4/EAcMcdt/HSS8/z+ONP0b//AABuvPF6Jk+ewsiRo5sKCD766CMYhsE111yXlPhFRERERES6SskASRrDMMicOImalStwysta7Dfz8smceHQHRf3i6/bbf81f/jKf++//ExUVFZSUDOPWW2/n1FPnNbVxHIdwONxsycORI0fy+uuv8thjf6e+vo6CgkKmTZvO5Zd/hZKSoUmLX0REREREpCuMZK3p3kONB1aVl9cQCIRb7Ny/fycAxcUDkxxWz+a6LuGygwR378YNBDD8fnz9++PJL+hUIsDrNQmFnARGKrEoLd0FQFHRgG6ORA7l8ZgUFmZx4EA14bB+f1KJ+ia1qX9Sl/omdalvUpv6J3X5/R7y8jIBJgCrE/U8GhkgSWcYBt6CwqQtHygiIiIiIiLNqYCgiIiIiIiISC+jZICIiIiIiIhIL6NkgIiIiIiIiEgvo2SAiIiIiIiISC+jZICIiIiIiIhIL6NkgIiIiIiIiEgvo2SAiIiIiIiISC+jZICIiIiIiIhIL+Pt7gAOZVnWycCXgdnAEKAMWArcZtv2sg6OvQJ4sI3dA2zb3h2/SEVERERERER6rpRKBgBfA4qAe4A1QB/gJuB9y7Lm2bb9RhTnuBL4+LBtpXGNUo4YNTXVPPTQX1m/fh3r19uUlZVx5ZXXcPXVX43q+IMHDzB//r2899471NXVMWrUGK655mtMn35MgiMXERERERHpulRLBnzdtu29h26wLOslYAPwQyCaZMAq27aXJiI4iZ9wfYDqbbtx6gOYaX6ySvrjSfMnPY7y8nKeeeZJRo0aw/HHn8Szzz4V9bGBQIAbb/waVVVV3HjjdygoKOA//3mCm276BnffPZ8pU6YlLnAREREREZEYpFQy4PBEQMO2Ksuy1hCZNiA9XDgQZP/C5VSs24Ibdpq2Gx6T3DHDKJ41CY/fl7R4+vcfwIsvLsAwDMrKyjqVDHjuuafZtGkjf/rTA0yYcDQAU6ZM54orvsj8+fdy330PJyhqERERERGR2KRUMqA1lmXlAVOJblQAwHOWZfUByoE3gZ/Ytr0qlhhM08DjaVlr0TAMXNeN5dS9SjgQ5JNnFlC/v6zFPjfsUL52E3X7DjD4M3M7TAgYxqefY+kCo/FEXfD22wsoKRnalAgA8Hq9zJt3Jn/+8x/Yt28vffr07XpwPdih/dPa7450H4/HOOSz+iaVqG9Sm/ondalvUpf6JrWpf1KXaXb9GqUzUj4ZAPwByAJu76Dd7oY27wMVwETg+0TqDRxn2/byrgaQk5PR6vayMi+BQAivV7880dj7zopWEwGHqt9fxoFFKxgwd0ZU54znhabXG/mlM00jqj7dvHkTkydPadF2zJgxAGzbtpkBA/rHLb6eyOfzUliY1d1hSCvy8jK7OwRpg/omtal/Upf6JnWpb1Kb+qf3SulkgGVZPwO+BHyjo9UEbNt+CXjpkE1vW5b1PLASuA34bFfjqKysJRh0WmwPBEK4rkso1HKfNBeuD1D+8eao2pZ9vJnCYya2W0Og8Y5zOOzENDLgUKFQ5ESOE12flpeXkZ2d06JtVlYOAAcOHOy1PxuNIwOCwRAHDlR3bzDSjMdjkJeXSXl5DeGwRjalEvVNalP/pC71TepS36Q29U/q8vnMNm9Ix1PKJgMsy7oF+BFws23bv+/KOWzb3mJZ1rvAzFhicRyXcLjlRZ2mCESvetvuZjUC2uOGHaq37SZ3dEnbbdzmn7tLe9MMYpmC0NMd2j+t/e5Id4qMZAmHW/+7Jt1JfZPa1D+pS32TutQ3qU39k6oap3AkWkqOb29IBNwK3Grb9i9iPJ0B6Ke7mzn1gYS27w55eXmUl5e32F5RUQFAbm5eskMSERERERGJSsolAyzL+jGRRMDPbdv+aYznGg4cR6SOgHQjs5PLBna2fXcYMWIUmzZtaLF948YNDftHJjskERERERGRqKTUNAHLsm4iMr//JeB5y7KaDe+3bfv9hnb3A5cDI23b3tqw7TXgbWAFnxYQ/B7gAj9O1muQ1mWV9MfwmFFNFTA8JlklqV9474QT5vKb39zJ6tWrGD9+AgChUIhXXnmBceMmUFzcp5sjFBERERERaV1KJQOAcxs+n9HwcbjGyROeho9DJ1OsBL4AfAfIAPYSWY7wZ7Ztr0tItBI1T5qf3DHDKF+7qcO2udawdosHxtvChf+lrq6WmpoaALZs2cyCBa8BMGvWHNLT07njjtt46aXnefzxp+jffwAAZ5/9Gf7zn//jxz/+H6677hsUFBTw5JP/Ytu2rdx99/ykxS8iIiIiItJZKZUMsG37pCjbXQFccdi2b8U/Iomn4lmTqNt3oN3lBdOK8ymeOSl5QQG/+c2d7N69q+nxggWvNSUDnnjiGQYMGIjjOITD4WZFI/1+P/fc80fmz7+Xu+/+NXV1dYwePYa77rqXKVOmJfU1iIiIiIiIdIahivjtGg+sKi+vIRAIt9i5f/9OAIqLByY5rJ4rHAiy//3lVNhbmk0ZMDwmudYwimdOwuP3RXUur9fstUv39QSlpZEES1HRgG6ORA7l8ZgUFmZx4EC1KgenGPVNalP/pC71TepS36Q29U/q8vs95OVlAkwAVifqeVJqZIAc+Tx+H/1OmE7xsUdTvW03Tn0AM81PVkn/pE4NEBERERER6c2UDJBu4Unzkzu6pLvDEBERERER6ZVSbmlBEREREREREUksJQNEREREREREehklA0RERERERER6GSUDRERERERERHoZJQNEREREREREehklA0RERERERER6GSUDRERERERERHoZJQNEREREREREehklA6TbuK5LOBDCdd3uDkVERERERKRX8XZ3ANK7uK5L6fodbFu4mn0fb8d1HAzTpM/YIZTMGk/R6EEYhpG0eGpqqnnoob+yfv061q+3KSsr48orr+Hqq7/a4bEvvPAsv/jFT1vd9/TTL1FUVBzvcEVEREREROJCyQBJmnAwxPLH3mDv6i3NtruOw941W9m7Zit9xw9j0iUn4/El50ezvLycZ555klGjxnD88Sfx7LNPdfocP/zhLZSUDGu2LS8vPy7xiYiIiIiIJIKSAZIUruu2mgg43N7VW1j+2BtMufS0pIwQ6N9/AC++uADDMCgrK+tSMmDEiJGMHTsu/sGJiIiIiIgkiGoGSFKUrt/RYSKg0d7VWyhdvyOxATUwDCOp0xJERERERERSgUYGSFJsW7i6c+3fX0PxmMEJiia+vve9b1FWdpCsrGymTJnGV77yVUaMGNXdYYmIiIiIiLRJyQBJONdx2ffxtk4ds2/tNlzXTem79oWFRVx22VWMHz+RrKwsNm7cwD/+8TBf/eqVzJ9/P6NHj+nuEEVERERERFqlZIAknBMK4zqdWz7QdRycYBiPP3V/RGfOnM3MmbObHk+ePJXZs+dw2WUXc//9f+LOO3/bjdGJiIiIiIi0TTUDJOFMrwfD7NwdfsM0MX2eBEWUOAMGDOTooyezevWq7g5FRERERESkTUoGSMIZpkGfsSWdOqbPUSUpPUWgPa7rYnYy+SEiIiIiIpJMSgZIUpTMGt+59jN75lJ9O3fuYOXK5YwbN7G7QxEREREREWlT6k7IliNK0ehB9B0/LKrlBfuOH0bR6EGJD6rBwoX/pa6ulpqaGgC2bNnMggWvATBr1hzS09O5447beOml53n88afo338AADfeeD2TJ09h5MjRTQUEH330EQzD4Jprrkta/CIiIiIiIp2lZIAkhWEYTLrkZJY/9ka7CYG+44cx6ZKTkzpF4De/uZPdu3c1PV6w4LWmZMATTzzDgAEDcRyHcDiM635aCHHkyJG8/vqrPPbY36mvr6OgoJBp06Zz+eVfoaRkaNLiFxERERER6Szj0IsbaWE8sKq8vIZAINxi5/79OwEoLh6Y5LB6Ltd1KV2/g23vr4ksH+g4GKZJn6NKKJk5jqLRg6JOBHi9JqGQk+CIpatKSyMJlqKiAd0ciRzK4zEpLMziwIFqwmH9/qQS9U1qU/+kLvVN6lLfpDb1T+ry+z3k5WUCTABWJ+p5NDJAksowDIrHDKZ4zGBc18UJhjF9nh5bLFBERERERKQnUjJAuo1hGHj8+hEUERERERFJNq0mICIiIiIiItLLKBkgIiIiIiIi0ssoGSAiIiIiIiLSyygZICIiIiIiItLLKBkgIiIiIiIi0ssoGSAiIiIiIiLSyygZICIiIiIiItLLKBkgIiIiIiIi0st4uzsA6X0cx2HL8o1sXbOFQE09/sw0ho4bxrBJIzHN5OWnli1bwssvv8CqVSvYu3cP2dk5jB17FFdccQ1jxx7V4fEHDx5g/vx7ee+9d6irq2PUqDFcc83XmD79mCRELyIiIiIi0nVKBkhSrVjwIQufeoeKfeXNti99/n1y++Qx63PHc/TcKUmJ5ckn/0VFRTkXXngJw4YNp6zsIP/85z/46lev4Le//T3Tps1o89hAIMCNN36NqqoqbrzxOxQUFPCf/zzBTTd9g7vvns+UKdOS8hpERERERES6QskASZq3Hnudxc++1+b+in3lvHzfc5TtOcAJF5+S8Hhuuul/KCgobLbt2GNnc/HF5/HIIw+2mwx47rmn2bRpI3/60wNMmHA0AFOmTOeKK77I/Pn3ct99Dyc0dhE58hiG0d0hiIiISC+imgGSFCsWfNhuIuBQi555jxULPkxwRLRIBABkZmYybNhw9u7d3e6xb7+9gJKSoU2JAACv18u8eWeydu1q9u3bG/d4ReTIY5oGobo69m7dyZJX3uelf7zKxuXrqKusJImzpkRERKQX0sgASTjHcVj41DvRH2DAwqfeYeKJkzHM5N4pq6qqYt26j5k6te1RAQCbN2/k6KNbTmcYOXJ0w/5N9OnTNyExisiRwQ2H2bp2K4/d/QSluw802+dP93PaRScz++xZeNPTuylCEREROZLpvoMk3JblG1vUCGiXG5kysHn5hsQF1Ybf/vaX1NbWctllV7Xbrry8nNzc3BbbG7eVl5clIjwROVK4Dvaytfz++39ukQgACNQFeP6Rl/jn3f9HqK6uGwIUERGRI52SAZJwW9dsSepxXXXffX/klVde5Jvf/HZUqwm0N79Xc39FpD1VpeU89Iu/d9hu5cLVrFm8BjPJo6RERETkyKdkgCRcoKY+qcd1xQMP/IWHH76fa6+9ngsu+EKH7fPy8igvbznaoaKiAoDc3Ly4xygiRwbTNFj21oe4rhtV++cffon66poERyUiIiK9jZIBknD+zLSkHtdZDzzwFx544C9cddW1HU4PaDRixCg2bWo5jWHjxg0N+0fGNUYROXIEqmtY8O+3om5ftr+c8v1liQtIREREeiUlAyThho4bltTjOuOhh/7KAw/8hcsvv5qrrro26uNOOGEuW7duYfXqVU3bQqEQr7zyAuPGTaC4uE8iwhWRI0A4FKa2unN1AAJ1gQRFIyIiIr2VkgGScMMmjSS3TyeGzRuQ2yeP4ZNGJS4o4LHH/s5f//onjj12NrNmzWHVqpXNPhrdccdtnHjisezevatp29lnf4bhw0fw4x//D6+88hJLliziJz/5Adu2beVrX/tGQuMWkZ7NME1MT+f+/ZoeT4KiERERkd5KSwtKwpmmyazPHc/L9z0X3QEuzPrc8QlfVvC//30bgEWL3mPRovda7H/33aVAZGnEcDjcbH6v3+/nnnv+yPz593L33b+mrq6O0aPHcNdd9zJlyrSExi0iPVtaZjqT5xzNB299FFV7f5qP/GLVIREREZH4MqItYNRLjQdWlZfXEAiEW+zcv38nAMXFA5McVs/01mOvs/jZlhfdhzv2M7M54eJTOmzn9ZqEQk48QpMEKC2NjKQoKhrQzZHIoTwek8LCLA4cqCYc1u9Pd9m3bSd3feOeqNqeeuFc5l16Bo7+XXcr/e6kLvVN6lLfpDb1T+ry+z3k5WUCTABWJ+p5NE1AkubES05h3jXntDllILdPHvOuOSeqRICISE9W2L+YmafP6LBdbmEux3/mOCUCREREJO40TUCS6ui5U5h44mQ2L9/A1jVbCNTU489MY+i4YQyfNCrhUwNERFKBx+/n3KvPwZfu451nWh8x1W9wX667/Stk5OWgQXwiIiISb0oGSNIZpsGIKaMZMWV0d4ciItJtvOnpnH352Zz4meNZ9uYHrHp/DeFQmP5D+3PSecdTNKAYb3q6EgEiIiKSEEoGiIiIdBPD6yWnTyEnf+E05l4wl/R0H8GwSyisDICIiIgklmoGiIiIdDPHcTF9PrLzsnDRdCkRERFJPCUDRERERERERHoZJQNEREREREREehklA0RERERERER6GSUDRERERERERHoZrSYg3cJ1XWqqaqirrSc9I43M7EwMQ0WzREREREREkkHJAEmqmqoa3n1lIa89vYCd23Y1bR9YMoBTPzeXOafNIjM7MymxLFu2hJdffoFVq1awd+8esrNzGDv2KK644hrGjj2q3WNfeOFZfvGLn7a67+mnX6KoqDgRIYuIiIiIiMSFkgGSNKuWreGeW+ZTW13L4Stn7dy+i0fufZQn7n+SG396PROmjUt4PE8++S8qKsq58MJLGDZsOGVlB/nnP//BV796Bb/97e+ZNm1Gh+f44Q9voaRkWLNteXn5iQlYREREREQkTpQMkKRYtWwNv/qf3+E6bmSDe1iDhsd1NbX86n9+x/d++a2EJwRuuul/KCgobLbt2GNnc/HF5/HIIw9GlQwYMWIkY8cmPnEhIiIiIiISTyogKAlXU1XDPbfMx3UcXPfwLEBzrguu43DPLfOpqapJaFyHJwIAMjMzGTZsOHv37k7oc4uIiIiIiHQnJQMk4d59dSG11bV0kAdo4rpQW13Lu68uTGxgraiqqmLduo8ZPnxkVO2/971vccIJx3DmmSfzwx9+l02bNiQ4QhERERERkdhpmoAklOu6vPbUgkiNgCiTAQAY8NrTCzjtcycndZWB3/72l9TW1nLZZVe1266wsIjLLruK8eMnkpWVxcaNG/jHPx7mq1+9kvnz72f06DFJilhERERERKTzlAyQhKqpqmm2akDUXNi5dRc11bVkJWl1gfvu+yOvvPIi3/rWdztcTWDmzNnMnDm76fHkyVOZPXsOl112Mfff/yfuvPO3iQ5XRERERESky5QMkISqq62P7fiauqQkAx544C88/PD9XHvt9VxwwRe6dI4BAwZy9NGTWb16VZyjExERkVgZrkNNeSUV+8pxXJf0zHTy+uTjzUjHcTozfFFE5MigZIAkVHpGWmzHZ6bHKZK2PfDAX3jggb9w1VXXdjg9oCOu62KayZvWICIiIu0zTYOaA+W8+vdXWfnfVZ+ubAQU9CvgzCvOYNjEERg+XzdGKSKSfCogKAmVmZ3JwJIBkZoBnWHAwKEDyMzKSEhcjR566K888MBfuPzyq7nqqmtjOtfOnTtYuXI548ZNjFN0IiIiEgvDMKjYU8rvv/UHVryzslkiAODgnoM8+svHeOc/b+EGg90UpYhI99DIAEkowzA49XNzeeTeRzt3oAunfnZuQosHPvbY3/nrX//EscfOZtasOaxatbLZ/gkTIhf1d9xxGy+99DyPP/4U/fsPAODGG69n8uQpjBw5uqmA4KOPPoJhGFxzzXUJi1lERESiF6qp4cFbHqK+pv1pi+/8511GTRrFoKOGRb36kYhIT6dkgCTcnNNm8cT9T1JXE93ygoZhkJ6ZzpzTZiU0rv/+920AFi16j0WL3mux/913lwLgOA7hcBj3kOBHjhzJ66+/ymOP/Z36+joKCgqZNm06l1/+FUpKhiY0bhEREYnO/p37qSitiKrtK4+8wuU/vVLTBUSk11AyQBIuMzuTG396Pb/6n9+B47SbEDAMA8M0uPGn15OZ4MKBv//9X6Jqd/PNt3Lzzbc22/bNb96UgIhEREQkXjymwXvPtEz2t2XHxp1UHawkp29hAqMSEUkdqhkgSTFh2ji+98tvkZ7ZUAPg8NH/DY/TM9P53i+/xYRp45Ian4iIiBxZwqFQ1KMCGgXrAwmKRkQk9WhkgCTNhGnjuOefv+LdVxfy2lML2LltV9O+gSUDOO2zJ3Pc6bMSXjRQREREjnymx8Sf7u/kMZ4ERSMiknqUDJCkyszO5PTzTuG0z51MTXUtdTV1pGemk5mVkdBigSIiItLLGCYz5s1g08rNUTXPKcghuyAnwUGJiKQOJQOkWxiGQVZ2JlkJrgsgIiIivZPjuAwZW4LX5yUUDHXY/pRL5uLPysBxtJyAiPQOqhkQIy0/IyIiIpKa0nOy+MJ3Luqw3aCRA7GOOUqJABHpVZQMiIFhmLiu02zJOREB13VxnDCGoT8xIiLSfVwMhh09kkt/9GUysluvSTRu1ji+/ONL8WaoZpGI9C4pNU3AsqyTgS8Ds4EhQBmwFLjNtu1lURzfF/gVcA6QCSwHfmTb9uuJiNfr9REM1lNZWUZOTr7mvIsQSQRUVpbhug4+X+cKN4mIiMSd6WHYpNF8495vsHfbHuwlNvV19QwY1p/R0yyyCnLAVOFAEel9UioZAHwNKALuAdYAfYCbgPcty5pn2/YbbR1oWVYa8DqQD9wI7AW+DrxkWdaptm2/Fe9gc3IKCIWC1NRUUFtbjWmaKB+QPIZhaFRGinFdcBwH1w2Tk5NNdnaBptKIiEi3cxwXX1Ymg8cNZ+jEkRiGgeM4hMP6JyUivVeqJQO+btv23kM3WJb1ErAB+CHQZjIAuBqYAMy2bXthw7ELiIwO+BVwbLyDNU2TgoK+VFaWEQoFcF0n3k8hbTAMA7/fSyAQUkIghRgGeL1e/P4sSkoGU1ZWSzis3wsREUkNrguhkP4viYhAiiUDDk8ENGyrsixrDZFpA+05L9I8kghoODZkWdbfgV9YljXItu0d8Y04khDIyyuM92mlAx6PSWFhFgcOVOtiMwV5PCamqXoBIiIiIiKpKqWSAa2xLCsPmEr7owIgMirgnVa2r2j4PB7oUjLANA08Hl3YpBKPxzjks/om1ah/Upf6JnWpb1Kb+id1qW9Sl/omtal/UpdpJmfueconA4A/AFnA7R20KwIOtLL9wCH7uyQnR9VlU1VeXmZ3hyDtUP+kLvVN6lLfpDb1T+pS36Qu9U1qU//0XimdDLAs62fAl4BvRLOaANDe5PEuTyyvrKwlGNRQ9FTi8Rjk5WVSXl6j4j8pSP2TutQ3qUt9k9rUP6lLfZO61DepTf2Tunw+Myk3pFM2GWBZ1i3Aj4Cbbdv+fRSHlNL63f/GCf2tjRqIiuO4mpeeciJDmcJh9U1qUv+kLvVN6lLfpDb1T+pS36Qu9U1qU/+kqsYpHImWkpNDGhIBtwK32rb9iygPWwlMbGV747ZVcQhNREREREREpMdLuWSAZVk/JpII+Llt2z/txKFPAmMty2paQtCyLC/wZWCRbds74xqoiIiIiIiISA+VUtMELMu6CbgNeAl43rKsmYfut237/YZ29wOXAyNt297asPsB4OvAE5ZlfR/YC1wPWMCpyXkFIiIiIiIiIqkvrskAy7KGEFnCb4lt26VdOMW5DZ/PaPg4XOPkCU/DR9NkCtu26y3LOgX4FfC/QCbwEXCmbdtvdSEWERERERERkSNSl5MBlmX9HMiybftbDY9PBZ4F/ECZZVkn2La9ujPntG37pCjbXQFc0cr2PURGDIiIiIiIiIhIG2KpGXABsOaQxz8HVgDnAVuJrAQgIiIiIiIiIikmlmTAIGADgGVZRcAM4Ce2bT8D3AnMiT08EREREREREYm3WJIBxiHHHweEgbcbHu8CimM4t4iIiIiIiIgkSCzJgI3AOQ1fXwwstm27tuHxAOBgLIGJiIiIiIiISGLEsprAn4E/WJZ1GZAPXHXIvuNoXk9ARERERERERFJEl5MBtm3/0bKsg8BsIqMC/n7I7gzgoRhjExEREREREZEEiGVkALZt/xP4Zyvbr43lvCIiIiIiIiKSOLHUDBARERERERGRHqjLIwMsy/IB/wN8ERgKpB/WxLVtO6aRByIiIiIiIiISf7FcrN8BfAt4EXgKqI9HQCIiIiIiIiKSWLEkAy4CbrNt+6fxCkZEREREREREEi+WmgEFwNvxCkREREREREREkiOWZMDbwOQ4xSEiIiIiIiIiSRJLMuCbwNWWZZ1vWZY/XgGJiIiIiIiISGLFUjPgI8AHPAG4lmXVHLbftW07L4bzi4iIiIiIiEgCxJIM+DfgxisQEREREREREUmOLicDbNu+Io5xiIiIiIiIiEiSxFIzQERERERERER6oFimCWBZ1kjgVuAUoAjYD7wG3Gbb9saYoxMRERERERGRuOvyyADLssYCS4HPAx8CjxApKngRsLhhv4iIiIiIiIikmFhGBvwCKAVOsm37k8aNlmUNBt4AbgcuiC08EREREREREYm3WGoGnAjccmgiAKDh8W3A3FgCExEREREREZHEiCUZkElkZEBr9gMZMZxbRERERERERBIklmSADXypjX2XAB/HcG4RERERERERSZBYagbcC/zVsqw84GFgFzAA+DLwGeArsYcnIiIiIiIiIvHW5WSAbdsPWJbVD/gRcHbDZgOoBW62bfvBOMQnIiIiIiIiInEWy8gAbNu+w7Ks+cAsoIhIDYGFtm2XxyM4EREREREREYm/mJIBAA0X/i/FIRYRERERERERSYJOJQMsyyoBdtm2HWz4ul22bW/rcmQiIiIiIiIikhCdHRmwmciUgMXAFsDtoL2nCzGJiIiIiIiISAJ1NhlwFbDxkK87SgaIiIiIiIiISIrpVDLAtu2HD/n6obhHIyIiIiIiIiIJZ3Z3ACIiIiIiIiKSXJ0tIHhZZ9rbtv1I58IRERERERERkUTrbM2AhzrR1gWUDBARERERERFJMZ1NBgxPSBQiIiIiIiIikjSdLSC4NVGBiIiIiIiIiEhyqICgiIiIiIiISC/T2QKCD3SiuWvb9tWdjEdEREREREREEqyzNQNOJlIYMBrRthMRERERERGRJOpszYBhCYpDRERERERERJJENQNEREREREREehklA0RERERERER6mc4WENwEnGfb9nLLsjbTfl0A17btkTFFJyIiIiIiIiJx19kCgm8BFYd8rSKBIiIiIiIiIj1MZwsIXnnI11fEPRoRERFJKtM0IBTCdV1Mr5ew0vwiIiK9QmdHBoiIiMgRwHAdQlU1bP5gAxsXfYwTdige2pejTplCZlEerldvEURERI5kMf2ntywrF/g6MBcoAkqBBcAfbdsuizk6ERERiTvDcdjxwTrefeTVZhP+ynaWsmHhWoZMHM7sK07H9fu7L0gRERFJqC6vJmBZ1nBgBXA7MBoINHy+HVhuWdaIuEQoIiIicWOaBqUbPuHdh19ts/LP9pWbWfjIaxjhUHKDExERkaSJZWnBe4B04Djbtofbtj3Ltu3hwBwgDbg7DvGJiIhIHLl19Sz8++sdttu2fCP1B6uSEJGIiIh0h1iSAScDN9u2vfDQjbZtvwf8qGG/iIiIpJCaAxVUR3mRv+7dlXg9sbxVEBERkVQVy3/4emB7G/u2NewXERGRFFJXWRt129Jt+3DD4QRGIyIiIt0llmTA08CFbey7EHguhnOLiIhIApheT9RtvT4vhkYGiIiIHJE6tZqAZVlTD3n4KHC/ZVlPNHy9G+gPfAmYDlwdryBFREQkPrKLc8GgzeKBhxo9ZwJOFO1ERESk5+ns0oJLaf72wQCGAOcftg3gFSD62w8iIiKScL6cLIZNHc2WZevbbefxeegzcgCOsgEiIiJHpM4mA65MSBQiIiKSFA4Gx1x0Ins37aKmjUKChmFw6g2fxczKwFUuQERE5IjUqWSAbdsPJyoQERERSQ4jK4NzfnAxHz2zkA0L1+KEnaZ9xcP6MevLp5DZr1CJABERkSNYZ0cGiIiISA/nukBGBtMuPpmjz55JzcFKXNclLTuD9LxsXK9HiQAREZEjnJIBIiIivVTYBTM7k+zszKZtDkRVXFBERER6Nq0XJCIiIiIiItLLKBkgIiIiIiIi0ssoGSAiIiIiIiLSyygZICIiIiIiItLLxK2AoGVZJvB5oC/wim3b6+J1bhERERERERGJny6NDLAs69uWZd1x2ObHgX8C9wIfWpZ1QqzBiYiIiIiIiEj8dXWawFeAvY0PLMuaCVwAXAdYwDLglpijExEREREREZG462oyYCiw8pDHpwHLbdv+i23b64GfAEfHGpyIiIiIiIiIxF+nagZYlrUZcIEM4CHLsgKAARQBpmVZmw45b+Ehj++2bfveOMUsIiIiIiIiIjHoVDLAtu3hAJZlVQBX27b9csPjrcBttm3f3/B4LLDItu0RcY5XRERERERERGLU1dUEPgRusSxrJzAPGAi8esj+0cD2GGMTERERERERkQToajLgZuB54CMi0wR+Y9v2tkP2Xwq8HltoIiIiIiIiIpIIXUoG2Lb9rmVZFjAT2Gnb9uLDmjwNvBdrcCIiIiIiIiISf10dGYBt27uBp9rY94+unldEREREREREEqvLyQAREZHeyjQNDMPAdV0cx+3ucFKKx2Pg1tYTDoTANPCm+3E8Hlx9m0RERFKKkgEiIiJR8uASqqxm1/od1ByoJLMwh76jB+HNySKM0d3hdSvDAGrr2bFqE6tfWEJdZQ0ARcP6M+GcY8kd1AfHq7cdIiIiqUL/lUVERKJgBgN89J932bZ0XYt9JdPHMOn8OTg+fzdEliJq61jwu39TfaCy2ebSLbt56/dPM3LOBMadMxPHo7ceIiIiqcDs7gBERERSnRkMsuihV1pNBABsW7qORQ+9ghkKJjmy1OBxwiy8/6UWiYBDbXx3Ffvt7Zhm7x5BISIikiqUDBAREelA1Z4D7F33Sbtt9q77hOo9B5MUUWoJlFdRumV3h+1WPP0eBAJJiEhEREQ6knJj9SzLygF+DEwGpgDFwE9t2741imOvAB5sY/eAhhUQREREoubBZc1LS6Nqu/qlJRx79Vm9qn6AaRrssNtPlDSqPlBJfUUNvsK8BEclIiIiHYkpGWBZ1jDgImAokHHYbte27au7cNoi4FpgOZGlC7/ShXNcCXx82LbSLpxHRER6OTcY4uAn+6JqW7Z9H24wBD5fgqNKHYZhEKiujbq9EwonMBoRERGJVpeTAZZlnQ38B/AAe4H6w5p0dRGhrUCBbduuZVnFdC0ZsMq27ehu44iIiHTA4/VE1c6Mst2RxHFccvsXRt3el96LiyyKiIikkFhGBtwO/Be42LbtvXGKB9u2tRKxiIikDCPNz5Cpo1i3YHmHbUumjsZI84PTe/6Vua5L0bD+GKaB28Hr7mcNwZeTicYGiIiIdL9YkgGjgfPjmQiIo+csy+oDlANvAj+xbXtVV09mmgYej2otphKPxzjks/om1ah/Upf6pmtGHjchqmTAiOPGg2E0fZ87oyf3jZmbxbjTp7P6pSVttjEMg8nnzwGvl544fqIn98+RTn2TutQ3qU39k7qStfJOLMmArUB2vAKJk91ERiy8D1QAE4HvA+9blnWcbdsdv5NrRU7O4eUQJFXk5WV2dwjSDvVP6lLfdE4w08cxl8xl8WML2mxzzBdPpmBwMf4Yh8H31L4Zf8Z0QoEg9hsftdjn8Xk48frP0GdEf7y+lKtd3Ck9tX96A/VN6lLfpDb1T+9luG7XhjJalvVl4OvAKbZt18Q1qk+foxjYR5SrCbRxjmHASuAN27Y/28nDxwOrKitrCQadrjy9JIjHY5CXl0l5eQ3hcO8ZjttTqH9Sl/qm64xwmMpP9vLBf96hbPv+pu35Q4qZev7x5Azui+vp+j3vI6FvjHCYQEUVW5fY7N+wC9NrMnzmOIpG9MeTndXlYkKp4EjonyOV+iZ1qW9Sm/ondfl8ZuMN6QnA6kQ9Tyzp+WOAvsAGy7IW0LJav2vb9o0xnD8ubNveYlnWu8DMrp7DcVzCYSUDUktkKFM4rL5JTeqf1KW+6TqDzCH9OOGG8whUVBMKhPD6vfhzs3A8HkIuENP39EjoGwMzN4dRp89g9KkumAaOG/k/Guqxr6nRkdA/Ryr1TepS36Q29U+q6sp0w66IJRlwwyFfX9LKfhfo9mRAAwPQT7iIiMTEdSFsevDk5zbNew9D19fPOUI13WHSnSYREZGU1eVkgG3bPaLKhGVZw4HjgNe6OxYRERERERGRVJCSVXwsyzoTyAJyGjaNsyzr8w1fv2Dbdo1lWfcDlwMjbdve2nDca8DbwAo+LSD4PSL3bH6cxJcgIiIiIiIikrJSMhkA/BEYesjjCxs+AIYDWwBPw8ehEypWAl8AvgNkAHuBN4Cf2ba9LrEhi4iIiIiIiPQMnUoGWJa1CTjPtu3llmVtpv1Zkq5t2yO7EpRt28OiaHMFcMVh277VlecTERERERER6U06OzLgLSLD7xu/VmUgERERERERkR6mU8kA27avPOTrK+IejYiIiIiIiIgkXI9YEUBERERERERE4idVCwiKiIiIdDuP4eJU1xEKhSmvr8dM8xPu7qBERETiQMkAERERkcOYuITLq1j18mJ2rdwcqZJkwICJIxg7bwae/BwcVU4SEZEeTMkAERERkUOYBlRv28P7f3ke1z3kit+FXSs2sXvlZmZeezZZJf2VEBARkR5LNQNEREREDuHW1LLory80TwQcut91I/trapMcmYiISPwoGSAiIiLSwDQNStfvwAk77bZzwg6lG3ZgmkaSIhMREYmvmKcJWJY1DzgJKAZ+Ztv2NsuyZgBbbNveF+v5RURERJLFdB22L7Wjart9iU3fSaNoP20gIiKSmrqcDLAsKxN4GjiFSFkdgD8C24DvANsbPouIiIj0CK4LbgejAprahh1cp6GyoIiISA8TyzSB24HpwAVAHs3/E74CnBrDuUVERESSz/RQNHJgVE2LRg0E05PggERERBIjlmTAhcCPbdt+Eji8gs42oCSGc4uIiIgkXdhxGDzDiqrt4OkWYUeTBEREpGeKJRnQB1jdxj4HyIjh3CIiIiLdwpOVyZjTprXbZsxp0/BkZSYpIhERkfiLJRmwA5jYxr6jgc0xnFtERESkWzimydA5E5n0+RPwpfub7fOl+5n0+RMYOmcijqlFmUREpOeKZTWB/wA3W5b1DrCiYZtrWdZQ4FvAg7EGJyLS3TweE8OAcNhtc81xETnyhD1e+k616DNuKHUHKwnXB/FnpuHPy4a0NMKO/h6IiEjPFksy4KdEVhJYDKwisqLAg8BIwAbujDk6EZFuYBhghoLUl1aya+1WwsEQ+cP6kzekL256GroGEOkdwo4L/jT8/dLweEwKC7M4cKCacJSrDYiIiKSyLicDbNuutCxrNnAjcDawEagB7gDutm378KKCIiIpzzQNqKxi8f0vUHuw6tMd/12F6fVw9IUnkTtmCI6WEhMRERGRHiyWkQE0XPDfiUYBiMgRwqip5b35TxOsqW+xzwmF+eix15l+1ZlkDh2AoyECIiIiItJDqfKNiEgDj8dg1/INrSYCDrX6P+9gBoNJikpEREREJP66PDLAsqw3Omji2rZ9SlfPLyKSbEZ9gE1vLu+wXW1ZFYHyKszC/MQHJSIiIiKSALGMDDAB47CPPsAcYEzDYxGRHsMJhwnVBaJqG207EREREZFUFEsBwZNa225Z1hjgaSKrDYiI9BimaWJ6PTihcMdtfTGVXBERERER6VZxrxlg2/Y64NfAr+J9bhGRRHLT0hhy7NgO2/ky0kjLz05CRCIiIiIiiZGoAoJbgAkJOreISEKEHZehsyZgeNr/0zjmzGNw09KSFJWIiIiISPwlKhlwAbAzQecWEUmcnEyOvfYcTK+n1d0jTppM8fjhWlZQRERERHq0WFYTeKCVzWnA0cA44HtdPbeISHdxHPD3K2LOTRdxcPMuPln8MU4oTOHwAQyaYeHJziBstJ4oEBERERHpKWKpgHUycPitsToiUwTusG370RjOLSLSbRwXSE+nYPwIisYNB1xc0yQcdum4tKCIiIiISOqLZTWBYXGMQ0Qk5TiOiwOAAeGePS3Ai0O4qpb6mjr27TuANzsDT3oaYae7IxMRERGR7qC1sUREjmCGAUZ1DWue/i8HNn1aysX0eiiZPZ4hsycS9OhfgYiIiEhvE9M7QMuyDGAGMBTIOHy/bduPxHJ+ERGJjVlTy/vznyJcH2y23QmF2fL2Cip37OeoC+cS6mJCwOs1IOSA1yQU6tmjJ0RERER6k1gKCI4BngFGA0YrTVxAyQARkW7iNVw+fmFhi0TAoUo37qR6VynpQ/rhduJa3hsOUX+ggi0LV1FXXk16XhZDZk0grTC3y4kFEREREUmeWN6x/QFIB74ArADq4xKRiIjEhVNdy/6Pt3fYbtMby5h42RmEolxt1hcKsvKx1yjfvrdpW/l22LNqM3lD+jLxklMJen1djltEREREEi+WZMAxwDW2bf8rXsGIiEj8BGvqompXubMUQmHwdpwM8LoOa/71ZrNEwKHKt+9lzb/e5KgvnELIiC65ICIiIiLJF8s7tSqgIl6BiIhIfBlmdH/iTb83UmkwCqHK6maFCFtzYNNOwpXVUZ1PpCfweEy8USTLREREepJY/rM9CHwxXoGIiEh8+XMz8WWmddhu0NQxuL6OB4p5PAal6zqedgCwf/12PJ7oEgwiqcrrOpjV1exfsprNz/2X9a8uwa2oxIvW5BQRkZ4vlmkCq4BLLMt6BngWKD28gW3b/4nh/CIiEgPHn8bIU6fx8TPvtdnGMA0GzRhLOIprG8MwCFZHN/UgWFOHYRhEasmK9DzecIgtry1l14frmu94aTEDpoxh2KnTVSxTRER6tFj+iz3a8Hk4cE4r+13AE8P5RUQkBo7jUjx+OAN37GfnsnUt9humweRLT4fsrKiu2R3HJXtAYVTPnd2vkHBYiQDpmTy4bF2wrGUioMGuD9dheAxKTj2GcKsLKomIiKS+WJIBc+MWhYiIJETI9DLi9GMYNGMsW95eTvm2vZheDwOnjqb/pFGQlYkT5TW747jklfTHMA3cdg4yTIO8kv6EO7NWoTRNq4iyfIMkUk0tO5fa7TbZudSmZPZEyMxMUlAiIiLx1eVkgG3bb8UzEBERSYyQ6cFTVIB1/kkY4TDpGT7qHQgEnc6P4k9PY/QZx7LuhffbbDL6jGMhveNaBRK58PeEQwTLqti5bjufhMLklfQlq38xTpo/6kSNxI9pGpRt3R1V27Ktu8kbPxJHHSUiIj1QzJPdLMvKA2YCxcALtm0fjDkqERGJu5ALHp+P9Nwsag50rdp/GIPio0fh9ftY9+L7hOqDTfu8aT7GnDmT/LFDNXQ6CoYBnro6Vvz9FWr2l3+6479g+rxMuGgu6YP74eh7mVSGYVBfEd3vR31FtWpjiIhIjxVTMsCyrB8D3wcyiPwnnAEctCzrdeBV27bvjD1EERFJJWHTQ/6EERw7ejD1ZZUEa+rxZaaRlp+Dm56mWgFR8gQCfPjAC61eeDrBECsefZXp13wGozAPzbhIHsdxySjMjaptRmGuRgWIiEiP1eWlBS3Luh64BbgfOBua3bp4rmGbiIgcgcIOhHx+PH2KSB86EE+fIkI+vxIBUTJNg8pte9q/A+3Cuhffx+NqGbtkcl2X3CF9Oy7eYBjkDumLq0yNiIj0UF1OBgA3AL+1bfubwCuH7VsPjI7h3CIiIkcsMxxm67srOmxXsX0vTpTLOUocpaczfO7kdpsMnzsF0jOSE4+IiEgCxDJNYATwchv7KoH8GM4tIiJy5HIdglFe5IdDIVUNSLIwBv2nj8M0TTYt+BA3/OnoDMNjMmLuFPpOHUuoG2MUERGJVSzJgHKgXxv7hgF7Yzi3iIjIkcv0kJaXRX1lTYdNvX4f4SSEJM2FTA99Zoynz8SRVO85QKCihoz8bDL6FOCmpxHS7AAREenhYpkm8DrwPcuysg7Z5lqW5QW+RtujBkRERHq1sGEw7MTJHbYrGj0YIzM98QFJq8IuhNPSyRg6kMLJFgOnjMbNzEClMURE5EgQy8iAnwBLgDXAk0RWE7gBmAKUABfFHJ3IEczrMSAUxjANwoapitQivYjrQmb/YrL7F1K1+0CrbUyPych5xxByNUmgu7kuKhQoIiJHnC6PDLBtewNwHLAWuJ7IagKXAfuB423b3haXCEWOMB4njFFewfaX32fNIy/w8T9epsregi9Qj2nqTb9IbxHyepn4pdMpGjO4xb70vCymXH0OZGe1cqSIiIhI7GIZGYBt22uAMyzLSgOKgIO2bdfGJTKRI5DXDbPrvRXseH91s+2VT7+DN93PpCvOwszN0SgBkV4i6PUx+ryTGFlTS82eg+A4pBXm4MvNxvH59LdAREREEqbLyQDLss4BXrBt27Ftux7YGb+wRI48pmlQuX5Hi0RAo1BdgOUPv8CUaz+H4/MnOToR6S4hDMjMJGtUNoWFWRw4UE0o7IASASnB4zExgwGMMNSVR/6Wh1XRUUREjgCxjAx4BthjWdYjwEO2ba+NU0wiRyRPMMiW15a22yZUG6Bq5z7Shw3W/FQRkW5kGOANBDi4ahvb/7uCQFUt/uwMhsw5moIxJYT8fvRnWkREerJYVhM4G3gb+CawyrKshZZlXWNZVk58QhM5soRqaqNaRmz3MjtSXLCbGQb4XAdPXS2e2lp8Tkg1DUSk1/DW17HigefY+PIiAlWRGZCBqlo2vrSIFQ88h7e+rpsjFBERiU2XRwbYtv0i8KJlWfnAF4HLgT8Dd1uW9R/gQdu234hLlCJHgiiH/Dphh+6+3eR1Hep3l7Lh9SVU7zkIQFpuFiUnTSFvxGACpqdb4xMRSSQfDh//682mJMDhAlW12P9+E+uS0wnGdF9FRESk+8RUQBDAtu0yYD4w37Kso4AriSQGLonH+UWOFN6MNEyvByfU/mTTgpEDcTCIrNaZfB7XYf+HH7PtzQ+bba+vqGb9M+9SMGowI845jqCpX28ROTKFq2qo2lXabpvKnaWEq2ogOztJUYmIiMRX3NLZlmUZwJCGj1wiSw2KSAMnPZ0B08d22K7oqGGEw04SImqdW1XdIhFwqIMbPqFq225NGRCJgtcEnxPG54Tx6AZyj1FbWh7XdiIiIqko5lt7lmWNAq4ALgMGEVlV4LfAg7GeW+RIEnZcBs2awIF126g9UNlqm9HnzIaMjCRH9imvCTuWdFwLdOuCDxhfMgBH0wVEWuV1HcLllWx7fxUV2/dgej30mzSaonHDcTIytFBAios21WkYSoqKiEjPFcvSglcSmRJwHBAgsrrAg8Artm13321NkRQW8PiYcNlZ7P1wHZ8sXEU4EAQge2AxI08/Bl9xfmSZse4SDlO+dXeHzeoOVuKGQuBXMkDkcD7XYc+iVex4f1Wz7dve/ojt/13BhC/NwywqUEIghWUU50fXrigPrTIoIiI9VSwjA+4HPgRuBP5h2/bB+IQkcmQLen0UHzuBPpNH4wSCGKaJkZ5G2DQJpcDFgRnlWGbdERNpyTAManfua5EIaOSGHVY/+gqTr/0cjj8NAJ/h4tbWUbu/jJ2bHNIKcvDlZBEyvVpitJuYWRnkDulLxfa9bbbJHdIXMytDyQAREemxYkkGTLZte0XcIhHpRcKOCz5/5KNRCrzndzxe+k0dw+ZXlrTbrmDUIPD7UiJmkVTidcJsWLCs3TZOKEzFll1kjR2ONxRkyyuLKP14a7M26fnZjL3wZJzs7C4tLuI1gLo6QjV1GIaBNyeTsM+Po+EIUQliMua8E1j58IvUl1e32J+Wl8WY807USgIiItKjxbK0YFMiwLIsCygGPrJtu+V/TRHpERzHpXB0CVvf+KDdVQ9KTpxC0NXIAJHDuYF6avaVddhu36qN5I8Zwrqn3qJi254W++vKqljx0AtM/spnCKalR/38hgG+YIBtC5axf+2WpmVKvel+hpwwhfyxwwgamt4TjZA/jYlXnEXF5p1se2cF9RXVkSVWj59E7vABhHx+JURFRKRHi6mAoGVZlwG/AAY0bJoBfGBZ1v8Br9q2fV+M8YlIkoUzMphw6Rms+ttLrSYERn9mDp68XELdEJvIEcM0CRysbDUR0MgJhti5eDUDTpxOKMo7+r5ggNV/b3k3O1QXYPMri+hfWk7/4yYTMnRHuyOuC0GvnyxrOBNGDcFwIT3TT20YgsGwEgEiItLjdfndgGVZFwIPAR8AN9C8+O4HwEUxRSYi3cJxXMyiAqZcdx6jzp5NzuA+ZA8oouSEyUz92nlkjyrp3iKHIinM8PvJKMztsN2gY8exa9nHHbbb89F6jEB9VM/t8RjsX7Wx1WHtjXYv+xi3piaq80mE47gEDQ9hn4+0nMweP9XCMMDnM/H5TDwe/S0XEenNYrk18APgQdu2PwP85bB9a4FxMZxbRLqR47gE/WlkHzWCMV84jTFfnEfRMRMIZWQSViJApE1hj5eSk6a228YwTTL7FRKo6HhWnRt2cEPRLdBjBgLseH91h+32Ll+PJ8pCoXLkMAzwh0OEd+9l+/PvsvWpN6lcvQFfoA6P0bMTHCIi0jWxTBM4CvifNvYdAIpiOLeIpADHcXEaL/5V1VykQ47jkjWkH30njWLv8g0tGxgGR110Mm5aGulFeZS3M00AwPR5MbzRzfF3Q2HC9YEO29XsPYjhagXg3sQwwFtfx5pHXyZQ+enIkLJNO8AwGP3ZE0gvGUBYtWBERHqVWG4N1AB5bewbBGipQRER6XWChofBJ01j/BdPJ2dwXwzTxPR56T/NYsq1n8U3oC+BoEO/KWM6PNfAY8bhpPk7bAdgeEwMs+N/676sDAyNDOhVfKEga//xUrNEQBPXZf1Tb0FFVfIDExGRbhXLyID/AjdYlvXvVvZdAbwZw7lFRER6rKDhwdOvmNEXnoIRjhTidLy+SCHAhkE2npws+kwYzr5Vm1s9hy8znb6TxxAMRzcqx/X76XP0SPZ+tL7ddv2njSUYTNzIAB8OTk0toepaDNPAn5uNk5ZGlLMdJM4MA+r2HyRQVdtuu0/eXU7JWcdppRgRkV4klmTAbcC7wGLgUSJvb863LOunwAnAMbGHJyIi0jO5LgQxwGz4V3tY4TnH9DB41gT8mRns+sButnpH3tD+DD1+EoYv+n/TIQcGzZzA/lWb2lwaNGdgMb78XIKdfzkdMgwDX30dG597h8od+z7d7jEZMP0o+s4YT0DLGiad12uyq7UpK4c5uHE7JcEgeKMbiSIiIj1fl8cJ2ra9FDgTyAZ+Q2Q1gR8CY4CzbNteFZcIRUREjkCeujpWPPQ8NfsOMOrMmYy76GTGXXQyR11wElnFeax94nVqPtmDYUR/pzackcmES8/En53RYl/+iIGMvuBkgmZiLsh9gXpW/+2FZokAiBRB3LloNdtfX4JXtQqSz40sUxlNO9WGERHpXWIZGYBt2wuAoyzLGgn0A/bbtr0OwLIsw7Zt/VcRERE5jGkaVGzdhWGa5A8fiMfroWLrLtxQmMy+hWQPLKZi2262v/0hYy7pR9CILnfvOC5mfh7jrziXYHkFNXvLMLwecgYWY2RmEkjQaiAej8H+jzYQrKlrs03p2s0MnDUBsrITEkMieTwGXm/PrLPguC75IwdFigW2I70gB7y+JEUlIiKpIKZkQCPbtjcCGxsfW5b1ReAnwNh4nF9ERORI4vGYVGzZxZhz5/DJeyuo3VfWbL/p9zLi9JnsWLQawqFODd12HBfH44XCQrKLi3BdCCX4jq8nGGTXojUdttu/ahN9jptMqIcUEPDiYNTVUbZxB3UHyikrzid3+CCM9DRCMdVgTp5w2CVvxKBI8YB2fg6GnDiVkOnR6AARkV6k08kAy7LygM8RGQmwDnjGtm2nYd/5RGoJjAO2xi9MkeTzmmDU1hGojKwF7s/JhIwMElh3S0R6keLxw9n+zkfUlZa32OcEQmx88T1Gf+aETk0TaHEeJzkXdm7YIRzouBJB/cGKmF5PMvncMPuXrGbXksOTHEsZMGMcxTPGE+whNRCctDTGfO4E1j35Vqv7C8eUkDm4H0ElAkREepVOJQMsyxoFvAP0JVIjwAXesizrc8BjwBlAGfA94H/jGahIMqW5IXa88QH712xqqvwNUDC6hJJTZ1BvaiiliHRdMBjGm+ZvNRHQyA07HFy/nYEl/SGKKd/dyfCYeNP9hOoC7bbLKM7H7QEXnB4TytdsaSURELFryRp8uVnkjB9FOMrVHrpT2DVIGzKAiVeewyfvLufghu3gQnphLkNOmBJJBPSQxIaIiMRPZ0cG/AzIBW4FlgIjgJuB94iMBvgr8D3btsviF6JIcvncMBuffouqw4pgARxcv426skpGf/4UAmZcZtlInPgMF7e2DicQxPT7MDLStUSWpCyv18Neu+MBdPvXbmbA8VM+XZEgRYW8PgbOmsi2BcvabVd41PAeMUXAEwiy452P2m2z492PGD+6hLCnZySHw64B2TmUnHlcZNUAF/B6CJlejQgQEemlOvvu4kTg57Zt39G4wbKsDcCLwJ9s274+nsGJdIfggfJWEwGNavcdpHZPKd6B/TS1MgWYBpjV1Wx5bTGVn+xt2p4zuC9DTz0GJyvr8BXdei2f4WKGgtRXVOMxDcKtrz4nSWAYdHgXHSKjA3rCHxrHcSkcO4zdS9cSqKxptU2/KWMwslqucpCKglXVLac9NI6HbBCuDxKsrIb8/GSGFrOgazSvQdEDfr5ERCQxOpsM6AP897Bt7zZ8fjz2cES6l89jsH1px0Wwdr2/kuHn90vIWt0SPcMAs6qK1X97Eddpfrex8pO9rH7kBcZfeiZudnavfr/rwyF0sIJt76+kasc+TK+H4okjKZ4winB6upIl3SAcdsgd2p8DH29pt11GcR54esbw7aDPz7gvn8nW1xY3DUMH8Ph9DDruaArGjyTYQ4ruuQ2/FOmFufSfOhZvuh8nHMb0eAjVBdj9wcfUHahoaiciItITdTYZ4AEOXzeo8XFl7OGIdDPHIVjV+l2tQwWr68AJg+ZYdiuv67DxxYUtEgGNXMdh88vvM+L8k3vMRUi8+XAoXbaWXYtXN21zgiF2L17DnmUfM/YLp2EW5NHGt1ASxHFc8kr6R4a2tHNBOXjO5Mhc7h6QzXJdCHj9lJx5HENq6wjV1GGYBt7sLBy/n2APunD2ZaaTP2IQhVYJ299ZTuiQJRO9mekMmTOJA+u24ctMV1JYRER6rK5MQrQsyzq0lFHj1dBYy7KaNbRt+4OuBibSHVzTJL0wj+rdB9ptl1aQE7lbpwuobuXU1FKzt/2+qt5dilNTC5lZSYoqtQQPlDdLBBzKDTvYT7zO+CvOIdCJpeuOVIZh4DUB18UxjIQWhjMMAycUZNjJM9jy2uJW2+SPGITH58NvutT3oCkdQdeA9AxIz8CFyMVyD0oEABhZGfSZOJINz77bYl+opo7Nryxi1LlzMLIyoQcUEBQREWlNV5IBD7Wx/W+HfN04s67Tt00ty8oBfgxMBqYAxcBPbdu+Ncrj+wK/As4BMoHlwI9s2369s7FI7xMKu/SbOpbSNZvbbTfg2AlaYjAFOPXR3ZNz6oORvwa9jM9w2bpwRbttnGCI2n0He3UNDMMw8IUC1Ozaz87l63BCYfKGDaRg7FCc9IyEXOv5fCb7126lZu8BRn/2BPYuX0/5ll0ApOXn0H+qhRt22PjCfxl/2VmgFUySKxRmewcFBLe/8xFjBvXTCDEREemxOpsMuDIhUTRXBFxL5CL+KeAr0R5oWVYa8DqQD9wI7AW+DrxkWdaptm23vsCuyCE8uTkUHTWM0rVbWt2fN3wg/qJ8DQ1NAaY/uj9hpt9LD7qxGjdGOEzVJ20Xw2xUsXU3fYYM6BFV3uPNMMBXX8vHj71C8JCh4FU797PjvRWMPGcO6SUDCMV5ZQrDMAjW1FG2eRfl2/ZSPG4YI8+cjYtLsKqWXUvWEqiqiQQoSReurqG+rKrdNvVlVYSrayE7O0lRiYiIxFenkgG2bT+cqEAOsRUosG3btSyrmE4kA4CrgQnAbNu2FwJYlrWASGLhV8Cx8Q5WjjxBw2TQ3Blk9iti58IVhBvuPpt+LwNmjKd40hjqk3gnyDQNvE4YwmEwDByvj1APG3KbKJ7MDNLzc6gra7tkSXpBDmZmRq9MBmAYGB6zzZoKjUxv772z6XPC2P/3WrNEwKE2Pvcu4y8/O+7TTILBMFn9i9i3ciNuOMy+lRvZt3Jji3YZhbm4Hk+zKvaSeE6UiTEn1Cv/soiIyBEi5RYutm07lrc850VOEUkENJwvZFnW34FfWJY1yLbtHTEHKUe8gOEh9+gxFIwdRqi6FgBPZjqOP436JF6I+wlTs20PW/67nPryKgyPSfGEUfSdahFKy8Dp5UmBkMfL8DNmsfafr7TZZvi8WYQ93h43ZzkeHI+XovEj2PfRunbbFYwe0itHBQAED1a0uRReoz3L1tLvxOnE81vUVEDQMNotDjho9tEE8KBsQHJ50qKbluFJ8xHquJmIiEhKSrlkQIwmAO+0sr1x0ux4oNPJANM08Hh6ZyXyVOXxGId8TlzfhP1pGP404NNagY3PHW+maWA6DhjgGCZmMMC2V96nYsvOpjZu2GHf8nWUrt6I9YXTMfPycFNwoney+gfAU1zA2ItOZdOL7zW7qPPnZDLizNl4iwtwDKPL/eb1RuJ3HLfHJV9coN9Ui/0r1re5BFpGcT6+/BxCZu/7G+fxmOzfvLPDdgfXbWfg8VNwPfGdt+9kZjL8tGPY/MqiVvfnDOpD1pB+hEyDSCkeSRZPdibZg/pQtaPtaTbZg/viycrENXrf706qSeb/HOkc9U1qU/+kLtNMzv/9Iy0ZUAS0Vlr8wCH7Oy0nJ6PLAUli5eX1/KpwTihM7YFyDthbObh+G4bHpO/RY0gvzKV2/8E2j9n4zFtMvOJc0nJTt0p+0vqnKIfcQX2oO1hBqD6IN81HekFuTN+b+vIqavYeZNfKDTiBIPmjB5M3dCDpBbmYPSg56OSlc9QXTmXt/72BG24+pDmjOI+jLjqFzOK8boqu+5VG2ZVpfi+5efH/XcueYpGen8OW15dQW1oOgCfNz8CZ4+k/eQzp+Tlxf06JzqgzZ7Pi4edxgi3v/Zs+L6POnEV2kfonlRwJ7wmOVOqb1Kb+6b2OtGQAtD+Wsku39SorawmqdHxK8XgM8vIyKS+vSejyX4lmGi6h3ftY/9SbzYYKV+3Yhyfdz7DTZrL19SUEG6YqHCpQWUP1vjKqU3CMarf1T04uRg6EgeoQVB+o7tJpfMF61v/7deoPqUVQtukTDNNk1Ofm4u1XhBPngnKJZBYXMeHqc6nZuZ+Krbvw+LwUjB2GLy+HOtNLXRe/T93N6zUjvzeG0eVpDrnDBrLz/daXXmxUMGYI9U7Xf5464unfhzEXz8Otq4vcCfB6CfvTqHFcanpo3xwJjIwMxl92Fp+88xEH121r2l4wpoTBx08mmJ7BAfVPtzMM8Pk8ZGen9/j3BEeiI+X92pFK/ZO6fD4zKTekj7RkQCmt3/0vbPjc/oLkbXAcl3BYyYDUErmdFw737L7xBOpaJAIahesCbH1tEYNmT2pzHfL68kp8ebkpuCRcz+0fPw4bn1pAoKKaonHDyRnUF4BAVS37Vqxj/ZNvMO7Sswmn9ZwRQ2EAjx9fySAGjCohNzdyEVMfdqCH9Q+ADwe3poZ9azZRd6CC9MJcCseNgMxMQp0c5ujPz8Wfk9lu3YB+046iPuSSyHn7IQw8mVnkFWZx4EA14aAK06UEfzpD5s2i5MSpOKEQXr8XJz2duoBDXItISKeZJviCQWr3HaB02268aT5yRwzGk5NNQMOdU0jPfT/QO6h/UlWipiUf7khLBqwEJrayvXHbqiTGItIuj2lw4OPN7RYPC9XWR9qm+ZpWNWh2Dr8vBRMBPVu4sgpPehojz57EvpUb2PJqZD53ekEOA2aMJ1QXoHT1BgqmH93jVnVwXbfHFwr0u2H2LFpO6SGV9yu27mLvhzZFE0fSb+bkTl0IBE0P1kWntlhasNHIc4+HrEzV7+uFDAP8oSBVW3ZhNBZ6NAxc1yV7yAACXv397S6mYWCUl7H23280m8axa/FqMvsWMuIzJ1JnHGlvcUVE4u9I+0v5JDDfsqxjbdteBGBZlhf4MrDItu2OK0WJJInphClbv63DdlW79pNRlE/VzsMKWRkGaYV5BBIUX2/k8RjUlZZRPH4EG557p1mipu5gJdveXEbhmKGkF+VihkOQxCUmJVJMp3L99maJgEOVrtxIZp9CMkYPj7rYo+tCMC2DsV8+k5pd+9m3fB1OKEze8IEUjBmKk5FBSBd8vVKaE6K+9CBVO/ZxcN1W3LCD4TEpHDMUf2Y6aX0KdcHZTbyBOtY+8XqLOigANXsPsPmFdxh69okaISAi0oGU/C9mWdaZQBbQWJlnnGVZn2/4+gXbtmssy7ofuBwYadv21oZ9DwBfB56wLOv7wF7gesACTk3aCxCJkmFEMQTIMGjttmT/aWNx/Gm6Yxln6fm5rH9qQZsjNg6s28rwebN65LfdZ4LphAhU12KaBq28j05p3lCQXe8tb7fNroUrGDN8MAEz+n9vrusS8PjwDRlIydCB4Lo4hkEw7Or3q5fymRA6WMmWVxc1jdCCyIoupWs3U75lJyPPOR5fQQHBHjZCqKfzmAYHP97caiKgUfXO/Tg1tZCZugV2RURSQaqmTP8IPEHk4h7gwobHTwB9G7Z5Gj6arqZs264HTgEWAP8LPAsMAM60bfutpEQu0sDnMfAbLr425vw4Hg+FRw3v8Dy5g/tSs6/s0w2GQb/pR1E45aiE37FsLMzk83mStsRJd3Icl1BdfavVww9VunYzHm/PGRXgNVy81VXsfXspGx57kdWPPEflKpu0UKBH9Wu4to5QXftjYUK19YRrWw73j4brugTDLkEHFVLq5TzhELs/sJslAg4Vqq1n94cf4wlrbFaymU6I0jWbOmxX9cmeHvX3TUSkO6TkyADbtodF0eYK4IpWtu8hMmJApFv4CRMqr2T3Bx8TqKjCn5tNn6lj8eblEODTC8hw2CVvVAk7F65s8w6HPyeLrCH9GH3+XOrLKvH4/aQX5+OkpZHIBS4MA9LcEPV7D7JnbeQOTP7IIWQN6kvA58fp2dPO22SaBjUHKzpsV1tajhMK94hpAl7DpWb9Vj55a2mz7Tvf/Yjdi1cx5sLTCWZk4Wrys0gTpz5A+aYd7bYp37iDgTOPhnRfkqISAMONjNDoiHuk/qMSEYmjlEwGiPRUaYTZ+eYSyjd+0rStdn8Z5Zs+IW/kYAaeNIP6QxICIX86Yz5/Cuv//Xrk4vIQ/uxMRl9wCvWmDzcvH39+QWQ4M0CiEwENS+sFqz6tsF6+aQem18Po80+GvPyo52T3JI4D3sz0Dtt50/0N0zdSn1Fd0yIR0MgJhNj41AJGfmEegR4w99mTkY4n3U+4ndEB3nQ/nox0etgMCEkxbjDUbnHXSCM30q7jPxkSR47XQ97wgexf1XrtkEZZA4qPyP9TIiLxlKrTBER6HNM0KF+3pVki4FDlGz+hfN2WZsMWHdfFzc9n7KXnMOyM2eSPGkKBNZRR581l9MXzCPjTmt6PJuvObZobZuNTC5olApriDYVZ95838NfXJiWWZHNdl6wBfTps12/6OEJmDxgV4IF9H33cbptgdS2hiqokRRSbkNcXuRPbjgGzjibk1Z1aiY3hj+5nKNp2Ej+hMPSZbLXbxp+ThTc3p902IiKiZIBI3HhDQfYsXt1umz2LV+MNNV8i0HFcAl4//qGDGXD6bPqfMgujTzH1hrdblq0KlVdSX972xaEbClOxZSdeb8+4M95ZTloafaeObXO/PyeLzMH9e8QdJzPsULVjb4ftaveV9Yi5tY7jkjN6KEXjR7a6v2j8SHJGDe0RfSOpzZORRtbA4nbbZA/sg5mhYQHdwc3MZNi82a3u82akMer8kwn2gIStiEh3S/1xoSI9hFNXT7i+/WJS4foATn09ZLT81XMct9svYnw+D+Vbd3XY7uC6beQeNYL2y+z1TCHXoHjaOLxpfnYtXt2snkP24H4MPX0mAY+3R1SZdwHT1/GfeY+/exJPXRHApO/syfSZNIbSVRuoL6skLT+HogmjMLIytZSYxEWoLsDAYyaw4Zm3cFv5u2yYBgOOGU+4rh78SggkW8g1SB86kKMuPZsDazZRsXUXpsdDn8ljyBzUj6DXrzooIiJRUDJAJE6MKO+sRrWcYDeK6g2UAYbrcshiHkeUAB5yJ40l/6jhhCqqcV0Xb1YGpKdT7xo9IhEAkRUriieO5pM3W68Z0CizXxGBHvTGOYgJWdkUz5kWmddtGASDqhIg8eOGwux4bzkjzprDjoUrqCstb9qXXpTHoFlHs+O95Qw5dSb4uzHQXizkGpCeScGMiRTPmEBmZhpVdSECwXDH9R5ERARQMkAkboz0dNLystsdYp+Wl42RnpbEqDonFAqTO6Q/e5auabdd/qghhE0PRFHRuacKhV3w+KEg8k4/CD0mCdAoHHbJGTaw3aJ7BdZQ3PT0HvfaACUAJGE8aX7qyyrZ9vpiio8eTfr0cTiOg2ma1DVsd8JhPGn+I3KEVE8SCru4HhNvuh+nJtjxASIi0kTJAJE4CZkeBp04jU3PvNVmm0EnTiNkeiFF5zS7LvgLckjLz6G+rLLVNqbPS96wgdQlcm1DiZuAN40xF57OxmfeJHBYoqpw7DD6zZ4SGe0gIk1Cfj99JlvsWbKa3YtXtdqm34wJhPx+CKfm33MREZGOKBkgEieO4+LtU8TguTMiw7IPHaZoGAw+aTrePkWEUjQR0Kje9DPinOPZ+OzbLS4eTb+XkeeeSDg9PaHLG0Jk5T6v1wOuSzgF6in0aB6T/tOOwvR5CVTWYHo8+LIzcILBI3Wmh0hMwmGXooljqNy+m5rdpS32Z/YvomjiaOqiSAT4TDAD9ZEVWlzwZWfipKWhfKqIiHQ3JQNE4iiEScbIoRxV0p+a3aXUl1eSlpdDZv8iQr40Qj3getZxXUIZmYw+by41ew9QvnEHruuQPbgfOQP7Es5IJ+gk7grSMMDvhAnsO8C+tZtwww65o0rIHNiHoM+PozfQneIPB9n4r1cJ1dSBYeDNSMMNO03FLosmHKTg2EmE9H0VaabO8FBy1vHU79nP7kWrCFTW4M/JpP+xE0nrV0Sd0XG1+jTClC5eTenqjc0SxPljhtFv9iTqUMV7ERHpPkoGiMRZ2IWwNw3vkEH4hxo4jku967Y5J9swDLxeE9d1CaXIFVnYgVpPGr5BAxg0dCBufYBAVQ2Bunq8poEvLb3Vu1o+E4z6etzaIDXhAF6vj87M6jYMSAsF2PTUGwQra5q2V2zdhenzMuJzcyEnRwmBKJmmQc0neyOJAADX/fTrBqWrNlA0eSz4UreWhUh3CRhezAEDKPlcP0zXJSMrjar6MIEo/lb7DZc973xA+YbtLfaVrdtCqKaGAafO1goYMfB5wKyrJ1RRS0VVBb6MdPD4CGvqhohIVJQMEEkQ13XbfUNimuALBanbs5/SrTsx/X7yR5dg5mQTSJG7RYbjcHDtVvYsWokT+rRMVs6wgQw8fjp1RuRPiGka+AJ17Prvh1Ru3dnULnfoQPofN4WgPz2qYf5+12HLc283SwQ0coIhNj21gFEXn0G9R+W7o+HBZc/K9R22CxysgL59khCRSM/jui5BDDweD77MdNy66ugOrK1tNRHQqOqTvTjV1ZCVE6dIe5d0Qux+58Nm32PT72PArElkDB0cWXVERETapWSASDcwTQOzsoINTy9odpFdumo9GX0KKDnj+KYL7e7iMQ2qPt7E7vdXtNhXuWUnWyreZOg5c6nHgz9Qz4Z/vUI40LySc8XWnVTv2seoC+dRF8UFfLi6mvqDFW3ud4Ihanbuwzd0cMrVEPB4DAzDxHWdFLor5eKEOx6b4YTCeAytxiXSGr/pQn09bk2ImnA9Xq+/wxFPHo9B1bZdHZ67fN028mZMTJlRYT1Fmhtm6wtvU1da1my7Ewiy462lDDguTObo4Zr+JCLSASUDRLqBL1DP+qffwA21fEtZu+8gO95cTP9TZiV0bj5EkhIejwG0XKfdG6xnTxtVtAHqD1QQKC3D17eYvYtWtUgENAoHguxdtprCmVPafWNmmga1ew92GHPFhm30HT4kZZIBXsPFEwhQtWkXdQfKSS/MI3vIAMJ+f2Qd7G7kYJI7bBC1+9r/vqbl5xBMjW+nSMowDPAH6tj57jKqP9nbtD1rcF8GzplGwJ/eTgLNIFzf8TJ34fp6DENVPDvDMCBQWtYiEXCo3e8vZ/TwQYRMjSITEWmPkgEiSebxGFRt3tVqIqBR1fbdGHV14M9ISAymaeAL1lP7yT4ObNmBx+clf+wIvHk51DdMUQhWVOF2MDm/dKXN4JMLOLhua7vtDtpb6DNtAiGPr802rgump+NhnYbHjLwbTAE+w6V6/WZ2L1x+2J4P6T9rElmjhxPsxoRA2HHJHzOUPUtXt3nbP70oHyMro82aFqnMNA1MM1KXI1WSQ13RWG0+sK+C/bscfDnZeDMzqHc1zLk7pQUDbPj3qzjBULPt1Z/sZeO/X2XU5+dR5239YtNxHDL7F3X4HNmD+xMO6/Z1Z3hNgz0r7XbbuGGHYEU15CsZICLSHiUDRJLMdF3KN7R/8QxE3sgUxz8ZYBoGZkU5G559s1lC4uC6raQX5VNyZmSKwuFvgFsTrg/ihsMdjy933Ui7dpMBLhl9Czt8zoKjRhBqI5Hi9ZoYrotrGAkfdmsYBuHS0lYSARG7Fy5nWGE+RlFhtw6/D6WlM+zs49ny/Dst+smXncmws4+nrodddHoMF28wQM2ufdQfrCCtIJfMAX0I+fyEu3k0RmelGQ4HPlhD6WG1HdIL8yg5cw71Hr+mb3QDr2mw94PVbf4ddIIh9n24moJjWx/x5LqQVpSP6Wv7b6nhMckYUEx9D05kdQvXjWrUhdPGaDUREflUz3oHKHIkMIzo7mwn6O63L1TP5mcWtDoyoa60jJ1vLcZnuviyMzs8V/agfuDxYPrazyuaPi+GN4rcY0YGOcMGth17dib+4oIWF0c+w8FXW03Zoo/Y/cq7lC36CF9tNT4jcQkBH+E2EwGNdi/8CB/de9cv7IKnbx/GfOks+h07kaz+RWQP6svQM+cw4oJTqW/jzmaq8hku9Vu2s/6fL7LjzSXsX26z480lrP/ni9Rv2Y7P6DkXVl4TDi7/uEUiAKDuQDmbn34Dv9NxUk7izxMKUNbhiKeteEJtX3AGPD6Gf3ZuZDTTYQzTYNi5JxLsYb9//5+9//qNbNv2NLFvzuXCG3qbZDIN05udO7fL7Y65t66pulVdXS2pGgJUetCzIEAQ9CI9tCRAgP4APQn91gYCurpVVV11zTn3mO1t5k7L9J7eh1l2Tj0EyWQkI4JkJpnJ3Gd9QOKcHWvGihWxVgTX+I0xfmMvoIQk1bu54elW/obFxMTE/KkTVwbExLxiIg1tR0coP51uuc7OZ/B2+LUNQ1C+P45uUZZaejRJj+tCOoVTyOItLDddmz88hI9Bx+kjTH3X3F+g88wRQtOCTTJgvhb0fXqep7/7luX7T+u2OYUsw//sEzxp1pW020Ixf/E6sz/dXHus/HSKuWt3aD91mOKZo/i7kfkOAty5xZZL3LlFCEJ4zTf8kYbISpA5OUrh1CiZTILFkocXqjeqPUAIUAuLPP3D9xs3as3TP3zP/kIOUSi8Edl0w/eZWXfdPk9QquLNzCO6utBvwhv6GaEjtcWKJ9U0raI1qGyOQ//6L1m8+YCFmw/QWpM/MFircLId9ozX6BtEFCmKo/uZuXij6Ro7n0GmYjEgJiYmZjNiMSAm5hWjlCbZ24WRsIlcv+Ga4ugwynbY6aSyBJbuPt50XViqop0kQ3/5EXf+7T80PM7BX7+HchJESlM8NsLi3Yd4cxsnAThtOQpHR3C3WArrYtDzi3fpcV2qkzOoSJHsbMPIpPGErLs/l1LgT8zUCQHrmf3pJuneTkR39y4EU29WOTpQm3JgSKRlovXOSE2vsjXDQvPky4st10x8dZH+v/gE/w04P2GpvGnAOX/1Nl293QTh9q5fWyioVvEXS0jTwCrkUJZNELenbwlhGhiOTeQ1/o0GMBwbYbYeA6u0xjMd0idGyR07WHvMMPAi/UYJcXsNlUgw8Ol5Hv/u2w3bDMdi+C8/whcy/oxjYmJiNiEWA2JiXgO+YXPgX/yae//uHwnK1bpt+ZFBOt89jbcLN+1CCITcQpZc1mIU305y4F/9E8oPnjJz5RY6jMgM9tB+4hAqmVxzy3cxGfrrTyndf8LUd1cJqy5mMkHX+eNkhvpxt/lT42sBThJzaB9CQKg0IWy4sTNVxMOvNinV/+oS+/7mV/g73RVlWSS726hOzjVdkupuA9vaIOoIUQts8Vx0GCETTi1Qe4PShBYKUa0yf+Mu/vwSdjFH8cgIOpncvfneQbDpZITq1DwEwWuvxtgKegsCmVZbyFCvQwhwooDHf/d5vdu6ELSfOkz+xGF8WgewMRAYFp1vHW3ZCtT51lECY/OKJ6iZeUar34s36Hu+Vwm1wBka4OB/0cbMT2OUH08iDIP2k4fIDvcTWM6Wvl8xMTExf+rEYkBMzGtAa43vJBn5L/4CPJew4iENiZFOEBoW3i6NFAwiTfHYAZYfTTRfJARWttaioLXGkxbOwWH2jewDrVHSwFcbs1qeMEkcHGZk/wBCg5O0qEQCL9h8zn0ztNat46AwxF8stdyHv1hCRCEYOxscBgh63z/L3f/xN03X9Lx/dsM0AUOAUSnz9A/f4s4s1B6UguLofjreOo4rTEwD0DUNIdqDgYMtFAuXrjO3rte9PD7N/LU7tJ88TP70kV1pzdiqjcYeGTaxKWZmc4PQ3MjgtmJHR0c8+Hf/SFCq1G/QmtlLYwhDkjl+hDAOlFqilCZ3cIjFO4+oTm0U/JLdbeQODm254ilm5wm1gGSa9vfP0aUjkkmbcqBrf3Pi8xITExOzJWIxICbmNWHriMqjp0x9e4Ww4gKQ6umg54MzGKn0rriia61xOtuwMkmCUrXhmo5Th4ksuy6bHUWaCAGIljdZtXUGhinJZtOU5so7/A7qEfL1RYdaA7ksg796j8f/+E3dGEZhSAZ+8Q7ksnVihhBgVErc/be/qc/2Ks389btUJmcY+MW7TH79EzpSZA8MkhnowbecPTM6TwhBMD1bJwSsZ/byTVJ9nYjOne9z15ZFqqedysRs0zWpng60tbEaYy+iEwkyg92UHk023C4MSXqwZ8tu80KAPzO/UQhYx+zFMfKj++P561vAxWDgzz/EHZ9i6vur+Mtl7GyarrePk+jpwo0rLPYEodJow8RKJ1G7/DcnJiYm5udGLAbExLwGLKGZ+/4K89fv1j1emZjh7v/wDwz/00+RxeKuBIC+NNn/z3/Jw//42QYDvPaThyicGsV/AwIpAGVa5Ib7WHrObHA9uf39KHN3gsNQC8yBXg7+67/Em1nAXyph5zI4HQVC094wcswWmie//65p2bc3t0RlYgZ3bpGw4lIen0aYBsP/7BfodGZPmOLZKB5//VPLNVNf/8TAP/0l3g737Qda0PPeae7+j79tuqbn/dMbqjH2KoES9H3yDg//4x/rS/qp9azv/2efEljOlrOcpmkwO3a35RqtFFGpArlYDNgKnjAwBvoY7O9GokmkHEqexmsy3jQmJiYmJuZNIhYDYmJeA6Ja2SAErOfxb79m+D/79a5knrQGz7AZ+KefoitV/MVlhGHgFHMoy8HfAwHnVgkUdL1ziqUH440DbCnoOn9yV8WNSEEkbUR3F4memlGhp2koPuiquyHoe56Fmw/Ijwwwe+V27TlhxIN//zv2/6t/gietnX8D2yUKW06YAGrboxB2+Hhr1Ri5xtUYcqUaI5tteCmsFofsBUFlPa4wGfyrjwmXllm4cZcoiMgN95Hs6STYbkWI1ugt9BTEkwm2h1IaH4lhSLKpJNqNs88xMTExMT8PYjEg5k8OIWqZeakUWkAoTKJXWIJtmpLFm/dbrgkrVVSlAqnsrhyD1tQM9ZJpZCpdEwjgjXRejhJJRv75L3j4918SrjNjtNJJBv/sfaJE8pW8L603D7J0tHk2MfJ8pFUfRKsgxJuZQ3T3vPZATghR+xK1Og4haut2gbVqjP/VX+HNzK2rxigSWhurMRyh0JUq3vwi0jJxinmU7ewpV30PA3IFOj56h1wuycJC5YX6niOlyR0YZPnheMt1ZjpFnNeOiYmJiYmJicWA14CUYs/0//6pYQtFODvP+LeXcecWkbZF+8nD5A4N40nrlQRahiHxl1qb3gEoP4BXMCb5TU8SRhpkvsD+f/lnROUKyg+QtoWRThFI85V81ywJMvBRQYi0zKYj3KRjg2ztu5Boyze8PspPp8n39RJuc8TcThOZJvkDgyzefth0Tf7gPiLD3LW+/UhBZFiInm4SvT0NqzGeuep/hjdfP/Ky7cRBCieP4u3W1IMXZHU044tes0ppEj2dtWswCBuuyY0M7srY0piYmJiYmJg3j1gMeEVIIbBVQLC4TLBcxsoksQo5AsMiim/KXgm2UCxcvMb8tTtrjyk/YPr7q8xfu8PQ3/wS9xWVYSfaCiw/aJ29ez47HNMcpXQtu5rOQroW54Sw647SQgicyGf6q59Yuvd49UFy+/vpPH8Kz7DrBKbItikcGmJh7H7TfeYPDPDoH7/Z8LjpWHtCuFEIOk4cYuneY4SQ5EYGsFIJgorL0t3HaK3oOHGQUAh2uySjVTWGrSMe/offNTTTm7tyG2nbpI8dJtxD0xpMsyZOvExVhW9YDP/NL7n/7/6xJiiuI9XTQdf7Z3DjvzkxMTExMTExxGLAK8GQIObnuP8PX6DWmQ4Jw6D/03ewujt5ielrMVtEl8p1QsB6wqrL9Dc/0fbBuV0vH44iRWawm+kfrzdd4xRzGInY4Guv4yifB/+/3xBWvWcPas3S3cdUxqcZ+ue/whXPRJ0wgs63T1CdmsWb39h333HqMKXHUw1FjOzwAP5LKIeGIbDCAFX2KPtVLMtGS7ntLLSlQp58+SMjf/ML/KUSC7ce4M7MYWVS9H9yDjuX4ekXP9L36wtEr8ltXQgI5xdbu+pfukH+0DDhigBoGAIrCojKVbRSmKkkke0QvAKxwBEKtVxi/uJ95oKQzL4+El3tK9VK29uX1hCm0uz/V/8Ef2aO0uNJpGWSGxlEplO4uzDyMSYmJiYmJubNJBYDXgGm53Lvbz/bUI+to4jHv/mS/f/sFxiZbFwhsItYhmDuSuNRaKss3XtMx/mTOz6P/nnCUJFIJeg+f4LJb69s2C5ti973TqPekPFof6oYUrB0/V69ELCOsOqxdPM+yaOH6zwpqpgM/uUnuFOzzF68Qej5JDuLtB0dYfH2I+bH7m3YV3aoH1Iv7n3gCMXy9bs8uTy2Jkha2TS9F95CFgq1ed1bRWly+/qYvXyTpftP1h72l0qUn06RG+4nt68PoTU7PExgy5imwUKLNgYAHSnCShUyFpbQ+I+e8OSrS3Xl9bkDg3ScP4Wrd0/USIqIp7/9sm6W/eLdx0jLZOivP8VPpLYtCCil8YSJ6Oom39sDQBCqN9ITJCYmJiYmJmb3iFMEu4xlCOZ+utGyMXvq+6s4UdB0e8zLI7TCX1jadJ0KXs15iEwbM51k8FfvkR3sQVomZtKh/eQhBj49j0wmCOIZ1nsaS4fMXm4tMM1euYWlN/Zuu8JE9vbQ+5cfM/jPf0X7h28jCwUSXW1I+1klgZCS9pOH6f7oLfwXzOjaQjHz1Y/M/HitrjIpWC7z8D/9ETU7h5TbiNoNAzNp1wkB61m6/wQz6YDx4tevEGJ7x/SiaI2UAv/JOON//H5Dn/3SnUeM/+PXOGJ3VDlLwsx3l+uEgFVUEPLgP/yOhGrc+78VtNaEoVrzIthrmFKQUAHm0gLGwhxO4GLLWLGIiYmJiYl5VcSVAbuMocKmN82rlJ9O4S8sYbW37ymH658TWkisXAZ3brHlOmm9mq9EoCXOQC/B1Ax2MUdmsAcdKQLXw8pnCZ1kbDK5BzAMgWMAaEIl8Neb92mamrStovygaTa2Nq5MAIKatbvE3r+P/YO9RJUqaI2RSqBMB/dlroVqleUWv0ETn33P4N/8qua5sAU0MNuk3WaVuWu36Rsa2M5RAmBJjfR9vJk5oiAk0VFEplJ4yG1lx8MwIjsyyMKtB03XCCkx0ylQIfe/vtR0XXVyBlUu78pkDzP0Wxox1qZIzCK6Xv8UiZ3GForKrftM/3CtbkRkqreT3o/PU41vT2JiYmJiYnad+K/tLrNaKbvZbVxYdUlEIYGIT8luEESatpOHWwZF2aF+lPXqXLZ9LZHd3eS7OhBBCFKgTAtPEZfzvmaEECR1gD+9wPSdh6gwIt3XRWagm8BKEChQQuIUcxuc6tfjFHNoKbd8TUWRJhJmzQiRlzdBNE3J8qqxYRPCqouqViGZ2dI+hVL4Cxv9DtbjLSwjlIJtVLc4KwafCzfu1j1u5zMM/PlHuNvon9canLYCZjpZN25yPW0nDhGaNqK0tMFo73mW7z4mc+b4jmfYmx3bekqPJyj09+H7Px9jGUMKqvcfM/Xdxjapyvg0j//+c/r+/CO82N8gJiYmJiZmV4n/0u4ykWGQGxlsuSYz0E1lcvbNn/G2x5HZDPnDww23GQmbrvdOvfLKDKU0vpZ4po0nrbgyZI+Q0j5PfvMFj/7hC5buPab0aJzJry9x93/6DXJ5CUtqAiSdb59suZ+u8ydfuLx/JxBCELmNPQ3Wo7djWCIEhtPaV8NwbPRzjviGIbClxjbY0AJgSkHp5t0NQgCAv1ji0X/8PQ7bC4Y9YTD0Tz/FzqU3bCuM7id/4jCh0lsSW1QYshsGCFsZGiBNEyH2xp9q0xAkdIgTeiR0iGm82GdiRQHTDYSAVby5RdTy5uNXY2JiYmJiYl6OOA29y4QRtJ8cZeH2g6Y3ncUjI8xcvIEyd28ud0wtE9/+9kmyg71MfXcZf7GEMAzajh+kcPQAnmHHgkwMSROmvrqCO7uwYZsOIx7+3Wfs/xe/JhA2dmcbxSMjzDcIYotHRjA72vBf4zUVRYpUXxcLN++3XGckHLbamR5Ig7aTh1sGc+2nRgmEUWt1kGAFHsu3HlF+NI4wDArHDpDo7MBdqRwwI5/Zn8aav2apQri4DLnCFo9yZeygadL/8dsEFRd/YRlhGiSKWcxMujb6UIORStSi8hbnKTPYSxTtfGbeTCYwHJvI85uuye7rJQxff1VAUkQsXrnN/PU76ChCmAbFIwfIHztIdZsGi1GlummLzfKDJ2ROF/as30FMTExMTMzPgVgMeAX4lsPwX3zEo998VXfTJy2TnndPM3ftDp1vnyDYjqN3zAvhaYns6WbgrztqZcxCEBombqRjISCmhuuy1KK0XgUh7tQcRl8vfiQpnD1O/vAws1duEiyWsPIZ2k8cQqQzr6QqwDQEZhSgw1qAFhoW4co4PKU0ia52hGmgmwSUuf0DKMdhq4n3KNJkD+xj4cbdhqP7rEyKzMggrtJIAXJxkft/98c6MbQ6NYuVTTPwFx9TxSSquuhNgu3yo6ekT7etBYdSCiwUQmu0EATUj0m0hWbu259YvvsIpMBMJtCRWquUGPjzD5HFNkLpUBgdZuHGxikOUKtysNsKuLvw86Bsm65zx5m9cou2YwcwHXutQ2jxziNUGGFlM1Re86iZBBFP/tMf8JeeZet1GDF35Salh0/p+ycfrwk7O8V6H4GYmJiYmJiY3SEWA14BkQaZLzD0lx/hzS0Ruh5mwkYrzezVW+QPDSMKhTgWfUUopfGQsFp6+wrmiMe8OURVb1NhqDI5Q37fAFEU4iMhnaX9g7cRWqGFfCWz6QGSRCxeXcnWrogBxaMHyB99lq31DZt9f/kxD//n329oB3Da8nS+e5rqNhPPnjDZ99efMvfTGAtj99BKIaSkMLqftlOjuMIEDbYKePB3nzWsigqWy0x/fYniB+e29qLymbDiCIU/Mc34xesEy2WsbJr2M0dxujvX+syF59aEAAClN/TnT3z+Pf1//Us8LWk7c4ygVKX8eKJujZGwGfqrT/EN66W8G5rha0mqrwszlWDyy4uEVbd27FJSPDJC4cgIgWG9Vg8RwxBUHzytEwLW4y+VqD4exxwaJNridW8kEwjDaCkAZff1x1UBMTExMTExu0wsBrwiAgUqkcbpstDTc1Rn57Gyafp++T6RZcdVATExewRhbp7NNxLOhmkPNQFgK3ahO0OCiCd/2yBbe/kmpQfPsrVKaUQ2x4F/+eeUHk9Qeji+UuI9gl3MU9lmiTfUtJIqJtmzJyieHEWFIdI0CU2LaqRB1/wKvKm5lhne0sOndLx9ElJJpGW2LB3P7OsjCBWOUEx//i2VJ1Nr2/zFZcZ//w2p/i46L5wnlCblR+Mt30NYrqJdF5wUrjbo/PBtOitVlh8+QQchqf5u7GIeX1q7OtkjWCrx5Ldf1T2mlWLu2m38coW2d9/atdfeCqaKmLp8s+Wauctj9A32EW3Rhig0bdpPjzLzw7WG261MCjOf3XLrSkxMTExMTMyLsTdcif5EiDS4ho3s6yVz+jjW8BCe6RDGQkBMzJ7BSKew0smWa7JD/QTB6+vjllJQfTLROlv7ZAIpBUKAHXg8+ts/sHjjDmbCQgoY//3XzHx/mYR48exrGGlcYeJbCVxhrrUnQC2j7M3Ob7qPyPMJDKulGaPTXkBmMggh8Kdn6oSA9VSeTBFMzyIlKL95H/4q6yslfC3xk2lSx46QOXMC3daOi7mrQoBNxMQXPzbdXnrwFOltPnFgNxFowk1MKEPXQ2xDBAuVJnt4hOLRAxu22fks+/7qEzyxs20HMTExMTExMRuJKwNeA0rpeIZ8TMwexRMmvR+e4+HfftZwe25kEJKJ12r2aWnF9OXmhnvwLFsrUDz+2z+slcmvFxCW7z7CzmZIHDlUF8jvBEppzHRq03XSNAgiTWJfP11RxPR3V+qqCdL9XXR/eJ6qlthSMXnxesv9zV68Tk9XB8meTrhyq8ULC4yEw/NDBaNX2J+vK1XCSutgv/RoHOfwwS2X4O80SkgSbXmqU3NN1yTa8ight1UU42lJ7swxiscO4s7Mo8KQRFsBkU7hIuO2uZiYmJiYmFdALAbExMTErCOKNKLYxtBffcL45z/gLy4DNcPPjtNHyBwcpqped1GV3nRkYOT5oDXR0nLLefZzV2+y7+AwodjZPwdKaVJ93S3XOMUcJGrCiq8lzsgww0P9hKUyKI2RSqKdBNWV+Fxq3dC0cD1BqQxaYxXzSMdCec+H+zUKh/YTWdaWjRN3g81MEwG0H2IYclemGWyFQAvazx7n8d/+sema9rPHX6jVLVCCwHQQvT2YQuAr/Vr9EWJiYmJiYv7UiMWAmJiYmOcIFYhsgYG/+hRddUErhOPgGys98a8ZLQWJ9iKViemmaxJtBTAMqpMzrfcVRijPg8TO/zmILJv2s0eZ/XFjNl9ISc9H5/HXBZGRBsMwMZNJNBphWoRCslaGYUjsXKbh2MdV7FwGYUh8ZTD0l5/w4H/+PcqvFwSSPR20nTlC5TVP7DMTNsKQG4wd15PsanttVQFQ84eQ+RzF44eYv7qx0qJ44hAynyN8iUPUGnRcChATExMTE/PKicWAmJgdwjAkUgqiSMVtID8DtNZUIwH2Ov+APSAEAPiRoP3MUSr/qbkY0H7mKKEGYdb/zEvLpHB4P04hB0B5Yhohdse3JNCC9KEDJNqKTH93ea3KIjPUR8dbx/GtxFo5uCFr3gbhcomgXEWHUc1ILpnATKdrUwKUpjC6v2WffWF0PyiNiWZ+7C49754m8gOq03NI0yDV00lQKuPPLyGLba/3u2o7FA7vZ/76nYabzVQCu5h77aMFfS3JHj9MdmSQhWu38ZeWsXNZCscOQjL5SkZoxsTExMTExOw8sRgQE/OSWFJj+B7lu+MEpTLJrnaS3R34hsVrvoeP+Rkj8jnaTx9h9tKNDdvaTx9B5HNEkSbV3w3fXQZqgXL+wBBL9x4x8fVFdKTIDPRgmLJmurcL16uvBaK9g95/8jEiCkFIItPEjVgrCRdCYAdVFsfubQiME+0Fut89jZXOoLVGRxGZwR5KjyY2vFZmsBcdhmitEb7H4tg9FsfuYSQcEm15wmrE0t1HaKWwMin6/vJT3Nfoo+shKRwZIay6LN9/UrfNTCUZ+PX7RKb9Wv0pVvG1hESa/Dtn10Zo+qGKy/pjYmJiYmLeYGIxICbmJbCFpnLzDnPrzNyW7jxASEnfLz+AfD4WBF4SIQSWBNBEiNdaMr2X8JUgNXqQzFA/i2N38ReXsfNZ8qMjqEQSX9Wy/dpOUDgyQmagh7DqMXvtFtIw6Hn/LGGlyvSP1yk/nWLwrz7BT2R2pVxba42HBGnXHniuPN8xNOV74w0z5O7sAhNf/kj/Lz/AN0y8+SWSnW1kBntZuHWfYLmClU1RODRM5Hp4iyUcw8CdeNYeEbke5af1EwiCUgXtevWVH68YpUAFIVY6Sf8v3sWdXUBHEU4xj44ilh8+JTV68LUdXyOCcPUHLf5hi4mJiYmJedOJxYCYmBdECFALC3VCwCpaKZ785nP2/c2viVYDoJhtkxARwew8c2N30GFIerCP9FA/nuG81vJuKcVaS8jrbHVWQmDYFrmD+4hcHyNhIxwbJcRaxjYUksLoCI/+9o+o4Fnv/PL9xyQ6ivReeIvxz75n4o/f0fPnH+O9hlGnMvCZbTHL3ptfIiiViHJFCscP8eB/+gekZZI7sI/cvn6CapXp76+ggpChf/5rfLVFc77X3KduC8XkFz/gLSwxf/3Omt/Bwq376LB2/NmRfQSG81qPMyYmJiYmJubnSSwGxLxRSCmwdYSuVimPl7Etm8Awd3ws2lawhGb6xyvNF2hN+dE49sj+Vzqu7OdCUkRM/PbztT5zqGWJ5366Qd+ffUSYzuxKWXsrLKkxAp/q4ym8SpVERxtWWwFfmq/8WEwBzM3x6A9f19f3S0nvx+9itrURKrB1yOO//6xOCFjFnZmn2pYn1dtJZXwaXPe1ZMqV528w+Xsed2Yeu9BGYCfo//UFnv7jlyysqyQQpkH/ry8Q2AmU0iS7O1ruT9oW0nnNQbbn4S0srf3n+rGPq7jTc4jevtcuXMTExMTExMT8/IjFgJg3BlNoxOIC41/9sDYqTRgGxWMHSR8awW0w7s02xLP+1h0WDKRWePNLLddUx6dIHti/Y9PLaj5v4mcfGFiGYOHS9TohYBWtFOO//Zz+v/41LsYrOyZbaqp37zN38Vrd48I06f+zDwmSmVdarWAGLo9+9+XGDUox/rsvGfynvyI0E0TLpdqYwSYs3XlI9ztnqIxPo17T+Drk5n370jJRSqMUyEKRff/izwkXlghKZaxMGrOQwxfPRBmZTmHnsw2vIYCOs8cIDPO1mkLqLShIyg8wBa+1AiUmJiYmJibm50lsARyz6whRc9p/GcNyIQSytMzT33xeNzNdRxFzl8dYvHQNSz67W3aExiovMf/lt0z+/e+Z//JbrPISjtjJO2qBNFvraYZjsxNV15aEpPYRM9Mw8RTHq+DIn290YIQ+S3ceNt2ugpBoqbUQs5OstYQ8JwQA6DDkyd/9ETtqHnDvNKYhWLp5t+WapZt3sSyJv9D6c6qNtdMgBIazOy0tjoRE6GIuzmGVFkkQYq776yOSSaxsuuU+kl0da2KL0uBiEhbaMPbtIyy04WKyXotxlaTv1xdwirkN+yqeOExisP+1+09Ix0ZarX9DEh3FeDpJTExMTExMzK4QVwbE7BqGBDsK8GYX8JdKWLkMibbCC7ns20Ix9c3FptuX7jwgf+wQgeFgC8XStTGWbt5b2x6UKlTGp8gf3k/m2OiOjMIKpEHh6IGGngGr5EdH8IOXqx93pKZ88w7zV+t7qp1inu5P3qOqX112/FWhg3DTVGhQKiMLr2Y0nC000z9ebbpdRxHe1Ayyt++VHI9UEZXxqZZrKuNTZE6EGIktlMJLSXa4n8iyN5j7vSxJqZj56of645WSjrPHcPYN4iuBpyXd75/l8d991nAf2ZEBlJNo6FnX6vOuYtL96w+hWsWbX0KaJnYxT2RZeOrVeyM8T2BYtJ0cZeaHxteWlU0j0uk30rFfSoFh1H5ng+A1VZzExMTExMTEtCSuDIjZFQwJYmGeh//+N0x+9i1zP11n8rNvefjvf4NcmMfY7pXne03LfdeWzC3Uqg/K5TohYD2LN+9BubzNF29MFGmyB4cxk4mG29MDPYhM5qVewzAE/vjEBiEAwJtfZPL3X/3sKgRMQ2A6Fp3nTpDu726+LpV8ZRlToRTe/GLLNZWnk2vBz+4fkNg0oywtE4TAbi/Sqiwn0dVOUK7Qfu4kOx2zOVIz/fm3G4ULpZj5/grRzAxSCpTS6FyB/l99gJl65lkgpKTtxGHazp164eDdUxLPSdf67js7cQ2bYA8IAVD7DUkfGCJ3YN+GbVYmRf+ffYj/hv2ZllKQJISpSZa++Z7Sjz9hV5ZxZOybEhMTExMTs9eIKwNidgUr8Hj0u682ZneV4unvvmLfX/+S6nYcsrfQMKujCMuQLFxr7koOsHDtJvl3z+1I4OMKk/6/+ISFqzdZuv0ArRSGY9N26gjJff24Lxl0WCrkaYPS9FW8+UVwq2CnXup19gJCQEIFLF2/y9TdR2ityfR30/fpe8xeulbnzyAMiVnIET63j1WX/1pv+Q4KBUIgDKOlQ72RSLwyL4cQSeHoISY//67pmsLRQ4RaIgyLrndOMfX1pQ1rhGnQ/c5plO1Q3YFqmQ3791yqU7NNt898f5neP/8UF0moQba10/dXvwDXRSuFTCQITQt3B8r596rPhqsk+bMnKRw/jDsxhY4UTmcbRiaNi/FGeQUIIXACl8d/94c6Q8ilOw9I9nTS+f45qg28XWJiYmJiYmJeD7EYELPjmIZgaex+8wBea5Zu3yd57MiWpwAI28FMJgirbtM1TlsBrSKC5daZ/2C5jNQaePnsoNa1UuT0qePkjx+GSIFpEEgLd4u9EIYhMFYmwYWRrvvYdBAQuV7L5/sLS4ju9J4NdraCEOAELo/+9vdrI9UAlu49ZvnBU3ounGP625/Wzn/3R+8QSGutbHy1JcV9Ok11YRG7kCfZ3flCLSmNCKVBYXSE+Wu3mq7Jjgziha8m+6mUJtHVgZXLEDRwoLdyGeyuDlylMUWtiqL3wjnmb9zBnV0AIcgO95MbHkAbEu8lhQAhNppaCgH+JtUUYcWFwAczsfa+PCQ468St19zX/yrwtQArgT2yn0IhxdxcmeAVTSARotYGIwIfrTXCsgmk+UITUBwR8fQ3nzecDFGdmKZ0+z72oQOv3ashJiYmJiYmpkYsBsTsOFJrqhPTLddUJqZJHz3MVgNyXxh0nDvJxGffNtye6OpAJ5IoIbHy2YYjulax8lmUkOxkI24YaUJMMFZ2u4UbaSEgoQPcx1MsP3qKMA1yh0Yw8rm1yQhiKy7rpol6E5uK12ELzdQX39cJAatopZj+4SrF44dxZ+coHDtM6CRZjbtNCXp2hkeffVsvQAlB94fnMds7eNkYPYw02cMjLN192FCcyQwPQCL1Snu7XW3Q+6sPWbx2i6Vb99BKIaQkd2g/+WOH1rwkLBXw8A/fIE2T/KEhCqMjoDWlJxM8/f3XJLs7aLvwDv42K2WkBEdHhMslwnIFK53CzGbwhLHm6C+24Br6MsaiPzdetVGgIcFyK0x/cxFvbqH2WMKh7fQxnN5uvG1m8VW53FKwnb9+m4GRIaJXOAUkJiYmJiYmpjmxGBCz8wgwLKvlEsOythUFKKWxuzrpOHeSmR+v1s1VT/V10fHeOapKAJrC0UOUH4033Vfh6KEdHzO4XaQU2H6FJ//wGTp8VuxeeTqJ016k88I7VJVEmzaJ9iLu7HzTfdnFPNU3WwsA32vZkx+WKyS62rGG9tVKxtcF92bg8viP32x8ktZM/vEbBv7ql4RmY1+H7eAKi/6/+JSFq2O1SQdKrQROR0n09710S8iLUNUGqRNHyR09iA5DhGkSGhbVddd3sOK1kRsZJNFeBF2TjrJD/Sg/oDo5gwwCkK2/s+uRAqxKiae//xIVPLt+pWXS88n7BMkMGrDzrT0znGIeYcSB4evC8qo8/tvf14lokesx/fWPFE8ewTkwsmUhTQgIS5WWa3QYosMAzPicx8TExMTE7AViMSBmxwmUIH/0INXp5r3C+WMHV0y8th7F+kpgDe1j32AfUbmM0BqRTKJsm2q0LhBLpykeP8T81Y0l3cXjhyCdbuhK/iqxdcTE776sEwJW8WbnKd2+h33oIL7SdL57hkf/8XcN2y7aTo4SGNZrfz8vS6PP4XmiMCR4TsQxDcHy2IOWz1u+82BbLSnPY5oSIQRhGFHFJHPyBPnjozVByjAJpLEjPe0vylpVyuqYy3XHIgSoMKTnwlugFAIIqi7SMDASDvnD+7Fzmdq8+20kgR0V8OS3n9eetw4VhIz/9nP6//KXVIWFdGxyB/Y1HRPZcfZY7bg3P/0bsAwwAh8dhkjLIjStHTdA/DljG5qZL39q2s41f2WMweFBQrE1kUhrMDebXLHivRETExMTExOzN4jFgJgdR2uN1VbAaS/gzS5s2O60F7CKBdwX6HEPFYSYGLkibW1p5ubKG3pbfSVIHTpIaqCXxRu3CZbKWLk0+dGDkErj7wEncV2ttPQCWLx5h/4Dw1S1QeAkGfzLT5n+5hLuzBwARtKh/cxxrJ4u/DdcCACQ9ubz7Q3b4flOZInGbSE6AbjTs6RfoH7fkQo8j2B6EZTCyqQxMhlcbRJg1oJnDUQawxBYKoQoAsMgECbRHpgNrzUkOwpE5SqzP13b8H0sHDlAbmQQ4Wx9pKBhCMp3H28QAtZeUynKDx9jjYwQlVzsXIa2E4dZGLu7VkVg5TJ0nDzCwthdOs6fgW2UjQsBSUJmv79C5fGzCqDUQC/tZ09QxXyjTPdeFzIIWn93tCZcWoZ825b3aWQzLY02s/v6iUxrx8dXxsTExMTExLwYsRgQsyu42qD743cp3X3IwrVbqCBEWiaFY4fIjOyjqnY3O+RrAYkMuXNnEVqhhay1BuyBIEEICKtVALLDA6T7e1BhiBASrRWLN+/hzS/WsuWGQaRA2UnaP3oPGfq13nDLJpDGa2932Ckiyya9r5fyw8btHcmudlSDgFULgbFJNtJIOCstKVv/rBJSEc3OooKQypMJdBSR6GzHDgJSxSIV8czlPSkV5dv3mB67u1aqXzhygPTI8J5wTpdCMn35RkNhbuHGHaxMmkQut3UxAM3i04mWaypPJ2k/sJ+g6jL303WctgKd507UMsNCEFaqzFy8QuR6qJXrvO6YZW1dIxO7BBHjv/2csFxfkl55PI4/v0jPLz+kGvekb84WFBPVRPBpRiBNui+8zcQfvt6wzUg4FM8coxoLATExMTExMXuGWAz4mSMEOEKD76L8oJaBdRw8JXY9e1ZVBvaBEfr373uWMZVmXT/zblMrK99eILjbaF0bQ9d1/jSVqRkmv/h+bZswTdpOHsHOzdUFSFqDrwFp12Wkfy4EEXS8dYpgsYS/0uO+ipVJ0fXBOSrRxoqOINTkjxyk8nSy6b7zRw7ih1v/rKQUCLfKwo07a6ZqQK233jLpfv8ciUKBaiRISMX051/XBdo6DJm/MkZlfJKOC++umUG+LiLXXasoacT89Vv09Xaz1T8HGoE0W5eOS9NEIzCSNa8Gb26B6XWf5SrCMOquc1tqjMCn+nQaHYYkOtsR6fTaZyilwJ+Z2yAErBKWK/izc8iOrlduxvfGYVlYmRRBiz5/K5vZVhI/UmC2tzP4V79g7soY1fEphGGQHx0hMzyIK6wtiRAxMTExMTExr4ZYDPgZI4QgqTymPv+2LsCy81k6L5zHlc6uj6OLIl1zjpbGrgWwlgFmFKAjhTBNPGHu+UDAyqRZvnmH8uP6DKsOQ2Z/vELPh+dr5bTbCGJ35LgMMHQtGxgK44X77F+Eijbo/uUFoqVllu8+BK3J7B/EzOdaZnplNkt6oJfy441VBemBXmQ2uy0tyJGa8sOndUIAAEKQ6u1CBSFm4JE0bVSl0jDjDuDNLhAtLiFyhV2NfywDzDBAhUGtd96o751v5e4OEJartbJuubU/B6HS5EcPUJ1sPjEkP3qAINI4qRTSsVGe33Bd7tB+QsOCSONITen6GMu379e/v0ya7k8/oKINDAGLz21/nuU79yl0/TzaZ3YTH4P2t042zOIDJHu70HZi234koYLQSpJ/+wxtqmZWGUqjJgLHQkBMTExMTMyeIhYDfsYkCHn6m8823Ij7i8uM/+Yzev/skze+nNaJPOYuXaXypBZUS9uicGyUxEDfa8/ItkIF4QYhYD1zl2/Q/vEHbHX04ssiBTjKZ+nKbUoPn4CA7PAguUMHqErrld3Du0oisnmy584AEIbRpnqIpyXFt0+THupn/qfrBMtlrGya4qmj2J0dDa8DKQWGIQBB8JzrnIwCFu/UmxIaCYeu86dZuveIya+/Bw2GY1M4eoi2k0eYu3yj4bEt3bxD/r3z+MHuRKYpGTF/6RrlR09qgoeA9GA/xVPHqKy04khr8595YRhbFky0BqOQx2kv4jWYcuG0FzEKeQIFnjDo/fg9nv728w195HYhR/bwAaqRRkpBODW5QQgACEplpj//hrYP30Nvpd0jDji3hFIao62NjvOnmf3+cp0HRKq/m/bzZ6m+xGUbRBCsulL+jKqYYmJiYmJifk7EYsDPFCkF3uRM04yc8ny8qRlkd8+ez6I3w1tY4uk//AHlP7OVU37A3MUrZJeWSR87sifMAhsRlcstt/uLy8gohC06eb8MQghsv8zT33xWFxAs3b7P8v1H9P36Y1zDeWUxltZsCNA3w1US2dlN1686kWgUggCJ+9y1LaXA0QHe5AzLj54gTIvswWFkJrMmGuhIbZhu0HnuJFPfXiRa932KPJ/Zi1fJDA+QG9nH0t2Njvk6ipCVEknLxhfmjsZECRkx+bsvCErrriUN5YdP8OcW6Pz0A1xlYKZSCCmbGv6lB3qRUm7L1M1Vks4L71C+95DFG888QfJHDpHev2/NK0Fr8JMZ+v/iF1QeP6X8+CnSMMkdHsEsFtfW2URM/nS96et584sI3yWwU2SG91Gdam58l9m/b8vj8P7UCZTA7O9noLebqFxBK4WRSqJsJ+7tj4mJiYmJ+RMgFgN+ppgSFh88armm/OAR+d5e/DdQDDAkLN66VycErGf57gNyh0dAbjLq6jUhxOYihXxFOoYtFdNffd8wWNRhxOx3lyi8fx6/Qc/+XkIpjUct21+j/roWQuCELuO/+QwVPLtuyo+fkujqoP2dt2rBqWkiTAMd1qKhRHuR6sxcnRCwntL9x3S/f66hGJDs6mD66x8ISmW633sb0da+I4GqEIJwfqFeCFhHUCoTLiwi8u1Erkf7mePM/HB5435Mk/yhYaIwBLH5RIf1VJXEGtlP7/BgS08QpTRVYWEOD9M2PARCEEQQrleXoohok3YG5XooM0myqwPDcYi8jdM4DMfB6eyg+gb+pr0uVie0kM4B1CZ2xEJATExMTEzMnwR7t4465qXQCIRsfXqFlHvIVm97GCpi8c79lmu8mTnkq4qot4mRTKw43Dcm2dOJ3uT87RTCdQmWm1cquDNzyKBxILwZpoQkAY5fIaE8HKPl295VHBEx+cev64SAVdypGaqPntQqajApjB5Y25Ye7KX04HHLfQel8ppZ3irCNLHzWYKlEijN5BffYvqtA96tYpqC0t0HLdeU7tzHNGuu/IZt0fvJu9iF3MrBCTJD/Qz+2Ucs3rr3wrPfo0jjagNX2rjaIGpR+hBFGj8CP9QbvEqEEJuqX8KsHaMrLHp//RFOMV+33Snm6f31RzWTupg3BiHAsiS2Kfbs73VMTExMTMzPlbgy4GdKGCmyh/ZTGZ9quiZ7aD9hg9FdbwybjL3SkXpFHffbRwsoHj3I/LVbGzdKQeHwfp5PbgohsAxAayJEy8BrKwgBtgS8zdOAOlLblg6D5TLly1dYvv94rY/baS/Scf4MruG8+vYU123qQg+wcP0mPYN9uMogPTJMZXwKb24BISRqk++JVrpOfDOSCbrePsXMxat165Zv3SV14vjKlIuXQLN5b7yujdI0MikqTydZvHif3IFhCqMjAFTGp3j093+g/xfv4wmLbTvF7SCBYZEdGWroGQA13wOZTIEGrTWutGj/+H2E56GCmnGidhxcJXbdFDVm50hIhVpeZvn2fXQYkhzoJdnThSesN7Z9baus/p4LrQl34Pc8JiYmJibmRYjFgJ8pWoORz2MXcvgLSxu224UcRr5m8vUmoqRBeqCX5XvNWyGcjuKGnvG9gjZtNNBx9gTzN26vlUgnOooUjhzEL1eQ+fa1gC8pFeHCAku37qGjiFR/D8n+PjxpbqaJNMSUGqNSZv7SVfKH9teUgSZBlDANpG1ty5HfForxz77Dna7v7fZm52vmlb/+mMo2fn6EqN08v0yA0KgioG67H6wITAYVJWm/8A7R4iL+/AKpns6G0wpWSfV2kezpqvVda03keUz/cHlD6Xt1aoaMVrysMWSkNJn9+6hMNHf0z+wfIow0Jor5sdugNAvXN4pPC9fvrBk2vi7CSJM/cojKk4mN7QICOt9/G0+Ya9eo1uBFAsxE7R/sWGm7IQW2DojKZXQQYqbTKLs2jjVm50hKxdw3P9T9RlSnauM7e375Ia6R+NkKO0mpCObmWbx1Fx1FJPt6SO/rx5X2z14EiYmJiYnZW8RiwM8YV0m6Pn6Ppeu3WL7zAK0UQkqyB4bIHT1EJXpzu0RCBW3HD9dlndfjtBfBSb7OZGdLfAxS/b3MfPMjxSMHkJYFQuDNLzB/4zad75+nop4JAbNffoc/v7D2fG9uAXH9Fj2fXsC1ktu6aZZSwNwME19+D0Dp0VOyQwMs328srOSPHMSX1rYcwXW1skEIWEUFAZUnT5GDQ5ve+JoSrCggmFtARRGJQh4SCdwX8C+QVuvycWlbIOXaNeMqicgVcYptpH2X8pOJxtdaWwGVSBEg0fMLzDbozV/FcOwd6ZNQSuO0t2GmkoSV6obtZiqJ1V4kVJqoUmVDmck6yk8nKJyN4DVPFqli0POrj6g+esLizZUgqaeLwrFDBFbilQRJlgQ9M8nEdz/VeWg47UXa3z1HZQ9PKHmTkFLgPn7a8DdCBSFTn39D5ycf4uqfnwCTkoqZL76pE+n9hSWWxm7T/ekFfCcVCwIxMTExMa+MWAz4mVOJJImjR8gcPrBm8hUaFpUtBnZSChxC1IpZl3QcPMwt36xIKbCEQmqNEoJAyx270XGKBfp+eYGpL78jrDzLJqb6e2k7e5LKHs7kKaXxE2k6P3yHysPHLN1/hDRrLuuZ0UNrQYdhCNyHT+qEgFV0GDH9xbd0/OLDbQXHjg4Z//bS2n9Xnk7S8fYpItfdkGnODA2QHh7eYArXCsMQuI+bZ6yhZrrXPji4YvjXGFtqvAcPmbk6Vv94W4GO997efmCWSGCmU01bBQpHD+Njsr4EQutaj3tkJuj99H2mvvyeyH1mXJfs6aT97TMr15om2dXZ8hDazp5ARgGO6yKkRCQS2/o+rcfVBj2/uMDsd5eoTj77vJPdnbS/fZqqrgX3QrwZgYXWNUFA7huie98AAJFYmU//ikQ9o1pm4puLGx73ZueZ/eYHCu+eq1Uk/AkgpVipxlE7PknEJmLy+s2m28NSBTwXrOTOvvBrxjAElQePG1br6Ugx8+V3dHx6ATe2c4qJiYmJeUXEYsCfAGGka27Rxsrp3mJgZ0uNmpli8tIVVFAbtSYti7bTxzE7uvA3uUFPGJpwdoa5a2ME5TJWOk3+2Ch2e/sLZXafR0hJmM7T9cuP0a6LjiKMhENk2lTeADdspTRVLMz9I7Tv34+mNuorXBcY2jpi8sbtpvsIK1Vwt3fTrKrVDaPzZr77ifzhEbIjQzUzvEQCu61AZNlUX+RciU3MK2t1/623L86zeHUMRE34EYaBv7iEP7fA/A+XyJ07uxW7gzU8bdD90bsbpgkAJLo6SA72N3Whj5RGp/N0//oTdLW6dq0py6m71gLTonjqKPMNxuR1f3COyqOnLN+7v6Y3SMui/e3TGPm2bbfsaA0VTPLvnKMYeOggRFjmhmMyE07LNpBkVzvSMCBsuPmVo5ReFwy9OiHDNmDh6o2m272ZOaTvgZFouubnwGo1jjcxTVh1cdrbMHJZXG3uWNm+0KrpJJhVVBD87MQAS0e1lp0mhJXqigiSeoVHFRMTExPzp0wsBsQ0REqBnp9l5ruLdY+rIGDmu4t0vncOWehomtG0pWb56nXKD5+5sAelMjPf/EB63wDpY0fxdyBzr7WuzYe31908vQFCwHqiSK875Oc+T6037XXXYQjbMFBvdkO/ePMuAEbCoftXH1FVxgt9llGkSXZ3Mt9iTebAECG1bHojbKmY++k6+cMjOG153Jk5VBiR2dcHQjB36XptwoF8Ng5v1RBRaIUWEl/Vx79aazwzQe+ff4I3NUvl0ROEZZI9MIzMZNZm3jdjLUh10uvebP2aUAmcffvoaWtj4eoNvPlFzKRDx9unqTwdZ/m5CQAqCJj+8jt6fvEhwQsGAH5EbYSm4zQ8JhVp8geHWbx1b+OTBeQPj6CikD/1PwcGCqeYJzs8uPK9C1m684BgubS2Jqq6kNkdMcA0BLaICEplLKmJXsPvmCU14dOnzPxUb3wpHZuejz+gKp0dEQS0kDXh1t04HnLtNe3tjbp8ExAr11UrdBht6/c8JiYmJibmZfjTvvuLaYpDxNSlq023z126SuenHzYtZ5RetU4IWE/54WOyB4ZfKPshhMCRChFUqU5VcUwLz2g90mx7+395o7rtYBlgRiGqrmzcWHt9LWTTvvBVtnvTbCRaBzNmOoUSL9k/nkiQ6u+h8mSiwes7JHq6W7YeSKXIDA/gLyyy+M3dtcdLDx9jJBN0vnMG5fuQqL13R2r08iIL127WgqlMmvyxw4hsvs74rVaNYSK7e8j29QLgB6phGbqUteAM10MrhUw4BNIibHDchiGxdQhaARI/m6fw3nmkVmgEhg43CAHrWbh8jfz5t+sqHQxDYK9E9hGyFvS/AFprDMeheOwQCzfv1oINwMqkaDtxhKW7Dym+dfpVJuH3HFIKRODjzs6xeOuZKFYYPUCwXGFpZcrBi45gbIUQgqQIKd2+x+zdB+goItHVQeHEUUI7SfgKfU8Mt8L0Txt/95XnM/nZV3R98iFV/fIl7D4GxRNHmPnuUsPtdj5XE7feMGF3M7SULVuV4OcpgsTExMTE7F1iMSCmIToIiNzmM9Gjqgt+AIazYZtpSip3n7Tcf+XRE+zDo4TbuNM1JFhemdlvfyQolYHaLPfi8VGc3r5tuX0LITAMWXN+jxSGBFuHhAuLRK6Lk88hU2lcLXe8X3aVhKGp3LrN9J37aylsaVt0vH0WlSsQKvCRFE4eYebrHxvuw2kroGx7WzfNoWmR3b+P5XsPG25vO30M7yUDEF9Lut97i/kbt1kcu7MWgKYG+yiePEp1M7M6QyIMSfnJRgf/qOqycOMWHefP4lGrQqncvs3y7WeZb29+ganPvyF7cD/JgwfrqlCEAEtoZBjU/sMwN4z6MySY5SWmv/txzd1eSElu9CDJ4aG6NpekofDGnzJ1/SaR52M4NvmjhzF6e9aqDRzXaxlsuzNzFHXNxE8ISIqI8r2HzN+5XzPS6+4kf2yUwEpsPzhMJGoiiuPQ+dbJtQ8hqnrMXb5B7vAIHgZ/ympAQnmM//azOtPAyPWYvXSN4okjOB1F/IUlZCq14x9TUoRM/u6zuiy5OzXDxG//SNeFd5DZYktx0jIEpgrQQYAwDJRpb6t9Zv1+FluUsEdVF1Wt1lfGvCBKaRI93aQG+6g8elq3zUgm6Pzgbap72PPlRfG1pHDiCDNf/9Bwu9PRhrJ/fiJITExMTMzeJRYDYhqzFcfzJmuEEESe3/KpkefX+sK3gR35jP/u87rabx2GzF26SjGKMAeHGmZt1yOlwNEhwfw83vQMRipJaqCPYG6Rie8u1u3bSCbo+ug9qsLasiCwZpgIKCHwo8at2pYBldt3WLpdX7qt/ICpL76h55cfEZpJlNLY7R1kDwyxfKc+s2xmUrS/d47KNnv6gwiyx4+AgOW7zwQBaZm0nz9DmMzUEtwviZVO4Rw4QO/QvlqgYq6aV27l2YKlO/ebbvXmF9AqAmkhA69OCFjP8u17pIcG1/q8TQlmtcT8pav4i0sgBOmBPnJHD+Oum21uBy7jf/yybl9aKRav3wStsfaPEEYaR2oWLl6mOj65ti7yfOYuXiE5OU3uzCm8SCBk63MkpFz7PiVFxNTvv6gT46oTU1Qnpui68C4qk99W5YqnJJ0fnGfyHz9n5ruf6rY5HW0kBvq3ZRD5JmAaAgONFoIg0i2/v5YhWLxyq04IWM/C9Vt0njuNlhJPGDsqBpiGoHT7XtNy+ZnvLtL1i4+bVmAlDU351i1m7j5Y+6FJdLRTfOsUVaxtlfQbWhEsbjS2W09UrSIS6R0RSN1IkDt1gvzoAcoPn6CCkFRfD2YhR1UbuybCvk6U0ljt7WQP7Wf5ubYdK5uh/Z2zb4TfTUxMTEzMz4dYDIhpiLYs7HyuFjA1wC7k0FbjjHQYKpJ93ZQfNa8OSPZ1b6sqwDJg8acbTU3QFq7dpKe/n7BFxlkIQSJ0mfzDF8/6NgU42Qwz327MvEdVl+nPvqb94wtbMjxMGJpobpaF6zcJq1WsbJb8scOQzW1wIDdVyHSTABZg4cp1cufewo/AVYLk6GEyI8O4k1OoICTR1YFMp1941Fk1EqSOHSV7+CCR6yKERKaSdS0KO0GkwNcGmCvnZas3uipqWUoLEPkhZkZSffC05brq46dYBw6ilEYszDL59ffPNmpN+dETqhNTdP/iQyqYNSO5y8+M5KRtIaRB5LmgYfHmbXqHBgkxEV61Tgioe93xSfJHqmClEIkk0raamqZlR4YIMDAMKN990LQqZ/b7i3R+8iHVbbiNr3oldP/qY7zJKSqPnyJMk+zB/chs9sUMIvcohhQ4yqd85yGl6RlkIkH2wH5ENtv0O2wRUX7c/BrSUYSRTBAkMzTRC14Yi4jZFu0jyvNrBqH2xpYqx9AsXvyJ6sRU3ePuzCyTv/+c7k8/pKK33taghMBMtm5JMhyHcAeDdE8JsFI4o6MIIQjDaNtGmm8anhIkDx0is38Ib2oaFYQ4ne2IdOqNHvcbExMTE/NmEosBP0McA2Too8MIYVuEhkWwzTs4Xwna3jrFxHOZeACEoO3sqaal5FprrEIR6di1m9nnkI6NVSgSbiP1Y2pF5WnjoAtqWVvlVsHJNF2TEBFTn39TZ+CU6umm/HRjX/sqNbf+6qb+Bo6hKV25RmVdWbu/sMj0F9+SO3IQa99w3U2uct2mwgbUyoSLK/3nUDsfGA7G4D4kAi9q3Oe+HfwIEBYkV9yqFDRKe0opcESEdl1QGplw8Jv0zu8UW/FKEJa5UoXS3IQMIPI8bFEbkTn1w08N16ggoHTnPvahQxg6ojoxRaqvm8xgP5HrocMQM50mKJWYv34L5bqY6dwW2mGeYh8+jKcEHefOMP3tD2SH9+Hkc2itKT8Zx19YJHNwhEqkSRqa+bv3m78X10O/gNv4qleC0ddPfmCQTNZhccnFf5UN6buMlAKrssTE5988+24tLuNOTpMa6CV//CgRggBZ5zGypfBL6w3tGaYpkWgUYlvCZv1+a2JD65duvG/pexuEgFWU5+NNTSO7ercs7gUKckcO4X7+dePXs0xkOrUrYx5f+PN7Q/EVIG1k3wCGWPk9jysCYmJiYmJeA7EY8DNCCEGSgPnvLuHNzq8+SGZ4kMzhQ9sqJ9caAidF7y8/Yv6nq7jTswAkOtspnjqObyValpK7mPR8coHpL7+tc+O2shk63z9P9bl57lt6f1KgWwWgm7QdaLe6IeNqplNUp2ZaPi+qVBGFVMuyVVGt1gkB61m6cZue/j4CYWMbNddymbBbGkkJs/FXsxbEvLr6WVOCUV5i5rsfn7V+CEHu0AiJ/cM7MiKyEb6WFI6NbphmsYpdyKHtBGGoSHR3Ubr/qOm+Et1dhKHC8NyWkxlK9x/SfWgEBORGhpGWycy39a9vF/J0nT+7NjpRRa2DGLUS6CmlEcUivR+9x/zlG5TuPgApyezrp/2tk1T06vdBbx4cvkR6evX6kcbOlGE7BsjARwc+wrJRto33mkYUOkRMffV9Q5Gt8nicZGcHC2N3yAwNkNo3QFXV/EC0FKT7e5tWBwjDQDrPvFEsCWboUb75kGBxGSufJT28j9B0tp3VjoQk0dWB2+w3SAhkIrHhKy+EIFhYbLnv8sPH5Hp6Nx0Bu4rWILI5MsP7KN2v9xMRUtJ14d0Vb4mYnaIm1PwM+yFiYmJiYt4YYjHgZ0RShEz9/ov6bLzWlO49JKy6ZE+f2paxVKSgaiTIvX2Ooqrd4UfSpBqxaXZIa01VWLR/+D54bq1n3LLASVBVYtvjqQJhkBnex3KTPnJpWbWb5hbH1cjHQPk+ZjJBsLTc9HnSsVv3HFsG5VuNzfhW8WfnSBbzLFy8jj+/iOHY5EaGEKbB7MWrGwKY3IFhfPH6Td2s0GPy+Uyh1izdvANSYg4N70qFgFIau7OT1EAvlcf1IouRcOh4922qaqUKpVhA2nZtusBzSNvGKhYIlW5ZiQHPMrChMEh2dTDdwOTLX1ik8mSc/JkT+KEi1ddD6V7zMu9Ufw9BpJBSwOICE19+u/5NUrr/iMr4JF2fXKCCQYQk0dk6ODQaBIevmlWTw/lvf8SbW1h73GkvUjx35rX0fOtqtTZmswnlR09JdraxeP0mpQeP6PzwPSraIFCC3MgQlfEJdANxp3D0UK3NJaqJY3pmisl1FSbe7Byluw9oe+sUZkfXtgwe/QgKJ44y8ds/NtyeO7ifUJoNssYaNplsIOT2S849JUgfGSU9NEjp7n0i1yXZ3UWirwdPWDveJhETExMTExPzeonFgJ8JUgp0tUrbyaPolbLQ8sMnuDO1jL47MUX+mFebR75NaiPNVi6VbYgJWtdMojCTtX/bfP56wkiTPThC+eHjhnOa2986hbdJtYGR2Pjey08maD9zgurkdMPnCNOsOYi3vAnW6Ca94Ksoz2fuu0trVRJhpcrC1THstgJtJ44wd/n6uuNMkN4/ROU1m7rZhmDp6s2m25du3qF7sJ+wwc+I3MQwbyu4kSB74gS5QwcoP3hUMxjr78Us5OuCTVeb9Hz6AVNffEu4MmUCwMyk6frgPNWVrLtIJBCGbBjwAaT6eomEgdSaxZt3mh5XZXyS3PEjaCxkNotTzJPu78VMJdFKIaQkrFQpPxlHZrJoBQkZMfND4zFqyvOpPHiEMbQfP9IUThxl7oefyB0cri3QGmGYVKemkbZNIC14zddGQipm/vjVhjYOb3aemc++ov2j96m+4v5nFbb+Dkaeh13M1f5/pUr18VOMwX34kSbpOHS9+xaLN+/izswBNQPRwuhBpG3jr/y22CpgokmrydwPP9Hz608ItzkkPrSTdF14l5nvfnwm5ApB7uB+UgcP4Db4zdQarHyu5X4zB4YJXuD31lMCnDSpUycRWhNpQTVSr12AiomJiYmJidl5YjHgZ4CUgqQOmLs2hjdXaw8QhiQ7PESyp5P5KzUztHBpGVF03liXZldY9PzyYxavjVF+/AQ02PksxVMnUOnMpr2xIpHESCbWRsVBrV83WF4mMzRA6cHj+idIQdcH5zcVGaJIk+zvpdLESA6o9b83aAnw5xbIjQwhbQu0JntgP+nhfVS3Yfz1oghRG8snVQRCEIr6EXuGjnCnGoskACiF9nywzbX9JUSEKpUIyxVKpQxOKk1VvPh4xjWDsSPHEKLWWxw8d55rVSg2HR99AG6tFUBaFiTqq1ACaVI4Nsr8OuFl/YeRP3KISqhJGgp/sXmlCNSmPmBbeNqg8523mPry27rza6ZTdL1/nrKuVXdoz2s5YaN07wEdw0NECJSdIH94hNkfL9e1DKQG+sgeGKa0kw5uL4AQoJZLTf0cwkoVtVxCpHOv9LfGSCRabneKeYKlZy1LpTv36BgcoIogMGykYeK0F8nu3wdKEwUBKoqw2tpwI42UAm+idUuRNz2D7O7blglnqEBmC3T94mPwXAwB2rIJpNlQCFh7nmGTOzTC0q27G7ZZ+RxmvrDhu7IdgrWehzf0D0ZMTExMTEzMpsRiwM+ABCGTv/+8rh9aR4qlO/fI7BsgPdBH+fHTWlb0ufs6w5AYopb43usmTkppKpikTpwgf/wIpmkQKHAjtjQKz1W1vtfJ339R91kt3rxL13vnSPf1UHr0hMjzcYp5MkODVKW96Y29UppEW3PDRCubIfL9pr3e5UdP6PuzXxApjY98JRUBlgSjWmL+p6u1FgkBqf6VEXusjNgTAmmaRFGLMZErpchCQCJ0mfrsq7pSbWmZdF54D9dMvFRgGIabmaytVKFYydo/2FCFEkYap7+fNsNg4eqNtQoTK5eh/dwZPMMGBRqBmUy0nGYgVqYjJGTE5O+/3BDoh+UKk3/8ko5PPqxlyDdrUVAKgQYE0qsy2cArofL4KYZjYx84VCfavGoMQ+JOtw6K3ekZrFzhlf6mKNvBLuTwFxpMQBGQ6uupeQqsrg8jWPnMQwUynSe1P4P2XLRSWIkEgbRwVz5rKQVBubxx3+sIyxUsKbY9kUMpjYvESGTItqWZmysTbeJHEShIHBjBLuSZv3KjNvbPNMgdHCE1vC92po+JiYmJiYnZlD0nBoyOjmaA/zvwvwDagBvA/3NsbOy/2+R5/wb4r5ts7h0bG2tuGf8GYxgSb/xpU2O00sPHdJ4/S/nxU4zss7JSKQUJHeCOT1KenEYmEqSH96ETyQ1j8PYaQaRRhkU6n6Y8V27qtv08Wmtcw6H7lx8RLCzizcwiTROnkKP8+CmViUmSnR2YqQTV6VkwTYx9w2wlM1bVJl0fvc/sNz/U+Q8kOttpO32c8X/8rOlzVRjha7HSjrH7QZ5hCMTiPFNff4eRTJDq60FHEdWnE7iT03R9eoEKJj6SzMERFq/eaLyfVBLhOBDV+scnP/sS/VzQroKQqc++pPsXH29rzNlu4UUCo6ePru4utO/XxAzLwVVirb3G15LckUPMfd+4rN8u5FCWjVAQLS83zfhHno9aXkak8wjHQRhGU3PAVF8PIQa2oVm80rw1Y/nuA7r3DxO8xp9urWvjFlshbXvbviAvixcJ2t99m9mvv6sTBIRh0Hb6GEvPjfJM9nQRrfPlqE1ckM8mNWjq2jGiSGO3t0ET3xIAu624q1M2nseLBLKtk45P2hEqAiHxMV57i1FMTExMTEzMm8GeEwOA/wE4D/yfgZvAfwn8t6Ojo3JsbOy/2cLz/7fUBIT1zO7sIe4dDKFZajEjG2rBZv74kZoRlVoZFRdUmPr8q7r+6crjJ2QPDOMMj9TKs/cwmwwOaEqtusBA5NvJFLLMfvU9S7ee9Yev9w5Qnkf7vn1EbP5iq4aJhfffRfouOgwRto0ybaLQb9qnDrXy71dx724YAluHGEoxfe06HedOE/k+3swc0rJoP3uSoFSm8vAxxtB+okiT6u+jfP/hxiy5ELS/fQZPS4TQBIuLG4SAVXQYESwuInJte6JFJYo0VYznfCyeHZhSGrujg0RPF+7kFHYhj5AGwdISCEnb+bNUlUBKiT871/K1vNk5jGwRXwsKx48w/9PVjYukJHv4IJVIkzDUs0kgjdC6JmJYr++nO4oUye4uFq+ONV2T6Omiuu6itk2BpQJUtYqQEpFMUlXGtjPom1GOJIV3zyM8r5Ypl6D9gKXb9+pbP4Qgt9IWslVqI1PzSMts6FsiLROrkH+p0vwXoVZVIABz5TLeA1+ymJiYmJiYmDeCPSUGjI6O/hXwZ8B/OTY29t+uPPyPo6OjQ8D/a3R09L8fGxvbzBLpytjY2He7eqB7DGm0Lgc1UwlEZ9dK5hkcoZj95vuGAerynfskenu3Pcf8VWFKsHVIOL/E4uwkdjaLtpxtj7jTWqOCsG7s4YY127yp15ratAYjwdoErggc0ybZ10P16cbiFGlZON1du57JSxga7/FDpm/dpe3UcYrHjzB36SpIgVMooKOQuZ+u4HS016ojUEQIKkrSceE93PFxlm/fQ4cRiZ4ucocP4Bm1FgrDkASLDUqz1xEsLmEUOjYtfd4ruJGg7cwJdLVKeXwCFYTkDw1jFfKUlYVWCq31pn3qRjJRu9aUxunpoc2QLFy5sVbJY+WytJ07jSus2sx5BIZjE7ZwxRebuMg3wzJWA3KP6lQFx3JwpXyhgDwybbKHD7DcwGgxe/gAkWGtmW6mTU3p9m1m7z9Yi1OlZdH+1mmibGHHWx5qpqUJyCZwpCZ4/JhgnbGkkUrSfu40nuHANt+7S60CaOrzr+taggzHpvPCu7gvMDIVaqMCHUMhgyrVaRfHMPEMY2UUZExMTExMTEzM7rCnxADgPwNKwP/3ucf/a+C/Ad4FvnjVB7VTCCFwpEIEPlprhGXji5e74QsiyIzsX3PA3vCahoFIpdeEAAC8KpHrNd1n+d59EsdOEOwxDwHL0KjJCSYvX6t73Olop3D2NJVwe4KAsB2kZTVtsUgP9BEKyerNvZQCWyhE4KGVRtjOls6fF0H+5HEMx6Z0/9Fa/7hdyNH29tltBxC2KTCiAKIILAsfs2WQbRkC996dtbGMZjrJ4q27FI6Nonwfd2YOYZi0nT5BWKogpERKiYNCQG22eO8A7X19AESrvgYrL6mUxsykWx6zmUkTvUDQaUqwiYjKZXQYYmYyRKa9rRGZL0LGVCyN3aL88JmpZPnh4zVjwGVMlNKkOzta7ifR0UF55X17SiA7e+j8RSfa9xFSoiyr1qKw8tEEWpIbPchcE8d6O59DW862p3IkDI374B5zt++tXX/Stmk/d4YglWW7Go2vBInhYRKd7Sxdv0lQqmBlUuSOHoZMbu38WJakev/uhvGLKgiY/vo7ej79kEBsf8LJVvGUwBzcR/dAH8rzQEiE4+DpFxNBlNK4ZoLOTz9EV6pE1SpGMolIJXH1i1U6SAFOWGH+m0trooUwa2aXTlf3nm/biomJiYmJiXlz2WtiwAng+tjY2PNpsZ/Wbd9MDPj3o6OjncAi8Dvg/zo2NnblZQ5KSoGxSfZ9030IsLwKsz9eWht/JkyTwvEjJDq7CPSz/Uspao7SsKX+U7NYwC7m8ecXN2xrO3OCwLAw1t1P6k0iqajqYkhQL/medxrTXWbqOSEAwJuZpXTzFskjR7fVrxtKg+KpY8w26A0XhkHmwDCuFhiGQAowvTJz319cc1EXhkH+yCESvX11568RHpA8coTMwQMo369ldx0HXwuErpXwb4YQAkd5LFy6ijtd63yRtk3h+BGs9o6mx2Brn7m799fviezwPuYuXSXynolClfEJUn09JHu78Mafsnz/IWhNenCAZH8fnjDXgtbnj9dpa6v1bjTqAxACp60NVwjYQsvFKqbUqOkpJi9dqdtvoqeL/MnjeGp3PAikFIQLC3VCwCphucL85evkz5xaqUYRFI6NsnBtY8l84dgoGAKD+vPiY4Lz7Kf3+XHwdmcnTkc73kx9d5O0TNrePoMv5GYj5uswJPiPHrD8nOu88n2mv/qGnk8/wjVaVzg0IgREtkD+3fMIpdBSEuqasLF6fI4KmHiuV389Szdvkzl1Cn8XJyRowBMWJJ75HAixte9cM3xMSGUR6SyBfrl9JpTHxGdfwTqDUR2GzP90leJpgbXN6QQxu8fq+a397976+/inTnxu9i7xudnbxOdn77ITY7q3wl4TA9qBjXOSYG7d9mZMAP8P4CtgCThJzXfgq9HR0QtjY2ON3cC2QDabfNGnruHNL/Dksy/rghodhsxfukLHW6cojgwjhCBYLlGdmqL0+AnCNMmN7Mcu5DGTrW/W7QvvUnr0hMWx2zU3/LYibSeP4rQXMax6sy+XFu7wQKKrg0wuhXjRxvwdRGtNWKmg/IDZsdtN15UfPqZ45DB2W3Zb+49SAxiWyezFq0RubeSg09FGx9lTOG0FUiufQe38fVV//qKIhas3aDMNiocO7Prn5S8tM3PpGmi9VtGgfJ+5H3+i7fRxigdHEM9HlkBlvFRXeCAELN2+VycErJLu62X6mx/XPguAxRs3Wb57n75fXMDONZ5triNFz4V3mPj8m3pBQAh6LrxDspAjtU1xqTo1w/jFy/UHrjXuxBRWKkX7mRPIFyyZb0VQqTB5a2P5+9pxTU5RDH3a2ttYvDWJv7hE5/mzVMYnCUplrEyaVG835acTmMkEbYdGtn0MzgfncWfnWLx5Bx1GpAf7SPf3YudztK7B2Ii/XOJJg3J+ADQs375L5/m3kObOf5aViammUzQAvLl52oQi05bZ8dd+E1BRxOwPY3VCwHoWr43R39+LtUnlTcyrJZ/fm210MfG52cvE52ZvE5+fP132mhgAreulm24bGxv7T8B/WvfQH0ZHR/8DcBn4r4B//qIHtLxcXTdzefuYEtxbd5uOF5u7ch2rWAQ0U59/VdeLWh2fJNnbTfb4cTzVOpiSvQN09vaC1ighcZXAXfbhueDflhaJzo7G48GkINnXx/x887Fqa+/LEAhqhtu7kbkyJbA4z/yly2T3DxEst5j9rjV+1aX0AuO0ZKGDzk8uoIMAIQTKsqkoQWXlM9js/M1fHcPq7MTTu/d1sqVGlJcx0yl0GFLo61157RvoKGL+yo2mx2A/f9hC4M1tNKlLdLRTnZ6pEwJWUb7P3NUxUkeP0ax7RKbz9PzqE7ypaYLFRexiAaezA1/azC82nknfDFNCeewWTrFAdv8+tNJopZCWhTc7x/K9B6SGh2oZ3x0mJSOiauvjVUHIwkKFyPOpjk9QnZgg0dmJ05YnrLjM/HARNNjFAgsLlRf6fohMgdzbb4PWRAhKkYa51qPtGpEIKk2nGAC407NUS5VNf19ehEQDcWo90raJIs3cC7yv14mUAktHCB2hhUEgXqxFwBaKysRU0+0qCPDKFZZb67cxrwjDEOTzKRYXK7Gfwx4jPjd7l/jc7G3i87N3sSy5IwnpzdhrYsAsjbP/bSv/29q6+znGxsbuj46Ofga89zIHpZR+KeMzC13nUr9h/35AWCqxfPd+wzn11fFJUv39qEyx5biuKIJa97ugpps0XluNIH/mJPrHn+pKkaVl0fHOOVzRugc9YWiolqncf4gKQ5J9vTjt7VSVsaPjxGyvwvS3tbngketiplItvQ4wWx93M2qfmwBh1x4I6j87C011ahoznSI3Mow0zZrng5SUnzylOjmN8nwio77Vw5YKqTVKCHz1Yj3KAI6hqdy6Q/nBw7XHKk+eYiRTdLx1munvfkRHEcr1iMwGwZeTQFgmesUBPapuDPahNt5u/sr1psdReTJO5vAhoibl+REQYCK7+0gODJLLJWvz0l/Ae8KiVv2Q6Ghn9tKVusxporuLtpNHUUFAtAuVAdqQWLls82tNCIRpEAQRiWJh5UngTm38jtvFAm7w4gYHzW0Et8FmAbljI3i537hmCNvBKRbw5hcabs8dGMbV8o0xlgRImJpoaprZm7dRnod0HHKHD2J1duJu07dEGRppmq0tIMTLfT6GIddMLGNeltp3KYp25/sS8zLE52bvEp+bvU18fvYqL9POuB32mhhwGfjXo6Oj5nO+ASdX/vdFev8Fa1ZnrwuBNI2WN3yGbW3oEV7P8u07ZN86t2PGaZVQkj17hkLgEXkewjARiQSukugWn1bC0JSvX8edmFx7zJuZRTo2He+/S/m5zLRtghmF6DBAmBahYeJvIcJxTFi6/KwPu/xknOKxIw0z2gDJ3m4iafEiM/oMQ+AQ1kzdhERZNv46gzGNwGlvI9XVwcK1MZS/ItgIQWZoEHv0YF15fsLUqPk5FsduElaqmKkk2dHDyGJx28GCEEB5uU4IWCWqVig9fES6v5fy46dN5y16GLSfPc3MNzVhRYURQsoN5duNHqtD66bVEetRShM+JwBYhsDS4ZpfgrZqJoDNdqeEJN3Xw/TKMa/HnZzCTCSwu7p2KFquJ4g0maF9uFMNKmeA9GA/SBMiEMkUVi5LsLSxasXK5RDJ1LbN/laxDYGpw9rkAtPEi+QLiW3SNFsG5NnhQZAGu/EzWYkEbadPMPnF1yi/3qgz0dmO3dFOaY8ZlbbCNqB66xaVR0/WHlOex8Llq6QG+3EOHq43a92EQEsyB0aYv9jYMNLK59Cm/ULXUMLQCLeKNzmHNE0S7e0EhkkQGxLGxMTExMTErLDXxIB/C/zvgP8c+O/XPf6/AZ4CX29nZ6Ojo/uBC8A/7NQBvgi+FmQO7Gf+UmMtwy7kN73JV76PQLPegM02BIYOQSm0aeFFYlvBghcCwoHEipv3JjecQoBeXqoTAtaOz/NZvHqd9MlTeCtmYGlTs3xjjOrT8bV1yb5eskdGKW8SFBta1QX+Ogzxl5fJDO+jdL8+MLYyafLHj1F+ASHAMTTR5FNmxm6vlVIbqSRtZ0/jWkmUgkALciNDTH3+dX30qjWl+w/JHT6AdhzwNbYB3r17de7pYaXK/I+XyOwfwh4e2VawYEso3W7ev+5OTdN25lRtIoBdc5nfWJUgiLIFuj/5kKVbt6lMTJLZv29tusAq/sIiTnsb3mzjAhwrl0WvBMEtj9kUGCjUyni85IqT/cK9B2ufn5XLUjx7mqq0m2YsS4+fNHwcoPzoMekD2+/F3wqBFthWzc194frNevPCzg5S3V0EK0p6NRK0v/M2i1euUV33vUj2dJM/cYzyCwReQghSImDp+hjuSgm5mUlTOH6MMJmhWceSlKLhZ6nCkNzhA8z+8BPSMrGLBXSkcKdncIoFhBCtRaCXQCmNZybo/vA9qhNTVCenkaZBerAfu1igFL3YKL7XhRn6zD9qfF1WHj0hPTyMv1phtAWU0jgd7diFPP5CvQGsMAzazpyi+gKnJm1q5r//YcPIz+zhQ9j9A9v6DYqJiYmJiYn5+bKnxICxsbH/ODo6+vfA/3t0dDQH3Ab+NfAXwP96bGwsAhgdHf3/UBMIDoyNjT1YeewfgD9QmzywaiD4f6J2p/l/edXvZT21G76Opjd8+cMHCCuVWsa0SW+v3d5ORG3MXS1YCFm6fmNbwcLLYhuC0p1G/o41vOkZclEAmCRMWPjxIv5z2cjq03GiapXs2bO4LbK6WgiEaaLXzVsv3XtAaqCfjrfP4i8uIhDYnR2IVPqFgi4pBXpmisXnnOCjSpXpL76m+5MLlLCQsmZQ+Lwx3up/L999QEf/ACAxo4D5FSHAzKQxk0nCapWwVKZ07wGdg4P4bL3PXaCJqi1aIwC0pu3sKTwtSRgKtdCgKqFQpCIdUsdPILXCkDXTv/XCSnl8gs7zbzH52VcNX6Z44hhui2vLlmD4FUo37hKWSpSyWbIHR2r/v26aAQRLy8x88TXtH35ApYF7rdSKYGFpw+Nrb1mp2khIufNj6ZTSiFSGYHySjrdOocIIHUUYCQd/aRmZSdcFaOVIkjpxgtzRUVQYIk2T0LAov2DAlRQhM59/VTfyMiyVmfn6W9rfOUeUyq8F/VIKEiJClUoE5TKJdBqZydSNudPSZHHsFt0X3sWbn8edmEKaJp3vnAUhKN1/SLaQJ2E6KxMSdpYg0oTCxhkYJDHQj0DgKcFy2LyVaS8ihCB47vf7eYLFRUSxa1uibDWSFN5+i3B2luU799BhRLKvm9S+fbjCQm+zvN8yBaVbtzYIAQDLN2/R0V4EKzYkjImJiYmJidljYsAK/5LaVID/ippXwA3gX4+Njf1369YYK//W37leBv6XwP8RSAJTwG+B/9vY2NjNV3DcLalGksK5s0RzczVvgDAi2dVBoqON+Ss3MBI22ZFhlhq5mAtBZmS4NtsdSMqQmc+/rCu7fRYsvE2UytVlCB0TjChEBQHSsogMs1YVsF20elYi33RJBMJEeO4GIWAVf34B4bnQYpyZryXZA/tZGrtV93jl8RMqj5+QP3KY4tHDzC+6L9zjlJQRMzeaXBpaU37wCHP4AIZWlGfnsQt5MsP7Vt6nQpom7sws5YeP0WGIkDbh4iJ2Pkf2wH6C5VqAlir0YGUzLN+5R7i0iMh3bKXavoZhYBfyhJXGho7CMHDaClSwMIXGu3+f0r37a9vXqhJGhrGH9q+McBMQgXPgIOn9wyi3CtJAJhIEwqDzg3eZv/jT2ghFI5GgePo4YSLdtIXElKBmJpm/cq3utd3JKfKjB0l0tq+NQ1xFBQHB3Cyy2LUho62ExEwnm77v1fe+W7FkNRKkDxwgWlig/PgRWmkS3R0kBweoanODLmQIjY5CdOCjBRimWcu4b/P4pBR4ExN1QsB6Fq5co/jeu1SVqAkBkcvsV9+ggmdfaGmZtL/3Dq6RQCmNL0zaTh1n+pvvUesmSFQnJkl0dZI/fIDJz7/GaSuQPXmKaiSwzJpBHloTSQO/RUvHVtAa3GB9ZdObIwLUsdnEkBecKFKNJLKti2JnF4mESdlVVIIX+9AtFbLQoqqmdOceyRMnd3WcY0xMTExMTMybwZ4TA8bGxkrA/37lX7M1/wb4N8899n/Y1QPbAaqRJNHRSdr3iTwfb26e0v1aFjmqVkj19ZA7fLAmCKzcBErHpu3sGTzpgNK1YGF8EuUHGMkEqd4ehJR4c/N4c/MsXLlK4d13cVduutOmZunatTpzs0RXJ7ljxzYt1X+eCInT2UlYftBwu7RMMC2EEoStnP+BcHkZUUw2zaBFkSY1MED16cSGKQJmKkmiv78WDL4MQdA06AJwp2cojowQaUGiuxMrnWL+yrW6kupkTzeF40dWPAMEmCaZkWFmL11eO4dVACFoO3UCbaxqWFu7EdeRIj3QR2Vdq8V6svuHiIQkisAhYH6dELCe0t37dA4M1FUl+NHqzPuVcYwRgCZKZCi+/x4iWBF+LBtPNzZAXPUCkCgm1wkB61kcu037W6c3iAEA3sQUTkcPStWn0f1Qkzl4oOFzAFL9fQQv6BGxVaqRQOTayLzVhtCKELkmyK0iBKRExOzX39VNIDBTSdrefpsKxrbiOUtolp88bbo9qlQRYQDYOCJi9qtv64QAqE06mP3qW9o+/IAqEilg6fbdOiFgFXdqmlR/L9KQeDNzpBbmSBeLlG7dZuHpOGiNlcuRP36UwE4SNqh2MA2BITSRFoQ7cD6EANOQCDSh2p1JJS+C1horn2+5xsrnCV5QNakJN5JMIkFUefHpCjpqLSKElQpiB41eY2JiYmJiYt5cdn6WVExL3EDj9Pbgzc/jz9d64qVt037uNIbjYOcy9H5yga73z9N94V26PvyAIJUlWrkhtoSm+nSc4omjZEeG8ebnqU5OYeWzdLx9FoFYCRZqRnYLFy9ucDl3p6ZZuHiRxDaloDDSpIcGm2a/sqOH8TFgxQm+FdKyNi2lrYSCwvlztJ07i9PRhtPeRvHsadreexdXv7yLvNjEZd2wbZACP1px2r96fUNvdXViksj3UZaN1honm2H+8tWNN+NaM3/lGk42sz0TOAHuzCxtp44jzPoTlh7oR9o2KI0QbE2A2YL+o5TGjQRV6dT+RY170dOmJrh3m5kvvsRvYX4JtYkZjcQbmUg0jVt0Mk320IENj1vZLNkjhwlewQgcrTV+qPEi0XDkTkJqZr/5dsMowrBSZfabb0nIFxgpuMl1SRCQ8EsYKkI3KdVQQYBeOSYzCnBbTDMpP3xMsqcbAGkYzH75NZUnT9eu4WBpiZkvv8Zyy4h1F5ApIYVPeO825UsXCe/dJoVPo4EWWyVhahyvhHftMtXLlzDmJkkZqu51XyehYZIZHmq4LTM8RGjs/KjL7SIMo+U1ZOXzqD3yecbExMTExMS8XvZcZcCfAuVQkjt7FhF4aN/HSiaY/uY7MvsGa/PcL15eWysti+KZU/iJFUFACLIjQ5QePqrrCQ0fVqg8Gaft9Mm1G2fhexs8ClbxFxYRvguyeal+I1xh0fH+O8z/eGltRJ2QkuzoIYzOLryVgMnIZuv66usQorZ9C9X91Ugism2kT9emS4aq1oO8IxPlTItEZwfudBPX+KFBAiUwDSjfe9x0N6X7D2kfGAQkQaXa1IxNR1Gt9H41E78F/AicjnYWb9ykePwIQtQc5aVpUJmYwpuZQ/b2vbBj/YuSNDXzP/xIsLRUE3Y2adXQ0coEg+c8MZID/VQbpZsBLxJYg0N09fXiTU+jghCnowORTG27qmXX8KpEbuNRjZHrglcFM7Xl3SkhSe8bwL/cuMrCLuRxp6cp3XuAkUrSfvYUs99fanjNRdUqwklvag6o/ACRy2Jm0gTLy0QNKgig1qKQP38eNwRDCozlOWbWueD7C4tUHj2meOYUOtu2JmBulYShqdy4gTs5tfaYNzdfE0vfe4dytPNjJLeLHwkS+/djFQssj90irFQwUymyo4eQhSLuHjDm84VJ5sB+lhu1nAGZ/cNU4haBmJiYmJiYGGIx4LXhrjj5O2mHhSuXMZyaEVrpwaO6dSoImP3uBzovvE9FWFiEhFI2NIfSUUTp/gNyp04hQojKzfutobZd5JpnZhs+R4Fnpym+/x74HlpppGPjY64JAQCeMCieOcX8j5c27KN45hQeW7+xr2Vnt36MW0FKQVVBfvQQwdLGACjZ04VdKLAcKBwT/Aaf99rxRRFEIULYm3oqRH6ASGy9FVhrIJPDymRYuHIdp6MdYciaH4OG9g/epbzy2Zi51iKDmcvh71AMoKsVgqXaZ6KCWstKK4xUckNLRvbgASI70VLICCIIsDF6BpAI3Ei1XG+aEklNZ3p+vOF6hBCYpkRrCJuIEZshBGuCWDOiqovIpbZ8viUKLKvhuEIhJbmDI8xdvlrbd6XK8r0HpPcNbJiwAbVWhUADpol0bJTX+NpMdLbjLyySaG/bUEW0nrBcXqk6snBExMylyw3XzV+6TMdHHzY0hmyGEEClVCcErKJ8n+WxmyRGj+G/gmqQzXAjgcy3k3+vuG5ih0TtgWODWgVXcnCQsFKh+uRZe5GQksKZkwSm80qG7ZqmwNQKViaa7JV2j5iYmJiYmJhnxGLAa8aIQrzZOQrHj7J481bjRVpTefSY9P79lO/cJyw37yf15ubRUYTWBtLepFTftl7IFEwpjasFlp1EAG6Dvt4oApFvo/OjC1Qe1aoYrHyO1OAgvmHzgp5/L03S1OC6hKUS0rEhl6Xt7TMEcwu4s7MIwyTZ3YmZzVJZaUVQiLWsaSOElCuTIMBIt3bpNtKpbQfkbiTIHj1CZngf5Uc1s8L8kcPYbUXK6pmoIg2D9L5Byg8fbdhHet8g0pCwA6KKYUj88fq2AH9hkURXZ8NgMtHTjZnPkz92BG9qGplIkBoaJLITWx5xVivRb/7BGRIcHeA+eoq3tIyVy5Lq68MTVt21JgQkDUW0tIw7MYGwTJJ9/Sjbwdumk77WIJ3W0wxkwtnWd0whcCcmyQzvQ/k+5cdP0WFIorODZE83C2M36yZs+PMLpAcH4DkxwEg4kEhCBNowyR8+yHyDagMhJan+XkoPHmFm0rBJi4IQAjSoSrm5oqV1bfs2KmAsQ1Bu4ncB4E5OkTm82ob0+lFKE0oDKWpxtdql0YwvSjUUJA4fIXPgAFG1NqlGJpJ4mNuu2NguUkKSiPK9B5QnpxCmQXr/MIn2Dip7paInJiYmJiYmBojFgNeOXjFOE1Kig+aRmr+wgL0wD4LNS7K1AgxkKl3bb4MbVSElMpV6ofLypKlRpWUq9x+go5BETy/Jri4qyqjrhw8VhMLGHDmITS3QqYTqlWSlGpE2FfPf/VAvpkhJx9tv4fT1Ynd2gBAoaVBdN5otCDXp/cNUxyca7jc1NFgz4kODnWiY1QWwcllwEtDcs7AhCQNKd25TffzMWM6dnsFIJGh79zxlVQvgokoFw7EpnjjK8r0HhOUKZjpVMxn0fKJKFeztjxSTsnYD/0zw0Qir/qdj+f4DisePYmXSlB48qrUFGAaZA/tJDAxQCgVGdz/J3n6UhmrYOsO/3eOzKkvMfP/D2mPezCylu/dpO/cWet10jZShmPv2u9pnsULl4WNSQ4M4QyN4zx2TbYK52ptvmHiq3khRJFNI26qb7LF2XLaNWAnIt0oQajLDQ8x89U2t/HxkGGmalB8/YfaHi1vah5FM0v7u21RWrgsZBnilEvkjh1m6fXdNTDAzaQpHDrH88BGpwT5SfX0oz2O2yRQQu1gkMkwIQW9STaHDCLYx9VEAKmytVK3+rq3HNCUGmgjRshJkJ6kXnpawcrmGwtPrpmYQakFyxfRQwauY4pDUATNffvXs75QHi1euYeXz5M6cphoLAjExMTExMXuGWAx4jRiGwJDWM2M4KaFJhslMpfDn5vBm50n19eAvNvYCMDNptGFBCMowaD93hpnvfqzP4glB+7kzKMPctht7wtCUr1/HnX6WAfaXlkmVlsmOjBBFCm2a+FquGa6F4bMg8nXhGLB05erGqgqlmPn2ezo+vEAFu3aIK67664msBPnjR1m8er1+v+3tpIaHqQQrkwNCKL71FktXr9Z5ESQ62mtjCasVDDu9reyccMt1QsDaMbkupVu3sQ+OEkQaFYYs372H4TikBvsxEwlC12X57n0iz6OYz4G95ZfFNsBUAf7cPEQRiWIRZSdwQ02qowOoH8s4f/U6diFP8eQxrHwOM5GgEkIlqF3TUaRYtQxY3bdy3VplRSKJp+ULBVMJETH748WG2+YvXqT9wgUqyNr89dt36oSAVSoPHpHs7gGr1t8vhCAlQ/zpadSq2aXWOOkMoZ0kWHkfnpa0v3Oe2a+/rWuDkJZF+ztvrxhdbu+6j5wk2UMHWL51h6U798jsG8CbnWu63srn6fjgPZTn1SoVEgkq0bOxhloryg8f43S00/nOObRSCClRvsf89TFMJ0Hh7BlcLXGkxM7nNrTFCMMgf3BkTccz0q19EDbb/jyBqk3mCBaXMNNpUr3dCMPAm5uvCV/JJKwIEVCbYGBHHpV7j3GXlzBzOVIDA/iGsyMTDZqxJjz9sE54mp2jdO8+bW/VC08vgmkKdBQhpSDaA/4D28UxYenyjYaCdbC4iFpeQqQK2zNRjYmJiYmJidk1YjHgNSClICkC3PEJSq5L7sB+quMTpPt6KTeZD50eHmLp+g3CchkzlUI6TsNRYfnjx3Cj2ug6S4XM371H+9lTBIvLBOUyVjqNlc+yfPcexZMncLdRdrvW17tOCBCGQdupE1TGJ5j67PPa+7NtsocPYRbaN2RaXxeGCpoHVFoTLswjC51Nb+T9CMz2bjo/bidcXEKHIWY+h7YdKkF9pqscCvJHj5DuX0KrCCENvPk5Zlf8Ezo/eJ8yW3Mdt0xB+VbjUY4A1afjpA8eJEBiJGsBWOR5LN++u2Ht6vatYBsQPX3Mwp16EzKns4PM0WOEyl4LWNfjLy4hk0k8M0kykyKa29jSkjShevd23Sx0ISXFM6cRqRzbTfDqaivTRlVz1bfTWDpiscmIRoDygwc4R44ThIq0oVDlMtWJyZo/A2A4DrmDI9g5SSgTaK1rLTPSof2D91Hlcs1QLp1CptK466pLtoMfCezeQTq7u/FmZnGK+ZU2lI1fptRAP56wCEwTzGTtwecT7IZJqr+PRGc781eurk0+cDraaTtxDL9cpapq4wEXx26SHhwg2RNQfvIUHUa1FoWuTuavXaf41luASWTYzdtCuruIDHtbFRFKaRLd3RQdh8itUnkyjo4inPY22s+dWavKAI0hwSjNM7POj8RfWKTy8BHFs6fR6cKuZegTImL20sWG2+YvXaT9gwt1XgmGIXCI0L5Xq9Ky7A3VJQCOqZFuleq9R1TDkGRvL6lCgWokX6iV63VhqAhvrrlwVXnwkOTJIn7wBr2pmJiYmJiYnzGxGPCC2KbAXMmT+VpuORslpSARVpn59ru1KgBjeAi7UFjrS38+K5c7cpjQSpAeHsK/+BML125QPHWcytMJqhOTK7PAs+SPHcW3U+iVY4kqFfz5BebmFzAzGcxkgur0NMv37q1sr4Kd2fJ7Ng1J5WF9b3J+9BCLN2/VZVuV77N45Sr5Y0cx2roajmR7GQxDkpCKsFLBMthSBk1vUoIclMrIYhetsrihghATkWtDCEGgdMMefMesOa/7c/MN91O6fx/7wGGCLTh6C9hgvLcBpQBJZNk4He14Dcb8OR3tRJa9Zc8Aw6tsEAIAvOkZnPZJVEcvZt8AHe3tlO/dJ6y62G1FssP7UEpjeWX8pRBLGnXnR0pBMDVO5TnRSyvF3A8/0nHhA8ItCiVrz93kAljdrpVq6dyofB+BxjAEBC6zly7XXTeR5zF/9Tptp06QKCaorpwWpXQtAExkkakcrtINq0u2g6/Ax0Z29eFJQfu755n/4Uci95kAmOztIXXgwKbO8L6u+QLMfvdD3ePezCzB0hId777DcqgxTImQkoWr1zFSSZLd3WtmlWstCiueAV4EmWPHMDMPKd9/UKs2MCTpoSESg/uovIg3hZCUH9VPSamOT+BOTdHx3rtrAbQjFLNNzAsXLl1eqwTZDbRbbdqmpSOFdqtg1VpxHEOjpieYu3V7TawyEgkKp0/hmsm195Mwwb1zh+rTZ9U/3swsRsKheP485fBNmgC8yTW/UmETExMTExMTszeIxYBtIqUgSUD51h2WpqYQUpIeGSHb001YraLDCJlMEhkWXqNAUWoWfvqprh2gdP8BVj5Hrpin7expIs/Dm5tHmBZWsUAgLfwIkvnCWrA3+/1Fkt1dFE8cQ0iJnc8SCaMu8F6fLQ1LJcJSqe5YVv0KtopA1wVewqzNs25Udg2wdPMWbe+37+iNedrSuE8eMvfwYS1z2NlB5uBBqljNOiwwDYFp2hRPHUcIQXViiupzruV2Po+/hSxuwgQZhbXzZ1q4DbJ8BrqpEADgz86RHNFbsg6ItCDR072WnX4eM5VCr5RPeyFkjx/HfPAAwzIxEgki1yUKQpJDQ1sO0GxTUL51r+n20p27FLu6a72/Zgrn6AmSWmEZsDQ2hjsxubY20dNN5vBhyivVE45QzN/ZWLWwSvXJE4zBWrvJ8zSbVCmTyZbvZ227YWAkk2uZ8edJdHcRKrAtgTsx21RAWrpzl/ZzRVh3XZumwNa1qRIYJr4w1rXHvBi2KTB1CEqjbYfie++hPbdWRm47RNLc0jm1pWbx+ljDbcqvVczIYhdBpEgN7cObmSWqVCk9Z+iX6OwglCasXO+VAMyBIdoHBtBRiDBMfIyG4oRj1KpzokoZaRiIZBpPG2vtMkKAKi01mZKiWLoxRvLYSbxQ1wLyZpUgqj4g32k2G9O4+psqpYCleZbG6ltpItdl9tvv6Hj/Pcorf36FW6kTAp6t9SjfuYO1ReFwLxBJs2GbySrJwYFtV/7ExMTExMTE7B6xGLBNkgTMfv31WjBvZjJYCWfFMOlZoOx0dZE+PErluYhPBN6GcWRmJkPuwH4q4+P48/NIyyZz8CAyk609f2W3biQpnDhGsLBA5ck4KgzRUYSdz7FwfYxgaYm2d96hrGun1Uht0tebSm3LzC9UkOjrw1sJdK10pvXIvTBE+wHIrTmJCQGmWTMhbGQGljI1iz/+QLhuZKI3PYM3M0v7u+9QbtAQnzQ1weQ4M/fu1c6PECS6u2g7fYK5n66CrpnhGbncWkVFI1ZFoKUr1whW/BqkbZM7eoQonV/rIYdabsxwnKbz2g3HQW/RQyuKFOnOTuTtuw0rBHLHjuApwWpGLtKCRHsb3sw0OgzQSpHo6NyWNYRAE7nNR+apIEBoTa1uAYKwNn5x8fIV/OdKhN2JSXQQkDx2Ai8EoaOWlQ7h0hJJqdeqCQwDEkRE5TI6CjEyGSLDrhPaQsMi0duNOz65YX+J3h5Cw4IIPCXJHz3C3A8/bnzPpond1UUl0ghEyx79sFxZMbOriQEpE9xH95l7/Lj2uyAlqYEBUoNbF2DqjkVA2lCUbt1iaaomWpnpNLkjRwicFGGtWn7LZfiGilpOIHEnJkl19uD6ETKTbVhdIkyT7JFRys8FpWGkCZGA3bQaImlC9c4t3Il1BpxCUDh5ApEpEkYa05RUHj1ueoze7BwZHQLGWhVCdv9+rHR6rRUnKJdZvndv04D9ZZCJTUZoJpKgwZGKxeeEgDWUwpuawugeQAqo3N04/WOV6vgEqZEDBLtU6bDT+BHkjh9j5suvNyh3ZiqFmS/sifGQMTExMTExMTXejDuMPYJtCsp37jzL6ktJ/shhNJA/Mkru0MG1UWPe1BTek8eYRn3U97xxkjBN8ocOMPfTFdyJSZTnE5ZKLFy8SPnGdRLr5JqUETH79Tcs3hhDWiZG0qH88AHTX39DZmgfWuuaoZxZe81Q2iR7uhu+l2RPN6HchpsctXJoq9iGsXJDrKIQabUu6RbG1i6xpKlx3CXCu2OoR/dIaQ9nnZ2BEIJoebFOCFhDa5bHbuKY9evTlkaUl5AC8kePkD96BGmauBOTlJ88ITsyjJFM0PHuOytGby2OT0TMffvtmhAAtbLyhUs/Ybrl2si1FXwtyRwYabqv9Mj+DSP1DEOuufY/T1WbtL/3Dk5727P1yQRtb50lSmbXKhMsA1iaq1VwKIW/uFgLnNCwNI9lbE2BiLTALhabbjczaZSoP69G6G8QAlbxZucwwtqMey1ly2vGzOeIVO04TQnm8jyzX37JwqVLLF65ytxX/3/2/vu7jSxL/kU/56SHB733Tr5cd8+9799/6737nZkuL0+KohG9g097zv0hQZAQAJXUXTXTBjFrepWARCIdkrljx474PwRvX5O5t4owgdzGJvnVlc71JgxJfnUljaNrH2ulNCpboPzVszRWsg27WGTsP/6M3ybRYkXX+z0QAt3ef8cUNLffpOMzt/cFpWju79PcfoNjfrlzumcobn7+CbtUpPT4EaVHD8ktL1Lf2cGOWogvXKUQt//TH9IyuT2drViQe/iI8tfP2qNLOfLra4z93/9B6wvHNyAl0eLzk24iAEBrbn7+BUeFX75Oz2Pk2VP883Ouf/2Vmxcvuf71V/zzc0aePU3NBv8gJIaFNzPd9z1vZjolngCh1EAyECC8usIQKZ2m409ohP7JZPVaQ2A4jP9//gN3cgJoE0lrq5T/9B3N5Lf/HhiGxDNT8tcZtiuGGGKIIYYY4g/F8E/tF8BEdTp10rIoP3lM7d1up4tmeB7F9TWaJ6cEFxc09/YoT8+0O2cphGV3mYFl52ap7u72TREILi7ILLXA8JBSpM7m7a6qf9Ytc28cHJCZnqL54Yjs5gYhEj/W5DY3MbMZ6u/30EnaUcstLeLOzdP4G0ycWkoy8uc/0Xj3juaHI+zC4Cxxu1gkaScbfApZq7fj39zfJ7u0hDMzR5AITFPg95HS3iK8vibX7tYKARkZcf1ff0UFd8WGdGxKjx5y8/wF0U2F4uYm9tw8zUSibwtqU2C1u5uhFsSJTufcrwbLxmuvX5P76hv89ttJorHHxnHGzno6rN7sDCJXRLcLVM/UEPiE51cYpok3OkKIRXTvclBK08Ak8/gp+SRKu9Km1WNEZktNkiRc/fq881pUrdE6PqH4YAtbKqKktyiUUrRrjnb6Q6LJzs/TODjsW4gUtjYJkjs1AqTEyKegwhBsm0AZ5NZWqb581Xc5b2aWZntEwNERl7/82rOMf3aGVSwix6Y7+9+MBebsAiOzs6mJhGEQ9ZGshwqMQpnyf/wHRFFKMpkWzYTONRBFiuziwsAoyez8HAFpSoCZhFROexUJAP7pKbnVFZRpE32mNlpKQVKvUlhdpfLqdUehIWRKbkRX19hTXt8RpEHQ0sCbnkInCZmpyfTeIyU6Sai/38Obne6SobcSgciWyT4rp+aaCBqJ5m/xQHCk4mZ38MiJf3yEObdMHGsy83N9/S4AnNEREpHGdwrDovZut2fsKa7Xqb/bpfj112SjGBUG6b3WcvAT8bs42AcxZNbWMTNZ6m21kTAMcsvL2DMztG7PixQDTR8hVWUp2saJ09MDlShWPo+SRo+CyzAEhhAkWv/unix/LxIFDWzcrYfktrbQpATpx6qSfsiYEF0cU9l9jwpD7FIxJfRMl99IsxxiiCGGGGKIIf4GDMmAL0U7/q+4ucH1r8+7iqCk1eL61+eUnz4mrNygo7hj7naLAIP85jrVF2kxZOVyND4y5buP4PQEc2EVA0XztH9xAmn3tfTwAc0P3QVzIxKYM4uMzc51iqRAG32JACkFrlToKEyjxwyLIOmuB7WGRiyxltcZW15BCCg+2OyZSZaWReHxIxpx73c4UiGUAilIpElrb7dvx7/x/j0j4+MgXSB9uP4cuCbc/PXHLiIAQAUhlddvyC0tUn27TdRqEXgOoNsEQkLj3S6101NEW+qdnZ0jFJLgvNc1/RZxo4HUCfcz0FuxIPvwEbnAJzg/RwiBMzFBYtr47YfajAW1X37pUhsA5Dc2sMcme9QDQazp/GRj+Lg4k0nM1Zu3fbex+uYtY38uwb3urmuCjALi6yrCNDHzBQIMhAAhDMa++4brX37tmNYJ06S4tYny8j0jFZ14zAEQpolhCEwB5uQkmUaD5v6dPFoYBuVnzwiEBTrNj/f7xCneov5+l9LEJC11R27cSdblJw38kkTTQoBod//7FNaGY5NbXKC+1/3bNLNZcgvzNG5FANGnSZC4ViU8PSOzuEhieYRJ+hsw2iqNKOqu8gxDYlo2V9//0CV310pRfbtN6fEjDBTBF4i6fCUprK3S2Nvj+h65IkyT8uOHGPk8rbB7O7TW9wiHv73YFFql98EBiOsNbJF+n8gVsIqFHt8AIWXXiIKOAqJare/6MjPTNHe2u+6DhudR+uorWsL6u2L/btGKBcb0HKPT03dpIRi07hW7gTbILS1SG+CP4c3N0WwTRGa5PDAdpvBgi9a9+4AhBS4R/vExQTWNVMxOTeNjfVFc6f8EwlgTcvv7/Dw/lsarFwSXd4RQeFPh6j//i/I336Cc3O9y/oYYYoghhhhiiDsMyYAvQOrKPUNwfkESBAO7ofXdPbJzc2ln1TC6io0k0Rgj45S/cnrMpfojfZjSSOS9gktYJrn5+dRATmswDKyMR/nZU3SzQcZxOyaGXUVSnyIS0ig5Ub3k+vWbTgfczGYpPn5MU1g9DeIo0Z05Vmt0ktH/q4x/fIxqtbDHxzFLZZqqO2PdMYDaFZW326ggjdoa+foZlcPBs8Ktow9YyxtEUYI3O4f/kfHfLTILCyjDQqgEEQYDTeKSVgujPcohrTspeFYmXP7nf945zycJjb09/LNTSt98R+wO9j0QhoGUsmeG248FGB7G7BJA2vHuzMILgg8HPUQAQO3NG0bKZcI+HgifggrDgZ1InSTp9WqmZEDG0jRev+rpxI58+w1RpcrF9jaG65JfXkJaFsKyMHI5Wsro34m0nYEFjeE4WI5NfPKB1sUl0nHIriyTW1wgbvkIIRGu2xXFJ4Qg6jcScrs/UYzQCr4gGvNzYRgS/+QYtGLkq6cEV9epWWW5DGgah4dkV1YJtYFUny7KhW77WpxfkF9fIzs5RXx9hX9ygjBNvLk5lHPX6RcizWMfNPde29lh5Lvvvmh/TKkJzi/S+9E96Djm6qdfGPvzn5DS/ZsLLSFASolSquc+oYWB4TpdKQj3YZVLHVFUKxYUnj4jujhPEwqSGHdikszSAi1tcXsv0QM8J+yRMnGr1UOIJq0WV//9X5T//Beav3G+PhdJ0k6QGEA8JYkmMzuLU6n0/MaKjx4S3YteDLXB2J++ofZ2p2NsauVzFDbWwfXQ7d2VUmAHdS5/uPO8CK6uaeztU/7qK4J/8mJZhn4XEXAf1ZcvKHzzJ1pD88EhhhhiiCGG+F0xJAO+AHGiyS4sopOE8OZm4HJRrUZ2YY7cyjKBvnX7ukOYCGS2RPG7P2EIjVUs9i0KAbzJCYRQNGLILq9gFYpIy8QqFKi8ek3caGBkMhTX17j46w9dUnZnbJTs5oMeE8OPIYTAaNW4fv6ie38bDa7++78Z+fNfaHxi1jNKIMLGnF/GEII4UW2TqLTjbhtphjl+k+uXr7qi3pJWq++IxC30PcJFexmc8fGuLr1dLpNbmCcJQ6KD97jlMmLA7H1nPVojDAPhuogEcrag/na3byGdtHzim2sy01O0PvTvVGdmZxCGga01iaZTLNumQKJRaMJ21/BWGWHqmCjj4YyNEVxc9KzTPz7CnF/pa6Q4yFX/N4fJhUBKkRacZye9JnFSogOf2vZ2uu++T/Xtduf98rNnKLf/WIgwDEa/fsbFX7/v6gQLy2T0m6+4/P6HLoLGPzsjt7KCnJxJFRAfFVRKaZyRct9jA6lngha/PxEA7fjDyg3++QXND0dYxSLCY8OURgAAuTtJREFUkMSNOs5ImfA6ovLzT9jlMs7MNNK2+xKD0rZR936PtbfbjGQyVJ7fjXH4p6d4c3M480sESfpbDD5xb0lafvvkf75xgIXi8qNkgA60Tscu5pcJvmT2gFslUYJqJ5U4uRwyl8NXd6ROoAS5tXUqv/aOeyAlzsQkjXvJEc1YYIxOUhibQKCJtewZURADPCcy01MDUxN0FKPqdYRX+N1G8E1TYqBJEH1/p81IkHnwiFwUEFWrSNPEzOcJhNUVRevoiPP/85+442OUnzwCDXGrxc3zF6mRbHEsHSeQiutf+kQqas3NL7+0yY4v96j4R4BhCMLLwQksSctHJBH8Db4VQwwxxBBDDDHEYAzJgC9EM5Hk1tZpvOvNYL+FMIzUdbqUHRgJpZSmpdKH/8KDB1z+53/2FMXO2Cjh9TVJcEJ+eRn/uoZ/fgYavCgmv7LEzcvX5JeXuP71eU8xG1xcYnh7mPNLn4w5cwxN7W1/lYJOEqLrK2RpPF1WakQcpgWJZXdF6338QGwbYIYtGm92iBpNrGyG0oMt/ItLWm1DsbjexCoUiKr9UwnciQmi9nHxY0FmYwtvdpbm3h5GxsUdGe2SPjf39xn7858G7iuk5nLlb77GVwZZMyG6vO7xYLiP1tER+aVFcsvL1D+af84tL+GOjlJ/+xbl+1ijI+QmJlFJTPNtOtds5nJklpdQpoNoVKm9eZPOgkuBNzlF+cljrn993lXhK9/HuFfcW6bEEzFxmzwxPI/EMGneq0Gl43SYAjOXxfQ84laLuN4AITBsG6tygV0qUTm/QNo22bk5DDf9nIpjmn0c+W9R390l8/hp33l1I4m4ev6C0tYGWmmSIMDMZjEch+rubl+lRv3dO8bGxzD7XEtKKTKjIxieR25hPi0AtUYIQePoiMz0dNvE8PdvFUopcKYmCa5vUnJNKZyxETRw/fPdtRZVqvhn54x8/YzL//6+O3bTMCg92OpxlE98H2GaXaRd6/AQb2oKpJsSc59IAUnNF7+w4NO6r2LjFnG9gfmFroRCCDxCrv/r+659EaZJ+dtvaAobrXV6Pgtl8uvr1O6Zr0rHofT0CS2d+gDcR5LodtNc9LwHoEwbK58jqtU/ekf0VVR409O442MINF7cBMftIiy+FKYBjo5pHXwgrFUx8wWys7MEwuyZa/djQDjI8gSx1gSKrn0yDElwdtYmZc7xz7rHkervdih+O5p2xEN/oG+JjmMIfZB/nHniHwmtQf7WGJgQf8/EyhBDDDHEEEMM0QdDMuALoTXUAk12do7m4Ye+y2QXFkgyBYLwtwsVraElbcb/r/+g8X6P4PISaVlkZqbRWlPbTkkHd3Q07di2C8b63h6G61B6uIUKo4Hy8OaHD4zMzXeZGH4Mierv0t9GeHWJPTaJGTSo/Phrp7AQpkFhc4skX+qK1oN0tlVULri+ZxQX3lQIbyrk11ZJWkXCSoXG0RGlB1tc/9zb8TJcB8NxUIZBkqQPwa0YhJsn8/gZjog5+//+/3qPqUgNx/qZcjmjo1iFIvXEQMqUPDA9LzX7GqBQEEYqY4+bDcpPnxDX66g4xh0bI240uLwXVRfe3NB8v0fp8UPCm2t0nJD4PnGjQX51hZt75n4oTev4mLjRYPz/+gs6itFxzM3LVzjjae47tPPmWxUufukmfDJzs+QWl6i3CQEVJxQ2NjAcm6hWJ240cMcnsFZyJEFI7LdS4z4hKD1+hDAktbfbnXNf3NokCQZHCiaBnyYT9ClGle+TNJvcvHiVFsKPHlJ99Zr8+hrBef/uPqQmma2jI7TSFJ8+wTc8lNKYpkHr9ILyk0dc//L8rpiVgvzyckpu6KTvtvytcM00890/OAIN5WdPkNKgdXaOihKsQp7C+hrV7Z3O7zBpNqm/32f0m68IqzUSP0ivW9um8vZtj6P8IBM7/+QYa3GNKEpwJyZo7PX3EckuLpAIgy8iQaT8tFS/WCAZcP8YBNfQVH74uac41XFM5aefyX/9bcdML0jAHJ9mdHwiNfUTAm07XeTPl8CPofD0GdWff+oiBIRpdDxdbpFfXSXxW12/OyElxadPCJ38F8/ZSymw/BpXP/7UeS2qVGkdHlL66hnKyffdp0H7KaUY6H8Aqc+JIPWd0b+xrVrpf9p8IKU07icSTOxiESXNP4L7G2KIIYYYYoh/a/yTPjr87yMybPLraz2vW4UCzuzsZxEBt1BKg5QkUUhmdgZndIT63n6HCADwLy+xi8WuzyV+kP7/J7p+KAXq0w/6WgikPXg+3cjlsJOQ6++/7+ow6jih8vw5VtTb9XVkMtATofZul8zcbHsdMY2DQ0a/+wYrn0sXEAJ3coLi1hb+xUVP5J7WECvdYzTWeT+MyExP405MdL3uTkyQmZ1J/R6UxhaK1tERrdNTvOn+cWEAmfl5ImEiDJPrn3+heXJKeH2NSuIuGX3n+5OE+u4emdnZzmvZudm+ywJE1Spxvc7l9z9QebvNyLOnWCMjnQLC0RHXP/3SQ/g0Dz8QX11iWXc/Yyub4eb5Cxp7ewQXFzT29rh58QIrm0HfyrG15ub5C3QUdZFArbMz7EJh4HGwiyXUZ9wydJKg47idfPEbxZZSICQqDLn+/gc8cW/MpVTi8vsfu7vaSqembEp1xTn+vfBM8Ldfc/PDD/gnp+koxfUNl3/9nubBAc3DQyovXtI6OaH08EHXZ4PzcxLfp7G3j1XI0zw65vrX56mk/yMYrtO3u3v7WpIohG1TerCVFrb3t3FyEmd0BP8zXNnvQ+m0KO4LIXBGRvhSUkVEQSfp4GMkvo+Iuu9JcaJpJJKW4dGULq1Y/F3z7Y1Ykn36NSN/+Qvlb75h5C9/QRTKZObnOssYnocwZE8qhFaKm59+xqV3fsoyBRlTkZEJrnU3eWOaBpaVRt5V7hN691D59Tmu/LJqVSmFVRpcBBue1/nNCccdPAokRPr+PzEiaZFb6/2bKkyT/MMHBMM0gSGGGGKIIYb43TFUBvyNCBOwxqcZHR0jvLhAxTH26Ci4GRofPWMa7ezzJOl9ULx18CeOyUxOEFxepSZSH3UQdaIQsrcQax0fk1teHridwjR7TAxv4Zog4wDdCMgtLVF9079496ZnUkO1AQ/vjZ0d3AdP2m737e0Ng8FeAEpxv0gMq1VUFOGMjZFdWADAv7jg6qefGfn6K8I46TwDa51mu5s6AtuisL5G4+CwqzDRSnHz6jXu+DjlJ4/RKj12/sUlNy9eMv4ff4HbOlVp4mqN3MI8QSZD3OxWSDgT42gvSxBDdmWVzPQUjYODdEP6nM9bRNUq2fk7MkCY5qel2o0mhuOQNJtcfv8DY3/+MyCxLIPg7GRg1nh9d5fy6CgRIG2Lq59+6l1WaW5evGT0228oPnwAStE8PkYrjbRtrHwerRLC6xvKTx7TPO7/fdnl5YHxYMLzEFJil0p4U5OY2Uz6XYCZzQxUnpi5HMn7vfZ2qvZIygRJotLxBqVwx8dwxsZACOJGg+aHI+r7BxRGx/lbdcNCCEwz/T3FcYJu1roUDM7YWLeKo42oVieq13tHW3Rq4Fh/t0tueYmbj/w3IFVy+ANUEs7UFEFbY95SBk4+T/nRQ7RSaJUgLTslwUwH9aVkgIIkCChsbaZGl2lcBCoIMHM5wnodVRo8mtAPg1Q0Xe//MZYOHaRRnjbcGoGGmszcIsoP8E9Pyc7N9pgm3m2gJry8xBibTgkYAVlT03i3Tb0dFWnmshQ2txCmSevwPXGrhRwdpbi1SbVtgtq1yjiGMGinn3wekkTjjo6mfh19jml+fZ1QpeMSIQb5tVVqfUjF/NoqId2Grf9siBKwJ6YZGSnTOkzv6c7YOPb4GC1l/i7RkEMMMcQQQwwxRDeGZMDfgdQ4z8KYmAEErUR1Fd2OAUYSEp6lBUBmdBRlOp08+jt3/bftLippAfv4UWrmd+/h0Bkp9+8sa5CWOdDJPTUx7H1IzNpQe/5rx7gwv7aGOzWJf3JvZlyIVBYvDOIBBocAUb1BVnwUNfebnUbR+Y6RZ0+pH+wTXnTL+r3paYxsBieJiJs10GDnc/hnZ1y9S2f3peOQX1nBPzvrGOLVdt6lowe/Pu94E9yi9PgRcRQDNjESZ2Kc4OycyotXFDbW0SrBv7hsRwvOor08rTj1PwiOP9Dc38ceGUmP9wBX8w7uHZLf6mJLy0LdSzIIrq8wyxNYlkGr/vFs9B0SP0C0DeV0ODjhQoUhSRhQefkSYRhkZmexSyXyK0sEVzdIx6Y0O0tUrzPy7CmV1286c/6G61J4+IBAWj2JCbeIMBj97htaJydU3rxJr10pyc3PU9zc7BqluIU7MU740XUVV6sYo1MAhLUa5adP8M/OqLx+DVpj5fOUHj6gvrfX3u8vR8bUqEaV4PQEYdnk5uep3os5tAoFwpvB13vzwxH51ZUOGWDmsqmXA6lzfev4mJGnT2gcHRFVqhiuS3ZlGSuX4/z////0rM/M5ZCZHLp9X0gU+IaHW7AhCBBKIR2XUJgDPUg+hUAJnEIBHQRUt9+i26SDmc1SKBaxy2XqfQzwPoVPKYk67/8vdHKbMThrm2SXl5FSDIz2A4gbdcwJQZKAZ2hufvi+i1SM6w2u/vpXyk+e0Do6RitFcHmFME1KDx9y88uvPQW8/huK8ZY2KX/3LZWff+l8v5CS/PoaOltAtc0G40TjjE9RymSpb28TNxpp1OXaGjqb7yJj7yO99+jfzTjxj0SYQChcrJUNLNLfQiPuJo+HGGKIIYYYYojfD0My4HdA8pHbNYBjQnSwR/XDXWeqsbuLOzWNu7RCqASifk3lRXcH0T8/J262yK8sd8YErHy+I73ugpRkl5fwL68oP3pIdXvnrlspJbmlRYyxCQwBro7SODbLRFs2/v5eV4KBNE3sQh5vfBwVhqnbvpRonT7sGrkc9JnBBzA9DxkFWIbT8Q6QjtNjlHYLYZoYrkNhYx3DcdBKk5udIx4ZJbi8QpoG7vg4Zi5LcHbecbe/RWZujuz8PI2DA1SQFrjlx48Ir2/QSUJcryNMk5Gvv0pn8usNzFwWb2qKxsEh2ZUVEGkOdm5llfDyCp0kVF69RjoOdqmI4XodIgDASkKu3r8H6Djcu48f9z0eAEYmQxKGqcw3DPEvL3EnxnsMwtIDko5p3I9MiyoV7PFpQKfjIVojhCS4vu4ifcxcriMd1p9QKgAdckknCVY+z/UvvxA3Gp23W8fHZOfm0EDx2+8gDNKr2rQIlOwUJf1gCUXr6Jjm0b3EBaWo7+2Rk5LRb7+msX9AcH2D4ThkZmfakv9uI06zUCROFKYpyc7McPP8BYl/N4YS1Wpc//ILI8+e8huhEX2RtTTVn37sUoAIrdGq2/xvkFEbpB3gjkpHCPIrK1Tue2Nc3xBWKmRm58hvbRErQZAIwgRG//xnGu/e4Z+fI02TzMICztQUjah7Z5TSaQye4aUd9o+M574EWmukFFy9etX1etxopMfyT5823OyHWJpk5uZo9okFzczNEUsTPnG9fAqGIbFE2q2PtfhiAiSINQEWrkh/H/EAMs0ulYnaqgDVqA0ce2gcHuBNT9P8kHrE6DimsbePNzPd5RsjpETYTl8V1qeglKYlXArffIeIQwwByrTwleyJ8QxiEG6B3LOv20kl6bWl+xwj10yNPeN6DWEYGLk8vpZ8oT3E/wqiaGgOMMQQQwwxxBD/ExiSAX8QpN+k9aH3Qdk/OcadmMDNZqls958hjxt1DHchzWOfn8OdmuTm127SILswj10s4LdHFFQuS+nhFnGjmSYZWDaBNjCEov7qOVHlpvNZq1QiOzubPshrnUq1A596O36sY6bXbiWN/PkvGFPTNAeYmmXmZrn++SdKT54SSxet01nY4sY6Ny9eghRI00LFEShNcXMD4WUxvRytd9v4xyfklpewCnkMZwphWgjXQyVxDxEA0Dw8pPTgQbqd7Sfb+sEhmZlp/MsrCpsbBGfnNI+OcEZHsMtlEr/F9c+/pOSDdffA3lAGI3/6E839ffzzc4QQWKUS5uhYJ5LRNCXBcW8R719e4s1M0zo67nmvuLmBikK86UkM1wUNVqlIXG90jyIIQfHBFo17nWkAK5vFin1Uq4XpuYRXCUpF5BbnEYZJ9fUbtFLklhYI23WAtO0eA7UOpGw70aeGcVGt2kUE3KJxeMjo9DT1UAPt7m8Mv1WIiiTpEAGG62C4HonfIvED6ru7jH73HdnlZfKbKelx/dPPvUoWKbHKI4SJTp3ow7CLCPh4O/MPHvEljmKGIQiOP/SMggQ3N2SmpjoeFFGthjc50aMquYUzOkJUr+NOjJOdm0M6do+EWUiDzMw09Ui230s7sw1M7LVNMmvraCDUkkb0x3Y9XUtSe9X/XqPjmLhyg8yNftEMv6EV2nPJLS/RODhMCRLTJDs/l5J9WvG3mDtmLIgvT6kf7KOTBGd8nNz8Ao3E+OLOdpBAfn2N6x9+7HlPmCZmqUQQa0xTEl71z7eHlNzxJqe6X6vckJmZpskdGZDf2iJQf5tUX+s0otAyTQxTkigxcMpKa91Wl90e397v8yzw320TnHenpBQfPSLyinyhEGSIIYYYYoghhvgXxZAM+ANgmZLW+4OB7zcP9shtbGHYFk65jApDgqvurruOYwprKwjDSJUCDx+S1FLXamd0DBX63NxTFYRXV0jXpbC+TmK5+HGqTmi8fd1FBABENzc0gMzsDM3DD2Smpqjvp4W+sCzsQh6dqFTCrTXBxTlycpbSs2dUfv31zshOCHKLC0T1GjqOqe9s426l3gE6CtFSMv5//wcqjFBxhDQtpG0RVqskfouW9HCWVsksLKaFoZTIXIFWLDCEID7sjvHrOoanJ7gTE7SO00I8qlYpPnqEObeIryTerJ0Wc0qDVqB020X8Kc3kLrJMa2hhkllaIrMwhxSCJAzRgU/GcfGTtAOs+nSKW8fH5JaWKG5t0vzwgSQIsUslcstL1N7tEN47p9K2KX31Nfmvvka3msTVCoZtY2YyxK0WucUFGgeHhDc3IAT26CjB6QlRo0FwcYGZy5GdnwedFsqj331DEoRI2+54VCjDJL+81FcanV9e6rjJexOT1HYHH1v//Bxjcr6vx8Ug6DjCyGYobT0gbjbSgnp6CjOT5ebVS9CKhvAgBMe0ySzMU9/Z6fhQSNum9PQprXsjLR//Ju4juLom9xtz6x/DlopKn0520mxiuC6G65L47fg2rTGz2V7CRAjy6+towwQh0nSRt68obq6j44S41UrTKUyD+vtdnNVN/I+mScJYE36ikPtbYBgSKVNTvo/Pm0lCVO8lfm4RVaqYpQnC8PNb2joMqG1vY+XzFNZWOyRU8+iIqFajVCh+0ew8pAVs49XzLsWSf3xMcHZG+dvvqMdfZkKgNcROluKjhyl51v4Nm7kcxUePaLYLd63B+IT5nnSclMj8CMI0kLaNmc2SXZhH5vIE4Zefz45fwe429XbEqZnNktvYJDDdL+7kSylQNxc9RABA5flzyn/6C/EfbegwxBBDDDHEEEP8U2BIBvwBEOguyXcPpMSQYI+OElerSMeh/OQxreMT/LYEHSmpvHlDcWODyqtXlL/9jsAr4WyVcFTA5X//d89qle8TVatorwgoTBVRG1BQRTc3ZKZTMkAYBkqlsXRCCoLrawzXJDM3S3B1hQ7DtGbLFSk/e4qOonSMwLLacXPpXGrz6Ii81ASA6ThgmSTNZjr60J5vdcfHsXI5kAZEqew1wEQ6FqYEQ2scQ6OFJBwQhQZp5JaVy3X+bbgukRbtjpkiNB1G//QdrQ+HqeFbLkd+Yx1f2Oh7bTHbAFG9xG/UEYZBY2/v7jwaBoVHjwidPM74eF+lR/39e7zZWXJPv0IrjWEIKr/81CNNVmFI9fmvZB8/Q3oeyckRraMPXTP+hY2N9njHAo3DA5xymfreHlahQGZ2Np2bv1cAZ2ZmceYX0e1LLUFij5QpOg9oHhwQNZpY2QyZ+XnMbIbqm7fpfsn+eey30EmCJ2MSKfFj8XnGXYZB+eFDrn78sUMWtdrHcOSrr9BCdJr4QQzm6BQjY+OoIEjHUSyHlrpzmFcqPaeQEgXuxATCkITXN0TVKtK2P+Xf2BdCD97vyps3jDx7in9xSfPwA9Xd94w8fYJ/fk7z4BCtFPbICLm1NRraRIUAmoyICC4vCS4v0464bdM6DTuFZ2ZpGbC+bEO/AFIKPBETXpwQVyuYhSLu2DgtbXaOpRAC0/N6FBG3MHPZL551v/XAiGq19Loc8P4XrTNodREBt9BJQnN/D2thtWdkwDHFnVy+j1Q+TEDmRij96c8QRSAFyrRoxHcxj0micMfG4V1/f4Hs7GyP+sfMZtP3FuZIWi0qL55jj4zgrGwQfOGYgGdqKj/90O1X0Ghw88P3lL/9E40vvH48E7RlUdzaSgmrJKGxv99Zf3R1iSxP/l1pDkMMMcQQQwwxxL8GhmTAH4BEgzM52WOOBmlxlF9e5vK//7srKs4/PSW/tkYSRenMuxCgFHGrhWHbxDc3iMIYiRa0PpHb3jo6Ij81SwyfnHsGOnPSYaXCyOMnVLffktwrGFrHx2Tm5nAmJ2kmCikNdByhk5ibly+6HOfdiQkK6+sd139hGMS1apd6IarV2tFsDzFLZYg0rpXOtUo0jf1D/EaD7NwcZiaDMzaadsr7wC6ViKp3+dzZhXk0ElBIKbCDOpc//Xj33dUqzaMjys++Qju5NOtca8ygTmX7LYWNDSovX3YfnySh8vPPlP/0Z5TrYRWLPcWKMAwyc/NtWT3kVDhwRjluNDBJ8M/O8M96u3bVN28Y+/OfaZ6fo4KgoyzIzs+nx/Gjorx59AGzVERmymlUIgn1oyMyc3MdJ39Ie8/Nw0PcsTGiapXg6hp3fAz/tHcbIDVpvPrv/8JwHAoPHtKSzr3Csn+wgWHbXP3wQ0/8oU4Sbl68YOTrr+HeSLbSoKXoeFMo0U06JInCHR0jL1I/i9bJCSpJcEdHyS0ukMQJob5TeHwOIgTu5CT+ce9Yh47jdJumFihOzwICXwuYXqA0k8bVJcg0TeH+V97zGtBxTPzRb04nCYg/hgyQUuApn+sfvu+clODyksb7Xcpff0NLuiiVFsqDEg6QEiufx//SwtCykbbd17BS2jZYXzY7b5qS8HiwVD84P6e4uNIJA7QMsGOfxtv3xM2UaMwuLhGabse35Bap/4IAYafnrg9PGwiT4qNHVJ53J0g4Y6MI0+wZ7ckvL1N986bLRDS4uCCzvELwBX9WhQDdbAz2K9jdwV57QPiZvgmeCcHB+46/AaRqr+LmJrWdHZJWCxX4HRXJEEMMMcQQQwzx740hGfAHIEk07sho34fl7Pwcte3tnqIJoLazQ/HBA4SQVHfSGV/DtlFxTNJqIUupLPlTw7P3CyphfboIMXN5pOMQN5tEtVoXEXCL5uEh3vQ0tGdYzUyGi//6r57l/LMz7JERtEwLcpKY6gBPhOr2NiNff03GMmi+fU12doarly+xi0Wys7PUdnZQUUTpwcO+JoRCSpzRkc4DrzczjU4SjHbrOWNqbn7uLXykZaHjCDO8JLy4wMhkEMUiuaWlzrhBP0SXF9gTkxQfPya4uKC59x4VJ7gT42TmF2moe5Lb5NMVkACa+/29FyAlTJI2maBJu+NxsznwnDffvyfzuISvQEUh7ugo9e3tLiLKLhbJzM52uuL++Tkjz54SXFz2XId2qUQShqAUSavF9Y8/MPLtd2gpUK1mepyzWWJhdnVAVRB00gc+RlqABIADgGUIzGaFypvXXdLtwoOHNJK7CDFtmsT1Ov75nV9Do9lEWhYj33zzxZLsKNbkFhcJzs86jvqd/R4po2yXJFa0PpLwx5+Q9AvT7jAkVqHQGTWIqtU0+92yv9hQ7nPhGJrKL7/2XhtaU3n+K/mvvqWlUnLSsG1yi4vpOFB7eWlZFLc2UzLmCwtDX0mKT55w/f333d8vBMXHT/DVlxE1WoNhDv5zJAyjszYpBUazwvWLu8I9DEPC62sKDx+ReMUv3p84AbIlRv7yHyT1GiqOsfIFsG2Seg2rkO+MAXmTE9T39vqmieg4BvH5f1YNQxINIDwhNRLNCE3/jJBuSClQlcsuIgBARxGVly87hKdVHsH/UlnNEEMMMcQQQwzxL4khGfAHoZlIyt9+S2t/n+bxEWjwpqdwp6ZpDCoGtUaaJpXXr+9m6C0LHUVYxSJ+otAaMqNjNPf3+q7CnZoiaj+IR8LEnZrC72OE5k5NE5kuha+/wzQ04dlZKislLRaDy7RL505MpEZezbRLrTIe7sRE3852Y3+fUnkk3ZUo+mTMnY4i4uolQgpa5+dopfCmp7m515mrvtuh/OghjYPDzvy4XSpRWF8j9n2KW1tIy8S/uKB1dER2LDX5ElGfiD0hKG5tUXnzpuu9BjDy1Vc9D9D3EdfrRJUKOknIrW8gR75DaE2sJfWP3L6lZX3SxA/oSwTdIvF9vPFxKq9eUdjcJGk2Bx5HSPPjb131pWHQODnpUaSElUqqSFldJb+eJjhgGIx+9y3Nww+pcaJpkJmeRloW1bdv7z6sFOH5Gf7lJXHtTonhTk/jzi915uE/K3e+vZ123Ooq5CA9xjc//kDx6287zvoyCrqIgM4mRRHNoyPMyXniL3SsbyqTkT//B4bQd9ssJbGWNP+Gee8Qg9zKamryWKmQNJtYxSLZhQXilk/YJ9bTMQUmCVoIQi2JP9H1tSyZXmuKngJXRGHfOFFIyRkRhdyaQFa3t1NfhkcP0UmSKmOShNrODtmlJcg5X7TfSml8w2Pkz38hPD8jqlaxCgXs8YmuEYXPRZIoMmOj1HcHSPXn54l0SjS6UlF50zuaAFB785ri19+lSoAvRKwgxkBkSgghCJWGEISTx3v4FAFYUnP5f/6fgeScMAfHb/aDUhrL8wa+Lx3nsy0yHUNTe9/fC0QnCTpJMHM5RCbXGS0aYoghhhhiiCH+vTEkA/4ASAkZmdDa30clSSqL9zIo2yH5Dem+iqL0Qd4wKG5tUX//Po3py949wCnLwZmYIPioIJe2jTc7R73tTh7GmsziCobrIS0TaRhoIRBCIotlGoFK5/SjgNbpaaoMEAJ3YoLSo0eENzcIw+D6xx+7viczN0dmZqY7Ro52kX/7jCzkpw+SkDT398kuLFDf28MdH6d1etq9viDg+sULvIkJRv/0HcIwaR4e3M2l39Os5ze3CG+7kX0e1L2JCZpHR30L6+aHD1jF4kCprpXPp58NAm5++J7SN99RjyV9O59Skpufp77XS9bk5ufRSYJdLhNeX/f9LtPzUEmC4Xkkvo90nDQ+cADsYrGTIw5ioOlecHVFfnWNuDyJYWpoNajv7oLWFB9soYKAxuFh3+5+VK1ium4XGeAfH2OXyshMCaU0wnG60h3uQxgGwnHa5oGCxpv+BYuKIpJGHeHkkVISXgw2EPRPTijOzBF/obmaawpkElI/TAkmaRh409O4ExMYhtFjvieEwDZTHiNS9ES9JRoyxSLXP/14d91dX9Nqj6Q07y0uJXhENN5sU69WQAi86Rlyc/PUP7osXRNk0MTfP0QlCc7EJGapTDMW9y7v3yq42+8rTRIExI1G3+suabUQ+S/r5ENayDYwMMZnsSbn0n8nf1smvJSCJAhS9cJHvx0rn8dwXYRQqcgiDgeOQOk4hjjkVoXyt0DrboWV1nRUMMqUuBOT+Kd9CNbJKSJh8iX7r5TGLJYGzt9kl5YJk887NxIGkkOQEgKFJ0+pD15kiH8DCCFwTY2MQ7TSCNvuG2M5xBBDDDHEvweGZMDfCdcSGCpCKw2mhZ8IMjLh5vu/djqPYdsU0BkbJ7OyhlUopDLijyEEZjZL8eHDNKN9dxfDy1BYW6cRi/YiAikhv7KKNzFB4+AAHce4U1PYYxM0PipSlQYj4xFeXSItCxXF2MUCulkj67iQJGkhcwut8U9Piep1ipubXH3/fc9mNg8PKW5t0Tw+7nqAtUdGCNoFubLstKvV5+FUOg7CtlFRhE4SpGliuG7fLjBKtSPeBObCKlapTOuWhGh/tzM2jiyNoNokiLB755ntcrmv0RmkSojRb75J1Q4fPZBLy+raD60U4fUl1shk/yxsIdJUh42NjmmX4bpkFxZAShqHh2Tn5lIvhI++yy6ViBsN6oeHjHz1FVG9TnZhoXN8+pEVmdlZVMcILa2MDc8jMzODtExUFNM8OiJptUiSGKUNEJLE97vSDoRlDZT5G5lMX2O35v4emUfpiEKoTQpr61Rev+pZrrC2TqBNQCGFJmr091SAVCEgvSKGIeBTJnRSYnxh81cIMHXE1U8/dYrJJIqo7+6mEvPNTSrJ3Uo9C2hUae4coJMYZ3wCb3ySRiw7xaJjaCrPe/0c0Jrqq5dkn3xFq32ZZETSLavXmtbRB6LKDZmHT2i1yT7HhPjogNbRnVolqlQwXJf8k2cd5QSm3f5N97Z5pWWlc/sRCENgFwoDiSKrUMDXf7tsPEnU351dL4QgrFbRUcTon/6U/naV6owxVbe3yT/7BhCfRTT+TiENPQhjTWZpJVU03Rst8qancRaWaf4NMZG+Nig9fcbNLz93KYq8uTnIFVGf6ReQ6JQ4ie6RdvdhFApDIuDfHFIKMiKi+suvnb8nQkqya2sY+RHCv/N3PMQQQwwxxD8fhmTAZ0BK0TGcu4UQgqyZUH/zqvPwJS2L/PoGcRRhtQu7+8Vw0mwgdUx+bY3rn37q6aIWNrdoCRczbyOTmNzjJ8SYnU6/awlsYnQUEbSN4LLz85i5HMHNNULFmIZN1O5iGYaAxg2GmaoC4nodM5PBcFySMEA3GwQX/U27kkbjk/J0//ISp1y+KzCEILu0TLP9LBsjKW5tcf3zz70zxVtbICXFhw/xT07wpqc7aQODClKzkCdKFHa+yOif/5zK9uMYq1gEx+16yNWGSXFzk+tf+8xTD0ASRZQePqT+/n0nTs4ulcjOz1N98yb9d7mMNz1NEvhweUKmUERZTld0XKzSbn3r6CgtyNukRNJsYmaz+KenxPU6o19/Tf39e4Lra6RlkZ2fxx4ZIapWMWwbrRSG69I42AchKT95Qn1/v0NYmLkcucVFomYTI1fCsxMMJcnOzyMdh+aHQ1SYRg9mZudQQYA0TYjAQFO9NxYRXl+n5+IjZcbt+bKLRZp9IvlUGCK4VaEo8iNlyk+f0tjf75zP7MICRjaLH6YXhkJ0znNucRHD80CkBnHN4xPMbJZApWaVTqk08HxlpqdR4su62VnXoPl+r29XOby5SZUYhodSaWc+2HtHcHFHUDX39/CPjyg8/bpTkIs4GtiNTXwfEUeAhWWKdLSnz/UYNxqIoAUylYubKqLeJgLMfB4hJXG9nhI452cYo1MkicZXkvyDB1SfP8ebmkrVJK0WrZMT8g8e4Lc7ykJrMrOzfckAw3WRpomUEvWFUY2/J5JE4ZXLyDjm5sXzu2MqBNmFBXKLi+04PIUyLYxMpq/HiZHJoEyrr0ng74VmBNb8CuW5BXQSIwyTUJh/ExEAkCjwrSyl7/4CQQuJBscl1EY7HeXzECSQXVvn5odeAtfMZtG294celyH+8eEZipsffuy6B2qlqL95Q/HpV4RfGAc6xBBDDDHEPz+GZMBnQF+e4hgGRq5AgIEh0tnRyk8/dRXMKoqovHhO+fETQtMkOzeHME1qOzsA5JaXufzhe6RtU3zwgKhSIaxWMTwPb3aOUDrEiWpLn812FJtO2XwZU99+S63doTVzeXILC9R236GVovzoMZc//cjoV18TtTOkPUOjBF3O/1GtRuvsjOLmJmYuT/3d4Lz5pNUa2HnUcdwxKHSnp8ktLBDW65hBgJkvYOJQ2d2l/OQJ4c0NUa2Glc9jl0rUd3fJzs9Rf/cOb2YWu1AgrFTITE8TXPQmJQjDwCyWUVqjLs+4+XCIMzGBNExq796BVuS2HtO4HaNIEoxMhpGvvurEGiLlYHm+EBiWRRzHFDY3b3XC+Ofn3Lx8CUphl8s4o6NUXnUnDtgjI3jL652urp9IbL+ONzODThKSwMfyium10U4riBsNKtvbFDY2yKqEqFandXpCfe890rIoPXpMfX+vq3N/eX1FZnaOka+/Jmk2U9WJlGlH9XAXO1+AQgFp211z1yoMqe++I7e03OmoCq17CuLm0RHFzU2qOzud92Q7nqz+/n3f68MeGSVuO/o7pqDy8jkYJoXVVYRpoOOE6vv3kMR4m4/xI00Ya3Jr64g4orqz3SF/7JERRr/5BmVY6AiiKMEzTbILCz0eG2Yul6pQPlM+fQupko4XRj+ENzdYUzmCIMFQYRcRcAsVRYRnJxhjsz0jBZ+Cicb/hFFcXKvhTORAQ3x1iTs+jjM+TlSpoJIYb2oKHUU0jo7IjU3SIpWYay9P+dkz6u938S/OMbNZys+eEVvenVJGQOvyktKjR11klzM2RmZ6miQIwMp89r78UTAdl+sXf+0mSbWmsbdH+clTgvbxDmIoPHjEzY/fdy0rTJPCg0c0/yDDxvuIYt2+zxptj4C/T4pwm3hg2DlGRrJcXTW+6PqC9LYVmi6lZ19Re/0q7fwKgTsxibe03Lk/DvHvCSFANeoDR2yae7s46w/7RnQOMcQQQwzxr4shGfAZ8E+OSXyfwto6ZhwTXF1hTE0O7Jw3PhwiLZva7juk41Dc3CSq1dJZWKVQvk/l1UvMXC7N+E4U2rSJBnSWPENx81M3mx/Xa1RevaS4ucXNyxcEV1d4k5M0Dg/wFlZoBQqhFbX2XHgXtKbWLtQN1x0sD3dd1AD9rzMxiVEs4S2tQuRz+f1fu77HzOXSSLxff01nssfH0+zsX39NN0FpVBTR2HuPmp7Gm5xEmibFhw+pvX3bISAMz6Pw8BHNRJKRCbHW5JaWiFs+WiW4Y2MYnktcucbIj5AkGqk1Ny9fYBdLZGZm7rZpeZmrarVHkZFbWqK2u9vl6l16+LBHBvwxEQAQXl3hjN104v2U0li5PDcvfunqXJrZLCNffUXt/XuimxusfB7imOtff+k+NUlC3Gx2EQHpG5rm4QGG49A6OyMzPUXl5V1ign98THFzi8YAY8nG/h7O2DiQqjac0dGu/YtublBBQH5lBTOTASGJGzWSKOpSxHQgJZmFBertB0dDRegoIjc3R1itEDebmJkM2empdNxFRYCJ1uns/NVH+x1eXVFpNik+edZ5LRYmZi5H6eFDwrYSxC6V0lEM2yYKfrtYsk2BIdJ4PS0E0jQH/m6lbRPFaTRlv7GIW/hnp+QmpmklYNjWwHEYw3UxbBsCnX73gCg+SNcTvH+LjmOyc/OgVdf15p+dYeVy5JeWuPXGk1IgGlWuX92L76xWuf75JwpbDzG8AkmiiZTAKZWobW/jzcykBpIi9ZeovHpF+auv8P+X54WFSEmyQeaa9f09nLUHBJFGa4hMi9FvviW8ue6oUOxSGV+Y6AH30Vtvjc8UC/1TIk5AWVlyz75BJDFISYRB429ULQzxrwMhRPq3vu0L5JTLaK1RQUDzw4eU/P+j5muGGGKIIYb4h8WQDPhMFNbXqe/u4k1O4U1OdrprkBYRQsq0w6Y1cbNJ6cEiZiZDfe89weUlztgojcODrnXG9Xonk96dnePW+fs+pBQk1eu+bL5Wiqhex8zl8C/Oyc7NU9t9hzffLpJU8km3cRUnZGZmOsqF+xCmiXQcDNvumVU3XBejUCTUBo5MuHneK8eP63XiIKD89CnB1RXh9RWGl6H06FFPp7d1fIw3M0eMJHENCl9/B1EIQqBNi2Ys0vHxOJW9pw81zY4ZH0pjug5Cks4uqwSnVMLwPG6e/9qRy2fn5xl59gz/4oLw+hrpuuTm5/EvLjAch+zjx+gkSWXuQUDx8WOqL1+m0WtBf3NBgNaHQ7ytMr4CxxLUd153EQG5xcVUun/0AdOxyT56hJHPU33ZG39oFQqEN/3NBSE1AixubXL517/2vKe1Gujqr5Vqm1datEJFYW4O//y867pKWi2C83OszQcE56c03u+mYx0bm4SVCq2Tk84xzy0tgbyLVBRAfnWNyutX3d1aw6C4udUJ53NsSeN9/zSNxPdRrSbItEudaLDc1NfCcN30GjNNrEwGpT9tGGBI8ERCa38Pv1pBOi7m0jKZhQWqr3p9DSAdC/GjVIkjjMG3RmkYaNreGElCfnWVysuXCMPAcBySIEiTJ1ZW2mSaJIghs7hE9fmvvSsUAiElQdszw5uc6uuqH9XrqCQhwQASXENT3X7bsxxAfect+aff0EzSOfdsNoc3M5P+9rqiBbdSNcb/8qywEILE709KQnptyPZ2G4bAaNa4fPkcadsYjkNwfUXt3Q6FB4+QTr4rzcAxwdQxSb2W3tcyOfxE8K+arqeUbvtU3KnLhhhCKY2Ry1N69JDWySnVt+n4m+F55NfXiao1Er7cSHSIIYYYYoh/bgzJgM9AbmUFFYS44xNEjQbNow/klpexi0W8mRkS30fHCWY2Q1xvEDXqNI+PSZpNCuvrVN++xZue/o1v6S1uDEPi2ZLWh5uBn4pqtdSBPgxJAh/DtlEijeDSfdZ5HzqO0EqRmZ+neXBHVEjbprC+TuX1a4qPHuGfnXXiCd3pGdypKVQcoY/3USMjfbt50rKwPI+bF8/viIKbG1onx5QePabxoXsGPQlDIiuDTYIGAumkD/QRmCY4UmMYNsHFeVdUYlSpIF2X4sYmqu0rpqWBtB3q77rl8rWdHbKLS7izs8jJOZCS4OqUzPQ0Ub2Of36GtCwK6+tgGCghKX7zHcQRcW1wp1gnSSfez9Qx9XujCLnFRaJajfAeAeKfn1PY3OpP1Gjd7mD2gZRYhQIkKh3f+Ojz4reM1aTBbU6ZEpKRb74habXQcYQQEmGZafcacUcSaE3l9SusQoH86mqH9PIvLhCmiTE6TZJoDMskDnR7GYOoXqN5eIhOEup77yk+egwJWChaAwzOICWRzJEccawwVcT1Tz9iuC6ZuTmEYeKfnVG9uiSzuIQxMtXXAVuI1LX/5p7Dv4oiKr/+TPmrr3HGxnrGUYoPH9LSqRO8UhqzUBi4jd7sfMdoSytF8/iI0W+/JW7UO11qM5ujurNNZnkVSA0HtZcjs7BAc38/jQxtEzeFjY3UG4L0t5d8ing6PsIrjaaj30mEjvtrv1UUQZL6FWgNISZmvkBxawutVOqBohTCy9CM//cLAKU0ZnZwaoZVKBCnfvk4UlPbTgsZFYZdaov69puUBGlf554F4eEejbN7fhhCUHjwkMDK/ssSAkMM0Q9mxqP6689dBH/SalF9/YqRr7+hOhwRGGKIIYb4t8OQDPgMNN6/x/A8snPz3Pz6S5rTbdm44xM9XUa7PEJ+aZmrn38CpUhaPmY2i3RdrEKRqNpbVErHQX9kelVwILw6o1WpYGSzA7fNyGQQaNzxCSpvXlPc2KTZNmtLpIWZzXapGG5hZrNpZFyhCHaW8uQ0hD5CShACFYaUHjxAqYSokbra2yOjBMIkuDihufceAKvYv2jKzM5S33vff0RhJ52Xv6nVUFGEtG1Mx4b6Nei0mHMME+FlkUBw8oH69SWF1fUuIuAWyvcJKzeYE9OARkhB8yMVxi2ahwfY4+MEMbhWglMuU3n9qqPQgFSpkFtawiqXaSQmCIdsfnBx6I6PI422BPleZ14YBtJxuoiAW/jnZ1ilEslHpn1htUpxaronZjEzM4OVzxNcXlKrVsjOzqZ+FNvbne8Mbq5xRkYJrnrn4p2xsfaMs8YyJdHFCYbjUH//rjOScetDoQ2FVR6Be8cwqlY7CRi5xcW294ImMz6NZ0DlxfOu68wulRn5+muqb96k8u84Bky0FBheJlXR9IHheYRJ2p2/jTJMfJ/a9nbXcsHZKZmxqb4u9o4pqL/Z7mvWd/3Tj5S//RO5lZW0kBYSYVo0E4jvPQgH2iS/sUntzes0/UKmCQx2qYwsllBhe1nDIjef3hfue2tIy6KwsYEyrA4B48eQm57FnRhPUxMMEyOboXl0RHzfDE8NfiBPRzbaxoC/Qf4IKTvfHSaQODlcqRBRiGmZRMKkEdF/DOR/A46H4Xq9CgEhyMwtUI/bO5NEfX1MoJsEEUJAs0pw9pExptZUX76g+PV3NNSnCdMhhvhXQuL7AyN0G4eHWHPLRENCYIghhhji3wpDMuBzoDXBxTlh5YbCyiqV168QWlPd2e5ZNLy+IhodRRoGSql0vnh1jWYkyK2tc/Nz9+w/UlLYfEiMIGcmqDDA8lxunv/S+aNdGB8fmEPtjowQ+a10PesbkCug/XakoYLC5gOuf/qhR7qdX10Dy6alDJJYY1gS/+SI8OoqzYvXGpQiv7yKAJrHR8hMBsd1uWoTAQDinlT8PqTtDPQiSFqt1INhY4PKq1cUth60XdCP04KzPdPojkmieo3W0SGG5xE3GwjTJL++ns49q5Q5qL17h39+TnFiCgAVJQNnj3WSoKIESBMWousrdByTX1lFGAYIQdyo09jfpzwyitYaKSXSMHEnJzE9D8NxOgVU6+wMd2y8c2qkaSFMCx1H2MUi4VV/yX94dUX5ydPeOEOdZsJ709OdmX53YgKgI+sEiCo3aYTh2jqVN2lkon92RvnxE1QcdUVXWoUCmekZwnbdYwiFmc+l4x33ENdrVLffUnzwkNj0sEdGerwLDNdt+0w0MXM5DClovH3dQziFN9cYJw6ZhYVOUQ/QCiE7P993FEKYKXml24W2MPtfW5Bew4MeWQ0UcX1AvJrrIpKY+l4aJyikxJ2ZxZmY5v4gTpxojFyJ0W+/I6rcoOIYu1gC26UW3MugF4LG/n5PcaqiiMb+Ae7GA2677jkb/IPd9Jx3dkRQ3HqAiiKC83NUGKYJCwPgTs90VAmxNLGLJcLKTc9ydqlETHfmvVKgDSM9BqZEhRr9d0QK/t5oRlB4/JTm3i7BeXqMzGyW3OoGLW1xuy9Cfh4JYpvg7/amYACgNapZR9j5f2kPgSGGuIWUgqTem8Bxi7hewxN6GDgxxBBDDPFvhiEZ8AXQUUTcamHmcqjoE7F7pyc4Y2O0jo/RSYKZzdEMFIk0KT77hqRaIareYGVzWIUCSimsqEX1zSukZeFNTXex942DfYqbW9Te7XQksdKyyK+sIEwTy8vQ/HCAiiLs0XFyo+MkQqJuLqldnFF++pS40SDxAwwvVSi0lEkUJaQdRoFuVAivr3EnJrALRbRStM7OqO3uUH76jKhapXX0AW98vHtfz07Jzs/TOOjuxA+UuncOJtQP9iluPUCaBtcvfr3L2Na6HcHXoLC2npoMRhHCsik/fUb1zatO8SnMNN8+DoL2HHnboe5TaBcLUmj8ep3s/AL1vfedc2rl8hS3ttLIN7eIUpo48tOCunKTzniTSsSzMzP4V1c47TEQrTW5xQVqOztorfnUYQhubig/ekz9YD81rJMSb3ISM5fFKhZxJ6bwz89wR0e5ef5Lz+eV75OEftppbzXTiDjbJr+2BolChQFaa+J6g5vnv1L86ltCJEJKWn0UFpDKrnWS0Eo03vI67niF5odDUApnbAzTy3Tm1DOz8xBHRH2KUYDW6SmFfAFpWQjLxgQckSCtlMSo7b7rkDaGl6G4tUlLpeoFrcHI5gceu+zcfHpsTUGYdJvCaUT7HPcWurnlZa5+/rHznlaK1uEBcbWCt7rVSYUwDYHhV7m6Z+LXYA97dJTM4hrNNmEhk3hgrntUq5JJYsBIN6dZ6yYCIB3DePWSkadfdTwDgusrvOkZWsdHXYsanodVHiVsm8EFkSa3voF62a3KMFyX7NoG9fDuoBhSkDViopsKjesrpGngjI1TyOSo/gNlz9fDNLavtLCUKqukQTNODUdvEWNil8p9CSW7VO6QIEJr1ADndEgTUbD/90ckhhjifwJK6dR7ZQAML4PS6SjOEEMMMcQQ/z4YkgFfiKhWxcrl0J8YNtWJ6nSv3PEJgvYfWNNIc9atkTJJs0br5Jj6+3SuXZgmxfUNkvY8b2F9A4QgaTZpHh9R39slOz+f+gPEMSqKiRoNYj+geXDnIB83GvjHHyg+eMT1+3eUth6gghBpmCgZIqVB0mjgZLNEbU8B2wT/8JzSoyc0jz5Q3X6LMAwyM7NkZ2eJG810prljnHaH8Po6TUzY2KR1dkoShtjlEaxiETObI27U+RhmLpca+k3NENeqCN9OO9pRhI5jgusrgosL4kYdFUcIy0JHEVY+x/XP3XGOOo7TYurZVzTbHdMQA3diEv9jeTDgTkwStuXyAp0W2i+ed5/jeo3qux2KWw/bXXuBtGx0FBJcXna6ztKyyC0tY5eKJG1ppVAJUbVKcXOL5skxTnmkb1wipPObldcvKT58lBbhcYJ/cU6lvT3O2DjO0hqq2psPf4vg8pLM9DQqjjEzHje//kJ+ZZXG/j7StrploUoBEoHulqV/hKTlIzIZWpHGzJbJr3kEF+cEl5c0GvudbSNXQMeDSbHbCr15eIA7No44PaJycgRak1/fZOTZVySBj5AG0nHxleiSqPraoPDgYY/RojM2hopC6t//H6x8nuzyGi1hk7QLxlALvJlZWh+NiljFUqp06EMSRNUqmTjk1sQzYyRdRMAtwstLvLEJhF1oq0N+q5BM3/dsSfP9h4HHKfZbadJBHOOfnlLY2MAZf0br6AgdxziTk8hcgUaU/v6ESOfhdRiSXVjAsB20ECilwHJ7YuSylqL68hVx84408M/PyczNU5iaIUo0QSK6jPf+t5DG9gnuYvu6EcSa3Oo6yfNfukYKDNcju7pOvU2WRFrgjE/QHJCwYeTy6P/lFIUhhvgfhZMZGBfszc/TiIdEwBBDDDHEvxuGZMAXQjpOe3a4NHAZZ3SU4DI1WLNHRpA6wpKK5vv3JEISu05XrBukRa1/eYEzOkZt+21nlMDIZClubFF5+zrNi19conF8jF0eITszy9UP/93z/SqK8M/PyC4uIS2bm5fPuwpoaduUHj7CtR0SLZCSdO75+S+dTq1OEhoH+1jFIvmVNTLTMwTX11iZ3jxy/+SE4PycwtYDhJfFTyCOI3JLS6m7/L3u3G0nv/Zuh6h2J2W/da1vHBxg5rIUNx9QeXOXlU07FmlgnOPhAc7KBnGcFhPZ+UVUHBPem5+3R0Zx5hdptDumSsveTu3tMQwCSGIUqTxZSEFlZxu7UCDTVgEkvk/t/S7Fjc2OC7M0DaJqlbBSIbe0hJnLkVtZof5RxKM7MZHOjbsuCJkWc7ZG2lZnmeDiHHdmjk/JC4SU2OVSqmIQgszcHBgSd2qSuF7DKhUxHY/G0Qe0kbqLG4bEymVJWv0JAcN1uC1i41jhmy6Z6Rmc8ghaKQzXJRYmzVCTsaxUst9nLMNw3Y7SQCcxreO7Yrj29jVISenJM3xhE4e9RZnWGsNxKD54gPIDVBJjZrLpKEV726NajZuff6D07Bvq7dtZHGuykynRdD8i0CrkeyMb70H5LYRrozVdRfPHaB5/wFsv0gw0SloYntd3JMbwPJQ004JWa3Q82LJfJ2myh4rj1CQSCMwMxuI6Ak2YaNS9eLispak+/7nLRNLM5sluPqDx0U/EsQ3Cq9O++9Q8PMDK52nuvsOdmsEcGev5/D8i6pEg9/gZho5TckdKEmF2qSGSROONTeCfHPfcN5yJCWLxj/fnzzRlx+BxiCF+b7RiQeHJM+qvX3ap63JrG4SiN81oiCGGGGKIf3384z0N/YPDm5wE0sLUnZrGP+ku6g3Xxczl0Fph5fLUtt9iFYoIkWa551ZW+8aGIQTOyCjVj7qRSbNB7d02ucUlajvb2COj2GPjKCSJP7hgCa4uKT1+Qn17u+dBWIUh9fe75FbXaR7skXgeZrHYMRW8708QVSpp5Nz1VdrdtSxyyys9+2Bms0gp8JUgjhW2bSAE5FdXUWFE0mpieBkMzyWsVrqJAEhNvXbS/ay/2yFp+WnH03HQUZQWXEGAME2yc/NI277rPB8fk/g+pk7ImooIgzDRZJeWyExNpSaFloVwXfx79Vii1MCCGNKEA+Gk89sqCMkvr+Cfn1Fry+SNTIbC6hrBzQ3eTB7TTNBRQunRY1SS0Do6pPXhECObpfz0GWGlQtJqYhdLxI06YbVKaXOLsFJJvRpMA298guzsXMeAMq5VcUrFgdvoTU3T/HBIcH6OMAwKWw+ovnrZ4xFRevSEenKbs67xJqfwLy56fCgMz0PaDrcD9EKAqwNufnmOvu0mCUFmcRm7OEqgJNmlFeo7vRF32YVF6nu7g8c2lKK+8xZ3/RH9xNyeobn58SfQGmlZIGWn+M2vrXeREM39XezFDcK2sqARarzVLTJJiPJ9hGVheJlUETGg0DfslAiQkoGeE0C7WEv/248ht75J5Zefuo+lEOTWNztO/UEicMbGiPf7f7eVyVJt30tapycUHjwiSVTfeXbHEjS2X/WkScSNGsHRAebUQpcZoikUjfYIQj+oIEDHMc29XczLczJrD2h+5uCwZ4FMIlQYIG0HZVidUYs/Eo4JulGlureLCgKk45BZXMbx8gT3LqZGLCg8fkZ4cUZwfoYwTbzZOcgUaEX/OKoAxwQzCQgO3nMdx9jjk9iZ/GefhyGG+BxorWnEEnfzMYZK04QwbfxEoIYqmSGGGGKIf0sMyYDPhZTkl5ZpHByQW16heXKEOzpOcesBrdMTdBxjj4ykju/X10SV9qw1EN5ckV1YTNUCQvbNgnfKI/gX/R/YVRimhd7GJlolhFcXtI6PyC2tDN5c00Ro3ddcLN2mG1CKoP2drQMoPnwMWpFEYepUrjWNwwNU4KOCgMb+HrEf4E1OMvL1NyRhAO1OsY6TNMO7I5uWNPbeEzcaSNtOXfVvrvGmZ2h+6C+X1nHcGa9Img1Mdx7puB0ndzObpbixSX1v9076LiW5+cXU+K9WpfbmNd78AnYuz83L5z3fUXjwiMTMpj4ACVj5Qt+0BQDpeIBACI2wTOpv33V1gJNmk+qb15SffkXj3Zu7GWYhyExNY2YyhFdXJL5PeHlJ8eFj3PFxrn/+ERWGjH7zHdXX3dLt4OKCzOwcpQcPuXn+K8JKlQKFjU1apycpISMlUa1KEsWYuTwqTs3n3MkpGvt7bZ+KbMeZPW40qO3uYK8+IFCQKDANMz2W+/sdQsQZGcWbnk49JNqnMWNC9ZdfuotjrWm+f0fhUY4QB7NQpvToMfX3u8StFlYuR3ZhkaheR8Ux3uQUQhrp6IuU6DCkfrCPjuP0+hggtddBqysa8D6Ci3Oc0dGOsiOqVnGF5j7tlRZ7FrTVFp5KybywT9qCMM2UcGg3mq1PxNy54xNEbRd6rTWR5TDy9de0jo870YLe9DQ+Fjq6U1hkxidonZ70FPHuxCRxq9lJtDDzeXAy6AGFoKljGtVq3/f80xMK03PE98Z5NAIhP9FpFqJjiBnX6xD6IAbPFt8i50D91XOSeyMnZiZLbush9d/Bh2CAZyqGIZCNG+rbd4aaKgiov3lFbm0DI1PqRE5qnaoIjJEpvLEpNCmBo/+BiADLBK7Pqe6/77wWXl9jZrNk1x/2jHwMMcTfA63BjzSdx78Ihr4ZQwwxxBD/vhiSAZ+B7OJi2jk7PiJpNIjqdXIr61RfPie/soJ0HbyJRapvX9PoM58qbbsjlQ+rN9jlEcLrq55l+s3X30IIgXRd6ru7xI0aCIFhOxQ2N0FpVBjSPD7qqAC86Zku062+0AqEQNo2ztgYYeW6y7RMyDR1QJNmkiME3tQkKEXl9SvsYgkhJY3DfexSGWdkFMuxcUSC0Ipau8j+OAtcf+aDhzANlG0z8s13xM0G0rS4fv3yrkMNaXd5b5fy46c0DlPyxTAM6u96kx4A6u+2yT58SjOERGny09O0Tk96qg4zk8VwbJzKDWYuD4nun46gNa2T426CR2uax0fkFpeRjotq58bX3+2QmZ8nv7qeRuhVbvpLtz8cUm4bNdrZLIi2eVy+QH3/PSiFVSyRnV9AJwnSSQs3M5slvL6isPmAuF4jbjWxS2Uycws09t9j6oQAiR9q8pYBhkFmegZhpARMarYmUPckyjpsDeyS+8cfsBZWCSKNlc1R2NwCIKzcUH+/g3Rcyg8foRHUD/Y6RXjqMbFB5fVrDNdD0d/ETajB3XkVJxjuXdqA4bgD13MLKdKxgtzyCo29951zZrgu+eUVksAHIyUBlGmRmV+gedAdC2lkMtgjY1SDdNukFJhhk+tXzzHzeYxshthvcv3zj+S3HhEbmc4cfqgFpUePCS4vCS7OEaZJZmoGM5ul9m4Hw3Vxp2cxy6Mdqb5lpfsYx+ouArAPmdiBTr0wuEcGtEJNZmaWSj8CQQikaXatM67cYIzOkHzCF8UyJf7+uy4iANLxCn//PdbsCtHfMH8spcAzFbrVRCcJRiZLiEF4r9vvSJ0qTvqgsbdL7tGdf8gtkkT3jaH8R4AjFJV7RMAt4kYDVa8gvdI/hJfDEEMMMcQQQwzxr4chGfAZaO7vdxdtWtPUFvn2zKoVhkT1KrmlZcKbmx4XcG9quvNacHFBcfMBUbXSVWQlQYBVKHbl3X8M5fspESAlxfUNmscfOt1ow3VT47jDNIbPLI2ATgab+GVzCMOksL5B7Lcw3QygibK5VJqvEsJKhdrONqVHjxFSUljfREcxUa1Kdn4B/+IcHSe4o+OpOkBpwpMjWidH5JdXO98lHSedH49ijEwGb2Kyo5q4D2EYnVouu7iUFto7b4B0hELbdjcRcP8cHR+lhMbVJcI0e7qvnWMYBJg6NdLLZiz8D8cUt7ZoHH5AyJT0MF0PZ3QUFfg03m2DFBRW1weel7jRwMxliaqVrtebJ0d4k5MdgijxW0jLovLqBaWHTzqqjL7b6fvk1zeo7b4jv7pKY+9912hFVLmhUqtSfPj4jogQgtziEpXtN53iLry5Tq+XtQ10uz7UWhMLA8vLoB0XnSRp51gIhGm1u7rtzuon5txVFHZuIFoLVBRSuafGSHyfm8oNxQePuuIFVRBQ398jMzOLWSjSHJBr/Snna2d0BP/0zu8hs7hEa7BxfHosVDoK4J+dpdGaAEKggoDK2zeUnzzlNldLKw1aU9jYJLi6RMcJdrmMMAxUnObYAziGprGdEk9xrda1n43dbTKbT2ilPBoyaHH96jlWeZTM/EJKZB3socKQ8rOvCZUgUoIg1NimwFIh4UmaEuKOTSAyOZohaMNC2nZf/wwrnyduG2TeQmsN2QL26BjhZbeZZX5lleZH9yvpusS/kbdni4TqgOs3uDinMLfYMSj9XEgp8FSL6s/Pu/01pqZxJ2bxb6dUdDLwPqCjCKETYHAs5f80hBCYZqq2ifsQJMrvH8EKEJydYK6UCYdkwBBDDDHEEEMM8QdgSAZ8BjILC/gnJ3eFd7tTrIMW169ecP/B2xkb74ra86ZnMGznrjjVmtruDoX1DaJ6nahSwXBdvJmZNNLt5Lin82fm8yRh2HlAzs4tUN/f65as+z7Vt28oP/2KEJOar8k7guzCApXXr7rXKSX51dV21vqdQkFISfHBI1pnJ2nxv7ZOeHND3GqRXVyitveO/Oo6Oomp7dx13uNGHcN1Kaxtpl1wpYiqVZzxcdyJSRLfJ67XcMcLCMPALhYJLi+64hMB8ssrNI8+kJ1fIKpVadxLSQivr3DHx/tGrgGoMOjOH293t53R0Y5cPri8bO9nW2qMIq5XMVyH3MICwdUl0rKwSyM0jw5xJybBNCCOkabV852d85PN9OwLpEWvtO59TggMx0n/07IQ8hMFi5RpvGKz3iFgPoZWiuDyAiOTba9e0Dg67O0cK0Xj6JDs+gNoy6MtCeHVdUdpAClpU1jbwHM86q10uU9l3tuj40RtrsAkobK703e5+u4O3tR01/lMWi3slRF8YaMH8A1aabzp6R6zTcPzMGwndZKXkuziEomTRQ8gFW4RRQqvPIJ/ekr17Zuu97LzC6nZX2fhIDU8FAKrWEJYJq2TVHnjjI5jzS4TRQqpk08ST7JNPFmmJNhPr9vo+pLountUIfZ9fOEBGtMQiOoF1Xvd7/D6CjObJ7O2iR8LcmsbVF/82v2FUpJduXPTvw+h0rQJb2yLqNHAcBykadI8Oe4iMBACM19oy4g/Af0bXX+t+NKC3DNUmhzxERHhnxyTL42AaF+LwkDI/uNWwjBA/OMQARk79TYIj1K/guzkNJG0u5QOiMFRqEIanxK7DDHEEEMMMcQQQ/xdGJIBn4Hm0SFmJkt+bR0tDXwl8UxN9cVLPn5SCy7OKW4+oLCxiell0q6bTmXdwpCdwrR1ekJmdRO7nBaerbZ5WHFzi9bxEeHNDUJK3MkprFyO6u4O+bZHgOHY/SXraPyzU9zpGSwVIZSkvv+e8uOnoNWdkZ40iOr1nlEFrRTVt6/JzMxSf79LcJFGj0nLQul0FEFImcrqP0Li+2mu+sxsKhW+umDk8VOuf/0FnaRPvv75GcIwKT18RHZ+EZ3EhNUqhudi5Qo0jw5JAh8jm6Xx4aDnO/zzcwrrm/Tbc7tUJmqPJQQXF2QWlrA8j9b5KcHVJYbnUdx8QNxqkvg+GcNAkCO7tEJj/32X63zzwyH51TUM18MtlbFKJaRjY2QyPbJohMApj1J50xtDZ+XzXX4E7th4WqwAcauJMz7eNysdKdOxkWaq6NDx4KHhuF5PHfZJz98gZUlcryNVAkhs20D5zU6sJULiTkxg5fKoIMBy7jryESbOxATBR6kL0rYxyyMEbfd2rZK+hAik14a0e52qFXTIhH4QUiKEpLC+gX9xgU5inPIIZj6PEJLS06/QhoWvZCfa8bfQiASFzS2iyg3h9TXCNHFGx5CZLLV7Nf3tNYvWRB+dIxUGmLe/e2GkxVy/4ljIrkKvX/F696buKPsdmXQRAbeIGzV0owZOgdDKUHr2Df7xB+JmA6tQxJmcppl0qwIgdagPzo7wT45oITBcF8PL4JTLJPeuT2EY5Dcf0lKDi9NbJMLo/3sgHaVIhNmzHb8F3fYg6Yfg9Bhrfo0oUun9d26+b2SgNzuPr/4xstIzNrS2X3bdA4KL8/TeVBgnavsaCMcdaJDgTM/Q+sS4xhBDDDHEEEMMMcTfgyEZ8DnQmuD8DB1FZJZWCULQgT+wO9Y6O8GbnKb54YDg+ookaJFbXMY/OyWqVlKDsZk5QqUJ9t6lsXCmSW5+kcqb17jj42lMn2HQPNynddrujAqBME307cOhlDilVLocViuoICBuNgjOTmkdHeJOTpFbWKJ1/KGr8LdHRnHKIz3bbXgemakZDM+jsLZB3GrSOjrCfTKejhpo3Tef+BbB9RVRs0FuYYm41aK2++6uqLo9lElMff89drFE6/gIM5MlaTZS87qJSeTcfP8CuY241cJw3a7CU5gWZi7fMZOLW00yCwtUnv/SWUYFPtHNNcVHT/BPT4iqVYoPH6HCsIsIuEVtZ4eRr79BJQn1ne1Uar/xgNbpMcFFKrU2Mhlyi0vEYf/OcGZ6luqb1wBYhQLO+PidUVuriZ3N4k5MdMcbCkFhdQ24Kw7Ep1QJmSzCMLAKBQx3cBf/Plxb0vyQEjrStjtS8eDsNCU3xsbJzSxQDzRBrPFmlrBKI/gfDtBJgj02jj0+hRZpxF0iJMjfKIo/KnSENMCwP1mz3UYL1t/tYJXLSMvDPztFVm7wpqYJvSJRpPiSojNRUIsM3NIomfIIIAliTRh0r0Pag0cU7JGxtoGgJlCiPQbUa4rpTU0T6HS5ONE4E5M9oySd73M9PAQyiZBKkVtcpnn8oWcUIDw/xVwsEkaaOibWzDIOmgRBfcCxkOJ+VKIm8VskfgsVtMgtr2A4DgoJtkMr/jxX8SCG3OoGlV/7pCisbtD4THKmC59QG2iVdIYOkkRhj0zgKUXrw2GbSBF4s3PIkXGS6G49hiGxZOpSEiXpNfUbExC/C6QU6Ealrzlpc/89hacjRElKurQSQeHBI6ovPxqPmJxGfcJIcoghhhhiiCGGGOLvxZAM+AKEN9d4oU/OtD5t6KQ1YaVCcH2VmoTNzFF58ZzbB/Wk1Uy9Ax49IbjtHCqdyrQ3NohrNWq7O+SXlonqdZyx8bZZn6C4sdVxaLfyBfyrS3QYkpmaQRgGceATVq7b39NKiYKPFADh1SWGbWMVCmmUIGAVi7hjEzQO9jpmh2YmS2F9gyQMMDvu6p8waLMsdBwTXF/hTU7T6GOKBWlcYW5+kcb+XiftwJucpvZuG7tUxsxkPvkdt6MCKo5x2sRGcHnZUVJ4M7Npjn0f1Hd3cCemUpWCZeOf9ol5bO9n4vt3XWGlaBzskV9dxy6PgIYk9Km928EZHSW/vErz5Cj1fsgXyM7No+OE3MoqQkriwE/HGDTY5RHkbdfYNClsbqGCdMxBmCZhvYaXzZJfWUtVAqbZUZR0Q+COj+NfpsoHYRo4o2MEH82FQzq+gmlCmBrRqSgtMnOLy9S2t7s64cH5GXGjTmbtIc1Q04o00ingrD8CNIYhiS5O8Y8/oJXC8DJYq+uppP+oT1E8MYH/0TZlV1bx1acN/5RhEtaqFLYepkQYoCcmiWtVMMye+WvDkLiGgiQBw8BPZF8TPK01rQ5/078AjTBxxicIzj9SRFg2RqmMH6afixNNdmIGFQZdx90ZHcOamKHRVk4opRHZAmYuT1yvda0zt7qO0IrW25cds0lp2+SWVmgc7HfHX0qj64jdmfQNPo6GIRG5XA8RETeb1N5tU3r8jEZikUYxfF6lrDUEpk352de0To6JG3XMbC6NutQWOlYYhsCQAjVgVv5jSOcTHhHjU/j3CIZWBObINIWxSUhiMEwCJQnb4w1CCLKWJro4Jri6RFhWapZp2WjDpBnLP9SUzzQE4UfXzn3oMOiMPSgFvuFRePYtutUEnSC9LBHmb49rDDHEEEMMMcQQQ/wdGJIBnwspKaxt4J+dEVyek19dh37u5ULgTc8i21Fl0rLS7lXPQ7amsbtDdnGJ5uFB+hB9lEp+TdejsLqGsBzKj57QOPpA/f07rFwes1TCG5sgbjao3XPMj2rVNPd+bQO/XZA5Y+N3UvCP0Do7Jbe41CEDMlMzVD8qoONmg/r+HsWNrXTEwcugozhVJ8S9bm3e5FQ6u29aHTn8QNxzrDcyGYTjUHr8FBVFGLZNs09RCSkZ0Nh/nxqqGZKwUqHy+iWlR0+IqtWUXEji7gLqHpJmEyubbf9Ld23Hp2BkMnjT08T1Wk9SgX96grRsMrOzSDeDNA1AgAlCm0jLxvEyqCTGv7ro+CYkUYhTLBFcXRJWqyAF3tgEpushECkxkyTk1jbILa/SOjrskCfSccgtLqdF70k6i+5OTOJNThM3G11jJIbn4U1MQbv4iZXEGRlF+QGJ7/eoN26Pk4gDIJX3K6UJEVimQXS8j392erdsq0nl158oP/sGFfQWxd7sHK3TU3QcIx0Hb3qOQNq/Ke1vxZLcwhJR5Tr9+QiBUgl2qURsuOjwrsB0LQGVc2ofDtLqSkoys/NYxbG/qaAKYo03vYhVLOMfHaCSBGc0VUR8HPXWCDX27DKFmQVIIjAsImF0iIBbNEPIrG6C3yQ8P0NYFs74BMK0qD7/qctQVIUhtXfb5JdXu36X7tQ0jejzZeOOJRDNSqrE+Tj1gjRaEynhC532hQBHRdy8/AUzl8fM5VLDyOc/U3j4FO0YJJUrouur9FqdmMbHJP7EOfeVQXZxhcZe9z3LzOUR2Tz6o+NpGUCSoOMIIQSWIbn1u8xamtrLX+5GbAKf6tvXeNMzJK0W3tQMLen+YYSAJlVxDYL46L6TKGgogeHkGRnJcnXV+GSawxBDDDHEEEMMMcTvgSEZ8JnILSzR2H9P0jYLa52dkFtc6oq4sssjeJNTBJcX6ex1sYiVy9G4lZFLiWHbqRmgUsTN1MgrM91diMfNBtU3r8mvbdA6OcbKZnFX1tIEgnbx1q8DmzSbxI0GhueRtFoYtj04hkwphJGefqtQJBggzVeBj1ZJanq4to5OFMWth1S6Iv5So0L/4rzjVp6ZW2jLz4/TnHnDSA0ST08wPa8j8xemlaYUhCGJ7xNWbrDyBfKra9R2duiQKEJQWN9MUwnihMbhfue7c4vLxM1muqRIzfmQsv++S5lK4UdGUVGMOz7Ro5y4f65ukZmeSZ39l1ehPct+v4hWUUjcaJBcX5OdX6D+/l1XioOZy5Ff3aD6+mU6h16tpk7152eoOCYzNY1WCf7lOdnZeeIg6BSHpuMghCQzv9COjFQp2WTbaKU65IyQkrjZJDu/mHpEhFE6qy8ESeBjts0LpQSZyWLm832jDW+hwxBMG8MQeIYiqd2g4xgznxpBfmzkGFRuyC4s4k5MpgWaaWG4Ln4sSMpT2KNTKEgN7j6jCLOMNIHBzGTT2EOtMC0PtMYQd+dWSoGoX9M42OuMSyR+i+bBHlnDwMiMdBVWQggytsDQMQhBoA2CsPda6Sgi1h4hgFAJ6n2WAwgjTYgEHIhhUIe9GYIwMljza2itacQJXjtGrwdKkYRBJznAm5kjNj34Agm+Gfk0D/ZxJiYorG/SPDkmqtyAlHgTk5i5XF/ZvGMJTJJ0NEiaBDFdhbNjCZrvdkBr4lo1VWvcIgppvN3pGnEIzs/IrW2irNzAAjxONLIwSvFxnuD8FB1F2GMT4GVpfhSckHOgufMmTVe53ddsntzqBs0Iouvzvl4breMj8qvr1N+8JPfoq06E4++NKErITk73VekIwwDbaSsxhhhiiCGGGGKIIf73MCQDPgdCIAyjQwRAGiMmTIvS46egNBqNNE1qb9+g2sV/XK8RnJ2RX1lLZ+2F6BRJaE3z8AAQ3V1wIXBGx7ALBbRKyMwvEF5edHWj7ZHRgZsaXF7gjE/S3H+PME3MTLZvwWdmskjLJr+8ms7TfmJOXycxmekZ6u/fkZmZo777nuzcAtIw2u7dgtbpMfG9HPPm4T7FR0/ITAuaHw7SYtU0yczOYxdLhLUq+dU1RHtMovnhoDNfG1VuMPMFyo+foOIYFaWdPzOToXF4QG5hMXUT1xohJf7lRTomYdtpLGKi8Can+qYOeJPTxEFAdn6R4PoKpzyCOzHZ1elGpOMYSVeVJDActz1jv9ZRMATXV2lEoBDY5RGCqyv8i/OeOMe4Xsc/OSI7v5gW6CottOyRMXQSo8IQadtkZmbRWne6/QBISXB12UMAGa5LbnWd/Mpa21nfIGk18dsGj7cEDIA7OYVRLAOKKIqxohBvYpIkDJGmiVaK8Pqqqyg1bJusJcBvUnv5quu77fIImdm5TkSkdBzsTIabn3/sOebFh4+JtE3whR16W6o06vD9zh15ZBhk5xcxTRPDMEkSjWuCf3FGYWOT8OaGpNXE8DIdtY27XO7kzhuGJCsC6m+3O+u0yyMUF5aotHq3TymN36n///4usmMJLB2R1G4Q0sDJ5Ykrg6tCnSTkVjcQpkWISfAFRIBlSYLDIxK/hWHZ1N/vYpVKuGNroDT+5QU6UUiv1LVvOUfg77/Dv6dCyS6v0TIckrafgKFV33l4M5sjqlX6xh42drfJPXz2yQI8jDUhFtbkIgJoxQn6o+VNQxCeHnURAZAaLIanRziTswQ3fQi+W2iVKiSiAHAGL/d3IjZcMvOLNO+laAjDoLD1mEb0ZbGLQwwxxBBDDDHEEH8EhmTAZ0Badjtb/P6LEm9snObhfieaS9o22fnFzgwttDvGvp9mpqskVTtLAYp0VjwMOsvezgn7Z6fUd98hDAN3agYrmyW4F+ndFaHXs60Whud2tjEzv0D1zasek6/s4lIq6bcsTNcFdEeC/jFUnHRi8nSS/ndjbxekpLT1iCTwcUfHYXQc//SEuNlAOg5Jo5Eu14aOYxp7u4jVdaxSiZuffsAulXEMo6ewiGtVKi+fU3ryLC34L84xM1miagV3ZBTpOGlXXAhIktRp3TcQSlF9/YLC5gNUFKWFehvO2Dju+MSd4WIYkLSaaYzixhaJ7yMMI41c+3CINzPbdb6zs3PUdt62/RsMgvNTzEKRzPwCVr5A4/0u2eUVKi+f9z2OrbNTilsPqb560XnN8DIU1jeJDT+dWLBtlO93dVqFEP2VIL5P0moRXJ6nipBMBv/enPL9wj44P8OemAEgDBVeJpcSCCpJRwoMg9zSCnG9Tuv0GMPLEDdqSCvoO2oSXl+RK612FBi5xeWBHhGNvV1ya1tU+xTbn4IUUN3d7oru00lC/f07ig8eYZoOSRIjtCIzM0dt+03nOo/rdYKLc/JrG2ituLXqz5kJN792G7WF11eoMCS3tkm99cdJs10LZOMGTBMBCDS6Ubs3tvIRpMQujxIImzjRXyxpF0DSHuep7+2SX14lvLmmebCPME286Vl0rkjrnvzeswXNnVddKQEqCKi9fkH+0VPqbdM7hOgb72cVCgMNQHWSQBwBgw0xbxF9ImbCMTS1s95EEwD/7ITi1Cyx4wxM1vhUlN/viSDWWKVxiuVRVOCnppm2QyPqGxwwxBBDDDHEEEMM8T+OIRnwGXDHJ3pey8zM0vhwgA5DnNExhGEQVSvUdt6SX9tIC5M2rEwmHTG454BvuC65pdXUgM1xSQKf7MIS9XfbnSJOJwmtDwfYpTLu1HSn2yZtJ4376+Ps74xPYDhuqlhIkrRgf/yU1vExcTONocvMzNI6PSU4P0VYFoWNLcxMriNH/njfw5trwssL8qvr7cKK1ENhdZ3GwfvOQ7cwjDSKsGJj5vM0jw77Hs/mwR6FBw9BKcxMtq+U9hYqimidnpCdX0RFIaUHj6i/3+2YsAnLIr+8StxqYefyVF+/TEmH/T2yi0s4o+NdknWtFbW3abFjFUsEUUR4dUlwftZWbKjO8ZemhTM2TnBxgeG6BJcXZOcWCC7bMXej40jbxnBdhOvhrW4ijf4RYekJ1V3HVzoO2bl5ars7afEvBO7kFO7EVPfHlCK3vAqk8/n++VlnG8PrK8xMjqhSQUfxwLEQrVQnycC2TRARzcP9Lm+BerWCOzVNZn4R03Op7WyTW14ZuM6wco2dLxBWbpC21bdTDKRpGb+VS99vm6Ooiwi4j+DqEmM6NbXsjCx8fNy1pnVyhLe8AZHCsgyCq9O+5ydu1JFxyB95S7RIiPwWjXaMKJD+jta3sEfGCK/ufgfu+AR2qYR/8gEdx7ijE4hs/otk7XGiccYmiOs1dBxTffsaq1DAm5pBa4VRKFHzu4+FkUR94wLRmvjqEqM4SZIo/ETiTs/S+igCVCcJ0jQHWxBI+fuk/mmNOzGJVSikIydSEFWr+GenKKVSdcDlZc/HzGw2JcGEAOuPl+pHMURIkG1T1OFowBBDDDHEEEMM8Q+E/5kWyT85hGUjRCoTv4XhuNiFYtphjyPiViONZFteTZ2129nvdqlMcHXVk8EuTBOtFdKyyK9v4k1Nk/itvrPD4c01zshoWpQphUZT2HzQnd0uBLmlFaTtUN97R+XVcypvXiK0pvrqBTqJsQsldJJQefkcb3KSzPwCOkkILs7Szy+v4s3MYjguZjZLbnEZaTsdHwCtFFpphGGSuTU8vNd900lCY+89ztg4ppfpKxWG1BxN6LZMVkqkNbhTKIQgurkmafsr1Hbedrmx6yii+uYVdrGYHpt2J9Qdn6Cxt0tweU7STljQSURcrXSKHWEYXSoLHUddx18IcGfmKH31LaL9f/XdHaJqGhnW/HBA6+QInShCJVPpr2FgFUt998UulpD34v+y84vp/tyqALTGPzlOO+mr6+1CcZPWyRH1vXfU994RNWrkV9c6595w7mTOcbOBmc/3/W4zX8AwJYYhsCxJXKt1EQG38E+OsXJZattv20XzYDmzEBKNxsxmkabV8aDoWc40P9uo8T4+7jrfhwrDjmRdK9Xj0H+LuFbrrMe2TZJPeST0McX8vWBZBjoKad0nAgCUorb9huz8AtmlVQzPwxmbwHA9attvCa+uiKpVGrvbtN69IWP3X38/KKWR+SKGd3fNxY0GYbWCWSjgJ73nRKvBHfmk1UTK9DNJojBGJtKUio/gzcz1/byZy5OIv59siXTqH6KSmPruTvrb2N1BJTGF9U0iLQgw0/GKe0amZi5PZmaO5vERubUN/C80TRxiiCGGGGKIIYb4V8NQGfAZMGwLLdMs6ObhPsHFOcI0EVJ2SajjRgPDdcnMLRK3C067XKb+frdrfe74BNJxqO686XRd7ZEx3GKJ3vIshUoSkihEhQEZBBoorG8iDCOdqTfSue/W0WFqEAY45VFapyfoJCGq3HBfR9A8PEBmPPIra21puUYImTrfj46hVULz+MM9k0BACOJaldLDR23/g7Zr/0ed1vD6Cm9mrmNk2HM8PS/tEAKgscvl7pn9NqRtdwpMrRQqivquD9JOsTs10x578Ijr9c74hjAM8itrBFdXXfJ7rVQaxXdvlKCzq4YJQlJ98TNmNkt+eQ3/4iyVbpfSMYGoWiVptVBRiJGT2JYBKvUriOv1LoNBYZi4k1PItsO44bokrWbfgjeq3ODNLVB69JT67nZXMkLcaFDb3SG3sERtZxurVMY/SSXTUb1OfmWVxsEeSbN5R8ZISW5hEZ3EeEIhpNOZB+8HFd4751p1eQ/chzM2gbYdYi3wlSQzO4d/cZ6OYkiJ1gr/7Ax3bJxASb7Usl46g+e5ndExGmF6fDVi4DYKw0S3Uz+SRGHlC6gobKsv0jQJHUU0jz6kpNQf1Lk1DEl41n+OPfWMCAi8Es5qCVtqKr/80LNc0myA30QYmc+WmTdCyK49QDXrSDRCCsJqhbhWxSnZYBpE93wIhDmYmLNKI/j3jBibocaeXKAwNdvxBAm1QQR4s/NdqgEjkyGzsk49+Pv18YmCJPAhScgtrXReDy4vSIKAxMqRJJDYeXIPnyGSCCkFSRgSBwGFh0/xldEhk4YYYoghhhhiiCH+XTEkAz4D9XfbqYR7bAKtFYXNLQzXpbbdm2Wf+Kn7vgpDEALjXicY0sLUzOd75rDDqwukaWCXyl0zt874RBpD16jjjIxhl0rUd17fc+M3yS2voZIYw7IILu8KWytfoL6703efwptrcuURVBjgTkwiDYMobGFls31n3oVhpGaE9SqVV+nMtZkvUFjfoLb7ros0UFGEkJLMzCy1ne2edWVmZkFrrPIIdrFE4rfILizSONjvEAvSttPovHZHWUjZ33H93nEXQGF1HQyD+t4umfkFpO2knxMCq1gkuSdlV2EISYI3PdNlNigMg9zyCipqG0E2GlRevyC/uoaK43TGPApxp6aQMh0PMaVAX18h5hZo7O+RW15GBQFxs4mZySAdh8b+HsWtB+n+OS7xAGIDUp8GYcieiERp2wjTQsUxudV14mYDlURIxyG/stqW7Ns45RGkZRPWa1jZHPWjQ3ILSzR3t8ltPO5SufTgXhe/dXxEbnmF2rudrnEBd3IKFccEhkccK6RU5ItFENA6PkQnCcIw8KZnsQpF6p+RM/8xdKLIzM23jTbvYGQyCMvCMiRRlKCEwJudo7m/17MOd2YWv83JBEFEoVhCSEFjf7frWiusb6INk9/DJLAfkkQhPrlq0TErNER63ZnZLM7YeJt4qhBcXRJfX2JO5T85U/8xGiFkMnmCD7sdohCA4yOyy+soO9cpjENt4E5O4592Kxik7SCyedRH8X6p4Z8EbFK2MX3fKk1QKI+h4xCkgTKs34UIAHCMlMgzczka+3ugFQiJOzkJKsExoJmkyoh0rMKCBAzTRhvZdtTkkAgYYoghhhhiiCGGGJIBnwlvcor6/ntySyuE19e4Y4MPXVStkFtaBiEJb65xxyc6nW9nZKzL5O0+/PMzcosrHTLAGR1DmEanoM/OL1J7+xoV3bUvdRxT235NYX2rZ2Zbq2Rgx9TIeBiZDK2TI+KTI6Rl483MISyT3NJKF1khpKT44BGN/Xdd3xHXqtRbzTRK790d6XArkw8uL8mvrqeGiq0mZtvh3b+8IJcv4k1OIqTEcD1apycUNrZoB8qjwpDgVmGQyZIEPnZmcIqCXS5TefMC1Wq1HeeXiBp1Wvd8C4xsDm9qiqitDkiaDZCSxPfJr62j49RjAa1pnZ9h53N3n/UyJL5PsxNpmKZFSM8jO7fYnr9vErfJm/rONtJxMBwH//wMFaSki2oX1ImfZp2HV71zzQCGZZLcO89WaYTM9AxJo46KY8xsDhXHGNjEjQaFtY10HKQt8w4vL5CWTXZxmerbdhKAUqliIIpwRkdpHfeaEhqe11EvpNvpEzebFDc2SYIgdZ+3bcLrK4TrEbcz711LENdrtE6PcSemkLaTpmoonc68Ry2EaaFNh2akf7OznXMEyg9QQUh+fYvg/Cz1aRgbAwTBxQXW7CJ24uPvH2CXR3DGJwju/baciSlkcbRTwGpNGud30E0aqDCkvvcOb+0hf1SRGEUJubGxdCTnIwjDQFs2tO0RhDTILi6jopDW8Qd0kmAVS6nRZKtF+IVGggAi8ruJgDYae/9ve+8dJtl613d+Tj6VOufck869VxLBxiTvLiDhtcUDa8uAMSBA2GB7wcbrRFoBEsgCC+EIxgmTJAvMGmxjsAQCCfBaiLAYIUv33Ds59HT3dK548v7xnqquqq7u2xN67tw7v8/z9NNTp94T33p76pe+vyuUn/kU6vmfiDDOKEzMUipXaOVOHXt8Emt88r70CqI4I0IDHJUQ8gij8LqukZomza61SJbSWr9LcWEpL2U4er7u9pKCIAiCIAiCOANOTZamlBaWaNy8kacZHxUVbGPYDs17m1jlMvbYGBrKQZC0Wp2e8INPkmEWiww/+xrQNTTDZP8Tf9R5WzPNHkdA935RraoM61yMECDYuoc7NTPQ6CuvnOfghU92or1J0qR29UWK84vopRLDz722E+Eny5QuwgCBuCyOe3rdG66L4brEQYDuFqhdv4ozMYUzMUHSUsr07tQ0catJ7UU/10x4hvLyOZprtwn3d1VEeWqGwswsZKkSCGypCHlxbuGIMKFRKGC4LmkeaVeK81con7ugjK/c8kzqNbJMRbXb7fead+9QmJ2nns8rWYY1NExheobqtcOsBmd8kvqNo6r6abMJaao6RADxwQHWyAhxo05cq3UE8MxyGWtkBM0wKZ2/RNpUGQOaaR3ph26PjavUd9PO961QmJzi4PnDjI3m3TvY45MUpqZxJ6dobtw9Uu+dRiHh3g7W0LDqnBAEaLqBbujEtSblcxeo37zROb9ZKlOcm0ezLJxcNNMan8R0HGqXfeKG6ryAplE6d4FWatA2ukw9o9WoU5pforl+hyTvoFGYW6C1ud5xcOm2TfnCs1QH6wICULB1Wjcu40xMYJSKxM06mmWi2SZRo4EzPIwzPk7aqFK7orJz4loVa2SUyvmLyhFhmASpTqMrkm0YOuHuYLHKNAjQzlhAMDbcIw4LgNL5SzSiLgPWslWbvN3DsoJof4+4XmPIe45m66hRa5k6hpaRZBpRXxaGaepE29vojkNherYzh0mzQXNzA+IQOBQjaEYZulXGXn0GDQhTCB5RVP9R0Tqhm0Bx+HinoSAIgiAIgnCIOANOgwZouqrtbRvjmabS5vsFyTQNqzJEVD1Q6ePlCrWb16lc9EjDkDRJsIHmxlr/WTAclzSP9LeN0vLqeZUZkGVkJ0QEsyTGKA5TXFymekW1WIubDdypaezxiY4IIKjU6Wh/d6BKfHN9jeLCEtU7t3CnZtAMg8atG5SWzx0Z2yYNQ+yRUcxSCbMyRBaGaIZOYWYm73t/mHJslsq4U9NE7XaMlq2yG66+2HGSZHFMY+02dqtJYXaeqH6g2sSdv4heKjF06ZlcCyHGGZ/ALA8dRr+7CLa3VNlFl1HVuHGN0up5rEqFLElV7X6rRWF2Fs0wMNwiwdYm1asv0hO+ztJjuwSE+7sYxTJxvU6wfQ+zXMYeHqEwPauyM3SDpNVEy2vXm2YZZ2KEaHuNoYuXyLJMtXnUlWZDErTQ0phQs7HHxpVj4sWjJSnh9j3c8QmcickeR0Hvte3hTk5jFArUb93AnZ0jxiA5OCCqVSkuLOTGoU7SrFO9foWhCx7Z1BIA9SiBZoa74uFmqltBZlo0Y420K9qbAXZfWUrSalG7epny6nmiajWvjQ9p3bmBM7tKEA2O1BppRLNexSiXyeKo57MLEO3tMPzMa6m/8Mm+7btEe7vYYxMwudBTCw+q+qFbx+EIZ9zvrRVlOFPzVCamiWsH6KaFXiqrZ9m9ttOk5zPbubw4JqrV0e1KZ7yhaxTNhGBzjahewyiVqUzN0IgNkvQwI8IolLDLQ9Rv3+isM6NYonLuAtkAhf92ycKTSNbXlaObNAw7XTMEQRAEQRCEkxFnwGnIQLdMwi7F8jRoUpibp7W5QXSwD6i62tLCImmcEDfquBNT6IZKu29tbhBsK+HB0uIy2vbRiHBxfoHWxl3KqxeoXbtMdLBPlmW4k9O0Ntd7lO/7sUfGqN68ho5G5fxFooMD0qCFWSoTt5qdtoBtBfhBonnQ7k2vxAGba7exx8ZxxiZOPLdZLBJGEVa5QnSwr6LUSYLhuBQXlijMzKrIq2mQtFoE21tYo2OAag2YtJoDsyXCne1OG7TS4jKppmO6LvXbN7HHxtF0Hc2yOHj+44PvJYowR8dw8lKAuK46H6RhQP32TUpLK4R7u7TubeJMTGCVypClJGFwxDDUreNl3A23QLCz03l+zY11inPztDbWO+URzuQUra1NSkurqrtamuCOjBDt79Nc79MrWDmHZlkEzYzizBIkwbF6CcHuDvboWN6y7aj1phsm1vAw4d4e9sgo+vAEzWZIeWSUYPsejb6UeTQNzbKJ+qTWgzjDNi0wMlQHw97nk2Uazb468zbNjXWcicmOUyja36M8lxAc06mgbbBbxeJAzQtlFFcP21z2EdeqONMDtscp7sgYwb2jYpXoOhjW/Woc3jdBBAEmemlclS2ERw3X/r8L3SSNGro71Hn+RSOh+vzHD7NfWk3CnS0q3muppmrNJkmKXan0ZBmpY9Vp3l2jeO4SDNB00DQo2Bp6EqnsH8smiDWil1l4L041rKHhzt/dbqzhEeJ0cJmAIAiCIAiC0Is4A06BZhgEuztY5Uqn5rd1bwNnYorC9CzF2TmyTI0L9/cwLIvSwhJmZYg0TYmr+539siiifvM65aUV0jBQgm+Ogz0ySnP9rqpj1zScsXGC7S3i6gFu3r4r2NmiMDt/JO3fGh5RqdszcyRhSHRwgD08AoZBc2OdcGeLgEMDyCxXMIrFge3Y7NFxzEKB4vwiwfYW4c62iuzWDrBHx45ELA23gOEWMNNUtdvrSuFPghbVKy9QOX+R+p2bHWNVM02c8Qn1PJLkRCE9JcBXUgr6K+cID/YxbJvW+h3SKKI4t3BYn96F7jgUl5YJd3ZIwhCzVKIwM0vUbGINj1CpjKDZDiQbqqPC5jq1rXug61RWL+CMH2o7FKam1T2WSkdLJTQNs1zpMYSTek2pq1s2heER4nqd2tXLyqERh1i1fQzHRSsWCXa2MIpF7MowWZoQ7O5Qv3mDyqVnKDmaSl0/wRGjGQZxvYozPjnQyHVnlDhiaWGJZqITJGCbGrpZHNjtoTC3QKrpdIeKHUvDSgKCu3fznveTaOVh6l2p4xoc2+khaTY6n+GuKz/+nnJF+5MyYeJGDbNQJIqOGoRGoUCaHVM3bjhYo2NEfZ/j0soFmvHjMyL7nSndnKTob5TKhLkx7lg6rbUbRzMasozW3Vud7Atd1wgPDgYcTTkElPPBOPJe2Yb6VZ80LztC0yguLKMVhgnjl8/YDqKUyvwSUfV/qoydNpqOO7dINXxCUxoEQRAEQRCeMMQZcArKSytkWYZmWujFImmjQRIEGG6B2vUrh5E8TaO0uIJRLJHGKiVa07UjbfOyOCZuqVpz3baVgNnVw/r06GCf8vIqQZ4enWUZRrGIMzaOZlkMDT1LsL2lhMWGhkmjiODeBmkckzQaSlsgDCjOzRPt7WINqRrrTHVSI9jexh2fVLXLuSGhGSblVSVeeHDZRzMM3OkZzIK6l+DeJsWFJazKEK3NdbI0VY6DYpF9/5NULl6iduXFgc8v2NnGHho+7JLQZbwkrRbOxCTB4EQFNA3q16+paLkGSdCELMOdmYUsrxGeX+hEkHXHRbdtCjNzHLzodxwQca1Ka3uLEe81pEmCroGehBijo9SuX8UsFLHHJ9Qx722gWw6lxRXC/V3SKCINWhSm52htbfZkghQXFpWDwrKJowh0ndLiMrrjYlUy0iDAGhrCHZ8giUIOnv/E4b1ZFkMXPcKdbcL9PTTDoDi3oDpFxAnNqy+QJTHDz30KuuN09Ae6cUbHiHULW8vIkrhHkNCdnCYNlHBc07JxpufQazvE+7u0HIfKuUu5Sv29TutDFa0+rJ03TQ29tkvtTpdwYqOOUShSXL7YU5NvlkrEtdqRazRL5R5HgTU8QnSMsQ4QYWCPT3Z0GAZhlCoYpcrA6LA7s0D1mBKEMIHS7ALO6BhR9QDdMDArw+C4JM0nI5ocpjrO5PQR545uWeiFciebwNQy6rXBRn5UPaA0lxGQC+4N0hrJyZKUfmeAa+k0b7x46AgAyDIat65T9l5DOMB58DhpxAaVZ19LuH2PpF7FKFWwxydpRDqSFSAIgiAIgnA6xBlwCmo3rpK0mpilMkOrF4gbTdIkon7rWm9Kb5ZRv3mNoUvPoWtQu3WD4tJKT52ybjuUFpdUBH9/b6Ax041mGMrwWlii1q5jz6PRhZl5okadNAqJalVKC8tEtSpmsUiaJIQHB7izc2RpohTU833dqRnSNGXkuU+hcfc24c62au13+0anRWAWpzTv3Mpr8ocpLa1Qv3mdoedeh50kkKZE+3u0NtexhobR9cFdCwCSIMAeGYV2l4SJKeK8l71mGFilCrplHzFYnIlJwr1djGJRpTSvH2ZExLUqZmWIyuoFWjvbDHlKCT6u15TqfRRSWljK2xXmhmGa0tzaxB2foH7rBkmjrpweM3Nomk7j1nXQNOyxccxCiSxNsMuVToeB6rXLOOOTlFfOk2UZWRzRuHWTwtw85sxsblRl6JZN/ea1HkNKd1wKM/M991ecmaN27UrPuEajns9P3PncZGmmnv/1a4fPSNMozi+CpqFrEKVQmF/CHhklS5SgYbi7Q5hnpIS725jFIq21vE1fvZZnfVxQLReDkNr1K9gjYziTM510+YKRUV3rbe0HKtpvxC00zSHLIE4zivNLHPifODK2OL/Y0XTQHQd3fpnqCYJ0QZRRnJqHuKUyHrZ7PUW6ZaO5JZJMo7Rynuadm6RRhOEWKCyt0sqON1QLVkb1hf8Juo4zOkYShbSuvoBRruDOrdIakLb/uAnjjOLELMVCkdbGGlkcY49NYE/OUOtaIilKZ6S//ST59rY7JI5T3KERgkFlHLoOpgV9vgKTmFa/HkpOtLONOTpD/ADtIh8VSZpRDTTM4RmM0RmSFKqBWn+CIAiCIAjC6RBnwH2QBC0l0uUWMHSHZle0tJuoVkW3lRBcsLOFPTLWMWhKC0tKlV7XKUzPDXQGGG6BJI8CF+cXAY3GrZsU55e6avdVtM9yXVLTwJ1URdLp7jate1WsypAS84si1VO9jaZh2A5ZGNLc3lTt/p6dJYnCjiOgm2B7C7OsBBELcwtoadrTrk+3bZyxccKDPXTHVYatpql2abkOgFWu9NybNTSEYdsMP/saNNsh2N6itHpeiSTGkTJwTZO40aBx5xbllfPUbx5V8o+rByRjExi2jWYYHLx42B0h3NlCd1zl5LhxeP/20JAal2cnZElC884t3OlZpa9QrxFub5ENxxTKC4S7O6pEYmQMd2qa1sZ6T3s43VZaArVrV0DXsSpDGI7TG1EF0qBFXK9ilivEtSqaYaDp+pFxoMpBnLFJSkur7Smjcfsm7sysavuXO3VaW5ugKWdLXN3HWr1E487tIyUToDI/0gG16I3bN5Umxd5657k5U7OH+6WxOp+uY4+Mouk6UfWANAiIagfolWmSJCVKNfQwoHLBo7W5TtyoYxZLyrERBpTOXULTdTLDpnYKg7sRZui6S3l2AaNcobV+54hRnGUZulXBvfAaNDJSdOpRdqyAnK5rpPUDCtOz6LZDVKtiWDbOygVaW5uYJMDxJRmPk0aYoTvDOOeGVTeSlCMOlFYEpfklapePimcW5peod013YjoqI6OvvWBp+RytZECWxklTlCpdkSeBOEmJz1jnQRAEQRAE4dWKOANOiWZalFfOUb95nTQMGLr03PGD05QszTAKRcLtLYaffS1xq4FumITVPbI0VWOyrNN5oHMe3aC0uESwt0vlgpdLoKcU5xeo37reMbA1w6C0uELjzk2VVg4UZufz2u0GSbNBwTAJd1XauFEsYTgu1sgozbXbPUZoc/MulfOXjhWhI0uJDpQqPVqvEVBcWEYjw3ALlJaWVSq7ppHFEbrtkLRaWJUh0jimvHqeNI6p37xOZfUCBy9+ErNcobS4Slyv0rhzs5NdYBSKFGbmQFeCh72ToQTENF05HNI0oXH7xpFrT4MWWRR1nBSd7g8DjMXWvQ1K80sdkcFof4/i7AJWpUJrY41mvYY7M0dxcTkvyUhwxsZxJqeoXnlRGe6aisjWrh8VvQMI93ZxJ6aI286iQUa7aVJaWqV2/TJJS6XWG26B4sIS9ZvXjgotDo+iGTppGNJYu0Fhepb6retHjutOTQ/scZ9GIZrZG0lP45jOnwZdxxmfxKpUCHa3ycIEd2ISzVDvx/nHoWBpRHsNcByMgnL4pFHUaWloTc5Qbaan7jdvGRqOkRDt7YOmU77wDBkarbjXKE7TjEYnqn1ypFrTNHTLIqzuEXWJNnJvg9LiysumQu/aGiYpoBGjdbIT0jSjeXx2P1mWEZoOpXMXad5SrTF1y6awuExoOGRddf3NMKM4t4w9OUO0u41uWVij47RSg2RA/X+qG8eWplhjEwRigQuCIAiCILziEWfAKSnOL1G7frVTFqDawFmkA6LpZrkMuk5xboE0VgaRMzqOWSiq3u8725BlNNdu4c7M4YxPEDebmIUCZqlM1KirtnRJzMELzzPkPUft6os95QZZklC7eY3SwnIn8t+8e4fyynkVoR4aRndd0HSsoQpps0lrd4ekUac4t0Djzs3D9lxpqnQKVi+Q1OsEO1uH0WVNA60dLc3QDLNjJJSXzxHt7xLuKTG2ygWP1sbdnnR/a2gYZ2ycxp1bJK2Gapk4PEKmKQMkrlVJo7A3ewHl0Giur1GYnMZwnM52e3QMe2hE1fLHMZph4JTKHByjZB9V9yktr5DU66RxdKzIHWl6xNGRpklPC7PW+hq6bR92MrAdajevM3ThEgeXnyeLIgozc2iGTjagg51m6MoRBGRpilEoHhlTmJlXTp+uz1XSalK/dZ3CzLxyenRhVYYI8+wSs1gGXVMZDF06Fe7UNIbrDswYUCUQ3RepgWFCfv2aaWIU3J75iRt1jGKJ8vI5mkG7xV1GViqprJc+SsvnMO4j4G7oGnbSoH7lUEcj2LRwpmbQi6Mn7msaGoahkSQZcZ/jIUlSdNM4Eh0HaKzdonLpNRA9mENA1zUcE3QtI800ggEdF/rRNCg70Lx1lSBPybeGx6jMLijHySkIY4iNEu6F59DIyNBoxpAOMPAbIWiagz29RGWowM5OnSQZfJ5mBOWVC1S7sm0gL/HR7VM7dQRBEARBEIQnF3EGnBLdMsmSGHt0HKsyRIaKitduXO35suxOz5JlGUmthj0yBs26arNn24QHe8T1mjLg8+htkHclsIaG0G0HNI1GbniVVy9AlpLF8cD+6Lpld6LG0cEB0cEeSRiimSbh3q5K39/dorl+W6VsT87Q3Fgj2LpHaXmV2tUX0UxLtdjb2aK2tYlumriTU6RRRGtzHXdqVukRLJ+DLCMJWgxduESwu0tY2yfKdQDskVFamxtH6v6jg32SsTppFHTSzYsz82Sahjs9S7i/r6L1A0iajTzirjQSsiTBLJaodRumtQPMUpnC3EJP+QKoVGmrUukILWaaTlLdJzrYO/osbbs3jV7X0U2LVAvy7AyVmm8Pj6qyhwx02yIpFmms3e4Y78HONs7E5JFrAXAnZwh2t5V+gmFgOA6a2dtiUjOMgeUaWRShGb0R/MLMPOgaaaiyPDRdV86k2kGua6BaSYbVPQzHPbyPnmuaJtjZ6nmtuhd06Sx0R9FzkkZdCWRqbUeNRmtQyz7UZ9wsDw18bxAFC+ovKqeCUSgqxxgoR5KRgGYQ9BntugYlG6K9eyT1mvpMjExQD6Ftk+u61sn86CdLEpI4ZpCq/kthmRpOGtC8cYM0DJSw5PwygekQnaC6X7Q1Gld90ijELFdwJ6ZIghbJ/jZDlRGaiX7i/m16syNOHp9lnKrWP8sy6rFB2XstWdAki2L0YpEYk9YDOkwEQRAEQRCEJwtxBpySLM0oL58n2N2mcfsGzsQUSRBQWlgGMrI0QzdNwt0d9JFR9EqFeleqNygVdXt4lCxLMUsVsiRWrQLX1wjubaDpBu7MLIXpWZobd8nSVKUvD0jdL8zOg6ZRv3GFNEmwh0cor14gjWNMp4KuG1SvvtAZH9dr1OqXKa9eoHbtMuHuDvbEFO74JEmriTU8imaaBNtbNNZuU5iZo5RnGZi5MGK3IVm5+AwHLxwaiVZliPrN6wOfXbC9hTM+SZYkOOOTNDY3cMfHiQ72Kc7MDY5Ydx58hqbrlJZWSYOA2vXLR4bE9Rru1GyPsVs+75E0alRffL5HONEeHUe/t3HknIWZ+R6BwtLCEqCRaTqlxRXqt65TufAMrY01gmtK/0G3LErL53ruOw2V08MZm+gxsp2JKcxiCU3TiKr7GMWScrIsLiuhv/1dNMPs0oQ4imYYyjmSZard5c4Wmml2DNwMjdbmOtHebsdJ06ap6VS816rPS7ORd4uYw3Bc1b5xaBh7aIQ0DHJnhDKKszgeXDoCxM06mevk54bsGMX6k5TsB5JEqtOGZVOcXyRLEnU/aYJZGcZ2HLDcHodAyYb65U901kpcrxFubVK68BzVfKqzDLDs48+rPZhegENE/drhWkvDgPq1Fyidf4bohD+xWhKRRiFGoYg9MtZbXnL3DoWFFbArRC9TFD7NoBYAFNBsjSzKEIE+QRAEQRCEVw/iDDgF5fMXAY369Ssd5e5g+x6lpVVa9zaUMaZp6IZJcWGJTNOIdrZ7HAGg6tDN8hDh/i6F+QVIUmXctsXs0oTm2m3cmXkK80toukF4sIdVHuqp57eGhknjmLBLZT3c3SGu1Sifu0gaRzTuHFWAb4+zhoYBDatUpnrlsP2eWRnuGL7NzXVK80uQptTXbh2JKPffW5ZH/QcajrqhxMsODjh44ROYxRJZmpIGLeo3r1I57w28Vt1SwoC161coTM2g2fZAxwgofQB3epbWxl0MtwBJQqu7dCDL8veKlFbOER/sq9ZytoM7MUWaxBiOi1kqY49OENUOMEoVmnoR04ShZ19H8/YN4lr18JxRRPXKCxQXV6h3GXLN9TXKKxdwJqfJ4hjNVFklSRjQyEUno+oBpaVz1K69iD0ySmlhOddLOEGYLU2P6AFYQyOdZ2KPjFK78sKAHVU5hjszj714EUNL0bOEqK60CwrTM2iaDhrUt+/hjkwcPjb9+D8RulPo1NknKVjDowN1CazhUe5LeD43yt3ZedKg1fNZjqoHGKWyirznCRSWqRPcWzvy2cjSlGBrHWt0jihWGh16oTTwc2oOjRBxtC2drkPRUY6RIMqI+m7EsXSCLidSN8HGHZyZVYJj2hxmqaq7dyenB+o8NG9fp3TptURPQHn+y6WnIAiCIAiCIJwdT4Z09hNO4+YNsjBUtevtyG0eLTcKRYYuPUfl3CXKqxcIqweQpD1R4W6i/V2scoVof5+42RgoZhdsrqMbBq3Nu1jlIdI4opynywPYI2OEA46fRqFyTKTZQJV6UB0RdMvGGRtTrfS6jKK4qlL2rcrQ4XZNG2jgp1GE3lXLH+5s44xPDjynPTJK9cXnaa3fQbdtSosraIZBcWEZs1whPNjDnVaRfaNQzMsldIrzS2RpijsxRWPtVke0DlTveqsyhKYrQ013HJIopLS4Qnn1Aq176wOvpXVvHd2yiZuq7t0aHqF6xadx+6ZK2U8z6jeuqJZ8aUqaZtimhpYmPY6ADlkGadqTwl9aOY9uWZAmyuBLE9Ui0nHQHbezXxq2MIolwr1d6reu01i7RbC1QXFh+chpigvLR1rstZ+DWR6iuHIBLRd9G4TuuGiaRjNMVbTXMLEKJeq3rlO7dpnq1Rdo3dukvHyOpMtHGGSq5/2R41lW7gxQr5MEnPEJNLPXeaCZJs74BMd0nRxIohkYxRKmW6B5d0CJQr1GFoXouloPpp6R1A+OjANIageY+uEaa0RQPv+MchjlWKPjOHNLBH1dDsquTomA8PZVWjdexG7sMFzs/ZOpa9mxmS1pGKBrxxvRmplnKWTZwL8DcHy2hSAIgiAIgiA8LJIZcAqciUmam3fRUEKCSaOuDLMsI9y+h1ks0rh9EzRNpfXHEZqmDU6o1TTMUpnW5gZ6bkDqlgWa3jEqsjRR9fnNBo07NynMqWwDlSKeKoPyGOPBcAtEtaqqHa8eNZDMUhnS9Nja6XB3m+L8InGzQZYmPQZ4N23dgeqVFyDLiBt1nLEJ0uFRov3dzr0W5haI6/VcOHAUZ3yc6rUXVfq5puGOT+aChyNYQ8MqWm+amKUyza0tiqVZ0DWyJEHTdQrzixiWTVQ9IEsSivOLpEmiav4bDRq7O1QuPtOJuvaTJTFZHGMWy8rp0M7KiKPD625Pla7j2jrB2g2MmbmBx1M7Z532kUahqIzYjbs9x7OGRylMz+KMjdO8qyLJzbtrKg1+fJJwZwvNMLDHJ9FNi/LKBeKm0lIwCyWSsIVZGSZqOyR0Vb4AoE0t0ggTKkBhepbqAKdFYXqmR2tfI6N640qPo0dpKWTYM4udbaaWoTkuhZl5WlsbZEmCPTyKPTaeP+NDccnm3TsU55dUB4FmE6NQQLcdmnfvoM+sHP/8+miGGZWl82RJdOw8JkELLXd8pJmG7hR6xB7b6E6BNDtsnZemUMsM3KWLFAz1JIIYaq1eh5dt6WS1PRp3D7UfmhtrGPu7DC2f56CRlyOkYFZGCLePZkSYlZETMyLCRMedXTgiXNmNpusv1SRBeAk0TaNgg56pz2uU6cdmawiCIAiCIDxNiDPgFLQ21ztp8VGtijs5jVkeIq4pY7sdnW5nC5RWL+CMT9LaPIxOa7qBPTaOMzZB3GqQtBo480tYwyOqBV6aYRQKhHu7pGHQ09JLN3SVRpwbrpULz6i2emkCmqb6tycJZrFMVN1XbfKWVpXh2OU00AwTqzKMbpkEO9tH7tMoFHEnptBMU0WIwxDdcdAs66ioXaa+TJdXL5AGgWpr5jjYo+NK8C1NyOJElTlUKtgjHppuqLKEzjEyWlubFOYX1XX3dATQKK9eIEuVCF7nGm2nR7E+OtjDGh7FHh7uROeTZgt7ZJzWxtGosj06TtxsdOamtLSKSs3vda6YJdURwkwSwnpVRcIte2D9u1EoEjfqSjW/XCHOHRqlpVV1/bpOXK8R12sYxXL3Q6S5cZfy6kWSZp0sScmikMbdO53nCXRS78urFzqaAWiaEhtME6LEVMJwSYalm1QuPKOcHkmsdAhMUwkJ5rXnmqaRNhsDMz6ig33c6fnDWUgTmmu30B2XwvQcmq4TVvepX7+CO7+MZlZUCrmmHCqNW9fRbQfddgh3d0jDAMN1T7J3B1JtZQwXrIFzA3kmSH4/QZRSmZ6jVt0/Ms6dnqPaZ/i5loaRhkR7e2iGiTM0QmroPd0HCmZGdcDnJ2k1IQwASz2vOKMyPk20t9Mj8qkZJvb4dE8bxH7CJMMpjWKb2cA2fpppkRkWnEJEUBiMrkPJTGjevNpxFplDw5SnF484gARBEARBEJ42xBnwALS2Nqmcu0jSGAbDRDNMiovLaGgEO1tkYYg9Mk4StJROQKmMMzFF694Gwc6W6gAwv6Tq4a9eptvYcafncCamqN9QNeiaaaE7DqXFFXS3AGkCZJTOX1Tp6bqRG/wZWZp2hP7abQajgz2SVktdQ57GH+xsYw+P9mgOqFr5cep3bnYcCLptU1o+T+XcJWrXXux8mdZMi9LCEo2u3uZmuQJA8+4t3MlpsjQjqdewR8dIw4A4DEkHdEQAVRZxtMQgo3H7BpVzF4maDcxiSXVayGvuu4n2d3EnJsmyNDeSdeziCNH+bo+2geEWsIdGetTxw4M9yqvnqd+8ltfsK+O+OL+ssjB0Dd1xyFAt8qpXX8QeGgLdIK4eYI+OgWGSxgmNW9cpX3wWNO1Iu0RraFi1EtR7rWJ3eoYsCgl3doAMa2io43DoNw7jeo1wb6cnAj506blOP/k4ybBNndbmRo+AoDUySmFqlqRLcC89JuKuHn1KO+LfFjRMgxbNu70dEnTTPKwl18AeGae5fkc5s7pS5+2RcdL7dAYANCINZ3KKoK9LgW5ZZJbb096ulZqUzj9D6+4tkmZDObZmF2mmJj3ry9JIdzYIdg/LbILNuxRXLtLQ7U47QFXeMdhYVKU2Dmn+fi2E0vlnSKp7JPUaRqmMURmhdooM/yDKCGOorFyicesqSd5ZQ3cLFJfOn+oY94Oua9im1vmsv9opWhr1qy/0lkMd7IOm4YwvSIaAIAiCIAhPNeIMeBCyjCQMad67iz0yjqaXaN65BWQUZhZUynoSo7sFyuOTaIZJ9fLznd2TZoP6jatULngUFxbRTQvNMImq+wTb97DKZRVRtixK80uqVGB6jsbt63mLOB13Yopwb1cZNVmmWqnNLlKYXVDnyHvTG4Vip61cc/0OpAnO5AzoOs74ZKcO3ZmY6jFeAdIwpHHnJu7UjIpeBy00XScJAuprtzrZAmkUEu5uY4+OkyUqIyCqHVBaWO6UBFiV4SOGcOc8cXKkbV77uFmaEgctJcaXp/gPImm1cCdn0LKM4N4mhbl51XEBjSRoqWeAqu+OuiLI9tAIjbVbeZs+HU3TSFpNGndvUZxfpHnrKs7YOABRvUpl9TzB9j3SKMCdmUU3LMhSjGIRZ3wc3bJJGnWig94odXSwj1ke6hhhumXjzsyp8WFAaWklz/5gYAtAtY9FFvcacXGzgaYX88wAiKPGkU4C0d4uVmWYWC8BSgzOLJQGPkfddkh0k3ZuepjqWCNjRHs7PeM03QC7AHnkO03AdBzMcqVHW8EsV9Adh/gBbM8oTrFGJnEth2BzTZUojIxhTc5S64u4R0lGrJk48+dwNOUnqEfZEeE7S0uo7x7V22jeuY67fIlG0HV/xwhiGo5L2pX/n2UZtQCMwhhGaZwwTUmC0yvvZxkctDLc+XO4pOrvi2ZQC49e/8NQcnVoHhBt7VA1TIoTUwSaRfhqzjwIWwPnMN7fozg5xwl9TARBEARBEF71iDPgAdE0IE0Jd+6RNOu4U9O0Ntdprt+mcuFZWlubhDtb6HOLxPWjKflApy97XN3vpGHrtg1ZlqevQ2PtJs74FHGrgTs+Sbi/h1FwCHbu9YgIxvUatesvUpiep3HnBnqhSHlplcbabcJ6jdLiCo0dpXMQ1y9TPncJZ2oGe2yCpFk/VoMgadQhialevkpxfpkUaK7dAl3HHh1D0w2i6kEnGqzpOkahQFSvEuztKLHC6bmOoR3t7x05hz08MlDfoP2glRhfngWRG8qaaaEZeid6rttOT2eGqF7HLBQItrdJ4wDddHCnpmnc6nJ46HruYEg6gogZGUkYENeqZKkSgWtt3MUsDaHrRk9rw2ZDiRAWZhYwCwWSZgPdcQh3B893uLtNcXGZYt45QLds0qCl7oOMynmPTFPq8t0lJqCE+ND0IzX0mqZ3ps6xdIK1oyKDoLpfOHMVmoHaP8iMTveF7mddXFql2jr8LIRRSmlKOUqinW0gQy8UKSysUO+qHAnjFEs3MIslnLEJskyVdyStJpluEt5XO4FDGkGGYQ/hrA6hAVGiUT0mvTvLoBUeb9hqGscKa2ZRhJaltLs5NGONwswczbXebAijUATLYZAYQJKk9yWU2I+6do3jSiMehoKjEd29QdI41AqJa/u488skeokkffU5BDSNYzUngPxvxQOkrAiCIAiCILxKEGfAA2CPTRwKuaEi/e7MPEahShI0IUuxyhWsUhmjWCQcEIkEZWiaeQ15GrSIagfKOByboLl+h9L8MlkcYzgF4katkyJvD4/SuLNx5HiHUXNVE16/fZ3i3BJxo0Eax9ij46RBQFyvqgyE4RHSIKS5uU7xJIG8/Atz4+4tKuefwR4bx64ME+xuk4YB7uQkaAa6ZVFaOge6EklE07BHx2hurkGa4k7PKZHArqi5btk4k9PUrr044DnnEfm9HaK9HSre63Cn5zFsS2UNJAmGWyBuNpQYYJcRZTgOtWuXsccmcIcniep14kYdo1gm6U6/1w1KSys0N9dJd1RtvjU8SnFhqafOXTN0Wvfu5v820XSdNAqVsyRLVUmBZZOEUSe1/shT1HXSOCZpNrAqQ+iOTWtrnaRPzLG8egnNMGhtrpMlCdbQ8MDMDdAwXIcsr4QwdEiOMW40TcPoUtVvhSlOaYzyhRGSZg3NMNGdIs0YCjaAThBlJGlGvZVij8xSGJ9GyyBGpxamPVHrLINIdzDtiMbaLSX4aBi4MwtEuk2WPLixmaRZJ2L/MEZylqkSl4FoWo+QXxilWKURyisurXsbZEmMPTqGOTTKfuOVl1pupjFh46hoaLB+G3fZo/4qDJFnGWhdXSO6MVyXBANRZxQEQRAE4WlGnAGnwB6bJNjaQNM1nLEJpbCfZeimSbC1iVmqoKFRmJlHM03qt651IpBGsYw1NELSbPYcU7MsJdSWJUo4cHebaH8Pd3KacG+X8soFsjwC3j7PIcenIGdpotLxU9XyLktT7JERwt1tklYTwy1QGj9Ha2eLLElVxDmJVZr+gPR0s1whbhsRaUqaxFjlCvXb1ztjmutNjGKZ4twi1cufRLcdSkurpEFAvSsS39pYw5mYxpmcJqnV0CxLiS7euEJpYZnW1qZKMdd0nPEJDNclI8Odms3Pn2CWikpPoes6nYlplaeu65CkuDNzpGFEaWmFJAxVhwK3gGHbWJVhrKFh0jBEN02MYpHG2m3cian8mWpkSax0FspDXc81RTNMCrOLZHGkIvuuS1w9II0jGnfX0DQoLZ/HGRsf2K3BGRtX0fKgRbi3TXnl4hFHAED95lXcmXnc6VnVLtC2IU3QTYskd/houkFxfpEkimmL2SWAPT5+OF9d2GPjRxwFcQKmoaO5ecmArmG19gh3NgENd3wKSsPUWylhnBJ2KjQGG1BBlBGbZdzVZ9CyFNu1qTZToujJqU/PLHugEKQzMU2Y9Ebk660UXbcpzK+gkRHEUH8FOgIA0niw+ECWJD0ZEa82VMeGRVp3b3W2abqBu7BKLXxlzqUgCIIgCMKjQpwBpyGNKcwtqJaCO1sdQ6Iwu0B59SLh/i7B9ibW8ChZ2OpJRU4aNeVA6FLkN4ol3MkpWuu31bF0ncLkDGmaYhRLpGFI7fplNMPEnZrJhcq6xN+iCN12BvY3102rp0Y2jULCvW2SZkNdT6upRPOWz5OEIYbjopkWaRxRWlqlcftGr5De7EKP4a8bJrX1q/STNGodNfU0DIhbrSN15gDB1gZp0ESzXIIuscLajatUzl9S96TraLpJFgWkuQOjtbOFNTSiShT6HBbB1gb20DDlpRXIMoK9XQpTM9RuXD7MlqjuE5ompaXznecSbN+juLiMMzJKY61LONGylfZC1mUspCmFmXn1LLodEeNTGLYLaUyGcni403O4UzO0NjdoOxjcqWl0t5hnBtRB00jCY1LWkxhN12ncUinqhdkFgp0t7NFRXGs6j8hnNO+tq/aC+S2mcYbtFHq0INQ1TmI4BaKu2nBD1yjqIY3r1zqfF8NxcadmCRLV2rK1cQdrpIk9PEN4SqG1JM2oB2AYBgXHJa3XT7Xf46IRZJRXLhLeu0u0t6O6CUzNQHGEaIBxmKZQbz45zowHRTftgds1wyDTdB51WcKTQhhnZO4QxQvPkYUt1ZnEcqhHPFI9BkEQBEEQhFci4gw4BdbQCNUrz/dsM0oVdMvuqSGPqvtYlWGcsUmCnUNjrHn3luobXzsgaTZxJqeoXX3h8GBpSnNjjdLiCq2Nu53IbhbHNO/eprx6qefcwfY9ivOLPe0GIY9uHuz1jDWLJYL+HuhpqkT0NI3W+m1KC0tKqf/ubSW6p2loaCRhQO3WVdyxKZrrt7FHJ4DsWCXyNIo62QWGbRMdo8aeJSmF2Uk0XSc62EO3HZzRMcL9PazKEFkUqntro2kU55fJ0mSgA6R97rC6j4aGPTpOVN0/IjaYxTFxdT+/dx17dBTdMKiu3eo7VkiwvUlhdvFwX02nuXn7qCNiexNraKTzOm41IE1IWk1Ki8squ0PTCPd3sSpDpHFeaJ9lGLYz8F40w1TlE+OTBDtbBDv3OgKS3VhDwz2voyTDjAMlslcZIk0SdMNAM0ziMCDSDkUaCzYE6xsU5xZVFommkaUJwf6O6jSRO3KivR1KY9OEfZ0lT8I2dUzz5Hpty9BwrYwsDFX5hGnRCM7eQMsy1bbQHpulMDlLlkEQQfIqjxLHuqlKZPqyRpyZBVr3MbevRKI4I4oBXOXzOKHdoyAIgiAIwtPEE+cM8DyvDLwD+AvAGPA88AO+7//MKfadAt4FfDFQBP4QeKvv+7/2UBdlmhRXLkISqRTjJMawHGo3Lh8ZGlX3KS2fJ6zudTIBsiQhyzJ0t4hZKhPXq0f2AyUoaA2PETdq6LZNlqZkcUywtYkzOUNwbz0/Xqz60y9fUO360hTdLRDubBHtd7WUGx5VbeiyDHQdPc8AIE1JGnXcqVl03aC5eRd3apYsCo+0jwMlXudOzWINj0CmXncMbU3HHh45TGfPjbmk2cAaHhmYsm4Nj5BpGkahgKZB3Gp2Iu5moUij/xqyTGkoLK6CpvdG7NvXaBidTAS9UCCuDRYkjOs1jGK5I/zY1mwAep65SvPPsEfGMMtD6Jp2rPhcGhyWgLgT0wTb94jr1SPzHOg61ugYAPb4FJrtYJYqR8a5U7M07tygMLeMMTaNZUBYr1G5+BxpGJBlKYbtkCbt9nd5+780A7dIY+0mhmWiOy5x0CKJIuy5ZdIuYUAtjXPtCdUFA1Q9fXF2gSyJO84A9fyTzjlOQtehZEO4s07UrFMrlCiNT1MLegXdLUPDTuo0bnelbhsG5aULVAc/4kdOGGX35eB4pdMMMkqzy1jNKtHuNpppYo9PEWQWyau5m4AgCIIgCIJwLE+cMwD4eeBPAN8OvAB8FfA+z/N03/f/3XE7eZ7nAL8GjAB/E9gEvhl4v+d5X+j7/m886AXF1X2yNMUqVUjjWLWTI+sY+0fIMpzRCQzHIdi+h+64JM06rc27GG4BwxksapUlCWapRHFhhbTVRDMMNMumtXkXd2oG3bKI9nbJyLBHx1W9fxySpjF6mmCPjWOWK6RRiFkokqUZcaOmtAx0nSQMMGyHLE1Jo5DmxhpZlqkuAcdE3DXTwiyWyApF4toBeqGgotR3bmJVhrCGxwj3tsniJpptUZxforF2i9bmOuWVC5iVYeKuVn5mZRizWCbc3cawbXTbJsm7HLSf3aDOBlkckcWxipZv9fedt3uE4bIkQXcK0Diaoq47LmapQtjO3NC0jsF/+MwtpeavaaRxTGPtpkrHP6bVHJre8+/suIyINMUolCmce5Yw0cmSBGdqFrNRIaruoxkG9sgYhuNilMrUQ404TBkum1iFIrWbV7o+cxrFuUWMYgm6otr1VkZxdhk9jcjCIO+CYFHvU+DXDYPaeq/TJYsjgu1N3MmZroG66uJwijTykq3RuP5Cx1mThiHRwT6llUs9HQpcix5HAKg5C9Zv404t0XqVR+lfLuqtFN0o48wOUSo57O63SBJ51oIgCIIgCE8rT5QzwPO8LwL+FPBVvu+/L9/8Ic/zloEf9DzvZ33fPy73+C8DrwU+1/f9j+TH+xAqO+BdwGc96HWFO1skQYsWGqXlc2RxRBKGvRHyLjRdp5VH8YtzS2iWpUTvUDX7zujEwA4D1tAIaZLSuHOj+2CUFpZVq76tDazycCfKX732Yk+U3JmYIs3TrqMkJk0SChPT1G9fJ2kdRq8Nt0BxfplgZwtnfJLm+m3MYgmzPHQkol6YmSdNEmrX8rIGXae8dI7S0jmyLKVx+/Bak427GI5LYWpW6RzoGobrYg+PqFR0XSMJWqDRyXLQTJPi3NKh0KB2vJBZliZouk5hZl4pvKcJ1tAIzuh4z3667WAUS4T7O73Gu66yGHAKFFc80rCJbjtolnXkmZeXVBZCO2of7GzhTkzT2uxqxUeeTZAcfgbaBv2g7A97ZIwwbivjpxRMqN+4jG7ZmKUyWZLQWLuN4Ti48yvEuaGmkdHcuNPnfMporN2icv7SkfM0ghQw0PQiWaTOdeRZDvjcAsSNek+qfmF6nvgUre5MQyM+2DmatZGlxAc7mIUx4ryjQHaMmF3SrGNrEqU+S9I0I4wzyobx0oMFQRAEQRCEVzUvnfv7eHkTUAN+rm/7jwNznGzQvwnw244A1IsYeA/wmZ7nzT/85WWkQYvm+h2C3a3eCGqOaql3+Fij2kGv4Z9lJM0G9uh4z36GW8AeGaPZbZQCZCmte+tkSUqWJIT7O4fOhj7DK9jaxBoaJtzbwXCLJPUqUb3W4wgA5ZCIGzWMQhHDcUmaDdVqsFSmMLuAWapgDY1QXrmgau+7a7/TlPqt653Wd/0kQQujWMIenyDa3yPY2qRx5yaNu7do3LlJsLVJdLCPWa6o24tjotoBZkm9TsNA9XLvwx4eJaodoBkmRqFIYW6R4sKKKkVoNsiiCLNYxp2ey7sQQGlhBWt4FN1xsYZHKS2s5H0YdKqhRkMrQpb2dWpQz7y5sdbjl3DGp0DXcafnVDcJtLwF4QqGW6Q4t0RxYZkkDjEKhR4dAVCOHqNQJAgPn2VHcDEKCfd2lJZBlpK0mr2182k6sDsBZEqn4RhOKr/PjlOPz1vsORPTlBZX0ByH1ilqrHVdI+37nLVJW010XesefMy5dbJXp6i9IAiCIAiCIDxxPFGZAajI/idzI76bj3W9/99P2Pe3Bmxv7/sa4M59Xo/quN4l9KZbVqePfBqGlJbPER0cqDKCyjCarimD1nHV+Dx9vf0aIG7UsCpDlFcuKkNb09ANgyxN0U0TzL5pyTLMgkucH8MsqpT97mO20TSts92qjJC0GgPHJa2mckhouko1TxLC/V0wTFVikOscpEFLteDrO0YWxz3n6nkvTSBJSeNo4PtpHGENjXQi3WkcYVaGyeKIqHpAcXGFaG+bqHoAmoY1PIZVLIKuE+5sqRKDQgFNN4hbTUhirFIZc34VrVEluLeBNTzauT7DVUa/EslLIdOwbRUZzZLB10iWkaVQXFxFcwok6NBqETfqFGbmQDNIGjWam3cpTs+RxiFGsYLhlsl0DWd8EndyWrVvNFTpQKYZGEZGJyirM/jcuqG0GOyucW5hoHWvmya29gBRXsvAKJWhL0PAGh4D1GdCs12iRMcwM17qDJqmYQ2Pk8VHnRPW8DiRrmPbytLXLENlQvSfe2yCFAPbluyAs6TtmLEsHcMQ78uThMzNk43Mz5OLzM2Ti8zNk43Mz5OLaXaCZ4NbQj2q85zlwR+AceBo3zrY6Xr/pH2P9rI73b7HsQhQWb3Ys9EZneh9PXL00Kpv/f1j9ynEH3fe/ms4btxpcMcnjz/WiBK8G/Zee/S9sZPPYxdXT3y/MDHdu2F6tvNPq1gauI+VZxAMfA+g6MJE1/3k19+PWzjUGDjpmVvFriyFUp/Ww/jh/Vvlod73CoN1IfpXszPguXausevfw5dec+y446/+ZNzzz7zkmPv761OgMDH4M9H/NE5zbuFsqVQGf0aFlx+ZmycbmZ8nF5mbJxeZmycbmZ8nmkXgD87q4E+aMwBOLk5+qZDhw+w7iN8A/ixwCxhc6CwIgiAIgiAIgiAIjw4b5Qh4YBH80/CkOQO2GRzBb4d3B0X+H8W+x7EP/OcH2E8QBEEQBEEQBEEQHpQzywho86QJCP4R8Kznef1Oitflvz/+Evu+bsD20+wrCIIgCIIgCIIgCE8NT5oz4BeAMvClfdu/DlgDPvoS+z7jeV6n40DuVHgz8FHf99ce8bUKgiAIgiAIgiAIwisSLTup/9jLgOd5vwJ8BvBtwGXgK4FvBN7s+/578zE/hnIQnPd9/0a+zQF+HxgCvh3YBL4J+BLgC33fP9N6C0EQBEEQBEEQBEF4pfCkZQYA/Hngp4HvBd4PfBbwlW1HQI6R/3R6YPi+HwBvAD4E/DPgF4FZ4I3iCBAEQRAEQRAEQRCEQ564zABBEARBEARBEARBEM6WJzEzQBAEQRAEQRAEQRCEM0ScAYIgCIIgCIIgCILwlCHOAEEQBEEQBEEQBEF4yhBngCAIgiAIgiAIgiA8ZZgv9wW8HHieVwbeAfwFYAx4HvgB3/d/5hT7TgHvAr4YKAJ/CLzV9/1fO7srfnp40LnxPO8twI8f8/as7/vrj/I6n0Y8z6sA3wV8GvDpwATwdt/333bK/WXtnBEPMzeyds4Wz/NeD7wZ+FxgEdgDfg/4Xt/3f/8U+8u6OSMeZm5k3Zw9nud9GvD3gdcBk0AT8IEf8X3/PafYX9bOGfEwcyNr5/Hjed43AP8aqPu+Xz7FeFk7j4n7mZuzWjtPa2bAzwNfB7wdeCPwu8D7PM/7qpN28jzPAX4N1cLwbwJ/FtgA3u953ued6RU/PTzQ3HTx9cDn9P1sn8F1Po2MA38FcID/eD87yto5cx54brqQtXM2/J/ACvBPgC9Cff6ngN/OjdFjkXVz5jzw3HQh6+bsGAFuAd+Jmp+vBa4DP+153ltP2lHWzpkzwgPOTReydh4DnufNA+8G1k45XtbOY+J+56aLR7p2nrrMAM/zvgj4U8BX+b7/vnzzhzzPWwZ+0PO8n/V9Pzlm978MvBb4XN/3P5If70Moj9m7gM8626t/dfOQc9Pm477v/96ZXujTyw1g1Pf9zPO8CeAb7mNfWTtny8PMTRtZO2fDN/u+v9m9wfO89wOXUV+kf/2EfWXdnC0PMzdtZN2cEb7vfxj4cN/m/+J53irK+fmOE3aXtXOGPOTctJG183j4F8BvAjvAl51ivKydx8f9zk2bR7p2nsbMgDcBNeDn+rb/ODDHyR/yNwF+e3GgXsTAe4DPzD08woPzMHMjnDG+72e+72cPuLusnTPkIedGOEP6jc18Ww34BCo1/SRk3ZwhDzk3wsvHFhC/xBhZOy8Pp5kb4THhed6bgc8Dvuk+dpO18xh4wLk5E566zACUt+uT+Qe7m491vf/fT9j3twZsb+/7GuDOQ1/h08vDzE2b/+J53iSwj/Jaf7fv+x9/pFcpPAiydp58ZO08JjzPGwb+GC8deZZ185i5j7lpI+vmjPE8T0cFr0aBLwf+NPDXX2I3WTuPgQecmzayds6QvO7/HwPf7vv+bc/zTrurrJ0z5iHmps0jXTtPY2bAOCodo5+drvfPYl/hpXmY57uOErP5BuALUGJqfwJV+/mpj/IihQdC1s6Ti6ydx8+PACXUcz8JWTePn9POjaybx8c/ByJgE/hHwLf4vv8vX2IfWTuPhweZG1k7j4d/jhJ1/NH73E/WztnzoHNzJmvnacwMADgpnfalUm0fZl/hpXmg5+v7/vuB93dt+k3P834J+CPge1ECKMLLi6ydJxBZO48Xz/O+D/hq4G+cppsAsm4eG/czN7JuHivvBP4NStzxS4Af9jyv5Pv+u19iP1k7Z899z42snbPH87wvRc3Hpz9gCaGsnTPiYebmrNbO0+gM2GawV2ss/z3IG/Yo9hVemkf6fH3fv+553n8DPvthL0x4aGTtvIKQtXM2eJ73PcBbgf/b9/0fPsUusm4eEw8wN0eQdXM2+L5/E7iZv/zlPKX2+z3P+0nf9+8ds5usncfAA87NoOPI2nlE5C26fwT4Z8Ca53kj+Vt2/v4IEPm+Xz/mELJ2zohHMDdHeBRr52ksE/gj4FnP8/odIa/Lf59Uc/FHXePud1/hpXmYuTkODUgf6qqER4GsnVcesnYeIbmx+Tbgbb7vv/OUu8m6eQw84Nwch6ybs+d3UMGscyeMkbXz8nCauTkOWTuPhglgGvg7wG7Xz1eiSqB2gfeesL+snbPjYefmOB5q7TyNzoBfAMrAl/Zt/zpUn8ePvsS+z3ie11G1zw3XNwMf9X3/fvtECr08zNwcIW9x8yeB334kVyc8DLJ2XkHI2nm0eJ73XShj8x2+77/9PnaVdXPGPMTcDDqWrJvHwxegvvhePWGMrJ2Xh9PMzRFk7TxS1lHz0P/zAaCV//utJ+wva+fseNi5OcKjWDtalj19pR+e5/0K8BnAt6H6CX8l8I3Am33ff28+5sdQRuh53/dv5Nsc4PeBIeDbUYIp34Sq/fhC3/d/4zHfyquOh5ibD6J6dX4MOEB5ML8VqKB6pYon8xHged4bUd7LCvBvUW0g/33+9i/7vt+QtfPy8BBzI2vnDPE87+8A70bV+R0xNn3f/+18nKybx8xDzo2smzPG87x/hXq2vwNsoKJqXw58BfCDvu9/az5O1s5j5iHnRtbOy4DneT8BfJnv++WubbJ2ngDuY27OZO08jZoBAH8epcb4vagamOeBr/R9/2e6xhj5j9be4Pt+4HneG4B3oeo9isD/AN4oi+OR8UBzg0pr+grg7wIF1B+vXwe+z/f9Fx7DdT8t/Ciw3PX6y/MfgFXgOrJ2Xi4eaG6QtXPWfEn++8/kP/2050LWzePngecGWTePg48AX4/6QjwC1IA/BL7G9/33dI2TtfP4eeC5QdbOk4SsnSeXx7Z2nsrMAEEQBEEQBEEQBEF4mnkaNQMEQRAEQRAEQRAE4alGnAGCIAiCIAiCIAiC8JQhzgBBEARBEARBEARBeMoQZ4AgCIIgCIIgCIIgPGWIM0AQBEEQBEEQBEEQnjLEGSAIgiAIgiAIgiAITxniDBAEQRAEQRAEQRCEpwzz5b4AQRAEQRAEQRAEQXgS8TyvAnwX8GnApwMTwNt933/bQxzzC4DvBD4VKAJXgX8D/Ijv+8lDXvKpkcwAQRAEQRAEQRAEQRjMOPBXAAf4jw97MM/zvhD4ICow/43AnwM+DPwT4B8+7PHvB8kMEARBEF51eJ73FuDH+zZvAf8TeLfv+//lEZ/vJ4DP931/5VEet+8czwF/AfgJ3/evn2L8W1DPYPU04x/gej4MvOW4Y3ue9w4OoyhzwE/6vv+WY8aeA94NvB713eQjwLf5vv//DRj7F4FvB54BdoB/D7zV9/3aQ93QKfA87zrw4fZ9eJ63AlwDvt73/Z/It72Fvuf+OD4fgiAIwplxAxj1fT/zPG8C+IaHPN5bgAj4Yt/36/m2D3qe5+Xv/c2HPP6pkcwAQRAE4dXM1wOfA3wuyqufAL/oed6XvKxX9WA8B3wPsHLK8b+Euve7Z3VBL8HfQkVT/jMQHjfI87xJ4LeAS8BfQjk8XODD+Rej7rFfDbwP+F3gjcDbUV+cfv7RX/5A3gR83wPs9335voIgCMIrDN/3M9/3s9OM9TzvKzzP+4jneXXP82qe533A87xP7xsWof5fbPZt3wNaD3/Fp0cyAwRBEIRXMx/3ff/32i88z3s/sAt8JfCLL9tVPQZ8378H3HuUx/Q8b5HDCP4E8ILneevAb/m+/9V9wyu+76f5fl9zwmH/HjAJfK7v+zfy8f8NuAJ8L/AV+TYD+EHgV3zf/8Z83w95nlcF3ut53ht93/+vj+I+j8P3/T94wP2uPOprEQRBEJ4sPM/7TuAdqOywdwA26v+43/I87zN93/9EPvRfoL6H/FPP894JNIAvQTmNv+NxXrM4AwRBEISniRbKGx+1N3ie9/nAh4Av8H3/w13bV+hLAc+3vwX1n/UKSvDn+wedyPO8BeAfA38alZHwS/nr3xlwzM8Avhv4X1BCQp8Evt/3/X/fdc522cOHugLmPcfpO397n+509Q+jjPivR9Ul/nFgHfhXwLvaxvsJ/DywAPwd4FuAH8qv94v6B57iWG3eBPx62xGQ73vged7PA1/jeZ7p+34MfDYwC/ztvv1/DviX+XGOdQZ0zfNXowSbvhao5Nu+AfVl7IeAP5/v8ovA3+guP+gvEzgtg8oEPM9zUZkefxGYRzlu/iPwf/u+v9d3zo8DPwy8E3gWlbL6Lt/3/23XuCLKefKlqOfUQH0+f8j3/ffdz/UKgiAI90fuLH878MO+739L1/ZfBV5E/b3/CgDf9z/qed7rUf9/fXM+NAG+w/f9H3qc1y3OAEEQBOHVjOF5nglowDTKQ18C/t2DHKzLwP5PKIN4GHgbSlQo7RpXQhmZY8C3AZeBPwP87IBjfgHwfuCjwF8D9lEG4s96nlfMjf1fQqkOvxP1xaFdS/8gEecZ4L0ow/ftKCP6+4E14KeO28nzvFHgM4C/5fv+T3me95eAj+SOhh97gOvA87wCcB74hQFvfwwoAOeAF4DXdm3v4Pt+5Hne813vvxTvRM3NW1AOnXejSg9i4A9R0ZpPz8dVUU6PR4rneRrK8H8D6tn/FvApqPn4HM/zPsf3/aBrl09FzdcPABso58WPeZ532ff938zH/EPga4C3An+A+py/FlWqIQiCIJwtfxplW/9U/r2jTQv4DeAL2hs8z/vjqP/3Pgr8VaCOyrh7h+d5ru/7D1KO9kCIM0AQBEF4NfPbfa8D4K/7vv+B+z2Q53k68PdRhvib2vWDeUr7iyhjus3XAReAN/q+//5826/k0du/2nfof44SNnx9HgEH+EAuUvROz/N+yvf9e57nvZi/9wnf9/vv634YB77I9/3fyV9/MI+afxUnOAOAA6AG/G+e5/3oQ5y/m1GUo2ZnwHvtbeN9v48bu3LKc37M9/2vb7/wPO8Z4P8C/qnv+38v3/yrnud9DiqL4JE7A4D/HfXF8Vt93//BrnPeQjmMvhb4113jJ4A/6fv+zfyafxPlSPgqoO0M+JOoEop/1LXfL53BtQuCIAhHmc5//+4x73dny/0IyrH7pq42gh/yPC8F3uZ53nt93796RtfZgwgICoIgCK9mvhb4E/nPG4GfBH7E87y//gDH8lCq+P+uW0goT2//731jPw+odjkC2vSka3uedwGliv/e/LXZ/gF+GZXu7fFoWe9yBLT5GLB80k75F5ZvRBmhG8AfA77d87w/m9fzPwwnCTP1v3fc2FOJOwH9nSQ+mf/uN5w/CYx5nlc+5XHvh9fnv3+ib/vPoSJEb+jb/j/ajgAA3/dbqGyJ7jn7HeCNnuf9gOd5n59nXQiCIAiPh63895dx+L2j++ezusZ+GvD7XY6ANr+Lss+fPdMr7UIyAwRBEIRXM5/sFhAE3u953jLwLs/z3tNdm30K2pHp9QHvrdMbmR5HGcz99G9rRxLenf8MYuKU13datgdsC1Ap+Sfi+/7PeJ73AeALgXehNAf+MnDZ87w3+L6/duIBjrKLMuIHpbKP5b/bmQDt6x70bMcYnDEwiP5x4Utsd1EZEY+ScSDORR475G2r1jn6PE4zZ98C3EbVpH4b0Mrn6u/5vv/igP0FQRCER8cHUOVm533f/w8vMXYN+AzP84w+h8Dn5L9vn8UFDkKcAYIgCMLTxsdQKdqXUNHUdhsfp29cvxHeNshmBhyzf9s28JmnGNeOJHw/x7fH84/Z/rLg+/4u8HOe530zqu5+CBXN+G6U5sH9HKvped5l4HUD3n4dqu1SO1Xyj7q2txWZybMonqEv6+IJZxswPc+b7HYI5FoCMxyfZnosea/q7wG+x/O8aVQmzA+ghBCfeSRXLQiC8JTied4bUVoslXzTc57nfVn+71/2ff+653nfDfx9z/POobSAdlFO/88E6r7vf08+/h8B/xTV6vhfogRf34DSIvqg7/t/+FhuCikTEARBEJ4+Pi3/3TbCrue/P6Vv3P/R99oH7gJfmRttAOSZBp/bN/Y3gEr+5aGbv9hzQN/3UXoDn+r7/u8d81PNh7cF5V6W9O/ue+7G9/2PoZwaUw946F8AXp8rMbfPVUGp+v/nLh2Fj6Ke/1v69v8yoMzxzpQnkV/Lf7+5b/uXor5s/hoPge/7G7nw5PsAL9eqEARBEB6cH0WVcrW7uHx5/vrnyP//833/+1H/J11ClSV+AJVFt8yhvgu+7/8z1N/7CvBvUP8PfjFKRPbPnfmddCGZAYIgCMKrmdd2qfqOowzMPwX8gu/71wB831/3PO+DwHd4nreLatv2Bg5bzJGPSz3P+y7y/7g9z/vXwAiqm0B/6cBPAn8LeI/neW9FdRN4IyojAXqFhP4q8F/zlO6fAO6g0t6fBf6Y7/tfno/7eP77r3ieV0VlNFzzfX9QCvlZsOx53s+gvhB9DJVJ8TrP874DpaXwn7oHe573ecBk/tLI929HUX6jKyL+bpQK/i/lUZUA+HZUev7b2sfzfT/xPO9bgZ/OIynvAy6ivmj96gB9hieZX0V9SfwHnucNAf8vh90E/gD46fs9oOd5H0XpIXwMFY16FvVcP+L7fuMRXbcgCMJTSXdr2JcY95/o+//wmHE/zxPgxJbMAEEQBOHVzI8DH8l/3osSvfvbqPZx3XwNKhr7D1Be/vkBY/B9/8dQbd2eQ/0n/t2oFnS/3jeu3Sbowyhj9T8AS8A35UP2usZ+CJVCuAf8Y+CDKIP7C/N/t8ddQ6nef2p+3N8FvuQUz+BRsQn8V9Q9fBD4bJRB/tnAX/N9/yf7xr+dw6iJC3x+1+vXtAflToH/FdUm8SeB/weIgM/3ff/57gP6vv8elIL+Z6OM6e9FdUDocdw86eQClH8O1Q7w61FikX8X5QR4fV9bwdPy66hslh8HfgX4VtSzeZyfEUEQBOEVhJZlpxXfFQRBEAThYfA87zuBdwBLvu8/NoGgs8DzvA8Db/F9//rLfCmCIAiCIDwAUiYgCIIgCGdAV/vC5wELlSnwLcB7XumOAEEQBEEQXvmIM0AQBEEQzoYGSjdgBVVffxNVhvCOl/GaHiU/QVe5gyAIgiAIryykTEAQBEEQBEEQBEEQnjJEQFAQBEEQBEEQBEEQnjLEGSAIgiAIgiAIgiAITxniDBAEQRAEQRAEQRCEpwxxBgiCIAiCIAiCIAjCU4Y4AwRBEARBEARBEAThKUOcAYIgCIIgCIIgCILwlCHOAEEQBEEQBEEQBEF4yhBngCAIgiAIgiAIgiA8ZYgzQBAEQRAEQRAEQRCeMsQZIAiCIAiCIAiCIAhPGf8/M30swAimENIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1200x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6), dpi=120)\n",
    "\n",
    "# set styling on a single chart\n",
    "with sns.axes_style(\"darkgrid\"):\n",
    "    ax = sns.scatterplot(data=data_clean, x=\"USD_Production_Budget\", y=\"USD_Worldwide_Gross\", \n",
    "                         hue=\"USD_Worldwide_Gross\", size=\"USD_Worldwide_Gross\")\n",
    "\n",
    "    ax.set(ylim=(0, 3000000000), xlim=(0, 450000000), ylabel=\"Revenue in $ billions\", xlabel=\"Budget in $100 millions\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# movie budgets over time\n",
    "plt.figure(figsize=(10, 5), dpi=120)\n",
    " \n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    ax = sns.scatterplot(data=data_clean, x=\"Release_Date\", y=\"USD_Production_Budget\", \n",
    "                         hue=\"USD_Worldwide_Gross\", size=\"USD_Worldwide_Gross\")\n",
    " \n",
    "    ax.set(ylim=(0, 450000000), xlim=(data_clean[\"Release_Date\"].min(), data_clean[\"Release_Date\"].max()), \n",
    "           xlabel=\"Year\", ylabel=\"Budget in $100 millions\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "r_2hFz9py84b"
   },
   "source": [
    "# Converting Years to Decades Trick\n",
    "\n",
    "**Challenge**: Create a column in `data_clean` that has the decade of the release. \n",
    "\n",
    "<img src=https://i.imgur.com/0VEfagw.png width=650> \n",
    "\n",
    "Here's how: \n",
    "1. Create a [`DatetimeIndex` object](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DatetimeIndex.html) from the Release_Date column. \n",
    "2. Grab all the years from the `DatetimeIndex` object using the `.year` property.\n",
    "<img src=https://i.imgur.com/5m06Ach.png width=650>\n",
    "3. Use floor division `//` to convert the year data to the decades of the films.\n",
    "4. Add the decades as a `Decade` column to the `data_clean` DataFrame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "id": "lak08IPMTn-j"
   },
   "outputs": [],
   "source": [
    "dt_index = pd.DatetimeIndex(data_clean[\"Release_Date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "years = dt_index.year\n",
    "decades = years // 10*10\n",
    "data_clean[\"Decade\"] = decades"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "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>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "      <th>Decade</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5293</td>\n",
       "      <td>1915-08-02</td>\n",
       "      <td>The Birth of a Nation</td>\n",
       "      <td>110000</td>\n",
       "      <td>11000000</td>\n",
       "      <td>10000000</td>\n",
       "      <td>1910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5140</td>\n",
       "      <td>1916-05-09</td>\n",
       "      <td>Intolerance</td>\n",
       "      <td>385907</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5230</td>\n",
       "      <td>1916-12-24</td>\n",
       "      <td>20,000 Leagues Under the Sea</td>\n",
       "      <td>200000</td>\n",
       "      <td>8000000</td>\n",
       "      <td>8000000</td>\n",
       "      <td>1910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5299</td>\n",
       "      <td>1920-09-17</td>\n",
       "      <td>Over the Hill to the Poorhouse</td>\n",
       "      <td>100000</td>\n",
       "      <td>3000000</td>\n",
       "      <td>3000000</td>\n",
       "      <td>1920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5222</td>\n",
       "      <td>1925-01-01</td>\n",
       "      <td>The Big Parade</td>\n",
       "      <td>245000</td>\n",
       "      <td>22000000</td>\n",
       "      <td>11000000</td>\n",
       "      <td>1920</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Rank Release_Date                     Movie_Title  USD_Production_Budget  \\\n",
       "0  5293   1915-08-02           The Birth of a Nation                 110000   \n",
       "1  5140   1916-05-09                     Intolerance                 385907   \n",
       "2  5230   1916-12-24    20,000 Leagues Under the Sea                 200000   \n",
       "3  5299   1920-09-17  Over the Hill to the Poorhouse                 100000   \n",
       "4  5222   1925-01-01                  The Big Parade                 245000   \n",
       "\n",
       "   USD_Worldwide_Gross  USD_Domestic_Gross  Decade  \n",
       "0             11000000            10000000    1910  \n",
       "1                    0                   0    1910  \n",
       "2              8000000             8000000    1910  \n",
       "3              3000000             3000000    1920  \n",
       "4             22000000            11000000    1920  "
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check the new column\n",
    "data_clean.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "q-X7NK_9zIz9"
   },
   "source": [
    "### Separate the \"old\" (before 1969) and \"New\" (1970s onwards) Films\n",
    "\n",
    "**Challenge**: Create two new DataFrames: `old_films` and `new_films`\n",
    "* `old_films` should include all the films before 1969 (up to and including 1969)\n",
    "* `new_films` should include all the films from 1970 onwards\n",
    "* How many films were released prior to 1970?\n",
    "* What was the most expensive film made prior to 1970?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {
    "id": "qe93nMcBTqQz"
   },
   "outputs": [],
   "source": [
    "# looking for decades\n",
    "old_films = data_clean[data_clean[\"Decade\"] <= 1960]\n",
    "new_films = data_clean[data_clean[\"Decade\"] > 1960]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                     153\n",
       "Release_Date             153\n",
       "Movie_Title              153\n",
       "USD_Production_Budget    153\n",
       "USD_Worldwide_Gross      153\n",
       "USD_Domestic_Gross       153\n",
       "Decade                   153\n",
       "dtype: int64"
      ]
     },
     "execution_count": 91,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "old_films.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Rank                     5231\n",
       "Release_Date             5231\n",
       "Movie_Title              5231\n",
       "USD_Production_Budget    5231\n",
       "USD_Worldwide_Gross      5231\n",
       "USD_Domestic_Gross       5231\n",
       "Decade                   5231\n",
       "dtype: int64"
      ]
     },
     "execution_count": 92,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_films.count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .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>Rank</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "      <th>Decade</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>153.00</td>\n",
       "      <td>153.00</td>\n",
       "      <td>153.00</td>\n",
       "      <td>153.00</td>\n",
       "      <td>153.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>4,274.77</td>\n",
       "      <td>4,611,297.65</td>\n",
       "      <td>30,419,634.38</td>\n",
       "      <td>22,389,473.87</td>\n",
       "      <td>1,949.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>742.14</td>\n",
       "      <td>5,713,648.85</td>\n",
       "      <td>54,931,828.93</td>\n",
       "      <td>32,641,752.41</td>\n",
       "      <td>12.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1,253.00</td>\n",
       "      <td>100,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1,910.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>3,973.00</td>\n",
       "      <td>1,250,000.00</td>\n",
       "      <td>5,273,000.00</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>1,940.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>4,434.00</td>\n",
       "      <td>2,900,000.00</td>\n",
       "      <td>10,000,000.00</td>\n",
       "      <td>10,000,000.00</td>\n",
       "      <td>1,950.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4,785.00</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>33,208,099.00</td>\n",
       "      <td>28,350,000.00</td>\n",
       "      <td>1,960.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5,299.00</td>\n",
       "      <td>42,000,000.00</td>\n",
       "      <td>390,525,192.00</td>\n",
       "      <td>198,680,470.00</td>\n",
       "      <td>1,960.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          Rank  USD_Production_Budget  USD_Worldwide_Gross  \\\n",
       "count   153.00                 153.00               153.00   \n",
       "mean  4,274.77           4,611,297.65        30,419,634.38   \n",
       "std     742.14           5,713,648.85        54,931,828.93   \n",
       "min   1,253.00             100,000.00                 0.00   \n",
       "25%   3,973.00           1,250,000.00         5,273,000.00   \n",
       "50%   4,434.00           2,900,000.00        10,000,000.00   \n",
       "75%   4,785.00           5,000,000.00        33,208,099.00   \n",
       "max   5,299.00          42,000,000.00       390,525,192.00   \n",
       "\n",
       "       USD_Domestic_Gross   Decade  \n",
       "count              153.00   153.00  \n",
       "mean        22,389,473.87 1,949.15  \n",
       "std         32,641,752.41    12.72  \n",
       "min                  0.00 1,910.00  \n",
       "25%          5,000,000.00 1,940.00  \n",
       "50%         10,000,000.00 1,950.00  \n",
       "75%         28,350,000.00 1,960.00  \n",
       "max        198,680,470.00 1,960.00  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "old_films.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "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>Rank</th>\n",
       "      <th>Release_Date</th>\n",
       "      <th>Movie_Title</th>\n",
       "      <th>USD_Production_Budget</th>\n",
       "      <th>USD_Worldwide_Gross</th>\n",
       "      <th>USD_Domestic_Gross</th>\n",
       "      <th>Decade</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>1253</td>\n",
       "      <td>1963-12-06</td>\n",
       "      <td>Cleopatra</td>\n",
       "      <td>42000000</td>\n",
       "      <td>71000000</td>\n",
       "      <td>57000000</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2175</td>\n",
       "      <td>1969-12-16</td>\n",
       "      <td>Hello, Dolly</td>\n",
       "      <td>24000000</td>\n",
       "      <td>33208099</td>\n",
       "      <td>33208099</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2465</td>\n",
       "      <td>1969-01-01</td>\n",
       "      <td>Sweet Charity</td>\n",
       "      <td>20000000</td>\n",
       "      <td>8000000</td>\n",
       "      <td>8000000</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2425</td>\n",
       "      <td>1965-02-15</td>\n",
       "      <td>The Greatest Story Ever Told</td>\n",
       "      <td>20000000</td>\n",
       "      <td>15473333</td>\n",
       "      <td>15473333</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2375</td>\n",
       "      <td>1969-10-15</td>\n",
       "      <td>Paint Your Wagon</td>\n",
       "      <td>20000000</td>\n",
       "      <td>31678778</td>\n",
       "      <td>31678778</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>5228</td>\n",
       "      <td>1969-07-25</td>\n",
       "      <td>The Stewardesses</td>\n",
       "      <td>200000</td>\n",
       "      <td>25000000</td>\n",
       "      <td>13500000</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>5283</td>\n",
       "      <td>1942-11-16</td>\n",
       "      <td>Cat People</td>\n",
       "      <td>134000</td>\n",
       "      <td>8000000</td>\n",
       "      <td>4000000</td>\n",
       "      <td>1940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>5292</td>\n",
       "      <td>1968-01-10</td>\n",
       "      <td>Night of the Living Dead</td>\n",
       "      <td>114000</td>\n",
       "      <td>30000000</td>\n",
       "      <td>12000000</td>\n",
       "      <td>1960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5293</td>\n",
       "      <td>1915-08-02</td>\n",
       "      <td>The Birth of a Nation</td>\n",
       "      <td>110000</td>\n",
       "      <td>11000000</td>\n",
       "      <td>10000000</td>\n",
       "      <td>1910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>5299</td>\n",
       "      <td>1920-09-17</td>\n",
       "      <td>Over the Hill to the Poorhouse</td>\n",
       "      <td>100000</td>\n",
       "      <td>3000000</td>\n",
       "      <td>3000000</td>\n",
       "      <td>1920</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>153 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Rank Release_Date                     Movie_Title  USD_Production_Budget  \\\n",
       "109  1253   1963-12-06                       Cleopatra               42000000   \n",
       "150  2175   1969-12-16                    Hello, Dolly               24000000   \n",
       "143  2465   1969-01-01                   Sweet Charity               20000000   \n",
       "118  2425   1965-02-15    The Greatest Story Ever Told               20000000   \n",
       "148  2375   1969-10-15                Paint Your Wagon               20000000   \n",
       "..    ...          ...                             ...                    ...   \n",
       "147  5228   1969-07-25                The Stewardesses                 200000   \n",
       "29   5283   1942-11-16                      Cat People                 134000   \n",
       "135  5292   1968-01-10        Night of the Living Dead                 114000   \n",
       "0    5293   1915-08-02           The Birth of a Nation                 110000   \n",
       "3    5299   1920-09-17  Over the Hill to the Poorhouse                 100000   \n",
       "\n",
       "     USD_Worldwide_Gross  USD_Domestic_Gross  Decade  \n",
       "109             71000000            57000000    1960  \n",
       "150             33208099            33208099    1960  \n",
       "143              8000000             8000000    1960  \n",
       "118             15473333            15473333    1960  \n",
       "148             31678778            31678778    1960  \n",
       "..                   ...                 ...     ...  \n",
       "147             25000000            13500000    1960  \n",
       "29               8000000             4000000    1940  \n",
       "135             30000000            12000000    1960  \n",
       "0               11000000            10000000    1910  \n",
       "3                3000000             3000000    1920  \n",
       "\n",
       "[153 rows x 7 columns]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# most expensive before 1970\n",
    "old_films.sort_values(\"USD_Production_Budget\", ascending=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "msXABzF3zW7e"
   },
   "source": [
    "# Seaborn Regression Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "id": "2ajPcWMJTsom"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5), dpi=120)\n",
    "\n",
    "with sns.axes_style(\"whitegrid\"):\n",
    "    sns.regplot(data=old_films, x=\"USD_Production_Budget\", y=\"USD_Worldwide_Gross\", \n",
    "                scatter_kws={\"alpha\": 0.4}, line_kws={\"color\": \"black\"})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6k4MeLmxWFwX"
   },
   "source": [
    "**Challenge**: Use Seaborn's `.regplot()` to show the scatter plot and linear regression line against the `new_films`. \n",
    "<br>\n",
    "<br>\n",
    "Style the chart\n",
    "\n",
    "* Put the chart on a `'darkgrid'`.\n",
    "* Set limits on the axes so that they don't show negative values.\n",
    "* Label the axes on the plot \"Revenue in \\$ billions\" and \"Budget in \\$ millions\".\n",
    "* Provide HEX colour codes for the plot and the regression line. Make the dots dark blue (#2f4b7c) and the line orange (#ff7c43).\n",
    "\n",
    "Interpret the chart\n",
    "\n",
    "* Do our data points for the new films align better or worse with the linear regression than for our older films?\n",
    "* Roughly how much would a film with a budget of $150 million make according to the regression line?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {
    "id": "6cOVsxqvTui2"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 5), dpi=120)\n",
    "\n",
    "with sns.axes_style(\"darkgrid\"):\n",
    "    ax = sns.regplot(data=new_films, x=\"USD_Production_Budget\", y=\"USD_Worldwide_Gross\", color=\"#2f4b7c\", \n",
    "                     scatter_kws={\"alpha\": 0.3}, line_kws={\"color\": \"#ff7c43\"})\n",
    "    ax.set(ylim=(0, 3000000000), xlim=(0, 450000000), ylabel=\"Revenue in $ billions\", xlabel=\"Budget in $100 millions\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Q1SUPPMAzlVK"
   },
   "source": [
    "# Run Your Own Regression with scikit-learn\n",
    "\n",
    "$$ REV \\hat ENUE = \\theta _0 + \\theta _1 BUDGET$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {
    "id": "QmX-wMMLTwBW"
   },
   "outputs": [],
   "source": [
    "# needs another import\n",
    "from sklearn.linear_model import LinearRegression"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "regression = LinearRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Explanatory Variable(s) or Feature(s)\n",
    "X = new_films[[\"USD_Production_Budget\"]]\n",
    "\n",
    "# Response Variable or Target\n",
    "y = new_films[[\"USD_Worldwide_Gross\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [],
   "source": [
    "# find the best fit line\n",
    "model = regression.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.0842578e+09]])"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.predict([[350000000]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-8650768.00661024])"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# theta zero\n",
    "regression.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[3.12259592]])"
      ]
     },
     "execution_count": 110,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# theta one\n",
    "regression.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5577032617720403"
      ]
     },
     "execution_count": 111,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# r-squared\n",
    "regression.score(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "o23E9iT1RHQ1"
   },
   "source": [
    "**Challenge**: Run a linear regression for the `old_films`. Calculate the intercept, slope and r-squared. How much of the variance in movie revenue does the linear model explain in this case?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "id": "Sd43DJNDT0yQ"
   },
   "outputs": [],
   "source": [
    "X = old_films[[\"USD_Production_Budget\"]]\n",
    "y = old_films[[\"USD_Worldwide_Gross\"]]\n",
    "\n",
    "model = regression.fit(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {
    "id": "ygKsLBx5Rs7t"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([22821538.63508038])"
      ]
     },
     "execution_count": 114,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regression.intercept_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.64771314]])"
      ]
     },
     "execution_count": 116,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "regression.coef_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.02937258620576877"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the r-squared is very low\n",
    "regression.score(X, y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hoD3PeG75p78"
   },
   "source": [
    "# Use Your Model to Make a Prediction\n",
    "\n",
    "We just estimated the slope and intercept! Remember that our Linear Model has the following form:\n",
    "\n",
    "$$ REV \\hat ENUE = \\theta _0 + \\theta _1 BUDGET$$\n",
    "\n",
    "**Challenge**:  How much global revenue does our model estimate for a film with a budget of $350 million? "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {
    "id": "fX4I4h5i5rgF"
   },
   "outputs": [],
   "source": [
    "# re-run using the new_films dataframe\n",
    "regression = LinearRegression()\n",
    "\n",
    "X = new_films[[\"USD_Production_Budget\"]]\n",
    "y = new_films[[\"USD_Worldwide_Gross\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {
    "id": "fB2Yp8ln5qfO"
   },
   "outputs": [],
   "source": [
    "model = regression.fit(X,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.0842578e+09]])"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# prediction\n",
    "model.predict([[350000000]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# alternatively\n",
    "budget = 350000000\n",
    "revenue_estimate = regression.intercept_[0] + (regression.coef_[0, 0] * budget)\n",
    "revenue_estimate = round(revenue_estimate, -6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1084000000.0"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "revenue_estimate"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---"
   ]
  }
 ],
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