Movie Portfolio Project.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "4a41df5d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Import libraries\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "from matplotlib.pyplot import figure\n",
    "\n",
    "%matplotlib inline\n",
    "matplotlib.rcParams['figure.figsize'] = (12,8) # Adjusts the configuration of the plots we will create\n",
    "\n",
    "\n",
    "#Read in the data\n",
    "df = pd.read_csv(r'C:\\Users\\barka\\Downloads\\movies.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "5482e702",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000.0</td>\n",
       "      <td>46998772.0</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000.0</td>\n",
       "      <td>58853106.0</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000.0</td>\n",
       "      <td>538375067.0</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000.0</td>\n",
       "      <td>83453539.0</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000.0</td>\n",
       "      <td>39846344.0</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  year  \\\n",
       "0                                     The Shining      R      Drama  1980   \n",
       "1                                 The Blue Lagoon      R  Adventure  1980   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                       Airplane!     PG     Comedy  1980   \n",
       "4                                      Caddyshack      R     Comedy  1980   \n",
       "\n",
       "                        released  score      votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
       "\n",
       "                    writer            star         country      budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom  19000000.0   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000.0   \n",
       "2           Leigh Brackett     Mark Hamill   United States  18000000.0   \n",
       "3             Jim Abrahams     Robert Hays   United States   3500000.0   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States   6000000.0   \n",
       "\n",
       "         gross             company  runtime  \n",
       "0   46998772.0        Warner Bros.    146.0  \n",
       "1   58853106.0   Columbia Pictures    104.0  \n",
       "2  538375067.0           Lucasfilm    124.0  \n",
       "3   83453539.0  Paramount Pictures     88.0  \n",
       "4   39846344.0      Orion Pictures     98.0  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Let's look at the data\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "041cb3ae",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name - 0.0%\n",
      "rating - 0.010041731872717789%\n",
      "genre - 0.0%\n",
      "year - 0.0%\n",
      "released - 0.0002608242044861763%\n",
      "score - 0.0003912363067292645%\n",
      "votes - 0.0003912363067292645%\n",
      "director - 0.0%\n",
      "writer - 0.0003912363067292645%\n",
      "star - 0.00013041210224308815%\n",
      "country - 0.0003912363067292645%\n",
      "budget - 0.2831246739697444%\n",
      "gross - 0.02464788732394366%\n",
      "company - 0.002217005738132499%\n",
      "runtime - 0.0005216484089723526%\n"
     ]
    }
   ],
   "source": [
    "# Let's see if there is any missing data\n",
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, pct_missing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "1496f7d1",
   "metadata": {},
   "outputs": [],
   "source": [
    "# NaN values are too few, so we discard them\n",
    "df.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ccc0a8e1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "name - 0.0%\n",
      "rating - 0.0%\n",
      "genre - 0.0%\n",
      "year - 0.0%\n",
      "released - 0.0%\n",
      "score - 0.0%\n",
      "votes - 0.0%\n",
      "director - 0.0%\n",
      "writer - 0.0%\n",
      "star - 0.0%\n",
      "country - 0.0%\n",
      "budget - 0.0%\n",
      "gross - 0.0%\n",
      "company - 0.0%\n",
      "runtime - 0.0%\n"
     ]
    }
   ],
   "source": [
    "# Again see if there is any missing data\n",
    "for col in df.columns:\n",
    "    pct_missing = np.mean(df[col].isnull())\n",
    "    print('{} - {}%'.format(col, pct_missing))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "38442de1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         object\n",
       "rating       object\n",
       "genre        object\n",
       "year          int64\n",
       "released     object\n",
       "score       float64\n",
       "votes       float64\n",
       "director     object\n",
       "writer       object\n",
       "star         object\n",
       "country      object\n",
       "budget      float64\n",
       "gross       float64\n",
       "company      object\n",
       "runtime     float64\n",
       "dtype: object"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data types for our columns\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ca69da82",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Change data type  columns\n",
    "df['budget'] = df['budget'].astype('int64')\n",
    "df['gross'] = df['gross'].astype('int64')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "f356bf74",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
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       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
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       "      <th>writer</th>\n",
       "      <th>star</th>\n",
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       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  year  \\\n",
       "0                                     The Shining      R      Drama  1980   \n",
       "1                                 The Blue Lagoon      R  Adventure  1980   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                       Airplane!     PG     Comedy  1980   \n",
       "4                                      Caddyshack      R     Comedy  1980   \n",
       "\n",
       "                        released  score      votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
       "\n",
       "                    writer            star         country    budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom  19000000   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000   \n",
       "2           Leigh Brackett     Mark Hamill   United States  18000000   \n",
       "3             Jim Abrahams     Robert Hays   United States   3500000   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States   6000000   \n",
       "\n",
       "       gross             company  runtime  \n",
       "0   46998772        Warner Bros.    146.0  \n",
       "1   58853106   Columbia Pictures    104.0  \n",
       "2  538375067           Lucasfilm    124.0  \n",
       "3   83453539  Paramount Pictures     88.0  \n",
       "4   39846344      Orion Pictures     98.0  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "a28ae5bd",
   "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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>The Shining</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000.0</td>\n",
       "      <td>Stanley Kubrick</td>\n",
       "      <td>Stephen King</td>\n",
       "      <td>Jack Nicholson</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>19000000</td>\n",
       "      <td>46998772</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>146.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>The Blue Lagoon</td>\n",
       "      <td>R</td>\n",
       "      <td>Adventure</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000.0</td>\n",
       "      <td>Randal Kleiser</td>\n",
       "      <td>Henry De Vere Stacpoole</td>\n",
       "      <td>Brooke Shields</td>\n",
       "      <td>United States</td>\n",
       "      <td>4500000</td>\n",
       "      <td>58853106</td>\n",
       "      <td>Columbia Pictures</td>\n",
       "      <td>104.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Star Wars: Episode V - The Empire Strikes Back</td>\n",
       "      <td>PG</td>\n",
       "      <td>Action</td>\n",
       "      <td>1980</td>\n",
       "      <td>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000.0</td>\n",
       "      <td>Irvin Kershner</td>\n",
       "      <td>Leigh Brackett</td>\n",
       "      <td>Mark Hamill</td>\n",
       "      <td>United States</td>\n",
       "      <td>18000000</td>\n",
       "      <td>538375067</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>124.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Airplane!</td>\n",
       "      <td>PG</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000.0</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>Robert Hays</td>\n",
       "      <td>United States</td>\n",
       "      <td>3500000</td>\n",
       "      <td>83453539</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>88.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Caddyshack</td>\n",
       "      <td>R</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1980</td>\n",
       "      <td>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000.0</td>\n",
       "      <td>Harold Ramis</td>\n",
       "      <td>Brian Doyle-Murray</td>\n",
       "      <td>Chevy Chase</td>\n",
       "      <td>United States</td>\n",
       "      <td>6000000</td>\n",
       "      <td>39846344</td>\n",
       "      <td>Orion Pictures</td>\n",
       "      <td>98.0</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  year  \\\n",
       "0                                     The Shining      R      Drama  1980   \n",
       "1                                 The Blue Lagoon      R  Adventure  1980   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action  1980   \n",
       "3                                       Airplane!     PG     Comedy  1980   \n",
       "4                                      Caddyshack      R     Comedy  1980   \n",
       "\n",
       "                        released  score      votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000.0  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000.0   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000.0   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000.0     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000.0     Harold Ramis   \n",
       "\n",
       "                    writer            star         country    budget  \\\n",
       "0             Stephen King  Jack Nicholson  United Kingdom  19000000   \n",
       "1  Henry De Vere Stacpoole  Brooke Shields   United States   4500000   \n",
       "2           Leigh Brackett     Mark Hamill   United States  18000000   \n",
       "3             Jim Abrahams     Robert Hays   United States   3500000   \n",
       "4       Brian Doyle-Murray     Chevy Chase   United States   6000000   \n",
       "\n",
       "       gross             company  runtime  yearcorrect  \n",
       "0   46998772        Warner Bros.    146.0         1980  \n",
       "1   58853106   Columbia Pictures    104.0         1980  \n",
       "2  538375067           Lucasfilm    124.0         1980  \n",
       "3   83453539  Paramount Pictures     88.0         1980  \n",
       "4   39846344      Orion Pictures     98.0         1980  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create corrwct Year column\n",
    "df['yearcorrect'] = df['released'].str.extract(pat = '([0-9]{4})').astype(int)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "f0c84d8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
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       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2847246203</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2797501328</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2201647264</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5640</th>\n",
       "      <td>Tanner Hall</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2009</td>\n",
       "      <td>January 15, 2015 (Sweden)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>Francesca Gregorini</td>\n",
       "      <td>Tatiana von Fürstenberg</td>\n",
       "      <td>Rooney Mara</td>\n",
       "      <td>United States</td>\n",
       "      <td>3000000</td>\n",
       "      <td>5073</td>\n",
       "      <td>Two Prong Lesson</td>\n",
       "      <td>96.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2434</th>\n",
       "      <td>Philadelphia Experiment II</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>1993</td>\n",
       "      <td>June 4, 1994 (South Korea)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>Stephen Cornwell</td>\n",
       "      <td>Wallace C. Bennett</td>\n",
       "      <td>Brad Johnson</td>\n",
       "      <td>United States</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2970</td>\n",
       "      <td>Trimark Pictures</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>Ginger Snaps</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2000</td>\n",
       "      <td>May 11, 2001 (Canada)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>43000.0</td>\n",
       "      <td>John Fawcett</td>\n",
       "      <td>Karen Walton</td>\n",
       "      <td>Emily Perkins</td>\n",
       "      <td>Canada</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2554</td>\n",
       "      <td>Copperheart Entertainment</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Parasite</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror</td>\n",
       "      <td>1982</td>\n",
       "      <td>March 12, 1982 (United States)</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>Charles Band</td>\n",
       "      <td>Alan J. Adler</td>\n",
       "      <td>Robert Glaudini</td>\n",
       "      <td>United States</td>\n",
       "      <td>800000</td>\n",
       "      <td>2270</td>\n",
       "      <td>Embassy Pictures</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3203</th>\n",
       "      <td>Trojan War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1997</td>\n",
       "      <td>October 1, 1997 (Brazil)</td>\n",
       "      <td>5.7</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>George Huang</td>\n",
       "      <td>Andy Burg</td>\n",
       "      <td>Will Friedle</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000000</td>\n",
       "      <td>309</td>\n",
       "      <td>Daybreak</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5421 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name     rating   genre  year  \\\n",
       "5445                                      Avatar      PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame      PG-13  Action  2019   \n",
       "3045                                     Titanic      PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens      PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War      PG-13  Action  2018   \n",
       "...                                          ...        ...     ...   ...   \n",
       "5640                                 Tanner Hall          R   Drama  2009   \n",
       "2434                  Philadelphia Experiment II      PG-13  Action  1993   \n",
       "3681                                Ginger Snaps  Not Rated   Drama  2000   \n",
       "272                                     Parasite          R  Horror  1982   \n",
       "3203                                  Trojan War      PG-13  Comedy  1997   \n",
       "\n",
       "                               released  score      votes  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0   \n",
       "6663  December 18, 2015 (United States)    7.8   876000.0   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0   \n",
       "...                                 ...    ...        ...   \n",
       "5640          January 15, 2015 (Sweden)    5.8     3500.0   \n",
       "2434         June 4, 1994 (South Korea)    4.5     1900.0   \n",
       "3681              May 11, 2001 (Canada)    6.8    43000.0   \n",
       "272      March 12, 1982 (United States)    3.9     2300.0   \n",
       "3203           October 1, 1997 (Brazil)    5.7     5800.0   \n",
       "\n",
       "                 director                   writer               star  \\\n",
       "5445        James Cameron            James Cameron    Sam Worthington   \n",
       "7445        Anthony Russo       Christopher Markus  Robert Downey Jr.   \n",
       "3045        James Cameron            James Cameron  Leonardo DiCaprio   \n",
       "6663          J.J. Abrams          Lawrence Kasdan       Daisy Ridley   \n",
       "7244        Anthony Russo       Christopher Markus  Robert Downey Jr.   \n",
       "...                   ...                      ...                ...   \n",
       "5640  Francesca Gregorini  Tatiana von Fürstenberg        Rooney Mara   \n",
       "2434     Stephen Cornwell       Wallace C. Bennett       Brad Johnson   \n",
       "3681         John Fawcett             Karen Walton      Emily Perkins   \n",
       "272          Charles Band            Alan J. Adler    Robert Glaudini   \n",
       "3203         George Huang                Andy Burg       Will Friedle   \n",
       "\n",
       "            country     budget       gross                    company  \\\n",
       "5445  United States  237000000  2847246203      Twentieth Century Fox   \n",
       "7445  United States  356000000  2797501328             Marvel Studios   \n",
       "3045  United States  200000000  2201647264      Twentieth Century Fox   \n",
       "6663  United States  245000000  2069521700                  Lucasfilm   \n",
       "7244  United States  321000000  2048359754             Marvel Studios   \n",
       "...             ...        ...         ...                        ...   \n",
       "5640  United States    3000000        5073           Two Prong Lesson   \n",
       "2434  United States    5000000        2970           Trimark Pictures   \n",
       "3681         Canada    5000000        2554  Copperheart Entertainment   \n",
       "272   United States     800000        2270           Embassy Pictures   \n",
       "3203  United States   15000000         309                   Daybreak   \n",
       "\n",
       "      runtime  yearcorrect  \n",
       "5445    162.0         2009  \n",
       "7445    181.0         2019  \n",
       "3045    194.0         1997  \n",
       "6663    138.0         2015  \n",
       "7244    149.0         2018  \n",
       "...       ...          ...  \n",
       "5640     96.0         2015  \n",
       "2434     97.0         1994  \n",
       "3681    108.0         2001  \n",
       "272      85.0         1982  \n",
       "3203     85.0         1997  \n",
       "\n",
       "[5421 rows x 16 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by=['gross'], inplace=False, ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b36c37bb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# If you want to see all the rows, use the code below\n",
    "# pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8885e8d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.sort_values(by=['gross'], inplace=False, ascending = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "c8a86c5c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2201647264</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5640</th>\n",
       "      <td>Tanner Hall</td>\n",
       "      <td>R</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2009</td>\n",
       "      <td>January 15, 2015 (Sweden)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>Francesca Gregorini</td>\n",
       "      <td>Tatiana von Fürstenberg</td>\n",
       "      <td>Rooney Mara</td>\n",
       "      <td>United States</td>\n",
       "      <td>3000000</td>\n",
       "      <td>5073</td>\n",
       "      <td>Two Prong Lesson</td>\n",
       "      <td>96.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2434</th>\n",
       "      <td>Philadelphia Experiment II</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>1993</td>\n",
       "      <td>June 4, 1994 (South Korea)</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>Stephen Cornwell</td>\n",
       "      <td>Wallace C. Bennett</td>\n",
       "      <td>Brad Johnson</td>\n",
       "      <td>United States</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2970</td>\n",
       "      <td>Trimark Pictures</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>Ginger Snaps</td>\n",
       "      <td>Not Rated</td>\n",
       "      <td>Drama</td>\n",
       "      <td>2000</td>\n",
       "      <td>May 11, 2001 (Canada)</td>\n",
       "      <td>6.8</td>\n",
       "      <td>43000.0</td>\n",
       "      <td>John Fawcett</td>\n",
       "      <td>Karen Walton</td>\n",
       "      <td>Emily Perkins</td>\n",
       "      <td>Canada</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2554</td>\n",
       "      <td>Copperheart Entertainment</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Parasite</td>\n",
       "      <td>R</td>\n",
       "      <td>Horror</td>\n",
       "      <td>1982</td>\n",
       "      <td>March 12, 1982 (United States)</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>Charles Band</td>\n",
       "      <td>Alan J. Adler</td>\n",
       "      <td>Robert Glaudini</td>\n",
       "      <td>United States</td>\n",
       "      <td>800000</td>\n",
       "      <td>2270</td>\n",
       "      <td>Embassy Pictures</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3203</th>\n",
       "      <td>Trojan War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>1997</td>\n",
       "      <td>October 1, 1997 (Brazil)</td>\n",
       "      <td>5.7</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>George Huang</td>\n",
       "      <td>Andy Burg</td>\n",
       "      <td>Will Friedle</td>\n",
       "      <td>United States</td>\n",
       "      <td>15000000</td>\n",
       "      <td>309</td>\n",
       "      <td>Daybreak</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5421 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name     rating   genre  year  \\\n",
       "5445                                      Avatar      PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame      PG-13  Action  2019   \n",
       "3045                                     Titanic      PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens      PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War      PG-13  Action  2018   \n",
       "...                                          ...        ...     ...   ...   \n",
       "5640                                 Tanner Hall          R   Drama  2009   \n",
       "2434                  Philadelphia Experiment II      PG-13  Action  1993   \n",
       "3681                                Ginger Snaps  Not Rated   Drama  2000   \n",
       "272                                     Parasite          R  Horror  1982   \n",
       "3203                                  Trojan War      PG-13  Comedy  1997   \n",
       "\n",
       "                               released  score      votes  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0   \n",
       "6663  December 18, 2015 (United States)    7.8   876000.0   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0   \n",
       "...                                 ...    ...        ...   \n",
       "5640          January 15, 2015 (Sweden)    5.8     3500.0   \n",
       "2434         June 4, 1994 (South Korea)    4.5     1900.0   \n",
       "3681              May 11, 2001 (Canada)    6.8    43000.0   \n",
       "272      March 12, 1982 (United States)    3.9     2300.0   \n",
       "3203           October 1, 1997 (Brazil)    5.7     5800.0   \n",
       "\n",
       "                 director                   writer               star  \\\n",
       "5445        James Cameron            James Cameron    Sam Worthington   \n",
       "7445        Anthony Russo       Christopher Markus  Robert Downey Jr.   \n",
       "3045        James Cameron            James Cameron  Leonardo DiCaprio   \n",
       "6663          J.J. Abrams          Lawrence Kasdan       Daisy Ridley   \n",
       "7244        Anthony Russo       Christopher Markus  Robert Downey Jr.   \n",
       "...                   ...                      ...                ...   \n",
       "5640  Francesca Gregorini  Tatiana von Fürstenberg        Rooney Mara   \n",
       "2434     Stephen Cornwell       Wallace C. Bennett       Brad Johnson   \n",
       "3681         John Fawcett             Karen Walton      Emily Perkins   \n",
       "272          Charles Band            Alan J. Adler    Robert Glaudini   \n",
       "3203         George Huang                Andy Burg       Will Friedle   \n",
       "\n",
       "            country     budget       gross                    company  \\\n",
       "5445  United States  237000000  2847246203      Twentieth Century Fox   \n",
       "7445  United States  356000000  2797501328             Marvel Studios   \n",
       "3045  United States  200000000  2201647264      Twentieth Century Fox   \n",
       "6663  United States  245000000  2069521700                  Lucasfilm   \n",
       "7244  United States  321000000  2048359754             Marvel Studios   \n",
       "...             ...        ...         ...                        ...   \n",
       "5640  United States    3000000        5073           Two Prong Lesson   \n",
       "2434  United States    5000000        2970           Trimark Pictures   \n",
       "3681         Canada    5000000        2554  Copperheart Entertainment   \n",
       "272   United States     800000        2270           Embassy Pictures   \n",
       "3203  United States   15000000         309                   Daybreak   \n",
       "\n",
       "      runtime  yearcorrect  \n",
       "5445    162.0         2009  \n",
       "7445    181.0         2019  \n",
       "3045    194.0         1997  \n",
       "6663    138.0         2015  \n",
       "7244    149.0         2018  \n",
       "...       ...          ...  \n",
       "5640     96.0         2015  \n",
       "2434     97.0         1994  \n",
       "3681    108.0         2001  \n",
       "272      85.0         1982  \n",
       "3203     85.0         1997  \n",
       "\n",
       "[5421 rows x 16 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Drop any duplicates\n",
    "df.drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "f78eba01",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2847246203</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2797501328</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2201647264</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  year  \\\n",
       "5445                                      Avatar  PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame  PG-13  Action  2019   \n",
       "3045                                     Titanic  PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War  PG-13  Action  2018   \n",
       "\n",
       "                               released  score      votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
       "\n",
       "                  writer               star        country     budget  \\\n",
       "5445       James Cameron    Sam Worthington  United States  237000000   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
       "\n",
       "           gross                company  runtime  yearcorrect  \n",
       "5445  2847246203  Twentieth Century Fox    162.0         2009  \n",
       "7445  2797501328         Marvel Studios    181.0         2019  \n",
       "3045  2201647264  Twentieth Century Fox    194.0         1997  \n",
       "6663  2069521700              Lucasfilm    138.0         2015  \n",
       "7244  2048359754         Marvel Studios    149.0         2018  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "66b6c76c",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Budget high correlation`,\n",
    "#Company high correlation`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "70a2ae92",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Scatter plot with budget vs gross\n",
    "plt.scatter(x=df['budget'], y=df['gross'])\n",
    "plt.title('Budget vs Gross Earnings')\n",
    "plt.xlabel('Gross Earnings')\n",
    "plt.ylabel('Budget for Film')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "562509ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2847246203</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2797501328</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2201647264</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  year  \\\n",
       "5445                                      Avatar  PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame  PG-13  Action  2019   \n",
       "3045                                     Titanic  PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War  PG-13  Action  2018   \n",
       "\n",
       "                               released  score      votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
       "\n",
       "                  writer               star        country     budget  \\\n",
       "5445       James Cameron    Sam Worthington  United States  237000000   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
       "\n",
       "           gross                company  runtime  yearcorrect  \n",
       "5445  2847246203  Twentieth Century Fox    162.0         2009  \n",
       "7445  2797501328         Marvel Studios    181.0         2019  \n",
       "3045  2201647264  Twentieth Century Fox    194.0         1997  \n",
       "6663  2069521700              Lucasfilm    138.0         2015  \n",
       "7244  2048359754         Marvel Studios    149.0         2018  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "0086ccfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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hIMVikBIJLB08WO+lEVUc3+9E/jGYJiLyIT48jPn774fZ3w9pdhZmfz/m778f8eHhei+NqOK873d5bo7vd6IC1HovgIioWcSHhxEfHkZfXx9mpqfrvRyiqnLe70RUGDPTRERERERlYjBNRERERFQmBtNERERERGViME1EREREVCYG00REREREZWIwTURERERUJgbTRERERERlYjBNRERERFQmBtNERERERGViME1EREREVCYG00REREREZWIwTURERERUJgbTRERERERlYjBNRERlC42MoHf/fvTv3Yve/fsRGhmp95LKtpaeCxHVjlqLB4lEIn8G4McBTGqadlOO778XwN8DOGd/6W81TfvdWqyNiIjKExoZQdd990EEgzC7uyFPTqLrvvswf//9iA8P13t5JVlLz4WIaqsmwTSAvwDwFQBfK3Cb72ua9uO1WQ4REa1Wx7FjEMEgRFsbALj/7jh2rOkC0LX0XIiotmpS5qFp2vcAXK7FYxERUW0oo6MQra1pXxOtrVBGR+u0ovKtpedCRLXlOzMdiUTeB+AtTdPORSKRQQD/DYAB4LCmaRcrsJY7I5HI8wDGAfy6pmkvV+A+iYioSoyhIciTk24WFwCk5WUYQ0N1XFV51tJzIaLaKqXM448AfND+7y/Z/9YBPATg/7fKdTwDYIumaUuRSOTHAPwdgO25bhiJRA4AOAAAmqahr69vlQ9dHlVV6/bYaxWPaXXwuFYej6lF+vznoX7mMxDxONDWBsRikAwD+uc/X9bxqedxrfRzaRR8r1YHj2vlNfMxlYQQvm4YiUQWNE3rjEQiKoBLALYASAAY1zSt6LOPRCJbAfxTrg2IOW77FoDdmqZNF7mpGB8fL7r2aujr68P0dLHlUSl4TKuDx7XyeExTQiMj6Dh2DMroKIyhISwdPFh2jXG9j2sln0ujqPcxXat4XCuvGY7pxo0bAUDK/HopmemFSCQyAOAmAK/YWeQggMBqFxeJRDYAuKRpmohEIrfDquWeWe39EhFRdcWHh5s+4HSspedCRLVTSjD9IIATAIIAfs3+2l0AXi32g5FI5OsA3gugLxKJXADwBdhBuKZpfwzgZwAcjEQiOoBlAB/VNM1fypyIiIiIqE58B9Oapv1+JBL53wAMTdPetL88BuATPn723iLf/wqs1nlERA3LKQMIjI2hd9OmNVEGQEREq1NSn2lN0844/2139zDstndERGuad6iHWLeOQz2IiAhACX2mI5HIv0Qikbvs//4NAN8A8PVIJHK4WosjImoUaUM9JAmirQ0iGETHsWP1XhoREdVRKUNbbgLwlP3fvwyrBnovgH9X4TURETUcDvUgIqJcSgmmZQAiEolcA0DSNO20pmmjAHqqszQiosZhDA1BWl5O+xqHehARUSnB9A9gbRL8IoD/DQB2YN3YTQGJiCpg6eBBSIkEpFgMEAJSLAYpkcDSwYP1XhoREdVRKcH0xwHMAXgBwG/bX7sewAMVXRERUQOKDw9j/v77Yfb3Q5qdhdnfz82HRETkfwJig+IExDWEx7Q6eFwrj8e0OnhcK8dp4xgcG0OCbRwrju/VymuGY7rqCYiRSCQA4D8B+DkAGwGMA/grAPdrmpaozDKJiIhoNdjGkai2Sinz+AMAd8Pq3rHT/vcwgN+vwrqIiIioDGzjSFRbpQxt2Q9gp6ZpM/b/vxaJRJ4B8DyAQxVfGREREZVMGR2F2d2d9jW2cSSqnlIy01k1IkW+TkRERDXGNo5EtVVKZvphAP8YiUR+B8DbALbAqqHWqrEwIiIiKt3SwYPouu8+63/CYbZxJKqyUjLT/xHA4wC+CuAUgAcBfAfAb1RhXURERFQGtnEkqi1fmelIJKIA+BMABzRN+63qLomIiK4kThu3wNgYetnGrSLiw8OIDw+jr68PMw3eboyo2fnKTGuaZgD4AACzusshoitNaGQEvfv3o3/vXvTu34/QyEi9l0Q15LRxkycn09q48X1ARM2ilDKPowB+JxKJBKu1GCK6sngDKbO7m4HUFYht3IgKY8Kh8ZWyAfHTADYA+GwkEpkCIGB18hCapl1VjcUR0dqWFkgB7r87jh3jZf4rBNu4EeXnHcDjTTiwBr6xlBJM/5uqrYKIrkgMpMgYGrJKPOwTKYBt3IgcTDg0h1KC6ffn+Xo8EolsBfDPmqZdWv2SiOhKwUCqPM6GPWV0FMbQUFNv2GMbN6L8mHBoDqXUTO+A1QbvfQCutf/9GwBuBXAQwNlIJPKhiq+QiNaspYMHISUSkGIxQAgGUj6stTpztnEjyo8DeJpDKcG0DOCjmqa9W9O0f61p2rsBRAAYmqbtBfBJAP+tGoskorXJG0jJc3MMpHxYixv24sPDmHn4YSRfew0zDz/M15/IxoRDcyilzOODAO7N+No/Afgr+7//F4CvVGJRRHTlcPrhkj+87Et05XASDmulrGutKiWYfhNWOYc3YP539tcBoA9AtELrIiJqOI0wXIR15kRXFiYcGl8pwfQnAPxtJBL5DQBjADYBMAD8lP396wD858ouj4ioMXhbVHmHi9S6LMW7YU+0tkJaXuZlXyKiOpKEEL5vHIlEAgD2AtgIYALAk5qmJau0Nj/E+Ph4XR64r68P0xzRWlE8ptXB41oZvfv3uxlhVVWh6zqkWAxmfz9mHn64pmtZS908vPherTwe0+rgca28ZjimGzduBKwZK2lKyUzDDpy/X6E1ERE1jUrVKlciEOZlXyKixlFKNw8ioitWJVpUrbW2dkRExGCaiMiXSrSoWott7SohNDKC3v37EdixA7379/PkgoiaCoNpIiIfKjFcRBkdhWhtTfvald7Wzput927sZEBNRM2ipJppIqIrmVOr3NfXh5kyNsqwrV22XNl65+usCy9fI7RxJKoUIYDlZQmxmIS2NoG2Nv/NM2qBmWkiohrhNLNszNZXHrP9tBYkk8D8vISJCRnnzimYmJAxPy/BMOq9smzMTBMR1QinmWUzhoagnDsHeWEBUjIJNRCA2dkJ4+qr6720psVsPzUjb/Y5FpOQSNR7Rf4xmCYiqiG2tUsX37cP4aefhpBlQFGARALK5CRiH/tYvZfWtDhynpqFrgOxmIRoVMLcHDAz05wFE825aiIiWhNCx4/DGBgAgkHANIFgEMbAAELHj9d7aU2rEm0ciarByT7PzMgYHVVw/ryCqSkZsZgE06z36srHzDQREdWNMjoKs7cXZl+fO1kSQjCLugrekfMIh1mbT3XlZJ9jMQnLy80dNOfDzDQREdUNs6iVV4k2jkSrsbwMXL4s48KFVPY5Gl2bgTTAzDQREdURs6jVsdo2jkSlMIz07HMjdtyoJgbTRERUN94OJ+r4OMyNG6/4DidEzWBlBXbwLGNlpd6rqS8G00REVFfMohI1PsNIb113pWWfC2EwTeSDM02MvYGJiOhKEY+nyjdWVqS6rmV6WsapU0G89FIAn/hEFLfdlqzrerwYTBMV4UwTE8EgzO5ud5oYN/QQUaPiOHEqh2mmZ591vX5rWV4GnnsuiFOngjhxIohz5wLu966+2mAwTdRM0qaJAXWdJsYMefPja0jV5k0AeMeJMwFAuSQS6dlnIeqzDsMAXnlFxcmTIZw8aWWgdT09G97aauKOOxK44YbGCaQBBtNERTXKNDFmyJsfX0OqBY4Tp0Iyx3Yn6xSXCgGMjSk4eTKIkyeDePbZABYXe9NuI8sCN9yQxO7dCezencA73pHEpk0mwuE6Rfx5MJgmKsIYGoI8Oel+IAH16YPbSBlyKk/HsWOQFhehzM9b11NlGWZXF19DqqhGSQBQ40gmgWjUalu3vFy/7PP8vIRTp4J2AB3CxYtK1m02b9bd4PnWWxMNFzjnwmCaqAhvH1zR2gppebkufXD5Adn81BdfhLy4mPqCaUKenYX64ov1W1SVsayl9holAUD10yjZ53gceOmloJt9PnNGhRDppRtdXSZ27UrgPe9R8Y53zGLDhuab7MJgmqgIbx/cegYE/IBsflIsZv+H58NEiNTX1xiWtdQHB+FcmZLJ9NrnekwbNE3g7FkVJ05YwfMLLwQRj6cHz8GgwM03W5nnXbsS2L5dhywDPT09mJ1tvkAaYDBN5IvTB7eeGiVDTuWT8lxbzff1Zue3NImdJyqLg3CuDEIAKyup7HMiUZ91TE7Kbub51KkgZmezSze2b7fqnvfsSeCd70wgFKrDQquIwTRRk2iUDDmVz+zogByNWp+CQlgZalmG2d5e76VVhZ/SpEp1nmA5SToOwlmbdD19bHc9ss/RqIRnn02Vbrz9dnYoOTBg2HXPcezalUB399pMGDgYTBM1kUbIkFP5ogcOIHz0KISiAIoCGAYk00T0wIF6L60q/JQmVaLzBMtJaC1bXgaWl2XEYhLi8do/vq4Dp08HcOKElXl+5ZUADCO9dKO93cRttyXcjYObNxtp1WxrHYNpIqIaWTp0CADQ/tBDkKNRmO3tWDpwwP36WuOnNKkSG2vZ6YbWEsNIzz7Xemy3EMDbb1st606cCOG55wKIxeS02yiKwI03JrFnj1X3fP31SahXcER5BT91qhVefiVKWTp0aM0Gz5n8lCZVYmMtO91ka6Y6dH5GACsrsINnGSsrtX/82VnJHZZy8mQQU1PZdc9bt+rYtSuBPXviuOWWJNra1nbpRikYTFNVVeryK//YEjWnYqVJSwcPovvQIUhjY5AMA6qiQLS3Y+ELX/D9GOx0k66ZJiBeqSU6hpHeuq7W2eeVFeCFF4Ju6cYbbwSybrNunYFdu1KlG+vX16/TRigEtLQItLZa/zQaBtNUVZW4/Hql/rElumIkEpDiccA0IckyRCD7g72QWnW6aZaT+maagHgllejE4+mt62rJMIDXX1fdzPOLLwaRTKavoaVFYOfOhFu6sW2bXre6Z2/w3NIioGQnyhsKg2mqKtZDElEh4SNHIC8tpbqbCAF5aQnhI0d8/37XotNNM53UN1PZSzOttVSmmZ591vXaPv74uIyTJ0M4dcrKPi8spNc9y7LAddfp2L07jt27E7jxxiSCwdqu0REKAd3dQChkNkXwnInBNFUV6yGJmkuts6/q66/D7e9lB9MQwvp6Card6aaZTuqbqeylmdbqRyKRnn2uZQv5xUXvqO4gxsezQ7yNG1Ojunftqt+o7lyZ574+YHq68Uo4/GAwTVVVicuva+2PLVGjqkf2VXKKRSUpNRlSiNTXG0QzndRXog69Vpp9GJVpWoNTolGr80Ytx3YnEsDLLwfcrhtnzqgwzfS6jHDY9NQ9x7FxY33qnputbKNUDKapqipx+bXcP7b1qG9slppKolzqkn1VVbgRiDeN12B9tprupN6T5XdLaBpQMw6jSiSA2VmrjKKW2WchrFHdTub5+eeDWbXXgYDATTclsWePVbqxfbtel8B1rQfPmSTR3GNsxfj4eF0euK+vD9OcKlVRhY5pqUFq2m52TwBezQxbPR7Tj2q+V6/Uk4e1+vvfv3evlX31Bl5CQJ6bw+RTT1XlMfvuvhuBV19ND6QlCcnrr8f0449X5THL0ai/37n07t/vBv6qqkLXdUixGMz+fsw8/HC9l9d0hEivfU4mgZ6eHszOzlb9saenU6O6T54M4vLl7Kj02muTdsu6BG6+OYGWlqovK0slgudm+Lu6ceNGAMg6M22sU3+iPEqth6xHhq2ZaioroZk2ZFVKM/XuLUc9sq8rH/4wAqdPp39RCKx8+MNVe8xyNFMGtZlKUhpVMpk+OKVWecdYTMLzz1vTBk+eDOGtt7LDtPXrjbS653Xral+6caVlnothME1rUj0+TK60D7Ar+eSh0Xv3+pHrqkI96ldbHnnEGq1umqlyBFlGyyOPNNxwm2pvcqyUpitJaQBCWLXPTgCdSNTmcXUdeO01p+45iJdfzh7V3dZm4pZbUqUbV11V+1HdDJ4Lq0kwHYlE/gzAjwOY1DTtphzflwA8AODHAMQAfFzTtGdqsTZam+rxYXKlfYBV6uShWUpFmql3bzGFrip4s69mRwdEIICuw4er9tqoZ89CqCogy5AkCUIIwDShnj1b0ce5knhPihAOQ4rFmmpTX63oenr22axBglcI4MIFxS3bePbZIJaWskd133BDErt3W6UbN9xQ+1HdDJ5LU6uX5y8AfAXA1/J8/0cBbLf/uQPAMfvfRGWpR4at2Xell6oSJw/NVCqylq48FLqqMPPww4gPD9f2tcm8ht7AG+aagbckRR0fh7lxY8OepNba8jKwvCwjFpMQj9fmMefmnJZ11rjuS5eyI9OrrtLdrhu33ppAR0dt97MxeF6dmgTTmqZ9LxKJbC1wk58A8DVN0wSApyKRSHckEhnUNG2iFuujtace9Y3NVFNZCZU4eWimUpG1dOXBz4lBrV4bfds2BF5/HcIu74BpQjJNJLdvr9hjXImckpS+vj7MNPimrmoyjPTscy06LsbjwIsvBu265yBefz17omd3t4ndu+NuAD0wUNu6ZwbPldUoNdObAHjTOxfsrzGYprLVo76xWWoqK6ESJw/NlO1dS5fO/ZwY1Oq1WTx8GN2f/SykxUXruruiwOzpweLhwxV9HLpyrKzADp5lrKxU//FME3jjjVTLuhdeCCKRSL+yEgxao7qdjYPXXKNDlvPcYRUweK6uRgmmc13Py3mNIxKJHABwAAA0TUNfX18115WXqqp1e+y1ise0Oqp6XCMRIBKBCeuXOGz/45e8bRvkixeB9vbUF6NRYNu2xnsvRCIQXV1QvvQlSOfPQ9myBcbnPofwBz9Y0nNuBNLnPw/1M5+BiMeBtjYgFoNkGNA//3n3uNfstYlEYNrHFefPA1u2wGzS49qIroS/q1b22Xp7RqNws8+trdY/1TA5qeIHP+jFk09KePppGbOz6WGMJAnccIPAnXcK7N1r4tZbBUIhCUDI/qe6QiHrube1Wf9uhuC5md+rjRJMXwDgvVa6GUDOBtKapj0E4CH7f0W9ehI2Qz/EZtNMx7RZNs0BjX1cQ5/4hFWXaxjpvXs/8QnEG3HNu3YBf/3X6ce0EddZzK5dCP3u72a/h3ftcp9PTV+btXJcG1Aj//6vRjzulG/UJvu8tCTh2WdT/Z5HR2UA6anlDRsMt+PGbbcl0NWVygnGYtY/1ZIv87yygpocn0pohveq3Wc6S6ME0/8A4Fcjkcg3YG08nGe9NDWqWmzMaqZgfTWutDrzWir2HipWksTXprmttZ7opgm37jkWk6Dr1X08XbdGdZ86ZdU+v/pqdsu6sLKEXTcs4LYPdGD37gQ2bapdyzqWbTSWmkxAjEQiXwfwXgB9AC4B+AKAAABomvbHdmu8rwD4EKzWeL+gadpJH3fNCYhrSLMcU+90MUclp4tVetJasxzXZtLox7SZpvV5NcNxbYaTC+/rr4TDMBYXm+L1z5TKPkuIx6s7OEUI4Px5xR2W8txzASwvp2eeVcXErcoL2Nv6LO7qeQXXGy8goMexeOgQEnv3Vm9xuDKC50b//QfyT0DkOPEyNcOL3mya5ZhWe+RyoWB96eDBkj/Mm+W4NpNGP6bVPuGrlkY+rs10gtKs48RNM31sd7WzzzMzspt5PnUqiOnp7Aj16qt17N5tlW689//5NbTPjUO0tkJVFOiGAWl5GaK3F7MPPFDRtV0JwXOmRv79d3CcOFGFVLtFWr4uCuqZM+g+dAhSNApJ1yFPT6P70CHMHT3acB/ma1WzXDpvpi4pzaKZ2jg20+ufSKSyzysr1c0+Ly8Dzz+fqns+eza7ZV1vb/qo7r6+VMu6jqNvwezsTLu9aGmBPLH6qlRrw6AVOF8pwfNawmCaqETVHs6SL1hHNAo5mYRQFAh7/LI8N4fwkSMN92G+FjXTOPG11BO7UTRTgGoMDUE5dw7ywgKkZBJqIACzsxPG1VfXe2kQIj37nExW77EMAzhzxmlZF8JLLwWQTKYnFVtbrVHdu3YlsGdPHFu35q97NgcHIc3MQHhahEgrKzAHB0teG4PntYXBNFGJqr0xK1+wLum6FUQ7zUklCQLg2OUa6Th2DEgmoczMQHr7bSh2gNKImckrbRpnLTTTCUp83z6En34aQpatnmiJBJTJScQ+9rG6rCeZTB+cUs3s89hYalT3M88EsbiYXvcsy9aobmdYyo03JhHITlDnFL33XoSPHrX+p73d+r1KJrF0771Ff5bB89rGYJqoDNUczpIvWO/5xCc4drmO1DNnIM/PpwIUXYcyPQ2pmqm1MrETR+U10wlK6PhxGAMDkOfnrUg2GITR1YXQ8eNYOnSo6o8vBLCykso+JxLVe6z5eQnPPJMq3ZiYyA5rNm3SsWdPalR3OFxeNJ/YuxeLhw6h/etfhzQ5CdHfj6V77825+ZDB85WFwTQ1nGbZMV9NuYJ1jl2us0TCmiQly9YJjCxDmCaqGimswpU0jbMWmukERRkdhdnbC7Ovz92ACCGqWpKi6+nZZ7NK07ETCeDFFwM4eTKEU6eCeO01FUKkJxS6ukzcdlsCe/YksGtXHIODlVtMYu9eJPbuRU9PD2ZnZ92vM3i+sjGYpoZSix7Ozco7dllKJiFUlWOXaykYtHbum2bqZAaACFV/mhk1hmY5QalFSYqVfQaWl2W7dV3F7jrrcd58MzWq+/nng4jHs0d1v/OdqVHd27dXf1R3KAR0dzN4JguDaWoozbRjvh6Mvj6oCwsQigL96quxePgwj0uN6Dt2QH31Vchzc1YgLcswu7uh88oANRhvSQrCYUixWEVKUqyx3anyjWpln6emZJw8mWpZNzubHalu3550O27cfHMCLS3VWYsjM/M8MABMT1fpAFDTYTBNDaWZdszXkjdjr+/YAWl5GXI0Wu9lXVHi+/Yh+PTTEIoCKRiEMAzI8/OI79tX76URpfGWpKjj4zA3bvRdkpJZZjf9S5/C7O3vw/Jy9cZ2x2ISnn3WKt04eTKI8+ezQ5P+fm/Lujh6eqo7I4NlG1QKBtPUUJppx3w1ZX6gSbOzzNjXWb03dRF5+R0X39fXhxmfgzBCIyPoOPyfEQ10Yan9GsTGZJj/6SFED7VXdMKfrgOnTwfc0o1XXske1d3ebuLWW1OlG0ND1R3VzeCZVoPBNDWURt8xX4vNkbnqxtVz56Bv3uzeRlpYgDI1BfXcOfTu359zHc0yYKRZ1GNT12pwI+/a5WdvSSm//87Y7uAf/i0uStdCBFoBAaAFkMQy2r/+9VUF00IAb7+daln37LNBxGLpRc2KInDjjUk3eL7++iTUKkYoDJ6pkjhOvEzNMPay2TjHtFGDgFqNE841Clo9cwaQJOjbt0NaWIA6Pg4hBBAIwNi4MWsd3rUq4TCMxcWKrbVRX59qa6YRzc00+tqLf1f9KTYuvtjvv2mmd95wxnb3RiLWhD9vClgIyAsLmNG0ktY4Oyvh1KmQG0BPTmZHq1u26HbwHMettybR1la9eMQbPLe2ilVvUOR7tfKa4ZhynDg1jUbdMV+rzZG56sbNDRugjI5CisWgTE1BCAFJkmAMDORcR9paJalia61Xt5VGCOCrtamrGtIGzCQS1uvVoANmAF5FKVWxvSW5fv/jIojEf/9fGLvubsTjuQenrGbCXzyePqr7jTeyJ6H09Bj2pEFr42B/f/U28FU6eCYqhME0kU+12hyZq25cqCqSO3ZA9PRAPXcOIhSCMTAAMxzOuQ5ldBRClqG++aY7Ttjo61v1WuvRbaVR2iWuZlNXrXkHzIg8A2Ya4QTFWUezjGlvFMX2liijo9C7ehAzWhEXYcwnAtAVBfLoAlZW8hceeyf8iZYWSCsreSf8mSbw+usqTpywgueXXgoikUi/71BI4JZbEu60wW3bqteyzgmenQCawTPVEoNpIp9qtTkyX934whe+gPjwcO5LvBnrMDs6rAEviuJO61PHxlY94KUe3VYaqV1iOZu66sI7YAawspOeATONcoICVO8qylqW72/E5V/+FObmJCz334b41BLM1jaoigIdBqSV5aIZZu+EP3liAubgYNqEv4kJ2e248cwzQczPp0eskiRw3XWp0o2bbkoiGKzOMWDwTI2EwTSRT7XaHFls0lo9N2nWo9sK2yWWociAmUY6QeHrWzrnb0T7Hx1D/O1pLAzuwNS9n0D0mn3ADBD82V9A+OhRSFgG2tutvxF5MsyZnAl/ALC4KOHZZ4M4+WWr5/PYWHbIsHGj7m4avO22BDo7q1P3zOCZGhmDaSKfajlOuFDduJ91yEtLMDZvhjw1ZbVxCwRgDA5CXlpa1brKCeRXW06w1tol1qK8Qt+xA8pbb0Gen3drpo2uLhhbtwJorADWGBqCcu4c5IUFtyTJ7OyEcfXVNV9LM0gm7c2DN9yN5T+4J2ftszfDLE1OQvT3p2WYC933yy+nWta9+moAppleuhEOW6O6d++2ap83bjQq+fRcLS1w650ZPFOjYzBNVIJG2RxZbB1OAKpfc0165wlrJ/KqHreUE4pKlBOsNhNfieA1q+/35z8P7NpV0n0491OL8grnmBmDgzmPWSOdoMT37UP46achZNkqSUokoExOIvaxj9V8LY3IGtudmjpoV+oU5WSYe3p6MDs7m/e+z51T3NKN558PYHk5PWpVVYF3vjOJ3bvj2L07gR079Kq0kWPwTM2MrfHK1AwtXJpNMxzTRtm0VUw1W+OVolgLL7/KPe6VaBGX6z5Uw8Dl3/3dko9lpY6H33XnO2aN1Dqvd//+VBY9mYQIBGDaWfRGazlYK7qe3rpuNWO7M4Pp6WnZzTyfPBnE5cvZkfG2bal+zzt3JuBp7lExzR48N8PnVbNphmOarzUeg+kyNcOL3mwa/Zg2UgDihxNMBcfHkahT54n+vXutcoLMvrVzc5h86qmqP34lgtecfb/jcSR7e0sO9vr37oWQZauzhlN+0dcHyTRrcjy8Oo4eRftDD0GORmG2tyN64EBdJjl63yPeYTi1eo80Aiv7DMRicknZZz9CoR5897tRO3gO4dy57AvSfX3eUd0J9PZWvmVdswfPmRr986oZNcMxZZ9polVqpE1bfjRC54l6lxNUojY4132gra2s+mJvlxVRwS4ruRTLTLdpGsz+fhj2iWGbpiG5c2fN38v1fo/USyWzz16GAbz2mooTJ6zSjZdfDkDXe9Ju09pq4tZbU6UbW7ZUflT3WgueiQphME3kUyNt2moWfuqd/ZRwlFvmUYlALdd9IBZbfbAnSci5e6wCitVmN9KJYTMNw/Gj0Ht1eRlYXrayz/F4ZR5PCGBszBrVfeKENap7aSl7VPf11yexZ4+VfX7HOyo/qpvBM13JGEzXSbPU3lLKlZhBW+37tNiGRT8b8lazaa8SbQRz3odhlBXsyUtLMNetgzw9bU29kGWYfX2r7rKSKV+wHD5yxCr9efppiJYWGOvXQ3R2WrfJcWJYi79T8eFhxPfsQevf/R0kw4CiKFj+yEea8u9h5ntVXJqG9Ju/h9nfaMX8be+CUaHGF/PzEk6dCuLUqSBOnAjh4sXsuuehIatl3XvfG8D27bPo6KjsiRuDZ6IU1kyXaTW1Pc1We1srpR7TWp+QNOvrVu57tRbP109N82rrnqvRzUP+/OcxVUY3j767704N07Ez05JhILl9O6Yff7zk+8snV626ND8P9cIF6FdfDWV8HEgmIUkS9I0bITo7s45prd7vHUePInz0KIQsQ1IUCMOAZJpYPHSoLjXcq9G7fz8SF+ew1NKLqNmKFRGy+n339mL2gQfKvt94HHjpJSvzfOpUEGfOqBAivS6jq8t0h6Xs3p3AwIBVN1Kom0cpGDyna4b63mbTDMeUNdMNpJEusTarekxwq2Wf6UZQi/epn9KZ1ZbXVKKdYeZ99PX1Aav9o7+KMo9iJwi5rqIok5MQgQBEWxvMgQEoY2MQQkCZmoKhqlkZ+1r9nWp/6CGrLZ6qWsdEkiB0He0PPdQUwbRhAMvLVu3z4jkZyfA2wEh91oqWFsgTEyXdp2kCb76puqUbL7yQPao7GBS4+eaEu3Hw2msrO6qbwTORfwym64C1t6tXrxOSRukzXQu1eJ/6KZ1ZS+U13mE6bjePEofp+DmRzFfe4hwzMxwGNm2CfOkSpJUVmP39WQF5rf5OydEoRCCQ/kVFgRyNVvRxKikeT20eXFlJBbnqhk2QZmYgPL3kpJWVomO8AeDSJdntuHHqVBBzc9nR6/btSXdYyjvfmYA90LIiWlrgBs4MnolKw2C6DtZScFAvPCGpvlq8T5cOHkT3oUOQxsYg6TqEqkK0t2PhC19Iu029xqdXmneYjqPUYTp+TiRzXUVJBgKQkkn3foQQgBAQeXai1ervlNneDmlpybpuKgQkSYKA1fmkUZhmeucNXc99u+i996Lz945AunQJkmFYXVvaWrHwq7+afduohGeesXo9nzoVxNtvZ78OAwOGW7qxa1cC3d2VK8tk5pmochhM18FaCg7qhSck1Vez92kiASkeB0zTCkAyspRrqbzG7zEtVMbh90Qy8yqKk9EGACSTUMfGAMDKlJeQ3a70679yzz1o++Y3PU9GQAKwfM89FX2cUnmzz/G4VEJFjl2+4/xjl1fqOnD6dAAnTlgB9OnTARhGeulGR4eJW29NlW5s3ly5lnUMnomqhxsQy7TaQnl288hWyjFt1s2A9bDazbLVfJ/WakOeX36fbzWPabH3tt8NmbkeB7Ay2IFTp6x0q6JYJzDBIMzOThhXX130Pir9+9W7fz/UU6cge3rFmaEQ9F27ajoB0TRTtc+xWP7scyE9n/mMW+YhBHAusRlPzt+Ip4w78EP9NsRi2S3rbropNW3wuusq17LOCZ43b16HaHSawXOFNcNmuWbTDMeUExArrBle9GbT6N08mlUjv1c3bNtm/Yf3k96eXnHx7NmarsXPCZo7VXJsDIlNm6oWXBYKlv2us9BtBnbuhDw/b238c05iTBNmVxcuPf98RZ9PMQPXXw95cTHr62Y4jEuvvlrVx04k0mufV/txKH76V3BceReejN2Kp2I7Man3Zd1m61Ydu3fHsWdPAjt3JtHWVpnP4HyZ50b+/W9mPK6V1wzHlN08aM25kjYDrmmZEYwQqPg4Nh+K1SKnBajr1lWtg0yxMg4/ZS8dx44BySSUmRl3o6PZ2Zmqq04kIIDUSYwkQZgmKjrH2icpFnPX4HY4ESL19QoSIj377CkhL8vKCvD880G3dOPs1N9l3aZPnsHerldw88GbsXt3An19lRl1GApZGwZZtkFUfwymidYoJ4saGBtDb5WyqKulb9tmlXlIkhXYmSYk06zKeO1iigWxacG2JFWtg4yf/QDFTiTVM2fczLMztlyZnk5tQAwGrf7H9uAYmCYkAKKS7SF8krwnU57/lip01TSZTN88uJq7NQzgzBnV7brx0ksBJJPpJ36t0jJ2h17EHeEXsE95GjvwOpY+ewiJvSureh4MnokaF4NpojWoVlnU1Vo8fBjdn/0spMVFSMkkhKrC7OnB4uHDNV9LsSC2Vh1kKjKCvUjmWd+xA8pbb0Gen0+16OvqgrF1a0Wfix9mR4fVBs/ZsGefWJnt7WXdnxDAykoq+7zaZPv4uGIHz0E880wQCwvpUawsW6O6d+2yWtbduvQDdD/815AnJmAODmLp3kNI7N1b8uM6wbNTusHgmahxMZimumuGDGqzqVQWtdp16fHhYcx9+csNUfteLIg1hoagnDsHeWEBUjIJNRBwN+1Vkp8R7N2HDkGKRiHpOuTpaXQfOoS5o0dTx61I5tl5rsbgYN07CkUPHED4S1+y/sdJGwuB6IEDvu9D19Ozz+YqKikWFlIt606eDGJ8PPtjctMm3d00eNttCYTDqXS3wB2YfdcdJT8ug2ei5sVgmvKqZiDl3Ld65gykxUWY69ZBbNjQsBnUZlOJLGqtpkw2Su17sSA2vm8fwk8/bW3aUxQgkYAyOYnYxz5W03WGjxyBPDdn9TBWFMA0Ic/NIXzkiLvWYpnnRmo3mNy5E2ZnJ+SFBfdrZmcnkjt35v0ZK/sMLC/Lduu68h8/kQBefjlgTxsM4cwZFaaZXrrR2Wli166E2/N5cHD1dc/e4LmlRUBRVn2XRFQnDKYpp2oGUt77lmIxwDShzMxAtLVB2Jd2azVavRInDI3YVaQSfbg59j5d6PhxGAMDkOfnrUJcO0ANHT9e0bHXxX731LNnrSDaW8IBQPV0P/GTeW6Uk5iOY8dgrl8PY8sWqKoKXdchxWJZ7zNdtzYPRqOryz4LAZw9q7qZ5+efD6ZNMQSAQEDgne9MuNMGr71WX3Wwy+CZaO1iME05VTOQ8t63UycrTBPSpUvAtm01m2RYiROGWmVvS+UtWUA4DCkWK/ky/pU2ZbLYa6mMjsLs7YXZ1+cGfRCi4sfD1+9ekQ4ojZR5LqbQ+2x5uTLZ56kp2Q2eT50K4vLl7Ej22mtTdc8335xAS0v5jwcweCa6kjCYppyqGUh571sEg1bKSZLczVG5MqjVyP5W4oShUbO33mBKHR+HuXFjycfsSpsyWey1rFXNtDI6CiHLUN98M1Wi0dfn/u757YDSKJnnYrzvM0PIWDDaEYsCS+uvx8x4eRFoLCbhuecCOHEihJMngzh/Pvujbv16w6173rUrgXXrVle6weCZ6MrFYJpy8htIlRPkeu/b7O+HMjZmbZQKhXJmUKuV/a3ECUMjZ2+dYKqvrw8zZTTCv9LG3hft71yjmmmzo8OdCum0tVPHxtxguZE6oFTC9C99Cupv/T6Wkl1Itq2DEY1CSiax+FH/x1XXgVdfDbjZ55dfzh7V3daWGtW9a1cCW7asblQ3g2cicjCYppz8tucqJ8j13rfZ0QH09UGemQHs4DrXAIpqZH8rkXnNvA9pYQHKpUuAaaJ3//6GvbTuRzOVClRCsfdD6PhxmF1dkOfmgGQSkizD7O6ueM10GmeIiUcjdUAph2GkD04xtr8fwc+0o/3rX0dgchKivx9L995bsJ2cEMCFCwpOnLDKNp59NoilpexR3e94R2pU9w03rG5UdygEdJ38Hvq+9j/QMfYGcBU7DxGRhePEy9QMYy9Xq1jWudjY41LvOxyJ5Dym/Xv3WhlDbxpJCMhzc5h86qlVPb9iY5lLuQ8kk1DHxgAAxubNEKpa8v1Vw5XwXq2EUkZwS7Js1fmXMYK72O9V/969kOJxyNPT1mh1WYbZ1wcRCq3q/V5P8Xj62O58enp6MDs7m/N7c3MSTp2yhqWcPBnEpUvZqeCrrtKxZ4/VceOWW5Joby//8y0z89z2L6v/e1EP/P2vLOf3Nzg2hgRbuVZUM7xX840TZzBdpmZ40aut0kFuvmO6mqC9mEp28wicOgVIEszBQZjhcEXXuRrVfK82YieTfPystdBtBm64AdLyMqCqkCQJQghA1yFaW3Hp9GnfaygWkPXdfbdb5uFkpiXDQHL7dkw//nhlD0qVmGZ69lnXC98++NRTVmb60iUkBwYQvfdeLN66Fy+8kOr3/Prrgayf6+kx3JZ1u3YlMDBQft1zsbKNav4dqiZ+VlWO9/dXCYdhLC42xQlVs2iG92q+YJplHlS2Wm1Qq2btbiU2aTn3kevkolHqp6uhUTuZ5OJ3rQXfD8EgpKUlOJGhBFht6UoYwV1yyVKOMg/n+TTaSUwiAUSjkt15w//Y7uBTTyF89CgMNYiXgrfiiXPvwJP/aTOeMfuQ0NMj2lBIYOfOhNt1Y9s2vezhJqXWPDfy/giqjUoNw6K1h8E0la1WG9QaqXa3UBDD7heN+8FSibUa69dDnp1NH3stSTD6+nyvw09AJi8twdi8GfLUVKqbx+Ag5KUlAI1zElNq9jmXixdlvPLgRTw5/9t4On4b5ozOtO9LksCOHbo7LOWmm5Io4dwlzWo3DF5pv9+UjSdUlA+DaSpbLYPcRmjzVSyIqdbJRS2zkKU8Vi0/WFZ7DCq2Vifd6lx9KLFMzk9A5txGv+aa1G1iMZjW5cW6nsQkEum1z6VWCS4uSnjuuSBOnLBKNy5cUAH8StptNgUuYW/bs7hLehLb/+pT6OoqrxSx0t02rrTuNpSNJ1SUD4NpWpVGCHJrpVgQU42TCz9ZyEoF26VmPCv1wVJs/ZXIxFai1aMyNWXdyBtBSlLq6z7kCsjkuTmIQAD9e/fCGBpCfN8+tGla2m28QVstT2KESM8+J5Ol/byup0Z1nzwZxOnTgaxR3WFlCXcoJ3GX+AHuEk9gszIBEeyAuXkzZksIpKvdqi4+PIxYJIL2hx6CHI3CbG9H9MCBK+bvH1VmGBatTdyAWKZmKJQvptHqLhvxmHqPkTw5CWPDBoiurtQNKtBVpJBim558bWjzeVxL3WBV6W4o+e6jEhu//DxO0W4e114LeXk5677N1lZceuMNX+twHsd5T5kdHVCmp2F2daU9ZiwSQej48Zy/m9XeCJdMprLPy8ulZZ+FAM6fV+zMcwjPPRfA8nJ6UbOqCrzznUl742Actz31P9H5tT/P6pIS/fjHEf34x/M+Vq37PFfi/V4Pjfh3tZm53TzGx5EoYxgW5dcM71V286iwZnjRC2nEDwbnmDZKkJ95jNTXX4ek69A3b4botGo7q72bv1jHFD+Bld/3ajndWVbbIcPP+ivVNWa1rR43DA1BMrO7RQhZxsUys8LlBMaV/t0VAlhZSWWf7UGkvs3MyDh1Kuj2fJ6ezo5qr746abesS2DnzgRaW1Pf6/nMZyCPjUFeXISk69YQmnAY5qZNmH3ggdTzrnDwXOrfGXbzIC8e18prhmPKbh6UplE3jzXK5iog+xiZg4NQRkehXLoEPRyuSc1ksfKESl7yL6dso1iZT7HX08/6KzUYp9hai61FypN4yPd1P8p5/SpRTqTr6dnnHOcIeS0vA88/n2pZd/Zsdsu63l5rVPeePQncdlsCfX35H0CemIDZ3Q2zpweqokA3DEAItF48D9FdncxzOX9nuPmMiPJhMH2FatQPhkYK8jOPkRkOA5s3Q56YgDw3V5OsebFNT5XcEFONDVbFXk8/60+rU8wYjFPJk62ia8nTpm41M6nLff1K3auwmuyzYQCvvaa6w1JeeikAXU9/zq2tJnbuTNoBdBxbt/of1W0ODkKamUGwTUFY0RGUltC2Mgvp6j7M9JbfN7qQcv7OXImbzxrlKiFRo2MwfYVq1A+GRgrycx0joapI7tpV8BJ8pTYDeutqAeQM4CsZAFdjA2Wx19PP+r3rCpw6ZZUBeAbjAED4yJFVlZv4WYtoaYEUi2U9R9HSUvbxqWaHCOWx70D6o7/EyoVZLA1cjcV7P1ZwRLdDCGB8XMHJk1bpxjPPZI/qlmWBG25IugNTbrwxiUB2grqgUAhoaREIf/IjGPz8Z6BOLUIyDAhFgWhvx9xv/+fS7rAE5fydudK6eTTSVUKiRsea6TI1Q21PIY1aMy3e976GqUss9RhV6piW87iFgsR6TkD0U2dayglIrvppaX4e6oUL0K++uuzNhX6ez8D110NeXMxak9nZ6XsCYjnHsBTLy8Dysgz98ScR/IMHIAIB6yRgZQVSMonFQ4dyBtTz8xKeeSZoB9AhXLyYXVOxebPT7zmBW29NIBwu7bPDCZ6dumenbCM0MoLuz34W0qInmA6HMfflL1ftb1G59c/NmKkt9/e/WWvEa6XZY4BG1AzHlBsQK6wZXvRiKjlKuxIfLn19fVjUtIYK8kt5fpX68Kn0h9hq3quFnn8lOmSUKtexUV9/HRAC+o4d7tcyj1cljunADTdAjkazhraY7e2rCqZXwzDSa58Nw/p6z2c+A2lmBsKz009aXobo7cXsAw8gkQBefDGAkydDOHUqiNdeUyFE+udDV5fpZp53745jw4bSSi7yBc+ZvK+NqqrQdb3qQVsjJhOqpdzf/0pt/F2r1kIM0Gia4ZhyAyJlWW2P6GpcBmykaYfOevw+dqVKVBql1CU0MoLuQ4cgRaOQdB3y9DS6Dx3C3NGjiA8P+6o7rfTrme9Se2Z5UubxqsgxDQaB5eWsFm5lj+Qr08oK7OBZxspK7tvIExMwO1PTBE0h4XXpejz1xg34l89144UXgojH0z8PgkGBm2+2gudduxLYvl1Hyw+fQvvXvw75axMwBwcRvffevKUifoPnTOW8Nqs9iW+0vzONqFFLAYkaEYNpKlu1Ngs26yCYSn34NMqHWPjIEWugiKJAKApgmpDn5hA+csR3Jw6gMq9noRryZCAAKWOaSK6pgsq5c5AXFtwR3WZnJ4yrr/a9Bn3HDihvvQV5ft5qxhwIwOjqgrF166qeWzGGkT44xck+F2IODuLiJRlPmnfgyegteDq2E5eNbuubJ1K327496ZZu3HxzIu28IPjUUwgfPQoRCMDs7IQ0M4Pw0aNuqUi5wXPW8/O+NskkVPvx8r02lTqJb9a/M7VypdWIE60Gg2kqW6UyqE6gFBgbQ++mTSVliBqphrFSHz6N8iGmnj1rBdGyvflMkiDsrwOVC/o7jh7Nmiq3dOiQ+/3M4Mm9JG8H9c73gQKbGPftQ/jppyFk2XpOiQSUyUnEPvYx3+t0XhdjcBBKOAxjcbFqr0s8nj62249oVMKzz1p1z6cu/AnOT4WzbjPQHcOufRL27Ilj164Eurvzl/m1f/3rVs21XSoSbFPQtrKAgW8+iNhH91SsVZ33tYGP16aROv6sZczeE/nHmukyNUNtT7VVejKdN0Dxk2WqZN2j36Dcz+jrSnfzWO3jlPte3bBtm1Ub7I2aDAOQJFw8e7Yix7/j6FGEv/Ql63+cOmQAi5/7nBtQV2ITY+/+/W5W2c1M21nlUupyqzX9zDTTs8+6XvxndB04fTrgDkt55ZUADCM98O6QY7g9cAp717+OnR/dgqvWL6HjG1+3ykCKlG0M/uxPoqU7iDZ5Ba1yHIpk5qyZXe17Pu21SSatTHiB14a1vKXhZ1V18LhWXjMcU25ArLBav+iNlIH1rmm1wdRqNh9VaqNeKZ0evDXEQlWtFl52DXGtlHrcy32v9t19NwKvv57KTpsmJMNAcvt2TD/+uLuW1bwv/Yzo9hM8FVtHpQOwSvz+JxLp2edif4qFAN5+W3GHpTz7bBCxWHrLOkURuPHGVOnG9dcnodrXH71lG7k6fASDqQmDra0C/R/dn7c0xnsSs9q/Ad7XxvkbUOi1YZeJ0jRDgNKMeFwrrxmOKTcgNrFG7fdZicuAqykVqVSZid/LxsVqiIHanPT4Xe9qymcAYPHw4VTLsmTS6u/c04PFw4fd26y27jRXIO39emhkBNL8PALj4+7AFNHamlZT6+f3oxHq0E3TGpySfPQJ4M/+BmJ8EubgIIx774XIkx2enZVw6lTIDaAnJ7NrK7Zu1bF7dxy7dydwyy1JtLVZxyn41FNo/1wqC435+bSyjUCbivaVBfR/8ytYzlG24ac0phIlF6W+No1SBkVE5GAw3QQauUZwtcHUaoKcSgVIfoPyYjXExbpflKJQUO5nvWkZw3XroJw7h55PfAIiHIa+Y4evwDo+PIy5L3+5bldE3FpoVYV3150UjUKJxdygzs/vh98ArNInQ5nZ58CTTyF89CtWUJtjU9/KCvDCC6lR3W+8kT0JZd06w9OyLoH167Nb1uXaPNh24SyCG7vRolqlG+riHJSpKUijK0h8NHsse+j4cRgDA2mlMUZXF0LHj7slOJU4oU2bcBkOQ4rFCgbHrOUlokbDYLoJNEqrtGoo9YM038+uJkNVUlCu65A8fYaFJMG5ju4nc+1HsUyrn/WmBZgLC1BmZiCEgBSLlXRlo9odD0QoBCkez/l15znI0Wj2D8oyWh55BEuHDvn6/fATgFXiCpAQ6bXPGU1Gsjb16S3teDW+CU8ejeH7g9148cUgksn0K4ihkMAtt6SC523b9KKjutu//nUEgkBru45WaRptoRWEJseBmQno67ZDWliAOj4OIQREKJTzuSqjozB7e2H29aU9Qe9xrcQJrfe1UcfHYfqoRWcnDiJqJDULpiORyIcAPABAAfCnmqb9t4zvvxfA3wM4Z3/pbzVN+91ara+RFfvAKiWb1mi11+V8kOb62dU8H79BubF+PdQLF1JfEAISAH1wEEDxzLVfxTKtftbrDTClS5esoF9RrHKNBrqyIcJhq62d6cmuyjJEZ6f7HKREwvq6J4IUqlpyV5FiAVi5V4CSyfTBKYVqn+WJCbzduh1Pzt2Kp2I78XT0Zsybdj/oCedpClx3ne523LjppiSCwfz36fDWPG+ZegpST2faMTM3bIAyOgopFoMyNWWdXEkSjIGBnM/Vz3Gt1Amt89r09fVhpsFrJomIMtUkmI5EIgqArwK4B8AFACcikcg/aJr2SsZNv69p2o/XYk3NpNAHVinZtEauvS73g7QSGSq/QbkIh63OFqaZ6jwhy9bX3RtlRFKeDhV+KaOjELIM9c03U5fX+/rcjKCf9aYFQomEu4Ew7X5HRxEaGanra+/t3ZzZZQMA5MnJ7B+SpLTjWqmAzu8VICGAWAyYmZERi0lwYv18FhdTo7qfufw3GE1syLrN5uAl3PahMHbvTuC22xLo7Cy+MTxzw2BazfNVmyDn2DyY3LEDoqcH6rlzEKEQjIEBmPb7N/O5+jmuLLkgIqpdZvp2AG9omnYWACKRyDcA/ASAzGCacij0gdW7f7/vbFoj117Xm5+gXF5asoLUqalUgLJ+PeSlJQCAvm2b1f3CDrJhT8hLbt9e0lrMjg63i4ZQFCAeh/r224Cqond/qra10HrTymeCQSAet6b12dlyYY/CrvfJ1NLBg+g+dCiVmTbNtICt6777IAKBVHYasDLsnuNaqYCuUCZW163ss/7Ycch//jdYujQFaWAAuPdeIGPzYDIJvPyy1bLu5MkQXntNhWk6J1TWfXfKC7ij7QXsC57AncoP0f0fPprWoi74lD150NPCDu/Z6wbOWcFzhkKbB5cOHcrdESMj6xwfHkYsEsnqAZ55XJul5KLRrsoR0dpRq2B6EwBveucCgDty3O7OSCTyPIBxAL+uadrLtVhcM8j3gVVKPfVarr2uxAdlsftwgi39mmvcr0mxGEyrVU5694uMOuCSM8B2GzpvplsIgcCzz2Ldxz+O5I4dWDx8OO99egNMLCwAyaQbQANWXx9jcBBCUQqeTNUkAEkkrONlP2cRCKQ9h/CRIwi89pp1LOzgUITDFe0qAqSfgJgtrViJCcTiHbi0/9exeF5B8Kmn0Pl7fwAptgyYJtSZGXT+3hHMf/4wXhu4CydPhnDiRBDPPx/MGrQSCAjcdFMSe/bEcWfoGdz6/T9G4OJ4zl7PzubBQBBo6ZbQPv8q2h/8NSwN/hf/w4yKbB70k3UOjYygTdNg9vfDsG/TpmlI7tzZdEFoo16VI6K1oSZ9piORyH4AH9Q07RP2//8cgNs1Tfu05zadAExN05YikciPAXhA07SslF4kEjkA4AAAaJq2K1HsGmuVuP1Qa0R69FEoX/oSpLfegti6FcbnPgfxwQ9C/cAHgIsXgfb21I2jUWDDBujf+lb6movcNt9j1Or5KB/+cFnHVHr0Uaif+QxEMAi0tQH2Jkb9gQd8r9/Pffi5jXzkCJQvftE6rrIM0d8PdHWVtJ7A5s3A7KzVwSLz9zMUSg1S2bDB132qqgrjkUeg7t9vZYBDIYgNG4DOTqvue3YWyddey31MfvmXrWDcMKzH7OyE/id/UrH3hbprF6TXXrMy+XY2H6YJcd110E+dSluL8qUvQTp/HmLLlqq8N3UdiP3Dt7HywJ9ieXQGxsbNMH7xFyHe9S5rrT/1U5DeeAMQApfQj6dwJ45jH44r78aU0Zt1fzt2mLjzToE77zRx220C9p7DvKyyDaDz3p9A69TbUDtaUt/M8zudT2DHDoh167L6antf62LHtJS/LZVSrb+r9XgujaLWn1VXCh7XymuGYxq0NrDUZ2hLJBK5E8Bva5r2Qfv/fxMANE37vQI/8xaA3ZqmFSqivSKGthQajADA99CEUu9HnpuDYZcxVDIrmW8d4itfwdSuXSXfX+/+4sMl/NyHn0EQhTK1HUePouPBB60sqyRBKAokWYa+cSOgqr6HSgzccAOk5WVAVSGtrFhf9PRYBgBJ16Fv2eLrPp33aqnDLtKGtth1yplDW1Zrw7Zt1n84mzYBt+TjYgkbN8vNoC8vA8vLVu1zjqYirlhMwrkf+y08ae7Fk9iH17Ej6zbr1xvYvTvhtq1bty67ZZ1XMAi3bKOlRbjDVfr37oWQZSjT02k185Jp+h4wU4nBJn4H3VTy6kW1/q5eyVMTm2EQRjPica28Zjim9R7acgLA9kgkcjWAMQAfBfCvvTeIRCIbAFzSNE1EIpHbAcgAZmq0voaR64OpUK3zzMMP+64XLaX2GroOeW4O0tIS9O3bK3pZNN/zUb70JeCv/7rk+1PPnIE8P5+qD9V1KxBZWrICbR8f8n5LYPKVE4RGRtDx4INwe6EJYU1JlGUoU1PQt23zX04TDEJaXoawa5yzstOm6Z6IlNrPt/vQIUhjY2kTHBe+8IWct69Ud5KiwZaPTZuF7qOUS/iGkeq8EYtJaU1EvHQdeO21AE6eDOLEiSBefjkAw/zjtNu0IYrb8TT24Tiu/9q/w5YtRsG9pvmC50xZNfO6DnVsrKTa+0psyvTTzaORyicKvUcaYWgPEa1dNQmmNU3TI5HIrwJ4FFZrvD/TNO3lSCTy7+zv/zGAnwFwMBKJ6ACWAXxU07SmnnVeqnwfTFIsBsNuv+bwBlKl1Iv6rb1WpqaszKphWEFUkSl7pWSl8gWu0vnzvp5DlkQCAkgP+pJJyEtLkCcn3WPZfehQ3kz7aj9sO44dszbJZQSGkmkCy8sl3Ze3wwUMIzWwRJKsumIhYPT3lxcMOMG5p1d2QavsTlIs2PKzabPYfRTbWLuyAsRiMvTHn4T6tb+BPDGBwOAgVE+tshDAhQvpo7qXljJGdUPHO/EC9uE47sJx3IznEUASUAOY3PrLWc/db/BcUK6TKR8qsSnTT0DeKJuai71HODWRiKqpZn2mNU37PwD+T8bX/tjz318B8JVaracR5ftgkubmrExlhbMq3kBYmp+HrOsw16+37j+RgJAkqz7YVmjKXilZqXyBq9iypbwn4s3kOgGZs1nNZ6Z9tR+2yuho/qAno0NFsRMQZy3G4CBEayvkmRnIk5NuNw5n42CpwUDHsWMwu7ogPCdmUiyWN/CpRHeSYsGWn5HlHceOAckklJmZtDIe5z4yT84MISMa7MPKWyt4+y0FhmFt6uv8nf8CORYDhAnl0iUYr03iXz6yEU8v3IiTJ0O4eDG7PcZVV+lu2cb7/uSXsO6tlwB4X2cJyauuAlCh4Bl215jNm9O6xhiDg27XGL9WuynTT0DeKJuai73P2MKPiKqJExAbSL4PJoRCbmswv4FesYAtKxA2DCiXLgEAzL4+CFWFlEzC6O93f6bglD34z0rlC1yNz33Oz2HKktareHnZ+qKdeZUWFqwBIEUy7X4/bPMdV2NoKH8AIUluXXrf3XcjcOaMFSD19+c8Aclay9atmP/933fXq4yO5hxuU+w1LzXwWTx8GN2f+pQVxNknKmZHR1qgW0yxx4wPFx9ZnreMxy6pMYaGkLw0h6XQOiyZbVgRIevkaqDXTep3fOlLSEYTOAWr5vkJsQ+nY++A+Ov07HN3t4ndu+NuAD0wkKoDCb15O/DnL7snTUEk0CrFYfz4LnRuMdzg2c/v3mq6xtRSsYC8Ucon/E7BZPBMRNXAYLqB5Ptg0rdvd2un/U45LJYxzgyEnZHB0tISZFWFvnUrlOlpKwCdn4cyOQkpkUAyEHDbvJWblcoXuIY/+EGgjM0HTnBudnZCsUs+nCyuOj4OHf4y7cU+bAsd16WDB7Hu+PHsH5Jlt9Vb1333Wa+vPfhFnZiAvnEjRDCYdQKSby3lvOaIRACUGfiEQhCJhFtjjVAo/21z8POYRYOcHGU8hiEQjQcwNSVj4qf/A1q/+IcQyQBESxDSyjKkZBILP3svzpxRcfJkEC9c+j2cwi7E0ZJ21yGs4LbwGex6t4Jbf3oDrrlGT9sL6dX+3A8R7gI65i+hVUShygJmdzf0k9/BjPpJ6/6K/O75+d1sppKESq3VOcEIjI2hd9OmkrPGjRLUE9GVqSbdPKpoTXXzcD5okUxanSnicQhFwdKnP42lQ4cK/pw3MJVmZyHPzRXsbuFnd3toZMTq8XvmDEQgAHPDBitjbXcA6Th2bNUdA7xWc0xDIyNWFjUahWhpgejogDw7CyGEdf3dNK1M+9CQO/Gt1LUW65DQv3dv+omE3dc5ed11ED09kCcnoZ4/bwWlgJXtVVXo27ZldRXoOHo0a1hGofdArrXJU1OQolHIPT1IbNqE+L59aNM0X51f/DxfP0IjI9amx2g0bdPj3NGjvoOlgZ07Ic/PIy6FEJXDiJqtWDFDMMKdmP77vweQGnJy8YKB46134/s9H8aJtzZifj49MpZg4ga8grtwHPvwBG7DKShXDUJKJrF46FB6v+eMso1Nu3ZCvnw5vZxHkmCuW4dLzz/v65hVomtMo1ntWr0nGEo4DGNxseD7sth9+HlvX0maoUNCM+JxrbxmOKb17uZBPjgTxzoefNAKPEIhmN3dBQcl5Mp0Od0WRCCQ87I44D9j2HHsGPSrr067HWBlthspgxYfHobo6kJyyxb3BEG0tUG+dAnSygqSO3ZAGRuDfPEilAsXinayyKVYJj72sz+L8Be/6PmmVWqy8uEPo+1v/gZmd7eVGdd1K8sqSZASiezymaNHET561CprCAQgLS8jfPQoAOQNqDPXJi0sQJmetjp/XHMN5MlJtGkaYpEIQsePV7TDSVGlbnq0WXs3JYxtvQPxt6dhLK5YddWBAMzuMMxNm7C0JOHZZ4M4ceIenJr+MEan7D9pb6fuZ8MGA++a+jvcZXwPe/E0enDZszYZSbvdYPc3voaVD9yRv+Y5Gk1NavQ+p2jUvUmxUfCr7RrTiFa71rSrZAU2OxdbQy1qopvpJIeIaofBdIMJHT8OY2goK3OV74MlZ92yUy+cTLrBiwAAz4AbvxPQAqdOQbJbsZnt7ZCjUStIsD/8G2lTT+YJghkOQygKzP5+qy3cZz9rHYMSg7p89w+kn4C0PPKINdjENNOylx1/9EfQt2yBtLwMs78fytiYtVkScDP93uPe/tBDELIMN5pTVQhdR/tDD+UNpjPXpkxNWa95S0tagBI6ftwtGVLPnEH3pz4FBIPQd+zIW7u7mkvnHceOAbpu1fzbGxiFrqe9n70ByvKmqzH58U9hdtd7sLIiQQggGPll6+RifRiJUDtenL8aT8ZuwROX/xVe+Vc9MIz017Gjw8Stt1o1z7t3J7B5s4GOv3wD7X/+KCBSNdBBJBDq7UBInUJr5wqCU69hcn3+3tCSd5iA5/X1fr1YW7u1WI6w2gCzUidt1T4BaaQ2gETUWBhMN5hSP1hy3d7lZNGEgIT0HgTFMjluyYkkWd0c4nEo0aiV0bWzqs4HSTklHdVQ6ASh1E4WQHaQ4JRJ5Lp/wO7LrKpuSYn3cZTpaUBYNbbGxo2QL16ElEzmHAsuR6NunbVLUSB7MqBFn7s9OMbo74dT6CBaW6GeOZMqJZqft+rLl5ehvPVWztrdUvpS56K++CLkxcXUF0wT8uws1BdfBAAEvz0C9fB/xbTahaW2G6GP65B+549gHApB7N0LIYAzG+7CC1e14+TJIH5o7EIM9hS7JefQWKO6neD5uuuSWVnl6Mc/joBioPfrf4aOpUtoxQrkgV4YA10AYlb7yaGhwoFhvpK4fF/P0dau0jXG9T6JrUSA2SwnGI3SBpCIGk+erTZUL8bQUKojha3QB0uu27sZVzvohSxbGdMSOB8c5uAgJMDqgmH/WwJgDg66G+cahXOCYPb3Q56bg9nf736oK6Oj7vRAR6GTFCdI8PapbtM0xPfsgTw5icArr0CenEQsEskaQCJ5+0Lb/5hdXTDWr4fZ3w8YBpK33YbLf/EXmH788awPYrO9PdVb2mEY1tf9Pve2Nuvx7PpwwHofwS49kBcW3Oy3kGUrsM71epZZouH+eCyWdSx0KFiIqpiYkHHp6D/igjyE2dAAkghAtLZiSl6P73z1bRw50omf+Zk+/Nt/24cvPn03vmu8xw2kr1XP4aPvehO///uzeOSRKTz44Cx+/uejuPHGVCAdDAKdnQIDAya2bDHQ+9sfB177HpJ/dQzSVRutYyMEJHssfHzfvqzXvOu++xAaGUndYS6erztt7aCqVsZaVa02d3Zbu0LvUb9CIyPo/uQnEXzqKSijowg+9RS6P/nJ1DprKFeJRql/F5YOHrTKnWKxtNej0TZclvo3hIiuHMxMN5h8mav4vn05p/nluj0AQFGsLKmnP7C3E0OxjJKT8RaSBGzaBOWtt9yfNTZtcgORcj9IcmXWnK4Tq5HvUm+p2a9cWSgpGkXrP/0TjKEhGPax9tazO32Z08bqCWFtiGxttTYZ+hjDHT1wwCpr0HXrJMgwIJkmlg4c8P3cnY1/6uuvQzIMqIoC0d4OOBu0EgmrDAEAZNn6/4zAoOPYMasMxV6D854qJRMnCQEBYFm0Iop2RNGOBAKAsEZ4t05cRLRjPU5Fb8KT0VvwVGwnzsSvtn7YM8NnvTKDve3P486253BH+wsYSI5BRHsxe+cD7m389nnOd1WmWOZRKEr2rhMgtaEU/tra+SlHKJR57vzN38zO9i8uovM3fxNTTz9d8H4rrRIlGt7XQx0fz9n2sRE0Swa90fi5itIoV1qIysXMdIPJlbmKRSJo0zTrD7ksI/Dss1j38Y+j7+67ASDr9snrroMxMJCeHVu/Hrpn2EaxjJI3422Gw9b3AwGItrZUN4wyP0hyZX277rsP0qOPFvyZ3v370b93L3r370/LwhX6nqPU7FeuLJS8sGCVO+Q5ZouHD8Ps6UFabzVVtbL7JRyrpUOHsHjokBX0JpMQra1YPHQorV7az3NGImGVe3j+baxfb/VgDgZTJQh2TXzmGtUzZ6zyFF1P28iqnjlT9DkYBrC4KGGs7Rq8Ke/ABWkIs+hBQgrBkAJ4LrQHf/VXbfj40h/hrjf+Ggcv/Da+NvsRN5BulVewd28cv/qri/j73p/Ht7d9HEcG/xD/quu76FcvQ7S0oOXi227mecfZx3HLZ38KN/6r27HlF34G7d8rnKWNDw9j5uGHMfnUU5h5+GF/Vy+c7LpXxv9XIsua7/fDeY3VsbGcP5f59Y6jRzFwww0YvOoqDNxwAzrsTayVVOqVtHyc1yP52mvu69FomiWD3kiKvZf93oao0TGYbgItjzzidoFQJyas4EdRoJ4752alvYHB4uHDVgA9OIjk9ddbo8hVNe2PfrHAIfODw+zshGSaMLu6Sv4gyQz8wkeO5AzklS99Ke/P5/tj6/cPsZ/L6951SvPzkDNa9DitCtU330Tg9Gmob75pTebLGECSvO46K4sbCsHYvLmsaYXFjmex5xw+cgRyLGbVXre2QgQCkGMxa9JgIuG+ntB193XNWqO3v7NdLpS5kdV7zNp/+mOI/v0PMDam4K23FExOypiM/BJMyDgvb8U3lI/h3+O/Y594Ah9d+Sv8yZ+EcWLpRiQRhAwDN7e8il/p/F/4i3Wfwbf+67fwB38wh0gkhm1XxaFeuoj2My+h77WncdVr38F1b34L2y4/g+s/+dPY8CdfRt+v/xoCzz4L5eJFBJ59Ft2HDpX8YVw0MHRKXbwy/r8SZRxFSyd81G47HWGk5eW0jjDegNrXCVkRV1KAWYnX9krjpwyoEqVCRPXGPtNlytcPsZI9V52yDfXcOeibN7tZQifzKek69C1brIxxT4+VMUwkgGAQhj0WXF5ayrkOP/1uc23A89tWzfl5t0+1PfEPgYD7fERXV+rGQiCwuIiJJ57Iup/e/fuhnDuXs282AMiTk1bWdGoK0sqKVVohy0jefrvv45/VD1mSrL7UGzbA7OtzN+lJQliX9e1aYskwkNy+HdMZ5RureR90HD2KsHNi4alTjv3UT0GdmEDg1ClAlmEMDEB0dgLIfu02bNvmloe4HV3s2vnZP/1Tt5sHEgkgFHIHA3nX6PR3FrKcVi5kdnfj0nPPQX38Owjcdz+W1C4sBXtgriTdfs3T77gTzzwTxIkTQTzznQTGlrqznuemTTp2705gb+dLePdz/wM9U2/AHBxE9N57kdi71y3bGPitX0ffP3wdCtI7bZhdXTDXr4d6/jxgGNaJQ4HXpZSpoLl6FQ8MDUE2s7t9mLKMSxWsmy3WA35waCi9lMghy5iw1zFwww3WiYG31sXeRKrfeivUM2cgLS7CXLfOfX+X25e5EpfonfsIjo0hUcbQFsqvnr17/cwz8HObRtQMPZGbTTMcU/aZroFK7GzPVbcpAgFrAqFzuR1wL80jmUTg3DkYAwNp3RlEIAAEApg/ciTnKON8H6bejFKu2s7M1mzeD1KzowOAFcCbHR1WcLu0lD3xz34+uieYlpaXIbZsyXlMCo2TFq2tVl/fiQmr3ZyzUdI0odiZez/HP3zkCOS5uVRLMyGsWuK5OciqamUt43EoExP2grM7NXgVqostNpCl/atfTb9v+7/bvvlN6NdeC8kwIAB3uqPo7MyuUzWMrFZuTia6UDs8L33HDqivvgp5bs4dJ77c1Y/5rTsxNiaj9Q//EZK8CSLUioSp4jlxK56M3oQnf/smvLK8HkI4f2+s93K3NIc7uk7j1ve34vbtk9j+6J9BfnoCpv1eD0pJhJRF9Fw4gZ7f+CKCF87DGBqC+uyzkBUJEHJaECkvLsLYsgWwO6ektYKUZbffOuDvd7NYh5tcgXShr5erWG2u6OiAtLCQ9XPC/v0D8nSEASAvL0OenLQyyaYJZWYGIhRyT8rK6Uyx2pZ0aScx69blfG1YU9uc/NSZsxad1gIG0xVUidZJyugosLJiBQJ2AGO2tECOxawhH7ruBldCkqCMj1uX8OfnIZyAyTShXLwIoaro+cQnkNy1yw2SnQ8tY3AQin075dIlmB0diB44UHYWHYpibb4DoG/aBPXcOWutpglhb3wUpgllagrmhg1QRkchT01Z2eblZes5TU+jd/9+6IODaHnsMTfYxPIyhGFYXTIy+mYbO3Yg8OyzEKaZHjzCqnE2Bgd9HX/17FkriPaMrBaqCimZhD40ZK13ctLqtb24mHpt+vrcTg1+ZA1kWVpC+ItfRMdDDyF5001YOngQslNqkJGpAeyTq1DIyjJKEpSpKeidndkfPvlmYsP6oJKWl6GePo2eT3wCIhzOGVjH9+2D+tQPsSh3IhroRNRogTEvI/rO92F5WcKFt1txXP5ZPDlzK56J3YhlkT6qOxgUuPmqabxn7G+wT/8+3mG+DGlZhvhnFRgJQO1sRZu6hPD5F9CGGDC0ERg/D+Wrj8Lo77eO7eQkZOfkUFXdKw+QpOzsrLcVpGmmtYL0+7tZi2EpxQLDYu3zkjfdBPWFF9Led2ZHB/Sbbkr9f3t7VmZa0nX3MrqUTFrHJ5m0pnK2taUNl6mlYkNb2N+5eflpBdlIw7+IysWa6QqqROskIQSUqalUYGCaViDtZGWdjKUsW9nHZBLCDqac4NW+I0hJ67K78+HjrVWWFhchLy1ZvYNbWmD296NN09y6ST/1lN4PQXlqys3qKtPTVvbUk0UH4E78E6oKfXAQ8uXLbq0lZBmIRqG+8ALavvlNK6Nt13rKyaR7kgAhUt1JYNdsrqxkBdKAne0u5fjrOqR43Lo/Z+Oerru1yTBNyPPzqddACMjT025G3o/2hx6yTnoMw3oc+3lIi4vu6+TytqTzMPv7ITmDeex61awPn0LlW6oKIQTk2VlIiQTkmZm0OuNEApibkzD1nddxpu8OjAe2YMHowJi6Bd9s/zf4rf+9Dz/5k334qZk/xxenPoEnorvcQPr6wBv4hf5/wJe+NItHHpnEn5v/FgcSf4Qb8TJCShLdYhaboq/j2sXnsaVrFoOzr6FDWoJiJqGcP2+dBAoB+fJlqGfPWiUcsLLOUjyeduy9Jz7uv72bBD0t6yrS1izfCUqBE5dMfurdi9Xmxvftc08wREuLdTK9vIz4vn3ufUQPHHCvREAI99+mXf4lZDmVybe/r46NZb2XK1FXXUyx14Y1tc3LT505a9FpLWBmuoIqcblKuWyPOnYCAm9QFApZX3c+IINBq7bX2yYrR/mBsx717FnoO3ZYjzM1ZbW9UxQrIPdkgwD4ygR522I5QbIT4DklKJBlq844mXT7LyujozDWr4cxNGSVTdh14JJputk2CVbmHarqXsbPkkxaLctaW1P9jDOOgd/jb6xfD/XCBc9BswfdKErWKPW0gE6ItONfLOsoLy7mDnSFSGVNnS4smTexgzYzHAY2bYI8MQEhhDvhMbPfdSHu/dut62JGCNHZAOZ++y8x+ef3AABaRlfwQ/09eDpxE44bd+BN/RpgJf1+NsiT2Nv6DO4Mv4i9yg/RZ05h8dAhJPYkEAwCfRdeQquyjDZ5BYpknzhgGTAkJGH3vs5oJSgBQDwOAev4u1djMjLRZjhsve6ZGXz7fS08fbkr8bsZ+8mfRNs3v5nz635VIkMeOn7cLetyR5Z3dVnTLe1yIeff3nIic8MG9ypR1glIrsepUUbYGBpK7YlIJqEGAml7Iio21p7qws/VnlpcESKqJgbTFbSay1VOEOYGB5kDMkwzFbAqCiTDgH7NNZAXFqwPlXzDNOwAzMn8yNPT1odWNGplu2U5VYZhf0D5/cD3fghC192abhEKWWOzR0et7Fk4bG0SBKzv9fZa9dObN1vPCZ56V4ePjbFOQOhctgZgBebuDSTfx1+Ew7nroD11p1KeoF6xN8F2HD2KjgcftLLydilGZvAhkGPngncdra35X0tFgRSLWXXi9pj0vIFNkWypDsXu+9yBmNQOQ2qBLkl48a0BPPbn7Th1KohXJv8JesafiHYsYU/bi9j5yzdiz54Erhl7Eh3f+DrkiQkoA30Qv/gp9NxzO1pbDSgK0C9N2e/lIkODvEGdEzTnew52ZxFpZcVqBWmXOXmDS7OrC8bWre6PVGKa48pHPoLWf/xHazS6TQSDWPnIR3zfRyUCQ2V0FGZvL8y+Ps+dZPd8X8rRTtH5+yQZhnWiahjWcba7/3hLR2o18S++bx/CTz7pPg8pmYQSiyH2sY8BYE0tETU+BtMV5GdEd67vpdUeewI6oarWh55dn+u0xwOsD3HnNvrgIJSJCStI8waDnkBZWl62sq8TE+44cLc7Q2+vexuzowOBU6esmlNPDTZkGealS2nPI/DSS1kboSRdh9HTYwV7PT0w+vqseuSWFpiDg26PanlqCuroqLWGXAfTT5cZ+zb6jh1Q3nrLCqacDKYsw2xv951FU6amcgbTTuCUa8OXexvTtI7Jgw9aNeKqam2SnJmB0dubFnxIdnlO3vty6sedQMebaW1tdU9Sim7CyshsCwAraEEU7VhKdiMBq83dOWzDcendeDJ5J54292AJYeDPPccFOnbieezDE9iHJ3AzXgDC63H5px9GMAi0vvMOBD9yO1pbhWfIZuoYOoNshDOJ0zSt5yLL6VllIawTl8wMtFPaI8vucRHBIIy+PkimiZmHH3Z/f4zBwcInsauc5hg+csT6vQiFIMmyVadvGAhnbPItpBKBYbn34f37JOwTcHNoKNU3PmO4TK0ywi2PPJLzRLrlkUesEwLW1BJRg2MwXWH5LlcVumTqzQCZra1WjTTgbhKSAGsaYWcnFLsUwejstKbb2b2PRWsrpMyNcKYJs63Nrak1w2EY3rpfOyslLS1BCoetrg12hlDouhWYeu5LXlxE17//9widOGEF8/F4zmMgz84iuX07Fr7wBcSHh7NaH0kLC6mgtxBnjY7My/myjN79+yvT5isazb0e04Q8NWW1JSyg49gxK+Pp1OlKEoRpWll7T/DhniBlkiT3dUIwCJFMAi2eDX12cOy0vitGMk0YkN2pg1G0w4SMy+jBceV9OK7vwZO4ExPYiIyOc7jqKqtl3fv//j/iDvE0OoRVmhKUkmiTV9AyO4XOrYavCfWLhw+j+7OftfpbJ5MQqgpz3TpEf/7nETp+3Arq7I2fkmFYw2PsANo5nsI0rasCkuR2c1HHxpC0hxAVO4l1Xh+zqwticDB1jGKxkrKs6tmzaRtdJSCra0gxfgPDQuVCqwkunb9P7t8jex9GrvuoVUZYfe21gl/38/oSEdUT+0yXqdR+iPn6OotAAOrZs273gVylBMkbboDo6XHbz0mLi1aG2ZPJc3bqA0hlsu1+yE43j67Dh2F2d0NaXLTa1sXjbuYvceedkGZnIc/NWRvTVjKKYz1DO4yrr4Zoa0PghRdyPlehqrh4PjULuu/uu6G+9VYq2HQ2SipK7scBrOelKFZXAl1PZWy9ZBn6tm3WqO6ZGcgzM6nsvo/Wb14btm7NXcZhr0GORgtmlI2hIcgzM4BnU6EjsW+fGwT333wzlJmZrJ8XAJL79rnlCIX6OxeysgLEYhLC77wDK2jBCkI4hV04jrtwHHfhNN6R9TO9mMad8tO4s+UZvPPXbkf3h24BAGy6+z1oE1G0Kgm0IWbVPBsGIEm4WEIAWSgwzNXb2TnZM7u7IVpbob72mnWSEQhY72k7I5yrv3c+fnvZFlrrhqGhrNcWsALqiyVka1fb79rPfdRqHZUwuGlT3u9N5Jn2SP41Q+/eZsTjWnnNcEzZZ7rOcl0ydXpEi0DA2kjoqcV0SRKUt97CJU/Q0Lt/PwzDSKt9dlvGOWUdug79uusgz825gZwxNAT19GkrA+1c5nY26s3OQrlwAfLKirvRLU0gYF2aX1nJ2nmftWQ7c+cObXn11dTjOJvJZBnG5s1Qzp+3Ams7yBEtLVbbt9ZWXDp9GoAVjAfOnEld8rfX7d0c6IzHlhcXIVpbYfT0lLZhKs9JpZAkiK4uJLdsQeDFF/P+uDE0ZJ2M5Ai2dE82VPZuFvUKBt3XKau/s903WVpYQO/+/WlBj2EAy8sSYjHrn2QSeP11Fa/i0ziOu3AKu5BAKO2hQiGBnTsTuGP96/iRN7+G62efhtg4iOTP/SyU9+9ES4uJ1laBgWsUBF6bAHTPsZEka8JjCQptLooPDyMWiWT13U7u3OkGepAkmF1dkO3sttOSUJmasgb6+Ago/WRZi224yxVIA8j79XJVqla5WLBcbNNXs2SE2YOaiOqNwXSVOX/o5clJyNPTaVPrlMlJiEAA5uAglHwZGCEgLy8jNDLifkB4h5ik9dv1/FsEg1nBQnzfPgSPH0+7b0fgtdesn7M3I2Utw768LhTF3cRY7Hl33Xcf5IsXc9ZDCkmCGQ5DcepogVQdN5DqOuCQJCtgdjK18TicOgNpYQHq+Hiq64c9IMbo7oa8uJjWazvvh2yezW6SrlujxXN013AFAlg6eBDr/u2/zfntlscew7xzf7lOmDK+Ht+3D8Gnn7aOud1tRTIMmL29kCcn0XL4dzB7OIjZXe/ByoqEixdlnDwZsqYNPhPE/LwM4D+k7hsmbsTLdt3zcWx+5P+PYBAIBtejtfWzCLQIT81zKjBc+fCHEbBPaFxCIPmO7Ox2uUIjI2jTNJj9/TDs7GebpmF+50735KLv7rutumvPhEN5ehpQlKwWc/lOnPyURtRiw52fDhnFapX93EelOnHUosuCsEvRcn29GPagJqJGwD7TVZTWU3Zw0Gr7dOECpPn5VB3zhg1WLXPmpU5vz1xJSu+panfAgCxbm7a8l6513d0kpYyOQj1zxu0PGzp+HHkLXZ1+x6ZplVRkbs6y7zexdy+UyUnAGSyShxOYOLWu7v3ZwbpkGFaZi9PuzylXSSZhhsPQ7XpYwB6Jvnmz9XO6bm1CC4XcDLgyNWVNP3Sy38kkRCJhTY20gyZnGmLePrkFgmXR0WGd+OTZsKYPDFgf3Hmy23mz0XmEjh+H2dVlHaNkEiYkLElhTC61401lO14QN+KRPxjFkSOduPfeXkQi6/EHf9CJ73ynxQ6kgc0YRQTfwB/i0ziOvfh/8dP4PP4bPqR+G0NDJrZuNTA0ZKCvz0RHh8j5tmj/4z/Oub62b36zpH7khW5Tcg9hTxmQcAZ8+Pg5JwMuT04i8MorkCcnEYtEslo9rroXdRF+nq8xNGT9Dnp4T4z93Ecz9WZe+uQns09mZdn6ehHN9DyJaO1iZrqKvH/oBQCpt9fqYnH+PMzOTuvyv50FNsNhSAMDkO2OGS67j7A3KyUtL1tBqt3iS3J6MUuS1TYNdvcJWYY8P+8O5ADsvr0Fan8B5O5V3dqKpQMH3EBPnp3N++MiGMxd1mI/HyHLkAIBq0n/pUvWZkRFsUpJDAPy/HzaAAqnBV/a3bS3A9GodVKS2as4R4eQXJ010p5ygb0DTgsypUh9vntsM+pyvWUzeXtIe64GqGfOQF9YwZK6HrGEinl04jlxC47H3oUnzr8fL61cCxMK4DkkHR0mbrstgT17Eti9O4GbD/4MWucuoQ0xtGLZqnmGCaOrF0aHv30ShSY7+u1HXixz6KdjhHMyJU9NpXqY2yd3DmlhAcrUFNRz57JKYZx15MqAJ3fuTJXM1GDDnZ/nWyyL7uc+mqk3c66e2NEDB9La+uXTTM+z1tyuS2Nj6N20ieUvRFXEYLqK0oaaLCxAnp21pvoZhhVIzs8DKyswYX0AmOEwJHt6oFNXbPb3wwyHIQIB63K3XY4BwO3JKkIhmBs3wti6FTMPP5y6LG7X2sI0rclSnp7JhbjlFPYwldk//VP3j3Db3/yN1UEkGLRKE3IEoebAQCowCYWsTYaeAFMyTSS3b8fMww9b3Tic+uCVFUiyDLO72x1AERoZgTI6ag13sUd8I5GAvLKC2Ec+AnViAnjzTeuOve3k3AeTrCBdkiBfvgz58mX0792bXVuZbziMvW6zt9cKpu0NcG7ttixDuXgRvfv3p4K7zGNiDw8JjYzkPZERSNU9R5cH8arYiuPGu/AkbscJ7EEM9gASe79mAEns7Hgdu+6ScOtP9uO663S0tQEtLQItLQJXR1+AmjlhBaVnyfNx+pEjmYQyM5Pq79zZmXbCUqx0Im1gh+c+nIEdQJ6TKVnOKvMRQkCEQjmDej8lHJXoRV2Mn4C9WK2yn/tott7MTk/sUjcgNdvzrJW0zaPr1rH8hajKGExXkfcPvTtxEFY9sGhrs4LoQMDt1GEMDWH5Ix9Bm6aldzewW9ZJ8/N527dBVd3MlXr2rFVv6xm3LGDX/9q3LVTWICWTqV7Nra1pWUZpft7a9JiHkGUo4+MwOzqsAH7dOiiXLrmdMISqQnR3Y/HwYWutZ85YmwYDAbd3r7y4CPXMmVSZzNSUGyg7Jw9Oz+yZhx/GwM6dkC9fzg6kASuQtuu9pWTS6nedI0OqDwykT0B0no+dMXZKX4RTWuNIJCAZhvU6S1LODLcZCKQGZni+n4Rqta1TunAOW/HoX7Th5Mkgnol9G1Nifdb97MCruBNPYh+OYzdOoVvW0fKSiuTP/EfI17wnrVRDTWYH0kB6bXbH0aNlZQMBezOrp3bfOcbK9HRaV5RimcP4vn0IP/106j7s8hxnYEe+20iGAdOefKlMTVk90SXJ2pOQI1BWRketNnZvvpmaGtjXl53BLNSLOtdQH+frPvlta1eoVtnPfdTixKARsAd1brnKX5yvM5gmqjwG0xWSc0f5vn3uRDwYhlXeoCgw+vutH0omoY6OWpeePdknbycDY2gIIhCwWtbl27ym69kZh8wPfTvTnbz2WqjnzqWy3zm4G70MA1I87ta4dt13X87NiWlrcTY/2mUnZleX9d/xeO52dYkEhGG465Hs/szS7Cx6PvEJq/9wImHVVgcC7omD2dvrBkLG+vVWW7ocz8c5gXF7AycSVlcOWYbZ1eV+uIhw2Mp0emqvAbhTB6VEwuo+MjaWnsEWwv3QytfVQZmZsfocB4JYDq1DLK5gEv14EnfiOPbhuHEXXscO4H7nJ6y63X5MYp903GpbZ3wPmzGWXraxYMJUeqD/+YOY+bH3FHxdMnUcPYrw0aNWgBoIQFpeRvjoUQCpy+7xu+5C6Iknso9pMGgFa5/6VKp2H7A+tJNJSLOzbvbf7OhITd3MkXn2Mxo7323Mri6Inh6o585ZJ1gDA+4AksxL/WZHh3VVxxkBr+tQR0fTOpMU60Vt9vZaGx8zOEOP/KhEhwzf97HKITVA43fKKOV4NvpzqSSWvxDVFoPpEuWqQwPsQDOZtMZ7T0yg58QJq3Sjtxfy3JwVkBkGzL4+CCGgnj7tZvDkycms0dPeP/Ju5tWnXFPnnNKKxcOHrbXqulU6kRmAOhlt07QyfXadMWAFUXI8nj9D55DlVOa9pyetrV/mcZQXF7O6fUiAFdQahhWsCWEFsHaQLyUSaZdypcz7cO7KLgWQ4vHU9z0dT+TZWah2uzt5aSkVLNknHkKWrQ2A/f1YOngQgeefR/jLX86uJ89VG25zss+Xzxr4YeBf4cnQTXgy/k48j51IIph229ZWE7femsQdfWfwvu/ej3esPIcOcxEtahLtxgwUpFoIOmuQZ2cROHUqrduLdVAKZ1HbH3oovXOLqkLoOtofesgNYi9rmlUy5OnoYba2Yu6hh6zHsjvGCPsqBpJJ64RCUdzsvzw5CXlpyWpjmCPznG80trNxVhkdhTw5CWPDBujXXJN2G3luDpOPP567h3vGpX5pcTH9qo4TVHvKXooFIGZLS84d26Z3uI4PleiQUew+KjGkppadMlZT3+vneF5pXT9Y/kJUWwymS5CvDs1sb7dqRycn3cymBKtcQl+3Dvq110JeXIQyOgrp8mWozohwmxSPQ5magrF+fe4Pu3zlHR7dhw5h7uhRxIeHc0+d6+nB4uHDbiYnfOQIlIsXrR92spPxuFUOYg9SEaEQRCCQCia6u3MPT8kgraxAvngR5sBAzkxI2vj0vHdi98zWdSsgNgwrGIO9ic+7Ict5Hpl3YZowenthDA2ltwT03sbeZGd2dCDgDMKxA1HJMJDcscNt0dZx7Jj1Qez0f5Zlq7RjcRHYsMFaG4BltGIJ7XgF78C/4L04jrvw1NRdWDTa0x5bhoF34gXsa3kGu4ZbcPv4P6D3rTMITSsIizehyiuQTB0CKiRkBIIZx8obGIRGRvK/Rk4QHo1az9VLUazhNLbQyAjkaBT6tdemXUJ3pI1xTyRSo8JbWtxLy877D4FAzsxzrg99eXoa0uJiqu2dPXpeXLrkTkn0ZreXDh5E9yc/aa3dKU8KBiECATdDrly8mLvefWrKfdxiAYgyNZUaie4uNv0+GoXvspYCatEqEKhNfW+tnkuj8Ja/IBx2r65d6eUvRNXCYLoE+erQ3HHCOTaXKRMT0Ds7rcvPzpCSXIGOrkO5dAnKpUsYuOEGtyRCHxyEnGtjXAZ5eho9v/IrmP0f/wOANfzEybKKQADRn/9590MjPjyMjmPHrEvn9uV3KIoVGBqGFcTavZzV8+ch2tqgb9mS3q6rSHZamZy0TiZuuKHoccx3P2Z/P5SxMStDbAdAUjKJ5I4d7okBgJzdMRzOdLt8U9YyR6anbRDMuCzure92pk5Kpgl9OYHFSyuYwDvwbbwfT+BdeAL7MI7NqR+273YL3sI+6Tj2yU/h3dITWL9RRmt8Dh2PjwFXbYLobYX6+qvWCY3nqkIhoqsL8tQUej7xCejbthUM7pxna7a3W6+nt2zHMKwTQ1tmAAJddx8nuWsX4vv2oe3CBRiDgxCtrVYGW5JgOmVMSA3pSWZklZ2gLlcgLACYGzakAp+uLkiXLlkDg1pasrLbgeefT/08YF11WFkBLl2CsWkT5MlJq25YUQBv//KM39ei9bfek2BPO8dCkzHrxezosK5OOVcEMkaw+1GrUoFa1PdeaWUP3vIXdXwc5saNa7qshajeGEyXIN8fZMCzsSvjMrwUj6eyQ6pqtU8zzfwbCQG39CEwN4dgoWEh7iLsx4rF0G33bJXn591vy8vLaH/gAbQ88ogVaCUSWeUVaaO04/G01nLS8rJVK+yM6vZJnp2FMjqKvrvvttqb2XWKaccxX6BomtYJyKZNkCcmIOxabNHRAdHT43sNfrlZR6eWPEfm0q3v1nUsixBmsB7fw49Y2efJu/AKboDIKATowWXciSdxx7pX8SOB47ju0g/QJmJoVQxIm6we4+qbE5CMBJJ2EOGOWM8cxgOk1ugcprY2q0uMfSKknjtX8OTCefWiBw5YNdN25h+GAck0sXTgQOqYeLObKyvWUB9FgQSrNKlN0xCLRBA6ftx6TdvaIDo63LplwN7AqetpGVJvVjlXICwBaXXp0tJSagOqnZn2ZrfbH3ooLVCW4nG3g42xebPbe1hKJlMlKZ7SJyBVZiDFYpDm5nLX99st+dzfASegLnSFpREUK8vKo1alArUIdK/Esgen/KWvrw8zDT6imajZMZguQb4/yPq2bdmT4rx03Qp2nAEmxcYPe0dvlyhf6zM5mYT06quQVDVVh5xHVrgsBORYDHpnJ9DebgU/zqamIpSJCSimaZWLTEyg59Qpa8OgjymK7sjwjg6rg0MyCWl52e2b7ZS1+OqyUOw2iYS18dETKAnTBOyTJMMA5owwTpl7MIL34wd4F05hN1bszYJOyjeEFezCKezDE/gR/Atuwyl0IIrApmuhSCbUpSiwvAxJB3DhAmSn7thn3a3Z3u4eNxEIQHauFtgZyLT68AJy9fZdyujm4c1uuuVLuu52owGszYFOGYxzuV6KxdzMrlBVa412hlrSdSixmJtVzgyEAfvkbWYGpl3vKyUSVn13KJSqm/Zkt7NKVjLr4wGYGzdCeftt9+qGt/TJW2ZgDA6mZaS9mTzR1uYG6i5FsXqe11ixzXS5enObXV1Qz57N3Royh1p1ykhrj5hMQg0Estojrha7fhBRNXECYgmWDh60Nr/FYlZgYNehLR4+nMpweLKaDikedzO/oowMUaVIzgCRIh05cjIMKOPj7qTGrHHfWQ9mtwEEUuO/dR1SIgH1wgWrXV6e7iQOZ1KdEML6oF1etja5LS9Dnp5G+MiRtMfKIoQ7da9QDXHv/v2QFxdTVwzsy/dxM4CXFrfif73jf+JXdp7Djujz+CAex+/jN/EE3u0G0u/AS/iFnv8XX8PH8Cp24P/iQziCw/gw/g8GcQlhLEGRrABMdHSkHieZtN5Lpuk7mL50+jQWf/3XU5MsPd0pSj35Wjp0CJdOn8bE22/j0unTudvi6Xp2gO68thnZQ+fSstnfb7VF7O+H2dWVPXVTltHyyCPWf0aj2d93ymjs3zN30I1hIHD6NNQ334Q8Pe3+zpnt7emlFt5pmzahqkhedx2St90GY3AQydtuw9yXv+yWPPmZoqfv2GE9H+fEzO5Wo5dQOlEJaZNVPZvpvJMljaEhCFWFfs01SN5wg3UCe/myteY8P5Mp1+tZjQ178X37rP0miYT1mtllPN7BTat+jBo9FyK6MjEzXYJCdWjzR46kNv05m7GA1IYle/xxOdnminIuc5dKCEhCQJ6fz9siLPP2kOXs52sHZcLe4FeQ3U0jXwZbfe211H3luQsncCgkcPIkIAQMyJjABnwbd7vZ53NiGzCffvuNGMM+HMd78C8YxrcxhAtoWQYCyD8x0CHNzaV/wbkKsbDgZnTz/7D1LL2t4tL6hZumFYgWOUnxS8nRdxtIlaHkukye2Vlhw7ZtVqmH9z1nmu4+g1y12wIA2trcyZ9Gby/UCxfcoD4zu51ZsiJgXV0xu7ut29tZyOWPfAShHBtR/ZYZxPftS9/IapqQL1+uaNDnh98BNN5MrGJPVjUHB0uqS/bbKWM1LefS3s/JJJCjPWIlVKKLChFRLgymS5SvDi0+PIy5L3/Zau906pQb+EjxuHUDu6bVzfBJkjtp0B0NLstFN5utlvNY5ZIvXrRKRezuH/mIQMB6bnluU2h8t3sfTnlBHpJpWpMHC92XJ3DIZRHt+F7iPXgc9+B7eA9ewE4YGb8WHXIUt7e9gB9ZegR343HciJfRhmWo8JwM6EX6bzulD/mOma67waMIhXLezthsbWj0tpOTFxetenY7gBaSZI2Xz/Mai8wscJE1W/+Rvg/A+Z7vy+S6br1GdjZXSJIbPEcPHED4S19yy0Ccx1r8zGfcQKrv7rtTPcAddnbbmZwHeEpWOjqwfM89UCcm3AAvvm+fOwwpszWa33ra1m98I+fTa/3GNyoa9BXjJ/jP7L8M04SxeXN6PXsF6pIr0XLO+35WVRW6/V5Yq5sDiWjtYTBdokL9UJ1Au3/vXuuDZWkpfQyyafcJ9gQ00sqK23GjaKYWKHszUZpV/LxkmhC6njcTnHbbYs+n2DokqeiGx8wx03nZVwgMSHgWt+FRfBDfwfvwNPYiio60m6pI4hY8h3fje3g/vo3d1y+gU4mi5cXn8t59rpHXaeu0A5p8JMCtPV4XieQcliJPTqJ3/36YHR1WPXJbm7tJUzl/PjXQprsbsp2JzHqcEjpPZJ2keN57Tu/tYgGTsX59+mRJ+yqCbtdDJ3fuhNnZmXb1wezsRHLnTvf/1bNnC2a3AaQF1bn07t+fd/S533padWws533n+3q1+A3+vZlYpxe3VyU24PnJkhfLXF+JmwOJaG1hMF0Cv/1QnQ8HMxyG3NKSqjmVZZjr11vjse3L1W59tWfASl6VCKR9KJYh95U9DwaBldwjrSup2CbGwAsv4G1sxj/jF/Ft3IPv4924iMGs212DN/BufB/DeBzDGMEAJq0hKQCS6s1F12GGwyiU89V37ID6+uvp0xPzCNrt/DJJ8bg1BGV+HlhZceukhapadcMtLRCqCqVCO/fNjo70zab2e9Rsb3cD/2JEOJz9vpUk6+uwe3evXw9jy5bUt3MNFymQ3faj0Ohz31P0ivTurpVSN9OFRkYgzc5akyKDQWsCq933e7Ub8Iplyf1krtkTmYiaHYPpEuTrhxo+ciTtg9i5pAwAxsCAm7kyNm+2xmpnsmuLRSBQuKa6Rh/alSo10Tdvhnr+fPnr8BGMSznqg5fQhsdxN76FD+K7eB9eRXav6/WYxF34Ad6HEXwA38K1eNMNnr2ELLt1t4UEXnqpyEIl31nhQrcTbW0Q0SiUlRUrKHQCzJYWRH/+59H+0EPFu8X4FD1wAOEvftHz4ML9eqZ82UdlasptvecG5Irithz0U7JQLLvtSyKRPfrc062lWD1toY16pVptjXGpI7TdTiVDQ5AvXoR64QKSO3Zg4QtfWHUNcbGssp/MNXsiE1GzYzBdglwf/EgmETh3DvrVV7uZl8z+u04vW3lpCVI0at1udtYtY3A2TK2mlrnh2EMiCiqWafdTVx0Mwkwa+CH24P/ixzCCYZzA7dmjuhHD7Xga78N38AE8it04CTVH8JxrjfLcnBUcvPFG/tsVCGCdZ+H0Ol4N9c03rfeJaaYNxJFiMYSOH4fo6kJyyxYE7DHpWTwlRqsN6rz3ky/7iEQivSxICGujoNNy0MclfhEOp2qmPRly4an/LbS2jmPHIC8tWY8tRKpbCHx0pfE8v7xKqEPPd6y8fy/8vBZ+NwZ2f+pTkGMxiFAIxvr10HfssOr3e3oqEqwWy5L73tzJnshE1MTYGq8ExtBQVoZSmZyECARS0/zsKXEdDz4IAIj97M9C9PS4Q0sghNWiysko2pP0sqbvZRAtLeV14agnn/208woE8vbwPYut+Ao+iZ/Qv4n1mMZdeAr/Fb+F43gXkghChoGdeA6fwVE8gh/FJPrwHQzjt/BfsBc/9BdIw8oSG0NDq9oM5QSSoqOj4O18sVvVZW4kdAIU5z2a78iadrcQP+3V2r/61Zz34f26E7Ap4+NQJiYgLS6mt5ZLJLLq671DWbztJqX5eaivv24Nnpmdddfi/O6ItjbrPdHWZgXhS0tp6+jdv99thRgaGUl7js7vj2QYVtmVqlrBpY+2dk52NR+RUdefay3e+0IyCWViAoFXX3WPWceDDxZ8LUrlPvdoNDU4Z3wc0sJCRQeiFGs5l+tvJuuhiWitYWa6BPlq+5wPBmlhAer4uDuNTnnrLYSffhpGfz/Mvj5rMEGeoSrF6Dt2WFPk7H7Ndedcus9DSiRWXZYi7IEmADCLbjyGe/DP+BC+g/fhPOyBDp6qmS14Cz+C7+IePIYP4FGsx0zOThSlcoKcggFIkXp3aX4e8sxMwcfp3b/ff5BjGDmnCjrv0XzbNp0A1M/ld3cgjDdYFML9elrAFgi4AZsOK5usjI7m7+Zil/A4wVj4yBEEzp2DCASsACyZzOq2oXtGkkuxGMyNG911dB86BCkahaTrkKen0X3oEIz1693naA4MuKPp4Qxn8VmX62ZX873GnkC7WI1wrtpt2e6aUui1KJX7+ra0WH8vZBnCNKFMTcFQ1YoGs4Wy5ByWQkRXgiZLddaXNwsjzc7C7O9HcscOa6jEwgLUt9+2MnF2wKtcvJgaOLK4CKVIMFWI+tJLkKLRxgikgYKBNAB/wWuBTHscQXwnejv+o/l7uA2nsB7T+Cg0/AV+0Q2kuzCHH8c/4g/x7/EarsU5XI2/wC/gY/hrK5B21rHKoN7JIhZU5DGUixezMpiZAs8+awV7hagqzK4uK8Mai7mDX5SLFxHft899jxbSu38/1DNnsnpaZ2Us863X/npawGZvsBWSBGVqys0+5mtb6P16fHgYoqcH+tVXW4NROjvTstv5hiU5AVn4yBHIc3PuuHNnlLj6+uvuczTDYZg9PdZxi0YhT04iFon4Clbd7Gqu1yZjAmLRATDe2m1n07GnJaBjtdljZXQU0vy8FbzG46mBR/F4TYNZDkshoisBM9Mlyqztc7Jizod5GrsuE9Eo1Gh0VY9b7f7T9SBCITfzLAC8hJvwz/gQvoUP4DjuwjLS+0MHEccenMD78Th+FP8Xu3Ey56bBUsXvuitnKzqXrlujugvVOxcJpkU4bHXhKMQ0oU5MFLyJfs01UHONrvf0XS4WqMiTk5AWFyEHAjDXr3e/nnn53di82QroMp6bt9+1kGXAKZ2QJOvE0hOwrXvyycJj3G2FamuLbbhTz561gmjv5kJYV0ecFoLSwgLk2Vnrdi0tMPv70aZpSO7cWfR4OdlVEQhYv8/2ZkrR0gJz3ToYW7f6eh4AAGd8vDM8yfm9zjgeqy2FEEJAtTd5uvdpmjAVpebBLIelENFax2B6leLDwzDWr4e0tFT/6YZNZlwM4jG8C4/iRzGCYUyhP+s278DLGMa38UE8ivfhO2hD4a4amYyrrsL8/fdj3c/9XN7bFB0g46NWvejAHTsjWTA3bV+KL3QbKRazgnp7cI4ro+9ywbW2tVlTLCcnIc/Nue31RHs7Fr7wBQAFuldIEmI/+7PWQ3Z0IPD661aAapd5SMkkzNZWN2BzA/KMUhEnIHcU24hYNCDLfA2FAFTV7faiTE1ZkzIlCcbAQEmlFGmlKGfOWJsWN22CIUlZWd5iz0PfsQPKW29Bnp9Plei0t1slKs5gnwqUQiiXL9sPnn7cpUCAgS0RUYWxzKMC5KUlayNTkcv4V7pFdOAR/Bj+PR7ADXgFQytv4hfxl/gbfNQNpAcxjn+N/4W/xM9hAgN4CTfhv+Mz+DD+T8mBNAAoY2Po/tSnCt+m2OV0H1cFzE2bCt8gGPQ16KbYe8i0ewRnlYOUUMqivvmmdcnf6Y7h7SMNTy301FT6iYQkwezpyTmSW6iqtUlPVWFs3eoGbPNHjsDs6kpbo9nVhfkjR9J+vlgpRyH6tm3Wc3FeJ9OEZJpIXnttqixrZQUIBGBs2uROASyllCI+PIzpxx/H4qFDVi3/W2/lLBUp9jyWDh60jtHgIJLXXw9jcBCiowNLn/50RUshpHjcOsFx3k+SZPWWLjC1lIiIysPMdAW40+9qPLyh0elQcAJ78BjuwbfwAfwQd0BHIO02HVjEu/B9fADfwofwz7gOr/kLOv0yDGvwSAFSsfILT4Yz78MU6vihKG5GUhkfz38nPoL2mYcfRt/dd1sZYc+gH8k03RaMRem6lamV5dRGUkWBUFW3tlcEg9Zz9q5JCKsW+cwZAHaXjc2bIU9NuVlWY3AwrctGfHgYc1/5StEWfMVKOQq18Vs8fBjdn/0spMVFSMmkNcSmpweLhw+7GW1nAuBqpuyFRkbQpmlWcB4Ow1xczCoVKfY8Cn2/kiPJzfZ2q4TK2/pP1/N2xyEiovIxmF6l0MgIlNFRKEVqXa8EAsDr2O4Gz9/Fe7GIrrTbKNCxCyfxAXwLH8SjuB0/RABVLI/xMTWy2HAYY3AQorU1f+9mWBnHdTkytgAgDCO9E0yBtRbrQ927fz9WPvxhKA89ZAWtdu2t2dGBxcOH0+6r6PM2TcDJoOo6lOVlKxhtbbXqfnMF96YJ2CcnxbpsOPzWzOa7XbEOGfHhYXdgjZRMQgSDiP78z2dljFfbVSLf0KbMUpFiz7cWNcTRAwcQPnrU6ultnzBJpomlHAN3iIhodRhMl0l69FH0/cZvIHDmjNvJoFKT55rJNHrxOO7GY7gHj+MejOKqrNtsxxncjcfwQTyKH8G/oAuFR4BXlJ9uHkVeN3lysmh2u1BwJCGVkSxYu10k++2spf0v/7LoWHJh91TOSVVTkzidY+Mcp2gUxo4dkCcn8wbkzt6AWrU9K9bGz5sxNux15MoYxyIRtD/0EORoFGZ7O6IHDpQU1PodQNIInCy39/kuHThQ0ew3ERFZGEyXoePoUagPPFA0oFmLltGCH+BddgD9ATyHW7Nu04cpvB+P4x48hnvwGIZwIcc9NY5iG0flWAyipcVqTVim0MiIFbgFAvnfN6bpTufLR7S1QTp/3srAhkJuwCvHYggfOeIGh4UGAOnXXIPACy9Y/5O5QU3XC2fRZdmtoy5lrPVqFAti/fTM9hNwF+NnWmMjWTp0iMEzEVENMJguUWhkBB1/+IeN0++5ykxIeB477bD4HjyBd2EF6f2JW7CMu/ADfADfwj14DDfjBch5Z/A1H2eC3Gqs+7mfsyb3dXZCmZvL3adbkor374Yn+M9oBee3m4dkDwlxf97ZfGi3l3OC5J5f+qXsbLlpwvC00/M71no1AXexINZPxthPwF1MvqFNHEBCRHRlYzBdoo5jx9Z8C7y3MeSWbXwb78c01qd9X4KJW/Es7sG3cDcex114Ai1Yw10CJMlXp5Zire+kWAzKygrMUCh9uqC3lMLPJtZct8kx+CMfs78fRjwOZWIi1Z/ZNK167WAQ/Xv3whgagtHfb/W9drp+2Bsehd0Nw49i9c5+FCsnyRVsy9PTkKJR97moZ87AGBxMu99SSzS8mXh1fBzmxo1VycQTEVFzYTBdokasj1yteXTiO3gfHsM9+Dbuxhlcl3WbLTjnlm28D99BH8qf5rhWFQxl7UBXKEr6hsfMwLjA+HMRClm9iAMBSLqefj+ShOR12a9bLjMPP2wNG/J2wLAf1+zudoNedWICZm+v1QPZ6Ym8fn1at45iWedKZISL1TsvHTxojRMfG7N6ZtsbOY3BQfe5+BlS43ct3qFNREREDKZLZHZ0QKn3IlYpgQCexh1u9vmHuB1mxrPqxiyGMWJvLXwM23C2si3rmokzra6AvENOvCTJ6u+c7/v2oBFhGOmDZOzMuAiHYfb3I7FzJ9r+9/9Or62WJKx8+MPF12CLDw9j7stfdgNhaX4eZkcHzL4+ayltbVbQPjsLBIOeH4zD7O52R5JLi4sw162D2deXM+tciU17vuqdnQy/XfcNWbb6XttdN8zeXsgzMxDt7VXdLElERFceBtPl8NF2rJEIAKdxgxs8fxfvRRQdabcJIIF9OI678RjuxuMVG9W9JihK0WEXRdveAVbruwLfFm1tkOJxa2PhykoqoBYCpqpi7uhRt2eysWFD+hS9ri6Ejh8vacOZt965f+/e7KC3s9Mqn4CVUUciAeXiRav9XTJp1V6bJpSZGYhQCKKzE0B61tnPpr3VZrc7jh2D2dUFYZdxBE6fhpBlKFNT0O01mb291nTG/v6qbpb0Y7U15ERE1FgYTJdIuXChKQLpixjA47gbj+MePI67MY7sCX034iU38/wefA8dKL9bxVpm9vbCGBpC8Mkn8772wpu9zXkDUXRz4cXXXwcA9N98c6qm2iYnk+j6tV/D/B/+IQKnTkEyTYhgEPqmTVYQK8SqSpByBr2Li9bzCgTcoF1IkhXwt7W5A1KEabqBa2bWuVi9s5+a6mLZ7czvi2DQugLg2TwpLS9D374dMw8/XPYxqoRK1JATEVFjYTBdgtDICOTFxXovI6co2vA9vMete34RN2fdZhDjuAeP4f12mD2Ii3VYafOZfOopAMBggZHhorU17/dKpczkrkdXZmaswFSSrBpnXYc6Pm6NvFHV9PrffFdP8mxSzBf0GkNDMO3sLmBlfZ3OJiIYtP5bktzANTPrXKze2U9NdbHsdub3neyzCASsso8GKumoRA05ERE1FgbTJQgfOVLvJbgMyDiFXW72+Tj2IYFQ2m3asYT34rtuz+d34JUrt+65yqSMTHK1iGAQ5uAglLExq/xCkqBcugRz/fq0YFEEgzlLU/Jl0HP1jE4GAlkTGYWqukG62d9vrcPOkudqFVes3tlPTXWx7Hbm94WiwOzpgdHXB3lurqFKKZpp8AsREfnDYLoEqn0Zvl7O4mq37nkEw5jFurTvyzBwO37o1j3vxVMI4sobLFNpTnu1QuS5ucJ3Isv+pjEWIVpbraz0pk1Wl4p4HALIKhPQt21D4PXXre4hsgxhmpAMA/q2bXnvO7NntFOS4DyutLwM0d5uZaJjMZgdHUBfn7Wxr7UVZn9/yfXOfmqqiw2HyfX9hS98oSGC50zNNviFiIiKYzBdglr3l76MHnzbLsp4DB/AW7g66zbbccbNPL8P30E35mu6xiuBcuGCVStfSLEez4pScPCLN2Ms2tpSg1W8ZNkKaNvaYIbDMO3BIWZ/f1bguHj4MLo/9SmrjZ1pQpJlmB0dWDx8OO8acm2MyxWkAkh9betWzP/+7+cNXItlYv2OJC82HMbP8JhGUKsR7EREVDsMpktR5S4ecQTxBO5ys8/P4DYIpLdk68U03o9vuxsHt+Dtqq2HbD5ec7OrC/LUVP4bSBKgqnlHiQtPXXLyllugvvBCWj9ns6PDymraI819BWKhEEQiAckwrG4coVDu28GThU4mIS8sQJmYQM+pU1j69Kdzbtqr1AjuWo0kbxRX2vMlIroSMJguRYUDaQHgBdzsZp6/j3djGW1ptwlhBXfhB+7AlFvw3Joa1d0UCgxScRTbgGhs3Aj54sWsGmQAVus9z8ZWZwiJMAxrCImqAi0tblY5XyDmzSxL8/MQ7e0wduyAqqrQdR1SLJZ3o1vHsWNAMmm1uZMk6zENAx0PPpjez7lEfjKxzZJVrpQr7fkSEa11NQumI5HIhwA8AEAB8Keapv23jO9L9vd/DEAMwMc1TXumVuurlQvYhMdxN76FD+DbuBtT6M+6zc14zg2e343voxUrOe6JGknRDYiGgeRttyF44oRV86woad/LvsPUEBI/o8IzW64FxseBpSXIs7OQTBNqIACjry/vRjdldBTywoK1NmdAjapCSiRW1WmCmVgiIlrrahJMRyIRBcBXAdwD4AKAE5FI5B80TXvFc7MfBbDd/ucOAMfsfze1RXTgu3gvvoUP4DF8IOeo7s0YtXPT38IwRtCPAuUC1JC8PY1zcdrr9d19t7Ux0AlaTROSaSK5fbt728whJAAgxWIIHzkCORrN2aM4a6OfqkKKx62OHi0tVhu9sbG0x/EyhoagTExYGWmHaUKEQqvuNMFMbAoHthARrT2FZyRXzu0A3tA07aymaQkA3wDwExm3+QkAX9M0TWia9hSA7kgkMph5R41Oh4LjuBO/jS9gH55ALy7jJ/CP+Co+7QbSYSzgx/EPeBCfwmlch/O4Cn+GX8JH8TcMpBtRsfIeScL8/ff7uqvFw4dh9vRYHTGSSUCSYPb0pG0MVEZHs8pGRGsr1LNnUwGzPSZbBINucJb2Mz5KU7yWDh606qqdLLlpQhICZnc3O01UiHP1QJ6cTDsZ8jWKnoiIGlatyjw2AfCmty4gO+uc6zabAExUd2mrIwCcwQ48ameev4cfwSI6026jIok9OIEP4FHcg8dwO34IFYWn4VEVBYNWkKnrgCzDbG93u17kIuyNe5KuW7fxBqiyDLO3F/HhYYhQKHdvZ8/Gv/jwMOa+/OWC2cl8m/aA7NpspzNG5s9IhmFteDRNK0AOBGAMDqZtavSKDw9j6dOfRseDD1rTDkMhGN3dgKqy00SFcGALEdHaVKtgOlfBZ2bKzM9tEIlEDgA4AACapqGvr2/1qyvRJNbjcdyNf8aH8B0MYwybs26zA6/hbjyGD+JRvBffRRi5gxgqQJatDGtmAOvV1gZz/XrI58/7v0/TtDpdDAxACgRgPvAAxKlTUH7nd7JubnzhCzDtrLH6gQ8Ab76J/6+9+4+xo7oOOP5de826xhSLLKp/gcHUiSBUOLVKAq6Q20TYQKpESnOUH61KGsc1wVEKTiULRQVB3TaVXAUCCXJSaoL4kZOEpilFbVK1FS2QND8UlLhQoCEU2xBiLAez/rGs9/WPmY1333p33xu/3fXY3480wm/mvnnXh7PPZ+/cudO1dy/098Mpp9CYN4+u886jt7eXwU2bmHnLLSOL8hkzGNy0aWSeRkAEgxRJf1q5DenatInuj3+cxqFDMGcO7N9frMjxxjfS3d8Pp556pHFfHyxdSmPjxpHvKVcOaSxdStfpp0OjUawEMn/+2D8zmzdz+LLLmLllC13PP8+MJUs4vHEjp61ePaJ/gu7u7ra/e2bt3EnjjDNGzn8/7TS6d+2alu+x41GVuGp8xnRyGNfOq3NMp6qY3gEMv1a8GNhVoQ2ZuRXYWr5s7N69u4PdHN8C4Hq28GmuH3XsTF7mt/hXVpejz4vZOWX9OhENzp1L3/r1zMksVpl46aVRI8L7rr+e1667DoAzIuh59NFfHG7Mns3gggXFg036+2nMnMnAueey74YbRo8Kr1gBK1Ywt69v1GOvX1u3Dsoc61m7trjJb/78EStT/HztWg7t3g3r1k14jpasWEHPzTeP6idQfP7hw6M/v+k9g+ecw8zduxkEZg4OcnjfvpF9Heezue++kfum8GesLnp7e2n3u+cN5YN2Rlxx2L+fwYULecUYA9XiqvEZ08lhXDuvDjFduHDhUfd3NSZx3eQhEdENPA28HdgJfAf4QGZuH9bmKmADxWoebwVuy8yLJzh1Y9euUfX2pPmVRYu4k2vYwGeZzQEu5VEu5xus4Z/4NX548j2qe2iUt0ljxgwG3vQmDl51FT2PPUb3M8/Q1ddH18GDI9o35szhtY9+lFMef3xEIXxo5Ur2ZAJHbtjqfvrpYjS4p4eBZcvGvXFr+MoWI4rOpqcEVjHdN5C18/lDbU/ZtYv+hQu92a2DqnzpT2Zenijq8I9p3RjTyWFcO68OMS2L6VHl3pQU0wARcSXwaYql8e7KzM0RsR4gM+8sl8a7HVhDsTTehzLzuxOcdkqLaYDGol/nfzifS3mMHsZfwWEqDXZ3w7x50N9P1+uvH3WptkZPD4Nz5zLjwIFfPIa6a9iybIdWrqRv/fojN7Q1Gszcs4eugweLtYdPPZWBCy9kYMECZn/zm8XKEt3dNAYHmTE4eGQkthwtblcnf5Cmu+g9ntThC6puqsbUvByfudp5xnRyGNfOq0NMp72YniRTXkwPqcP/9LoxppPDuHaeMZ0cxrXzjOnkMK6dV4eYjlVMT9XSeJIkSdIJx2JakiRJqshiWpIkSarIYlqSJEmqyGJakiRJqshiWpIkSarIYlqSJEmqyGJakiRJqshiWpIkSarIYlqSJEmqyGJakiRJqshiWpIkSarIYlqSJEmqyGJakiRJqshiWpIkSarIYlqSJEmqyGJakiRJqshiWpIkSaqoq9FoTHcfjkWtOy9JkqRa6WreUfeR6a7p2iLie9P5+SfiZkyNa102Y2pc67IZU+Nal61GMR2l7sW0JEmSNG0spiVJkqSKLKar2zrdHTgBGdPJYVw7z5hODuPaecZ0chjXzqttTOt+A6IkSZI0bRyZliRJkirqnu4OHM8iYg1wKzAT+EJm/mXT8a7y+JXAfuDqzPz+lHe0ZlqI6yrg74Hnyl0PZubNU9rJmomIu4B3Ai9n5oVHOW6utqmFmK7CPG1LRJwFfBGYDwwCWzPz1qY25mqbWozrKszXlkXEbOARoIeiVvpKZt7Y1MZcbVOLcV1FzXLVkekxRMRM4A7gCuAC4P0RcUFTsyuAZeW2DvjclHayhlqMK8B/ZObycjuuf4iOE9uANeMcN1fbt43xYwrmabsGgI2ZeT7wNuBav1c7opW4gvnajkPAb2fmRcByYE1EvK2pjbnavlbiCjXLVYvpsV0MPJuZP87MfuAB4F1Nbd4FfDEzG5n5LWBeRCyY6o7WTCtxVZsy8xFgzzhNzNU2tRBTtSkzXxwaucvMfcCTwKKmZuZqm1qMq9pQ5t9r5ctZ5dZ8k5m52qYW41o7TvMY2yLghWGvdwBvbaHNIuDFye1arbUSV4BLIuIJYBfwiczcPhWdO4GZq5PDPK0oIs4B3gJ8u+mQuXoMxokrmK9tKa+kfg/4VeCOzDRXO6CFuELNctWR6bEd7Sk3zb89tdJGI7USs+8DS8rLQJ8BvjbZnToJmKudZ55WFBFzga8Cf5yZrzYdNlcrmiCu5mubMvNwZi4HFgMXR0TzvRPmagUtxLV2uWoxPbYdwFnDXi+m+A2p3TYaacKYZearQ5eBMvNhYFZE9E5dF09I5mqHmafVRMQsioLv3sx88ChNzNUKJoqr+VpdZu4F/p3R91CYq8dgrLjWMVed5jG27wDLIuJcYCfwPuADTW2+DmyIiAcopir8PDO9vDO+CeMaEfOBn2ZmIyIupvil75Up7+mJxVztMPO0feXqB38DPJmZfz1GM3O1Ta3E1XxtT0ScCbyemXsj4peAdwCfampmrraplbjWMVctpseQmQMRsQH4Z4ol3O7KzO0Rsb48fifwMMWSOM9SLIvzoenqb120GNffBa6JiAHgAPC+zPTS2Tgi4n5gFdAbETuAGylu7DBXK2ohpuZp+1YCvw/8MCJ+UO67ATgbzNVj0Epczdf2LADuLuf3zgAyMx+yBjhmrcS1drnqExAlSZKkipwzLUmSJFVkMS1JkiRVZDEtSZIkVWQxLUmSJFXkah6SJEk6YUXEXcA7gZczs/khMc1tzwbuBuZRrDq2qVzvekyOTEvScS4ifhIR7+jAea6OiP/sRJ8kqUa2MfqhO2P5JMWSfW+heBbGZyd6gyPTkqS2RUQDWJaZz053XyRpPJn5SEScM3xfRJwH3AGcSbFO+Ecy8ymKR8L/ctnsdFp4qqUj05IkSTrZbAU+lpkrgE9wZAT6JuD3yod1PQx8bKITOTItSfXwGxFxG8UTxL4GXENxCXJtZv7mUKPhI8YR8Qbgbyme5PgUxZNHGdb2cuAzwHzgXuDNwD2Z+YXy+B8Cf1Ie/y9gXWY+HxGPlKd4ovy8D2fmlyblby1JHRYRc4FLgS9HxNDunvK/7we2ZeaWiLgEuCciLszMwbHOZzEtSfXwQWA10Af8A8W8vommWNwBHKQowM+lKKafA4iIXuArwNXA14FrgY8A95TH303xSOrfAZ4BNgH3A5dm5mVlEX2R0zwk1dAMYG9mLj/KsQ9Tzq/OzMcjYjbQC7w83skkSce/2zPzhczcA2ymGD0ZU0TMBN4D/Glm9mXmjyjuUB9yJbA9Mx/MzAHgNuClYcf/CPiLzHyyPP7nwPKIWNLBv5MkTbnMfBV4LiLeCxARXRFxUXn4/4C3l/vPB2YDPxvvfI5MS1I9vDDsz88DCydofybFd3zz+4YsHH4sMxvlHMEhS4BbI2LLsH1dwKKm80jScS0i7qeY7tZbfs/dSHG173MR8UlgFvAA8ASwEfh8RFxHcTPi1ZnZGO/8FtOSVA9nDfvz2RR3mPcBc4Z2RsT8YW1+BgyU73tq2PuGvAgsHvberuGvKQrtzZl5byc6L0nTJTPHupI3arm8zPxvYGU757eYlqR6uDYiHqJYwukG4EsUoyhvjojlFAXzTUONM/NwRDwI3FTeSHgO8AfAT8om/wjcXs6NfghYT3Gj4ZA7gVsi4geZuT0iTgcuz8wvl8d/Cixl4nnbknRCc860JNXDfcA3gB+X259l5tPAzcC/UNwk2PxAlg3AXIq50NsoVvYAIDN3A+8F/gp4BbgA+C5wqDz+d8CngAci4lXgR8AVw859E3B3ROyNYbfDS9LJpqvRGHcaiCTpJBARM4AdwAcz89+muz+SVBdO85Ckk1RErAa+DRygWE+6C/jWtHZKkmrGaR6SdPK6BPhfYDfFetLvzswD09slSaoXp3lIkiRJFTkyLUmSJFVkMS1JkiRVZDEtSZIkVWQxLUmSJFVkMS1JkiRVZDEtSZIkVfT/ZUZl/C/sPEgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot budget vs gross using seaborn\n",
    "sns.regplot(x='budget', y='gross', data=df, scatter_kws={\"color\":\"red\"}, line_kws={\"color\":\"blue\"})\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2abe1a2",
   "metadata": {},
   "source": [
    "## Let's start looking at correlation\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e7bec328",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>runtime</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.998726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.056386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.061923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.203098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.320312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>0.268721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.075294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearcorrect</th>\n",
       "      <td>0.998726</td>\n",
       "      <td>0.061923</td>\n",
       "      <td>0.203098</td>\n",
       "      <td>0.320312</td>\n",
       "      <td>0.268721</td>\n",
       "      <td>0.075294</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 year     score     votes    budget     gross   runtime  \\\n",
       "year         1.000000  0.056386  0.206021  0.327722  0.274321  0.075077   \n",
       "score        0.056386  1.000000  0.474256  0.072001  0.222556  0.414068   \n",
       "votes        0.206021  0.474256  1.000000  0.439675  0.614751  0.352303   \n",
       "budget       0.327722  0.072001  0.439675  1.000000  0.740247  0.318695   \n",
       "gross        0.274321  0.222556  0.614751  0.740247  1.000000  0.275796   \n",
       "runtime      0.075077  0.414068  0.352303  0.318695  0.275796  1.000000   \n",
       "yearcorrect  0.998726  0.061923  0.203098  0.320312  0.268721  0.075294   \n",
       "\n",
       "             yearcorrect  \n",
       "year            0.998726  \n",
       "score           0.061923  \n",
       "votes           0.203098  \n",
       "budget          0.320312  \n",
       "gross           0.268721  \n",
       "runtime         0.075294  \n",
       "yearcorrect     1.000000  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.corr(method='pearson') #pearson, kendall, spearman"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a11be919",
   "metadata": {},
   "outputs": [],
   "source": [
    "# High correlation between budget and gross"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "42382de7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df.corr(method='pearson')\n",
    "sns.heatmap(correlation_matrix, annot=True)\n",
    "plt.title('Correlation Matric for Numeric Features')\n",
    "plt.xlabel('Movie Features')\n",
    "plt.ylabel('Movie Features')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "f345f0eb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2009</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Sam Worthington</td>\n",
       "      <td>United States</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2847246203</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>162.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2019</td>\n",
       "      <td>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2797501328</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>Titanic</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Drama</td>\n",
       "      <td>1997</td>\n",
       "      <td>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>Leonardo DiCaprio</td>\n",
       "      <td>United States</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2201647264</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2015</td>\n",
       "      <td>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>Lawrence Kasdan</td>\n",
       "      <td>Daisy Ridley</td>\n",
       "      <td>United States</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>Lucasfilm</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>2018</td>\n",
       "      <td>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>Christopher Markus</td>\n",
       "      <td>Robert Downey Jr.</td>\n",
       "      <td>United States</td>\n",
       "      <td>321000000</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>Marvel Studios</td>\n",
       "      <td>149.0</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  year  \\\n",
       "5445                                      Avatar  PG-13  Action  2009   \n",
       "7445                           Avengers: Endgame  PG-13  Action  2019   \n",
       "3045                                     Titanic  PG-13   Drama  1997   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action  2015   \n",
       "7244                      Avengers: Infinity War  PG-13  Action  2018   \n",
       "\n",
       "                               released  score      votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000.0  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000.0  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000.0  James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000.0    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000.0  Anthony Russo   \n",
       "\n",
       "                  writer               star        country     budget  \\\n",
       "5445       James Cameron    Sam Worthington  United States  237000000   \n",
       "7445  Christopher Markus  Robert Downey Jr.  United States  356000000   \n",
       "3045       James Cameron  Leonardo DiCaprio  United States  200000000   \n",
       "6663     Lawrence Kasdan       Daisy Ridley  United States  245000000   \n",
       "7244  Christopher Markus  Robert Downey Jr.  United States  321000000   \n",
       "\n",
       "           gross                company  runtime  yearcorrect  \n",
       "5445  2847246203  Twentieth Century Fox    162.0         2009  \n",
       "7445  2797501328         Marvel Studios    181.0         2019  \n",
       "3045  2201647264  Twentieth Century Fox    194.0         1997  \n",
       "6663  2069521700              Lucasfilm    138.0         2015  \n",
       "7244  2048359754         Marvel Studios    149.0         2018  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Looks at Company\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "2476413f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "        text-align: right;\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>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
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       "      <th>score</th>\n",
       "      <th>votes</th>\n",
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       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5445</th>\n",
       "      <td>386</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2009</td>\n",
       "      <td>527</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>785</td>\n",
       "      <td>1263</td>\n",
       "      <td>1534</td>\n",
       "      <td>47</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2847246203</td>\n",
       "      <td>1382</td>\n",
       "      <td>162.0</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>388</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2019</td>\n",
       "      <td>137</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000.0</td>\n",
       "      <td>105</td>\n",
       "      <td>513</td>\n",
       "      <td>1470</td>\n",
       "      <td>47</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2797501328</td>\n",
       "      <td>983</td>\n",
       "      <td>181.0</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3045</th>\n",
       "      <td>4909</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>1997</td>\n",
       "      <td>534</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
       "      <td>785</td>\n",
       "      <td>1263</td>\n",
       "      <td>1073</td>\n",
       "      <td>47</td>\n",
       "      <td>200000000</td>\n",
       "      <td>2201647264</td>\n",
       "      <td>1382</td>\n",
       "      <td>194.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6663</th>\n",
       "      <td>3643</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2015</td>\n",
       "      <td>529</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000.0</td>\n",
       "      <td>768</td>\n",
       "      <td>1806</td>\n",
       "      <td>356</td>\n",
       "      <td>47</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2069521700</td>\n",
       "      <td>945</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>389</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2018</td>\n",
       "      <td>145</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000.0</td>\n",
       "      <td>105</td>\n",
       "      <td>513</td>\n",
       "      <td>1470</td>\n",
       "      <td>47</td>\n",
       "      <td>321000000</td>\n",
       "      <td>2048359754</td>\n",
       "      <td>983</td>\n",
       "      <td>149.0</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
       "5445   386       5      0  2009       527    7.8  1100000.0       785    1263   \n",
       "7445   388       5      0  2019       137    8.4   903000.0       105     513   \n",
       "3045  4909       5      6  1997       534    7.8  1100000.0       785    1263   \n",
       "6663  3643       5      0  2015       529    7.8   876000.0       768    1806   \n",
       "7244   389       5      0  2018       145    8.4   897000.0       105     513   \n",
       "\n",
       "      star  country     budget       gross  company  runtime  yearcorrect  \n",
       "5445  1534       47  237000000  2847246203     1382    162.0         2009  \n",
       "7445  1470       47  356000000  2797501328      983    181.0         2019  \n",
       "3045  1073       47  200000000  2201647264     1382    194.0         1997  \n",
       "6663   356       47  245000000  2069521700      945    138.0         2015  \n",
       "7244  1470       47  321000000  2048359754      983    149.0         2018  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numerized = df\n",
    "\n",
    "for col_name in df_numerized.columns:\n",
    "    if(df_numerized[col_name].dtype == 'object'):\n",
    "        df_numerized[col_name] = df_numerized[col_name].astype('category')\n",
    "        df_numerized[col_name] = df_numerized[col_name].cat.codes\n",
    "df_numerized.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "23d474ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>name</th>\n",
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       "      <th>3045</th>\n",
       "      <td>4909</td>\n",
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       "      <td>7.8</td>\n",
       "      <td>1100000.0</td>\n",
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       "      <td>2069521700</td>\n",
       "      <td>945</td>\n",
       "      <td>138.0</td>\n",
       "      <td>2015</td>\n",
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       "    <tr>\n",
       "      <th>7244</th>\n",
       "      <td>389</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
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       "      <td>145</td>\n",
       "      <td>8.4</td>\n",
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       "      <td>2048359754</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>5640</th>\n",
       "      <td>3794</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>2009</td>\n",
       "      <td>890</td>\n",
       "      <td>5.8</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>585</td>\n",
       "      <td>2924</td>\n",
       "      <td>1498</td>\n",
       "      <td>47</td>\n",
       "      <td>3000000</td>\n",
       "      <td>5073</td>\n",
       "      <td>1385</td>\n",
       "      <td>96.0</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2434</th>\n",
       "      <td>2969</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>1993</td>\n",
       "      <td>1467</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1900.0</td>\n",
       "      <td>1805</td>\n",
       "      <td>3102</td>\n",
       "      <td>186</td>\n",
       "      <td>47</td>\n",
       "      <td>5000000</td>\n",
       "      <td>2970</td>\n",
       "      <td>1376</td>\n",
       "      <td>97.0</td>\n",
       "      <td>1994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3681</th>\n",
       "      <td>1595</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2000</td>\n",
       "      <td>1721</td>\n",
       "      <td>6.8</td>\n",
       "      <td>43000.0</td>\n",
       "      <td>952</td>\n",
       "      <td>1683</td>\n",
       "      <td>527</td>\n",
       "      <td>6</td>\n",
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       "      <td>2554</td>\n",
       "      <td>466</td>\n",
       "      <td>108.0</td>\n",
       "      <td>2001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>2909</td>\n",
       "      <td>6</td>\n",
       "      <td>9</td>\n",
       "      <td>1982</td>\n",
       "      <td>1525</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2300.0</td>\n",
       "      <td>261</td>\n",
       "      <td>55</td>\n",
       "      <td>1473</td>\n",
       "      <td>47</td>\n",
       "      <td>800000</td>\n",
       "      <td>2270</td>\n",
       "      <td>582</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3203</th>\n",
       "      <td>4966</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>1997</td>\n",
       "      <td>2152</td>\n",
       "      <td>5.7</td>\n",
       "      <td>5800.0</td>\n",
       "      <td>651</td>\n",
       "      <td>161</td>\n",
       "      <td>1811</td>\n",
       "      <td>47</td>\n",
       "      <td>15000000</td>\n",
       "      <td>309</td>\n",
       "      <td>504</td>\n",
       "      <td>85.0</td>\n",
       "      <td>1997</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5421 rows × 16 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  year  released  score      votes  director  writer  \\\n",
       "5445   386       5      0  2009       527    7.8  1100000.0       785    1263   \n",
       "7445   388       5      0  2019       137    8.4   903000.0       105     513   \n",
       "3045  4909       5      6  1997       534    7.8  1100000.0       785    1263   \n",
       "6663  3643       5      0  2015       529    7.8   876000.0       768    1806   \n",
       "7244   389       5      0  2018       145    8.4   897000.0       105     513   \n",
       "...    ...     ...    ...   ...       ...    ...        ...       ...     ...   \n",
       "5640  3794       6      6  2009       890    5.8     3500.0       585    2924   \n",
       "2434  2969       5      0  1993      1467    4.5     1900.0      1805    3102   \n",
       "3681  1595       3      6  2000      1721    6.8    43000.0       952    1683   \n",
       "272   2909       6      9  1982      1525    3.9     2300.0       261      55   \n",
       "3203  4966       5      4  1997      2152    5.7     5800.0       651     161   \n",
       "\n",
       "      star  country     budget       gross  company  runtime  yearcorrect  \n",
       "5445  1534       47  237000000  2847246203     1382    162.0         2009  \n",
       "7445  1470       47  356000000  2797501328      983    181.0         2019  \n",
       "3045  1073       47  200000000  2201647264     1382    194.0         1997  \n",
       "6663   356       47  245000000  2069521700      945    138.0         2015  \n",
       "7244  1470       47  321000000  2048359754      983    149.0         2018  \n",
       "...    ...      ...        ...         ...      ...      ...          ...  \n",
       "5640  1498       47    3000000        5073     1385     96.0         2015  \n",
       "2434   186       47    5000000        2970     1376     97.0         1994  \n",
       "3681   527        6    5000000        2554      466    108.0         2001  \n",
       "272   1473       47     800000        2270      582     85.0         1982  \n",
       "3203  1811       47   15000000         309      504     85.0         1997  \n",
       "\n",
       "[5421 rows x 16 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d2d919f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation_matrix = df_numerized.corr(method='pearson')\n",
    "sns.heatmap(correlation_matrix, annot=True)\n",
    "plt.title('Correlation Matric for Numeric Features')\n",
    "plt.xlabel('Movie Features')\n",
    "plt.ylabel('Movie Features')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "e1f97aea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>year</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
       "      <th>director</th>\n",
       "      <th>writer</th>\n",
       "      <th>star</th>\n",
       "      <th>country</th>\n",
       "      <th>budget</th>\n",
       "      <th>gross</th>\n",
       "      <th>company</th>\n",
       "      <th>runtime</th>\n",
       "      <th>yearcorrect</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>name</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.029234</td>\n",
       "      <td>0.010996</td>\n",
       "      <td>0.025542</td>\n",
       "      <td>-0.006152</td>\n",
       "      <td>0.014450</td>\n",
       "      <td>0.012615</td>\n",
       "      <td>0.015246</td>\n",
       "      <td>0.012880</td>\n",
       "      <td>-0.006882</td>\n",
       "      <td>-0.025490</td>\n",
       "      <td>0.023392</td>\n",
       "      <td>0.005639</td>\n",
       "      <td>0.021697</td>\n",
       "      <td>0.010850</td>\n",
       "      <td>0.025542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>rating</th>\n",
       "      <td>-0.029234</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.147796</td>\n",
       "      <td>0.019499</td>\n",
       "      <td>0.018083</td>\n",
       "      <td>0.065983</td>\n",
       "      <td>0.006031</td>\n",
       "      <td>0.014656</td>\n",
       "      <td>-0.003149</td>\n",
       "      <td>0.009196</td>\n",
       "      <td>0.008230</td>\n",
       "      <td>-0.203946</td>\n",
       "      <td>-0.181906</td>\n",
       "      <td>-0.092357</td>\n",
       "      <td>0.140792</td>\n",
       "      <td>0.022021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>genre</th>\n",
       "      <td>0.010996</td>\n",
       "      <td>0.147796</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.073167</td>\n",
       "      <td>0.022142</td>\n",
       "      <td>0.035106</td>\n",
       "      <td>-0.135990</td>\n",
       "      <td>-0.008553</td>\n",
       "      <td>0.017578</td>\n",
       "      <td>0.003341</td>\n",
       "      <td>-0.009164</td>\n",
       "      <td>-0.368523</td>\n",
       "      <td>-0.244101</td>\n",
       "      <td>-0.071334</td>\n",
       "      <td>-0.059237</td>\n",
       "      <td>-0.069147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <td>0.025542</td>\n",
       "      <td>0.019499</td>\n",
       "      <td>-0.073167</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.001740</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.206021</td>\n",
       "      <td>-0.038354</td>\n",
       "      <td>-0.025908</td>\n",
       "      <td>-0.032157</td>\n",
       "      <td>-0.066748</td>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.274321</td>\n",
       "      <td>-0.014333</td>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.998726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>released</th>\n",
       "      <td>-0.006152</td>\n",
       "      <td>0.018083</td>\n",
       "      <td>0.022142</td>\n",
       "      <td>-0.001740</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.045874</td>\n",
       "      <td>0.028833</td>\n",
       "      <td>0.002308</td>\n",
       "      <td>0.008072</td>\n",
       "      <td>0.015706</td>\n",
       "      <td>-0.017228</td>\n",
       "      <td>0.019952</td>\n",
       "      <td>0.008501</td>\n",
       "      <td>-0.002407</td>\n",
       "      <td>0.008975</td>\n",
       "      <td>-0.005989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>score</th>\n",
       "      <td>0.014450</td>\n",
       "      <td>0.065983</td>\n",
       "      <td>0.035106</td>\n",
       "      <td>0.056386</td>\n",
       "      <td>0.045874</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>0.005413</td>\n",
       "      <td>0.012843</td>\n",
       "      <td>0.007296</td>\n",
       "      <td>-0.043051</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.020656</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.061923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>votes</th>\n",
       "      <td>0.012615</td>\n",
       "      <td>0.006031</td>\n",
       "      <td>-0.135990</td>\n",
       "      <td>0.206021</td>\n",
       "      <td>0.028833</td>\n",
       "      <td>0.474256</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.010376</td>\n",
       "      <td>-0.005316</td>\n",
       "      <td>-0.017638</td>\n",
       "      <td>0.041551</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>0.118470</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.203098</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>director</th>\n",
       "      <td>0.015246</td>\n",
       "      <td>0.014656</td>\n",
       "      <td>-0.008553</td>\n",
       "      <td>-0.038354</td>\n",
       "      <td>0.002308</td>\n",
       "      <td>0.005413</td>\n",
       "      <td>-0.010376</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.261735</td>\n",
       "      <td>0.036593</td>\n",
       "      <td>0.011133</td>\n",
       "      <td>-0.009662</td>\n",
       "      <td>-0.029560</td>\n",
       "      <td>-0.008223</td>\n",
       "      <td>0.017433</td>\n",
       "      <td>-0.037371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>writer</th>\n",
       "      <td>0.012880</td>\n",
       "      <td>-0.003149</td>\n",
       "      <td>0.017578</td>\n",
       "      <td>-0.025908</td>\n",
       "      <td>0.008072</td>\n",
       "      <td>0.012843</td>\n",
       "      <td>-0.005316</td>\n",
       "      <td>0.261735</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.018520</td>\n",
       "      <td>0.022488</td>\n",
       "      <td>-0.039466</td>\n",
       "      <td>-0.035885</td>\n",
       "      <td>-0.003697</td>\n",
       "      <td>-0.017561</td>\n",
       "      <td>-0.025495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>star</th>\n",
       "      <td>-0.006882</td>\n",
       "      <td>0.009196</td>\n",
       "      <td>0.003341</td>\n",
       "      <td>-0.032157</td>\n",
       "      <td>0.015706</td>\n",
       "      <td>0.007296</td>\n",
       "      <td>-0.017638</td>\n",
       "      <td>0.036593</td>\n",
       "      <td>0.018520</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.009990</td>\n",
       "      <td>-0.021473</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.014082</td>\n",
       "      <td>0.010108</td>\n",
       "      <td>-0.032687</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>country</th>\n",
       "      <td>-0.025490</td>\n",
       "      <td>0.008230</td>\n",
       "      <td>-0.009164</td>\n",
       "      <td>-0.066748</td>\n",
       "      <td>-0.017228</td>\n",
       "      <td>-0.043051</td>\n",
       "      <td>0.041551</td>\n",
       "      <td>0.011133</td>\n",
       "      <td>0.022488</td>\n",
       "      <td>-0.009990</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.052977</td>\n",
       "      <td>0.060078</td>\n",
       "      <td>0.048569</td>\n",
       "      <td>-0.034477</td>\n",
       "      <td>-0.073569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>budget</th>\n",
       "      <td>0.023392</td>\n",
       "      <td>-0.203946</td>\n",
       "      <td>-0.368523</td>\n",
       "      <td>0.327722</td>\n",
       "      <td>0.019952</td>\n",
       "      <td>0.072001</td>\n",
       "      <td>0.439675</td>\n",
       "      <td>-0.009662</td>\n",
       "      <td>-0.039466</td>\n",
       "      <td>-0.021473</td>\n",
       "      <td>0.052977</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>0.170235</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.320312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross</th>\n",
       "      <td>0.005639</td>\n",
       "      <td>-0.181906</td>\n",
       "      <td>-0.244101</td>\n",
       "      <td>0.274321</td>\n",
       "      <td>0.008501</td>\n",
       "      <td>0.222556</td>\n",
       "      <td>0.614751</td>\n",
       "      <td>-0.029560</td>\n",
       "      <td>-0.035885</td>\n",
       "      <td>-0.000004</td>\n",
       "      <td>0.060078</td>\n",
       "      <td>0.740247</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.149553</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>0.268721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>company</th>\n",
       "      <td>0.021697</td>\n",
       "      <td>-0.092357</td>\n",
       "      <td>-0.071334</td>\n",
       "      <td>-0.014333</td>\n",
       "      <td>-0.002407</td>\n",
       "      <td>0.020656</td>\n",
       "      <td>0.118470</td>\n",
       "      <td>-0.008223</td>\n",
       "      <td>-0.003697</td>\n",
       "      <td>0.014082</td>\n",
       "      <td>0.048569</td>\n",
       "      <td>0.170235</td>\n",
       "      <td>0.149553</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.037585</td>\n",
       "      <td>-0.018806</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>runtime</th>\n",
       "      <td>0.010850</td>\n",
       "      <td>0.140792</td>\n",
       "      <td>-0.059237</td>\n",
       "      <td>0.075077</td>\n",
       "      <td>0.008975</td>\n",
       "      <td>0.414068</td>\n",
       "      <td>0.352303</td>\n",
       "      <td>0.017433</td>\n",
       "      <td>-0.017561</td>\n",
       "      <td>0.010108</td>\n",
       "      <td>-0.034477</td>\n",
       "      <td>0.318695</td>\n",
       "      <td>0.275796</td>\n",
       "      <td>0.037585</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.075294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>yearcorrect</th>\n",
       "      <td>0.025542</td>\n",
       "      <td>0.022021</td>\n",
       "      <td>-0.069147</td>\n",
       "      <td>0.998726</td>\n",
       "      <td>-0.005989</td>\n",
       "      <td>0.061923</td>\n",
       "      <td>0.203098</td>\n",
       "      <td>-0.037371</td>\n",
       "      <td>-0.025495</td>\n",
       "      <td>-0.032687</td>\n",
       "      <td>-0.073569</td>\n",
       "      <td>0.320312</td>\n",
       "      <td>0.268721</td>\n",
       "      <td>-0.018806</td>\n",
       "      <td>0.075294</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 name    rating     genre      year  released     score  \\\n",
       "name         1.000000 -0.029234  0.010996  0.025542 -0.006152  0.014450   \n",
       "rating      -0.029234  1.000000  0.147796  0.019499  0.018083  0.065983   \n",
       "genre        0.010996  0.147796  1.000000 -0.073167  0.022142  0.035106   \n",
       "year         0.025542  0.019499 -0.073167  1.000000 -0.001740  0.056386   \n",
       "released    -0.006152  0.018083  0.022142 -0.001740  1.000000  0.045874   \n",
       "score        0.014450  0.065983  0.035106  0.056386  0.045874  1.000000   \n",
       "votes        0.012615  0.006031 -0.135990  0.206021  0.028833  0.474256   \n",
       "director     0.015246  0.014656 -0.008553 -0.038354  0.002308  0.005413   \n",
       "writer       0.012880 -0.003149  0.017578 -0.025908  0.008072  0.012843   \n",
       "star        -0.006882  0.009196  0.003341 -0.032157  0.015706  0.007296   \n",
       "country     -0.025490  0.008230 -0.009164 -0.066748 -0.017228 -0.043051   \n",
       "budget       0.023392 -0.203946 -0.368523  0.327722  0.019952  0.072001   \n",
       "gross        0.005639 -0.181906 -0.244101  0.274321  0.008501  0.222556   \n",
       "company      0.021697 -0.092357 -0.071334 -0.014333 -0.002407  0.020656   \n",
       "runtime      0.010850  0.140792 -0.059237  0.075077  0.008975  0.414068   \n",
       "yearcorrect  0.025542  0.022021 -0.069147  0.998726 -0.005989  0.061923   \n",
       "\n",
       "                votes  director    writer      star   country    budget  \\\n",
       "name         0.012615  0.015246  0.012880 -0.006882 -0.025490  0.023392   \n",
       "rating       0.006031  0.014656 -0.003149  0.009196  0.008230 -0.203946   \n",
       "genre       -0.135990 -0.008553  0.017578  0.003341 -0.009164 -0.368523   \n",
       "year         0.206021 -0.038354 -0.025908 -0.032157 -0.066748  0.327722   \n",
       "released     0.028833  0.002308  0.008072  0.015706 -0.017228  0.019952   \n",
       "score        0.474256  0.005413  0.012843  0.007296 -0.043051  0.072001   \n",
       "votes        1.000000 -0.010376 -0.005316 -0.017638  0.041551  0.439675   \n",
       "director    -0.010376  1.000000  0.261735  0.036593  0.011133 -0.009662   \n",
       "writer      -0.005316  0.261735  1.000000  0.018520  0.022488 -0.039466   \n",
       "star        -0.017638  0.036593  0.018520  1.000000 -0.009990 -0.021473   \n",
       "country      0.041551  0.011133  0.022488 -0.009990  1.000000  0.052977   \n",
       "budget       0.439675 -0.009662 -0.039466 -0.021473  0.052977  1.000000   \n",
       "gross        0.614751 -0.029560 -0.035885 -0.000004  0.060078  0.740247   \n",
       "company      0.118470 -0.008223 -0.003697  0.014082  0.048569  0.170235   \n",
       "runtime      0.352303  0.017433 -0.017561  0.010108 -0.034477  0.318695   \n",
       "yearcorrect  0.203098 -0.037371 -0.025495 -0.032687 -0.073569  0.320312   \n",
       "\n",
       "                gross   company   runtime  yearcorrect  \n",
       "name         0.005639  0.021697  0.010850     0.025542  \n",
       "rating      -0.181906 -0.092357  0.140792     0.022021  \n",
       "genre       -0.244101 -0.071334 -0.059237    -0.069147  \n",
       "year         0.274321 -0.014333  0.075077     0.998726  \n",
       "released     0.008501 -0.002407  0.008975    -0.005989  \n",
       "score        0.222556  0.020656  0.414068     0.061923  \n",
       "votes        0.614751  0.118470  0.352303     0.203098  \n",
       "director    -0.029560 -0.008223  0.017433    -0.037371  \n",
       "writer      -0.035885 -0.003697 -0.017561    -0.025495  \n",
       "star        -0.000004  0.014082  0.010108    -0.032687  \n",
       "country      0.060078  0.048569 -0.034477    -0.073569  \n",
       "budget       0.740247  0.170235  0.318695     0.320312  \n",
       "gross        1.000000  0.149553  0.275796     0.268721  \n",
       "company      0.149553  1.000000  0.037585    -0.018806  \n",
       "runtime      0.275796  0.037585  1.000000     0.075294  \n",
       "yearcorrect  0.268721 -0.018806  0.075294     1.000000  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_numerized.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "61850d17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name         name           1.000000\n",
       "             rating        -0.029234\n",
       "             genre          0.010996\n",
       "             year           0.025542\n",
       "             released      -0.006152\n",
       "                              ...   \n",
       "yearcorrect  budget         0.320312\n",
       "             gross          0.268721\n",
       "             company       -0.018806\n",
       "             runtime        0.075294\n",
       "             yearcorrect    1.000000\n",
       "Length: 256, dtype: float64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "correlation_mat = df_numerized.corr()\n",
    "corr_pairs = correlation_mat.unstack()\n",
    "corr_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "1ea71837",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "genre        budget        -0.368523\n",
       "budget       genre         -0.368523\n",
       "gross        genre         -0.244101\n",
       "genre        gross         -0.244101\n",
       "rating       budget        -0.203946\n",
       "                              ...   \n",
       "year         year           1.000000\n",
       "genre        genre          1.000000\n",
       "rating       rating         1.000000\n",
       "runtime      runtime        1.000000\n",
       "yearcorrect  yearcorrect    1.000000\n",
       "Length: 256, dtype: float64"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sorted_pairs = corr_pairs.sort_values()\n",
    "\n",
    "sorted_pairs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "8796002a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "gross        votes          0.614751\n",
       "votes        gross          0.614751\n",
       "gross        budget         0.740247\n",
       "budget       gross          0.740247\n",
       "year         yearcorrect    0.998726\n",
       "yearcorrect  year           0.998726\n",
       "name         name           1.000000\n",
       "company      company        1.000000\n",
       "gross        gross          1.000000\n",
       "budget       budget         1.000000\n",
       "country      country        1.000000\n",
       "star         star           1.000000\n",
       "writer       writer         1.000000\n",
       "director     director       1.000000\n",
       "votes        votes          1.000000\n",
       "score        score          1.000000\n",
       "released     released       1.000000\n",
       "year         year           1.000000\n",
       "genre        genre          1.000000\n",
       "rating       rating         1.000000\n",
       "runtime      runtime        1.000000\n",
       "yearcorrect  yearcorrect    1.000000\n",
       "dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Votes and budget have the highest\n",
    "high_corr = sorted_pairs[(sorted_pairs) > 0.5]\n",
    "high_corr"
   ]
  }
 ],
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