Movie Industry Correlation Project.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "97f277d2",
   "metadata": {},
   "source": [
    "# Analyzing Correlation in Movie Industry Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "5f00ae2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use('ggplot')\n",
    "from matplotlib.pyplot import figure\n",
    "\n",
    "# Adjust configuration of the plots\n",
    "%matplotlib inline\n",
    "matplotlib.rcParams['figure.figsize'] = (12,8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "041c621c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read in data\n",
    "df = pd.read_csv(r'C:\\Users\\j9pin\\Desktop\\Portfolio Projects\\Finished_Python Variable Correlation\\movies.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "53ec09bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Preview data\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "568d8e29",
   "metadata": {},
   "source": [
    "## Step 1: Cleaning the Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f0ceadac",
   "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": [
    "# Look for missing data in columns\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": 7,
   "id": "c1e29f7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Drop rows with missing data\n",
    "df = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "fcd298c6",
   "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": [
    "# Recheck 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": 9,
   "id": "9ff9b875",
   "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": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Look at data types in columns\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2b81577f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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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",
       "      <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</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</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</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</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</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</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</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</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</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</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  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000     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  \n",
       "1   58853106   Columbia Pictures      104  \n",
       "2  538375067           Lucasfilm      124  \n",
       "3   83453539  Paramount Pictures       88  \n",
       "4   39846344      Orion Pictures       98  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reformat unnecessary floats as integers\n",
    "df['budget'] = df['budget'].astype('int64')\n",
    "df['gross'] = df['gross'].astype('int64')\n",
    "df['votes'] = df['votes'].astype('int64')\n",
    "df['runtime'] = df['runtime'].astype('int64')\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "76a9b312",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</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>June 13, 1980 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>927000</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</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>July 2, 1980 (United States)</td>\n",
       "      <td>5.8</td>\n",
       "      <td>65000</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</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>June 20, 1980 (United States)</td>\n",
       "      <td>8.7</td>\n",
       "      <td>1200000</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</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>July 2, 1980 (United States)</td>\n",
       "      <td>7.7</td>\n",
       "      <td>221000</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</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>July 25, 1980 (United States)</td>\n",
       "      <td>7.3</td>\n",
       "      <td>108000</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</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             name rating      genre  \\\n",
       "0                                     The Shining      R      Drama   \n",
       "1                                 The Blue Lagoon      R  Adventure   \n",
       "2  Star Wars: Episode V - The Empire Strikes Back     PG     Action   \n",
       "3                                       Airplane!     PG     Comedy   \n",
       "4                                      Caddyshack      R     Comedy   \n",
       "\n",
       "                        released  score    votes         director  \\\n",
       "0  June 13, 1980 (United States)    8.4   927000  Stanley Kubrick   \n",
       "1   July 2, 1980 (United States)    5.8    65000   Randal Kleiser   \n",
       "2  June 20, 1980 (United States)    8.7  1200000   Irvin Kershner   \n",
       "3   July 2, 1980 (United States)    7.7   221000     Jim Abrahams   \n",
       "4  July 25, 1980 (United States)    7.3   108000     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         1980  \n",
       "1   58853106   Columbia Pictures      104         1980  \n",
       "2  538375067           Lucasfilm      124         1980  \n",
       "3   83453539  Paramount Pictures       88         1980  \n",
       "4   39846344      Orion Pictures       98         1980  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create corrected year column by extracting year from \"released\" data\n",
    "df['yearcorrect'] = df['released'].str.extract(pat = '([0-9]{4})').astype(int)\n",
    "\n",
    "# Remove original \"year\" column\n",
    "df.pop('year')\n",
    "\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e2ec7252",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Sort by highest grossing films\n",
    "df = df.sort_values(by=['gross'], inplace=False, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "99c1fb7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Add scrolling to data view\n",
    "pd.set_option('display.max_rows', None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "6aec95f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7129                                              thefyzz\n",
       "5664                                          micro_scope\n",
       "4007                                             i5 Films\n",
       "6793                                           i am OTHER\n",
       "6420                                                 erbp\n",
       "3776                                       double A Films\n",
       "3330                          Zucker Brothers Productions\n",
       "520                                      Zoetrope Studios\n",
       "2213                                   Zeta Entertainment\n",
       "3698                              Zentropa Entertainments\n",
       "1180                                 Zenith Entertainment\n",
       "5180                                      Zazen Produções\n",
       "1321                             Zanuck/Brown Productions\n",
       "1329                          Zacharias-Buhai Productions\n",
       "789                             Young Sung Production Co.\n",
       "5125                           Young Hannibal Productions\n",
       "5499                                          Yellow Bird\n",
       "4618                                       Yash Raj Films\n",
       "4990                            Yari Film Group Releasing\n",
       "5410                                Yari Film Group (YFG)\n",
       "5583                                X-Filme Creative Pool\n",
       "6919                              Worldview Entertainment\n",
       "4392                          World of Wonder Productions\n",
       "4999                  World Wrestling Entertainment (WWE)\n",
       "425                                   World Film Services\n",
       "6674                                  Working Title Films\n",
       "4272                                         Wiseau-Films\n",
       "450                                   Winwood Productions\n",
       "3943                                        Winkler Films\n",
       "2466                                        WingNut Films\n",
       "2355                                 Wildwood Enterprises\n",
       "6720                                       Wildgaze Films\n",
       "5276                                           Wild Bunch\n",
       "4863                      Wiedemann & Berg Filmproduktion\n",
       "5550                                  Why Not Productions\n",
       "4572                                     Whitewater Films\n",
       "6616                               WhiteFlame Productions\n",
       "1306                                           White Lair\n",
       "1475                                          White Eagle\n",
       "7017                                       Westerly Films\n",
       "1304                        Weintraub Entertainment Group\n",
       "5496                                Wayfare Entertainment\n",
       "6672                                        Waverly Films\n",
       "4781                    Warner Independent Pictures (WIP)\n",
       "7267                                Warner Bros. Pictures\n",
       "2843                    Warner Bros. Family Entertainment\n",
       "6578                    Warner Bros. Digital Distribution\n",
       "2341                               Warner Bros. Animation\n",
       "5845                                         Warner Bros.\n",
       "7401                               Warner Animation Group\n",
       "222                               Walt Disney Productions\n",
       "7480                                 Walt Disney Pictures\n",
       "7494                        Walt Disney Animation Studios\n",
       "5075                                         Walden Media\n",
       "4975                                                  WIP\n",
       "7420                                          Votiv Films\n",
       "5272                                     Voltage Pictures\n",
       "5409                                Vivendi Entertainment\n",
       "1115                                   Vista Organization\n",
       "6647                                    Visiona Romantica\n",
       "1307                                           Vision PDG\n",
       "6896                            Village Roadshow Pictures\n",
       "3471                               View Askew Productions\n",
       "1894                        Victor Company of Japan (JVC)\n",
       "1716                                       Victor & Grais\n",
       "4964                              Victoires International\n",
       "1522                                     Vestron Pictures\n",
       "5302                                        Vertigo Films\n",
       "6540                                       Verisimilitude\n",
       "7018                                    Verdi Productions\n",
       "7263                                Vendian Entertainment\n",
       "2504                                       Vegahom Europe\n",
       "4827                         Vanguard Films and Animation\n",
       "251                                       VAE Productions\n",
       "6208                                    Upside Down Films\n",
       "7594                                      Unplanned Movie\n",
       "5635               Universal Pictures International (UPI)\n",
       "6653                                   Universal Pictures\n",
       "2943                               Universal City Studios\n",
       "350                                     Unity Productions\n",
       "227               United Film Distribution Company (UFDC)\n",
       "3017                              United Artists Pictures\n",
       "4190                      United Artists Film Corporation\n",
       "1247                                       United Artists\n",
       "6460                                         Unison Films\n",
       "2490                             Ultra Muchos Productions\n",
       "3883                                            USA Films\n",
       "4785                                      UK Film Council\n",
       "6396                                        Two Ton Films\n",
       "5640                                     Two Prong Lesson\n",
       "4917                                     Twisted Pictures\n",
       "5539                      Twentieth Century Fox Animation\n",
       "5445                                Twentieth Century Fox\n",
       "4343                                  Turner Pictures (I)\n",
       "6352                                         Trésor Films\n",
       "6280                             Truth Entertainment (II)\n",
       "4626                                      True West Films\n",
       "2769                                        Triumph Films\n",
       "3150                                     Trimark Pictures\n",
       "3577                                  Tribeca Productions\n",
       "2280                                   TriStar Television\n",
       "3068                                     TriStar Pictures\n",
       "6552                                   Treehouse Pictures\n",
       "6252                                             Translux\n",
       "1290                          Trancas International Films\n",
       "6973                                Toy Fight Productions\n",
       "2109                         Touchwood Pacific Partners 1\n",
       "3248                                  Touchstone Pictures\n",
       "6093                                         Total Recall\n",
       "5491                                       Tornasol Films\n",
       "3097                                 Too Askew Prod. Inc.\n",
       "6473                                    Tonik Productions\n",
       "4110                                          Tonic Films\n",
       "2349                                         Tomson Films\n",
       "3356                                         Tomboy Films\n",
       "3849                                        Tokuma Shoten\n",
       "1264                          Tokuma Japan Communications\n",
       "3589                                        Toho Pictures\n",
       "938                                          Toho Company\n",
       "7432                                         Toei Company\n",
       "2862                               Tim Burton Productions\n",
       "1649                                      Tig Productions\n",
       "388                             Tiberius Film Productions\n",
       "3820                              Three Rivers Production\n",
       "849                        Thorn EMI Screen Entertainment\n",
       "4312                             This Is That Productions\n",
       "1499                                   The Zanuck Company\n",
       "5688                                The Weinstein Company\n",
       "7579                              The Tyler Perry Company\n",
       "858                               The Saul Zaentz Company\n",
       "2535                           The Samuel Goldwyn Company\n",
       "6390                                   The Safran Company\n",
       "2827                                The Rank Organisation\n",
       "1773                                      The Movie Group\n",
       "1278                                    The Mount Company\n",
       "2450                              The Mark Gordon Company\n",
       "10                                    The Malpaso Company\n",
       "5835                             The Last Picture Company\n",
       "480                                      The Ladd Company\n",
       "6379                                   The Lab of Madness\n",
       "2924                            The Kushner-Locke Company\n",
       "7344                                      The Ink Factory\n",
       "5474                                  The Halcyon Company\n",
       "1327                             The Guber-Peters Company\n",
       "1245                                   The Geffen Company\n",
       "4733                                     The Family Stone\n",
       "537                                      The Cannon Group\n",
       "5824                            The American Film Company\n",
       "5518                                     Ternion Pictures\n",
       "5470                            Temple Hill Entertainment\n",
       "599                                    Tartan Productions\n",
       "3392                                       Tapestry Films\n",
       "356                              TaliaFilm II Productions\n",
       "4804                                    Tag Entertainment\n",
       "7459                                    TSG Entertainment\n",
       "1537                                    TMS Entertainment\n",
       "4935                                            THINKFilm\n",
       "1063                          TAFT Entertainment Pictures\n",
       "7057                                              Syncopy\n",
       "6285                                    Sycamore Pictures\n",
       "3178                                      Sweetland Films\n",
       "5005                               Sweet Tea Pictures LLC\n",
       "358                                 Sunn Classic Pictures\n",
       "904                                    Sunbow Productions\n",
       "7033                                      Summit Premiere\n",
       "6055                                 Summit Entertainment\n",
       "2729                                    Suburban Pictures\n",
       "6524                                          StudioCanal\n",
       "2626                                         Studio Trite\n",
       "5308                                        Studio Ghibli\n",
       "7356                                             Studio 8\n",
       "5953                                            Studio 37\n",
       "1845                        Strong Heart/Demme Production\n",
       "4479                                 Strike Entertainment\n",
       "4789                                     Stratus Film Co.\n",
       "6593                            Stoney Lake Entertainment\n",
       "1883                                 Stone Group Pictures\n",
       "2366                              Steve White Productions\n",
       "6359                                  Steel Mill Pictures\n",
       "3954                                        Star Overseas\n",
       "5584                                        Stage 6 Films\n",
       "5837                          Stacey Testro International\n",
       "4296                               Spyglass Entertainment\n",
       "495                                      Spinal Tap Prod.\n",
       "7277                                        SpectreVision\n",
       "4280                        Spectacle Entertainment Group\n",
       "6841                                   Sparkle Roll Media\n",
       "1340                                Spacegate Productions\n",
       "6350                                  Space Rocket Nation\n",
       "4181                               South Pacific Pictures\n",
       "7252                    Sony Pictures Entertainment (SPE)\n",
       "5585                               Sony Pictures Classics\n",
       "7309                              Sony Pictures Animation\n",
       "5114                                         Solana Films\n",
       "6259                                          SnowPiercer\n",
       "5925                                  Snoot Entertainment\n",
       "4059                                          Slough Pond\n",
       "5997                                     Skyscraper Films\n",
       "620                                              Skyewiay\n",
       "7474                                       Skydance Media\n",
       "1978                                   Siriol Productions\n",
       "4172                            Silver Sphere Corporation\n",
       "1697                            Silver Screen Partners IV\n",
       "1620                           Silver Screen Partners III\n",
       "6791                                          Silver Reel\n",
       "1444                                      Silver Pictures\n",
       "6439                                 Sikhya Entertainment\n",
       "6076                          Sidney Kimmel Entertainment\n",
       "4252                                            Show East\n",
       "3405                                     Shooting Gallery\n",
       "5330                                      Shocking Bottle\n",
       "7368                                    ShivHans Pictures\n",
       "3238                                Sheinberg Productions\n",
       "6897                                     SharpSword Films\n",
       "1413                    Shapiro-Glickenhaus Entertainment\n",
       "4617                             Shangri-La Entertainment\n",
       "3397                          ShadowCatcher Entertainment\n",
       "449                                  Seventh Avenue Films\n",
       "3742                                  Seven Arts Pictures\n",
       "5822                              Serendipity Point Films\n",
       "2757                                       Seraphim Films\n",
       "5398                             Senator Entertainment Co\n",
       "4346                                         SenArt Films\n",
       "5998                                         Semtex Films\n",
       "6727                                        See-Saw Films\n",
       "5772                                  Sedic International\n",
       "1580                             Sean S. Cunningham Films\n",
       "374                                         Seagoat Films\n",
       "2545                             Seagal/Nasso Productions\n",
       "6879                                          Screen Gems\n",
       "6497                                     Screen Australia\n",
       "6289                              Scott Rudin Productions\n",
       "6544                               Scott Free Productions\n",
       "7178                                          Scion Films\n",
       "3322                                              Sciarlò\n",
       "2511                                       Savoy Pictures\n",
       "3760                                         Saturn Films\n",
       "2720                                Sandollar Productions\n",
       "276                              Sandcastle 5 Productions\n",
       "3096                                Samuelson Productions\n",
       "5110                                        Samuels Media\n",
       "5406                                 Samuel Goldwyn Films\n",
       "3202                         Samson Productions Pty. Ltd.\n",
       "7216                                       Salon Pictures\n",
       "7132                                          Sailor Bear\n",
       "3834                                  Saban Entertainment\n",
       "7264                                            STX Films\n",
       "6938                                    STX Entertainment\n",
       "6484                                    SModcast Pictures\n",
       "702                                  SLM Production Group\n",
       "5965                                      SBS Productions\n",
       "2874                                 Rysher Entertainment\n",
       "4182                                      Rumbalara Films\n",
       "6625                                           Ruby Films\n",
       "6763                              Route One Entertainment\n",
       "6064                                           Roth Films\n",
       "4754                                 Room 9 Entertainment\n",
       "6620                                           Rook Films\n",
       "5252                                       Rogue Pictures\n",
       "5511                                                Rogue\n",
       "3280                           Robert Simonds Productions\n",
       "6389                                 Roadside Attractions\n",
       "2399                           Road Movies Filmproduktion\n",
       "502                                River Road Productions\n",
       "6573                             River Road Entertainment\n",
       "847                                         Rimfire Films\n",
       "5393                                        Rifkin-Eberts\n",
       "6306                           Riddick Canada Productions\n",
       "277                      Richmond Light Horse Productions\n",
       "2388                         Richard Williams Productions\n",
       "5378                                        Rhombus Media\n",
       "4083                                   Revolution Studios\n",
       "3705                            Revelations Entertainment\n",
       "1673                                           Reteitalia\n",
       "5967                                       Reprisal Films\n",
       "4690                                 Rent Productions LLC\n",
       "1513                                     Renn Productions\n",
       "1667                                 Renaissance Pictures\n",
       "2298                                    Renaissance Films\n",
       "909                                   Religioso Primitiva\n",
       "5865                                     Relativity Media\n",
       "6535                             Reel FX Creative Studios\n",
       "3089                                        Redwave Films\n",
       "4891                                       Red Hour Films\n",
       "6243                                 Red Granite Pictures\n",
       "6832                                Red Crown Productions\n",
       "4257                       Recorded Picture Company (RPC)\n",
       "5767                                      Realitism Films\n",
       "6986                            RatPac-Dune Entertainment\n",
       "2413                                   Rastar Productions\n",
       "1076                                      Rastar Pictures\n",
       "426                                          Rastar Films\n",
       "247                               Rankin/Bass Productions\n",
       "5233                                     Rainforest Films\n",
       "6773                                        Raindog Films\n",
       "2336                  Raffaella De Laurentiis Productions\n",
       "3350                                         RKO Pictures\n",
       "6580                                           RADiUS-TWC\n",
       "4046                                     R.P. Productions\n",
       "4106                                Quinta Communications\n",
       "7001                                     Quad Productions\n",
       "3113                                        Q Productions\n",
       "6899                                            Pyramania\n",
       "6600                                Pure Flix Productions\n",
       "3764                                 Punch 21 Productions\n",
       "5914                                   Pt. Merantau Films\n",
       "3832                                    Prufrock Pictures\n",
       "5656                                 Protagonist Pictures\n",
       "6566                                    Prospero Pictures\n",
       "2358                                     Propaganda Films\n",
       "1288                                   Prominent Features\n",
       "861                    Producers Sales Organization (PSO)\n",
       "1441                Producers Representative Organization\n",
       "4828                           Prime Film Productions LLC\n",
       "7114                                     Primate Pictures\n",
       "2352                                  Price Entertainment\n",
       "6405                                           Prettybird\n",
       "774                                  Pressman Productions\n",
       "6789                                        Pressman Film\n",
       "5990                                    Preferred Content\n",
       "6376                                        Prana Studios\n",
       "3775                          Portman Entertainment Group\n",
       "6607                                     Porchlight Films\n",
       "2811                                    Populist Pictures\n",
       "2956                                     Pope Productions\n",
       "4538                                  Pop Pop Productions\n",
       "5412                                    Ponty Up Pictures\n",
       "94                                      Polygram Pictures\n",
       "3457                        Polygram Filmed Entertainment\n",
       "372                                Polyc International BV\n",
       "192                                     PolyGram Pictures\n",
       "2458                        PolyGram Filmed Entertainment\n",
       "3388                                  Polar Entertainment\n",
       "7332                                  Point Grey Pictures\n",
       "4304                                  Plunge Pictures LLC\n",
       "5371                                             Playtone\n",
       "2785                     Playhouse International Pictures\n",
       "3619                                         Play It Inc.\n",
       "2603                                   Planet Productions\n",
       "6067                                 Plan B Entertainment\n",
       "7488                              Pixar Animation Studios\n",
       "4179                                          Pioneer LDC\n",
       "5340                                         Picturehouse\n",
       "2387                                   Picture Securities\n",
       "3666                                     Phoenix Pictures\n",
       "445                       Phillips Whitehouse Productions\n",
       "3479                                 Peters Entertainment\n",
       "3067                                 Permut Presentations\n",
       "7279                               Perfect World Pictures\n",
       "2214                                       Penta Pictures\n",
       "2216                                          Penta Films\n",
       "2221                                  Penta Entertainment\n",
       "5382                          Pelican Productions LLC (I)\n",
       "7111                                  Paulilu Productions\n",
       "5605                               Pathé Renn Productions\n",
       "4528                         Pathé Pictures International\n",
       "1851                                  Pathé Entertainment\n",
       "6577                                                Pathé\n",
       "2808                                    Party Productions\n",
       "6651                                      Parts and Labor\n",
       "21                                   Partisan Productions\n",
       "7255                                          Participant\n",
       "2378                                  Parkway Productions\n",
       "2086                            Parkes/Lasker productions\n",
       "5044                                    Paramount Vantage\n",
       "7476                                    Paramount Players\n",
       "5878                                   Paramount Pictures\n",
       "4920                                   Paramount Classics\n",
       "6751                                  Paramount Animation\n",
       "970                            Paragon Arts International\n",
       "3187          Papazian-Hirsch Entertainment International\n",
       "7206                                      Pantelion Films\n",
       "6962                                       Panorama Films\n",
       "2712                               Pandora Filmproduktion\n",
       "3850                                       Pandora Cinema\n",
       "5482                                       Pan Européenne\n",
       "240                                              Pan Arts\n",
       "7248                                       PalmStar Media\n",
       "1323                                                Palla\n",
       "1992                                      Palace Pictures\n",
       "1828                                   Paisley Park Films\n",
       "2118                                      Pacific Western\n",
       "3010                                    PVM Entertainment\n",
       "5190                                       P2 Productions\n",
       "5725                                       Overture Films\n",
       "5690                                      Overnight Films\n",
       "6072                              Overbrook Entertainment\n",
       "1457                               Outlaw Productions (I)\n",
       "4979                     Out of the Blue... Entertainment\n",
       "412                           Osterman Weekend Associates\n",
       "5620                                         Oscilloscope\n",
       "1850                                       Orion Pictures\n",
       "6771                                      Origin Pictures\n",
       "3353                       Oriental Light and Magic (OLM)\n",
       "5935                                 Open Road Films (II)\n",
       "6415                                      Open Road Films\n",
       "3752                                      Open City Films\n",
       "6813                                           Onyx Films\n",
       "190                                   One Way Productions\n",
       "5942                                        Omnilab Media\n",
       "5795                                  Omega Entertainment\n",
       "5791                                     Olympus Pictures\n",
       "1835                                              Odyssey\n",
       "4193                                          Odeon Films\n",
       "3998                                        October Films\n",
       "5434                               Occupant Entertainment\n",
       "4786                           OLC / Rights Entertainment\n",
       "4982                                      O Entertainment\n",
       "5358                                       Number 9 Films\n",
       "1763                             Nova International Films\n",
       "6467                                Northern Lights Films\n",
       "2317                        Northern Lights Entertainment\n",
       "1508                             Norman Twain Productions\n",
       "6339                                     No Trace Camping\n",
       "4998                                   No Matter Pictures\n",
       "1398                            No Frills Film Production\n",
       "4591                           Nine Yards Two Productions\n",
       "3285                              Nimbus Film Productions\n",
       "5158                               Night and Day Pictures\n",
       "1255                                      Night Life Inc.\n",
       "1709                                Nicolas Entertainment\n",
       "3318                                      Next Wave Films\n",
       "4668                                   Next Entertainment\n",
       "3648                              Newmarket Capital Group\n",
       "686                                    New World Pictures\n",
       "1236                        New World Entertainment Films\n",
       "1416                                          New Visions\n",
       "1346                          New Sky Communications Inc.\n",
       "6654                              New Regency Productions\n",
       "3773                                   New Oz Productions\n",
       "4245                                      New Line Cinema\n",
       "2414                                 New Horizons Picture\n",
       "867                 New Century Entertainment Corporation\n",
       "3184                          New Amsterdam Entertainment\n",
       "2555                            Nest Family Entertainment\n",
       "792                                               Nelvana\n",
       "1861                                 Nelson Entertainment\n",
       "335                                      National Lampoon\n",
       "1045                                               Natant\n",
       "6010                                     NVSH Productions\n",
       "3795                                    NPV Entertainment\n",
       "3007                                      NFH Productions\n",
       "2904                                    NDF International\n",
       "1291                                      NBC Productions\n",
       "3777                              Myung Film Company Ltd.\n",
       "3271                                 Mystery Clock Cinema\n",
       "4093                                      Myriad Pictures\n",
       "3726                                  Mutual Film Company\n",
       "6084                                     Muse Productions\n",
       "2975                             Mundy Lane Entertainment\n",
       "2604                               Mulholland Productions\n",
       "57                            Mulberry Square Productions\n",
       "4606                                             Movision\n",
       "6814                                               Motlys\n",
       "4188         Motion Picture Corporation of America (MPCA)\n",
       "5311                                               Mosaic\n",
       "4199    Morra, Brezner, Steinberg and Tenenbaum Entert...\n",
       "2713                           Morgan Creek Entertainment\n",
       "7302                                           Mooz Films\n",
       "6210                              Monsterfoot Productions\n",
       "7469                                Monkeypaw Productions\n",
       "3401                                     Monarch Pictures\n",
       "5534                                     Mod Producciones\n",
       "4077                                              Miramax\n",
       "681                                    Mirage Enterprises\n",
       "7526                                Mimran Schur Pictures\n",
       "7491                                     Millennium Media\n",
       "5680                                     Millennium Films\n",
       "443                                             Millenium\n",
       "4778                                      Milkshake Films\n",
       "6145                                         Milk & Media\n",
       "3290                           Midwinter Productions Inc.\n",
       "3920                              Metropolitan Filmexport\n",
       "6059                            Metro-Goldwyn-Mayer (MGM)\n",
       "3833                           Merchant Ivory Productions\n",
       "4391                                         Mepris Films\n",
       "6425                             Memento Films Production\n",
       "715                              Melvin Simon Productions\n",
       "3055                              Melampo Cinematografica\n",
       "3598                                          Medusa Film\n",
       "6053                                      Mediaset España\n",
       "5849                                             Mediapro\n",
       "7320                           Media Rights Capital (MRC)\n",
       "4119                                     Media Asia Films\n",
       "4267                                Media 8 Entertainment\n",
       "3090                                      McFarlane Films\n",
       "6804                                      Mayhem Pictures\n",
       "6360                                Max Films Productions\n",
       "5269                                   Matten Productions\n",
       "4225                                             Material\n",
       "7363                                    Matchbox Pictures\n",
       "7445                                       Marvel Studios\n",
       "6448                                 Marvel Entertainment\n",
       "6478                                   Marvel Enterprises\n",
       "5649                                           Marv Films\n",
       "3640                                 Marked Entertainment\n",
       "6471                                          Marcy Media\n",
       "106                                 Mann/Caan Productions\n",
       "7072                                     Mandeville Films\n",
       "5200                                     Mandate Pictures\n",
       "5982                                      Mandalay Vision\n",
       "4752                                    Mandalay Pictures\n",
       "3092                               Mandalay Entertainment\n",
       "4175                                  Malpaso Productions\n",
       "891                                   Maljack Productions\n",
       "233                                 Major Studio Partners\n",
       "2230                         Majestic Films International\n",
       "1503                                 Magnum Pictures Inc.\n",
       "6178                                    Magnolia Pictures\n",
       "5775                                 Magic Light Pictures\n",
       "2464                             Mace Neufeld Productions\n",
       "7169                                     Macari/Edelstein\n",
       "1292                             Mac and Me Joint Venture\n",
       "6783                                          MWM Studios\n",
       "3466                                            MTV Films\n",
       "609                                    MPL Communications\n",
       "5593                                      MPI Media Group\n",
       "6138                                      MK2 Productions\n",
       "3731                         MFF Feature Film Productions\n",
       "2953                                        MDP Worldwide\n",
       "5153                                        Légende Films\n",
       "4289                               Lynda Obst Productions\n",
       "7423                                           Lyla Films\n",
       "6570                                         Lutzus-Brown\n",
       "2599                                     Lumière Pictures\n",
       "2660                                     Lumiere Pictures\n",
       "6224                                Lucky Monkey Pictures\n",
       "368                              Lucille Ball Productions\n",
       "5366                                  Lucasfilm Animation\n",
       "6663                                            Lucasfilm\n",
       "7305                                  Lucamar Productions\n",
       "4004                                Lost Soul Productions\n",
       "7151                        Los Angeles Media Fund (LAMF)\n",
       "992                                   Lorimar Productions\n",
       "1309                              Lorimar Motion Pictures\n",
       "211                            Lorimar Film Entertainment\n",
       "3042                               Longview Entertainment\n",
       "5559                                    Lleju Productions\n",
       "3901                                           LivePlanet\n",
       "2911                                   Live Entertainment\n",
       "1902                             Little Tokyo Productions\n",
       "6745                                      Little Stranger\n",
       "6483                                            Lionsgate\n",
       "4973                                     Lions Gate Films\n",
       "7336                                         Likely Story\n",
       "1640                              Lightyear Entertainment\n",
       "2699                             Lightstorm Entertainment\n",
       "1721                                   Lightning Pictures\n",
       "5411                              LightWave Entertainment\n",
       "3732                          Lewitt / Eberts Productions\n",
       "1711                                   Levins-Henenlotter\n",
       "6159                                 Les Films du Losange\n",
       "3847                                Les Films Alain Sarde\n",
       "1989                                         Les Films 21\n",
       "4375                                        Les Armateurs\n",
       "226                            Leisure Investment Company\n",
       "6847                              Legendary Entertainment\n",
       "6936                                       Legendary East\n",
       "7361                                             Legend3D\n",
       "652                             Legend Production Company\n",
       "879                           Lawrence Gordon Productions\n",
       "6855                                      Lava Bear Films\n",
       "1314                                           Laurenfilm\n",
       "1727                            Laurence Mark Productions\n",
       "5000                             Last Holiday Productions\n",
       "2082                             Largo International N.V.\n",
       "2506                                  Largo Entertainment\n",
       "2742                                       Lancaster Gate\n",
       "4251                              Lakeshore Entertainment\n",
       "5442                                            Lago Film\n",
       "371                                              Ladbroke\n",
       "6120                                      La Petite Reine\n",
       "6744                                        LStar Capital\n",
       "6995                                     LD Entertainment\n",
       "7260                                      LBI Productions\n",
       "877                                            L.A. Films\n",
       "3126                                    Kuzui Enterprises\n",
       "1904                                             Krisjair\n",
       "2433                                  Krasnow Productions\n",
       "6684                                Kramer & Sigman Films\n",
       "2606                             Kouf/Bigelow Productions\n",
       "2877                               Kopelson Entertainment\n",
       "3940                                      Konrad Pictures\n",
       "3419                                   Knock Films A.V.V.\n",
       "4427                                         Klasky-Csupo\n",
       "497                                  Kingsmere Properties\n",
       "4122                                      Kingsgate Films\n",
       "929                              Kings Road Entertainment\n",
       "4580                                      Kim Ki-Duk Film\n",
       "5142                                         Killer Films\n",
       "7430                             Kevin Downes Productions\n",
       "3357                           Kennedy Miller Productions\n",
       "6907                                       Keep Your Head\n",
       "2052                                      Kasdan Pictures\n",
       "5107                           Karbo Vantas Entertainment\n",
       "3129                                Kanun parvaresh fekri\n",
       "4630                            Kang Je-Kyu Film Co. Ltd.\n",
       "6934                                     K5 International\n",
       "3253                                             Juno Pix\n",
       "4830                                        Junebug Movie\n",
       "5683                              Josephson Entertainment\n",
       "1897                      Joseph S. Vecchio Entertainment\n",
       "2539                            Jones Entertainment Group\n",
       "5576                             Jon Shestack Productions\n",
       "6479                                            Jolie Pas\n",
       "4719                               John Wells Productions\n",
       "3573                                  Jim Henson Pictures\n",
       "4523                                  Jet Tone Production\n",
       "2481                                         Jersey Films\n",
       "5598                              Jerry Bruckheimer Films\n",
       "870                                Jay Weston Productions\n",
       "3186                             Jasmine Productions Inc.\n",
       "295                                     James Glickenhaus\n",
       "549                                         Jaffe-Lansing\n",
       "2988                          Jackson/McHenry Company,The\n",
       "1527          Jack Rollins & Charles H. Joffe Productions\n",
       "3480                          Jack Giarraputo Productions\n",
       "3164                           JVC Entertainment Networks\n",
       "3216                                      JLT Productions\n",
       "390                                        JF Productions\n",
       "2737                                      JDI Productions\n",
       "1018                                    J&M Entertainment\n",
       "1465                                               Ixtlan\n",
       "3222                                Ivory Way Productions\n",
       "5586                             It's a Laugh Productions\n",
       "2102                                         Island World\n",
       "2884                                      Island Pictures\n",
       "1747                                       Ironbark Films\n",
       "6081                        Iron Horse Entertainment (II)\n",
       "6326                                    Intrepid Pictures\n",
       "1769                            Interscope Communications\n",
       "220                          International Film Investors\n",
       "130                International Cinema Corporation (ICC)\n",
       "56                                   International Cinema\n",
       "3304                                     Intermedia Films\n",
       "5240                                           Intermedia\n",
       "6237                                     Insurge Pictures\n",
       "167                                           Innovisions\n",
       "890                                      Initial Pictures\n",
       "5373                    Initial Entertainment Group (IEG)\n",
       "5504                      Infinity Features Entertainment\n",
       "6052                                    Indian Paintbrush\n",
       "2985                            Independent Pictures (II)\n",
       "1164                              Independent Film Centre\n",
       "235                 Incorporated Television Company (ITC)\n",
       "6329                       Incentive Filmed Entertainment\n",
       "2242                               In The Bag Productions\n",
       "1691                   Imperial Entertainment Corporation\n",
       "7136                             Imperative Entertainment\n",
       "1860                          Imagine Films Entertainment\n",
       "2887                                Imagine Entertainment\n",
       "5595                              Imagi Animation Studios\n",
       "2064                                   Image Organization\n",
       "2681                                         Image Comics\n",
       "6688                           Illumination Entertainment\n",
       "7537                                           Iconoclast\n",
       "4480                                     Icon Productions\n",
       "2646                     Icon Entertainment International\n",
       "1955                                            IRS Media\n",
       "17                                              IPC Films\n",
       "3936    IMF Internationale Medien und Film GmbH & Co. ...\n",
       "6156                                            IM Global\n",
       "6489                                      IFC Productions\n",
       "4820                                            IFC Films\n",
       "7082                                            IAC Films\n",
       "3379                                    Hyperion Pictures\n",
       "5846                                             Hydraulx\n",
       "5633                              Hyde Park Entertainment\n",
       "6854                                     Hurwitz Creative\n",
       "5010                                   Hunting Lane Films\n",
       "7297                            Hunter Killer Productions\n",
       "6918                                   Human Stew Factory\n",
       "1647                                 Hughes Entertainment\n",
       "7343                              Huayi Brothers Pictures\n",
       "7220                                 Huayi Brothers Media\n",
       "7404                                       Huayi Brothers\n",
       "7156                             Houston King Productions\n",
       "5502                                House Row Productions\n",
       "6588                                   Hopscotch Features\n",
       "5041                                 Hoot Productions LLC\n",
       "1143                                Home Box Office (HBO)\n",
       "3453                                   Hollywood Pictures\n",
       "3884                            Hollywood Licensing Group\n",
       "6978                                             Hivemind\n",
       "1585                                        Hill/Rosenman\n",
       "3172                              High School Sweethearts\n",
       "1597                                 High Bar Productions\n",
       "6911                      Hidden Empire Film Group (HEFG)\n",
       "7616                               Hicktown Entertainment\n",
       "396                                   Hickmar Productions\n",
       "6877                                         Heyday Films\n",
       "5821                                Herrick Entertainment\n",
       "182                                     Heron Productions\n",
       "1112                                 Heron Communications\n",
       "5802                                   Hero Entertainment\n",
       "307                                            Herb Jaffe\n",
       "848                                Henson Associates (HA)\n",
       "852                                               Hemdale\n",
       "2273                                 Hell's Kitchen Films\n",
       "400                                              Heat GBR\n",
       "6205                                    Headline Pictures\n",
       "3459                                          Haxan Films\n",
       "595                          Hawn / Sylbert Movie Company\n",
       "2694                                                Havoc\n",
       "5617                                        Haut et Court\n",
       "7307                                               Hasbro\n",
       "3291                                    Harvest Filmworks\n",
       "7399                                 Hartbeat Productions\n",
       "3744                             Hart Sharp Entertainment\n",
       "5196                                          Harpo Films\n",
       "427                  Harold Robbins International Company\n",
       "3484                            Happy Madison Productions\n",
       "2381                            Hanna-Barbera Productions\n",
       "4097                              Handprint Entertainment\n",
       "108                                        HandMade Films\n",
       "5170                                         HanWay Films\n",
       "3750                               Hammerhead Productions\n",
       "2719                             Halloween VI Productions\n",
       "499                                     Hal Roach Studios\n",
       "5112                                       Haishang Films\n",
       "3762                                   Haft Entertainment\n",
       "3331                                            HSX Films\n",
       "3438                                  HK Film Corporation\n",
       "5193                                          HDNet Films\n",
       "896                                          HBO Pictures\n",
       "4623                                            HBO Films\n",
       "1185                                         H.I.T. Films\n",
       "2653                                        Guys Upstairs\n",
       "129                                  Gurian Entertainment\n",
       "3761                                     Gullane Pictures\n",
       "6468                                  Gulfstream Pictures\n",
       "3048                                                Guild\n",
       "5156                              Groundswell Productions\n",
       "7092                               Grisbi Productions, Le\n",
       "4019                                 Greisman Productions\n",
       "665                            Greenwich Film Productions\n",
       "2530                                Greenleaf Productions\n",
       "3793                                          Green/Renzi\n",
       "2886                                         Green Parrot\n",
       "6365                                      Green Hat Films\n",
       "6958                                  Greater Productions\n",
       "1048             Great American Films Limited Partnership\n",
       "4309                                     Gray Daisy Films\n",
       "6317                                  Gravier Productions\n",
       "4527                               Grand Slam Productions\n",
       "6739                                Gramercy Pictures (I)\n",
       "6926                                         Gracie Films\n",
       "6702                                         Gotham Group\n",
       "1507                                       Gordon Company\n",
       "4907                                         Googly Films\n",
       "5342                                Goodspeed Productions\n",
       "6496                                        Good Universe\n",
       "3948                                         Good Machine\n",
       "2209                                Golden Way Films Ltd.\n",
       "7544                               Golden Harvest Company\n",
       "519                         Goldcrest Films International\n",
       "7540                                              GoldDay\n",
       "4080                                    Gold Circle Films\n",
       "3061                                    Golar Productions\n",
       "865                              Golan-Globus Productions\n",
       "7294                                     Goddard Textiles\n",
       "7314                                    Goalpost Pictures\n",
       "4431                                             Go Films\n",
       "5820                                        Glass Eye Pix\n",
       "1055                                Gladden Entertainment\n",
       "3461                               Ghoulardi Film Company\n",
       "6154                                 Ghost House Pictures\n",
       "689                           Georgetown Productions Inc.\n",
       "6925                                         George Films\n",
       "6556                                          Genre Films\n",
       "2457                                      Geffen Pictures\n",
       "4011                                              Gaumont\n",
       "6648                             Gary Sanchez Productions\n",
       "6592                                Gail Katz Productions\n",
       "5671                                             GK Films\n",
       "765                                                   GGG\n",
       "5480                                               G-BASE\n",
       "4117                                Fuzzy Bunny Films (I)\n",
       "4399                                      Funny Boy Films\n",
       "142                                           Fulvia Film\n",
       "3974                                         Fuller Films\n",
       "2346                                    Full Crew/Say Yea\n",
       "7026                                          Fuego Films\n",
       "4892                                             Fu Works\n",
       "1296                                          Front Films\n",
       "7274                                 Frenesy Film Company\n",
       "6792                                        Freedom Media\n",
       "918                            Freddie Fields Productions\n",
       "3687                                   Franchise Pictures\n",
       "5650                             Fox Searchlight Pictures\n",
       "586                              Fox Run Productions Inc.\n",
       "5064                                           Fox Atomic\n",
       "6098                                    Fox 2000 Pictures\n",
       "1149                                      Fourth Protocol\n",
       "6581                             Four Seasons Partnership\n",
       "4458                                         Forward Pass\n",
       "6477                                    FortyFour Studios\n",
       "6827                                         Fortis Films\n",
       "3281                                                Forge\n",
       "6401            Forest Whitaker's Significant Productions\n",
       "6185                                  Foresight Unlimited\n",
       "7034                                    Forecast Pictures\n",
       "6349                           Follow Through Productions\n",
       "1944                                        Fogwood Films\n",
       "4174                                    Focus Puller Inc.\n",
       "6649                                       Focus Features\n",
       "3623                                   Flying Heart Films\n",
       "6922                                     Flashlight Films\n",
       "4126                                   Flan de Coco Films\n",
       "2711                             First Look International\n",
       "4162                               First Light Production\n",
       "7084                                Fingerprint Releasing\n",
       "2531                                   Fine Line Features\n",
       "14                                      Filmways Pictures\n",
       "1898                                             Films A2\n",
       "353                                Filmplan International\n",
       "534                                  Filmline Productions\n",
       "5404                                 Filmax International\n",
       "4487                                         Filmax Group\n",
       "5642                                               Filmax\n",
       "1493                                             Filmauro\n",
       "783                                  Filmation Associates\n",
       "7331                             FilmNation Entertainment\n",
       "3995                                             FilmFour\n",
       "6344                                         FilmDistrict\n",
       "3500                                           FilmColony\n",
       "6255                                                Film4\n",
       "2394                                        Film Workshop\n",
       "5035                                         Film Science\n",
       "4986                           Film Partner International\n",
       "2274                                      Film Andes S.A.\n",
       "6294                                              Film 44\n",
       "3661                                        Figment Films\n",
       "2107                           Fifth Avenue Entertainment\n",
       "5401                                    Field Guide Films\n",
       "5483                                       Fidélité Films\n",
       "2867                                              Fiction\n",
       "6512                                 Fewlas Entertainment\n",
       "7010                                        Fermion Films\n",
       "6576                                    Fear of God Films\n",
       "3256                                Fear and Loathing LLC\n",
       "2816                             Farabi Cinema Foundation\n",
       "2570                                         Fallingcloud\n",
       "6323                             Faliro House Productions\n",
       "6840                                      FaithStep Films\n",
       "4769                                        Fairway Films\n",
       "6905                               Fairview Entertainment\n",
       "5523                            Fade to Black Productions\n",
       "3418                                        Fade In Films\n",
       "3790                                             FX Sound\n",
       "4161                                      FTM Productions\n",
       "2755                                      FIT Productions\n",
       "3288                                    FGM Entertainment\n",
       "2098                                            FAI Films\n",
       "1054                                                  F/M\n",
       "6266                                Exclusive Media Group\n",
       "5716                                      Exclusive Films\n",
       "4456                              Evolution Entertainment\n",
       "4896                                    Everyman Pictures\n",
       "3639                                       Evenstar Films\n",
       "6458                                           EuropaCorp\n",
       "3878                                      Eureka Pictures\n",
       "778                                   Eurasia Investments\n",
       "4614                               Eulogy Productions LLC\n",
       "5618                                         Euforia Film\n",
       "2546                                          Etalon Film\n",
       "4851                                     Estudios Picasso\n",
       "650                       Estudios Churubusco Azteca S.A.\n",
       "2026                                 Esperanza Films Inc.\n",
       "1361                                              Esparza\n",
       "7103                                       Escape Artists\n",
       "986                                 Escalante Productions\n",
       "6037                                       Eros Worldwide\n",
       "4203                              Epsilon Motion Pictures\n",
       "1738                                     Epic Productions\n",
       "4087                                      Eon Productions\n",
       "5952                               Enticing Entertainment\n",
       "7522                Entertainment Studios Motion Pictures\n",
       "6764                                    Entertainment One\n",
       "4699                  Entertainment Manufacturing Company\n",
       "118                                    Enigma Productions\n",
       "453                                 Englander Productions\n",
       "6342                                Endgame Entertainment\n",
       "6147                                Enderby Entertainment\n",
       "2089                               Encino Man Productions\n",
       "2167                               Enchantment Films Inc.\n",
       "3412                              Enchanter Entertainment\n",
       "1108                                    Emshell Producers\n",
       "906                                       Empire Pictures\n",
       "7604                                       Emphatic Films\n",
       "4389                       Emperor Multimedia Group (EMG)\n",
       "6387                 Emmett/Furla/Oasis Films (EFO Films)\n",
       "707                                      Embassy Pictures\n",
       "655                        Embassy International Pictures\n",
       "3600                                       Elysian Dreams\n",
       "5984                                          Elle Driver\n",
       "2952                           Eleventh Street Production\n",
       "6656                                     Element Pictures\n",
       "4989                               Electric Entertainment\n",
       "6857                          Electric City Entertainment\n",
       "7088                                       Elara Pictures\n",
       "3953                                             El Deseo\n",
       "4825                                   El Camino Pictures\n",
       "4429                                           Eikon Film\n",
       "2519                                         Egg Pictures\n",
       "280                                      Efer Productions\n",
       "4102                                           Edko Films\n",
       "517                                 Edge City Productions\n",
       "604                          Edgar J. Scherick Associates\n",
       "4666                                      Eden Rock Media\n",
       "1474                             Eddie Murphy Productions\n",
       "5420                                         Ecosse Films\n",
       "6207                                    Eclectic Pictures\n",
       "5535                              Echo Lake Entertainment\n",
       "176                                     Eaves Movie Ranch\n",
       "384                                     Eagle Associates.\n",
       "3518                                           ETIC Films\n",
       "4507                                                 ERBP\n",
       "532                                             EMI Films\n",
       "5296                                                 EFTI\n",
       "6762                         Duplass Brothers Productions\n",
       "5800                               Dune Entertainment III\n",
       "6438                                   Dune Entertainment\n",
       "4476                                  Dreamworks Pictures\n",
       "5726                                 DreamWorks Animation\n",
       "5097                                           DreamWorks\n",
       "8                                          Dovemead Films\n",
       "2880                               Doug Liman Productions\n",
       "1248                                          Double Play\n",
       "7159                          Double Nickel Entertainment\n",
       "6140                                 Double Feature Films\n",
       "7069                                Double Dare You (DDY)\n",
       "2328                                   Dorset Productions\n",
       "2469                     Donner/Shuler-Donner Productions\n",
       "1672                  Don Simpson/Jerry Bruckheimer Films\n",
       "2529                                            Don Bluth\n",
       "3302                                             Dollface\n",
       "3564                                        Dogstar Films\n",
       "6242                                     Dog Run Pictures\n",
       "2768                                    Dog Eat Dog Films\n",
       "7208                             Disruption Entertainment\n",
       "6636                                   Disneytoon Studios\n",
       "4407                          Disney Television Animation\n",
       "2158                    Dino de Laurentiis Communications\n",
       "3100                           Dino De Laurentiis Company\n",
       "3651                                      Dimension Films\n",
       "2879                             Digital Image Associates\n",
       "6403                                Dickhouse Productions\n",
       "7218                                          Diagonal TV\n",
       "6567                                      DiNovi Pictures\n",
       "7276                              Di Bonaventura Pictures\n",
       "5797                                   Dharma Productions\n",
       "1725                                  Devoted Productions\n",
       "1684                                Detour Filmproduction\n",
       "3594                                    Destination Films\n",
       "2211                                   Desperate Pictures\n",
       "741                             Desert Hearts Productions\n",
       "6780                                       Depth of Field\n",
       "6859                                               Dentsu\n",
       "954                                  Delphi V Productions\n",
       "693                                Delphi III Productions\n",
       "432                                          Delphi Films\n",
       "5234                                        Deerjen Films\n",
       "4620                               Deep River Productions\n",
       "7451                                        Decibel Films\n",
       "168                           DeHaven/Shapiro Productions\n",
       "7141                                     De Line Pictures\n",
       "1446              De Laurentiis Entertainment Group (DEG)\n",
       "3505                                        De Fina-Cappa\n",
       "7101                                         Dayday Films\n",
       "3203                                             Daybreak\n",
       "1574                                         Davros Films\n",
       "3780                             Davis-Panzer Productions\n",
       "6155                                          Davis-Films\n",
       "2261                                  Davis Entertainment\n",
       "3730                          David Kirschner Productions\n",
       "779                              David Foster Productions\n",
       "3553                              David Brown Productions\n",
       "5877                            Dark Castle Entertainment\n",
       "6050                                  Danmarks Radio (DR)\n",
       "3476                                               Danjaq\n",
       "4052                                            DNA Films\n",
       "6015                                             DJ Films\n",
       "3411                                    DIC Entertainment\n",
       "2171                       DENTSU Music And Entertainment\n",
       "5019                                      DEJ Productions\n",
       "3149                                     DC Entertainment\n",
       "444                                     D & P Productions\n",
       "5551                                     Curmudgeon Films\n",
       "782                                Crystalite Productions\n",
       "3559                                Crystal Sky Worldwide\n",
       "4788                                       Crunk Pictures\n",
       "3873                            Cruise/Wagner Productions\n",
       "3722                                  Cruella Productions\n",
       "2456                                      Crowvision Inc.\n",
       "3495                                     Crossroads Films\n",
       "7106                                 Cross Creek Pictures\n",
       "1257                                        Cristaldifilm\n",
       "1432                                        Crescent Moon\n",
       "4822                              Crescent Drive Pictures\n",
       "7098                                             Cre Film\n",
       "4874                               Craven-Maddalena Films\n",
       "3621                              Cradle Productions Inc.\n",
       "6807                                         Covert Media\n",
       "5907                                  Cottonwood Pictures\n",
       "3905                              Cort/Madden Productions\n",
       "5969                                               Corsan\n",
       "1324                                Cornelius Productions\n",
       "3681                            Copperheart Entertainment\n",
       "4357                                          ContentFilm\n",
       "2688                          Constellation Entertainment\n",
       "2702                                        Constellation\n",
       "6100                        Constantin Film International\n",
       "4050                                      Constantin Film\n",
       "2151    Consejo Nacional para la Cultura y las Artes (...\n",
       "1194                                   Conquering Unicorn\n",
       "1774                                    Concorde Pictures\n",
       "3670                                      Compulsion Inc.\n",
       "7327                                        Company Films\n",
       "1205                        Commies From Mars Corporation\n",
       "5015                         Columbia Pictures Industries\n",
       "4516               Columbia Pictures Film Production Asia\n",
       "7458                                    Columbia Pictures\n",
       "6274                                          Color Force\n",
       "536                              Colgems Productions Ltd.\n",
       "5437                                    Cohen Media Group\n",
       "6575                              Codeblack Entertainment\n",
       "3736                                   Code Entertainment\n",
       "6238                                        Cocktail Film\n",
       "4424                                   Cobalt Media Group\n",
       "4697                                         Coach Carter\n",
       "7645                              Clubhouse Pictures (II)\n",
       "3771                                   Cloud Ten Pictures\n",
       "7157                                    Cloud Eight Films\n",
       "6058                              Cloud Atlas Productions\n",
       "5689                      Closest to the Hole Productions\n",
       "3655                                        Clipsal Films\n",
       "6833                                     Clinica Estetico\n",
       "5945                            Cliffjack Motion Pictures\n",
       "2872                                         Clavius Base\n",
       "3860                           Claudie Ossard Productions\n",
       "402                                            City Films\n",
       "1052                                         Circle Films\n",
       "3305                        Cinépix Film Properties (CFP)\n",
       "2614                                            Cineville\n",
       "1619                                        Cinetel Films\n",
       "530                               Cinesthesia Productions\n",
       "2656                       Cinergi Pictures Entertainment\n",
       "3789                      Cinerenta Medienbeteiligungs KG\n",
       "6187                                            Cinereach\n",
       "718                                               Cinepro\n",
       "1358                                 Cineplex Odeon Films\n",
       "231                                      Cinematograph AB\n",
       "1800                             Cinemarque Entertainment\n",
       "5628                                             CinemaNX\n",
       "3084                         Cinema Line Film Corporation\n",
       "336                                 Cinema Group Ventures\n",
       "1317                                    Cinema City Films\n",
       "475                                            Cinema '84\n",
       "6587                                        Cinelou Films\n",
       "3352                                             Cinehaus\n",
       "1486                                         Cinecorp SAC\n",
       "2018                          Cinecom Entertainment Group\n",
       "4231                                             CineWild\n",
       "5616                                CineSon Entertainment\n",
       "1604                               Cine Location Services\n",
       "2269                                            CiBy 2000\n",
       "2195                     Christopher Columbus Productions\n",
       "7455                             Chris Morgan Productions\n",
       "3965                                Chris Lee Productions\n",
       "6337                                  Chockstone Pictures\n",
       "2342                          Chiodo Brothers Productions\n",
       "3426                              Chinese Bookie Pictures\n",
       "6872                  China Film Group Corporation (CFGC)\n",
       "3189                 China Film Co-Production Corporation\n",
       "3994                                      Chickie the Cop\n",
       "4310                                 Cheyenne Enterprises\n",
       "7229                           Chestnut Ridge Productions\n",
       "3745                                   Chester Films Inc.\n",
       "4134                                     Cherry Sky Films\n",
       "3633                             Cherry Alley Productions\n",
       "6507                                Chernin Entertainment\n",
       "3493                                      Cheerleader LLC\n",
       "6212                                          Chase Films\n",
       "225                          Chartoff-Winkler Productions\n",
       "99                         Charles H. Schneer Productions\n",
       "467                           Charles Burnett Productions\n",
       "2908                                   Channel Four Films\n",
       "2576                                        Channel Films\n",
       "2121                           Challenge Film Corporation\n",
       "263                                      Chai Productions\n",
       "3993                                            Centurion\n",
       "3273                         Centropolis Film Productions\n",
       "4771                                Cent Productions Inc.\n",
       "5077                                     Celluloid Dreams\n",
       "375                                       Celandine Films\n",
       "5266                                        Celador Films\n",
       "2645                                 Cecchi Gori Pictures\n",
       "2533              Cecchi Gori Group Tiger Cinematografica\n",
       "2400                              Cecchi Gori Europa N.V.\n",
       "6759                                               Caviar\n",
       "7269                                              Cave 76\n",
       "33                               Cattle Annie Productions\n",
       "4299                            Casual Friday Productions\n",
       "4536                            Castle Rock Entertainment\n",
       "4213                                Castelao Producciones\n",
       "5301                             Casey Silver Productions\n",
       "5956                                         Carver Films\n",
       "930                               Carthago Films S.a.r.l.\n",
       "5138                                Carsey-Werner Company\n",
       "5858                            Carousel Productions (II)\n",
       "1843                                     Carolco Pictures\n",
       "1065                           Carolco International N.V.\n",
       "1504                                Carolco Entertainment\n",
       "7473                           Carnival Film & Television\n",
       "3297                                     Caravan Pictures\n",
       "5208                                Captivity Productions\n",
       "569                                             Capricorn\n",
       "3040                                     Cappa Production\n",
       "5116                                        Capitol Films\n",
       "932                             Capital Equipment Leasing\n",
       "3047                                Capella International\n",
       "2372                                        Capella Films\n",
       "2462                                 Capcom Entertainment\n",
       "1130                                  Canon Italia S.r.l.\n",
       "925                                       Cannon Pictures\n",
       "1268                                 Cannon International\n",
       "968                                          Cannon Group\n",
       "406                                     Cannon Films Inc.\n",
       "751                                          Cannon Films\n",
       "1491                                 Cannon Entertainment\n",
       "2045                                       Candyman Films\n",
       "7557                                         Canana Films\n",
       "4578                                        Canal+ España\n",
       "3546                           Canal+ Droits Audiovisuels\n",
       "2451                                               Canal+\n",
       "1566                  Canadian International Studios VIII\n",
       "37                                              Camp Hill\n",
       "4518                                     Camelot Pictures\n",
       "228                                 Cambridge Productions\n",
       "6375                                   Callahan Filmworks\n",
       "3298                                 Calimari Productions\n",
       "7457                                             CalMaple\n",
       "312                            Cable and Wireless Finance\n",
       "398                                            Cabal Film\n",
       "5215                                     CTB Film Company\n",
       "2319                                              CNCAIMC\n",
       "6358                                     CJ Entertainment\n",
       "134                               CIP Filmproduktion GmbH\n",
       "7015                                            CG Cinéma\n",
       "611                                  CBS Theatrical Films\n",
       "6400                                            CBS Films\n",
       "5011                           C.O.R.E. Feature Animation\n",
       "512                                  C.H.U.D. Productions\n",
       "11                                           C.A.T. Films\n",
       "4265                                         C-2 Pictures\n",
       "305                                C & C Brown Production\n",
       "5154                             Bórd Scannán na hÉireann\n",
       "3192                                  Butcher's Run Films\n",
       "6923                                       Burk A Project\n",
       "3917                                 Bungalow Productions\n",
       "6603                                   Bullwinkle Studios\n",
       "4900                             Bull's Eye Entertainment\n",
       "4836                                         Bulbul Films\n",
       "7477                            Buena Vista International\n",
       "4462                       Buena Vista Home Entertainment\n",
       "795                                Bud Yorkin Productions\n",
       "2550                                        Buckeye Films\n",
       "22                                      Bryna Productions\n",
       "2962                                  Bruin Grip Services\n",
       "6689                          Brownstone Productions (II)\n",
       "7095                        Brownstone Entertainment (II)\n",
       "2794                        Brothers McMullen Productions\n",
       "1051                                          Brooksfilms\n",
       "1968                               Bronze Eye Productions\n",
       "5638                                   Bronco Productions\n",
       "6529                              Broken Road Productions\n",
       "4576                             Broken Lizard Industries\n",
       "5369                                       Broadway Video\n",
       "3544                                    Broadway Pictures\n",
       "7224                                 Broad Green Pictures\n",
       "1514                           British Screen Productions\n",
       "3362    British Broadcasting Corporation (BBC) Television\n",
       "3131               British Broadcasting Corporation (BBC)\n",
       "3825                        Brillstein-Grey Entertainment\n",
       "1785                                        Brigand Films\n",
       "5415                             Bridgit Folman Film Gang\n",
       "363                                 Breathless Associates\n",
       "7070                                         Braven Films\n",
       "3751                              Branti Film Productions\n",
       "3768                                          Brant-Allen\n",
       "3072                               Brandywine Productions\n",
       "80                               Borough Park Productions\n",
       "7050                                      Bona Film Group\n",
       "3576                                Bona Fide Productions\n",
       "4342                 Boll Kino Beteiligungs GmbH & Co. KG\n",
       "6698                                           Bold Films\n",
       "7262                          Boies / Schiller Film Group\n",
       "4477                                 Bob Yari Productions\n",
       "6501                                       Bob Industries\n",
       "7280                                Blumhouse Productions\n",
       "7074                                   Blueprint Pictures\n",
       "6312                                      Bluegrass Films\n",
       "6230                                    Blue Yonder Films\n",
       "3086                               Blue Tulip Productions\n",
       "4157                               Blue Train Productions\n",
       "3421                                    Blue Streak Films\n",
       "6143                                     Blue Sky Studios\n",
       "6943                                       Blue Sky Films\n",
       "1318                                  Blue Rider Pictures\n",
       "7511                            Blue Budgie Films Limited\n",
       "5259                                           Blue Askew\n",
       "4033                                     Blow Up Pictures\n",
       "6808                                                Bloom\n",
       "4187                                    Blockbuster Films\n",
       "6393                                     Block 2 Pictures\n",
       "6158                                       Block / Hanson\n",
       "6679                               Blinding Edge Pictures\n",
       "6119                               Bleiberg Entertainment\n",
       "6733                                Bleecker Street Films\n",
       "5590                        Blank of the Dead Productions\n",
       "6639                                           BlackWhite\n",
       "6726                                    Black Label Media\n",
       "6565                 Black Entertainment Television (BET)\n",
       "7054                          Black Bicycle Entertainment\n",
       "6461                                  Black Bear Pictures\n",
       "5639                                 Bill Kenwright Films\n",
       "1854                                    Bill Graham Films\n",
       "3613                                 Bigel / Mailer Films\n",
       "7566                                 Big Talk Productions\n",
       "6493                               Big Screen Productions\n",
       "4640                              Big Red Dog Productions\n",
       "6834                                   Big Indie Pictures\n",
       "3354                                        Big Dog Films\n",
       "5418                                    Big City Pictures\n",
       "7508                                      Big Beach Films\n",
       "4070                                      Beverly Detroit\n",
       "5438                              Berk/Lane Entertainment\n",
       "4714                           Bergman Lustig Productions\n",
       "6527                                          BenderSpink\n",
       "2589                            Ben-Ami/Leeds Productions\n",
       "6299                                      Bellanova Films\n",
       "4821                               Belladonna Productions\n",
       "3703                                Bel Air Entertainment\n",
       "6520                   Beijing Skywheel Entertainment Co.\n",
       "6023                             Beijing New Picture Film\n",
       "7652                  Beijing Diqi Yinxiang Entertainment\n",
       "7565    Beijing Dengfeng International Culture Communi...\n",
       "5915                             Before The Door Pictures\n",
       "1506                                           Beco Films\n",
       "2700                           Beckner/Gorman Productions\n",
       "3487                                Beacon Communications\n",
       "2845                                        Bazmark Films\n",
       "6539                                  Bazelevs Production\n",
       "566                                          Bavaria Film\n",
       "3578                     Baumgarten-Prophet Entertainment\n",
       "3218                                  Bates Entertainment\n",
       "7452                                         Barunson E&A\n",
       "133                           Barry & Enright Productions\n",
       "115                Barclays Mercantile Industrial Finance\n",
       "2624                                      Barcelona Films\n",
       "3791                                 Banner Entertainment\n",
       "3951                               Bandeira Entertainment\n",
       "4029                                Bandai Visual Company\n",
       "3134                                   Baltimore Pictures\n",
       "3558                            Baldwin/Cohen Productions\n",
       "740                                 Balcor Film Investors\n",
       "2066                                     Bakshi Animation\n",
       "5710                                            Bad Robot\n",
       "2096                                  Bad Lt. Productions\n",
       "6132                     Bad Cop Bad Cop Film Productions\n",
       "2951                                 Bad Bird Productions\n",
       "504                            Bachelor Party Productions\n",
       "5387                                              Babylon\n",
       "6585                                 Baby Way Productions\n",
       "6895                                     BZ Entertainment\n",
       "7249                                         BRON Studios\n",
       "6826                                             BN Films\n",
       "4748                                         BET Pictures\n",
       "7520                                            BET Films\n",
       "6201                                        BCDF Pictures\n",
       "6480                           BBL Motion Picture Studios\n",
       "594                                                   BBE\n",
       "4667                                            BBC Films\n",
       "6665                                                  B24\n",
       "7123                                              B Story\n",
       "3530                                  Azoff Entertainment\n",
       "7143                                    Awesomeness Films\n",
       "3359                                  Award Entertainment\n",
       "3714                                         Avrora Media\n",
       "2055                             Avnet/Kerner Productions\n",
       "7333                                      Aviron Pictures\n",
       "7254                                 Avi Arad Productions\n",
       "5168                                Avi Arad & Associates\n",
       "3706                                            Avery Pix\n",
       "2088                                      Avenue Pictures\n",
       "5625                                     Autonomous Films\n",
       "6563                              Automatik Entertainment\n",
       "2932           Australian Film Finance Corporation (AFFC)\n",
       "7564                                Aurora Alliance Films\n",
       "223                                                Aurora\n",
       "2371                                 August Entertainment\n",
       "3387    Audiovisual Development Bureau, Ministerio da ...\n",
       "5705                                 Audiovisual Aval SGR\n",
       "2571                                             Audifilm\n",
       "6822                                          Audax Films\n",
       "7285                                       Atomic Monster\n",
       "6027                                    Atlas Productions\n",
       "6844                                  Atlas Entertainment\n",
       "7588                                     Atlantic Records\n",
       "6157                               Atlantic Pictures (II)\n",
       "351                          Atlantic Entertainment Group\n",
       "2189                                          Atchafalaya\n",
       "3510                             Asymmetrical Productions\n",
       "7478                                         Astute Films\n",
       "3474                                          Astralwerks\n",
       "97                                  Astral Bellevue Pathé\n",
       "6935                                       Astrakan Films\n",
       "2847                                        Astoria Films\n",
       "258                                    Aspen Film Society\n",
       "3675                 Asia Union Film & Entertainment Ltd.\n",
       "5903                           Asghar Farhadi Productions\n",
       "2143                                           Ascot Film\n",
       "5194                                   Ascendant Pictures\n",
       "3596                              Arts Council of England\n",
       "5970                                Artists Public Domain\n",
       "6984                                        Artists First\n",
       "509                                      Artistry Limited\n",
       "141                                    Artista Management\n",
       "3481                                Artisan Entertainment\n",
       "2364                                               Artimm\n",
       "3755                                Artic Productions LLC\n",
       "5213                                        Artfire Films\n",
       "7154                                              Artbees\n",
       "3320                               Art Linson Productions\n",
       "1914                          Arnold Kopelson Productions\n",
       "7497                                         Armory Films\n",
       "6742                                      Arka Mediaworks\n",
       "379                       Aries Cinematográfica Argentina\n",
       "4970                                   ArieScope Pictures\n",
       "1933                                          Argos Films\n",
       "1961                                                Arena\n",
       "4306                            Archer Street Productions\n",
       "7377                                          Archer Gray\n",
       "529                                          Arcafin B.V.\n",
       "6171                                      Arcade Pictures\n",
       "5031                                      Arc Productions\n",
       "5838                            Aramid Entertainment Fund\n",
       "1101                                       Applied Action\n",
       "6965                                           Appian Way\n",
       "3866                                              Apostle\n",
       "4594                             ApolloMedia Distribution\n",
       "6049                                   Apatow Productions\n",
       "7348                                      Apartment Story\n",
       "5225                                    Anonymous Content\n",
       "2615                                              Annhall\n",
       "5840                                Annapurna Productions\n",
       "7485                                   Annapurna Pictures\n",
       "3804                               Animal Productions LLC\n",
       "7119                                         Animal Logic\n",
       "7139                                       Animal Kingdom\n",
       "4290                                          Angry Films\n",
       "2405                                  Ang Lee Productions\n",
       "6355                            Andrew Lauren Productions\n",
       "4747                          Andrea Sperling Productions\n",
       "5911                                     Anchor Bay Films\n",
       "590                          Anarchist's Convention Films\n",
       "210                                         Anabasis N.V.\n",
       "2048                                    American Zoetrope\n",
       "2765                  American Playhouse Theatrical Films\n",
       "2793                                   American Playhouse\n",
       "977                                    American Filmworks\n",
       "1246              American Entertainment Partners II L.P.\n",
       "3268                          American Empirical Pictures\n",
       "58                            American Cinema Productions\n",
       "1092                                       Amercent Films\n",
       "3252                                        Amen Ra Films\n",
       "3575                            Ambridge Film Partnership\n",
       "1846                                 Amblin Entertainment\n",
       "6893                                       Amazon Studios\n",
       "6730                                 Amasia Entertainment\n",
       "3644                                Am Psycho Productions\n",
       "4015                              Alter Ego Entertainment\n",
       "3690                                      Altavista Films\n",
       "6180                               Also Known As Pictures\n",
       "4186                                     Alphaville Films\n",
       "639                                            Almost You\n",
       "237                                          Almena Films\n",
       "6824                                    Allspark Pictures\n",
       "7131                                  Alloy Entertainment\n",
       "6662                         Allison Shearmur Productions\n",
       "2087                                        Allied Vision\n",
       "2758                                    Allied Stars Ltd.\n",
       "2070                                    Allied Filmmakers\n",
       "6381                                       Alliance Films\n",
       "2856                  Alliance Communications Corporation\n",
       "3982                     Alliance Atlantis Communications\n",
       "6149                                             Alliance\n",
       "1529                                  Alleged Productions\n",
       "4803                              Allan Zeman Productions\n",
       "3224                                  All Net Productions\n",
       "4154                                 All Girl Productions\n",
       "1516                                          Alive Films\n",
       "7385                                     Alibaba Pictures\n",
       "6172                                         Alfama Films\n",
       "6459                               Aldamisa Entertainment\n",
       "2259                                          Alcor Films\n",
       "5460                                  Alcon Entertainment\n",
       "2625                                                  Aim\n",
       "6271                                      Aggregate Films\n",
       "3212                                               Agenda\n",
       "6442                                     After Dark Films\n",
       "7577                                         Affirm Films\n",
       "2119                                   Adventure Pictures\n",
       "3165                              Addis Wechsler Pictures\n",
       "392                              Adams Apple Film Company\n",
       "6016                                            Ada Films\n",
       "6234                                     AdScott Pictures\n",
       "1043                               Act III Communications\n",
       "7290                                 Access Entertainment\n",
       "7079                          Acacia Filmed Entertainment\n",
       "1384                                  Abramoff Production\n",
       "6091                                  Abraham Productions\n",
       "6370                                 Abbolita Productions\n",
       "5324                                Abandon Entertainment\n",
       "1129                           Aaron Spelling Productions\n",
       "1625                            Aaron Russo Entertainment\n",
       "3667                                   Aardman Animations\n",
       "6218                               Aamir Khan Productions\n",
       "95                                  AVCO Embassy Pictures\n",
       "6584                                     ASIG Productions\n",
       "6314                                             AR Films\n",
       "484                                                  AMLF\n",
       "1615                                  AM/PM Entertainment\n",
       "4802                                     AITD Productions\n",
       "7077                                              AI-Film\n",
       "1781                                            ADC Films\n",
       "367                                   ABC Motion Pictures\n",
       "6891                                                  A24\n",
       "2402                                            A&M Films\n",
       "4177                                         A Band Apart\n",
       "4146                                   98 MPH Productions\n",
       "4350                                            900 Films\n",
       "1655                                      888 Productions\n",
       "1690                                       88 Productions\n",
       "3829                                       7 Films Cinéma\n",
       "3603                                 7 Arts International\n",
       "5161                                  4Kids Entertainment\n",
       "1452                          40 Acres & A Mule Filmworks\n",
       "3592                                 4 Kids Entertainment\n",
       "4038                                  3Mark Entertainment\n",
       "5199                                         360 Pictures\n",
       "7211                                     3311 Productions\n",
       "3579                       3 Miles Apart Productions Ltd.\n",
       "6481                                 3 Arts Entertainment\n",
       "7370                                                2DUX²\n",
       "5386                                     2929 Productions\n",
       "5597                                             26 Films\n",
       "4118                                25th Hour Productions\n",
       "2584                                   21st Century Films\n",
       "1700                        21st Century Film Corporation\n",
       "6528                                21 Laps Entertainment\n",
       "7651                                 20th Century Studios\n",
       "4559                                     2003 Productions\n",
       "5195                                         2.4.7. Films\n",
       "7489                                    2.0 Entertainment\n",
       "4151                                         2 Loop Films\n",
       "6517                     1984 Private Defense Contractors\n",
       "7109                                           1978 Films\n",
       "4412                                     19 Entertainment\n",
       "385                                      1818 Productions\n",
       "2929                                        1492 Pictures\n",
       "3024                                      .406 Production\n",
       "7525                  \"Weathering With You\" Film Partners\n",
       "4345                      \"DIA\" Productions GmbH & Co. KG\n",
       "Name: company, dtype: object"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Count unique \"company\" values and drop duplicates\n",
    "df['company'].drop_duplicates().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "09e7be2b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>rating</th>\n",
       "      <th>genre</th>\n",
       "      <th>released</th>\n",
       "      <th>score</th>\n",
       "      <th>votes</th>\n",
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       "    <tr>\n",
       "      <th>5445</th>\n",
       "      <td>Avatar</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>Action</td>\n",
       "      <td>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000</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</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>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000</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</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>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000</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</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>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000</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</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>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000</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</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  \\\n",
       "5445                                      Avatar  PG-13  Action   \n",
       "7445                           Avengers: Endgame  PG-13  Action   \n",
       "3045                                     Titanic  PG-13   Drama   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action   \n",
       "7244                      Avengers: Infinity War  PG-13  Action   \n",
       "\n",
       "                               released  score    votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000  James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000  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         2009  \n",
       "7445  2797501328         Marvel Studios      181         2019  \n",
       "3045  2201647264  Twentieth Century Fox      194         1997  \n",
       "6663  2069521700              Lucasfilm      138         2015  \n",
       "7244  2048359754         Marvel Studios      149         2018  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Preview cleaned up data to start analysis\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "86316a38",
   "metadata": {},
   "source": [
    "## Step 2: Formulating a Hypothesis\n",
    "\n",
    "Budget and company will have a high correlation to gross earnings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4c5bcd32",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<function matplotlib.pyplot.show(close=None, block=None)>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Scatterplot with budget vs. gross revenu\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",
    "\n",
    "plt.show"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5db27bc5",
   "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>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>December 18, 2009 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000</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</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>April 26, 2019 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000</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</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>December 19, 1997 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000</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</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>December 18, 2015 (United States)</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000</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</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>April 27, 2018 (United States)</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000</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</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            name rating   genre  \\\n",
       "5445                                      Avatar  PG-13  Action   \n",
       "7445                           Avengers: Endgame  PG-13  Action   \n",
       "3045                                     Titanic  PG-13   Drama   \n",
       "6663  Star Wars: Episode VII - The Force Awakens  PG-13  Action   \n",
       "7244                      Avengers: Infinity War  PG-13  Action   \n",
       "\n",
       "                               released  score    votes       director  \\\n",
       "5445  December 18, 2009 (United States)    7.8  1100000  James Cameron   \n",
       "7445     April 26, 2019 (United States)    8.4   903000  Anthony Russo   \n",
       "3045  December 19, 1997 (United States)    7.8  1100000  James Cameron   \n",
       "6663  December 18, 2015 (United States)    7.8   876000    J.J. Abrams   \n",
       "7244     April 27, 2018 (United States)    8.4   897000  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         2009  \n",
       "7445  2797501328         Marvel Studios      181         2019  \n",
       "3045  2201647264  Twentieth Century Fox      194         1997  \n",
       "6663  2069521700              Lucasfilm      138         2015  \n",
       "7244  2048359754         Marvel Studios      149         2018  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check that top grossing films match plot\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "283ad3cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Budget for Film')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 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.title('Budget vs. Gross Earnings')\n",
    "plt.xlabel('Gross Earnings')\n",
    "plt.ylabel('Budget for Film')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d81d3e10",
   "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>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>score</th>\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>0.474256</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>0.072001</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>0.222556</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>0.414068</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>0.061923</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": [
       "                score     votes    budget     gross   runtime  yearcorrect\n",
       "score        1.000000  0.474256  0.072001  0.222556  0.414068     0.061923\n",
       "votes        0.474256  1.000000  0.439675  0.614751  0.352303     0.203098\n",
       "budget       0.072001  0.439675  1.000000  0.740247  0.318695     0.320312\n",
       "gross        0.222556  0.614751  0.740247  1.000000  0.275796     0.268721\n",
       "runtime      0.414068  0.352303  0.318695  0.275796  1.000000     0.075294\n",
       "yearcorrect  0.061923  0.203098  0.320312  0.268721  0.075294     1.000000"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Look at correlation (try pearson, kendall, spearman)\n",
    "df.corr(method='pearson')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aba90902",
   "metadata": {},
   "source": [
    "## Step 3: Identifying the Correlation\n",
    "\n",
    "There is a high correlation between budget and gross earnings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9ae0274e",
   "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 Matrix for Numeric Values')\n",
    "plt.xlabel('Movie Data')\n",
    "plt.ylabel('Movie Data')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "e6e2493a",
   "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>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>386</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>527</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000</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</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>137</td>\n",
       "      <td>8.4</td>\n",
       "      <td>903000</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</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>534</td>\n",
       "      <td>7.8</td>\n",
       "      <td>1100000</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</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>529</td>\n",
       "      <td>7.8</td>\n",
       "      <td>876000</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</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>145</td>\n",
       "      <td>8.4</td>\n",
       "      <td>897000</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</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      name  rating  genre  released  score    votes  director  writer  star  \\\n",
       "5445   386       5      0       527    7.8  1100000       785    1263  1534   \n",
       "7445   388       5      0       137    8.4   903000       105     513  1470   \n",
       "3045  4909       5      6       534    7.8  1100000       785    1263  1073   \n",
       "6663  3643       5      0       529    7.8   876000       768    1806   356   \n",
       "7244   389       5      0       145    8.4   897000       105     513  1470   \n",
       "\n",
       "      country     budget       gross  company  runtime  yearcorrect  \n",
       "5445       47  237000000  2847246203     1382      162         2009  \n",
       "7445       47  356000000  2797501328      983      181         2019  \n",
       "3045       47  200000000  2201647264     1382      194         1997  \n",
       "6663       47  245000000  2069521700      945      138         2015  \n",
       "7244       47  321000000  2048359754      983      149         2018  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert all data to numeric values for similar analysis\n",
    "df_num = df\n",
    "\n",
    "for col_name in df_num.columns:\n",
    "    if(df_num[col_name].dtype == 'object'):\n",
    "        df_num[col_name] = df_num[col_name].astype('category')\n",
    "        df_num[col_name] = df_num[col_name].cat.codes\n",
    "        \n",
    "df_num.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "1d009a8f",
   "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_num.corr(method='pearson')\n",
    "sns.heatmap(correlation_matrix, annot=True)\n",
    "plt.title('Correlation Matrix for All Values')\n",
    "plt.xlabel('Movie Data')\n",
    "plt.ylabel('Movie Data')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c09a6898",
   "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>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>-0.006152</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>0.018083</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>0.022142</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>released</th>\n",
       "      <td>-0.006152</td>\n",
       "      <td>0.018083</td>\n",
       "      <td>0.022142</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>0.045874</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>0.028833</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>0.002308</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>0.008072</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>0.015706</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>-0.017228</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>0.019952</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>0.008501</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>-0.002407</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>0.008975</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>-0.005989</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  released     score     votes  \\\n",
       "name         1.000000 -0.029234  0.010996 -0.006152  0.014450  0.012615   \n",
       "rating      -0.029234  1.000000  0.147796  0.018083  0.065983  0.006031   \n",
       "genre        0.010996  0.147796  1.000000  0.022142  0.035106 -0.135990   \n",
       "released    -0.006152  0.018083  0.022142  1.000000  0.045874  0.028833   \n",
       "score        0.014450  0.065983  0.035106  0.045874  1.000000  0.474256   \n",
       "votes        0.012615  0.006031 -0.135990  0.028833  0.474256  1.000000   \n",
       "director     0.015246  0.014656 -0.008553  0.002308  0.005413 -0.010376   \n",
       "writer       0.012880 -0.003149  0.017578  0.008072  0.012843 -0.005316   \n",
       "star        -0.006882  0.009196  0.003341  0.015706  0.007296 -0.017638   \n",
       "country     -0.025490  0.008230 -0.009164 -0.017228 -0.043051  0.041551   \n",
       "budget       0.023392 -0.203946 -0.368523  0.019952  0.072001  0.439675   \n",
       "gross        0.005639 -0.181906 -0.244101  0.008501  0.222556  0.614751   \n",
       "company      0.021697 -0.092357 -0.071334 -0.002407  0.020656  0.118470   \n",
       "runtime      0.010850  0.140792 -0.059237  0.008975  0.414068  0.352303   \n",
       "yearcorrect  0.025542  0.022021 -0.069147 -0.005989  0.061923  0.203098   \n",
       "\n",
       "             director    writer      star   country    budget     gross  \\\n",
       "name         0.015246  0.012880 -0.006882 -0.025490  0.023392  0.005639   \n",
       "rating       0.014656 -0.003149  0.009196  0.008230 -0.203946 -0.181906   \n",
       "genre       -0.008553  0.017578  0.003341 -0.009164 -0.368523 -0.244101   \n",
       "released     0.002308  0.008072  0.015706 -0.017228  0.019952  0.008501   \n",
       "score        0.005413  0.012843  0.007296 -0.043051  0.072001  0.222556   \n",
       "votes       -0.010376 -0.005316 -0.017638  0.041551  0.439675  0.614751   \n",
       "director     1.000000  0.261735  0.036593  0.011133 -0.009662 -0.029560   \n",
       "writer       0.261735  1.000000  0.018520  0.022488 -0.039466 -0.035885   \n",
       "star         0.036593  0.018520  1.000000 -0.009990 -0.021473 -0.000004   \n",
       "country      0.011133  0.022488 -0.009990  1.000000  0.052977  0.060078   \n",
       "budget      -0.009662 -0.039466 -0.021473  0.052977  1.000000  0.740247   \n",
       "gross       -0.029560 -0.035885 -0.000004  0.060078  0.740247  1.000000   \n",
       "company     -0.008223 -0.003697  0.014082  0.048569  0.170235  0.149553   \n",
       "runtime      0.017433 -0.017561  0.010108 -0.034477  0.318695  0.275796   \n",
       "yearcorrect -0.037371 -0.025495 -0.032687 -0.073569  0.320312  0.268721   \n",
       "\n",
       "              company   runtime  yearcorrect  \n",
       "name         0.021697  0.010850     0.025542  \n",
       "rating      -0.092357  0.140792     0.022021  \n",
       "genre       -0.071334 -0.059237    -0.069147  \n",
       "released    -0.002407  0.008975    -0.005989  \n",
       "score        0.020656  0.414068     0.061923  \n",
       "votes        0.118470  0.352303     0.203098  \n",
       "director    -0.008223  0.017433    -0.037371  \n",
       "writer      -0.003697 -0.017561    -0.025495  \n",
       "star         0.014082  0.010108    -0.032687  \n",
       "country      0.048569 -0.034477    -0.073569  \n",
       "budget       0.170235  0.318695     0.320312  \n",
       "gross        0.149553  0.275796     0.268721  \n",
       "company      1.000000  0.037585    -0.018806  \n",
       "runtime      0.037585  1.000000     0.075294  \n",
       "yearcorrect -0.018806  0.075294     1.000000  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View updated matrix\n",
    "df_num.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "adc6d718",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "name      name           1.000000\n",
       "          rating        -0.029234\n",
       "          genre          0.010996\n",
       "          released      -0.006152\n",
       "          score          0.014450\n",
       "          votes          0.012615\n",
       "          director       0.015246\n",
       "          writer         0.012880\n",
       "          star          -0.006882\n",
       "          country       -0.025490\n",
       "          budget         0.023392\n",
       "          gross          0.005639\n",
       "          company        0.021697\n",
       "          runtime        0.010850\n",
       "          yearcorrect    0.025542\n",
       "rating    name          -0.029234\n",
       "          rating         1.000000\n",
       "          genre          0.147796\n",
       "          released       0.018083\n",
       "          score          0.065983\n",
       "          votes          0.006031\n",
       "          director       0.014656\n",
       "          writer        -0.003149\n",
       "          star           0.009196\n",
       "          country        0.008230\n",
       "          budget        -0.203946\n",
       "          gross         -0.181906\n",
       "          company       -0.092357\n",
       "          runtime        0.140792\n",
       "          yearcorrect    0.022021\n",
       "genre     name           0.010996\n",
       "          rating         0.147796\n",
       "          genre          1.000000\n",
       "          released       0.022142\n",
       "          score          0.035106\n",
       "          votes         -0.135990\n",
       "          director      -0.008553\n",
       "          writer         0.017578\n",
       "          star           0.003341\n",
       "          country       -0.009164\n",
       "          budget        -0.368523\n",
       "          gross         -0.244101\n",
       "          company       -0.071334\n",
       "          runtime       -0.059237\n",
       "          yearcorrect   -0.069147\n",
       "released  name          -0.006152\n",
       "          rating         0.018083\n",
       "          genre          0.022142\n",
       "          released       1.000000\n",
       "          score          0.045874\n",
       "dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# View correlations by data element\n",
    "cmatrix = df_num.corr()\n",
    "cpairs = cmatrix.unstack()\n",
    "\n",
    "cpairs.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "c318f7ce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "budget       genre         -0.368523\n",
       "genre        budget        -0.368523\n",
       "             gross         -0.244101\n",
       "gross        genre         -0.244101\n",
       "rating       budget        -0.203946\n",
       "budget       rating        -0.203946\n",
       "gross        rating        -0.181906\n",
       "rating       gross         -0.181906\n",
       "genre        votes         -0.135990\n",
       "votes        genre         -0.135990\n",
       "rating       company       -0.092357\n",
       "company      rating        -0.092357\n",
       "country      yearcorrect   -0.073569\n",
       "yearcorrect  country       -0.073569\n",
       "company      genre         -0.071334\n",
       "genre        company       -0.071334\n",
       "yearcorrect  genre         -0.069147\n",
       "genre        yearcorrect   -0.069147\n",
       "runtime      genre         -0.059237\n",
       "genre        runtime       -0.059237\n",
       "country      score         -0.043051\n",
       "score        country       -0.043051\n",
       "budget       writer        -0.039466\n",
       "writer       budget        -0.039466\n",
       "director     yearcorrect   -0.037371\n",
       "yearcorrect  director      -0.037371\n",
       "writer       gross         -0.035885\n",
       "gross        writer        -0.035885\n",
       "country      runtime       -0.034477\n",
       "runtime      country       -0.034477\n",
       "yearcorrect  star          -0.032687\n",
       "star         yearcorrect   -0.032687\n",
       "director     gross         -0.029560\n",
       "gross        director      -0.029560\n",
       "name         rating        -0.029234\n",
       "rating       name          -0.029234\n",
       "yearcorrect  writer        -0.025495\n",
       "writer       yearcorrect   -0.025495\n",
       "country      name          -0.025490\n",
       "name         country       -0.025490\n",
       "budget       star          -0.021473\n",
       "star         budget        -0.021473\n",
       "yearcorrect  company       -0.018806\n",
       "company      yearcorrect   -0.018806\n",
       "votes        star          -0.017638\n",
       "star         votes         -0.017638\n",
       "writer       runtime       -0.017561\n",
       "runtime      writer        -0.017561\n",
       "released     country       -0.017228\n",
       "country      released      -0.017228\n",
       "dtype: float64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Pair corrections\n",
    "spairs = cpairs.sort_values()\n",
    "\n",
    "spairs.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "d11d07f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "votes        gross          0.614751\n",
       "gross        votes          0.614751\n",
       "budget       gross          0.740247\n",
       "gross        budget         0.740247\n",
       "name         name           1.000000\n",
       "writer       writer         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",
       "director     director       1.000000\n",
       "votes        votes          1.000000\n",
       "score        score          1.000000\n",
       "released     released       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": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sort by values\n",
    "high_corr = spairs[(spairs) > 0.5]\n",
    "\n",
    "high_corr"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9906014",
   "metadata": {},
   "source": [
    "## Declaring the Results\n",
    "\n",
    "Company had little impact, but there is a high correlation between budget and votes to gross earnings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e52169d5",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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