notebooks/more_movie_eda.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 421,
   "metadata": {},
   "outputs": [],
   "source": [
    "import locale\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import split_data_fields as sdf\n",
    "\n",
    "%matplotlib inline\n",
    "pd.options.display.float_format = '{:,.2f}'.format\n",
    "#pd.set_option('display.float_format', lambda x: \"0:,.2f\".format(x))\n",
    "#locale.setlocale(locale.LC_ALL, '') \n",
    "\n",
    "DATA_DIRECTORY = '~/Projects/dc-ds/lectures/dc-ds-100719/module-1/week-3/project/data/'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## LOAD DATA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 424,
   "metadata": {},
   "outputs": [],
   "source": [
    "# IMDB Title Basics\n",
    "imdb_title_basics_df = pd.read_csv(DATA_DIRECTORY + 'imdb.title.basics.csv.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 425,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Box Office Mojo\n",
    "bomojo_df = pd.read_csv(DATA_DIRECTORY + 'bom.movie_gross.csv.gz')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "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>tconst</th>\n",
       "      <th>primary_title</th>\n",
       "      <th>original_title</th>\n",
       "      <th>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averagerating</th>\n",
       "      <th>numvotes</th>\n",
       "      <th>studio</th>\n",
       "      <th>domestic_gross</th>\n",
       "      <th>foreign_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>ct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt2614684</td>\n",
       "      <td>'71</td>\n",
       "      <td>'71</td>\n",
       "      <td>2014</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Action,Drama,Thriller</td>\n",
       "      <td>7.20</td>\n",
       "      <td>46,103.00</td>\n",
       "      <td>RAtt.</td>\n",
       "      <td>1,300,000.00</td>\n",
       "      <td>355000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt2353767</td>\n",
       "      <td>1,000 Times Good Night</td>\n",
       "      <td>Tusen ganger god natt</td>\n",
       "      <td>2013</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Drama,War</td>\n",
       "      <td>7.10</td>\n",
       "      <td>6,848.00</td>\n",
       "      <td>FM</td>\n",
       "      <td>53,900.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt1179933</td>\n",
       "      <td>10 Cloverfield Lane</td>\n",
       "      <td>10 Cloverfield Lane</td>\n",
       "      <td>2016</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Drama,Horror,Mystery</td>\n",
       "      <td>7.20</td>\n",
       "      <td>260,383.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>72,100,000.00</td>\n",
       "      <td>38100000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt1715873</td>\n",
       "      <td>10 Years</td>\n",
       "      <td>10 Years</td>\n",
       "      <td>2011</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "      <td>6.10</td>\n",
       "      <td>22,484.00</td>\n",
       "      <td>Anch.</td>\n",
       "      <td>203,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt3346824</td>\n",
       "      <td>1001 Grams</td>\n",
       "      <td>1001 Gram</td>\n",
       "      <td>2014</td>\n",
       "      <td>93.00</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.30</td>\n",
       "      <td>1,301.00</td>\n",
       "      <td>KL</td>\n",
       "      <td>11,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      tconst           primary_title         original_title  start_year  \\\n",
       "0  tt2614684                     '71                    '71        2014   \n",
       "1  tt2353767  1,000 Times Good Night  Tusen ganger god natt        2013   \n",
       "2  tt1179933     10 Cloverfield Lane    10 Cloverfield Lane        2016   \n",
       "3  tt1715873                10 Years               10 Years        2011   \n",
       "4  tt3346824              1001 Grams              1001 Gram        2014   \n",
       "\n",
       "   runtime_minutes                 genres  averagerating   numvotes studio  \\\n",
       "0            99.00  Action,Drama,Thriller           7.20  46,103.00  RAtt.   \n",
       "1           117.00              Drama,War           7.10   6,848.00     FM   \n",
       "2           103.00   Drama,Horror,Mystery           7.20 260,383.00   Par.   \n",
       "3           100.00   Comedy,Drama,Romance           6.10  22,484.00  Anch.   \n",
       "4            93.00                  Drama           6.30   1,301.00     KL   \n",
       "\n",
       "   domestic_gross foreign_gross  year  ct  \n",
       "0    1,300,000.00        355000  2015   1  \n",
       "1       53,900.00           NaN  2014   1  \n",
       "2   72,100,000.00      38100000  2016   1  \n",
       "3      203,000.00           NaN  2012   1  \n",
       "4       11,000.00           NaN  2015   1  "
      ]
     },
     "execution_count": 436,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Using Brad's cleaned dataframe\n",
    "top_studios_df = pd.read_csv('imdb_bom_top_studios.csv.gz')\n",
    "top_studios_df['ct'] = 1\n",
    "top_studios_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert foreign_gross to a float, must strip all punctuation from the strings first\n",
    "def strip_punctuation_from_number_string(s, punc=\"$.,\"):\n",
    "    result = ''\n",
    "    for char in s:\n",
    "        if char not in punc:\n",
    "            result = result + char\n",
    "    return result\n",
    "        \n",
    "bomojo_df['foreign_gross'] = bomojo_df['foreign_gross'].apply(lambda x: strip_punctuation_from_number_string(str(x)))\n",
    "bomojo_df['foreign_gross'] = bomojo_df['foreign_gross'].astype(float)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Find highest domestic grossing films 2010-2018 in Box Office Mojo Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 485,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Star Wars: The Force Awakens',\n",
       " 'Black Panther',\n",
       " 'Avengers: Infinity War',\n",
       " 'Jurassic World',\n",
       " \"Marvel's The Avengers\",\n",
       " 'Star Wars: The Last Jedi',\n",
       " 'Incredibles 2',\n",
       " 'Rogue One: A Star Wars Story',\n",
       " 'Beauty and the Beast (2017)',\n",
       " 'Finding Dory',\n",
       " 'Avengers: Age of Ultron',\n",
       " 'The Dark Knight Rises',\n",
       " 'The Hunger Games: Catching Fire',\n",
       " 'Jurassic World: Fallen Kingdom',\n",
       " 'Toy Story 3',\n",
       " 'Wonder Woman',\n",
       " 'Iron Man 3',\n",
       " 'Captain America: Civil War',\n",
       " 'The Hunger Games',\n",
       " 'Jumanji: Welcome to the Jungle',\n",
       " 'Frozen',\n",
       " 'Guardians of the Galaxy Vol. 2',\n",
       " 'Harry Potter and the Deathly Hallows Part 2',\n",
       " 'The Secret Life of Pets',\n",
       " 'Despicable Me 2',\n",
       " 'The Jungle Book (2016)',\n",
       " 'Deadpool',\n",
       " 'Inside Out',\n",
       " 'Furious 7',\n",
       " 'Transformers: Dark of the Moon',\n",
       " 'American Sniper',\n",
       " 'Zootopia',\n",
       " 'The Hunger Games: Mockingjay - Part 1',\n",
       " 'Minions',\n",
       " 'Aquaman',\n",
       " 'Spider-Man: Homecoming',\n",
       " 'Alice in Wonderland (2010)',\n",
       " 'Guardians of the Galaxy',\n",
       " 'Batman v Superman: Dawn of Justice',\n",
       " 'It',\n",
       " 'Suicide Squad',\n",
       " 'Deadpool 2',\n",
       " 'Thor: Ragnarok',\n",
       " 'Iron Man 2',\n",
       " 'Skyfall',\n",
       " 'The Hobbit: An Unexpected Journey',\n",
       " 'The Twilight Saga: Eclipse',\n",
       " 'Harry Potter and the Deathly Hallows Part 1',\n",
       " 'Inception',\n",
       " 'The Twilight Saga: Breaking Dawn Part 2',\n",
       " 'Man of Steel',\n",
       " 'The Hunger Games: Mockingjay - Part 2',\n",
       " 'The Twilight Saga: Breaking Dawn Part 1',\n",
       " 'Gravity',\n",
       " \"Dr. Seuss' The Grinch (2018)\",\n",
       " 'Sing',\n",
       " 'Monsters University',\n",
       " 'Despicable Me 3',\n",
       " 'The Amazing Spider-Man',\n",
       " 'Captain America: The Winter Soldier',\n",
       " 'The Hobbit: The Desolation of Smaug',\n",
       " 'The LEGO Movie',\n",
       " 'The Hobbit: The Battle of the Five Armies',\n",
       " 'The Hangover Part II',\n",
       " 'Despicable Me',\n",
       " 'Moana',\n",
       " 'Transformers: Age of Extinction',\n",
       " 'Maleficent',\n",
       " 'Pirates of the Caribbean: On Stranger Tides',\n",
       " 'Fast & Furious 6',\n",
       " 'Shrek Forever After',\n",
       " 'Brave',\n",
       " 'Oz The Great and Powerful',\n",
       " 'Fantastic Beasts and Where To Find Them',\n",
       " 'X-Men: Days of Future Past',\n",
       " 'Doctor Strange',\n",
       " 'Justice League',\n",
       " 'Star Trek Into Darkness',\n",
       " 'The Martian',\n",
       " 'Logan (2017)',\n",
       " 'The Fate of the Furious',\n",
       " 'Big Hero 6',\n",
       " 'Mission: Impossible - Fallout',\n",
       " 'Ted',\n",
       " 'How to Train Your Dragon',\n",
       " 'Ant-Man and the Wasp',\n",
       " \"Madagascar 3: Europe's Most Wanted\",\n",
       " 'Bohemian Rhapsody',\n",
       " 'A Star is Born (2018)',\n",
       " \"Dr. Seuss' The Lorax\",\n",
       " 'Solo: A Star Wars Story',\n",
       " 'Venom (2018)',\n",
       " 'Fast Five',\n",
       " 'Coco',\n",
       " 'Mission: Impossible - Ghost Protocol',\n",
       " 'Dawn of the Planet of the Apes',\n",
       " 'Thor: The Dark World',\n",
       " 'The Amazing Spider-Man 2',\n",
       " 'World War Z',\n",
       " 'Cinderella (2015)',\n",
       " 'Ralph Breaks the Internet',\n",
       " 'Tangled',\n",
       " 'Godzilla (2014)',\n",
       " 'Spectre',\n",
       " 'Mission: Impossible - Rogue Nation',\n",
       " '22 Jump Street',\n",
       " 'Cars 2',\n",
       " 'Teenage Mutant Ninja Turtles (2014)',\n",
       " 'Spider-Man: Into The Spider-Verse',\n",
       " 'Wreck-It Ralph',\n",
       " 'Dunkirk',\n",
       " 'Interstellar',\n",
       " 'A Quiet Place',\n",
       " 'The Croods',\n",
       " 'Sherlock Holmes: A Game of Shadows',\n",
       " 'Pitch Perfect 2',\n",
       " 'The Revenant',\n",
       " 'Lincoln',\n",
       " 'Thor',\n",
       " 'Ant-Man',\n",
       " 'MIB 3',\n",
       " 'Home (2015)',\n",
       " 'How to Train Your Dragon 2',\n",
       " 'Rise of the Planet of the Apes',\n",
       " 'Captain America: The First Avenger',\n",
       " 'The Karate Kid',\n",
       " 'Get Out',\n",
       " 'The LEGO Batman Movie',\n",
       " 'The Boss Baby',\n",
       " 'Crazy Rich Asians',\n",
       " 'The Greatest Showman',\n",
       " 'Pirates of the Caribbean: Dead Men Tell No Tales',\n",
       " 'Tron Legacy',\n",
       " 'Mary Poppins Returns',\n",
       " 'True Grit',\n",
       " 'The Help',\n",
       " 'Hotel Transylvania 2',\n",
       " 'Hidden Figures',\n",
       " 'Bridesmaids',\n",
       " 'Kong: Skull Island',\n",
       " 'Gone Girl',\n",
       " 'Hotel Transylvania 3: Summer Vacation',\n",
       " 'Fifty Shades of Grey',\n",
       " 'Kung Fu Panda 2',\n",
       " 'Clash of the Titans (2010)',\n",
       " 'The SpongeBob Movie: Sponge Out of Water',\n",
       " 'Django Unchained',\n",
       " 'Jason Bourne',\n",
       " 'Grown Ups',\n",
       " 'Ice Age: Continental Drift',\n",
       " 'Straight Outta Compton',\n",
       " 'The Heat',\n",
       " 'Fantastic Beasts: The Crimes of Grindelwald',\n",
       " 'Halloween (2018)',\n",
       " 'Star Trek Beyond',\n",
       " 'X-Men: Apocalypse',\n",
       " 'Snow White and the Huntsman',\n",
       " 'San Andreas',\n",
       " 'Trolls',\n",
       " 'Mad Max: Fury Road',\n",
       " 'Cars 3',\n",
       " 'La La Land',\n",
       " 'Divergent',\n",
       " \"We're the Millers\",\n",
       " \"Daddy's Home\",\n",
       " 'Neighbors',\n",
       " 'American Hustle',\n",
       " 'Puss in Boots',\n",
       " 'Les Miserables (2012)',\n",
       " 'Megamind',\n",
       " 'Little Fockers',\n",
       " 'Hotel Transylvania',\n",
       " 'War for the Planet of the Apes',\n",
       " 'X-Men: First Class',\n",
       " 'The Meg',\n",
       " 'The Great Gatsby (2013)',\n",
       " 'Rio',\n",
       " 'Kung Fu Panda 3',\n",
       " 'The Smurfs',\n",
       " \"Ocean's 8\",\n",
       " 'Taken 2',\n",
       " '21 Jump Street',\n",
       " 'Split',\n",
       " 'Ready Player One',\n",
       " 'The Conjuring',\n",
       " 'Argo',\n",
       " \"The King's Speech\",\n",
       " 'Ride Along',\n",
       " 'Identity Thief',\n",
       " 'Grown Ups 2',\n",
       " 'Alvin and the Chipmunks: Chipwrecked',\n",
       " 'The Wolverine',\n",
       " 'Wonder',\n",
       " 'Silver Linings Playbook',\n",
       " 'The Last Airbender',\n",
       " 'Rio 2',\n",
       " 'The Divergent Series: Insurgent',\n",
       " 'Transformers: The Last Knight',\n",
       " 'The Peanuts Movie',\n",
       " 'Ghostbusters (2016)',\n",
       " 'Kingsman: The Secret Service',\n",
       " 'Into the Woods',\n",
       " 'Shutter Island',\n",
       " 'Central Intelligence',\n",
       " 'Bumblebee',\n",
       " 'Super 8',\n",
       " 'Lucy',\n",
       " 'The Legend of Tarzan',\n",
       " 'Prometheus',\n",
       " 'Safe House',\n",
       " 'Anchorman 2: The Legend Continues',\n",
       " 'Lone Survivor',\n",
       " 'Sully',\n",
       " 'The Vow',\n",
       " 'Life of Pi',\n",
       " 'The Fault in our Stars',\n",
       " 'Rango',\n",
       " 'The Good Dinosaur',\n",
       " 'G.I. Joe: Retaliation',\n",
       " 'Mamma Mia! Here We Go Again',\n",
       " 'Cloudy with a Chance of Meatballs 2',\n",
       " 'The Other Guys',\n",
       " 'Salt',\n",
       " 'Now You See Me',\n",
       " 'Horrible Bosses',\n",
       " 'The Nun',\n",
       " 'Jackass 3-D',\n",
       " 'The Wolf of Wall Street',\n",
       " 'Green Lantern',\n",
       " \"Lee Daniels' The Butler\",\n",
       " 'Creed II',\n",
       " 'Unbroken',\n",
       " 'Peter Rabbit',\n",
       " 'Girls Trip',\n",
       " 'Fifty Shades Darker',\n",
       " 'Magic Mike',\n",
       " 'Night at the Museum: Secret of the Tomb',\n",
       " 'Bad Moms',\n",
       " 'The Bourne Legacy',\n",
       " 'The Hangover Part III',\n",
       " 'Mr. Peabody & Sherman',\n",
       " 'Spy',\n",
       " \"Valentine's Day\",\n",
       " 'Trainwreck',\n",
       " 'Creed',\n",
       " 'Hop',\n",
       " 'Baby Driver',\n",
       " 'Epic',\n",
       " 'The Angry Birds Movie',\n",
       " 'Captain Phillips',\n",
       " 'Black Swan',\n",
       " '300: Rise of An Empire',\n",
       " 'Robin Hood',\n",
       " 'Pitch Perfect 3',\n",
       " 'The Chronicles of Narnia: The Voyage of the Dawn Treader',\n",
       " 'Paranormal Activity 3',\n",
       " \"Daddy's Home 2\",\n",
       " 'Journey 2: The Mysterious Island',\n",
       " 'The Mule',\n",
       " 'Rise of the Guardians',\n",
       " 'The Expendables',\n",
       " 'Independence Day: Resurgence',\n",
       " 'Just Go With It',\n",
       " 'Murder on the Orient Express (2017)',\n",
       " 'The Girl with the Dragon Tattoo (2011)',\n",
       " 'The Conjuring 2',\n",
       " 'The Maze Runner',\n",
       " 'The Equalizer 2',\n",
       " 'Annabelle: Creation',\n",
       " 'Jackass Presents: Bad Grandpa',\n",
       " 'Pacific Rim',\n",
       " 'The Equalizer',\n",
       " 'This is the End',\n",
       " 'Noah',\n",
       " 'Rampage (2018)',\n",
       " 'A Wrinkle in Time',\n",
       " 'Due Date',\n",
       " 'Arrival',\n",
       " 'Fifty Shades Freed',\n",
       " 'Bad Teacher',\n",
       " 'Edge of Tomorrow',\n",
       " 'Kingsman: The Golden Circle',\n",
       " 'Cowboys & Aliens',\n",
       " 'Yogi Bear',\n",
       " 'Gnomeo and Juliet',\n",
       " 'Passengers (2016)',\n",
       " \"Disney's Christopher Robin\",\n",
       " 'Olympus Has Fallen',\n",
       " 'The Green Hornet',\n",
       " 'Date Night',\n",
       " 'Sausage Party',\n",
       " 'The Social Network',\n",
       " 'Zero Dark Thirty',\n",
       " 'Sex and the City 2',\n",
       " 'The Book of Eli',\n",
       " 'The Lion King (in 3D)',\n",
       " 'Flight',\n",
       " 'The Fighter',\n",
       " 'The Magnificent Seven (2016)',\n",
       " 'Tomorrowland',\n",
       " 'Elysium',\n",
       " 'Non-Stop',\n",
       " 'The Town',\n",
       " 'Blade Runner 2049',\n",
       " 'John Wick: Chapter Two',\n",
       " 'Think Like a Man',\n",
       " 'Heaven is for Real',\n",
       " 'Ride Along 2',\n",
       " 'The Imitation Game',\n",
       " 'Prince of Persia: The Sands of Time',\n",
       " 'Red',\n",
       " 'Get Hard',\n",
       " 'Planes',\n",
       " 'Terminator: Genisys',\n",
       " 'Taken 3',\n",
       " 'The Lone Ranger',\n",
       " \"Don't Breathe\",\n",
       " 'Oblivion',\n",
       " 'Percy Jackson & The Olympians: The Lightning Thief',\n",
       " 'The Muppets',\n",
       " \"Miss Peregrine's Home for Peculiar Children\",\n",
       " 'Sisters',\n",
       " 'The Campaign',\n",
       " 'The Accountant',\n",
       " 'Dumb and Dumber To',\n",
       " 'The Emoji Movie',\n",
       " 'Annie (2014)',\n",
       " 'Alvin and the Chipmunks: The Road Chip',\n",
       " 'Fury (2014)',\n",
       " 'Real Steel',\n",
       " 'Power Rangers (2017)',\n",
       " 'Green Book',\n",
       " 'The Expendables 2',\n",
       " 'Paranormal Activity 2',\n",
       " 'Tammy',\n",
       " 'Ferdinand',\n",
       " 'Crazy, Stupid, Love.',\n",
       " 'Annabelle',\n",
       " 'The Other Woman (2014)',\n",
       " 'Wrath of the Titans',\n",
       " 'Insidious Chapter 2',\n",
       " 'Battle: Los Angeles',\n",
       " 'Immortals',\n",
       " 'Penguins of Madagascar',\n",
       " 'Saving Mr. Banks',\n",
       " 'Smallfoot',\n",
       " 'Turbo',\n",
       " 'The Descendants',\n",
       " \"Let's Be Cops\",\n",
       " 'Teenage Mutant Ninja Turtles: Out of the Shadows',\n",
       " 'The Post',\n",
       " 'Maze Runner: The Scorch Trials',\n",
       " 'Unstoppable',\n",
       " 'Ted 2',\n",
       " 'Eat Pray Love',\n",
       " 'Zookeeper',\n",
       " 'The Mummy (2017)',\n",
       " 'Jack Reacher',\n",
       " 'Goosebumps',\n",
       " 'Dear John',\n",
       " 'War Horse',\n",
       " 'Dark Shadows',\n",
       " 'The Purge: Election Year',\n",
       " 'Limitless',\n",
       " 'Pixels',\n",
       " 'Tower Heist',\n",
       " 'The Monuments Men',\n",
       " 'The Adventures of Tintin',\n",
       " 'Parental Guidance',\n",
       " 'Night School (2018)',\n",
       " 'The A-Team',\n",
       " 'Alice Through the Looking Glass',\n",
       " 'Knight & Day',\n",
       " 'Paddington',\n",
       " \"Pete's Dragon (2016)\",\n",
       " 'The Intern',\n",
       " 'Contagion',\n",
       " 'We Bought a Zoo',\n",
       " 'Moneyball',\n",
       " '2 Guns',\n",
       " \"The Hitman's Bodyguard\",\n",
       " 'The Girl on the Train (2016)',\n",
       " 'Alien: Covenant',\n",
       " 'Jack and Jill',\n",
       " 'Captain Underpants: The First Epic Movie',\n",
       " 'Hugo',\n",
       " 'Boo! A Madea Halloween',\n",
       " 'John Carter',\n",
       " 'White House Down',\n",
       " 'Justin Bieber: Never Say Never',\n",
       " 'Dinner for Schmucks',\n",
       " 'Storks',\n",
       " 'Hercules (2014)',\n",
       " 'Bridge of Spies',\n",
       " 'Dolphin Tale',\n",
       " '10 Cloverfield Lane',\n",
       " 'A Bad Moms Christmas',\n",
       " 'The Purge: Anarchy',\n",
       " 'Mama',\n",
       " 'Safe Haven',\n",
       " 'The Smurfs 2',\n",
       " 'Paul Blart: Mall Cop 2',\n",
       " 'No Strings Attached',\n",
       " 'The Best Man Holiday',\n",
       " 'The Big Short',\n",
       " 'Act of Valor',\n",
       " 'The First Purge',\n",
       " 'Game Night',\n",
       " 'Percy Jackson: Sea of Monsters',\n",
       " 'Book Club',\n",
       " 'The House With A Clock In Its Walls',\n",
       " 'Skyscraper',\n",
       " \"Mr. Popper's Penguins\",\n",
       " 'War Room',\n",
       " 'Insidious: The Last Key',\n",
       " 'The Tourist',\n",
       " 'This Is 40',\n",
       " 'Instant Family',\n",
       " 'A Good Day to Die Hard',\n",
       " 'Lights Out',\n",
       " 'Hacksaw Ridge',\n",
       " 'The Bounty Hunter',\n",
       " 'Alexander and the Terrible, Horrible, No Good, Very Bad Day',\n",
       " 'Looper',\n",
       " 'Contraband',\n",
       " 'Warm Bodies',\n",
       " 'The Divergent Series: Allegiant',\n",
       " 'Magic Mike XXL',\n",
       " \"Tyler Perry's Madea's Witness Protection\",\n",
       " 'Battleship',\n",
       " 'Think Like a Man Too',\n",
       " 'Jack the Giant Slayer',\n",
       " 'The Visit',\n",
       " 'Now You See Me 2',\n",
       " 'Exodus: Gods and Kings',\n",
       " 'Pitch Perfect',\n",
       " 'Mirror Mirror',\n",
       " 'Chronicle (2012)',\n",
       " \"A Dog's Purpose\",\n",
       " 'The Wedding Ringer',\n",
       " 'The Purge',\n",
       " 'The Nut Job',\n",
       " 'Ice Age: Collision Course',\n",
       " 'Happy Feet Two',\n",
       " 'Diary of a Wimpy Kid',\n",
       " 'Last Vegas',\n",
       " 'The Shape of Water',\n",
       " 'Unknown',\n",
       " 'Hope Springs',\n",
       " 'The Boss',\n",
       " \"The Sorcerer's Apprentice\",\n",
       " 'A Nightmare on Elm Street (2010)',\n",
       " 'The Last Song',\n",
       " 'Black Mass',\n",
       " 'The Adjustment Bureau',\n",
       " 'London Has Fallen',\n",
       " 'Underworld Awakening',\n",
       " 'The Wolfman',\n",
       " \"Ender's Game\",\n",
       " 'Miracles from Heaven',\n",
       " 'Deepwater Horizon',\n",
       " 'Prisoners',\n",
       " 'Get Him to the Greek',\n",
       " \"God's Not Dead\",\n",
       " 'The Lucky One',\n",
       " 'After Earth',\n",
       " 'Blockers',\n",
       " 'Why Him?',\n",
       " \"Tyler Perry's Why Did I Get Married Too?\",\n",
       " 'Resident Evil: Afterlife',\n",
       " 'Tooth Fairy',\n",
       " 'Pacific Rim Uprising',\n",
       " 'The Dictator',\n",
       " 'Son of God',\n",
       " 'Secretariat',\n",
       " 'My Big Fat Greek Wedding 2',\n",
       " 'The LEGO Ninjago Movie',\n",
       " 'The Grand Budapest Hotel',\n",
       " 'Planes: Fire & Rescue',\n",
       " 'Total Recall (2012)',\n",
       " 'Vacation',\n",
       " 'Jack Reacher: Never Go Back',\n",
       " 'Water for Elephants',\n",
       " 'RoboCop (2014)',\n",
       " 'Easy A',\n",
       " 'Tomb Raider',\n",
       " 'The Secret Life of Walter Mitty',\n",
       " 'Baywatch',\n",
       " 'The Lincoln Lawyer',\n",
       " 'Maze Runner: The Death Cure',\n",
       " 'Titanic 3D',\n",
       " 'Fences',\n",
       " 'Takers',\n",
       " 'The Shack',\n",
       " 'The Perfect Guy',\n",
       " 'American Reunion',\n",
       " 'Escape From Planet Earth',\n",
       " 'Midnight in Paris',\n",
       " '12 Years a Slave',\n",
       " 'Darkest Hour']"
      ]
     },
     "execution_count": 485,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# highest foreign grossing films 2010-2018\n",
    "bomojo_title_millions_df = bomojo_df.groupby(['title']).sum()/1000000\n",
    "LIST_OF_MOJO_500_GROSSING_MOVIES = list(bomojo_title_millions_df.sort_values('domestic_gross'\n",
    "                                                                             , ascending=False).head(500).index)\n",
    "#LIST_OF_MOJO_500_GROSSING_MOVIES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 431,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Return a dataframe of the IMDB dataset for just the top 500 domestic grossing movies according to MOJO"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 484,
   "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>tconst</th>\n",
       "      <th>primary_title</th>\n",
       "      <th>original_title</th>\n",
       "      <th>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>tt0359950</td>\n",
       "      <td>The Secret Life of Walter Mitty</td>\n",
       "      <td>The Secret Life of Walter Mitty</td>\n",
       "      <td>2013</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Adventure,Comedy,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>tt0369610</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>2015</td>\n",
       "      <td>124.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>tt0372538</td>\n",
       "      <td>Spy</td>\n",
       "      <td>Spy</td>\n",
       "      <td>2011</td>\n",
       "      <td>110.00</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>tt0398286</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>Tangled</td>\n",
       "      <td>2010</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>tt0401729</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>John Carter</td>\n",
       "      <td>2012</td>\n",
       "      <td>132.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>tt0409847</td>\n",
       "      <td>Cowboys &amp; Aliens</td>\n",
       "      <td>Cowboys &amp; Aliens</td>\n",
       "      <td>2011</td>\n",
       "      <td>119.00</td>\n",
       "      <td>Action,Sci-Fi,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>tt0427152</td>\n",
       "      <td>Dinner for Schmucks</td>\n",
       "      <td>Dinner for Schmucks</td>\n",
       "      <td>2010</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>tt0429493</td>\n",
       "      <td>The A-Team</td>\n",
       "      <td>The A-Team</td>\n",
       "      <td>2010</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Action,Adventure,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>tt0433035</td>\n",
       "      <td>Real Steel</td>\n",
       "      <td>Real Steel</td>\n",
       "      <td>2011</td>\n",
       "      <td>127.00</td>\n",
       "      <td>Action,Drama,Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>tt0435761</td>\n",
       "      <td>Toy Story 3</td>\n",
       "      <td>Toy Story 3</td>\n",
       "      <td>2010</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>tt0443272</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>Lincoln</td>\n",
       "      <td>2012</td>\n",
       "      <td>150.00</td>\n",
       "      <td>Biography,Drama,History</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>tt0448694</td>\n",
       "      <td>Puss in Boots</td>\n",
       "      <td>Puss in Boots</td>\n",
       "      <td>2011</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Action,Adventure,Animation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>tt0451279</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>2017</td>\n",
       "      <td>141.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>tt0454876</td>\n",
       "      <td>Life of Pi</td>\n",
       "      <td>Life of Pi</td>\n",
       "      <td>2012</td>\n",
       "      <td>127.00</td>\n",
       "      <td>Adventure,Drama,Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>tt0455944</td>\n",
       "      <td>The Equalizer</td>\n",
       "      <td>The Equalizer</td>\n",
       "      <td>2014</td>\n",
       "      <td>132.00</td>\n",
       "      <td>Action,Crime,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>tt0458339</td>\n",
       "      <td>Captain America: The First Avenger</td>\n",
       "      <td>Captain America: The First Avenger</td>\n",
       "      <td>2011</td>\n",
       "      <td>124.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>tt0471042</td>\n",
       "      <td>Tower Heist</td>\n",
       "      <td>Tower Heist</td>\n",
       "      <td>2011</td>\n",
       "      <td>104.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>tt0472181</td>\n",
       "      <td>The Smurfs</td>\n",
       "      <td>The Smurfs</td>\n",
       "      <td>2011</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>tt0473075</td>\n",
       "      <td>Prince of Persia: The Sands of Time</td>\n",
       "      <td>Prince of Persia: The Sands of Time</td>\n",
       "      <td>2010</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>tt0477080</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2010</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Action,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>tt0478970</td>\n",
       "      <td>Ant-Man</td>\n",
       "      <td>Ant-Man</td>\n",
       "      <td>2015</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Action,Adventure,Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>tt0481499</td>\n",
       "      <td>The Croods</td>\n",
       "      <td>The Croods</td>\n",
       "      <td>2013</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Action,Adventure,Animation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>tt0770828</td>\n",
       "      <td>Man of Steel</td>\n",
       "      <td>Man of Steel</td>\n",
       "      <td>2013</td>\n",
       "      <td>143.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>tt0780653</td>\n",
       "      <td>The Wolfman</td>\n",
       "      <td>The Wolfman</td>\n",
       "      <td>2010</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Drama,Fantasy,Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>tt0790724</td>\n",
       "      <td>Jack Reacher</td>\n",
       "      <td>Jack Reacher</td>\n",
       "      <td>2012</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Action,Crime,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>tt0800369</td>\n",
       "      <td>Thor</td>\n",
       "      <td>Thor</td>\n",
       "      <td>2011</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>tt0804509</td>\n",
       "      <td>The Mule</td>\n",
       "      <td>La mula</td>\n",
       "      <td>2013</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>tt0808510</td>\n",
       "      <td>Tooth Fairy</td>\n",
       "      <td>Tooth Fairy</td>\n",
       "      <td>2010</td>\n",
       "      <td>101.00</td>\n",
       "      <td>Comedy,Family,Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>tt0810913</td>\n",
       "      <td>Jack and Jill</td>\n",
       "      <td>Jack and Jill</td>\n",
       "      <td>2011</td>\n",
       "      <td>91.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>tt0816692</td>\n",
       "      <td>Interstellar</td>\n",
       "      <td>Interstellar</td>\n",
       "      <td>2014</td>\n",
       "      <td>169.00</td>\n",
       "      <td>Adventure,Drama,Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115582</th>\n",
       "      <td>tt6857166</td>\n",
       "      <td>Book Club</td>\n",
       "      <td>Book Club</td>\n",
       "      <td>2018</td>\n",
       "      <td>104.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115642</th>\n",
       "      <td>tt6858500</td>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>2018</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116348</th>\n",
       "      <td>tt6911608</td>\n",
       "      <td>Mamma Mia! Here We Go Again</td>\n",
       "      <td>Mamma Mia! Here We Go Again</td>\n",
       "      <td>2018</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Comedy,Musical,Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117014</th>\n",
       "      <td>tt6966692</td>\n",
       "      <td>Green Book</td>\n",
       "      <td>Green Book</td>\n",
       "      <td>2018</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Biography,Comedy,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117464</th>\n",
       "      <td>tt7002100</td>\n",
       "      <td>Coco</td>\n",
       "      <td>Coco</td>\n",
       "      <td>2017</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118519</th>\n",
       "      <td>tt7098772</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2017</td>\n",
       "      <td>12.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121497</th>\n",
       "      <td>tt7325124</td>\n",
       "      <td>Arrival</td>\n",
       "      <td>Arrival</td>\n",
       "      <td>2012</td>\n",
       "      <td>nan</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121517</th>\n",
       "      <td>tt7326798</td>\n",
       "      <td>Sisters</td>\n",
       "      <td>Sisters</td>\n",
       "      <td>2018</td>\n",
       "      <td>nan</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122460</th>\n",
       "      <td>tt7401588</td>\n",
       "      <td>Instant Family</td>\n",
       "      <td>Instant Family</td>\n",
       "      <td>2018</td>\n",
       "      <td>118.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123507</th>\n",
       "      <td>tt7496196</td>\n",
       "      <td>Hugo</td>\n",
       "      <td>Hugo</td>\n",
       "      <td>2017</td>\n",
       "      <td>80.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123719</th>\n",
       "      <td>tt7514806</td>\n",
       "      <td>Mama</td>\n",
       "      <td>Mama</td>\n",
       "      <td>2017</td>\n",
       "      <td>89.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126503</th>\n",
       "      <td>tt7728220</td>\n",
       "      <td>Tomorrowland</td>\n",
       "      <td>Tomorrowland</td>\n",
       "      <td>2017</td>\n",
       "      <td>70.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128522</th>\n",
       "      <td>tt7906260</td>\n",
       "      <td>Tooth Fairy</td>\n",
       "      <td>Toof</td>\n",
       "      <td>2019</td>\n",
       "      <td>86.00</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129149</th>\n",
       "      <td>tt7959026</td>\n",
       "      <td>The Mule</td>\n",
       "      <td>The Mule</td>\n",
       "      <td>2018</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132362</th>\n",
       "      <td>tt8269544</td>\n",
       "      <td>Inside Out</td>\n",
       "      <td>Inside Out</td>\n",
       "      <td>2018</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132873</th>\n",
       "      <td>tt8323598</td>\n",
       "      <td>Mama</td>\n",
       "      <td>Mama</td>\n",
       "      <td>2017</td>\n",
       "      <td>nan</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133274</th>\n",
       "      <td>tt8358722</td>\n",
       "      <td>Brave</td>\n",
       "      <td>Brave</td>\n",
       "      <td>2014</td>\n",
       "      <td>nan</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135285</th>\n",
       "      <td>tt8558276</td>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>2017</td>\n",
       "      <td>60.00</td>\n",
       "      <td>Action,Adventure,History</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136257</th>\n",
       "      <td>tt8672656</td>\n",
       "      <td>Get Hard</td>\n",
       "      <td>Get Hard</td>\n",
       "      <td>2018</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137636</th>\n",
       "      <td>tt8826828</td>\n",
       "      <td>Oblivion</td>\n",
       "      <td>Oblivion</td>\n",
       "      <td>2018</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137852</th>\n",
       "      <td>tt8851190</td>\n",
       "      <td>Red</td>\n",
       "      <td>Red</td>\n",
       "      <td>2018</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139807</th>\n",
       "      <td>tt9048972</td>\n",
       "      <td>Sisters</td>\n",
       "      <td>Sisters</td>\n",
       "      <td>2018</td>\n",
       "      <td>72.00</td>\n",
       "      <td>Biography,Comedy,Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141374</th>\n",
       "      <td>tt9225192</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Seongnan hwangso</td>\n",
       "      <td>2018</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Action,Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142543</th>\n",
       "      <td>tt9386300</td>\n",
       "      <td>Neighbors</td>\n",
       "      <td>Neighbors</td>\n",
       "      <td>2018</td>\n",
       "      <td>74.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142617</th>\n",
       "      <td>tt9392532</td>\n",
       "      <td>Neighbors</td>\n",
       "      <td>Neighbors</td>\n",
       "      <td>2018</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143266</th>\n",
       "      <td>tt9499562</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2017</td>\n",
       "      <td>52.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144711</th>\n",
       "      <td>tt9702034</td>\n",
       "      <td>Neighbors</td>\n",
       "      <td>Neighbors</td>\n",
       "      <td>2012</td>\n",
       "      <td>nan</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144725</th>\n",
       "      <td>tt9703646</td>\n",
       "      <td>Into the Woods</td>\n",
       "      <td>Into the Woods</td>\n",
       "      <td>2018</td>\n",
       "      <td>nan</td>\n",
       "      <td>Fantasy,Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145664</th>\n",
       "      <td>tt9851050</td>\n",
       "      <td>Sisters</td>\n",
       "      <td>Sisters</td>\n",
       "      <td>2019</td>\n",
       "      <td>nan</td>\n",
       "      <td>Action,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146078</th>\n",
       "      <td>tt9906218</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2019</td>\n",
       "      <td>84.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>534 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           tconst                        primary_title  \\\n",
       "54      tt0359950      The Secret Life of Walter Mitty   \n",
       "60      tt0369610                       Jurassic World   \n",
       "61      tt0372538                                  Spy   \n",
       "71      tt0398286                              Tangled   \n",
       "73      tt0401729                          John Carter   \n",
       "81      tt0409847                     Cowboys & Aliens   \n",
       "92      tt0427152                  Dinner for Schmucks   \n",
       "95      tt0429493                           The A-Team   \n",
       "99      tt0433035                           Real Steel   \n",
       "104     tt0435761                          Toy Story 3   \n",
       "115     tt0443272                              Lincoln   \n",
       "126     tt0448694                        Puss in Boots   \n",
       "131     tt0451279                         Wonder Woman   \n",
       "136     tt0454876                           Life of Pi   \n",
       "139     tt0455944                        The Equalizer   \n",
       "141     tt0458339   Captain America: The First Avenger   \n",
       "172     tt0471042                          Tower Heist   \n",
       "173     tt0472181                           The Smurfs   \n",
       "176     tt0473075  Prince of Persia: The Sands of Time   \n",
       "185     tt0477080                          Unstoppable   \n",
       "190     tt0478970                              Ant-Man   \n",
       "199     tt0481499                           The Croods   \n",
       "246     tt0770828                         Man of Steel   \n",
       "258     tt0780653                          The Wolfman   \n",
       "269     tt0790724                         Jack Reacher   \n",
       "281     tt0800369                                 Thor   \n",
       "287     tt0804509                             The Mule   \n",
       "292     tt0808510                          Tooth Fairy   \n",
       "297     tt0810913                        Jack and Jill   \n",
       "311     tt0816692                         Interstellar   \n",
       "...           ...                                  ...   \n",
       "115582  tt6857166                            Book Club   \n",
       "115642  tt6858500                           Robin Hood   \n",
       "116348  tt6911608          Mamma Mia! Here We Go Again   \n",
       "117014  tt6966692                           Green Book   \n",
       "117464  tt7002100                                 Coco   \n",
       "118519  tt7098772                          Unstoppable   \n",
       "121497  tt7325124                              Arrival   \n",
       "121517  tt7326798                              Sisters   \n",
       "122460  tt7401588                       Instant Family   \n",
       "123507  tt7496196                                 Hugo   \n",
       "123719  tt7514806                                 Mama   \n",
       "126503  tt7728220                         Tomorrowland   \n",
       "128522  tt7906260                          Tooth Fairy   \n",
       "129149  tt7959026                             The Mule   \n",
       "132362  tt8269544                           Inside Out   \n",
       "132873  tt8323598                                 Mama   \n",
       "133274  tt8358722                                Brave   \n",
       "135285  tt8558276                           Robin Hood   \n",
       "136257  tt8672656                             Get Hard   \n",
       "137636  tt8826828                             Oblivion   \n",
       "137852  tt8851190                                  Red   \n",
       "139807  tt9048972                              Sisters   \n",
       "141374  tt9225192                          Unstoppable   \n",
       "142543  tt9386300                            Neighbors   \n",
       "142617  tt9392532                            Neighbors   \n",
       "143266  tt9499562                          Unstoppable   \n",
       "144711  tt9702034                            Neighbors   \n",
       "144725  tt9703646                       Into the Woods   \n",
       "145664  tt9851050                              Sisters   \n",
       "146078  tt9906218                          Unstoppable   \n",
       "\n",
       "                             original_title  start_year  runtime_minutes  \\\n",
       "54          The Secret Life of Walter Mitty        2013           114.00   \n",
       "60                           Jurassic World        2015           124.00   \n",
       "61                                      Spy        2011           110.00   \n",
       "71                                  Tangled        2010           100.00   \n",
       "73                              John Carter        2012           132.00   \n",
       "81                         Cowboys & Aliens        2011           119.00   \n",
       "92                      Dinner for Schmucks        2010           114.00   \n",
       "95                               The A-Team        2010           117.00   \n",
       "99                               Real Steel        2011           127.00   \n",
       "104                             Toy Story 3        2010           103.00   \n",
       "115                                 Lincoln        2012           150.00   \n",
       "126                           Puss in Boots        2011            90.00   \n",
       "131                            Wonder Woman        2017           141.00   \n",
       "136                              Life of Pi        2012           127.00   \n",
       "139                           The Equalizer        2014           132.00   \n",
       "141      Captain America: The First Avenger        2011           124.00   \n",
       "172                             Tower Heist        2011           104.00   \n",
       "173                              The Smurfs        2011           103.00   \n",
       "176     Prince of Persia: The Sands of Time        2010           116.00   \n",
       "185                             Unstoppable        2010            98.00   \n",
       "190                                 Ant-Man        2015           117.00   \n",
       "199                              The Croods        2013            98.00   \n",
       "246                            Man of Steel        2013           143.00   \n",
       "258                             The Wolfman        2010           103.00   \n",
       "269                            Jack Reacher        2012           130.00   \n",
       "281                                    Thor        2011           115.00   \n",
       "287                                 La mula        2013           100.00   \n",
       "292                             Tooth Fairy        2010           101.00   \n",
       "297                           Jack and Jill        2011            91.00   \n",
       "311                            Interstellar        2014           169.00   \n",
       "...                                     ...         ...              ...   \n",
       "115582                            Book Club        2018           104.00   \n",
       "115642                           Robin Hood        2018              nan   \n",
       "116348          Mamma Mia! Here We Go Again        2018           114.00   \n",
       "117014                           Green Book        2018           130.00   \n",
       "117464                                 Coco        2017            98.00   \n",
       "118519                          Unstoppable        2017            12.00   \n",
       "121497                              Arrival        2012              nan   \n",
       "121517                              Sisters        2018              nan   \n",
       "122460                       Instant Family        2018           118.00   \n",
       "123507                                 Hugo        2017            80.00   \n",
       "123719                                 Mama        2017            89.00   \n",
       "126503                         Tomorrowland        2017            70.00   \n",
       "128522                                 Toof        2019            86.00   \n",
       "129149                             The Mule        2018           116.00   \n",
       "132362                           Inside Out        2018              nan   \n",
       "132873                                 Mama        2017              nan   \n",
       "133274                                Brave        2014              nan   \n",
       "135285                           Robin Hood        2017            60.00   \n",
       "136257                             Get Hard        2018            90.00   \n",
       "137636                             Oblivion        2018              nan   \n",
       "137852                                  Red        2018            90.00   \n",
       "139807                              Sisters        2018            72.00   \n",
       "141374                     Seongnan hwangso        2018           116.00   \n",
       "142543                            Neighbors        2018            74.00   \n",
       "142617                            Neighbors        2018            90.00   \n",
       "143266                          Unstoppable        2017            52.00   \n",
       "144711                            Neighbors        2012              nan   \n",
       "144725                       Into the Woods        2018              nan   \n",
       "145664                              Sisters        2019              nan   \n",
       "146078                          Unstoppable        2019            84.00   \n",
       "\n",
       "                              genres  \n",
       "54            Adventure,Comedy,Drama  \n",
       "60           Action,Adventure,Sci-Fi  \n",
       "61                Action,Crime,Drama  \n",
       "71        Adventure,Animation,Comedy  \n",
       "73           Action,Adventure,Sci-Fi  \n",
       "81            Action,Sci-Fi,Thriller  \n",
       "92                            Comedy  \n",
       "95         Action,Adventure,Thriller  \n",
       "99               Action,Drama,Family  \n",
       "104       Adventure,Animation,Comedy  \n",
       "115          Biography,Drama,History  \n",
       "126       Action,Adventure,Animation  \n",
       "131         Action,Adventure,Fantasy  \n",
       "136          Adventure,Drama,Fantasy  \n",
       "139            Action,Crime,Thriller  \n",
       "141          Action,Adventure,Sci-Fi  \n",
       "172              Action,Comedy,Crime  \n",
       "173       Adventure,Animation,Comedy  \n",
       "176         Action,Adventure,Fantasy  \n",
       "185                  Action,Thriller  \n",
       "190          Action,Adventure,Comedy  \n",
       "199       Action,Adventure,Animation  \n",
       "246          Action,Adventure,Sci-Fi  \n",
       "258             Drama,Fantasy,Horror  \n",
       "269            Action,Crime,Thriller  \n",
       "281         Action,Adventure,Fantasy  \n",
       "287                     Comedy,Drama  \n",
       "292            Comedy,Family,Fantasy  \n",
       "297                           Comedy  \n",
       "311           Adventure,Drama,Sci-Fi  \n",
       "...                              ...  \n",
       "115582          Comedy,Drama,Romance  \n",
       "115642                           NaN  \n",
       "116348        Comedy,Musical,Romance  \n",
       "117014        Biography,Comedy,Drama  \n",
       "117464                        Horror  \n",
       "118519                   Documentary  \n",
       "121497                   Documentary  \n",
       "121517                        Comedy  \n",
       "122460                  Comedy,Drama  \n",
       "123507                   Documentary  \n",
       "123719                   Documentary  \n",
       "126503                   Documentary  \n",
       "128522                        Horror  \n",
       "129149          Crime,Drama,Thriller  \n",
       "132362                           NaN  \n",
       "132873                         Drama  \n",
       "133274                         Drama  \n",
       "135285      Action,Adventure,History  \n",
       "136257                        Comedy  \n",
       "137636                           NaN  \n",
       "137852                         Drama  \n",
       "139807  Biography,Comedy,Documentary  \n",
       "141374                  Action,Crime  \n",
       "142543                   Documentary  \n",
       "142617                  Comedy,Drama  \n",
       "143266                   Documentary  \n",
       "144711                         Drama  \n",
       "144725                Fantasy,Horror  \n",
       "145664                  Action,Drama  \n",
       "146078                   Documentary  \n",
       "\n",
       "[534 rows x 6 columns]"
      ]
     },
     "execution_count": 484,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top500 = imdb_title_basics_df[imdb_title_basics_df.primary_title.isin(LIST_OF_MOJO_500_GROSSING_MOVIES)]\n",
    "#top500"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 434,
   "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>tconst</th>\n",
       "      <th>primary_title</th>\n",
       "      <th>original_title</th>\n",
       "      <th>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>113035</th>\n",
       "      <td>tt6644200</td>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>2018</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Drama,Horror,Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108191</th>\n",
       "      <td>tt6347308</td>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>2016</td>\n",
       "      <td>80.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121497</th>\n",
       "      <td>tt7325124</td>\n",
       "      <td>Arrival</td>\n",
       "      <td>Arrival</td>\n",
       "      <td>2012</td>\n",
       "      <td>nan</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42473</th>\n",
       "      <td>tt2543164</td>\n",
       "      <td>Arrival</td>\n",
       "      <td>Arrival</td>\n",
       "      <td>2016</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Drama,Mystery,Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82234</th>\n",
       "      <td>tt4727712</td>\n",
       "      <td>Book Club</td>\n",
       "      <td>Book Club</td>\n",
       "      <td>2015</td>\n",
       "      <td>72.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115582</th>\n",
       "      <td>tt6857166</td>\n",
       "      <td>Book Club</td>\n",
       "      <td>Book Club</td>\n",
       "      <td>2018</td>\n",
       "      <td>104.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133274</th>\n",
       "      <td>tt8358722</td>\n",
       "      <td>Brave</td>\n",
       "      <td>Brave</td>\n",
       "      <td>2014</td>\n",
       "      <td>nan</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5935</th>\n",
       "      <td>tt1217209</td>\n",
       "      <td>Brave</td>\n",
       "      <td>Brave</td>\n",
       "      <td>2012</td>\n",
       "      <td>93.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38424</th>\n",
       "      <td>tt2380307</td>\n",
       "      <td>Coco</td>\n",
       "      <td>Coco</td>\n",
       "      <td>2017</td>\n",
       "      <td>105.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5231</th>\n",
       "      <td>tt10453328</td>\n",
       "      <td>Coco</td>\n",
       "      <td>Coco</td>\n",
       "      <td>2018</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117464</th>\n",
       "      <td>tt7002100</td>\n",
       "      <td>Coco</td>\n",
       "      <td>Coco</td>\n",
       "      <td>2017</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51886</th>\n",
       "      <td>tt3076658</td>\n",
       "      <td>Creed</td>\n",
       "      <td>Creed</td>\n",
       "      <td>2015</td>\n",
       "      <td>133.00</td>\n",
       "      <td>Drama,Sport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11494</th>\n",
       "      <td>tt1632705</td>\n",
       "      <td>Creed</td>\n",
       "      <td>Creed</td>\n",
       "      <td>2010</td>\n",
       "      <td>77.00</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76188</th>\n",
       "      <td>tt4354930</td>\n",
       "      <td>Creed</td>\n",
       "      <td>Creed</td>\n",
       "      <td>2016</td>\n",
       "      <td>80.00</td>\n",
       "      <td>Crime,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11037</th>\n",
       "      <td>tt1617630</td>\n",
       "      <td>Daddy's Home</td>\n",
       "      <td>Daddy's Home</td>\n",
       "      <td>2010</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8818</th>\n",
       "      <td>tt1528854</td>\n",
       "      <td>Daddy's Home</td>\n",
       "      <td>Daddy's Home</td>\n",
       "      <td>2015</td>\n",
       "      <td>96.00</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69399</th>\n",
       "      <td>tt3958034</td>\n",
       "      <td>Don't Breathe</td>\n",
       "      <td>Don't Breathe</td>\n",
       "      <td>2014</td>\n",
       "      <td>86.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72971</th>\n",
       "      <td>tt4160708</td>\n",
       "      <td>Don't Breathe</td>\n",
       "      <td>Don't Breathe</td>\n",
       "      <td>2016</td>\n",
       "      <td>88.00</td>\n",
       "      <td>Crime,Horror,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8936</th>\n",
       "      <td>tt1535108</td>\n",
       "      <td>Elysium</td>\n",
       "      <td>Elysium</td>\n",
       "      <td>2013</td>\n",
       "      <td>109.00</td>\n",
       "      <td>Action,Drama,Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17339</th>\n",
       "      <td>tt1783264</td>\n",
       "      <td>Elysium</td>\n",
       "      <td>Elysium</td>\n",
       "      <td>2010</td>\n",
       "      <td>nan</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54364</th>\n",
       "      <td>tt3197696</td>\n",
       "      <td>Fences</td>\n",
       "      <td>Fences</td>\n",
       "      <td>2013</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Drama,Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45073</th>\n",
       "      <td>tt2671706</td>\n",
       "      <td>Fences</td>\n",
       "      <td>Fences</td>\n",
       "      <td>2016</td>\n",
       "      <td>139.00</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76735</th>\n",
       "      <td>tt4389440</td>\n",
       "      <td>Flight</td>\n",
       "      <td>Flight</td>\n",
       "      <td>2017</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22051</th>\n",
       "      <td>tt1907668</td>\n",
       "      <td>Flight</td>\n",
       "      <td>Flight</td>\n",
       "      <td>2012</td>\n",
       "      <td>138.00</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10824</th>\n",
       "      <td>tt1611845</td>\n",
       "      <td>Frozen</td>\n",
       "      <td>Wai nei chung ching</td>\n",
       "      <td>2010</td>\n",
       "      <td>92.00</td>\n",
       "      <td>Fantasy,Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6647</th>\n",
       "      <td>tt1323045</td>\n",
       "      <td>Frozen</td>\n",
       "      <td>Frozen</td>\n",
       "      <td>2010</td>\n",
       "      <td>93.00</td>\n",
       "      <td>Adventure,Drama,Sport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35107</th>\n",
       "      <td>tt2294629</td>\n",
       "      <td>Frozen</td>\n",
       "      <td>Frozen</td>\n",
       "      <td>2013</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37312</th>\n",
       "      <td>tt2355597</td>\n",
       "      <td>Game Night</td>\n",
       "      <td>Game Night</td>\n",
       "      <td>2012</td>\n",
       "      <td>nan</td>\n",
       "      <td>Comedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45425</th>\n",
       "      <td>tt2704998</td>\n",
       "      <td>Game Night</td>\n",
       "      <td>Game Night</td>\n",
       "      <td>2018</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42886</th>\n",
       "      <td>tt2561572</td>\n",
       "      <td>Get Hard</td>\n",
       "      <td>Get Hard</td>\n",
       "      <td>2015</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Comedy,Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56434</th>\n",
       "      <td>tt3300078</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>2012</td>\n",
       "      <td>80.00</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12455</th>\n",
       "      <td>tt1663202</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>The Revenant</td>\n",
       "      <td>2015</td>\n",
       "      <td>156.00</td>\n",
       "      <td>Action,Adventure,Biography</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>tt0840361</td>\n",
       "      <td>The Town</td>\n",
       "      <td>The Town</td>\n",
       "      <td>2010</td>\n",
       "      <td>125.00</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106885</th>\n",
       "      <td>tt6259458</td>\n",
       "      <td>The Town</td>\n",
       "      <td>The Town</td>\n",
       "      <td>2012</td>\n",
       "      <td>101.00</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33628</th>\n",
       "      <td>tt2252032</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>2012</td>\n",
       "      <td>52.00</td>\n",
       "      <td>Documentary,Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21952</th>\n",
       "      <td>tt1901018</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>2010</td>\n",
       "      <td>50.00</td>\n",
       "      <td>Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10642</th>\n",
       "      <td>tt1605776</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>2010</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61859</th>\n",
       "      <td>tt3567288</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>2015</td>\n",
       "      <td>94.00</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23714</th>\n",
       "      <td>tt1964418</td>\n",
       "      <td>Tomorrowland</td>\n",
       "      <td>Tomorrowland</td>\n",
       "      <td>2015</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Action,Adventure,Family</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126503</th>\n",
       "      <td>tt7728220</td>\n",
       "      <td>Tomorrowland</td>\n",
       "      <td>Tomorrowland</td>\n",
       "      <td>2017</td>\n",
       "      <td>70.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>tt0808510</td>\n",
       "      <td>Tooth Fairy</td>\n",
       "      <td>Tooth Fairy</td>\n",
       "      <td>2010</td>\n",
       "      <td>101.00</td>\n",
       "      <td>Comedy,Family,Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128522</th>\n",
       "      <td>tt7906260</td>\n",
       "      <td>Tooth Fairy</td>\n",
       "      <td>Toof</td>\n",
       "      <td>2019</td>\n",
       "      <td>86.00</td>\n",
       "      <td>Horror</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4297</th>\n",
       "      <td>tt10402572</td>\n",
       "      <td>Unbroken</td>\n",
       "      <td>Unbroken</td>\n",
       "      <td>2018</td>\n",
       "      <td>104.00</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18375</th>\n",
       "      <td>tt1809398</td>\n",
       "      <td>Unbroken</td>\n",
       "      <td>Unbroken</td>\n",
       "      <td>2014</td>\n",
       "      <td>137.00</td>\n",
       "      <td>Biography,Drama,Sport</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100549</th>\n",
       "      <td>tt5877156</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2017</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7274</th>\n",
       "      <td>tt1401152</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2011</td>\n",
       "      <td>113.00</td>\n",
       "      <td>Action,Mystery,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39363</th>\n",
       "      <td>tt2402731</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2012</td>\n",
       "      <td>96.00</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90136</th>\n",
       "      <td>tt5213284</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>2015</td>\n",
       "      <td>nan</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141374</th>\n",
       "      <td>tt9225192</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Seongnan hwangso</td>\n",
       "      <td>2018</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Action,Crime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>tt0477080</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2010</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Action,Thriller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143266</th>\n",
       "      <td>tt9499562</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2017</td>\n",
       "      <td>52.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146078</th>\n",
       "      <td>tt9906218</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2019</td>\n",
       "      <td>84.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118519</th>\n",
       "      <td>tt7098772</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2017</td>\n",
       "      <td>12.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49677</th>\n",
       "      <td>tt2951338</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2015</td>\n",
       "      <td>53.00</td>\n",
       "      <td>Biography,Documentary,History</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51775</th>\n",
       "      <td>tt3070502</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>Unstoppable</td>\n",
       "      <td>2013</td>\n",
       "      <td>65.00</td>\n",
       "      <td>Documentary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56700</th>\n",
       "      <td>tt3313072</td>\n",
       "      <td>War Horse</td>\n",
       "      <td>National Theatre Live: War Horse</td>\n",
       "      <td>2014</td>\n",
       "      <td>nan</td>\n",
       "      <td>Drama</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9673</th>\n",
       "      <td>tt1568911</td>\n",
       "      <td>War Horse</td>\n",
       "      <td>War Horse</td>\n",
       "      <td>2011</td>\n",
       "      <td>146.00</td>\n",
       "      <td>Drama,History,War</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70470</th>\n",
       "      <td>tt4028068</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>2014</td>\n",
       "      <td>60.00</td>\n",
       "      <td>Sci-Fi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>tt0451279</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>2017</td>\n",
       "      <td>141.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75016</th>\n",
       "      <td>tt4283448</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>2016</td>\n",
       "      <td>75.00</td>\n",
       "      <td>Documentary,Drama,Sport</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>165 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            tconst  primary_title                    original_title  \\\n",
       "113035   tt6644200  A Quiet Place                     A Quiet Place   \n",
       "108191   tt6347308  A Quiet Place                     A Quiet Place   \n",
       "121497   tt7325124        Arrival                           Arrival   \n",
       "42473    tt2543164        Arrival                           Arrival   \n",
       "82234    tt4727712      Book Club                         Book Club   \n",
       "115582   tt6857166      Book Club                         Book Club   \n",
       "133274   tt8358722          Brave                             Brave   \n",
       "5935     tt1217209          Brave                             Brave   \n",
       "38424    tt2380307           Coco                              Coco   \n",
       "5231    tt10453328           Coco                              Coco   \n",
       "117464   tt7002100           Coco                              Coco   \n",
       "51886    tt3076658          Creed                             Creed   \n",
       "11494    tt1632705          Creed                             Creed   \n",
       "76188    tt4354930          Creed                             Creed   \n",
       "11037    tt1617630   Daddy's Home                      Daddy's Home   \n",
       "8818     tt1528854   Daddy's Home                      Daddy's Home   \n",
       "69399    tt3958034  Don't Breathe                     Don't Breathe   \n",
       "72971    tt4160708  Don't Breathe                     Don't Breathe   \n",
       "8936     tt1535108        Elysium                           Elysium   \n",
       "17339    tt1783264        Elysium                           Elysium   \n",
       "54364    tt3197696         Fences                            Fences   \n",
       "45073    tt2671706         Fences                            Fences   \n",
       "76735    tt4389440         Flight                            Flight   \n",
       "22051    tt1907668         Flight                            Flight   \n",
       "10824    tt1611845         Frozen               Wai nei chung ching   \n",
       "6647     tt1323045         Frozen                            Frozen   \n",
       "35107    tt2294629         Frozen                            Frozen   \n",
       "37312    tt2355597     Game Night                        Game Night   \n",
       "45425    tt2704998     Game Night                        Game Night   \n",
       "42886    tt2561572       Get Hard                          Get Hard   \n",
       "...            ...            ...                               ...   \n",
       "56434    tt3300078   The Revenant                      The Revenant   \n",
       "12455    tt1663202   The Revenant                      The Revenant   \n",
       "341      tt0840361       The Town                          The Town   \n",
       "106885   tt6259458       The Town                          The Town   \n",
       "33628    tt2252032      The Visit                         The Visit   \n",
       "21952    tt1901018      The Visit                         The Visit   \n",
       "10642    tt1605776      The Visit                         The Visit   \n",
       "61859    tt3567288      The Visit                         The Visit   \n",
       "23714    tt1964418   Tomorrowland                      Tomorrowland   \n",
       "126503   tt7728220   Tomorrowland                      Tomorrowland   \n",
       "292      tt0808510    Tooth Fairy                       Tooth Fairy   \n",
       "128522   tt7906260    Tooth Fairy                              Toof   \n",
       "4297    tt10402572       Unbroken                          Unbroken   \n",
       "18375    tt1809398       Unbroken                          Unbroken   \n",
       "100549   tt5877156        Unknown                           Unknown   \n",
       "7274     tt1401152        Unknown                           Unknown   \n",
       "39363    tt2402731        Unknown                           Unknown   \n",
       "90136    tt5213284        Unknown                           Unknown   \n",
       "141374   tt9225192    Unstoppable                  Seongnan hwangso   \n",
       "185      tt0477080    Unstoppable                       Unstoppable   \n",
       "143266   tt9499562    Unstoppable                       Unstoppable   \n",
       "146078   tt9906218    Unstoppable                       Unstoppable   \n",
       "118519   tt7098772    Unstoppable                       Unstoppable   \n",
       "49677    tt2951338    Unstoppable                       Unstoppable   \n",
       "51775    tt3070502    Unstoppable                       Unstoppable   \n",
       "56700    tt3313072      War Horse  National Theatre Live: War Horse   \n",
       "9673     tt1568911      War Horse                         War Horse   \n",
       "70470    tt4028068   Wonder Woman                      Wonder Woman   \n",
       "131      tt0451279   Wonder Woman                      Wonder Woman   \n",
       "75016    tt4283448   Wonder Woman                      Wonder Woman   \n",
       "\n",
       "        start_year  runtime_minutes                         genres  \n",
       "113035        2018            90.00            Drama,Horror,Sci-Fi  \n",
       "108191        2016            80.00                    Documentary  \n",
       "121497        2012              nan                    Documentary  \n",
       "42473         2016           116.00           Drama,Mystery,Sci-Fi  \n",
       "82234         2015            72.00                    Documentary  \n",
       "115582        2018           104.00           Comedy,Drama,Romance  \n",
       "133274        2014              nan                          Drama  \n",
       "5935          2012            93.00     Adventure,Animation,Comedy  \n",
       "38424         2017           105.00     Adventure,Animation,Comedy  \n",
       "5231          2018              nan                            NaN  \n",
       "117464        2017            98.00                         Horror  \n",
       "51886         2015           133.00                    Drama,Sport  \n",
       "11494         2010            77.00                         Horror  \n",
       "76188         2016            80.00                    Crime,Drama  \n",
       "11037         2010            90.00                 Drama,Thriller  \n",
       "8818          2015            96.00                         Comedy  \n",
       "69399         2014            86.00                    Documentary  \n",
       "72971         2016            88.00          Crime,Horror,Thriller  \n",
       "8936          2013           109.00            Action,Drama,Sci-Fi  \n",
       "17339         2010              nan                          Drama  \n",
       "54364         2013           117.00                   Drama,Family  \n",
       "45073         2016           139.00                          Drama  \n",
       "76735         2017              nan                            NaN  \n",
       "22051         2012           138.00                 Drama,Thriller  \n",
       "10824         2010            92.00                Fantasy,Romance  \n",
       "6647          2010            93.00          Adventure,Drama,Sport  \n",
       "35107         2013           102.00     Adventure,Animation,Comedy  \n",
       "37312         2012              nan                         Comedy  \n",
       "45425         2018           100.00            Action,Comedy,Crime  \n",
       "42886         2015           100.00                   Comedy,Crime  \n",
       "...            ...              ...                            ...  \n",
       "56434         2012            80.00                         Horror  \n",
       "12455         2015           156.00     Action,Adventure,Biography  \n",
       "341           2010           125.00           Crime,Drama,Thriller  \n",
       "106885        2012           101.00                         Horror  \n",
       "33628         2012            52.00              Documentary,Drama  \n",
       "21952         2010            50.00                       Thriller  \n",
       "10642         2010            90.00           Comedy,Drama,Romance  \n",
       "61859         2015            94.00        Horror,Mystery,Thriller  \n",
       "23714         2015           130.00        Action,Adventure,Family  \n",
       "126503        2017            70.00                    Documentary  \n",
       "292           2010           101.00          Comedy,Family,Fantasy  \n",
       "128522        2019            86.00                         Horror  \n",
       "4297          2018           104.00                          Drama  \n",
       "18375         2014           137.00          Biography,Drama,Sport  \n",
       "100549        2017              nan                            NaN  \n",
       "7274          2011           113.00        Action,Mystery,Thriller  \n",
       "39363         2012            96.00                          Drama  \n",
       "90136         2015              nan                            NaN  \n",
       "141374        2018           116.00                   Action,Crime  \n",
       "185           2010            98.00                Action,Thriller  \n",
       "143266        2017            52.00                    Documentary  \n",
       "146078        2019            84.00                    Documentary  \n",
       "118519        2017            12.00                    Documentary  \n",
       "49677         2015            53.00  Biography,Documentary,History  \n",
       "51775         2013            65.00                    Documentary  \n",
       "56700         2014              nan                          Drama  \n",
       "9673          2011           146.00              Drama,History,War  \n",
       "70470         2014            60.00                         Sci-Fi  \n",
       "131           2017           141.00       Action,Adventure,Fantasy  \n",
       "75016         2016            75.00        Documentary,Drama,Sport  \n",
       "\n",
       "[165 rows x 6 columns]"
      ]
     },
     "execution_count": 434,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Duplicated movies within Top 500\n",
    "top500[top500.duplicated(subset='primary_title', keep=False)].sort_values('primary_title')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genre Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "## IGNORE this stuff--- not used\n",
    "\n",
    "genres_counts = top_studios_df.groupby('genres').count().sort_values(ascending=False,by='tconst')['tconst']\n",
    "genres_list = [str(x).split(\",\") for x in top_studios_df.genres]\n",
    "#len(genres_list)\n",
    "#len(top_studios_df)\n",
    "#top_studios_df['genres_list'] = [str(x).split(\",\") for x in top_studios_df.genres\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 21 unique genres in the IMDB dataset\n",
      " ['Sci-Fi', 'Animation', 'Mystery', 'War', 'Horror', 'Crime', 'Western', 'Documentary', 'Drama', 'Action', 'Comedy', 'Thriller', 'Family', 'Fantasy', 'Musical', 'Adventure', 'Sport', 'Music', 'Biography', 'Romance', 'History']\n"
     ]
    }
   ],
   "source": [
    "# THIS USES THE CLEANED DATASET\n",
    "genres_list = [str(x).split(\",\") for x in top_studios_df.genres.dropna()]\n",
    "#genres_list = [x for x in genres_list]\n",
    "flatten_genres = list(set([val for sublist in genres_list for val in sublist]))\n",
    "print(\"There are\" , len(flatten_genres), \"unique genres in the IMDB dataset\\n\", flatten_genres)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 21 unique genres in the Top 500 grossing dataset\n",
      " ['Sci-Fi', 'Animation', 'Mystery', 'War', 'Horror', 'Crime', 'Western', 'Documentary', 'Drama', 'Action', 'Comedy', 'Thriller', 'Family', 'Fantasy', 'Musical', 'Adventure', 'Sport', 'Music', 'Biography', 'Romance', 'History'] \n",
      "\n"
     ]
    }
   ],
   "source": [
    "top500_genres_list = [str(x).split(\",\") for x in top500.genres.dropna()]\n",
    "#genres_list = [x for x in genres_list]\n",
    "top500_flatten_genres = list(set([val for sublist in top500_genres_list for val in sublist]))\n",
    "print(\"There are\" , len(top500_flatten_genres), \"unique genres in the Top 500 grossing dataset\\n\", top500_flatten_genres, \"\\n\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['News', 'Talk-Show', 'Game-Show', 'Adult', 'Reality-TV', 'Short']"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List of genres to ignore\n",
    "[x for x in flatten_genres if x not in top500_flatten_genres]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 429,
   "metadata": {},
   "outputs": [],
   "source": [
    "top500_grouped = top500.groupby('genres')#.count().sort_values(by='tconst', ascending=False)\n",
    "#top500_grouped.filter(lambda x: x['tconst'].count() > 1).sort_values('genres')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_grouped_genre = top_studios_df.groupby('genres').sum().sort_values(ascending=False, by='domestic_gross').head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Genre Visualizations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 453,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Top 20 Highest Domestic Grossing Genres produced by studios with total domestic gross > $1M\n",
    "top_studios_df.groupby('genres').sum().sort_values(ascending=False, \n",
    "                                                   by='domestic_gross')['domestic_gross'][:20].plot.bar();\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 442,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a50a5cbe0>"
      ]
     },
     "execution_count": 442,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top20_grossing_genres = top_studios_df.groupby('genres').sum() \\\n",
    "                              .sort_values(ascending=False, by='domestic_gross')[['domestic_gross','ct']][:20]\n",
    "top20_grossing_genres.plot.bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Domestic gross and movie counts on the same plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 443,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a529b1978>"
      ]
     },
     "execution_count": 443,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = top20_grossing_genres\n",
    "fig = plt.figure() # Create matplotlib figure\n",
    "\n",
    "ax = fig.add_subplot(111) # Create matplotlib axes\n",
    "ax2 = ax.twinx() # Create another axes that shares the same x-axis as ax.\n",
    "\n",
    "width = 0.4\n",
    "\n",
    "df.domestic_gross.plot(kind='bar', color='red', ax=ax, width=width, position=1)\n",
    "df.ct.plot(kind='bar', color='blue', ax=ax2, width=width, position=0)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Average domestic gross per title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 444,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a587f6438>"
      ]
     },
     "execution_count": 444,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "(df.domestic_gross / df.ct).sort_values().plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 459,
   "metadata": {},
   "outputs": [],
   "source": [
    "top20_counts_df = top_studios_df[top_studios_df.genres.isin(top20_grossing_genres)].groupby('genres').count().sort_values(ascending=False, by='tconst')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 458,
   "metadata": {},
   "outputs": [],
   "source": [
    "#top20_counts_df.plot.bar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(1,2,1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#long_df.genre.value_counts().plot.bar();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Merge 'The Numbers' data set with our studio data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 464,
   "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>id</th>\n",
       "      <th>release_date</th>\n",
       "      <th>movie</th>\n",
       "      <th>production_budget</th>\n",
       "      <th>domestic_gross</th>\n",
       "      <th>worldwide_gross</th>\n",
       "      <th>ct</th>\n",
       "      <th>release_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Dec 18, 2009</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>$425,000,000</td>\n",
       "      <td>$760,507,625</td>\n",
       "      <td>$2,776,345,279</td>\n",
       "      <td>1</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>May 20, 2011</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>$410,600,000</td>\n",
       "      <td>$241,063,875</td>\n",
       "      <td>$1,045,663,875</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Jun 7, 2019</td>\n",
       "      <td>Dark Phoenix</td>\n",
       "      <td>$350,000,000</td>\n",
       "      <td>$42,762,350</td>\n",
       "      <td>$149,762,350</td>\n",
       "      <td>1</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>May 1, 2015</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>$330,600,000</td>\n",
       "      <td>$459,005,868</td>\n",
       "      <td>$1,403,013,963</td>\n",
       "      <td>1</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Dec 15, 2017</td>\n",
       "      <td>Star Wars Ep. VIII: The Last Jedi</td>\n",
       "      <td>$317,000,000</td>\n",
       "      <td>$620,181,382</td>\n",
       "      <td>$1,316,721,747</td>\n",
       "      <td>1</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  release_date                                        movie  \\\n",
       "0   1  Dec 18, 2009                                       Avatar   \n",
       "1   2  May 20, 2011  Pirates of the Caribbean: On Stranger Tides   \n",
       "2   3   Jun 7, 2019                                 Dark Phoenix   \n",
       "3   4   May 1, 2015                      Avengers: Age of Ultron   \n",
       "4   5  Dec 15, 2017            Star Wars Ep. VIII: The Last Jedi   \n",
       "\n",
       "  production_budget domestic_gross worldwide_gross  ct  release_year  \n",
       "0      $425,000,000   $760,507,625  $2,776,345,279   1          2009  \n",
       "1      $410,600,000   $241,063,875  $1,045,663,875   1          2011  \n",
       "2      $350,000,000    $42,762,350    $149,762,350   1          2019  \n",
       "3      $330,600,000   $459,005,868  $1,403,013,963   1          2015  \n",
       "4      $317,000,000   $620,181,382  $1,316,721,747   1          2017  "
      ]
     },
     "execution_count": 464,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tn_df = pd.read_csv(DATA_DIRECTORY + 'tn.movie_budgets.csv.gz')\n",
    "tn_df['ct']=1\n",
    "tn_df['release_year'] = pd.to_datetime(tn_df.release_date).dt.year\n",
    "tn_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 465,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5782 entries, 0 to 5781\n",
      "Data columns (total 8 columns):\n",
      "id                   5782 non-null int64\n",
      "release_date         5782 non-null object\n",
      "movie                5782 non-null object\n",
      "production_budget    5782 non-null object\n",
      "domestic_gross       5782 non-null object\n",
      "worldwide_gross      5782 non-null object\n",
      "ct                   5782 non-null int64\n",
      "release_year         5782 non-null int64\n",
      "dtypes: int64(3), object(5)\n",
      "memory usage: 361.5+ KB\n"
     ]
    }
   ],
   "source": [
    "tn_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 471,
   "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>id</th>\n",
       "      <th>release_date</th>\n",
       "      <th>movie</th>\n",
       "      <th>production_budget</th>\n",
       "      <th>domestic_gross</th>\n",
       "      <th>worldwide_gross</th>\n",
       "      <th>ct</th>\n",
       "      <th>release_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Dec 18, 2009</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>$425,000,000</td>\n",
       "      <td>$760,507,625</td>\n",
       "      <td>$2,776,345,279</td>\n",
       "      <td>1</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>May 20, 2011</td>\n",
       "      <td>Pirates of the Caribbean: On Stranger Tides</td>\n",
       "      <td>$410,600,000</td>\n",
       "      <td>$241,063,875</td>\n",
       "      <td>$1,045,663,875</td>\n",
       "      <td>1</td>\n",
       "      <td>2011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Jun 7, 2019</td>\n",
       "      <td>Dark Phoenix</td>\n",
       "      <td>$350,000,000</td>\n",
       "      <td>$42,762,350</td>\n",
       "      <td>$149,762,350</td>\n",
       "      <td>1</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>May 1, 2015</td>\n",
       "      <td>Avengers: Age of Ultron</td>\n",
       "      <td>$330,600,000</td>\n",
       "      <td>$459,005,868</td>\n",
       "      <td>$1,403,013,963</td>\n",
       "      <td>1</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Dec 15, 2017</td>\n",
       "      <td>Star Wars Ep. VIII: The Last Jedi</td>\n",
       "      <td>$317,000,000</td>\n",
       "      <td>$620,181,382</td>\n",
       "      <td>$1,316,721,747</td>\n",
       "      <td>1</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  release_date                                        movie  \\\n",
       "0   1  Dec 18, 2009                                       Avatar   \n",
       "1   2  May 20, 2011  Pirates of the Caribbean: On Stranger Tides   \n",
       "2   3   Jun 7, 2019                                 Dark Phoenix   \n",
       "3   4   May 1, 2015                      Avengers: Age of Ultron   \n",
       "4   5  Dec 15, 2017            Star Wars Ep. VIII: The Last Jedi   \n",
       "\n",
       "  production_budget domestic_gross worldwide_gross  ct  release_year  \n",
       "0      $425,000,000   $760,507,625  $2,776,345,279   1          2009  \n",
       "1      $410,600,000   $241,063,875  $1,045,663,875   1          2011  \n",
       "2      $350,000,000    $42,762,350    $149,762,350   1          2019  \n",
       "3      $330,600,000   $459,005,868  $1,403,013,963   1          2015  \n",
       "4      $317,000,000   $620,181,382  $1,316,721,747   1          2017  "
      ]
     },
     "execution_count": 471,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove duplicate titles from TN dataset, taking the title with the latest release year\n",
    "tn_df_dedup = tn_df[tn_df['release_year'] == tn_df.groupby(['movie'])['release_year'].transform(max)]\n",
    "tn_df_dedup.head()\n",
    "tn_df.groupby(['movie'])['release_year'].transform(max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-8e70d895efba>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'movie'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'release_year'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtransform\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmax\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'df' is not defined"
     ]
    }
   ],
   "source": [
    "df.groupby(['movie'])['release_year'].transform(max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 472,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2440, 13)"
      ]
     },
     "execution_count": 472,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 473,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1148, 18)"
      ]
     },
     "execution_count": 473,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tn_cols = ['movie','release_date', 'production_budget', 'domestic_gross', 'worldwide_gross']\n",
    "top_studios_df_and_tn = top_studios_df.merge(tn_df_dedup[tn_cols], how=\"inner\", left_on='primary_title', right_on='movie')\n",
    "top_studios_df_and_tn.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tn_cols = ['movie','release_date', 'production_budget', 'domestic_gross', 'worldwide_gross']\n",
    "top_studios_df_and_tn = top_studios_df.merge(tn_df_dedup[tn_cols], how=\"inner\", left_on='primary_title', right_on='movie')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 486,
   "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>id</th>\n",
       "      <th>release_date</th>\n",
       "      <th>movie</th>\n",
       "      <th>production_budget</th>\n",
       "      <th>domestic_gross</th>\n",
       "      <th>worldwide_gross</th>\n",
       "      <th>ct</th>\n",
       "      <th>release_year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Dec 15, 2017</td>\n",
       "      <td>Star Wars Ep. VIII: The Last Jedi</td>\n",
       "      <td>$317,000,000</td>\n",
       "      <td>$620,181,382</td>\n",
       "      <td>$1,316,721,747</td>\n",
       "      <td>1</td>\n",
       "      <td>2017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>Dec 18, 2015</td>\n",
       "      <td>Star Wars Ep. VII: The Force Awakens</td>\n",
       "      <td>$306,000,000</td>\n",
       "      <td>$936,662,225</td>\n",
       "      <td>$2,053,311,220</td>\n",
       "      <td>1</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>May 25, 2018</td>\n",
       "      <td>Solo: A Star Wars Story</td>\n",
       "      <td>$275,000,000</td>\n",
       "      <td>$213,767,512</td>\n",
       "      <td>$393,151,347</td>\n",
       "      <td>1</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>Dec 16, 2016</td>\n",
       "      <td>Rogue One: A Star Wars Story</td>\n",
       "      <td>$200,000,000</td>\n",
       "      <td>$532,177,324</td>\n",
       "      <td>$1,049,102,856</td>\n",
       "      <td>1</td>\n",
       "      <td>2016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>4</td>\n",
       "      <td>May 19, 1999</td>\n",
       "      <td>Star Wars Ep. I: The Phantom Menace</td>\n",
       "      <td>$115,000,000</td>\n",
       "      <td>$474,544,677</td>\n",
       "      <td>$1,027,044,677</td>\n",
       "      <td>1</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>5</td>\n",
       "      <td>May 19, 2005</td>\n",
       "      <td>Star Wars Ep. III: Revenge of the Sith</td>\n",
       "      <td>$115,000,000</td>\n",
       "      <td>$380,270,577</td>\n",
       "      <td>$848,998,877</td>\n",
       "      <td>1</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>6</td>\n",
       "      <td>May 16, 2002</td>\n",
       "      <td>Star Wars Ep. II: Attack of the Clones</td>\n",
       "      <td>$115,000,000</td>\n",
       "      <td>$310,676,740</td>\n",
       "      <td>$656,695,615</td>\n",
       "      <td>1</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1783</th>\n",
       "      <td>84</td>\n",
       "      <td>May 25, 1983</td>\n",
       "      <td>Star Wars Ep. VI: Return of the Jedi</td>\n",
       "      <td>$32,500,000</td>\n",
       "      <td>$309,205,079</td>\n",
       "      <td>$572,705,079</td>\n",
       "      <td>1</td>\n",
       "      <td>1983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2367</th>\n",
       "      <td>68</td>\n",
       "      <td>May 21, 1980</td>\n",
       "      <td>Star Wars Ep. V: The Empire Strikes Back</td>\n",
       "      <td>$23,000,000</td>\n",
       "      <td>$290,271,960</td>\n",
       "      <td>$534,161,334</td>\n",
       "      <td>1</td>\n",
       "      <td>1980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3464</th>\n",
       "      <td>65</td>\n",
       "      <td>May 25, 1977</td>\n",
       "      <td>Star Wars Ep. IV: A New Hope</td>\n",
       "      <td>$11,000,000</td>\n",
       "      <td>$460,998,007</td>\n",
       "      <td>$786,598,007</td>\n",
       "      <td>1</td>\n",
       "      <td>1977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3831</th>\n",
       "      <td>32</td>\n",
       "      <td>Aug 15, 2008</td>\n",
       "      <td>Star Wars: The Clone Wars</td>\n",
       "      <td>$8,500,000</td>\n",
       "      <td>$35,161,554</td>\n",
       "      <td>$68,695,443</td>\n",
       "      <td>1</td>\n",
       "      <td>2008</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      id  release_date                                     movie  \\\n",
       "4      5  Dec 15, 2017         Star Wars Ep. VIII: The Last Jedi   \n",
       "5      6  Dec 18, 2015      Star Wars Ep. VII: The Force Awakens   \n",
       "11    12  May 25, 2018                   Solo: A Star Wars Story   \n",
       "44    45  Dec 16, 2016              Rogue One: A Star Wars Story   \n",
       "303    4  May 19, 1999       Star Wars Ep. I: The Phantom Menace   \n",
       "304    5  May 19, 2005    Star Wars Ep. III: Revenge of the Sith   \n",
       "305    6  May 16, 2002    Star Wars Ep. II: Attack of the Clones   \n",
       "1783  84  May 25, 1983      Star Wars Ep. VI: Return of the Jedi   \n",
       "2367  68  May 21, 1980  Star Wars Ep. V: The Empire Strikes Back   \n",
       "3464  65  May 25, 1977              Star Wars Ep. IV: A New Hope   \n",
       "3831  32  Aug 15, 2008                 Star Wars: The Clone Wars   \n",
       "\n",
       "     production_budget domestic_gross worldwide_gross  ct  release_year  \n",
       "4         $317,000,000   $620,181,382  $1,316,721,747   1          2017  \n",
       "5         $306,000,000   $936,662,225  $2,053,311,220   1          2015  \n",
       "11        $275,000,000   $213,767,512    $393,151,347   1          2018  \n",
       "44        $200,000,000   $532,177,324  $1,049,102,856   1          2016  \n",
       "303       $115,000,000   $474,544,677  $1,027,044,677   1          1999  \n",
       "304       $115,000,000   $380,270,577    $848,998,877   1          2005  \n",
       "305       $115,000,000   $310,676,740    $656,695,615   1          2002  \n",
       "1783       $32,500,000   $309,205,079    $572,705,079   1          1983  \n",
       "2367       $23,000,000   $290,271,960    $534,161,334   1          1980  \n",
       "3464       $11,000,000   $460,998,007    $786,598,007   1          1977  \n",
       "3831        $8,500,000    $35,161,554     $68,695,443   1          2008  "
      ]
     },
     "execution_count": 486,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tn_df_dedup[tn_df_dedup.movie.str.contains('Star Wars')]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Joining to TN dropped roughly 1200 titles\n",
    "- This is due to slight variations in punctuation or use of numbers in the title.\n",
    "- As a result some top grossing movies were dropped, including The last jedi, Guardians of the Galaxy.  \n",
    "- The full list of dropped movies is shown below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 487,
   "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>tconst</th>\n",
       "      <th>primary_title</th>\n",
       "      <th>original_title</th>\n",
       "      <th>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averagerating</th>\n",
       "      <th>numvotes</th>\n",
       "      <th>studio</th>\n",
       "      <th>domestic_gross</th>\n",
       "      <th>foreign_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>ct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1507</th>\n",
       "      <td>tt3748528</td>\n",
       "      <td>Rogue One: A Star Wars Story</td>\n",
       "      <td>Rogue One</td>\n",
       "      <td>2016</td>\n",
       "      <td>133.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>7.80</td>\n",
       "      <td>478,592.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>532,200,000.00</td>\n",
       "      <td>523900000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1622</th>\n",
       "      <td>tt3778644</td>\n",
       "      <td>Solo: A Star Wars Story</td>\n",
       "      <td>Solo: A Star Wars Story</td>\n",
       "      <td>2018</td>\n",
       "      <td>135.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>7.00</td>\n",
       "      <td>226,243.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>213,800,000.00</td>\n",
       "      <td>179200000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1653</th>\n",
       "      <td>tt2527336</td>\n",
       "      <td>Star Wars: The Last Jedi</td>\n",
       "      <td>Star Wars: Episode VIII - The Last Jedi</td>\n",
       "      <td>2017</td>\n",
       "      <td>152.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>7.10</td>\n",
       "      <td>462,903.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>620,200,000.00</td>\n",
       "      <td>712400000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         tconst                 primary_title  \\\n",
       "1507  tt3748528  Rogue One: A Star Wars Story   \n",
       "1622  tt3778644       Solo: A Star Wars Story   \n",
       "1653  tt2527336      Star Wars: The Last Jedi   \n",
       "\n",
       "                               original_title  start_year  runtime_minutes  \\\n",
       "1507                                Rogue One        2016           133.00   \n",
       "1622                  Solo: A Star Wars Story        2018           135.00   \n",
       "1653  Star Wars: Episode VIII - The Last Jedi        2017           152.00   \n",
       "\n",
       "                        genres  averagerating   numvotes studio  \\\n",
       "1507   Action,Adventure,Sci-Fi           7.80 478,592.00     BV   \n",
       "1622  Action,Adventure,Fantasy           7.00 226,243.00     BV   \n",
       "1653  Action,Adventure,Fantasy           7.10 462,903.00     BV   \n",
       "\n",
       "      domestic_gross foreign_gross  year  ct  \n",
       "1507  532,200,000.00     523900000  2016   1  \n",
       "1622  213,800,000.00     179200000  2018   1  \n",
       "1653  620,200,000.00     712400000  2017   1  "
      ]
     },
     "execution_count": 487,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df[top_studios_df.primary_title.str.contains('Star Wars')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 478,
   "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>tconst</th>\n",
       "      <th>primary_title</th>\n",
       "      <th>original_title</th>\n",
       "      <th>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averagerating</th>\n",
       "      <th>numvotes</th>\n",
       "      <th>studio</th>\n",
       "      <th>domestic_gross</th>\n",
       "      <th>foreign_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>ct</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>tt1504320</td>\n",
       "      <td>The King's Speech</td>\n",
       "      <td>The King's Speech</td>\n",
       "      <td>2010</td>\n",
       "      <td>118.00</td>\n",
       "      <td>Biography,Drama,History</td>\n",
       "      <td>8.00</td>\n",
       "      <td>593,629.00</td>\n",
       "      <td>Wein.</td>\n",
       "      <td>135,500,000.00</td>\n",
       "      <td>275400000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>tt3896198</td>\n",
       "      <td>Guardians of the Galaxy Vol. 2</td>\n",
       "      <td>Guardians of the Galaxy Vol. 2</td>\n",
       "      <td>2017</td>\n",
       "      <td>136.00</td>\n",
       "      <td>Action,Adventure,Comedy</td>\n",
       "      <td>7.70</td>\n",
       "      <td>482,917.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>389,800,000.00</td>\n",
       "      <td>473900000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1653</th>\n",
       "      <td>tt2527336</td>\n",
       "      <td>Star Wars: The Last Jedi</td>\n",
       "      <td>Star Wars: Episode VIII - The Last Jedi</td>\n",
       "      <td>2017</td>\n",
       "      <td>152.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>7.10</td>\n",
       "      <td>462,903.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>620,200,000.00</td>\n",
       "      <td>712400000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>462</th>\n",
       "      <td>tt1570728</td>\n",
       "      <td>Crazy, Stupid, Love.</td>\n",
       "      <td>Crazy, Stupid, Love.</td>\n",
       "      <td>2011</td>\n",
       "      <td>118.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "      <td>7.40</td>\n",
       "      <td>436,830.00</td>\n",
       "      <td>WB</td>\n",
       "      <td>84,400,000.00</td>\n",
       "      <td>58500000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1217</th>\n",
       "      <td>tt1229238</td>\n",
       "      <td>Mission: Impossible - Ghost Protocol</td>\n",
       "      <td>Mission: Impossible - Ghost Protocol</td>\n",
       "      <td>2011</td>\n",
       "      <td>132.00</td>\n",
       "      <td>Action,Adventure,Thriller</td>\n",
       "      <td>7.40</td>\n",
       "      <td>428,142.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>209,400,000.00</td>\n",
       "      <td>485300000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>628</th>\n",
       "      <td>tt1905041</td>\n",
       "      <td>Fast &amp; Furious 6</td>\n",
       "      <td>Furious 6</td>\n",
       "      <td>2013</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Action,Crime,Thriller</td>\n",
       "      <td>7.10</td>\n",
       "      <td>346,747.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>238,700,000.00</td>\n",
       "      <td>550000000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1542</th>\n",
       "      <td>tt0446029</td>\n",
       "      <td>Scott Pilgrim vs. the World</td>\n",
       "      <td>Scott Pilgrim vs. the World</td>\n",
       "      <td>2010</td>\n",
       "      <td>112.00</td>\n",
       "      <td>Action,Comedy,Fantasy</td>\n",
       "      <td>7.50</td>\n",
       "      <td>339,338.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>31,500,000.00</td>\n",
       "      <td>16100000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1218</th>\n",
       "      <td>tt2381249</td>\n",
       "      <td>Mission: Impossible - Rogue Nation</td>\n",
       "      <td>Mission: Impossible - Rogue Nation</td>\n",
       "      <td>2015</td>\n",
       "      <td>131.00</td>\n",
       "      <td>Action,Adventure,Thriller</td>\n",
       "      <td>7.40</td>\n",
       "      <td>311,704.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>195,000,000.00</td>\n",
       "      <td>487700000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1928</th>\n",
       "      <td>tt1951261</td>\n",
       "      <td>The Hangover Part III</td>\n",
       "      <td>The Hangover Part III</td>\n",
       "      <td>2013</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Adventure,Comedy,Crime</td>\n",
       "      <td>5.80</td>\n",
       "      <td>270,695.00</td>\n",
       "      <td>WB</td>\n",
       "      <td>112,200,000.00</td>\n",
       "      <td>249800000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>tt0473075</td>\n",
       "      <td>Prince of Persia: The Sands of Time</td>\n",
       "      <td>Prince of Persia: The Sands of Time</td>\n",
       "      <td>2010</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>6.60</td>\n",
       "      <td>254,975.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>90,800,000.00</td>\n",
       "      <td>245600000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1952</th>\n",
       "      <td>tt2106476</td>\n",
       "      <td>The Hunt</td>\n",
       "      <td>Jagten</td>\n",
       "      <td>2012</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Drama</td>\n",
       "      <td>8.30</td>\n",
       "      <td>242,765.00</td>\n",
       "      <td>Magn.</td>\n",
       "      <td>613,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1216</th>\n",
       "      <td>tt4912910</td>\n",
       "      <td>Mission: Impossible - Fallout</td>\n",
       "      <td>Mission: Impossible - Fallout</td>\n",
       "      <td>2018</td>\n",
       "      <td>147.00</td>\n",
       "      <td>Action,Adventure,Thriller</td>\n",
       "      <td>7.80</td>\n",
       "      <td>233,877.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>220,200,000.00</td>\n",
       "      <td>571000000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>tt2397535</td>\n",
       "      <td>Predestination</td>\n",
       "      <td>Predestination</td>\n",
       "      <td>2014</td>\n",
       "      <td>97.00</td>\n",
       "      <td>Drama,Mystery,Sci-Fi</td>\n",
       "      <td>7.50</td>\n",
       "      <td>225,349.00</td>\n",
       "      <td>VE</td>\n",
       "      <td>68,400.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>855</th>\n",
       "      <td>tt1464540</td>\n",
       "      <td>I Am Number Four</td>\n",
       "      <td>I Am Number Four</td>\n",
       "      <td>2011</td>\n",
       "      <td>111.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>6.10</td>\n",
       "      <td>217,762.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>55,100,000.00</td>\n",
       "      <td>94800000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1647</th>\n",
       "      <td>tt3079380</td>\n",
       "      <td>Spy</td>\n",
       "      <td>Spy</td>\n",
       "      <td>2015</td>\n",
       "      <td>119.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "      <td>7.00</td>\n",
       "      <td>213,908.00</td>\n",
       "      <td>Fox</td>\n",
       "      <td>110,800,000.00</td>\n",
       "      <td>124800000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>tt1832382</td>\n",
       "      <td>A Separation</td>\n",
       "      <td>Jodaeiye Nader az Simin</td>\n",
       "      <td>2011</td>\n",
       "      <td>123.00</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>8.30</td>\n",
       "      <td>197,684.00</td>\n",
       "      <td>SPC</td>\n",
       "      <td>7,100,000.00</td>\n",
       "      <td>12800000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>460</th>\n",
       "      <td>tt0409847</td>\n",
       "      <td>Cowboys &amp; Aliens</td>\n",
       "      <td>Cowboys &amp; Aliens</td>\n",
       "      <td>2011</td>\n",
       "      <td>119.00</td>\n",
       "      <td>Action,Sci-Fi,Thriller</td>\n",
       "      <td>6.00</td>\n",
       "      <td>195,889.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>100,200,000.00</td>\n",
       "      <td>74600000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1822</th>\n",
       "      <td>tt3065204</td>\n",
       "      <td>The Conjuring 2</td>\n",
       "      <td>The Conjuring 2</td>\n",
       "      <td>2016</td>\n",
       "      <td>134.00</td>\n",
       "      <td>Drama,Horror,Mystery</td>\n",
       "      <td>7.40</td>\n",
       "      <td>194,543.00</td>\n",
       "      <td>WB (NL)</td>\n",
       "      <td>102,500,000.00</td>\n",
       "      <td>217900000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545</th>\n",
       "      <td>tt4160708</td>\n",
       "      <td>Don't Breathe</td>\n",
       "      <td>Don't Breathe</td>\n",
       "      <td>2016</td>\n",
       "      <td>88.00</td>\n",
       "      <td>Crime,Horror,Thriller</td>\n",
       "      <td>7.10</td>\n",
       "      <td>186,799.00</td>\n",
       "      <td>SGem</td>\n",
       "      <td>89,200,000.00</td>\n",
       "      <td>67900000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2104</th>\n",
       "      <td>tt1899353</td>\n",
       "      <td>The Raid: Redemption</td>\n",
       "      <td>Serbuan maut</td>\n",
       "      <td>2011</td>\n",
       "      <td>101.00</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>7.60</td>\n",
       "      <td>175,968.00</td>\n",
       "      <td>SPC</td>\n",
       "      <td>4,099,999.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>404</th>\n",
       "      <td>tt2883512</td>\n",
       "      <td>Chef</td>\n",
       "      <td>Chef</td>\n",
       "      <td>2014</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Adventure,Comedy,Drama</td>\n",
       "      <td>7.30</td>\n",
       "      <td>173,270.00</td>\n",
       "      <td>ORF</td>\n",
       "      <td>31,400,000.00</td>\n",
       "      <td>14500000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2389</th>\n",
       "      <td>tt5362988</td>\n",
       "      <td>Wind River</td>\n",
       "      <td>Wind River</td>\n",
       "      <td>2017</td>\n",
       "      <td>107.00</td>\n",
       "      <td>Crime,Drama,Mystery</td>\n",
       "      <td>7.70</td>\n",
       "      <td>169,007.00</td>\n",
       "      <td>Wein.</td>\n",
       "      <td>33,800,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>tt2094766</td>\n",
       "      <td>Assassin's Creed</td>\n",
       "      <td>Assassin's Creed</td>\n",
       "      <td>2016</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>5.80</td>\n",
       "      <td>167,110.00</td>\n",
       "      <td>Fox</td>\n",
       "      <td>54,600,000.00</td>\n",
       "      <td>186300000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>tt1959563</td>\n",
       "      <td>The Hitman's Bodyguard</td>\n",
       "      <td>The Hitman's Bodyguard</td>\n",
       "      <td>2017</td>\n",
       "      <td>118.00</td>\n",
       "      <td>Action,Comedy,Thriller</td>\n",
       "      <td>6.90</td>\n",
       "      <td>161,764.00</td>\n",
       "      <td>LG/S</td>\n",
       "      <td>75,500,000.00</td>\n",
       "      <td>101100000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>tt2557490</td>\n",
       "      <td>A Million Ways to Die in the West</td>\n",
       "      <td>A Million Ways to Die in the West</td>\n",
       "      <td>2014</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Comedy,Western</td>\n",
       "      <td>6.10</td>\n",
       "      <td>160,534.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>43,100,000.00</td>\n",
       "      <td>44100000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>tt3553976</td>\n",
       "      <td>Captain Fantastic</td>\n",
       "      <td>Captain Fantastic</td>\n",
       "      <td>2016</td>\n",
       "      <td>118.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>7.90</td>\n",
       "      <td>159,329.00</td>\n",
       "      <td>BST</td>\n",
       "      <td>5,900,000.00</td>\n",
       "      <td>16900000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>tt5726616</td>\n",
       "      <td>Call Me by Your Name</td>\n",
       "      <td>Call Me by Your Name</td>\n",
       "      <td>2017</td>\n",
       "      <td>132.00</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.90</td>\n",
       "      <td>153,936.00</td>\n",
       "      <td>SPC</td>\n",
       "      <td>18,100,000.00</td>\n",
       "      <td>23800000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2384</th>\n",
       "      <td>tt3011894</td>\n",
       "      <td>Wild Tales</td>\n",
       "      <td>Relatos salvajes</td>\n",
       "      <td>2014</td>\n",
       "      <td>122.00</td>\n",
       "      <td>Comedy,Drama,Thriller</td>\n",
       "      <td>8.10</td>\n",
       "      <td>151,123.00</td>\n",
       "      <td>SPC</td>\n",
       "      <td>3,100,000.00</td>\n",
       "      <td>23900000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1830</th>\n",
       "      <td>tt0810819</td>\n",
       "      <td>The Danish Girl</td>\n",
       "      <td>The Danish Girl</td>\n",
       "      <td>2015</td>\n",
       "      <td>119.00</td>\n",
       "      <td>Biography,Drama,Romance</td>\n",
       "      <td>7.10</td>\n",
       "      <td>146,873.00</td>\n",
       "      <td>Focus</td>\n",
       "      <td>11,100,000.00</td>\n",
       "      <td>53100000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>593</th>\n",
       "      <td>tt2316411</td>\n",
       "      <td>Enemy</td>\n",
       "      <td>Enemy</td>\n",
       "      <td>2013</td>\n",
       "      <td>91.00</td>\n",
       "      <td>Mystery,Thriller</td>\n",
       "      <td>6.90</td>\n",
       "      <td>143,250.00</td>\n",
       "      <td>A24</td>\n",
       "      <td>1,000,000.00</td>\n",
       "      <td>2400000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1263</th>\n",
       "      <td>tt2053397</td>\n",
       "      <td>Muran</td>\n",
       "      <td>Muran</td>\n",
       "      <td>2011</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>6.50</td>\n",
       "      <td>244.00</td>\n",
       "      <td>UTV</td>\n",
       "      <td>30,100.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1038</th>\n",
       "      <td>tt4296800</td>\n",
       "      <td>Ladrones</td>\n",
       "      <td>Ladrones</td>\n",
       "      <td>2015</td>\n",
       "      <td>97.00</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.90</td>\n",
       "      <td>239.00</td>\n",
       "      <td>LGF</td>\n",
       "      <td>3,100,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>tt6152908</td>\n",
       "      <td>Buddies in India</td>\n",
       "      <td>Buddies in India</td>\n",
       "      <td>2017</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Action,Comedy</td>\n",
       "      <td>3.70</td>\n",
       "      <td>221.00</td>\n",
       "      <td>CL</td>\n",
       "      <td>293,000.00</td>\n",
       "      <td>109300000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>850</th>\n",
       "      <td>tt2407826</td>\n",
       "      <td>Husbands in Goa</td>\n",
       "      <td>Husbands in Goa</td>\n",
       "      <td>2012</td>\n",
       "      <td>140.00</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>3.60</td>\n",
       "      <td>204.00</td>\n",
       "      <td>UTV</td>\n",
       "      <td>10,100.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>tt1464251</td>\n",
       "      <td>Leaving</td>\n",
       "      <td>Odcházení</td>\n",
       "      <td>2011</td>\n",
       "      <td>94.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>6.00</td>\n",
       "      <td>202.00</td>\n",
       "      <td>IFC</td>\n",
       "      <td>176,000.00</td>\n",
       "      <td>893000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>550</th>\n",
       "      <td>tt2309048</td>\n",
       "      <td>Double Trouble</td>\n",
       "      <td>Bao dao shuang xiong</td>\n",
       "      <td>2012</td>\n",
       "      <td>87.00</td>\n",
       "      <td>Action,Comedy</td>\n",
       "      <td>3.60</td>\n",
       "      <td>201.00</td>\n",
       "      <td>CL</td>\n",
       "      <td>44,800.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1979</th>\n",
       "      <td>tt6817202</td>\n",
       "      <td>The King's Case Note</td>\n",
       "      <td>The King's Case Note</td>\n",
       "      <td>2017</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Comedy,Mystery</td>\n",
       "      <td>6.50</td>\n",
       "      <td>188.00</td>\n",
       "      <td>CJ</td>\n",
       "      <td>91,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>tt5595240</td>\n",
       "      <td>Kaptaan</td>\n",
       "      <td>Kaptaan</td>\n",
       "      <td>2016</td>\n",
       "      <td>142.00</td>\n",
       "      <td>Comedy,Drama,Family</td>\n",
       "      <td>6.50</td>\n",
       "      <td>174.00</td>\n",
       "      <td>UTV</td>\n",
       "      <td>204,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>tt4370382</td>\n",
       "      <td>Cairo Time</td>\n",
       "      <td>Cairo Time</td>\n",
       "      <td>2014</td>\n",
       "      <td>110.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "      <td>6.10</td>\n",
       "      <td>167.00</td>\n",
       "      <td>IFC</td>\n",
       "      <td>1,600,000.00</td>\n",
       "      <td>391000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>tt2821880</td>\n",
       "      <td>Rangeelay</td>\n",
       "      <td>Rangeelay</td>\n",
       "      <td>2013</td>\n",
       "      <td>129.00</td>\n",
       "      <td>Action,Comedy,Drama</td>\n",
       "      <td>5.00</td>\n",
       "      <td>159.00</td>\n",
       "      <td>Eros</td>\n",
       "      <td>148,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>tt7870578</td>\n",
       "      <td>Girls vs Gangsters</td>\n",
       "      <td>Gui mi 2</td>\n",
       "      <td>2018</td>\n",
       "      <td>120.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>3.30</td>\n",
       "      <td>148.00</td>\n",
       "      <td>WGUSA</td>\n",
       "      <td>37,100.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>614</th>\n",
       "      <td>tt7509586</td>\n",
       "      <td>Explosion</td>\n",
       "      <td>Yin bao zhe</td>\n",
       "      <td>2017</td>\n",
       "      <td>106.00</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>5.80</td>\n",
       "      <td>148.00</td>\n",
       "      <td>CL</td>\n",
       "      <td>123,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1805</th>\n",
       "      <td>tt8331988</td>\n",
       "      <td>The Chambermaid</td>\n",
       "      <td>La camarista</td>\n",
       "      <td>2018</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Drama</td>\n",
       "      <td>7.10</td>\n",
       "      <td>147.00</td>\n",
       "      <td>FM</td>\n",
       "      <td>300.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>tt3195742</td>\n",
       "      <td>Journey to the South Pacific</td>\n",
       "      <td>Journey to the South Pacific</td>\n",
       "      <td>2013</td>\n",
       "      <td>40.00</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>6.50</td>\n",
       "      <td>145.00</td>\n",
       "      <td>Imax</td>\n",
       "      <td>7,600,000.00</td>\n",
       "      <td>6500000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>tt4892714</td>\n",
       "      <td>Fall in Love Like a Star</td>\n",
       "      <td>Peng ran xing dong</td>\n",
       "      <td>2015</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Romance</td>\n",
       "      <td>5.20</td>\n",
       "      <td>144.00</td>\n",
       "      <td>CL</td>\n",
       "      <td>213,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>667</th>\n",
       "      <td>tt5882704</td>\n",
       "      <td>For a Few Bullets</td>\n",
       "      <td>Kuai Shou Qiang Shou Kuai Qiang Shou</td>\n",
       "      <td>2016</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Action,Comedy</td>\n",
       "      <td>5.40</td>\n",
       "      <td>140.00</td>\n",
       "      <td>CL</td>\n",
       "      <td>30,100.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1070</th>\n",
       "      <td>tt4572856</td>\n",
       "      <td>Let's Get Married</td>\n",
       "      <td>Zan men jie hun ba</td>\n",
       "      <td>2015</td>\n",
       "      <td>127.00</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.60</td>\n",
       "      <td>140.00</td>\n",
       "      <td>CL</td>\n",
       "      <td>463,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1351</th>\n",
       "      <td>tt6271528</td>\n",
       "      <td>Oro</td>\n",
       "      <td>Oro</td>\n",
       "      <td>2016</td>\n",
       "      <td>110.00</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "      <td>6.10</td>\n",
       "      <td>113.00</td>\n",
       "      <td>Sony</td>\n",
       "      <td>5,500.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1346</th>\n",
       "      <td>tt4819544</td>\n",
       "      <td>Only You</td>\n",
       "      <td>Ming zhong zhu ding</td>\n",
       "      <td>2015</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.20</td>\n",
       "      <td>107.00</td>\n",
       "      <td>CL</td>\n",
       "      <td>61,600.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>tt5792490</td>\n",
       "      <td>Antonio Lopez 1970: Sex Fashion &amp; Disco</td>\n",
       "      <td>Antonio Lopez 1970: Sex Fashion &amp; Disco</td>\n",
       "      <td>2017</td>\n",
       "      <td>95.00</td>\n",
       "      <td>Biography,Documentary</td>\n",
       "      <td>6.50</td>\n",
       "      <td>102.00</td>\n",
       "      <td>FM</td>\n",
       "      <td>43,200.00</td>\n",
       "      <td>30000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>tt5093754</td>\n",
       "      <td>A Melody to Remember</td>\n",
       "      <td>Op-pa saeng-gak</td>\n",
       "      <td>2016</td>\n",
       "      <td>124.00</td>\n",
       "      <td>Action,Drama,War</td>\n",
       "      <td>7.30</td>\n",
       "      <td>94.00</td>\n",
       "      <td>CJ</td>\n",
       "      <td>44,300.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>tt6370266</td>\n",
       "      <td>Bending the Arc</td>\n",
       "      <td>Bending the Arc</td>\n",
       "      <td>2017</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>8.10</td>\n",
       "      <td>93.00</td>\n",
       "      <td>Abr.</td>\n",
       "      <td>21,900.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1360</th>\n",
       "      <td>tt7037566</td>\n",
       "      <td>Our President</td>\n",
       "      <td>Our President</td>\n",
       "      <td>2017</td>\n",
       "      <td>119.00</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>5.30</td>\n",
       "      <td>82.00</td>\n",
       "      <td>CJ</td>\n",
       "      <td>507,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2051</th>\n",
       "      <td>tt5515022</td>\n",
       "      <td>The New Year's Eve of Old Lee</td>\n",
       "      <td>Guo nian hao</td>\n",
       "      <td>2016</td>\n",
       "      <td>106.00</td>\n",
       "      <td>Drama</td>\n",
       "      <td>4.60</td>\n",
       "      <td>36.00</td>\n",
       "      <td>CL</td>\n",
       "      <td>25,400.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1188</th>\n",
       "      <td>tt2713406</td>\n",
       "      <td>Meerkats</td>\n",
       "      <td>Meerkats</td>\n",
       "      <td>2011</td>\n",
       "      <td>40.00</td>\n",
       "      <td>Documentary</td>\n",
       "      <td>7.40</td>\n",
       "      <td>7.00</td>\n",
       "      <td>NGE</td>\n",
       "      <td>778,000.00</td>\n",
       "      <td>482000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>tt8052198</td>\n",
       "      <td>Bonsai</td>\n",
       "      <td>Bonsai</td>\n",
       "      <td>2018</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Drama</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>Strand</td>\n",
       "      <td>21,300.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1018</th>\n",
       "      <td>tt2086865</td>\n",
       "      <td>Kisses</td>\n",
       "      <td>Kisses</td>\n",
       "      <td>2011</td>\n",
       "      <td>121.00</td>\n",
       "      <td>Drama</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>Osci.</td>\n",
       "      <td>81,700.00</td>\n",
       "      <td>15300</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1646</th>\n",
       "      <td>tt8851262</td>\n",
       "      <td>Spring Fever</td>\n",
       "      <td>Spring Fever</td>\n",
       "      <td>2019</td>\n",
       "      <td>nan</td>\n",
       "      <td>Comedy,Horror</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>Strand</td>\n",
       "      <td>10,800.00</td>\n",
       "      <td>150000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1819</th>\n",
       "      <td>tt6274746</td>\n",
       "      <td>The Concert</td>\n",
       "      <td>The Concert</td>\n",
       "      <td>2017</td>\n",
       "      <td>nan</td>\n",
       "      <td>Family</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>Wein.</td>\n",
       "      <td>658,000.00</td>\n",
       "      <td>40500000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2383</th>\n",
       "      <td>tt6786720</td>\n",
       "      <td>Wild Grass</td>\n",
       "      <td>Wild Grass</td>\n",
       "      <td>2017</td>\n",
       "      <td>107.00</td>\n",
       "      <td>Documentary,Family</td>\n",
       "      <td>nan</td>\n",
       "      <td>nan</td>\n",
       "      <td>SPC</td>\n",
       "      <td>404,000.00</td>\n",
       "      <td>4200000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1292 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         tconst                            primary_title  \\\n",
       "1981  tt1504320                        The King's Speech   \n",
       "765   tt3896198           Guardians of the Galaxy Vol. 2   \n",
       "1653  tt2527336                 Star Wars: The Last Jedi   \n",
       "462   tt1570728                     Crazy, Stupid, Love.   \n",
       "1217  tt1229238     Mission: Impossible - Ghost Protocol   \n",
       "628   tt1905041                         Fast & Furious 6   \n",
       "1542  tt0446029              Scott Pilgrim vs. the World   \n",
       "1218  tt2381249       Mission: Impossible - Rogue Nation   \n",
       "1928  tt1951261                    The Hangover Part III   \n",
       "1439  tt0473075      Prince of Persia: The Sands of Time   \n",
       "1952  tt2106476                                 The Hunt   \n",
       "1216  tt4912910            Mission: Impossible - Fallout   \n",
       "1435  tt2397535                           Predestination   \n",
       "855   tt1464540                         I Am Number Four   \n",
       "1647  tt3079380                                      Spy   \n",
       "84    tt1832382                             A Separation   \n",
       "460   tt0409847                         Cowboys & Aliens   \n",
       "1822  tt3065204                          The Conjuring 2   \n",
       "545   tt4160708                            Don't Breathe   \n",
       "2104  tt1899353                     The Raid: Redemption   \n",
       "404   tt2883512                                     Chef   \n",
       "2389  tt5362988                               Wind River   \n",
       "193   tt2094766                         Assassin's Creed   \n",
       "1937  tt1959563                   The Hitman's Bodyguard   \n",
       "71    tt2557490        A Million Ways to Die in the West   \n",
       "369   tt3553976                        Captain Fantastic   \n",
       "358   tt5726616                     Call Me by Your Name   \n",
       "2384  tt3011894                               Wild Tales   \n",
       "1830  tt0810819                          The Danish Girl   \n",
       "593   tt2316411                                    Enemy   \n",
       "...         ...                                      ...   \n",
       "1263  tt2053397                                    Muran   \n",
       "1038  tt4296800                                 Ladrones   \n",
       "341   tt6152908                         Buddies in India   \n",
       "850   tt2407826                          Husbands in Goa   \n",
       "1060  tt1464251                                  Leaving   \n",
       "550   tt2309048                           Double Trouble   \n",
       "1979  tt6817202                     The King's Case Note   \n",
       "982   tt5595240                                  Kaptaan   \n",
       "356   tt4370382                               Cairo Time   \n",
       "1465  tt2821880                                Rangeelay   \n",
       "723   tt7870578                       Girls vs Gangsters   \n",
       "614   tt7509586                                Explosion   \n",
       "1805  tt8331988                          The Chambermaid   \n",
       "962   tt3195742             Journey to the South Pacific   \n",
       "622   tt4892714                 Fall in Love Like a Star   \n",
       "667   tt5882704                        For a Few Bullets   \n",
       "1070  tt4572856                        Let's Get Married   \n",
       "1351  tt6271528                                      Oro   \n",
       "1346  tt4819544                                 Only You   \n",
       "176   tt5792490  Antonio Lopez 1970: Sex Fashion & Disco   \n",
       "70    tt5093754                     A Melody to Remember   \n",
       "264   tt6370266                          Bending the Arc   \n",
       "1360  tt7037566                            Our President   \n",
       "2051  tt5515022            The New Year's Eve of Old Lee   \n",
       "1188  tt2713406                                 Meerkats   \n",
       "316   tt8052198                                   Bonsai   \n",
       "1018  tt2086865                                   Kisses   \n",
       "1646  tt8851262                             Spring Fever   \n",
       "1819  tt6274746                              The Concert   \n",
       "2383  tt6786720                               Wild Grass   \n",
       "\n",
       "                               original_title  start_year  runtime_minutes  \\\n",
       "1981                        The King's Speech        2010           118.00   \n",
       "765            Guardians of the Galaxy Vol. 2        2017           136.00   \n",
       "1653  Star Wars: Episode VIII - The Last Jedi        2017           152.00   \n",
       "462                      Crazy, Stupid, Love.        2011           118.00   \n",
       "1217     Mission: Impossible - Ghost Protocol        2011           132.00   \n",
       "628                                 Furious 6        2013           130.00   \n",
       "1542              Scott Pilgrim vs. the World        2010           112.00   \n",
       "1218       Mission: Impossible - Rogue Nation        2015           131.00   \n",
       "1928                    The Hangover Part III        2013           100.00   \n",
       "1439      Prince of Persia: The Sands of Time        2010           116.00   \n",
       "1952                                   Jagten        2012           115.00   \n",
       "1216            Mission: Impossible - Fallout        2018           147.00   \n",
       "1435                           Predestination        2014            97.00   \n",
       "855                          I Am Number Four        2011           111.00   \n",
       "1647                                      Spy        2015           119.00   \n",
       "84                    Jodaeiye Nader az Simin        2011           123.00   \n",
       "460                          Cowboys & Aliens        2011           119.00   \n",
       "1822                          The Conjuring 2        2016           134.00   \n",
       "545                             Don't Breathe        2016            88.00   \n",
       "2104                             Serbuan maut        2011           101.00   \n",
       "404                                      Chef        2014           114.00   \n",
       "2389                               Wind River        2017           107.00   \n",
       "193                          Assassin's Creed        2016           115.00   \n",
       "1937                   The Hitman's Bodyguard        2017           118.00   \n",
       "71          A Million Ways to Die in the West        2014           116.00   \n",
       "369                         Captain Fantastic        2016           118.00   \n",
       "358                      Call Me by Your Name        2017           132.00   \n",
       "2384                         Relatos salvajes        2014           122.00   \n",
       "1830                          The Danish Girl        2015           119.00   \n",
       "593                                     Enemy        2013            91.00   \n",
       "...                                       ...         ...              ...   \n",
       "1263                                    Muran        2011           103.00   \n",
       "1038                                 Ladrones        2015            97.00   \n",
       "341                          Buddies in India        2017            99.00   \n",
       "850                           Husbands in Goa        2012           140.00   \n",
       "1060                                Odcházení        2011            94.00   \n",
       "550                      Bao dao shuang xiong        2012            87.00   \n",
       "1979                     The King's Case Note        2017           114.00   \n",
       "982                                   Kaptaan        2016           142.00   \n",
       "356                                Cairo Time        2014           110.00   \n",
       "1465                                Rangeelay        2013           129.00   \n",
       "723                                  Gui mi 2        2018           120.00   \n",
       "614                               Yin bao zhe        2017           106.00   \n",
       "1805                             La camarista        2018           102.00   \n",
       "962              Journey to the South Pacific        2013            40.00   \n",
       "622                        Peng ran xing dong        2015            98.00   \n",
       "667      Kuai Shou Qiang Shou Kuai Qiang Shou        2016           115.00   \n",
       "1070                       Zan men jie hun ba        2015           127.00   \n",
       "1351                                      Oro        2016           110.00   \n",
       "1346                      Ming zhong zhu ding        2015           114.00   \n",
       "176   Antonio Lopez 1970: Sex Fashion & Disco        2017            95.00   \n",
       "70                            Op-pa saeng-gak        2016           124.00   \n",
       "264                           Bending the Arc        2017           102.00   \n",
       "1360                            Our President        2017           119.00   \n",
       "2051                             Guo nian hao        2016           106.00   \n",
       "1188                                 Meerkats        2011            40.00   \n",
       "316                                    Bonsai        2018           102.00   \n",
       "1018                                   Kisses        2011           121.00   \n",
       "1646                             Spring Fever        2019              nan   \n",
       "1819                              The Concert        2017              nan   \n",
       "2383                               Wild Grass        2017           107.00   \n",
       "\n",
       "                         genres  averagerating   numvotes   studio  \\\n",
       "1981    Biography,Drama,History           8.00 593,629.00    Wein.   \n",
       "765     Action,Adventure,Comedy           7.70 482,917.00       BV   \n",
       "1653   Action,Adventure,Fantasy           7.10 462,903.00       BV   \n",
       "462        Comedy,Drama,Romance           7.40 436,830.00       WB   \n",
       "1217  Action,Adventure,Thriller           7.40 428,142.00     Par.   \n",
       "628       Action,Crime,Thriller           7.10 346,747.00     Uni.   \n",
       "1542      Action,Comedy,Fantasy           7.50 339,338.00     Uni.   \n",
       "1218  Action,Adventure,Thriller           7.40 311,704.00     Par.   \n",
       "1928     Adventure,Comedy,Crime           5.80 270,695.00       WB   \n",
       "1439   Action,Adventure,Fantasy           6.60 254,975.00       BV   \n",
       "1952                      Drama           8.30 242,765.00    Magn.   \n",
       "1216  Action,Adventure,Thriller           7.80 233,877.00     Par.   \n",
       "1435       Drama,Mystery,Sci-Fi           7.50 225,349.00       VE   \n",
       "855     Action,Adventure,Sci-Fi           6.10 217,762.00       BV   \n",
       "1647        Action,Comedy,Crime           7.00 213,908.00      Fox   \n",
       "84               Drama,Thriller           8.30 197,684.00      SPC   \n",
       "460      Action,Sci-Fi,Thriller           6.00 195,889.00     Uni.   \n",
       "1822       Drama,Horror,Mystery           7.40 194,543.00  WB (NL)   \n",
       "545       Crime,Horror,Thriller           7.10 186,799.00     SGem   \n",
       "2104            Action,Thriller           7.60 175,968.00      SPC   \n",
       "404      Adventure,Comedy,Drama           7.30 173,270.00      ORF   \n",
       "2389        Crime,Drama,Mystery           7.70 169,007.00    Wein.   \n",
       "193     Action,Adventure,Sci-Fi           5.80 167,110.00      Fox   \n",
       "1937     Action,Comedy,Thriller           6.90 161,764.00     LG/S   \n",
       "71               Comedy,Western           6.10 160,534.00     Uni.   \n",
       "369                Comedy,Drama           7.90 159,329.00      BST   \n",
       "358               Drama,Romance           7.90 153,936.00      SPC   \n",
       "2384      Comedy,Drama,Thriller           8.10 151,123.00      SPC   \n",
       "1830    Biography,Drama,Romance           7.10 146,873.00    Focus   \n",
       "593            Mystery,Thriller           6.90 143,250.00      A24   \n",
       "...                         ...            ...        ...      ...   \n",
       "1263            Action,Thriller           6.50     244.00      UTV   \n",
       "1038                     Comedy           4.90     239.00      LGF   \n",
       "341               Action,Comedy           3.70     221.00       CL   \n",
       "850                      Comedy           3.60     204.00      UTV   \n",
       "1060               Comedy,Drama           6.00     202.00      IFC   \n",
       "550               Action,Comedy           3.60     201.00       CL   \n",
       "1979             Comedy,Mystery           6.50     188.00       CJ   \n",
       "982         Comedy,Drama,Family           6.50     174.00      UTV   \n",
       "356        Comedy,Drama,Romance           6.10     167.00      IFC   \n",
       "1465        Action,Comedy,Drama           5.00     159.00     Eros   \n",
       "723                Comedy,Drama           3.30     148.00    WGUSA   \n",
       "614             Action,Thriller           5.80     148.00       CL   \n",
       "1805                      Drama           7.10     147.00       FM   \n",
       "962                 Documentary           6.50     145.00     Imax   \n",
       "622                     Romance           5.20     144.00       CL   \n",
       "667               Action,Comedy           5.40     140.00       CL   \n",
       "1070             Comedy,Romance           5.60     140.00       CL   \n",
       "1351       Crime,Drama,Thriller           6.10     113.00     Sony   \n",
       "1346             Comedy,Romance           5.20     107.00       CL   \n",
       "176       Biography,Documentary           6.50     102.00       FM   \n",
       "70             Action,Drama,War           7.30      94.00       CJ   \n",
       "264                 Documentary           8.10      93.00     Abr.   \n",
       "1360                Documentary           5.30      82.00       CJ   \n",
       "2051                      Drama           4.60      36.00       CL   \n",
       "1188                Documentary           7.40       7.00      NGE   \n",
       "316                       Drama            nan        nan   Strand   \n",
       "1018                      Drama            nan        nan    Osci.   \n",
       "1646              Comedy,Horror            nan        nan   Strand   \n",
       "1819                     Family            nan        nan    Wein.   \n",
       "2383         Documentary,Family            nan        nan      SPC   \n",
       "\n",
       "      domestic_gross foreign_gross  year  ct  \n",
       "1981  135,500,000.00     275400000  2010   1  \n",
       "765   389,800,000.00     473900000  2017   1  \n",
       "1653  620,200,000.00     712400000  2017   1  \n",
       "462    84,400,000.00      58500000  2011   1  \n",
       "1217  209,400,000.00     485300000  2011   1  \n",
       "628   238,700,000.00     550000000  2013   1  \n",
       "1542   31,500,000.00      16100000  2010   1  \n",
       "1218  195,000,000.00     487700000  2015   1  \n",
       "1928  112,200,000.00     249800000  2013   1  \n",
       "1439   90,800,000.00     245600000  2010   1  \n",
       "1952      613,000.00           NaN  2013   1  \n",
       "1216  220,200,000.00     571000000  2018   1  \n",
       "1435       68,400.00           NaN  2015   1  \n",
       "855    55,100,000.00      94800000  2011   1  \n",
       "1647  110,800,000.00     124800000  2015   1  \n",
       "84      7,100,000.00      12800000  2011   1  \n",
       "460   100,200,000.00      74600000  2011   1  \n",
       "1822  102,500,000.00     217900000  2016   1  \n",
       "545    89,200,000.00      67900000  2016   1  \n",
       "2104    4,099,999.00           NaN  2012   1  \n",
       "404    31,400,000.00      14500000  2014   1  \n",
       "2389   33,800,000.00           NaN  2017   1  \n",
       "193    54,600,000.00     186300000  2016   1  \n",
       "1937   75,500,000.00     101100000  2017   1  \n",
       "71     43,100,000.00      44100000  2014   1  \n",
       "369     5,900,000.00      16900000  2016   1  \n",
       "358    18,100,000.00      23800000  2017   1  \n",
       "2384    3,100,000.00      23900000  2015   1  \n",
       "1830   11,100,000.00      53100000  2015   1  \n",
       "593     1,000,000.00       2400000  2014   1  \n",
       "...              ...           ...   ...  ..  \n",
       "1263       30,100.00           NaN  2011   1  \n",
       "1038    3,100,000.00           NaN  2015   1  \n",
       "341       293,000.00     109300000  2017   1  \n",
       "850        10,100.00           NaN  2012   1  \n",
       "1060      176,000.00        893000  2010   1  \n",
       "550        44,800.00           NaN  2012   1  \n",
       "1979       91,000.00           NaN  2017   1  \n",
       "982       204,000.00           NaN  2016   1  \n",
       "356     1,600,000.00        391000  2010   1  \n",
       "1465      148,000.00           NaN  2013   1  \n",
       "723        37,100.00           NaN  2018   1  \n",
       "614       123,000.00           NaN  2017   1  \n",
       "1805          300.00           NaN  2015   1  \n",
       "962     7,600,000.00       6500000  2013   1  \n",
       "622       213,000.00           NaN  2015   1  \n",
       "667        30,100.00           NaN  2016   1  \n",
       "1070      463,000.00           NaN  2015   1  \n",
       "1351        5,500.00           NaN  2017   1  \n",
       "1346       61,600.00           NaN  2015   1  \n",
       "176        43,200.00         30000  2018   1  \n",
       "70         44,300.00           NaN  2016   1  \n",
       "264        21,900.00           NaN  2017   1  \n",
       "1360      507,000.00           NaN  2017   1  \n",
       "2051       25,400.00           NaN  2016   1  \n",
       "1188      778,000.00        482000  2012   1  \n",
       "316        21,300.00           NaN  2012   1  \n",
       "1018       81,700.00         15300  2010   1  \n",
       "1646       10,800.00        150000  2010   1  \n",
       "1819      658,000.00      40500000  2010   1  \n",
       "2383      404,000.00       4200000  2010   1  \n",
       "\n",
       "[1292 rows x 13 columns]"
      ]
     },
     "execution_count": 478,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Titles from our project dataset that got dropped when joining with TN dataset on title\n",
    "top_studios_df[~top_studios_df.primary_title.isin(top_studios_df_and_tn.movie)].sort_values('numvotes', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#top_studios_df_and_tn.groupby('studio').count().sort_values(ascending=False, by='tconst')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 470,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 1148 entries, 0 to 1147\n",
      "Data columns (total 18 columns):\n",
      "tconst               1148 non-null object\n",
      "primary_title        1148 non-null object\n",
      "original_title       1148 non-null object\n",
      "start_year           1148 non-null int64\n",
      "runtime_minutes      1148 non-null float64\n",
      "genres               1148 non-null object\n",
      "averagerating        1147 non-null float64\n",
      "numvotes             1147 non-null float64\n",
      "studio               1148 non-null object\n",
      "domestic_gross_x     1147 non-null float64\n",
      "foreign_gross        1002 non-null object\n",
      "year                 1148 non-null int64\n",
      "ct                   1148 non-null int64\n",
      "movie                1148 non-null object\n",
      "release_date         1148 non-null object\n",
      "production_budget    1148 non-null object\n",
      "domestic_gross_y     1148 non-null object\n",
      "worldwide_gross      1148 non-null object\n",
      "dtypes: float64(4), int64(3), object(11)\n",
      "memory usage: 170.4+ KB\n"
     ]
    }
   ],
   "source": [
    "top_studios_df_and_tn.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert numeric columns to floats by stripping punctuation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 488,
   "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>tconst</th>\n",
       "      <th>primary_title</th>\n",
       "      <th>original_title</th>\n",
       "      <th>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averagerating</th>\n",
       "      <th>numvotes</th>\n",
       "      <th>studio</th>\n",
       "      <th>domestic_gross_x</th>\n",
       "      <th>foreign_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>ct</th>\n",
       "      <th>movie</th>\n",
       "      <th>release_date</th>\n",
       "      <th>production_budget</th>\n",
       "      <th>domestic_gross_y</th>\n",
       "      <th>worldwide_gross</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>tt1179933</td>\n",
       "      <td>10 Cloverfield Lane</td>\n",
       "      <td>10 Cloverfield Lane</td>\n",
       "      <td>2016</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Drama,Horror,Mystery</td>\n",
       "      <td>7.20</td>\n",
       "      <td>260,383.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>72,100,000.00</td>\n",
       "      <td>38100000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>10 Cloverfield Lane</td>\n",
       "      <td>Mar 11, 2016</td>\n",
       "      <td>$5,000,000</td>\n",
       "      <td>72,082,999.00</td>\n",
       "      <td>$108,286,422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>tt1413492</td>\n",
       "      <td>12 Strong</td>\n",
       "      <td>12 Strong</td>\n",
       "      <td>2018</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Action,Drama,History</td>\n",
       "      <td>6.60</td>\n",
       "      <td>50,155.00</td>\n",
       "      <td>WB</td>\n",
       "      <td>45,800,000.00</td>\n",
       "      <td>21600000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>12 Strong</td>\n",
       "      <td>Jan 19, 2018</td>\n",
       "      <td>$35,000,000</td>\n",
       "      <td>45,819,713.00</td>\n",
       "      <td>$71,118,378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>tt2024544</td>\n",
       "      <td>12 Years a Slave</td>\n",
       "      <td>12 Years a Slave</td>\n",
       "      <td>2013</td>\n",
       "      <td>134.00</td>\n",
       "      <td>Biography,Drama,History</td>\n",
       "      <td>8.10</td>\n",
       "      <td>577,301.00</td>\n",
       "      <td>FoxS</td>\n",
       "      <td>56,700,000.00</td>\n",
       "      <td>131100000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>12 Years a Slave</td>\n",
       "      <td>Oct 18, 2013</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>56,671,993.00</td>\n",
       "      <td>$181,025,343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>tt1542344</td>\n",
       "      <td>127 Hours</td>\n",
       "      <td>127 Hours</td>\n",
       "      <td>2010</td>\n",
       "      <td>94.00</td>\n",
       "      <td>Adventure,Biography,Drama</td>\n",
       "      <td>7.60</td>\n",
       "      <td>323,949.00</td>\n",
       "      <td>FoxS</td>\n",
       "      <td>18,300,000.00</td>\n",
       "      <td>42400000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>127 Hours</td>\n",
       "      <td>Nov 5, 2010</td>\n",
       "      <td>$18,000,000</td>\n",
       "      <td>18,335,230.00</td>\n",
       "      <td>$60,217,171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>tt2059171</td>\n",
       "      <td>13 Sins</td>\n",
       "      <td>13 Sins</td>\n",
       "      <td>2014</td>\n",
       "      <td>93.00</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>6.30</td>\n",
       "      <td>29,550.00</td>\n",
       "      <td>RTWC</td>\n",
       "      <td>13,800.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>13 Sins</td>\n",
       "      <td>Apr 18, 2014</td>\n",
       "      <td>$4,000,000</td>\n",
       "      <td>9,134.00</td>\n",
       "      <td>$47,552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>tt1272878</td>\n",
       "      <td>2 Guns</td>\n",
       "      <td>2 Guns</td>\n",
       "      <td>2013</td>\n",
       "      <td>109.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "      <td>6.70</td>\n",
       "      <td>182,025.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>75,600,000.00</td>\n",
       "      <td>56300000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>2 Guns</td>\n",
       "      <td>Aug 2, 2013</td>\n",
       "      <td>$61,000,000</td>\n",
       "      <td>75,612,460.00</td>\n",
       "      <td>$132,493,015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>tt1232829</td>\n",
       "      <td>21 Jump Street</td>\n",
       "      <td>21 Jump Street</td>\n",
       "      <td>2012</td>\n",
       "      <td>109.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "      <td>7.20</td>\n",
       "      <td>477,771.00</td>\n",
       "      <td>Sony</td>\n",
       "      <td>138,400,000.00</td>\n",
       "      <td>63100000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>21 Jump Street</td>\n",
       "      <td>Mar 16, 2012</td>\n",
       "      <td>$42,000,000</td>\n",
       "      <td>138,447,667.00</td>\n",
       "      <td>$202,812,429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>tt2294449</td>\n",
       "      <td>22 Jump Street</td>\n",
       "      <td>22 Jump Street</td>\n",
       "      <td>2014</td>\n",
       "      <td>112.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "      <td>7.00</td>\n",
       "      <td>319,504.00</td>\n",
       "      <td>Sony</td>\n",
       "      <td>191,700,000.00</td>\n",
       "      <td>139600000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>22 Jump Street</td>\n",
       "      <td>Jun 13, 2014</td>\n",
       "      <td>$50,000,000</td>\n",
       "      <td>191,719,337.00</td>\n",
       "      <td>$331,333,876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>tt2172934</td>\n",
       "      <td>3 Days to Kill</td>\n",
       "      <td>3 Days to Kill</td>\n",
       "      <td>2014</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Action,Drama,Thriller</td>\n",
       "      <td>6.20</td>\n",
       "      <td>81,681.00</td>\n",
       "      <td>Rela.</td>\n",
       "      <td>30,700,000.00</td>\n",
       "      <td>21900000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>3 Days to Kill</td>\n",
       "      <td>Feb 21, 2014</td>\n",
       "      <td>$28,000,000</td>\n",
       "      <td>30,697,999.00</td>\n",
       "      <td>$38,959,900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>tt1622547</td>\n",
       "      <td>30 Minutes or Less</td>\n",
       "      <td>30 Minutes or Less</td>\n",
       "      <td>2011</td>\n",
       "      <td>83.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "      <td>6.10</td>\n",
       "      <td>87,254.00</td>\n",
       "      <td>Sony</td>\n",
       "      <td>37,100,000.00</td>\n",
       "      <td>3500000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>30 Minutes or Less</td>\n",
       "      <td>Aug 12, 2011</td>\n",
       "      <td>$28,000,000</td>\n",
       "      <td>37,053,924.00</td>\n",
       "      <td>$40,966,716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>tt1335975</td>\n",
       "      <td>47 Ronin</td>\n",
       "      <td>47 Ronin</td>\n",
       "      <td>2013</td>\n",
       "      <td>128.00</td>\n",
       "      <td>Action,Adventure,Drama</td>\n",
       "      <td>6.30</td>\n",
       "      <td>135,754.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>38,400,000.00</td>\n",
       "      <td>113400000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>47 Ronin</td>\n",
       "      <td>Dec 25, 2013</td>\n",
       "      <td>$175,000,000</td>\n",
       "      <td>38,362,475.00</td>\n",
       "      <td>$151,716,815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>tt1486193</td>\n",
       "      <td>5 Days of War</td>\n",
       "      <td>5 Days of War</td>\n",
       "      <td>2011</td>\n",
       "      <td>113.00</td>\n",
       "      <td>Action,Drama,War</td>\n",
       "      <td>5.60</td>\n",
       "      <td>13,089.00</td>\n",
       "      <td>Anch.</td>\n",
       "      <td>17,500.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>5 Days of War</td>\n",
       "      <td>Aug 19, 2011</td>\n",
       "      <td>$12,000,000</td>\n",
       "      <td>17,479.00</td>\n",
       "      <td>$87,793</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>tt1306980</td>\n",
       "      <td>50/50</td>\n",
       "      <td>50/50</td>\n",
       "      <td>2011</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "      <td>7.70</td>\n",
       "      <td>300,475.00</td>\n",
       "      <td>Sum.</td>\n",
       "      <td>35,000,000.00</td>\n",
       "      <td>4200000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>50/50</td>\n",
       "      <td>Sep 30, 2011</td>\n",
       "      <td>$8,000,000</td>\n",
       "      <td>35,016,118.00</td>\n",
       "      <td>$41,334,735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>tt6359956</td>\n",
       "      <td>A Bad Moms Christmas</td>\n",
       "      <td>A Bad Moms Christmas</td>\n",
       "      <td>2017</td>\n",
       "      <td>104.00</td>\n",
       "      <td>Adventure,Comedy</td>\n",
       "      <td>5.50</td>\n",
       "      <td>33,056.00</td>\n",
       "      <td>STX</td>\n",
       "      <td>72,100,000.00</td>\n",
       "      <td>58400000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>A Bad Moms Christmas</td>\n",
       "      <td>Nov 1, 2017</td>\n",
       "      <td>$28,000,000</td>\n",
       "      <td>72,110,659.00</td>\n",
       "      <td>$127,710,550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>tt1554091</td>\n",
       "      <td>A Better Life</td>\n",
       "      <td>A Better Life</td>\n",
       "      <td>2011</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>7.20</td>\n",
       "      <td>14,602.00</td>\n",
       "      <td>Sum.</td>\n",
       "      <td>1,800,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>A Better Life</td>\n",
       "      <td>Jun 24, 2011</td>\n",
       "      <td>$10,000,000</td>\n",
       "      <td>1,759,252.00</td>\n",
       "      <td>$1,884,251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>tt1571222</td>\n",
       "      <td>A Dangerous Method</td>\n",
       "      <td>A Dangerous Method</td>\n",
       "      <td>2011</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Biography,Drama,Romance</td>\n",
       "      <td>6.40</td>\n",
       "      <td>93,259.00</td>\n",
       "      <td>SPC</td>\n",
       "      <td>5,700,000.00</td>\n",
       "      <td>21800000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>A Dangerous Method</td>\n",
       "      <td>Nov 23, 2011</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>5,702,083.00</td>\n",
       "      <td>$14,807,531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>tt6265828</td>\n",
       "      <td>A Ghost Story</td>\n",
       "      <td>A Ghost Story</td>\n",
       "      <td>2017</td>\n",
       "      <td>92.00</td>\n",
       "      <td>Drama,Fantasy,Romance</td>\n",
       "      <td>6.80</td>\n",
       "      <td>46,280.00</td>\n",
       "      <td>A24</td>\n",
       "      <td>1,600,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>A Ghost Story</td>\n",
       "      <td>Jul 7, 2017</td>\n",
       "      <td>$100,000</td>\n",
       "      <td>1,594,798.00</td>\n",
       "      <td>$2,769,782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>tt1606378</td>\n",
       "      <td>A Good Day to Die Hard</td>\n",
       "      <td>A Good Day to Die Hard</td>\n",
       "      <td>2013</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Action,Thriller</td>\n",
       "      <td>5.30</td>\n",
       "      <td>188,383.00</td>\n",
       "      <td>Fox</td>\n",
       "      <td>67,300,000.00</td>\n",
       "      <td>237300000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>A Good Day to Die Hard</td>\n",
       "      <td>Feb 14, 2013</td>\n",
       "      <td>$92,000,000</td>\n",
       "      <td>67,349,198.00</td>\n",
       "      <td>$304,249,198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>tt2243537</td>\n",
       "      <td>A Haunted House</td>\n",
       "      <td>A Haunted House</td>\n",
       "      <td>2013</td>\n",
       "      <td>86.00</td>\n",
       "      <td>Comedy,Fantasy</td>\n",
       "      <td>5.10</td>\n",
       "      <td>40,308.00</td>\n",
       "      <td>ORF</td>\n",
       "      <td>40,000,000.00</td>\n",
       "      <td>20100000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>A Haunted House</td>\n",
       "      <td>Jan 11, 2013</td>\n",
       "      <td>$2,500,000</td>\n",
       "      <td>40,041,683.00</td>\n",
       "      <td>$59,922,558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>tt2828996</td>\n",
       "      <td>A Haunted House 2</td>\n",
       "      <td>A Haunted House 2</td>\n",
       "      <td>2014</td>\n",
       "      <td>86.00</td>\n",
       "      <td>Comedy,Fantasy</td>\n",
       "      <td>4.70</td>\n",
       "      <td>18,085.00</td>\n",
       "      <td>ORF</td>\n",
       "      <td>17,300,000.00</td>\n",
       "      <td>6600000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>A Haunted House 2</td>\n",
       "      <td>Apr 18, 2014</td>\n",
       "      <td>$4,000,000</td>\n",
       "      <td>17,329,487.00</td>\n",
       "      <td>$21,206,861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>tt2980210</td>\n",
       "      <td>A Hologram for the King</td>\n",
       "      <td>A Hologram for the King</td>\n",
       "      <td>2016</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "      <td>6.10</td>\n",
       "      <td>36,062.00</td>\n",
       "      <td>RAtt.</td>\n",
       "      <td>4,200,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>A Hologram for the King</td>\n",
       "      <td>Apr 22, 2016</td>\n",
       "      <td>$35,000,000</td>\n",
       "      <td>4,212,494.00</td>\n",
       "      <td>$11,846,010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>tt1440161</td>\n",
       "      <td>A Little Bit of Heaven</td>\n",
       "      <td>A Little Bit of Heaven</td>\n",
       "      <td>2011</td>\n",
       "      <td>106.00</td>\n",
       "      <td>Comedy,Drama,Fantasy</td>\n",
       "      <td>6.30</td>\n",
       "      <td>26,441.00</td>\n",
       "      <td>MNE</td>\n",
       "      <td>15,400.00</td>\n",
       "      <td>1300000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>A Little Bit of Heaven</td>\n",
       "      <td>May 4, 2012</td>\n",
       "      <td>$12,500,000</td>\n",
       "      <td>10,011.00</td>\n",
       "      <td>$1,100,287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>tt3416532</td>\n",
       "      <td>A Monster Calls</td>\n",
       "      <td>A Monster Calls</td>\n",
       "      <td>2016</td>\n",
       "      <td>108.00</td>\n",
       "      <td>Animation,Drama,Fantasy</td>\n",
       "      <td>7.50</td>\n",
       "      <td>70,416.00</td>\n",
       "      <td>Focus</td>\n",
       "      <td>3,700,000.00</td>\n",
       "      <td>43600000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>A Monster Calls</td>\n",
       "      <td>Jan 6, 2017</td>\n",
       "      <td>$43,000,000</td>\n",
       "      <td>3,740,823.00</td>\n",
       "      <td>$46,414,530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>tt2937898</td>\n",
       "      <td>A Most Violent Year</td>\n",
       "      <td>A Most Violent Year</td>\n",
       "      <td>2014</td>\n",
       "      <td>125.00</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "      <td>7.00</td>\n",
       "      <td>60,165.00</td>\n",
       "      <td>A24</td>\n",
       "      <td>5,700,000.00</td>\n",
       "      <td>6300000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>A Most Violent Year</td>\n",
       "      <td>Dec 31, 2014</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>5,749,134.00</td>\n",
       "      <td>$8,846,875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>tt1972571</td>\n",
       "      <td>A Most Wanted Man</td>\n",
       "      <td>A Most Wanted Man</td>\n",
       "      <td>2014</td>\n",
       "      <td>122.00</td>\n",
       "      <td>Crime,Drama,Thriller</td>\n",
       "      <td>6.80</td>\n",
       "      <td>67,914.00</td>\n",
       "      <td>RAtt.</td>\n",
       "      <td>17,200,000.00</td>\n",
       "      <td>19000000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>A Most Wanted Man</td>\n",
       "      <td>Jul 25, 2014</td>\n",
       "      <td>$15,000,000</td>\n",
       "      <td>17,237,855.00</td>\n",
       "      <td>$36,068,890</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>tt6644200</td>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>2018</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Drama,Horror,Sci-Fi</td>\n",
       "      <td>7.60</td>\n",
       "      <td>305,031.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>188,000,000.00</td>\n",
       "      <td>152900000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>A Quiet Place</td>\n",
       "      <td>Apr 6, 2018</td>\n",
       "      <td>$17,000,000</td>\n",
       "      <td>188,024,361.00</td>\n",
       "      <td>$334,522,294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>tt7040874</td>\n",
       "      <td>A Simple Favor</td>\n",
       "      <td>A Simple Favor</td>\n",
       "      <td>2018</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Comedy,Crime,Drama</td>\n",
       "      <td>6.90</td>\n",
       "      <td>83,338.00</td>\n",
       "      <td>LGF</td>\n",
       "      <td>53,500,000.00</td>\n",
       "      <td>44100000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>A Simple Favor</td>\n",
       "      <td>Sep 14, 2018</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>53,548,586.00</td>\n",
       "      <td>$97,628,717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>tt0763831</td>\n",
       "      <td>A Thousand Words</td>\n",
       "      <td>A Thousand Words</td>\n",
       "      <td>2012</td>\n",
       "      <td>91.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>5.90</td>\n",
       "      <td>36,387.00</td>\n",
       "      <td>P/DW</td>\n",
       "      <td>18,500,000.00</td>\n",
       "      <td>3600000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>A Thousand Words</td>\n",
       "      <td>Mar 9, 2012</td>\n",
       "      <td>$40,000,000</td>\n",
       "      <td>18,450,127.00</td>\n",
       "      <td>$20,790,486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>tt1268799</td>\n",
       "      <td>A Very Harold &amp; Kumar 3D Christmas</td>\n",
       "      <td>A Very Harold &amp; Kumar 3D Christmas</td>\n",
       "      <td>2011</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Adventure,Comedy</td>\n",
       "      <td>6.30</td>\n",
       "      <td>62,151.00</td>\n",
       "      <td>WB</td>\n",
       "      <td>35,100,000.00</td>\n",
       "      <td>326000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>A Very Harold &amp; Kumar 3D Christmas</td>\n",
       "      <td>Nov 4, 2011</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>35,061,031.00</td>\n",
       "      <td>$36,265,745</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>tt0365907</td>\n",
       "      <td>A Walk Among the Tombstones</td>\n",
       "      <td>A Walk Among the Tombstones</td>\n",
       "      <td>2014</td>\n",
       "      <td>114.00</td>\n",
       "      <td>Action,Crime,Drama</td>\n",
       "      <td>6.50</td>\n",
       "      <td>105,116.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>26,300,000.00</td>\n",
       "      <td>26900000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>A Walk Among the Tombstones</td>\n",
       "      <td>Sep 19, 2014</td>\n",
       "      <td>$28,000,000</td>\n",
       "      <td>26,017,685.00</td>\n",
       "      <td>$62,108,587</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1118</th>\n",
       "      <td>tt1235189</td>\n",
       "      <td>Wild Target</td>\n",
       "      <td>Wild Target</td>\n",
       "      <td>2010</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "      <td>6.80</td>\n",
       "      <td>33,915.00</td>\n",
       "      <td>Free</td>\n",
       "      <td>109,000.00</td>\n",
       "      <td>3300000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Wild Target</td>\n",
       "      <td>Oct 29, 2010</td>\n",
       "      <td>$8,000,000</td>\n",
       "      <td>109,338.00</td>\n",
       "      <td>$5,314,194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1119</th>\n",
       "      <td>tt1072748</td>\n",
       "      <td>Winchester</td>\n",
       "      <td>Winchester</td>\n",
       "      <td>2018</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Biography,Drama,Fantasy</td>\n",
       "      <td>5.40</td>\n",
       "      <td>24,351.00</td>\n",
       "      <td>LGF</td>\n",
       "      <td>25,100,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Winchester</td>\n",
       "      <td>Feb 2, 2018</td>\n",
       "      <td>$3,500,000</td>\n",
       "      <td>25,091,816.00</td>\n",
       "      <td>$44,378,040</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1120</th>\n",
       "      <td>tt1449283</td>\n",
       "      <td>Winnie the Pooh</td>\n",
       "      <td>Winnie the Pooh</td>\n",
       "      <td>2011</td>\n",
       "      <td>63.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>7.20</td>\n",
       "      <td>19,605.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>26,700,000.00</td>\n",
       "      <td>23200000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Winnie the Pooh</td>\n",
       "      <td>Jul 15, 2011</td>\n",
       "      <td>$30,000,000</td>\n",
       "      <td>26,692,846.00</td>\n",
       "      <td>$50,145,607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1121</th>\n",
       "      <td>tt1399683</td>\n",
       "      <td>Winter's Bone</td>\n",
       "      <td>Winter's Bone</td>\n",
       "      <td>2010</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Drama,Mystery</td>\n",
       "      <td>7.20</td>\n",
       "      <td>127,751.00</td>\n",
       "      <td>RAtt.</td>\n",
       "      <td>6,500,000.00</td>\n",
       "      <td>7300000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Winter's Bone</td>\n",
       "      <td>Jun 11, 2010</td>\n",
       "      <td>$2,000,000</td>\n",
       "      <td>6,531,503.00</td>\n",
       "      <td>$16,131,551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1122</th>\n",
       "      <td>tt2870708</td>\n",
       "      <td>Wish I Was Here</td>\n",
       "      <td>Wish I Was Here</td>\n",
       "      <td>2014</td>\n",
       "      <td>106.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>6.70</td>\n",
       "      <td>34,907.00</td>\n",
       "      <td>Focus</td>\n",
       "      <td>3,600,000.00</td>\n",
       "      <td>1900000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>Wish I Was Here</td>\n",
       "      <td>Jul 18, 2014</td>\n",
       "      <td>$6,000,000</td>\n",
       "      <td>3,591,299.00</td>\n",
       "      <td>$6,591,365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>tt5322012</td>\n",
       "      <td>Wish Upon</td>\n",
       "      <td>Wish Upon</td>\n",
       "      <td>2017</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Drama,Fantasy,Horror</td>\n",
       "      <td>5.00</td>\n",
       "      <td>14,962.00</td>\n",
       "      <td>BG</td>\n",
       "      <td>14,300,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Wish Upon</td>\n",
       "      <td>Jul 14, 2017</td>\n",
       "      <td>$12,000,000</td>\n",
       "      <td>14,301,505.00</td>\n",
       "      <td>$23,477,345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1124</th>\n",
       "      <td>tt2404425</td>\n",
       "      <td>Woman in Gold</td>\n",
       "      <td>Woman in Gold</td>\n",
       "      <td>2015</td>\n",
       "      <td>109.00</td>\n",
       "      <td>Biography,Drama,History</td>\n",
       "      <td>7.30</td>\n",
       "      <td>48,501.00</td>\n",
       "      <td>Wein.</td>\n",
       "      <td>33,299,999.00</td>\n",
       "      <td>28300000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Woman in Gold</td>\n",
       "      <td>Apr 1, 2015</td>\n",
       "      <td>$11,000,000</td>\n",
       "      <td>33,307,793.00</td>\n",
       "      <td>$58,586,407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1125</th>\n",
       "      <td>tt1870529</td>\n",
       "      <td>Won't Back Down</td>\n",
       "      <td>Won't Back Down</td>\n",
       "      <td>2012</td>\n",
       "      <td>121.00</td>\n",
       "      <td>Drama</td>\n",
       "      <td>6.40</td>\n",
       "      <td>5,915.00</td>\n",
       "      <td>Fox</td>\n",
       "      <td>5,300,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Won't Back Down</td>\n",
       "      <td>Sep 28, 2012</td>\n",
       "      <td>$19,000,000</td>\n",
       "      <td>5,310,554.00</td>\n",
       "      <td>$5,745,503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1126</th>\n",
       "      <td>tt2543472</td>\n",
       "      <td>Wonder</td>\n",
       "      <td>Wonder</td>\n",
       "      <td>2017</td>\n",
       "      <td>113.00</td>\n",
       "      <td>Drama,Family</td>\n",
       "      <td>8.00</td>\n",
       "      <td>111,632.00</td>\n",
       "      <td>LGF</td>\n",
       "      <td>132,400,000.00</td>\n",
       "      <td>173500000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Wonder</td>\n",
       "      <td>Nov 17, 2017</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>132,422,809.00</td>\n",
       "      <td>$304,604,712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1127</th>\n",
       "      <td>tt0451279</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>2017</td>\n",
       "      <td>141.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>7.50</td>\n",
       "      <td>487,527.00</td>\n",
       "      <td>WB</td>\n",
       "      <td>412,600,000.00</td>\n",
       "      <td>409300000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Wonder Woman</td>\n",
       "      <td>Jun 2, 2017</td>\n",
       "      <td>$150,000,000</td>\n",
       "      <td>412,563,408.00</td>\n",
       "      <td>$821,133,378</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128</th>\n",
       "      <td>tt4183692</td>\n",
       "      <td>Woodlawn</td>\n",
       "      <td>Woodlawn</td>\n",
       "      <td>2015</td>\n",
       "      <td>123.00</td>\n",
       "      <td>Drama,Sport</td>\n",
       "      <td>6.50</td>\n",
       "      <td>6,070.00</td>\n",
       "      <td>PFR</td>\n",
       "      <td>14,400,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Woodlawn</td>\n",
       "      <td>Oct 16, 2015</td>\n",
       "      <td>$13,000,000</td>\n",
       "      <td>14,394,097.00</td>\n",
       "      <td>$14,403,703</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>tt0816711</td>\n",
       "      <td>World War Z</td>\n",
       "      <td>World War Z</td>\n",
       "      <td>2013</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Action,Adventure,Horror</td>\n",
       "      <td>7.00</td>\n",
       "      <td>553,751.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>202,400,000.00</td>\n",
       "      <td>337600000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>World War Z</td>\n",
       "      <td>Jun 21, 2013</td>\n",
       "      <td>$190,000,000</td>\n",
       "      <td>202,359,711.00</td>\n",
       "      <td>$531,514,650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1130</th>\n",
       "      <td>tt1646987</td>\n",
       "      <td>Wrath of the Titans</td>\n",
       "      <td>Wrath of the Titans</td>\n",
       "      <td>2012</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>5.70</td>\n",
       "      <td>172,330.00</td>\n",
       "      <td>WB</td>\n",
       "      <td>83,700,000.00</td>\n",
       "      <td>221600000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Wrath of the Titans</td>\n",
       "      <td>Mar 30, 2012</td>\n",
       "      <td>$150,000,000</td>\n",
       "      <td>83,670,083.00</td>\n",
       "      <td>$305,270,083</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1131</th>\n",
       "      <td>tt1772341</td>\n",
       "      <td>Wreck-It Ralph</td>\n",
       "      <td>Wreck-It Ralph</td>\n",
       "      <td>2012</td>\n",
       "      <td>101.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>7.70</td>\n",
       "      <td>344,496.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>189,400,000.00</td>\n",
       "      <td>281800000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Wreck-It Ralph</td>\n",
       "      <td>Nov 2, 2012</td>\n",
       "      <td>$165,000,000</td>\n",
       "      <td>189,412,677.00</td>\n",
       "      <td>$496,511,521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1132</th>\n",
       "      <td>tt3385516</td>\n",
       "      <td>X-Men: Apocalypse</td>\n",
       "      <td>X-Men: Apocalypse</td>\n",
       "      <td>2016</td>\n",
       "      <td>144.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>7.00</td>\n",
       "      <td>356,556.00</td>\n",
       "      <td>Fox</td>\n",
       "      <td>155,400,000.00</td>\n",
       "      <td>388500000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>X-Men: Apocalypse</td>\n",
       "      <td>May 27, 2016</td>\n",
       "      <td>$178,000,000</td>\n",
       "      <td>155,442,489.00</td>\n",
       "      <td>$542,537,546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1133</th>\n",
       "      <td>tt1877832</td>\n",
       "      <td>X-Men: Days of Future Past</td>\n",
       "      <td>X-Men: Days of Future Past</td>\n",
       "      <td>2014</td>\n",
       "      <td>132.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>8.00</td>\n",
       "      <td>620,079.00</td>\n",
       "      <td>Fox</td>\n",
       "      <td>233,900,000.00</td>\n",
       "      <td>513900000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>X-Men: Days of Future Past</td>\n",
       "      <td>May 23, 2014</td>\n",
       "      <td>$200,000,000</td>\n",
       "      <td>233,921,534.00</td>\n",
       "      <td>$747,862,775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1134</th>\n",
       "      <td>tt1270798</td>\n",
       "      <td>X-Men: First Class</td>\n",
       "      <td>X: First Class</td>\n",
       "      <td>2011</td>\n",
       "      <td>131.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>7.70</td>\n",
       "      <td>608,930.00</td>\n",
       "      <td>Fox</td>\n",
       "      <td>146,400,000.00</td>\n",
       "      <td>207200000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>X-Men: First Class</td>\n",
       "      <td>Jun 3, 2011</td>\n",
       "      <td>$160,000,000</td>\n",
       "      <td>146,408,305.00</td>\n",
       "      <td>$355,408,305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1135</th>\n",
       "      <td>tt2178470</td>\n",
       "      <td>Yeh Jawaani Hai Deewani</td>\n",
       "      <td>Yeh Jawaani Hai Deewani</td>\n",
       "      <td>2013</td>\n",
       "      <td>160.00</td>\n",
       "      <td>Comedy,Drama,Musical</td>\n",
       "      <td>7.10</td>\n",
       "      <td>33,971.00</td>\n",
       "      <td>Eros</td>\n",
       "      <td>3,800,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>Yeh Jawaani Hai Deewani</td>\n",
       "      <td>May 31, 2013</td>\n",
       "      <td>$8,300,000</td>\n",
       "      <td>3,827,466.00</td>\n",
       "      <td>$50,827,466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136</th>\n",
       "      <td>tt1302067</td>\n",
       "      <td>Yogi Bear</td>\n",
       "      <td>Yogi Bear</td>\n",
       "      <td>2010</td>\n",
       "      <td>80.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>4.60</td>\n",
       "      <td>18,934.00</td>\n",
       "      <td>WB</td>\n",
       "      <td>100,200,000.00</td>\n",
       "      <td>101300000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Yogi Bear</td>\n",
       "      <td>Dec 17, 2010</td>\n",
       "      <td>$80,000,000</td>\n",
       "      <td>100,246,011.00</td>\n",
       "      <td>$204,774,690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1137</th>\n",
       "      <td>tt1414382</td>\n",
       "      <td>You Again</td>\n",
       "      <td>You Again</td>\n",
       "      <td>2010</td>\n",
       "      <td>105.00</td>\n",
       "      <td>Comedy,Family,Romance</td>\n",
       "      <td>5.80</td>\n",
       "      <td>46,690.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>25,700,000.00</td>\n",
       "      <td>6300000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>You Again</td>\n",
       "      <td>Sep 24, 2010</td>\n",
       "      <td>$20,000,000</td>\n",
       "      <td>25,702,053.00</td>\n",
       "      <td>$32,838,945</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1138</th>\n",
       "      <td>tt1182350</td>\n",
       "      <td>You Will Meet a Tall Dark Stranger</td>\n",
       "      <td>You Will Meet a Tall Dark Stranger</td>\n",
       "      <td>2010</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Comedy,Drama,Romance</td>\n",
       "      <td>6.30</td>\n",
       "      <td>41,608.00</td>\n",
       "      <td>SPC</td>\n",
       "      <td>3,200,000.00</td>\n",
       "      <td>31000000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>You Will Meet a Tall Dark Stranger</td>\n",
       "      <td>Sep 22, 2010</td>\n",
       "      <td>$15,000,000</td>\n",
       "      <td>3,247,816.00</td>\n",
       "      <td>$34,247,816</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1139</th>\n",
       "      <td>tt1853739</td>\n",
       "      <td>You're Next</td>\n",
       "      <td>You're Next</td>\n",
       "      <td>2011</td>\n",
       "      <td>95.00</td>\n",
       "      <td>Action,Comedy,Horror</td>\n",
       "      <td>6.60</td>\n",
       "      <td>79,451.00</td>\n",
       "      <td>LGF</td>\n",
       "      <td>18,500,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>You're Next</td>\n",
       "      <td>Aug 23, 2013</td>\n",
       "      <td>$1,000,000</td>\n",
       "      <td>18,494,006.00</td>\n",
       "      <td>$26,887,177</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1140</th>\n",
       "      <td>tt1625346</td>\n",
       "      <td>Young Adult</td>\n",
       "      <td>Young Adult</td>\n",
       "      <td>2011</td>\n",
       "      <td>94.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>6.30</td>\n",
       "      <td>74,071.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>16,300,000.00</td>\n",
       "      <td>6600000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Young Adult</td>\n",
       "      <td>Dec 9, 2011</td>\n",
       "      <td>$12,000,000</td>\n",
       "      <td>16,311,571.00</td>\n",
       "      <td>$22,750,356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>tt1240982</td>\n",
       "      <td>Your Highness</td>\n",
       "      <td>Your Highness</td>\n",
       "      <td>2011</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Adventure,Comedy,Fantasy</td>\n",
       "      <td>5.50</td>\n",
       "      <td>92,940.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>21,600,000.00</td>\n",
       "      <td>3300000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Your Highness</td>\n",
       "      <td>Apr 8, 2011</td>\n",
       "      <td>$50,000,000</td>\n",
       "      <td>21,596,445.00</td>\n",
       "      <td>$26,121,638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1142</th>\n",
       "      <td>tt1742336</td>\n",
       "      <td>Your Sister's Sister</td>\n",
       "      <td>Your Sister's Sister</td>\n",
       "      <td>2011</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>6.70</td>\n",
       "      <td>24,780.00</td>\n",
       "      <td>IFC</td>\n",
       "      <td>1,600,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Your Sister's Sister</td>\n",
       "      <td>Jun 15, 2012</td>\n",
       "      <td>$120,000</td>\n",
       "      <td>1,597,486.00</td>\n",
       "      <td>$3,090,593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1143</th>\n",
       "      <td>tt3312830</td>\n",
       "      <td>Youth</td>\n",
       "      <td>Youth</td>\n",
       "      <td>2015</td>\n",
       "      <td>124.00</td>\n",
       "      <td>Comedy,Drama,Music</td>\n",
       "      <td>7.30</td>\n",
       "      <td>64,418.00</td>\n",
       "      <td>FoxS</td>\n",
       "      <td>2,700,000.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Youth</td>\n",
       "      <td>Dec 4, 2015</td>\n",
       "      <td>$13,000,000</td>\n",
       "      <td>2,703,296.00</td>\n",
       "      <td>$24,001,573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1144</th>\n",
       "      <td>tt1790885</td>\n",
       "      <td>Zero Dark Thirty</td>\n",
       "      <td>Zero Dark Thirty</td>\n",
       "      <td>2012</td>\n",
       "      <td>157.00</td>\n",
       "      <td>Drama,Thriller</td>\n",
       "      <td>7.40</td>\n",
       "      <td>251,072.00</td>\n",
       "      <td>Sony</td>\n",
       "      <td>95,700,000.00</td>\n",
       "      <td>37100000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Zero Dark Thirty</td>\n",
       "      <td>Dec 19, 2012</td>\n",
       "      <td>$52,500,000</td>\n",
       "      <td>95,720,716.00</td>\n",
       "      <td>$134,612,435</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>tt1222817</td>\n",
       "      <td>Zookeeper</td>\n",
       "      <td>Zookeeper</td>\n",
       "      <td>2011</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Comedy,Family,Romance</td>\n",
       "      <td>5.20</td>\n",
       "      <td>52,396.00</td>\n",
       "      <td>Sony</td>\n",
       "      <td>80,400,000.00</td>\n",
       "      <td>89500000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Zookeeper</td>\n",
       "      <td>Jul 8, 2011</td>\n",
       "      <td>$80,000,000</td>\n",
       "      <td>80,360,866.00</td>\n",
       "      <td>$170,805,525</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1146</th>\n",
       "      <td>tt1608290</td>\n",
       "      <td>Zoolander 2</td>\n",
       "      <td>Zoolander 2</td>\n",
       "      <td>2016</td>\n",
       "      <td>101.00</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>4.70</td>\n",
       "      <td>59,914.00</td>\n",
       "      <td>Par.</td>\n",
       "      <td>28,800,000.00</td>\n",
       "      <td>27900000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>Zoolander 2</td>\n",
       "      <td>Feb 12, 2016</td>\n",
       "      <td>$50,000,000</td>\n",
       "      <td>28,848,693.00</td>\n",
       "      <td>$55,348,693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>tt2948356</td>\n",
       "      <td>Zootopia</td>\n",
       "      <td>Zootopia</td>\n",
       "      <td>2016</td>\n",
       "      <td>108.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>8.00</td>\n",
       "      <td>383,446.00</td>\n",
       "      <td>BV</td>\n",
       "      <td>341,300,000.00</td>\n",
       "      <td>682500000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>Zootopia</td>\n",
       "      <td>Mar 4, 2016</td>\n",
       "      <td>$150,000,000</td>\n",
       "      <td>341,268,248.00</td>\n",
       "      <td>$1,019,429,616</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1148 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         tconst                       primary_title  \\\n",
       "0     tt1179933                 10 Cloverfield Lane   \n",
       "1     tt1413492                           12 Strong   \n",
       "2     tt2024544                    12 Years a Slave   \n",
       "3     tt1542344                           127 Hours   \n",
       "4     tt2059171                             13 Sins   \n",
       "5     tt1272878                              2 Guns   \n",
       "6     tt1232829                      21 Jump Street   \n",
       "7     tt2294449                      22 Jump Street   \n",
       "8     tt2172934                      3 Days to Kill   \n",
       "9     tt1622547                  30 Minutes or Less   \n",
       "10    tt1335975                            47 Ronin   \n",
       "11    tt1486193                       5 Days of War   \n",
       "12    tt1306980                               50/50   \n",
       "13    tt6359956                A Bad Moms Christmas   \n",
       "14    tt1554091                       A Better Life   \n",
       "15    tt1571222                  A Dangerous Method   \n",
       "16    tt6265828                       A Ghost Story   \n",
       "17    tt1606378              A Good Day to Die Hard   \n",
       "18    tt2243537                     A Haunted House   \n",
       "19    tt2828996                   A Haunted House 2   \n",
       "20    tt2980210             A Hologram for the King   \n",
       "21    tt1440161              A Little Bit of Heaven   \n",
       "22    tt3416532                     A Monster Calls   \n",
       "23    tt2937898                 A Most Violent Year   \n",
       "24    tt1972571                   A Most Wanted Man   \n",
       "25    tt6644200                       A Quiet Place   \n",
       "26    tt7040874                      A Simple Favor   \n",
       "27    tt0763831                    A Thousand Words   \n",
       "28    tt1268799  A Very Harold & Kumar 3D Christmas   \n",
       "29    tt0365907         A Walk Among the Tombstones   \n",
       "...         ...                                 ...   \n",
       "1118  tt1235189                         Wild Target   \n",
       "1119  tt1072748                          Winchester   \n",
       "1120  tt1449283                     Winnie the Pooh   \n",
       "1121  tt1399683                       Winter's Bone   \n",
       "1122  tt2870708                     Wish I Was Here   \n",
       "1123  tt5322012                           Wish Upon   \n",
       "1124  tt2404425                       Woman in Gold   \n",
       "1125  tt1870529                     Won't Back Down   \n",
       "1126  tt2543472                              Wonder   \n",
       "1127  tt0451279                        Wonder Woman   \n",
       "1128  tt4183692                            Woodlawn   \n",
       "1129  tt0816711                         World War Z   \n",
       "1130  tt1646987                 Wrath of the Titans   \n",
       "1131  tt1772341                      Wreck-It Ralph   \n",
       "1132  tt3385516                   X-Men: Apocalypse   \n",
       "1133  tt1877832          X-Men: Days of Future Past   \n",
       "1134  tt1270798                  X-Men: First Class   \n",
       "1135  tt2178470             Yeh Jawaani Hai Deewani   \n",
       "1136  tt1302067                           Yogi Bear   \n",
       "1137  tt1414382                           You Again   \n",
       "1138  tt1182350  You Will Meet a Tall Dark Stranger   \n",
       "1139  tt1853739                         You're Next   \n",
       "1140  tt1625346                         Young Adult   \n",
       "1141  tt1240982                       Your Highness   \n",
       "1142  tt1742336                Your Sister's Sister   \n",
       "1143  tt3312830                               Youth   \n",
       "1144  tt1790885                    Zero Dark Thirty   \n",
       "1145  tt1222817                           Zookeeper   \n",
       "1146  tt1608290                         Zoolander 2   \n",
       "1147  tt2948356                            Zootopia   \n",
       "\n",
       "                          original_title  start_year  runtime_minutes  \\\n",
       "0                    10 Cloverfield Lane        2016           103.00   \n",
       "1                              12 Strong        2018           130.00   \n",
       "2                       12 Years a Slave        2013           134.00   \n",
       "3                              127 Hours        2010            94.00   \n",
       "4                                13 Sins        2014            93.00   \n",
       "5                                 2 Guns        2013           109.00   \n",
       "6                         21 Jump Street        2012           109.00   \n",
       "7                         22 Jump Street        2014           112.00   \n",
       "8                         3 Days to Kill        2014           117.00   \n",
       "9                     30 Minutes or Less        2011            83.00   \n",
       "10                              47 Ronin        2013           128.00   \n",
       "11                         5 Days of War        2011           113.00   \n",
       "12                                 50/50        2011           100.00   \n",
       "13                  A Bad Moms Christmas        2017           104.00   \n",
       "14                         A Better Life        2011            98.00   \n",
       "15                    A Dangerous Method        2011            99.00   \n",
       "16                         A Ghost Story        2017            92.00   \n",
       "17                A Good Day to Die Hard        2013            98.00   \n",
       "18                       A Haunted House        2013            86.00   \n",
       "19                     A Haunted House 2        2014            86.00   \n",
       "20               A Hologram for the King        2016            98.00   \n",
       "21                A Little Bit of Heaven        2011           106.00   \n",
       "22                       A Monster Calls        2016           108.00   \n",
       "23                   A Most Violent Year        2014           125.00   \n",
       "24                     A Most Wanted Man        2014           122.00   \n",
       "25                         A Quiet Place        2018            90.00   \n",
       "26                        A Simple Favor        2018           117.00   \n",
       "27                      A Thousand Words        2012            91.00   \n",
       "28    A Very Harold & Kumar 3D Christmas        2011            90.00   \n",
       "29           A Walk Among the Tombstones        2014           114.00   \n",
       "...                                  ...         ...              ...   \n",
       "1118                         Wild Target        2010            98.00   \n",
       "1119                          Winchester        2018            99.00   \n",
       "1120                     Winnie the Pooh        2011            63.00   \n",
       "1121                       Winter's Bone        2010           100.00   \n",
       "1122                     Wish I Was Here        2014           106.00   \n",
       "1123                           Wish Upon        2017            90.00   \n",
       "1124                       Woman in Gold        2015           109.00   \n",
       "1125                     Won't Back Down        2012           121.00   \n",
       "1126                              Wonder        2017           113.00   \n",
       "1127                        Wonder Woman        2017           141.00   \n",
       "1128                            Woodlawn        2015           123.00   \n",
       "1129                         World War Z        2013           116.00   \n",
       "1130                 Wrath of the Titans        2012            99.00   \n",
       "1131                      Wreck-It Ralph        2012           101.00   \n",
       "1132                   X-Men: Apocalypse        2016           144.00   \n",
       "1133          X-Men: Days of Future Past        2014           132.00   \n",
       "1134                      X: First Class        2011           131.00   \n",
       "1135             Yeh Jawaani Hai Deewani        2013           160.00   \n",
       "1136                           Yogi Bear        2010            80.00   \n",
       "1137                           You Again        2010           105.00   \n",
       "1138  You Will Meet a Tall Dark Stranger        2010            98.00   \n",
       "1139                         You're Next        2011            95.00   \n",
       "1140                         Young Adult        2011            94.00   \n",
       "1141                       Your Highness        2011           102.00   \n",
       "1142                Your Sister's Sister        2011            90.00   \n",
       "1143                               Youth        2015           124.00   \n",
       "1144                    Zero Dark Thirty        2012           157.00   \n",
       "1145                           Zookeeper        2011           102.00   \n",
       "1146                         Zoolander 2        2016           101.00   \n",
       "1147                            Zootopia        2016           108.00   \n",
       "\n",
       "                          genres  averagerating   numvotes studio  \\\n",
       "0           Drama,Horror,Mystery           7.20 260,383.00   Par.   \n",
       "1           Action,Drama,History           6.60  50,155.00     WB   \n",
       "2        Biography,Drama,History           8.10 577,301.00   FoxS   \n",
       "3      Adventure,Biography,Drama           7.60 323,949.00   FoxS   \n",
       "4                Horror,Thriller           6.30  29,550.00   RTWC   \n",
       "5            Action,Comedy,Crime           6.70 182,025.00   Uni.   \n",
       "6            Action,Comedy,Crime           7.20 477,771.00   Sony   \n",
       "7            Action,Comedy,Crime           7.00 319,504.00   Sony   \n",
       "8          Action,Drama,Thriller           6.20  81,681.00  Rela.   \n",
       "9            Action,Comedy,Crime           6.10  87,254.00   Sony   \n",
       "10        Action,Adventure,Drama           6.30 135,754.00   Uni.   \n",
       "11              Action,Drama,War           5.60  13,089.00  Anch.   \n",
       "12          Comedy,Drama,Romance           7.70 300,475.00   Sum.   \n",
       "13              Adventure,Comedy           5.50  33,056.00    STX   \n",
       "14                 Drama,Romance           7.20  14,602.00   Sum.   \n",
       "15       Biography,Drama,Romance           6.40  93,259.00    SPC   \n",
       "16         Drama,Fantasy,Romance           6.80  46,280.00    A24   \n",
       "17               Action,Thriller           5.30 188,383.00    Fox   \n",
       "18                Comedy,Fantasy           5.10  40,308.00    ORF   \n",
       "19                Comedy,Fantasy           4.70  18,085.00    ORF   \n",
       "20          Comedy,Drama,Romance           6.10  36,062.00  RAtt.   \n",
       "21          Comedy,Drama,Fantasy           6.30  26,441.00    MNE   \n",
       "22       Animation,Drama,Fantasy           7.50  70,416.00  Focus   \n",
       "23          Crime,Drama,Thriller           7.00  60,165.00    A24   \n",
       "24          Crime,Drama,Thriller           6.80  67,914.00  RAtt.   \n",
       "25           Drama,Horror,Sci-Fi           7.60 305,031.00   Par.   \n",
       "26            Comedy,Crime,Drama           6.90  83,338.00    LGF   \n",
       "27                  Comedy,Drama           5.90  36,387.00   P/DW   \n",
       "28              Adventure,Comedy           6.30  62,151.00     WB   \n",
       "29            Action,Crime,Drama           6.50 105,116.00   Uni.   \n",
       "...                          ...            ...        ...    ...   \n",
       "1118         Action,Comedy,Crime           6.80  33,915.00   Free   \n",
       "1119     Biography,Drama,Fantasy           5.40  24,351.00    LGF   \n",
       "1120  Adventure,Animation,Comedy           7.20  19,605.00     BV   \n",
       "1121               Drama,Mystery           7.20 127,751.00  RAtt.   \n",
       "1122                Comedy,Drama           6.70  34,907.00  Focus   \n",
       "1123        Drama,Fantasy,Horror           5.00  14,962.00     BG   \n",
       "1124     Biography,Drama,History           7.30  48,501.00  Wein.   \n",
       "1125                       Drama           6.40   5,915.00    Fox   \n",
       "1126                Drama,Family           8.00 111,632.00    LGF   \n",
       "1127    Action,Adventure,Fantasy           7.50 487,527.00     WB   \n",
       "1128                 Drama,Sport           6.50   6,070.00    PFR   \n",
       "1129     Action,Adventure,Horror           7.00 553,751.00   Par.   \n",
       "1130    Action,Adventure,Fantasy           5.70 172,330.00     WB   \n",
       "1131  Adventure,Animation,Comedy           7.70 344,496.00     BV   \n",
       "1132     Action,Adventure,Sci-Fi           7.00 356,556.00    Fox   \n",
       "1133     Action,Adventure,Sci-Fi           8.00 620,079.00    Fox   \n",
       "1134     Action,Adventure,Sci-Fi           7.70 608,930.00    Fox   \n",
       "1135        Comedy,Drama,Musical           7.10  33,971.00   Eros   \n",
       "1136  Adventure,Animation,Comedy           4.60  18,934.00     WB   \n",
       "1137       Comedy,Family,Romance           5.80  46,690.00     BV   \n",
       "1138        Comedy,Drama,Romance           6.30  41,608.00    SPC   \n",
       "1139        Action,Comedy,Horror           6.60  79,451.00    LGF   \n",
       "1140                Comedy,Drama           6.30  74,071.00   Par.   \n",
       "1141    Adventure,Comedy,Fantasy           5.50  92,940.00   Uni.   \n",
       "1142                Comedy,Drama           6.70  24,780.00    IFC   \n",
       "1143          Comedy,Drama,Music           7.30  64,418.00   FoxS   \n",
       "1144              Drama,Thriller           7.40 251,072.00   Sony   \n",
       "1145       Comedy,Family,Romance           5.20  52,396.00   Sony   \n",
       "1146                      Comedy           4.70  59,914.00   Par.   \n",
       "1147  Adventure,Animation,Comedy           8.00 383,446.00     BV   \n",
       "\n",
       "      domestic_gross_x foreign_gross  year  ct  \\\n",
       "0        72,100,000.00      38100000  2016   1   \n",
       "1        45,800,000.00      21600000  2018   1   \n",
       "2        56,700,000.00     131100000  2013   1   \n",
       "3        18,300,000.00      42400000  2010   1   \n",
       "4            13,800.00           NaN  2014   1   \n",
       "5        75,600,000.00      56300000  2013   1   \n",
       "6       138,400,000.00      63100000  2012   1   \n",
       "7       191,700,000.00     139600000  2014   1   \n",
       "8        30,700,000.00      21900000  2014   1   \n",
       "9        37,100,000.00       3500000  2011   1   \n",
       "10       38,400,000.00     113400000  2013   1   \n",
       "11           17,500.00           NaN  2011   1   \n",
       "12       35,000,000.00       4200000  2011   1   \n",
       "13       72,100,000.00      58400000  2017   1   \n",
       "14        1,800,000.00           NaN  2011   1   \n",
       "15        5,700,000.00      21800000  2011   1   \n",
       "16        1,600,000.00           NaN  2017   1   \n",
       "17       67,300,000.00     237300000  2013   1   \n",
       "18       40,000,000.00      20100000  2013   1   \n",
       "19       17,300,000.00       6600000  2014   1   \n",
       "20        4,200,000.00           NaN  2016   1   \n",
       "21           15,400.00       1300000  2012   1   \n",
       "22        3,700,000.00      43600000  2016   1   \n",
       "23        5,700,000.00       6300000  2014   1   \n",
       "24       17,200,000.00      19000000  2014   1   \n",
       "25      188,000,000.00     152900000  2018   1   \n",
       "26       53,500,000.00      44100000  2018   1   \n",
       "27       18,500,000.00       3600000  2012   1   \n",
       "28       35,100,000.00        326000  2011   1   \n",
       "29       26,300,000.00      26900000  2014   1   \n",
       "...                ...           ...   ...  ..   \n",
       "1118        109,000.00       3300000  2010   1   \n",
       "1119     25,100,000.00           NaN  2018   1   \n",
       "1120     26,700,000.00      23200000  2011   1   \n",
       "1121      6,500,000.00       7300000  2010   1   \n",
       "1122      3,600,000.00       1900000  2014   1   \n",
       "1123     14,300,000.00           NaN  2017   1   \n",
       "1124     33,299,999.00      28300000  2015   1   \n",
       "1125      5,300,000.00           NaN  2012   1   \n",
       "1126    132,400,000.00     173500000  2017   1   \n",
       "1127    412,600,000.00     409300000  2017   1   \n",
       "1128     14,400,000.00           NaN  2015   1   \n",
       "1129    202,400,000.00     337600000  2013   1   \n",
       "1130     83,700,000.00     221600000  2012   1   \n",
       "1131    189,400,000.00     281800000  2012   1   \n",
       "1132    155,400,000.00     388500000  2016   1   \n",
       "1133    233,900,000.00     513900000  2014   1   \n",
       "1134    146,400,000.00     207200000  2011   1   \n",
       "1135      3,800,000.00           NaN  2013   1   \n",
       "1136    100,200,000.00     101300000  2010   1   \n",
       "1137     25,700,000.00       6300000  2010   1   \n",
       "1138      3,200,000.00      31000000  2010   1   \n",
       "1139     18,500,000.00           NaN  2013   1   \n",
       "1140     16,300,000.00       6600000  2011   1   \n",
       "1141     21,600,000.00       3300000  2011   1   \n",
       "1142      1,600,000.00           NaN  2012   1   \n",
       "1143      2,700,000.00           NaN  2015   1   \n",
       "1144     95,700,000.00      37100000  2012   1   \n",
       "1145     80,400,000.00      89500000  2011   1   \n",
       "1146     28,800,000.00      27900000  2016   1   \n",
       "1147    341,300,000.00     682500000  2016   1   \n",
       "\n",
       "                                   movie  release_date production_budget  \\\n",
       "0                    10 Cloverfield Lane  Mar 11, 2016        $5,000,000   \n",
       "1                              12 Strong  Jan 19, 2018       $35,000,000   \n",
       "2                       12 Years a Slave  Oct 18, 2013       $20,000,000   \n",
       "3                              127 Hours   Nov 5, 2010       $18,000,000   \n",
       "4                                13 Sins  Apr 18, 2014        $4,000,000   \n",
       "5                                 2 Guns   Aug 2, 2013       $61,000,000   \n",
       "6                         21 Jump Street  Mar 16, 2012       $42,000,000   \n",
       "7                         22 Jump Street  Jun 13, 2014       $50,000,000   \n",
       "8                         3 Days to Kill  Feb 21, 2014       $28,000,000   \n",
       "9                     30 Minutes or Less  Aug 12, 2011       $28,000,000   \n",
       "10                              47 Ronin  Dec 25, 2013      $175,000,000   \n",
       "11                         5 Days of War  Aug 19, 2011       $12,000,000   \n",
       "12                                 50/50  Sep 30, 2011        $8,000,000   \n",
       "13                  A Bad Moms Christmas   Nov 1, 2017       $28,000,000   \n",
       "14                         A Better Life  Jun 24, 2011       $10,000,000   \n",
       "15                    A Dangerous Method  Nov 23, 2011       $20,000,000   \n",
       "16                         A Ghost Story   Jul 7, 2017          $100,000   \n",
       "17                A Good Day to Die Hard  Feb 14, 2013       $92,000,000   \n",
       "18                       A Haunted House  Jan 11, 2013        $2,500,000   \n",
       "19                     A Haunted House 2  Apr 18, 2014        $4,000,000   \n",
       "20               A Hologram for the King  Apr 22, 2016       $35,000,000   \n",
       "21                A Little Bit of Heaven   May 4, 2012       $12,500,000   \n",
       "22                       A Monster Calls   Jan 6, 2017       $43,000,000   \n",
       "23                   A Most Violent Year  Dec 31, 2014       $20,000,000   \n",
       "24                     A Most Wanted Man  Jul 25, 2014       $15,000,000   \n",
       "25                         A Quiet Place   Apr 6, 2018       $17,000,000   \n",
       "26                        A Simple Favor  Sep 14, 2018       $20,000,000   \n",
       "27                      A Thousand Words   Mar 9, 2012       $40,000,000   \n",
       "28    A Very Harold & Kumar 3D Christmas   Nov 4, 2011       $20,000,000   \n",
       "29           A Walk Among the Tombstones  Sep 19, 2014       $28,000,000   \n",
       "...                                  ...           ...               ...   \n",
       "1118                         Wild Target  Oct 29, 2010        $8,000,000   \n",
       "1119                          Winchester   Feb 2, 2018        $3,500,000   \n",
       "1120                     Winnie the Pooh  Jul 15, 2011       $30,000,000   \n",
       "1121                       Winter's Bone  Jun 11, 2010        $2,000,000   \n",
       "1122                     Wish I Was Here  Jul 18, 2014        $6,000,000   \n",
       "1123                           Wish Upon  Jul 14, 2017       $12,000,000   \n",
       "1124                       Woman in Gold   Apr 1, 2015       $11,000,000   \n",
       "1125                     Won't Back Down  Sep 28, 2012       $19,000,000   \n",
       "1126                              Wonder  Nov 17, 2017       $20,000,000   \n",
       "1127                        Wonder Woman   Jun 2, 2017      $150,000,000   \n",
       "1128                            Woodlawn  Oct 16, 2015       $13,000,000   \n",
       "1129                         World War Z  Jun 21, 2013      $190,000,000   \n",
       "1130                 Wrath of the Titans  Mar 30, 2012      $150,000,000   \n",
       "1131                      Wreck-It Ralph   Nov 2, 2012      $165,000,000   \n",
       "1132                   X-Men: Apocalypse  May 27, 2016      $178,000,000   \n",
       "1133          X-Men: Days of Future Past  May 23, 2014      $200,000,000   \n",
       "1134                  X-Men: First Class   Jun 3, 2011      $160,000,000   \n",
       "1135             Yeh Jawaani Hai Deewani  May 31, 2013        $8,300,000   \n",
       "1136                           Yogi Bear  Dec 17, 2010       $80,000,000   \n",
       "1137                           You Again  Sep 24, 2010       $20,000,000   \n",
       "1138  You Will Meet a Tall Dark Stranger  Sep 22, 2010       $15,000,000   \n",
       "1139                         You're Next  Aug 23, 2013        $1,000,000   \n",
       "1140                         Young Adult   Dec 9, 2011       $12,000,000   \n",
       "1141                       Your Highness   Apr 8, 2011       $50,000,000   \n",
       "1142                Your Sister's Sister  Jun 15, 2012          $120,000   \n",
       "1143                               Youth   Dec 4, 2015       $13,000,000   \n",
       "1144                    Zero Dark Thirty  Dec 19, 2012       $52,500,000   \n",
       "1145                           Zookeeper   Jul 8, 2011       $80,000,000   \n",
       "1146                         Zoolander 2  Feb 12, 2016       $50,000,000   \n",
       "1147                            Zootopia   Mar 4, 2016      $150,000,000   \n",
       "\n",
       "      domestic_gross_y worldwide_gross  \n",
       "0        72,082,999.00    $108,286,422  \n",
       "1        45,819,713.00     $71,118,378  \n",
       "2        56,671,993.00    $181,025,343  \n",
       "3        18,335,230.00     $60,217,171  \n",
       "4             9,134.00         $47,552  \n",
       "5        75,612,460.00    $132,493,015  \n",
       "6       138,447,667.00    $202,812,429  \n",
       "7       191,719,337.00    $331,333,876  \n",
       "8        30,697,999.00     $38,959,900  \n",
       "9        37,053,924.00     $40,966,716  \n",
       "10       38,362,475.00    $151,716,815  \n",
       "11           17,479.00         $87,793  \n",
       "12       35,016,118.00     $41,334,735  \n",
       "13       72,110,659.00    $127,710,550  \n",
       "14        1,759,252.00      $1,884,251  \n",
       "15        5,702,083.00     $14,807,531  \n",
       "16        1,594,798.00      $2,769,782  \n",
       "17       67,349,198.00    $304,249,198  \n",
       "18       40,041,683.00     $59,922,558  \n",
       "19       17,329,487.00     $21,206,861  \n",
       "20        4,212,494.00     $11,846,010  \n",
       "21           10,011.00      $1,100,287  \n",
       "22        3,740,823.00     $46,414,530  \n",
       "23        5,749,134.00      $8,846,875  \n",
       "24       17,237,855.00     $36,068,890  \n",
       "25      188,024,361.00    $334,522,294  \n",
       "26       53,548,586.00     $97,628,717  \n",
       "27       18,450,127.00     $20,790,486  \n",
       "28       35,061,031.00     $36,265,745  \n",
       "29       26,017,685.00     $62,108,587  \n",
       "...                ...             ...  \n",
       "1118        109,338.00      $5,314,194  \n",
       "1119     25,091,816.00     $44,378,040  \n",
       "1120     26,692,846.00     $50,145,607  \n",
       "1121      6,531,503.00     $16,131,551  \n",
       "1122      3,591,299.00      $6,591,365  \n",
       "1123     14,301,505.00     $23,477,345  \n",
       "1124     33,307,793.00     $58,586,407  \n",
       "1125      5,310,554.00      $5,745,503  \n",
       "1126    132,422,809.00    $304,604,712  \n",
       "1127    412,563,408.00    $821,133,378  \n",
       "1128     14,394,097.00     $14,403,703  \n",
       "1129    202,359,711.00    $531,514,650  \n",
       "1130     83,670,083.00    $305,270,083  \n",
       "1131    189,412,677.00    $496,511,521  \n",
       "1132    155,442,489.00    $542,537,546  \n",
       "1133    233,921,534.00    $747,862,775  \n",
       "1134    146,408,305.00    $355,408,305  \n",
       "1135      3,827,466.00     $50,827,466  \n",
       "1136    100,246,011.00    $204,774,690  \n",
       "1137     25,702,053.00     $32,838,945  \n",
       "1138      3,247,816.00     $34,247,816  \n",
       "1139     18,494,006.00     $26,887,177  \n",
       "1140     16,311,571.00     $22,750,356  \n",
       "1141     21,596,445.00     $26,121,638  \n",
       "1142      1,597,486.00      $3,090,593  \n",
       "1143      2,703,296.00     $24,001,573  \n",
       "1144     95,720,716.00    $134,612,435  \n",
       "1145     80,360,866.00    $170,805,525  \n",
       "1146     28,848,693.00     $55,348,693  \n",
       "1147    341,268,248.00  $1,019,429,616  \n",
       "\n",
       "[1148 rows x 18 columns]"
      ]
     },
     "execution_count": 488,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df_and_tn.domestic_gross_y = top_studios_df_and_tn.domestic_gross_y.apply(lambda x: strip_punctuation_from_number_string(x)).astype(float)\n",
    "top_studios_df_and_tn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn.worldwide_gross = top_studios_df_and_tn.worldwide_gross.apply(lambda x: strip_punctuation_from_number_string(x)).astype(float)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 490,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn.production_budget = top_studios_df_and_tn.production_budget.apply(lambda x: strip_punctuation_from_number_string(x)).astype(float)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Rename some of the columns and calculate some new columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 494,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "top_studios_df_and_tn = top_studios_df_and_tn.rename(columns={'domestic_gross_x':'bom_dom_gross',\n",
    "                                                              'foreign_gross': 'bom_for_gross',\n",
    "                                                              'production_budget': 'tn_prod_budget',\n",
    "                                                              'domestic_gross_y':'tn_dom_gross',\n",
    "                                                              'worldwide_gross': 'tn_world_gross'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 495,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn['tn_profit'] = top_studios_df_and_tn['tn_world_gross'] - top_studios_df_and_tn['tn_prod_budget']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 496,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn['tn_roi'] = top_studios_df_and_tn['tn_profit']/top_studios_df_and_tn['tn_prod_budget'] "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 497,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn = top_studios_df_and_tn.drop('movie', axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn.info()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 680,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Horror,Mystery,Thriller', 'Horror', 'Adventure,Horror',\n",
       "       'Comedy,Documentary', 'Biography,Drama,Fantasy',\n",
       "       'Drama,Horror,Thriller', 'Comedy,Fantasy', 'Action,Mystery,Sci-Fi',\n",
       "       'Horror,Thriller', 'Adventure,Drama,Fantasy'],\n",
       "      dtype='object', name='genres')"
      ]
     },
     "execution_count": 680,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top10_roi_genres = top_studios_df_and_tn.groupby('genres').mean().sort_values(ascending=False, \n",
    "                                                   by='tn_roi')['tn_roi'][:10]\n",
    "top10_roi_genres.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 737,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(50, 3)"
      ]
     },
     "execution_count": 737,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_roi_genres = top_studios_df_and_tn.sort_values(ascending=False, by='tn_roi')[['primary_title','tn_roi','genres']][:500]\n",
    "all_roi_genres['ct']=1\n",
    "df_grouped = all_roi_genres.groupby('genres').count().sort_values(ascending=False, by='ct')\n",
    "top_genres = df_grouped[df_grouped['ct']>2]\n",
    "top_genres.shape\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Try to remap the categories into simpler ones"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 775,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_studios_df_and_tn[top_studios_df_and_tn.genres.isin(animation_genres)].groupby('genres').sum()['ct']\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 778,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "genres\n",
       "Action,Adventure,Animation    13\n",
       "Action,Animation,Comedy        3\n",
       "Adventure,Animation,Comedy    61\n",
       "Adventure,Animation,Drama      1\n",
       "Adventure,Animation,Family     3\n",
       "Animation,Comedy,Drama         1\n",
       "Animation,Comedy,Family        5\n",
       "Animation,Drama,Fantasy        1\n",
       "Name: ct, dtype: int64"
      ]
     },
     "execution_count": 778,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "animation_genres = top_studios_df_and_tn[top_studios_df_and_tn.genres.str.contains('Animation')].genres.unique()\n",
    "print(len(animation_genres))\n",
    "animation_genres\n",
    "top_studios_df_and_tn[top_studios_df_and_tn.genres.isin(animation_genres)].groupby('genres').sum()['ct']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 779,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "genres\n",
       "Action,Adventure,Family     5\n",
       "Action,Comedy,Family        2\n",
       "Action,Drama,Family         2\n",
       "Action,Family,Fantasy       1\n",
       "Adventure,Comedy,Family     9\n",
       "Adventure,Drama,Family      3\n",
       "Adventure,Family,Fantasy    8\n",
       "Adventure,Family,Sci-Fi     1\n",
       "Biography,Drama,Family      4\n",
       "Comedy,Drama,Family         4\n",
       "Comedy,Family               9\n",
       "Comedy,Family,Fantasy       2\n",
       "Comedy,Family,Romance       2\n",
       "Drama,Family                5\n",
       "Drama,Family,Music          1\n",
       "Drama,Family,Sport          1\n",
       "Name: ct, dtype: int64"
      ]
     },
     "execution_count": 779,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "family_genres = top_studios_df_and_tn[(~top_studios_df_and_tn.genres.isin(animation_genres)) &\n",
    "                                        (top_studios_df_and_tn.genres.str.contains('Family'))].genres.unique()\n",
    "print(len(family_genres))\n",
    "family_genres\n",
    "top_studios_df_and_tn[top_studios_df_and_tn.genres.isin(family_genres)].groupby('genres').sum()['ct']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "27 out of 190 genres contain the word 'Horror'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 804,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "122"
      ]
     },
     "execution_count": 804,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "horror_genres = top_studios_df_and_tn[(~top_studios_df_and_tn.genres.isin(animation_genres)) &\n",
    "                                      (~top_studios_df_and_tn.genres.isin(family_genres)) &\n",
    "                                        (top_studios_df_and_tn.genres.str.contains('Horror'))].genres.unique()\n",
    "len(horror_genres)\n",
    "horror_df = top_studios_df_and_tn[top_studios_df_and_tn.genres.isin(horror_genres)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 791,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "139"
      ]
     },
     "execution_count": 791,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unmapped_genres = top_studios_df_and_tn[(~top_studios_df_and_tn.genres.isin(animation_genres)) &\n",
    "                                        (~top_studios_df_and_tn.genres.isin(family_genres)) &\n",
    "                                        (~top_studios_df_and_tn.genres.isin(horror_genres))].genres.unique()\n",
    "#unmapped_genres.groupby('genres').sum()['ct']\n",
    "len(unmapped_genres)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 793,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "60\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "array(['Action,Drama,History', 'Adventure,Biography,Drama',\n",
       "       'Action,Comedy,Crime', 'Action,Drama,Thriller',\n",
       "       'Action,Adventure,Drama', 'Action,Drama,War', 'Adventure,Comedy',\n",
       "       'Action,Thriller', 'Action,Crime,Drama',\n",
       "       'Adventure,Biography,Comedy', 'Action,Mystery,Thriller',\n",
       "       'Action,Adventure,Biography', 'Action,Crime,Mystery',\n",
       "       'Action,Drama,Romance', 'Adventure,Drama,Romance',\n",
       "       'Action,Biography,Comedy', 'Action,Biography,Drama',\n",
       "       'Action,Comedy,Sci-Fi', 'Action,Adventure,Comedy',\n",
       "       'Action,Adventure,Fantasy', 'Action,Adventure,Sci-Fi',\n",
       "       'Action,Drama', 'Action,Comedy,Drama', 'Adventure,Drama,Fantasy',\n",
       "       'Action,Crime,Thriller', 'Action,Adventure,Western',\n",
       "       'Action,Crime', 'Action,Drama,Mystery', 'Action,Adventure,Mystery',\n",
       "       'Action,Drama,Fantasy', 'Action,Crime,Sci-Fi',\n",
       "       'Action,Fantasy,Thriller', 'Action,Sci-Fi', 'Action,Drama,Sci-Fi',\n",
       "       'Action,Adventure', 'Adventure,Comedy,Drama',\n",
       "       'Action,Sci-Fi,Thriller', 'Adventure,Comedy,Music',\n",
       "       'Action,Comedy,Sport', 'Action,Adventure,Crime',\n",
       "       'Adventure,Comedy,Crime', 'Adventure,Drama,Sci-Fi',\n",
       "       'Adventure,Fantasy', 'Action,Drama,Western', 'Action,Comedy',\n",
       "       'Action,Comedy,Romance', 'Adventure,Drama',\n",
       "       'Action,Biography,Crime', 'Action,Adventure,Thriller',\n",
       "       'Adventure,Comedy,Romance', 'Adventure,Comedy,Sci-Fi',\n",
       "       'Adventure,Mystery,Sci-Fi', 'Adventure,Drama,Thriller',\n",
       "       'Action,Drama,Sport', 'Adventure,Comedy,Fantasy', 'Action',\n",
       "       'Action,Mystery,Sci-Fi', 'Action,Fantasy,Western',\n",
       "       'Adventure,Crime,Drama', 'Adventure,Drama,Western'], dtype=object)"
      ]
     },
     "execution_count": 793,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "action_genres=top_studios_df_and_tn[(top_studios_df_and_tn.genres.isin(unmapped_genres)) &\n",
    "                                        ((top_studios_df_and_tn.genres.str.contains('Action')) |\n",
    "                                        (top_studios_df_and_tn.genres.str.contains('Adventure')))].genres.unique()\n",
    "print(len(action_genres))\n",
    "action_genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 800,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "genres\n",
       "Comedy,Drama,Romance        50\n",
       "Comedy,Drama                39\n",
       "Comedy                      37\n",
       "Drama                       35\n",
       "Drama,Romance               30\n",
       "Comedy,Romance              29\n",
       "Biography,Drama,History     21\n",
       "Drama,Thriller              18\n",
       "Biography,Comedy,Drama      17\n",
       "Crime,Drama,Thriller        17\n",
       "Biography,Drama             16\n",
       "Crime,Drama                 13\n",
       "Biography,Crime,Drama       11\n",
       "Crime,Drama,Mystery         10\n",
       "Comedy,Crime,Drama           9\n",
       "Comedy,Drama,Music           8\n",
       "Biography,Drama,Sport        8\n",
       "Drama,Sport                  8\n",
       "Drama,Mystery,Thriller       7\n",
       "Drama,Mystery,Sci-Fi         7\n",
       "Drama,Fantasy,Romance        7\n",
       "Biography,Drama,Thriller     7\n",
       "Comedy,Crime                 6\n",
       "Drama,Music                  6\n",
       "Biography,Drama,Romance      6\n",
       "Biography,Drama,Music        5\n",
       "Comedy,Drama,Fantasy         4\n",
       "Comedy,Fantasy               4\n",
       "Drama,Music,Romance          4\n",
       "Drama,Romance,Sci-Fi         4\n",
       "                            ..\n",
       "Drama,Sci-Fi                 2\n",
       "Drama,Sci-Fi,Thriller        2\n",
       "Comedy,Romance,Sport         2\n",
       "Drama,Thriller,War           2\n",
       "Drama,War                    2\n",
       "Mystery,Sci-Fi,Thriller      2\n",
       "Biography,Drama,War          1\n",
       "Biography,Drama,Musical      1\n",
       "Biography,Drama,Fantasy      1\n",
       "Music                        1\n",
       "Drama,Mystery                1\n",
       "Drama,Romance,War            1\n",
       "Documentary,History          1\n",
       "Comedy,Documentary           1\n",
       "Comedy,Sci-Fi                1\n",
       "Documentary,War              1\n",
       "Crime,Drama,Romance          1\n",
       "Mystery,Thriller             1\n",
       "Drama,Fantasy,Music          1\n",
       "Crime,Documentary            1\n",
       "Comedy,Sport                 1\n",
       "Drama,Fantasy,Mystery        1\n",
       "Drama,Music,Musical          1\n",
       "Comedy,Mystery,Sci-Fi        1\n",
       "Comedy,Mystery               1\n",
       "Drama,History                1\n",
       "Comedy,Drama,Sport           1\n",
       "Drama,History,Romance        1\n",
       "Comedy,Drama,History         1\n",
       "Romance,Sci-Fi,Thriller      1\n",
       "Name: ct, Length: 79, dtype: int64"
      ]
     },
     "execution_count": 800,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "unmapped_genres = top_studios_df_and_tn[(~top_studios_df_and_tn.genres.isin(animation_genres)) &\n",
    "                                        (~top_studios_df_and_tn.genres.isin(family_genres)) &\n",
    "                                        (~top_studios_df_and_tn.genres.isin(action_genres)) &\n",
    "                                        (~top_studios_df_and_tn.genres.isin(horror_genres))].genres.unique()\n",
    "#unmapped_genres.groupby('genres').sum()['ct']\n",
    "len(unmapped_genres)\n",
    "s = top_studios_df_and_tn[top_studios_df_and_tn.genres.isin(unmapped_genres)].groupby('genres').sum()['ct']\n",
    "s.sort_values(ascending=False)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create a dataframe that just has titles from our project dataset with ROI greater than 10x multiplier\n",
    "- Print out some mean statistics on the project dataset overall vs just the 10x ROI subset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 511,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Index(['Uni.', 'WB (NL)', 'Par.', 'Fox', 'WB', 'LGF', 'Sony', 'FoxS', 'BV',\n",
      "       'Wein.'],\n",
      "      dtype='object', name='studio')\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_roi = top_studios_df_and_tn[top_studios_df_and_tn['tn_roi']>1]\n",
    "top_roi_studios_df = top_studios_df_and_tn[top_studios_df_and_tn['tn_roi']>1].groupby(['studio']).sum()\\\n",
    "                    .sort_values(by='tn_roi', ascending=False)[:10]\n",
    "print(top_roi_studios_df.index)\n",
    "top_studios_df_and_tn[top_studios_df_and_tn['studio'].isin(top_roi_studios_df.index)]['tn_prod_budget'].hist(by=top_studios_df_and_tn['studio']);\n",
    "#top_roi_studios_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 512,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean number of votes among studios with top ROI 173839.90883190883\n",
      "Mean rating among studios with top ROI 6.491595441595434\n",
      "Mean worldwide_gross among studios with top ROI 225943997.008547\n",
      "Mean worldwide_gross among studios for top ROI 298281965.7954071\n",
      "Mean production budget among studios with top ROI 65550566.452991456\n",
      "Mean production budget among studios for top ROI films 69439243.52818371\n",
      "\n",
      "Genres produced among studios with top ROI films:\n",
      " genres\n",
      "Adventure,Animation,Comedy    53\n",
      "Action,Adventure,Sci-Fi       41\n",
      "Comedy                        29\n",
      "Comedy,Drama,Romance          22\n",
      "Comedy,Romance                21\n",
      "Action,Comedy,Crime           21\n",
      "Comedy,Drama                  21\n",
      "Action,Adventure,Fantasy      20\n",
      "Horror,Mystery,Thriller       20\n",
      "Action,Adventure,Drama        17\n",
      "Action,Adventure,Comedy       16\n",
      "Drama,Romance                 16\n",
      "Biography,Drama,History       15\n",
      "Action,Crime,Drama            12\n",
      "Action,Crime,Thriller         11\n",
      "Biography,Comedy,Drama        11\n",
      "Action,Thriller               10\n",
      "Drama                         10\n",
      "Action,Adventure,Thriller      9\n",
      "Horror,Thriller                9\n",
      "Crime,Drama,Thriller           8\n",
      "Comedy,Family                  8\n",
      "Adventure,Family,Fantasy       8\n",
      "Adventure,Comedy,Family        8\n",
      "Action,Adventure,Animation     7\n",
      "Drama,Thriller                 7\n",
      "Biography,Drama,Sport          7\n",
      "Biography,Drama                7\n",
      "Horror                         6\n",
      "Crime,Drama                    6\n",
      "                              ..\n",
      "Drama,Sci-Fi                   1\n",
      "Drama,Sci-Fi,Thriller          1\n",
      "Drama,Thriller,War             1\n",
      "Drama,War                      1\n",
      "Drama,Western                  1\n",
      "Fantasy,Horror,Mystery         1\n",
      "Horror,Sci-Fi,Thriller         1\n",
      "Mystery,Sci-Fi,Thriller        1\n",
      "Comedy,Romance,Sport           1\n",
      "Comedy,Mystery                 1\n",
      "Adventure,Comedy,Music         1\n",
      "Comedy,Music,Romance           1\n",
      "Adventure,Comedy,Romance       1\n",
      "Adventure,Comedy,Sci-Fi        1\n",
      "Adventure,Drama,Western        1\n",
      "Adventure,Mystery,Sci-Fi       1\n",
      "Animation,Comedy,Drama         1\n",
      "Biography,Comedy,Crime         1\n",
      "Biography,Drama,Fantasy        1\n",
      "Biography,Drama,Musical        1\n",
      "Mystery,Thriller               1\n",
      "Comedy,Crime,Romance           1\n",
      "Comedy,Crime,Thriller          1\n",
      "Comedy,Drama,Fantasy           1\n",
      "Comedy,Drama,History           1\n",
      "Comedy,Drama,Musical           1\n",
      "Comedy,Drama,Mystery           1\n",
      "Comedy,Drama,Sport             1\n",
      "Comedy,Fantasy,Romance         1\n",
      "Action                         1\n",
      "Name: ct, Length: 143, dtype: int64\n",
      "\n",
      "Genres produced among studios for top ROI films:\n",
      " genres\n",
      "Adventure,Animation,Comedy    44\n",
      "Action,Adventure,Sci-Fi       36\n",
      "Comedy                        19\n",
      "Horror,Mystery,Thriller       19\n",
      "Comedy,Drama                  15\n",
      "Action,Adventure,Fantasy      15\n",
      "Comedy,Drama,Romance          14\n",
      "Comedy,Romance                14\n",
      "Action,Comedy,Crime           13\n",
      "Action,Adventure,Comedy       11\n",
      "Biography,Drama,History       11\n",
      "Action,Crime,Drama            10\n",
      "Drama,Romance                 10\n",
      "Action,Crime,Thriller          8\n",
      "Action,Adventure,Thriller      8\n",
      "Action,Adventure,Drama         7\n",
      "Horror,Thriller                7\n",
      "Action,Thriller                7\n",
      "Biography,Comedy,Drama         6\n",
      "Biography,Drama                6\n",
      "Action,Adventure,Animation     6\n",
      "Horror                         6\n",
      "Comedy,Family                  5\n",
      "Animation,Comedy,Family        5\n",
      "Action,Adventure,Crime         5\n",
      "Adventure,Comedy,Family        5\n",
      "Drama,Thriller                 5\n",
      "Drama,Horror,Mystery           5\n",
      "Action,Mystery,Thriller        5\n",
      "Biography,Drama,Sport          4\n",
      "                              ..\n",
      "Crime,Horror,Mystery           1\n",
      "Drama,Fantasy,Music            1\n",
      "Drama,History,Thriller         1\n",
      "Drama,Horror,Sci-Fi            1\n",
      "Comedy,Fantasy                 1\n",
      "Drama,Sci-Fi,Thriller          1\n",
      "Drama,War                      1\n",
      "Drama,Western                  1\n",
      "Fantasy,Horror,Mystery         1\n",
      "Horror,Sci-Fi,Thriller         1\n",
      "Mystery,Sci-Fi,Thriller        1\n",
      "Comedy,Fantasy,Horror          1\n",
      "Comedy,Family,Romance          1\n",
      "Adventure,Comedy,Music         1\n",
      "Biography,Drama,Music          1\n",
      "Adventure,Comedy,Romance       1\n",
      "Adventure,Comedy,Sci-Fi        1\n",
      "Adventure,Drama,Thriller       1\n",
      "Adventure,Drama,Western        1\n",
      "Adventure,Mystery,Sci-Fi       1\n",
      "Biography,Drama,Fantasy        1\n",
      "Mystery,Thriller               1\n",
      "Comedy,Drama,Mystery           1\n",
      "Biography,Drama,Romance        1\n",
      "Comedy,Crime,Drama             1\n",
      "Comedy,Crime,Romance           1\n",
      "Comedy,Crime,Thriller          1\n",
      "Comedy,Drama,Fantasy           1\n",
      "Comedy,Drama,History           1\n",
      "Biography,Drama,Musical        1\n",
      "Name: ct, Length: 118, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "print(\"Mean number of votes among studios with top ROI\"\n",
    "      , top_studios_df_and_tn[top_studios_df_and_tn['studio'].isin(top_roi_studios_df.index)]['numvotes'].mean())\n",
    "print(\"Mean rating among studios with top ROI\"\n",
    "      , top_studios_df_and_tn[top_studios_df_and_tn['studio'].isin(top_roi_studios_df.index)]['averagerating'].mean())\n",
    "print(\"Mean worldwide_gross among studios with top ROI\"\n",
    "      , top_studios_df_and_tn[top_studios_df_and_tn['studio'].isin(top_roi_studios_df.index)]['tn_world_gross'].mean())\n",
    "print(\"Mean worldwide_gross among studios for top ROI\"\n",
    "      , top_roi[top_roi['studio'].isin(top_roi_studios_df.index)]['tn_world_gross'].mean())\n",
    "print(\"Mean production budget among studios with top ROI\"\n",
    "      , top_studios_df_and_tn[top_studios_df_and_tn['studio'].isin(top_roi_studios_df.index)]['tn_prod_budget'].mean())\n",
    "print(\"Mean production budget among studios for top ROI films\"\n",
    "      , top_roi[top_roi['studio'].isin(top_roi_studios_df.index)]['tn_prod_budget'].mean())\n",
    "print(\"\\nGenres produced among studios with top ROI films:\\n\"\n",
    "      , top_studios_df_and_tn[top_studios_df_and_tn['studio'].isin(top_roi_studios_df.index)].groupby('genres')['ct'].sum().sort_values(ascending=False))   \n",
    "print(\"\\nGenres produced among studios for top ROI films:\\n\"\n",
    "      , top_roi[top_roi['studio'].isin(top_roi_studios_df.index)].groupby('genres')['ct'].sum().sort_values(ascending=False))   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 504,
   "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>tconst</th>\n",
       "      <th>primary_title</th>\n",
       "      <th>original_title</th>\n",
       "      <th>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>averagerating</th>\n",
       "      <th>numvotes</th>\n",
       "      <th>studio</th>\n",
       "      <th>bom_dom_gross</th>\n",
       "      <th>bom_for_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>ct</th>\n",
       "      <th>release_date</th>\n",
       "      <th>tn_prod_budget</th>\n",
       "      <th>tn_dom_gross</th>\n",
       "      <th>tn_world_gross</th>\n",
       "      <th>tn_profit</th>\n",
       "      <th>tn_roi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1078</th>\n",
       "      <td>tt3713166</td>\n",
       "      <td>Unfriended</td>\n",
       "      <td>Unfriended</td>\n",
       "      <td>2014</td>\n",
       "      <td>83.00</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>5.60</td>\n",
       "      <td>62,043.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>32,500,000.00</td>\n",
       "      <td>31600000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Apr 17, 2015</td>\n",
       "      <td>1,000,000.00</td>\n",
       "      <td>32,789,645.00</td>\n",
       "      <td>64,364,198.00</td>\n",
       "      <td>63,364,198.00</td>\n",
       "      <td>63.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>tt4972582</td>\n",
       "      <td>Split</td>\n",
       "      <td>Split</td>\n",
       "      <td>2016</td>\n",
       "      <td>117.00</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>7.30</td>\n",
       "      <td>358,543.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>138,300,000.00</td>\n",
       "      <td>140200000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Jan 20, 2017</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>138,141,585.00</td>\n",
       "      <td>278,964,806.00</td>\n",
       "      <td>273,964,806.00</td>\n",
       "      <td>54.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>tt5052448</td>\n",
       "      <td>Get Out</td>\n",
       "      <td>Get Out</td>\n",
       "      <td>2017</td>\n",
       "      <td>104.00</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>7.70</td>\n",
       "      <td>400,474.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>176,000,000.00</td>\n",
       "      <td>79400000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Feb 24, 2017</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>176,040,665.00</td>\n",
       "      <td>255,367,951.00</td>\n",
       "      <td>250,367,951.00</td>\n",
       "      <td>50.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>981</th>\n",
       "      <td>tt2184339</td>\n",
       "      <td>The Purge</td>\n",
       "      <td>The Purge</td>\n",
       "      <td>2013</td>\n",
       "      <td>85.00</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>5.70</td>\n",
       "      <td>183,549.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>64,500,000.00</td>\n",
       "      <td>24900000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>Jun 7, 2013</td>\n",
       "      <td>3,000,000.00</td>\n",
       "      <td>64,473,115.00</td>\n",
       "      <td>91,266,581.00</td>\n",
       "      <td>88,266,581.00</td>\n",
       "      <td>29.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1069</th>\n",
       "      <td>tt6772950</td>\n",
       "      <td>Truth or Dare</td>\n",
       "      <td>Truth or Dare</td>\n",
       "      <td>2018</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>5.20</td>\n",
       "      <td>33,621.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>41,400,000.00</td>\n",
       "      <td>53900000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Apr 13, 2018</td>\n",
       "      <td>3,500,000.00</td>\n",
       "      <td>41,411,015.00</td>\n",
       "      <td>95,127,344.00</td>\n",
       "      <td>91,627,344.00</td>\n",
       "      <td>26.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>tt5308322</td>\n",
       "      <td>Happy Death Day</td>\n",
       "      <td>Happy Death Day</td>\n",
       "      <td>2017</td>\n",
       "      <td>96.00</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>6.50</td>\n",
       "      <td>87,132.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>55,700,000.00</td>\n",
       "      <td>69800000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 13, 2017</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>55,683,845.00</td>\n",
       "      <td>125,010,260.00</td>\n",
       "      <td>120,010,260.00</td>\n",
       "      <td>24.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>587</th>\n",
       "      <td>tt1204977</td>\n",
       "      <td>Ouija</td>\n",
       "      <td>Ouija</td>\n",
       "      <td>2014</td>\n",
       "      <td>89.00</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>4.50</td>\n",
       "      <td>44,054.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>50,900,000.00</td>\n",
       "      <td>52700000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 24, 2014</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>50,856,010.00</td>\n",
       "      <td>103,300,632.00</td>\n",
       "      <td>98,300,632.00</td>\n",
       "      <td>19.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1026</th>\n",
       "      <td>tt3567288</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>The Visit</td>\n",
       "      <td>2015</td>\n",
       "      <td>94.00</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>6.20</td>\n",
       "      <td>102,459.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>65,200,000.00</td>\n",
       "      <td>33200000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Sep 11, 2015</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>65,206,105.00</td>\n",
       "      <td>98,677,816.00</td>\n",
       "      <td>93,677,816.00</td>\n",
       "      <td>18.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>tt5726086</td>\n",
       "      <td>Insidious: The Last Key</td>\n",
       "      <td>Insidious: The Last Key</td>\n",
       "      <td>2018</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>5.70</td>\n",
       "      <td>42,154.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>67,700,000.00</td>\n",
       "      <td>100100000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Jan 5, 2018</td>\n",
       "      <td>10,000,000.00</td>\n",
       "      <td>67,745,330.00</td>\n",
       "      <td>167,885,588.00</td>\n",
       "      <td>157,885,588.00</td>\n",
       "      <td>15.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>536</th>\n",
       "      <td>tt2293640</td>\n",
       "      <td>Minions</td>\n",
       "      <td>Minions</td>\n",
       "      <td>2015</td>\n",
       "      <td>91.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>6.40</td>\n",
       "      <td>193,917.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>336,000,000.00</td>\n",
       "      <td>823400000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 10, 2015</td>\n",
       "      <td>74,000,000.00</td>\n",
       "      <td>336,045,770.00</td>\n",
       "      <td>1,160,336,173.00</td>\n",
       "      <td>1,086,336,173.00</td>\n",
       "      <td>14.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564</th>\n",
       "      <td>tt2004420</td>\n",
       "      <td>Neighbors</td>\n",
       "      <td>Neighbors</td>\n",
       "      <td>2014</td>\n",
       "      <td>97.00</td>\n",
       "      <td>Comedy</td>\n",
       "      <td>6.30</td>\n",
       "      <td>266,020.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>150,200,000.00</td>\n",
       "      <td>120500000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>May 9, 2014</td>\n",
       "      <td>18,000,000.00</td>\n",
       "      <td>150,086,800.00</td>\n",
       "      <td>270,944,428.00</td>\n",
       "      <td>252,944,428.00</td>\n",
       "      <td>14.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>tt2322441</td>\n",
       "      <td>Fifty Shades of Grey</td>\n",
       "      <td>Fifty Shades of Grey</td>\n",
       "      <td>2015</td>\n",
       "      <td>125.00</td>\n",
       "      <td>Drama,Romance,Thriller</td>\n",
       "      <td>4.10</td>\n",
       "      <td>279,126.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>166,200,000.00</td>\n",
       "      <td>404800000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Feb 13, 2015</td>\n",
       "      <td>40,000,000.00</td>\n",
       "      <td>166,167,230.00</td>\n",
       "      <td>570,998,101.00</td>\n",
       "      <td>530,998,101.00</td>\n",
       "      <td>13.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>tt6966692</td>\n",
       "      <td>Green Book</td>\n",
       "      <td>Green Book</td>\n",
       "      <td>2018</td>\n",
       "      <td>130.00</td>\n",
       "      <td>Biography,Comedy,Drama</td>\n",
       "      <td>8.30</td>\n",
       "      <td>204,972.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>85,100,000.00</td>\n",
       "      <td>234700000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Nov 16, 2018</td>\n",
       "      <td>23,000,000.00</td>\n",
       "      <td>85,080,171.00</td>\n",
       "      <td>322,034,439.00</td>\n",
       "      <td>299,034,439.00</td>\n",
       "      <td>13.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>tt3469046</td>\n",
       "      <td>Despicable Me 3</td>\n",
       "      <td>Despicable Me 3</td>\n",
       "      <td>2017</td>\n",
       "      <td>89.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>6.30</td>\n",
       "      <td>92,580.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>264,600,000.00</td>\n",
       "      <td>770200000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Jun 30, 2017</td>\n",
       "      <td>75,000,000.00</td>\n",
       "      <td>264,624,300.00</td>\n",
       "      <td>1,034,727,750.00</td>\n",
       "      <td>959,727,750.00</td>\n",
       "      <td>12.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>817</th>\n",
       "      <td>tt3181822</td>\n",
       "      <td>The Boy Next Door</td>\n",
       "      <td>The Boy Next Door</td>\n",
       "      <td>2015</td>\n",
       "      <td>91.00</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>4.70</td>\n",
       "      <td>34,816.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>35,400,000.00</td>\n",
       "      <td>17000000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Jan 23, 2015</td>\n",
       "      <td>4,000,000.00</td>\n",
       "      <td>36,006,065.00</td>\n",
       "      <td>53,401,938.00</td>\n",
       "      <td>49,401,938.00</td>\n",
       "      <td>12.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>tt1690953</td>\n",
       "      <td>Despicable Me 2</td>\n",
       "      <td>Despicable Me 2</td>\n",
       "      <td>2013</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>7.40</td>\n",
       "      <td>344,230.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>368,100,000.00</td>\n",
       "      <td>602700000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 3, 2013</td>\n",
       "      <td>76,000,000.00</td>\n",
       "      <td>368,065,385.00</td>\n",
       "      <td>975,216,835.00</td>\n",
       "      <td>899,216,835.00</td>\n",
       "      <td>11.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>982</th>\n",
       "      <td>tt2975578</td>\n",
       "      <td>The Purge: Anarchy</td>\n",
       "      <td>The Purge: Anarchy</td>\n",
       "      <td>2014</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Action,Horror,Sci-Fi</td>\n",
       "      <td>6.50</td>\n",
       "      <td>126,203.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>72,000,000.00</td>\n",
       "      <td>40000000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 18, 2014</td>\n",
       "      <td>9,000,000.00</td>\n",
       "      <td>71,562,550.00</td>\n",
       "      <td>111,534,881.00</td>\n",
       "      <td>102,534,881.00</td>\n",
       "      <td>11.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>983</th>\n",
       "      <td>tt4094724</td>\n",
       "      <td>The Purge: Election Year</td>\n",
       "      <td>The Purge: Election Year</td>\n",
       "      <td>2016</td>\n",
       "      <td>108.00</td>\n",
       "      <td>Action,Horror,Sci-Fi</td>\n",
       "      <td>6.00</td>\n",
       "      <td>80,254.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>79,200,000.00</td>\n",
       "      <td>39400000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 1, 2016</td>\n",
       "      <td>10,000,000.00</td>\n",
       "      <td>79,042,440.00</td>\n",
       "      <td>118,514,727.00</td>\n",
       "      <td>108,514,727.00</td>\n",
       "      <td>10.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>995</th>\n",
       "      <td>tt2709768</td>\n",
       "      <td>The Secret Life of Pets</td>\n",
       "      <td>The Secret Life of Pets</td>\n",
       "      <td>2016</td>\n",
       "      <td>87.00</td>\n",
       "      <td>Adventure,Animation,Comedy</td>\n",
       "      <td>6.50</td>\n",
       "      <td>161,997.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>368,400,000.00</td>\n",
       "      <td>507100000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 8, 2016</td>\n",
       "      <td>75,000,000.00</td>\n",
       "      <td>368,384,330.00</td>\n",
       "      <td>886,750,534.00</td>\n",
       "      <td>811,750,534.00</td>\n",
       "      <td>10.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>494</th>\n",
       "      <td>tt2872732</td>\n",
       "      <td>Lucy</td>\n",
       "      <td>Lucy</td>\n",
       "      <td>2014</td>\n",
       "      <td>89.00</td>\n",
       "      <td>Action,Sci-Fi,Thriller</td>\n",
       "      <td>6.40</td>\n",
       "      <td>403,194.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>126,700,000.00</td>\n",
       "      <td>336700000</td>\n",
       "      <td>2014</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 25, 2014</td>\n",
       "      <td>40,000,000.00</td>\n",
       "      <td>126,573,960.00</td>\n",
       "      <td>457,507,776.00</td>\n",
       "      <td>417,507,776.00</td>\n",
       "      <td>10.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>778</th>\n",
       "      <td>tt1637725</td>\n",
       "      <td>Ted</td>\n",
       "      <td>Ted</td>\n",
       "      <td>2012</td>\n",
       "      <td>106.00</td>\n",
       "      <td>Comedy,Fantasy</td>\n",
       "      <td>6.90</td>\n",
       "      <td>538,367.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>218,800,000.00</td>\n",
       "      <td>330600000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Jun 29, 2012</td>\n",
       "      <td>50,000,000.00</td>\n",
       "      <td>218,665,740.00</td>\n",
       "      <td>556,016,627.00</td>\n",
       "      <td>506,016,627.00</td>\n",
       "      <td>10.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>868</th>\n",
       "      <td>tt6133466</td>\n",
       "      <td>The First Purge</td>\n",
       "      <td>The First Purge</td>\n",
       "      <td>2018</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Action,Horror,Sci-Fi</td>\n",
       "      <td>5.10</td>\n",
       "      <td>41,741.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>69,500,000.00</td>\n",
       "      <td>67500000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 4, 2018</td>\n",
       "      <td>13,000,000.00</td>\n",
       "      <td>69,488,745.00</td>\n",
       "      <td>136,617,305.00</td>\n",
       "      <td>123,617,305.00</td>\n",
       "      <td>9.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>622</th>\n",
       "      <td>tt2848292</td>\n",
       "      <td>Pitch Perfect 2</td>\n",
       "      <td>Pitch Perfect 2</td>\n",
       "      <td>2015</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Comedy,Music</td>\n",
       "      <td>6.40</td>\n",
       "      <td>130,692.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>184,300,000.00</td>\n",
       "      <td>103200000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>May 15, 2015</td>\n",
       "      <td>29,000,000.00</td>\n",
       "      <td>184,296,230.00</td>\n",
       "      <td>287,625,468.00</td>\n",
       "      <td>258,625,468.00</td>\n",
       "      <td>8.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>tt2023587</td>\n",
       "      <td>Mama</td>\n",
       "      <td>Mama</td>\n",
       "      <td>2013</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Horror,Thriller</td>\n",
       "      <td>6.20</td>\n",
       "      <td>158,487.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>71,600,000.00</td>\n",
       "      <td>74800000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>Jan 18, 2013</td>\n",
       "      <td>15,000,000.00</td>\n",
       "      <td>71,628,180.00</td>\n",
       "      <td>148,095,566.00</td>\n",
       "      <td>133,095,566.00</td>\n",
       "      <td>8.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>588</th>\n",
       "      <td>tt4361050</td>\n",
       "      <td>Ouija: Origin of Evil</td>\n",
       "      <td>Ouija: Origin of Evil</td>\n",
       "      <td>2016</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Drama,Horror,Mystery</td>\n",
       "      <td>6.10</td>\n",
       "      <td>47,099.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>35,100,000.00</td>\n",
       "      <td>46600000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 21, 2016</td>\n",
       "      <td>9,000,000.00</td>\n",
       "      <td>35,144,505.00</td>\n",
       "      <td>81,831,866.00</td>\n",
       "      <td>72,831,866.00</td>\n",
       "      <td>8.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>tt1478338</td>\n",
       "      <td>Bridesmaids</td>\n",
       "      <td>Bridesmaids</td>\n",
       "      <td>2011</td>\n",
       "      <td>125.00</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>6.80</td>\n",
       "      <td>249,501.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>169,100,000.00</td>\n",
       "      <td>119300000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>May 13, 2011</td>\n",
       "      <td>32,500,000.00</td>\n",
       "      <td>169,211,718.00</td>\n",
       "      <td>289,632,023.00</td>\n",
       "      <td>257,132,023.00</td>\n",
       "      <td>7.91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>717</th>\n",
       "      <td>tt3470600</td>\n",
       "      <td>Sing</td>\n",
       "      <td>Sing</td>\n",
       "      <td>2016</td>\n",
       "      <td>108.00</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>7.10</td>\n",
       "      <td>115,951.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>270,400,000.00</td>\n",
       "      <td>363800000</td>\n",
       "      <td>2016</td>\n",
       "      <td>1</td>\n",
       "      <td>Dec 21, 2016</td>\n",
       "      <td>75,000,000.00</td>\n",
       "      <td>270,329,045.00</td>\n",
       "      <td>634,454,789.00</td>\n",
       "      <td>559,454,789.00</td>\n",
       "      <td>7.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>tt2820852</td>\n",
       "      <td>Furious 7</td>\n",
       "      <td>Furious Seven</td>\n",
       "      <td>2015</td>\n",
       "      <td>137.00</td>\n",
       "      <td>Action,Crime,Thriller</td>\n",
       "      <td>7.20</td>\n",
       "      <td>335,074.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>353,000,000.00</td>\n",
       "      <td>1,163.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Apr 3, 2015</td>\n",
       "      <td>190,000,000.00</td>\n",
       "      <td>353,007,020.00</td>\n",
       "      <td>1,518,722,794.00</td>\n",
       "      <td>1,328,722,794.00</td>\n",
       "      <td>6.99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>tt1323594</td>\n",
       "      <td>Despicable Me</td>\n",
       "      <td>Despicable Me</td>\n",
       "      <td>2010</td>\n",
       "      <td>95.00</td>\n",
       "      <td>Animation,Comedy,Family</td>\n",
       "      <td>7.70</td>\n",
       "      <td>464,511.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>251,500,000.00</td>\n",
       "      <td>291600000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 9, 2010</td>\n",
       "      <td>69,000,000.00</td>\n",
       "      <td>251,513,985.00</td>\n",
       "      <td>543,464,573.00</td>\n",
       "      <td>474,464,573.00</td>\n",
       "      <td>6.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>431</th>\n",
       "      <td>tt4881806</td>\n",
       "      <td>Jurassic World: Fallen Kingdom</td>\n",
       "      <td>Jurassic World: Fallen Kingdom</td>\n",
       "      <td>2018</td>\n",
       "      <td>128.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>6.20</td>\n",
       "      <td>219,125.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>417,700,000.00</td>\n",
       "      <td>891800000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Jun 22, 2018</td>\n",
       "      <td>170,000,000.00</td>\n",
       "      <td>417,719,760.00</td>\n",
       "      <td>1,305,772,799.00</td>\n",
       "      <td>1,135,772,799.00</td>\n",
       "      <td>6.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1056</th>\n",
       "      <td>tt0471042</td>\n",
       "      <td>Tower Heist</td>\n",
       "      <td>Tower Heist</td>\n",
       "      <td>2011</td>\n",
       "      <td>104.00</td>\n",
       "      <td>Action,Comedy,Crime</td>\n",
       "      <td>6.20</td>\n",
       "      <td>125,102.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>78,000,000.00</td>\n",
       "      <td>74900000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Nov 4, 2011</td>\n",
       "      <td>85,000,000.00</td>\n",
       "      <td>78,046,570.00</td>\n",
       "      <td>150,422,946.00</td>\n",
       "      <td>65,422,946.00</td>\n",
       "      <td>0.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>tt1213641</td>\n",
       "      <td>First Man</td>\n",
       "      <td>First Man</td>\n",
       "      <td>2018</td>\n",
       "      <td>141.00</td>\n",
       "      <td>Biography,Drama,History</td>\n",
       "      <td>7.40</td>\n",
       "      <td>120,009.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>44,900,000.00</td>\n",
       "      <td>60800000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 12, 2018</td>\n",
       "      <td>60,000,000.00</td>\n",
       "      <td>44,936,545.00</td>\n",
       "      <td>105,203,825.00</td>\n",
       "      <td>45,203,825.00</td>\n",
       "      <td>0.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>467</th>\n",
       "      <td>tt1216492</td>\n",
       "      <td>Leap Year</td>\n",
       "      <td>Leap Year</td>\n",
       "      <td>2010</td>\n",
       "      <td>100.00</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>6.50</td>\n",
       "      <td>86,125.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>25,900,000.00</td>\n",
       "      <td>6700000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Jan 8, 2010</td>\n",
       "      <td>19,000,000.00</td>\n",
       "      <td>25,918,920.00</td>\n",
       "      <td>32,618,920.00</td>\n",
       "      <td>13,618,920.00</td>\n",
       "      <td>0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>469</th>\n",
       "      <td>tt3569230</td>\n",
       "      <td>Legend</td>\n",
       "      <td>Legend</td>\n",
       "      <td>2015</td>\n",
       "      <td>132.00</td>\n",
       "      <td>Biography,Crime,Drama</td>\n",
       "      <td>7.00</td>\n",
       "      <td>138,947.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>1,900,000.00</td>\n",
       "      <td>41100000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Nov 20, 2015</td>\n",
       "      <td>25,000,000.00</td>\n",
       "      <td>1,872,994.00</td>\n",
       "      <td>42,425,450.00</td>\n",
       "      <td>17,425,450.00</td>\n",
       "      <td>0.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>947</th>\n",
       "      <td>tt1258972</td>\n",
       "      <td>The Man with the Iron Fists</td>\n",
       "      <td>The Man with the Iron Fists</td>\n",
       "      <td>2012</td>\n",
       "      <td>95.00</td>\n",
       "      <td>Action</td>\n",
       "      <td>5.40</td>\n",
       "      <td>58,185.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>15,600,000.00</td>\n",
       "      <td>4099999</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Nov 2, 2012</td>\n",
       "      <td>15,000,000.00</td>\n",
       "      <td>15,634,090.00</td>\n",
       "      <td>22,018,988.00</td>\n",
       "      <td>7,018,988.00</td>\n",
       "      <td>0.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>824</th>\n",
       "      <td>tt1488555</td>\n",
       "      <td>The Change-Up</td>\n",
       "      <td>The Change-Up</td>\n",
       "      <td>2011</td>\n",
       "      <td>112.00</td>\n",
       "      <td>Comedy,Fantasy</td>\n",
       "      <td>6.30</td>\n",
       "      <td>155,374.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>37,100,000.00</td>\n",
       "      <td>38400000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Aug 5, 2011</td>\n",
       "      <td>52,000,000.00</td>\n",
       "      <td>37,243,418.00</td>\n",
       "      <td>75,997,067.00</td>\n",
       "      <td>23,997,067.00</td>\n",
       "      <td>0.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>tt1440129</td>\n",
       "      <td>Battleship</td>\n",
       "      <td>Battleship</td>\n",
       "      <td>2012</td>\n",
       "      <td>131.00</td>\n",
       "      <td>Action,Adventure,Sci-Fi</td>\n",
       "      <td>5.80</td>\n",
       "      <td>225,342.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>65,400,000.00</td>\n",
       "      <td>237600000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>May 18, 2012</td>\n",
       "      <td>220,000,000.00</td>\n",
       "      <td>65,233,400.00</td>\n",
       "      <td>313,477,717.00</td>\n",
       "      <td>93,477,717.00</td>\n",
       "      <td>0.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>tt2554274</td>\n",
       "      <td>Crimson Peak</td>\n",
       "      <td>Crimson Peak</td>\n",
       "      <td>2015</td>\n",
       "      <td>119.00</td>\n",
       "      <td>Drama,Fantasy,Horror</td>\n",
       "      <td>6.50</td>\n",
       "      <td>119,287.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>31,100,000.00</td>\n",
       "      <td>43600000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 16, 2015</td>\n",
       "      <td>55,000,000.00</td>\n",
       "      <td>31,090,320.00</td>\n",
       "      <td>74,966,854.00</td>\n",
       "      <td>19,966,854.00</td>\n",
       "      <td>0.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1005</th>\n",
       "      <td>tt1758810</td>\n",
       "      <td>The Snowman</td>\n",
       "      <td>The Snowman</td>\n",
       "      <td>2017</td>\n",
       "      <td>119.00</td>\n",
       "      <td>Crime,Drama,Mystery</td>\n",
       "      <td>5.10</td>\n",
       "      <td>47,890.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>6,700,000.00</td>\n",
       "      <td>36400000</td>\n",
       "      <td>2017</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 20, 2017</td>\n",
       "      <td>35,000,000.00</td>\n",
       "      <td>6,670,765.00</td>\n",
       "      <td>43,226,146.00</td>\n",
       "      <td>8,226,146.00</td>\n",
       "      <td>0.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>tt2080374</td>\n",
       "      <td>Steve Jobs</td>\n",
       "      <td>Steve Jobs</td>\n",
       "      <td>2015</td>\n",
       "      <td>122.00</td>\n",
       "      <td>Biography,Drama</td>\n",
       "      <td>7.20</td>\n",
       "      <td>138,668.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>17,800,000.00</td>\n",
       "      <td>16700000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 9, 2015</td>\n",
       "      <td>30,000,000.00</td>\n",
       "      <td>17,766,658.00</td>\n",
       "      <td>35,579,007.00</td>\n",
       "      <td>5,579,007.00</td>\n",
       "      <td>0.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>701</th>\n",
       "      <td>tt1121096</td>\n",
       "      <td>Seventh Son</td>\n",
       "      <td>Seventh Son</td>\n",
       "      <td>2014</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>5.50</td>\n",
       "      <td>66,565.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>17,200,000.00</td>\n",
       "      <td>97000000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Feb 6, 2015</td>\n",
       "      <td>95,000,000.00</td>\n",
       "      <td>17,725,785.00</td>\n",
       "      <td>108,874,967.00</td>\n",
       "      <td>13,874,967.00</td>\n",
       "      <td>0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>tt1438254</td>\n",
       "      <td>Charlie St. Cloud</td>\n",
       "      <td>Charlie St. Cloud</td>\n",
       "      <td>2010</td>\n",
       "      <td>99.00</td>\n",
       "      <td>Drama,Fantasy,Romance</td>\n",
       "      <td>6.50</td>\n",
       "      <td>55,016.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>31,200,000.00</td>\n",
       "      <td>17000000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 30, 2010</td>\n",
       "      <td>44,000,000.00</td>\n",
       "      <td>31,206,263.00</td>\n",
       "      <td>48,478,084.00</td>\n",
       "      <td>4,478,084.00</td>\n",
       "      <td>0.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>847</th>\n",
       "      <td>tt1578275</td>\n",
       "      <td>The Dilemma</td>\n",
       "      <td>The Dilemma</td>\n",
       "      <td>2011</td>\n",
       "      <td>111.00</td>\n",
       "      <td>Comedy,Drama</td>\n",
       "      <td>5.30</td>\n",
       "      <td>48,148.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>48,500,000.00</td>\n",
       "      <td>21200000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Jan 14, 2011</td>\n",
       "      <td>70,000,000.00</td>\n",
       "      <td>48,475,290.00</td>\n",
       "      <td>70,546,865.00</td>\n",
       "      <td>546,865.00</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>tt0947810</td>\n",
       "      <td>Green Zone</td>\n",
       "      <td>Green Zone</td>\n",
       "      <td>2010</td>\n",
       "      <td>115.00</td>\n",
       "      <td>Action,Drama,Thriller</td>\n",
       "      <td>6.80</td>\n",
       "      <td>122,132.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>35,100,000.00</td>\n",
       "      <td>59800000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Mar 12, 2010</td>\n",
       "      <td>100,000,000.00</td>\n",
       "      <td>35,497,337.00</td>\n",
       "      <td>97,523,020.00</td>\n",
       "      <td>-2,476,980.00</td>\n",
       "      <td>-0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1036</th>\n",
       "      <td>tt0780653</td>\n",
       "      <td>The Wolfman</td>\n",
       "      <td>The Wolfman</td>\n",
       "      <td>2010</td>\n",
       "      <td>103.00</td>\n",
       "      <td>Drama,Fantasy,Horror</td>\n",
       "      <td>5.80</td>\n",
       "      <td>97,873.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>62,000,000.00</td>\n",
       "      <td>77800000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Feb 12, 2010</td>\n",
       "      <td>150,000,000.00</td>\n",
       "      <td>62,189,884.00</td>\n",
       "      <td>142,634,358.00</td>\n",
       "      <td>-7,365,642.00</td>\n",
       "      <td>-0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>tt1335975</td>\n",
       "      <td>47 Ronin</td>\n",
       "      <td>47 Ronin</td>\n",
       "      <td>2013</td>\n",
       "      <td>128.00</td>\n",
       "      <td>Action,Adventure,Drama</td>\n",
       "      <td>6.30</td>\n",
       "      <td>135,754.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>38,400,000.00</td>\n",
       "      <td>113400000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>Dec 25, 2013</td>\n",
       "      <td>175,000,000.00</td>\n",
       "      <td>38,362,475.00</td>\n",
       "      <td>151,716,815.00</td>\n",
       "      <td>-23,283,185.00</td>\n",
       "      <td>-0.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>495</th>\n",
       "      <td>tt1470023</td>\n",
       "      <td>MacGruber</td>\n",
       "      <td>MacGruber</td>\n",
       "      <td>2010</td>\n",
       "      <td>90.00</td>\n",
       "      <td>Action,Comedy,Romance</td>\n",
       "      <td>5.50</td>\n",
       "      <td>39,782.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>8,500,000.00</td>\n",
       "      <td>797000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>May 21, 2010</td>\n",
       "      <td>10,000,000.00</td>\n",
       "      <td>8,525,600.00</td>\n",
       "      <td>8,629,895.00</td>\n",
       "      <td>-1,370,105.00</td>\n",
       "      <td>-0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>670</th>\n",
       "      <td>tt0955308</td>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>Robin Hood</td>\n",
       "      <td>2010</td>\n",
       "      <td>140.00</td>\n",
       "      <td>Action,Adventure,Drama</td>\n",
       "      <td>6.60</td>\n",
       "      <td>239,480.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>105,300,000.00</td>\n",
       "      <td>216400000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Nov 21, 2018</td>\n",
       "      <td>99,000,000.00</td>\n",
       "      <td>30,824,628.00</td>\n",
       "      <td>84,747,441.00</td>\n",
       "      <td>-14,252,559.00</td>\n",
       "      <td>-0.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>tt1571234</td>\n",
       "      <td>Mortal Engines</td>\n",
       "      <td>Mortal Engines</td>\n",
       "      <td>2018</td>\n",
       "      <td>128.00</td>\n",
       "      <td>Action,Adventure,Fantasy</td>\n",
       "      <td>6.10</td>\n",
       "      <td>70,193.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>16,000,000.00</td>\n",
       "      <td>67700000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Dec 14, 2018</td>\n",
       "      <td>100,000,000.00</td>\n",
       "      <td>15,951,040.00</td>\n",
       "      <td>85,287,417.00</td>\n",
       "      <td>-14,712,583.00</td>\n",
       "      <td>-0.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>tt1462041</td>\n",
       "      <td>Dream House</td>\n",
       "      <td>Dream House</td>\n",
       "      <td>2011</td>\n",
       "      <td>84.00</td>\n",
       "      <td>Drama,Mystery,Thriller</td>\n",
       "      <td>6.00</td>\n",
       "      <td>59,714.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>21,300,000.00</td>\n",
       "      <td>17200000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Sep 30, 2011</td>\n",
       "      <td>50,000,000.00</td>\n",
       "      <td>21,302,340.00</td>\n",
       "      <td>41,642,166.00</td>\n",
       "      <td>-8,357,834.00</td>\n",
       "      <td>-0.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1092</th>\n",
       "      <td>tt1655460</td>\n",
       "      <td>Wanderlust</td>\n",
       "      <td>Wanderlust</td>\n",
       "      <td>2012</td>\n",
       "      <td>98.00</td>\n",
       "      <td>Comedy,Romance</td>\n",
       "      <td>5.60</td>\n",
       "      <td>69,081.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>17,500,000.00</td>\n",
       "      <td>4200000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Feb 24, 2012</td>\n",
       "      <td>32,500,000.00</td>\n",
       "      <td>17,288,155.00</td>\n",
       "      <td>24,159,934.00</td>\n",
       "      <td>-8,340,066.00</td>\n",
       "      <td>-0.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>560</th>\n",
       "      <td>tt0872230</td>\n",
       "      <td>My Soul to Take</td>\n",
       "      <td>My Soul to Take</td>\n",
       "      <td>2010</td>\n",
       "      <td>107.00</td>\n",
       "      <td>Horror,Mystery,Thriller</td>\n",
       "      <td>4.80</td>\n",
       "      <td>18,381.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>14,700,000.00</td>\n",
       "      <td>6200000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 8, 2010</td>\n",
       "      <td>25,000,000.00</td>\n",
       "      <td>14,744,435.00</td>\n",
       "      <td>16,727,470.00</td>\n",
       "      <td>-8,272,530.00</td>\n",
       "      <td>-0.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>tt1430615</td>\n",
       "      <td>Big Miracle</td>\n",
       "      <td>Big Miracle</td>\n",
       "      <td>2012</td>\n",
       "      <td>107.00</td>\n",
       "      <td>Biography,Drama,Family</td>\n",
       "      <td>6.50</td>\n",
       "      <td>17,585.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>20,200,000.00</td>\n",
       "      <td>4600000</td>\n",
       "      <td>2012</td>\n",
       "      <td>1</td>\n",
       "      <td>Feb 3, 2012</td>\n",
       "      <td>40,000,000.00</td>\n",
       "      <td>20,157,300.00</td>\n",
       "      <td>25,268,680.00</td>\n",
       "      <td>-14,731,320.00</td>\n",
       "      <td>-0.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>643</th>\n",
       "      <td>tt0790736</td>\n",
       "      <td>R.I.P.D.</td>\n",
       "      <td>R.I.P.D.</td>\n",
       "      <td>2013</td>\n",
       "      <td>96.00</td>\n",
       "      <td>Action,Adventure,Comedy</td>\n",
       "      <td>5.60</td>\n",
       "      <td>109,078.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>33,600,000.00</td>\n",
       "      <td>44700000</td>\n",
       "      <td>2013</td>\n",
       "      <td>1</td>\n",
       "      <td>Jul 19, 2013</td>\n",
       "      <td>130,000,000.00</td>\n",
       "      <td>33,618,855.00</td>\n",
       "      <td>79,076,678.00</td>\n",
       "      <td>-50,923,322.00</td>\n",
       "      <td>-0.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>656</th>\n",
       "      <td>tt1053424</td>\n",
       "      <td>Repo Men</td>\n",
       "      <td>Repo Men</td>\n",
       "      <td>2010</td>\n",
       "      <td>111.00</td>\n",
       "      <td>Action,Crime,Sci-Fi</td>\n",
       "      <td>6.30</td>\n",
       "      <td>96,144.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>13,800,000.00</td>\n",
       "      <td>4600000</td>\n",
       "      <td>2010</td>\n",
       "      <td>1</td>\n",
       "      <td>Mar 19, 2010</td>\n",
       "      <td>32,000,000.00</td>\n",
       "      <td>13,942,007.00</td>\n",
       "      <td>18,195,238.00</td>\n",
       "      <td>-13,804,762.00</td>\n",
       "      <td>-0.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1141</th>\n",
       "      <td>tt1240982</td>\n",
       "      <td>Your Highness</td>\n",
       "      <td>Your Highness</td>\n",
       "      <td>2011</td>\n",
       "      <td>102.00</td>\n",
       "      <td>Adventure,Comedy,Fantasy</td>\n",
       "      <td>5.50</td>\n",
       "      <td>92,940.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>21,600,000.00</td>\n",
       "      <td>3300000</td>\n",
       "      <td>2011</td>\n",
       "      <td>1</td>\n",
       "      <td>Apr 8, 2011</td>\n",
       "      <td>50,000,000.00</td>\n",
       "      <td>21,596,445.00</td>\n",
       "      <td>26,121,638.00</td>\n",
       "      <td>-23,878,362.00</td>\n",
       "      <td>-0.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>tt3614530</td>\n",
       "      <td>Jem and the Holograms</td>\n",
       "      <td>Jem and the Holograms</td>\n",
       "      <td>2015</td>\n",
       "      <td>118.00</td>\n",
       "      <td>Adventure,Drama,Family</td>\n",
       "      <td>4.10</td>\n",
       "      <td>6,683.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>2,200,000.00</td>\n",
       "      <td>149000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Oct 23, 2015</td>\n",
       "      <td>5,000,000.00</td>\n",
       "      <td>2,184,640.00</td>\n",
       "      <td>2,368,937.00</td>\n",
       "      <td>-2,631,063.00</td>\n",
       "      <td>-0.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1105</th>\n",
       "      <td>tt3289724</td>\n",
       "      <td>Welcome to Marwen</td>\n",
       "      <td>Welcome to Marwen</td>\n",
       "      <td>2018</td>\n",
       "      <td>116.00</td>\n",
       "      <td>Biography,Comedy,Drama</td>\n",
       "      <td>6.10</td>\n",
       "      <td>8,920.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>10,800,000.00</td>\n",
       "      <td>2100000</td>\n",
       "      <td>2018</td>\n",
       "      <td>1</td>\n",
       "      <td>Dec 21, 2018</td>\n",
       "      <td>45,000,000.00</td>\n",
       "      <td>10,763,520.00</td>\n",
       "      <td>12,874,922.00</td>\n",
       "      <td>-32,125,078.00</td>\n",
       "      <td>-0.71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>tt2717822</td>\n",
       "      <td>Blackhat</td>\n",
       "      <td>Blackhat</td>\n",
       "      <td>2015</td>\n",
       "      <td>133.00</td>\n",
       "      <td>Action,Crime,Thriller</td>\n",
       "      <td>5.40</td>\n",
       "      <td>48,427.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>8,000,000.00</td>\n",
       "      <td>11600000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Jan 16, 2015</td>\n",
       "      <td>70,000,000.00</td>\n",
       "      <td>8,005,980.00</td>\n",
       "      <td>19,665,004.00</td>\n",
       "      <td>-50,334,996.00</td>\n",
       "      <td>-0.72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>tt3707106</td>\n",
       "      <td>By the Sea</td>\n",
       "      <td>By the Sea</td>\n",
       "      <td>2015</td>\n",
       "      <td>122.00</td>\n",
       "      <td>Drama,Romance</td>\n",
       "      <td>5.30</td>\n",
       "      <td>16,206.00</td>\n",
       "      <td>Uni.</td>\n",
       "      <td>538,000.00</td>\n",
       "      <td>2800000</td>\n",
       "      <td>2015</td>\n",
       "      <td>1</td>\n",
       "      <td>Nov 13, 2015</td>\n",
       "      <td>20,000,000.00</td>\n",
       "      <td>538,460.00</td>\n",
       "      <td>3,727,746.00</td>\n",
       "      <td>-16,272,254.00</td>\n",
       "      <td>-0.81</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>115 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         tconst                   primary_title  \\\n",
       "1078  tt3713166                      Unfriended   \n",
       "744   tt4972582                           Split   \n",
       "313   tt5052448                         Get Out   \n",
       "981   tt2184339                       The Purge   \n",
       "1069  tt6772950                   Truth or Dare   \n",
       "338   tt5308322                 Happy Death Day   \n",
       "587   tt1204977                           Ouija   \n",
       "1026  tt3567288                       The Visit   \n",
       "395   tt5726086         Insidious: The Last Key   \n",
       "536   tt2293640                         Minions   \n",
       "564   tt2004420                       Neighbors   \n",
       "282   tt2322441            Fifty Shades of Grey   \n",
       "324   tt6966692                      Green Book   \n",
       "215   tt3469046                 Despicable Me 3   \n",
       "817   tt3181822               The Boy Next Door   \n",
       "214   tt1690953                 Despicable Me 2   \n",
       "982   tt2975578              The Purge: Anarchy   \n",
       "983   tt4094724        The Purge: Election Year   \n",
       "995   tt2709768         The Secret Life of Pets   \n",
       "494   tt2872732                            Lucy   \n",
       "778   tt1637725                             Ted   \n",
       "868   tt6133466                 The First Purge   \n",
       "622   tt2848292                 Pitch Perfect 2   \n",
       "506   tt2023587                            Mama   \n",
       "588   tt4361050           Ouija: Origin of Evil   \n",
       "138   tt1478338                     Bridesmaids   \n",
       "717   tt3470600                            Sing   \n",
       "304   tt2820852                       Furious 7   \n",
       "213   tt1323594                   Despicable Me   \n",
       "431   tt4881806  Jurassic World: Fallen Kingdom   \n",
       "...         ...                             ...   \n",
       "1056  tt0471042                     Tower Heist   \n",
       "285   tt1213641                       First Man   \n",
       "467   tt1216492                       Leap Year   \n",
       "469   tt3569230                          Legend   \n",
       "947   tt1258972     The Man with the Iron Fists   \n",
       "824   tt1488555                   The Change-Up   \n",
       "100   tt1440129                      Battleship   \n",
       "191   tt2554274                    Crimson Peak   \n",
       "1005  tt1758810                     The Snowman   \n",
       "752   tt2080374                      Steve Jobs   \n",
       "701   tt1121096                     Seventh Son   \n",
       "165   tt1438254               Charlie St. Cloud   \n",
       "847   tt1578275                     The Dilemma   \n",
       "327   tt0947810                      Green Zone   \n",
       "1036  tt0780653                     The Wolfman   \n",
       "10    tt1335975                        47 Ronin   \n",
       "495   tt1470023                       MacGruber   \n",
       "670   tt0955308                      Robin Hood   \n",
       "551   tt1571234                  Mortal Engines   \n",
       "240   tt1462041                     Dream House   \n",
       "1092  tt1655460                      Wanderlust   \n",
       "560   tt0872230                 My Soul to Take   \n",
       "114   tt1430615                     Big Miracle   \n",
       "643   tt0790736                        R.I.P.D.   \n",
       "656   tt1053424                        Repo Men   \n",
       "1141  tt1240982                   Your Highness   \n",
       "416   tt3614530           Jem and the Holograms   \n",
       "1105  tt3289724               Welcome to Marwen   \n",
       "124   tt2717822                        Blackhat   \n",
       "148   tt3707106                      By the Sea   \n",
       "\n",
       "                      original_title  start_year  runtime_minutes  \\\n",
       "1078                      Unfriended        2014            83.00   \n",
       "744                            Split        2016           117.00   \n",
       "313                          Get Out        2017           104.00   \n",
       "981                        The Purge        2013            85.00   \n",
       "1069                   Truth or Dare        2018           100.00   \n",
       "338                  Happy Death Day        2017            96.00   \n",
       "587                            Ouija        2014            89.00   \n",
       "1026                       The Visit        2015            94.00   \n",
       "395          Insidious: The Last Key        2018           103.00   \n",
       "536                          Minions        2015            91.00   \n",
       "564                        Neighbors        2014            97.00   \n",
       "282             Fifty Shades of Grey        2015           125.00   \n",
       "324                       Green Book        2018           130.00   \n",
       "215                  Despicable Me 3        2017            89.00   \n",
       "817                The Boy Next Door        2015            91.00   \n",
       "214                  Despicable Me 2        2013            98.00   \n",
       "982               The Purge: Anarchy        2014           103.00   \n",
       "983         The Purge: Election Year        2016           108.00   \n",
       "995          The Secret Life of Pets        2016            87.00   \n",
       "494                             Lucy        2014            89.00   \n",
       "778                              Ted        2012           106.00   \n",
       "868                  The First Purge        2018            98.00   \n",
       "622                  Pitch Perfect 2        2015           115.00   \n",
       "506                             Mama        2013           100.00   \n",
       "588            Ouija: Origin of Evil        2016            99.00   \n",
       "138                      Bridesmaids        2011           125.00   \n",
       "717                             Sing        2016           108.00   \n",
       "304                    Furious Seven        2015           137.00   \n",
       "213                    Despicable Me        2010            95.00   \n",
       "431   Jurassic World: Fallen Kingdom        2018           128.00   \n",
       "...                              ...         ...              ...   \n",
       "1056                     Tower Heist        2011           104.00   \n",
       "285                        First Man        2018           141.00   \n",
       "467                        Leap Year        2010           100.00   \n",
       "469                           Legend        2015           132.00   \n",
       "947      The Man with the Iron Fists        2012            95.00   \n",
       "824                    The Change-Up        2011           112.00   \n",
       "100                       Battleship        2012           131.00   \n",
       "191                     Crimson Peak        2015           119.00   \n",
       "1005                     The Snowman        2017           119.00   \n",
       "752                       Steve Jobs        2015           122.00   \n",
       "701                      Seventh Son        2014           102.00   \n",
       "165                Charlie St. Cloud        2010            99.00   \n",
       "847                      The Dilemma        2011           111.00   \n",
       "327                       Green Zone        2010           115.00   \n",
       "1036                     The Wolfman        2010           103.00   \n",
       "10                          47 Ronin        2013           128.00   \n",
       "495                        MacGruber        2010            90.00   \n",
       "670                       Robin Hood        2010           140.00   \n",
       "551                   Mortal Engines        2018           128.00   \n",
       "240                      Dream House        2011            84.00   \n",
       "1092                      Wanderlust        2012            98.00   \n",
       "560                  My Soul to Take        2010           107.00   \n",
       "114                      Big Miracle        2012           107.00   \n",
       "643                         R.I.P.D.        2013            96.00   \n",
       "656                         Repo Men        2010           111.00   \n",
       "1141                   Your Highness        2011           102.00   \n",
       "416            Jem and the Holograms        2015           118.00   \n",
       "1105               Welcome to Marwen        2018           116.00   \n",
       "124                         Blackhat        2015           133.00   \n",
       "148                       By the Sea        2015           122.00   \n",
       "\n",
       "                          genres  averagerating   numvotes studio  \\\n",
       "1078     Horror,Mystery,Thriller           5.60  62,043.00   Uni.   \n",
       "744              Horror,Thriller           7.30 358,543.00   Uni.   \n",
       "313      Horror,Mystery,Thriller           7.70 400,474.00   Uni.   \n",
       "981              Horror,Thriller           5.70 183,549.00   Uni.   \n",
       "1069             Horror,Thriller           5.20  33,621.00   Uni.   \n",
       "338      Horror,Mystery,Thriller           6.50  87,132.00   Uni.   \n",
       "587      Horror,Mystery,Thriller           4.50  44,054.00   Uni.   \n",
       "1026     Horror,Mystery,Thriller           6.20 102,459.00   Uni.   \n",
       "395      Horror,Mystery,Thriller           5.70  42,154.00   Uni.   \n",
       "536   Adventure,Animation,Comedy           6.40 193,917.00   Uni.   \n",
       "564                       Comedy           6.30 266,020.00   Uni.   \n",
       "282       Drama,Romance,Thriller           4.10 279,126.00   Uni.   \n",
       "324       Biography,Comedy,Drama           8.30 204,972.00   Uni.   \n",
       "215   Adventure,Animation,Comedy           6.30  92,580.00   Uni.   \n",
       "817              Horror,Thriller           4.70  34,816.00   Uni.   \n",
       "214   Adventure,Animation,Comedy           7.40 344,230.00   Uni.   \n",
       "982         Action,Horror,Sci-Fi           6.50 126,203.00   Uni.   \n",
       "983         Action,Horror,Sci-Fi           6.00  80,254.00   Uni.   \n",
       "995   Adventure,Animation,Comedy           6.50 161,997.00   Uni.   \n",
       "494       Action,Sci-Fi,Thriller           6.40 403,194.00   Uni.   \n",
       "778               Comedy,Fantasy           6.90 538,367.00   Uni.   \n",
       "868         Action,Horror,Sci-Fi           5.10  41,741.00   Uni.   \n",
       "622                 Comedy,Music           6.40 130,692.00   Uni.   \n",
       "506              Horror,Thriller           6.20 158,487.00   Uni.   \n",
       "588         Drama,Horror,Mystery           6.10  47,099.00   Uni.   \n",
       "138               Comedy,Romance           6.80 249,501.00   Uni.   \n",
       "717      Animation,Comedy,Family           7.10 115,951.00   Uni.   \n",
       "304        Action,Crime,Thriller           7.20 335,074.00   Uni.   \n",
       "213      Animation,Comedy,Family           7.70 464,511.00   Uni.   \n",
       "431      Action,Adventure,Sci-Fi           6.20 219,125.00   Uni.   \n",
       "...                          ...            ...        ...    ...   \n",
       "1056         Action,Comedy,Crime           6.20 125,102.00   Uni.   \n",
       "285      Biography,Drama,History           7.40 120,009.00   Uni.   \n",
       "467               Comedy,Romance           6.50  86,125.00   Uni.   \n",
       "469        Biography,Crime,Drama           7.00 138,947.00   Uni.   \n",
       "947                       Action           5.40  58,185.00   Uni.   \n",
       "824               Comedy,Fantasy           6.30 155,374.00   Uni.   \n",
       "100      Action,Adventure,Sci-Fi           5.80 225,342.00   Uni.   \n",
       "191         Drama,Fantasy,Horror           6.50 119,287.00   Uni.   \n",
       "1005         Crime,Drama,Mystery           5.10  47,890.00   Uni.   \n",
       "752              Biography,Drama           7.20 138,668.00   Uni.   \n",
       "701     Action,Adventure,Fantasy           5.50  66,565.00   Uni.   \n",
       "165        Drama,Fantasy,Romance           6.50  55,016.00   Uni.   \n",
       "847                 Comedy,Drama           5.30  48,148.00   Uni.   \n",
       "327        Action,Drama,Thriller           6.80 122,132.00   Uni.   \n",
       "1036        Drama,Fantasy,Horror           5.80  97,873.00   Uni.   \n",
       "10        Action,Adventure,Drama           6.30 135,754.00   Uni.   \n",
       "495        Action,Comedy,Romance           5.50  39,782.00   Uni.   \n",
       "670       Action,Adventure,Drama           6.60 239,480.00   Uni.   \n",
       "551     Action,Adventure,Fantasy           6.10  70,193.00   Uni.   \n",
       "240       Drama,Mystery,Thriller           6.00  59,714.00   Uni.   \n",
       "1092              Comedy,Romance           5.60  69,081.00   Uni.   \n",
       "560      Horror,Mystery,Thriller           4.80  18,381.00   Uni.   \n",
       "114       Biography,Drama,Family           6.50  17,585.00   Uni.   \n",
       "643      Action,Adventure,Comedy           5.60 109,078.00   Uni.   \n",
       "656          Action,Crime,Sci-Fi           6.30  96,144.00   Uni.   \n",
       "1141    Adventure,Comedy,Fantasy           5.50  92,940.00   Uni.   \n",
       "416       Adventure,Drama,Family           4.10   6,683.00   Uni.   \n",
       "1105      Biography,Comedy,Drama           6.10   8,920.00   Uni.   \n",
       "124        Action,Crime,Thriller           5.40  48,427.00   Uni.   \n",
       "148                Drama,Romance           5.30  16,206.00   Uni.   \n",
       "\n",
       "      bom_dom_gross bom_for_gross  year  ct  release_date  tn_prod_budget  \\\n",
       "1078  32,500,000.00      31600000  2015   1  Apr 17, 2015    1,000,000.00   \n",
       "744  138,300,000.00     140200000  2017   1  Jan 20, 2017    5,000,000.00   \n",
       "313  176,000,000.00      79400000  2017   1  Feb 24, 2017    5,000,000.00   \n",
       "981   64,500,000.00      24900000  2013   1   Jun 7, 2013    3,000,000.00   \n",
       "1069  41,400,000.00      53900000  2018   1  Apr 13, 2018    3,500,000.00   \n",
       "338   55,700,000.00      69800000  2017   1  Oct 13, 2017    5,000,000.00   \n",
       "587   50,900,000.00      52700000  2014   1  Oct 24, 2014    5,000,000.00   \n",
       "1026  65,200,000.00      33200000  2015   1  Sep 11, 2015    5,000,000.00   \n",
       "395   67,700,000.00     100100000  2018   1   Jan 5, 2018   10,000,000.00   \n",
       "536  336,000,000.00     823400000  2015   1  Jul 10, 2015   74,000,000.00   \n",
       "564  150,200,000.00     120500000  2014   1   May 9, 2014   18,000,000.00   \n",
       "282  166,200,000.00     404800000  2015   1  Feb 13, 2015   40,000,000.00   \n",
       "324   85,100,000.00     234700000  2018   1  Nov 16, 2018   23,000,000.00   \n",
       "215  264,600,000.00     770200000  2017   1  Jun 30, 2017   75,000,000.00   \n",
       "817   35,400,000.00      17000000  2015   1  Jan 23, 2015    4,000,000.00   \n",
       "214  368,100,000.00     602700000  2013   1   Jul 3, 2013   76,000,000.00   \n",
       "982   72,000,000.00      40000000  2014   1  Jul 18, 2014    9,000,000.00   \n",
       "983   79,200,000.00      39400000  2016   1   Jul 1, 2016   10,000,000.00   \n",
       "995  368,400,000.00     507100000  2016   1   Jul 8, 2016   75,000,000.00   \n",
       "494  126,700,000.00     336700000  2014   1  Jul 25, 2014   40,000,000.00   \n",
       "778  218,800,000.00     330600000  2012   1  Jun 29, 2012   50,000,000.00   \n",
       "868   69,500,000.00      67500000  2018   1   Jul 4, 2018   13,000,000.00   \n",
       "622  184,300,000.00     103200000  2015   1  May 15, 2015   29,000,000.00   \n",
       "506   71,600,000.00      74800000  2013   1  Jan 18, 2013   15,000,000.00   \n",
       "588   35,100,000.00      46600000  2016   1  Oct 21, 2016    9,000,000.00   \n",
       "138  169,100,000.00     119300000  2011   1  May 13, 2011   32,500,000.00   \n",
       "717  270,400,000.00     363800000  2016   1  Dec 21, 2016   75,000,000.00   \n",
       "304  353,000,000.00       1,163.0  2015   1   Apr 3, 2015  190,000,000.00   \n",
       "213  251,500,000.00     291600000  2010   1   Jul 9, 2010   69,000,000.00   \n",
       "431  417,700,000.00     891800000  2018   1  Jun 22, 2018  170,000,000.00   \n",
       "...             ...           ...   ...  ..           ...             ...   \n",
       "1056  78,000,000.00      74900000  2011   1   Nov 4, 2011   85,000,000.00   \n",
       "285   44,900,000.00      60800000  2018   1  Oct 12, 2018   60,000,000.00   \n",
       "467   25,900,000.00       6700000  2010   1   Jan 8, 2010   19,000,000.00   \n",
       "469    1,900,000.00      41100000  2015   1  Nov 20, 2015   25,000,000.00   \n",
       "947   15,600,000.00       4099999  2012   1   Nov 2, 2012   15,000,000.00   \n",
       "824   37,100,000.00      38400000  2011   1   Aug 5, 2011   52,000,000.00   \n",
       "100   65,400,000.00     237600000  2012   1  May 18, 2012  220,000,000.00   \n",
       "191   31,100,000.00      43600000  2015   1  Oct 16, 2015   55,000,000.00   \n",
       "1005   6,700,000.00      36400000  2017   1  Oct 20, 2017   35,000,000.00   \n",
       "752   17,800,000.00      16700000  2015   1   Oct 9, 2015   30,000,000.00   \n",
       "701   17,200,000.00      97000000  2015   1   Feb 6, 2015   95,000,000.00   \n",
       "165   31,200,000.00      17000000  2010   1  Jul 30, 2010   44,000,000.00   \n",
       "847   48,500,000.00      21200000  2011   1  Jan 14, 2011   70,000,000.00   \n",
       "327   35,100,000.00      59800000  2010   1  Mar 12, 2010  100,000,000.00   \n",
       "1036  62,000,000.00      77800000  2010   1  Feb 12, 2010  150,000,000.00   \n",
       "10    38,400,000.00     113400000  2013   1  Dec 25, 2013  175,000,000.00   \n",
       "495    8,500,000.00        797000  2010   1  May 21, 2010   10,000,000.00   \n",
       "670  105,300,000.00     216400000  2010   1  Nov 21, 2018   99,000,000.00   \n",
       "551   16,000,000.00      67700000  2018   1  Dec 14, 2018  100,000,000.00   \n",
       "240   21,300,000.00      17200000  2011   1  Sep 30, 2011   50,000,000.00   \n",
       "1092  17,500,000.00       4200000  2012   1  Feb 24, 2012   32,500,000.00   \n",
       "560   14,700,000.00       6200000  2010   1   Oct 8, 2010   25,000,000.00   \n",
       "114   20,200,000.00       4600000  2012   1   Feb 3, 2012   40,000,000.00   \n",
       "643   33,600,000.00      44700000  2013   1  Jul 19, 2013  130,000,000.00   \n",
       "656   13,800,000.00       4600000  2010   1  Mar 19, 2010   32,000,000.00   \n",
       "1141  21,600,000.00       3300000  2011   1   Apr 8, 2011   50,000,000.00   \n",
       "416    2,200,000.00        149000  2015   1  Oct 23, 2015    5,000,000.00   \n",
       "1105  10,800,000.00       2100000  2018   1  Dec 21, 2018   45,000,000.00   \n",
       "124    8,000,000.00      11600000  2015   1  Jan 16, 2015   70,000,000.00   \n",
       "148      538,000.00       2800000  2015   1  Nov 13, 2015   20,000,000.00   \n",
       "\n",
       "       tn_dom_gross   tn_world_gross        tn_profit  tn_roi  \n",
       "1078  32,789,645.00    64,364,198.00    63,364,198.00   63.36  \n",
       "744  138,141,585.00   278,964,806.00   273,964,806.00   54.79  \n",
       "313  176,040,665.00   255,367,951.00   250,367,951.00   50.07  \n",
       "981   64,473,115.00    91,266,581.00    88,266,581.00   29.42  \n",
       "1069  41,411,015.00    95,127,344.00    91,627,344.00   26.18  \n",
       "338   55,683,845.00   125,010,260.00   120,010,260.00   24.00  \n",
       "587   50,856,010.00   103,300,632.00    98,300,632.00   19.66  \n",
       "1026  65,206,105.00    98,677,816.00    93,677,816.00   18.74  \n",
       "395   67,745,330.00   167,885,588.00   157,885,588.00   15.79  \n",
       "536  336,045,770.00 1,160,336,173.00 1,086,336,173.00   14.68  \n",
       "564  150,086,800.00   270,944,428.00   252,944,428.00   14.05  \n",
       "282  166,167,230.00   570,998,101.00   530,998,101.00   13.27  \n",
       "324   85,080,171.00   322,034,439.00   299,034,439.00   13.00  \n",
       "215  264,624,300.00 1,034,727,750.00   959,727,750.00   12.80  \n",
       "817   36,006,065.00    53,401,938.00    49,401,938.00   12.35  \n",
       "214  368,065,385.00   975,216,835.00   899,216,835.00   11.83  \n",
       "982   71,562,550.00   111,534,881.00   102,534,881.00   11.39  \n",
       "983   79,042,440.00   118,514,727.00   108,514,727.00   10.85  \n",
       "995  368,384,330.00   886,750,534.00   811,750,534.00   10.82  \n",
       "494  126,573,960.00   457,507,776.00   417,507,776.00   10.44  \n",
       "778  218,665,740.00   556,016,627.00   506,016,627.00   10.12  \n",
       "868   69,488,745.00   136,617,305.00   123,617,305.00    9.51  \n",
       "622  184,296,230.00   287,625,468.00   258,625,468.00    8.92  \n",
       "506   71,628,180.00   148,095,566.00   133,095,566.00    8.87  \n",
       "588   35,144,505.00    81,831,866.00    72,831,866.00    8.09  \n",
       "138  169,211,718.00   289,632,023.00   257,132,023.00    7.91  \n",
       "717  270,329,045.00   634,454,789.00   559,454,789.00    7.46  \n",
       "304  353,007,020.00 1,518,722,794.00 1,328,722,794.00    6.99  \n",
       "213  251,513,985.00   543,464,573.00   474,464,573.00    6.88  \n",
       "431  417,719,760.00 1,305,772,799.00 1,135,772,799.00    6.68  \n",
       "...             ...              ...              ...     ...  \n",
       "1056  78,046,570.00   150,422,946.00    65,422,946.00    0.77  \n",
       "285   44,936,545.00   105,203,825.00    45,203,825.00    0.75  \n",
       "467   25,918,920.00    32,618,920.00    13,618,920.00    0.72  \n",
       "469    1,872,994.00    42,425,450.00    17,425,450.00    0.70  \n",
       "947   15,634,090.00    22,018,988.00     7,018,988.00    0.47  \n",
       "824   37,243,418.00    75,997,067.00    23,997,067.00    0.46  \n",
       "100   65,233,400.00   313,477,717.00    93,477,717.00    0.42  \n",
       "191   31,090,320.00    74,966,854.00    19,966,854.00    0.36  \n",
       "1005   6,670,765.00    43,226,146.00     8,226,146.00    0.24  \n",
       "752   17,766,658.00    35,579,007.00     5,579,007.00    0.19  \n",
       "701   17,725,785.00   108,874,967.00    13,874,967.00    0.15  \n",
       "165   31,206,263.00    48,478,084.00     4,478,084.00    0.10  \n",
       "847   48,475,290.00    70,546,865.00       546,865.00    0.01  \n",
       "327   35,497,337.00    97,523,020.00    -2,476,980.00   -0.02  \n",
       "1036  62,189,884.00   142,634,358.00    -7,365,642.00   -0.05  \n",
       "10    38,362,475.00   151,716,815.00   -23,283,185.00   -0.13  \n",
       "495    8,525,600.00     8,629,895.00    -1,370,105.00   -0.14  \n",
       "670   30,824,628.00    84,747,441.00   -14,252,559.00   -0.14  \n",
       "551   15,951,040.00    85,287,417.00   -14,712,583.00   -0.15  \n",
       "240   21,302,340.00    41,642,166.00    -8,357,834.00   -0.17  \n",
       "1092  17,288,155.00    24,159,934.00    -8,340,066.00   -0.26  \n",
       "560   14,744,435.00    16,727,470.00    -8,272,530.00   -0.33  \n",
       "114   20,157,300.00    25,268,680.00   -14,731,320.00   -0.37  \n",
       "643   33,618,855.00    79,076,678.00   -50,923,322.00   -0.39  \n",
       "656   13,942,007.00    18,195,238.00   -13,804,762.00   -0.43  \n",
       "1141  21,596,445.00    26,121,638.00   -23,878,362.00   -0.48  \n",
       "416    2,184,640.00     2,368,937.00    -2,631,063.00   -0.53  \n",
       "1105  10,763,520.00    12,874,922.00   -32,125,078.00   -0.71  \n",
       "124    8,005,980.00    19,665,004.00   -50,334,996.00   -0.72  \n",
       "148      538,460.00     3,727,746.00   -16,272,254.00   -0.81  \n",
       "\n",
       "[115 rows x 19 columns]"
      ]
     },
     "execution_count": 504,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df_and_tn[top_studios_df_and_tn['studio']=='Uni.'].sort_values('tn_roi', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 519,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "Uni.       115\n",
       "Fox        106\n",
       "WB          97\n",
       "BV          70\n",
       "Sony        69\n",
       "Par.        69\n",
       "LGF         55\n",
       "FoxS        45\n",
       "Wein.       39\n",
       "WB (NL)     37\n",
       "Name: ct, dtype: int64"
      ]
     },
     "execution_count": 519,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df_and_tn[top_studios_df_and_tn['studio']\n",
    "                      .isin(top_roi_studios_df.index)].groupby('studio')['ct'].sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 520,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "Uni.       85\n",
       "Fox        77\n",
       "Sony       55\n",
       "WB         53\n",
       "Par.       49\n",
       "BV         47\n",
       "LGF        36\n",
       "WB (NL)    28\n",
       "Wein.      27\n",
       "FoxS       22\n",
       "Name: ct, dtype: int64"
      ]
     },
     "execution_count": 520,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_roi[top_roi['studio']\n",
    "        .isin(top_roi_studios_df.index)].groupby('studio')['ct'].sum().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 583,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        9,334,800,000.00\n",
       "WB        8,059,000,000.00\n",
       "Fox       7,497,000,000.00\n",
       "Uni.      6,362,700,000.00\n",
       "Sony      4,844,500,000.00\n",
       "Par.      4,517,000,000.00\n",
       "WB (NL)   2,148,600,000.00\n",
       "LGF       1,964,887,650.00\n",
       "Wein.       796,100,000.00\n",
       "FoxS        491,910,000.00\n",
       "Name: tn_prod_budget, dtype: float64"
      ]
     },
     "execution_count": 583,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_prod_budgets = top_studios_df_and_tn[top_studios_df_and_tn['studio']\n",
    "                      .isin(top_roi_studios_df.index)].groupby('studio')['tn_prod_budget'].sum().sort_values(ascending=False)\n",
    "all_prod_budgets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 584,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        133,354,285.71\n",
       "WB         83,082,474.23\n",
       "Fox        70,726,415.09\n",
       "Sony       70,210,144.93\n",
       "Par.       65,463,768.12\n",
       "WB (NL)    58,070,270.27\n",
       "Uni.       55,327,826.09\n",
       "LGF        35,725,230.00\n",
       "Wein.      20,412,820.51\n",
       "FoxS       10,931,333.33\n",
       "Name: tn_prod_budget, dtype: float64"
      ]
     },
     "execution_count": 584,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_prod_budgets_avg = top_studios_df_and_tn[top_studios_df_and_tn['studio']\n",
    "                      .isin(top_roi_studios_df.index)].groupby('studio')['tn_prod_budget'].mean().sort_values(ascending=False)\n",
    "all_prod_budgets_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 522,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        147,582,978.72\n",
       "WB         93,679,245.28\n",
       "Fox        78,961,038.96\n",
       "Sony       71,936,363.64\n",
       "Par.       65,795,918.37\n",
       "WB (NL)    58,450,000.00\n",
       "Uni.       52,049,411.76\n",
       "LGF        36,396,879.17\n",
       "Wein.      18,540,740.74\n",
       "FoxS       10,355,000.00\n",
       "Name: tn_prod_budget, dtype: float64"
      ]
     },
     "execution_count": 522,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_roi[top_roi['studio']\n",
    "        .isin(top_roi_studios_df.index)].groupby('studio')['tn_prod_budget'].mean().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 565,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        33,005,492,430.00\n",
       "Uni.      26,983,322,957.00\n",
       "Fox       25,970,716,879.00\n",
       "WB        21,964,047,930.00\n",
       "Sony      16,935,293,274.00\n",
       "Par.      13,733,109,035.00\n",
       "WB (NL)    8,540,864,247.00\n",
       "LGF        6,599,606,161.00\n",
       "Wein.      2,738,049,893.00\n",
       "FoxS       2,142,183,094.00\n",
       "Name: tn_world_gross, dtype: float64"
      ]
     },
     "execution_count": 565,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_world_gross = top_studios_df_and_tn[top_studios_df_and_tn['studio']\n",
    "                      .isin(top_roi_studios_df.index)].groupby('studio')['tn_world_gross'].sum().sort_values(ascending=False)\n",
    "all_world_gross"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 566,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        471,507,034.71\n",
       "Sony      245,439,032.96\n",
       "Fox       245,006,763.01\n",
       "Uni.      234,637,590.93\n",
       "WB (NL)   230,834,168.84\n",
       "WB        226,433,483.81\n",
       "Par.      199,030,565.72\n",
       "LGF       119,992,839.29\n",
       "Wein.      70,206,407.51\n",
       "FoxS       47,604,068.76\n",
       "Name: tn_world_gross, dtype: float64"
      ]
     },
     "execution_count": 566,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_world_gross_avg = top_studios_df_and_tn[top_studios_df_and_tn['studio']\n",
    "                      .isin(top_roi_studios_df.index)].groupby('studio')['tn_world_gross'].mean().sort_values(ascending=False)\n",
    "all_world_gross_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 567,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        30,063,090,690.00\n",
       "Uni.      25,019,118,762.00\n",
       "Fox       23,871,996,093.00\n",
       "WB        18,046,196,255.00\n",
       "Sony      15,607,144,392.00\n",
       "Par.      12,044,603,961.00\n",
       "WB (NL)    7,986,136,144.00\n",
       "LGF        5,885,657,918.00\n",
       "Wein.      2,507,084,056.00\n",
       "FoxS       1,846,033,345.00\n",
       "Name: tn_world_gross, dtype: float64"
      ]
     },
     "execution_count": 567,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_roi_world_gross = top_roi[top_roi['studio']\n",
    "        .isin(top_roi_studios_df.index)].groupby('studio')['tn_world_gross'].sum().sort_values(ascending=False)\n",
    "top_roi_world_gross"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 568,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        639,640,227.45\n",
       "WB        340,494,268.96\n",
       "Fox       310,025,923.29\n",
       "Uni.      294,342,573.67\n",
       "WB (NL)   285,219,148.00\n",
       "Sony      283,766,261.67\n",
       "Par.      245,808,244.10\n",
       "LGF       163,490,497.72\n",
       "Wein.      92,854,965.04\n",
       "FoxS       83,910,606.59\n",
       "Name: tn_world_gross, dtype: float64"
      ]
     },
     "execution_count": 568,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_roi_world_gross_avg = top_roi[top_roi['studio']\n",
    "        .isin(top_roi_studios_df.index)].groupby('studio')['tn_world_gross'].mean().sort_values(ascending=False)\n",
    "top_roi_world_gross_avg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 447,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "FD        6.30\n",
       "FoxS      6.88\n",
       "LG/S      6.44\n",
       "LGF       6.33\n",
       "Par.      6.37\n",
       "TriS      6.67\n",
       "Uni.      6.23\n",
       "WB        6.58\n",
       "WB (NL)   6.27\n",
       "Wein.     7.04\n",
       "Name: averagerating, dtype: float64"
      ]
     },
     "execution_count": 447,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df_and_tn[top_studios_df_and_tn['studio'].isin(top_roi_studios_df.index)].groupby('studio')['averagerating'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 525,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        7.32\n",
       "Wein.     7.26\n",
       "FoxS      7.20\n",
       "WB        6.77\n",
       "Fox       6.54\n",
       "LGF       6.46\n",
       "Par.      6.41\n",
       "WB (NL)   6.39\n",
       "Uni.      6.32\n",
       "Sony      6.28\n",
       "Name: averagerating, dtype: float64"
      ]
     },
     "execution_count": 525,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_roi[top_roi['studio']\n",
    "        .isin(top_roi_studios_df.index)].groupby('studio')['averagerating'].mean().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 526,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        248,198.91\n",
       "WB        214,230.29\n",
       "Par.      204,980.86\n",
       "Fox       164,946.90\n",
       "WB (NL)   160,683.46\n",
       "Sony      160,329.14\n",
       "Wein.     149,655.33\n",
       "Uni.      142,804.81\n",
       "LGF       139,014.60\n",
       "FoxS      118,675.36\n",
       "Name: numvotes, dtype: float64"
      ]
     },
     "execution_count": 526,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df_and_tn[top_studios_df_and_tn['studio']\n",
    "                      .isin(top_roi_studios_df.index)].groupby('studio')['numvotes'].mean().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 527,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "studio\n",
       "BV        333,371.77\n",
       "WB        299,775.06\n",
       "Par.      256,377.04\n",
       "Fox       201,457.47\n",
       "Wein.     197,071.89\n",
       "WB (NL)   191,490.07\n",
       "FoxS      184,671.45\n",
       "Sony      176,138.45\n",
       "LGF       172,274.39\n",
       "Uni.      162,229.67\n",
       "Name: numvotes, dtype: float64"
      ]
     },
     "execution_count": 527,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_roi[top_roi['studio']\n",
    "        .isin(top_roi_studios_df.index)].groupby('studio')['numvotes'].mean().sort_values(ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 528,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1148, 19)"
      ]
     },
     "execution_count": 528,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df_and_tn.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 605,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Top Studios')"
      ]
     },
     "execution_count": 605,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "studio_list = ['Universal (Uni.)', '20th Century Fox (Fox)', 'Warner Brothers (WB)',\n",
    "               'Buena Vista Pictures/Disney (BV)', 'Sony/Columbia Pictures (Sony)', \n",
    "               'Paramount Pictures (Par.)', 'Lionsgate Films (LGF)', 'Fox Searchlight (FoxS)',\n",
    "               'Weinstein (Wein.)', 'Warner Brothers/New Line (WB (NL))']\n",
    "\n",
    "fig = plt.figure(figsize=(12, 12))\n",
    "ax = fig.add_subplot(2, 2, 1)\n",
    "ax.bar(all_world_gross.index, all_world_gross);\n",
    "ax.set_title('Worldwide Gross Total')\n",
    "ax.set_ylabel('Worldwide Gross in Billions')\n",
    "ax.set_xlabel('Top Studios')\n",
    "\n",
    "#fig2 = plt.figure(figsize=(10, 6))\n",
    "ax2 = fig.add_subplot(2, 2, 3)\n",
    "ax2.bar(all_world_gross_avg.index, all_world_gross_avg);\n",
    "ax2.set_title('Average Worldwide Gross per Title')\n",
    "ax2.set_ylabel('Avg Worldwide Gross in Hundred Millions')\n",
    "ax2.set_xlabel('Top Studios')\n",
    "\n",
    "#fig3 = plt.figure(figsize=(10, 6))\n",
    "ax3 = fig.add_subplot(2, 2, 2)\n",
    "ax3.bar(all_prod_budgets.index, all_prod_budgets);\n",
    "ax3.set_title('Production Budget Total')\n",
    "ax3.set_ylabel('Production Budget in Billions')\n",
    "ax3.set_xlabel('Top Studios')\n",
    "\n",
    "#fig4 = plt.figure(figsize=(10, 6))\n",
    "ax4 = fig.add_subplot(2, 2, 4)\n",
    "ax4.bar(all_prod_budgets_avg.index, all_prod_budgets_avg);\n",
    "ax4.set_title('Average Production Budget per Title')\n",
    "ax4.set_ylabel('Avg Production Budget in Hundred Millions')\n",
    "ax4.set_xlabel('Top Studios')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 606,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a52d79208>"
      ]
     },
     "execution_count": 606,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = top20_grossing_genres\n",
    "fig = plt.figure() # Create matplotlib figure\n",
    "\n",
    "ax = fig.add_subplot(111) # Create matplotlib axes\n",
    "ax2 = ax.twinx() # Create another axes that shares the same x-axis as ax.\n",
    "\n",
    "width = 0.4\n",
    "\n",
    "df.domestic_gross.plot(kind='bar', color='red', ax=ax, width=width, position=1)\n",
    "df.ct.plot(kind='bar', color='blue', ax=ax2, width=width, position=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 611,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1a59b78048>"
      ]
     },
     "execution_count": 611,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top20_roi_genres = top_studios_df_and_tn.groupby('genres').sum() \\\n",
    "                              .sort_values(ascending=False, by='tn_roi')[['tn_roi','ct']][:20]\n",
    "#top20_world_gross_genres.plot.bar()\n",
    "\n",
    "df = top20_roi_genres\n",
    "fig = plt.figure() # Create matplotlib figure\n",
    "\n",
    "ax = fig.add_subplot(111) # Create matplotlib axes\n",
    "ax2 = ax.twinx() # Create another axes that shares the same x-axis as ax.\n",
    "\n",
    "width = 0.4\n",
    "\n",
    "df.tn_roi.plot(kind='bar', color='red', ax=ax, width=width, position=1)\n",
    "df.ct.plot(kind='bar', color='blue', ax=ax2, width=width, position=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 624,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_studios_df_and_tn.groupby(['genres']).mean()\\\n",
    "    .sort_values(ascending=False, by='tn_roi')[['tn_roi']][:20].unstack().plot.bar();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 628,
   "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>start_year</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>averagerating</th>\n",
       "      <th>numvotes</th>\n",
       "      <th>bom_dom_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>ct</th>\n",
       "      <th>tn_prod_budget</th>\n",
       "      <th>tn_dom_gross</th>\n",
       "      <th>tn_world_gross</th>\n",
       "      <th>tn_profit</th>\n",
       "      <th>tn_roi</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1,148.00</td>\n",
       "      <td>1,148.00</td>\n",
       "      <td>1,147.00</td>\n",
       "      <td>1,147.00</td>\n",
       "      <td>1,147.00</td>\n",
       "      <td>1,148.00</td>\n",
       "      <td>1,148.00</td>\n",
       "      <td>1,148.00</td>\n",
       "      <td>1,148.00</td>\n",
       "      <td>1,148.00</td>\n",
       "      <td>1,148.00</td>\n",
       "      <td>1,148.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2,013.58</td>\n",
       "      <td>109.42</td>\n",
       "      <td>6.48</td>\n",
       "      <td>138,201.23</td>\n",
       "      <td>63,591,248.90</td>\n",
       "      <td>2,013.66</td>\n",
       "      <td>1.00</td>\n",
       "      <td>49,016,459.08</td>\n",
       "      <td>63,716,244.33</td>\n",
       "      <td>160,541,525.35</td>\n",
       "      <td>111,525,066.27</td>\n",
       "      <td>3.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>2.51</td>\n",
       "      <td>17.69</td>\n",
       "      <td>0.93</td>\n",
       "      <td>172,391.22</td>\n",
       "      <td>87,059,659.61</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>57,026,970.19</td>\n",
       "      <td>87,001,538.98</td>\n",
       "      <td>241,898,479.10</td>\n",
       "      <td>200,556,776.08</td>\n",
       "      <td>13.88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2,010.00</td>\n",
       "      <td>41.00</td>\n",
       "      <td>1.60</td>\n",
       "      <td>10.00</td>\n",
       "      <td>1,000.00</td>\n",
       "      <td>2,010.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>50,000.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-110,450,242.00</td>\n",
       "      <td>-1.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2,011.00</td>\n",
       "      <td>97.00</td>\n",
       "      <td>5.90</td>\n",
       "      <td>34,672.50</td>\n",
       "      <td>9,450,000.00</td>\n",
       "      <td>2,011.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>11,000,000.00</td>\n",
       "      <td>9,616,762.75</td>\n",
       "      <td>20,772,390.50</td>\n",
       "      <td>3,618,527.00</td>\n",
       "      <td>0.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2,013.00</td>\n",
       "      <td>106.00</td>\n",
       "      <td>6.50</td>\n",
       "      <td>80,510.00</td>\n",
       "      <td>35,100,000.00</td>\n",
       "      <td>2,014.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>28,000,000.00</td>\n",
       "      <td>35,353,255.50</td>\n",
       "      <td>70,149,902.50</td>\n",
       "      <td>35,764,245.00</td>\n",
       "      <td>1.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2,016.00</td>\n",
       "      <td>119.00</td>\n",
       "      <td>7.10</td>\n",
       "      <td>167,799.00</td>\n",
       "      <td>78,000,000.00</td>\n",
       "      <td>2,016.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>60,000,000.00</td>\n",
       "      <td>78,226,424.00</td>\n",
       "      <td>182,325,247.00</td>\n",
       "      <td>124,673,507.50</td>\n",
       "      <td>3.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2,018.00</td>\n",
       "      <td>180.00</td>\n",
       "      <td>8.80</td>\n",
       "      <td>1,841,066.00</td>\n",
       "      <td>700,100,000.00</td>\n",
       "      <td>2,018.00</td>\n",
       "      <td>1.00</td>\n",
       "      <td>410,600,000.00</td>\n",
       "      <td>700,059,566.00</td>\n",
       "      <td>2,048,134,200.00</td>\n",
       "      <td>1,748,134,200.00</td>\n",
       "      <td>415.56</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       start_year  runtime_minutes  averagerating     numvotes  bom_dom_gross  \\\n",
       "count    1,148.00         1,148.00       1,147.00     1,147.00       1,147.00   \n",
       "mean     2,013.58           109.42           6.48   138,201.23  63,591,248.90   \n",
       "std          2.51            17.69           0.93   172,391.22  87,059,659.61   \n",
       "min      2,010.00            41.00           1.60        10.00       1,000.00   \n",
       "25%      2,011.00            97.00           5.90    34,672.50   9,450,000.00   \n",
       "50%      2,013.00           106.00           6.50    80,510.00  35,100,000.00   \n",
       "75%      2,016.00           119.00           7.10   167,799.00  78,000,000.00   \n",
       "max      2,018.00           180.00           8.80 1,841,066.00 700,100,000.00   \n",
       "\n",
       "          year       ct  tn_prod_budget   tn_dom_gross   tn_world_gross  \\\n",
       "count 1,148.00 1,148.00        1,148.00       1,148.00         1,148.00   \n",
       "mean  2,013.66     1.00   49,016,459.08  63,716,244.33   160,541,525.35   \n",
       "std       2.51     0.00   57,026,970.19  87,001,538.98   241,898,479.10   \n",
       "min   2,010.00     1.00       50,000.00           0.00             0.00   \n",
       "25%   2,011.00     1.00   11,000,000.00   9,616,762.75    20,772,390.50   \n",
       "50%   2,014.00     1.00   28,000,000.00  35,353,255.50    70,149,902.50   \n",
       "75%   2,016.00     1.00   60,000,000.00  78,226,424.00   182,325,247.00   \n",
       "max   2,018.00     1.00  410,600,000.00 700,059,566.00 2,048,134,200.00   \n",
       "\n",
       "             tn_profit   tn_roi  \n",
       "count         1,148.00 1,148.00  \n",
       "mean    111,525,066.27     3.49  \n",
       "std     200,556,776.08    13.88  \n",
       "min    -110,450,242.00    -1.00  \n",
       "25%       3,618,527.00     0.22  \n",
       "50%      35,764,245.00     1.49  \n",
       "75%     124,673,507.50     3.40  \n",
       "max   1,748,134,200.00   415.56  "
      ]
     },
     "execution_count": 628,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df_and_tn.describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Boxplot of ROI without outliers by Genre, for the Top 10 Genres by ROI "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 675,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_context('talk')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 759,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_long = pd.melt(top_studios_df_and_tn, id_vars =['genres'], value_vars =['tn_roi'])\n",
    "df_long = df_long[df_long['genres'].isin(top10_roi_genres.index)]\\\n",
    "    .sort_values(ascending=False, by='value')\n",
    "roi_by_genre = sns.boxplot(data=df_long, x='value', y='genres', showfliers=False)\n",
    "roi_by_genre.set_title('ROI by Genre');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 724,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_long = pd.melt(top_studios_df_and_tn, id_vars =['genres'], value_vars =['tn_prod_budget'])\n",
    "df_long = df_long[df_long['genres'].isin(top10_roi_genres.index)]\\\n",
    "    .sort_values(ascending=False, by='genres')\n",
    "budget_by_genre = sns.boxplot(data=df_long, x='value', y='genres', showfliers=False)\n",
    "budget_by_genre.set_title('Production Budget by Genre');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 697,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_long = pd.melt(top_studios_df_and_tn, id_vars =['genres'], value_vars =['tn_world_gross'])\n",
    "df_long = df_long[df_long['genres'].isin(top10_roi_genres.index)]\\\n",
    "    .sort_values(ascending=False, by='genres')\n",
    "worldgross_by_genre = sns.boxplot(data=df_long, x='value', y='genres', showfliers=False)\n",
    "worldgross_by_genre.set_title('World Gross by Genre');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 696,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_long = pd.melt(top_studios_df_and_tn, id_vars =['genres'], value_vars =['averagerating'])\n",
    "df_long = df_long[df_long['genres'].isin(top10_roi_genres.index)]\\\n",
    "    .sort_values(ascending=False, by='genres')\n",
    "rating_by_genre = sns.boxplot(data=df_long, x='value', y='genres', showfliers=False)\n",
    "rating_by_genre.set_title('Average Rating by Genre');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 700,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(66, 19)"
      ]
     },
     "execution_count": 700,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_studios_df_and_tn[top_studios_df_and_tn['genres'].isin(top10_roi_genres.index)].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}