Movies_Project_Part_1_WebScrapping.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bs4 import BeautifulSoup\n",
    "import requests\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 1: data collecting\n",
    "\n",
    "# Top Lifetime Gross movies ranking in domestic market (Table 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 796,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'Star Wars: Episode VII - The Force Awakens': ['/title/tt2488496/?ref_=bo_cso_table_1',\n",
       "  '1',\n",
       "  'Star Wars: Episode VII - The Force Awakens',\n",
       "  '$936,662,225',\n",
       "  '2015'],\n",
       " 'Avengers: Endgame': ['/title/tt4154796/?ref_=bo_cso_table_2',\n",
       "  '2',\n",
       "  'Avengers: Endgame',\n",
       "  '$858,373,000',\n",
       "  '2019'],\n",
       " 'Avatar': ['/title/tt0499549/?ref_=bo_cso_table_3',\n",
       "  '3',\n",
       "  'Avatar',\n",
       "  '$760,507,625',\n",
       "  '2009'],\n",
       " 'Black Panther': ['/title/tt1825683/?ref_=bo_cso_table_4',\n",
       "  '4',\n",
       "  'Black Panther',\n",
       "  '$700,426,566',\n",
       "  '2018'],\n",
       " 'Avengers: Infinity War': ['/title/tt4154756/?ref_=bo_cso_table_5',\n",
       "  '5',\n",
       "  'Avengers: Infinity War',\n",
       "  '$678,815,482',\n",
       "  '2018'],\n",
       " 'Titanic': ['/title/tt0120338/?ref_=bo_cso_table_6',\n",
       "  '6',\n",
       "  'Titanic',\n",
       "  '$659,363,944',\n",
       "  '1997'],\n",
       " 'Jurassic World': ['/title/tt0369610/?ref_=bo_cso_table_7',\n",
       "  '7',\n",
       "  'Jurassic World',\n",
       "  '$652,385,625',\n",
       "  '2015'],\n",
       " 'The Avengers': ['/title/tt0848228/?ref_=bo_cso_table_8',\n",
       "  '8',\n",
       "  'The Avengers',\n",
       "  '$623,357,910',\n",
       "  '2012'],\n",
       " 'Star Wars: Episode VIII - The Last Jedi': ['/title/tt2527336/?ref_=bo_cso_table_9',\n",
       "  '9',\n",
       "  'Star Wars: Episode VIII - The Last Jedi',\n",
       "  '$620,181,382',\n",
       "  '2017'],\n",
       " 'Incredibles 2': ['/title/tt3606756/?ref_=bo_cso_table_10',\n",
       "  '10',\n",
       "  'Incredibles 2',\n",
       "  '$608,581,744',\n",
       "  '2018'],\n",
       " 'The Lion King': ['/title/tt0110357/?ref_=bo_cso_table_28',\n",
       "  '28',\n",
       "  'The Lion King',\n",
       "  '$422,783,777',\n",
       "  '1994'],\n",
       " 'The Dark Knight': ['/title/tt0468569/?ref_=bo_cso_table_12',\n",
       "  '12',\n",
       "  'The Dark Knight',\n",
       "  '$534,858,444',\n",
       "  '2008'],\n",
       " 'Rogue One: A Star Wars Story': ['/title/tt3748528/?ref_=bo_cso_table_13',\n",
       "  '13',\n",
       "  'Rogue One: A Star Wars Story',\n",
       "  '$532,177,324',\n",
       "  '2016'],\n",
       " 'Star Wars: Episode IX - The Rise of Skywalker': ['/title/tt2527338/?ref_=bo_cso_table_14',\n",
       "  '14',\n",
       "  'Star Wars: Episode IX - The Rise of Skywalker',\n",
       "  '$515,202,542',\n",
       "  '2019'],\n",
       " 'Beauty and the Beast': ['/title/tt0101414/?ref_=bo_cso_table_172',\n",
       "  '172',\n",
       "  'Beauty and the Beast',\n",
       "  '$218,967,620',\n",
       "  '1991'],\n",
       " 'Finding Dory': ['/title/tt2277860/?ref_=bo_cso_table_16',\n",
       "  '16',\n",
       "  'Finding Dory',\n",
       "  '$486,295,561',\n",
       "  '2016'],\n",
       " 'Frozen II': ['/title/tt4520988/?ref_=bo_cso_table_17',\n",
       "  '17',\n",
       "  'Frozen II',\n",
       "  '$477,373,578',\n",
       "  '2019'],\n",
       " 'Star Wars: Episode I - The Phantom Menace': ['/title/tt0120915/?ref_=bo_cso_table_18',\n",
       "  '18',\n",
       "  'Star Wars: Episode I - The Phantom Menace',\n",
       "  '$474,544,677',\n",
       "  '1999'],\n",
       " 'Star Wars: Episode IV - A New Hope': ['/title/tt0076759/?ref_=bo_cso_table_19',\n",
       "  '19',\n",
       "  'Star Wars: Episode IV - A New Hope',\n",
       "  '$460,998,507',\n",
       "  '1977'],\n",
       " 'Avengers: Age of Ultron': ['/title/tt2395427/?ref_=bo_cso_table_20',\n",
       "  '20',\n",
       "  'Avengers: Age of Ultron',\n",
       "  '$459,005,868',\n",
       "  '2015'],\n",
       " 'The Dark Knight Rises': ['/title/tt1345836/?ref_=bo_cso_table_21',\n",
       "  '21',\n",
       "  'The Dark Knight Rises',\n",
       "  '$448,139,099',\n",
       "  '2012'],\n",
       " 'Shrek 2': ['/title/tt0298148/?ref_=bo_cso_table_22',\n",
       "  '22',\n",
       "  'Shrek 2',\n",
       "  '$441,226,247',\n",
       "  '2004'],\n",
       " 'E.T. the Extra-Terrestrial': ['/title/tt0083866/?ref_=bo_cso_table_23',\n",
       "  '23',\n",
       "  'E.T. the Extra-Terrestrial',\n",
       "  '$435,110,554',\n",
       "  '1982'],\n",
       " 'Toy Story 4': ['/title/tt1979376/?ref_=bo_cso_table_24',\n",
       "  '24',\n",
       "  'Toy Story 4',\n",
       "  '$434,038,008',\n",
       "  '2019'],\n",
       " 'Captain Marvel': ['/title/tt4154664/?ref_=bo_cso_table_25',\n",
       "  '25',\n",
       "  'Captain Marvel',\n",
       "  '$426,829,839',\n",
       "  '2019'],\n",
       " 'The Hunger Games: Catching Fire': ['/title/tt1951264/?ref_=bo_cso_table_26',\n",
       "  '26',\n",
       "  'The Hunger Games: Catching Fire',\n",
       "  '$424,668,047',\n",
       "  '2013'],\n",
       " \"Pirates of the Caribbean: Dead Man's Chest\": ['/title/tt0383574/?ref_=bo_cso_table_27',\n",
       "  '27',\n",
       "  \"Pirates of the Caribbean: Dead Man's Chest\",\n",
       "  '$423,315,812',\n",
       "  '2006'],\n",
       " 'Jurassic World: Fallen Kingdom': ['/title/tt4881806/?ref_=bo_cso_table_29',\n",
       "  '29',\n",
       "  'Jurassic World: Fallen Kingdom',\n",
       "  '$417,719,760',\n",
       "  '2018'],\n",
       " 'Toy Story 3': ['/title/tt0435761/?ref_=bo_cso_table_30',\n",
       "  '30',\n",
       "  'Toy Story 3',\n",
       "  '$415,004,880',\n",
       "  '2010'],\n",
       " 'Wonder Woman': ['/title/tt0451279/?ref_=bo_cso_table_31',\n",
       "  '31',\n",
       "  'Wonder Woman',\n",
       "  '$412,815,408',\n",
       "  '2017'],\n",
       " 'Iron Man 3': ['/title/tt1300854/?ref_=bo_cso_table_32',\n",
       "  '32',\n",
       "  'Iron Man 3',\n",
       "  '$409,013,994',\n",
       "  '2013'],\n",
       " 'Captain America: Civil War': ['/title/tt3498820/?ref_=bo_cso_table_33',\n",
       "  '33',\n",
       "  'Captain America: Civil War',\n",
       "  '$408,084,349',\n",
       "  '2016'],\n",
       " 'The Hunger Games': ['/title/tt1392170/?ref_=bo_cso_table_34',\n",
       "  '34',\n",
       "  'The Hunger Games',\n",
       "  '$408,010,692',\n",
       "  '2012'],\n",
       " 'Spider-Man': ['/title/tt0145487/?ref_=bo_cso_table_35',\n",
       "  '35',\n",
       "  'Spider-Man',\n",
       "  '$407,022,860',\n",
       "  '2002'],\n",
       " 'Jumanji: Welcome to the Jungle': ['/title/tt2283362/?ref_=bo_cso_table_36',\n",
       "  '36',\n",
       "  'Jumanji: Welcome to the Jungle',\n",
       "  '$404,540,171',\n",
       "  '2017'],\n",
       " 'Jurassic Park': ['/title/tt0107290/?ref_=bo_cso_table_37',\n",
       "  '37',\n",
       "  'Jurassic Park',\n",
       "  '$404,214,720',\n",
       "  '1993'],\n",
       " 'Transformers: Revenge of the Fallen': ['/title/tt1055369/?ref_=bo_cso_table_38',\n",
       "  '38',\n",
       "  'Transformers: Revenge of the Fallen',\n",
       "  '$402,111,870',\n",
       "  '2009'],\n",
       " 'Frozen': ['/title/tt2294629/?ref_=bo_cso_table_39',\n",
       "  '39',\n",
       "  'Frozen',\n",
       "  '$400,953,009',\n",
       "  '2013'],\n",
       " 'Spider-Man: Far from Home': ['/title/tt6320628/?ref_=bo_cso_table_40',\n",
       "  '40',\n",
       "  'Spider-Man: Far from Home',\n",
       "  '$390,532,085',\n",
       "  '2019'],\n",
       " 'Guardians of the Galaxy Vol. 2': ['/title/tt3896198/?ref_=bo_cso_table_41',\n",
       "  '41',\n",
       "  'Guardians of the Galaxy Vol. 2',\n",
       "  '$389,813,101',\n",
       "  '2017'],\n",
       " 'Harry Potter and the Deathly Hallows: Part 2': ['/title/tt1201607/?ref_=bo_cso_table_42',\n",
       "  '42',\n",
       "  'Harry Potter and the Deathly Hallows: Part 2',\n",
       "  '$381,409,310',\n",
       "  '2011'],\n",
       " 'Finding Nemo': ['/title/tt0266543/?ref_=bo_cso_table_43',\n",
       "  '43',\n",
       "  'Finding Nemo',\n",
       "  '$380,843,261',\n",
       "  '2003'],\n",
       " 'Star Wars: Episode III - Revenge of the Sith': ['/title/tt0121766/?ref_=bo_cso_table_44',\n",
       "  '44',\n",
       "  'Star Wars: Episode III - Revenge of the Sith',\n",
       "  '$380,270,577',\n",
       "  '2005'],\n",
       " 'The Lord of the Rings: The Return of the King': ['/title/tt0167260/?ref_=bo_cso_table_45',\n",
       "  '45',\n",
       "  'The Lord of the Rings: The Return of the King',\n",
       "  '$377,845,905',\n",
       "  '2003'],\n",
       " 'Spider-Man 2': ['/title/tt0316654/?ref_=bo_cso_table_46',\n",
       "  '46',\n",
       "  'Spider-Man 2',\n",
       "  '$373,585,825',\n",
       "  '2004'],\n",
       " 'The Passion of the Christ': ['/title/tt0335345/?ref_=bo_cso_table_47',\n",
       "  '47',\n",
       "  'The Passion of the Christ',\n",
       "  '$370,782,930',\n",
       "  '2004'],\n",
       " 'The Secret Life of Pets': ['/title/tt2709768/?ref_=bo_cso_table_48',\n",
       "  '48',\n",
       "  'The Secret Life of Pets',\n",
       "  '$368,384,330',\n",
       "  '2016'],\n",
       " 'Despicable Me 2': ['/title/tt1690953/?ref_=bo_cso_table_49',\n",
       "  '49',\n",
       "  'Despicable Me 2',\n",
       "  '$368,065,385',\n",
       "  '2013'],\n",
       " 'The Jungle Book': ['/title/tt3040964/?ref_=bo_cso_table_50',\n",
       "  '50',\n",
       "  'The Jungle Book',\n",
       "  '$364,001,123',\n",
       "  '2016'],\n",
       " 'Deadpool': ['/title/tt1431045/?ref_=bo_cso_table_51',\n",
       "  '51',\n",
       "  'Deadpool',\n",
       "  '$363,070,709',\n",
       "  '2016'],\n",
       " 'Inside Out': ['/title/tt2096673/?ref_=bo_cso_table_52',\n",
       "  '52',\n",
       "  'Inside Out',\n",
       "  '$356,921,711',\n",
       "  '2015'],\n",
       " 'Aladdin': ['/title/tt0103639/?ref_=bo_cso_table_178',\n",
       "  '178',\n",
       "  'Aladdin',\n",
       "  '$217,350,219',\n",
       "  '1992'],\n",
       " 'Furious 7': ['/title/tt2820852/?ref_=bo_cso_table_54',\n",
       "  '54',\n",
       "  'Furious 7',\n",
       "  '$353,007,020',\n",
       "  '2015'],\n",
       " 'Transformers: Dark of the Moon': ['/title/tt1399103/?ref_=bo_cso_table_55',\n",
       "  '55',\n",
       "  'Transformers: Dark of the Moon',\n",
       "  '$352,390,543',\n",
       "  '2011'],\n",
       " 'American Sniper': ['/title/tt2179136/?ref_=bo_cso_table_56',\n",
       "  '56',\n",
       "  'American Sniper',\n",
       "  '$350,126,372',\n",
       "  '2014'],\n",
       " 'The Lord of the Rings: The Two Towers': ['/title/tt0167261/?ref_=bo_cso_table_57',\n",
       "  '57',\n",
       "  'The Lord of the Rings: The Two Towers',\n",
       "  '$342,551,365',\n",
       "  '2002'],\n",
       " 'Zootopia': ['/title/tt2948356/?ref_=bo_cso_table_58',\n",
       "  '58',\n",
       "  'Zootopia',\n",
       "  '$341,268,248',\n",
       "  '2016'],\n",
       " 'The Hunger Games: Mockingjay - Part 1': ['/title/tt1951265/?ref_=bo_cso_table_59',\n",
       "  '59',\n",
       "  'The Hunger Games: Mockingjay - Part 1',\n",
       "  '$337,135,885',\n",
       "  '2014'],\n",
       " 'Spider-Man 3': ['/title/tt0413300/?ref_=bo_cso_table_60',\n",
       "  '60',\n",
       "  'Spider-Man 3',\n",
       "  '$336,530,303',\n",
       "  '2007'],\n",
       " 'Minions': ['/title/tt2293640/?ref_=bo_cso_table_61',\n",
       "  '61',\n",
       "  'Minions',\n",
       "  '$336,045,770',\n",
       "  '2015'],\n",
       " 'Joker': ['/title/tt7286456/?ref_=bo_cso_table_62',\n",
       "  '62',\n",
       "  'Joker',\n",
       "  '$335,451,311',\n",
       "  '2019'],\n",
       " 'Aquaman': ['/title/tt1477834/?ref_=bo_cso_table_63',\n",
       "  '63',\n",
       "  'Aquaman',\n",
       "  '$335,061,807',\n",
       "  '2018'],\n",
       " 'Spider-Man: Homecoming': ['/title/tt2250912/?ref_=bo_cso_table_64',\n",
       "  '64',\n",
       "  'Spider-Man: Homecoming',\n",
       "  '$334,201,140',\n",
       "  '2017'],\n",
       " 'Alice in Wonderland': ['/title/tt1014759/?ref_=bo_cso_table_65',\n",
       "  '65',\n",
       "  'Alice in Wonderland',\n",
       "  '$334,191,110',\n",
       "  '2010'],\n",
       " 'Guardians of the Galaxy': ['/title/tt2015381/?ref_=bo_cso_table_66',\n",
       "  '66',\n",
       "  'Guardians of the Galaxy',\n",
       "  '$333,718,600',\n",
       "  '2014'],\n",
       " 'Forrest Gump': ['/title/tt0109830/?ref_=bo_cso_table_67',\n",
       "  '67',\n",
       "  'Forrest Gump',\n",
       "  '$330,455,270',\n",
       "  '1994'],\n",
       " 'Batman v Superman: Dawn of Justice': ['/title/tt2975590/?ref_=bo_cso_table_68',\n",
       "  '68',\n",
       "  'Batman v Superman: Dawn of Justice',\n",
       "  '$330,360,194',\n",
       "  '2016'],\n",
       " 'It': ['/title/tt1396484/?ref_=bo_cso_table_69',\n",
       "  '69',\n",
       "  'It',\n",
       "  '$328,828,874',\n",
       "  '2017'],\n",
       " 'Suicide Squad': ['/title/tt1386697/?ref_=bo_cso_table_70',\n",
       "  '70',\n",
       "  'Suicide Squad',\n",
       "  '$325,100,054',\n",
       "  '2016'],\n",
       " 'Deadpool 2': ['/title/tt5463162/?ref_=bo_cso_table_71',\n",
       "  '71',\n",
       "  'Deadpool 2',\n",
       "  '$324,591,735',\n",
       "  '2018'],\n",
       " 'Shrek the Third': ['/title/tt0413267/?ref_=bo_cso_table_72',\n",
       "  '72',\n",
       "  'Shrek the Third',\n",
       "  '$322,719,944',\n",
       "  '2007'],\n",
       " 'Jumanji: The Next Level': ['/title/tt7975244/?ref_=bo_cso_table_73',\n",
       "  '73',\n",
       "  'Jumanji: The Next Level',\n",
       "  '$320,314,960',\n",
       "  '2019'],\n",
       " 'Transformers': ['/title/tt0418279/?ref_=bo_cso_table_74',\n",
       "  '74',\n",
       "  'Transformers',\n",
       "  '$319,246,193',\n",
       "  '2007'],\n",
       " 'Iron Man': ['/title/tt0371746/?ref_=bo_cso_table_75',\n",
       "  '75',\n",
       "  'Iron Man',\n",
       "  '$319,034,126',\n",
       "  '2008'],\n",
       " \"Harry Potter and the Sorcerer's Stone\": ['/title/tt0241527/?ref_=bo_cso_table_76',\n",
       "  '76',\n",
       "  \"Harry Potter and the Sorcerer's Stone\",\n",
       "  '$318,087,620',\n",
       "  '2001'],\n",
       " 'Indiana Jones and the Kingdom of the Crystal Skull': ['/title/tt0367882/?ref_=bo_cso_table_77',\n",
       "  '77',\n",
       "  'Indiana Jones and the Kingdom of the Crystal Skull',\n",
       "  '$317,101,119',\n",
       "  '2008'],\n",
       " 'The Lord of the Rings: The Fellowship of the Ring': ['/title/tt0120737/?ref_=bo_cso_table_78',\n",
       "  '78',\n",
       "  'The Lord of the Rings: The Fellowship of the Ring',\n",
       "  '$315,710,750',\n",
       "  '2001'],\n",
       " 'Thor: Ragnarok': ['/title/tt3501632/?ref_=bo_cso_table_79',\n",
       "  '79',\n",
       "  'Thor: Ragnarok',\n",
       "  '$315,058,289',\n",
       "  '2017'],\n",
       " 'Iron Man 2': ['/title/tt1228705/?ref_=bo_cso_table_80',\n",
       "  '80',\n",
       "  'Iron Man 2',\n",
       "  '$312,433,331',\n",
       "  '2010'],\n",
       " 'Star Wars: Episode II - Attack of the Clones': ['/title/tt0121765/?ref_=bo_cso_table_81',\n",
       "  '81',\n",
       "  'Star Wars: Episode II - Attack of the Clones',\n",
       "  '$310,676,740',\n",
       "  '2002'],\n",
       " \"Pirates of the Caribbean: At World's End\": ['/title/tt0449088/?ref_=bo_cso_table_82',\n",
       "  '82',\n",
       "  \"Pirates of the Caribbean: At World's End\",\n",
       "  '$309,420,425',\n",
       "  '2007'],\n",
       " 'Star Wars: Episode VI - Return of the Jedi': ['/title/tt0086190/?ref_=bo_cso_table_83',\n",
       "  '83',\n",
       "  'Star Wars: Episode VI - Return of the Jedi',\n",
       "  '$309,306,177',\n",
       "  '1983'],\n",
       " 'Independence Day': ['/title/tt0116629/?ref_=bo_cso_table_84',\n",
       "  '84',\n",
       "  'Independence Day',\n",
       "  '$306,169,268',\n",
       "  '1996'],\n",
       " 'Pirates of the Caribbean: The Curse of the Black Pearl': ['/title/tt0325980/?ref_=bo_cso_table_85',\n",
       "  '85',\n",
       "  'Pirates of the Caribbean: The Curse of the Black Pearl',\n",
       "  '$305,413,918',\n",
       "  '2003'],\n",
       " 'Skyfall': ['/title/tt1074638/?ref_=bo_cso_table_86',\n",
       "  '86',\n",
       "  'Skyfall',\n",
       "  '$304,360,277',\n",
       "  '2012'],\n",
       " 'The Hobbit: An Unexpected Journey': ['/title/tt0903624/?ref_=bo_cso_table_87',\n",
       "  '87',\n",
       "  'The Hobbit: An Unexpected Journey',\n",
       "  '$303,003,568',\n",
       "  '2012'],\n",
       " 'Harry Potter and the Half-Blood Prince': ['/title/tt0417741/?ref_=bo_cso_table_88',\n",
       "  '88',\n",
       "  'Harry Potter and the Half-Blood Prince',\n",
       "  '$302,305,431',\n",
       "  '2009'],\n",
       " 'The Twilight Saga: Eclipse': ['/title/tt1325004/?ref_=bo_cso_table_89',\n",
       "  '89',\n",
       "  'The Twilight Saga: Eclipse',\n",
       "  '$300,531,751',\n",
       "  '2010'],\n",
       " 'The Twilight Saga: New Moon': ['/title/tt1259571/?ref_=bo_cso_table_90',\n",
       "  '90',\n",
       "  'The Twilight Saga: New Moon',\n",
       "  '$297,816,253',\n",
       "  '2009'],\n",
       " 'Harry Potter and the Deathly Hallows: Part 1': ['/title/tt0926084/?ref_=bo_cso_table_91',\n",
       "  '91',\n",
       "  'Harry Potter and the Deathly Hallows: Part 1',\n",
       "  '$296,347,721',\n",
       "  '2010'],\n",
       " 'The Sixth Sense': ['/title/tt0167404/?ref_=bo_cso_table_92',\n",
       "  '92',\n",
       "  'The Sixth Sense',\n",
       "  '$293,506,292',\n",
       "  '1999'],\n",
       " 'Up': ['/title/tt1049413/?ref_=bo_cso_table_93',\n",
       "  '93',\n",
       "  'Up',\n",
       "  '$293,004,164',\n",
       "  '2009'],\n",
       " 'Star Wars: Episode V - The Empire Strikes Back': ['/title/tt0080684/?ref_=bo_cso_table_94',\n",
       "  '94',\n",
       "  'Star Wars: Episode V - The Empire Strikes Back',\n",
       "  '$292,753,960',\n",
       "  '1980'],\n",
       " 'Inception': ['/title/tt1375666/?ref_=bo_cso_table_95',\n",
       "  '95',\n",
       "  'Inception',\n",
       "  '$292,576,195',\n",
       "  '2010'],\n",
       " 'Harry Potter and the Order of the Phoenix': ['/title/tt0373889/?ref_=bo_cso_table_96',\n",
       "  '96',\n",
       "  'Harry Potter and the Order of the Phoenix',\n",
       "  '$292,353,413',\n",
       "  '2007'],\n",
       " 'The Twilight Saga: Breaking Dawn - Part 2': ['/title/tt1673434/?ref_=bo_cso_table_97',\n",
       "  '97',\n",
       "  'The Twilight Saga: Breaking Dawn - Part 2',\n",
       "  '$292,324,737',\n",
       "  '2012'],\n",
       " 'The Chronicles of Narnia: The Lion, the Witch and the Wardrobe': ['/title/tt0363771/?ref_=bo_cso_table_98',\n",
       "  '98',\n",
       "  'The Chronicles of Narnia: The Lion, the Witch and the Wardrobe',\n",
       "  '$291,710,957',\n",
       "  '2005'],\n",
       " 'Man of Steel': ['/title/tt0770828/?ref_=bo_cso_table_99',\n",
       "  '99',\n",
       "  'Man of Steel',\n",
       "  '$291,045,518',\n",
       "  '2013'],\n",
       " 'Monsters, Inc.': ['/title/tt0198781/?ref_=bo_cso_table_100',\n",
       "  '100',\n",
       "  'Monsters, Inc.',\n",
       "  '$290,642,256',\n",
       "  '2001'],\n",
       " 'Harry Potter and the Goblet of Fire': ['/title/tt0330373/?ref_=bo_cso_table_101',\n",
       "  '101',\n",
       "  'Harry Potter and the Goblet of Fire',\n",
       "  '$290,417,905',\n",
       "  '2005'],\n",
       " 'Home Alone': ['/title/tt0099785/?ref_=bo_cso_table_102',\n",
       "  '102',\n",
       "  'Home Alone',\n",
       "  '$285,761,243',\n",
       "  '1990'],\n",
       " 'The Hunger Games: Mockingjay - Part 2': ['/title/tt1951266/?ref_=bo_cso_table_103',\n",
       "  '103',\n",
       "  'The Hunger Games: Mockingjay - Part 2',\n",
       "  '$281,723,902',\n",
       "  '2015'],\n",
       " 'The Matrix Reloaded': ['/title/tt0234215/?ref_=bo_cso_table_104',\n",
       "  '104',\n",
       "  'The Matrix Reloaded',\n",
       "  '$281,576,461',\n",
       "  '2003'],\n",
       " 'The Twilight Saga: Breaking Dawn - Part 1': ['/title/tt1324999/?ref_=bo_cso_table_105',\n",
       "  '105',\n",
       "  'The Twilight Saga: Breaking Dawn - Part 1',\n",
       "  '$281,287,133',\n",
       "  '2011'],\n",
       " 'Meet the Fockers': ['/title/tt0290002/?ref_=bo_cso_table_106',\n",
       "  '106',\n",
       "  'Meet the Fockers',\n",
       "  '$279,261,160',\n",
       "  '2004'],\n",
       " 'The Hangover': ['/title/tt1119646/?ref_=bo_cso_table_107',\n",
       "  '107',\n",
       "  'The Hangover',\n",
       "  '$277,322,503',\n",
       "  '2009'],\n",
       " 'Gravity': ['/title/tt1454468/?ref_=bo_cso_table_108',\n",
       "  '108',\n",
       "  'Gravity',\n",
       "  '$274,092,705',\n",
       "  '2013'],\n",
       " 'The Grinch': ['/title/tt2709692/?ref_=bo_cso_table_109',\n",
       "  '109',\n",
       "  'The Grinch',\n",
       "  '$271,094,731',\n",
       "  '2018'],\n",
       " 'Sing': ['/title/tt3470600/?ref_=bo_cso_table_110',\n",
       "  '110',\n",
       "  'Sing',\n",
       "  '$270,448,425',\n",
       "  '2016'],\n",
       " 'Monsters University': ['/title/tt1453405/?ref_=bo_cso_table_111',\n",
       "  '111',\n",
       "  'Monsters University',\n",
       "  '$268,492,764',\n",
       "  '2013'],\n",
       " 'Shrek': ['/title/tt0126029/?ref_=bo_cso_table_112',\n",
       "  '112',\n",
       "  'Shrek',\n",
       "  '$267,665,011',\n",
       "  '2001'],\n",
       " 'Despicable Me 3': ['/title/tt3469046/?ref_=bo_cso_table_113',\n",
       "  '113',\n",
       "  'Despicable Me 3',\n",
       "  '$264,624,300',\n",
       "  '2017'],\n",
       " 'Harry Potter and the Chamber of Secrets': ['/title/tt0295297/?ref_=bo_cso_table_114',\n",
       "  '114',\n",
       "  'Harry Potter and the Chamber of Secrets',\n",
       "  '$262,450,136',\n",
       "  '2002'],\n",
       " 'The Amazing Spider-Man': ['/title/tt0948470/?ref_=bo_cso_table_115',\n",
       "  '115',\n",
       "  'The Amazing Spider-Man',\n",
       "  '$262,030,663',\n",
       "  '2012'],\n",
       " 'The Incredibles': ['/title/tt0317705/?ref_=bo_cso_table_116',\n",
       "  '116',\n",
       "  'The Incredibles',\n",
       "  '$261,441,092',\n",
       "  '2004'],\n",
       " 'Jaws': ['/title/tt0073195/?ref_=bo_cso_table_117',\n",
       "  '117',\n",
       "  'Jaws',\n",
       "  '$260,758,300',\n",
       "  '1975'],\n",
       " 'How the Grinch Stole Christmas': ['/title/tt0170016/?ref_=bo_cso_table_118',\n",
       "  '118',\n",
       "  'How the Grinch Stole Christmas',\n",
       "  '$260,465,005',\n",
       "  '2000'],\n",
       " 'Captain America: The Winter Soldier': ['/title/tt1843866/?ref_=bo_cso_table_119',\n",
       "  '119',\n",
       "  'Captain America: The Winter Soldier',\n",
       "  '$259,766,572',\n",
       "  '2014'],\n",
       " 'The Hobbit: The Desolation of Smaug': ['/title/tt1170358/?ref_=bo_cso_table_120',\n",
       "  '120',\n",
       "  'The Hobbit: The Desolation of Smaug',\n",
       "  '$258,366,855',\n",
       "  '2013'],\n",
       " 'The Lego Movie': ['/title/tt1490017/?ref_=bo_cso_table_121',\n",
       "  '121',\n",
       "  'The Lego Movie',\n",
       "  '$257,760,692',\n",
       "  '2014'],\n",
       " 'Star Trek': ['/title/tt0796366/?ref_=bo_cso_table_122',\n",
       "  '122',\n",
       "  'Star Trek',\n",
       "  '$257,730,019',\n",
       "  '2009'],\n",
       " 'I Am Legend': ['/title/tt0480249/?ref_=bo_cso_table_123',\n",
       "  '123',\n",
       "  'I Am Legend',\n",
       "  '$256,393,010',\n",
       "  '2007'],\n",
       " 'The Blind Side': ['/title/tt0878804/?ref_=bo_cso_table_124',\n",
       "  '124',\n",
       "  'The Blind Side',\n",
       "  '$255,959,475',\n",
       "  '2009'],\n",
       " 'The Hobbit: The Battle of the Five Armies': ['/title/tt2310332/?ref_=bo_cso_table_125',\n",
       "  '125',\n",
       "  'The Hobbit: The Battle of the Five Armies',\n",
       "  '$255,119,788',\n",
       "  '2014'],\n",
       " 'The Hangover Part II': ['/title/tt1411697/?ref_=bo_cso_table_126',\n",
       "  '126',\n",
       "  'The Hangover Part II',\n",
       "  '$254,464,305',\n",
       "  '2011'],\n",
       " 'Despicable Me': ['/title/tt1323594/?ref_=bo_cso_table_127',\n",
       "  '127',\n",
       "  'Despicable Me',\n",
       "  '$251,513,985',\n",
       "  '2010'],\n",
       " 'Batman': ['/title/tt0096895/?ref_=bo_cso_table_128',\n",
       "  '128',\n",
       "  'Batman',\n",
       "  '$251,348,343',\n",
       "  '1989'],\n",
       " 'Night at the Museum': ['/title/tt0477347/?ref_=bo_cso_table_129',\n",
       "  '129',\n",
       "  'Night at the Museum',\n",
       "  '$250,863,268',\n",
       "  '2006'],\n",
       " 'Men in Black': ['/title/tt0119654/?ref_=bo_cso_table_130',\n",
       "  '130',\n",
       "  'Men in Black',\n",
       "  '$250,690,539',\n",
       "  '1997'],\n",
       " 'Harry Potter and the Prisoner of Azkaban': ['/title/tt0304141/?ref_=bo_cso_table_131',\n",
       "  '131',\n",
       "  'Harry Potter and the Prisoner of Azkaban',\n",
       "  '$249,975,996',\n",
       "  '2004'],\n",
       " 'Moana': ['/title/tt3521164/?ref_=bo_cso_table_132',\n",
       "  '132',\n",
       "  'Moana',\n",
       "  '$248,757,044',\n",
       "  '2016'],\n",
       " 'Indiana Jones and the Raiders of the Lost Ark': ['/title/tt0082971/?ref_=bo_cso_table_133',\n",
       "  '133',\n",
       "  'Indiana Jones and the Raiders of the Lost Ark',\n",
       "  '$248,159,971',\n",
       "  '1981'],\n",
       " 'Toy Story 2': ['/title/tt0120363/?ref_=bo_cso_table_134',\n",
       "  '134',\n",
       "  'Toy Story 2',\n",
       "  '$245,852,179',\n",
       "  '1999'],\n",
       " 'Transformers: Age of Extinction': ['/title/tt2109248/?ref_=bo_cso_table_135',\n",
       "  '135',\n",
       "  'Transformers: Age of Extinction',\n",
       "  '$245,439,076',\n",
       "  '2014'],\n",
       " 'Cars': ['/title/tt0317219/?ref_=bo_cso_table_136',\n",
       "  '136',\n",
       "  'Cars',\n",
       "  '$244,082,982',\n",
       "  '2006'],\n",
       " 'Ghostbusters': ['/title/tt0087332/?ref_=bo_cso_table_137',\n",
       "  '137',\n",
       "  'Ghostbusters',\n",
       "  '$243,187,079',\n",
       "  '1984'],\n",
       " 'Bruce Almighty': ['/title/tt0315327/?ref_=bo_cso_table_138',\n",
       "  '138',\n",
       "  'Bruce Almighty',\n",
       "  '$242,829,261',\n",
       "  '2003'],\n",
       " 'Twister': ['/title/tt0117998/?ref_=bo_cso_table_139',\n",
       "  '139',\n",
       "  'Twister',\n",
       "  '$241,721,524',\n",
       "  '1996'],\n",
       " 'My Big Fat Greek Wedding': ['/title/tt0259446/?ref_=bo_cso_table_140',\n",
       "  '140',\n",
       "  'My Big Fat Greek Wedding',\n",
       "  '$241,438,208',\n",
       "  '2002'],\n",
       " 'Maleficent': ['/title/tt1587310/?ref_=bo_cso_table_141',\n",
       "  '141',\n",
       "  'Maleficent',\n",
       "  '$241,410,378',\n",
       "  '2014'],\n",
       " 'Pirates of the Caribbean: On Stranger Tides': ['/title/tt1298650/?ref_=bo_cso_table_142',\n",
       "  '142',\n",
       "  'Pirates of the Caribbean: On Stranger Tides',\n",
       "  '$241,071,802',\n",
       "  '2011'],\n",
       " 'Shrek Forever After': ['/title/tt0892791/?ref_=bo_cso_table_143',\n",
       "  '143',\n",
       "  'Shrek Forever After',\n",
       "  '$238,736,787',\n",
       "  '2010'],\n",
       " 'Fast & Furious 6': ['/title/tt1905041/?ref_=bo_cso_table_144',\n",
       "  '144',\n",
       "  'Fast & Furious 6',\n",
       "  '$238,679,850',\n",
       "  '2013'],\n",
       " 'Brave': ['/title/tt1217209/?ref_=bo_cso_table_145',\n",
       "  '145',\n",
       "  'Brave',\n",
       "  '$237,283,207',\n",
       "  '2012'],\n",
       " 'Oz the Great and Powerful': ['/title/tt1623205/?ref_=bo_cso_table_146',\n",
       "  '146',\n",
       "  'Oz the Great and Powerful',\n",
       "  '$234,911,825',\n",
       "  '2013'],\n",
       " 'Beverly Hills Cop': ['/title/tt0086960/?ref_=bo_cso_table_147',\n",
       "  '147',\n",
       "  'Beverly Hills Cop',\n",
       "  '$234,760,478',\n",
       "  '1984'],\n",
       " 'X-Men: The Last Stand': ['/title/tt0376994/?ref_=bo_cso_table_148',\n",
       "  '148',\n",
       "  'X-Men: The Last Stand',\n",
       "  '$234,362,462',\n",
       "  '2006'],\n",
       " 'War of the Worlds': ['/title/tt0407304/?ref_=bo_cso_table_149',\n",
       "  '149',\n",
       "  'War of the Worlds',\n",
       "  '$234,280,354',\n",
       "  '2005'],\n",
       " 'Fantastic Beasts and Where to Find Them': ['/title/tt3183660/?ref_=bo_cso_table_150',\n",
       "  '150',\n",
       "  'Fantastic Beasts and Where to Find Them',\n",
       "  '$234,037,575',\n",
       "  '2016'],\n",
       " 'X-Men: Days of Future Past': ['/title/tt1877832/?ref_=bo_cso_table_151',\n",
       "  '151',\n",
       "  'X-Men: Days of Future Past',\n",
       "  '$233,921,534',\n",
       "  '2014'],\n",
       " 'Cast Away': ['/title/tt0162222/?ref_=bo_cso_table_152',\n",
       "  '152',\n",
       "  'Cast Away',\n",
       "  '$233,632,142',\n",
       "  '2000'],\n",
       " 'The Exorcist': ['/title/tt0070047/?ref_=bo_cso_table_153',\n",
       "  '153',\n",
       "  'The Exorcist',\n",
       "  '$232,906,145',\n",
       "  '1973'],\n",
       " 'Doctor Strange': ['/title/tt1211837/?ref_=bo_cso_table_154',\n",
       "  '154',\n",
       "  'Doctor Strange',\n",
       "  '$232,641,920',\n",
       "  '2016'],\n",
       " 'The Lost World: Jurassic Park': ['/title/tt0119567/?ref_=bo_cso_table_155',\n",
       "  '155',\n",
       "  'The Lost World: Jurassic Park',\n",
       "  '$229,086,679',\n",
       "  '1997'],\n",
       " 'Justice League': ['/title/tt0974015/?ref_=bo_cso_table_156',\n",
       "  '156',\n",
       "  'Justice League',\n",
       "  '$229,024,295',\n",
       "  '2017'],\n",
       " 'Star Trek Into Darkness': ['/title/tt1408101/?ref_=bo_cso_table_157',\n",
       "  '157',\n",
       "  'Star Trek Into Darkness',\n",
       "  '$228,778,661',\n",
       "  '2013'],\n",
       " 'The Martian': ['/title/tt3659388/?ref_=bo_cso_table_158',\n",
       "  '158',\n",
       "  'The Martian',\n",
       "  '$228,433,663',\n",
       "  '2015'],\n",
       " 'Signs': ['/title/tt0286106/?ref_=bo_cso_table_159',\n",
       "  '159',\n",
       "  'Signs',\n",
       "  '$227,966,634',\n",
       "  '2002'],\n",
       " 'Hancock': ['/title/tt0448157/?ref_=bo_cso_table_160',\n",
       "  '160',\n",
       "  'Hancock',\n",
       "  '$227,946,274',\n",
       "  '2008'],\n",
       " 'The Bourne Ultimatum': ['/title/tt0440963/?ref_=bo_cso_table_161',\n",
       "  '161',\n",
       "  'The Bourne Ultimatum',\n",
       "  '$227,471,070',\n",
       "  '2007'],\n",
       " 'Logan': ['/title/tt3315342/?ref_=bo_cso_table_162',\n",
       "  '162',\n",
       "  'Logan',\n",
       "  '$226,277,068',\n",
       "  '2017'],\n",
       " 'Rush Hour 2': ['/title/tt0266915/?ref_=bo_cso_table_163',\n",
       "  '163',\n",
       "  'Rush Hour 2',\n",
       "  '$226,164,286',\n",
       "  '2001'],\n",
       " 'The Fate of the Furious': ['/title/tt4630562/?ref_=bo_cso_table_164',\n",
       "  '164',\n",
       "  'The Fate of the Furious',\n",
       "  '$226,008,385',\n",
       "  '2017'],\n",
       " 'WALL·E': ['/title/tt0910970/?ref_=bo_cso_table_165',\n",
       "  '165',\n",
       "  'WALL·E',\n",
       "  '$223,808,164',\n",
       "  '2008'],\n",
       " 'Toy Story': ['/title/tt0114709/?ref_=bo_cso_table_166',\n",
       "  '166',\n",
       "  'Toy Story',\n",
       "  '$223,225,679',\n",
       "  '1995'],\n",
       " 'Big Hero 6': ['/title/tt2245084/?ref_=bo_cso_table_167',\n",
       "  '167',\n",
       "  'Big Hero 6',\n",
       "  '$222,527,828',\n",
       "  '2014'],\n",
       " 'Mission: Impossible - Fallout': ['/title/tt4912910/?ref_=bo_cso_table_168',\n",
       "  '168',\n",
       "  'Mission: Impossible - Fallout',\n",
       "  '$220,159,104',\n",
       "  '2018'],\n",
       " 'National Treasure: Book of Secrets': ['/title/tt0465234/?ref_=bo_cso_table_169',\n",
       "  '169',\n",
       "  'National Treasure: Book of Secrets',\n",
       "  '$219,964,115',\n",
       "  '2007'],\n",
       " 'Alvin and the Chipmunks: The Squeakquel': ['/title/tt1231580/?ref_=bo_cso_table_170',\n",
       "  '170',\n",
       "  'Alvin and the Chipmunks: The Squeakquel',\n",
       "  '$219,614,612',\n",
       "  '2009'],\n",
       " 'Mrs. Doubtfire': ['/title/tt0107614/?ref_=bo_cso_table_171',\n",
       "  '171',\n",
       "  'Mrs. Doubtfire',\n",
       "  '$219,195,243',\n",
       "  '1993'],\n",
       " 'Ted': ['/title/tt1637725/?ref_=bo_cso_table_173',\n",
       "  '173',\n",
       "  'Ted',\n",
       "  '$218,815,487',\n",
       "  '2012'],\n",
       " 'King Kong': ['/title/tt0360717/?ref_=bo_cso_table_174',\n",
       "  '174',\n",
       "  'King Kong',\n",
       "  '$218,080,025',\n",
       "  '2005'],\n",
       " 'Ghost': ['/title/tt0099653/?ref_=bo_cso_table_175',\n",
       "  '175',\n",
       "  'Ghost',\n",
       "  '$217,631,306',\n",
       "  '1990'],\n",
       " 'How to Train Your Dragon': ['/title/tt0892769/?ref_=bo_cso_table_176',\n",
       "  '176',\n",
       "  'How to Train Your Dragon',\n",
       "  '$217,581,231',\n",
       "  '2010'],\n",
       " 'The Da Vinci Code': ['/title/tt0382625/?ref_=bo_cso_table_177',\n",
       "  '177',\n",
       "  'The Da Vinci Code',\n",
       "  '$217,536,138',\n",
       "  '2006'],\n",
       " 'Alvin and the Chipmunks': ['/title/tt0952640/?ref_=bo_cso_table_179',\n",
       "  '179',\n",
       "  'Alvin and the Chipmunks',\n",
       "  '$217,326,974',\n",
       "  '2007'],\n",
       " 'Saving Private Ryan': ['/title/tt0120815/?ref_=bo_cso_table_180',\n",
       "  '180',\n",
       "  'Saving Private Ryan',\n",
       "  '$217,049,603',\n",
       "  '1998'],\n",
       " 'Bohemian Rhapsody': ['/title/tt1727824/?ref_=bo_cso_table_181',\n",
       "  '181',\n",
       "  'Bohemian Rhapsody',\n",
       "  '$216,668,042',\n",
       "  '2018'],\n",
       " 'Ant-Man and the Wasp': ['/title/tt5095030/?ref_=bo_cso_table_182',\n",
       "  '182',\n",
       "  'Ant-Man and the Wasp',\n",
       "  '$216,648,740',\n",
       "  '2018'],\n",
       " \"Madagascar 3: Europe's Most Wanted\": ['/title/tt1277953/?ref_=bo_cso_table_183',\n",
       "  '183',\n",
       "  \"Madagascar 3: Europe's Most Wanted\",\n",
       "  '$216,391,482',\n",
       "  '2012'],\n",
       " 'Kung Fu Panda': ['/title/tt0441773/?ref_=bo_cso_table_184',\n",
       "  '184',\n",
       "  'Kung Fu Panda',\n",
       "  '$215,434,591',\n",
       "  '2008'],\n",
       " 'Mission: Impossible II': ['/title/tt0120755/?ref_=bo_cso_table_185',\n",
       "  '185',\n",
       "  'Mission: Impossible II',\n",
       "  '$215,409,889',\n",
       "  '2000'],\n",
       " 'A Star Is Born': ['/title/tt1517451/?ref_=bo_cso_table_186',\n",
       "  '186',\n",
       "  'A Star Is Born',\n",
       "  '$215,288,866',\n",
       "  '2018'],\n",
       " 'X2: X-Men United': ['/title/tt0290334/?ref_=bo_cso_table_187',\n",
       "  '187',\n",
       "  'X2: X-Men United',\n",
       "  '$214,949,694',\n",
       "  '2003'],\n",
       " 'The Lorax': ['/title/tt1482459/?ref_=bo_cso_table_188',\n",
       "  '188',\n",
       "  'The Lorax',\n",
       "  '$214,030,500',\n",
       "  '2012'],\n",
       " 'Solo: A Star Wars Story': ['/title/tt3778644/?ref_=bo_cso_table_189',\n",
       "  '189',\n",
       "  'Solo: A Star Wars Story',\n",
       "  '$213,767,512',\n",
       "  '2018'],\n",
       " 'Venom': ['/title/tt1270797/?ref_=bo_cso_table_190',\n",
       "  '190',\n",
       "  'Venom',\n",
       "  '$213,515,506',\n",
       "  '2018'],\n",
       " 'Austin Powers in Goldmember': ['/title/tt0295178/?ref_=bo_cso_table_191',\n",
       "  '191',\n",
       "  'Austin Powers in Goldmember',\n",
       "  '$213,307,889',\n",
       "  '2002'],\n",
       " 'It Chapter Two': ['/title/tt7349950/?ref_=bo_cso_table_192',\n",
       "  '192',\n",
       "  'It Chapter Two',\n",
       "  '$211,593,228',\n",
       "  '2019'],\n",
       " 'Back to the Future': ['/title/tt0088763/?ref_=bo_cso_table_193',\n",
       "  '193',\n",
       "  'Back to the Future',\n",
       "  '$211,406,762',\n",
       "  '1985'],\n",
       " '300': ['/title/tt0416449/?ref_=bo_cso_table_194',\n",
       "  '194',\n",
       "  '300',\n",
       "  '$210,614,939',\n",
       "  '2007'],\n",
       " 'Coco': ['/title/tt2380307/?ref_=bo_cso_table_195',\n",
       "  '195',\n",
       "  'Coco',\n",
       "  '$210,460,015',\n",
       "  '2017'],\n",
       " 'Fast Five': ['/title/tt1596343/?ref_=bo_cso_table_196',\n",
       "  '196',\n",
       "  'Fast Five',\n",
       "  '$209,837,675',\n",
       "  '2011'],\n",
       " 'Mission: Impossible - Ghost Protocol': ['/title/tt1229238/?ref_=bo_cso_table_197',\n",
       "  '197',\n",
       "  'Mission: Impossible - Ghost Protocol',\n",
       "  '$209,397,903',\n",
       "  '2011'],\n",
       " 'Wedding Crashers': ['/title/tt0396269/?ref_=bo_cso_table_198',\n",
       "  '198',\n",
       "  'Wedding Crashers',\n",
       "  '$209,255,921',\n",
       "  '2005'],\n",
       " 'Sherlock Holmes': ['/title/tt0988045/?ref_=bo_cso_table_199',\n",
       "  '199',\n",
       "  'Sherlock Holmes',\n",
       "  '$209,028,679',\n",
       "  '2009'],\n",
       " 'Dawn of the Planet of the Apes': ['/title/tt2103281/?ref_=bo_cso_table_200',\n",
       "  '200',\n",
       "  'Dawn of the Planet of the Apes',\n",
       "  '$208,545,589',\n",
       "  '2014']}"
      ]
     },
     "execution_count": 796,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'https://www.boxofficemojo.com/chart/top_lifetime_gross/?ref_=bo_cso_ac'\n",
    "\n",
    "response = requests.get(url)\n",
    "page = response.text\n",
    "\n",
    "soup = BeautifulSoup(page,\"lxml\")\n",
    "\n",
    "table = soup.find('table')\n",
    "rows = [row for row in table.find_all(\"tr\")]\n",
    "\n",
    "\n",
    "movies = {}    # dict\n",
    "\n",
    "for row in rows[1:]:        \n",
    "    items = row.find_all('td')\n",
    "    link = items[1].find('a')\n",
    "    title, url = link.text.split('- Box')[0].strip(), link['href']    # instead of link.text.split('-') \n",
    "    movies[title] = [url] + [i.text for i in items]\n",
    "    \n",
    "movies   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'Star Wars: Episode VII - The Force Awakens': ['/title/tt2488496/?ref_=bo_cso_table_1', '1', 'Star Wars: Episode VII - The Force Awakens', '$936,662,225', '2015'], 'Avengers: Endgame': ['/title/tt4154796/?ref_=bo_cso_table_2', '2', 'Avengers: Endgame', '$858,373,000', '2019'], 'Avatar': ['/title/tt0499549/?ref_=bo_cso_table_3', '3', 'Avatar', '$760,507,625', '2009'], 'Black Panther': ['/title/tt1825683/?ref_=bo_cso_table_4', '4', 'Black Panther', '$700,426,566', '2018'], 'Avengers: Infinity War': ['/title/tt4154756/?ref_=bo_cso_table_5', '5', 'Avengers: Infinity War', '$678,815,482', '2018'], 'Titanic': ['/title/tt0120338/?ref_=bo_cso_table_6', '6', 'Titanic', '$659,363,944', '1997'], 'Jurassic World': ['/title/tt0369610/?ref_=bo_cso_table_7', '7', 'Jurassic World', '$652,385,625', '2015'], 'The Avengers': ['/title/tt0848228/?ref_=bo_cso_table_8', '8', 'The Avengers', '$623,357,910', '2012'], 'Star Wars: Episode VIII - The Last Jedi': ['/title/tt2527336/?ref_=bo_cso_table_9', '9', 'Star Wars: Episode VIII - The Last Jedi', '$620,181,382', '2017'], 'Incredibles 2': ['/title/tt3606756/?ref_=bo_cso_table_10', '10', 'Incredibles 2', '$608,581,744', '2018'], 'The Lion King': ['/title/tt0110357/?ref_=bo_cso_table_28', '28', 'The Lion King', '$422,783,777', '1994'], 'The Dark Knight': ['/title/tt0468569/?ref_=bo_cso_table_12', '12', 'The Dark Knight', '$534,858,444', '2008'], 'Rogue One: A Star Wars Story': ['/title/tt3748528/?ref_=bo_cso_table_13', '13', 'Rogue One: A Star Wars Story', '$532,177,324', '2016'], 'Star Wars: Episode IX - The Rise of Skywalker': ['/title/tt2527338/?ref_=bo_cso_table_14', '14', 'Star Wars: Episode IX - The Rise of Skywalker', '$515,202,542', '2019'], 'Beauty and the Beast': ['/title/tt0101414/?ref_=bo_cso_table_172', '172', 'Beauty and the Beast', '$218,967,620', '1991'], 'Finding Dory': ['/title/tt2277860/?ref_=bo_cso_table_16', '16', 'Finding Dory', '$486,295,561', '2016'], 'Frozen II': ['/title/tt4520988/?ref_=bo_cso_table_17', '17', 'Frozen II', '$477,373,578', '2019'], 'Star Wars: Episode I - The Phantom Menace': ['/title/tt0120915/?ref_=bo_cso_table_18', '18', 'Star Wars: Episode I - The Phantom Menace', '$474,544,677', '1999'], 'Star Wars: Episode IV - A New Hope': ['/title/tt0076759/?ref_=bo_cso_table_19', '19', 'Star Wars: Episode IV - A New Hope', '$460,998,507', '1977'], 'Avengers: Age of Ultron': ['/title/tt2395427/?ref_=bo_cso_table_20', '20', 'Avengers: Age of Ultron', '$459,005,868', '2015'], 'The Dark Knight Rises': ['/title/tt1345836/?ref_=bo_cso_table_21', '21', 'The Dark Knight Rises', '$448,139,099', '2012'], 'Shrek 2': ['/title/tt0298148/?ref_=bo_cso_table_22', '22', 'Shrek 2', '$441,226,247', '2004'], 'E.T. the Extra-Terrestrial': ['/title/tt0083866/?ref_=bo_cso_table_23', '23', 'E.T. the Extra-Terrestrial', '$435,110,554', '1982'], 'Toy Story 4': ['/title/tt1979376/?ref_=bo_cso_table_24', '24', 'Toy Story 4', '$434,038,008', '2019'], 'Captain Marvel': ['/title/tt4154664/?ref_=bo_cso_table_25', '25', 'Captain Marvel', '$426,829,839', '2019'], 'The Hunger Games: Catching Fire': ['/title/tt1951264/?ref_=bo_cso_table_26', '26', 'The Hunger Games: Catching Fire', '$424,668,047', '2013'], \"Pirates of the Caribbean: Dead Man's Chest\": ['/title/tt0383574/?ref_=bo_cso_table_27', '27', \"Pirates of the Caribbean: Dead Man's Chest\", '$423,315,812', '2006'], 'Jurassic World: Fallen Kingdom': ['/title/tt4881806/?ref_=bo_cso_table_29', '29', 'Jurassic World: Fallen Kingdom', '$417,719,760', '2018'], 'Toy Story 3': ['/title/tt0435761/?ref_=bo_cso_table_30', '30', 'Toy Story 3', '$415,004,880', '2010'], 'Wonder Woman': ['/title/tt0451279/?ref_=bo_cso_table_31', '31', 'Wonder Woman', '$412,815,408', '2017'], 'Iron Man 3': ['/title/tt1300854/?ref_=bo_cso_table_32', '32', 'Iron Man 3', '$409,013,994', '2013'], 'Captain America: Civil War': ['/title/tt3498820/?ref_=bo_cso_table_33', '33', 'Captain America: Civil War', '$408,084,349', '2016'], 'The Hunger Games': ['/title/tt1392170/?ref_=bo_cso_table_34', '34', 'The Hunger Games', '$408,010,692', '2012'], 'Spider-Man': ['/title/tt0145487/?ref_=bo_cso_table_35', '35', 'Spider-Man', '$407,022,860', '2002'], 'Jumanji: Welcome to the Jungle': ['/title/tt2283362/?ref_=bo_cso_table_36', '36', 'Jumanji: Welcome to the Jungle', '$404,540,171', '2017'], 'Jurassic Park': ['/title/tt0107290/?ref_=bo_cso_table_37', '37', 'Jurassic Park', '$404,214,720', '1993'], 'Transformers: Revenge of the Fallen': ['/title/tt1055369/?ref_=bo_cso_table_38', '38', 'Transformers: Revenge of the Fallen', '$402,111,870', '2009'], 'Frozen': ['/title/tt2294629/?ref_=bo_cso_table_39', '39', 'Frozen', '$400,953,009', '2013'], 'Spider-Man: Far from Home': ['/title/tt6320628/?ref_=bo_cso_table_40', '40', 'Spider-Man: Far from Home', '$390,532,085', '2019'], 'Guardians of the Galaxy Vol. 2': ['/title/tt3896198/?ref_=bo_cso_table_41', '41', 'Guardians of the Galaxy Vol. 2', '$389,813,101', '2017'], 'Harry Potter and the Deathly Hallows: Part 2': ['/title/tt1201607/?ref_=bo_cso_table_42', '42', 'Harry Potter and the Deathly Hallows: Part 2', '$381,409,310', '2011'], 'Finding Nemo': ['/title/tt0266543/?ref_=bo_cso_table_43', '43', 'Finding Nemo', '$380,843,261', '2003'], 'Star Wars: Episode III - Revenge of the Sith': ['/title/tt0121766/?ref_=bo_cso_table_44', '44', 'Star Wars: Episode III - Revenge of the Sith', '$380,270,577', '2005'], 'The Lord of the Rings: The Return of the King': ['/title/tt0167260/?ref_=bo_cso_table_45', '45', 'The Lord of the Rings: The Return of the King', '$377,845,905', '2003'], 'Spider-Man 2': ['/title/tt0316654/?ref_=bo_cso_table_46', '46', 'Spider-Man 2', '$373,585,825', '2004'], 'The Passion of the Christ': ['/title/tt0335345/?ref_=bo_cso_table_47', '47', 'The Passion of the Christ', '$370,782,930', '2004'], 'The Secret Life of Pets': ['/title/tt2709768/?ref_=bo_cso_table_48', '48', 'The Secret Life of Pets', '$368,384,330', '2016'], 'Despicable Me 2': ['/title/tt1690953/?ref_=bo_cso_table_49', '49', 'Despicable Me 2', '$368,065,385', '2013'], 'The Jungle Book': ['/title/tt0061852/?ref_=bo_cso_table_12', '412', 'The Jungle Book', '$141,843,612', '1967'], 'Deadpool': ['/title/tt1431045/?ref_=bo_cso_table_51', '51', 'Deadpool', '$363,070,709', '2016'], 'Inside Out': ['/title/tt2096673/?ref_=bo_cso_table_52', '52', 'Inside Out', '$356,921,711', '2015'], 'Aladdin': ['/title/tt0103639/?ref_=bo_cso_table_178', '178', 'Aladdin', '$217,350,219', '1992'], 'Furious 7': ['/title/tt2820852/?ref_=bo_cso_table_54', '54', 'Furious 7', '$353,007,020', '2015'], 'Transformers: Dark of the Moon': ['/title/tt1399103/?ref_=bo_cso_table_55', '55', 'Transformers: Dark of the Moon', '$352,390,543', '2011'], 'American Sniper': ['/title/tt2179136/?ref_=bo_cso_table_56', '56', 'American Sniper', '$350,126,372', '2014'], 'The Lord of the Rings: The Two Towers': ['/title/tt0167261/?ref_=bo_cso_table_57', '57', 'The Lord of the Rings: The Two Towers', '$342,551,365', '2002'], 'Zootopia': ['/title/tt2948356/?ref_=bo_cso_table_58', '58', 'Zootopia', '$341,268,248', '2016'], 'The Hunger Games: Mockingjay - Part 1': ['/title/tt1951265/?ref_=bo_cso_table_59', '59', 'The Hunger Games: Mockingjay - Part 1', '$337,135,885', '2014'], 'Spider-Man 3': ['/title/tt0413300/?ref_=bo_cso_table_60', '60', 'Spider-Man 3', '$336,530,303', '2007'], 'Minions': ['/title/tt2293640/?ref_=bo_cso_table_61', '61', 'Minions', '$336,045,770', '2015'], 'Joker': ['/title/tt7286456/?ref_=bo_cso_table_62', '62', 'Joker', '$335,451,311', '2019'], 'Aquaman': ['/title/tt1477834/?ref_=bo_cso_table_63', '63', 'Aquaman', '$335,061,807', '2018'], 'Spider-Man: Homecoming': ['/title/tt2250912/?ref_=bo_cso_table_64', '64', 'Spider-Man: Homecoming', '$334,201,140', '2017'], 'Alice in Wonderland': ['/title/tt1014759/?ref_=bo_cso_table_65', '65', 'Alice in Wonderland', '$334,191,110', '2010'], 'Guardians of the Galaxy': ['/title/tt2015381/?ref_=bo_cso_table_66', '66', 'Guardians of the Galaxy', '$333,718,600', '2014'], 'Forrest Gump': ['/title/tt0109830/?ref_=bo_cso_table_67', '67', 'Forrest Gump', '$330,455,270', '1994'], 'Batman v Superman: Dawn of Justice': ['/title/tt2975590/?ref_=bo_cso_table_68', '68', 'Batman v Superman: Dawn of Justice', '$330,360,194', '2016'], 'It': ['/title/tt1396484/?ref_=bo_cso_table_69', '69', 'It', '$328,828,874', '2017'], 'Suicide Squad': ['/title/tt1386697/?ref_=bo_cso_table_70', '70', 'Suicide Squad', '$325,100,054', '2016'], 'Deadpool 2': ['/title/tt5463162/?ref_=bo_cso_table_71', '71', 'Deadpool 2', '$324,591,735', '2018'], 'Shrek the Third': ['/title/tt0413267/?ref_=bo_cso_table_72', '72', 'Shrek the Third', '$322,719,944', '2007'], 'Jumanji: The Next Level': ['/title/tt7975244/?ref_=bo_cso_table_73', '73', 'Jumanji: The Next Level', '$320,314,960', '2019'], 'Transformers': ['/title/tt0418279/?ref_=bo_cso_table_74', '74', 'Transformers', '$319,246,193', '2007'], 'Iron Man': ['/title/tt0371746/?ref_=bo_cso_table_75', '75', 'Iron Man', '$319,034,126', '2008'], \"Harry Potter and the Sorcerer's Stone\": ['/title/tt0241527/?ref_=bo_cso_table_76', '76', \"Harry Potter and the Sorcerer's Stone\", '$318,087,620', '2001'], 'Indiana Jones and the Kingdom of the Crystal Skull': ['/title/tt0367882/?ref_=bo_cso_table_77', '77', 'Indiana Jones and the Kingdom of the Crystal Skull', '$317,101,119', '2008'], 'The Lord of the Rings: The Fellowship of the Ring': ['/title/tt0120737/?ref_=bo_cso_table_78', '78', 'The Lord of the Rings: The Fellowship of the Ring', '$315,710,750', '2001'], 'Thor: Ragnarok': ['/title/tt3501632/?ref_=bo_cso_table_79', '79', 'Thor: Ragnarok', '$315,058,289', '2017'], 'Iron Man 2': ['/title/tt1228705/?ref_=bo_cso_table_80', '80', 'Iron Man 2', '$312,433,331', '2010'], 'Star Wars: Episode II - Attack of the Clones': ['/title/tt0121765/?ref_=bo_cso_table_81', '81', 'Star Wars: Episode II - Attack of the Clones', '$310,676,740', '2002'], \"Pirates of the Caribbean: At World's End\": ['/title/tt0449088/?ref_=bo_cso_table_82', '82', \"Pirates of the Caribbean: At World's End\", '$309,420,425', '2007'], 'Star Wars: Episode VI - Return of the Jedi': ['/title/tt0086190/?ref_=bo_cso_table_83', '83', 'Star Wars: Episode VI - Return of the Jedi', '$309,306,177', '1983'], 'Independence Day': ['/title/tt0116629/?ref_=bo_cso_table_84', '84', 'Independence Day', '$306,169,268', '1996'], 'Pirates of the Caribbean: The Curse of the Black Pearl': ['/title/tt0325980/?ref_=bo_cso_table_85', '85', 'Pirates of the Caribbean: The Curse of the Black Pearl', '$305,413,918', '2003'], 'Skyfall': ['/title/tt1074638/?ref_=bo_cso_table_86', '86', 'Skyfall', '$304,360,277', '2012'], 'The Hobbit: An Unexpected Journey': ['/title/tt0903624/?ref_=bo_cso_table_87', '87', 'The Hobbit: An Unexpected Journey', '$303,003,568', '2012'], 'Harry Potter and the Half-Blood Prince': ['/title/tt0417741/?ref_=bo_cso_table_88', '88', 'Harry Potter and the Half-Blood Prince', '$302,305,431', '2009'], 'The Twilight Saga: Eclipse': ['/title/tt1325004/?ref_=bo_cso_table_89', '89', 'The Twilight Saga: Eclipse', '$300,531,751', '2010'], 'The Twilight Saga: New Moon': ['/title/tt1259571/?ref_=bo_cso_table_90', '90', 'The Twilight Saga: New Moon', '$297,816,253', '2009'], 'Harry Potter and the Deathly Hallows: Part 1': ['/title/tt0926084/?ref_=bo_cso_table_91', '91', 'Harry Potter and the Deathly Hallows: Part 1', '$296,347,721', '2010'], 'The Sixth Sense': ['/title/tt0167404/?ref_=bo_cso_table_92', '92', 'The Sixth Sense', '$293,506,292', '1999'], 'Up': ['/title/tt1049413/?ref_=bo_cso_table_93', '93', 'Up', '$293,004,164', '2009'], 'Star Wars: Episode V - The Empire Strikes Back': ['/title/tt0080684/?ref_=bo_cso_table_94', '94', 'Star Wars: Episode V - The Empire Strikes Back', '$292,753,960', '1980'], 'Inception': ['/title/tt1375666/?ref_=bo_cso_table_95', '95', 'Inception', '$292,576,195', '2010'], 'Harry Potter and the Order of the Phoenix': ['/title/tt0373889/?ref_=bo_cso_table_96', '96', 'Harry Potter and the Order of the Phoenix', '$292,353,413', '2007'], 'The Twilight Saga: Breaking Dawn - Part 2': ['/title/tt1673434/?ref_=bo_cso_table_97', '97', 'The Twilight Saga: Breaking Dawn - Part 2', '$292,324,737', '2012'], 'The Chronicles of Narnia: The Lion, the Witch and the Wardrobe': ['/title/tt0363771/?ref_=bo_cso_table_98', '98', 'The Chronicles of Narnia: The Lion, the Witch and the Wardrobe', '$291,710,957', '2005'], 'Man of Steel': ['/title/tt0770828/?ref_=bo_cso_table_99', '99', 'Man of Steel', '$291,045,518', '2013'], 'Monsters, Inc.': ['/title/tt0198781/?ref_=bo_cso_table_100', '100', 'Monsters, Inc.', '$290,642,256', '2001'], 'Harry Potter and the Goblet of Fire': ['/title/tt0330373/?ref_=bo_cso_table_101', '101', 'Harry Potter and the Goblet of Fire', '$290,417,905', '2005'], 'Home Alone': ['/title/tt0099785/?ref_=bo_cso_table_102', '102', 'Home Alone', '$285,761,243', '1990'], 'The Hunger Games: Mockingjay - Part 2': ['/title/tt1951266/?ref_=bo_cso_table_103', '103', 'The Hunger Games: Mockingjay - Part 2', '$281,723,902', '2015'], 'The Matrix Reloaded': ['/title/tt0234215/?ref_=bo_cso_table_104', '104', 'The Matrix Reloaded', '$281,576,461', '2003'], 'The Twilight Saga: Breaking Dawn - Part 1': ['/title/tt1324999/?ref_=bo_cso_table_105', '105', 'The Twilight Saga: Breaking Dawn - Part 1', '$281,287,133', '2011'], 'Meet the Fockers': ['/title/tt0290002/?ref_=bo_cso_table_106', '106', 'Meet the Fockers', '$279,261,160', '2004'], 'The Hangover': ['/title/tt1119646/?ref_=bo_cso_table_107', '107', 'The Hangover', '$277,322,503', '2009'], 'Gravity': ['/title/tt1454468/?ref_=bo_cso_table_108', '108', 'Gravity', '$274,092,705', '2013'], 'The Grinch': ['/title/tt2709692/?ref_=bo_cso_table_109', '109', 'The Grinch', '$271,094,731', '2018'], 'Sing': ['/title/tt3470600/?ref_=bo_cso_table_110', '110', 'Sing', '$270,448,425', '2016'], 'Monsters University': ['/title/tt1453405/?ref_=bo_cso_table_111', '111', 'Monsters University', '$268,492,764', '2013'], 'Shrek': ['/title/tt0126029/?ref_=bo_cso_table_112', '112', 'Shrek', '$267,665,011', '2001'], 'Despicable Me 3': ['/title/tt3469046/?ref_=bo_cso_table_113', '113', 'Despicable Me 3', '$264,624,300', '2017'], 'Harry Potter and the Chamber of Secrets': ['/title/tt0295297/?ref_=bo_cso_table_114', '114', 'Harry Potter and the Chamber of Secrets', '$262,450,136', '2002'], 'The Amazing Spider-Man': ['/title/tt0948470/?ref_=bo_cso_table_115', '115', 'The Amazing Spider-Man', '$262,030,663', '2012'], 'The Incredibles': ['/title/tt0317705/?ref_=bo_cso_table_116', '116', 'The Incredibles', '$261,441,092', '2004'], 'Jaws': ['/title/tt0073195/?ref_=bo_cso_table_117', '117', 'Jaws', '$260,758,300', '1975'], 'How the Grinch Stole Christmas': ['/title/tt0170016/?ref_=bo_cso_table_118', '118', 'How the Grinch Stole Christmas', '$260,465,005', '2000'], 'Captain America: The Winter Soldier': ['/title/tt1843866/?ref_=bo_cso_table_119', '119', 'Captain America: The Winter Soldier', '$259,766,572', '2014'], 'The Hobbit: The Desolation of Smaug': ['/title/tt1170358/?ref_=bo_cso_table_120', '120', 'The Hobbit: The Desolation of Smaug', '$258,366,855', '2013'], 'The Lego Movie': ['/title/tt1490017/?ref_=bo_cso_table_121', '121', 'The Lego Movie', '$257,760,692', '2014'], 'Star Trek': ['/title/tt0796366/?ref_=bo_cso_table_122', '122', 'Star Trek', '$257,730,019', '2009'], 'I Am Legend': ['/title/tt0480249/?ref_=bo_cso_table_123', '123', 'I Am Legend', '$256,393,010', '2007'], 'The Blind Side': ['/title/tt0878804/?ref_=bo_cso_table_124', '124', 'The Blind Side', '$255,959,475', '2009'], 'The Hobbit: The Battle of the Five Armies': ['/title/tt2310332/?ref_=bo_cso_table_125', '125', 'The Hobbit: The Battle of the Five Armies', '$255,119,788', '2014'], 'The Hangover Part II': ['/title/tt1411697/?ref_=bo_cso_table_126', '126', 'The Hangover Part II', '$254,464,305', '2011'], 'Despicable Me': ['/title/tt1323594/?ref_=bo_cso_table_127', '127', 'Despicable Me', '$251,513,985', '2010'], 'Batman': ['/title/tt0096895/?ref_=bo_cso_table_128', '128', 'Batman', '$251,348,343', '1989'], 'Night at the Museum': ['/title/tt0477347/?ref_=bo_cso_table_129', '129', 'Night at the Museum', '$250,863,268', '2006'], 'Men in Black': ['/title/tt0119654/?ref_=bo_cso_table_130', '130', 'Men in Black', '$250,690,539', '1997'], 'Harry Potter and the Prisoner of Azkaban': ['/title/tt0304141/?ref_=bo_cso_table_131', '131', 'Harry Potter and the Prisoner of Azkaban', '$249,975,996', '2004'], 'Moana': ['/title/tt3521164/?ref_=bo_cso_table_132', '132', 'Moana', '$248,757,044', '2016'], 'Indiana Jones and the Raiders of the Lost Ark': ['/title/tt0082971/?ref_=bo_cso_table_133', '133', 'Indiana Jones and the Raiders of the Lost Ark', '$248,159,971', '1981'], 'Toy Story 2': ['/title/tt0120363/?ref_=bo_cso_table_134', '134', 'Toy Story 2', '$245,852,179', '1999'], 'Transformers: Age of Extinction': ['/title/tt2109248/?ref_=bo_cso_table_135', '135', 'Transformers: Age of Extinction', '$245,439,076', '2014'], 'Cars': ['/title/tt0317219/?ref_=bo_cso_table_136', '136', 'Cars', '$244,082,982', '2006'], 'Ghostbusters': ['/title/tt1289401/?ref_=bo_cso_table_90', '490', 'Ghostbusters', '$128,350,574', '2016'], 'Bruce Almighty': ['/title/tt0315327/?ref_=bo_cso_table_138', '138', 'Bruce Almighty', '$242,829,261', '2003'], 'Twister': ['/title/tt0117998/?ref_=bo_cso_table_139', '139', 'Twister', '$241,721,524', '1996'], 'My Big Fat Greek Wedding': ['/title/tt0259446/?ref_=bo_cso_table_140', '140', 'My Big Fat Greek Wedding', '$241,438,208', '2002'], 'Maleficent': ['/title/tt1587310/?ref_=bo_cso_table_141', '141', 'Maleficent', '$241,410,378', '2014'], 'Pirates of the Caribbean: On Stranger Tides': ['/title/tt1298650/?ref_=bo_cso_table_142', '142', 'Pirates of the Caribbean: On Stranger Tides', '$241,071,802', '2011'], 'Shrek Forever After': ['/title/tt0892791/?ref_=bo_cso_table_143', '143', 'Shrek Forever After', '$238,736,787', '2010'], 'Fast & Furious 6': ['/title/tt1905041/?ref_=bo_cso_table_144', '144', 'Fast & Furious 6', '$238,679,850', '2013'], 'Brave': ['/title/tt1217209/?ref_=bo_cso_table_145', '145', 'Brave', '$237,283,207', '2012'], 'Oz the Great and Powerful': ['/title/tt1623205/?ref_=bo_cso_table_146', '146', 'Oz the Great and Powerful', '$234,911,825', '2013'], 'Beverly Hills Cop': ['/title/tt0086960/?ref_=bo_cso_table_147', '147', 'Beverly Hills Cop', '$234,760,478', '1984'], 'X-Men: The Last Stand': ['/title/tt0376994/?ref_=bo_cso_table_148', '148', 'X-Men: The Last Stand', '$234,362,462', '2006'], 'War of the Worlds': ['/title/tt0407304/?ref_=bo_cso_table_149', '149', 'War of the Worlds', '$234,280,354', '2005'], 'Fantastic Beasts and Where to Find Them': ['/title/tt3183660/?ref_=bo_cso_table_150', '150', 'Fantastic Beasts and Where to Find Them', '$234,037,575', '2016'], 'X-Men: Days of Future Past': ['/title/tt1877832/?ref_=bo_cso_table_151', '151', 'X-Men: Days of Future Past', '$233,921,534', '2014'], 'Cast Away': ['/title/tt0162222/?ref_=bo_cso_table_152', '152', 'Cast Away', '$233,632,142', '2000'], 'The Exorcist': ['/title/tt0070047/?ref_=bo_cso_table_153', '153', 'The Exorcist', '$232,906,145', '1973'], 'Doctor Strange': ['/title/tt1211837/?ref_=bo_cso_table_154', '154', 'Doctor Strange', '$232,641,920', '2016'], 'The Lost World: Jurassic Park': ['/title/tt0119567/?ref_=bo_cso_table_155', '155', 'The Lost World: Jurassic Park', '$229,086,679', '1997'], 'Justice League': ['/title/tt0974015/?ref_=bo_cso_table_156', '156', 'Justice League', '$229,024,295', '2017'], 'Star Trek Into Darkness': ['/title/tt1408101/?ref_=bo_cso_table_157', '157', 'Star Trek Into Darkness', '$228,778,661', '2013'], 'The Martian': ['/title/tt3659388/?ref_=bo_cso_table_158', '158', 'The Martian', '$228,433,663', '2015'], 'Signs': ['/title/tt0286106/?ref_=bo_cso_table_159', '159', 'Signs', '$227,966,634', '2002'], 'Hancock': ['/title/tt0448157/?ref_=bo_cso_table_160', '160', 'Hancock', 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['/title/tt0465234/?ref_=bo_cso_table_169', '169', 'National Treasure: Book of Secrets', '$219,964,115', '2007'], 'Alvin and the Chipmunks: The Squeakquel': ['/title/tt1231580/?ref_=bo_cso_table_170', '170', 'Alvin and the Chipmunks: The Squeakquel', '$219,614,612', '2009'], 'Mrs. Doubtfire': ['/title/tt0107614/?ref_=bo_cso_table_171', '171', 'Mrs. Doubtfire', '$219,195,243', '1993'], 'Ted': ['/title/tt1637725/?ref_=bo_cso_table_173', '173', 'Ted', '$218,815,487', '2012'], 'King Kong': ['/title/tt0360717/?ref_=bo_cso_table_174', '174', 'King Kong', '$218,080,025', '2005'], 'Ghost': ['/title/tt0099653/?ref_=bo_cso_table_175', '175', 'Ghost', '$217,631,306', '1990'], 'How to Train Your Dragon': ['/title/tt0892769/?ref_=bo_cso_table_176', '176', 'How to Train Your Dragon', '$217,581,231', '2010'], 'The Da Vinci Code': ['/title/tt0382625/?ref_=bo_cso_table_177', '177', 'The Da Vinci Code', '$217,536,138', '2006'], 'Alvin and the Chipmunks': ['/title/tt0952640/?ref_=bo_cso_table_179', '179', 'Alvin and the Chipmunks', '$217,326,974', '2007'], 'Saving Private Ryan': ['/title/tt0120815/?ref_=bo_cso_table_180', '180', 'Saving Private Ryan', '$217,049,603', '1998'], 'Bohemian Rhapsody': ['/title/tt1727824/?ref_=bo_cso_table_181', '181', 'Bohemian Rhapsody', '$216,668,042', '2018'], 'Ant-Man and the Wasp': ['/title/tt5095030/?ref_=bo_cso_table_182', '182', 'Ant-Man and the Wasp', '$216,648,740', '2018'], \"Madagascar 3: Europe's Most Wanted\": ['/title/tt1277953/?ref_=bo_cso_table_183', '183', \"Madagascar 3: Europe's Most Wanted\", '$216,391,482', '2012'], 'Kung Fu Panda': ['/title/tt0441773/?ref_=bo_cso_table_184', '184', 'Kung Fu Panda', '$215,434,591', '2008'], 'Mission: Impossible II': ['/title/tt0120755/?ref_=bo_cso_table_185', '185', 'Mission: Impossible II', '$215,409,889', '2000'], 'A Star Is Born': ['/title/tt0075265/?ref_=bo_cso_table_1', '1,001', 'A Star Is Born', '$80,000,000', '1976'], 'X2: X-Men United': ['/title/tt0290334/?ref_=bo_cso_table_187', '187', 'X2: X-Men United', '$214,949,694', '2003'], 'The Lorax': ['/title/tt1482459/?ref_=bo_cso_table_188', '188', 'The Lorax', '$214,030,500', '2012'], 'Solo: A Star Wars Story': ['/title/tt3778644/?ref_=bo_cso_table_189', '189', 'Solo: A Star Wars Story', '$213,767,512', '2018'], 'Venom': ['/title/tt1270797/?ref_=bo_cso_table_190', '190', 'Venom', '$213,515,506', '2018'], 'Austin Powers in Goldmember': ['/title/tt0295178/?ref_=bo_cso_table_191', '191', 'Austin Powers in Goldmember', '$213,307,889', '2002'], 'It Chapter Two': ['/title/tt7349950/?ref_=bo_cso_table_192', '192', 'It Chapter Two', '$211,593,228', '2019'], 'Back to the Future': ['/title/tt0088763/?ref_=bo_cso_table_193', '193', 'Back to the Future', '$211,406,762', '1985'], '300': ['/title/tt0416449/?ref_=bo_cso_table_194', '194', '300', '$210,614,939', '2007'], 'Coco': ['/title/tt2380307/?ref_=bo_cso_table_195', '195', 'Coco', '$210,460,015', '2017'], 'Fast Five': ['/title/tt1596343/?ref_=bo_cso_table_196', '196', 'Fast Five', '$209,837,675', '2011'], 'Mission: Impossible - Ghost Protocol': ['/title/tt1229238/?ref_=bo_cso_table_197', '197', 'Mission: Impossible - Ghost Protocol', '$209,397,903', '2011'], 'Wedding Crashers': ['/title/tt0396269/?ref_=bo_cso_table_198', '198', 'Wedding Crashers', '$209,255,921', '2005'], 'Sherlock Holmes': ['/title/tt0988045/?ref_=bo_cso_table_199', '199', 'Sherlock Holmes', '$209,028,679', '2009'], 'Dawn of the Planet of the Apes': ['/title/tt2103281/?ref_=bo_cso_table_200', '200', 'Dawn of the Planet of the Apes', '$208,545,589', '2014'], 'Batman Begins': ['/title/tt0372784/?ref_=bo_cso_table_1', '201', 'Batman Begins', '$206,852,432', '2005'], 'Charlie and the Chocolate Factory': ['/title/tt0367594/?ref_=bo_cso_table_2', '202', 'Charlie and the Chocolate Factory', '$206,459,076', '2005'], 'Ratatouille': ['/title/tt0382932/?ref_=bo_cso_table_3', '203', 'Ratatouille', '$206,445,654', '2007'], 'Thor: The Dark World': ['/title/tt1981115/?ref_=bo_cso_table_4', '204', 'Thor: The Dark World', '$206,362,140', '2013'], 'Bad Boys for Life': ['/title/tt1502397/?ref_=bo_cso_table_5', '205', 'Bad Boys for Life', '$206,305,244', '2020'], 'Austin Powers: The Spy Who Shagged Me': ['/title/tt0145660/?ref_=bo_cso_table_6', '206', 'Austin Powers: The Spy Who Shagged Me', '$206,040,086', '1999'], 'Terminator 2: Judgment Day': ['/title/tt0103064/?ref_=bo_cso_table_7', '207', 'Terminator 2: Judgment Day', '$205,881,154', '1991'], 'The Amazing Spider-Man 2': ['/title/tt1872181/?ref_=bo_cso_table_8', '208', 'The Amazing Spider-Man 2', '$202,853,933', '2014'], 'World War Z': ['/title/tt0816711/?ref_=bo_cso_table_9', '209', 'World War Z', '$202,807,711', '2013'], 'The Mummy Returns': ['/title/tt0209163/?ref_=bo_cso_table_10', '210', 'The Mummy Returns', '$202,019,785', '2001'], 'Armageddon': ['/title/tt0120591/?ref_=bo_cso_table_11', '211', 'Armageddon', '$201,578,182', '1998'], 'Cinderella': ['/title/tt0042332/?ref_=bo_cso_table_16', '816', 'Cinderella', '$93,141,149', '1950'], 'Ralph Breaks the Internet': ['/title/tt5848272/?ref_=bo_cso_table_13', '213', 'Ralph Breaks the Internet', '$201,091,711', '2018'], 'Gone with the Wind': ['/title/tt0031381/?ref_=bo_cso_table_14', '214', 'Gone with the Wind', '$200,852,579', '1939'], 'Tangled': ['/title/tt0398286/?ref_=bo_cso_table_15', '215', 'Tangled', '$200,821,936', '2010'], 'Godzilla': ['/title/tt0120685/?ref_=bo_cso_table_44', '444', 'Godzilla', '$136,314,294', '1998'], 'Superman Returns': ['/title/tt0348150/?ref_=bo_cso_table_17', '217', 'Superman Returns', '$200,081,192', '2006'], 'Spectre': ['/title/tt2379713/?ref_=bo_cso_table_18', '218', 'Spectre', '$200,074,609', '2015'], 'Pearl Harbor': ['/title/tt0213149/?ref_=bo_cso_table_19', '219', 'Pearl Harbor', '$198,542,554', '2001'], 'Monsters vs. Aliens': ['/title/tt0892782/?ref_=bo_cso_table_20', '220', 'Monsters vs. Aliens', '$198,351,526', '2009'], 'Happy Feet': ['/title/tt0366548/?ref_=bo_cso_table_21', '221', 'Happy Feet', '$198,000,317', '2006'], 'Indiana Jones and the Last Crusade': ['/title/tt0097576/?ref_=bo_cso_table_22', '222', 'Indiana Jones and the Last Crusade', '$197,171,806', '1989'], 'Ice Age: Dawn of the Dinosaurs': ['/title/tt1080016/?ref_=bo_cso_table_23', '223', 'Ice Age: Dawn of the Dinosaurs', '$196,573,705', '2009'], 'Ice Age: The Meltdown': ['/title/tt0438097/?ref_=bo_cso_table_24', '224', 'Ice Age: The Meltdown', '$195,330,621', '2006'], 'Mission: Impossible - Rogue Nation': ['/title/tt2381249/?ref_=bo_cso_table_25', '225', 'Mission: Impossible - Rogue Nation', '$195,042,377', '2015'], 'Twilight': ['/title/tt1099212/?ref_=bo_cso_table_26', '226', 'Twilight', '$193,962,473', '2008'], 'Men in Black II': ['/title/tt0120912/?ref_=bo_cso_table_27', '227', 'Men in Black II', '$193,735,288', '2002'], 'Madagascar': ['/title/tt0351283/?ref_=bo_cso_table_28', '228', 'Madagascar', '$193,595,521', '2005'], '22 Jump Street': ['/title/tt2294449/?ref_=bo_cso_table_29', '229', '22 Jump Street', '$191,719,337', '2014'], 'Cars 2': ['/title/tt1216475/?ref_=bo_cso_table_30', '230', 'Cars 2', '$191,452,396', '2011'], 'Teenage Mutant Ninja Turtles': ['/title/tt0100758/?ref_=bo_cso_table_49', '449', 'Teenage Mutant Ninja Turtles', '$135,265,915', '1990'], 'Spider-Man: Into the Spider-Verse': ['/title/tt4633694/?ref_=bo_cso_table_32', '232', 'Spider-Man: Into the Spider-Verse', '$190,241,310', '2018'], 'Grease': ['/title/tt0077631/?ref_=bo_cso_table_33', '233', 'Grease', '$190,071,103', '1978'], 'Dunkirk': ['/title/tt5013056/?ref_=bo_cso_table_34', '234', 'Dunkirk', '$189,740,665', '2017'], 'Wreck-It Ralph': ['/title/tt1772341/?ref_=bo_cso_table_35', '235', 'Wreck-It Ralph', '$189,422,889', '2012'], 'A Quiet Place': ['/title/tt6644200/?ref_=bo_cso_table_36', '236', 'A Quiet Place', '$188,024,361', '2018'], 'Interstellar': ['/title/tt0816692/?ref_=bo_cso_table_37', '237', 'Interstellar', '$188,020,017', '2014'], 'The Polar Express': ['/title/tt0338348/?ref_=bo_cso_table_38', '238', 'The Polar Express', '$187,935,490', '2004'], 'Gladiator': ['/title/tt0172495/?ref_=bo_cso_table_39', '239', 'Gladiator', '$187,705,427', '2000'], 'The Croods': ['/title/tt0481499/?ref_=bo_cso_table_40', '240', 'The Croods', '$187,168,425', '2013'], 'Sherlock Holmes: A Game of Shadows': ['/title/tt1515091/?ref_=bo_cso_table_41', '241', 'Sherlock Holmes: A Game of Shadows', '$186,848,418', '2011'], 'The Day After Tomorrow': ['/title/tt0319262/?ref_=bo_cso_table_42', '242', 'The Day After Tomorrow', '$186,740,799', '2004'], 'Mr. & Mrs. Smith': ['/title/tt0356910/?ref_=bo_cso_table_43', '243', 'Mr. & Mrs. Smith', '$186,336,279', '2005'], 'Snow White and the Seven Dwarfs': ['/title/tt0029583/?ref_=bo_cso_table_44', '244', 'Snow White and the Seven Dwarfs', '$184,925,486', '1937'], 'Pitch Perfect 2': ['/title/tt2848292/?ref_=bo_cso_table_45', '245', 'Pitch Perfect 2', '$184,296,230', '2015'], 'Dances with Wolves': ['/title/tt0099348/?ref_=bo_cso_table_46', '246', 'Dances with Wolves', '$184,208,848', '1990'], 'Batman Forever': ['/title/tt0112462/?ref_=bo_cso_table_47', '247', 'Batman Forever', '$184,069,126', '1995'], 'The Fugitive': ['/title/tt0106977/?ref_=bo_cso_table_48', '248', 'The Fugitive', '$183,875,760', '1993'], 'The Revenant': ['/title/tt1663202/?ref_=bo_cso_table_49', '249', 'The Revenant', '$183,637,894', '2015'], \"Ocean's Eleven\": ['/title/tt0240772/?ref_=bo_cso_table_50', '250', \"Ocean's Eleven\", '$183,417,150', '2001'], 'The Simpsons Movie': ['/title/tt0462538/?ref_=bo_cso_table_51', '251', 'The Simpsons Movie', '$183,135,014', '2007'], 'What Women Want': ['/title/tt0207201/?ref_=bo_cso_table_52', '252', 'What Women Want', '$182,811,707', '2000'], 'The Perfect Storm': ['/title/tt0177971/?ref_=bo_cso_table_53', '253', 'The Perfect Storm', '$182,618,434', '2000'], 'Lincoln': ['/title/tt0443272/?ref_=bo_cso_table_54', '254', 'Lincoln', '$182,207,973', '2012'], 'Liar Liar': ['/title/tt0119528/?ref_=bo_cso_table_55', '255', 'Liar Liar', '$181,410,615', '1997'], 'Jurassic Park III': ['/title/tt0163025/?ref_=bo_cso_table_56', '256', 'Jurassic Park III', '$181,171,875', '2001'], 'Thor': ['/title/tt0800369/?ref_=bo_cso_table_57', '257', 'Thor', '$181,030,624', '2011'], 'Mission: Impossible': ['/title/tt0117060/?ref_=bo_cso_table_58', '258', 'Mission: Impossible', '$180,981,856', '1996'], 'Top Gun': ['/title/tt0092099/?ref_=bo_cso_table_59', '259', 'Top Gun', '$180,258,178', '1986'], 'Ant-Man': ['/title/tt0478970/?ref_=bo_cso_table_60', '260', 'Ant-Man', '$180,202,163', '2015'], 'Planet of the Apes': ['/title/tt0133152/?ref_=bo_cso_table_61', '261', 'Planet of the Apes', '$180,011,740', '2001'], 'Madagascar: Escape 2 Africa': ['/title/tt0479952/?ref_=bo_cso_table_62', '262', 'Madagascar: Escape 2 Africa', '$180,010,950', '2008'], 'X-Men Origins: Wolverine': ['/title/tt0458525/?ref_=bo_cso_table_63', '263', 'X-Men Origins: Wolverine', '$179,883,157', '2009'], 'Indiana Jones and the Temple of Doom': ['/title/tt0087469/?ref_=bo_cso_table_64', '264', 'Indiana Jones and the Temple of Doom', '$179,870,271', '1984'], 'Hitch': ['/title/tt0386588/?ref_=bo_cso_table_65', '265', 'Hitch', '$179,495,555', '2005'], 'Men in Black 3': ['/title/tt1409024/?ref_=bo_cso_table_66', '266', 'Men in Black 3', '$179,020,854', '2012'], 'Pretty Woman': ['/title/tt0100405/?ref_=bo_cso_table_67', '267', 'Pretty Woman', '$178,406,268', '1990'], 'Home': ['/title/tt2224026/?ref_=bo_cso_table_68', '268', 'Home', '$177,397,510', '2015'], 'Night at the Museum: Battle of the Smithsonian': ['/title/tt1078912/?ref_=bo_cso_table_69', '269', 'Night at the Museum: Battle of the Smithsonian', '$177,243,721', '2009'], 'Tootsie': ['/title/tt0084805/?ref_=bo_cso_table_70', '270', 'Tootsie', '$177,200,000', '1982'], 'How to Train Your Dragon 2': ['/title/tt1646971/?ref_=bo_cso_table_71', '271', 'How to Train Your Dragon 2', '$177,002,924', '2014'], 'Rise of the Planet of the Apes': ['/title/tt1318514/?ref_=bo_cso_table_72', '272', 'Rise of the Planet of the Apes', '$176,760,185', '2011'], 'Captain America: The First Avenger': ['/title/tt0458339/?ref_=bo_cso_table_73', '273', 'Captain America: The First Avenger', '$176,654,505', '2011'], 'Elf': ['/title/tt0319343/?ref_=bo_cso_table_74', '274', 'Elf', '$176,630,408', '2003'], 'The Karate Kid': ['/title/tt0087538/?ref_=bo_cso_table_36', '836', 'The Karate Kid', '$91,077,276', '1984'], \"There's Something About Mary\": ['/title/tt0129387/?ref_=bo_cso_table_76', '276', \"There's Something About Mary\", '$176,484,651', '1998'], 'Ice Age': ['/title/tt0268380/?ref_=bo_cso_table_77', '277', 'Ice Age', '$176,387,405', '2002'], 'The Bourne Supremacy': ['/title/tt0372183/?ref_=bo_cso_table_78', '278', 'The Bourne Supremacy', '$176,241,941', '2004'], 'Get Out': ['/title/tt5052448/?ref_=bo_cso_table_79', '279', 'Get Out', '$176,040,665', '2017'], 'The Lego Batman Movie': ['/title/tt4116284/?ref_=bo_cso_table_80', '280', 'The Lego Batman Movie', '$175,750,384', '2017'], 'Us': ['/title/tt6857112/?ref_=bo_cso_table_81', '281', 'Us', '$175,084,580', '2019'], 'The Boss Baby': ['/title/tt3874544/?ref_=bo_cso_table_82', '282', 'The Boss Baby', '$175,003,033', '2017'], 'Crocodile Dundee': ['/title/tt0090555/?ref_=bo_cso_table_83', '283', 'Crocodile Dundee', '$174,803,506', '1986'], 'Crazy Rich Asians': ['/title/tt3104988/?ref_=bo_cso_table_84', '284', 'Crazy Rich Asians', '$174,532,921', '2018'], 'The Greatest Showman': ['/title/tt1485796/?ref_=bo_cso_table_85', '285', 'The Greatest Showman', '$174,340,174', '2017'], 'Fast & Furious Presents: Hobbs & Shaw': ['/title/tt6806448/?ref_=bo_cso_table_86', '286', 'Fast & Furious Presents: Hobbs & Shaw', '$173,956,935', '2019'], 'Apollo 13': ['/title/tt0112384/?ref_=bo_cso_table_87', '287', 'Apollo 13', '$173,837,933', '1995'], 'Home Alone 2: Lost in New York': ['/title/tt0104431/?ref_=bo_cso_table_88', '288', 'Home Alone 2: Lost in New York', '$173,585,516', '1992'], 'National Treasure': ['/title/tt0368891/?ref_=bo_cso_table_89', '289', 'National Treasure', '$173,008,894', '2004'], 'Air Force One': ['/title/tt0118571/?ref_=bo_cso_table_90', '290', 'Air Force One', '$172,956,409', '1997'], 'Rain Man': ['/title/tt0095953/?ref_=bo_cso_table_91', '291', 'Rain Man', '$172,825,435', '1988'], 'Pirates of the Caribbean: Dead Men Tell No Tales': ['/title/tt1790809/?ref_=bo_cso_table_92', '292', 'Pirates of the Caribbean: Dead Men Tell No Tales', '$172,558,876', '2017'], 'TRON: Legacy': ['/title/tt1104001/?ref_=bo_cso_table_93', '293', 'TRON: Legacy', '$172,062,763', '2010'], 'Mary Poppins Returns': ['/title/tt5028340/?ref_=bo_cso_table_94', '294', 'Mary Poppins Returns', '$171,958,438', '2018'], 'The Matrix': ['/title/tt0133093/?ref_=bo_cso_table_95', '295', 'The Matrix', '$171,479,930', '1999'], 'True Grit': ['/title/tt1403865/?ref_=bo_cso_table_96', '296', 'True Grit', '$171,243,005', '2010'], 'Tarzan': ['/title/tt0120855/?ref_=bo_cso_table_97', '297', 'Tarzan', '$171,091,819', '1999'], 'John Wick: Chapter 3 - Parabellum': ['/title/tt6146586/?ref_=bo_cso_table_98', '298', 'John Wick: Chapter 3 - Parabellum', '$171,015,687', '2019'], 'A Beautiful Mind': ['/title/tt0268978/?ref_=bo_cso_table_99', '299', 'A Beautiful Mind', '$170,742,341', '2001'], 'Chicago': ['/title/tt0299658/?ref_=bo_cso_table_100', '300', 'Chicago', '$170,687,518', '2002'], 'The Help': ['/title/tt1454029/?ref_=bo_cso_table_101', '301', 'The Help', '$169,708,112', '2011'], 'Hotel Transylvania 2': ['/title/tt2510894/?ref_=bo_cso_table_102', '302', 'Hotel Transylvania 2', '$169,700,110', '2015'], 'Hidden Figures': ['/title/tt4846340/?ref_=bo_cso_table_103', '303', 'Hidden Figures', '$169,607,287', '2016'], 'Bridesmaids': ['/title/tt1478338/?ref_=bo_cso_table_104', '304', 'Bridesmaids', '$169,106,725', '2011'], 'Quantum of Solace': ['/title/tt0830515/?ref_=bo_cso_table_105', '305', 'Quantum of Solace', '$168,368,427', '2008'], 'Wild Hogs': ['/title/tt0486946/?ref_=bo_cso_table_106', '306', 'Wild Hogs', '$168,273,550', '2007'], 'Kong: Skull Island': ['/title/tt3731562/?ref_=bo_cso_table_107', '307', 'Kong: Skull Island', '$168,052,812', '2017'], 'Three Men and a Baby': ['/title/tt0094137/?ref_=bo_cso_table_108', '308', 'Three Men and a Baby', '$167,780,960', '1987'], 'Gone Girl': ['/title/tt2267998/?ref_=bo_cso_table_109', '309', 'Gone Girl', '$167,767,189', '2014'], 'Hotel Transylvania 3: Summer Vacation': ['/title/tt5220122/?ref_=bo_cso_table_110', '310', 'Hotel Transylvania 3: Summer Vacation', '$167,510,016', '2018'], 'Casino Royale': ['/title/tt0381061/?ref_=bo_cso_table_111', '311', 'Casino Royale', '$167,445,960', '2006'], 'Meet the Parents': ['/title/tt0212338/?ref_=bo_cso_table_112', '312', 'Meet the Parents', '$166,244,045', '2000'], 'Fifty Shades of Grey': ['/title/tt2322441/?ref_=bo_cso_table_113', '313', 'Fifty Shades of Grey', '$166,167,230', '2015'], '2012': ['/title/tt1190080/?ref_=bo_cso_table_114', '314', '2012', '$166,112,167', '2009'], 'Robin Hood: Prince of Thieves': ['/title/tt0102798/?ref_=bo_cso_table_115', '315', 'Robin Hood: Prince of Thieves', '$165,493,908', '1991'], 'Knives Out': ['/title/tt8946378/?ref_=bo_cso_table_116', '316', 'Knives Out', '$165,363,234', '2019'], 'Kung Fu Panda 2': ['/title/tt1302011/?ref_=bo_cso_table_117', '317', 'Kung Fu Panda 2', '$165,249,063', '2011'], 'Hannibal': ['/title/tt0212985/?ref_=bo_cso_table_118', '318', 'Hannibal', '$165,092,268', '2001'], 'Catch Me If You Can': ['/title/tt0264464/?ref_=bo_cso_table_119', '319', 'Catch Me If You Can', '$164,615,351', '2002'], 'The Proposal': ['/title/tt1041829/?ref_=bo_cso_table_120', '320', 'The Proposal', '$163,958,031', '2009'], 'The Pursuit of Happyness': ['/title/tt0454921/?ref_=bo_cso_table_121', '321', 'The Pursuit of Happyness', '$163,566,459', '2006'], 'Big Daddy': ['/title/tt0142342/?ref_=bo_cso_table_122', '322', 'Big Daddy', '$163,479,795', '1999'], 'Clash of the Titans': ['/title/tt0800320/?ref_=bo_cso_table_123', '323', 'Clash of the Titans', '$163,214,888', '2010'], 'The SpongeBob Movie: Sponge Out of Water': ['/title/tt2279373/?ref_=bo_cso_table_124', '324', 'The SpongeBob Movie: Sponge Out of Water', '$162,994,032', '2015'], 'Batman Returns': ['/title/tt0103776/?ref_=bo_cso_table_125', '325', 'Batman Returns', '$162,902,340', '1992'], 'Django Unchained': ['/title/tt1853728/?ref_=bo_cso_table_126', '326', 'Django Unchained', '$162,805,434', '2012'], \"A Bug's Life\": ['/title/tt0120623/?ref_=bo_cso_table_127', '327', \"A Bug's Life\", '$162,798,565', '1998'], 'Jason Bourne': ['/title/tt4196776/?ref_=bo_cso_table_128', '328', 'Jason Bourne', '$162,434,410', '2016'], 'Grown Ups': ['/title/tt1375670/?ref_=bo_cso_table_129', '329', 'Grown Ups', '$162,001,186', '2010'], 'The Waterboy': ['/title/tt0120484/?ref_=bo_cso_table_130', '330', 'The Waterboy', '$161,491,646', '1998'], 'Ice Age: Continental Drift': ['/title/tt1667889/?ref_=bo_cso_table_131', '331', 'Ice Age: Continental Drift', '$161,321,843', '2012'], 'Straight Outta Compton': ['/title/tt1398426/?ref_=bo_cso_table_132', '332', 'Straight Outta Compton', '$161,197,785', '2015'], 'Die Another Day': ['/title/tt0246460/?ref_=bo_cso_table_133', '333', 'Die Another Day', '$160,942,139', '2002'], 'Shark Tale': ['/title/tt0307453/?ref_=bo_cso_table_134', '334', 'Shark Tale', '$160,861,908', '2004'], 'How to Train Your Dragon: The Hidden World': ['/title/tt2386490/?ref_=bo_cso_table_135', '335', 'How to Train Your Dragon: The Hidden World', '$160,799,505', '2019'], 'The Heat': ['/title/tt2404463/?ref_=bo_cso_table_136', '336', 'The Heat', '$159,582,188', '2013'], 'Fantastic Beasts: The Crimes of Grindelwald': ['/title/tt4123430/?ref_=bo_cso_table_137', '337', 'Fantastic Beasts: The Crimes of Grindelwald', '$159,555,901', '2018'], 'Halloween': ['/title/tt1502407/?ref_=bo_cso_table_138', '338', 'Halloween', '$159,342,015', '2018'], 'The Sound of Music': ['/title/tt0059742/?ref_=bo_cso_table_139', '339', 'The Sound of Music', '$159,287,539', '1965'], '1917': ['/title/tt8579674/?ref_=bo_cso_table_140', '340', '1917', '$159,227,644', '2019'], 'The Secret Life of Pets 2': ['/title/tt5113040/?ref_=bo_cso_table_141', '341', 'The Secret Life of Pets 2', '$158,874,395', '2019'], 'Star Trek Beyond': ['/title/tt2660888/?ref_=bo_cso_table_142', '342', 'Star Trek Beyond', '$158,848,340', '2016'], 'The Firm': ['/title/tt0106918/?ref_=bo_cso_table_143', '343', 'The Firm', '$158,348,367', '1993'], 'The Longest Yard': ['/title/tt0398165/?ref_=bo_cso_table_144', '344', 'The Longest Yard', '$158,119,460', '2005'], 'X-Men': ['/title/tt0120903/?ref_=bo_cso_table_145', '345', 'X-Men', '$157,299,718', '2000'], 'Scary Movie': ['/title/tt0175142/?ref_=bo_cso_table_146', '346', 'Scary Movie', '$157,019,771', '2000'], 'Fatal Attraction': ['/title/tt0093010/?ref_=bo_cso_table_147', '347', 'Fatal Attraction', '$156,645,693', '1987'], 'Who Framed Roger Rabbit': ['/title/tt0096438/?ref_=bo_cso_table_148', '348', 'Who Framed Roger Rabbit', '$156,452,370', '1988'], 'The Sting': ['/title/tt0070735/?ref_=bo_cso_table_149', '349', 'The Sting', '$156,000,000', '1973'], 'What Lies Beneath': ['/title/tt0161081/?ref_=bo_cso_table_150', '350', 'What Lies Beneath', '$155,464,351', '2000'], 'X-Men: Apocalypse': ['/title/tt3385516/?ref_=bo_cso_table_151', '351', 'X-Men: Apocalypse', '$155,442,489', '2016'], 'The Mummy': ['/title/tt2345759/?ref_=bo_cso_table_191', '991', 'The Mummy', '$80,227,895', '2017'], 'Snow White and the Huntsman': ['/title/tt1735898/?ref_=bo_cso_table_153', '353', 'Snow White and the Huntsman', '$155,332,381', '2012'], 'San Andreas': ['/title/tt2126355/?ref_=bo_cso_table_154', '354', 'San Andreas', '$155,190,832', '2015'], 'Fast & Furious': ['/title/tt1013752/?ref_=bo_cso_table_155', '355', 'Fast & Furious', '$155,064,265', '2009'], 'Over the Hedge': ['/title/tt0327084/?ref_=bo_cso_table_156', '356', 'Over the Hedge', '$155,019,340', '2006'], 'Fantastic Four': ['/title/tt0120667/?ref_=bo_cso_table_157', '357', 'Fantastic Four', '$154,696,080', '2005'], 'Horton Hears a Who!': ['/title/tt0451079/?ref_=bo_cso_table_158', '358', 'Horton Hears a Who!', '$154,529,439', '2008'], 'Mad Max: Fury Road': ['/title/tt1392190/?ref_=bo_cso_table_159', '359', 'Mad Max: Fury Road', '$154,058,340', '2015'], 'Jerry Maguire': ['/title/tt0116695/?ref_=bo_cso_table_160', '360', 'Jerry Maguire', '$153,952,592', '1996'], 'Trolls': ['/title/tt1679335/?ref_=bo_cso_table_161', '361', 'Trolls', '$153,707,064', '2016'], 'Beverly Hills Cop II': ['/title/tt0092644/?ref_=bo_cso_table_162', '362', 'Beverly Hills Cop II', '$153,665,036', '1987'], 'Gremlins': ['/title/tt0087363/?ref_=bo_cso_table_163', '363', 'Gremlins', '$153,378,102', '1984'], 'Scooby-Doo': ['/title/tt0267913/?ref_=bo_cso_table_164', '364', 'Scooby-Doo', '$153,294,164', '2002'], 'Cars 3': ['/title/tt3606752/?ref_=bo_cso_table_165', '365', 'Cars 3', '$152,901,115', '2017'], 'Sex and the City': ['/title/tt1000774/?ref_=bo_cso_table_166', '366', 'Sex and the City', '$152,647,258', '2008'], 'Runaway Bride': ['/title/tt0163187/?ref_=bo_cso_table_167', '367', 'Runaway Bride', '$152,257,509', '1999'], 'La La Land': ['/title/tt3783958/?ref_=bo_cso_table_168', '368', 'La La Land', '$151,101,803', '2016'], 'Divergent': ['/title/tt1840309/?ref_=bo_cso_table_169', '369', 'Divergent', '$150,947,895', '2014'], 'Rambo: First Blood Part II': ['/title/tt0089880/?ref_=bo_cso_table_170', '370', 'Rambo: First Blood Part II', '$150,415,432', '1985'], \"We're the Millers\": ['/title/tt1723121/?ref_=bo_cso_table_171', '371', \"We're the Millers\", '$150,394,119', '2013'], 'Terminator 3: Rise of the Machines': ['/title/tt0181852/?ref_=bo_cso_table_172', '372', 'Terminator 3: Rise of the Machines', '$150,371,112', '2003'], \"Daddy's Home\": ['/title/tt1528854/?ref_=bo_cso_table_173', '373', \"Daddy's Home\", '$150,357,137', '2015'], 'G.I. Joe: The Rise of Cobra': ['/title/tt1046173/?ref_=bo_cso_table_174', '374', 'G.I. Joe: The Rise of Cobra', '$150,201,498', '2009'], 'Neighbors': ['/title/tt2004420/?ref_=bo_cso_table_175', '375', 'Neighbors', '$150,157,400', '2014'], 'American Hustle': ['/title/tt1800241/?ref_=bo_cso_table_176', '376', 'American Hustle', '$150,117,807', '2013'], 'Puss in Boots': ['/title/tt0448694/?ref_=bo_cso_table_177', '377', 'Puss in Boots', '$149,260,504', '2011'], 'Sonic the Hedgehog': ['/title/tt3794354/?ref_=bo_cso_table_178', '378', 'Sonic the Hedgehog', '$148,974,665', '2020'], 'Les Misérables': ['/title/tt1707386/?ref_=bo_cso_table_179', '379', 'Les Misérables', '$148,809,770', '2012'], 'Knocked Up': ['/title/tt0478311/?ref_=bo_cso_table_180', '380', 'Knocked Up', '$148,768,917', '2007'], 'As Good as It Gets': ['/title/tt0119822/?ref_=bo_cso_table_181', '381', 'As Good as It Gets', '$148,478,011', '1997'], 'Little Fockers': ['/title/tt0970866/?ref_=bo_cso_table_182', '382', 'Little Fockers', '$148,438,600', '2010'], 'Megamind': ['/title/tt1001526/?ref_=bo_cso_table_183', '383', 'Megamind', '$148,415,853', '2010'], 'Hotel Transylvania': ['/title/tt0837562/?ref_=bo_cso_table_184', '384', 'Hotel Transylvania', '$148,313,048', '2012'], 'Talladega Nights: The Ballad of Ricky Bobby': ['/title/tt0415306/?ref_=bo_cso_table_185', '385', 'Talladega Nights: The Ballad of Ricky Bobby', '$148,213,377', '2006'], 'Gran Torino': ['/title/tt1205489/?ref_=bo_cso_table_186', '386', 'Gran Torino', '$148,095,302', '2008'], 'Lethal Weapon 2': ['/title/tt0097733/?ref_=bo_cso_table_187', '387', 'Lethal Weapon 2', '$147,253,986', '1989'], 'War for the Planet of the Apes': ['/title/tt3450958/?ref_=bo_cso_table_188', '388', 'War for the Planet of the Apes', '$146,880,162', '2017'], 'X-Men: First Class': ['/title/tt1270798/?ref_=bo_cso_table_189', '389', 'X-Men: First Class', '$146,408,305', '2011'], 'Paul Blart: Mall Cop': ['/title/tt1114740/?ref_=bo_cso_table_190', '390', 'Paul Blart: Mall Cop', '$146,336,178', '2009'], 'True Lies': ['/title/tt0111503/?ref_=bo_cso_table_191', '391', 'True Lies', '$146,282,411', '1994'], 'Lilo & Stitch': ['/title/tt0275847/?ref_=bo_cso_table_192', '392', 'Lilo & Stitch', '$145,794,338', '2002'], 'The Santa Clause': ['/title/tt0111070/?ref_=bo_cso_table_193', '393', 'The Santa Clause', '$145,539,357', '1994'], 'The Meg': ['/title/tt4779682/?ref_=bo_cso_table_194', '394', 'The Meg', '$145,443,742', '2018'], 'American Pie 2': ['/title/tt0252866/?ref_=bo_cso_table_195', '395', 'American Pie 2', '$145,103,595', '2001'], 'Taken': ['/title/tt0936501/?ref_=bo_cso_table_196', '396', 'Taken', '$145,000,989', '2009'], 'One Hundred and One Dalmatians': ['/title/tt0055254/?ref_=bo_cso_table_197', '397', 'One Hundred and One Dalmatians', '$144,880,014', '1961'], 'The Great Gatsby': ['/title/tt1343092/?ref_=bo_cso_table_198', '398', 'The Great Gatsby', '$144,840,419', '2013'], 'I, Robot': ['/title/tt0343818/?ref_=bo_cso_table_199', '399', 'I, Robot', '$144,801,023', '2004'], 'Lethal Weapon 3': ['/title/tt0104714/?ref_=bo_cso_table_200', '400', 'Lethal Weapon 3', '$144,731,527', '1992'], 'The Fast and the Furious': ['/title/tt0232500/?ref_=bo_cso_table_1', '401', 'The Fast and the Furious', '$144,533,925', '2001'], 'Mamma Mia!': ['/title/tt0795421/?ref_=bo_cso_table_2', '402', 'Mamma Mia!', '$144,169,664', '2008'], 'Doctor Dolittle': ['/title/tt0118998/?ref_=bo_cso_table_3', '403', 'Doctor Dolittle', '$144,156,605', '1998'], 'Pokémon Detective Pikachu': ['/title/tt5884052/?ref_=bo_cso_table_4', '404', 'Pokémon Detective Pikachu', '$144,105,346', '2019'], 'Rio': ['/title/tt1436562/?ref_=bo_cso_table_5', '405', 'Rio', '$143,619,809', '2011'], 'Kung Fu Panda 3': ['/title/tt2267968/?ref_=bo_cso_table_6', '406', 'Kung Fu Panda 3', '$143,528,619', '2016'], 'Juno': ['/title/tt0467406/?ref_=bo_cso_table_7', '407', 'Juno', '$143,495,265', '2007'], 'Marley & Me': ['/title/tt0822832/?ref_=bo_cso_table_8', '408', 'Marley & Me', '$143,153,751', '2008'], 'The Smurfs': ['/title/tt0472181/?ref_=bo_cso_table_9', '409', 'The Smurfs', '$142,614,158', '2011'], 'Once Upon a Time... In Hollywood': ['/title/tt7131622/?ref_=bo_cso_table_10', '410', 'Once Upon a Time... In Hollywood', '$142,502,728', '2019'], 'xXx': ['/title/tt0295701/?ref_=bo_cso_table_11', '411', 'xXx', '$142,109,382', '2002'], 'The Chronicles of Narnia: Prince Caspian': ['/title/tt0499448/?ref_=bo_cso_table_13', '413', 'The Chronicles of Narnia: Prince Caspian', '$141,621,490', '2008'], \"National Lampoon's Animal House\": ['/title/tt0077975/?ref_=bo_cso_table_14', '414', \"National Lampoon's Animal House\", '$141,600,000', '1978'], 'Pocahontas': ['/title/tt0114148/?ref_=bo_cso_table_15', '415', 'Pocahontas', '$141,579,773', '1995'], 'A Few Good Men': ['/title/tt0104257/?ref_=bo_cso_table_16', '416', 'A Few Good Men', '$141,340,178', '1992'], 'Slumdog Millionaire': ['/title/tt1010048/?ref_=bo_cso_table_17', '417', 'Slumdog Millionaire', '$141,319,928', '2008'], 'Rush Hour': ['/title/tt0120812/?ref_=bo_cso_table_18', '418', 'Rush Hour', '$141,186,864', '1998'], 'The Blair Witch Project': ['/title/tt0185937/?ref_=bo_cso_table_19', '419', 'The Blair Witch Project', '$140,539,099', '1999'], 'Deep Impact': ['/title/tt0120647/?ref_=bo_cso_table_20', '420', 'Deep Impact', '$140,464,664', '1998'], 'Shazam!': ['/title/tt0448115/?ref_=bo_cso_table_21', '421', 'Shazam!', '$140,371,656', '2019'], \"Ocean's Eight\": ['/title/tt5164214/?ref_=bo_cso_table_22', '422', \"Ocean's Eight\", '$140,218,711', '2018'], 'Rush Hour 3': ['/title/tt0293564/?ref_=bo_cso_table_23', '423', 'Rush Hour 3', '$140,125,968', '2007'], \"Look Who's Talking\": ['/title/tt0097778/?ref_=bo_cso_table_24', '424', \"Look Who's Talking\", '$140,088,813', '1989'], 'Stuart Little': ['/title/tt0164912/?ref_=bo_cso_table_25', '425', 'Stuart Little', '$140,035,367', '1999'], 'Taken 2': ['/title/tt1397280/?ref_=bo_cso_table_26', '426', 'Taken 2', '$139,854,287', '2012'], 'Sister Act': ['/title/tt0105417/?ref_=bo_cso_table_27', '427', 'Sister Act', '$139,605,150', '1992'], 'The Matrix Revolutions': ['/title/tt0242653/?ref_=bo_cso_table_28', '428', 'The Matrix Revolutions', '$139,313,948', '2003'], 'The Santa Clause 2': ['/title/tt0304669/?ref_=bo_cso_table_29', '429', 'The Santa Clause 2', '$139,236,327', '2002'], \"The King's Speech\": ['/title/tt1504320/?ref_=bo_cso_table_30', '430', \"The King's Speech\", '$138,797,449', '2010'], 'Cheaper by the Dozen': ['/title/tt0349205/?ref_=bo_cso_table_31', '431', 'Cheaper by the Dozen', '$138,614,544', '2003'], 'Bad Boys II': ['/title/tt0172156/?ref_=bo_cso_table_32', '432', 'Bad Boys II', '$138,608,444', '2003'], 'Platoon': ['/title/tt0091763/?ref_=bo_cso_table_33', '433', 'Platoon', '$138,530,565', '1986'], '21 Jump Street': ['/title/tt1232829/?ref_=bo_cso_table_34', '434', '21 Jump Street', '$138,447,667', '2012'], 'Good Will Hunting': ['/title/tt0119217/?ref_=bo_cso_table_35', '435', 'Good Will Hunting', '$138,433,435', '1997'], 'Split': ['/title/tt4972582/?ref_=bo_cso_table_36', '436', 'Split', '$138,291,365', '2017'], 'A Christmas Carol': ['/title/tt1067106/?ref_=bo_cso_table_37', '437', 'A Christmas Carol', '$137,855,863', '2009'], 'Dinosaur': ['/title/tt0130623/?ref_=bo_cso_table_38', '438', 'Dinosaur', '$137,748,063', '2000'], 'Ready Player One': ['/title/tt1677720/?ref_=bo_cso_table_39', '439', 'Ready Player One', '$137,690,172', '2018'], 'The Conjuring': ['/title/tt1457767/?ref_=bo_cso_table_40', '440', 'The Conjuring', '$137,400,141', '2013'], 'Click': ['/title/tt0389860/?ref_=bo_cso_table_41', '441', 'Click', '$137,355,633', '2006'], 'The Green Mile': ['/title/tt0120689/?ref_=bo_cso_table_42', '442', 'The Green Mile', '$136,801,374', '1999'], 'Ransom': ['/title/tt0117438/?ref_=bo_cso_table_43', '443', 'Ransom', '$136,492,681', '1996'], '101 Dalmatians': ['/title/tt0115433/?ref_=bo_cso_table_45', '445', '101 Dalmatians', '$136,189,294', '1996'], 'Argo': ['/title/tt1024648/?ref_=bo_cso_table_46', '446', 'Argo', '$136,025,503', '2012'], 'Anger Management': ['/title/tt0305224/?ref_=bo_cso_table_47', '447', 'Anger Management', '$135,645,823', '2003'], 'Chicken Little': ['/title/tt0371606/?ref_=bo_cso_table_48', '448', 'Chicken Little', '$135,386,665', '2005'], 'Close Encounters of the Third Kind': ['/title/tt0075860/?ref_=bo_cso_table_50', '450', 'Close Encounters of the Third Kind', '$135,189,114', '1977'], 'Patch Adams': ['/title/tt0129290/?ref_=bo_cso_table_51', '451', 'Patch Adams', '$135,026,902', '1998'], 'The Godfather': ['/title/tt0068646/?ref_=bo_cso_table_52', '452', 'The Godfather', '$134,966,411', '1972'], 'Ride Along': ['/title/tt1408253/?ref_=bo_cso_table_53', '453', 'Ride Along', '$134,938,200', '2014'], 'The Incredible Hulk': ['/title/tt0800080/?ref_=bo_cso_table_54', '454', 'The Incredible Hulk', '$134,806,913', '2008'], 'Live Free or Die Hard': ['/title/tt0337978/?ref_=bo_cso_table_55', '455', 'Live Free or Die Hard', '$134,529,403', '2007'], 'Wanted': ['/title/tt0493464/?ref_=bo_cso_table_56', '456', 'Wanted', '$134,508,551', '2008'], 'Identity Thief': ['/title/tt2024432/?ref_=bo_cso_table_57', '457', 'Identity Thief', '$134,506,920', '2013'], 'Superman': ['/title/tt0078346/?ref_=bo_cso_table_58', '458', 'Superman', '$134,451,603', '1978'], 'The Rock': ['/title/tt0117500/?ref_=bo_cso_table_59', '459', 'The Rock', '$134,069,511', '1996'], 'Mission: Impossible III': ['/title/tt0317919/?ref_=bo_cso_table_60', '460', 'Mission: Impossible III', '$134,029,801', '2006'], 'Grown Ups 2': ['/title/tt2191701/?ref_=bo_cso_table_61', '461', 'Grown Ups 2', '$133,668,525', '2013'], 'Troy': ['/title/tt0332452/?ref_=bo_cso_table_62', '462', 'Troy', '$133,378,256', '2004'], 'Angels & Demons': ['/title/tt0808151/?ref_=bo_cso_table_63', '463', 'Angels & Demons', '$133,375,846', '2009'], 'Alvin and the Chipmunks: Chipwrecked': ['/title/tt1615918/?ref_=bo_cso_table_64', '464', 'Alvin and the Chipmunks: Chipwrecked', '$133,110,742', '2011'], 'Bringing Down the House': ['/title/tt0305669/?ref_=bo_cso_table_65', '465', 'Bringing Down the House', '$132,716,677', '2003'], 'The Wolverine': ['/title/tt1430132/?ref_=bo_cso_table_66', '466', 'The Wolverine', '$132,556,852', '2013'], 'Wonder': ['/title/tt2543472/?ref_=bo_cso_table_67', '467', 'Wonder', '$132,422,809', '2017'], 'The Departed': ['/title/tt0407887/?ref_=bo_cso_table_68', '468', 'The Departed', '$132,384,315', '2006'], 'Hulk': ['/title/tt0286716/?ref_=bo_cso_table_69', '469', 'Hulk', '$132,177,234', '2003'], 'Silver Linings Playbook': ['/title/tt1045658/?ref_=bo_cso_table_70', '470', 'Silver Linings Playbook', '$132,092,958', '2012'], 'Minority Report': ['/title/tt0181689/?ref_=bo_cso_table_71', '471', 'Minority Report', '$132,072,926', '2002'], 'Fantastic 4: Rise of the Silver Surfer': ['/title/tt0486576/?ref_=bo_cso_table_72', '472', 'Fantastic 4: Rise of the Silver Surfer', '$131,921,738', '2007'], 'The Last Airbender': ['/title/tt0938283/?ref_=bo_cso_table_73', '473', 'The Last Airbender', '$131,772,187', '2010'], 'Rio 2': ['/title/tt2357291/?ref_=bo_cso_table_74', '474', 'Rio 2', '$131,538,435', '2014'], 'Lara Croft: Tomb Raider': ['/title/tt0146316/?ref_=bo_cso_table_75', '475', 'Lara Croft: Tomb Raider', '$131,168,070', '2001'], 'The Silence of the Lambs': ['/title/tt0102926/?ref_=bo_cso_table_76', '476', 'The Silence of the Lambs', '$130,742,922', '1991'], 'Honey, I Shrunk the Kids': ['/title/tt0097523/?ref_=bo_cso_table_77', '477', 'Honey, I Shrunk the Kids', '$130,724,172', '1989'], 'The Flintstones': ['/title/tt0109813/?ref_=bo_cso_table_78', '478', 'The Flintstones', '$130,531,208', '1994'], 'Lethal Weapon 4': ['/title/tt0122151/?ref_=bo_cso_table_79', '479', 'Lethal Weapon 4', '$130,444,603', '1998'], 'Get Smart': ['/title/tt0425061/?ref_=bo_cso_table_80', '480', 'Get Smart', '$130,319,208', '2008'], 'The Divergent Series: Insurgent': ['/title/tt2908446/?ref_=bo_cso_table_81', '481', 'The Divergent Series: Insurgent', '$130,179,072', '2015'], 'The Peanuts Movie': ['/title/tt2452042/?ref_=bo_cso_table_82', '482', 'The Peanuts Movie', '$130,178,411', '2015'], 'Transformers: The Last Knight': ['/title/tt3371366/?ref_=bo_cso_table_83', '483', 'Transformers: The Last Knight', '$130,168,683', '2017'], 'American Gangster': ['/title/tt0765429/?ref_=bo_cso_table_84', '484', 'American Gangster', '$130,164,645', '2007'], 'American Beauty': ['/title/tt0169547/?ref_=bo_cso_table_85', '485', 'American Beauty', '$130,096,601', '1999'], 'An Officer and a Gentleman': ['/title/tt0084434/?ref_=bo_cso_table_86', '486', 'An Officer and a Gentleman', '$129,795,554', '1982'], 'The Ring': ['/title/tt0298130/?ref_=bo_cso_table_87', '487', 'The Ring', '$129,128,133', '2002'], 'The Nutty Professor': ['/title/tt0117218/?ref_=bo_cso_table_88', '488', 'The Nutty Professor', '$128,814,019', '1996'], 'Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan': ['/title/tt0443453/?ref_=bo_cso_table_89', '489', 'Borat: Cultural Learnings of America for Make Benefit Glorious Nation of Kazakhstan', '$128,505,958', '2006'], 'Kingsman: The Secret Service': ['/title/tt2802144/?ref_=bo_cso_table_91', '491', 'Kingsman: The Secret Service', '$128,261,724', '2015'], 'Robots': ['/title/tt0358082/?ref_=bo_cso_table_92', '492', 'Robots', '$128,200,012', '2005'], 'Coming to America': ['/title/tt0094898/?ref_=bo_cso_table_93', '493', 'Coming to America', '$128,152,301', '1988'], 'Crouching Tiger, Hidden Dragon': ['/title/tt0190332/?ref_=bo_cso_table_94', '494', 'Crouching Tiger, Hidden Dragon', '$128,078,872', '2000'], 'Shutter Island': ['/title/tt1130884/?ref_=bo_cso_table_95', '495', 'Shutter Island', '$128,012,934', '2010'], 'Into the Woods': ['/title/tt2180411/?ref_=bo_cso_table_96', '496', 'Into the Woods', '$128,002,372', '2014'], 'Rocky IV': ['/title/tt0089927/?ref_=bo_cso_table_97', '497', 'Rocky IV', '$127,873,716', '1985'], 'Enchanted': ['/title/tt0461770/?ref_=bo_cso_table_98', '498', 'Enchanted', '$127,807,262', '2007'], 'The Curious Case of Benjamin Button': ['/title/tt0421715/?ref_=bo_cso_table_99', '499', 'The Curious Case of Benjamin Button', '$127,509,326', '2008'], 'Central Intelligence': ['/title/tt1489889/?ref_=bo_cso_table_100', '500', 'Central Intelligence', '$127,440,871', '2016'], 'Anchorman 2: The Legend Continues': ['/title/tt1229340/?ref_=bo_cso_table_101', '501', 'Anchorman 2: The Legend Continues', '$127,352,707', '2013'], 'Sweet Home Alabama': ['/title/tt0256415/?ref_=bo_cso_table_102', '502', 'Sweet Home Alabama', '$127,223,418', '2002'], 'Bumblebee': ['/title/tt4701182/?ref_=bo_cso_table_103', '503', 'Bumblebee', '$127,195,589', '2018'], 'Dumb and Dumber': ['/title/tt0109686/?ref_=bo_cso_table_104', '504', 'Dumb and Dumber', '$127,175,374', '1994'], '2 Fast 2 Furious': ['/title/tt0322259/?ref_=bo_cso_table_105', '505', '2 Fast 2 Furious', '$127,154,901', '2003'], \"My Best Friend's Wedding\": ['/title/tt0119738/?ref_=bo_cso_table_106', '506', \"My Best Friend's Wedding\", '$127,120,029', '1997'], 'Super 8': ['/title/tt1650062/?ref_=bo_cso_table_107', '507', 'Super 8', '$127,004,179', '2011'], 'The World Is Not Enough': ['/title/tt0143145/?ref_=bo_cso_table_108', '508', 'The World Is Not Enough', '$126,943,684', '1999'], 'Sleepless in Seattle': ['/title/tt0108160/?ref_=bo_cso_table_109', '509', 'Sleepless in Seattle', '$126,808,165', '1993'], 'Smokey and the Bandit': ['/title/tt0076729/?ref_=bo_cso_table_110', '510', 'Smokey and the Bandit', '$126,737,428', '1977'], 'Lucy': ['/title/tt2872732/?ref_=bo_cso_table_111', '511', 'Lucy', '$126,663,600', '2014'], 'The Legend of Tarzan': ['/title/tt0918940/?ref_=bo_cso_table_112', '512', 'The Legend of Tarzan', '$126,643,061', '2016'], 'Bee Movie': ['/title/tt0389790/?ref_=bo_cso_table_113', '513', 'Bee Movie', '$126,631,277', '2007'], 'Prometheus': ['/title/tt1446714/?ref_=bo_cso_table_114', '514', 'Prometheus', '$126,477,084', '2012'], 'Safe House': ['/title/tt1599348/?ref_=bo_cso_table_115', '515', 'Safe House', '$126,373,434', '2012'], 'Mr. Deeds': ['/title/tt0280590/?ref_=bo_cso_table_116', '516', 'Mr. Deeds', '$126,293,452', '2002'], 'The Truman Show': ['/title/tt0120382/?ref_=bo_cso_table_117', '517', 'The Truman Show', '$125,618,201', '1998'], 'Erin Brockovich': ['/title/tt0195685/?ref_=bo_cso_table_118', '518', 'Erin Brockovich', '$125,595,205', '2000'], \"Ocean's Twelve\": ['/title/tt0349903/?ref_=bo_cso_table_119', '519', \"Ocean's Twelve\", '$125,544,280', '2004'], 'Terminator Salvation': ['/title/tt0438488/?ref_=bo_cso_table_120', '520', 'Terminator Salvation', '$125,322,469', '2009'], \"Charlie's Angels\": ['/title/tt0160127/?ref_=bo_cso_table_121', '521', \"Charlie's Angels\", '$125,305,545', '2000'], 'Tomorrow Never Dies': ['/title/tt0120347/?ref_=bo_cso_table_122', '522', 'Tomorrow Never Dies', '$125,304,276', '1997'], 'Lone Survivor': ['/title/tt1091191/?ref_=bo_cso_table_123', '523', 'Lone Survivor', '$125,095,601', '2013'], 'Sully': ['/title/tt3263904/?ref_=bo_cso_table_124', '524', 'Sully', '$125,070,033', '2016'], 'Rocky III': ['/title/tt0084602/?ref_=bo_cso_table_125', '525', 'Rocky III', '$125,049,125', '1982'], 'The Vow': ['/title/tt1606389/?ref_=bo_cso_table_126', '526', 'The Vow', '$125,014,030', '2012'], 'Life of Pi': ['/title/tt0454876/?ref_=bo_cso_table_127', '527', 'Life of Pi', '$124,987,023', '2012'], 'The Fault in Our Stars': ['/title/tt2582846/?ref_=bo_cso_table_128', '528', 'The Fault in Our Stars', '$124,872,350', '2014'], 'Cloudy with a Chance of Meatballs': ['/title/tt0844471/?ref_=bo_cso_table_129', '529', 'Cloudy with a Chance of Meatballs', '$124,870,275', '2009'], 'The Devil Wears Prada': ['/title/tt0458352/?ref_=bo_cso_table_130', '530', 'The Devil Wears Prada', '$124,740,460', '2006'], \"Something's Gotta Give\": ['/title/tt0337741/?ref_=bo_cso_table_131', '531', \"Something's Gotta Give\", '$124,728,738', '2003'], 'Traffic': ['/title/tt0181865/?ref_=bo_cso_table_132', '532', 'Traffic', '$124,115,725', '2000'], 'The Birdcage': ['/title/tt0115685/?ref_=bo_cso_table_133', '533', 'The Birdcage', '$124,060,553', '1996'], 'City Slickers': ['/title/tt0101587/?ref_=bo_cso_table_134', '534', 'City Slickers', '$124,033,791', '1991'], 'Good Morning, Vietnam': ['/title/tt0093105/?ref_=bo_cso_table_135', '535', 'Good Morning, Vietnam', '$123,922,370', '1987'], 'Rango': ['/title/tt1192628/?ref_=bo_cso_table_136', '536', 'Rango', '$123,477,607', '2011'], 'Nutty Professor II: The Klumps': ['/title/tt0144528/?ref_=bo_cso_table_137', '537', 'Nutty Professor II: The Klumps', '$123,309,890', '2000'], 'The Good Dinosaur': ['/title/tt1979388/?ref_=bo_cso_table_138', '538', 'The Good Dinosaur', '$123,087,120', '2015'], 'G.I. Joe: Retaliation': ['/title/tt1583421/?ref_=bo_cso_table_139', '539', 'G.I. Joe: Retaliation', '$122,523,060', '2013'], 'Clear and Present Danger': ['/title/tt0109444/?ref_=bo_cso_table_140', '540', 'Clear and Present Danger', '$122,187,717', '1994'], 'The Hunt for Red October': ['/title/tt0099810/?ref_=bo_cso_table_141', '541', 'The Hunt for Red October', '$122,012,643', '1990'], 'The Bodyguard': ['/title/tt0103855/?ref_=bo_cso_table_142', '542', 'The Bodyguard', '$122,006,740', '1992'], \"Wayne's World\": ['/title/tt0105793/?ref_=bo_cso_table_143', '543', \"Wayne's World\", '$121,697,323', '1992'], 'The Bourne Identity': ['/title/tt0258463/?ref_=bo_cso_table_144', '544', 'The Bourne Identity', '$121,661,683', '2002'], 'Superbad': ['/title/tt0829482/?ref_=bo_cso_table_145', '545', 'Superbad', '$121,463,226', '2007'], 'Speed': ['/title/tt0111257/?ref_=bo_cso_table_146', '546', 'Speed', '$121,248,145', '1994'], '50 First Dates': ['/title/tt0343660/?ref_=bo_cso_table_147', '547', '50 First Dates', '$120,908,074', '2004'], 'Mamma Mia! Here We Go Again': ['/title/tt6911608/?ref_=bo_cso_table_148', '548', 'Mamma Mia! Here We Go Again', '$120,634,935', '2018'], 'Mulan': ['/title/tt0120762/?ref_=bo_cso_table_149', '549', 'Mulan', '$120,620,254', '1998'], 'Inglourious Basterds': ['/title/tt0361748/?ref_=bo_cso_table_150', '550', 'Inglourious Basterds', '$120,540,719', '2009'], 'Seabiscuit': ['/title/tt0329575/?ref_=bo_cso_table_151', '551', 'Seabiscuit', '$120,277,854', '2003'], 'Van Helsing': ['/title/tt0338526/?ref_=bo_cso_table_152', '552', 'Van Helsing', '$120,177,084', '2004'], 'Four Christmases': ['/title/tt0369436/?ref_=bo_cso_table_153', '553', 'Four Christmases', '$120,146,040', '2008'], 'I Now Pronounce You Chuck & Larry': ['/title/tt0762107/?ref_=bo_cso_table_154', '554', 'I Now Pronounce You Chuck & Larry', '$120,059,556', '2007'], 'The Mask': ['/title/tt0110475/?ref_=bo_cso_table_155', '555', 'The Mask', '$119,938,730', '1994'], 'Cloudy with a Chance of Meatballs 2': ['/title/tt1985966/?ref_=bo_cso_table_156', '556', 'Cloudy with a Chance of Meatballs 2', '$119,793,567', '2013'], 'Hook': ['/title/tt0102057/?ref_=bo_cso_table_157', '557', 'Hook', '$119,654,823', '1991'], 'Blazing Saddles': ['/title/tt0071230/?ref_=bo_cso_table_158', '558', 'Blazing Saddles', '$119,601,481', '1974'], 'Walk the Line': ['/title/tt0358273/?ref_=bo_cso_table_159', '559', 'Walk the Line', '$119,519,402', '2005'], 'G-Force': ['/title/tt0436339/?ref_=bo_cso_table_160', '560', 'G-Force', '$119,436,770', '2009'], 'Total Recall': ['/title/tt0100802/?ref_=bo_cso_table_161', '561', 'Total Recall', '$119,412,921', '1990'], 'On Golden Pond': ['/title/tt0082846/?ref_=bo_cso_table_162', '562', 'On Golden Pond', '$119,285,432', '1981'], 'The Other Guys': ['/title/tt1386588/?ref_=bo_cso_table_163', '563', 'The Other Guys', '$119,219,978', '2010'], 'Fahrenheit 9/11': ['/title/tt0361596/?ref_=bo_cso_table_164', '564', 'Fahrenheit 9/11', '$119,194,771', '2004'], 'Back to the Future Part II': ['/title/tt0096874/?ref_=bo_cso_table_165', '565', 'Back to the Future Part II', '$119,000,002', '1989'], 'The Sum of All Fears': ['/title/tt0164184/?ref_=bo_cso_table_166', '566', 'The Sum of All Fears', '$118,907,036', '2002'], 'Hairspray': ['/title/tt0427327/?ref_=bo_cso_table_167', '567', 'Hairspray', '$118,871,849', '2007'], 'The Break-Up': ['/title/tt0452594/?ref_=bo_cso_table_168', '568', 'The Break-Up', '$118,703,275', '2006'], 'A Series of Unfortunate Events': ['/title/tt0339291/?ref_=bo_cso_table_169', '569', 'A Series of Unfortunate Events', '$118,634,549', '2004'], 'Blades of Glory': ['/title/tt0445934/?ref_=bo_cso_table_170', '570', 'Blades of Glory', '$118,594,548', '2007'], 'Salt': ['/title/tt0944835/?ref_=bo_cso_table_171', '571', 'Salt', '$118,311,368', '2010'], 'Basic Instinct': ['/title/tt0103772/?ref_=bo_cso_table_172', '572', 'Basic Instinct', '$117,727,224', '1992'], 'Now You See Me': ['/title/tt1670345/?ref_=bo_cso_table_173', '573', 'Now You See Me', '$117,723,989', '2013'], 'Ford v Ferrari': ['/title/tt1950186/?ref_=bo_cso_table_174', '574', 'Ford v Ferrari', '$117,624,357', '2019'], \"Big Momma's House\": ['/title/tt0208003/?ref_=bo_cso_table_175', '575', \"Big Momma's House\", '$117,559,438', '2000'], 'Die Hard 2': ['/title/tt0099423/?ref_=bo_cso_table_176', '576', 'Die Hard 2', '$117,540,947', '1990'], 'Horrible Bosses': ['/title/tt1499658/?ref_=bo_cso_table_177', '577', 'Horrible Bosses', '$117,538,559', '2011'], 'The Nun': ['/title/tt5814060/?ref_=bo_cso_table_178', '578', 'The Nun', '$117,450,119', '2018'], 'Rocky': ['/title/tt0075148/?ref_=bo_cso_table_179', '579', 'Rocky', '$117,235,147', '1976'], 'Jackass 3D': ['/title/tt1116184/?ref_=bo_cso_table_180', '580', 'Jackass 3D', '$117,229,692', '2010'], \"Ocean's Thirteen\": ['/title/tt0496806/?ref_=bo_cso_table_181', '581', \"Ocean's Thirteen\", '$117,154,724', '2007'], 'S.W.A.T.': ['/title/tt0257076/?ref_=bo_cso_table_182', '582', 'S.W.A.T.', '$116,934,650', '2003'], 'The Wolf of Wall Street': ['/title/tt0993846/?ref_=bo_cso_table_183', '583', 'The Wolf of Wall Street', '$116,900,694', '2013'], '8 Mile': ['/title/tt0298203/?ref_=bo_cso_table_184', '584', '8 Mile', '$116,750,901', '2002'], 'Double Jeopardy': ['/title/tt0150377/?ref_=bo_cso_table_185', '585', 'Double Jeopardy', '$116,741,558', '1999'], \"Lee Daniels' The Butler\": ['/title/tt1327773/?ref_=bo_cso_table_186', '586', \"Lee Daniels' The Butler\", '$116,632,095', '2013'], 'Green Lantern': ['/title/tt1133985/?ref_=bo_cso_table_187', '587', 'Green Lantern', '$116,601,172', '2011'], 'Notting Hill': ['/title/tt0125439/?ref_=bo_cso_table_188', '588', 'Notting Hill', '$116,089,678', '1999'], 'The Towering Inferno': ['/title/tt0072308/?ref_=bo_cso_table_189', '589', 'The Towering Inferno', '$116,000,000', '1974'], \"You've Got Mail\": ['/title/tt0128853/?ref_=bo_cso_table_190', '590', \"You've Got Mail\", '$115,821,495', '1998'], 'Ghost Rider': ['/title/tt0259324/?ref_=bo_cso_table_191', '591', 'Ghost Rider', '$115,802,596', '2007'], 'Remember the Titans': ['/title/tt0210945/?ref_=bo_cso_table_192', '592', 'Remember the Titans', '$115,719,751', '2000'], 'Creed II': ['/title/tt6343314/?ref_=bo_cso_table_193', '593', 'Creed II', '$115,715,889', '2018'], 'District 9': ['/title/tt1136608/?ref_=bo_cso_table_194', '594', 'District 9', '$115,646,235', '2009'], 'Unbroken': ['/title/tt1809398/?ref_=bo_cso_table_195', '595', 'Unbroken', '$115,637,895', '2014'], 'Peter Rabbit': ['/title/tt5117670/?ref_=bo_cso_table_196', '596', 'Peter Rabbit', '$115,253,424', '2018'], 'Big': ['/title/tt0094737/?ref_=bo_cso_table_197', '597', 'Big', '$115,227,281', '1988'], 'Girls Trip': ['/title/tt3564472/?ref_=bo_cso_table_198', '598', 'Girls Trip', '$115,171,585', '2017'], 'The Karate Kid Part II': ['/title/tt0091326/?ref_=bo_cso_table_199', '599', 'The Karate Kid Part II', '$115,103,979', '1986'], 'American Graffiti': ['/title/tt0069704/?ref_=bo_cso_table_200', '600', 'American Graffiti', '$115,000,000', '1973'], 'Dumbo': ['/title/tt3861390/?ref_=bo_cso_table_1', '601', 'Dumbo', '$114,766,307', '2019'], 'Fifty Shades Darker': ['/title/tt4465564/?ref_=bo_cso_table_2', '602', 'Fifty Shades Darker', '$114,581,250', '2017'], 'Dodgeball: A True Underdog Story': ['/title/tt0364725/?ref_=bo_cso_table_3', '603', 'Dodgeball: A True Underdog Story', '$114,326,736', '2004'], 'The Village': ['/title/tt0368447/?ref_=bo_cso_table_4', '604', 'The Village', '$114,197,520', '2004'], 'Bolt': ['/title/tt0397892/?ref_=bo_cso_table_5', '605', 'Bolt', '$114,053,579', '2008'], 'Maleficent: Mistress of Evil': ['/title/tt4777008/?ref_=bo_cso_table_6', '606', 'Maleficent: Mistress of Evil', '$113,929,605', '2019'], 'Wild Wild West': ['/title/tt0120891/?ref_=bo_cso_table_7', '607', 'Wild Wild West', '$113,804,681', '1999'], 'Night at the Museum: Secret of the Tomb': ['/title/tt2692250/?ref_=bo_cso_table_8', '608', 'Night at the Museum: Secret of the Tomb', '$113,746,621', '2014'], 'Magic Mike': ['/title/tt1915581/?ref_=bo_cso_table_9', '609', 'Magic Mike', '$113,721,571', '2012'], 'The Addams Family': ['/title/tt1620981/?ref_=bo_cso_table_141', '741', 'The Addams Family', '$100,723,831', '2019'], 'The Patriot': ['/title/tt0187393/?ref_=bo_cso_table_11', '611', 'The Patriot', '$113,330,342', '2000'], 'Bad Moms': ['/title/tt4651520/?ref_=bo_cso_table_12', '612', 'Bad Moms', '$113,257,297', '2016'], 'The Bourne Legacy': ['/title/tt1194173/?ref_=bo_cso_table_13', '613', 'The Bourne Legacy', '$113,203,870', '2012'], 'The Pacifier': ['/title/tt0395699/?ref_=bo_cso_table_14', '614', 'The Pacifier', '$113,086,868', '2005'], 'Dr. Dolittle 2': ['/title/tt0240462/?ref_=bo_cso_table_15', '615', 'Dr. Dolittle 2', '$112,952,899', '2001'], 'The Rocky Horror Picture Show': ['/title/tt0073629/?ref_=bo_cso_table_16', '616', 'The Rocky Horror Picture Show', '$112,892,319', '1975'], \"It's Complicated\": ['/title/tt1230414/?ref_=bo_cso_table_17', '617', \"It's Complicated\", '$112,735,375', '2009'], 'Spy Kids': ['/title/tt0227538/?ref_=bo_cso_table_18', '618', 'Spy Kids', '$112,719,001', '2001'], 'Ghostbusters II': ['/title/tt0097428/?ref_=bo_cso_table_19', '619', 'Ghostbusters II', '$112,494,738', '1989'], 'Face/Off': ['/title/tt0119094/?ref_=bo_cso_table_20', '620', 'Face/Off', '$112,276,146', '1997'], 'The Hangover Part III': ['/title/tt1951261/?ref_=bo_cso_table_21', '621', 'The Hangover Part III', '$112,200,072', '2013'], 'Twins': ['/title/tt0096320/?ref_=bo_cso_table_22', '622', 'Twins', '$111,938,388', '1988'], 'Spy Kids 3-D: Game Over': ['/title/tt0338459/?ref_=bo_cso_table_23', '623', 'Spy Kids 3-D: Game Over', '$111,761,982', '2003'], 'Doctor Zhivago': ['/title/tt0059113/?ref_=bo_cso_table_24', '624', 'Doctor Zhivago', '$111,721,910', '1965'], 'Enemy of the State': ['/title/tt0120660/?ref_=bo_cso_table_25', '625', 'Enemy of the State', '$111,549,836', '1998'], 'The Little Mermaid': ['/title/tt0097757/?ref_=bo_cso_table_26', '626', 'The Little Mermaid', '$111,543,479', '1989'], 'Mr. Peabody & Sherman': ['/title/tt0864835/?ref_=bo_cso_table_27', '627', 'Mr. Peabody & Sherman', '$111,506,430', '2014'], \"Porky's\": ['/title/tt0084522/?ref_=bo_cso_table_28', '628', \"Porky's\", '$111,289,673', '1982'], 'The Last Samurai': ['/title/tt0325710/?ref_=bo_cso_table_29', '629', 'The Last Samurai', '$111,127,263', '2003'], 'Glass': ['/title/tt6823368/?ref_=bo_cso_table_30', '630', 'Glass', '$111,048,468', '2019'], 'Spy': ['/title/tt3079380/?ref_=bo_cso_table_31', '631', 'Spy', '$110,825,712', '2015'], 'Tropic Thunder': ['/title/tt0942385/?ref_=bo_cso_table_32', '632', 'Tropic Thunder', '$110,515,313', '2008'], 'Godzilla: King of the Monsters': ['/title/tt3741700/?ref_=bo_cso_table_33', '633', 'Godzilla: King of the Monsters', '$110,500,138', '2019'], \"Valentine's Day\": ['/title/tt0817230/?ref_=bo_cso_table_34', '634', \"Valentine's Day\", '$110,485,654', '2010'], 'The Grudge': ['/title/tt0391198/?ref_=bo_cso_table_35', '635', 'The Grudge', '$110,359,362', '2004'], 'Fun with Dick and Jane': ['/title/tt0369441/?ref_=bo_cso_table_36', '636', 'Fun with Dick and Jane', '$110,332,737', '2005'], 'Freaky Friday': ['/title/tt0322330/?ref_=bo_cso_table_37', '637', 'Freaky Friday', '$110,230,332', '2003'], 'Trainwreck': ['/title/tt3152624/?ref_=bo_cso_table_38', '638', 'Trainwreck', '$110,212,700', '2015'], 'Bedtime Stories': ['/title/tt0960731/?ref_=bo_cso_table_39', '639', 'Bedtime Stories', '$110,101,975', '2008'], 'Scary Movie 3': ['/title/tt0306047/?ref_=bo_cso_table_40', '640', 'Scary Movie 3', '$110,003,217', '2003'], 'Creed': ['/title/tt3076658/?ref_=bo_cso_table_41', '641', 'Creed', '$109,767,581', '2015'], 'Star Trek IV: The Voyage Home': ['/title/tt0092007/?ref_=bo_cso_table_42', '642', 'Star Trek IV: The Voyage Home', '$109,713,132', '1986'], 'The 40-Year-Old Virgin': ['/title/tt0405422/?ref_=bo_cso_table_43', '643', 'The 40-Year-Old Virgin', '$109,449,237', '2005'], 'Crocodile Dundee II': ['/title/tt0092493/?ref_=bo_cso_table_44', '644', 'Crocodile Dundee II', '$109,306,210', '1988'], 'Couples Retreat': ['/title/tt1078940/?ref_=bo_cso_table_45', '645', 'Couples Retreat', '$109,204,945', '2009'], \"One Flew Over the Cuckoo's Nest\": ['/title/tt0073486/?ref_=bo_cso_table_46', '646', \"One Flew Over the Cuckoo's Nest\", '$108,981,275', '1975'], 'A Time to Kill': ['/title/tt0117913/?ref_=bo_cso_table_47', '647', 'A Time to Kill', '$108,766,007', '1996'], 'Black Hawk Down': ['/title/tt0265086/?ref_=bo_cso_table_48', '648', 'Black Hawk Down', '$108,638,745', '2001'], 'Terms of Endearment': ['/title/tt0086425/?ref_=bo_cso_table_49', '649', 'Terms of Endearment', '$108,423,489', '1983'], 'Ace Ventura: When Nature Calls': ['/title/tt0112281/?ref_=bo_cso_table_50', '650', 'Ace Ventura: When Nature Calls', '$108,385,533', '1995'], 'The Upside': ['/title/tt1987680/?ref_=bo_cso_table_51', '651', 'The Upside', '$108,252,517', '2019'], 'The Princess Diaries': ['/title/tt0247638/?ref_=bo_cso_table_52', '652', 'The Princess Diaries', '$108,248,956', '2001'], 'Superman II': ['/title/tt0081573/?ref_=bo_cso_table_53', '653', 'Superman II', '$108,185,706', '1981'], 'Little Women': ['/title/tt3281548/?ref_=bo_cso_table_54', '654', 'Little Women', '$108,101,214', '2019'], 'Hop': ['/title/tt1411704/?ref_=bo_cso_table_55', '655', 'Hop', '$108,085,305', '2011'], 'Pulp Fiction': ['/title/tt0110912/?ref_=bo_cso_table_56', '656', 'Pulp Fiction', '$107,928,762', '1994'], 'Paranormal Activity': ['/title/tt1179904/?ref_=bo_cso_table_57', '657', 'Paranormal Activity', '$107,918,810', '2009'], 'Baby Driver': ['/title/tt3890160/?ref_=bo_cso_table_58', '658', 'Baby Driver', '$107,825,862', '2017'], 'A League of Their Own': ['/title/tt0104694/?ref_=bo_cso_table_59', '659', 'A League of Their Own', '$107,533,928', '1992'], 'Epic': ['/title/tt0848537/?ref_=bo_cso_table_60', '660', 'Epic', '$107,518,682', '2013'], 'Watchmen': ['/title/tt0409459/?ref_=bo_cso_table_61', '661', 'Watchmen', '$107,509,799', '2009'], 'The Angry Birds Movie': ['/title/tt1985949/?ref_=bo_cso_table_62', '662', 'The Angry Birds Movie', '$107,509,366', '2016'], 'Batman & Robin': ['/title/tt0118688/?ref_=bo_cso_table_63', '663', 'Batman & Robin', '$107,353,792', '1997'], 'Captain Phillips': ['/title/tt1535109/?ref_=bo_cso_table_64', '664', 'Captain Phillips', '$107,100,855', '2013'], 'Black Swan': ['/title/tt0947798/?ref_=bo_cso_table_65', '665', 'Black Swan', '$106,954,678', '2010'], 'Analyze This': ['/title/tt0122933/?ref_=bo_cso_table_66', '666', 'Analyze This', '$106,885,658', '1999'], 'Chicken Run': ['/title/tt0120630/?ref_=bo_cso_table_67', '667', 'Chicken Run', '$106,834,564', '2000'], 'Miss Congeniality': ['/title/tt0212346/?ref_=bo_cso_table_68', '668', 'Miss Congeniality', '$106,807,667', '2000'], 'Indecent Proposal': ['/title/tt0107211/?ref_=bo_cso_table_69', '669', 'Indecent Proposal', '$106,614,059', '1993'], 'Driving Miss Daisy': ['/title/tt0097239/?ref_=bo_cso_table_70', '670', 'Driving Miss Daisy', '$106,593,296', '1989'], '300: Rise of an Empire': ['/title/tt1253863/?ref_=bo_cso_table_71', '671', '300: Rise of an Empire', '$106,580,051', '2014'], 'Love Story': ['/title/tt0066011/?ref_=bo_cso_table_72', '672', 'Love Story', '$106,550,690', '1970'], 'GoldenEye': ['/title/tt0113189/?ref_=bo_cso_table_73', '673', 'GoldenEye', '$106,429,941', '1995'], 'Kramer vs. Kramer': ['/title/tt0079417/?ref_=bo_cso_table_74', '674', 'Kramer vs. Kramer', '$106,260,000', '1979'], 'The Italian Job': ['/title/tt0317740/?ref_=bo_cso_table_75', '675', 'The Italian Job', '$106,128,601', '2003'], 'How to Lose a Guy in 10 Days': ['/title/tt0251127/?ref_=bo_cso_table_76', '676', 'How to Lose a Guy in 10 Days', '$105,813,373', '2003'], 'The Lego Movie 2: The Second Part': ['/title/tt3513498/?ref_=bo_cso_table_77', '677', 'The Lego Movie 2: The Second Part', '$105,806,508', '2019'], 'The First Wives Club': ['/title/tt0116313/?ref_=bo_cso_table_78', '678', 'The First Wives Club', '$105,489,203', '1996'], 'Robin Hood': ['/title/tt0955308/?ref_=bo_cso_table_79', '679', 'Robin Hood', '$105,269,730', '2010'], 'Interview with the Vampire: The Vampire Chronicles': ['/title/tt0110148/?ref_=bo_cso_table_80', '680', 'Interview with the Vampire: The Vampire Chronicles', '$105,264,608', '1994'], 'George of the Jungle': ['/title/tt0119190/?ref_=bo_cso_table_81', '681', 'George of the Jungle', '$105,263,257', '1997'], 'Hustlers': ['/title/tt5503686/?ref_=bo_cso_table_82', '682', 'Hustlers', '$104,963,598', '2019'], 'The Graduate': ['/title/tt0061722/?ref_=bo_cso_table_83', '683', 'The Graduate', '$104,945,305', '1967'], 'Pitch Perfect 3': ['/title/tt4765284/?ref_=bo_cso_table_84', '684', 'Pitch Perfect 3', '$104,897,530', '2017'], 'Phenomenon': ['/title/tt0117333/?ref_=bo_cso_table_85', '685', 'Phenomenon', '$104,636,382', '1996'], 'American Wedding': ['/title/tt0328828/?ref_=bo_cso_table_86', '686', 'American Wedding', '$104,565,114', '2003'], 'Road to Perdition': ['/title/tt0257044/?ref_=bo_cso_table_87', '687', 'Road to Perdition', '$104,454,762', '2002'], 'The Princess and the Frog': ['/title/tt0780521/?ref_=bo_cso_table_88', '688', 'The Princess and the Frog', '$104,400,899', '2009'], 'The Chronicles of Narnia: The Voyage of the Dawn Treader': ['/title/tt0980970/?ref_=bo_cso_table_89', '689', 'The Chronicles of Narnia: The Voyage of the Dawn Treader', '$104,386,950', '2010'], 'Daddy Day Care': ['/title/tt0317303/?ref_=bo_cso_table_90', '690', 'Daddy Day Care', '$104,297,061', '2003'], \"Daddy's Home 2\": ['/title/tt5657846/?ref_=bo_cso_table_91', '691', \"Daddy's Home 2\", '$104,029,443', '2017'], 'Paranormal Activity 3': ['/title/tt1778304/?ref_=bo_cso_table_92', '692', 'Paranormal Activity 3', '$104,028,807', '2011'], 'Journey 2: The Mysterious Island': ['/title/tt1397514/?ref_=bo_cso_table_93', '693', 'Journey 2: The Mysterious Island', '$103,860,290', '2012'], 'The Mule': ['/title/tt7959026/?ref_=bo_cso_table_94', '694', 'The Mule', '$103,804,407', '2018'], 'Dick Tracy': ['/title/tt0099422/?ref_=bo_cso_table_95', '695', 'Dick Tracy', '$103,738,726', '1990'], 'Rise of the Guardians': ['/title/tt1446192/?ref_=bo_cso_table_96', '696', 'Rise of the Guardians', '$103,412,758', '2012'], 'Dreamgirls': ['/title/tt0443489/?ref_=bo_cso_table_97', '697', 'Dreamgirls', '$103,365,956', '2006'], '9 to 5': ['/title/tt0080319/?ref_=bo_cso_table_98', '698', '9 to 5', '$103,290,500', '1980'], 'Independence Day: Resurgence': ['/title/tt1628841/?ref_=bo_cso_table_99', '699', 'Independence Day: Resurgence', '$103,144,286', '2016'], 'The Expendables': ['/title/tt1320253/?ref_=bo_cso_table_100', '700', 'The Expendables', '$103,068,524', '2010'], 'Scream': ['/title/tt0117571/?ref_=bo_cso_table_101', '701', 'Scream', '$103,046,663', '1996'], 'Just Go with It': ['/title/tt1564367/?ref_=bo_cso_table_102', '702', 'Just Go with It', '$103,028,109', '2011'], 'Murder on the Orient Express': ['/title/tt3402236/?ref_=bo_cso_table_103', '703', 'Murder on the Orient Express', '$102,826,543', '2017'], \"The General's Daughter\": ['/title/tt0144214/?ref_=bo_cso_table_104', '704', \"The General's Daughter\", '$102,705,852', '1999'], 'The Aviator': ['/title/tt0338751/?ref_=bo_cso_table_105', '705', 'The Aviator', '$102,610,330', '2004'], 'American Pie': ['/title/tt0163651/?ref_=bo_cso_table_106', '706', 'American Pie', '$102,561,004', '1999'], 'Daredevil': ['/title/tt0287978/?ref_=bo_cso_table_107', '707', 'Daredevil', '$102,543,518', '2003'], 'The Girl with the Dragon Tattoo': ['/title/tt1568346/?ref_=bo_cso_table_108', '708', 'The Girl with the Dragon Tattoo', '$102,515,793', '2011'], 'The Mummy: Tomb of the Dragon Emperor': ['/title/tt0859163/?ref_=bo_cso_table_109', '709', 'The Mummy: Tomb of the Dragon Emperor', '$102,491,776', '2008'], 'The Conjuring 2': ['/title/tt3065204/?ref_=bo_cso_table_110', '710', 'The Conjuring 2', '$102,470,008', '2016'], 'The Maze Runner': ['/title/tt1790864/?ref_=bo_cso_table_111', '711', 'The Maze Runner', '$102,427,862', '2014'], 'In the Line of Fire': ['/title/tt0107206/?ref_=bo_cso_table_112', '712', 'In the Line of Fire', '$102,314,823', '1993'], 'Butch Cassidy and the Sundance Kid': ['/title/tt0064115/?ref_=bo_cso_table_113', '713', 'Butch Cassidy and the Sundance Kid', '$102,308,889', '1969'], 'Mary Poppins': ['/title/tt0058331/?ref_=bo_cso_table_114', '714', 'Mary Poppins', '$102,272,727', '1964'], 'Bambi': ['/title/tt0034492/?ref_=bo_cso_table_115', '715', 'Bambi', '$102,247,150', '1942'], 'Annabelle: Creation': ['/title/tt5140878/?ref_=bo_cso_table_116', '716', 'Annabelle: Creation', '$102,092,201', '2017'], 'The Equalizer 2': ['/title/tt3766354/?ref_=bo_cso_table_117', '717', 'The Equalizer 2', '$102,084,362', '2018'], 'Bad Grandpa': ['/title/tt3063516/?ref_=bo_cso_table_118', '718', 'Bad Grandpa', '$102,003,019', '2013'], 'Pacific Rim': ['/title/tt1663662/?ref_=bo_cso_table_119', '719', 'Pacific Rim', '$101,802,906', '2013'], 'Journey to the Center of the Earth': ['/title/tt0373051/?ref_=bo_cso_table_120', '720', 'Journey to the Center of the Earth', '$101,704,370', '2008'], 'Gone in 60 Seconds': ['/title/tt0187078/?ref_=bo_cso_table_121', '721', 'Gone in 60 Seconds', '$101,648,571', '2000'], 'Maverick': ['/title/tt0110478/?ref_=bo_cso_table_122', '722', 'Maverick', '$101,631,272', '1994'], 'Sleeping with the Enemy': ['/title/tt0102945/?ref_=bo_cso_table_123', '723', 'Sleeping with the Enemy', '$101,599,005', '1991'], 'The Equalizer': ['/title/tt0455944/?ref_=bo_cso_table_124', '724', 'The Equalizer', '$101,530,738', '2014'], 'This Is the End': ['/title/tt1245492/?ref_=bo_cso_table_125', '725', 'This Is the End', '$101,470,202', '2013'], 'Eagle Eye': ['/title/tt1059786/?ref_=bo_cso_table_126', '726', 'Eagle Eye', '$101,440,743', '2008'], 'The Prince of Egypt': ['/title/tt0120794/?ref_=bo_cso_table_127', '727', 'The Prince of Egypt', '$101,413,188', '1998'], 'Scream 2': ['/title/tt0120082/?ref_=bo_cso_table_128', '728', 'Scream 2', '$101,363,301', '1997'], 'Stir Crazy': ['/title/tt0081562/?ref_=bo_cso_table_129', '729', 'Stir Crazy', '$101,300,000', '1980'], 'Eraser': ['/title/tt0116213/?ref_=bo_cso_table_130', '730', 'Eraser', '$101,295,562', '1996'], 'Noah': ['/title/tt1959490/?ref_=bo_cso_table_131', '731', 'Noah', '$101,200,044', '2014'], 'Unforgiven': ['/title/tt0105695/?ref_=bo_cso_table_132', '732', 'Unforgiven', '$101,157,447', '1992'], 'The Cat in the Hat': ['/title/tt0312528/?ref_=bo_cso_table_133', '733', 'The Cat in the Hat', '$101,149,285', '2003'], 'Con Air': ['/title/tt0118880/?ref_=bo_cso_table_134', '734', 'Con Air', '$101,117,573', '1997'], 'Sleepy Hollow': ['/title/tt0162661/?ref_=bo_cso_table_135', '735', 'Sleepy Hollow', '$101,071,502', '1999'], 'Rampage': ['/title/tt2231461/?ref_=bo_cso_table_136', '736', 'Rampage', '$101,028,233', '2018'], 'Collateral': ['/title/tt0369339/?ref_=bo_cso_table_137', '737', 'Collateral', '$101,005,703', '2004'], 'Contact': ['/title/tt0118884/?ref_=bo_cso_table_138', '738', 'Contact', '$100,920,329', '1997'], \"Charlie's Angels: Full Throttle\": ['/title/tt0305357/?ref_=bo_cso_table_139', '739', \"Charlie's Angels: Full Throttle\", '$100,830,111', '2003'], 'The Pelican Brief': ['/title/tt0107798/?ref_=bo_cso_table_140', '740', 'The Pelican Brief', '$100,768,056', '1993'], 'Vanilla Sky': ['/title/tt0259711/?ref_=bo_cso_table_142', '742', 'Vanilla Sky', '$100,618,344', '2001'], 'Arrival': ['/title/tt2543164/?ref_=bo_cso_table_143', '743', 'Arrival', '$100,546,139', '2016'], 'Due Date': ['/title/tt1231583/?ref_=bo_cso_table_144', '744', 'Due Date', '$100,539,043', '2010'], 'Jumanji': ['/title/tt0113497/?ref_=bo_cso_table_145', '745', 'Jumanji', '$100,499,940', '1995'], 'The Rugrats Movie': ['/title/tt0134067/?ref_=bo_cso_table_146', '746', 'The Rugrats Movie', '$100,494,675', '1998'], 'Million Dollar Baby': ['/title/tt0405159/?ref_=bo_cso_table_147', '747', 'Million Dollar Baby', '$100,492,203', '2004'], 'Airport': ['/title/tt0065377/?ref_=bo_cso_table_148', '748', 'Airport', '$100,489,151', '1970'], 'A Wrinkle in Time': ['/title/tt1620680/?ref_=bo_cso_table_149', '749', 'A Wrinkle in Time', '$100,478,608', '2018'], 'Step Brothers': ['/title/tt0838283/?ref_=bo_cso_table_150', '750', 'Step Brothers', '$100,468,793', '2008'], 'Evan Almighty': ['/title/tt0413099/?ref_=bo_cso_table_151', '751', 'Evan Almighty', '$100,462,298', '2007'], 'Fifty Shades Freed': ['/title/tt4477536/?ref_=bo_cso_table_152', '752', 'Fifty Shades Freed', '$100,407,760', '2018'], 'Casper': ['/title/tt0112642/?ref_=bo_cso_table_153', '753', 'Casper', '$100,328,194', '1995'], 'Shakespeare in Love': ['/title/tt0138097/?ref_=bo_cso_table_154', '754', 'Shakespeare in Love', '$100,317,794', '1998'], 'Bad Teacher': ['/title/tt1284575/?ref_=bo_cso_table_155', '755', 'Bad Teacher', '$100,292,856', '2011'], 'Yogi Bear': ['/title/tt1302067/?ref_=bo_cso_table_156', '756', 'Yogi Bear', '$100,246,011', '2010'], 'Cowboys & Aliens': ['/title/tt0409847/?ref_=bo_cso_table_157', '757', 'Cowboys & Aliens', '$100,240,551', '2011'], 'Kingsman: The Golden Circle': ['/title/tt4649466/?ref_=bo_cso_table_158', '758', 'Kingsman: The Golden Circle', '$100,234,838', '2017'], 'Edge of Tomorrow': ['/title/tt1631867/?ref_=bo_cso_table_159', '759', 'Edge of Tomorrow', '$100,206,256', '2014'], 'The Hunchback of Notre Dame': ['/title/tt0116583/?ref_=bo_cso_table_160', '760', 'The Hunchback of Notre Dame', '$100,138,851', '1996'], 'Se7en': ['/title/tt0114369/?ref_=bo_cso_table_161', '761', 'Se7en', '$100,125,643', '1995'], 'Parenthood': ['/title/tt0098067/?ref_=bo_cso_table_162', '762', 'Parenthood', '$100,047,830', '1989'], \"You Don't Mess with the Zohan\": ['/title/tt0960144/?ref_=bo_cso_table_163', '763', \"You Don't Mess with the Zohan\", '$100,018,837', '2008'], 'Passengers': ['/title/tt1355644/?ref_=bo_cso_table_164', '764', 'Passengers', '$100,014,699', '2016'], 'Die Hard with a Vengeance': ['/title/tt0112864/?ref_=bo_cso_table_165', '765', 'Die Hard with a Vengeance', '$100,012,499', '1995'], 'Gnomeo & Juliet': ['/title/tt0377981/?ref_=bo_cso_table_166', '766', 'Gnomeo & Juliet', '$99,967,670', '2011'], 'Christopher Robin': ['/title/tt4575576/?ref_=bo_cso_table_167', '767', 'Christopher Robin', '$99,215,042', '2018'], 'Godzilla vs. Kong': ['/title/tt5034838/?ref_=bo_cso_table_168', '768', 'Godzilla vs. Kong', '$99,118,668', '2021'], 'Hercules': ['/title/tt1267297/?ref_=bo_cso_table_121', '1,121', 'Hercules', '$72,688,614', '2014'], 'Olympus Has Fallen': ['/title/tt2302755/?ref_=bo_cso_table_170', '770', 'Olympus Has Fallen', '$98,925,640', '2013'], 'The Green Hornet': ['/title/tt0990407/?ref_=bo_cso_table_171', '771', 'The Green Hornet', '$98,780,042', '2011'], 'Date Night': ['/title/tt1279935/?ref_=bo_cso_table_172', '772', 'Date Night', '$98,711,404', '2010'], 'The Color Purple': ['/title/tt0088939/?ref_=bo_cso_table_173', '773', 'The Color Purple', '$98,467,863', '1985'], 'Meet the Robinsons': ['/title/tt0396555/?ref_=bo_cso_table_174', '774', 'Meet the Robinsons', '$97,822,171', '2007'], 'Yes Man': ['/title/tt1068680/?ref_=bo_cso_table_175', '775', 'Yes Man', '$97,690,976', '2008'], 'Sausage Party': ['/title/tt1700841/?ref_=bo_cso_table_176', '776', 'Sausage Party', '$97,685,686', '2016'], 'Inspector Gadget': ['/title/tt0141369/?ref_=bo_cso_table_177', '777', 'Inspector Gadget', '$97,403,112', '1999'], 'Public Enemies': ['/title/tt1152836/?ref_=bo_cso_table_178', '778', 'Public Enemies', '$97,104,620', '2009'], 'The Social Network': ['/title/tt1285016/?ref_=bo_cso_table_179', '779', 'The Social Network', '$96,962,694', '2010'], \"Schindler's List\": ['/title/tt0108052/?ref_=bo_cso_table_180', '780', \"Schindler's List\", '$96,898,818', '1993'], 'Downton Abbey': ['/title/tt6398184/?ref_=bo_cso_table_181', '781', 'Downton Abbey', '$96,854,135', '2019'], 'The Others': ['/title/tt0230600/?ref_=bo_cso_table_182', '782', 'The Others', '$96,522,687', '2001'], 'Legally Blonde': ['/title/tt0250494/?ref_=bo_cso_table_183', '783', 'Legally Blonde', '$96,520,674', '2001'], 'Panic Room': ['/title/tt0258000/?ref_=bo_cso_table_184', '784', 'Panic Room', '$96,397,334', '2002'], 'Rocketman': ['/title/tt2066051/?ref_=bo_cso_table_185', '785', 'Rocketman', '$96,368,160', '2019'], 'Dead Poets Society': ['/title/tt0097165/?ref_=bo_cso_table_186', '786', 'Dead Poets Society', '$95,860,116', '1989'], 'Zero Dark Thirty': ['/title/tt1790885/?ref_=bo_cso_table_187', '787', 'Zero Dark Thirty', '$95,720,716', '2012'], 'Norbit': ['/title/tt0477051/?ref_=bo_cso_table_188', '788', 'Norbit', '$95,673,607', '2007'], 'Cold Mountain': ['/title/tt0159365/?ref_=bo_cso_table_189', '789', 'Cold Mountain', '$95,636,509', '2003'], 'Arthur': ['/title/tt0082031/?ref_=bo_cso_table_190', '790', 'Arthur', '$95,461,682', '1981'], 'Sex and the City 2': ['/title/tt1261945/?ref_=bo_cso_table_191', '791', 'Sex and the City 2', '$95,347,692', '2010'], 'Michael': ['/title/tt0117038/?ref_=bo_cso_table_192', '792', 'Michael', '$95,318,203', '1996'], 'The Princess Diaries 2: Royal Engagement': ['/title/tt0368933/?ref_=bo_cso_table_193', '793', 'The Princess Diaries 2: Royal Engagement', '$95,170,481', '2004'], '42': ['/title/tt0453562/?ref_=bo_cso_table_194', '794', '42', '$95,020,213', '2013'], 'Unbreakable': ['/title/tt0217869/?ref_=bo_cso_table_195', '795', 'Unbreakable', '$95,011,339', '2000'], 'The Book of Eli': ['/title/tt1037705/?ref_=bo_cso_table_196', '796', 'The Book of Eli', '$94,835,059', '2010'], '10,000 BC': ['/title/tt0443649/?ref_=bo_cso_table_197', '797', '10,000 BC', '$94,784,201', '2008'], 'Beverly Hills Chihuahua': ['/title/tt1014775/?ref_=bo_cso_table_198', '798', 'Beverly Hills Chihuahua', '$94,514,402', '2008'], 'Saturday Night Fever': ['/title/tt0076666/?ref_=bo_cso_table_199', '799', 'Saturday Night Fever', '$94,213,184', '1977'], 'Julie & Julia': ['/title/tt1135503/?ref_=bo_cso_table_200', '800', 'Julie & Julia', '$94,125,426', '2009'], 'The Mask of Zorro': ['/title/tt0120746/?ref_=bo_cso_table_1', '801', 'The Mask of Zorro', '$94,095,523', '1998'], 'Maid in Manhattan': ['/title/tt0252076/?ref_=bo_cso_table_2', '802', 'Maid in Manhattan', '$94,011,225', '2002'], \"He's Just Not That Into You\": ['/title/tt1001508/?ref_=bo_cso_table_3', '803', \"He's Just Not That Into You\", '$93,953,653', '2009'], 'Master and Commander: The Far Side of the World': ['/title/tt0311113/?ref_=bo_cso_table_4', '804', 'Master and Commander: The Far Side of the World', '$93,927,920', '2003'], 'Flight': ['/title/tt1907668/?ref_=bo_cso_table_5', '805', 'Flight', '$93,772,375', '2012'], 'The Fighter': ['/title/tt0964517/?ref_=bo_cso_table_6', '806', 'The Fighter', '$93,617,009', '2010'], \"America's Sweethearts\": ['/title/tt0265029/?ref_=bo_cso_table_7', '807', \"America's Sweethearts\", '$93,607,673', '2001'], 'Lady and the Tramp': ['/title/tt0048280/?ref_=bo_cso_table_8', '808', 'Lady and the Tramp', '$93,602,326', '1955'], 'The Bucket List': ['/title/tt0825232/?ref_=bo_cso_table_9', '809', 'The Bucket List', '$93,466,502', '2007'], 'Tomorrowland': ['/title/tt1964418/?ref_=bo_cso_table_10', '810', 'Tomorrowland', '$93,436,322', '2015'], 'The Magnificent Seven': ['/title/tt2404435/?ref_=bo_cso_table_11', '811', 'The Magnificent Seven', '$93,432,655', '2016'], 'Cats & Dogs': ['/title/tt0239395/?ref_=bo_cso_table_12', '812', 'Cats & Dogs', '$93,385,515', '2001'], 'Space Station 3D': ['/title/tt0290296/?ref_=bo_cso_table_13', '813', 'Space Station 3D', '$93,383,953', '2002'], 'Two Weeks Notice': ['/title/tt0313737/?ref_=bo_cso_table_14', '814', 'Two Weeks Notice', '$93,354,851', '2002'], 'Red Dragon': ['/title/tt0289765/?ref_=bo_cso_table_15', '815', 'Red Dragon', '$93,149,898', '2002'], 'When Harry Met Sally...': ['/title/tt0098635/?ref_=bo_cso_table_17', '817', 'When Harry Met Sally...', '$93,075,866', '1989'], 'Elysium': ['/title/tt1535108/?ref_=bo_cso_table_18', '818', 'Elysium', '$93,050,117', '2013'], 'Flubber': ['/title/tt0119137/?ref_=bo_cso_table_19', '819', 'Flubber', '$92,977,226', '1997'], 'Flashdance': ['/title/tt0085549/?ref_=bo_cso_table_20', '820', 'Flashdance', '$92,921,203', '1983'], 'The Town': ['/title/tt0840361/?ref_=bo_cso_table_21', '821', 'The Town', '$92,186,262', '2010'], 'Non-Stop': ['/title/tt2024469/?ref_=bo_cso_table_22', '822', 'Non-Stop', '$92,168,600', '2014'], 'The Client': ['/title/tt0109446/?ref_=bo_cso_table_23', '823', 'The Client', '$92,115,211', '1994'], 'Blade Runner 2049': ['/title/tt1856101/?ref_=bo_cso_table_24', '824', 'Blade Runner 2049', '$92,054,159', '2017'], 'John Wick: Chapter 2': ['/title/tt4425200/?ref_=bo_cso_table_25', '825', 'John Wick: Chapter 2', '$92,029,184', '2017'], 'Star Trek: First Contact': ['/title/tt0117731/?ref_=bo_cso_table_26', '826', 'Star Trek: First Contact', '$92,027,888', '1996'], 'Think Like a Man': ['/title/tt1621045/?ref_=bo_cso_table_27', '827', 'Think Like a Man', '$91,547,205', '2012'], 'Kindergarten Cop': ['/title/tt0099938/?ref_=bo_cso_table_28', '828', 'Kindergarten Cop', '$91,457,688', '1990'], 'Heaven Is for Real': ['/title/tt1929263/?ref_=bo_cso_table_29', '829', 'Heaven Is for Real', '$91,443,253', '2014'], 'The Haunting': ['/title/tt0171363/?ref_=bo_cso_table_30', '830', 'The Haunting', '$91,411,151', '1999'], 'Crimson Tide': ['/title/tt0112740/?ref_=bo_cso_table_31', '831', 'Crimson Tide', '$91,387,195', '1995'], 'Back to School': ['/title/tt0090685/?ref_=bo_cso_table_32', '832', 'Back to School', '$91,258,000', '1986'], 'Ride Along 2': ['/title/tt2869728/?ref_=bo_cso_table_33', '833', 'Ride Along 2', '$91,221,830', '2016'], 'Stepmom': ['/title/tt0120686/?ref_=bo_cso_table_34', '834', 'Stepmom', '$91,137,662', '1998'], 'The Imitation Game': ['/title/tt2084970/?ref_=bo_cso_table_35', '835', 'The Imitation Game', '$91,125,683', '2014'], 'Save the Last Dance': ['/title/tt0206275/?ref_=bo_cso_table_37', '837', 'Save the Last Dance', '$91,057,006', '2001'], 'The Scorpion King': ['/title/tt0277296/?ref_=bo_cso_table_38', '838', 'The Scorpion King', '$91,047,077', '2002'], 'Prince of Persia: The Sands of Time': ['/title/tt0473075/?ref_=bo_cso_table_39', '839', 'Prince of Persia: The Sands of Time', '$90,759,676', '2010'], 'Antz': ['/title/tt0120587/?ref_=bo_cso_table_40', '840', 'Antz', '$90,757,863', '1998'], 'Scary Movie 4': ['/title/tt0362120/?ref_=bo_cso_table_41', '841', 'Scary Movie 4', '$90,710,620', '2006'], 'The Game Plan': ['/title/tt0492956/?ref_=bo_cso_table_42', '842', 'The Game Plan', '$90,648,202', '2007'], 'Me, Myself & Irene': ['/title/tt0183505/?ref_=bo_cso_table_43', '843', 'Me, Myself & Irene', '$90,570,999', '2000'], 'High School Musical 3: Senior Year': ['/title/tt0962726/?ref_=bo_cso_table_44', '844', 'High School Musical 3: Senior Year', '$90,559,416', '2008'], 'Madea Goes to Jail': ['/title/tt1142800/?ref_=bo_cso_table_45', '845', 'Madea Goes to Jail', '$90,508,336', '2009'], 'Space Cowboys': ['/title/tt0186566/?ref_=bo_cso_table_46', '846', 'Space Cowboys', '$90,464,773', '2000'], 'Space Jam': ['/title/tt0117705/?ref_=bo_cso_table_47', '847', 'Space Jam', '$90,418,342', '1996'], 'Get Hard': ['/title/tt2561572/?ref_=bo_cso_table_48', '848', 'Get Hard', '$90,411,453', '2015'], 'Trading Places': ['/title/tt0086465/?ref_=bo_cso_table_49', '849', 'Trading Places', '$90,404,800', '1983'], 'RED': ['/title/tt1245526/?ref_=bo_cso_table_50', '850', 'RED', '$90,380,162', '2010'], 'Planes': ['/title/tt1691917/?ref_=bo_cso_table_51', '851', 'Planes', '$90,288,712', '2013'], 'Legally Blonde 2': ['/title/tt0333780/?ref_=bo_cso_table_52', '852', 'Legally Blonde 2', '$90,186,328', '2003'], 'Mystic River': ['/title/tt0327056/?ref_=bo_cso_table_53', '853', 'Mystic River', '$90,135,191', '2003'], 'Terminator Genisys': ['/title/tt1340138/?ref_=bo_cso_table_54', '854', 'Terminator Genisys', '$89,760,956', '2015'], 'Flightplan': ['/title/tt0408790/?ref_=bo_cso_table_55', '855', 'Flightplan', '$89,707,299', '2005'], \"The Emperor's New Groove\": ['/title/tt0120917/?ref_=bo_cso_table_56', '856', \"The Emperor's New Groove\", '$89,636,687', '2000'], 'Father of the Bride': ['/title/tt0101862/?ref_=bo_cso_table_57', '857', 'Father of the Bride', '$89,325,780', '1991'], 'The Lone Ranger': ['/title/tt1210819/?ref_=bo_cso_table_58', '858', 'The Lone Ranger', '$89,302,115', '2013'], 'Taken 3': ['/title/tt2446042/?ref_=bo_cso_table_59', '859', 'Taken 3', '$89,256,424', '2015'], \"Don't Breathe\": ['/title/tt4160708/?ref_=bo_cso_table_60', '860', \"Don't Breathe\", '$89,217,875', '2016'], 'Scream 3': ['/title/tt0134084/?ref_=bo_cso_table_61', '861', 'Scream 3', '$89,143,175', '2000'], 'Oblivion': ['/title/tt1483013/?ref_=bo_cso_table_62', '862', 'Oblivion', '$89,107,235', '2013'], 'The Ugly Truth': ['/title/tt1142988/?ref_=bo_cso_table_63', '863', 'The Ugly Truth', '$88,915,214', '2009'], 'Percy Jackson & the Olympians: The Lightning Thief': ['/title/tt0814255/?ref_=bo_cso_table_64', '864', 'Percy Jackson & the Olympians: The Lightning Thief', '$88,768,303', '2010'], 'Failure to Launch': ['/title/tt0427229/?ref_=bo_cso_table_65', '865', 'Failure to Launch', '$88,715,192', '2006'], 'The Muppets': ['/title/tt1204342/?ref_=bo_cso_table_66', '866', 'The Muppets', '$88,631,237', '2011'], 'A Quiet Place Part II': ['/title/tt8332922/?ref_=bo_cso_table_67', '867', 'A Quiet Place Part II', '$88,610,985', '2021'], 'Inside Man': ['/title/tt0454848/?ref_=bo_cso_table_68', '868', 'Inside Man', '$88,513,495', '2006'], 'Back to the Future Part III': ['/title/tt0099088/?ref_=bo_cso_table_69', '869', 'Back to the Future Part III', '$88,277,583', '1990'], 'Waterworld': ['/title/tt0114898/?ref_=bo_cso_table_70', '870', 'Waterworld', '$88,246,220', '1995'], 'Starsky & Hutch': ['/title/tt0335438/?ref_=bo_cso_table_71', '871', 'Starsky & Hutch', '$88,237,754', '2004'], 'Along Came Polly': ['/title/tt0343135/?ref_=bo_cso_table_72', '872', 'Along Came Polly', '$88,097,164', '2004'], 'The Hand That Rocks the Cradle': ['/title/tt0104389/?ref_=bo_cso_table_73', '873', 'The Hand That Rocks the Cradle', '$88,036,683', '1992'], 'Entrapment': ['/title/tt0137494/?ref_=bo_cso_table_74', '874', 'Entrapment', '$87,704,396', '1999'], 'Peter Pan': ['/title/tt0046183/?ref_=bo_cso_table_75', '875', 'Peter Pan', '$87,404,651', '1953'], 'Pineapple Express': ['/title/tt0910936/?ref_=bo_cso_table_76', '876', 'Pineapple Express', '$87,341,380', '2008'], \"Miss Peregrine's Home for Peculiar Children\": ['/title/tt1935859/?ref_=bo_cso_table_77', '877', \"Miss Peregrine's Home for Peculiar Children\", '$87,242,834', '2016'], 'Everest': ['/title/tt0120661/?ref_=bo_cso_table_78', '878', 'Everest', '$87,178,599', '1998'], 'Out of Africa': ['/title/tt0089755/?ref_=bo_cso_table_79', '879', 'Out of Africa', '$87,071,205', '1985'], 'Sisters': ['/title/tt1850457/?ref_=bo_cso_table_80', '880', 'Sisters', '$87,044,645', '2015'], 'Saw II': ['/title/tt0432348/?ref_=bo_cso_table_81', '881', 'Saw II', '$87,039,965', '2005'], 'The Naked Gun 2½: The Smell of Fear': ['/title/tt0102510/?ref_=bo_cso_table_82', '882', 'The Naked Gun 2½: The Smell of Fear', '$86,930,411', '1991'], 'The Campaign': ['/title/tt1790886/?ref_=bo_cso_table_83', '883', 'The Campaign', '$86,907,746', '2012'], 'The War of the Roses': ['/title/tt0098621/?ref_=bo_cso_table_84', '884', 'The War of the Roses', '$86,888,546', '1989'], 'The Amityville Horror': ['/title/tt0078767/?ref_=bo_cso_table_85', '885', 'The Amityville Horror', '$86,432,000', '1979'], 'Presumed Innocent': ['/title/tt0100404/?ref_=bo_cso_table_86', '886', 'Presumed Innocent', '$86,303,188', '1990'], 'Young Frankenstein': ['/title/tt0072431/?ref_=bo_cso_table_87', '887', 'Young Frankenstein', '$86,273,333', '1974'], 'The Accountant': ['/title/tt2140479/?ref_=bo_cso_table_88', '888', 'The Accountant', '$86,260,045', '2016'], 'Dumb and Dumber To': ['/title/tt2096672/?ref_=bo_cso_table_89', '889', 'Dumb and Dumber To', '$86,208,010', '2014'], 'The Emoji Movie': ['/title/tt4877122/?ref_=bo_cso_table_90', '890', 'The Emoji Movie', '$86,089,513', '2017'], 'Mean Girls': ['/title/tt0377092/?ref_=bo_cso_table_91', '891', 'Mean Girls', '$86,058,055', '2004'], 'Annie': ['/title/tt1823664/?ref_=bo_cso_table_92', '892', 'Annie', '$85,911,262', '2014'], 'Alvin and the Chipmunks: The Road Chip': ['/title/tt2974918/?ref_=bo_cso_table_93', '893', 'Alvin and the Chipmunks: The Road Chip', '$85,886,987', '2015'], 'Spy Kids 2: Island of Lost Dreams': ['/title/tt0287717/?ref_=bo_cso_table_94', '894', 'Spy Kids 2: Island of Lost Dreams', '$85,846,429', '2002'], 'Alita: Battle Angel': ['/title/tt0437086/?ref_=bo_cso_table_95', '895', 'Alita: Battle Angel', '$85,838,210', '2019'], 'Fury': ['/title/tt2713180/?ref_=bo_cso_table_96', '896', 'Fury', '$85,817,906', '2014'], 'Pokémon: The First Movie - Mewtwo Strikes Back': ['/title/tt0190641/?ref_=bo_cso_table_97', '897', 'Pokémon: The First Movie - Mewtwo Strikes Back', '$85,744,662', '1999'], 'Real Steel': ['/title/tt0433035/?ref_=bo_cso_table_98', '898', 'Real Steel', '$85,468,508', '2011'], 'The SpongeBob SquarePants Movie': ['/title/tt0345950/?ref_=bo_cso_table_99', '899', 'The SpongeBob SquarePants Movie', '$85,417,988', '2004'], 'Power Rangers': ['/title/tt3717490/?ref_=bo_cso_table_100', '900', 'Power Rangers', '$85,364,450', '2017'], 'Brother Bear': ['/title/tt0328880/?ref_=bo_cso_table_101', '901', 'Brother Bear', '$85,336,277', '2003'], 'Stripes': ['/title/tt0083131/?ref_=bo_cso_table_102', '902', 'Stripes', '$85,297,000', '1981'], 'Anchorman: The Legend of Ron Burgundy': ['/title/tt0357413/?ref_=bo_cso_table_103', '903', 'Anchorman: The Legend of Ron Burgundy', '$85,288,303', '2004'], 'Every Which Way but Loose': ['/title/tt0077523/?ref_=bo_cso_table_104', '904', 'Every Which Way but Loose', '$85,196,485', '1978'], 'Rocky II': ['/title/tt0079817/?ref_=bo_cso_table_105', '905', 'Rocky II', '$85,182,160', '1979'], 'Aliens': ['/title/tt0090605/?ref_=bo_cso_table_106', '906', 'Aliens', '$85,160,248', '1986'], 'Open Season': ['/title/tt0400717/?ref_=bo_cso_table_107', '907', 'Open Season', '$85,105,259', '2006'], 'Green Book': ['/title/tt6966692/?ref_=bo_cso_table_108', '908', 'Green Book', '$85,080,171', '2018'], 'The Expendables 2': ['/title/tt1764651/?ref_=bo_cso_table_109', '909', 'The Expendables 2', '$85,028,192', '2012'], 'Dangerous Minds': ['/title/tt0112792/?ref_=bo_cso_table_110', '910', 'Dangerous Minds', '$84,919,401', '1995'], 'Paranormal Activity 2': ['/title/tt1536044/?ref_=bo_cso_table_111', '911', 'Paranormal Activity 2', '$84,752,907', '2010'], 'Steel Magnolias': ['/title/tt0098384/?ref_=bo_cso_table_112', '912', 'Steel Magnolias', '$84,614,512', '1989'], 'The Poseidon Adventure': ['/title/tt0069113/?ref_=bo_cso_table_113', '913', 'The Poseidon Adventure', '$84,563,118', '1972'], 'Tammy': ['/title/tt2103254/?ref_=bo_cso_table_114', '914', 'Tammy', '$84,525,432', '2014'], 'The Santa Clause 3: The Escape Clause': ['/title/tt0452681/?ref_=bo_cso_table_115', '915', 'The Santa Clause 3: The Escape Clause', '$84,500,122', '2006'], 'Ferdinand': ['/title/tt3411444/?ref_=bo_cso_table_116', '916', 'Ferdinand', '$84,410,380', '2017'], 'Crazy, Stupid, Love.': ['/title/tt1570728/?ref_=bo_cso_table_117', '917', 'Crazy, Stupid, Love.', '$84,351,197', '2011'], 'Annabelle': ['/title/tt3322940/?ref_=bo_cso_table_118', '918', 'Annabelle', '$84,273,813', '2014'], 'Pinocchio': ['/title/tt0032910/?ref_=bo_cso_table_119', '919', 'Pinocchio', '$84,254,167', '1940'], 'Scooby-Doo 2: Monsters Unleashed': ['/title/tt0331632/?ref_=bo_cso_table_120', '920', 'Scooby-Doo 2: Monsters Unleashed', '$84,216,833', '2004'], 'Birds of Prey': ['/title/tt7713068/?ref_=bo_cso_table_121', '921', 'Birds of Prey', '$84,158,461', '2020'], 'Atlantis: The Lost Empire': ['/title/tt0230011/?ref_=bo_cso_table_122', '922', 'Atlantis: The Lost Empire', '$84,056,472', '2001'], 'Cliffhanger': ['/title/tt0106582/?ref_=bo_cso_table_123', '923', 'Cliffhanger', '$84,049,211', '1993'], 'The Other Woman': ['/title/tt2203939/?ref_=bo_cso_table_124', '924', 'The Other Woman', '$83,911,193', '2014'], 'The X Files': ['/title/tt0120902/?ref_=bo_cso_table_125', '925', 'The X Files', '$83,898,313', '1998'], 'Penguins of Madagascar': ['/title/tt1911658/?ref_=bo_cso_table_126', '926', 'Penguins of Madagascar', '$83,850,911', '2014'], 'Die Hard': ['/title/tt0095016/?ref_=bo_cso_table_127', '927', 'Die Hard', '$83,844,093', '1988'], 'Up in the Air': ['/title/tt1193138/?ref_=bo_cso_table_128', '928', 'Up in the Air', '$83,823,381', '2009'], 'Wrath of the Titans': ['/title/tt1646987/?ref_=bo_cso_table_129', '929', 'Wrath of the Titans', '$83,670,083', '2012'], 'Insidious: Chapter 2': ['/title/tt2226417/?ref_=bo_cso_table_130', '930', 'Insidious: Chapter 2', '$83,586,447', '2013'], 'Under Siege': ['/title/tt0105690/?ref_=bo_cso_table_131', '931', 'Under Siege', '$83,563,139', '1992'], 'Battle Los Angeles': ['/title/tt1217613/?ref_=bo_cso_table_132', '932', 'Battle Los Angeles', '$83,552,429', '2011'], 'Immortals': ['/title/tt1253864/?ref_=bo_cso_table_133', '933', 'Immortals', '$83,504,017', '2011'], 'I Can Only Imagine': ['/title/tt6450186/?ref_=bo_cso_table_134', '934', 'I Can Only Imagine', '$83,482,352', '2018'], 'Apocalypse Now': ['/title/tt0078788/?ref_=bo_cso_table_135', '935', 'Apocalypse Now', '$83,471,511', '1979'], 'Airplane!': ['/title/tt0080339/?ref_=bo_cso_table_136', '936', 'Airplane!', '$83,453,539', '1980'], 'Patriot Games': ['/title/tt0105112/?ref_=bo_cso_table_137', '937', 'Patriot Games', '$83,351,587', '1992'], 'Saving Mr. Banks': ['/title/tt2140373/?ref_=bo_cso_table_138', '938', 'Saving Mr. Banks', '$83,301,580', '2013'], 'Smallfoot': ['/title/tt6182908/?ref_=bo_cso_table_139', '939', 'Smallfoot', '$83,240,103', '2018'], 'Good Boys': ['/title/tt6977338/?ref_=bo_cso_table_140', '940', 'Good Boys', '$83,140,306', '2019'], 'Valkyrie': ['/title/tt0985699/?ref_=bo_cso_table_141', '941', 'Valkyrie', '$83,077,833', '2008'], 'Brokeback Mountain': ['/title/tt0388795/?ref_=bo_cso_table_142', '942', 'Brokeback Mountain', '$83,043,761', '2005'], 'Turbo': ['/title/tt1860353/?ref_=bo_cso_table_143', '943', 'Turbo', '$83,028,128', '2013'], 'Disclosure': ['/title/tt0109635/?ref_=bo_cso_table_144', '944', 'Disclosure', '$83,015,089', '1994'], \"Charlotte's Web\": ['/title/tt0413895/?ref_=bo_cso_table_145', '945', \"Charlotte's Web\", '$82,985,708', '2006'], 'Monster-in-Law': ['/title/tt0369735/?ref_=bo_cso_table_146', '946', 'Monster-in-Law', '$82,931,301', '2005'], 'Are We There Yet?': ['/title/tt0368578/?ref_=bo_cso_table_147', '947', 'Are We There Yet?', '$82,674,398', '2005'], 'Days of Thunder': ['/title/tt0099371/?ref_=bo_cso_table_148', '948', 'Days of Thunder', '$82,670,733', '1990'], 'Freddy vs. Jason': ['/title/tt0329101/?ref_=bo_cso_table_149', '949', 'Freddy vs. Jason', '$82,622,655', '2003'], 'Star Trek: The Motion Picture': ['/title/tt0079945/?ref_=bo_cso_table_150', '950', 'Star Trek: The Motion Picture', '$82,604,699', '1979'], 'The Descendants': ['/title/tt1033575/?ref_=bo_cso_table_151', '951', 'The Descendants', '$82,584,160', '2011'], 'Cheaper by the Dozen 2': ['/title/tt0452598/?ref_=bo_cso_table_152', '952', 'Cheaper by the Dozen 2', '$82,571,173', '2005'], \"Mr. Holland's Opus\": ['/title/tt0113862/?ref_=bo_cso_table_153', '953', \"Mr. Holland's Opus\", '$82,569,971', '1995'], 'Dracula': ['/title/tt0103874/?ref_=bo_cso_table_154', '954', 'Dracula', '$82,522,790', '1992'], 'Fried Green Tomatoes': ['/title/tt0101921/?ref_=bo_cso_table_155', '955', 'Fried Green Tomatoes', '$82,418,501', '1991'], \"Let's Be Cops\": ['/title/tt1924435/?ref_=bo_cso_table_156', '956', \"Let's Be Cops\", '$82,390,774', '2014'], 'Blade II': ['/title/tt0187738/?ref_=bo_cso_table_157', '957', 'Blade II', '$82,348,319', '2002'], 'Beowulf': ['/title/tt0442933/?ref_=bo_cso_table_158', '958', 'Beowulf', '$82,280,579', '2007'], 'Bridge to Terabithia': ['/title/tt0398808/?ref_=bo_cso_table_159', '959', 'Bridge to Terabithia', '$82,272,442', '2007'], 'The Pink Panther': ['/title/tt0383216/?ref_=bo_cso_table_160', '960', 'The Pink Panther', '$82,226,474', '2006'], 'Teenage Mutant Ninja Turtles: Out of the Shadows': ['/title/tt3949660/?ref_=bo_cso_table_161', '961', 'Teenage Mutant Ninja Turtles: Out of the Shadows', '$82,051,601', '2016'], 'The Post': ['/title/tt6294822/?ref_=bo_cso_table_162', '962', 'The Post', '$81,903,458', '2017'], 'Alien': ['/title/tt0078748/?ref_=bo_cso_table_163', '963', 'Alien', '$81,900,459', '1979'], 'Jaws 2': ['/title/tt0077766/?ref_=bo_cso_table_164', '964', 'Jaws 2', '$81,766,007', '1978'], 'Maze Runner: The Scorch Trials': ['/title/tt4046784/?ref_=bo_cso_table_165', '965', 'Maze Runner: The Scorch Trials', '$81,697,192', '2015'], 'Heaven Can Wait': ['/title/tt0077663/?ref_=bo_cso_table_166', '966', 'Heaven Can Wait', '$81,640,278', '1978'], 'Eight Below': ['/title/tt0397313/?ref_=bo_cso_table_167', '967', 'Eight Below', '$81,612,565', '2006'], 'MASH': ['/title/tt0066026/?ref_=bo_cso_table_168', '968', 'MASH', '$81,600,000', '1970'], 'Unstoppable': ['/title/tt0477080/?ref_=bo_cso_table_169', '969', 'Unstoppable', '$81,562,942', '2010'], 'Payback': ['/title/tt0120784/?ref_=bo_cso_table_170', '970', 'Payback', '$81,526,121', '1999'], 'Ted 2': ['/title/tt2637276/?ref_=bo_cso_table_171', '971', 'Ted 2', '$81,476,385', '2015'], 'The Talented Mr. Ripley': ['/title/tt0134119/?ref_=bo_cso_table_172', '972', 'The Talented Mr. Ripley', '$81,298,265', '1999'], 'School of Rock': ['/title/tt0332379/?ref_=bo_cso_table_173', '973', 'School of Rock', '$81,261,177', '2003'], 'Police Academy': ['/title/tt0087928/?ref_=bo_cso_table_174', '974', 'Police Academy', '$81,198,894', '1984'], 'Snow Dogs': ['/title/tt0281373/?ref_=bo_cso_table_175', '975', 'Snow Dogs', '$81,172,560', '2002'], '21': ['/title/tt0478087/?ref_=bo_cso_table_176', '976', '21', '$81,159,365', '2008'], 'While You Were Sleeping': ['/title/tt0114924/?ref_=bo_cso_table_177', '977', 'While You Were Sleeping', '$81,057,016', '1995'], 'Congo': ['/title/tt0112715/?ref_=bo_cso_table_178', '978', 'Congo', '$81,022,101', '1995'], 'The Notebook': ['/title/tt0332280/?ref_=bo_cso_table_179', '979', 'The Notebook', '$81,001,787', '2004'], 'Jimmy Neutron: Boy Genius': ['/title/tt0268397/?ref_=bo_cso_table_180', '980', 'Jimmy Neutron: Boy Genius', '$80,936,232', '2001'], 'Another 48 Hrs.': ['/title/tt0099044/?ref_=bo_cso_table_181', '981', 'Another 48 Hrs.', '$80,818,974', '1990'], 'Moonstruck': ['/title/tt0093565/?ref_=bo_cso_table_182', '982', 'Moonstruck', '$80,640,528', '1987'], 'Eat Pray Love': ['/title/tt0879870/?ref_=bo_cso_table_183', '983', 'Eat Pray Love', '$80,574,010', '2010'], 'The Texas Chainsaw Massacre': ['/title/tt0324216/?ref_=bo_cso_table_184', '984', 'The Texas Chainsaw Massacre', '$80,571,655', '2003'], 'Zookeeper': ['/title/tt1222817/?ref_=bo_cso_table_185', '985', 'Zookeeper', '$80,360,843', '2011'], 'Alien vs. Predator': ['/title/tt0370263/?ref_=bo_cso_table_186', '986', 'Alien vs. Predator', '$80,282,231', '2004'], 'What Happens in Vegas': ['/title/tt1033643/?ref_=bo_cso_table_187', '987', 'What Happens in Vegas', '$80,277,646', '2008'], 'The Dukes of Hazzard': ['/title/tt0377818/?ref_=bo_cso_table_188', '988', 'The Dukes of Hazzard', '$80,270,227', '2005'], 'The Wedding Singer': ['/title/tt0120888/?ref_=bo_cso_table_189', '989', 'The Wedding Singer', '$80,245,725', '1998'], 'Saw III': ['/title/tt0489270/?ref_=bo_cso_table_190', '990', 'Saw III', '$80,238,724', '2006'], 'Disturbia': ['/title/tt0486822/?ref_=bo_cso_table_192', '992', 'Disturbia', '$80,209,692', '2007'], 'Nacho Libre': ['/title/tt0457510/?ref_=bo_cso_table_193', '993', 'Nacho Libre', '$80,197,993', '2006'], 'Jumper': ['/title/tt0489099/?ref_=bo_cso_table_194', '994', 'Jumper', '$80,172,128', '2008'], 'Goosebumps': ['/title/tt1051904/?ref_=bo_cso_table_195', '995', 'Goosebumps', '$80,080,379', '2015'], 'Jack Reacher': ['/title/tt0790724/?ref_=bo_cso_table_196', '996', 'Jack Reacher', '$80,070,736', '2012'], 'Cloverfield': ['/title/tt1060277/?ref_=bo_cso_table_197', '997', 'Cloverfield', '$80,048,433', '2008'], 'Footloose': ['/title/tt0087277/?ref_=bo_cso_table_198', '998', 'Footloose', '$80,035,402', '1984'], 'Dear John': ['/title/tt0989757/?ref_=bo_cso_table_199', '999', 'Dear John', '$80,014,842', '2010'], 'Men in Black: International': ['/title/tt2283336/?ref_=bo_cso_table_200', '1,000', 'Men in Black: International', '$80,001,807', '2019'], 'Knowing': ['/title/tt0448011/?ref_=bo_cso_table_2', '1,002', 'Knowing', '$79,957,634', '2009'], 'War Horse': ['/title/tt1568911/?ref_=bo_cso_table_3', '1,003', 'War Horse', '$79,884,879', '2011'], 'The Golden Child': ['/title/tt0091129/?ref_=bo_cso_table_4', '1,004', 'The Golden Child', '$79,817,937', '1986'], 'Dark Shadows': ['/title/tt1077368/?ref_=bo_cso_table_5', '1,005', 'Dark Shadows', '$79,727,149', '2012'], 'Earthquake': ['/title/tt0071455/?ref_=bo_cso_table_6', '1,006', 'Earthquake', '$79,666,653', '1974'], 'Hannah Montana: The Movie': ['/title/tt1114677/?ref_=bo_cso_table_7', '1,007', 'Hannah Montana: The Movie', '$79,576,189', '2009'], 'WarGames': ['/title/tt0086567/?ref_=bo_cso_table_8', '1,008', 'WarGames', '$79,567,667', '1983'], 'The Day the Earth Stood Still': ['/title/tt0970416/?ref_=bo_cso_table_9', '1,009', 'The Day the Earth Stood Still', '$79,366,978', '2008'], 'Limitless': ['/title/tt1219289/?ref_=bo_cso_table_10', '1,010', 'Limitless', '$79,249,455', '2011'], 'The Purge: Election Year': ['/title/tt4094724/?ref_=bo_cso_table_11', '1,011', 'The Purge: Election Year', '$79,213,375', '2016'], 'Cape Fear': ['/title/tt0101540/?ref_=bo_cso_table_12', '1,012', 'Cape Fear', '$79,091,969', '1991'], 'Star Trek II: The Wrath of Khan': ['/title/tt0084726/?ref_=bo_cso_table_13', '1,013', 'Star Trek II: The Wrath of Khan', '$78,912,963', '1982'], '48 Hrs.': ['/title/tt0083511/?ref_=bo_cso_table_14', '1,014', '48 Hrs.', '$78,868,508', '1982'], 'The Naked Gun: From the Files of Police Squad!': ['/title/tt0095705/?ref_=bo_cso_table_15', '1,015', 'The Naked Gun: From the Files of Police Squad!', '$78,756,177', '1988'], 'Pixels': ['/title/tt2120120/?ref_=bo_cso_table_16', '1,016', 'Pixels', '$78,747,585', '2015'], 'City of Angels': ['/title/tt0120632/?ref_=bo_cso_table_17', '1,017', 'City of Angels', '$78,685,114', '1998'], 'The English Patient': ['/title/tt0116209/?ref_=bo_cso_table_18', '1,018', 'The English Patient', '$78,676,425', '1996'], 'Teenage Mutant Ninja Turtles II: The Secret of the Ooze': ['/title/tt0103060/?ref_=bo_cso_table_19', '1,019', 'Teenage Mutant Ninja Turtles II: The Secret of the Ooze', '$78,656,813', '1991'], 'A.I. Artificial Intelligence': ['/title/tt0212720/?ref_=bo_cso_table_20', '1,020', 'A.I. Artificial Intelligence', '$78,616,689', '2001'], 'Cocktail': ['/title/tt0094889/?ref_=bo_cso_table_21', '1,021', 'Cocktail', '$78,222,753', '1988'], 'We Were Soldiers': ['/title/tt0277434/?ref_=bo_cso_table_22', '1,022', 'We Were Soldiers', '$78,122,718', '2002'], 'Tower Heist': ['/title/tt0471042/?ref_=bo_cso_table_23', '1,023', 'Tower Heist', '$78,046,570', '2011'], 'The Monuments Men': ['/title/tt2177771/?ref_=bo_cso_table_24', '1,024', 'The Monuments Men', '$78,031,620', '2014'], 'Hooper': ['/title/tt0077696/?ref_=bo_cso_table_25', '1,025', 'Hooper', '$78,000,000', '1978'], 'Man on Fire': ['/title/tt0328107/?ref_=bo_cso_table_26', '1,026', 'Man on Fire', '$77,911,774', '2004'], 'The Terminal': ['/title/tt0362227/?ref_=bo_cso_table_27', '1,027', 'The Terminal', '$77,872,883', '2004'], 'Backdraft': ['/title/tt0101393/?ref_=bo_cso_table_28', '1,028', 'Backdraft', '$77,868,585', '1991'], 'Gangs of New York': ['/title/tt0217505/?ref_=bo_cso_table_29', '1,029', 'Gangs of New York', '$77,812,000', '2002'], 'Free Willy': ['/title/tt0106965/?ref_=bo_cso_table_30', '1,030', 'Free Willy', '$77,698,625', '1993'], 'The Adventures of Tintin': ['/title/tt0983193/?ref_=bo_cso_table_31', '1,031', 'The Adventures of Tintin', '$77,591,831', '2011'], 'Philadelphia': ['/title/tt0107818/?ref_=bo_cso_table_32', '1,032', 'Philadelphia', '$77,446,440', '1993'], 'March of the Penguins': ['/title/tt0428803/?ref_=bo_cso_table_33', '1,033', 'March of the Penguins', '$77,437,223', '2005'], 'The Nightmare Before Christmas': ['/title/tt0107688/?ref_=bo_cso_table_34', '1,034', 'The Nightmare Before Christmas', '$77,368,668', '1993'], 'Night School': ['/title/tt6781982/?ref_=bo_cso_table_35', '1,035', 'Night School', '$77,339,130', '2018'], 'Parental Guidance': ['/title/tt1047540/?ref_=bo_cso_table_36', '1,036', 'Parental Guidance', '$77,267,296', '2012'], 'Where the Wild Things Are': ['/title/tt0386117/?ref_=bo_cso_table_37', '1,037', 'Where the Wild Things Are', '$77,233,467', '2009'], 'The A-Team': ['/title/tt0429493/?ref_=bo_cso_table_38', '1,038', 'The A-Team', '$77,222,099', '2010'], 'Poltergeist': ['/title/tt0084516/?ref_=bo_cso_table_39', '1,039', 'Poltergeist', '$77,142,388', '1982'], 'U-571': ['/title/tt0141926/?ref_=bo_cso_table_40', '1,040', 'U-571', '$77,122,415', '2000'], 'Dolittle': ['/title/tt6673612/?ref_=bo_cso_table_41', '1,041', 'Dolittle', '$77,047,065', '2020'], 'Alice Through the Looking Glass': ['/title/tt2567026/?ref_=bo_cso_table_42', '1,042', 'Alice Through the Looking Glass', '$77,041,381', '2016'], '27 Dresses': ['/title/tt0988595/?ref_=bo_cso_table_43', '1,043', '27 Dresses', '$76,808,654', '2008'], 'Training Day': ['/title/tt0139654/?ref_=bo_cso_table_44', '1,044', 'Training Day', '$76,631,907', '2001'], 'Father of the Bride Part II': ['/title/tt0113041/?ref_=bo_cso_table_45', '1,045', 'Father of the Bride Part II', '$76,594,107', '1995'], 'Romancing the Stone': ['/title/tt0088011/?ref_=bo_cso_table_46', '1,046', 'Romancing the Stone', '$76,572,238', '1984'], 'Rugrats in Paris': ['/title/tt0213203/?ref_=bo_cso_table_47', '1,047', 'Rugrats in Paris', '$76,507,756', '2000'], 'Star Trek III: The Search for Spock': ['/title/tt0088170/?ref_=bo_cso_table_48', '1,048', 'Star Trek III: The Search for Spock', '$76,471,046', '1984'], 'Knight and Day': ['/title/tt1013743/?ref_=bo_cso_table_49', '1,049', 'Knight and Day', '$76,423,035', '2010'], 'Fantasia': ['/title/tt0032455/?ref_=bo_cso_table_50', '1,050', 'Fantasia', '$76,408,097', '1941'], 'Paddington': ['/title/tt1109624/?ref_=bo_cso_table_51', '1,051', 'Paddington', '$76,271,832', '2015'], 'The Untouchables': ['/title/tt0094226/?ref_=bo_cso_table_52', '1,052', 'The Untouchables', '$76,270,454', '1987'], \"White Men Can't Jump\": ['/title/tt0105812/?ref_=bo_cso_table_53', '1,053', \"White Men Can't Jump\", '$76,253,806', '1992'], \"Pete's Dragon\": ['/title/tt2788732/?ref_=bo_cso_table_54', '1,054', \"Pete's Dragon\", '$76,233,151', '2016'], 'The Ring Two': ['/title/tt0377109/?ref_=bo_cso_table_55', '1,055', 'The Ring Two', '$76,231,249', '2005'], 'Cocoon': ['/title/tt0088933/?ref_=bo_cso_table_56', '1,056', 'Cocoon', '$76,113,124', '1985'], 'Hellboy II: The Golden Army': ['/title/tt0411477/?ref_=bo_cso_table_57', '1,057', 'Hellboy II: The Golden Army', '$75,986,503', '2008'], 'Conspiracy Theory': ['/title/tt0118883/?ref_=bo_cso_table_58', '1,058', 'Conspiracy Theory', '$75,982,834', '1997'], 'Constantine': ['/title/tt0360486/?ref_=bo_cso_table_59', '1,059', 'Constantine', '$75,976,178', '2005'], 'The Jewel of the Nile': ['/title/tt0089370/?ref_=bo_cso_table_60', '1,060', 'The Jewel of the Nile', '$75,973,200', '1985'], 'The Haunted Mansion': ['/title/tt0338094/?ref_=bo_cso_table_61', '1,061', 'The Haunted Mansion', '$75,847,266', '2003'], 'The Family Man': ['/title/tt0218967/?ref_=bo_cso_table_62', '1,062', 'The Family Man', '$75,793,305', '2000'], 'Barbershop': ['/title/tt0303714/?ref_=bo_cso_table_63', '1,063', 'Barbershop', '$75,782,105', '2002'], 'The Intern': ['/title/tt2361509/?ref_=bo_cso_table_64', '1,064', 'The Intern', '$75,764,672', '2015'], 'Star Trek: Generations': ['/title/tt0111280/?ref_=bo_cso_table_65', '1,065', 'Star Trek: Generations', '$75,671,125', '1994'], 'Contagion': ['/title/tt1598778/?ref_=bo_cso_table_66', '1,066', 'Contagion', '$75,658,097', '2011'], 'You, Me and Dupree': ['/title/tt0463034/?ref_=bo_cso_table_67', '1,067', 'You, Me and Dupree', '$75,628,110', '2006'], 'We Bought a Zoo': ['/title/tt1389137/?ref_=bo_cso_table_68', '1,068', 'We Bought a Zoo', '$75,624,550', '2011'], '2 Guns': ['/title/tt1272878/?ref_=bo_cso_table_69', '1,069', '2 Guns', '$75,612,460', '2013'], 'Braveheart': ['/title/tt0112573/?ref_=bo_cso_table_70', '1,070', 'Braveheart', '$75,609,945', '1995'], 'Moneyball': ['/title/tt1210166/?ref_=bo_cso_table_71', '1,071', 'Moneyball', '$75,605,492', '2011'], 'The Rookie': ['/title/tt0265662/?ref_=bo_cso_table_72', '1,072', 'The Rookie', '$75,600,072', '2002'], 'Zombieland': ['/title/tt1156398/?ref_=bo_cso_table_73', '1,073', 'Zombieland', '$75,590,286', '2009'], 'Old School': ['/title/tt0302886/?ref_=bo_cso_table_74', '1,074', 'Old School', '$75,585,093', '2003'], 'Any Given Sunday': ['/title/tt0146838/?ref_=bo_cso_table_75', '1,075', 'Any Given Sunday', '$75,530,832', '1999'], 'The Last of the Mohicans': ['/title/tt0104691/?ref_=bo_cso_table_76', '1,076', 'The Last of the Mohicans', '$75,505,856', '1992'], \"The Hitman's Bodyguard\": ['/title/tt1959563/?ref_=bo_cso_table_77', '1,077', \"The Hitman's Bodyguard\", '$75,468,583', '2017'], 'The Girl on the Train': ['/title/tt3631112/?ref_=bo_cso_table_78', '1,078', 'The Girl on the Train', '$75,395,035', '2016'], 'The Horse Whisperer': ['/title/tt0119314/?ref_=bo_cso_table_79', '1,079', 'The Horse Whisperer', '$75,383,563', '1998'], 'Garfield': ['/title/tt0356634/?ref_=bo_cso_table_80', '1,080', 'Garfield', '$75,369,589', '2004'], 'Ray': ['/title/tt0350258/?ref_=bo_cso_table_81', '1,081', 'Ray', '$75,331,600', '2004'], 'Coraline': ['/title/tt0327597/?ref_=bo_cso_table_82', '1,082', 'Coraline', '$75,286,229', '2009'], 'The Exorcism of Emily Rose': ['/title/tt0404032/?ref_=bo_cso_table_83', '1,083', 'The Exorcism of Emily Rose', '$75,072,454', '2005'], 'Eragon': ['/title/tt0449010/?ref_=bo_cso_table_84', '1,084', 'Eragon', '$75,030,163', '2006'], 'Star Trek VI: The Undiscovered Country': ['/title/tt0102975/?ref_=bo_cso_table_85', '1,085', 'Star Trek VI: The Undiscovered Country', '$74,888,996', '1991'], '10': ['/title/tt0078721/?ref_=bo_cso_table_86', '1,086', '10', '$74,865,517', '1979'], 'The Prince of Tides': ['/title/tt0102713/?ref_=bo_cso_table_87', '1,087', 'The Prince of Tides', '$74,787,599', '1991'], 'Ladder 49': ['/title/tt0349710/?ref_=bo_cso_table_88', '1,088', 'Ladder 49', '$74,541,707', '2004'], 'Four Brothers': ['/title/tt0430105/?ref_=bo_cso_table_89', '1,089', 'Four Brothers', '$74,494,381', '2005'], 'Ben-Hur': ['/title/tt0052618/?ref_=bo_cso_table_90', '1,090', 'Ben-Hur', '$74,422,622', '1959'], 'Six Days Seven Nights': ['/title/tt0120828/?ref_=bo_cso_table_91', '1,091', 'Six Days Seven Nights', '$74,339,294', '1998'], 'No Country for Old Men': ['/title/tt0477348/?ref_=bo_cso_table_92', '1,092', 'No Country for Old Men', '$74,283,625', '2007'], 'Alien: Covenant': ['/title/tt2316204/?ref_=bo_cso_table_93', '1,093', 'Alien: Covenant', '$74,262,031', '2017'], 'Beetlejuice': ['/title/tt0094721/?ref_=bo_cso_table_94', '1,094', 'Beetlejuice', '$74,220,408', '1988'], 'Jack and Jill': ['/title/tt0810913/?ref_=bo_cso_table_95', '1,095', 'Jack and Jill', '$74,158,157', '2011'], 'Annabelle Comes Home': ['/title/tt8350360/?ref_=bo_cso_table_96', '1,096', 'Annabelle Comes Home', '$74,152,591', '2019'], 'Oliver & Company': ['/title/tt0095776/?ref_=bo_cso_table_97', '1,097', 'Oliver & Company', '$74,151,346', '1988'], 'Sin City': ['/title/tt0401792/?ref_=bo_cso_table_98', '1,098', 'Sin City', '$74,103,820', '2005'], 'Along Came a Spider': ['/title/tt0164334/?ref_=bo_cso_table_99', '1,099', 'Along Came a Spider', '$74,078,174', '2001'], 'Captain Underpants: The First Epic Movie': ['/title/tt2091256/?ref_=bo_cso_table_100', '1,100', 'Captain Underpants: The First Epic Movie', '$73,921,000', '2017'], 'Hugo': ['/title/tt0970179/?ref_=bo_cso_table_101', '1,101', 'Hugo', '$73,864,507', '2011'], 'Christmas with the Kranks': ['/title/tt0388419/?ref_=bo_cso_table_102', '1,102', 'Christmas with the Kranks', '$73,780,539', '2004'], 'The Jerk': ['/title/tt0079367/?ref_=bo_cso_table_103', '1,103', 'The Jerk', '$73,691,419', '1979'], 'Monster House': ['/title/tt0385880/?ref_=bo_cso_table_104', '1,104', 'Monster House', '$73,661,010', '2006'], 'Deep Blue Sea': ['/title/tt0149261/?ref_=bo_cso_table_105', '1,105', 'Deep Blue Sea', '$73,648,142', '1999'], \"National Lampoon's Christmas Vacation\": ['/title/tt0097958/?ref_=bo_cso_table_106', '1,106', \"National Lampoon's Christmas Vacation\", '$73,576,146', '1989'], 'Law Abiding Citizen': ['/title/tt1197624/?ref_=bo_cso_table_107', '1,107', 'Law Abiding Citizen', '$73,357,727', '2009'], 'Yesterday': ['/title/tt8079248/?ref_=bo_cso_table_108', '1,108', 'Yesterday', '$73,286,650', '2019'], 'Spirit: Stallion of the Cimarron': ['/title/tt0166813/?ref_=bo_cso_table_109', '1,109', 'Spirit: Stallion of the Cimarron', '$73,280,117', '2002'], 'A Madea Family Funeral': ['/title/tt7054636/?ref_=bo_cso_table_110', '1,110', 'A Madea Family Funeral', '$73,257,045', '2019'], 'Hollow Man': ['/title/tt0164052/?ref_=bo_cso_table_111', '1,111', 'Hollow Man', '$73,209,340', '2000'], 'Boo! A Madea Halloween': ['/title/tt5325452/?ref_=bo_cso_table_112', '1,112', 'Boo! A Madea Halloween', '$73,206,343', '2016'], 'Zombieland: Double Tap': ['/title/tt1560220/?ref_=bo_cso_table_113', '1,113', 'Zombieland: Double Tap', '$73,123,082', '2019'], 'White House Down': ['/title/tt2334879/?ref_=bo_cso_table_114', '1,114', 'White House Down', '$73,103,784', '2013'], 'John Carter': ['/title/tt0401729/?ref_=bo_cso_table_115', '1,115', 'John Carter', '$73,078,100', '2012'], 'Hotel for Dogs': ['/title/tt0785006/?ref_=bo_cso_table_116', '1,116', 'Hotel for Dogs', '$73,034,460', '2009'], 'Dinner for Schmucks': ['/title/tt0427152/?ref_=bo_cso_table_117', '1,117', 'Dinner for Schmucks', '$73,026,337', '2010'], 'Justin Bieber: Never Say Never': ['/title/tt1702443/?ref_=bo_cso_table_118', '1,118', 'Justin Bieber: Never Say Never', '$73,013,910', '2011'], 'Jackass Number Two': ['/title/tt0493430/?ref_=bo_cso_table_119', '1,119', 'Jackass Number Two', '$72,778,712', '2006'], 'The Interpreter': ['/title/tt0373926/?ref_=bo_cso_table_120', '1,120', 'The Interpreter', '$72,708,161', '2005'], 'Storks': ['/title/tt4624424/?ref_=bo_cso_table_122', '1,122', 'Storks', '$72,679,278', '2016'], 'Barnyard': ['/title/tt0414853/?ref_=bo_cso_table_123', '1,123', 'Barnyard', '$72,637,803', '2006'], 'I Know What You Did Last Summer': ['/title/tt0119345/?ref_=bo_cso_table_124', '1,124', 'I Know What You Did Last Summer', '$72,586,134', '1997'], 'My Fair Lady': ['/title/tt0058385/?ref_=bo_cso_table_125', '1,125', 'My Fair Lady', '$72,560,711', '1964'], 'Bridge of Spies': ['/title/tt3682448/?ref_=bo_cso_table_126', '1,126', 'Bridge of Spies', '$72,313,754', '2015'], 'Dolphin Tale': ['/title/tt1564349/?ref_=bo_cso_table_127', '1,127', 'Dolphin Tale', '$72,286,779', '2011'], 'Vantage Point': ['/title/tt0443274/?ref_=bo_cso_table_128', '1,128', 'Vantage Point', '$72,266,306', '2008'], 'Ace Ventura: Pet Detective': ['/title/tt0109040/?ref_=bo_cso_table_129', '1,129', 'Ace Ventura: Pet Detective', '$72,217,396', '1994'], 'The Cannonball Run': ['/title/tt0082136/?ref_=bo_cso_table_130', '1,130', 'The Cannonball Run', '$72,179,579', '1981'], 'A Bad Moms Christmas': ['/title/tt6359956/?ref_=bo_cso_table_131', '1,131', 'A Bad Moms Christmas', '$72,110,659', '2017'], 'Get Shorty': ['/title/tt0113161/?ref_=bo_cso_table_132', '1,132', 'Get Shorty', '$72,101,622', '1995'], 'This Is It': ['/title/tt1477715/?ref_=bo_cso_table_133', '1,133', 'This Is It', '$72,091,016', '2009'], '10 Cloverfield Lane': ['/title/tt1179933/?ref_=bo_cso_table_134', '1,134', '10 Cloverfield Lane', '$72,082,998', '2016'], 'Fred Claus': ['/title/tt0486583/?ref_=bo_cso_table_135', '1,135', 'Fred Claus', '$72,006,777', '2007'], '1408': ['/title/tt0450385/?ref_=bo_cso_table_136', '1,136', '1408', '$71,985,628', '2007'], 'The Purge: Anarchy': ['/title/tt2975578/?ref_=bo_cso_table_137', '1,137', 'The Purge: Anarchy', '$71,962,800', '2014'], 'John Q': ['/title/tt0251160/?ref_=bo_cso_table_138', '1,138', 'John Q', '$71,756,802', '2002'], 'RV': ['/title/tt0449089/?ref_=bo_cso_table_139', '1,139', 'RV', '$71,726,025', '2006'], 'Mama': ['/title/tt2023587/?ref_=bo_cso_table_140', '1,140', 'Mama', '$71,628,180', '2013'], 'Ruthless People': ['/title/tt0091877/?ref_=bo_cso_table_141', '1,141', 'Ruthless People', '$71,624,879', '1986'], 'Three Men and a Little Lady': ['/title/tt0098966/?ref_=bo_cso_table_142', '1,142', 'Three Men and a Little Lady', '$71,609,321', '1990'], 'Galaxy Quest': ['/title/tt0177789/?ref_=bo_cso_table_143', '1,143', 'Galaxy Quest', '$71,583,916', '1999'], 'Stargate': ['/title/tt0111282/?ref_=bo_cso_table_144', '1,144', 'Stargate', '$71,567,262', '1994'], \"Bridget Jones's Diary\": ['/title/tt0243155/?ref_=bo_cso_table_145', '1,145', \"Bridget Jones's Diary\", '$71,543,427', '2001'], 'Grumpier Old Men': ['/title/tt0113228/?ref_=bo_cso_table_146', '1,146', 'Grumpier Old Men', '$71,518,503', '1995'], 'The Bridges of Madison County': ['/title/tt0112579/?ref_=bo_cso_table_147', '1,147', 'The Bridges of Madison County', '$71,516,617', '1995'], 'Chocolat': ['/title/tt0241303/?ref_=bo_cso_table_148', '1,148', 'Chocolat', '$71,509,363', '2000'], 'Sideways': ['/title/tt0375063/?ref_=bo_cso_table_149', '1,149', 'Sideways', '$71,503,593', '2004'], 'I Love You, Man': ['/title/tt1155056/?ref_=bo_cso_table_150', '1,150', 'I Love You, Man', '$71,440,011', '2009'], 'Safe Haven': ['/title/tt1702439/?ref_=bo_cso_table_151', '1,151', 'Safe Haven', '$71,349,120', '2013'], 'Scary Movie 2': ['/title/tt0257106/?ref_=bo_cso_table_152', '1,152', 'Scary Movie 2', '$71,308,997', '2001'], 'The Rescuers': ['/title/tt0076618/?ref_=bo_cso_table_153', '1,153', 'The Rescuers', '$71,215,869', '1977'], 'The Spiderwick Chronicles': ['/title/tt0416236/?ref_=bo_cso_table_154', '1,154', 'The Spiderwick Chronicles', '$71,195,053', '2008'], 'The Score': ['/title/tt0227445/?ref_=bo_cso_table_155', '1,155', 'The Score', '$71,107,711', '2001'], 'Turner & Hooch': ['/title/tt0098536/?ref_=bo_cso_table_156', '1,156', 'Turner & Hooch', '$71,079,915', '1989'], 'Groundhog Day': ['/title/tt0107048/?ref_=bo_cso_table_157', '1,157', 'Groundhog Day', '$71,073,420', '1993'], 'Paul Blart: Mall Cop 2': ['/title/tt3450650/?ref_=bo_cso_table_158', '1,158', 'Paul Blart: Mall Cop 2', '$71,038,190', '2015'], 'The Smurfs 2': ['/title/tt2017020/?ref_=bo_cso_table_159', '1,159', 'The Smurfs 2', '$71,017,784', '2013'], 'Bird on a Wire': ['/title/tt0099141/?ref_=bo_cso_table_160', '1,160', 'Bird on a Wire', '$70,978,012', '1990'], 'Shallow Hal': ['/title/tt0256380/?ref_=bo_cso_table_161', '1,161', 'Shallow Hal', '$70,839,203', '2001'], 'White Chicks': ['/title/tt0381707/?ref_=bo_cso_table_162', '1,162', 'White Chicks', '$70,831,760', '2004'], 'Broken Arrow': ['/title/tt0115759/?ref_=bo_cso_table_163', '1,163', 'Broken Arrow', '$70,770,147', '1996'], 'Any Which Way You Can': ['/title/tt0080377/?ref_=bo_cso_table_164', '1,164', 'Any Which Way You Can', '$70,687,344', '1980'], 'No Strings Attached': ['/title/tt1411238/?ref_=bo_cso_table_165', '1,165', 'No Strings Attached', '$70,662,220', '2011'], \"All the President's Men\": ['/title/tt0074119/?ref_=bo_cso_table_166', '1,166', \"All the President's Men\", '$70,600,000', '1976'], 'The Best Man Holiday': ['/title/tt2083355/?ref_=bo_cso_table_167', '1,167', 'The Best Man Holiday', '$70,525,195', '2013'], 'V for Vendetta': ['/title/tt0434409/?ref_=bo_cso_table_168', '1,168', 'V for Vendetta', '$70,511,035', '2006'], 'Mortal Kombat': ['/title/tt0113855/?ref_=bo_cso_table_169', '1,169', 'Mortal Kombat', '$70,454,098', '1995'], 'The Invisible Man': ['/title/tt1051906/?ref_=bo_cso_table_170', '1,170', 'The Invisible Man', '$70,410,000', '2020'], 'JFK': ['/title/tt0102138/?ref_=bo_cso_table_171', '1,171', 'JFK', '$70,405,498', '1991'], 'Shaft': ['/title/tt0162650/?ref_=bo_cso_table_172', '1,172', 'Shaft', '$70,334,258', '2000'], 'Moonraker': ['/title/tt0079574/?ref_=bo_cso_table_173', '1,173', 'Moonraker', '$70,308,099', '1979'], 'World Trade Center': ['/title/tt0469641/?ref_=bo_cso_table_174', '1,174', 'World Trade Center', '$70,278,893', '2006'], 'Rocky Balboa': ['/title/tt0479143/?ref_=bo_cso_table_175', '1,175', 'Rocky Balboa', '$70,270,943', '2006'], 'Purple Rain': ['/title/tt0087957/?ref_=bo_cso_table_176', '1,176', 'Purple Rain', '$70,261,052', '1984'], 'The Big Short': ['/title/tt1596363/?ref_=bo_cso_table_177', '1,177', 'The Big Short', '$70,259,870', '2015'], \"Fool's Gold\": ['/title/tt0770752/?ref_=bo_cso_table_178', '1,178', \"Fool's Gold\", '$70,231,041', '2008'], 'Star Trek: Insurrection': ['/title/tt0120844/?ref_=bo_cso_table_179', '1,179', 'Star Trek: Insurrection', '$70,187,658', '1998'], 'Grumpy Old Men': ['/title/tt0107050/?ref_=bo_cso_table_180', '1,180', 'Grumpy Old Men', '$70,172,621', '1993'], \"Big Momma's House 2\": ['/title/tt0421729/?ref_=bo_cso_table_181', '1,181', \"Big Momma's House 2\", '$70,165,972', '2006'], \"Ferris Bueller's Day Off\": ['/title/tt0091042/?ref_=bo_cso_table_182', '1,182', \"Ferris Bueller's Day Off\", '$70,136,369', '1986'], 'The Golden Compass': ['/title/tt0385752/?ref_=bo_cso_table_183', '1,183', 'The Golden Compass', '$70,107,728', '2007'], 'Kill Bill: Vol. 1': ['/title/tt0266697/?ref_=bo_cso_table_184', '1,184', 'Kill Bill: Vol. 1', '$70,099,045', '2003'], 'Blade': ['/title/tt0120611/?ref_=bo_cso_table_185', '1,185', 'Blade', '$70,087,718', '1998'], 'Boomerang': ['/title/tt0103859/?ref_=bo_cso_table_186', '1,186', 'Boomerang', '$70,052,444', '1992'], 'Act of Valor': ['/title/tt1591479/?ref_=bo_cso_table_187', '1,187', 'Act of Valor', '$70,012,847', '2012'], 'Born on the Fourth of July': ['/title/tt0096969/?ref_=bo_cso_table_188', '1,188', 'Born on the Fourth of July', '$70,001,698', '1989'], 'Seven Pounds': ['/title/tt0814314/?ref_=bo_cso_table_189', '1,189', 'Seven Pounds', '$69,951,824', '2008'], 'Private Benjamin': ['/title/tt0081375/?ref_=bo_cso_table_190', '1,190', 'Private Benjamin', '$69,847,348', '1980'], 'Splash': ['/title/tt0088161/?ref_=bo_cso_table_191', '1,191', 'Splash', '$69,821,334', '1984'], 'Swordfish': ['/title/tt0244244/?ref_=bo_cso_table_192', '1,192', 'Swordfish', '$69,772,969', '2001'], 'The Best Little Whorehouse in Texas': ['/title/tt0083642/?ref_=bo_cso_table_193', '1,193', 'The Best Little Whorehouse in Texas', '$69,701,637', '1982'], 'The Kid': ['/title/tt0219854/?ref_=bo_cso_table_194', '1,194', 'The Kid', '$69,691,949', '2000'], 'Nine Months': ['/title/tt0113986/?ref_=bo_cso_table_195', '1,195', 'Nine Months', '$69,684,532', '1995'], 'Divine Secrets of the Ya-Ya Sisterhood': ['/title/tt0279778/?ref_=bo_cso_table_196', '1,196', 'Divine Secrets of the Ya-Ya Sisterhood', '$69,599,016', '2002'], 'The First Purge': ['/title/tt6133466/?ref_=bo_cso_table_197', '1,197', 'The First Purge', '$69,488,745', '2018'], 'Hot Shots!': ['/title/tt0102059/?ref_=bo_cso_table_198', '1,198', 'Hot Shots!', '$69,467,617', '1991'], 'The Thomas Crown Affair': ['/title/tt0155267/?ref_=bo_cso_table_199', '1,199', 'The Thomas Crown Affair', '$69,305,181', '1999'], 'Vertical Limit': ['/title/tt0190865/?ref_=bo_cso_table_200', '1,200', 'Vertical Limit', '$69,243,859', '2000']}\n"
     ]
    }
   ],
   "source": [
    "# now do scroll pages (P2 to P6, up to 1200 movies)\n",
    "\n",
    "for i in range(200, 1001, 200):  \n",
    "    url = \"https://www.boxofficemojo.com/chart/top_lifetime_gross/?offset={}\".format(i)\n",
    "    \n",
    "    #print(url)\n",
    "    \n",
    "    response = requests.get(url)\n",
    "    page = response.text\n",
    "\n",
    "    soup = BeautifulSoup(page,\"lxml\")\n",
    "    table = soup.find('table')\n",
    "\n",
    "    # movie_all ={}  # doesnt need this for dict append \n",
    "    rows = [row for row in table.find_all(\"tr\")]\n",
    "\n",
    "\n",
    "    for row in rows[1:]:        \n",
    "        items = row.find_all('td')\n",
    "        link = items[1].find('a')\n",
    "        title, url = link.text.split('- Box')[0].strip(), link['href']    # instead of link.text.split('-') \n",
    "        movies[title] = [url] + [i.text for i in items]\n",
    "    \n",
    "print (movies) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>link_stub</th>\n",
       "      <th>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>lifetime_gross</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>$936,662,225</td>\n",
       "      <td>2015</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>/title/tt4154796/?ref_=bo_cso_table_2</td>\n",
       "      <td>2</td>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>$858,373,000</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
       "      <td>3</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>$760,507,625</td>\n",
       "      <td>2009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Black Panther</th>\n",
       "      <td>/title/tt1825683/?ref_=bo_cso_table_4</td>\n",
       "      <td>4</td>\n",
       "      <td>Black Panther</td>\n",
       "      <td>$700,426,566</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Infinity War</th>\n",
       "      <td>/title/tt4154756/?ref_=bo_cso_table_5</td>\n",
       "      <td>5</td>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>$678,815,482</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens  /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                           /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                      /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Black Panther                               /title/tt1825683/?ref_=bo_cso_table_4   \n",
       "Avengers: Infinity War                      /title/tt4154756/?ref_=bo_cso_table_5   \n",
       "\n",
       "                                           rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens    1   \n",
       "Avengers: Endgame                             2   \n",
       "Avatar                                        3   \n",
       "Black Panther                                 4   \n",
       "Avengers: Infinity War                        5   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Black Panther                                                            Black Panther   \n",
       "Avengers: Infinity War                                          Avengers: Infinity War   \n",
       "\n",
       "                                           lifetime_gross  year  \n",
       "Star Wars: Episode VII - The Force Awakens   $936,662,225  2015  \n",
       "Avengers: Endgame                            $858,373,000  2019  \n",
       "Avatar                                       $760,507,625  2009  \n",
       "Black Panther                                $700,426,566  2018  \n",
       "Avengers: Infinity War                       $678,815,482  2018  "
      ]
     },
     "execution_count": 149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_rank = pd.DataFrame(movies).T  #transpose\n",
    "movies_rank.columns = ['link_stub','rank','title','lifetime_gross','year']\n",
    "\n",
    "movies_rank.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "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>link_stub</th>\n",
       "      <th>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>lifetime_gross</th>\n",
       "      <th>year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Divine Secrets of the Ya-Ya Sisterhood</th>\n",
       "      <td>/title/tt0279778/?ref_=bo_cso_table_196</td>\n",
       "      <td>1,196</td>\n",
       "      <td>Divine Secrets of the Ya-Ya Sisterhood</td>\n",
       "      <td>$69,599,016</td>\n",
       "      <td>2002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The First Purge</th>\n",
       "      <td>/title/tt6133466/?ref_=bo_cso_table_197</td>\n",
       "      <td>1,197</td>\n",
       "      <td>The First Purge</td>\n",
       "      <td>$69,488,745</td>\n",
       "      <td>2018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Shots!</th>\n",
       "      <td>/title/tt0102059/?ref_=bo_cso_table_198</td>\n",
       "      <td>1,198</td>\n",
       "      <td>Hot Shots!</td>\n",
       "      <td>$69,467,617</td>\n",
       "      <td>1991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Thomas Crown Affair</th>\n",
       "      <td>/title/tt0155267/?ref_=bo_cso_table_199</td>\n",
       "      <td>1,199</td>\n",
       "      <td>The Thomas Crown Affair</td>\n",
       "      <td>$69,305,181</td>\n",
       "      <td>1999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical Limit</th>\n",
       "      <td>/title/tt0190865/?ref_=bo_cso_table_200</td>\n",
       "      <td>1,200</td>\n",
       "      <td>Vertical Limit</td>\n",
       "      <td>$69,243,859</td>\n",
       "      <td>2000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      link_stub  \\\n",
       "Divine Secrets of the Ya-Ya Sisterhood  /title/tt0279778/?ref_=bo_cso_table_196   \n",
       "The First Purge                         /title/tt6133466/?ref_=bo_cso_table_197   \n",
       "Hot Shots!                              /title/tt0102059/?ref_=bo_cso_table_198   \n",
       "The Thomas Crown Affair                 /title/tt0155267/?ref_=bo_cso_table_199   \n",
       "Vertical Limit                          /title/tt0190865/?ref_=bo_cso_table_200   \n",
       "\n",
       "                                         rank  \\\n",
       "Divine Secrets of the Ya-Ya Sisterhood  1,196   \n",
       "The First Purge                         1,197   \n",
       "Hot Shots!                              1,198   \n",
       "The Thomas Crown Affair                 1,199   \n",
       "Vertical Limit                          1,200   \n",
       "\n",
       "                                                                         title  \\\n",
       "Divine Secrets of the Ya-Ya Sisterhood  Divine Secrets of the Ya-Ya Sisterhood   \n",
       "The First Purge                                                The First Purge   \n",
       "Hot Shots!                                                          Hot Shots!   \n",
       "The Thomas Crown Affair                                The Thomas Crown Affair   \n",
       "Vertical Limit                                                  Vertical Limit   \n",
       "\n",
       "                                       lifetime_gross  year  \n",
       "Divine Secrets of the Ya-Ya Sisterhood    $69,599,016  2002  \n",
       "The First Purge                           $69,488,745  2018  \n",
       "Hot Shots!                                $69,467,617  1991  \n",
       "The Thomas Crown Affair                   $69,305,181  1999  \n",
       "Vertical Limit                            $69,243,859  2000  "
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_rank.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1187, 5)"
      ]
     },
     "execution_count": 151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_rank.shape  # TAQ # why isnt 1200?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# create functions to grab values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "metadata": {},
   "outputs": [],
   "source": [
    "# STEP 1: Create function to grab values\n",
    "# The text matching method can also help us get runtime, rating, and release date, so let's make a reuable function.\n",
    "\n",
    "import re\n",
    "\n",
    "def get_movie_value(soup, field_name):\n",
    "    \n",
    "    \n",
    "    obj = soup.find(text=re.compile(field_name))\n",
    "    \n",
    "    if not obj: \n",
    "        return None\n",
    "    \n",
    "    # this works for most of the values\n",
    "    next_element = obj.findNext()\n",
    "    \n",
    "    if next_element:\n",
    "        return next_element.text \n",
    "    else:\n",
    "        return None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 153,
   "metadata": {},
   "outputs": [],
   "source": [
    "# STEP 2: Create helper functions to parse strings into appropriate data types\n",
    "# The returned values all need a bit of formatting before we can work with this data. Here are a few helper functions.\n",
    "\n",
    "\n",
    "# data cleaning\n",
    "\n",
    "import dateutil.parser\n",
    "\n",
    "def money_to_int(moneystring):                                            # FIXED for missing values on Budget\n",
    "    try:\n",
    "        moneystring = moneystring.replace('$', '').replace(',', '')\n",
    "        return moneystring\n",
    "    except:\n",
    "        return None\n",
    "    \n",
    "    # moneystring = moneystring.replace('$', '').replace(',', '')          # original code\n",
    "    # return int(moneystring)\n",
    "\n",
    "def runtime_to_minutes(runtimestring):\n",
    "    runtime = runtimestring.split()\n",
    "    try:                                                 \n",
    "        minutes = int(runtime[0])*60 + int(runtime[2])\n",
    "        return minutes\n",
    "    except:\n",
    "        return None\n",
    "\n",
    "def to_date(datestring):\n",
    "    date = dateutil.parser.parse(datestring)\n",
    "    return date"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Movie Page Summary for all movies from Top Gross Ranking (Table 2)\n",
    "#### Features\n",
    "\n",
    "- add Distributor\n",
    "- add Domestic Opening\n",
    "- add Budget\n",
    "- add MPAA rating\n",
    "- add Running Time\n",
    "- add Genres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_movie_dict(link):\n",
    "    '''\n",
    "    From BoxOfficeMojo link stub, request movie html, parse with BeautifulSoup, and\n",
    "    collect \n",
    "   \n",
    "        \n",
    "    Return information as a dictionary.\n",
    "    '''\n",
    "    \n",
    "    base_url = 'https://www.boxofficemojo.com'\n",
    "    \n",
    "    #Create full url to scrape\n",
    "    url = base_url + link\n",
    "    \n",
    "    #Request HTML and parse\n",
    "    response = requests.get(url)\n",
    "    page = response.text\n",
    "    soup = BeautifulSoup(page,\"lxml\")\n",
    "\n",
    "    \n",
    "    headers = ['movie_title','distributor',\n",
    "               'domestic_total_gross','budget',\n",
    "               'release_date','rating','runtime_minutes','genres']              \n",
    "    \n",
    "    #Get title\n",
    "    title_string = soup.find('title').text\n",
    "    #title = title_string.replace('-','')[0].strip()   \n",
    "    title = title_string.split('- Box')[0].strip()   \n",
    "    \n",
    "#Get distributor\n",
    "    distributor = get_movie_value(soup,'Distributor')\n",
    "    # distributor = distributor.strip().replace(\"See full company information\", \"\")\n",
    "            # or try , except return None \n",
    "    \n",
    "    #Get domestic gross\n",
    "    raw_domestic_total_gross = (soup.find(class_='mojo-performance-summary-table')\n",
    "                                    .find_all('span', class_='money')[0]\n",
    "                                    .text\n",
    "                               )\n",
    "    domestic_total_gross = money_to_int(raw_domestic_total_gross)\n",
    "\n",
    "    \n",
    "    #Get budget                                              \n",
    "    raw_budget = get_movie_value(soup,'Budget')\n",
    "    budget = money_to_int(raw_budget)          \n",
    "    \n",
    "    \n",
    "    #Get release date\n",
    "    raw_release_date = get_movie_value(soup,'Release Date').split('\\n')[0]\n",
    "    release_date = to_date(raw_release_date)\n",
    "    \n",
    "        \n",
    "    #Get rating\n",
    "    rating = get_movie_value(soup,'MPAA')\n",
    "    \n",
    "    \n",
    "    #Get runtime\n",
    "    raw_runtime = get_movie_value(soup,'Running')\n",
    "    runtime = runtime_to_minutes(raw_runtime)\n",
    "    \n",
    "    \n",
    "    #Get Genres \n",
    "              # -> Solutions: make new cols : Actions (1, 0), Adventure (1,0), ....\n",
    "    genres = get_movie_value(soup,'Genres').split()  # become a list, is that fine?\n",
    "\n",
    "\n",
    "\n",
    "    \n",
    "    #Create movie dictionary and return\n",
    "    movie_dict = dict(zip(headers, [title, \n",
    "                                distributor,\n",
    "                                domestic_total_gross, \n",
    "                                budget,\n",
    "                                release_date,\n",
    "                                rating,\n",
    "                                runtime,\n",
    "                                genres\n",
    "                                ]))  \n",
    "    return movie_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Star Wars: Episode VII - The Force Awakens    /title/tt2488496/?ref_=bo_cso_table_1\n",
       "Avengers: Endgame                             /title/tt4154796/?ref_=bo_cso_table_2\n",
       "Name: link_stub, dtype: object"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_rank.link_stub[:2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'movie_title': 'Star Wars: Episode VII - The Force Awakens', 'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n', 'domestic_total_gross': '936662225', 'budget': '245000000', 'release_date': datetime.datetime(2015, 12, 16, 0, 0), 'rating': 'PG-13', 'runtime_minutes': 138, 'genres': ['Action', 'Adventure', 'Sci-Fi']}\n"
     ]
    }
   ],
   "source": [
    "# test 1\n",
    "link = '/title/tt2488496/?ref_=bo_cso_table_1'\n",
    "print(get_movie_dict(link))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 797,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'movie_title': 'Beauty and the Beast', 'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n', 'domestic_total_gross': '504481165', 'budget': '160000000', 'release_date': datetime.datetime(2017, 3, 16, 0, 0), 'rating': 'PG', 'runtime_minutes': 129, 'genres': ['Family', 'Fantasy', 'Musical', 'Romance']}\n"
     ]
    }
   ],
   "source": [
    "# test 2\n",
    "link = '/title/tt2771200/?ref_=bo_cso_table_15'\n",
    "print(get_movie_dict(link))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 597,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'movie_title': 'Beauty and the Beast', 'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n', 'domestic_total_gross': '218967620', 'budget': '25000000', 'release_date': datetime.datetime(1991, 11, 15, 0, 0), 'rating': None, 'runtime_minutes': 84, 'genres': ['Animation', 'Family', 'Fantasy', 'Musical', 'Romance']}\n"
     ]
    }
   ],
   "source": [
    "# test 2'\n",
    "link = '/title/tt0101414/?ref_=bo_cso_table_172'\n",
    "print(get_movie_dict(link))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'movie_title': 'Aladdin', 'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n', 'domestic_total_gross': '217350219', 'budget': '28000000', 'release_date': datetime.datetime(1992, 11, 13, 0, 0), 'rating': None, 'runtime_minutes': 90, 'genres': ['Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy', 'Musical', 'Romance']}\n"
     ]
    }
   ],
   "source": [
    "# test 3 # some old movies have no MPAA rating\n",
    "link = '/title/tt0103639/?ref_=bo_cso_table_178'\n",
    "print(get_movie_dict(link))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 803,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'movie_title': 'Crazy Rich Asians', 'distributor': 'Warner Bros.See full company information\\n\\n', 'domestic_total_gross': '174532921', 'budget': '30000000', 'release_date': datetime.datetime(2018, 8, 15, 0, 0), 'rating': 'PG-13', 'runtime_minutes': None, 'genres': ['Comedy', 'Drama', 'Romance']}\n"
     ]
    }
   ],
   "source": [
    "# test 4 # Crazy rich asians no runtime\n",
    "link = '/title/tt3104988/?ref_=bo_cso_table_84'\n",
    "print(get_movie_dict(link))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_page_info_list = []\n",
    "\n",
    "for link in movies_rank.link_stub:\n",
    "    movies_page_info_list.append(get_movie_dict(link))  # 5:54 - 6:19"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'movie_title': 'Star Wars: Episode VII - The Force Awakens',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '936662225',\n",
       "  'budget': '245000000',\n",
       "  'release_date': datetime.datetime(2015, 12, 16, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 138,\n",
       "  'genres': ['Action', 'Adventure', 'Sci-Fi']},\n",
       " {'movie_title': 'Avengers: Endgame',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '858373000',\n",
       "  'budget': '356000000',\n",
       "  'release_date': datetime.datetime(2019, 4, 24, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 181,\n",
       "  'genres': ['Action', 'Adventure', 'Drama', 'Sci-Fi']},\n",
       " {'movie_title': 'Avatar',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '760507625',\n",
       "  'budget': '237000000',\n",
       "  'release_date': datetime.datetime(2009, 12, 16, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 162,\n",
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       " {'movie_title': 'Black Panther',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(2018, 2, 13, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 134,\n",
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       " {'movie_title': 'Avengers: Infinity War',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '678815482',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(2018, 4, 25, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 149,\n",
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       " {'movie_title': 'Titanic',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
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       "  'release_date': datetime.datetime(1997, 12, 19, 0, 0),\n",
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       " {'movie_title': 'Jurassic World',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
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       "  'budget': '150000000',\n",
       "  'release_date': datetime.datetime(2015, 6, 10, 0, 0),\n",
       "  'rating': 'PG-13',\n",
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       "  'genres': ['Action', 'Adventure', 'Sci-Fi']},\n",
       " {'movie_title': 'The Avengers',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': '220000000',\n",
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       " {'movie_title': 'Star Wars: Episode VIII - The Last Jedi',\n",
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       " {'movie_title': 'Incredibles 2',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       " {'movie_title': 'The Lion King',\n",
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       " {'movie_title': 'The Dark Knight',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '534858444',\n",
       "  'budget': '185000000',\n",
       "  'release_date': datetime.datetime(2008, 7, 16, 0, 0),\n",
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       "  'runtime_minutes': 152,\n",
       "  'genres': ['Action', 'Crime', 'Drama', 'Thriller']},\n",
       " {'movie_title': 'Rogue One: A Star Wars Story',\n",
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       "  'budget': '200000000',\n",
       "  'release_date': datetime.datetime(2016, 12, 14, 0, 0),\n",
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       "  'runtime_minutes': 133,\n",
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       " {'movie_title': 'Star Wars: Episode IX - The Rise of Skywalker',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'release_date': datetime.datetime(2019, 12, 18, 0, 0),\n",
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       " {'movie_title': 'Beauty and the Beast',\n",
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       "  'release_date': datetime.datetime(1991, 11, 15, 0, 0),\n",
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       "  'genres': ['Animation', 'Family', 'Fantasy', 'Musical', 'Romance']},\n",
       " {'movie_title': 'Finding Dory',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'rating': 'PG',\n",
       "  'runtime_minutes': 97,\n",
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       " {'movie_title': 'Frozen II',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': '150000000',\n",
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       "   'Fantasy',\n",
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       " {'movie_title': 'Star Wars: Episode I - The Phantom Menace',\n",
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       "  'budget': '115000000',\n",
       "  'release_date': datetime.datetime(1999, 5, 19, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 136,\n",
       "  'genres': ['Action', 'Adventure', 'Fantasy', 'Sci-Fi']},\n",
       " {'movie_title': 'Star Wars: Episode IV - A New Hope',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
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       "  'budget': '11000000',\n",
       "  'release_date': datetime.datetime(1977, 5, 25, 0, 0),\n",
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       "  'runtime_minutes': 121,\n",
       "  'genres': ['Action', 'Adventure', 'Fantasy', 'Sci-Fi']},\n",
       " {'movie_title': 'Avengers: Age of Ultron',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': '250000000',\n",
       "  'release_date': datetime.datetime(2015, 4, 22, 0, 0),\n",
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       "  'runtime_minutes': 141,\n",
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       " {'movie_title': 'The Dark Knight Rises',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '448139099',\n",
       "  'budget': '250000000',\n",
       "  'release_date': datetime.datetime(2012, 7, 19, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 164,\n",
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       " {'movie_title': 'Shrek 2',\n",
       "  'distributor': 'DreamWorks DistributionSee full company information\\n\\n',\n",
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       "  'budget': '150000000',\n",
       "  'release_date': datetime.datetime(2004, 5, 19, 0, 0),\n",
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       " {'movie_title': 'E.T. the Extra-Terrestrial',\n",
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       "  'budget': '10500000',\n",
       "  'release_date': datetime.datetime(1982, 6, 11, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 115,\n",
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       " {'movie_title': 'Toy Story 4',\n",
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       "  'budget': '200000000',\n",
       "  'release_date': datetime.datetime(2019, 6, 20, 0, 0),\n",
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       "  'runtime_minutes': 100,\n",
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       " {'movie_title': 'Captain Marvel',\n",
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       "  'budget': '160000000',\n",
       "  'release_date': datetime.datetime(2019, 3, 6, 0, 0),\n",
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       " {'movie_title': 'The Hunger Games: Catching Fire',\n",
       "  'distributor': 'LionsgateSee full company information\\n\\n',\n",
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       "  'budget': '130000000',\n",
       "  'release_date': datetime.datetime(2013, 11, 15, 0, 0),\n",
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       "  'runtime_minutes': 146,\n",
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       " {'movie_title': \"Pirates of the Caribbean: Dead Man's Chest\",\n",
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       " {'movie_title': 'Jurassic World: Fallen Kingdom',\n",
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       " {'movie_title': 'Toy Story 3',\n",
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       " {'movie_title': 'Wonder Woman',\n",
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       "  'budget': '149000000',\n",
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       "  'runtime_minutes': 141,\n",
       "  'genres': ['Action', 'Adventure', 'Fantasy', 'Sci-Fi', 'War']},\n",
       " {'movie_title': 'Iron Man 3',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': '200000000',\n",
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       " {'movie_title': 'Captain America: Civil War',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       " {'movie_title': 'The Hunger Games',\n",
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       "  'budget': '78000000',\n",
       "  'release_date': datetime.datetime(2012, 3, 8, 0, 0),\n",
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       " {'movie_title': 'Spider-Man',\n",
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       " {'movie_title': 'Jumanji: Welcome to the Jungle',\n",
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       "  'release_date': datetime.datetime(2017, 12, 20, 0, 0),\n",
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       " {'movie_title': 'Jurassic Park',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
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       "  'budget': '63000000',\n",
       "  'release_date': datetime.datetime(1993, 6, 11, 0, 0),\n",
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       "  'runtime_minutes': 127,\n",
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       " {'movie_title': 'Transformers: Revenge of the Fallen',\n",
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       "  'release_date': datetime.datetime(2009, 6, 19, 0, 0),\n",
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       " {'movie_title': 'Frozen',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': '150000000',\n",
       "  'release_date': datetime.datetime(2013, 11, 22, 0, 0),\n",
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       "  'genres': ['Adventure',\n",
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       " {'movie_title': 'Spider-Man: Far from Home',\n",
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       "  'release_date': datetime.datetime(2019, 6, 28, 0, 0),\n",
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       " {'movie_title': 'Guardians of the Galaxy Vol. 2',\n",
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       " {'movie_title': 'Harry Potter and the Deathly Hallows: Part 2',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '381409310',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(2011, 7, 13, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 130,\n",
       "  'genres': ['Adventure', 'Drama', 'Fantasy', 'Mystery']},\n",
       " {'movie_title': 'Finding Nemo',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': '94000000',\n",
       "  'release_date': datetime.datetime(2003, 5, 30, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 100,\n",
       "  'genres': ['Adventure', 'Animation', 'Comedy', 'Family']},\n",
       " {'movie_title': 'Star Wars: Episode III - Revenge of the Sith',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
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       "  'budget': '113000000',\n",
       "  'release_date': datetime.datetime(2005, 5, 18, 0, 0),\n",
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       "  'runtime_minutes': 140,\n",
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       " {'movie_title': 'The Lord of the Rings: The Return of the King',\n",
       "  'distributor': 'New Line CinemaSee full company information\\n\\n',\n",
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       "  'budget': '94000000',\n",
       "  'release_date': datetime.datetime(2003, 12, 17, 0, 0),\n",
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       "  'runtime_minutes': 201,\n",
       "  'genres': ['Action', 'Adventure', 'Drama', 'Fantasy']},\n",
       " {'movie_title': 'Spider-Man 2',\n",
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       "  'budget': '200000000',\n",
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       "  'rating': 'PG-13',\n",
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       "  'genres': ['Action', 'Adventure', 'Sci-Fi']},\n",
       " {'movie_title': 'The Passion of the Christ',\n",
       "  'distributor': 'Newmarket FilmsSee full company information\\n\\n',\n",
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       "  'budget': '30000000',\n",
       "  'release_date': datetime.datetime(2004, 2, 25, 0, 0),\n",
       "  'rating': 'R',\n",
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       " {'movie_title': 'The Secret Life of Pets',\n",
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       "  'budget': '75000000',\n",
       "  'release_date': datetime.datetime(2016, 6, 24, 0, 0),\n",
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       "  'runtime_minutes': 87,\n",
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       " {'movie_title': 'Despicable Me 2',\n",
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       " {'movie_title': 'The Jungle Book',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1967, 10, 18, 0, 0),\n",
       "  'rating': 'G',\n",
       "  'runtime_minutes': 78,\n",
       "  'genres': ['Adventure', 'Animation', 'Family', 'Musical']},\n",
       " {'movie_title': 'Deadpool',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
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       " {'movie_title': 'Inside Out',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       " {'movie_title': 'Aladdin',\n",
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       "  'release_date': datetime.datetime(1992, 11, 13, 0, 0),\n",
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       " {'movie_title': 'Furious 7',\n",
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       " {'movie_title': 'Transformers: Dark of the Moon',\n",
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       " {'movie_title': 'American Sniper',\n",
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       " {'movie_title': 'The Lord of the Rings: The Two Towers',\n",
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       " {'movie_title': 'Zootopia',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       " {'movie_title': 'The Hunger Games: Mockingjay - Part 1',\n",
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       " {'movie_title': 'Spider-Man 3',\n",
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       " {'movie_title': 'Minions',\n",
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       " {'movie_title': 'Joker',\n",
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       " {'movie_title': 'Aquaman',\n",
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       " {'movie_title': 'Spider-Man: Homecoming',\n",
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       " {'movie_title': 'Alice in Wonderland',\n",
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       " {'movie_title': 'Guardians of the Galaxy',\n",
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       " {'movie_title': 'Forrest Gump',\n",
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       " {'movie_title': 'Batman v Superman: Dawn of Justice',\n",
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       " {'movie_title': 'It',\n",
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       " {'movie_title': 'Suicide Squad',\n",
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       " {'movie_title': 'Deadpool 2',\n",
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       " {'movie_title': 'Shrek the Third',\n",
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       " {'movie_title': 'Jumanji: The Next Level',\n",
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       " {'movie_title': 'Transformers',\n",
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       " {'movie_title': 'Iron Man',\n",
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       "  'budget': '140000000',\n",
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       " {'movie_title': \"Harry Potter and the Sorcerer's Stone\",\n",
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       " {'movie_title': 'Indiana Jones and the Kingdom of the Crystal Skull',\n",
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       "  'release_date': datetime.datetime(2008, 5, 21, 0, 0),\n",
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       " {'movie_title': 'The Lord of the Rings: The Fellowship of the Ring',\n",
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       " {'movie_title': 'Thor: Ragnarok',\n",
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       " {'movie_title': 'Iron Man 2',\n",
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       " {'movie_title': 'Star Wars: Episode II - Attack of the Clones',\n",
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       " {'movie_title': \"Pirates of the Caribbean: At World's End\",\n",
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       " {'movie_title': 'Star Wars: Episode VI - Return of the Jedi',\n",
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       " {'movie_title': 'Independence Day',\n",
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       " {'movie_title': 'Skyfall',\n",
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       " {'movie_title': 'The Hobbit: An Unexpected Journey',\n",
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       "  'budget': None,\n",
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       " {'movie_title': 'The Twilight Saga: Eclipse',\n",
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       " {'movie_title': 'The Twilight Saga: New Moon',\n",
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       "  'budget': None,\n",
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       " {'movie_title': 'The Sixth Sense',\n",
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       " {'movie_title': 'Up',\n",
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       " {'movie_title': 'Star Wars: Episode V - The Empire Strikes Back',\n",
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       " {'movie_title': 'Inception',\n",
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       " {'movie_title': 'Harry Potter and the Order of the Phoenix',\n",
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       " {'movie_title': 'The Twilight Saga: Breaking Dawn - Part 2',\n",
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       " {'movie_title': 'The Chronicles of Narnia: The Lion, the Witch and the Wardrobe',\n",
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       " {'movie_title': 'Man of Steel',\n",
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       " {'movie_title': 'Monsters, Inc.',\n",
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       " {'movie_title': 'Harry Potter and the Goblet of Fire',\n",
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       " {'movie_title': 'Home Alone',\n",
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       " {'movie_title': 'Jaws',\n",
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       " {'movie_title': 'How the Grinch Stole Christmas',\n",
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       " {'movie_title': 'Captain America: The Winter Soldier',\n",
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       " {'movie_title': 'The Hobbit: The Desolation of Smaug',\n",
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       " {'movie_title': 'The Lego Movie',\n",
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       " {'movie_title': 'Star Trek',\n",
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       " {'movie_title': 'I Am Legend',\n",
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       " {'movie_title': 'The Blind Side',\n",
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       " {'movie_title': 'The Hobbit: The Battle of the Five Armies',\n",
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       " {'movie_title': 'The Hangover Part II',\n",
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       " {'movie_title': 'Despicable Me',\n",
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       " {'movie_title': 'Batman',\n",
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       " {'movie_title': 'Night at the Museum',\n",
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       " {'movie_title': 'Men in Black',\n",
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       " {'movie_title': 'Harry Potter and the Prisoner of Azkaban',\n",
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       " {'movie_title': 'Indiana Jones and the Raiders of the Lost Ark',\n",
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       " {'movie_title': 'Pirates of the Caribbean: On Stranger Tides',\n",
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       " {'movie_title': 'National Treasure: Book of Secrets',\n",
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       " {'movie_title': 'Mrs. Doubtfire',\n",
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       " {'movie_title': 'King Kong',\n",
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       " {'movie_title': 'How to Train Your Dragon',\n",
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       " {'movie_title': 'The Da Vinci Code',\n",
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       " {'movie_title': 'Saving Private Ryan',\n",
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       " {'movie_title': 'Tangled',\n",
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       " {'movie_title': 'Godzilla',\n",
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       " {'movie_title': 'Happy Feet',\n",
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       " {'movie_title': 'Indiana Jones and the Last Crusade',\n",
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       " {'movie_title': 'Ice Age: The Meltdown',\n",
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       " {'movie_title': 'Mission: Impossible - Rogue Nation',\n",
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       " {'movie_title': 'Twilight',\n",
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       " {'movie_title': '22 Jump Street',\n",
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       " {'movie_title': 'Sherlock Holmes: A Game of Shadows',\n",
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       " {'movie_title': 'Dances with Wolves',\n",
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       " {'movie_title': 'Batman Forever',\n",
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       " {'movie_title': 'The Fugitive',\n",
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       " {'movie_title': \"Ocean's Eleven\",\n",
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       " {'movie_title': 'The SpongeBob Movie: Sponge Out of Water',\n",
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       " {'movie_title': 'Gremlins',\n",
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       " {'movie_title': 'Rambo: First Blood Part II',\n",
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       " {'movie_title': \"We're the Millers\",\n",
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       " {'movie_title': 'Puss in Boots',\n",
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       " {'movie_title': 'Kung Fu Panda 3',\n",
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       " {'movie_title': 'Juno',\n",
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       " {'movie_title': 'Marley & Me',\n",
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       " {'movie_title': 'The Smurfs',\n",
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       " {'movie_title': 'Once Upon a Time... In Hollywood',\n",
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       " {'movie_title': 'xXx',\n",
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       " {'movie_title': 'The Chronicles of Narnia: Prince Caspian',\n",
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       " {'movie_title': \"National Lampoon's Animal House\",\n",
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       " {'movie_title': 'Pocahontas',\n",
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       " {'movie_title': 'A Few Good Men',\n",
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       " {'movie_title': 'Slumdog Millionaire',\n",
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       " {'movie_title': 'Rush Hour',\n",
       "  'distributor': 'New Line CinemaSee full company information\\n\\n',\n",
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       " {'movie_title': 'The Blair Witch Project',\n",
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       " {'movie_title': 'Deep Impact',\n",
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       "  'runtime_minutes': None,\n",
       "  'genres': ['Action', 'Drama', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'Shazam!',\n",
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       "  'domestic_total_gross': '140371656',\n",
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       " {'movie_title': \"Ocean's Eight\",\n",
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       "  'domestic_total_gross': '140218711',\n",
       "  'budget': '70000000',\n",
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       " {'movie_title': 'Rush Hour 3',\n",
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       " {'movie_title': \"Look Who's Talking\",\n",
       "  'distributor': 'TriStar PicturesSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1989, 10, 13, 0, 0),\n",
       "  'rating': None,\n",
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       " {'movie_title': 'Stuart Little',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
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       " {'movie_title': 'Taken 2',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
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       "  'budget': '45000000',\n",
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       " {'movie_title': 'Sister Act',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
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       "  'rating': 'PG',\n",
       "  'runtime_minutes': 100,\n",
       "  'genres': ['Comedy', 'Crime', 'Family', 'Music']},\n",
       " {'movie_title': 'The Matrix Revolutions',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
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       "  'budget': '150000000',\n",
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       " {'movie_title': 'The Santa Clause 2',\n",
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       "  'genres': ['Comedy', 'Family', 'Fantasy']},\n",
       " {'movie_title': \"The King's Speech\",\n",
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       "  'genres': ['Biography', 'Drama', 'History']},\n",
       " {'movie_title': 'Cheaper by the Dozen',\n",
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       " {'movie_title': 'Bad Boys II',\n",
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       " {'movie_title': 'Platoon',\n",
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       " {'movie_title': '21 Jump Street',\n",
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       "  'budget': '42000000',\n",
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       " {'movie_title': 'Good Will Hunting',\n",
       "  'distributor': 'MiramaxSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
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       " {'movie_title': 'Split',\n",
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       " {'movie_title': 'A Christmas Carol',\n",
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       " {'movie_title': 'Dinosaur',\n",
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       " {'movie_title': 'Ready Player One',\n",
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       "  'budget': '175000000',\n",
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       " {'movie_title': 'The Conjuring',\n",
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       " {'movie_title': 'Click',\n",
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       " {'movie_title': 'The Green Mile',\n",
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       " {'movie_title': 'Ransom',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       " {'movie_title': '101 Dalmatians',\n",
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       " {'movie_title': 'Argo',\n",
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       "  'runtime_minutes': None,\n",
       "  'genres': ['Biography', 'Drama', 'Thriller']},\n",
       " {'movie_title': 'Anger Management',\n",
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       " {'movie_title': 'Chicken Little',\n",
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       "  'budget': '150000000',\n",
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       "  'genres': ['Adventure',\n",
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       "   'Sci-Fi']},\n",
       " {'movie_title': 'Close Encounters of the Third Kind',\n",
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       " {'movie_title': 'Patch Adams',\n",
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       " {'movie_title': 'The Godfather',\n",
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       " {'movie_title': 'Ride Along',\n",
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       " {'movie_title': 'The Incredible Hulk',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
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       " {'movie_title': 'Live Free or Die Hard',\n",
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       " {'movie_title': 'Wanted',\n",
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       " {'movie_title': 'Identity Thief',\n",
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       " {'movie_title': \"Ocean's Twelve\",\n",
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       " {'movie_title': 'Terminator Salvation',\n",
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       " {'movie_title': \"Charlie's Angels\",\n",
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       " {'movie_title': 'Sully',\n",
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       " {'movie_title': 'The Vow',\n",
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       " {'movie_title': 'Life of Pi',\n",
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       " {'movie_title': 'The Fault in Our Stars',\n",
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       " {'movie_title': 'Cloudy with a Chance of Meatballs',\n",
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       " {'movie_title': 'The Devil Wears Prada',\n",
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       " {'movie_title': \"Something's Gotta Give\",\n",
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       " {'movie_title': 'Traffic',\n",
       "  'distributor': 'USA FilmsSee full company information\\n\\n',\n",
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       " {'movie_title': 'The Birdcage',\n",
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       " {'movie_title': 'City Slickers',\n",
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       " {'movie_title': 'Good Morning, Vietnam',\n",
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       " {'movie_title': 'Rango',\n",
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       " {'movie_title': 'Nutty Professor II: The Klumps',\n",
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       " {'movie_title': 'The Good Dinosaur',\n",
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       " {'movie_title': 'G.I. Joe: Retaliation',\n",
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       " {'movie_title': 'Clear and Present Danger',\n",
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       " {'movie_title': 'The Hunt for Red October',\n",
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       " {'movie_title': 'The Bodyguard',\n",
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       " {'movie_title': 'Speed',\n",
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       " {'movie_title': '50 First Dates',\n",
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       " {'movie_title': 'Inglourious Basterds',\n",
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       " {'movie_title': 'Van Helsing',\n",
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       " {'movie_title': 'Four Christmases',\n",
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       " {'movie_title': 'I Now Pronounce You Chuck & Larry',\n",
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       " {'movie_title': 'Hook',\n",
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       " {'movie_title': 'Blazing Saddles',\n",
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       "  'budget': None,\n",
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       " {'movie_title': 'Walk the Line',\n",
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       " {'movie_title': 'G-Force',\n",
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       " {'movie_title': 'The Little Mermaid',\n",
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       " {'movie_title': 'Mr. Peabody & Sherman',\n",
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       " {'movie_title': 'Spy',\n",
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       " {'movie_title': 'Tropic Thunder',\n",
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       " {'movie_title': \"One Flew Over the Cuckoo's Nest\",\n",
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       " {'movie_title': 'A Time to Kill',\n",
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       " {'movie_title': 'Ace Ventura: When Nature Calls',\n",
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       " {'movie_title': 'Superman II',\n",
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       " {'movie_title': 'Analyze This',\n",
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       " {'movie_title': 'Driving Miss Daisy',\n",
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       " {'movie_title': 'GoldenEye',\n",
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       " {'movie_title': 'Kramer vs. Kramer',\n",
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       " {'movie_title': 'The Italian Job',\n",
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       " {'movie_title': 'How to Lose a Guy in 10 Days',\n",
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       " {'movie_title': 'The Lego Movie 2: The Second Part',\n",
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       " {'movie_title': 'The First Wives Club',\n",
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       " {'movie_title': 'Robin Hood',\n",
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       " {'movie_title': 'Interview with the Vampire: The Vampire Chronicles',\n",
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       " {'movie_title': 'George of the Jungle',\n",
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       " {'movie_title': 'Hustlers',\n",
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       " {'movie_title': 'The Graduate',\n",
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       " {'movie_title': 'Pitch Perfect 3',\n",
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       " {'movie_title': 'American Wedding',\n",
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       " {'movie_title': 'Road to Perdition',\n",
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       " {'movie_title': 'The Princess and the Frog',\n",
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       " {'movie_title': 'The Chronicles of Narnia: The Voyage of the Dawn Treader',\n",
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       " {'movie_title': 'Paranormal Activity 3',\n",
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       " {'movie_title': 'The Mule',\n",
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       " {'movie_title': 'Independence Day: Resurgence',\n",
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       " {'movie_title': 'The Expendables',\n",
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       " {'movie_title': 'Scream',\n",
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       " {'movie_title': 'Daredevil',\n",
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       " {'movie_title': 'Unforgiven',\n",
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       " {'movie_title': 'The Cat in the Hat',\n",
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       " {'movie_title': 'Contact',\n",
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       " {'movie_title': 'The Pelican Brief',\n",
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       " {'movie_title': 'Vanilla Sky',\n",
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       " {'movie_title': 'Arrival',\n",
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       " {'movie_title': 'Due Date',\n",
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       " {'movie_title': 'Jumanji',\n",
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       " {'movie_title': 'The Rugrats Movie',\n",
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       " {'movie_title': 'Million Dollar Baby',\n",
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       " {'movie_title': 'A Wrinkle in Time',\n",
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       " {'movie_title': 'Step Brothers',\n",
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       " {'movie_title': 'Evan Almighty',\n",
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       " {'movie_title': 'Fifty Shades Freed',\n",
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       " {'movie_title': 'Casper',\n",
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       " {'movie_title': 'Shakespeare in Love',\n",
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       " {'movie_title': 'Bad Teacher',\n",
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       " {'movie_title': 'Yogi Bear',\n",
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       " {'movie_title': 'Cowboys & Aliens',\n",
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       " {'movie_title': 'Kingsman: The Golden Circle',\n",
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       " {'movie_title': 'Edge of Tomorrow',\n",
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       " {'movie_title': 'The Hunchback of Notre Dame',\n",
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       " {'movie_title': 'Se7en',\n",
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       " {'movie_title': 'Parenthood',\n",
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       "  'budget': None,\n",
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       "  'rating': None,\n",
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       " {'movie_title': \"You Don't Mess with the Zohan\",\n",
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       "  'runtime_minutes': 113,\n",
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       " {'movie_title': 'Passengers',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
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       " {'movie_title': 'Die Hard with a Vengeance',\n",
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       "  'rating': 'R',\n",
       "  'runtime_minutes': 128,\n",
       "  'genres': ['Action', 'Adventure', 'Thriller']},\n",
       " {'movie_title': 'Gnomeo & Juliet',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'genres': ['Adventure',\n",
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       " {'movie_title': \"Schindler's List\",\n",
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       " {'movie_title': 'Sex and the City 2',\n",
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       " {'movie_title': 'The Book of Eli',\n",
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       " {'movie_title': 'Two Weeks Notice',\n",
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       " {'movie_title': 'The Town',\n",
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       " {'movie_title': 'The Client',\n",
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       " {'movie_title': 'Blade Runner 2049',\n",
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       " {'movie_title': 'Star Trek: First Contact',\n",
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       " {'movie_title': 'Think Like a Man',\n",
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       " {'movie_title': 'Kindergarten Cop',\n",
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       " {'movie_title': 'Heaven Is for Real',\n",
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       " {'movie_title': 'The Haunting',\n",
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       " {'movie_title': 'Crimson Tide',\n",
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       " {'movie_title': 'Back to School',\n",
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       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
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       " {'movie_title': 'The Imitation Game',\n",
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       " {'movie_title': 'Save the Last Dance',\n",
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       " {'movie_title': 'The Scorpion King',\n",
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       " {'movie_title': 'Prince of Persia: The Sands of Time',\n",
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       "  'runtime_minutes': 116,\n",
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       " {'movie_title': 'Antz',\n",
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       " {'movie_title': 'The Game Plan',\n",
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       " {'movie_title': 'Me, Myself & Irene',\n",
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       " {'movie_title': 'Madea Goes to Jail',\n",
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       " {'movie_title': 'Space Cowboys',\n",
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       " {'movie_title': 'Space Jam',\n",
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       " {'movie_title': 'Get Hard',\n",
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       " {'movie_title': 'Trading Places',\n",
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       " {'movie_title': 'RED',\n",
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       " {'movie_title': 'Planes',\n",
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       " {'movie_title': 'Legally Blonde 2',\n",
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       " {'movie_title': 'Mystic River',\n",
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       " {'movie_title': 'Terminator Genisys',\n",
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       " {'movie_title': 'Taken 3',\n",
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       " {'movie_title': \"Don't Breathe\",\n",
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       " {'movie_title': 'Scream 3',\n",
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       " {'movie_title': 'Failure to Launch',\n",
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       " {'movie_title': 'The Muppets',\n",
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       " {'movie_title': 'A Quiet Place Part II',\n",
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       "  'budget': None,\n",
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       " {'movie_title': 'Inside Man',\n",
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       "  'budget': '45000000',\n",
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       " {'movie_title': 'Back to the Future Part III',\n",
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       "  'genres': ['Adventure', 'Comedy', 'Sci-Fi', 'Western']},\n",
       " {'movie_title': 'Waterworld',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
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       "  'genres': ['Action', 'Adventure', 'Sci-Fi']},\n",
       " {'movie_title': 'Starsky & Hutch',\n",
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       "  'domestic_total_gross': '88237754',\n",
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       " {'movie_title': 'Along Came Polly',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
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       " {'movie_title': 'The Hand That Rocks the Cradle',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1992, 1, 10, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 110,\n",
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       " {'movie_title': 'Entrapment',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
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       "  'budget': '66000000',\n",
       "  'release_date': datetime.datetime(1999, 4, 30, 0, 0),\n",
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       "  'runtime_minutes': 113,\n",
       "  'genres': ['Action', 'Crime', 'Romance', 'Thriller']},\n",
       " {'movie_title': 'Peter Pan',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': '4000000',\n",
       "  'release_date': datetime.datetime(1953, 2, 5, 0, 0),\n",
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       "  'runtime_minutes': 77,\n",
       "  'genres': ['Adventure', 'Animation', 'Family', 'Fantasy', 'Musical']},\n",
       " {'movie_title': 'Pineapple Express',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '87341380',\n",
       "  'budget': '27000000',\n",
       "  'release_date': datetime.datetime(2008, 8, 6, 0, 0),\n",
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       "  'runtime_minutes': 111,\n",
       "  'genres': ['Action', 'Comedy', 'Crime']},\n",
       " {'movie_title': \"Miss Peregrine's Home for Peculiar Children\",\n",
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       "  'release_date': datetime.datetime(2016, 9, 28, 0, 0),\n",
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       "  'runtime_minutes': 127,\n",
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       " {'movie_title': 'Everest',\n",
       "  'distributor': 'MacGillivray Freeman FilmsSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '87178599',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1998, 3, 6, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': None,\n",
       "  'genres': ['Documentary', 'Short']},\n",
       " {'movie_title': 'Out of Africa',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '87071205',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1985, 12, 20, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 161,\n",
       "  'genres': ['Biography', 'Drama', 'Romance']},\n",
       " {'movie_title': 'Sisters',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '87044645',\n",
       "  'budget': '30000000',\n",
       "  'release_date': datetime.datetime(2015, 12, 18, 0, 0),\n",
       "  'rating': 'R',\n",
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       "  'genres': ['Comedy']},\n",
       " {'movie_title': 'Saw II',\n",
       "  'distributor': 'LionsgateSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '87039965',\n",
       "  'budget': '4000000',\n",
       "  'release_date': datetime.datetime(2005, 10, 28, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 93,\n",
       "  'genres': ['Horror', 'Mystery']},\n",
       " {'movie_title': 'The Naked Gun 2½: The Smell of Fear',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '86930411',\n",
       "  'budget': '23000000',\n",
       "  'release_date': datetime.datetime(1991, 6, 28, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 85,\n",
       "  'genres': ['Comedy', 'Crime']},\n",
       " {'movie_title': 'The Campaign',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '86907746',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(2012, 8, 9, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 85,\n",
       "  'genres': ['Comedy']},\n",
       " {'movie_title': 'The War of the Roses',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '86888546',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1989, 12, 8, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 116,\n",
       "  'genres': ['Comedy', 'Romance']},\n",
       " {'movie_title': 'The Amityville Horror',\n",
       "  'distributor': 'American International Pictures (AIP)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '86432000',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1979, 7, 27, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 117,\n",
       "  'genres': ['Horror']},\n",
       " {'movie_title': 'Presumed Innocent',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '86303188',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1990, 7, 27, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 127,\n",
       "  'genres': ['Mystery', 'Thriller']},\n",
       " {'movie_title': 'Young Frankenstein',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '86273333',\n",
       "  'budget': '2800000',\n",
       "  'release_date': datetime.datetime(1974, 12, 15, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 106,\n",
       "  'genres': ['Comedy']},\n",
       " {'movie_title': 'The Accountant',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '86260045',\n",
       "  'budget': '44000000',\n",
       "  'release_date': datetime.datetime(2016, 10, 13, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 128,\n",
       "  'genres': ['Action', 'Crime', 'Drama', 'Thriller']},\n",
       " {'movie_title': 'Dumb and Dumber To',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '86208010',\n",
       "  'budget': '40000000',\n",
       "  'release_date': datetime.datetime(2014, 11, 12, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 109,\n",
       "  'genres': ['Comedy']},\n",
       " {'movie_title': 'The Emoji Movie',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '86089513',\n",
       "  'budget': '50000000',\n",
       "  'release_date': datetime.datetime(2017, 7, 27, 0, 0),\n",
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       "  'runtime_minutes': 86,\n",
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       " {'movie_title': 'Mean Girls',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
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       "  'budget': '17000000',\n",
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       "  'runtime_minutes': 97,\n",
       "  'genres': ['Comedy']},\n",
       " {'movie_title': 'Annie',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '85911262',\n",
       "  'budget': '65000000',\n",
       "  'release_date': datetime.datetime(2014, 12, 17, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 118,\n",
       "  'genres': ['Comedy', 'Drama', 'Family', 'Musical']},\n",
       " {'movie_title': 'Alvin and the Chipmunks: The Road Chip',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(2015, 12, 18, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 92,\n",
       "  'genres': ['Adventure',\n",
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       "   'Family',\n",
       "   'Fantasy',\n",
       "   'Music']},\n",
       " {'movie_title': 'Spy Kids 2: Island of Lost Dreams',\n",
       "  'distributor': 'Dimension FilmsSee full company information\\n\\n',\n",
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       "  'budget': '38000000',\n",
       "  'release_date': datetime.datetime(2002, 8, 7, 0, 0),\n",
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       "  'runtime_minutes': 100,\n",
       "  'genres': ['Action', 'Adventure', 'Comedy', 'Family', 'Sci-Fi']},\n",
       " {'movie_title': 'Alita: Battle Angel',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '85838210',\n",
       "  'budget': '170000000',\n",
       "  'release_date': datetime.datetime(2019, 2, 5, 0, 0),\n",
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       "  'runtime_minutes': 122,\n",
       "  'genres': ['Action', 'Adventure', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'Fury',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '85817906',\n",
       "  'budget': '68000000',\n",
       "  'release_date': datetime.datetime(2014, 10, 17, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 134,\n",
       "  'genres': ['Action', 'Drama', 'War']},\n",
       " {'movie_title': 'Pokémon: The First Movie - Mewtwo Strikes Back',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '85744662',\n",
       "  'budget': '30000000',\n",
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       "  'rating': None,\n",
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       "  'genres': ['Action',\n",
       "   'Adventure',\n",
       "   'Animation',\n",
       "   'Family',\n",
       "   'Fantasy',\n",
       "   'Sci-Fi',\n",
       "   'Sport']},\n",
       " {'movie_title': 'Real Steel',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(2011, 10, 5, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 127,\n",
       "  'genres': ['Action', 'Drama', 'Sci-Fi', 'Sport']},\n",
       " {'movie_title': 'The SpongeBob SquarePants Movie',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '85417988',\n",
       "  'budget': '30000000',\n",
       "  'release_date': datetime.datetime(2004, 11, 19, 0, 0),\n",
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       "  'runtime_minutes': 87,\n",
       "  'genres': ['Action',\n",
       "   'Adventure',\n",
       "   'Animation',\n",
       "   'Comedy',\n",
       "   'Family',\n",
       "   'Fantasy']},\n",
       " {'movie_title': 'Power Rangers',\n",
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       "  'budget': '100000000',\n",
       "  'release_date': datetime.datetime(2017, 3, 22, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 124,\n",
       "  'genres': ['Action', 'Adventure', 'Sci-Fi']},\n",
       " {'movie_title': 'Brother Bear',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(2003, 10, 24, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 85,\n",
       "  'genres': ['Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy']},\n",
       " {'movie_title': 'Stripes',\n",
       "  'distributor': 'Columbia PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '85297000',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1981, 6, 26, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 106,\n",
       "  'genres': ['Comedy', 'War']},\n",
       " {'movie_title': 'Anchorman: The Legend of Ron Burgundy',\n",
       "  'distributor': 'DreamWorks DistributionSee full company information\\n\\n',\n",
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       "  'budget': '26000000',\n",
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       "  'runtime_minutes': 94,\n",
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       " {'movie_title': 'Every Which Way but Loose',\n",
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       "  'domestic_total_gross': '85196485',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1978, 12, 20, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 114,\n",
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       " {'movie_title': 'Rocky II',\n",
       "  'distributor': 'United ArtistsSee full company information\\n\\n',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1979, 6, 15, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 119,\n",
       "  'genres': ['Drama', 'Sport']},\n",
       " {'movie_title': 'Aliens',\n",
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       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1986, 7, 18, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 137,\n",
       "  'genres': ['Action', 'Adventure', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'Open Season',\n",
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       "  'budget': '85000000',\n",
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       " {'movie_title': 'Green Book',\n",
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       " {'movie_title': 'The Expendables 2',\n",
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       " {'movie_title': 'Dangerous Minds',\n",
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       "  'budget': None,\n",
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       " {'movie_title': 'Paranormal Activity 2',\n",
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       " {'movie_title': 'Steel Magnolias',\n",
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       "  'release_date': datetime.datetime(1989, 11, 17, 0, 0),\n",
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       " {'movie_title': 'The Poseidon Adventure',\n",
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       "  'budget': None,\n",
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       "  'genres': ['Action', 'Adventure', 'Drama', 'Thriller']},\n",
       " {'movie_title': 'Tammy',\n",
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       " {'movie_title': 'The Santa Clause 3: The Escape Clause',\n",
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       " {'movie_title': 'Ferdinand',\n",
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       " {'movie_title': 'Crazy, Stupid, Love.',\n",
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       " {'movie_title': 'Annabelle',\n",
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       " {'movie_title': 'Pinocchio',\n",
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       " {'movie_title': 'Birds of Prey',\n",
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       " {'movie_title': 'Atlantis: The Lost Empire',\n",
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       " {'movie_title': 'Cliffhanger',\n",
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       " {'movie_title': 'The Other Woman',\n",
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       " {'movie_title': 'The X Files',\n",
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       " {'movie_title': 'Penguins of Madagascar',\n",
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       " {'movie_title': 'Die Hard',\n",
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       " {'movie_title': 'Up in the Air',\n",
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       " {'movie_title': 'Wrath of the Titans',\n",
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       " {'movie_title': 'Insidious: Chapter 2',\n",
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       " {'movie_title': 'Under Siege',\n",
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       " {'movie_title': 'Battle Los Angeles',\n",
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       " {'movie_title': 'Immortals',\n",
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       " {'movie_title': 'I Can Only Imagine',\n",
       "  'distributor': 'Roadside AttractionsSee full company information\\n\\n',\n",
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       " {'movie_title': 'Apocalypse Now',\n",
       "  'distributor': 'Metro-Goldwyn-Mayer (MGM)See full company information\\n\\n',\n",
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       " {'movie_title': 'Airplane!',\n",
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       " {'movie_title': 'Patriot Games',\n",
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       " {'movie_title': 'Saving Mr. Banks',\n",
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       " {'movie_title': 'Smallfoot',\n",
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       " {'movie_title': 'Good Boys',\n",
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       " {'movie_title': 'Valkyrie',\n",
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       " {'movie_title': 'Brokeback Mountain',\n",
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       " {'movie_title': 'Disclosure',\n",
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       " {'movie_title': 'Monster-in-Law',\n",
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       " {'movie_title': 'Are We There Yet?',\n",
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       " {'movie_title': 'Days of Thunder',\n",
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       " {'movie_title': 'Freddy vs. Jason',\n",
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       " {'movie_title': 'Star Trek: The Motion Picture',\n",
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       " {'movie_title': 'The Descendants',\n",
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       " {'movie_title': 'Cheaper by the Dozen 2',\n",
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       " {'movie_title': \"Mr. Holland's Opus\",\n",
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       " {'movie_title': 'Dracula',\n",
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       " {'movie_title': 'Fried Green Tomatoes',\n",
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       " {'movie_title': \"Let's Be Cops\",\n",
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       " {'movie_title': 'Blade II',\n",
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       " {'movie_title': 'Beowulf',\n",
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       " {'movie_title': 'Bridge to Terabithia',\n",
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       " {'movie_title': 'The Pink Panther',\n",
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       " {'movie_title': 'Teenage Mutant Ninja Turtles: Out of the Shadows',\n",
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       " {'movie_title': 'The Post',\n",
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       " {'movie_title': 'Alien',\n",
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       "  'rating': None,\n",
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       " {'movie_title': 'Maze Runner: The Scorch Trials',\n",
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       " {'movie_title': 'Heaven Can Wait',\n",
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       " {'movie_title': 'Eight Below',\n",
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       " {'movie_title': 'MASH',\n",
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       " {'movie_title': 'Payback',\n",
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       " {'movie_title': 'The Talented Mr. Ripley',\n",
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       "  'domestic_total_gross': '81198894',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1984, 3, 23, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 96,\n",
       "  'genres': ['Comedy']},\n",
       " {'movie_title': 'Snow Dogs',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '81172560',\n",
       "  'budget': '33000000',\n",
       "  'release_date': datetime.datetime(2002, 1, 18, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 99,\n",
       "  'genres': ['Adventure', 'Comedy', 'Family', 'Sport']},\n",
       " {'movie_title': '21',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '81159365',\n",
       "  'budget': '35000000',\n",
       "  'release_date': datetime.datetime(2008, 3, 28, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 123,\n",
       "  'genres': ['Crime', 'Drama', 'History', 'Thriller']},\n",
       " {'movie_title': 'While You Were Sleeping',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '81057016',\n",
       "  'budget': '17000000',\n",
       "  'release_date': datetime.datetime(1995, 4, 21, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 103,\n",
       "  'genres': ['Comedy', 'Drama', 'Romance']},\n",
       " {'movie_title': 'Congo',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '81022101',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1995, 6, 9, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 109,\n",
       "  'genres': ['Action', 'Adventure', 'Mystery', 'Sci-Fi']},\n",
       " {'movie_title': 'The Notebook',\n",
       "  'distributor': 'New Line CinemaSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '81001787',\n",
       "  'budget': '29000000',\n",
       "  'release_date': datetime.datetime(2004, 6, 25, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 123,\n",
       "  'genres': ['Drama', 'Romance']},\n",
       " {'movie_title': 'Jimmy Neutron: Boy Genius',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80936232',\n",
       "  'budget': '30000000',\n",
       "  'release_date': datetime.datetime(2001, 12, 21, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 82,\n",
       "  'genres': ['Action',\n",
       "   'Adventure',\n",
       "   'Animation',\n",
       "   'Comedy',\n",
       "   'Family',\n",
       "   'Sci-Fi']},\n",
       " {'movie_title': 'Another 48 Hrs.',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80818974',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1990, 6, 8, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 93,\n",
       "  'genres': ['Action', 'Comedy', 'Crime', 'Drama', 'Mystery', 'Thriller']},\n",
       " {'movie_title': 'Moonstruck',\n",
       "  'distributor': 'Metro-Goldwyn-Mayer (MGM)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '80640528',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1987, 12, 18, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 102,\n",
       "  'genres': ['Comedy', 'Drama', 'Romance']},\n",
       " {'movie_title': 'Eat Pray Love',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '80574010',\n",
       "  'budget': '60000000',\n",
       "  'release_date': datetime.datetime(2010, 8, 13, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 133,\n",
       "  'genres': ['Biography', 'Drama', 'Romance']},\n",
       " {'movie_title': 'The Texas Chainsaw Massacre',\n",
       "  'distributor': 'New Line CinemaSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80571655',\n",
       "  'budget': '9500000',\n",
       "  'release_date': datetime.datetime(2003, 10, 17, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 98,\n",
       "  'genres': ['Crime', 'Horror']},\n",
       " {'movie_title': 'Zookeeper',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '80360843',\n",
       "  'budget': '80000000',\n",
       "  'release_date': datetime.datetime(2011, 7, 6, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 102,\n",
       "  'genres': ['Comedy', 'Family', 'Fantasy', 'Romance']},\n",
       " {'movie_title': 'Alien vs. Predator',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80282231',\n",
       "  'budget': '60000000',\n",
       "  'release_date': datetime.datetime(2004, 8, 12, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 101,\n",
       "  'genres': ['Action', 'Adventure', 'Horror', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'What Happens in Vegas',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80277646',\n",
       "  'budget': '35000000',\n",
       "  'release_date': datetime.datetime(2008, 5, 7, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 99,\n",
       "  'genres': ['Comedy', 'Romance']},\n",
       " {'movie_title': 'The Dukes of Hazzard',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '80270227',\n",
       "  'budget': '50000000',\n",
       "  'release_date': datetime.datetime(2005, 8, 5, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 104,\n",
       "  'genres': ['Comedy']},\n",
       " {'movie_title': 'The Wedding Singer',\n",
       "  'distributor': 'New Line CinemaSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80245725',\n",
       "  'budget': '18000000',\n",
       "  'release_date': datetime.datetime(1998, 2, 13, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 97,\n",
       "  'genres': ['Comedy', 'Music', 'Romance']},\n",
       " {'movie_title': 'Saw III',\n",
       "  'distributor': 'LionsgateSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80238724',\n",
       "  'budget': '10000000',\n",
       "  'release_date': datetime.datetime(2006, 10, 27, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 108,\n",
       "  'genres': ['Crime', 'Horror', 'Mystery', 'Thriller']},\n",
       " {'movie_title': 'Disturbia',\n",
       "  'distributor': 'DreamWorksSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80209692',\n",
       "  'budget': '20000000',\n",
       "  'release_date': datetime.datetime(2007, 4, 12, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 105,\n",
       "  'genres': ['Crime', 'Drama', 'Mystery', 'Thriller']},\n",
       " {'movie_title': 'Nacho Libre',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80197993',\n",
       "  'budget': '35000000',\n",
       "  'release_date': datetime.datetime(2006, 6, 16, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 92,\n",
       "  'genres': ['Comedy', 'Family', 'Sport']},\n",
       " {'movie_title': 'Jumper',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80172128',\n",
       "  'budget': '85000000',\n",
       "  'release_date': datetime.datetime(2008, 2, 13, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 88,\n",
       "  'genres': ['Action', 'Adventure', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'Goosebumps',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '80080379',\n",
       "  'budget': '58000000',\n",
       "  'release_date': datetime.datetime(2015, 10, 14, 0, 0),\n",
       "  'rating': 'PG',\n",
       "  'runtime_minutes': 103,\n",
       "  'genres': ['Adventure', 'Comedy', 'Family', 'Fantasy', 'Horror']},\n",
       " {'movie_title': 'Jack Reacher',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80070736',\n",
       "  'budget': '60000000',\n",
       "  'release_date': datetime.datetime(2012, 12, 20, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 130,\n",
       "  'genres': ['Action', 'Thriller']},\n",
       " {'movie_title': 'Cloverfield',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80048433',\n",
       "  'budget': '25000000',\n",
       "  'release_date': datetime.datetime(2008, 1, 17, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 85,\n",
       "  'genres': ['Action', 'Horror', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'Footloose',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80035402',\n",
       "  'budget': '8200000',\n",
       "  'release_date': datetime.datetime(1984, 2, 17, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 107,\n",
       "  'genres': ['Drama', 'Music', 'Romance']},\n",
       " {'movie_title': 'Dear John',\n",
       "  'distributor': 'Screen GemsSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '80014842',\n",
       "  'budget': '25000000',\n",
       "  'release_date': datetime.datetime(2010, 2, 5, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 108,\n",
       "  'genres': ['Drama', 'Mystery', 'Romance', 'Thriller', 'War']},\n",
       " {'movie_title': 'Men in Black: International',\n",
       "  'distributor': 'Sony Pictures Entertainment (SPE)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '80001807',\n",
       "  'budget': '110000000',\n",
       "  'release_date': datetime.datetime(2019, 6, 12, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 114,\n",
       "  'genres': ['Action', 'Adventure', 'Comedy', 'Sci-Fi']},\n",
       " {'movie_title': 'Knowing',\n",
       "  'distributor': 'Summit EntertainmentSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79957634',\n",
       "  'budget': '50000000',\n",
       "  'release_date': datetime.datetime(2007, 5, 16, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 121,\n",
       "  'genres': ['Action', 'Drama', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'War Horse',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79884879',\n",
       "  'budget': '66000000',\n",
       "  'release_date': datetime.datetime(2011, 12, 25, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 146,\n",
       "  'genres': ['Action', 'Adventure', 'Drama', 'History', 'War']},\n",
       " {'movie_title': 'The Golden Child',\n",
       "  'distributor': 'Paramount PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79817937',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1986, 12, 12, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 94,\n",
       "  'genres': ['Action', 'Adventure', 'Comedy', 'Fantasy', 'Mystery']},\n",
       " {'movie_title': 'Dark Shadows',\n",
       "  'distributor': 'Warner Bros.See full company information\\n\\n',\n",
       "  'domestic_total_gross': '79727149',\n",
       "  'budget': '150000000',\n",
       "  'release_date': datetime.datetime(2012, 5, 9, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 113,\n",
       "  'genres': ['Comedy', 'Fantasy', 'Horror']},\n",
       " {'movie_title': 'Earthquake',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79666653',\n",
       "  'budget': '7000000',\n",
       "  'release_date': datetime.datetime(1974, 11, 15, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 122,\n",
       "  'genres': ['Action', 'Drama', 'Thriller']},\n",
       " {'movie_title': 'Hannah Montana: The Movie',\n",
       "  'distributor': 'Walt Disney Studios Motion PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79576189',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(2009, 4, 8, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 102,\n",
       "  'genres': ['Comedy', 'Drama', 'Family', 'Music', 'Romance']},\n",
       " {'movie_title': 'WarGames',\n",
       "  'distributor': 'Metro-Goldwyn-Mayer (MGM)See full company information\\n\\n',\n",
       "  'domestic_total_gross': '79567667',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1983, 6, 3, 0, 0),\n",
       "  'rating': None,\n",
       "  'runtime_minutes': 114,\n",
       "  'genres': ['Action', 'Adventure', 'Drama', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'The Day the Earth Stood Still',\n",
       "  'distributor': 'Twentieth Century FoxSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79366978',\n",
       "  'budget': '80000000',\n",
       "  'release_date': datetime.datetime(2008, 12, 10, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 104,\n",
       "  'genres': ['Drama', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'Limitless',\n",
       "  'distributor': 'Relativity MediaSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79249455',\n",
       "  'budget': '27000000',\n",
       "  'release_date': datetime.datetime(2011, 3, 17, 0, 0),\n",
       "  'rating': 'PG-13',\n",
       "  'runtime_minutes': 105,\n",
       "  'genres': ['Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'The Purge: Election Year',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79213375',\n",
       "  'budget': '10000000',\n",
       "  'release_date': datetime.datetime(2016, 6, 30, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 108,\n",
       "  'genres': ['Action', 'Horror', 'Sci-Fi', 'Thriller']},\n",
       " {'movie_title': 'Cape Fear',\n",
       "  'distributor': 'Universal PicturesSee full company information\\n\\n',\n",
       "  'domestic_total_gross': '79091969',\n",
       "  'budget': None,\n",
       "  'release_date': datetime.datetime(1991, 11, 15, 0, 0),\n",
       "  'rating': 'R',\n",
       "  'runtime_minutes': 128,\n",
       "  'genres': ['Crime', 'Thriller']},\n",
       " ...]"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_page_info_list  # check Beauty and the Beast -> rating cant be missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>distributor</th>\n",
       "      <th>domestic_total_gross</th>\n",
       "      <th>budget</th>\n",
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       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>936662225</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>138.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>858373000</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>181.0</td>\n",
       "      <td>[Action, Adventure, Drama, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Black Panther</th>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>700426566</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-02-13</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>134.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Infinity War</th>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>678815482</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-04-25</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>149.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
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       "      <th>Divine Secrets of the Ya-Ya Sisterhood</th>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>69599016</td>\n",
       "      <td>27000000</td>\n",
       "      <td>2002-06-07</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>116.0</td>\n",
       "      <td>[Drama]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The First Purge</th>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>69488745</td>\n",
       "      <td>13000000</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>R</td>\n",
       "      <td>97.0</td>\n",
       "      <td>[Action, Horror, Sci-Fi, Thriller]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Shots!</th>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>69467617</td>\n",
       "      <td>26000000</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>None</td>\n",
       "      <td>84.0</td>\n",
       "      <td>[Action, Comedy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Thomas Crown Affair</th>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>69305181</td>\n",
       "      <td>48000000</td>\n",
       "      <td>1999-08-06</td>\n",
       "      <td>R</td>\n",
       "      <td>113.0</td>\n",
       "      <td>[Crime, Romance, Thriller]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical Limit</th>\n",
       "      <td>Sony Pictures Entertainment (SPE)</td>\n",
       "      <td>69243859</td>\n",
       "      <td>75000000</td>\n",
       "      <td>2000-12-08</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124.0</td>\n",
       "      <td>[Action, Adventure, Drama, Thriller]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1187 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                    distributor  \\\n",
       "movie_title                                                                       \n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Black Panther                               Walt Disney Studios Motion Pictures   \n",
       "Avengers: Infinity War                      Walt Disney Studios Motion Pictures   \n",
       "...                                                                         ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                             Warner Bros.   \n",
       "The First Purge                                              Universal Pictures   \n",
       "Hot Shots!                                                Twentieth Century Fox   \n",
       "The Thomas Crown Affair                               Metro-Goldwyn-Mayer (MGM)   \n",
       "Vertical Limit                                Sony Pictures Entertainment (SPE)   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "movie_title                                                                  \n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Black Panther                                         700426566       None   \n",
       "Avengers: Infinity War                                678815482       None   \n",
       "...                                                         ...        ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                 69599016   27000000   \n",
       "The First Purge                                        69488745   13000000   \n",
       "Hot Shots!                                             69467617   26000000   \n",
       "The Thomas Crown Affair                                69305181   48000000   \n",
       "Vertical Limit                                         69243859   75000000   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "movie_title                                                      \n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Black Panther                                2018-02-13  PG-13   \n",
       "Avengers: Infinity War                       2018-04-25  PG-13   \n",
       "...                                                 ...    ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood       2002-06-07  PG-13   \n",
       "The First Purge                              2018-07-04      R   \n",
       "Hot Shots!                                   1991-07-31   None   \n",
       "The Thomas Crown Affair                      1999-08-06      R   \n",
       "Vertical Limit                               2000-12-08  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "movie_title                                                   \n",
       "Star Wars: Episode VII - The Force Awakens            138.0   \n",
       "Avengers: Endgame                                     181.0   \n",
       "Avatar                                                162.0   \n",
       "Black Panther                                         134.0   \n",
       "Avengers: Infinity War                                149.0   \n",
       "...                                                     ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                116.0   \n",
       "The First Purge                                        97.0   \n",
       "Hot Shots!                                             84.0   \n",
       "The Thomas Crown Affair                               113.0   \n",
       "Vertical Limit                                        124.0   \n",
       "\n",
       "                                                                          genres  \n",
       "movie_title                                                                       \n",
       "Star Wars: Episode VII - The Force Awakens           [Action, Adventure, Sci-Fi]  \n",
       "Avengers: Endgame                             [Action, Adventure, Drama, Sci-Fi]  \n",
       "Avatar                                      [Action, Adventure, Fantasy, Sci-Fi]  \n",
       "Black Panther                                        [Action, Adventure, Sci-Fi]  \n",
       "Avengers: Infinity War                               [Action, Adventure, Sci-Fi]  \n",
       "...                                                                          ...  \n",
       "Divine Secrets of the Ya-Ya Sisterhood                                   [Drama]  \n",
       "The First Purge                               [Action, Horror, Sci-Fi, Thriller]  \n",
       "Hot Shots!                                                      [Action, Comedy]  \n",
       "The Thomas Crown Affair                               [Crime, Romance, Thriller]  \n",
       "Vertical Limit                              [Action, Adventure, Drama, Thriller]  \n",
       "\n",
       "[1187 rows x 7 columns]"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_page_info = pd.DataFrame(movies_page_info_list)  #convert list of dict to df\n",
    "movies_page_info.set_index('movie_title', inplace=True)\n",
    "\n",
    "movies_page_info['distributor'] = movies_page_info.distributor.str.replace('See full company information\\n\\n', '')\n",
    "\n",
    "movies_page_info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1036,
   "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>link_stub</th>\n",
       "      <th>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>lifetime_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>distributor</th>\n",
       "      <th>domestic_total_gross</th>\n",
       "      <th>budget</th>\n",
       "      <th>release_date</th>\n",
       "      <th>rating</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>$936,662,225</td>\n",
       "      <td>2015</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>936662225</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>138.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>/title/tt4154796/?ref_=bo_cso_table_2</td>\n",
       "      <td>2</td>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>$858,373,000</td>\n",
       "      <td>2019</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>858373000</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>181.0</td>\n",
       "      <td>[Action, Adventure, Drama, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
       "      <td>3</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>$760,507,625</td>\n",
       "      <td>2009</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Black Panther</th>\n",
       "      <td>/title/tt1825683/?ref_=bo_cso_table_4</td>\n",
       "      <td>4</td>\n",
       "      <td>Black Panther</td>\n",
       "      <td>$700,426,566</td>\n",
       "      <td>2018</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>700426566</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-02-13</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>134.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Infinity War</th>\n",
       "      <td>/title/tt4154756/?ref_=bo_cso_table_5</td>\n",
       "      <td>5</td>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>$678,815,482</td>\n",
       "      <td>2018</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>678815482</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-04-25</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>149.0</td>\n",
       "      <td>[Action, Adventure, 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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Divine Secrets of the Ya-Ya Sisterhood</th>\n",
       "      <td>/title/tt0279778/?ref_=bo_cso_table_196</td>\n",
       "      <td>1,196</td>\n",
       "      <td>Divine Secrets of the Ya-Ya Sisterhood</td>\n",
       "      <td>$69,599,016</td>\n",
       "      <td>2002</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>69599016</td>\n",
       "      <td>27000000</td>\n",
       "      <td>2002-06-07</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>116.0</td>\n",
       "      <td>[Drama]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The First Purge</th>\n",
       "      <td>/title/tt6133466/?ref_=bo_cso_table_197</td>\n",
       "      <td>1,197</td>\n",
       "      <td>The First Purge</td>\n",
       "      <td>$69,488,745</td>\n",
       "      <td>2018</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>69488745</td>\n",
       "      <td>13000000</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>R</td>\n",
       "      <td>97.0</td>\n",
       "      <td>[Action, Horror, Sci-Fi, Thriller]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Shots!</th>\n",
       "      <td>/title/tt0102059/?ref_=bo_cso_table_198</td>\n",
       "      <td>1,198</td>\n",
       "      <td>Hot Shots!</td>\n",
       "      <td>$69,467,617</td>\n",
       "      <td>1991</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>69467617</td>\n",
       "      <td>26000000</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>None</td>\n",
       "      <td>84.0</td>\n",
       "      <td>[Action, Comedy]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Thomas Crown Affair</th>\n",
       "      <td>/title/tt0155267/?ref_=bo_cso_table_199</td>\n",
       "      <td>1,199</td>\n",
       "      <td>The Thomas Crown Affair</td>\n",
       "      <td>$69,305,181</td>\n",
       "      <td>1999</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>69305181</td>\n",
       "      <td>48000000</td>\n",
       "      <td>1999-08-06</td>\n",
       "      <td>R</td>\n",
       "      <td>113.0</td>\n",
       "      <td>[Crime, Romance, Thriller]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical Limit</th>\n",
       "      <td>/title/tt0190865/?ref_=bo_cso_table_200</td>\n",
       "      <td>1,200</td>\n",
       "      <td>Vertical Limit</td>\n",
       "      <td>$69,243,859</td>\n",
       "      <td>2000</td>\n",
       "      <td>Sony Pictures Entertainment (SPE)</td>\n",
       "      <td>69243859</td>\n",
       "      <td>75000000</td>\n",
       "      <td>2000-12-08</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124.0</td>\n",
       "      <td>[Action, Adventure, Drama, Thriller]</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1187 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                          link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens    /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                             /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                        /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Black Panther                                 /title/tt1825683/?ref_=bo_cso_table_4   \n",
       "Avengers: Infinity War                        /title/tt4154756/?ref_=bo_cso_table_5   \n",
       "...                                                                             ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood      /title/tt0279778/?ref_=bo_cso_table_196   \n",
       "The First Purge                             /title/tt6133466/?ref_=bo_cso_table_197   \n",
       "Hot Shots!                                  /title/tt0102059/?ref_=bo_cso_table_198   \n",
       "The Thomas Crown Affair                     /title/tt0155267/?ref_=bo_cso_table_199   \n",
       "Vertical Limit                              /title/tt0190865/?ref_=bo_cso_table_200   \n",
       "\n",
       "                                             rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens      1   \n",
       "Avengers: Endgame                               2   \n",
       "Avatar                                          3   \n",
       "Black Panther                                   4   \n",
       "Avengers: Infinity War                          5   \n",
       "...                                           ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood      1,196   \n",
       "The First Purge                             1,197   \n",
       "Hot Shots!                                  1,198   \n",
       "The Thomas Crown Affair                     1,199   \n",
       "Vertical Limit                              1,200   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Black Panther                                                            Black Panther   \n",
       "Avengers: Infinity War                                          Avengers: Infinity War   \n",
       "...                                                                                ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood          Divine Secrets of the Ya-Ya Sisterhood   \n",
       "The First Purge                                                        The First Purge   \n",
       "Hot Shots!                                                                  Hot Shots!   \n",
       "The Thomas Crown Affair                                        The Thomas Crown Affair   \n",
       "Vertical Limit                                                          Vertical Limit   \n",
       "\n",
       "                                           lifetime_gross  year  \\\n",
       "Star Wars: Episode VII - The Force Awakens   $936,662,225  2015   \n",
       "Avengers: Endgame                            $858,373,000  2019   \n",
       "Avatar                                       $760,507,625  2009   \n",
       "Black Panther                                $700,426,566  2018   \n",
       "Avengers: Infinity War                       $678,815,482  2018   \n",
       "...                                                   ...   ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood        $69,599,016  2002   \n",
       "The First Purge                               $69,488,745  2018   \n",
       "Hot Shots!                                    $69,467,617  1991   \n",
       "The Thomas Crown Affair                       $69,305,181  1999   \n",
       "Vertical Limit                                $69,243,859  2000   \n",
       "\n",
       "                                                                    distributor  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Black Panther                               Walt Disney Studios Motion Pictures   \n",
       "Avengers: Infinity War                      Walt Disney Studios Motion Pictures   \n",
       "...                                                                         ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                             Warner Bros.   \n",
       "The First Purge                                              Universal Pictures   \n",
       "Hot Shots!                                                Twentieth Century Fox   \n",
       "The Thomas Crown Affair                               Metro-Goldwyn-Mayer (MGM)   \n",
       "Vertical Limit                                Sony Pictures Entertainment (SPE)   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Black Panther                                         700426566       None   \n",
       "Avengers: Infinity War                                678815482       None   \n",
       "...                                                         ...        ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                 69599016   27000000   \n",
       "The First Purge                                        69488745   13000000   \n",
       "Hot Shots!                                             69467617   26000000   \n",
       "The Thomas Crown Affair                                69305181   48000000   \n",
       "Vertical Limit                                         69243859   75000000   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Black Panther                                2018-02-13  PG-13   \n",
       "Avengers: Infinity War                       2018-04-25  PG-13   \n",
       "...                                                 ...    ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood       2002-06-07  PG-13   \n",
       "The First Purge                              2018-07-04      R   \n",
       "Hot Shots!                                   1991-07-31   None   \n",
       "The Thomas Crown Affair                      1999-08-06      R   \n",
       "Vertical Limit                               2000-12-08  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "Star Wars: Episode VII - The Force Awakens            138.0   \n",
       "Avengers: Endgame                                     181.0   \n",
       "Avatar                                                162.0   \n",
       "Black Panther                                         134.0   \n",
       "Avengers: Infinity War                                149.0   \n",
       "...                                                     ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                116.0   \n",
       "The First Purge                                        97.0   \n",
       "Hot Shots!                                             84.0   \n",
       "The Thomas Crown Affair                               113.0   \n",
       "Vertical Limit                                        124.0   \n",
       "\n",
       "                                                                          genres  \n",
       "Star Wars: Episode VII - The Force Awakens           [Action, Adventure, Sci-Fi]  \n",
       "Avengers: Endgame                             [Action, Adventure, Drama, Sci-Fi]  \n",
       "Avatar                                      [Action, Adventure, Fantasy, Sci-Fi]  \n",
       "Black Panther                                        [Action, Adventure, Sci-Fi]  \n",
       "Avengers: Infinity War                               [Action, Adventure, Sci-Fi]  \n",
       "...                                                                          ...  \n",
       "Divine Secrets of the Ya-Ya Sisterhood                                   [Drama]  \n",
       "The First Purge                               [Action, Horror, Sci-Fi, Thriller]  \n",
       "Hot Shots!                                                      [Action, Comedy]  \n",
       "The Thomas Crown Affair                               [Crime, Romance, Thriller]  \n",
       "Vertical Limit                              [Action, Adventure, Drama, Thriller]  \n",
       "\n",
       "[1187 rows x 12 columns]"
      ]
     },
     "execution_count": 1036,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# merge 2 df\n",
    "\n",
    "movies_1_2 = movies_rank.merge(movies_page_info, left_index=True, right_index=True)\n",
    "\n",
    "movies_1_2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Cast and Crew for all movies (Table 3)\n",
    "\n",
    "- Director\n",
    "- Actors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 163,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_movie_castcrew(link):\n",
    "    \n",
    "    base_url = 'https://www.boxofficemojo.com'\n",
    "    \n",
    "    url = base_url + link[:17]\n",
    "    \n",
    "    cast_url = url + \"/credits\"\n",
    "    \n",
    "    #print(url)\n",
    "    #print(cast_url)\n",
    "    \n",
    "    response = requests.get(cast_url)\n",
    "    page = response.text\n",
    "    soup = BeautifulSoup(page,\"lxml\")\n",
    "    \n",
    "    \n",
    "    headers = ['movie_title','director','actors']              \n",
    "        \n",
    "    ###Get title\n",
    "    title_string = soup.find('title').text\n",
    "    title = title_string.split('- Box')[0].strip()   \n",
    "    \n",
    "    #Get Director\n",
    "    #director = get_movie_value(soup,'Role')  \n",
    "    crew = soup.find(\"table\", attrs = {\"id\": \"principalCrew\"}) \n",
    "    \n",
    "    searchs = crew.find_all('tr')\n",
    "    director = []  \n",
    "    for search in searchs[1:]:  \n",
    "        td_family_d = search.find_all('td')\n",
    "        name_d = td_family_d[0].find('a', attrs = {'class':'a-link-normal'}).text.rstrip('\\n')\n",
    "        director.append(name_d)  \n",
    "    \n",
    "\n",
    "    \n",
    "    \n",
    "    #Get Actors (all)\n",
    "    cast = soup.find(\"table\", attrs = {\"id\": \"principalCast\"}) \n",
    "    results = cast.find_all('tr')\n",
    "    actors = []  \n",
    "    for result in results[1:]:  \n",
    "        td_family = result.find_all('td')\n",
    "        name = td_family[0].find('a', attrs = {'class':'a-link-normal'}).text.rstrip('\\n')\n",
    "        actors.append(name)  \n",
    "    \n",
    "\n",
    "    \n",
    "    #Create movie dictionary and return\n",
    "    movie_dict_1 = dict(zip(headers, [title, director[0], actors]))\n",
    "                                \n",
    "               \n",
    "    return movie_dict_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 167,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_crewcast_list = []\n",
    "\n",
    "for link in movies_rank.link_stub:\n",
    "    movies_crewcast_list.append(get_movie_castcrew(link))   \n",
    "    \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>movie_title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>[Daisy Ridley, John Boyega, Oscar Isaac, Domhn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>[Robert Downey Jr., Chris Evans, Mark Ruffalo,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Black Panther</th>\n",
       "      <td>Ryan Coogler</td>\n",
       "      <td>[Chadwick Boseman, Michael B. Jordan, Lupita N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Infinity War</th>\n",
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       "      <td>[Robert Downey Jr., Chris Hemsworth, Mark Ruff...</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>Divine Secrets of the Ya-Ya Sisterhood</th>\n",
       "      <td>Callie Khouri</td>\n",
       "      <td>[Sandra Bullock, Ellen Burstyn, Fionnula Flana...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The First Purge</th>\n",
       "      <td>Gerard McMurray</td>\n",
       "      <td>[Y'lan Noel, Lex Scott Davis, Joivan Wade, Ste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hot Shots!</th>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>[Charlie Sheen, Cary Elwes, Valeria Golino, Ll...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Thomas Crown Affair</th>\n",
       "      <td>John McTiernan</td>\n",
       "      <td>[Pierce Brosnan, Rene Russo, Denis Leary, Ben ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical Limit</th>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>[Scott Glenn, Chris O'Donnell, Bill Paxton, Ro...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1187 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                   director  \\\n",
       "movie_title                                                   \n",
       "Star Wars: Episode VII - The Force Awakens      J.J. Abrams   \n",
       "Avengers: Endgame                             Anthony Russo   \n",
       "Avatar                                        James Cameron   \n",
       "Black Panther                                  Ryan Coogler   \n",
       "Avengers: Infinity War                        Anthony Russo   \n",
       "...                                                     ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood        Callie Khouri   \n",
       "The First Purge                             Gerard McMurray   \n",
       "Hot Shots!                                     Jim Abrahams   \n",
       "The Thomas Crown Affair                      John McTiernan   \n",
       "Vertical Limit                              Martin Campbell   \n",
       "\n",
       "                                                                                       actors  \n",
       "movie_title                                                                                    \n",
       "Star Wars: Episode VII - The Force Awakens  [Daisy Ridley, John Boyega, Oscar Isaac, Domhn...  \n",
       "Avengers: Endgame                           [Robert Downey Jr., Chris Evans, Mark Ruffalo,...  \n",
       "Avatar                                      [Sam Worthington, Zoe Saldana, Sigourney Weave...  \n",
       "Black Panther                               [Chadwick Boseman, Michael B. Jordan, Lupita N...  \n",
       "Avengers: Infinity War                      [Robert Downey Jr., Chris Hemsworth, Mark Ruff...  \n",
       "...                                                                                       ...  \n",
       "Divine Secrets of the Ya-Ya Sisterhood      [Sandra Bullock, Ellen Burstyn, Fionnula Flana...  \n",
       "The First Purge                             [Y'lan Noel, Lex Scott Davis, Joivan Wade, Ste...  \n",
       "Hot Shots!                                  [Charlie Sheen, Cary Elwes, Valeria Golino, Ll...  \n",
       "The Thomas Crown Affair                     [Pierce Brosnan, Rene Russo, Denis Leary, Ben ...  \n",
       "Vertical Limit                              [Scott Glenn, Chris O'Donnell, Bill Paxton, Ro...  \n",
       "\n",
       "[1187 rows x 2 columns]"
      ]
     },
     "execution_count": 168,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_crewcast = pd.DataFrame(movies_crewcast_list)  #convert list of dict to df\n",
    "movies_crewcast.set_index('movie_title', inplace=True)\n",
    "\n",
    "movies_crewcast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1055,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>actors</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>$936,662,225</td>\n",
       "      <td>2015</td>\n",
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       "      <td>2015-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>138.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
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       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>858373000</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>181.0</td>\n",
       "      <td>[Action, Adventure, Drama, Sci-Fi]</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>[Robert Downey Jr., Chris Evans, Mark Ruffalo,...</td>\n",
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       "      <th>Avatar</th>\n",
       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
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       "      <td>2009</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
       "    </tr>\n",
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       "      <th>Black Panther</th>\n",
       "      <td>/title/tt1825683/?ref_=bo_cso_table_4</td>\n",
       "      <td>4</td>\n",
       "      <td>Black Panther</td>\n",
       "      <td>$700,426,566</td>\n",
       "      <td>2018</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>700426566</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-02-13</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>134.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Ryan Coogler</td>\n",
       "      <td>[Chadwick Boseman, Michael B. Jordan, Lupita N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Infinity War</th>\n",
       "      <td>/title/tt4154756/?ref_=bo_cso_table_5</td>\n",
       "      <td>5</td>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>$678,815,482</td>\n",
       "      <td>2018</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>678815482</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-04-25</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>149.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>[Robert Downey Jr., Chris Hemsworth, Mark Ruff...</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>Divine Secrets of the Ya-Ya Sisterhood</th>\n",
       "      <td>/title/tt0279778/?ref_=bo_cso_table_196</td>\n",
       "      <td>1,196</td>\n",
       "      <td>Divine Secrets of the Ya-Ya Sisterhood</td>\n",
       "      <td>$69,599,016</td>\n",
       "      <td>2002</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>69599016</td>\n",
       "      <td>27000000</td>\n",
       "      <td>2002-06-07</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>116.0</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Callie Khouri</td>\n",
       "      <td>[Sandra Bullock, Ellen Burstyn, Fionnula Flana...</td>\n",
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       "    <tr>\n",
       "      <th>The First Purge</th>\n",
       "      <td>/title/tt6133466/?ref_=bo_cso_table_197</td>\n",
       "      <td>1,197</td>\n",
       "      <td>The First Purge</td>\n",
       "      <td>$69,488,745</td>\n",
       "      <td>2018</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>69488745</td>\n",
       "      <td>13000000</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>R</td>\n",
       "      <td>97.0</td>\n",
       "      <td>[Action, Horror, Sci-Fi, Thriller]</td>\n",
       "      <td>Gerard McMurray</td>\n",
       "      <td>[Y'lan Noel, Lex Scott Davis, Joivan Wade, Ste...</td>\n",
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       "    <tr>\n",
       "      <th>Hot Shots!</th>\n",
       "      <td>/title/tt0102059/?ref_=bo_cso_table_198</td>\n",
       "      <td>1,198</td>\n",
       "      <td>Hot Shots!</td>\n",
       "      <td>$69,467,617</td>\n",
       "      <td>1991</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>69467617</td>\n",
       "      <td>26000000</td>\n",
       "      <td>1991-07-31</td>\n",
       "      <td>None</td>\n",
       "      <td>84.0</td>\n",
       "      <td>[Action, Comedy]</td>\n",
       "      <td>Jim Abrahams</td>\n",
       "      <td>[Charlie Sheen, Cary Elwes, Valeria Golino, Ll...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Thomas Crown Affair</th>\n",
       "      <td>/title/tt0155267/?ref_=bo_cso_table_199</td>\n",
       "      <td>1,199</td>\n",
       "      <td>The Thomas Crown Affair</td>\n",
       "      <td>$69,305,181</td>\n",
       "      <td>1999</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>69305181</td>\n",
       "      <td>48000000</td>\n",
       "      <td>1999-08-06</td>\n",
       "      <td>R</td>\n",
       "      <td>113.0</td>\n",
       "      <td>[Crime, Romance, Thriller]</td>\n",
       "      <td>John McTiernan</td>\n",
       "      <td>[Pierce Brosnan, Rene Russo, Denis Leary, Ben ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical Limit</th>\n",
       "      <td>/title/tt0190865/?ref_=bo_cso_table_200</td>\n",
       "      <td>1,200</td>\n",
       "      <td>Vertical Limit</td>\n",
       "      <td>$69,243,859</td>\n",
       "      <td>2000</td>\n",
       "      <td>Sony Pictures Entertainment (SPE)</td>\n",
       "      <td>69243859</td>\n",
       "      <td>75000000</td>\n",
       "      <td>2000-12-08</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124.0</td>\n",
       "      <td>[Action, Adventure, Drama, Thriller]</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>[Scott Glenn, Chris O'Donnell, Bill Paxton, Ro...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1187 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                          link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens    /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                             /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                        /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Black Panther                                 /title/tt1825683/?ref_=bo_cso_table_4   \n",
       "Avengers: Infinity War                        /title/tt4154756/?ref_=bo_cso_table_5   \n",
       "...                                                                             ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood      /title/tt0279778/?ref_=bo_cso_table_196   \n",
       "The First Purge                             /title/tt6133466/?ref_=bo_cso_table_197   \n",
       "Hot Shots!                                  /title/tt0102059/?ref_=bo_cso_table_198   \n",
       "The Thomas Crown Affair                     /title/tt0155267/?ref_=bo_cso_table_199   \n",
       "Vertical Limit                              /title/tt0190865/?ref_=bo_cso_table_200   \n",
       "\n",
       "                                             rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens      1   \n",
       "Avengers: Endgame                               2   \n",
       "Avatar                                          3   \n",
       "Black Panther                                   4   \n",
       "Avengers: Infinity War                          5   \n",
       "...                                           ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood      1,196   \n",
       "The First Purge                             1,197   \n",
       "Hot Shots!                                  1,198   \n",
       "The Thomas Crown Affair                     1,199   \n",
       "Vertical Limit                              1,200   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Black Panther                                                            Black Panther   \n",
       "Avengers: Infinity War                                          Avengers: Infinity War   \n",
       "...                                                                                ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood          Divine Secrets of the Ya-Ya Sisterhood   \n",
       "The First Purge                                                        The First Purge   \n",
       "Hot Shots!                                                                  Hot Shots!   \n",
       "The Thomas Crown Affair                                        The Thomas Crown Affair   \n",
       "Vertical Limit                                                          Vertical Limit   \n",
       "\n",
       "                                           lifetime_gross  year  \\\n",
       "Star Wars: Episode VII - The Force Awakens   $936,662,225  2015   \n",
       "Avengers: Endgame                            $858,373,000  2019   \n",
       "Avatar                                       $760,507,625  2009   \n",
       "Black Panther                                $700,426,566  2018   \n",
       "Avengers: Infinity War                       $678,815,482  2018   \n",
       "...                                                   ...   ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood        $69,599,016  2002   \n",
       "The First Purge                               $69,488,745  2018   \n",
       "Hot Shots!                                    $69,467,617  1991   \n",
       "The Thomas Crown Affair                       $69,305,181  1999   \n",
       "Vertical Limit                                $69,243,859  2000   \n",
       "\n",
       "                                                                    distributor  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Black Panther                               Walt Disney Studios Motion Pictures   \n",
       "Avengers: Infinity War                      Walt Disney Studios Motion Pictures   \n",
       "...                                                                         ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                             Warner Bros.   \n",
       "The First Purge                                              Universal Pictures   \n",
       "Hot Shots!                                                Twentieth Century Fox   \n",
       "The Thomas Crown Affair                               Metro-Goldwyn-Mayer (MGM)   \n",
       "Vertical Limit                                Sony Pictures Entertainment (SPE)   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Black Panther                                         700426566       None   \n",
       "Avengers: Infinity War                                678815482       None   \n",
       "...                                                         ...        ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                 69599016   27000000   \n",
       "The First Purge                                        69488745   13000000   \n",
       "Hot Shots!                                             69467617   26000000   \n",
       "The Thomas Crown Affair                                69305181   48000000   \n",
       "Vertical Limit                                         69243859   75000000   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Black Panther                                2018-02-13  PG-13   \n",
       "Avengers: Infinity War                       2018-04-25  PG-13   \n",
       "...                                                 ...    ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood       2002-06-07  PG-13   \n",
       "The First Purge                              2018-07-04      R   \n",
       "Hot Shots!                                   1991-07-31   None   \n",
       "The Thomas Crown Affair                      1999-08-06      R   \n",
       "Vertical Limit                               2000-12-08  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "Star Wars: Episode VII - The Force Awakens            138.0   \n",
       "Avengers: Endgame                                     181.0   \n",
       "Avatar                                                162.0   \n",
       "Black Panther                                         134.0   \n",
       "Avengers: Infinity War                                149.0   \n",
       "...                                                     ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                116.0   \n",
       "The First Purge                                        97.0   \n",
       "Hot Shots!                                             84.0   \n",
       "The Thomas Crown Affair                               113.0   \n",
       "Vertical Limit                                        124.0   \n",
       "\n",
       "                                                                          genres  \\\n",
       "Star Wars: Episode VII - The Force Awakens           [Action, Adventure, Sci-Fi]   \n",
       "Avengers: Endgame                             [Action, Adventure, Drama, Sci-Fi]   \n",
       "Avatar                                      [Action, Adventure, Fantasy, Sci-Fi]   \n",
       "Black Panther                                        [Action, Adventure, Sci-Fi]   \n",
       "Avengers: Infinity War                               [Action, Adventure, Sci-Fi]   \n",
       "...                                                                          ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                                   [Drama]   \n",
       "The First Purge                               [Action, Horror, Sci-Fi, Thriller]   \n",
       "Hot Shots!                                                      [Action, Comedy]   \n",
       "The Thomas Crown Affair                               [Crime, Romance, Thriller]   \n",
       "Vertical Limit                              [Action, Adventure, Drama, Thriller]   \n",
       "\n",
       "                                                   director  \\\n",
       "Star Wars: Episode VII - The Force Awakens      J.J. Abrams   \n",
       "Avengers: Endgame                             Anthony Russo   \n",
       "Avatar                                        James Cameron   \n",
       "Black Panther                                  Ryan Coogler   \n",
       "Avengers: Infinity War                        Anthony Russo   \n",
       "...                                                     ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood        Callie Khouri   \n",
       "The First Purge                             Gerard McMurray   \n",
       "Hot Shots!                                     Jim Abrahams   \n",
       "The Thomas Crown Affair                      John McTiernan   \n",
       "Vertical Limit                              Martin Campbell   \n",
       "\n",
       "                                                                                       actors  \n",
       "Star Wars: Episode VII - The Force Awakens  [Daisy Ridley, John Boyega, Oscar Isaac, Domhn...  \n",
       "Avengers: Endgame                           [Robert Downey Jr., Chris Evans, Mark Ruffalo,...  \n",
       "Avatar                                      [Sam Worthington, Zoe Saldana, Sigourney Weave...  \n",
       "Black Panther                               [Chadwick Boseman, Michael B. Jordan, Lupita N...  \n",
       "Avengers: Infinity War                      [Robert Downey Jr., Chris Hemsworth, Mark Ruff...  \n",
       "...                                                                                       ...  \n",
       "Divine Secrets of the Ya-Ya Sisterhood      [Sandra Bullock, Ellen Burstyn, Fionnula Flana...  \n",
       "The First Purge                             [Y'lan Noel, Lex Scott Davis, Joivan Wade, Ste...  \n",
       "Hot Shots!                                  [Charlie Sheen, Cary Elwes, Valeria Golino, Ll...  \n",
       "The Thomas Crown Affair                     [Pierce Brosnan, Rene Russo, Denis Leary, Ben ...  \n",
       "Vertical Limit                              [Scott Glenn, Chris O'Donnell, Bill Paxton, Ro...  \n",
       "\n",
       "[1187 rows x 14 columns]"
      ]
     },
     "execution_count": 1055,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# MERGE 3 dfs \n",
    "\n",
    "movies_raw = movies_1_2.merge(movies_crewcast, left_index=True, right_index=True)\n",
    "\n",
    "movies_raw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://stackoverflow.com/questions/40468069/merge-two-dataframes-by-index"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# (All 3 Tables Merged) \n",
    "\n",
    "- also save to csv in case we need to pull out later"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1058,
   "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>link_stub</th>\n",
       "      <th>rank</th>\n",
       "      <th>title</th>\n",
       "      <th>lifetime_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>distributor</th>\n",
       "      <th>domestic_total_gross</th>\n",
       "      <th>budget</th>\n",
       "      <th>release_date</th>\n",
       "      <th>rating</th>\n",
       "      <th>runtime_minutes</th>\n",
       "      <th>genres</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>$936,662,225</td>\n",
       "      <td>2015</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>936662225</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>138.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>[Daisy Ridley, John Boyega, Oscar Isaac, Domhn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>/title/tt4154796/?ref_=bo_cso_table_2</td>\n",
       "      <td>2</td>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>$858,373,000</td>\n",
       "      <td>2019</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>858373000</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>181.0</td>\n",
       "      <td>[Action, Adventure, Drama, Sci-Fi]</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>[Robert Downey Jr., Chris Evans, Mark Ruffalo,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
       "      <td>3</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>$760,507,625</td>\n",
       "      <td>2009</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>162.0</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Black Panther</th>\n",
       "      <td>/title/tt1825683/?ref_=bo_cso_table_4</td>\n",
       "      <td>4</td>\n",
       "      <td>Black Panther</td>\n",
       "      <td>$700,426,566</td>\n",
       "      <td>2018</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>700426566</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-02-13</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>134.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Ryan Coogler</td>\n",
       "      <td>[Chadwick Boseman, Michael B. Jordan, Lupita N...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Infinity War</th>\n",
       "      <td>/title/tt4154756/?ref_=bo_cso_table_5</td>\n",
       "      <td>5</td>\n",
       "      <td>Avengers: Infinity War</td>\n",
       "      <td>$678,815,482</td>\n",
       "      <td>2018</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>678815482</td>\n",
       "      <td>None</td>\n",
       "      <td>2018-04-25</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>149.0</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>[Robert Downey Jr., Chris Hemsworth, Mark Ruff...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens  /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                           /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                      /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Black Panther                               /title/tt1825683/?ref_=bo_cso_table_4   \n",
       "Avengers: Infinity War                      /title/tt4154756/?ref_=bo_cso_table_5   \n",
       "\n",
       "                                           rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens    1   \n",
       "Avengers: Endgame                             2   \n",
       "Avatar                                        3   \n",
       "Black Panther                                 4   \n",
       "Avengers: Infinity War                        5   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Black Panther                                                            Black Panther   \n",
       "Avengers: Infinity War                                          Avengers: Infinity War   \n",
       "\n",
       "                                           lifetime_gross  year  \\\n",
       "Star Wars: Episode VII - The Force Awakens   $936,662,225  2015   \n",
       "Avengers: Endgame                            $858,373,000  2019   \n",
       "Avatar                                       $760,507,625  2009   \n",
       "Black Panther                                $700,426,566  2018   \n",
       "Avengers: Infinity War                       $678,815,482  2018   \n",
       "\n",
       "                                                                    distributor  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Black Panther                               Walt Disney Studios Motion Pictures   \n",
       "Avengers: Infinity War                      Walt Disney Studios Motion Pictures   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Black Panther                                         700426566       None   \n",
       "Avengers: Infinity War                                678815482       None   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Black Panther                                2018-02-13  PG-13   \n",
       "Avengers: Infinity War                       2018-04-25  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "Star Wars: Episode VII - The Force Awakens            138.0   \n",
       "Avengers: Endgame                                     181.0   \n",
       "Avatar                                                162.0   \n",
       "Black Panther                                         134.0   \n",
       "Avengers: Infinity War                                149.0   \n",
       "\n",
       "                                                                          genres  \\\n",
       "Star Wars: Episode VII - The Force Awakens           [Action, Adventure, Sci-Fi]   \n",
       "Avengers: Endgame                             [Action, Adventure, Drama, Sci-Fi]   \n",
       "Avatar                                      [Action, Adventure, Fantasy, Sci-Fi]   \n",
       "Black Panther                                        [Action, Adventure, Sci-Fi]   \n",
       "Avengers: Infinity War                               [Action, Adventure, Sci-Fi]   \n",
       "\n",
       "                                                 director  \\\n",
       "Star Wars: Episode VII - The Force Awakens    J.J. Abrams   \n",
       "Avengers: Endgame                           Anthony Russo   \n",
       "Avatar                                      James Cameron   \n",
       "Black Panther                                Ryan Coogler   \n",
       "Avengers: Infinity War                      Anthony Russo   \n",
       "\n",
       "                                                                                       actors  \n",
       "Star Wars: Episode VII - The Force Awakens  [Daisy Ridley, John Boyega, Oscar Isaac, Domhn...  \n",
       "Avengers: Endgame                           [Robert Downey Jr., Chris Evans, Mark Ruffalo,...  \n",
       "Avatar                                      [Sam Worthington, Zoe Saldana, Sigourney Weave...  \n",
       "Black Panther                               [Chadwick Boseman, Michael B. Jordan, Lupita N...  \n",
       "Avengers: Infinity War                      [Robert Downey Jr., Chris Hemsworth, Mark Ruff...  "
      ]
     },
     "execution_count": 1058,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "    \n",
    "# save df in csv for later just in case\n",
    "\n",
    "movies_raw.to_csv('data/movies_raw.csv') \n",
    "\n",
    "# RAW df \n",
    "# but be mindful some data types/ structures  (Genres, Actors) will change tho\n",
    "# raw = pd.read_csv('data/movies_raw.csv', index_col=0)           \n",
    "# raw.head()\n",
    "\n",
    "# RAW df (for mainly use)\n",
    "movies_raw.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Step 2: data cleaning and preparing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1059,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1187, 14)"
      ]
     },
     "execution_count": 1059,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_raw.shape "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 596,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "13"
      ]
     },
     "execution_count": 596,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "1200 - 1187 #13 are missing  # will fix in v7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1060,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 1187 entries, Star Wars: Episode VII - The Force Awakens to Vertical Limit\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype         \n",
      "---  ------                --------------  -----         \n",
      " 0   link_stub             1187 non-null   object        \n",
      " 1   rank                  1187 non-null   object        \n",
      " 2   title                 1187 non-null   object        \n",
      " 3   lifetime_gross        1187 non-null   object        \n",
      " 4   year                  1187 non-null   object        \n",
      " 5   distributor           1185 non-null   object        \n",
      " 6   domestic_total_gross  1187 non-null   object        \n",
      " 7   budget                943 non-null    object        \n",
      " 8   release_date          1187 non-null   datetime64[ns]\n",
      " 9   rating                1021 non-null   object        \n",
      " 10  runtime_minutes       1164 non-null   float64       \n",
      " 11  genres                1187 non-null   object        \n",
      " 12  director              1187 non-null   object        \n",
      " 13  actors                1187 non-null   object        \n",
      "dtypes: datetime64[ns](1), float64(1), object(12)\n",
      "memory usage: 179.1+ KB\n"
     ]
    }
   ],
   "source": [
    "movies_raw.info() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1061,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "link_stub                 0\n",
      "rank                      0\n",
      "title                     0\n",
      "lifetime_gross            0\n",
      "year                      0\n",
      "distributor               2\n",
      "domestic_total_gross      0\n",
      "budget                  244\n",
      "release_date              0\n",
      "rating                  166\n",
      "runtime_minutes          23\n",
      "genres                    0\n",
      "director                  0\n",
      "actors                    0\n",
      "dtype: int64\n"
     ]
    }
   ],
   "source": [
    "# check na\n",
    "print(movies_raw.isna().sum())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### drop NA\n",
    "\n",
    "- no rating (some movies are too old)\n",
    "\n",
    "- no budget (missing values)\n",
    "\n",
    "- no runtimes (missing values)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1063,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop_NA\n",
    "movies_raw = movies_raw.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1064,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 858 entries, Star Wars: Episode VII - The Force Awakens to Vertical Limit\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype         \n",
      "---  ------                --------------  -----         \n",
      " 0   link_stub             858 non-null    object        \n",
      " 1   rank                  858 non-null    object        \n",
      " 2   title                 858 non-null    object        \n",
      " 3   lifetime_gross        858 non-null    object        \n",
      " 4   year                  858 non-null    object        \n",
      " 5   distributor           858 non-null    object        \n",
      " 6   domestic_total_gross  858 non-null    object        \n",
      " 7   budget                858 non-null    object        \n",
      " 8   release_date          858 non-null    datetime64[ns]\n",
      " 9   rating                858 non-null    object        \n",
      " 10  runtime_minutes       858 non-null    float64       \n",
      " 11  genres                858 non-null    object        \n",
      " 12  director              858 non-null    object        \n",
      " 13  actors                858 non-null    object        \n",
      "dtypes: datetime64[ns](1), float64(1), object(12)\n",
      "memory usage: 100.5+ KB\n"
     ]
    }
   ],
   "source": [
    "movies_raw.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### drop \n",
    "\n",
    "- rating \"Approved\" so we will only have 4 kinds of MPAA ratings  instead of 5 \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 840,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PG-13       416\n",
       "R           230\n",
       "PG          193\n",
       "G            18\n",
       "Approved      1\n",
       "Name: rating, dtype: int64"
      ]
     },
     "execution_count": 840,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#rating: Approved      1 -> drop"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#movies.drop([\"Snow White and the Seven Dwarfs\"], inplace = True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## a. Numerical data columns\n",
    "\n",
    "- 'rank' X\n",
    "- 'lifetime_gross'\n",
    "- 'year'\n",
    "- 'domestic_total_gross' X\n",
    "- 'budget',\n",
    "- 'runtime_minutes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1048,
   "metadata": {},
   "outputs": [],
   "source": [
    "# drop_duplicates value of data column\n",
    "    # 1. lifetime_gross = domestic_total_gross\n",
    "    # 2. rank is based on the gross so not really helping to predict\n",
    "    \n",
    "# del movies_num[\"domestic_total_gross\"]    \n",
    "# del movies_num['rank']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1067,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-1067-155716d451c9>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  movies_raw[\"lifetime_gross\"] = movies_raw[\"lifetime_gross\"].apply(money_to_int)   # = movies.loc[:,\"lifetime_gross\"].apply(money_to_int)\n",
      "<ipython-input-1067-155716d451c9>:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  movies_raw[\"runtime_minutes\"] = movies_raw.runtime_minutes.astype(int)\n"
     ]
    }
   ],
   "source": [
    "# cleaning\n",
    "\n",
    "#lifetime_gross: no $ ,\n",
    "movies_raw[\"lifetime_gross\"] = movies_raw[\"lifetime_gross\"].apply(money_to_int)   # = movies.loc[:,\"lifetime_gross\"].apply(money_to_int)\n",
    "\n",
    "#runtime_minutes: no float\n",
    "movies_raw[\"runtime_minutes\"] = movies_raw.runtime_minutes.astype(int)\n",
    "\n",
    "#rank: no , \n",
    "#def rank_to_int(moviesrank):                                           \n",
    "    #moviesrank = moviesrank.replace(',', '')\n",
    "    #return int(moviesrank)\n",
    "#movies[\"rank\"] = movies[\"rank\"].apply(rank_to_int)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1068,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 858 entries, Star Wars: Episode VII - The Force Awakens to Vertical Limit\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype         \n",
      "---  ------                --------------  -----         \n",
      " 0   link_stub             858 non-null    object        \n",
      " 1   rank                  858 non-null    object        \n",
      " 2   title                 858 non-null    object        \n",
      " 3   lifetime_gross        858 non-null    object        \n",
      " 4   year                  858 non-null    object        \n",
      " 5   distributor           858 non-null    object        \n",
      " 6   domestic_total_gross  858 non-null    object        \n",
      " 7   budget                858 non-null    object        \n",
      " 8   release_date          858 non-null    datetime64[ns]\n",
      " 9   rating                858 non-null    object        \n",
      " 10  runtime_minutes       858 non-null    int64         \n",
      " 11  genres                858 non-null    object        \n",
      " 12  director              858 non-null    object        \n",
      " 13  actors                858 non-null    object        \n",
      "dtypes: datetime64[ns](1), int64(1), object(12)\n",
      "memory usage: 100.5+ KB\n"
     ]
    }
   ],
   "source": [
    "movies_raw.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1069,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>link_stub</th>\n",
       "      <th>rank</th>\n",
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       "      <th>lifetime_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>distributor</th>\n",
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       "      <th>release_date</th>\n",
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       "      <th>genres</th>\n",
       "      <th>director</th>\n",
       "      <th>actors</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>936662225</td>\n",
       "      <td>2015</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>936662225</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>138</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>[Daisy Ridley, John Boyega, Oscar Isaac, Domhn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>/title/tt4154796/?ref_=bo_cso_table_2</td>\n",
       "      <td>2</td>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>858373000</td>\n",
       "      <td>2019</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>858373000</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>181</td>\n",
       "      <td>[Action, Adventure, Drama, Sci-Fi]</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>[Robert Downey Jr., Chris Evans, Mark Ruffalo,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
       "      <td>3</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>760507625</td>\n",
       "      <td>2009</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>162</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>/title/tt0120338/?ref_=bo_cso_table_6</td>\n",
       "      <td>6</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>659363944</td>\n",
       "      <td>1997</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>659363944</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1997-12-19</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>194</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Leonardo DiCaprio, Kate Winslet, Billy Zane, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
       "      <td>/title/tt0369610/?ref_=bo_cso_table_7</td>\n",
       "      <td>7</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>652385625</td>\n",
       "      <td>2015</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>652385625</td>\n",
       "      <td>150000000</td>\n",
       "      <td>2015-06-10</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>[Chris Pratt, Bryce Dallas Howard, Ty Simpkins...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens  /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                           /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                      /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Titanic                                     /title/tt0120338/?ref_=bo_cso_table_6   \n",
       "Jurassic World                              /title/tt0369610/?ref_=bo_cso_table_7   \n",
       "\n",
       "                                           rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens    1   \n",
       "Avengers: Endgame                             2   \n",
       "Avatar                                        3   \n",
       "Titanic                                       6   \n",
       "Jurassic World                                7   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Titanic                                                                        Titanic   \n",
       "Jurassic World                                                          Jurassic World   \n",
       "\n",
       "                                           lifetime_gross  year  \\\n",
       "Star Wars: Episode VII - The Force Awakens      936662225  2015   \n",
       "Avengers: Endgame                               858373000  2019   \n",
       "Avatar                                          760507625  2009   \n",
       "Titanic                                         659363944  1997   \n",
       "Jurassic World                                  652385625  2015   \n",
       "\n",
       "                                                                    distributor  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Titanic                                                      Paramount Pictures   \n",
       "Jurassic World                                               Universal Pictures   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Titanic                                               659363944  200000000   \n",
       "Jurassic World                                        652385625  150000000   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Titanic                                      1997-12-19  PG-13   \n",
       "Jurassic World                               2015-06-10  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "Star Wars: Episode VII - The Force Awakens              138   \n",
       "Avengers: Endgame                                       181   \n",
       "Avatar                                                  162   \n",
       "Titanic                                                 194   \n",
       "Jurassic World                                          124   \n",
       "\n",
       "                                                                          genres  \\\n",
       "Star Wars: Episode VII - The Force Awakens           [Action, Adventure, Sci-Fi]   \n",
       "Avengers: Endgame                             [Action, Adventure, Drama, Sci-Fi]   \n",
       "Avatar                                      [Action, Adventure, Fantasy, Sci-Fi]   \n",
       "Titanic                                                         [Drama, Romance]   \n",
       "Jurassic World                                       [Action, Adventure, Sci-Fi]   \n",
       "\n",
       "                                                   director  \\\n",
       "Star Wars: Episode VII - The Force Awakens      J.J. Abrams   \n",
       "Avengers: Endgame                             Anthony Russo   \n",
       "Avatar                                        James Cameron   \n",
       "Titanic                                       James Cameron   \n",
       "Jurassic World                              Colin Trevorrow   \n",
       "\n",
       "                                                                                       actors  \n",
       "Star Wars: Episode VII - The Force Awakens  [Daisy Ridley, John Boyega, Oscar Isaac, Domhn...  \n",
       "Avengers: Endgame                           [Robert Downey Jr., Chris Evans, Mark Ruffalo,...  \n",
       "Avatar                                      [Sam Worthington, Zoe Saldana, Sigourney Weave...  \n",
       "Titanic                                     [Leonardo DiCaprio, Kate Winslet, Billy Zane, ...  \n",
       "Jurassic World                              [Chris Pratt, Bryce Dallas Howard, Ty Simpkins...  "
      ]
     },
     "execution_count": 1069,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_raw.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### drop / remove outliers\n",
    "\n",
    "- movies are too old: year < 1980 (outlier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1149,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>director</th>\n",
       "      <th>actors</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>936662225</td>\n",
       "      <td>2015</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>936662225</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>138</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>[Daisy Ridley, John Boyega, Oscar Isaac, Domhn...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>/title/tt4154796/?ref_=bo_cso_table_2</td>\n",
       "      <td>2</td>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>858373000</td>\n",
       "      <td>2019</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>858373000</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>181</td>\n",
       "      <td>[Action, Adventure, Drama, Sci-Fi]</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>[Robert Downey Jr., Chris Evans, Mark Ruffalo,...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
       "      <td>3</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>760507625</td>\n",
       "      <td>2009</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>162</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>/title/tt0120338/?ref_=bo_cso_table_6</td>\n",
       "      <td>6</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>659363944</td>\n",
       "      <td>1997</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>659363944</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1997-12-19</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>194</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Leonardo DiCaprio, Kate Winslet, Billy Zane, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
       "      <td>/title/tt0369610/?ref_=bo_cso_table_7</td>\n",
       "      <td>7</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>652385625</td>\n",
       "      <td>2015</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>652385625</td>\n",
       "      <td>150000000</td>\n",
       "      <td>2015-06-10</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>[Chris Pratt, Bryce Dallas Howard, Ty Simpkins...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Kid</th>\n",
       "      <td>/title/tt0219854/?ref_=bo_cso_table_194</td>\n",
       "      <td>1,194</td>\n",
       "      <td>The Kid</td>\n",
       "      <td>69691949</td>\n",
       "      <td>2000</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>69691949</td>\n",
       "      <td>65000000</td>\n",
       "      <td>2000-07-07</td>\n",
       "      <td>PG</td>\n",
       "      <td>104</td>\n",
       "      <td>[Comedy, Family, Fantasy]</td>\n",
       "      <td>Jon Turteltaub</td>\n",
       "      <td>[Bruce Willis, Spencer Breslin, Emily Mortimer...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Divine Secrets of the Ya-Ya Sisterhood</th>\n",
       "      <td>/title/tt0279778/?ref_=bo_cso_table_196</td>\n",
       "      <td>1,196</td>\n",
       "      <td>Divine Secrets of the Ya-Ya Sisterhood</td>\n",
       "      <td>69599016</td>\n",
       "      <td>2002</td>\n",
       "      <td>Warner Bros.</td>\n",
       "      <td>69599016</td>\n",
       "      <td>27000000</td>\n",
       "      <td>2002-06-07</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>116</td>\n",
       "      <td>[Drama]</td>\n",
       "      <td>Callie Khouri</td>\n",
       "      <td>[Sandra Bullock, Ellen Burstyn, Fionnula Flana...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The First Purge</th>\n",
       "      <td>/title/tt6133466/?ref_=bo_cso_table_197</td>\n",
       "      <td>1,197</td>\n",
       "      <td>The First Purge</td>\n",
       "      <td>69488745</td>\n",
       "      <td>2018</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>69488745</td>\n",
       "      <td>13000000</td>\n",
       "      <td>2018-07-04</td>\n",
       "      <td>R</td>\n",
       "      <td>97</td>\n",
       "      <td>[Action, Horror, Sci-Fi, Thriller]</td>\n",
       "      <td>Gerard McMurray</td>\n",
       "      <td>[Y'lan Noel, Lex Scott Davis, Joivan Wade, Ste...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Thomas Crown Affair</th>\n",
       "      <td>/title/tt0155267/?ref_=bo_cso_table_199</td>\n",
       "      <td>1,199</td>\n",
       "      <td>The Thomas Crown Affair</td>\n",
       "      <td>69305181</td>\n",
       "      <td>1999</td>\n",
       "      <td>Metro-Goldwyn-Mayer (MGM)</td>\n",
       "      <td>69305181</td>\n",
       "      <td>48000000</td>\n",
       "      <td>1999-08-06</td>\n",
       "      <td>R</td>\n",
       "      <td>113</td>\n",
       "      <td>[Crime, Romance, Thriller]</td>\n",
       "      <td>John McTiernan</td>\n",
       "      <td>[Pierce Brosnan, Rene Russo, Denis Leary, Ben ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical Limit</th>\n",
       "      <td>/title/tt0190865/?ref_=bo_cso_table_200</td>\n",
       "      <td>1,200</td>\n",
       "      <td>Vertical Limit</td>\n",
       "      <td>69243859</td>\n",
       "      <td>2000</td>\n",
       "      <td>Sony Pictures Entertainment (SPE)</td>\n",
       "      <td>69243859</td>\n",
       "      <td>75000000</td>\n",
       "      <td>2000-12-08</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124</td>\n",
       "      <td>[Action, Adventure, Drama, Thriller]</td>\n",
       "      <td>Martin Campbell</td>\n",
       "      <td>[Scott Glenn, Chris O'Donnell, Bill Paxton, Ro...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>847 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                          link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens    /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                             /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                        /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Titanic                                       /title/tt0120338/?ref_=bo_cso_table_6   \n",
       "Jurassic World                                /title/tt0369610/?ref_=bo_cso_table_7   \n",
       "...                                                                             ...   \n",
       "The Kid                                     /title/tt0219854/?ref_=bo_cso_table_194   \n",
       "Divine Secrets of the Ya-Ya Sisterhood      /title/tt0279778/?ref_=bo_cso_table_196   \n",
       "The First Purge                             /title/tt6133466/?ref_=bo_cso_table_197   \n",
       "The Thomas Crown Affair                     /title/tt0155267/?ref_=bo_cso_table_199   \n",
       "Vertical Limit                              /title/tt0190865/?ref_=bo_cso_table_200   \n",
       "\n",
       "                                             rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens      1   \n",
       "Avengers: Endgame                               2   \n",
       "Avatar                                          3   \n",
       "Titanic                                         6   \n",
       "Jurassic World                                  7   \n",
       "...                                           ...   \n",
       "The Kid                                     1,194   \n",
       "Divine Secrets of the Ya-Ya Sisterhood      1,196   \n",
       "The First Purge                             1,197   \n",
       "The Thomas Crown Affair                     1,199   \n",
       "Vertical Limit                              1,200   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Titanic                                                                        Titanic   \n",
       "Jurassic World                                                          Jurassic World   \n",
       "...                                                                                ...   \n",
       "The Kid                                                                        The Kid   \n",
       "Divine Secrets of the Ya-Ya Sisterhood          Divine Secrets of the Ya-Ya Sisterhood   \n",
       "The First Purge                                                        The First Purge   \n",
       "The Thomas Crown Affair                                        The Thomas Crown Affair   \n",
       "Vertical Limit                                                          Vertical Limit   \n",
       "\n",
       "                                           lifetime_gross  year  \\\n",
       "Star Wars: Episode VII - The Force Awakens      936662225  2015   \n",
       "Avengers: Endgame                               858373000  2019   \n",
       "Avatar                                          760507625  2009   \n",
       "Titanic                                         659363944  1997   \n",
       "Jurassic World                                  652385625  2015   \n",
       "...                                                   ...   ...   \n",
       "The Kid                                          69691949  2000   \n",
       "Divine Secrets of the Ya-Ya Sisterhood           69599016  2002   \n",
       "The First Purge                                  69488745  2018   \n",
       "The Thomas Crown Affair                          69305181  1999   \n",
       "Vertical Limit                                   69243859  2000   \n",
       "\n",
       "                                                                    distributor  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Titanic                                                      Paramount Pictures   \n",
       "Jurassic World                                               Universal Pictures   \n",
       "...                                                                         ...   \n",
       "The Kid                                     Walt Disney Studios Motion Pictures   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                             Warner Bros.   \n",
       "The First Purge                                              Universal Pictures   \n",
       "The Thomas Crown Affair                               Metro-Goldwyn-Mayer (MGM)   \n",
       "Vertical Limit                                Sony Pictures Entertainment (SPE)   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Titanic                                               659363944  200000000   \n",
       "Jurassic World                                        652385625  150000000   \n",
       "...                                                         ...        ...   \n",
       "The Kid                                                69691949   65000000   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                 69599016   27000000   \n",
       "The First Purge                                        69488745   13000000   \n",
       "The Thomas Crown Affair                                69305181   48000000   \n",
       "Vertical Limit                                         69243859   75000000   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Titanic                                      1997-12-19  PG-13   \n",
       "Jurassic World                               2015-06-10  PG-13   \n",
       "...                                                 ...    ...   \n",
       "The Kid                                      2000-07-07     PG   \n",
       "Divine Secrets of the Ya-Ya Sisterhood       2002-06-07  PG-13   \n",
       "The First Purge                              2018-07-04      R   \n",
       "The Thomas Crown Affair                      1999-08-06      R   \n",
       "Vertical Limit                               2000-12-08  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "Star Wars: Episode VII - The Force Awakens              138   \n",
       "Avengers: Endgame                                       181   \n",
       "Avatar                                                  162   \n",
       "Titanic                                                 194   \n",
       "Jurassic World                                          124   \n",
       "...                                                     ...   \n",
       "The Kid                                                 104   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                  116   \n",
       "The First Purge                                          97   \n",
       "The Thomas Crown Affair                                 113   \n",
       "Vertical Limit                                          124   \n",
       "\n",
       "                                                                          genres  \\\n",
       "Star Wars: Episode VII - The Force Awakens           [Action, Adventure, Sci-Fi]   \n",
       "Avengers: Endgame                             [Action, Adventure, Drama, Sci-Fi]   \n",
       "Avatar                                      [Action, Adventure, Fantasy, Sci-Fi]   \n",
       "Titanic                                                         [Drama, Romance]   \n",
       "Jurassic World                                       [Action, Adventure, Sci-Fi]   \n",
       "...                                                                          ...   \n",
       "The Kid                                                [Comedy, Family, Fantasy]   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                                   [Drama]   \n",
       "The First Purge                               [Action, Horror, Sci-Fi, Thriller]   \n",
       "The Thomas Crown Affair                               [Crime, Romance, Thriller]   \n",
       "Vertical Limit                              [Action, Adventure, Drama, Thriller]   \n",
       "\n",
       "                                                   director  \\\n",
       "Star Wars: Episode VII - The Force Awakens      J.J. Abrams   \n",
       "Avengers: Endgame                             Anthony Russo   \n",
       "Avatar                                        James Cameron   \n",
       "Titanic                                       James Cameron   \n",
       "Jurassic World                              Colin Trevorrow   \n",
       "...                                                     ...   \n",
       "The Kid                                      Jon Turteltaub   \n",
       "Divine Secrets of the Ya-Ya Sisterhood        Callie Khouri   \n",
       "The First Purge                             Gerard McMurray   \n",
       "The Thomas Crown Affair                      John McTiernan   \n",
       "Vertical Limit                              Martin Campbell   \n",
       "\n",
       "                                                                                       actors  \n",
       "Star Wars: Episode VII - The Force Awakens  [Daisy Ridley, John Boyega, Oscar Isaac, Domhn...  \n",
       "Avengers: Endgame                           [Robert Downey Jr., Chris Evans, Mark Ruffalo,...  \n",
       "Avatar                                      [Sam Worthington, Zoe Saldana, Sigourney Weave...  \n",
       "Titanic                                     [Leonardo DiCaprio, Kate Winslet, Billy Zane, ...  \n",
       "Jurassic World                              [Chris Pratt, Bryce Dallas Howard, Ty Simpkins...  \n",
       "...                                                                                       ...  \n",
       "The Kid                                     [Bruce Willis, Spencer Breslin, Emily Mortimer...  \n",
       "Divine Secrets of the Ya-Ya Sisterhood      [Sandra Bullock, Ellen Burstyn, Fionnula Flana...  \n",
       "The First Purge                             [Y'lan Noel, Lex Scott Davis, Joivan Wade, Ste...  \n",
       "The Thomas Crown Affair                     [Pierce Brosnan, Rene Russo, Denis Leary, Ben ...  \n",
       "Vertical Limit                              [Scott Glenn, Chris O'Donnell, Bill Paxton, Ro...  \n",
       "\n",
       "[847 rows x 14 columns]"
      ]
     },
     "execution_count": 1149,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# takeout outlier on Year: take movies data only after 1980 (remove outliers)\n",
    "movies = movies_raw[movies_raw['year'] >= \"1980\"] \n",
    "movies                                                 # 1980 - 2020 : 847 movies left"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1150,
   "metadata": {},
   "outputs": [],
   "source": [
    "# save again \n",
    "\n",
    "movies.to_csv('data/movies_after1980.csv') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### make a df with only numeric features : _(movies_num)_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1151,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>lifetime_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>budget</th>\n",
       "      <th>runtime_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>936662225</td>\n",
       "      <td>2015</td>\n",
       "      <td>245000000</td>\n",
       "      <td>138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>858373000</td>\n",
       "      <td>2019</td>\n",
       "      <td>356000000</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>760507625</td>\n",
       "      <td>2009</td>\n",
       "      <td>237000000</td>\n",
       "      <td>162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>659363944</td>\n",
       "      <td>1997</td>\n",
       "      <td>200000000</td>\n",
       "      <td>194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
       "      <td>652385625</td>\n",
       "      <td>2015</td>\n",
       "      <td>150000000</td>\n",
       "      <td>124</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           lifetime_gross  year     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens      936662225  2015  245000000   \n",
       "Avengers: Endgame                               858373000  2019  356000000   \n",
       "Avatar                                          760507625  2009  237000000   \n",
       "Titanic                                         659363944  1997  200000000   \n",
       "Jurassic World                                  652385625  2015  150000000   \n",
       "\n",
       "                                            runtime_minutes  \n",
       "Star Wars: Episode VII - The Force Awakens              138  \n",
       "Avengers: Endgame                                       181  \n",
       "Avatar                                                  162  \n",
       "Titanic                                                 194  \n",
       "Jurassic World                                          124  "
      ]
     },
     "execution_count": 1151,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "objects =['lifetime_gross', 'year', 'budget', 'runtime_minutes'] \n",
    "\n",
    "\n",
    "movies_num = movies.loc[:,objects]   # = df[subset]  \n",
    "movies_num.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1197,
   "metadata": {},
   "outputs": [],
   "source": [
    "# convert object to int\n",
    "for o in objects:\n",
    "    #try:\n",
    "    movies_num[o] = movies_num[o].astype(int)\n",
    "    # movies[o] = movies[o].astype(int64)\n",
    "    #except:\n",
    "        #pass\n",
    "# should have no error if rerun  it again"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1198,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 847 entries, Star Wars: Episode VII - The Force Awakens to Vertical Limit\n",
      "Data columns (total 4 columns):\n",
      " #   Column           Non-Null Count  Dtype\n",
      "---  ------           --------------  -----\n",
      " 0   lifetime_gross   847 non-null    int64\n",
      " 1   year             847 non-null    int64\n",
      " 2   budget           847 non-null    int64\n",
      " 3   runtime_minutes  847 non-null    int64\n",
      "dtypes: int64(4)\n",
      "memory usage: 73.1+ KB\n"
     ]
    }
   ],
   "source": [
    "movies_num.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1154,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 847 entries, Star Wars: Episode VII - The Force Awakens to Vertical Limit\n",
      "Data columns (total 14 columns):\n",
      " #   Column                Non-Null Count  Dtype         \n",
      "---  ------                --------------  -----         \n",
      " 0   link_stub             847 non-null    object        \n",
      " 1   rank                  847 non-null    object        \n",
      " 2   title                 847 non-null    object        \n",
      " 3   lifetime_gross        847 non-null    object        \n",
      " 4   year                  847 non-null    object        \n",
      " 5   distributor           847 non-null    object        \n",
      " 6   domestic_total_gross  847 non-null    object        \n",
      " 7   budget                847 non-null    object        \n",
      " 8   release_date          847 non-null    datetime64[ns]\n",
      " 9   rating                847 non-null    object        \n",
      " 10  runtime_minutes       847 non-null    int64         \n",
      " 11  genres                847 non-null    object        \n",
      " 12  director              847 non-null    object        \n",
      " 13  actors                847 non-null    object        \n",
      "dtypes: datetime64[ns](1), int64(1), object(12)\n",
      "memory usage: 99.3+ KB\n"
     ]
    }
   ],
   "source": [
    "movies.info()  # original df - keep the same(didnt change obj to int64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1155,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>lifetime_gross</th>\n",
       "      <th>year</th>\n",
       "      <th>budget</th>\n",
       "      <th>runtime_minutes</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>936662225</td>\n",
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       "      <td>138</td>\n",
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       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>858373000</td>\n",
       "      <td>2019</td>\n",
       "      <td>356000000</td>\n",
       "      <td>181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>760507625</td>\n",
       "      <td>2009</td>\n",
       "      <td>237000000</td>\n",
       "      <td>162</td>\n",
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      ],
      "text/plain": [
       "                                            lifetime_gross  year     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens       936662225  2015  245000000   \n",
       "Avengers: Endgame                                858373000  2019  356000000   \n",
       "Avatar                                           760507625  2009  237000000   \n",
       "Titanic                                          659363944  1997  200000000   \n",
       "Jurassic World                                   652385625  2015  150000000   \n",
       "\n",
       "                                            runtime_minutes  \n",
       "Star Wars: Episode VII - The Force Awakens              138  \n",
       "Avengers: Endgame                                       181  \n",
       "Avatar                                                  162  \n",
       "Titanic                                                 194  \n",
       "Jurassic World                                          124  "
      ]
     },
     "execution_count": 1155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies_num.to_csv('data/movies_num.csv') \n",
    "movies_num.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "so we have a prefect numeric features dataset now!  **(movies_num)**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## b. Categorical data columns \n",
    "####  create dummy variables from them!\n",
    " \n",
    " 0. Release Date / Seasons\n",
    " 1. Genres\n",
    " 2. Rating\n",
    " 3. Distributors\n",
    " 4. Director\n",
    " 5. Actors\n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 0. release date"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1156,
   "metadata": {},
   "outputs": [],
   "source": [
    "def date_to_season(date):\n",
    "    winter = [12, 1, 2]\n",
    "    spring = [3, 4, 5]\n",
    "    summer = [6, 7, 8]\n",
    "    fall = [9, 10, 11]\n",
    "    \n",
    "    if date.month in winter:\n",
    "        return \"winter\"\n",
    "    elif date.month in spring:\n",
    "        return \"spring\"\n",
    "    elif date.month in summer:\n",
    "        return \"summer\"\n",
    "    else:\n",
    "        return \"fall\"\n",
    "\n",
    "    # spring = 1\n",
    "    # summer = 2\n",
    "    # fall = 3\n",
    "    # winter = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1157,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-1157-69de057f8143>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  movies['date_to_season'] = movies['release_date'].apply(date_to_season)\n"
     ]
    }
   ],
   "source": [
    "movies['date_to_season'] = movies['release_date'].apply(date_to_season)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1158,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>936662225</td>\n",
       "      <td>2015</td>\n",
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       "      <td>PG-13</td>\n",
       "      <td>138</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>[Daisy Ridley, John Boyega, Oscar Isaac, Domhn...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>/title/tt4154796/?ref_=bo_cso_table_2</td>\n",
       "      <td>2</td>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>858373000</td>\n",
       "      <td>2019</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>858373000</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>181</td>\n",
       "      <td>[Action, Adventure, Drama, Sci-Fi]</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>[Robert Downey Jr., Chris Evans, Mark Ruffalo,...</td>\n",
       "      <td>spring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
       "      <td>3</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>760507625</td>\n",
       "      <td>2009</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>162</td>\n",
       "      <td>[Action, Adventure, Fantasy, Sci-Fi]</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Sam Worthington, Zoe Saldana, Sigourney Weave...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>/title/tt0120338/?ref_=bo_cso_table_6</td>\n",
       "      <td>6</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>659363944</td>\n",
       "      <td>1997</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>659363944</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1997-12-19</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>194</td>\n",
       "      <td>[Drama, Romance]</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>[Leonardo DiCaprio, Kate Winslet, Billy Zane, ...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
       "      <td>/title/tt0369610/?ref_=bo_cso_table_7</td>\n",
       "      <td>7</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>652385625</td>\n",
       "      <td>2015</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>652385625</td>\n",
       "      <td>150000000</td>\n",
       "      <td>2015-06-10</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124</td>\n",
       "      <td>[Action, Adventure, Sci-Fi]</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>[Chris Pratt, Bryce Dallas Howard, Ty Simpkins...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens  /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                           /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                      /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Titanic                                     /title/tt0120338/?ref_=bo_cso_table_6   \n",
       "Jurassic World                              /title/tt0369610/?ref_=bo_cso_table_7   \n",
       "\n",
       "                                           rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens    1   \n",
       "Avengers: Endgame                             2   \n",
       "Avatar                                        3   \n",
       "Titanic                                       6   \n",
       "Jurassic World                                7   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Titanic                                                                        Titanic   \n",
       "Jurassic World                                                          Jurassic World   \n",
       "\n",
       "                                           lifetime_gross  year  \\\n",
       "Star Wars: Episode VII - The Force Awakens      936662225  2015   \n",
       "Avengers: Endgame                               858373000  2019   \n",
       "Avatar                                          760507625  2009   \n",
       "Titanic                                         659363944  1997   \n",
       "Jurassic World                                  652385625  2015   \n",
       "\n",
       "                                                                    distributor  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Titanic                                                      Paramount Pictures   \n",
       "Jurassic World                                               Universal Pictures   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Titanic                                               659363944  200000000   \n",
       "Jurassic World                                        652385625  150000000   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Titanic                                      1997-12-19  PG-13   \n",
       "Jurassic World                               2015-06-10  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "Star Wars: Episode VII - The Force Awakens              138   \n",
       "Avengers: Endgame                                       181   \n",
       "Avatar                                                  162   \n",
       "Titanic                                                 194   \n",
       "Jurassic World                                          124   \n",
       "\n",
       "                                                                          genres  \\\n",
       "Star Wars: Episode VII - The Force Awakens           [Action, Adventure, Sci-Fi]   \n",
       "Avengers: Endgame                             [Action, Adventure, Drama, Sci-Fi]   \n",
       "Avatar                                      [Action, Adventure, Fantasy, Sci-Fi]   \n",
       "Titanic                                                         [Drama, Romance]   \n",
       "Jurassic World                                       [Action, Adventure, Sci-Fi]   \n",
       "\n",
       "                                                   director  \\\n",
       "Star Wars: Episode VII - The Force Awakens      J.J. Abrams   \n",
       "Avengers: Endgame                             Anthony Russo   \n",
       "Avatar                                        James Cameron   \n",
       "Titanic                                       James Cameron   \n",
       "Jurassic World                              Colin Trevorrow   \n",
       "\n",
       "                                                                                       actors  \\\n",
       "Star Wars: Episode VII - The Force Awakens  [Daisy Ridley, John Boyega, Oscar Isaac, Domhn...   \n",
       "Avengers: Endgame                           [Robert Downey Jr., Chris Evans, Mark Ruffalo,...   \n",
       "Avatar                                      [Sam Worthington, Zoe Saldana, Sigourney Weave...   \n",
       "Titanic                                     [Leonardo DiCaprio, Kate Winslet, Billy Zane, ...   \n",
       "Jurassic World                              [Chris Pratt, Bryce Dallas Howard, Ty Simpkins...   \n",
       "\n",
       "                                           date_to_season  \n",
       "Star Wars: Episode VII - The Force Awakens         winter  \n",
       "Avengers: Endgame                                  spring  \n",
       "Avatar                                             winter  \n",
       "Titanic                                            winter  \n",
       "Jurassic World                                     summer  "
      ]
     },
     "execution_count": 1158,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1207,
   "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>spring</th>\n",
       "      <th>summer</th>\n",
       "      <th>winter</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            spring  summer  winter\n",
       "Star Wars: Episode VII - The Force Awakens       0       0       1\n",
       "Avengers: Endgame                                1       0       0\n",
       "Avatar                                           0       0       1\n",
       "Titanic                                          0       0       1\n",
       "Jurassic World                                   0       1       0"
      ]
     },
     "execution_count": 1207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "seasons_dummies = pd.get_dummies(movies['date_to_season'], drop_first=True)\n",
    "\n",
    "seasons_dummies.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1208,
   "metadata": {},
   "outputs": [],
   "source": [
    "seasons_dummies.to_csv('data/seasons_dummies.csv') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1159,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies.to_csv('data/movies_clean.csv') \n",
    "\n",
    "# movies_clean.csv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1. genres\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1160,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Star Wars: Episode VII - The Force Awakens             [Action, Adventure, Sci-Fi]\n",
       "Avengers: Endgame                               [Action, Adventure, Drama, Sci-Fi]\n",
       "Avatar                                        [Action, Adventure, Fantasy, Sci-Fi]\n",
       "Titanic                                                           [Drama, Romance]\n",
       "Jurassic World                                         [Action, Adventure, Sci-Fi]\n",
       "Name: genres, dtype: object"
      ]
     },
     "execution_count": 1160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['genres'].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1161,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "list"
      ]
     },
     "execution_count": 1161,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(movies['genres'])\n",
    "type(movies.genres[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1162,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-1162-d1db2b362528>:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  movies['genres'] = movies.genres.astype(str)\n",
      "<ipython-input-1162-d1db2b362528>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  movies['genres'] = movies['genres'].str.replace(']','').str.replace('[','')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Star Wars: Episode VII - The Force Awakens               'Action', 'Adventure', 'Sci-Fi'\n",
       "Avengers: Endgame                               'Action', 'Adventure', 'Drama', 'Sci-Fi'\n",
       "Avatar                                        'Action', 'Adventure', 'Fantasy', 'Sci-Fi'\n",
       "Titanic                                                               'Drama', 'Romance'\n",
       "Jurassic World                                           'Action', 'Adventure', 'Sci-Fi'\n",
       "                                                                 ...                    \n",
       "The Kid                                                    'Comedy', 'Family', 'Fantasy'\n",
       "Divine Secrets of the Ya-Ya Sisterhood                                           'Drama'\n",
       "The First Purge                                 'Action', 'Horror', 'Sci-Fi', 'Thriller'\n",
       "The Thomas Crown Affair                                   'Crime', 'Romance', 'Thriller'\n",
       "Vertical Limit                                'Action', 'Adventure', 'Drama', 'Thriller'\n",
       "Name: genres, Length: 847, dtype: object"
      ]
     },
     "execution_count": 1162,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# remove outside brackets\n",
    "movies['genres'] = movies.genres.astype(str)\n",
    "movies['genres'] = movies['genres'].str.replace(']','').str.replace('[','')\n",
    "movies['genres']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1163,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "      <th>'Action'</th>\n",
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       "      <th>'Sci-Fi'</th>\n",
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       "      <th>'Thriller'</th>\n",
       "      <th>'War'</th>\n",
       "      <th>'Western'</th>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <th>Jurassic World</th>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <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",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Kid</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Divine Secrets of the Ya-Ya Sisterhood</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The First Purge</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Thomas Crown Affair</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical Limit</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>847 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            'Action'  'Adventure'  \\\n",
       "Star Wars: Episode VII - The Force Awakens         1            1   \n",
       "Avengers: Endgame                                  1            1   \n",
       "Avatar                                             1            1   \n",
       "Titanic                                            0            0   \n",
       "Jurassic World                                     1            1   \n",
       "...                                              ...          ...   \n",
       "The Kid                                            0            0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood             0            0   \n",
       "The First Purge                                    1            0   \n",
       "The Thomas Crown Affair                            0            0   \n",
       "Vertical Limit                                     1            1   \n",
       "\n",
       "                                            'Animation'  'Biography'  \\\n",
       "Star Wars: Episode VII - The Force Awakens            0            0   \n",
       "Avengers: Endgame                                     0            0   \n",
       "Avatar                                                0            0   \n",
       "Titanic                                               0            0   \n",
       "Jurassic World                                        0            0   \n",
       "...                                                 ...          ...   \n",
       "The Kid                                               0            0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                0            0   \n",
       "The First Purge                                       0            0   \n",
       "The Thomas Crown Affair                               0            0   \n",
       "Vertical Limit                                        0            0   \n",
       "\n",
       "                                            'Comedy'  'Crime'  'Documentary'  \\\n",
       "Star Wars: Episode VII - The Force Awakens         0        0              0   \n",
       "Avengers: Endgame                                  0        0              0   \n",
       "Avatar                                             0        0              0   \n",
       "Titanic                                            0        0              0   \n",
       "Jurassic World                                     0        0              0   \n",
       "...                                              ...      ...            ...   \n",
       "The Kid                                            1        0              0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood             0        0              0   \n",
       "The First Purge                                    0        0              0   \n",
       "The Thomas Crown Affair                            0        1              0   \n",
       "Vertical Limit                                     0        0              0   \n",
       "\n",
       "                                            'Drama'  'Family'  'Fantasy'  ...  \\\n",
       "Star Wars: Episode VII - The Force Awakens        0         0          0  ...   \n",
       "Avengers: Endgame                                 1         0          0  ...   \n",
       "Avatar                                            0         0          1  ...   \n",
       "Titanic                                           1         0          0  ...   \n",
       "Jurassic World                                    0         0          0  ...   \n",
       "...                                             ...       ...        ...  ...   \n",
       "The Kid                                           0         1          1  ...   \n",
       "Divine Secrets of the Ya-Ya Sisterhood            1         0          0  ...   \n",
       "The First Purge                                   0         0          0  ...   \n",
       "The Thomas Crown Affair                           0         0          0  ...   \n",
       "Vertical Limit                                    1         0          0  ...   \n",
       "\n",
       "                                            'Horror'  'Music'  'Musical'  \\\n",
       "Star Wars: Episode VII - The Force Awakens         0        0          0   \n",
       "Avengers: Endgame                                  0        0          0   \n",
       "Avatar                                             0        0          0   \n",
       "Titanic                                            0        0          0   \n",
       "Jurassic World                                     0        0          0   \n",
       "...                                              ...      ...        ...   \n",
       "The Kid                                            0        0          0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood             0        0          0   \n",
       "The First Purge                                    1        0          0   \n",
       "The Thomas Crown Affair                            0        0          0   \n",
       "Vertical Limit                                     0        0          0   \n",
       "\n",
       "                                            'Mystery'  'Romance'  'Sci-Fi'  \\\n",
       "Star Wars: Episode VII - The Force Awakens          0          0         1   \n",
       "Avengers: Endgame                                   0          0         1   \n",
       "Avatar                                              0          0         1   \n",
       "Titanic                                             0          1         0   \n",
       "Jurassic World                                      0          0         1   \n",
       "...                                               ...        ...       ...   \n",
       "The Kid                                             0          0         0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood              0          0         0   \n",
       "The First Purge                                     0          0         1   \n",
       "The Thomas Crown Affair                             0          1         0   \n",
       "Vertical Limit                                      0          0         0   \n",
       "\n",
       "                                            'Sport'  'Thriller'  'War'  \\\n",
       "Star Wars: Episode VII - The Force Awakens        0           0      0   \n",
       "Avengers: Endgame                                 0           0      0   \n",
       "Avatar                                            0           0      0   \n",
       "Titanic                                           0           0      0   \n",
       "Jurassic World                                    0           0      0   \n",
       "...                                             ...         ...    ...   \n",
       "The Kid                                           0           0      0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood            0           0      0   \n",
       "The First Purge                                   0           1      0   \n",
       "The Thomas Crown Affair                           0           1      0   \n",
       "Vertical Limit                                    0           1      0   \n",
       "\n",
       "                                            'Western'  \n",
       "Star Wars: Episode VII - The Force Awakens          0  \n",
       "Avengers: Endgame                                   0  \n",
       "Avatar                                              0  \n",
       "Titanic                                             0  \n",
       "Jurassic World                                      0  \n",
       "...                                               ...  \n",
       "The Kid                                             0  \n",
       "Divine Secrets of the Ya-Ya Sisterhood              0  \n",
       "The First Purge                                     0  \n",
       "The Thomas Crown Affair                             0  \n",
       "Vertical Limit                                      0  \n",
       "\n",
       "[847 rows x 21 columns]"
      ]
     },
     "execution_count": 1163,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres_dummies = movies['genres'].str.get_dummies(sep=', ') #,'[|', '|]')\n",
    "genres_dummies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1164,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Action</th>\n",
       "      <th>Adventure</th>\n",
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       "      <th>Biography</th>\n",
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       "    </tr>\n",
       "  </thead>\n",
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       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
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       "      <th>Avengers: Endgame</th>\n",
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       "      <th>Avatar</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
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       "      <td>0</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>The Kid</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Divine Secrets of the Ya-Ya Sisterhood</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The First Purge</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>The Thomas Crown Affair</th>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Vertical Limit</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>847 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            Action  Adventure  Animation  \\\n",
       "Star Wars: Episode VII - The Force Awakens       1          1          0   \n",
       "Avengers: Endgame                                1          1          0   \n",
       "Avatar                                           1          1          0   \n",
       "Titanic                                          0          0          0   \n",
       "Jurassic World                                   1          1          0   \n",
       "...                                            ...        ...        ...   \n",
       "The Kid                                          0          0          0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood           0          0          0   \n",
       "The First Purge                                  1          0          0   \n",
       "The Thomas Crown Affair                          0          0          0   \n",
       "Vertical Limit                                   1          1          0   \n",
       "\n",
       "                                            Biography  Comedy  Crime  \\\n",
       "Star Wars: Episode VII - The Force Awakens          0       0      0   \n",
       "Avengers: Endgame                                   0       0      0   \n",
       "Avatar                                              0       0      0   \n",
       "Titanic                                             0       0      0   \n",
       "Jurassic World                                      0       0      0   \n",
       "...                                               ...     ...    ...   \n",
       "The Kid                                             0       1      0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood              0       0      0   \n",
       "The First Purge                                     0       0      0   \n",
       "The Thomas Crown Affair                             0       0      1   \n",
       "Vertical Limit                                      0       0      0   \n",
       "\n",
       "                                            Documentary  Drama  Family  \\\n",
       "Star Wars: Episode VII - The Force Awakens            0      0       0   \n",
       "Avengers: Endgame                                     0      1       0   \n",
       "Avatar                                                0      0       0   \n",
       "Titanic                                               0      1       0   \n",
       "Jurassic World                                        0      0       0   \n",
       "...                                                 ...    ...     ...   \n",
       "The Kid                                               0      0       1   \n",
       "Divine Secrets of the Ya-Ya Sisterhood                0      1       0   \n",
       "The First Purge                                       0      0       0   \n",
       "The Thomas Crown Affair                               0      0       0   \n",
       "Vertical Limit                                        0      1       0   \n",
       "\n",
       "                                            Fantasy  ...  Horror  Music  \\\n",
       "Star Wars: Episode VII - The Force Awakens        0  ...       0      0   \n",
       "Avengers: Endgame                                 0  ...       0      0   \n",
       "Avatar                                            1  ...       0      0   \n",
       "Titanic                                           0  ...       0      0   \n",
       "Jurassic World                                    0  ...       0      0   \n",
       "...                                             ...  ...     ...    ...   \n",
       "The Kid                                           1  ...       0      0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood            0  ...       0      0   \n",
       "The First Purge                                   0  ...       1      0   \n",
       "The Thomas Crown Affair                           0  ...       0      0   \n",
       "Vertical Limit                                    0  ...       0      0   \n",
       "\n",
       "                                            Musical  Mystery  Romance  Sci-Fi  \\\n",
       "Star Wars: Episode VII - The Force Awakens        0        0        0       1   \n",
       "Avengers: Endgame                                 0        0        0       1   \n",
       "Avatar                                            0        0        0       1   \n",
       "Titanic                                           0        0        1       0   \n",
       "Jurassic World                                    0        0        0       1   \n",
       "...                                             ...      ...      ...     ...   \n",
       "The Kid                                           0        0        0       0   \n",
       "Divine Secrets of the Ya-Ya Sisterhood            0        0        0       0   \n",
       "The First Purge                                   0        0        0       1   \n",
       "The Thomas Crown Affair                           0        0        1       0   \n",
       "Vertical Limit                                    0        0        0       0   \n",
       "\n",
       "                                            Sport  Thriller  War  Western  \n",
       "Star Wars: Episode VII - The Force Awakens      0         0    0        0  \n",
       "Avengers: Endgame                               0         0    0        0  \n",
       "Avatar                                          0         0    0        0  \n",
       "Titanic                                         0         0    0        0  \n",
       "Jurassic World                                  0         0    0        0  \n",
       "...                                           ...       ...  ...      ...  \n",
       "The Kid                                         0         0    0        0  \n",
       "Divine Secrets of the Ya-Ya Sisterhood          0         0    0        0  \n",
       "The First Purge                                 0         1    0        0  \n",
       "The Thomas Crown Affair                         0         1    0        0  \n",
       "Vertical Limit                                  0         1    0        0  \n",
       "\n",
       "[847 rows x 21 columns]"
      ]
     },
     "execution_count": 1164,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres_dummies.columns #[-11:]\n",
    "\n",
    "genres_type = []\n",
    "\n",
    "for i in list(genres_dummies.columns):  #[-11:-1]):\n",
    "    genres_type.append(eval(i))\n",
    "\n",
    "# genres_type.append(genres_dummies.columns[-1])\n",
    "genres_type #list\n",
    "\n",
    "genres_dummies.columns = genres_type\n",
    "genres_dummies\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1165,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Action', 'Adventure', 'Animation', 'Biography', 'Comedy', 'Crime',\n",
       "       'Documentary', 'Drama', 'Family', 'Fantasy', 'History', 'Horror',\n",
       "       'Music', 'Musical', 'Mystery', 'Romance', 'Sci-Fi', 'Sport', 'Thriller',\n",
       "       'War', 'Western'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 1165,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "genres_dummies.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1166,
   "metadata": {},
   "outputs": [],
   "source": [
    "genres_dummies.to_csv('data/genres_dummies.csv') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1167,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Action', 'Adventure', 'Sci-Fi'                            49\n",
       "'Comedy'                                                   40\n",
       "'Comedy', 'Romance'                                        32\n",
       "'Adventure', 'Animation', 'Comedy', 'Family', 'Fantasy'    24\n",
       "'Comedy', 'Drama', 'Romance'                               24\n",
       "                                                           ..\n",
       "'Drama', 'Romance', 'War'                                   1\n",
       "'Comedy', 'Crime', 'Drama', 'Mystery', 'Thriller'           1\n",
       "'Biography', 'Comedy', 'Drama'                              1\n",
       "'Comedy', 'Fantasy', 'Horror'                               1\n",
       "'Adventure', 'Comedy'                                       1\n",
       "Name: genres, Length: 290, dtype: int64"
      ]
     },
     "execution_count": 1167,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.genres.value_counts()  # 'Action', 'Adventure', 'Sci-Fi' is the most popular combination on my df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1203,
   "metadata": {},
   "outputs": [],
   "source": [
    "# groupby\n",
    "# genres_dummies.groupby(['Action', 'Adventure']).groups  # 0,1   0,0. 1,0. 1,1  # all 4 = out join"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1169,
   "metadata": {},
   "outputs": [],
   "source": [
    "grouped_G_Action_Adventure = genres_dummies.groupby(['Action', 'Adventure'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1170,
   "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",
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       "    }\n",
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       "    .dataframe thead th {\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Animation</th>\n",
       "      <th>Biography</th>\n",
       "      <th>Comedy</th>\n",
       "      <th>Crime</th>\n",
       "      <th>Documentary</th>\n",
       "      <th>Drama</th>\n",
       "      <th>Family</th>\n",
       "      <th>Fantasy</th>\n",
       "      <th>History</th>\n",
       "      <th>Horror</th>\n",
       "      <th>Music</th>\n",
       "      <th>Musical</th>\n",
       "      <th>Mystery</th>\n",
       "      <th>Romance</th>\n",
       "      <th>Sci-Fi</th>\n",
       "      <th>Sport</th>\n",
       "      <th>Thriller</th>\n",
       "      <th>War</th>\n",
       "      <th>Western</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Action</th>\n",
       "      <th>Adventure</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">0</th>\n",
       "      <th>0</th>\n",
       "      <td>12</td>\n",
       "      <td>33</td>\n",
       "      <td>181</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>182</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>19</td>\n",
       "      <td>42</td>\n",
       "      <td>17</td>\n",
       "      <td>12</td>\n",
       "      <td>51</td>\n",
       "      <td>102</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>80</td>\n",
       "      <td>12</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>72</td>\n",
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       "      <td>90</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>23</td>\n",
       "      <td>105</td>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>21</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">1</th>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>36</td>\n",
       "      <td>56</td>\n",
       "      <td>2</td>\n",
       "      <td>40</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>39</td>\n",
       "      <td>3</td>\n",
       "      <td>82</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>0</td>\n",
       "      <td>44</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>34</td>\n",
       "      <td>68</td>\n",
       "      <td>5</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>8</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>70</td>\n",
       "      <td>6</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Animation  Biography  Comedy  Crime  Documentary  Drama  \\\n",
       "Action Adventure                                                            \n",
       "0      0                 12         33     181     53            1    182   \n",
       "       1                 72          1      90      4            0     23   \n",
       "1      0                  3          4      36     56            2     40   \n",
       "       1                 18          0      44     11            0     24   \n",
       "\n",
       "                  Family  Fantasy  History  Horror  Music  Musical  Mystery  \\\n",
       "Action Adventure                                                              \n",
       "0      0              35       36       19      42     17       12       51   \n",
       "       1             105       86        1       3      4       12        7   \n",
       "1      0               7       10        4       9      1        0       12   \n",
       "       1              34       68        5       4      0        1       10   \n",
       "\n",
       "                  Romance  Sci-Fi  Sport  Thriller  War  Western  \n",
       "Action Adventure                                                  \n",
       "0      0              102      18     18        80   12        2  \n",
       "       1               12      21      3         6    2        2  \n",
       "1      0                4      39      3        82   11        2  \n",
       "       1                8     121      0        70    6        4  "
      ]
     },
     "execution_count": 1170,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "grouped_G_Action_Adventure.sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 979,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "\n",
    "### 2. Rating\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['PG-13', 'G', 'PG', 'R'], dtype=object)"
      ]
     },
     "execution_count": 1171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['rating'].unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PG-13    416\n",
       "R        227\n",
       "PG       190\n",
       "G         14\n",
       "Name: rating, dtype: int64"
      ]
     },
     "execution_count": 1172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.rating.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1173,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
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       "      <th>Avatar</th>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
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       "                                            PG  PG-13  R\n",
       "Star Wars: Episode VII - The Force Awakens   0      1  0\n",
       "Avengers: Endgame                            0      1  0\n",
       "Avatar                                       0      1  0\n",
       "Titanic                                      0      1  0\n",
       "Jurassic World                               0      1  0"
      ]
     },
     "execution_count": 1173,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rating_dummies = pd.get_dummies(movies['rating'], drop_first=True)\n",
    "rating_dummies.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1124,
   "metadata": {},
   "outputs": [],
   "source": [
    "rating_dummies.to_csv('data/rating_dummies.csv') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Distributors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1174,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "32"
      ]
     },
     "execution_count": 1174,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['distributor'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1175,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Warner Bros.                           138\n",
       "Universal Pictures                     123\n",
       "Twentieth Century Fox                  113\n",
       "Sony Pictures Entertainment (SPE)      112\n",
       "Walt Disney Studios Motion Pictures     98\n",
       "Paramount Pictures                      93\n",
       "DreamWorks                              21\n",
       "New Line Cinema                         20\n",
       "Lionsgate                               20\n",
       "DreamWorks Distribution                 18\n",
       "Miramax                                 14\n",
       "Revolution Studios                       9\n",
       "TriStar Pictures                         9\n",
       "Dimension Films                          8\n",
       "Metro-Goldwyn-Mayer (MGM)                8\n",
       "Summit Entertainment                     6\n",
       "The Weinstein Company                    5\n",
       "Screen Gems                              5\n",
       "STX Entertainment                        4\n",
       "Relativity Media                         4\n",
       "Columbia Pictures                        3\n",
       "Fox Searchlight Pictures                 3\n",
       "Focus Features                           3\n",
       "FilmDistrict                             2\n",
       "Artisan Entertainment                    1\n",
       "Roadside Attractions                     1\n",
       "United Artists                           1\n",
       "Overture Films                           1\n",
       "Newmarket Films                          1\n",
       "IFC Films                                1\n",
       "MGM/Weinstein                            1\n",
       "United Artists Releasing                 1\n",
       "Name: distributor, dtype: int64"
      ]
     },
     "execution_count": 1175,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist_counts =  movies['distributor'].value_counts()\n",
    "dist_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1176,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Shrek 2</th>\n",
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       "      <td>22</td>\n",
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       "      <td>DreamWorks Distribution</td>\n",
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       "      <td>150000000</td>\n",
       "      <td>2004-05-19</td>\n",
       "      <td>PG</td>\n",
       "      <td>93</td>\n",
       "      <td>'Adventure', 'Animation', 'Comedy', 'Family', ...</td>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>[Mike Myers, Eddie Murphy, Cameron Diaz, Julie...</td>\n",
       "      <td>spring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shrek</th>\n",
       "      <td>/title/tt0126029/?ref_=bo_cso_table_112</td>\n",
       "      <td>112</td>\n",
       "      <td>Shrek</td>\n",
       "      <td>267665011</td>\n",
       "      <td>2001</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>267665011</td>\n",
       "      <td>60000000</td>\n",
       "      <td>2001-05-16</td>\n",
       "      <td>PG</td>\n",
       "      <td>90</td>\n",
       "      <td>'Adventure', 'Animation', 'Comedy', 'Family', ...</td>\n",
       "      <td>Andrew Adamson</td>\n",
       "      <td>[Mike Myers, Eddie Murphy, Cameron Diaz, John ...</td>\n",
       "      <td>spring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Saving Private Ryan</th>\n",
       "      <td>/title/tt0120815/?ref_=bo_cso_table_180</td>\n",
       "      <td>180</td>\n",
       "      <td>Saving Private Ryan</td>\n",
       "      <td>217049603</td>\n",
       "      <td>1998</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>217049603</td>\n",
       "      <td>70000000</td>\n",
       "      <td>1998-07-24</td>\n",
       "      <td>R</td>\n",
       "      <td>169</td>\n",
       "      <td>'Drama', 'War'</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>[Tom Hanks, Matt Damon, Tom Sizemore, Edward B...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gladiator</th>\n",
       "      <td>/title/tt0172495/?ref_=bo_cso_table_39</td>\n",
       "      <td>239</td>\n",
       "      <td>Gladiator</td>\n",
       "      <td>187705427</td>\n",
       "      <td>2000</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>187705427</td>\n",
       "      <td>103000000</td>\n",
       "      <td>2000-05-04</td>\n",
       "      <td>R</td>\n",
       "      <td>155</td>\n",
       "      <td>'Action', 'Adventure', 'Drama'</td>\n",
       "      <td>Ridley Scott</td>\n",
       "      <td>[Russell Crowe, Joaquin Phoenix, Connie Nielse...</td>\n",
       "      <td>spring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Catch Me If You Can</th>\n",
       "      <td>/title/tt0264464/?ref_=bo_cso_table_119</td>\n",
       "      <td>319</td>\n",
       "      <td>Catch Me If You Can</td>\n",
       "      <td>164615351</td>\n",
       "      <td>2002</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>164615351</td>\n",
       "      <td>52000000</td>\n",
       "      <td>2002-12-25</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>141</td>\n",
       "      <td>'Biography', 'Crime', 'Drama'</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>[Leonardo DiCaprio, Tom Hanks, Christopher Wal...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Shark Tale</th>\n",
       "      <td>/title/tt0307453/?ref_=bo_cso_table_134</td>\n",
       "      <td>334</td>\n",
       "      <td>Shark Tale</td>\n",
       "      <td>160861908</td>\n",
       "      <td>2004</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>160861908</td>\n",
       "      <td>75000000</td>\n",
       "      <td>2004-09-23</td>\n",
       "      <td>PG</td>\n",
       "      <td>90</td>\n",
       "      <td>'Adventure', 'Animation', 'Comedy', 'Family', ...</td>\n",
       "      <td>Bibo Bergeron</td>\n",
       "      <td>[Will Smith, Robert De Niro, Renée Zellweger, ...</td>\n",
       "      <td>fall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>What Lies Beneath</th>\n",
       "      <td>/title/tt0161081/?ref_=bo_cso_table_150</td>\n",
       "      <td>350</td>\n",
       "      <td>What Lies Beneath</td>\n",
       "      <td>155464351</td>\n",
       "      <td>2000</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>155464351</td>\n",
       "      <td>100000000</td>\n",
       "      <td>2000-07-21</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>130</td>\n",
       "      <td>'Drama', 'Horror', 'Mystery', 'Thriller'</td>\n",
       "      <td>Robert Zemeckis</td>\n",
       "      <td>[Harrison Ford, Michelle Pfeiffer, Katharine T...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>American Beauty</th>\n",
       "      <td>/title/tt0169547/?ref_=bo_cso_table_85</td>\n",
       "      <td>485</td>\n",
       "      <td>American Beauty</td>\n",
       "      <td>130096601</td>\n",
       "      <td>1999</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>130096601</td>\n",
       "      <td>15000000</td>\n",
       "      <td>1999-09-15</td>\n",
       "      <td>R</td>\n",
       "      <td>122</td>\n",
       "      <td>'Drama'</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>[Kevin Spacey, Annette Bening, Thora Birch, We...</td>\n",
       "      <td>fall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Ring</th>\n",
       "      <td>/title/tt0298130/?ref_=bo_cso_table_87</td>\n",
       "      <td>487</td>\n",
       "      <td>The Ring</td>\n",
       "      <td>129128133</td>\n",
       "      <td>2002</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>129128133</td>\n",
       "      <td>48000000</td>\n",
       "      <td>2002-10-18</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>115</td>\n",
       "      <td>'Horror', 'Mystery'</td>\n",
       "      <td>Gore Verbinski</td>\n",
       "      <td>[Naomi Watts, Martin Henderson, Brian Cox, Dav...</td>\n",
       "      <td>fall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Road to Perdition</th>\n",
       "      <td>/title/tt0257044/?ref_=bo_cso_table_87</td>\n",
       "      <td>687</td>\n",
       "      <td>Road to Perdition</td>\n",
       "      <td>104454762</td>\n",
       "      <td>2002</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>104454762</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2002-07-12</td>\n",
       "      <td>R</td>\n",
       "      <td>117</td>\n",
       "      <td>'Crime', 'Drama', 'Thriller'</td>\n",
       "      <td>Sam Mendes</td>\n",
       "      <td>[Tom Hanks, Tyler Hoechlin, Rob Maxey, Liam Ai...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Prince of Egypt</th>\n",
       "      <td>/title/tt0120794/?ref_=bo_cso_table_127</td>\n",
       "      <td>727</td>\n",
       "      <td>The Prince of Egypt</td>\n",
       "      <td>101413188</td>\n",
       "      <td>1998</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>101413188</td>\n",
       "      <td>70000000</td>\n",
       "      <td>1998-12-18</td>\n",
       "      <td>PG</td>\n",
       "      <td>99</td>\n",
       "      <td>'Adventure', 'Animation', 'Drama', 'Family', '...</td>\n",
       "      <td>Brenda Chapman</td>\n",
       "      <td>[Val Kilmer, Ralph Fiennes, Michelle Pfeiffer,...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Haunting</th>\n",
       "      <td>/title/tt0171363/?ref_=bo_cso_table_30</td>\n",
       "      <td>830</td>\n",
       "      <td>The Haunting</td>\n",
       "      <td>91411151</td>\n",
       "      <td>1999</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>91411151</td>\n",
       "      <td>80000000</td>\n",
       "      <td>1999-07-23</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>113</td>\n",
       "      <td>'Fantasy', 'Horror', 'Mystery', 'Thriller'</td>\n",
       "      <td>Jan de Bont</td>\n",
       "      <td>[Liam Neeson, Catherine Zeta-Jones, Owen Wilso...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Antz</th>\n",
       "      <td>/title/tt0120587/?ref_=bo_cso_table_40</td>\n",
       "      <td>840</td>\n",
       "      <td>Antz</td>\n",
       "      <td>90757863</td>\n",
       "      <td>1998</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>90757863</td>\n",
       "      <td>105000000</td>\n",
       "      <td>1998-10-02</td>\n",
       "      <td>PG</td>\n",
       "      <td>83</td>\n",
       "      <td>'Adventure', 'Animation', 'Comedy', 'Family'</td>\n",
       "      <td>Eric Darnell</td>\n",
       "      <td>[Woody Allen, Sharon Stone, Gene Hackman, Sylv...</td>\n",
       "      <td>fall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Anchorman: The Legend of Ron Burgundy</th>\n",
       "      <td>/title/tt0357413/?ref_=bo_cso_table_103</td>\n",
       "      <td>903</td>\n",
       "      <td>Anchorman: The Legend of Ron Burgundy</td>\n",
       "      <td>85288303</td>\n",
       "      <td>2004</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>85288303</td>\n",
       "      <td>26000000</td>\n",
       "      <td>2004-07-09</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>94</td>\n",
       "      <td>'Comedy'</td>\n",
       "      <td>Adam McKay</td>\n",
       "      <td>[Will Ferrell, Christina Applegate, Steve Care...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>The Terminal</th>\n",
       "      <td>/title/tt0362227/?ref_=bo_cso_table_27</td>\n",
       "      <td>1,027</td>\n",
       "      <td>The Terminal</td>\n",
       "      <td>77872883</td>\n",
       "      <td>2004</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>77872883</td>\n",
       "      <td>60000000</td>\n",
       "      <td>2004-06-18</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>128</td>\n",
       "      <td>'Comedy', 'Drama', 'Romance'</td>\n",
       "      <td>Steven Spielberg</td>\n",
       "      <td>[Tom Hanks, Catherine Zeta-Jones, Chi McBride,...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Old School</th>\n",
       "      <td>/title/tt0302886/?ref_=bo_cso_table_74</td>\n",
       "      <td>1,074</td>\n",
       "      <td>Old School</td>\n",
       "      <td>75585093</td>\n",
       "      <td>2003</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>75585093</td>\n",
       "      <td>24000000</td>\n",
       "      <td>2003-02-21</td>\n",
       "      <td>R</td>\n",
       "      <td>88</td>\n",
       "      <td>'Comedy'</td>\n",
       "      <td>Todd Phillips</td>\n",
       "      <td>[Luke Wilson, Vince Vaughn, Will Ferrell, Jere...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Spirit: Stallion of the Cimarron</th>\n",
       "      <td>/title/tt0166813/?ref_=bo_cso_table_109</td>\n",
       "      <td>1,109</td>\n",
       "      <td>Spirit: Stallion of the Cimarron</td>\n",
       "      <td>73280117</td>\n",
       "      <td>2002</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>73280117</td>\n",
       "      <td>80000000</td>\n",
       "      <td>2002-05-24</td>\n",
       "      <td>G</td>\n",
       "      <td>83</td>\n",
       "      <td>'Adventure', 'Animation', 'Drama', 'Family', '...</td>\n",
       "      <td>Kelly Asbury</td>\n",
       "      <td>[Matt Damon, James Cromwell, Daniel Studi, Cho...</td>\n",
       "      <td>spring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Galaxy Quest</th>\n",
       "      <td>/title/tt0177789/?ref_=bo_cso_table_143</td>\n",
       "      <td>1,143</td>\n",
       "      <td>Galaxy Quest</td>\n",
       "      <td>71583916</td>\n",
       "      <td>1999</td>\n",
       "      <td>DreamWorks Distribution</td>\n",
       "      <td>71583916</td>\n",
       "      <td>45000000</td>\n",
       "      <td>1999-12-25</td>\n",
       "      <td>PG</td>\n",
       "      <td>102</td>\n",
       "      <td>'Adventure', 'Comedy', 'Sci-Fi'</td>\n",
       "      <td>Dean Parisot</td>\n",
       "      <td>[Tim Allen, Sigourney Weaver, Alan Rickman, To...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                     link_stub  \\\n",
       "Shrek 2                                 /title/tt0298148/?ref_=bo_cso_table_22   \n",
       "Shrek                                  /title/tt0126029/?ref_=bo_cso_table_112   \n",
       "Saving Private Ryan                    /title/tt0120815/?ref_=bo_cso_table_180   \n",
       "Gladiator                               /title/tt0172495/?ref_=bo_cso_table_39   \n",
       "Catch Me If You Can                    /title/tt0264464/?ref_=bo_cso_table_119   \n",
       "Shark Tale                             /title/tt0307453/?ref_=bo_cso_table_134   \n",
       "What Lies Beneath                      /title/tt0161081/?ref_=bo_cso_table_150   \n",
       "American Beauty                         /title/tt0169547/?ref_=bo_cso_table_85   \n",
       "The Ring                                /title/tt0298130/?ref_=bo_cso_table_87   \n",
       "Road to Perdition                       /title/tt0257044/?ref_=bo_cso_table_87   \n",
       "The Prince of Egypt                    /title/tt0120794/?ref_=bo_cso_table_127   \n",
       "The Haunting                            /title/tt0171363/?ref_=bo_cso_table_30   \n",
       "Antz                                    /title/tt0120587/?ref_=bo_cso_table_40   \n",
       "Anchorman: The Legend of Ron Burgundy  /title/tt0357413/?ref_=bo_cso_table_103   \n",
       "The Terminal                            /title/tt0362227/?ref_=bo_cso_table_27   \n",
       "Old School                              /title/tt0302886/?ref_=bo_cso_table_74   \n",
       "Spirit: Stallion of the Cimarron       /title/tt0166813/?ref_=bo_cso_table_109   \n",
       "Galaxy Quest                           /title/tt0177789/?ref_=bo_cso_table_143   \n",
       "\n",
       "                                        rank  \\\n",
       "Shrek 2                                   22   \n",
       "Shrek                                    112   \n",
       "Saving Private Ryan                      180   \n",
       "Gladiator                                239   \n",
       "Catch Me If You Can                      319   \n",
       "Shark Tale                               334   \n",
       "What Lies Beneath                        350   \n",
       "American Beauty                          485   \n",
       "The Ring                                 487   \n",
       "Road to Perdition                        687   \n",
       "The Prince of Egypt                      727   \n",
       "The Haunting                             830   \n",
       "Antz                                     840   \n",
       "Anchorman: The Legend of Ron Burgundy    903   \n",
       "The Terminal                           1,027   \n",
       "Old School                             1,074   \n",
       "Spirit: Stallion of the Cimarron       1,109   \n",
       "Galaxy Quest                           1,143   \n",
       "\n",
       "                                                                       title  \\\n",
       "Shrek 2                                                              Shrek 2   \n",
       "Shrek                                                                  Shrek   \n",
       "Saving Private Ryan                                      Saving Private Ryan   \n",
       "Gladiator                                                          Gladiator   \n",
       "Catch Me If You Can                                      Catch Me If You Can   \n",
       "Shark Tale                                                        Shark Tale   \n",
       "What Lies Beneath                                          What Lies Beneath   \n",
       "American Beauty                                              American Beauty   \n",
       "The Ring                                                            The Ring   \n",
       "Road to Perdition                                          Road to Perdition   \n",
       "The Prince of Egypt                                      The Prince of Egypt   \n",
       "The Haunting                                                    The Haunting   \n",
       "Antz                                                                    Antz   \n",
       "Anchorman: The Legend of Ron Burgundy  Anchorman: The Legend of Ron Burgundy   \n",
       "The Terminal                                                    The Terminal   \n",
       "Old School                                                        Old School   \n",
       "Spirit: Stallion of the Cimarron            Spirit: Stallion of the Cimarron   \n",
       "Galaxy Quest                                                    Galaxy Quest   \n",
       "\n",
       "                                      lifetime_gross  year  \\\n",
       "Shrek 2                                    441226247  2004   \n",
       "Shrek                                      267665011  2001   \n",
       "Saving Private Ryan                        217049603  1998   \n",
       "Gladiator                                  187705427  2000   \n",
       "Catch Me If You Can                        164615351  2002   \n",
       "Shark Tale                                 160861908  2004   \n",
       "What Lies Beneath                          155464351  2000   \n",
       "American Beauty                            130096601  1999   \n",
       "The Ring                                   129128133  2002   \n",
       "Road to Perdition                          104454762  2002   \n",
       "The Prince of Egypt                        101413188  1998   \n",
       "The Haunting                                91411151  1999   \n",
       "Antz                                        90757863  1998   \n",
       "Anchorman: The Legend of Ron Burgundy       85288303  2004   \n",
       "The Terminal                                77872883  2004   \n",
       "Old School                                  75585093  2003   \n",
       "Spirit: Stallion of the Cimarron            73280117  2002   \n",
       "Galaxy Quest                                71583916  1999   \n",
       "\n",
       "                                                   distributor  \\\n",
       "Shrek 2                                DreamWorks Distribution   \n",
       "Shrek                                  DreamWorks Distribution   \n",
       "Saving Private Ryan                    DreamWorks Distribution   \n",
       "Gladiator                              DreamWorks Distribution   \n",
       "Catch Me If You Can                    DreamWorks Distribution   \n",
       "Shark Tale                             DreamWorks Distribution   \n",
       "What Lies Beneath                      DreamWorks Distribution   \n",
       "American Beauty                        DreamWorks Distribution   \n",
       "The Ring                               DreamWorks Distribution   \n",
       "Road to Perdition                      DreamWorks Distribution   \n",
       "The Prince of Egypt                    DreamWorks Distribution   \n",
       "The Haunting                           DreamWorks Distribution   \n",
       "Antz                                   DreamWorks Distribution   \n",
       "Anchorman: The Legend of Ron Burgundy  DreamWorks Distribution   \n",
       "The Terminal                           DreamWorks Distribution   \n",
       "Old School                             DreamWorks Distribution   \n",
       "Spirit: Stallion of the Cimarron       DreamWorks Distribution   \n",
       "Galaxy Quest                           DreamWorks Distribution   \n",
       "\n",
       "                                      domestic_total_gross     budget  \\\n",
       "Shrek 2                                          441226247  150000000   \n",
       "Shrek                                            267665011   60000000   \n",
       "Saving Private Ryan                              217049603   70000000   \n",
       "Gladiator                                        187705427  103000000   \n",
       "Catch Me If You Can                              164615351   52000000   \n",
       "Shark Tale                                       160861908   75000000   \n",
       "What Lies Beneath                                155464351  100000000   \n",
       "American Beauty                                  130096601   15000000   \n",
       "The Ring                                         129128133   48000000   \n",
       "Road to Perdition                                104454762   80000000   \n",
       "The Prince of Egypt                              101413188   70000000   \n",
       "The Haunting                                      91411151   80000000   \n",
       "Antz                                              90757863  105000000   \n",
       "Anchorman: The Legend of Ron Burgundy             85288303   26000000   \n",
       "The Terminal                                      77872883   60000000   \n",
       "Old School                                        75585093   24000000   \n",
       "Spirit: Stallion of the Cimarron                  73280117   80000000   \n",
       "Galaxy Quest                                      71583916   45000000   \n",
       "\n",
       "                                      release_date rating  runtime_minutes  \\\n",
       "Shrek 2                                 2004-05-19     PG               93   \n",
       "Shrek                                   2001-05-16     PG               90   \n",
       "Saving Private Ryan                     1998-07-24      R              169   \n",
       "Gladiator                               2000-05-04      R              155   \n",
       "Catch Me If You Can                     2002-12-25  PG-13              141   \n",
       "Shark Tale                              2004-09-23     PG               90   \n",
       "What Lies Beneath                       2000-07-21  PG-13              130   \n",
       "American Beauty                         1999-09-15      R              122   \n",
       "The Ring                                2002-10-18  PG-13              115   \n",
       "Road to Perdition                       2002-07-12      R              117   \n",
       "The Prince of Egypt                     1998-12-18     PG               99   \n",
       "The Haunting                            1999-07-23  PG-13              113   \n",
       "Antz                                    1998-10-02     PG               83   \n",
       "Anchorman: The Legend of Ron Burgundy   2004-07-09  PG-13               94   \n",
       "The Terminal                            2004-06-18  PG-13              128   \n",
       "Old School                              2003-02-21      R               88   \n",
       "Spirit: Stallion of the Cimarron        2002-05-24      G               83   \n",
       "Galaxy Quest                            1999-12-25     PG              102   \n",
       "\n",
       "                                                                                  genres  \\\n",
       "Shrek 2                                'Adventure', 'Animation', 'Comedy', 'Family', ...   \n",
       "Shrek                                  'Adventure', 'Animation', 'Comedy', 'Family', ...   \n",
       "Saving Private Ryan                                                       'Drama', 'War'   \n",
       "Gladiator                                                 'Action', 'Adventure', 'Drama'   \n",
       "Catch Me If You Can                                        'Biography', 'Crime', 'Drama'   \n",
       "Shark Tale                             'Adventure', 'Animation', 'Comedy', 'Family', ...   \n",
       "What Lies Beneath                               'Drama', 'Horror', 'Mystery', 'Thriller'   \n",
       "American Beauty                                                                  'Drama'   \n",
       "The Ring                                                             'Horror', 'Mystery'   \n",
       "Road to Perdition                                           'Crime', 'Drama', 'Thriller'   \n",
       "The Prince of Egypt                    'Adventure', 'Animation', 'Drama', 'Family', '...   \n",
       "The Haunting                                  'Fantasy', 'Horror', 'Mystery', 'Thriller'   \n",
       "Antz                                        'Adventure', 'Animation', 'Comedy', 'Family'   \n",
       "Anchorman: The Legend of Ron Burgundy                                           'Comedy'   \n",
       "The Terminal                                                'Comedy', 'Drama', 'Romance'   \n",
       "Old School                                                                      'Comedy'   \n",
       "Spirit: Stallion of the Cimarron       'Adventure', 'Animation', 'Drama', 'Family', '...   \n",
       "Galaxy Quest                                             'Adventure', 'Comedy', 'Sci-Fi'   \n",
       "\n",
       "                                               director  \\\n",
       "Shrek 2                                  Andrew Adamson   \n",
       "Shrek                                    Andrew Adamson   \n",
       "Saving Private Ryan                    Steven Spielberg   \n",
       "Gladiator                                  Ridley Scott   \n",
       "Catch Me If You Can                    Steven Spielberg   \n",
       "Shark Tale                                Bibo Bergeron   \n",
       "What Lies Beneath                       Robert Zemeckis   \n",
       "American Beauty                              Sam Mendes   \n",
       "The Ring                                 Gore Verbinski   \n",
       "Road to Perdition                            Sam Mendes   \n",
       "The Prince of Egypt                      Brenda Chapman   \n",
       "The Haunting                                Jan de Bont   \n",
       "Antz                                       Eric Darnell   \n",
       "Anchorman: The Legend of Ron Burgundy        Adam McKay   \n",
       "The Terminal                           Steven Spielberg   \n",
       "Old School                                Todd Phillips   \n",
       "Spirit: Stallion of the Cimarron           Kelly Asbury   \n",
       "Galaxy Quest                               Dean Parisot   \n",
       "\n",
       "                                                                                  actors  \\\n",
       "Shrek 2                                [Mike Myers, Eddie Murphy, Cameron Diaz, Julie...   \n",
       "Shrek                                  [Mike Myers, Eddie Murphy, Cameron Diaz, John ...   \n",
       "Saving Private Ryan                    [Tom Hanks, Matt Damon, Tom Sizemore, Edward B...   \n",
       "Gladiator                              [Russell Crowe, Joaquin Phoenix, Connie Nielse...   \n",
       "Catch Me If You Can                    [Leonardo DiCaprio, Tom Hanks, Christopher Wal...   \n",
       "Shark Tale                             [Will Smith, Robert De Niro, Renée Zellweger, ...   \n",
       "What Lies Beneath                      [Harrison Ford, Michelle Pfeiffer, Katharine T...   \n",
       "American Beauty                        [Kevin Spacey, Annette Bening, Thora Birch, We...   \n",
       "The Ring                               [Naomi Watts, Martin Henderson, Brian Cox, Dav...   \n",
       "Road to Perdition                      [Tom Hanks, Tyler Hoechlin, Rob Maxey, Liam Ai...   \n",
       "The Prince of Egypt                    [Val Kilmer, Ralph Fiennes, Michelle Pfeiffer,...   \n",
       "The Haunting                           [Liam Neeson, Catherine Zeta-Jones, Owen Wilso...   \n",
       "Antz                                   [Woody Allen, Sharon Stone, Gene Hackman, Sylv...   \n",
       "Anchorman: The Legend of Ron Burgundy  [Will Ferrell, Christina Applegate, Steve Care...   \n",
       "The Terminal                           [Tom Hanks, Catherine Zeta-Jones, Chi McBride,...   \n",
       "Old School                             [Luke Wilson, Vince Vaughn, Will Ferrell, Jere...   \n",
       "Spirit: Stallion of the Cimarron       [Matt Damon, James Cromwell, Daniel Studi, Cho...   \n",
       "Galaxy Quest                           [Tim Allen, Sigourney Weaver, Alan Rickman, To...   \n",
       "\n",
       "                                      date_to_season  \n",
       "Shrek 2                                       spring  \n",
       "Shrek                                         spring  \n",
       "Saving Private Ryan                           summer  \n",
       "Gladiator                                     spring  \n",
       "Catch Me If You Can                           winter  \n",
       "Shark Tale                                      fall  \n",
       "What Lies Beneath                             summer  \n",
       "American Beauty                                 fall  \n",
       "The Ring                                        fall  \n",
       "Road to Perdition                             summer  \n",
       "The Prince of Egypt                           winter  \n",
       "The Haunting                                  summer  \n",
       "Antz                                            fall  \n",
       "Anchorman: The Legend of Ron Burgundy         summer  \n",
       "The Terminal                                  summer  \n",
       "Old School                                    winter  \n",
       "Spirit: Stallion of the Cimarron              spring  \n",
       "Galaxy Quest                                  winter  "
      ]
     },
     "execution_count": 1176,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies[movies['distributor'] == 'DreamWorks Distribution']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1177,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Revolution Studios           9\n",
       "TriStar Pictures             9\n",
       "Dimension Films              8\n",
       "Metro-Goldwyn-Mayer (MGM)    8\n",
       "Summit Entertainment         6\n",
       "The Weinstein Company        5\n",
       "Screen Gems                  5\n",
       "STX Entertainment            4\n",
       "Relativity Media             4\n",
       "Columbia Pictures            3\n",
       "Fox Searchlight Pictures     3\n",
       "Focus Features               3\n",
       "FilmDistrict                 2\n",
       "Artisan Entertainment        1\n",
       "Roadside Attractions         1\n",
       "United Artists               1\n",
       "Overture Films               1\n",
       "Newmarket Films              1\n",
       "IFC Films                    1\n",
       "MGM/Weinstein                1\n",
       "United Artists Releasing     1\n",
       "Name: distributor, dtype: int64"
      ]
     },
     "execution_count": 1177,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dist_counts[dist_counts<=9]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1178,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Revolution Studios',\n",
       " 'TriStar Pictures',\n",
       " 'Dimension Films',\n",
       " 'Metro-Goldwyn-Mayer (MGM)',\n",
       " 'Summit Entertainment',\n",
       " 'The Weinstein Company',\n",
       " 'Screen Gems',\n",
       " 'STX Entertainment',\n",
       " 'Relativity Media',\n",
       " 'Columbia Pictures',\n",
       " 'Fox Searchlight Pictures',\n",
       " 'Focus Features',\n",
       " 'FilmDistrict',\n",
       " 'Artisan Entertainment',\n",
       " 'Roadside Attractions',\n",
       " 'United Artists',\n",
       " 'Overture Films',\n",
       " 'Newmarket Films',\n",
       " 'IFC Films',\n",
       " 'MGM/Weinstein',\n",
       " 'United Artists Releasing']"
      ]
     },
     "execution_count": 1178,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other_dist = list(dist_counts[dist_counts<=9].index)\n",
    "other_dist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1185,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies_copy['distributor'] = movies['distributor'].replace(other_dist, 'Other')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Warner Bros.                           137\n",
       "Universal Pictures                     122\n",
       "Sony Pictures Entertainment (SPE)      112\n",
       "Twentieth Century Fox                  111\n",
       "Walt Disney Studios Motion Pictures     98\n",
       "Paramount Pictures                      90\n",
       "Other                                   77\n",
       "DreamWorks                              21\n",
       "New Line Cinema                         20\n",
       "Lionsgate                               20\n",
       "DreamWorks Distribution                 18\n",
       "Miramax                                 14\n",
       "Name: distributor, dtype: int64"
      ]
     },
     "execution_count": 1186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df changed (its a new df: movies_copy) \n",
    "\n",
    "movies_copy['distributor'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1187,
   "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>DreamWorks Distribution</th>\n",
       "      <th>Lionsgate</th>\n",
       "      <th>Miramax</th>\n",
       "      <th>New Line Cinema</th>\n",
       "      <th>Other</th>\n",
       "      <th>Paramount Pictures</th>\n",
       "      <th>Sony Pictures Entertainment (SPE)</th>\n",
       "      <th>Twentieth Century Fox</th>\n",
       "      <th>Universal Pictures</th>\n",
       "      <th>Walt Disney Studios Motion Pictures</th>\n",
       "      <th>Warner Bros.</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>0</td>\n",
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       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            DreamWorks Distribution  \\\n",
       "Star Wars: Episode VII - The Force Awakens                        0   \n",
       "Avengers: Endgame                                                 0   \n",
       "Avatar                                                            0   \n",
       "Titanic                                                           0   \n",
       "Jurassic World                                                    0   \n",
       "\n",
       "                                            Lionsgate  Miramax  \\\n",
       "Star Wars: Episode VII - The Force Awakens          0        0   \n",
       "Avengers: Endgame                                   0        0   \n",
       "Avatar                                              0        0   \n",
       "Titanic                                             0        0   \n",
       "Jurassic World                                      0        0   \n",
       "\n",
       "                                            New Line Cinema  Other  \\\n",
       "Star Wars: Episode VII - The Force Awakens                0      0   \n",
       "Avengers: Endgame                                         0      0   \n",
       "Avatar                                                    0      0   \n",
       "Titanic                                                   0      0   \n",
       "Jurassic World                                            0      0   \n",
       "\n",
       "                                            Paramount Pictures  \\\n",
       "Star Wars: Episode VII - The Force Awakens                   0   \n",
       "Avengers: Endgame                                            0   \n",
       "Avatar                                                       0   \n",
       "Titanic                                                      1   \n",
       "Jurassic World                                               0   \n",
       "\n",
       "                                            Sony Pictures Entertainment (SPE)  \\\n",
       "Star Wars: Episode VII - The Force Awakens                                  0   \n",
       "Avengers: Endgame                                                           0   \n",
       "Avatar                                                                      0   \n",
       "Titanic                                                                     0   \n",
       "Jurassic World                                                              0   \n",
       "\n",
       "                                            Twentieth Century Fox  \\\n",
       "Star Wars: Episode VII - The Force Awakens                      0   \n",
       "Avengers: Endgame                                               0   \n",
       "Avatar                                                          1   \n",
       "Titanic                                                         0   \n",
       "Jurassic World                                                  0   \n",
       "\n",
       "                                            Universal Pictures  \\\n",
       "Star Wars: Episode VII - The Force Awakens                   0   \n",
       "Avengers: Endgame                                            0   \n",
       "Avatar                                                       0   \n",
       "Titanic                                                      0   \n",
       "Jurassic World                                               1   \n",
       "\n",
       "                                            Walt Disney Studios Motion Pictures  \\\n",
       "Star Wars: Episode VII - The Force Awakens                                    1   \n",
       "Avengers: Endgame                                                             1   \n",
       "Avatar                                                                        0   \n",
       "Titanic                                                                       0   \n",
       "Jurassic World                                                                0   \n",
       "\n",
       "                                            Warner Bros.  \n",
       "Star Wars: Episode VII - The Force Awakens             0  \n",
       "Avengers: Endgame                                      0  \n",
       "Avatar                                                 0  \n",
       "Titanic                                                0  \n",
       "Jurassic World                                         0  "
      ]
     },
     "execution_count": 1187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distributor_dummies = pd.get_dummies(movies_copy['distributor'], drop_first=True)\n",
    "distributor_dummies.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1188,
   "metadata": {},
   "outputs": [],
   "source": [
    "distributor_dummies.to_csv('data/distributor_dummies.csv') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Director\n",
    "filter with a Top Director list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 595,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "418"
      ]
     },
     "execution_count": 595,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies['director'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#director_dummies = pd.get_dummies(movies['director'], drop_first=True)\n",
    "#director_dummies.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Actors\n",
    "filter with a Top Actor list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1183,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-1183-e3a4b9851c59>:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  movies['actors'] = movies.actors.astype(str)\n",
      "<ipython-input-1183-e3a4b9851c59>:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  movies['actors'] = movies['actors'].str.replace('[','').str.replace(']','')\n"
     ]
    },
    {
     "data": {
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       "      <th>link_stub</th>\n",
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       "      <th>title</th>\n",
       "      <th>lifetime_gross</th>\n",
       "      <th>year</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>936662225</td>\n",
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       "      <td>138</td>\n",
       "      <td>'Action', 'Adventure', 'Sci-Fi'</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>'Daisy Ridley', 'John Boyega', 'Oscar Isaac', ...</td>\n",
       "      <td>winter</td>\n",
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       "      <th>Avengers: Endgame</th>\n",
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       "      <td>2</td>\n",
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       "      <td>Walt Disney Studios Motion Pictures</td>\n",
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       "      <td>Anthony Russo</td>\n",
       "      <td>'Robert Downey Jr.', 'Chris Evans', 'Mark Ruff...</td>\n",
       "      <td>spring</td>\n",
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       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
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       "      <td>2009</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
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       "      <td>James Cameron</td>\n",
       "      <td>'Sam Worthington', 'Zoe Saldana', 'Sigourney W...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>/title/tt0120338/?ref_=bo_cso_table_6</td>\n",
       "      <td>6</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>659363944</td>\n",
       "      <td>1997</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>659363944</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1997-12-19</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>194</td>\n",
       "      <td>'Drama', 'Romance'</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>'Leonardo DiCaprio', 'Kate Winslet', 'Billy Za...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
       "      <td>/title/tt0369610/?ref_=bo_cso_table_7</td>\n",
       "      <td>7</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>652385625</td>\n",
       "      <td>2015</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>652385625</td>\n",
       "      <td>150000000</td>\n",
       "      <td>2015-06-10</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124</td>\n",
       "      <td>'Action', 'Adventure', 'Sci-Fi'</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>'Chris Pratt', 'Bryce Dallas Howard', 'Ty Simp...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens  /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                           /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                      /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Titanic                                     /title/tt0120338/?ref_=bo_cso_table_6   \n",
       "Jurassic World                              /title/tt0369610/?ref_=bo_cso_table_7   \n",
       "\n",
       "                                           rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens    1   \n",
       "Avengers: Endgame                             2   \n",
       "Avatar                                        3   \n",
       "Titanic                                       6   \n",
       "Jurassic World                                7   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Titanic                                                                        Titanic   \n",
       "Jurassic World                                                          Jurassic World   \n",
       "\n",
       "                                           lifetime_gross  year  \\\n",
       "Star Wars: Episode VII - The Force Awakens      936662225  2015   \n",
       "Avengers: Endgame                               858373000  2019   \n",
       "Avatar                                          760507625  2009   \n",
       "Titanic                                         659363944  1997   \n",
       "Jurassic World                                  652385625  2015   \n",
       "\n",
       "                                                                    distributor  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Titanic                                                      Paramount Pictures   \n",
       "Jurassic World                                               Universal Pictures   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Titanic                                               659363944  200000000   \n",
       "Jurassic World                                        652385625  150000000   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Titanic                                      1997-12-19  PG-13   \n",
       "Jurassic World                               2015-06-10  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "Star Wars: Episode VII - The Force Awakens              138   \n",
       "Avengers: Endgame                                       181   \n",
       "Avatar                                                  162   \n",
       "Titanic                                                 194   \n",
       "Jurassic World                                          124   \n",
       "\n",
       "                                                                                genres  \\\n",
       "Star Wars: Episode VII - The Force Awakens             'Action', 'Adventure', 'Sci-Fi'   \n",
       "Avengers: Endgame                             'Action', 'Adventure', 'Drama', 'Sci-Fi'   \n",
       "Avatar                                      'Action', 'Adventure', 'Fantasy', 'Sci-Fi'   \n",
       "Titanic                                                             'Drama', 'Romance'   \n",
       "Jurassic World                                         'Action', 'Adventure', 'Sci-Fi'   \n",
       "\n",
       "                                                   director  \\\n",
       "Star Wars: Episode VII - The Force Awakens      J.J. Abrams   \n",
       "Avengers: Endgame                             Anthony Russo   \n",
       "Avatar                                        James Cameron   \n",
       "Titanic                                       James Cameron   \n",
       "Jurassic World                              Colin Trevorrow   \n",
       "\n",
       "                                                                                       actors  \\\n",
       "Star Wars: Episode VII - The Force Awakens  'Daisy Ridley', 'John Boyega', 'Oscar Isaac', ...   \n",
       "Avengers: Endgame                           'Robert Downey Jr.', 'Chris Evans', 'Mark Ruff...   \n",
       "Avatar                                      'Sam Worthington', 'Zoe Saldana', 'Sigourney W...   \n",
       "Titanic                                     'Leonardo DiCaprio', 'Kate Winslet', 'Billy Za...   \n",
       "Jurassic World                              'Chris Pratt', 'Bryce Dallas Howard', 'Ty Simp...   \n",
       "\n",
       "                                           date_to_season  \n",
       "Star Wars: Episode VII - The Force Awakens         winter  \n",
       "Avengers: Endgame                                  spring  \n",
       "Avatar                                             winter  \n",
       "Titanic                                            winter  \n",
       "Jurassic World                                     summer  "
      ]
     },
     "execution_count": 1183,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# remove brackets\n",
    "\n",
    "movies['actors'] = movies.actors.astype(str)\n",
    "movies['actors'] = movies['actors'].str.replace('[','').str.replace(']','')\n",
    "\n",
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#actors_dummies = pd.get_dummies(movies['actors'], drop_first=True)\n",
    "#actors_dummies.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1184,
   "metadata": {},
   "outputs": [],
   "source": [
    "movies.to_csv('data/movies_clean.csv') \n",
    "movies_copy.to_csv('data/movies_clean_copy.csv')  # with Others Catergories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1194,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>lifetime_gross</th>\n",
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       "      <th>actors</th>\n",
       "      <th>date_to_season</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Star Wars: Episode VII - The Force Awakens</th>\n",
       "      <td>/title/tt2488496/?ref_=bo_cso_table_1</td>\n",
       "      <td>1</td>\n",
       "      <td>Star Wars: Episode VII - The Force Awakens</td>\n",
       "      <td>936662225</td>\n",
       "      <td>2015</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>936662225</td>\n",
       "      <td>245000000</td>\n",
       "      <td>2015-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>138</td>\n",
       "      <td>'Action', 'Adventure', 'Sci-Fi'</td>\n",
       "      <td>J.J. Abrams</td>\n",
       "      <td>'Daisy Ridley', 'John Boyega', 'Oscar Isaac', ...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avengers: Endgame</th>\n",
       "      <td>/title/tt4154796/?ref_=bo_cso_table_2</td>\n",
       "      <td>2</td>\n",
       "      <td>Avengers: Endgame</td>\n",
       "      <td>858373000</td>\n",
       "      <td>2019</td>\n",
       "      <td>Walt Disney Studios Motion Pictures</td>\n",
       "      <td>858373000</td>\n",
       "      <td>356000000</td>\n",
       "      <td>2019-04-24</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>181</td>\n",
       "      <td>'Action', 'Adventure', 'Drama', 'Sci-Fi'</td>\n",
       "      <td>Anthony Russo</td>\n",
       "      <td>'Robert Downey Jr.', 'Chris Evans', 'Mark Ruff...</td>\n",
       "      <td>spring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avatar</th>\n",
       "      <td>/title/tt0499549/?ref_=bo_cso_table_3</td>\n",
       "      <td>3</td>\n",
       "      <td>Avatar</td>\n",
       "      <td>760507625</td>\n",
       "      <td>2009</td>\n",
       "      <td>Twentieth Century Fox</td>\n",
       "      <td>760507625</td>\n",
       "      <td>237000000</td>\n",
       "      <td>2009-12-16</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>162</td>\n",
       "      <td>'Action', 'Adventure', 'Fantasy', 'Sci-Fi'</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>'Sam Worthington', 'Zoe Saldana', 'Sigourney W...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Titanic</th>\n",
       "      <td>/title/tt0120338/?ref_=bo_cso_table_6</td>\n",
       "      <td>6</td>\n",
       "      <td>Titanic</td>\n",
       "      <td>659363944</td>\n",
       "      <td>1997</td>\n",
       "      <td>Paramount Pictures</td>\n",
       "      <td>659363944</td>\n",
       "      <td>200000000</td>\n",
       "      <td>1997-12-19</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>194</td>\n",
       "      <td>'Drama', 'Romance'</td>\n",
       "      <td>James Cameron</td>\n",
       "      <td>'Leonardo DiCaprio', 'Kate Winslet', 'Billy Za...</td>\n",
       "      <td>winter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Jurassic World</th>\n",
       "      <td>/title/tt0369610/?ref_=bo_cso_table_7</td>\n",
       "      <td>7</td>\n",
       "      <td>Jurassic World</td>\n",
       "      <td>652385625</td>\n",
       "      <td>2015</td>\n",
       "      <td>Universal Pictures</td>\n",
       "      <td>652385625</td>\n",
       "      <td>150000000</td>\n",
       "      <td>2015-06-10</td>\n",
       "      <td>PG-13</td>\n",
       "      <td>124</td>\n",
       "      <td>'Action', 'Adventure', 'Sci-Fi'</td>\n",
       "      <td>Colin Trevorrow</td>\n",
       "      <td>'Chris Pratt', 'Bryce Dallas Howard', 'Ty Simp...</td>\n",
       "      <td>summer</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                        link_stub  \\\n",
       "Star Wars: Episode VII - The Force Awakens  /title/tt2488496/?ref_=bo_cso_table_1   \n",
       "Avengers: Endgame                           /title/tt4154796/?ref_=bo_cso_table_2   \n",
       "Avatar                                      /title/tt0499549/?ref_=bo_cso_table_3   \n",
       "Titanic                                     /title/tt0120338/?ref_=bo_cso_table_6   \n",
       "Jurassic World                              /title/tt0369610/?ref_=bo_cso_table_7   \n",
       "\n",
       "                                           rank  \\\n",
       "Star Wars: Episode VII - The Force Awakens    1   \n",
       "Avengers: Endgame                             2   \n",
       "Avatar                                        3   \n",
       "Titanic                                       6   \n",
       "Jurassic World                                7   \n",
       "\n",
       "                                                                                 title  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Star Wars: Episode VII - The Force Awakens   \n",
       "Avengers: Endgame                                                    Avengers: Endgame   \n",
       "Avatar                                                                          Avatar   \n",
       "Titanic                                                                        Titanic   \n",
       "Jurassic World                                                          Jurassic World   \n",
       "\n",
       "                                           lifetime_gross  year  \\\n",
       "Star Wars: Episode VII - The Force Awakens      936662225  2015   \n",
       "Avengers: Endgame                               858373000  2019   \n",
       "Avatar                                          760507625  2009   \n",
       "Titanic                                         659363944  1997   \n",
       "Jurassic World                                  652385625  2015   \n",
       "\n",
       "                                                                    distributor  \\\n",
       "Star Wars: Episode VII - The Force Awakens  Walt Disney Studios Motion Pictures   \n",
       "Avengers: Endgame                           Walt Disney Studios Motion Pictures   \n",
       "Avatar                                                    Twentieth Century Fox   \n",
       "Titanic                                                      Paramount Pictures   \n",
       "Jurassic World                                               Universal Pictures   \n",
       "\n",
       "                                           domestic_total_gross     budget  \\\n",
       "Star Wars: Episode VII - The Force Awakens            936662225  245000000   \n",
       "Avengers: Endgame                                     858373000  356000000   \n",
       "Avatar                                                760507625  237000000   \n",
       "Titanic                                               659363944  200000000   \n",
       "Jurassic World                                        652385625  150000000   \n",
       "\n",
       "                                           release_date rating  \\\n",
       "Star Wars: Episode VII - The Force Awakens   2015-12-16  PG-13   \n",
       "Avengers: Endgame                            2019-04-24  PG-13   \n",
       "Avatar                                       2009-12-16  PG-13   \n",
       "Titanic                                      1997-12-19  PG-13   \n",
       "Jurassic World                               2015-06-10  PG-13   \n",
       "\n",
       "                                            runtime_minutes  \\\n",
       "Star Wars: Episode VII - The Force Awakens              138   \n",
       "Avengers: Endgame                                       181   \n",
       "Avatar                                                  162   \n",
       "Titanic                                                 194   \n",
       "Jurassic World                                          124   \n",
       "\n",
       "                                                                                genres  \\\n",
       "Star Wars: Episode VII - The Force Awakens             'Action', 'Adventure', 'Sci-Fi'   \n",
       "Avengers: Endgame                             'Action', 'Adventure', 'Drama', 'Sci-Fi'   \n",
       "Avatar                                      'Action', 'Adventure', 'Fantasy', 'Sci-Fi'   \n",
       "Titanic                                                             'Drama', 'Romance'   \n",
       "Jurassic World                                         'Action', 'Adventure', 'Sci-Fi'   \n",
       "\n",
       "                                                   director  \\\n",
       "Star Wars: Episode VII - The Force Awakens      J.J. Abrams   \n",
       "Avengers: Endgame                             Anthony Russo   \n",
       "Avatar                                        James Cameron   \n",
       "Titanic                                       James Cameron   \n",
       "Jurassic World                              Colin Trevorrow   \n",
       "\n",
       "                                                                                       actors  \\\n",
       "Star Wars: Episode VII - The Force Awakens  'Daisy Ridley', 'John Boyega', 'Oscar Isaac', ...   \n",
       "Avengers: Endgame                           'Robert Downey Jr.', 'Chris Evans', 'Mark Ruff...   \n",
       "Avatar                                      'Sam Worthington', 'Zoe Saldana', 'Sigourney W...   \n",
       "Titanic                                     'Leonardo DiCaprio', 'Kate Winslet', 'Billy Za...   \n",
       "Jurassic World                              'Chris Pratt', 'Bryce Dallas Howard', 'Ty Simp...   \n",
       "\n",
       "                                           date_to_season  \n",
       "Star Wars: Episode VII - The Force Awakens         winter  \n",
       "Avengers: Endgame                                  spring  \n",
       "Avatar                                             winter  \n",
       "Titanic                                            winter  \n",
       "Jurassic World                                     summer  "
      ]
     },
     "execution_count": 1194,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "movies.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
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