Bahae Eddine Halim

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Bahae Eddine - Groupe Soir.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyNwbrmnEGR7uH2Y4lnYDmhR",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/dsimen/Python_Pandas/blob/main/Bahae%20Eddine%20Halim\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Release Date,Movie Title,Production Budget,Domestic Gross,Worldwide Gross"
      ],
      "metadata": {
        "id": "7IviQWRWOT9t"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**1.\tQui sauvegarde dans un dictionnaire D toutes ses données où la clé est le payé « Movie Title » et la valeur et une liste qui contient toutes les informations sur les films.**"
      ],
      "metadata": {
        "id": "29OXHofIPtf8"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 145,
      "metadata": {
        "id": "xeQ4g8IMNPkl"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Create a dataframe from csv\n",
        "df = pd.read_csv('/content/top_4000_movies_data2.csv', delimiter=',' , encoding= 'unicode_escape')\n",
        "\n",
        "# User list comprehension to create a list of lists from Dataframe rows\n",
        "list_of_rows = [list(row) for row in df.values]\n",
        "\n",
        "\n",
        "print(list_of_rows)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "T0xeqOp_NtYj",
        "outputId": "08bd52e4-bf11-457f-f802-49fe40821b81"
      },
      "execution_count": 146,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[['4/23/2019', 'Avengers: Endgame', 400000000, 858373000, 2797800564], ['5/20/2011', 'Pirates of the Caribbean: On Stranger Tides', 379000000, 241071802, 1045713802], ['4/22/2015', 'Avengers: Age of Ultron', 365000000, 459005868, 1395316979], ['12/16/2015', 'Star Wars Ep. VII: The Force Awakens', 306000000, 936662225, 2064615817], ['4/25/2018', 'Avengers: Infinity War', 300000000, 678815482, 2044540523], ['5/24/2007', 'Pirates of the Caribbean: At World\\x92s End', 300000000, 309420425, 960996492], ['11/13/2017', 'Justice League', 300000000, 229024295, 655945209], ['10/6/2015', 'Spectre', 300000000, 200074175, 879500760], ['12/18/2019', 'Star Wars: The Rise of Skywalker', 275000000, 515202542, 1072848487], ['5/23/2018', 'Solo: A Star Wars Story', 275000000, 213767512, 393151347], ['3/7/2012', 'John Carter', 263700000, 73058679, 282778100], ['3/23/2016', 'Batman v Superman: Dawn of Justice', 263000000, 330360194, 872395091], ['12/13/2017', 'Star Wars Ep. 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180000000, 315058289, 850482778], ['12/9/2005', 'The Chronicles of Narnia: The Lion the Witch a\\x85', 180000000, 291710957, 720539572], ['5/28/2014', 'Maleficent', 180000000, 241407328, 758536735], ['11/14/2016', 'Fantastic Beasts and Where to Find Them', 180000000, 234037575, 811724385], ['6/27/2008', 'WALL-E', 180000000, 223808164, 532508025], ['8/10/2007', 'Rush Hour 3', 180000000, 140125968, 256585882], ['6/27/2016', 'The Legend of Tarzan', 180000000, 126643061, 348902025], ['11/23/2011', 'Hugo', 180000000, 73864507, 180047784], ['7/20/2017', 'Valerian and the City of a Thousand Planets', 180000000, 40479370, 215098356], ['2/6/2015', 'Jupiter Ascending', 179000000, 47482519, 181982519], ['7/16/2018', 'Mission: Impossible\\x97Fallout', 178000000, 220159104, 787176729], ['5/18/2016', 'X-Men: Apocalypse', 178000000, 155442489, 542537546], ['8/9/2018', 'The Meg', 178000000, 145443742, 527370715], ['5/28/2014', 'Edge of Tomorrow', 178000000, 100206256, 367028980], ['3/6/2019', 'Captain Marvel', 175000000, 426829839, 1129727388], ['4/7/2016', 'The Jungle Book', 175000000, 364001123, 953554418], ['6/12/2015', 'Inside Out', 175000000, 356461711, 853641066], ['7/5/2017', 'Spider-Man: Homecoming', 175000000, 334201140, 880166350], ['8/2/2016', 'Suicide Squad', 175000000, 325100054, 745744980], ['5/28/2009', 'Up', 175000000, 293004164, 731463377], ['10/27/2017', 'Coco', 175000000, 210460015, 797666425], ['11/21/2018', 'Ralph Breaks The Internet', 175000000, 201091711, 529290830], ['3/27/2009', 'Monsters vs. Aliens', 175000000, 198351526, 381687380], ['6/16/2017', 'Cars 3', 175000000, 152901115, 383541369], ['8/7/2009', 'G.I. 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['5/30/2012', 'Snow White and the Huntsman', 170000000, 155136755, 401021746], ['7/1/2003', 'Terminator 3: Rise of the Machines', 170000000, 150358296, 433058296], ['5/5/2004', 'Van Helsing', 170000000, 120150546, 300150546], ['3/27/2019', 'Dumbo', 170000000, 114766307, 353166307], ['5/29/2019', 'Godzilla: King of the Monsters', 170000000, 110500138, 383299915], ['5/20/2015', 'Tomorrowland', 170000000, 93436322, 206627518], ['2/1/2019', 'Alita: Battle Angel', 170000000, 85838210, 401900040], ['5/20/2016', 'Alice Through the Looking Glass', 170000000, 77042381, 276928112], ['5/21/2010', 'Shrek Forever After', 165000000, 238736787, 756244673], ['10/24/2016', 'Doctor Strange', 165000000, 232641920, 676354481], ['10/25/2014', 'Big Hero 6', 165000000, 222527828, 649657407], ['3/26/2010', 'How to Train Your Dragon', 165000000, 217581232, 494870992], ['11/1/2012', 'Wreck-It Ralph', 165000000, 189412677, 496511521], ['11/5/2014', 'Interstellar', 165000000, 188017894, 651994868], ['9/15/2021', 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['2/10/2016', 'Zootopia', 150000000, 341268248, 1004629935], ['7/11/2007', 'Harry Potter and the Order of the Phoenix', 150000000, 292137260, 940043931], ['11/18/2005', 'Harry Potter and the Goblet of Fire', 150000000, 290201752, 887070413], ['5/15/2003', 'The Matrix Reloaded', 150000000, 281553689, 738576929], ['12/14/2007', 'I am Legend', 150000000, 256393010, 585532684], ['1/27/2016', 'Moana', 150000000, 248757044, 634965560], ['7/1/2008', 'Hancock', 150000000, 227946274, 624234272], ['9/1/2021', 'Shang-Chi and the Legend of the Ten Rings', 150000000, 224543292, 418148439], ['7/15/2005', 'Charlie and the Chocolate Factory', 150000000, 206459076, 475825484], ['6/29/2007', 'Ratatouille', 150000000, 206445654, 626549695], ['10/30/2013', 'Thor: The Dark World', 150000000, 206362140, 644602516], ['6/15/2005', 'Batman Begins', 150000000, 205343774, 358858124], ['7/29/2015', 'Mission: Impossible\\x97Rogue Nation', 150000000, 195042377, 688858992], ['7/18/2017', 'Dunkirk', 150000000, 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Demented', 10000000, 1276984, 1953882], ['3/21/2014', '50 to 1', 10000000, 1069454, 1069454], ['5/2/2003', 'Owning Mahowny', 10000000, 1011054, 1147871], ['10/19/2007', 'The Ten Commandments', 10000000, 952820, 1051907], ['9/7/2007', 'The Brothers Solomon', 10000000, 900926, 900926], ['4/4/2008', 'My Blueberry Nights', 10000000, 866778, 22198996], ['8/6/1999', 'Illuminata', 10000000, 836641, 836641], ['1/20/2012', 'Coriolanus', 10000000, 749641, 2536707], ['1/22/2021', 'Our Friend', 10000000, 657351, 714095], ['10/4/2013', 'Parkland', 10000000, 641439, 1616353], ['10/11/2002', 'Swept Away', 10000000, 598645, 611032], ['5/23/2008', 'War Inc.', 10000000, 580862, 1299855], ['4/2/2004', 'Shaolin Soccer', 10000000, 488872, 42776032], ['8/27/2004', 'The Brown Bunny', 10000000, 366301, 630427], ['9/14/2007', 'King of California', 10000000, 268461, 1165102], ['10/24/1997', 'Rien ne va plus', 10000000, 245359, 5045359], ['8/14/1998', 'La femme de chambre du Titanic', 10000000, 244465, 244465], ['12/17/2004', 'Imaginary Heroes', 10000000, 228524, 290875], ['7/20/2001', 'High Heels and Low Lifes', 10000000, 226792, 2151098], ['8/21/2009', \"World's Greatest Dad\", 10000000, 221805, 295750], ['5/3/2013', 'Cinco de Mayo La Batalla', 10000000, 173472, 173472], ['10/29/2010', 'Welcome to the Rileys', 10000000, 152857, 355919], ['9/9/2016', 'Kicks', 10000000, 150191, 150191], ['10/9/2009', 'Free Style', 10000000, 141108, 721108], ['6/1/2012', 'High School', 10000000, 139034, 248133], ['5/18/2007', 'Severance', 10000000, 137221, 5950002], ['7/14/2006', 'Edmond', 10000000, 131719, 241719], ['4/23/2010', 'Joheunnom nabbeunnom isanghannom', 10000000, 128486, 42226657], ['8/26/1994', 'Police Academy 7: Mission to Moscow', 10000000, 126247, 126247], ['2/19/2010', 'Blood Done Sign My Name', 10000000, 109383, 109383], ['2/19/2010', 'The Good Guy', 10000000, 100688, 106460], ['10/23/2009', 'Motherhood', 10000000, 93388, 723388], ['10/15/2004', 'Eulogy', 10000000, 70527, 91201], ['11/7/2014', 'Elsa & Fred', 10000000, 67657, 197901], ['3/18/2011', 'Alabama Moon', 10000000, 47305, 47305], ['2/27/1998', 'An Alan Smithee Film: Burn Hollywood Burn', 10000000, 45779, 45779], ['8/28/2009', 'The Open Road', 10000000, 19716, 19716], ['6/11/2015', 'Strangerland', 10000000, 17472, 161097], ['3/13/2015', 'Hross i oss', 10000000, 11894, 11894], ['10/16/2009', 'Janky Promoters', 10000000, 9069, 9069], ['12/21/2007', 'Blonde Ambition', 10000000, 6422, 1537479], ['8/6/2010', 'The Oxford Murders', 10000000, 4803, 17704131], ['7/25/2014', 'Barbecue', 10000000, 388, 247565], ['12/27/2018', 'T-34', 10000000, 0, 39526616], [nan, 'The Reef', 10000000, 0, 15037867], ['1/8/2008', 'White Noise 2: The Light', 10000000, 0, 8243567], ['11/7/2014', 'Jessabelle', 10000000, 0, 6998359], ['1/23/2015', 'American Heist', 10000000, 0, 2341218], ['10/8/2010', \"It's a Wonderful Afterlife\", 10000000, 0, 1642939], ['6/21/2011', 'You Got Served: Beat The World', 10000000, 0, 1230542], ['8/21/2009', 'Fifty Dead Men Walking', 10000000, 0, 997921], ['6/19/2014', 'Plastic', 10000000, 0, 575371], ['5/12/2017', 'Message from the King', 10000000, 0, 391845], ['2/7/2014', 'Nurse 3D', 10000000, 0, 379584], ['3/10/2015', 'Jungle Shuffle', 10000000, 0, 360898], ['10/28/2016', 'Ethel & Ernest', 10000000, 0, 200447], ['9/22/2009', 'Adam Resurrected', 10000000, 0, 90909], ['11/17/2017', 'Mudbound', 10000000, 0, 53559], ['5/26/2009', \"The Devil's Tomb\", 10000000, 0, 0], [nan, 'Good Intentions', 10000000, 0, 0], ['2/2/2007', 'Partition', 10000000, 0, 0], ['4/13/2012', 'Detention', 10000000, 0, 0], ['5/19/2015', 'Grizzly', 10000000, 0, 0], ['1/19/2018', 'Step Sisters', 10000000, 0, 0], ['2/16/2018', 'Irreplaceable You', 10000000, 0, 0], ['1/7/2016', 'Friend Request', 9900000, 3759078, 11310835], ['4/30/2010', 'Gunless', 9900000, 458054, 458054], ['4/3/2009', 'Adventureland', 9800000, 16044025, 17553055], ['9/20/2012', 'Amour', 9700000, 6738954, 36787044], ['10/16/2015', 'Truth', 9600000, 2541854, 6842580], ['4/28/2006', 'The Lost City', 9600000, 2484186, 5256839], ['1/12/2000', 'Next Friday', 9500000, 57176582, 59675307], ['6/13/2067', 'You Only Live Twice', 9500000, 43100000, 111600000], ['6/10/1988', 'Poltergeist III', 9500000, 14114000, 14114000], ['12/21/2016', 'Dangal', 9500000, 12391761, 305149461], ['3/19/2010', 'The Runaways', 9500000, 3573673, 5278632], ['10/30/2009', 'Gentlemen Broncos', 9500000, 115155, 119955]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**2.\tCréez un tuple des films où la « Production Budget » et supérieure à la « worldwide Gross ».**"
      ],
      "metadata": {
        "id": "3JmsPVL1Pqa3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "subset = df[['Production Budget', 'Worldwide Gross']]\n",
        "tuples = [tuple(x) for x in subset.to_numpy()]\n",
        "\n",
        "print(tuples)\n",
        "\n",
        "\n",
        "df_tuples = pd.DataFrame (tuples)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1d_6E-mxON1E",
        "outputId": "4f5f5732-d827-47e8-cabc-d4db2519a23e"
      },
      "execution_count": 160,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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11310835), (9900000, 458054), (9800000, 17553055), (9700000, 36787044), (9600000, 6842580), (9600000, 5256839), (9500000, 59675307), (9500000, 111600000), (9500000, 14114000), (9500000, 305149461), (9500000, 5278632), (9500000, 119955)]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**3.\tCréez une liste de sous liste, chaque sous liste contient le nom principale d’un film et les différents noms de ses éditions**"
      ],
      "metadata": {
        "id": "Xnwi3NzOPwqN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "new_list = df['Movie Title'].str.split(':')\n",
        "df2 = pd.DataFrame(new_list)\n",
        "new_list2 = df2.values.tolist()\n",
        "print(new_list2)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "02-tBnP2QZDP",
        "outputId": "fe2d1c53-962c-4faf-c96e-8990151b1143"
      },
      "execution_count": 148,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[['Avengers', ' Endgame']], [['Pirates of the Caribbean', ' On Stranger Tides']], [['Avengers', ' Age of Ultron']], [['Star Wars Ep. VII', ' The Force Awakens']], [['Avengers', ' Infinity War']], [['Pirates of the Caribbean', ' At World\\x92s End']], [['Justice League']], [['Spectre']], [['Star Wars', ' The Rise of Skywalker']], [['Solo', ' A Star Wars Story']], [['John Carter']], [['Batman v Superman', ' Dawn of Justice']], [['Star Wars Ep. VIII', ' The Last Jedi']], [['The Lion King']], [['Tangled']], [['Spider-Man 3']], [['Captain America', ' Civil War']], [['Harry Potter and the Half-Blood Prince']], [['The Hobbit', ' The Desolation of Smaug']], [['The Hobbit', ' The Battle of the Five Armies']], [['The Fate of the Furious']], [['No Time to Die']], [['Avatar']], [['Superman Returns']], [['The Dark Knight Rises']], [['Pirates of the Caribbean', ' Dead Men Tell No Tales']], [['Quantum of Solace']], [['The Avengers']], [['Pirates of the Caribbean', ' Dead Man\\x92s Chest']], [['Man of Steel']], [['The Chronicles of Narnia', ' Prince Caspian']], [['The Lone Ranger']], [['The Amazing Spider-Man']], [['Battleship']], [['Transformers', ' The Last Knight']], [['Jurassic World']], [['Men in Black 3']], [['Transformers', ' Revenge of the Fallen']], [['Transformers', ' Age of Extinction']], [['X-Men', ' The Last Stand']], [['Robin Hood']], [['King Kong']], [['The Golden Compass']], [['Tenet']], [['Black Panther']], [['Titanic']], [['Incredibles 2']], [['Rogue One', ' A Star Wars Story']], [['Finding Dory']], [['Toy Story 4']], [['Toy Story 3']], [['Iron Man 3']], [['Guardians of the Galaxy Vol 2']], [['Spider-Man 2']], [['Alice in Wonderland']], [['Skyfall']], [['The Hobbit', ' An Unexpected Journey']], [['Monsters University']], [['Oz the Great and Powerful']], [['X-Men', ' Days of Future Past']], [['The Amazing Spider-Man 2']], [['Cars 2']], [['Black Widow']], [['Fast & Furious Presents', ' Hobbs & Shaw']], [['Tron', ' Legacy']], [['2012']], [['Fantastic Beasts', ' The Crimes of Grindelwald']], [['Eternals']], [['Terminator Salvation']], [['Green Lantern']], [['Prince of Persia', ' Sands of Time']], [['Dark Phoenix']], [['Onward']], [['Wonder Woman 1984']], [['Mulan']], [['Transformers', ' Dark of the Moon']], [['The Mummy']], [['Jack the Giant Slayer']], [['Furious 7']], [['Star Trek Into Darkness']], [['World War Z']], [['The Great Gatsby']], [['Disney\\x92s A Christmas Carol']], [['Pacific Rim']], [['The Good Dinosaur']], [['Iron Man']], [['The Dark Knight']], [['Indiana Jones and the Kingdom of the Crystal Skull']], [['Brave']], [['Kong', ' Skull Island']], [['Star Trek Beyond']], [['Maleficent', ' Mistress of Evil']], [['Blade Runner 2049']], [['Terminator', ' Dark Fate']], [['The Suicide Squad']], [['Aladdin']], [['Thor', ' Ragnarok']], [['The Chronicles of Narnia', ' The Lion the Witch a\\x85']], [['Maleficent']], [['Fantastic Beasts and Where to Find Them']], [['WALL-E']], [['Rush Hour 3']], [['The Legend of Tarzan']], [['Hugo']], [['Valerian and the City of a Thousand Planets']], [['Jupiter Ascending']], [['Mission', ' Impossible\\x97Fallout']], [['X-Men', ' Apocalypse']], [['The Meg']], [['Edge of Tomorrow']], [['Captain Marvel']], [['The Jungle Book']], [['Inside Out']], [['Spider-Man', ' Homecoming']], [['Suicide Squad']], [['Up']], [['Coco']], [['Ralph Breaks The Internet']], [['Monsters vs. Aliens']], [['Cars 3']], [['G.I. Joe', ' The Rise of Cobra']], [['Wild Wild West']], [['The Mummy', ' Tomb of the Dragon Emperor']], [['Evan Almighty']], [['Waterworld']], [['Dolittle']], [['King Arthur', ' Legend of the Sword']], [['47 Ronin']], [['Jurassic World', ' Fallen Kingdom']], [['Guardians of the Galaxy']], [['Iron Man 2']], [['Captain America', ' The Winter Soldier']], [['Dawn of the Planet of the Apes']], [['The Polar Express']], [['Snow White and the Huntsman']], [['Terminator 3', ' Rise of the Machines']], [['Van Helsing']], [['Dumbo']], [['Godzilla', ' King of the Monsters']], [['Tomorrowland']], [['Alita', ' Battle Angel']], [['Alice Through the Looking Glass']], [['Shrek Forever After']], [['Doctor Strange']], [['Big Hero 6']], [['How to Train Your Dragon']], [['Wreck-It Ralph']], [['Interstellar']], [['Dune']], [['Independence Day', ' Resurgence']], [['Cowboys and Aliens']], [['Beauty and the Beast']], [['Spider-Man', ' Far From Home']], [['Aquaman']], [['Shrek the Third']], [['Inception']], [['The Hunger Games', ' Mockingjay - Part 2']], [['Fast and Furious 6']], [['Godzilla']], [['X-Men', ' First Class']], [['The Curious Case of Benjamin Button']], [[\"The Sorcerer's Apprentice\"]], [['Poseidon']], [['Warcraft']], [['The Irishman']], [['Deepwater Horizon']], [['The Chronicles of Narnia', ' The Voyage of the Daw\\x85']], [['Godzilla vs. Kong']], [['Terminator', ' Genisys']], [['Pacific Rim', ' Uprising']], [['Alexander']], [['War for the Planet of the Apes']], [['Pearl Harbor']], [['Transformers']], [['Frozen II']], [['Wonder Woman']], [['Frozen']], [['Zootopia']], [['Harry Potter and the Order of the Phoenix']], [['Harry Potter and the Goblet of Fire']], [['The Matrix Reloaded']], [['I am Legend']], [['Moana']], [['Hancock']], [['Shang-Chi and the Legend of the Ten Rings']], [['Charlie and the Chocolate Factory']], [['Ratatouille']], [['Thor', ' The Dark World']], [['Batman Begins']], [['Mission', ' Impossible\\x97Rogue Nation']], [['Dunkirk']], [['Thor']], [['Madagascar', ' Escape 2 Africa']], [['X-Men Origins', ' Wolverine']], [['Night at the Museum', ' Battle of the Smithsonian']], [['Kung Fu Panda 2']], [['Mad Max', ' Fury Road']], [['Pokémon', ' Detective Pikachu']], [['The Matrix Revolutions']], [['Ready Player One']], [['Chicken Little']], [['Mission', ' Impossible III']], [['Angels & Demons']], [['Troy']], [['The Last Airbender']], [['Bee Movie']], [['G-Force']], [['Bolt']], [['Wrath of the Titans']], [['Beowulf']], [['Dark Shadows']], [['White House Down']], [['Space Jam', ' A New Legacy']], [['The Wolfman']], [['The Great Wall']], [['Pan']], [['Mars Needs Moms']], [['Red Notice']], [['Moonfall']], [['Flushed Away']], [['Madagascar 3', \" Europe's Most Wanted\"]], [['Mission', ' Impossible\\x97Ghost Protocol']], [['How to Train Your Dragon 2']], [['Tarzan']], [['Mr. Peabody & Sherman']], [['Rise of the Guardians']], [['Sahara']], [['Ghostbusters']], [['Die Another Day']], [['Pirates of the Caribbean', ' The Curse of the Blac\\x85']], [['Star Trek']], [['Armageddon']], [['Men in Black 2']], [['Captain America', ' The First Avenger']], [['Kung Fu Panda 3']], [['Lethal Weapon 4']], [['G.I. Joe', ' Retaliation']], [['The Last Samurai']], [['Fun With Dick And Jane']], [['Exodus', ' Gods and Kings']], [['The BFG']], [['Gemini Man']], [['Gods of Egypt']], [['Top Gun', ' Maverick']], [['Spider-Man']], [['Watchmen']], [['Stealth']], [['The Incredible Hulk']], [['Hulk']], [['Final Fantasy', ' The Spirits Within']], [['The Twilight Saga', ' Breaking Dawn Part 2']], [['The Croods']], [['The Revenant']], [['The World is Not Enough']], [['Rango']], [['Master and Commander', ' The Far Side of the World']], [['Turbo']], [['Teenage Mutant Ninja Turtles', ' Out of the Shadows']], [['Happy Feet Two']], [['Miami Vice']], [['The Nutcracker and the Four Realms']], [['War of the Worlds']], [['Penguins of Madagascar']], [['The Hunger Games', ' Catching Fire']], [['Harry Potter and the Prisoner of Azkaban']], [['The Bourne Ultimatum']], [['Ant-Man and the Wasp']], [['Kung Fu Panda']], [['Ant-Man']], [['Home']], [['Mary Poppins Returns']], [['Puss in Boots']], [['Megamind']], [['Bad Boys II']], [['Rio 2']], [['Salt']], [['Noah']], [['The Adventures of Tintin']], [['After Earth']], [['Australia']], [['R.I.P.D.']], [['How to Train Your Dragon', ' The Hidden World']], [['The Twilight Saga', ' Breaking Dawn Part 1']], [['Dinosaur']], [['Logan']], [['Night at the Museum', ' Secret of the Tomb']], [['Harry Potter and the Deathly Hallows', ' Part II']], [['The Hunger Games', ' Mockingjay - Part 1']], [['Harry Potter and the Sorcerer\\x92s Stone']], [['Jumanji', ' The Next Level']], [['Harry Potter and the Deathly Hallows', ' Part I']], [['The Da Vinci Code']], [['X-Men 2']], [['Fast Five']], [['Teenage Mutant Ninja Turtles']], [['Sherlock Holmes', ' A Game of Shadows']], [['The Day After Tomorrow']], [['The Boss Baby']], [['Clash of the Titans']], [['Trolls']], [['Godzilla']], [['Prometheus']], [['The Bourne Legacy']], [['Batman & Robin']], [['Skyscraper']], [['The Call of the Wild']], [['Total Recall']], [['Assassin\\x92s Creed']], [['Monster Trucks']], [['The 13th Warrior']], [['How the Grinch Stole Christmas']], [['Mission', ' Impossible 2']], [['The Perfect Storm']], [['Jason Bourne']], [['Fantastic Four', ' Rise of the Silver Surfer']], [['Life of Pi']], [['Ghost Rider']], [['Rampage']], [[\"Charlie's Angels\", ' Full Throttle']], [['Elysium']], [['Oblivion']], [['Power Rangers']], [['Stuart Little 2']], [['RoboCop']], [['The Chronicles of Riddick']], [['The Fantastic Four']], [['Speed Racer']], [['The Island']], [['How Do You Know?']], [['Knight and Day']], [['Tang Ren Jie Tan An 3']], [['Venom']], [['Star Wars Ep. I', ' The Phantom Menace']], [['Star Wars Ep. III', ' Revenge of the Sith']], [['Star Wars Ep. II', ' Attack of the Clones']], [['Monsters Inc.']], [['The Wolverine']], [['Dante\\x92s Peak']], [['The Huntsman', ' Winter\\x92s War']], [['Windtalkers']], [['Astérix aux Jeux Olympiques']], [[\"Gulliver's Travels\"]], [['Ferdinand']], [['Deadpool 2']], [['Gravity']], [['Night at the Museum']], [['Venom', ' Let There be Carnage']], [['Mr. and Mrs. Smith']], [['San Andreas']], [['The Smurfs']], [['Live Free or Die Hard']], [['The Divergent Series', ' Insurgent']], [[\"Ocean's Twelve\"]], [['Tomorrow Never Dies']], [['The Patriot']], [['300', ' Rise of an Empire']], [['The Aviator']], [['Passengers']], [['The Green Hornet']], [['Miss Peregrine\\x92s Home for Peculiar Children']], [['Real Steel']], [['Men in Black', ' International']], [['The A-Team']], [['The Smurfs 2']], [['The Divergent Series', ' Allegiant']], [['The Taking of Pelham 123']], [[\"Ender's Game\"]], [['Home on the Range']], [['Speed 2', ' Cruise Control']], [['Kingdom of Heaven']], [['Ghost in the Shell']], [['Around the World in 80 Days']], [['The Cat in the Hat']], [['Ali']], [['The Martian']], [['Allied']], [['I Robot']], [['Stuart Little']], [['The Princess and the Frog']], [['10000 B.C.']], [['Ice Age', ' Collision Course']], [['Town & Country']], [['Kingsman', ' The Golden Circle']], [['Gone in 60 Seconds']], [['Gladiator']], [['The Hangover 3']], [['A Wrinkle in Time']], [['Public Enemies']], [['Casino Royale']], [['Minority Report']], [['Bumblebee']], [['Cloud Atlas']], [['Harry Potter and the Chamber of Secrets']], [['Terminator 2', ' Judgment Day']], [['Batman Forever']], [['Planet of the Apes']], [['National Treasure']], [['Django Unchained']], [['1917']], [['Little Fockers']], [['True Lies']], [['American Gangster']], [['Cloudy with a Chance of Meatballs']], [['The Other Guys']], [[\"Lemony Snicket's A Series of Unfortunate Events\"]], [['The Wolf of Wall Street']], [['Epic']], [['Eraser']], [['The Hunchback of Notre Dame']], [[\"The Emperor's New Groove\"]], [['The Expendables 2']], [['Where the Wild Things Are']], [['Eragon']], [['Hercules']], [['The Tourist']], [['End of Days']], [['Spies in Disguise']], [['The Stepford Wives']], [['Surf\\x92s Up']], [['Blood Diamond']], [['Midway']], [['Legend of the Guardians', \" The Owls of Ga'Hoole\"]], [['Starship Troopers']], [['Land of the Lost']], [['Peter Pan']], [['Wonder Park']], [['Catwoman']], [['The Expendables 3']], [['Treasure Planet']], [['Green Zone']], [['Geostorm']], [['Point Break']], [['Cats']], [['In the Heart of the Sea']], [['Transcendence']], [['Son of the Mask']], [['Mortal Engines']], [['Chaos Walking']], [['The Last Duel']], [['The Adventures of Pluto Nash']], [['Jin líng shí san chai']], [['Artemis Fowl']], [['West Side Story']], [['The Peanuts Movie']], [['The LEGO Movie 2', ' The Second Part']], [['Robin Hood']], [['The Mummy Returns']], [['Ford v. Ferrari']], [['Gangs of New York']], [['Alien', ' Covenant']], [['Cinderella']], [['Ice Age', ' Continental Drift']], [['Black Hawk Down']], [['Sex and the City 2']], [['Percy Jackson & the Olympians', ' The Lightning Thief']], [['The Campaign']], [['Unstoppable']], [['The Fifth Element']], [['The Road to El Dorado']], [['The Lovely Bones']], [['Ben-Hur']], [['Seventh Son']], [['Finding Nemo']], [['The Lord of the Rings', ' The Return of the King']], [['The Lord of the Rings', ' The Two Towers']], [['Lara Croft', ' Tomb Raider']], [['Kingsman', ' The Secret Service']], [['The Lord of the Rings', ' The Fellowship of the Ring']], [['Jurassic Park III']], [['Rise of the Planet of the Apes']], [['The Spiderwick Chronicles']], [['The Incredibles']], [['A Good Day to Die Hard']], [['The Alamo']], [['Cutthroat Island']], [['The Secret Life of Walter Mitty']], [['Jumanji', ' Welcome to the Jungle']], [['Men in Black']], [['Toy Story 2']], [['Rush Hour 2']], [['Sherlock Holmes']], [['Bad Boys For Life']], [['Ice Age', ' Dawn of the Dinosaurs']], [['Spider-Man', ' Into The Spider-Verse 3D']], [['What Lies Beneath']], [['Sonic The Hedgehog']], [['Rio']], [['Once Upon a Time\\x85in Hollywood']], [['The Departed']], [[\"Charlie's Angels\"]], [['Mulan']], [['Tropic Thunder']], [['The Girl with the Dragon Tattoo']], [['Contact']], [[\"You Don't Mess With the Zohan\"]], [['Die Hard', ' With a Vengeance']], [['The Magnificent Seven']], [['Alvin and the Chipmunks', ' The Road Chip']], [['Atlantis', ' The Lost Empire']], [['Valkyrie']], [['Pixels']], [['Artificial Intelligence', ' AI']], [['The Haunted Mansion']], [['Hollow Man']], [['The Interpreter']], [['Percy Jackson', ' Sea of Monsters']], [['Lara Croft', ' Tomb Raider', ' The Cradle of Life']], [['Now You See Me 2']], [['Spy Game']], [['The Saint']], [['Mission to Mars']], [['Tomb Raider']], [['Bicentennial Man']], [['King Arthur']], [['Volcano']], [[\"The Devil's Own\"]], [['K-19', ' The Widowmaker']], [['Conan the Barbarian']], [['The Three Musketeers']], [['The Promise']], [['The Nutcracker in 3D']], [['Bright']], [['Army of the Dead']], [['Twister']], [['Cinderella Man']], [['The Predator']], [['Snake Eyes', ' G.I. 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Cooper']], [['Ravenous']], [['The Dangerous Lives of Altar Boys']], [['Stoker']], [['Married Life']], [['2046']], [['Kill the Irishman']], [['Duma']], [['Darling Companion']], [['Ondine']], [['Brother']], [['Welcome to Collinwood']], [[\"Kahlil Gibran's The Prophet\"]], [['Life Before Her Eyes']], [['Critical Care']], [['Trade']], [['Fateless']], [['San qiang pai an jing qi']], [['Breakfast of Champions']], [['Company Man']], [['Nanjing! Nanjing!']], [['Woman Walks Ahead']], [['Trash']], [['5 Days of War']], [['10 Days in a Madhouse']], [['1612']], [['San cheng ji']], [['Tu Xia Chuan Qi']], [['Triangle']], [['Supesu Batorushippu Yamato']], [['Drive Hard']], [[\"Dancin' It's On\"]], [['Home']], [['The Dressmaker']], [['Diamonds']], [['Madadayo']], [['Gisaengchung']], [['Carol']], [['Pet Sematary']], [['Dirty Grandpa']], [['The Cry of the Owl']], [['St. Trinian\\x92s']], [['Star Wars Ep. IV', ' A New Hope']], [['Gremlins']], [['Doctor Zhivago']], [['The Fighter']], [['High School Musical 3', ' Senior Year']], [['Fried Green Tomatoes']], [['Jackass', ' Number Two']], [['My Cousin Vinny']], [['If I Stay']], [['Major League']], [['Phone Booth']], [['A Walk to Remember']], [['Dead Man Walking']], [['Cruel Intentions']], [['Brooklyn']], [['The Secret Life of Bees']], [['Wind River']], [['Woman in Gold']], [['History of the World', ' Part I']], [['I Tonya']], [['Saw VI']], [['Corky Romano']], [['Fighting With My Family']], [['Raising Cain']], [['F.I.S.T']], [['Barry Lyndon']], [['Quartet']], [['Out Cold']], [['The Ladies Man']], [['Tomcats']], [['Inside Llewyn Davis']], [['Frailty']], [['Army of Darkness']], [['Kinsey']], [['Peeples']], [[\"What's Eating Gilbert Grape\"]], [['Boy Erased']], [['Sultan']], [['Slackers']], [['The Gospel of John']], [['Vera Drake']], [['La piel que habito']], [['The Guru']], [['Othello']], [['The Perez Family']], [['The Molly Maguires']], [['Return to the Blue Lagoon']], [['La Tortue Rouge']], [['Romance and Cigarettes']], [['Copying Beethoven']], [['Brighton Rock']], [['Le prénom']], [['LOL']], [['La famille Bélier']], [['The Banker']], [['Misconduct']], [['Eli']], [['Saw V']], [['Les Intouchables']], [['Jindabyne']], [['Kabhi Alvida Naa Kehna']], [['Poltergeist']], [['Alien']], [['An Ideal Husband']], [['Darkness']], [['The Last Days on Mars']], [['E.T. the Extra-Terrestrial']], [['2001', ' A Space Odyssey']], [['In the Land of Women']], [['There Goes My Baby']], [['The Blue Butterfly']], [[\"Le Fabuleux destin d'Amélie Poulain\"]], [['PMC', ' deo beong-keo']], [['Lovesick']], [['Housefull']], [['September Dawn']], [['Halloween']], [['Good Will Hunting']], [['The Grudge']], [['Don\\x92t Breathe']], [['Stripes']], [['Saw III']], [['The Purge', ' Election Year']], [['Book Club']], [['Bring it On']], [['Insidious', ' The Last Key']], [[\"She's All That\"]], [['Saw IV']], [[\"Madea's Family Reunion\"]], [['White Noise']], [['The Color of Money']], [['Insidious Chapter 3']], [['The Mighty Ducks']], [['Lady Bird']], [['Precious (Based on the Novel Push by Sapphire)']], [['The Best Exotic Marigold Hotel']], [['Hereditary']], [['Love Simon']], [['Bill & Ted\\x92s Excellent Adventure']], [['The Longest Day']], [['Happy Gilmore']], [['Jigsaw']], [['Jeepers Creepers']], [['St. Elmo\\x92s Fire']], [['Oliver!']], [['Recess', \" School's Out\"]], [['Mad Max Beyond Thunderdome']], [['Pete\\x92s Dragon']], [['The Boy']], [['Commando']], [['Everything Everything']], [['Devil']], [['Friday After Next']], [['The Second Best Exotic Marigold Hotel']], [['The Last Dragon']], [['How to Be a Latin Lover']], [['The Lawnmower Man']], [[\"Nick and Norah's Infinite Playlist\"]], [['Calendar Girls']], [['Dogma']], [['Slender Man']], [['The Banger Sisters']], [['Snatch']], [['Road House']], [['Teen Titans Go! To The Movies']], [['When the Bough Breaks']], [['Twilight Zone', ' The Movie']], [['A Low Down Dirty Shame']], [['One Direction', ' This is Us']], [['Swimfan']], [['Employee of the Month']], [['Sinister 2']], [['The Forest']], [['The Fourth Kind']], [['The Outsiders']], [[\"Can't Hardly Wait\"]], [['Sparkle']], [['Kevin Hart', ' What Now?']], [['Mud']], [['Skyline']], [['The Grudge']], [['The Disaster Artist']], [['Blair Witch']], [['The Dead Zone']], [['F/X']], [['Valentine']], [['A Prairie Home Companion']], [['Reno 911!', ' Miami']], [[\"Jane Austen's Mafia\"]], [['Paranormal Activity', ' The Ghost Dimension']], [['Sugar Hill']], [['Kit Kittredge', ' An American Girl']], [['Invasion U.S.A.']], [['Roll Bounce']], [['The Good Liar']], [['Rushmore']], [['Tremors']], [['The Perfect Man']], [[\"Mo' Better Blues\"]], [['Kung Pow', ' Enter the Fist']], [['The Birth of a Nation']], [['The Unholy']], [['Wrong Turn']], [['The Long Riders']], [['The Corruptor']], [['The Goods', ' Live Hard Sell Hard']], [['My Week with Marilyn']], [['Big Eyes']], [['Broken Flowers']], [['Hey Arnold! The Movie']], [['Poms']], [['Brahms', ' The Boy II']], [['The Matador']], [['Love Jones']], [['The Gift']], [['End of the Spear']], [['Get Over It']], [['The Legend of Drunken Master']], [['Office Space']], [['The Beguiled']], [['Drop Dead Gorgeous']], [['The Best of Enemies']], [['The Spanish Prisoner']], [['Emma.']], [['Le Violon rouge']], [['Very Bad Things']], [['Sleepover']], [['Movie 43']], [['Can You Ever Forgive Me?']], [['Body Double']], [['MacGruber']], [['Dirty Pretty Things']], [['Bad Words']], [[\"While We're Young\"]], [['Over Her Dead Body']], [['Bones']], [['Seeking a Friend for the End of the World']], [['Turistas']], [['Shut In']], [['Cedar Rapids']], [['The Collection']], [['Dog Days']], [['American History X']], [['A.X.L.']], [[\"Teacher's Pet\", ' The Movie']], [['The Straight Story']], [['Deuces Wild']], [['Run Fatboy Run']], [['Heartbeeps']], [['Danny Collins']], [['Rescue Dawn']], [['Stan & Ollie']], [['Black and White']], [['Io sono l\\x92amore']], [['King Kong Lives']], [['Jay and Silent Bob Reboot']], [['Brian Banks']], [['On the Line']], [['Gotti']], [['Jeff Who Lives at Home']], [['Denial']], [['The Man Who Knew Infinity']], [['Max Steel']], [['Everybody Wants Some']], [['Crash']], [['Atlas Shrugged', ' Part II']], [['Romeo Is Bleeding']], [['The Limey']], [['Rosewater']], [['The House of Mirth']], [['Malone']], [['Peaceful Warrior']], [['Bucky Larson', ' Born to Be a Star']], [['Hillsong', ' Let Hope Rise']], [['Bamboozled']], [['Sphinx']], [['The Iceman']], [['Testament of Youth']], [['Free Fire']], [['A Better Life']], [['Spider']], [['Gun Shy']], [['Nicholas Nickleby']], [['The Joneses']], [['Krrish']], [['Killer Joe']], [['Churchill']], [['Cecil B. Demented']], [['50 to 1']], [['Owning Mahowny']], [['The Ten Commandments']], [['The Brothers Solomon']], [['My Blueberry Nights']], [['Illuminata']], [['Coriolanus']], [['Our Friend']], [['Parkland']], [['Swept Away']], [['War Inc.']], [['Shaolin Soccer']], [['The Brown Bunny']], [['King of California']], [['Rien ne va plus']], [['La femme de chambre du Titanic']], [['Imaginary Heroes']], [['High Heels and Low Lifes']], [[\"World's Greatest Dad\"]], [['Cinco de Mayo La Batalla']], [['Welcome to the Rileys']], [['Kicks']], [['Free Style']], [['High School']], [['Severance']], [['Edmond']], [['Joheunnom nabbeunnom isanghannom']], [['Police Academy 7', ' Mission to Moscow']], [['Blood Done Sign My Name']], [['The Good Guy']], [['Motherhood']], [['Eulogy']], [['Elsa & Fred']], [['Alabama Moon']], [['An Alan Smithee Film', ' Burn Hollywood Burn']], [['The Open Road']], [['Strangerland']], [['Hross i oss']], [['Janky Promoters']], [['Blonde Ambition']], [['The Oxford Murders']], [['Barbecue']], [['T-34']], [['The Reef']], [['White Noise 2', ' The Light']], [['Jessabelle']], [['American Heist']], [[\"It's a Wonderful Afterlife\"]], [['You Got Served', ' Beat The World']], [['Fifty Dead Men Walking']], [['Plastic']], [['Message from the King']], [['Nurse 3D']], [['Jungle Shuffle']], [['Ethel & Ernest']], [['Adam Resurrected']], [['Mudbound']], [[\"The Devil's Tomb\"]], [['Good Intentions']], [['Partition']], [['Detention']], [['Grizzly']], [['Step Sisters']], [['Irreplaceable You']], [['Friend Request']], [['Gunless']], [['Adventureland']], [['Amour']], [['Truth']], [['The Lost City']], [['Next Friday']], [['You Only Live Twice']], [['Poltergeist III']], [['Dangal']], [['The Runaways']], [['Gentlemen Broncos']]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**4.\tCherchez le budget de production total des films entre 2005 et 2020 et affichez le film dans cette période qui a fait la plus grande recette.**"
      ],
      "metadata": {
        "id": "Fr1Q6oB9UdOP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"Le budget de production total des films entre 2005 et 2020 est :\")\n",
        "df.loc[(df['Release Date'] > \"01/01/2005\") & (df['Release Date'] <= \"30/12/2020\"), 'Production Budget'].sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YAC6X5M7U2kF",
        "outputId": "d5c3622c-06b0-4ff2-de83-6cf11fa52635"
      },
      "execution_count": 149,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Le budget de production total des films entre 2005 et 2020 est :\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "91356395686"
            ]
          },
          "metadata": {},
          "execution_count": 149
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Affichez le film dans cette période qui a fait la plus grande recette"
      ],
      "metadata": {
        "id": "ciQNQJqBcFSg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df['Total_Gross'] =  df['Domestic Gross'] + df['Worldwide Gross']  \n",
        "print(df['Total_Gross'])\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WYoUlZm4Yp6h",
        "outputId": "78277dc4-1772-4bf1-eb4f-b598503df142"
      },
      "execution_count": 150,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0       3656173564\n",
            "1       1286785604\n",
            "2       1854322847\n",
            "3       3001278042\n",
            "4       2723356005\n",
            "           ...    \n",
            "3995     154700000\n",
            "3996      28228000\n",
            "3997     317541222\n",
            "3998       8852305\n",
            "3999        235110\n",
            "Name: Total_Gross, Length: 4000, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Affichez le film dans cette période qui a fait la plus grande recette\n",
        "df['Total_Gross'].max()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0G0Y6i8-cSLY",
        "outputId": "e1eacd5c-7eb8-4522-8eca-06bf7184f22b"
      },
      "execution_count": 151,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "3656173564"
            ]
          },
          "metadata": {},
          "execution_count": 151
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**5.\tSauvegardez les résultats de la question 2 dans un autre fichier CSV \"sauvegarde.csv\".**"
      ],
      "metadata": {
        "id": "OUPaznJucvcl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df_tuples.to_csv(\"sauvegarde.csv\", index=False)"
      ],
      "metadata": {
        "id": "IDW6ZvL2c3Z6"
      },
      "execution_count": 162,
      "outputs": []
    }
  ]
}