Python Web Scraping: Download IMDB's Top 250 data
Python Web Scraping: Exercise-23 with Solution
Write a Python program to download IMDB's Top 250 data (movie name, Initial release, director name and stars).
Sample Solution:
Python Code:
#https://bit.ly/2NyxdAG
from bs4 import BeautifulSoup
import requests
import re
# Download IMDB's Top 250 data
url = 'http://www.imdb.com/chart/top'
response = requests.get(url)
soup = BeautifulSoup(response.text, 'lxml')
movies = soup.select('td.titleColumn')
links = [a.attrs.get('href') for a in soup.select('td.titleColumn a')]
crew = [a.attrs.get('title') for a in soup.select('td.titleColumn a')]
ratings = [b.attrs.get('data-value') for b in soup.select('td.posterColumn span[name=ir]')]
votes = [b.attrs.get('data-value') for b in soup.select('td.ratingColumn strong')]
imdb = []
# Store each item into dictionary (data), then put those into a list (imdb)
for index in range(0, len(movies)):
# Seperate movie into: 'place', 'title', 'year'
movie_string = movies[index].get_text()
movie = (' '.join(movie_string.split()).replace('.', ''))
movie_title = movie[len(str(index))+1:-7]
year = re.search('\((.*?)\)', movie_string).group(1)
place = movie[:len(str(index))-(len(movie))]
data = {"movie_title": movie_title,
"year": year,
"place": place,
"star_cast": crew[index],
"rating": ratings[index],
"vote": votes[index],
"link": links[index]}
imdb.append(data)
for item in imdb:
print(item['place'], '-', item['movie_title'], '('+item['year']+') -', 'Starring:', item['star_cast'])
Sample Output:
1 - The Shawshank Redemption (1994) - Starring: Frank Darabont (dir.), Tim Robbins, Morgan Freeman 2 - The Godfather (1972) - Starring: Francis Ford Coppola (dir.), Marlon Brando, Al Pacino 3 - The Godfather: Part II (1974) - Starring: Francis Ford Coppola (dir.), Al Pacino, Robert De Niro 4 - The Dark Knight (2008) - Starring: Christopher Nolan (dir.), Christian Bale, Heath Ledger 5 - 12 Angry Men (1957) - Starring: Sidney Lumet (dir.), Henry Fonda, Lee J. Cobb 6 - Schindler's List (1993) - Starring: Steven Spielberg (dir.), Liam Neeson, Ralph Fiennes 7 - The Lord of the Rings: The Return of the King (2003) - Starring: Peter Jackson (dir.), Elijah Wood, Viggo Mortensen 8 - Pulp Fiction (1994) - Starring: Quentin Tarantino (dir.), John Travolta, Uma Thurman 9 - The Good, the Bad and the Ugly (1966) - Starring: Sergio Leone (dir.), Clint Eastwood, Eli Wallach 1 - Fight Club (1999) - Starring: David Fincher (dir.), Brad Pitt, Edward Norton 11 - The Lord of the Rings: The Fellowship of the Ring (2001) - Starring: Peter Jackson (dir.), Elijah Wood, Ian McKellen 12 - Forrest Gump (1994) - Starring: Robert Zemeckis (dir.), Tom Hanks, Robin Wright 13 - Star Wars: Episode V - The Empire Strikes Back (1980) - Starring: Irvin Kershner (dir.), Mark Hamill, Harrison Ford 14 - Inception (2010) - Starring: Christopher Nolan (dir.), Leonardo DiCaprio, Joseph Gordon-Levitt 15 - The Lord of the Rings: The Two Towers (2002) - Starring: Peter Jackson (dir.), Elijah Wood, Ian McKellen 16 - One Flew Over the Cuckoo's Nest (1975) - Starring: Milos Forman (dir.), Jack Nicholson, Louise Fletcher 17 - Goodfellas (1990) - Starring: Martin Scorsese (dir.), Robert De Niro, Ray Liotta 18 - The Matrix (1999) - Starring: Lana Wachowski (dir.), Keanu Reeves, Laurence Fishburne 19 - Seven Samurai (1954) - Starring: Akira Kurosawa (dir.), Toshirô Mifune, Takashi Shimura 20 - Avengers: Infinity War (2018) - Starring: Anthony Russo (dir.), Robert Downey Jr., Chris Hemsworth 21 - City of God (2002) - Starring: Fernando Meirelles (dir.), Alexandre Rodrigues, Leandro Firmino 22 - Star Wars: Episode IV - A New Hope (1977) - Starring: George Lucas (dir.), Mark Hamill, Harrison Ford 23 - Se7en (1995) - Starring: David Fincher (dir.), Morgan Freeman, Brad Pitt 24 - The Silence of the Lambs (1991) - Starring: Jonathan Demme (dir.), Jodie Foster, Anthony Hopkins 25 - It's a Wonderful Life (1946) - Starring: Frank Capra (dir.), James Stewart, Donna Reed 26 - Life Is Beautiful (1997) - Starring: Roberto Benigni (dir.), Roberto Benigni, Nicoletta Braschi 27 - The Usual Suspects (1995) - Starring: Bryan Singer (dir.), Kevin Spacey, Gabriel Byrne 28 - Spirited Away (2001) - Starring: Hayao Miyazaki (dir.), Daveigh Chase, Suzanne Pleshette 29 - Saving Private Ryan (1998) - Starring: Steven Spielberg (dir.), Tom Hanks, Matt Damon 30 - Léon: The Professional (1994) - Starring: Luc Besson (dir.), Jean Reno, Gary Oldman 31 - The Green Mile (1999) - Starring: Frank Darabont (dir.), Tom Hanks, Michael Clarke Duncan 32 - Interstellar (2014) - Starring: Christopher Nolan (dir.), Matthew McConaughey, Anne Hathaway 33 - American History X (1998) - Starring: Tony Kaye (dir.), Edward Norton, Edward Furlong 34 - Psycho (1960) - Starring: Alfred Hitchcock (dir.), Anthony Perkins, Janet Leigh 35 - City Lights (1931) - Starring: Charles Chaplin (dir.), Charles Chaplin, Virginia Cherrill 36 - Once Upon a Time in the West (1968) - Starring: Sergio Leone (dir.), Henry Fonda, Charles Bronson 37 - Casablanca (1942) - Starring: Michael Curtiz (dir.), Humphrey Bogart, Ingrid Bergman 38 - Modern Times (1936) - Starring: Charles Chaplin (dir.), Charles Chaplin, Paulette Goddard 39 - The Intouchables (2011) - Starring: Olivier Nakache (dir.), François Cluzet, Omar Sy 40 - The Pianist (2002) - Starring: Roman Polanski (dir.), Adrien Brody, Thomas Kretschmann 41 - The Departed (2006) - Starring: Martin Scorsese (dir.), Leonardo DiCaprio, Matt Damon 42 - Terminator 2 (1991) - Starring: James Cameron (dir.), Arnold Schwarzenegger, Linda Hamilton 43 - Back to the Future (1985) - Starring: Robert Zemeckis (dir.), Michael J. Fox, Christopher Lloyd 44 - Raiders of the Lost Ark (1981) - Starring: Steven Spielberg (dir.), Harrison Ford, Karen Allen 45 - Rear Window (1954) - Starring: Alfred Hitchcock (dir.), James Stewart, Grace Kelly 46 - Whiplash (2014) - Starring: Damien Chazelle (dir.), Miles Teller, J.K. Simmons 47 - Gladiator (2000) - Starring: Ridley Scott (dir.), Russell Crowe, Joaquin Phoenix 48 - The Lion King (1994) - Starring: Roger Allers (dir.), Matthew Broderick, Jeremy Irons 49 - The Prestige (2006) - Starring: Christopher Nolan (dir.), Christian Bale, Hugh Jackman 50 - Memento (2000) - Starring: Christopher Nolan (dir.), Guy Pearce, Carrie-Anne Moss 51 - Apocalypse Now (1979) - Starring: Francis Ford Coppola (dir.), Martin Sheen, Marlon Brando 52 - Alien (1979) - Starring: Ridley Scott (dir.), Sigourney Weaver, Tom Skerritt 53 - The Great Dictator (1940) - Starring: Charles Chaplin (dir.), Charles Chaplin, Paulette Goddard 54 - Cinema Paradiso (1988) - Starring: Giuseppe Tornatore (dir.), Philippe Noiret, Enzo Cannavale 55 - Grave of the Fireflies (1988) - Starring: Isao Takahata (dir.), Tsutomu Tatsumi, Ayano Shiraishi 56 - Sunset Blvd (1950) - Starring: Billy Wilder (dir.), William Holden, Gloria Swanson 57 - Dr Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1964) - Starring: Stanley Kubrick (dir.), Peter Sellers, George C. Scott 58 - The Lives of Others (2006) - Starring: Florian Henckel von Donnersmarck (dir.), Ulrich Mühe, Martina Gedeck 59 - Paths of Glory (1957) - Starring: Stanley Kubrick (dir.), Kirk Douglas, Ralph Meeker 60 - The Shining (1980) - Starring: Stanley Kubrick (dir.), Jack Nicholson, Shelley Duvall 61 - Django Unchained (2012) - Starring: Quentin Tarantino (dir.), Jamie Foxx, Christoph Waltz 62 - WALL·E (2008) - Starring: Andrew Stanton (dir.), Ben Burtt, Elissa Knight 63 - Coco (2017) - Starring: Lee Unkrich (dir.), Anthony Gonzalez, Gael García Bernal 64 - Princess Mononoke (1997) - Starring: Hayao Miyazaki (dir.), Yôji Matsuda, Yuriko Ishida 65 - American Beauty (1999) - Starring: Sam Mendes (dir.), Kevin Spacey, Annette Bening 66 - The Dark Knight Rises (2012) - Starring: Christopher Nolan (dir.), Christian Bale, Tom Hardy 67 - Witness for the Prosecution (1957) - Starring: Billy Wilder (dir.), Tyrone Power, Marlene Dietrich 68 - Oldeuboi (2003) - Starring: Chan-wook Park (dir.), Min-sik Choi, Ji-tae Yu 69 - Aliens (1986) - Starring: James Cameron (dir.), Sigourney Weaver, Michael Biehn 70 - Once Upon a Time in America (1984) - Starring: Sergio Leone (dir.), Robert De Niro, James Woods 71 - Das Boot (1981) - Starring: Wolfgang Petersen (dir.), Jürgen Prochnow, Herbert Grönemeyer 72 - Citizen Kane (1941) - Starring: Orson Welles (dir.), Orson Welles, Joseph Cotten 73 - Vertigo (1958) - Starring: Alfred Hitchcock (dir.), James Stewart, Kim Novak 74 - North by Northwest (1959) - Starring: Alfred Hitchcock (dir.), Cary Grant, Eva Marie Saint 75 - Braveheart (1995) - Starring: Mel Gibson (dir.), Mel Gibson, Sophie Marceau 76 - Reservoir Dogs (1992) - Starring: Quentin Tarantino (dir.), Harvey Keitel, Tim Roth 77 - Star Wars: Episode VI - Return of the Jedi (1983) - Starring: Richard Marquand (dir.), Mark Hamill, Harrison Ford 78 - Kimi no na wa (2016) - Starring: Makoto Shinkai (dir.), Ryûnosuke Kamiki, Mone Kamishiraishi 79 - M (1931) - Starring: Fritz Lang (dir.), Peter Lorre, Ellen Widmann 80 - Dangal (2016) - Starring: Nitesh Tiwari (dir.), Aamir Khan, Sakshi Tanwar 81 - Requiem for a Dream (2000) - Starring: Darren Aronofsky (dir.), Ellen Burstyn, Jared Leto 82 - Amadeus (1984) - Starring: Milos Forman (dir.), F. Murray Abraham, Tom Hulce 83 - Taare Zameen Par (2007) - Starring: Aamir Khan (dir.), Darsheel Safary, Aamir Khan 84 - Amélie (2001) - Starring: Jean-Pierre Jeunet (dir.), Audrey Tautou, Mathieu Kassovitz 85 - Lawrence of Arabia (1962) - Starring: David Lean (dir.), Peter O'Toole, Alec Guinness 86 - A Clockwork Orange (1971) - Starring: Stanley Kubrick (dir.), Malcolm McDowell, Patrick Magee 87 - Eternal Sunshine of the Spotless Mind (2004) - Starring: Michel Gondry (dir.), Jim Carrey, Kate Winslet 88 - Double Indemnity (1944) - Starring: Billy Wilder (dir.), Fred MacMurray, Barbara Stanwyck 89 - Taxi Driver (1976) - Starring: Martin Scorsese (dir.), Robert De Niro, Jodie Foster 90 - 2001: A Space Odyssey (1968) - Starring: Stanley Kubrick (dir.), Keir Dullea, Gary Lockwood 91 - 3 Idiots (2009) - Starring: Rajkumar Hirani (dir.), Aamir Khan, Madhavan 92 - Toy Story (1995) - Starring: John Lasseter (dir.), Tom Hanks, Tim Allen 93 - Singin' in the Rain (1952) - Starring: Stanley Donen (dir.), Gene Kelly, Donald O'Connor 94 - Full Metal Jacket (1987) - Starring: Stanley Kubrick (dir.), Matthew Modine, R. Lee Ermey 95 - To Kill a Mockingbird (1962) - Starring: Robert Mulligan (dir.), Gregory Peck, John Megna 96 - Inglourious Basterds (2009) - Starring: Quentin Tarantino (dir.), Brad Pitt, Diane Kruger 97 - Bicycle Thieves (1948) - Starring: Vittorio De Sica (dir.), Lamberto Maggiorani, Enzo Staiola 98 - The Sting (1973) - Starring: George Roy Hill (dir.), Paul Newman, Robert Redford 99 - The Kid (1921) - Starring: Charles Chaplin (dir.), Charles Chaplin, Edna Purviance 10 - Toy Story 3 (2010) - Starring: Lee Unkrich (dir.), Tom Hanks, Tim Allen 101 - Good Will Hunting (1997) - Starring: Gus Van Sant (dir.), Robin Williams, Matt Damon 102 - Snatch (2000) - Starring: Guy Ritchie (dir.), Jason Statham, Brad Pitt 103 - Jagten (2012) - Starring: Thomas Vinterberg (dir.), Mads Mikkelsen, Thomas Bo Larsen 104 - Monty Python and the Holy Grail (1975) - Starring: Terry Gilliam (dir.), Graham Chapman, John Cleese 105 - For a Few Dollars More (1965) - Starring: Sergio Leone (dir.), Clint Eastwood, Lee Van Cleef 106 - Scarface (1983) - Starring: Brian De Palma (dir.), Al Pacino, Michelle Pfeiffer 107 - LA Confidential (1997) - Starring: Curtis Hanson (dir.), Kevin Spacey, Russell Crowe 108 - The Apartment (1960) - Starring: Billy Wilder (dir.), Jack Lemmon, Shirley MacLaine 109 - Metropolis (1927) - Starring: Fritz Lang (dir.), Brigitte Helm, Alfred Abel 110 - A Separation (2011) - Starring: Asghar Farhadi (dir.), Payman Maadi, Leila Hatami 111 - Rashômon (1950) - Starring: Akira Kurosawa (dir.), Toshirô Mifune, Machiko Kyô 112 - Indiana Jones and the Last Crusade (1989) - Starring: Steven Spielberg (dir.), Harrison Ford, Sean Connery 113 - Up (2009) - Starring: Pete Docter (dir.), Edward Asner, Jordan Nagai 114 - Yojimbo (1961) - Starring: Akira Kurosawa (dir.), Toshirô Mifune, Eijirô Tôno 115 - All About Eve (1950) - Starring: Joseph L. Mankiewicz (dir.), Bette Davis, Anne Baxter 116 - Batman Begins (2005) - Starring: Christopher Nolan (dir.), Christian Bale, Michael Caine 117 - Some Like It Hot (1959) - Starring: Billy Wilder (dir.), Marilyn Monroe, Tony Curtis 118 - Unforgiven (1992) - Starring: Clint Eastwood (dir.), Clint Eastwood, Gene Hackman 119 - The Treasure of the Sierra Madre (1948) - Starring: John Huston (dir.), Humphrey Bogart, Walter Huston 120 - Downfall (2004) - Starring: Oliver Hirschbiegel (dir.), Bruno Ganz, Alexandra Maria Lara 121 - Die Hard (1988) - Starring: John McTiernan (dir.), Bruce Willis, Alan Rickman 122 - Heat (1995) - Starring: Michael Mann (dir.), Al Pacino, Robert De Niro 123 - Babam ve Oglum (2005) - Starring: Çagan Irmak (dir.), Çetin Tekindor, Fikret Kuskan 124 - Raging Bull (1980) - Starring: Martin Scorsese (dir.), Robert De Niro, Cathy Moriarty 125 - Ikiru (1952) - Starring: Akira Kurosawa (dir.), Takashi Shimura, Nobuo Kaneko 126 - The Great Escape (1963) - Starring: John Sturges (dir.), Steve McQueen, James Garner 127 - Incendies (2010) - Starring: Denis Villeneuve (dir.), Lubna Azabal, Mélissa Désormeaux-Poulin 128 - The Third Man (1949) - Starring: Carol Reed (dir.), Orson Welles, Joseph Cotten 129 - Children of Heaven (1997) - Starring: Majid Majidi (dir.), Mohammad Amir Naji, Amir Farrokh Hashemian 130 - Pan's Labyrinth (2006) - Starring: Guillermo del Toro (dir.), Ivana Baquero, Ariadna Gil 131 - Chinatown (1974) - Starring: Roman Polanski (dir.), Jack Nicholson, Faye Dunaway 132 - My Neighbor Totoro (1988) - Starring: Hayao Miyazaki (dir.), Hitoshi Takagi, Noriko Hidaka 133 - Three Billboards Outside Ebbing, Missouri (2017) - Starring: Martin McDonagh (dir.), Frances McDormand, Woody Harrelson 134 - Judgment at Nuremberg (1961) - Starring: Stanley Kramer (dir.), Spencer Tracy, Burt Lancaster 135 - Ran (1985) - Starring: Akira Kurosawa (dir.), Tatsuya Nakadai, Akira Terao 136 - Howl's Moving Castle (2004) - Starring: Hayao Miyazaki (dir.), Chieko Baishô, Takuya Kimura 137 - The Secret in Their Eyes (2009) - Starring: Juan José Campanella (dir.), Ricardo Darín, Soledad Villamil 138 - The Gold Rush (1925) - Starring: Charles Chaplin (dir.), Charles Chaplin, Mack Swain 139 - The Bridge on the River Kwai (1957) - Starring: David Lean (dir.), William Holden, Alec Guinness 140 - On the Waterfront (1954) - Starring: Elia Kazan (dir.), Marlon Brando, Karl Malden 141 - Lock, Stock and Two Smoking Barrels (1998) - Starring: Guy Ritchie (dir.), Jason Flemyng, Dexter Fletcher 142 - A Beautiful Mind (2001) - Starring: Ron Howard (dir.), Russell Crowe, Ed Harris 143 - The Seventh Seal (1957) - Starring: Ingmar Bergman (dir.), Max von Sydow, Gunnar Björnstrand 144 - Inside Out (2015) - Starring: Pete Docter (dir.), Amy Poehler, Bill Hader 145 - Casino (1995) - Starring: Martin Scorsese (dir.), Robert De Niro, Sharon Stone 146 - Room (2015) - Starring: Lenny Abrahamson (dir.), Brie Larson, Jacob Tremblay 147 - Mr Smith Goes to Washington (1939) - Starring: Frank Capra (dir.), James Stewart, Jean Arthur 148 - The Elephant Man (1980) - Starring: David Lynch (dir.), Anthony Hopkins, John Hurt 149 - The Wolf of Wall Street (2013) - Starring: Martin Scorsese (dir.), Leonardo DiCaprio, Jonah Hill 150 - V for Vendetta (2005) - Starring: James McTeigue (dir.), Hugo Weaving, Natalie Portman 151 - Blade Runner (1982) - Starring: Ridley Scott (dir.), Harrison Ford, Rutger Hauer 152 - Warrior (2011) - Starring: Gavin O'Connor (dir.), Tom Hardy, Nick Nolte 153 - Wild Strawberries (1957) - Starring: Ingmar Bergman (dir.), Victor Sjöström, Bibi Andersson 154 - The General (1926) - Starring: Clyde Bruckman (dir.), Buster Keaton, Marion Mack 155 - Dial M for Murder (1954) - Starring: Alfred Hitchcock (dir.), Ray Milland, Grace Kelly 156 - Trainspotting (1996) - Starring: Danny Boyle (dir.), Ewan McGregor, Ewen Bremner 157 - No Country for Old Men (2007) - Starring: Ethan Coen (dir.), Tommy Lee Jones, Javier Bardem 158 - Gone with the Wind (1939) - Starring: Victor Fleming (dir.), Clark Gable, Vivien Leigh 159 - Sherlock Jr (1924) - Starring: Buster Keaton (dir.), Buster Keaton, Kathryn McGuire 160 - The Sixth Sense (1999) - Starring: M. Night Shyamalan (dir.), Bruce Willis, Haley Joel Osment 161 - There Will Be Blood (2007) - Starring: Paul Thomas Anderson (dir.), Daniel Day-Lewis, Paul Dano 162 - Gran Torino (2008) - Starring: Clint Eastwood (dir.), Clint Eastwood, Bee Vang 163 - Fargo (1996) - Starring: Joel Coen (dir.), William H. Macy, Frances McDormand 164 - The Deer Hunter (1978) - Starring: Michael Cimino (dir.), Robert De Niro, Christopher Walken 165 - The Thing (1982) - Starring: John Carpenter (dir.), Kurt Russell, Wilford Brimley 166 - Finding Nemo (2003) - Starring: Andrew Stanton (dir.), Albert Brooks, Ellen DeGeneres 167 - The Big Lebowski (1998) - Starring: Joel Coen (dir.), Jeff Bridges, John Goodman 168 - Come and See (1985) - Starring: Elem Klimov (dir.), Aleksey Kravchenko, Olga Mironova 169 - Kill Bill: Vol 1 (2003) - Starring: Quentin Tarantino (dir.), Uma Thurman, David Carradine 170 - Cool Hand Luke (1967) - Starring: Stuart Rosenberg (dir.), Paul Newman, George Kennedy 171 - Incredibles 2 (2018) - Starring: Brad Bird (dir.), Craig T. Nelson, Holly Hunter 172 - Rebecca (1940) - Starring: Alfred Hitchcock (dir.), Laurence Olivier, Joan Fontaine 173 - Shutter Island (2010) - Starring: Martin Scorsese (dir.), Leonardo DiCaprio, Emily Mortimer 174 - Sunrise (1927) - Starring: F.W. Murnau (dir.), George O'Brien, Janet Gaynor 175 - Tokyo Story (1953) - Starring: Yasujirô Ozu (dir.), Chishû Ryû, Chieko Higashiyama 176 - Hacksaw Ridge (2016) - Starring: Mel Gibson (dir.), Andrew Garfield, Sam Worthington 177 - Mary and Max (2009) - Starring: Adam Elliot (dir.), Toni Collette, Philip Seymour Hoffman 178 - How to Train Your Dragon (2010) - Starring: Dean DeBlois (dir.), Jay Baruchel, Gerard Butler 179 - Gone Girl (2014) - Starring: David Fincher (dir.), Ben Affleck, Rosamund Pike 180 - The Bandit (1996) - Starring: Yavuz Turgul (dir.), Sener Sen, Ugur Yücel 181 - Relatos salvajes (2014) - Starring: Damián Szifron (dir.), Darío Grandinetti, María Marull 182 - Into the Wild (2007) - Starring: Sean Penn (dir.), Emile Hirsch, Vince Vaughn 183 - Life of Brian (1979) - Starring: Terry Jones (dir.), Graham Chapman, John Cleese 184 - It Happened One Night (1934) - Starring: Frank Capra (dir.), Clark Gable, Claudette Colbert 185 - Andrei Rublev (1966) - Starring: Andrei Tarkovsky (dir.), Anatoliy Solonitsyn, Ivan Lapikov 186 - Jurassic Park (1993) - Starring: Steven Spielberg (dir.), Sam Neill, Laura Dern 187 - Platoon (1986) - Starring: Oliver Stone (dir.), Charlie Sheen, Tom Berenger 188 - In the Name of the Father (1993) - Starring: Jim Sheridan (dir.), Daniel Day-Lewis, Pete Postlethwaite 189 - Rang De Basanti (2006) - Starring: Rakeysh Omprakash Mehra (dir.), Aamir Khan, Soha Ali Khan 190 - Stand by Me (1986) - Starring: Rob Reiner (dir.), Wil Wheaton, River Phoenix 191 - The Grand Budapest Hotel (2014) - Starring: Wes Anderson (dir.), Ralph Fiennes, F. Murray Abraham 192 - Network (1976) - Starring: Sidney Lumet (dir.), Faye Dunaway, William Holden 193 - Hotel Rwanda (2004) - Starring: Terry George (dir.), Don Cheadle, Sophie Okonedo 194 - The Passion of Joan of Arc (1928) - Starring: Carl Theodor Dreyer (dir.), Maria Falconetti, Eugene Silvain 195 - Stalker (1979) - Starring: Andrei Tarkovsky (dir.), Alisa Freyndlikh, Aleksandr Kaydanovskiy 196 - Ben-Hur (1959) - Starring: William Wyler (dir.), Charlton Heston, Jack Hawkins 197 - The Truman Show (1998) - Starring: Peter Weir (dir.), Jim Carrey, Ed Harris 198 - The Wages of Fear (1953) - Starring: Henri-Georges Clouzot (dir.), Yves Montand, Charles Vanel 199 - Persona (1966) - Starring: Ingmar Bergman (dir.), Bibi Andersson, Liv Ullmann 200 - Rush (2013) - Starring: Ron Howard (dir.), Daniel Brühl, Chris Hemsworth 201 - Memories of Murder (2003) - Starring: Joon-ho Bong (dir.), Kang-ho Song, Sang-kyung Kim 202 - 12 Years a Slave (2013) - Starring: Steve McQueen (dir.), Chiwetel Ejiofor, Michael Kenneth Williams 203 - Million Dollar Baby (2004) - Starring: Clint Eastwood (dir.), Hilary Swank, Clint Eastwood 204 - Mad Max: Fury Road (2015) - Starring: George Miller (dir.), Tom Hardy, Charlize Theron 205 - The 400 Blows (1959) - Starring: François Truffaut (dir.), Jean-Pierre Léaud, Albert Rémy 206 - Spotlight (2015) - Starring: Tom McCarthy (dir.), Mark Ruffalo, Michael Keaton 207 - Logan (2017) - Starring: James Mangold (dir.), Hugh Jackman, Patrick Stewart 208 - Before Sunrise (1995) - Starring: Richard Linklater (dir.), Ethan Hawke, Julie Delpy 209 - Amores Perros (2000) - Starring: Alejandro G. Iñárritu (dir.), Emilio Echevarría, Gael García Bernal 210 - Hachi: A Dog's Tale (2009) - Starring: Lasse Hallström (dir.), Richard Gere, Joan Allen 211 - Prisoners (2013) - Starring: Denis Villeneuve (dir.), Hugh Jackman, Jake Gyllenhaal 212 - Butch Cassidy and the Sundance Kid (1969) - Starring: George Roy Hill (dir.), Paul Newman, Robert Redford 213 - The Princess Bride (1987) - Starring: Rob Reiner (dir.), Cary Elwes, Mandy Patinkin 214 - Blade Runner 2049 (2017) - Starring: Denis Villeneuve (dir.), Harrison Ford, Ryan Gosling 215 - Nausicaä of the Valley of the Wind (1984) - Starring: Hayao Miyazaki (dir.), Sumi Shimamoto, Mahito Tsujimura 216 - Catch Me If You Can (2002) - Starring: Steven Spielberg (dir.), Leonardo DiCaprio, Tom Hanks 217 - Harry Potter and the Deathly Hallows: Part 2 (2011) - Starring: David Yates (dir.), Daniel Radcliffe, Emma Watson 218 - Rocky (1976) - Starring: John G. Avildsen (dir.), Sylvester Stallone, Talia Shire 219 - The Maltese Falcon (1941) - Starring: John Huston (dir.), Humphrey Bogart, Mary Astor 220 - La La Land (2016) - Starring: Damien Chazelle (dir.), Ryan Gosling, Emma Stone 221 - The Grapes of Wrath (1940) - Starring: John Ford (dir.), Henry Fonda, Jane Darwell 222 - Barry Lyndon (1975) - Starring: Stanley Kubrick (dir.), Ryan O'Neal, Marisa Berenson 223 - Monsters, Inc (2001) - Starring: Pete Docter (dir.), Billy Crystal, John Goodman 224 - Donnie Darko (2001) - Starring: Richard Kelly (dir.), Jake Gyllenhaal, Jena Malone 225 - The Nights of Cabiria (1957) - Starring: Federico Fellini (dir.), Giulietta Masina, François Périer 226 - Diabolique (1955) - Starring: Henri-Georges Clouzot (dir.), Simone Signoret, Véra Clouzot 227 - A Wednesday (2008) - Starring: Neeraj Pandey (dir.), Anupam Kher, Naseeruddin Shah 228 - Gandhi (1982) - Starring: Richard Attenborough (dir.), Ben Kingsley, John Gielgud 229 - The Terminator (1984) - Starring: James Cameron (dir.), Arnold Schwarzenegger, Linda Hamilton 230 - Paper Moon (1973) - Starring: Peter Bogdanovich (dir.), Ryan O'Neal, Tatum O'Neal 231 - La Haine (1995) - Starring: Mathieu Kassovitz (dir.), Vincent Cassel, Hubert Koundé 232 - Groundhog Day (1993) - Starring: Harold Ramis (dir.), Bill Murray, Andie MacDowell 233 - The Wizard of Oz (1939) - Starring: Victor Fleming (dir.), Judy Garland, Frank Morgan 234 - Dead Poets Society (1989) - Starring: Peter Weir (dir.), Robin Williams, Robert Sean Leonard 235 - Touch of Evil (1958) - Starring: Orson Welles (dir.), Charlton Heston, Orson Welles 236 - Jaws (1975) - Starring: Steven Spielberg (dir.), Roy Scheider, Robert Shaw 237 - The Bourne Ultimatum (2007) - Starring: Paul Greengrass (dir.), Matt Damon, Edgar Ramírez 238 - The Help (2011) - Starring: Tate Taylor (dir.), Emma Stone, Viola Davis 239 - In the Mood for Love (2000) - Starring: Kar-Wai Wong (dir.), Tony Chiu-Wai Leung, Maggie Cheung 240 - 8½ (1963) - Starring: Federico Fellini (dir.), Marcello Mastroianni, Anouk Aimée 241 - Annie Hall (1977) - Starring: Woody Allen (dir.), Woody Allen, Diane Keaton 242 - Guardians of the Galaxy (2014) - Starring: James Gunn (dir.), Chris Pratt, Vin Diesel 243 - Before Sunset (2004) - Starring: Richard Linklater (dir.), Ethan Hawke, Julie Delpy 244 - Paris, Texas (1984) - Starring: Wim Wenders (dir.), Harry Dean Stanton, Nastassja Kinski 245 - Gangs of Wasseypur (2012) - Starring: Anurag Kashyap (dir.), Manoj Bajpayee, Richa Chadha 246 - The Best Years of Our Lives (1946) - Starring: William Wyler (dir.), Myrna Loy, Dana Andrews 247 - PK (2014) - Starring: Rajkumar Hirani (dir.), Aamir Khan, Anushka Sharma 248 - Pirates of the Caribbean: The Curse of the Black Pearl (2003) - Starring: Gore Verbinski (dir.), Johnny Depp, Geoffrey Rush 249 - Fanny and Alexander (1982) - Starring: Ingmar Bergman (dir.), Bertil Guve, Pernilla Allwin 250 - Tangerines (2013) - Starring: Zaza Urushadze (dir.), Lembit Ulfsak, Elmo Nüganen
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