The following guidelines should be followed and will be used to grade your homework:· All code to be...

Question

The following guidelines should be followed and will be used to grade your homework:

· All code to be implemented and submitted as a jupyter notebook (.ipynb) file. Submit a single ipynb file.

· This is an individual homework assignment, no group submissions will be accepted. If you discuss in groups, please write your code individually and submit.

· Sample runs shown in the question should be used as a guide for implementation. However extensive testing needs to be done on your code to deal with all test cases that might possibly be executed.

· The logic of how you are solving the problem should be documented in the cell preceding the code in markdown language. In the case that your code is incorrect, your logic counts as effort points.

· Every code segment in the jupyter notebook cells should be well documented with comments. Use # in the code to provide comments and they should explain the algorithm step and what the code segment is doing. Follow the example in the notebook files provided in the lectures.

· Error checking in your code is
very important
and differentiates a high quality programmer from a low quality one. Use try/except blocks, if statements and other python code constructs to deal with unexpected errors and deal with them gracefully.
The homework will be graded for robustness of your code. You will lose 50% of the points if your code contains error/does not run! You will lose 10% of the points if your code runs but produces wrong result. In the second situation, you will gain some points back if your logic is clear and correct.

1. (100 points) Write a python program that fetches movie information for the top 500 most popular movies from Metacritics. On this websites, there is an option to show the top movies.

On Metacritics, it is called “Movies of All Time”

You will first write python script that collect the movie information for the top 500 movies from each website and store them in a comma separated file (called [your name]_movies.csv).

In addition to the csv file, the data should also be stored in a SQLite database called MovieInfoDatabase in the directory that your Jupyter Notebook code will be executed from. The MovieInfoDatabase should have a table called MovieInfoTable.

Next, from the movie information you have collected, extract 2 pieces of information: The director, and the cast (actors/actresses). Build a dictionary of the movies that contain these information. Arrange them in any way you prefer but make sure we can access the information we need at any time.

Example:

Which movie do you want to check?

input: Saving Private Ryan

What information about this movie do you want to check? (Choose director or cast)

input: Cast

Output:

The cats of the movie Saving Private Ryan includes Matt Damon as Pvt. James Francis Ryan, Tom Hanks as Captain Miller, Adam Goldberg as Pvt. Stanley Mellish, Barry Pepper as Pvt. Daniel Jackson, Dennis Farina as Lt. Col. Anderson, Dylan Bruno as Toynbe, Edward Burns as Pvt. Richard Reiben, Giovanni Ribisi as T-5 Medic Irwin Wade, Jeremy Davies as Cpl. Timothy P. Upham, Joerg Stadler as Steamboat Willie, Max Martini as Cpl. Henderson, Paul Giamatti as Sgt. Hill, Ted Danson as Captain Hamill, Tom Sizemore as Sgt. Mike Horvath, Vin Diesel as Pvt. Adrian Caparzo

Then there are 3 tasks you need to complete:

1. Analyze how many times has each actor/actress appeared in these top 500 movies, analyze how many times has each director appeared in these top 500 movies, what can that tell you about their career?

2. Create a dictionary of actors/actresses that the directors have worked together with in each movie, then calculate their cosine similarity, which directors work with similar groups of actors/actresses? Use director name as the dictionary name, actor/actress name as the key, and the times they have worked together in a movie as the value. For example: Michael Bay = {‘ Bruce Willis’: 50, ‘Ben Affleck’:20, ‘Liam Neeson’:10}, Steven Spielberg = {‘Liam Neeson’: 30, ‘Tom Hanks’:20, ‘Denzel Washington’:15}

Your program should show the similarity score between the directors. (An example is given below).

3. Pick 5 of your favorite actors/actresses from this list of top 500 movies. Then create a dictionary of all the actors/actresses that they have collaborated with in a movie. Following similar method as above in task 2, create the dictionaries, and compare these 5 actors, who is the most popular supporting actor/actress among them all?

Combine your finding with those in task 1 and 2, write a short report to observe how do directors and actors/actresses grow their career (Times new roman, 12 font size, no more than 1 page).

Example 2:

Michael Bay = Transformer: [Bruce Willis, Ben Affleck, Liam Neeson], Batman:[ Ben Affleck, Liam Neeson]

Steven Spielberg = Schindler's List:[ Liam Neeson, Tom Hanks], American Gangster:[ Denzel Washington]

Michael Bay = {‘Bruce Willis’: 1, ‘Ben Affleck’:2, ‘Liam Neeson’:2}

Steven Spielberg = {‘Liam Neeson’: 1, ‘Tome Hanks’:1, ‘Denzel Washington’:1}

Common vector = (Bruce Willis. Ben Affleck, Liam Neeson, Tom Hanks, Denzel Washington)

Michael Bay vector = (1,2,2,0,0)

Steven Spielberg vector = (0,0,1,1,1)

Then calculate the cosine similarity.

Your submission will include 4 files.

1) The ipynb file with your python code.

2) Your .csv file that stores the reviews.

3) Your .db file that stores the reviews.

4) Your short report in word document.

homework-3mdq5evz.docx

Sandeep Kumar · Accepted Answer

James_movies.csv
,ID,Name,Year,Runtime,User Rating,Metascore,Director,Actors,Genre
0,2801,Hidden Figures,,127 min,7.5,100,Theodore Melfi,"Janelle Monáe, Kevin Costner, Octavia Spencer, Taraji P. Henson","Biography, Drama, History"
1,2802,Sylvie's Love,,114 min,6.1,100,Eugene Ashe,"Aja Naomi King, Alano Miller, Erica Gimpel, Eva Longoria, Jemima Kirke, John Magaro, Lance Reddick, Nnamdi Asomugha, Raquel Horsford, Rege-Jean Page, Ron Funches, Ryan Michelle Bathe, Tessa Thompson, Tone Bell, Tucker Smallwood, Wendi McLendon-Covey","Drama, Romance, Music"
2,2803,Assassins,,104 min,,,Ryan White,,Documentary
3,2804,The Infiltrators,,95 min,,,Alex Rivera,"Bella Zoe Martinez, Eddie Martinez, Edward Conna, Jonathan De La Torre, Luis Richard Gomez, Maynor Alvarado, Mohammad Abdollahi, Scott Broderick, Valerie Hall, Victor Wolf",Drama
4,2805,Clear and Present Danger,,141 min,8.1,,Phillip Noyce,"Harrison Ford, Willem Dafoe","Action, Drama, Thriller"
5,2806,Robin Williams: Come Inside My Mind,,116 min,7.5,100,Marina Zenovich,"Arthur Grace, Billy Crystal, Bobcat Goldthwait, David Letterman, David Steinberg, Drew Carey, Elayne Boosler, Eric Idle, George Carlin, Jim Carrey, John Belushi, Kate Capshaw, Lewis Black, Pam Dawber, Robert Altman, Robin Williams, Roseanne, Steve Allen, Steve Martin, Tony Danza, Valerie Velardi, Whoopi Goldberg","Biography, Comedy, Documentary"
6,2807,A Gray State,,93 min,,,Erik Nelson,"Adam Shambour, Chris Peck, Danny August Mason, Mason Hendricks, Sean Wright",Documentary
7,2808,Heart Like a Wheel,,113 min,,,Jonathan Kaplan,"Anthony Edwards, Beau Bridges, Bonnie Bedelia, Bruce Barlow, Creed Bratton, Hoyt Axton, Jesse Aragon, Leo Rossi, Missy Basile, Paul Bartel","Biography, Drama, Sport, Romance"
8,2809,Sand Storm,,87 min,,100,Elite Zexer,,Drama
9,2810,The Panic in Needle Park,,110 min,,100,Jerry Schatzberg,"Al Pacino, Alan Vint, Angie Ortega, Kiel Martin, Kitty Winn, Marcia Jean Kurtz, Michael McClanathan, Raul Julia, Richard Bright, Warren Finnerty",Drama
10,2811,A Woman in Berlin,,131 min,7.1,100,Max Färberböck,,"Drama, War"
11,2812,Higher Ground,,109 min,6.9,100,Vera Farmiga,,Drama
12,2813,Golden Door,,118 min,7.7,100,Emanuele Crialese,"Charlotte Gainsbourg, Vincenzo Amato","Adventure, Drama, Fantasy, Romance"
13,2814,Stonewall Uprising,2010,80 min,,100,David Heilbroner,,"History, Documentary"
14,2815,Plimpton! Starring George Plimpton as Himself,,89 min,,100,Luke Poling,,Documentary
15,2816,The Town,,125 min,7.4,,Ben Affleck,"Ben Affleck, Jon Hamm, Rebecca Hall","Drama, Thriller, Crime"
16,2817,The Trials of Muhammad Ali,,86 min,,100,Bill Siegel,,"Biography, Sport, War, Documentary"
17,2818,Ain't Them Bodies Saints,,96 min,7.0,100,David Lowery,"Ben Foster, Casey Affleck, Keith Carradine, Nate Parker, Rooney Mara","Drama, Romance, Crime"
18,2819,Miss Hokusai,,93 min,7.8,,Keiichi Hara,"Anne Watanabe, Yutaka Matsushige","Biography, Drama, History, Animation"
19,2820,In Darkness,,145 min,7.0,100,Agnieszka Holland,,Drama
20,2821,Cyrus,,91 min,6.2,100,Jay Duplass,"John C. Reilly, Jonah Hill, Marisa Tomei",Comedy
21,2822,In the Realms of the Unreal,,81 min,7.1,100,Jessica Yu,"Dakota Fanning, Henry Darger","Biography, Documentary"
22,2823,Lost in La Mancha,,89 min,7.6,100,Keith Fulton,"Jeff Bridges, Terry Gilliam",Documentary
23,2824,Little Otik,2001,132 min,7.9,,Jan Svankmajer,"Jan Hartl, Veronika Zilková","Drama, Thriller, Fantasy, Horror, Comedy, Animation"
24,2825,Liam,,90 min,8.0,100,Stephen Frears,"Anthony Borrows, Ian Hart",Drama
25,2826,A Good Baby,2000,87 min,,,Katherine Dieckmann,,Drama
26,2827,Gods and Monsters,,105 min,7.8,100,Bill Condon,"Brendan Fraser, Ian McKellen, Lynn Redgrave","Biography, Drama"
27,2828,Daughter of Mine,,97 min,,,Laura Bispuri,"Alba Rohrwacher, Emanuela Bilancetta, Giuseppe Boy, Lia Careddu, Massimiliano Caprara, Michela Atzeni, Michele Carboni, Sara Casu, Udo Kier, Valeria Golino",Drama
28,2829,Ballet 422,,75 min,,,Jody Lee Lipes,"Justin Peck, Tiler Peck","Drama, Sport, Music, Documentary"
29,2830,Father Soldier Son,,99 min,,,Catrin Einhorn,Brian Eisch,"War, Documentary"
30,2831,Lost in Paris,,83 min,,,Dominique Abel,"Céline Laurentie, Charlotte Dubery, David Palatino, Dominique Abel, Emmanuelle Riva, Emmy Boissard Paumelle, Fiona Gordon, Frédéric Meert, Guillaume Delvingt, Pierre Richard",Comedy
31,2832,Flame and Citron,,130 min,8.5,100,Ole Christian Madsen,,"Drama, History, Thriller, Crime, War"
32,2833,After Auschwitz,,83 min,,100,Jon Kean,"Erika Jacoby, Eva Beckmann, Lili Majzner, Linda Sherman, Rena Drexler, Renee Firestone",Documentary
33,2834,The Russian Woodpecker,,80 min,7.0,100,Chad Gracia,,"History, War, Documentary, News"
34,2835,Sully,,96 min,7.6,100,Clint Eastwood,"Aaron Eckhart, Laura Linney, Tom Hanks","Biography, Drama"
35,2836,Dressed to Kill,,105 min,7.8,100,Brian De Palma,"Amalie Collier, Angie Dickinson, Brandon Maggart, David Margulies, Dennis Franz, Keith Gordon, Ken Baker, Michael Caine, Nancy Allen, Susanna Clemm","Mystery, Thriller"
36,2837,Into the Abyss,,107 min,7.5,100,Werner Herzog,,Documentary
37,2838,Interstellar,,169 min,8.5,100,Christopher Nolan,"Anne Hathaway, Bill Irwin, Ellen Burstyn, Jessica Chastain, Mackenzie Foy, Matthew McConaughey, Michael Caine","Action, Adventure, Sci-Fi, Mystery"
38,2839,Harry Benson: Shoot First,,87 min,,,Justin Bare,Harry Benson,Documentary
39,2840,Genesis,,81 min,,100,Claude Nuridsany,,Documentary
40,2841,Bridge to Terabithia,,96 min,7.4,,Gabor Csupo,"AnnaSophia Robb, Josh Hutcherson, Robert Patrick, Zooey Deschanel","Adventure, Drama, Fantasy, Family"
41,2842,The Attack,,102 min,6.7,100,Ziad Doueiri,,Drama
42,2843,The Heart of the Game,,97 min,7.8,100,Ward Serrill,"Bill Resler, Darnellia Russell","Sport, Documentary"
43,2844,Daughters of Darkness,,87 min,,,Harry Kümel,"Andrea Rau, Danielle Ouimet, Delphine Seyrig, Fons Rademakers, Georges Jamin, John Karlen, Joris Collet, Paul Esser",Horror
44,2845,Circus of Books,,92 min,6.5,100,Rachel Mason,"Alaska Thunderfuck, Alexei Romanoff, Barry Mason, Billy Miller, Don Norman, Ellen Friedman, Fernando Aguilar, Freddie Bercovitz, Gisella Colindres, Jeff Stryker, Josh Mason, Karen Mason, Larry Flynt, Micah Mason, Paulo Morillo, Rachel Mason","Biography, Documentary"
45,2846,Hollywood Shuffle,,78 min,,,Robert Townsend,Robert Townsend,Comedy
46,2847,Happy People: A Year in the Taiga,,90 min,7.3,,Dmitry Vasyukov,Werner Herzog,Documentary
47,2848,The New Girlfriend,,108 min,6.6,100,François Ozon,,Drama
48,2849,The Dish,,101 min,8.2,100,Rob Sitch,Sam Neill,"Drama, Comedy"
49,2850,See You Yesterday,,84 min,,,Stefon Bristol,"Astro, Brett G. Smith, Carlos Arce Jr., Damaris Lewis, Dante Crichlow, Eden Duncan-Smith, Frank Harts, Ian Unterman, Johnathan Nieves, Khail Bryant, Marsha Stephanie Blake, Michael J. Fox, Myra Lucretia Taylor, Patrice Bell, Rayshawn Richardson, Taliyah Whitaker, Waliek Crandall, Wavyy Jonez","Action, Adventure, Sci-Fi, Drama, Thriller, Crime"
50,2851,Egg,,90 min,,,Marianna Palka,"Alysia Reiner, Anna Camp, Christina Hendricks, David Alan Basche, Gbenga Akinnagbe, Harris Doran",Comedy
51,2852,Raising Bertie,,102 min,,,Margaret Byrne,,Documentary
52,2853,Far From Men,,101 min,8.1,100,David Oelhoffen,"Antoine Régent, Djemel Barek, Hatim Sadiki, Jean-Jérôme Esposito, Nicolas Giraud, Reda Kateb, Viggo Mortensen, Vincent Martin, Yann Goven",Drama
53,2854,An Oversimplification of Her Beauty,,93 min,,100,Terence Nance,,"Drama, Comedy, Romance, Animation"
54,2855,Ahead of Time,2010,73 min,,,Robert Richman,,"Biography, Documentary"
55,2856,The Keys to the House,,105 min,7.4,,Gianni Amelio,"Andrea Rossi, Charlotte Rampling, Kim Rossi Stuart",Drama
56,2857,Billy Elliot,,110 min,7.4,100,Stephen Daldry,"Jamie Bell, Julie Walters","Drama, Comedy, Music"
57,2858,The Hurricane,,145 min,7.5,100,Norman Jewison,Denzel Washington,"Biography, Drama, Sport"
58,2859,The Muppet Movie,,95 min,8.3,,James Frawley,"Frank Oz, Jim Henson","Adventure, Comedy, Family, Musical"
59,2860,The Rescuers,,78 min,6.5,100,Art Stevens,"Bernard Fox, Bob Newhart, Eva Gabor, Geraldine Page, Jeanette Nolan, Jim Jordan, Joe Flynn, John McIntire, Michelle Stacy, Pat Buttram","Adventure, Fantasy, Comedy, Animation, Family"
60,2861,Vixen!,,70 min,,,Russ Meyer,"Erica Gavin, Garth Pillsbury, Harrison Page, Jackie Illman, John Furlong, Jon Evans, Michael Donovan O'Donnell, Peter Carpenter, Robert Aiken, Vincene Wallace",Drama
61,2862,Days of Wine and Roses,,117 min,8.3,100,Blake Edwards,"Alan Hewitt, Charles Bickford, Debbie Megowan, Jack Albertson, Jack Klugman, Jack Lemmon, Lee Remick, Leon Alton, Maxine Stuart, Tom Palmer",Drama
62,2863,Kung Fu Panda,,92 min,8.3,,John Stevenson,"Angelina Jolie, Ian McShane, Jack Black","Action, Comedy, Animation, Family"
63,2864,In Order of Disappearance,,116 min,7.2,,Hans Petter Moland,"Bruno Ganz, Jakob Oftebro","Action, Thriller, Comedy, Crime"
64,2865,The Secret Garden,,101 min,7.3,100,Agnieszka Holland,"Andrew Knott, Frank Baker, Heydon Prowse, Irène Jacob, John Lynch, Kate Maberly, Laura Crossley, Maggie Smith, Valerie Hill, Walter Sparrow","Drama, Fantasy, Family"
65,2866,,,,,,,,
66,2867,Hercules,,93 min,7.9,,John Musker,"Bobcat Goldthwait, Danny DeVito, James Woods, Josh Keaton, Matt Frewer, Rip Torn, Roger Bart, Samantha Eggar, Susan Egan, Tate Donovan","Adventure, Fantasy, Comedy, Romance, Animation, Family, Musical"
67,2868,A Mighty Heart,,108 min,7.1,100,Michael Winterbottom,"Angelina Jolie, Archie Panjabi, Dan Futterman","Biography, Drama, History, Thriller, War"
68,2869,Becoming Traviata,,120 min,,,Philippe B,,"Musical, Documentary"
69,2870,Raise Hell: The Life & Times of Molly Ivins,,93 min,6.3,,Janice Engel,"Andy Ivins, Anne Lamott, Charles Kaiser, Harold Cook, Jim Hightower, Linda Jann Lewis, Margo Johnston, Marty Maley, Myra MacPherson, Paul Krugman, Rachel Maddow",Documentary
70,2871,Fastball,,87 min,,100,Jonathan Hock,,Documentary
71,2872,Crazy Rich Asians,,120 min,6.9,100,Jon M. Chu,"Awkwafina, Chris Pang, Constance Wu, Gemma Chan, Harry Shum Jr., Henry Golding, Jimmy O. Yang, Jing Lusi, Ken Jeong, Lisa Lu, Michelle Yeoh, Sonoya Mizuno","Comedy, Romance"
72,2873,Sir! No Sir!,,85 min,7.6,100,David Zeiger,,"War, Documentary"
73,2874,The Ghost of Peter Sellers,,93 min,,100,Peter Medak,"Joe Dunne, John Heyman, Liza Minnelli, Lorenzo Berni, Louis M. Heyward, Maggie Abbott, Norma Farnes, Peter Boyle, Peter Medak, Peter Sellers, Rene Borisewitz, Robin Dalton, Simon van der Borgh, Spike Milligan, Susan Wood, Thomas Baptiste, Tony Christodoulou",Documentary
74,2875,Wild Nights with Emily,,84 min,,,Madeleine Olnek,"Amy Seimetz, Brett Gelman, Dana Melanie, Elizabeth Everett, Jackie Monahan, Joel Michaely, John Peña Griswold, Kevin Seal, Lee Eaton, Lisa Haas, Marc Alan Austen, Molly Shannon, Nick Fisher, Sasha Frolova, Stacey Alyse Cohen, Susan Ziegler","History, Comedy"
75,2876,Place Vendôme,,117 min,,,Nicole Garcia,Catherine Deneuve,"Drama, Crime"
76,2877,Invictus,,134 min,7.1,100,Clint Eastwood,"Matt Damon, Morgan Freeman","Biography, Drama, History, Sport"
77,2878,Herb & Dorothy,,87 min,,,Megumi Sasaki,,"Biography, Documentary"
78,2879,Bad Hair,,93 min,7.0,,Mariana Rondón,,Drama
79,2880,The Italian,,90 min,7.6,,Andrey Kravchuk,"Kolya Spiridonov, Mariya Kuznetsova, Nikolay Reutov","Drama, Family"
80,2881,Mommy,,139 min,8.5,100,Xavier Dolan,"Alexandre Goyette, Anne Dorval, Antoine-Olivier Pilon, Patrick Huard, Suzanne Cl",Drama
81,2882,The Pirogue,,87 min,,100,Moussa Touré,,Drama
82,2883,Shithouse,,102 min,7.5,,Cooper Raiff,"Abby Quinn, Alina Patra, Amy Landecker, Ashley Padilla, Cooper Raiff, Dylan Gelula, Joy Sunday, Logan Miller, Olivia Welch, Tre Hall","Drama, Comedy, Romance"
83,2884,The Duchess of Langeais,,137 min,,100,Jacques Rivette,,"Drama, Romance, Music"
84,2885,The Golden Dream,,108 min,8.5,,Diego Quemada-Díez,,Drama
85,2886,Eastern Boys,,128 min,6.8,,Robin Campillo,,Drama
86,2887,The Silent Partner,,106 min,,,Daryl Duke,"Céline Lomez, Christopher Plummer, Elliott Gould, Gail Dahms-Bonine, John Candy, Ken Pogue, Michael Kirby, Micheal Donaghue, Sean Sullivan, Susannah York","Drama, Thriller, Crime"
87,2888,Big Hero 6,,102 min,7.9,,Chris Williams,"Alan Tudyk, Damon Wayans Jr., Génesis Rodríguez, James Cromwell, Jamie Chung, Maya Rudolph, Ryan Potter, Scott Adsit, T.J. Miller","Action, Adventure, Sci-Fi, Comedy, Animation, Family"
88,2889,My Kid Could Paint That,,82 min,8.1,100,Amir Bar-Lev,"Laura Olmstead, Mark Olmstead, Marla Olmstead","Mystery, Documentary"
89,2890,Two Lovers,,110 min,8.6,100,James Gray,"Gwyneth Paltrow, Joaquin Phoenix, Vinessa Shaw","Drama, Romance"
90,2891,As I Open My Eyes,,102 min,,,Leyla Bouzid,,Drama
91,2892,Sin City,,124 min,8.8,100,Frank Miller,,"Action, Thriller, Crime"
92,2893,For the Love of Spock,,111 min,8.4,,Adam Nimoy,,"Biography, Documentary"
93,2894,Land and Shade,,97 min,,,César Augusto Acevedo,,Drama
94,2895,Neil Young Journeys,,87 min,,100,Jonathan Demme,Neil Young,"Music, Documentary"
95,2896,Some Kind of Heaven,,81 min,,100,Lance Oppenheim,,Documentary
96,2897,"My Country, My Country",,90 min,7.0,100,Laura Poitras,,Documentary
97,2898,Source Code,,93 min,7.7,100,Duncan Jones,"Jake Gyllenhaal, Michelle Monaghan, Vera Farmiga","Action, Sci-Fi, Thriller"
98,2899,Metallica: Some Kind of Monster,,141 min,8.8,100,Bruce Sinofsky,"James Hetfield, Kirk Hammett, Lars Ulrich, Robert Trujillo","Music, Documentary"
99,2900,The Nazi Officer's Wife,2003,90 min,,,Liz Garbus,,"History, War, Documentary"
100,2901,7 Days in September,2002,94 min,7.4,,Steve Rosenbaum,,Documentary
101,2902,A Matter of Taste,2001,90 min,,100,Bernard Rapp,"Bernard Giraudeau, Jean-Pierre Lorit","Drama, Thriller, Crime"
102,2903,Shower,,92 min,,100,Yang Zhang,,"Drama, Comedy"
103,2904,Such a Long Journey,2000,113 min,7.0,,Sturla Gunnarsson,,
104,2905,Beast,,107 min,6.9,,Michael Pearce,"Charley Palmer Merkell, Claire Rafferty, Emily Taaffe, Geraldine James, Hattie Gotobed, Jessie Buckley, Johnny Flynn, Oliver Maltman, Olwen Fouere, Shannon Tarbet, Tim Woodward, Trystan Gravelle",Drama
105,2906,Martin Eden,,129 min,6.8,100,Pietro Marcello,"Autilia Ranieri, Carlo Cecchi, Carmen Pommella, Denise Sardisco, Elisabetta Valgoi, Jessica Cressy, Luca Marinelli, Marco Leonardi, Pietro Ragusa, Vincenzo Nemolato","Drama, Romance"
106,2907,Oklahoma!,,145 min,,,Fred Zinnemann,"Barbara Lawrence, Charlotte Greenwood, Eddie Albert, Gene Nelson, Gloria Grahame, Gordon MacRae, James Whitmore, Jay C. Flippen, Rod Steiger, Shirley Jones","Drama, Comedy, Romance, Western, Musical"
107,2908,Little Woods,,105 min,,,Nia DaCosta,"Alexis West, Brandon Potter, Charlie Ray Reid, Elizabeth Maxwell, Gary Teague, James Badge Dale, Jeremy St. James, Joe Stevens, Lance Reddick, Lawrence Varnado, Lily James, Luci Christian, Luke Kirby, Morgana Shaw, Rochelle Robinson, Tessa Thompson","Drama, Crime, Western"
108,2909,Joe,,117 min,7.2,100,David Gordon Green,"Nicolas Cage, Tye Sheridan",Drama
109,2910,Jay Myself,,79 min,,,Stephen Wilkes,Jay Maisel,"Biography, Documentary"
110,2911,After Parkland,,92 min,,,Emily Taguchi,"Andrew Pollack, David Hogg, Dillon McCooty, Manuel Oliver, Samuel Zeif",Documentary
111,2912,Under Fire: Journalists in Combat,,90 min,,,Martyn Burke,,Documentary
112,2913,Older Than Ireland,,81 min,,100,Alex Fegan,,Documentary
113,2914,The Song of Sparrows,,96 min,7.9,100,Majid Majidi,,Drama
114,2915,Starlet,,103 min,6.6,,Sean Baker,"Besedka Johnson, Dree Hemingway",Drama
115,2916,End of Sentence,,96 min,9.3,,Elfar Adalsteins,"Amy De Bhrún, Andrea Irvine, Christopher Allen, David Grant White, David Grant Wright, Denis Conway, John Hawkes, Kyle Hancock, Lalor Roddy, Logan Lerman, Mary McEvoy, Obada Adnan, Ólafur Darri Ólafsson, Sarah Bolger, Sean Mahon, Shaw Jones, Zylan Brooks",Drama
116,2917,Tehran Taboo,,90 min,7.0,,Ali Soozandeh,"Adem Karaduman, Aida Loos, Alireza Bayram, Farhad Abadinejad, Jasmina Ali, Morteza Latif, Rozita Assadollahy, Sasan Behroozian, Siir Eloglu, Zahra Amir Ebrahimi","Drama, Animation"
117,2918,State of Fear,2006,94 min,,,Pamela Yates,,Documentary
118,2919,The Naked City,,96 min,,100,Jules Dassin,"Adelaide Klein, Anne Sargent, Barry Fitzgerald, Don Taylor, Dorothy Hart, Frank Conroy, Grover Burgess, House Jameson, Howard Duff, Ted de Corsia","Drama, Mystery, Thriller, Crime, Film-Noir"
119,2920,La faute à Fidel!,,99 min,8.4,,Julie Gavras,,"Drama, History"
120,2921,Thor: Ragnarok,,130 min,7.8,100,Taika Waititi,"Anthony Hopkins, Benedict Cumberbatch, Cate Blanchett, Chris Hemsworth, Clancy Brown, Idris Elba, Jaimie Alexander, Jeff Goldblum, Karl Urban, Mark Ruffalo, Sam Neill, Taika Waititi, Tessa Thompson, Tom Hiddleston","Action, Adventure, Sci-Fi, Drama, Fantasy, Comedy"
121,2922,Narco Cultura,,103 min,,100,Shaul Schwarz,,"Documentary, News"
122,2923,Teacher's Pet,,74 min,7.9,,Timothy Björklund,"David Ogden Stiers, Nathan Lane, Shaun Fleming","Fantasy, Comedy, Animation, Family, Musical"
123,2924,Beats,,101 min,,,Brian Welsh,"Amy Manson, Brian Ferguson, Cristian Ortega, Kevin Mains, Laura Fraser, Lorn Macdonald, Martin Donaghy, Neil Leiper, Rachel Jackson, Ross Mann, Ryan Fletcher, Stephen McCole","Drama, Comedy, Crime, Music"
124,2925,La Sapienza,,101 min,6.8,100,Eugène Green,,Drama
125,2926,The Haunting,,112 min,7.2,100,Robert Wise,"Claire Bloom, Diane Clare, Fay Compton, Julie Harris, Lois Maxwell, Richard Johnson, Ronald Adam, Rosalie Crutchley, Russ Tamblyn, Valentine Dyall",Horror
126,2927,Splendor in the Grass,,124 min,7.0,100,Elia Kazan,"Audrey Christie, Barbara Loden, Fred Stewart, Jan Norris, Joanna Roos, John McGovern, Natalie Wood, Pat Hingle, Warren Beatty, Zohra Lampert","Drama, Romance"
127,2928,Lemon Tree,2009,106 min,7.3,,Eran Riklis,,Drama
128,2929,Queen & Slim,,132 min,6.4,100,Melina Matsoukas,"Benito Martinez, Bertrand Boyd II, Bokeem Woodbine, Bryant Tardy, Calvin Williams, Chloë Sevigny, Colby Boothman, Daniel Kaluuya, Divine Prince Ty Emmecca, Dominic Cancelliere, Flea, Gralen Bryant Banks, Indya Moore, Jahi Di'Allo Winston, Jodie Turner-Smith, Justin Carmouche, Kenneth Kynt Bryan, Lucky Johnson, Michael Biss, Mike R. Moreau, Roger Petan, Roman Armstrong, Rosé Belara Young, Scott Rapp, Sturgill Simpson, Thom Gossom Jr.","Drama, Romance, Crime"
129,2930,U-Carmen e-Khayelitsha,2007,122 min,7.8,,Mark Dornford-May,,"Drama, Romance, Musical"
130,2931,Breach,,110 min,7.3,,Billy Ray,"Chris Cooper, Dennis Haysbert, Ryan Phillippe","Drama, Mystery, Thriller, Crime"
131,2932,,,,,,,,
132,2933,2 or 3 Things I Know About Him,2007,85 min,,100,Malte Ludin,,Drama
133,2934,Arna's Children,2004,84 min,8.0,100,Danniel Danniel,,Documentary
134,2935,Japanese Story,,110 min,7.3,100,Sue Brooks,"Gotaro Tsunashima, Lynette Curran, Toni Collette","Drama, Romance"
135,2936,28 Days Later...,,113 min,7.7,,Danny Boyle,"Cillian Murphy, Naomie Harris","Action, Sci-Fi, Thriller, Horror"
136,2937,Tully,,102 min,8.3,100,Hilary Birmingham,,Drama
137,2938,Cast Away,,143 min,7.4,100,Robert Zemeckis,Tom Hanks,"Adventure, Drama"
138,2939,Les convoyeurs attendent,2000,94 min,,100,Benoît Mariage,,"Drama, Comedy"
139,2940,South Park: Bigger Longer & Uncut,,81 min,8.7,,Trey Parker,"Matt Stone, Trey Parker","Comedy, Animation, Musical"
140,2941,High Art,,101 min,8.6,,Lisa Cholodenko,"Ally Sheedy, Patricia Clarkson, Radha Mitchell","Drama, Romance"
141,2942,Wag the Dog,,97 min,7.3,100,Barry Levinson,"Anne Heche, Dustin Hoffman, Robert De Niro","Drama, Comedy"
142,2943,The Brothers McMullen,,98 min,7.6,100,Edward Burns,"Edward Burns, Jack Mulcahy, Mike McGlone","Drama, Comedy, Romance"
143,2944,Cape Fear,,128 min,8.7,100,Martin Scorsese,"Jessica Lange, Nick Nolte, Robert De Niro","Thriller, Horror, Crime"
144,2945,Novitiate,,123 min,7.5,100,Margaret Betts,"Chris Zylka, Denis O'Hare, Dianna Agron, Eline Powell, Julianne Nicholson, Liana Liberato, Maddie Hasson, Margaret Qualley, Melissa Leo, Morgan Saylor",Drama
145,2946,(T)error,,,,100,David Felix Sutcliffe,,Documentary
146,2947,All This Panic,,79 min,,,Jenny Gage,,Documentary
147,2948,From Afar,,93 min,7.9,100,Lorenzo Vigas,"Alfredo Castro, Auffer Camacho, Catherina Cardozo, Greymer Acosta, Ivan Peña, Jericó Montilla, Joretsis Ibarra, Jorge Luis Bosque, Luis Silva","Drama, Romance"
148,2949,Matewan,,135 min,,100,John Sayles,"Bob Gunton, Chris Cooper, David Strathairn, Gordon Clapp, Jace Alexander, Ken Jenkins, Kevin Tighe, Mary McDonnell, Will Oldham","Drama, History"
149,2950,Roxanne,,107 min,9.0,100,Fred Schepisi,"Damon Wayans, Daryl Hannah, Fred Willard, John Kapelos, Max Alexander, Michael J. Pollard, Rick Rossovich, Shelley Duvall,

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