Datasets:
Tasks:
Token Classification
Modalities:
Text
Formats:
text
Languages:
English
Size:
10K - 100K
License:
text stringlengths 0 9.83k |
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Community 1: |
491 movies |
['101 Dalmatians', '102 Dalmatians', '1917', '21', 'A Bridge Too Far', 'A Clockwork Orange', 'A Coffee in Berlin', 'A Fish Called Wanda', 'A Good Year', 'A Haunting in Venice', 'A Hidden Life', 'A Man for All Seasons', 'A Monster Calls', 'A Most Wanted Man', 'A Room with a View', 'A Street Cat Named Bob', 'A Whole Life... |
Community 2: |
444 movies |
['10 Cloverfield Lane', '127 Hours', '21 Jump Street', '22 Jump Street', '28 Days', '30 Minutes or Less', '50/50', 'A Bad Moms Christmas', "A Dog's Journey", "A Dog's Purpose", 'A Simple Favor', 'A Time to Kill', 'Abominable', 'Adventureland', 'After the Sunset', 'Alexander and the Terrible, Horrible, No Good, Very Bad... |
Community 3: |
359 movies |
['13 Sins', '3 Generations', 'A Ghost Story', 'A League of Their Own', 'A Most Violent Year', 'A Perfect Getaway', 'A Quiet Place', 'A Quiet Place Part II', 'A Sound of Thunder', 'A Star Is Born', 'Absolute Power', 'After Earth', 'Aftermath', 'Aftershock', 'Agora', "Ain't Them Bodies Saints", 'Air', 'Almost Famous', 'A... |
Community 4: |
321 movies |
['*batteries not included', '...And Justice for All', '12 Angry Men', '12 Rounds', '15 Minutes', '16 Blocks', '47 Ronin', '48 Hrs.', '88 Minutes', 'A Bronx Tale', 'A Streetcar Named Desire', 'Ace Ventura: Pet Detective', 'Act of Valor', 'After Hours', 'Air Bud', "Alice Doesn't Live Here Anymore", "All the President's M... |
Community 5: |
211 movies |
['A Civil Action', 'Addams Family Values', 'Alita: Battle Angel', 'American Ultra', 'Anna and the King', 'Antitrust', 'Anything Else', 'Argylle', 'Assassins', 'Away We Go', 'Baby Geniuses', 'Basic', 'Be Cool', 'Bird', 'Body Heat', 'Boiler Room', 'Born on the Fourth of July', 'Bound by Honor', 'Bringing Out the Dead', '... |
Community 6: |
204 movies |
['2 Guns', '21 Grams', '300', '300: Rise of an Empire', '3:10 to Yuma', 'A Beautiful Mind', 'A Simple Plan', 'A Wrinkle in Time', 'Ad Astra', 'Air Force One', 'Ali', 'Alpha Dog', 'Always', 'American Gangster', 'An American Haunting', 'Appaloosa', 'August Rush', 'Bad Company', 'Bad Lieutenant: Port of Call - New Orleans... |
Community 7: |
170 movies |
['28 Days Later', '28 Weeks Later', 'A History of Violence', "A Knight's Tale", 'A Perfect Murder', 'A Scanner Darkly', 'A Serious Man', 'Abraham Lincoln: Vampire Hunter', 'Alien', 'All I See Is You', 'Amistad', 'Annihilation', 'Ant-Man', 'Ant-Man and the Wasp', 'Ant-Man and the Wasp: Quantumania', 'Avengers: Age of Ul... |
Community 8: |
163 movies |
["A Bug's Life", 'A Goofy Movie', 'Accepted', 'Accidental Love', 'After.Life', 'Agent Cody Banks', 'Agent Cody Banks 2: Destination London', 'Aladdin', 'Alpha and Omega', 'Anastasia', 'Atlantis: The Lost Empire', "Baby's Day Out", 'Balto', 'Barnyard', 'Batman and Harley Quinn', 'Batman: Gotham by Gaslight', 'Batman: Ma... |
Community 9: |
157 movies |
['12 Strong', '25th Hour', 'A Hologram for the King', 'A Little Princess', 'Adore', 'Animal Kingdom', 'Anyone But You', 'Apt Pupil', 'Australia', 'Babe', 'Babe: Pig in the City', 'Bait', "Barney's Version", 'Before I Fall', 'Bloodshot', 'Bride of Chucky', 'Bronson', 'Cats', "Child's Play", "Child's Play 2", "Child's Pl... |
Community 10: |
149 movies |
["'71", '12 Years a Slave', 'A Conspiracy of Faith', 'A Lonely Place to Die', 'A Royal Affair', 'Action Point', 'Acts of Vengeance', 'All About My Mother', 'Angel Has Fallen', 'Armageddon Time', 'Automata', 'Barbarian', 'Barely Lethal', 'Batman Begins', 'Beasts of the Southern Wild', 'Ben Is Back', 'Beyond Skyline', 'B... |
Community 11: |
139 movies |
['10 Things I Hate About You', '1492: Conquest of Paradise', '20th Century Women', 'A Guy Thing', "A Midsummer Night's Dream", 'A Walk in the Woods', 'Abduction', 'Alien Resurrection', 'Alone in the Dark', 'Amityville: The Awakening', 'Arbitrage', 'Assassination Nation', 'Babylon', 'Ballistic: Ecks vs. Sever', "Beethov... |
Community 12: |
139 movies |
['2 Fast 2 Furious', '40 Days and 40 Nights', "A Dog's Way Home", 'AVP: Alien vs. Predator', 'Annapolis', 'Batman', 'Blitz', 'Bloodsport', 'Chaos', 'Chappie', 'Choke', 'Cobra', 'Cradle 2 the Grave', 'Creed', 'Creed II', 'Creed III', 'Cyborg', 'DOA: Dead or Alive', 'Death Race', 'Death Race 2000', 'Death Warrant', 'Die ... |
Community 13: |
137 movies |
['3 Men and a Baby', 'A Christmas Carol', 'A Dangerous Method', 'A Rainy Day in New York', 'Anon', 'Apollo 13', 'Apollo 18', 'Atomic Blonde', 'Austin Powers in Goldmember', 'Austin Powers: International Man of Mystery', 'Austin Powers: The Spy Who Shagged Me', 'Barb Wire', 'Barton Fink', 'Battle Royale', 'Battle Royale... |
Community 14: |
129 movies |
['30 Days of Night', '99 Homes', 'A Few Good Men', 'A Haunted House', 'A Haunted House 2', 'A Thousand Words', 'About Last Night', 'Almost Christmas', 'Are We There Yet?', 'Arrival', 'As Good as It Gets', 'Audition', 'Bad Boys', 'Bad Boys II', 'Bad Boys for Life', 'Bad Santa', 'Bad Santa 2', 'Bandidas', 'Barbershop', '... |
Community 15: |
111 movies |
['A Beautiful Day in the Neighborhood', 'A Mighty Heart', 'A Walk Among the Tombstones', 'Adaptation.', 'Amores Perros', 'Angel Eyes', 'Babel', 'Bad Education', 'Birth', 'Blade', 'Blade II', 'Blade: Trinity', 'Blue Velvet', 'Bodies Bodies Bodies', 'Bordertown', 'Breaking the Waves', 'Bride Wars', 'Bridge of Spies', 'Br... |
Community 16: |
103 movies |
['20,000 Leagues Under the Sea', 'A Cinderella Story', 'A Life Less Ordinary', 'A Very Harold & Kumar Christmas', 'Ace in the Hole', 'Admission', 'American Beauty', 'American Pie', 'American Pie 2', 'American Pie Presents: The Book of Love', 'American Reunion', 'American Wedding', 'An Affair to Remember', 'Around the W... |
Community 17: |
99 movies |
['A Place in the Sun', 'Adventures in Babysitting', 'Aliens', 'Alive', 'American Graffiti', 'Anatomy of a Murder', 'Angels & Demons', 'Back to the Future', 'Back to the Future Part II', 'Back to the Future Part III', 'Braven', 'Bullitt', 'Commando', 'Conan the Barbarian', 'Conan the Destroyer', 'Conspiracy Theory', 'Cu... |
Community 18: |
98 movies |
['30 Days Max', '99 Francs', 'A Monster in Paris', 'A Prophet', 'Aladdin 2', 'Alibi.com', 'Amélie', 'An Officer and a Spy', 'Asterix & Obelix: God Save Britannia', 'Asterix & Obelix: Mission Cleopatra', 'Asterix & Obelix: The Middle Kingdom', 'Asterix at the Olympic Games', 'Asterix: The Mansions of the Gods', 'Babysit... |
Community 19: |
95 movies |
['A Single Man', 'Another Round', 'Attack the Block', 'Bad Times at the El Royale', 'Beetlejuice', 'Behind Enemy Lines', 'Big Trouble in Little China', 'Bleed for This', 'Blood Work', "Cat's Eye", 'City of Angels', 'Civil War', 'Dark Blue', 'Days of Thunder', 'Diary of a Wimpy Kid', 'Diary of a Wimpy Kid: Dog Days', 'D... |
Community 20: |
86 movies |
['1941', 'All Dogs Go to Heaven', 'An American Tail', 'An American Werewolf in London', 'Animal House', 'Bananas', 'Beau Is Afraid', 'Being John Malkovich', 'Blazing Saddles', 'Blues Brothers 2000', 'Caddyshack', 'Cannonball Run II', 'Chinatown', 'Crash', 'Dracula: Dead and Loving It', 'Dragnet', 'Dumb and Dumber', 'Du... |
Community 21: |
85 movies |
['A Boy and His Dog', 'A Fistful of Dollars', 'Air America', 'Airplane II: The Sequel', 'Airplane!', 'American Me', 'Any Which Way You Can', 'BASEketball', 'Bad Day at Black Rock', 'Bonnie and Clyde', 'Bring Me the Head of Alfredo Garcia', 'Coco', 'Cry Macho', 'D-Tox', 'Dear John', 'Dirty Dancing', 'Dirty Harry', 'Ever... |
Community 22: |
84 movies |
['9', 'A Good Day to Die Hard', 'Above the Law', 'Across the Universe', 'Along Came a Spider', 'Army of Darkness', 'Basic Instinct', 'Bill & Ted Face the Music', "Bill & Ted's Bogus Journey", "Bill & Ted's Excellent Adventure", 'Blood Ties', 'Boy Erased', 'Bug', 'Chain Reaction', 'College Road Trip', 'Crawl', 'Cutthroa... |
Community 23: |
84 movies |
['13 Going on 30', '2001: A Space Odyssey', '2010', '8MM', 'A United Kingdom', 'A.I. Artificial Intelligence', 'All That Jazz', 'Allegiant', 'Beautiful Boy', 'Beerfest', 'Begin Again', 'Big Game', "Billy Lynn's Long Halftime Walk", 'Blow Out', 'Bringing Down the House', 'Captain Marvel', 'Carrie', 'Changing Lanes', 'Ch... |
Community 24: |
81 movies |
['A Nightmare on Elm Street', 'A Nightmare on Elm Street 3: Dream Warriors', 'A Nightmare on Elm Street 4: The Dream Master', 'A Nightmare on Elm Street: The Dream Child', 'Akeelah and the Bee', 'Alex Cross', 'Ambulance', 'American Fiction', 'Bernie', 'Beverly Hills Cop', 'Beverly Hills Cop II', 'Beverly Hills Cop III'... |
Community 25: |
75 movies |
['3 Days to Kill', 'Angel Heart', 'Antwone Fisher', 'Army of the Dead', 'Barfly', 'Batman v Superman: Dawn of Justice', 'Birdy', 'Black Christmas', 'Bounce', "Bram Stoker's Dracula", 'Bull Durham', 'Bulletproof Monk', 'Constantine', 'Dances with Wolves', 'Elektra', 'Extremely Loud & Incredibly Close', 'Fences', 'Fifty ... |
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Movie Network Analysis
Dataset Summary
This dataset contains information about top-rated films and their shared actors, used to conduct network analysis and understand the factors contributing to their success. The analysis employs techniques like network construction, community detection, and centrality measures.
Motivation
The motivation behind this project is to explore connections between successful films through shared actors, aiming to provide insights that could benefit filmmakers and industry stakeholders in optimizing film production decisions.
Data
Code Files
data_collection.py: Python script to collect data from TMDB API, cleanse it, and prepare it for analysis.network_construction.py: Script to construct the film network based on shared actors and compute edge weights.analysis.py: Contains functions for performing network analysis using algorithms like PageRank, Louvain community detection, and degree centrality.utils.py: Utility functions used across the scripts for data preprocessing and calculation.
Data Files
top_films_data.csv: CSV file containing details of the top-rated films used in the analysis, including budget, revenue, genres, actors, etc.film_network.graphml: GraphML file representing the film network with nodes as films and weighted edges based on shared actors.
Usage
Setup Instructions
To run the scripts and replicate the analysis:
Prerequisites:
- Python 3.x installed.
- Required Python packages installed (listed in
requirements.txt).
Installation:
pip install -r requirements.txt
Running the Scripts
- Adjust configurations (API keys, file paths) in the scripts if necessary.
- Execute each script in the following order:
python data_collection.py
python network_construction.py
python analysis.py
Output
Check generated output files (film_network.graphml, etc.) for results of the analysis.
Additional Notes
- Ensure API keys and paths to data files are correctly configured in the scripts.
- For detailed explanations of algorithms and methodologies used, refer to the comments within each script.
- For any questions or issues, contact the contributors listed above.
Contributors
- Jay Sharma
- Saiz Prasla
- Harsimran Saini
- Zuhair Siddiqi
License
This project is licensed under the MIT License.
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