--- license: other license_name: bright-data-master-service-agreement license_link: https://brightdata.com/license task_categories: - text-classification - text-generation - text2text-generation - summarization language: - en tags: - IMDb - Television - Podcast - TV Show - Movies - Documentaries - Web Scraping - Data Analysis - Machine Learning - Natural Language Processing - Entertainment - AI - AI Research - Media - NLP - ML - LLM size_categories: - 100K names* | Names associated with the credits | Array | | *>> link* | Links related to the names associated with the credits | Text | | *>> name* | Names of individuals associated with the credits | Text | | *> title* | The title of the credited role or position | Text | | videos | Information about videos related to the media | Array | | *> name* | Names associated with the videos | Text | | *> link* | Links related to the videos | Text | | photos | Information about photos related to the media | Array | | *> name* | Names associated with the photos | Text | | *> link* | Links related to the photos | Text | | top_cast | Information about the top cast members | Array | | *> actor* | Names of the top cast members | Text | | *> link* | Links related to the top cast members | Text | | *> character* | Characters played by the top cast members | Text | | details_release_date | The release date details of the media | Text | | details_countries_of_origin | Countries of origin for the media | Text | | details_official_site | Information about the official website of the media | Text | | details_language | The language details of the media | Text | | details_also_known_as | Alternate names or titles of the media | Text | | details_filming_locations | Details about the filming locations of the media | Text | | details_production_companies | Information about the production companies associated with the media | Text | | specs_color | Color specifications of the media | Text | | specs_sound_mix | Sound mix specifications of the media | Text | | specs_aspect_ratio | The aspect ratio specifications of the media | Text | | url | The URL or link associated with the media | Url | | comment | Comments or additional information about the media | Text | | media_type | Specifies the format of the content | Text | | imdb_rating | IMDb rating of the movie or TV show | Number | | poster_url | Web URL linking to the poster image | Url | | imdb_rating_count | Total count of IMDb user ratings | Number | | awards | Information about accolades or recognitions | Text | | critics_review_count | Count of reviews from critics | Number | | review_count | Total count of user reviews | Number | | review_rating | Average rating from user reviews | Number | | featured_review | Highlighted or significant user review | Text | | storyline | Concise summary of the plot or narrative | Text | | boxoffice_budget | Budget allocated for producing a movie | Price | ## Dataset Creation ### Data Collection and Processing The data collection process involved extracting information directly from IMDb, ensuring comprehensive coverage of the required attributes. Once collected, the data underwent several stages of processing: - **Parsing**: Extracted raw data was parsed to convert it into a structured format. - **Cleaning**: The cleaning process involved removing any irrelevant or erroneous entries to enhance data quality. ### Validation: To ensure data integrity, a validation process was implemented. Each entry is checked across various attributes, including: - **Uniqueness**: Each record was checked to ensure it was unique, eliminating any duplicates. - **Completeness**: The dataset was examined to confirm that all necessary fields were populated or filled, with missing data addressed appropriately. - **Consistency**: Cross-validation checks were conducted to ensure consistency across various attributes, including comparison with historical records. - **Data Types Verification**: Ensured that all data types were correctly assigned and consistent with expected formats. - **Fill Rates and Duplicate Checks**: Conducted comprehensive checks to verify fill rates, ensuring no significant gaps in data, and rigorously screened for duplicates. This ensures that the dataset meets the high standards of quality necessary for analysis, research and modeling. ## Example JSON
```json [ { "timestamp": "2024-05-09", "url": "https://www.imdb.com/title/tt1533087/", "title": "Soda Springs", "popularity": null, "genres": [ "Drama" ], "presentation": "The story of a man's struggle to claim his future by confronting his past. The road is not an easy one as old demons resurface to threaten everything Eden has fought to overcome.", "credit": [ { "names": [ { "link": "https://www.imdb.com/name/nm0006395", "name": "Michael Feifer" } ], "title": "Director" }, { "names": [ { "link": "https://www.imdb.com/name/nm0681893", "name": "Jay Pickett" }, { "link": "https://www.imdb.com/name/nm0006395", "name": "Michael Feifer" } ], "title": "Writers" }, { "names": [ { "link": "https://www.imdb.com/name/nm0681893", "name": "Jay Pickett" }, { "link": "https://www.imdb.com/name/nm0000643", "name": "Tom Skerritt" }, { "link": "https://www.imdb.com/name/nm0695560", "name": "Victoria Pratt" } ], "title": "Stars" } ], "videos": [ { "link": "https://www.imdb.com/video/vi2070978841", "name": "Soda Springs" }, { "link": "https://www.imdb.com/video/vi1391827737", "name": "Soda Springs" } ], "photos": [ { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm479233280", "name": "Soda Springs (2012)" }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3715698688", "name": "Tom Skerritt, Michael Feifer, Michael Bowen, Patty McCormack, Jay Pickett, and Victoria Pratt in Soda Springs (2012)" }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3382306560", "name": "In SODA SPRINGS (2012). Used with permission." }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3611753728", "name": "Receiving Audience Award for \"Soda Springs\" from Scott Glenn. Sun Valley Film Festival. " }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm1887543808", "name": "Jay Pickett on Lucky - Soda Springs" }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3279268608", "name": "Tom Skerritt, Jay Pickett- Soda Springs" }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3262491392", "name": "Jamer Roush, Miranda Frigon, Jay Pickett, Victoria Pratt- Soda Springs Premier" }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3245714176", "name": "Production still from \"Soda Springs.\" Location, Sweet Idaho." }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3463817984", "name": "Jay Pickett in Soda Springs (2012)" }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3527377920", "name": "On location in Idaho-Shooting the dramatic feature \"Soda Springs\"" }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3544155136", "name": "On location in Idaho-Shooting the dramatic feature \"Soda Springs\"" }, { "link": "https://www.imdb.com/title/tt1533087/mediaviewer/rm3577709568", "name": "On location in Idaho-Shooting the dramatic feature \"Soda Springs\"" } ], "top_cast": [ { "actor": "Jay Pickett", "character": "Eden", "link": "https://www.imdb.com/name/nm0681893" }, { "actor": "Tom Skerritt", "character": "Walt Jackson", "link": "https://www.imdb.com/name/nm0000643" }, { "actor": "Victoria Pratt", "character": "Shelly", "link": "https://www.imdb.com/name/nm0695560" }, { "actor": "Michael Bowen", "character": "Larry", "link": "https://www.imdb.com/name/nm0100889" }, { "actor": "Patty McCormack", "character": "Beth", "link": "https://www.imdb.com/name/nm0566478" }, { "actor": "Miranda Frigon", "character": "Pam", "link": "https://www.imdb.com/name/nm1058352" }, { "actor": "Henry Darrow", "character": "El Quijano", "link": "https://www.imdb.com/name/nm0201688" }, { "actor": "David H. Stevens", "character": "Jake", "link": "https://www.imdb.com/name/nm0828353" }, { "actor": "Hollis Welsh", "character": "Sonya", "link": "https://www.imdb.com/name/nm0920542" }, { "actor": "Lan Larison", "character": "Christopher", "link": "https://www.imdb.com/name/nm4248061" }, { "actor": "Dane Stevens", "character": "Sheriff Griggs", "link": "https://www.imdb.com/name/nm0827003" }, { "actor": "Tim Wrightman", "character": "Deputy Baker", "link": "https://www.imdb.com/name/nm0942950" }, { "actor": "Whitnie Mauney", "character": "Violet", "link": "https://www.imdb.com/name/nm3563263" }, { "actor": "Tony Devon", "character": "Rex", "link": "https://www.imdb.com/name/nm0222881" }, { "actor": "Robert Milburn", "character": "Elderly Man", "link": "https://www.imdb.com/name/nm3725598" }, { "actor": "Tanna Milburn", "character": "Elderly Woman", "link": "https://www.imdb.com/name/nm3725569" } ], "details_release_date": "3/27/2012 (United States)", "details_countries_of_origin": "United States", "details_official_site": "http://sodaspringsthemovie.com/", "details_language": "English", "details_also_known_as": null, "details_filming_locations": "Idaho, USA", "details_production_companies": "2C Entertainment", "specs_color": "Color", "specs_sound_mix": "Stereo", "specs_aspect_ratio": "1.85 : 1", "media_type": "Feature Film", "imdb_rating": 6.2, "poster_url": "https://www.imdb.com/title/tt1533087/mediaviewer/rm479233280", "imdb_rating_count": 474, "awards": "3 wins", "critics_review_count": 1, "review_count": 18, "review_rating": 5, "featured_review": "(2012) Soda Springs\nDRAMAAlthough, this film has a happy ending, I still have to give this film a respectable thumbs down, since the events regarding the crucial automobile accident contradicts what's revealed later. The overall experience plays like a made for TV movie or like a "Sunday Afternoon Special" focusing on actor, Jay Pickett (who also co-wrote the movie as well) plays Eden who's life comes tumbling down after being involved in an automobile accident that killed some people. Then the real movie starts once he's being let out early because of good behavior, and because of overcrowding. At first, viewers assumed that he's 100 percent guilty for that may not be the case. And as he's attempting to make things right, it is soon revealed that he also happens to have a son. Strictly by the book movie, which may not be bad had I not seen so much of this kind of movie theme before.", "storyline": "The story of a man's struggle to claim his future by confronting his past. The road is not an easy one as old demons resurface to threaten everything Eden has fought to overcome.The story of a man's struggle to claim his future by confronting his past. The road is not an easy one as old demons resurface to threaten everything Eden has fought to overcome.", "boxoffice_budget": "$1,500,000.00", "episode_count": null } ] ```