Duplicate from BrightData/IMDb-Media

Co-authored-by: Bright Data <[email protected]>

.gitattributes

@@ -0,0 +1,56 @@
+*.7z filter=lfs diff=lfs merge=lfs -text
+*.arrow filter=lfs diff=lfs merge=lfs -text
+*.bin filter=lfs diff=lfs merge=lfs -text
+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.lz4 filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tar filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text
+# Audio files - uncompressed
+*.pcm filter=lfs diff=lfs merge=lfs -text
+*.sam filter=lfs diff=lfs merge=lfs -text
+*.raw filter=lfs diff=lfs merge=lfs -text
+# Audio files - compressed
+*.aac filter=lfs diff=lfs merge=lfs -text
+*.flac filter=lfs diff=lfs merge=lfs -text
+*.mp3 filter=lfs diff=lfs merge=lfs -text
+*.ogg filter=lfs diff=lfs merge=lfs -text
+*.wav filter=lfs diff=lfs merge=lfs -text
+# Image files - uncompressed
+*.bmp filter=lfs diff=lfs merge=lfs -text
+*.gif filter=lfs diff=lfs merge=lfs -text
+*.png filter=lfs diff=lfs merge=lfs -text
+*.tiff filter=lfs diff=lfs merge=lfs -text
+# Image files - compressed
+*.jpg filter=lfs diff=lfs merge=lfs -text
+*.jpeg filter=lfs diff=lfs merge=lfs -text
+*.webp filter=lfs diff=lfs merge=lfs -text
+IMDB[[:space:]]media.csv filter=lfs diff=lfs merge=lfs -text

IMDB media.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d026b6d926fc077f807b8026581820cb2cb9b29a4a129384b60df6b24b195731
+size 973713404

README.md

@@ -0,0 +1,339 @@
+---
+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<n<1M
+---
+[![Bright Data Logo](https://brightdata.com/wp-content/uploads/2024/06/Bright-Data-logo-removebg-preview.png)](https://brightdata.com/)
+
+# Dataset Card for "BrightData/IMDb-Media"
+
+## Dataset Summary
+
+Explore feature films, TV series, episodes, mini-series, documentaries, and more with this IMDb dataset, comprising over 249K structured records and 32 data fields updated and refreshed regularly.
+
+Each entry includes all major data points such as timestamp, title, URLs, release date, IMDb rating, reviews, awards, origin, category/genre, budget, cast, director, images, videos and more.
+
+For a complete list of data points, please refer to the full "Data Dictionary" provided below.
+
+To explore additional free and premium datasets, visit our website [brightdata.com](https://brightdata.com/products/datasets/marketplace).
+
+If you are using this dataset, we would love your feedback: [Link to form](https://docs.google.com/forms/d/e/1FAIpQLSdmvu-vXwmJzd820lWtjLzjxoFYXvVDhdEYX2H3ZUnzHNwdmw/viewform?usp=sf_link).
+
+## Data Dictionary
+
+| Column Name                        | Description                                                           | Data Type | 
+|------------------------------------|-----------------------------------------------------------------------|-----------| 
+| title                              | The title of the media                                                | Text      | 
+| popularity                         | The popularity score of the media                                      | Number    | 
+| genres                             | The genres associated with the media                                   | Array     | 
+| presentation                       | Details related to the presentation of the media                       | Text      | 
+| credit                           | Information about the credits for the media                            | Array     | 
+| *> 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
+
+<div style="max-height: 300px; overflow-y: auto; border: 1px solid #ccc; padding: 10px;">
+
+```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&#39;s revealed later. The overall experience plays like a made for TV movie or like a &quot;Sunday Afternoon Special&quot; focusing on actor, Jay Pickett (who also co-wrote the movie as well) plays Eden who&#39;s life comes tumbling down after being involved in an automobile accident that killed some people. Then the real movie starts once he&#39;s being let out early because of good behavior, and because of overcrowding. At first, viewers assumed that he&#39;s 100 percent guilty for that may not be the case. And as he&#39;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
+  }
+]
+```