README.md

metadata

license: apache-2.0
task_categories:
  - text-classification
language:
  - en
tags:
  - movies
  - rating
  - imdb
  - rotten tomatoes
  - ai
pretty_name: IMDB Reviews with Aspect Based Sentiment Scores
size_categories:
  - 10K<n<100K

IMDB Reviews with Aspect Based Sentiment Scores

Dataset Description

Name: imdb-reviews-with-aspect-based-sentiment-scores
Organization: LOWERATED
License: Apache License 2.0
Language: English
Task Categories: Text Classification
Tags: Movies, Ratings, IMDB, Rotten Tomatoes, AI
Size of Categories: 10,000 to 100,000 reviews

Overview

The imdb-reviews-rated dataset provides a comprehensive collection of IMDB movie reviews rated on seven different aspects:

1. Direction
2. Cinematography
3. Unique Concepts
4. Story
5. Emotions
6. Characters
7. Production Design

Each review is scored on these aspects with values ranging from -1 to 1, where:

• -1: Indicates a negative sentiment towards the aspect.
• 0: Indicates a neutral sentiment or that the aspect is not mentioned.
• 1: Indicates a positive sentiment towards the aspect.
• Intermediate values represent varying degrees of sentiment.

Usage

This dataset is ideal for tasks such as sentiment analysis, recommendation systems, and other natural language processing applications. The detailed aspect-based sentiment scores provide granular insights into various elements of movie reviews.

Dataset Structure

The dataset is structured as follows:

Column Name	Description
Review	The text of the IMDB review
Direction	Score for the Direction aspect (-1 to 1)
Cinematography	Score for the Cinematography or visuals aspect (-1 to 1)
Unique Concepts	Score for the Unique Concepts or Uniqueness of the film aspect (-1 to 1)
Story	Score for the Story aspect (-1 to 1)
Emotions	Score for the Emotions aspect (-1 to 1)
Characters	Score for the Characters or Acting Performances aspect (-1 to 1)
Production Design	Score for the Production Design or Set Design aspect (-1 to 1)

Example Entry

{
  "Review": "Great movie with excellent plot.",
  "Direction": 1,
  "Cinematography": 0.5,
  "Unique Concepts": 0.8,
  "Story": 1,
  "Emotions": 0.9,
  "Aspect 6": 0,
  "Aspect 7": -0.2
}

License

This dataset is made available under the Apache License 2.0.

Citation

If you use this dataset in your research, please cite it as follows:

@dataset{imdb-reviews-rated,
  author = {LOWERATED},
  title = {imdb-reviews-with-aspect-based-sentiment-scores},
  year = {2024},
  url = {https://huggingface.co/datasets/LOWERATED/imdb-reviews-rated},
}

Contact

For any questions or issues, please contact LOWERATED.

Enjoy using the dataset!

This README.md file provides a detailed and clear description of your dataset, including its structure, usage, and licensing information. It will help users understand the dataset and how to use it effectively.