README.md

---
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
```json
{
  "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](LICENSE).

### 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.