Lowerated/imdb-reviews-rated

---
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.

---
license: apache-2.0
task_categories:
- text-classification
language:
- en
tags:
- movies
- rating
- imdb
- rotten tomatoes
- ai
pretty_name: 带有基于方面情感得分（Aspect Based Sentiment Scores）的IMDB（Internet Movie Database）影评数据集
size_categories:
- 10K<n<100K
---

# 带有基于方面情感得分的IMDB影评数据集

## 数据集说明

**名称**: imdb-reviews-with-aspect-based-sentiment-scores
**发布机构**: LOWERATED
**许可证**: Apache 许可证2.0
**语言**: 英语
**任务类别**: 文本分类
**标签**: 电影、评分、IMDB、烂番茄（Rotten Tomatoes）、AI
**类别规模**: 10,000至100,000条影评

### 概述
`imdb-reviews-rated` 数据集收录了全面的IMDB影评集合，并针对七个不同维度进行评分：
1. **导演（Direction）**
2. **摄影（Cinematography）**
3. **创意概念（Unique Concepts）**
4. **剧情（Story）**
5. **情感表达（Emotions）**
6. **角色（Characters）**
7. **美术设计（Production Design）**

每条影评在上述维度的得分范围为-1至1，其中：
- **-1**: 代表对该维度持有负面情感
- **0**: 代表对该维度持有中立情感或未提及该维度
- **1**: 代表对该维度持有正面情感
- 中间值则对应不同程度的情感倾向

### 使用场景
本数据集适用于情感分析、推荐系统及其他自然语言处理任务。其精细化的基于方面情感得分，能够提供电影影评各组成元素的细致洞察。

### 数据集结构
数据集结构如下：

| 列名 | 描述 |
|---------------------|-------------------------------------------|
| `Review` | IMDB影评的原文文本 |
| `Direction` | 导演维度得分（取值范围-1至1） |
| `Cinematography` | 摄影或视觉效果维度得分（取值范围-1至1） |
| `Unique Concepts` | 创意概念或影片独特性维度得分（取值范围-1至1） |
| `Story` | 剧情维度得分（取值范围-1至1） |
| `Emotions` | 情感表达维度得分（取值范围-1至1） |
| `Characters` | 角色或表演维度得分（取值范围-1至1） |
| `Production Design` | 美术设计或场景设计维度得分（取值范围-1至1） |

### 示例条目
json
{
"Review": "绝佳影片，剧情出色。",
"Direction": 1,
"Cinematography": 0.5,
"Unique Concepts": 0.8,
"Story": 1,
"Emotions": 0.9,
"Aspect 6": 0,
"Aspect 7": -0.2
}

### 许可证
本数据集依据[Apache 许可证2.0](LICENSE)协议发布。

### 引用
若您在研究中使用本数据集，请按以下格式引用：

@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},
}

### 联系方式
如有任何疑问或问题，请联系LOWERATED。

祝您使用愉快！

本 `README.md` 文件详细清晰地介绍了本数据集，包括其结构、使用方法与许可信息，将帮助用户快速理解本数据集并高效开展相关应用。