Update README.md

README.md

@@ -13,4 +13,85 @@ tags:
 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.