---
license: mit
task_categories:
- text-classification
tags:
- text-classification
- politeness
- nlp
- active-learning
- fine-tuning
- data-centric-ai
---

# Stanford Politeness Dataset

This dataset contains politeness classification data based on the Stanford Politeness Corpus for active learning and fine-tuning tasks.

## Dataset Description

The dataset is organized into two main directories:

### Active Learning
- `X_labeled_full.csv` - Labeled examples
- `X_unlabeled.csv` - Unlabeled examples for active learning
- `extra_annotations.npy` - Additional annotation data
- `test.csv` - Test set

### Fine-tuning
- `train.csv` - Training set
- `train_fixed.csv` - Fixed training set
- `train_full.csv` - Full training set
- `test.csv` - Test set

## Usage

```python
import pandas as pd
from huggingface_hub import hf_hub_download

# Download a specific file
file_path = hf_hub_download(
    repo_id="Cleanlab/stanford-politeness",
    filename="fine-tuning/train.csv",
    repo_type="dataset"
)
df = pd.read_csv(file_path)
print(df.head())
```

## License

MIT License