---
title: Dataset Name
description: Brief description of the dataset
license: CC-BY-4.0
size: 1000 rows
splits:
  - train
  - test
schema:
  - name: id
    type: int
  - name: value
    type: float
  - name: label
    type: string
consent: IRB-approved
pii: none
---

# Dataset Name

## Description

Provide a detailed description of the dataset:

- What does this dataset contain?
- How was it collected?
- What is the time period covered?
- What is the geographic or domain scope?

## Schema

Describe the structure and fields in detail:

| Field | Type | Description |
|-------|------|-------------|
| id | int | Unique identifier for each record |
| value | float | Measured value or feature |
| label | string | Classification or category label |

## Splits

Explain how the data is split and the rationale:

- **train**: Training set (70% of data, N=700 samples)
- **test**: Test set (30% of data, N=300 samples)

Describe the splitting strategy (random, stratified, temporal, etc.).

## Ethics & Privacy

Document ethical considerations and privacy protections:

### Consent
How was informed consent obtained from data subjects? Reference IRB approval numbers if applicable.

### Personal Identifiable Information (PII)
- Does the dataset contain PII?
- What anonymization or de-identification steps were taken?
- What are the risks of re-identification?

### Bias and Limitations
- Known biases in the data collection or labeling
- Populations that may be underrepresented
- Potential fairness concerns

## Usage

Instructions for using this dataset:

```python
import polars as pl

# Load the dataset
df = pl.read_csv("data/dataset.csv")

# Example usage
train = df.filter(pl.col("split") == "train")
test = df.filter(pl.col("split") == "test")
```

### Citation

If using this dataset, please cite:

```bibtex
@dataset{dataset2025,
  title={Dataset Name},
  author={Your Name},
  year={2025},
  publisher={Your Organization}
}
```

### License

This dataset is released under CC-BY-4.0. See LICENSE file for details.
