README.md

---
license: apache-2.0
task_categories:
- text-generation
language:
- en
---
# Dataset Card for Dataset Name

<!-- Provide a quick summary of the dataset. -->

This dataset consists of definitions for gender and gender-related terms from congressional bills proposed between January 2021 and November 2023 (US Congress Sessions 117 and 118). 
It focuses on bills that feature the term "gender" prominently in the bill title, bill summary, or in the bill text. 

### Dataset Description

<!-- Provide a longer summary of what this dataset is. -->

- **Curated by:** Filipa Calado
- **Language(s) (NLP):** English
- **License:** Apache 2.0

<!--
### Dataset Sources [optional]

Provide the basic links for the dataset.

- **Repository:** [More Information Needed]
- **Paper [optional]:** [More Information Needed]
- **Demo [optional]:** [More Information Needed]

 -->
 
## Uses

This dataset is intended for studying bias and discrimination associated with gender and related terms. 

<!-- Address questions around how the dataset is intended to be used.

### Direct Use

This section describes suitable use cases for the dataset.

[More Information Needed]
--> 

### Out-of-Scope Use

As the dataset was created to study bias and discrimination in language, it is not appropriate for production or public-facing use, especially without disclosing the intention behind the dataset's curation. 
Using the dataset in ways that do not fully disclose its curation rationale and process will can harm groups that are already systematically marginalized.


## Dataset Structure

The dataset contains one field, `train`, which consists of a list of definitions for gender and related terms.

<!-- This section provides a description of the dataset fields, and additional information about the dataset structure such as criteria used to create the splits, relationships between data points, etc. -->

### Curation Rationale

With the anti-trans attitudes proliferating across the United States, this dataset was created to give researchers a chance to study how gender is being defined in federal legislative contexts. 

<!---
[More Information Needed]

### Source Data

This section describes the source data (e.g. news text and headlines, social media posts, translated sentences, ...). 

-->

#### Data Collection and Processing

The bills were originally downloaded via the [congress.gov](https://www.congress.gov) website, then processed to extract definitions of gender and related terms.

Then, definitions were culled from the bills by searching for terms such as:
- gender
- biological sex
- transgender
- non-binary
- queer
- lgbtqia+

<!--
#### Who are the source data producers?
This section describes the people or systems who originally created the data. It should also include self-reported demographic or identity information for the source data creators if this information is available. -->

[More Information Needed]

## Bias, Risks, and Limitations

This dataset contains views of sex, gender, and sexuality that are non-affirming and harmful. 
Usage of this dataset without appropriate context (i.e., using it to share or train a model without disclosing its source and rationale) can exacerbate bias and discrimination toward marginalized groups, especially with regard to gender and gender norms.

Do not use share or use this dataset without disclosing the source data and its curation rationale.


<!-- This section is meant to convey both technical and sociotechnical limitations. -->

<!--
## Citation [optional]

If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section.

**BibTeX:**

[More Information Needed]

**APA:**

[More Information Needed]

## Glossary [optional]

<!-- If relevant, include terms and calculations in this section that can help readers understand the dataset or dataset card. -->

## Dataset Card Authors

Filipa Calado

## Dataset Card Contact

gofilipa at gmail dot com