|
--- |
|
dataset_info: |
|
features: |
|
- name: client_id |
|
dtype: string |
|
- name: audio |
|
dtype: audio |
|
- name: sentence |
|
dtype: string |
|
- name: age |
|
dtype: string |
|
- name: gender |
|
dtype: string |
|
- name: accent |
|
dtype: string |
|
splits: |
|
- name: train |
|
num_bytes: 254499181.875 |
|
num_examples: 6075 |
|
- name: test |
|
num_bytes: 76654946.864 |
|
num_examples: 1812 |
|
download_size: 327803775 |
|
dataset_size: 331154128.73899996 |
|
license: |
|
- cc0-1.0 |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: train |
|
path: data/train-* |
|
- split: test |
|
path: data/test-* |
|
task_categories: |
|
- audio-classification |
|
- automatic-speech-recognition |
|
language: |
|
- en |
|
pretty_name: Inclusive Voice |
|
size_categories: |
|
- 1K<n<10K |
|
--- |
|
|
|
# Dataset Card for Inclusive Voice |
|
|
|
A dataset curated from Mozilla Common Voice containing equal representation from male, female, and other |
|
|
|
## Dataset Details |
|
|
|
### Dataset Description |
|
|
|
- **Curated by:** Kim Gilkey |
|
- **Language(s) (NLP):** English |
|
- **License:** Public Domain, [CC-0](https://creativecommons.org/share-your-work/public-domain/cc0/) |
|
|
|
### Dataset Sources |
|
|
|
Mozilla Common Voice |
|
|
|
- **Homepage:** https://commonvoice.mozilla.org/en/datasets |
|
- **Repository:** https://github.com/common-voice/common-voice |
|
- **Paper:** https://arxiv.org/abs/1912.06670 |
|
|
|
## Uses |
|
|
|
### Direct Use |
|
|
|
This dataset is intended for use in training and evaluating voice recognition models, particularly for applications in gender classification. |
|
|
|
|
|
### Out-of-Scope Use |
|
|
|
The dataset is not suitable for applications requiring a wide range of dialects or non-English languages. It is also not designed for identifying fine-grained demographic characteristics beyond gender. |
|
You agree not to attempt to identify the individuals in the dataset. |
|
|
|
## Dataset Structure |
|
|
|
### Data Fields |
|
|
|
- **client_id:** A unique identifier for each participant. |
|
- **audio:** Audio recording of a spoken sentence. |
|
- **sentence:** The text content of the audio recording. |
|
- **age:** Categorical age group of the participant. |
|
- **gender:** Gender of the participant (balanced representation). |
|
- **accent:** Accent information of the participant, if available. |
|
|
|
### Splits |
|
|
|
- **Train:** 6,075 examples (2,025 of each gender). |
|
- **Test:** 1,812 examples (604 of each gender). |
|
|
|
|
|
## Dataset Creation |
|
|
|
### Curation Rationale |
|
|
|
The dataset was specifically curated to address gender imbalance in voice recognition datasets, aiming to provide a balanced representation of male, female, and non-binary voices. |
|
|
|
### Source Data |
|
|
|
#### Data Collection and Processing |
|
|
|
Derived from Mozilla's Common Voice project, the dataset underwent additional processing to balance gender representation and limit the dominance of any single voice. |
|
|
|
|
|
## Bias, Risks, and Limitations |
|
|
|
Despite efforts to balance gender representation, the dataset may still have biases, such as over-representation of certain accents or age groups. It's not comprehensive in representing all possible variations in English speech. |
|
Since the original dataset contains relatively few female and even fewer non-binary voices, the dataset becomes quite small when filtered down. |
|
|
|
|
|
## Citation |
|
The original Common Voice citation: |
|
|
|
``` |
|
@inproceedings{commonvoice:2020, |
|
author = {Ardila, R. and Branson, M. and Davis, K. and Henretty, M. and Kohler, M. and Meyer, J. and Morais, R. and Saunders, L. and Tyers, F. M. and Weber, G.}, |
|
title = {Common Voice: A Massively-Multilingual Speech Corpus}, |
|
booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)}, |
|
pages = {4211--4215}, |
|
year = 2020 |
|
} |
|
``` |
|
|
|
|
|
|
|
## Dataset Card Authors |
|
|
|
Kim Gilkey |
|
## Dataset Card Contact |
|
|
|
[email protected] |
