Datasets:
Tasks:
Audio Classification
Sub-tasks:
speaker-identification
Multilinguality:
multilingual
Size Categories:
100K<n<1M
Language Creators:
crowdsourced
Annotations Creators:
crowdsourced
Source Datasets:
extended|common_voice
License:
pretty_name: Common Language | |
annotations_creators: | |
- crowdsourced | |
language_creators: | |
- crowdsourced | |
languages: | |
- ar | |
- br | |
- ca | |
- cnh | |
- cs | |
- cv | |
- cy | |
- de | |
- dv | |
- el | |
- en | |
- eo | |
- es | |
- et | |
- eu | |
- fa | |
- fr | |
- fy-NL | |
- ia | |
- id | |
- it | |
- ja | |
- ka | |
- kab | |
- ky | |
- lv | |
- mn | |
- mt | |
- nl | |
- pl | |
- pt | |
- rm-sursilv | |
- ro | |
- ru | |
- rw | |
- sah | |
- sl | |
- sv-SE | |
- ta | |
- tr | |
- tt | |
- uk | |
- zh-CN | |
- zh-HK | |
- zh-TW | |
licenses: | |
- cc-by-4-0 | |
multilinguality: | |
- multilingual | |
size_categories: | |
- 100K<n<1M | |
source_datasets: | |
- extended|common_voice | |
task_categories: | |
- speech-processing | |
task_ids: | |
- other-other-speech-classification | |
# Dataset Card for common_language | |
## Table of Contents | |
- [Dataset Description](#dataset-description) | |
- [Dataset Summary](#dataset-summary) | |
- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards) | |
- [Languages](#languages) | |
- [Dataset Structure](#dataset-structure) | |
- [Data Instances](#data-instances) | |
- [Data Fields](#data-fields) | |
- [Data Splits](#data-splits) | |
- [Dataset Creation](#dataset-creation) | |
- [Curation Rationale](#curation-rationale) | |
- [Source Data](#source-data) | |
- [Annotations](#annotations) | |
- [Personal and Sensitive Information](#personal-and-sensitive-information) | |
- [Considerations for Using the Data](#considerations-for-using-the-data) | |
- [Social Impact of Dataset](#social-impact-of-dataset) | |
- [Discussion of Biases](#discussion-of-biases) | |
- [Other Known Limitations](#other-known-limitations) | |
- [Additional Information](#additional-information) | |
- [Dataset Curators](#dataset-curators) | |
- [Licensing Information](#licensing-information) | |
- [Citation Information](#citation-information) | |
- [Contributions](#contributions) | |
## Dataset Description | |
- **Homepage:** https://zenodo.org/record/5036977 | |
- **Repository:** https://github.com/speechbrain/speechbrain/tree/develop/recipes/CommonLanguage | |
- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
- **Leaderboard:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Dataset Summary | |
This dataset is composed of speech recordings from languages that were carefully selected from the CommonVoice database. The total duration of audio recordings is 45.1 hours (i.e., 1 hour of material for each language). The dataset has been extracted from CommonVoice to train language-id systems. | |
### Supported Tasks and Leaderboards | |
The baselines for language-id are available in the SpeechBrain toolkit (see recipes/CommonLanguage): | |
https://github.com/speechbrain/speechbrain | |
### Languages | |
List of included languages: | |
``` | |
Arabic, Basque, Breton, Catalan, Chinese_China, Chinese_Hongkong, Chinese_Taiwan, Chuvash, Czech, Dhivehi, Dutch, English, Esperanto, Estonian, French, Frisian, Georgian, German, Greek, Hakha_Chin, Indonesian, Interlingua, Italian, Japanese, Kabyle, Kinyarwanda, Kyrgyz, Latvian, Maltese, Mongolian, Persian, Polish, Portuguese, Romanian, Romansh_Sursilvan, Russian, Sakha, Slovenian, Spanish, Swedish, Tamil, Tatar, Turkish, Ukranian, Welsh | |
``` | |
## Dataset Structure | |
### Data Instances | |
A typical data point comprises the `path` to the audio file, and its label `language`. Additional fields include `age`, `client_id`, `gender` and `sentence`. | |
```python | |
{ | |
'client_id': 'itln_trn_sp_175', | |
'path': '/path/common_voice_kpd/Italian/train/itln_trn_sp_175/common_voice_it_18279446.wav', | |
'sentence': 'Con gli studenti è leggermente simile.', | |
'age': 'not_defined', | |
'gender': 'not_defined', | |
'language': 22 | |
} | |
``` | |
### Data Fields | |
`client_id` (`string`): An id for which client (voice) made the recording | |
`path` (`string`): The path to the audio file | |
`language` (`ClassLabel`): The language of the recording (see the `Languages` section above) | |
`sentence` (`string`): The sentence the user was prompted to speak | |
`age` (`string`): The age of the speaker. | |
`gender` (`string`): The gender of the speaker | |
### Data Splits | |
The dataset is already balanced and split into train, dev (validation) and test sets. | |
| Name | Train | Dev | Test | | |
|:---------------------------------:|:------:|:------:|:-----:| | |
| **# of utterances** | 177552 | 47104 | 47704 | | |
| **# unique speakers** | 11189 | 1297 | 1322 | | |
| **Total duration, hr** | 30.04 | 7.53 | 7.53 | | |
| **Min duration, sec** | 0.86 | 0.98 | 0.89 | | |
| **Mean duration, sec** | 4.87 | 4.61 | 4.55 | | |
| **Max duration, sec** | 21.72 | 105.67 | 29.83 | | |
| **Duration per language, min** | ~40 | ~10 | ~10 | | |
## Dataset Creation | |
### Curation Rationale | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Source Data | |
#### Initial Data Collection and Normalization | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
#### Who are the source language producers? | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Annotations | |
#### Annotation process | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
#### Who are the annotators? | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Personal and Sensitive Information | |
The dataset consists of people who have donated their voice online. You agree to not attempt to determine the identity of speakers in the Common Voice dataset. | |
## Considerations for Using the Data | |
### Social Impact of Dataset | |
The dataset consists of people who have donated their voice online. You agree to not attempt to determine the identity of speakers in the Common Voice dataset. | |
### Discussion of Biases | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Other Known Limitations | |
The Mongolian and Ukrainian languages are spelled as "Mangolian" and "Ukranian" in this version of the dataset. | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
## Additional Information | |
### Dataset Curators | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Licensing Information | |
[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards) | |
### Citation Information | |
``` | |
@dataset{ganesh_sinisetty_2021_5036977, | |
author = {Ganesh Sinisetty and | |
Pavlo Ruban and | |
Oleksandr Dymov and | |
Mirco Ravanelli}, | |
title = {CommonLanguage}, | |
month = jun, | |
year = 2021, | |
publisher = {Zenodo}, | |
version = {0.1}, | |
doi = {10.5281/zenodo.5036977}, | |
url = {https://doi.org/10.5281/zenodo.5036977} | |
} | |
``` | |
### Contributions | |
Thanks to [@anton-l](https://github.com/anton-l) for adding this dataset. | |