Datasets:
Commit
•
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0
Parent(s):
Update files from the datasets library (from 1.13.0)
Browse filesRelease notes: https://github.com/huggingface/datasets/releases/tag/1.13.0
- .gitattributes +27 -0
- README.md +238 -0
- common_language.py +172 -0
- dataset_infos.json +1 -0
- dummy/full/0.1.0/dummy_data.zip +3 -0
.gitattributes
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README.md
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---
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pretty_name: Common Language
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annotations_creators:
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- crowdsourced
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language_creators:
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- crowdsourced
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languages:
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- ar
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- br
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- ca
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- cnh
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- cs
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- cv
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- cy
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- de
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- dv
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- el
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- en
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- eo
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- es
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- et
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- eu
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- fa
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- fr
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- fy-NL
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- ia
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- id
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- it
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- ja
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- ka
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- kab
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- ky
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- lv
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- mn
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- mt
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- nl
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- pl
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- pt
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- rm-sursilv
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- ro
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- ru
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- rw
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- sah
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- sl
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- sv-SE
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- ta
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- tr
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- tt
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- uk
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- zh-CN
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- zh-HK
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- zh-TW
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licenses:
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- cc-by-4-0
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multilinguality:
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- multilingual
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size_categories:
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- 100K<n<1M
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source_datasets:
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- extended|common_voice
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task_categories:
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- speech-processing
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task_ids:
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- other-other-speech-classification
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---
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# Dataset Card for common_language
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## Table of Contents
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- [Dataset Description](#dataset-description)
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- [Dataset Summary](#dataset-summary)
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- [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
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- [Languages](#languages)
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- [Dataset Structure](#dataset-structure)
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- [Data Instances](#data-instances)
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- [Data Fields](#data-fields)
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- [Data Splits](#data-splits)
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- [Dataset Creation](#dataset-creation)
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- [Curation Rationale](#curation-rationale)
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- [Source Data](#source-data)
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- [Annotations](#annotations)
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- [Personal and Sensitive Information](#personal-and-sensitive-information)
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- [Considerations for Using the Data](#considerations-for-using-the-data)
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- [Social Impact of Dataset](#social-impact-of-dataset)
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- [Discussion of Biases](#discussion-of-biases)
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- [Other Known Limitations](#other-known-limitations)
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- [Additional Information](#additional-information)
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- [Dataset Curators](#dataset-curators)
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- [Licensing Information](#licensing-information)
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- [Citation Information](#citation-information)
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- [Contributions](#contributions)
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## Dataset Description
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- **Homepage:** https://zenodo.org/record/5036977
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- **Repository:** https://github.com/speechbrain/speechbrain/tree/develop/recipes/CommonLanguage
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- **Paper:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Leaderboard:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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- **Point of Contact:** [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Dataset Summary
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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.
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### Supported Tasks and Leaderboards
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The baselines for language-id are available in the SpeechBrain toolkit (see recipes/CommonLanguage):
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https://github.com/speechbrain/speechbrain
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### Languages
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List of included languages:
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```
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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
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```
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## Dataset Structure
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### Data Instances
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A typical data point comprises the `path` to the audio file, and its label `language`. Additional fields include `age`, `client_id`, `gender` and `sentence`.
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```python
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{
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'client_id': 'itln_trn_sp_175',
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'path': '/path/common_voice_kpd/Italian/train/itln_trn_sp_175/common_voice_it_18279446.wav',
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'sentence': 'Con gli studenti è leggermente simile.',
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'age': 'not_defined',
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'gender': 'not_defined',
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'language': 22
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}
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```
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### Data Fields
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`client_id` (`string`): An id for which client (voice) made the recording
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`path` (`string`): The path to the audio file
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`language` (`ClassLabel`): The language of the recording (see the `Languages` section above)
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`sentence` (`string`): The sentence the user was prompted to speak
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`age` (`string`): The age of the speaker.
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`gender` (`string`): The gender of the speaker
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### Data Splits
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The dataset is already balanced and split into train, dev (validation) and test sets.
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| Name | Train | Dev | Test |
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|:---------------------------------:|:------:|:------:|:-----:|
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| **# of utterances** | 177552 | 47104 | 47704 |
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| **# unique speakers** | 11189 | 1297 | 1322 |
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| **Total duration, hr** | 30.04 | 7.53 | 7.53 |
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| **Min duration, sec** | 0.86 | 0.98 | 0.89 |
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| **Mean duration, sec** | 4.87 | 4.61 | 4.55 |
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| **Max duration, sec** | 21.72 | 105.67 | 29.83 |
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| **Duration per language, min** | ~40 | ~10 | ~10 |
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## Dataset Creation
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### Curation Rationale
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Source Data
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#### Initial Data Collection and Normalization
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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#### Who are the source language producers?
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Annotations
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#### Annotation process
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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#### Who are the annotators?
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Personal and Sensitive Information
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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.
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## Considerations for Using the Data
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### Social Impact of Dataset
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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.
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### Discussion of Biases
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Other Known Limitations
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The Mongolian and Ukrainian languages are spelled as "Mangolian" and "Ukranian" in this version of the dataset.
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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## Additional Information
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### Dataset Curators
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Licensing Information
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[More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
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### Citation Information
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```
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@dataset{ganesh_sinisetty_2021_5036977,
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author = {Ganesh Sinisetty and
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Pavlo Ruban and
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Oleksandr Dymov and
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Mirco Ravanelli},
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title = {CommonLanguage},
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month = jun,
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year = 2021,
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publisher = {Zenodo},
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version = {0.1},
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doi = {10.5281/zenodo.5036977},
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url = {https://doi.org/10.5281/zenodo.5036977}
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}
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```
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### Contributions
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Thanks to [@anton-l](https://github.com/anton-l) for adding this dataset.
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common_language.py
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1 |
+
# coding=utf-8
|
2 |
+
# Copyright 2021 The HuggingFace Datasets Authors and the current dataset script contributor.
|
3 |
+
#
|
4 |
+
# Licensed under the Apache License, Version 2.0 (the "License");
|
5 |
+
# you may not use this file except in compliance with the License.
|
6 |
+
# You may obtain a copy of the License at
|
7 |
+
#
|
8 |
+
# http://www.apache.org/licenses/LICENSE-2.0
|
9 |
+
#
|
10 |
+
# Unless required by applicable law or agreed to in writing, software
|
11 |
+
# distributed under the License is distributed on an "AS IS" BASIS,
|
12 |
+
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
|
13 |
+
# See the License for the specific language governing permissions and
|
14 |
+
# limitations under the License.
|
15 |
+
""" Common Language Dataset"""
|
16 |
+
|
17 |
+
|
18 |
+
import glob
|
19 |
+
import os
|
20 |
+
|
21 |
+
import datasets
|
22 |
+
|
23 |
+
|
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+
_DATA_URL = "https://zenodo.org/record/5036977/files/CommonLanguage.tar.gz?download=1"
|
25 |
+
|
26 |
+
_CITATION = """\
|
27 |
+
@dataset{ganesh_sinisetty_2021_5036977,
|
28 |
+
author = {Ganesh Sinisetty and
|
29 |
+
Pavlo Ruban and
|
30 |
+
Oleksandr Dymov and
|
31 |
+
Mirco Ravanelli},
|
32 |
+
title = {CommonLanguage},
|
33 |
+
month = jun,
|
34 |
+
year = 2021,
|
35 |
+
publisher = {Zenodo},
|
36 |
+
version = {0.1},
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37 |
+
doi = {10.5281/zenodo.5036977},
|
38 |
+
url = {https://doi.org/10.5281/zenodo.5036977}
|
39 |
+
}
|
40 |
+
"""
|
41 |
+
|
42 |
+
_DESCRIPTION = """\
|
43 |
+
This dataset is composed of speech recordings from languages that were carefully selected from the CommonVoice database.
|
44 |
+
The total duration of audio recordings is 45.1 hours (i.e., 1 hour of material for each language).
|
45 |
+
The dataset has been extracted from CommonVoice to train language-id systems.
|
46 |
+
"""
|
47 |
+
|
48 |
+
_HOMEPAGE = "https://zenodo.org/record/5036977"
|
49 |
+
|
50 |
+
_LICENSE = "https://creativecommons.org/licenses/by/4.0/legalcode"
|
51 |
+
|
52 |
+
_LANGUAGES = [
|
53 |
+
"Arabic",
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54 |
+
"Basque",
|
55 |
+
"Breton",
|
56 |
+
"Catalan",
|
57 |
+
"Chinese_China",
|
58 |
+
"Chinese_Hongkong",
|
59 |
+
"Chinese_Taiwan",
|
60 |
+
"Chuvash",
|
61 |
+
"Czech",
|
62 |
+
"Dhivehi",
|
63 |
+
"Dutch",
|
64 |
+
"English",
|
65 |
+
"Esperanto",
|
66 |
+
"Estonian",
|
67 |
+
"French",
|
68 |
+
"Frisian",
|
69 |
+
"Georgian",
|
70 |
+
"German",
|
71 |
+
"Greek",
|
72 |
+
"Hakha_Chin",
|
73 |
+
"Indonesian",
|
74 |
+
"Interlingua",
|
75 |
+
"Italian",
|
76 |
+
"Japanese",
|
77 |
+
"Kabyle",
|
78 |
+
"Kinyarwanda",
|
79 |
+
"Kyrgyz",
|
80 |
+
"Latvian",
|
81 |
+
"Maltese",
|
82 |
+
"Mangolian",
|
83 |
+
"Persian",
|
84 |
+
"Polish",
|
85 |
+
"Portuguese",
|
86 |
+
"Romanian",
|
87 |
+
"Romansh_Sursilvan",
|
88 |
+
"Russian",
|
89 |
+
"Sakha",
|
90 |
+
"Slovenian",
|
91 |
+
"Spanish",
|
92 |
+
"Swedish",
|
93 |
+
"Tamil",
|
94 |
+
"Tatar",
|
95 |
+
"Turkish",
|
96 |
+
"Ukranian",
|
97 |
+
"Welsh",
|
98 |
+
]
|
99 |
+
|
100 |
+
|
101 |
+
class CommonLanguage(datasets.GeneratorBasedBuilder):
|
102 |
+
VERSION = datasets.Version("0.1.0")
|
103 |
+
|
104 |
+
BUILDER_CONFIGS = [
|
105 |
+
datasets.BuilderConfig(name="full", version=VERSION, description="The entire Common Language dataset"),
|
106 |
+
]
|
107 |
+
|
108 |
+
def _info(self):
|
109 |
+
features = datasets.Features(
|
110 |
+
{
|
111 |
+
"client_id": datasets.Value("string"),
|
112 |
+
"path": datasets.Value("string"),
|
113 |
+
"sentence": datasets.Value("string"),
|
114 |
+
"age": datasets.Value("string"),
|
115 |
+
"gender": datasets.Value("string"),
|
116 |
+
"language": datasets.ClassLabel(names=_LANGUAGES),
|
117 |
+
}
|
118 |
+
)
|
119 |
+
|
120 |
+
return datasets.DatasetInfo(
|
121 |
+
description=_DESCRIPTION,
|
122 |
+
features=features,
|
123 |
+
supervised_keys=None,
|
124 |
+
homepage=_HOMEPAGE,
|
125 |
+
license=_LICENSE,
|
126 |
+
citation=_CITATION,
|
127 |
+
)
|
128 |
+
|
129 |
+
def _split_generators(self, dl_manager):
|
130 |
+
"""Returns SplitGenerators."""
|
131 |
+
|
132 |
+
dl_path = dl_manager.download_and_extract(_DATA_URL)
|
133 |
+
archive_path = os.path.join(dl_path, "common_voice_kpd")
|
134 |
+
|
135 |
+
return [
|
136 |
+
datasets.SplitGenerator(
|
137 |
+
name=datasets.Split.TRAIN,
|
138 |
+
gen_kwargs={"archive_path": archive_path, "split": "train"},
|
139 |
+
),
|
140 |
+
datasets.SplitGenerator(
|
141 |
+
name=datasets.Split.VALIDATION,
|
142 |
+
gen_kwargs={"archive_path": archive_path, "split": "dev"},
|
143 |
+
),
|
144 |
+
datasets.SplitGenerator(
|
145 |
+
name=datasets.Split.TEST,
|
146 |
+
gen_kwargs={"archive_path": archive_path, "split": "test"},
|
147 |
+
),
|
148 |
+
]
|
149 |
+
|
150 |
+
def _generate_examples(self, archive_path, split):
|
151 |
+
"""Yields examples."""
|
152 |
+
|
153 |
+
csv_path_glob = os.path.join(archive_path, "**", f"{split}.csv")
|
154 |
+
|
155 |
+
key = 0
|
156 |
+
for csv_path in sorted(glob.glob(csv_path_glob)):
|
157 |
+
with open(csv_path, encoding="utf-16") as fin:
|
158 |
+
next(fin) # skip the header
|
159 |
+
for line in fin:
|
160 |
+
client_id, wav_name, sentence, age, gender = line.strip().split("\t")[1:]
|
161 |
+
language = csv_path.split(os.sep)[-2]
|
162 |
+
path = os.path.join(os.path.splitext(csv_path)[0], client_id, wav_name)
|
163 |
+
|
164 |
+
yield key, {
|
165 |
+
"client_id": client_id,
|
166 |
+
"path": path,
|
167 |
+
"sentence": sentence,
|
168 |
+
"age": age,
|
169 |
+
"gender": gender,
|
170 |
+
"language": language,
|
171 |
+
}
|
172 |
+
key += 1
|
dataset_infos.json
ADDED
@@ -0,0 +1 @@
|
|
|
|
|
1 |
+
{"full": {"description": "This dataset is composed of speech recordings from languages that were carefully selected from the CommonVoice database.\nThe total duration of audio recordings is 45.1 hours (i.e., 1 hour of material for each language).\nThe dataset has been extracted from CommonVoice to train language-id systems.\n", "citation": "@dataset{ganesh_sinisetty_2021_5036977,\n author = {Ganesh Sinisetty and\n Pavlo Ruban and\n Oleksandr Dymov and\n Mirco Ravanelli},\n title = {CommonLanguage},\n month = jun,\n year = 2021,\n publisher = {Zenodo},\n version = {0.1},\n doi = {10.5281/zenodo.5036977},\n url = {https://doi.org/10.5281/zenodo.5036977}\n}\n", "homepage": "https://zenodo.org/record/5036977", "license": "https://creativecommons.org/licenses/by/4.0/legalcode", "features": {"client_id": {"dtype": "string", "id": null, "_type": "Value"}, "path": {"dtype": "string", "id": null, "_type": "Value"}, "sentence": {"dtype": "string", "id": null, "_type": "Value"}, "age": {"dtype": "string", "id": null, "_type": "Value"}, "gender": {"dtype": "string", "id": null, "_type": "Value"}, "language": {"num_classes": 45, "names": ["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", "Mangolian", "Persian", "Polish", "Portuguese", "Romanian", "Romansh_Sursilvan", "Russian", "Sakha", "Slovenian", "Spanish", "Swedish", "Tamil", "Tatar", "Turkish", "Ukranian", "Welsh"], "names_file": null, "id": null, "_type": "ClassLabel"}}, "post_processed": null, "supervised_keys": null, "task_templates": null, "builder_name": "common_language", "config_name": "full", "version": {"version_str": "0.1.0", "description": null, "major": 0, "minor": 1, "patch": 0}, "splits": {"train": {"name": "train", "num_bytes": 7116761, "num_examples": 22194, "dataset_name": "common_language"}, "validation": {"name": "validation", "num_bytes": 1855233, "num_examples": 5888, "dataset_name": "common_language"}, "test": {"name": "test", "num_bytes": 1877970, "num_examples": 5963, "dataset_name": "common_language"}}, "download_checksums": {"https://zenodo.org/record/5036977/files/CommonLanguage.tar.gz?download=1": {"num_bytes": 3761951178, "checksum": "94bde611700887527c223363bb1d2a22d0a5b55e0e381c5dc74ad67b06a267d7"}}, "download_size": 3761951178, "post_processing_size": null, "dataset_size": 10849964, "size_in_bytes": 3772801142}}
|
dummy/full/0.1.0/dummy_data.zip
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
|
2 |
+
oid sha256:fedd004ddc644315ada35844220aa1b1eb4d1f60c899174a6f2970b5dea6699c
|
3 |
+
size 92563
|