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README.md DELETED
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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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- language:
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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
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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
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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
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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
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- language_bcp47:
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- - fy-NL
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- - rm-sursilv
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- - sv-SE
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- - zh-CN
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- - zh-HK
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- - zh-TW
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- license:
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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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- - audio-classification
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- task_ids:
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- - speaker-identification
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- dataset_info:
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- features:
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- - name: client_id
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- dtype: string
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- - name: path
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- dtype: string
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- - name: sentence
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- dtype: string
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- - name: age
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- dtype: string
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- - name: gender
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- dtype: string
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- - name: language
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- dtype:
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- class_label:
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- names:
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- 0: Arabic
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- 1: Basque
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- 2: Breton
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- 3: Catalan
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- 4: Chinese_China
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- 5: Chinese_Hongkong
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- 6: Chinese_Taiwan
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- 7: Chuvash
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- 8: Czech
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- 9: Dhivehi
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- 10: Dutch
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- 11: English
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- 12: Esperanto
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- 13: Estonian
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- 14: French
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- 15: Frisian
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- 16: Georgian
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- 17: German
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- 18: Greek
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- 19: Hakha_Chin
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- 20: Indonesian
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- 21: Interlingua
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- 22: Italian
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- 23: Japanese
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- 24: Kabyle
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- 25: Kinyarwanda
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- 26: Kyrgyz
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- 27: Latvian
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- 28: Maltese
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- 29: Mangolian
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- 30: Persian
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- 31: Polish
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- 32: Portuguese
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- 33: Romanian
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- 34: Romansh_Sursilvan
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- 35: Russian
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- 36: Sakha
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- 37: Slovenian
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- 38: Spanish
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- 39: Swedish
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- 40: Tamil
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- 41: Tatar
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- 42: Turkish
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- 43: Ukranian
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- 44: Welsh
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- config_name: full
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- splits:
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- - name: train
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- num_bytes: 7116761
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- num_examples: 22194
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- - name: validation
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- num_bytes: 1855233
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- num_examples: 5888
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- - name: test
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- num_bytes: 1877970
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- num_examples: 5963
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- download_size: 3761951178
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- dataset_size: 10849964
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- ---
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-
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- # Dataset Card for common_language
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-
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- ## Table of Contents
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- - [Dataset Description](#dataset-description)
150
- - [Dataset Summary](#dataset-summary)
151
- - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
152
- - [Languages](#languages)
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- - [Dataset Structure](#dataset-structure)
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- - [Data Instances](#data-instances)
155
- - [Data Fields](#data-fields)
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- - [Data Splits](#data-splits)
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- - [Dataset Creation](#dataset-creation)
158
- - [Curation Rationale](#curation-rationale)
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- - [Source Data](#source-data)
160
- - [Annotations](#annotations)
161
- - [Personal and Sensitive Information](#personal-and-sensitive-information)
162
- - [Considerations for Using the Data](#considerations-for-using-the-data)
163
- - [Social Impact of Dataset](#social-impact-of-dataset)
164
- - [Discussion of Biases](#discussion-of-biases)
165
- - [Other Known Limitations](#other-known-limitations)
166
- - [Additional Information](#additional-information)
167
- - [Dataset Curators](#dataset-curators)
168
- - [Licensing Information](#licensing-information)
169
- - [Citation Information](#citation-information)
170
- - [Contributions](#contributions)
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-
172
- ## Dataset Description
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-
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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)
179
-
180
- ### Dataset Summary
181
-
182
- 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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-
184
- ### Supported Tasks and Leaderboards
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-
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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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-
189
- ### Languages
190
-
191
- List of included languages:
192
- ```
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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
194
- ```
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-
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- ## Dataset Structure
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-
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- ### Data Instances
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-
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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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-
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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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- 'audio': {'path': '/path/common_voice_kpd/Italian/train/itln_trn_sp_175/common_voice_it_18279446.wav',
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- 'array': array([-0.00048828, -0.00018311, -0.00137329, ..., 0.00079346, 0.00091553, 0.00085449], dtype=float32),
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- 'sampling_rate': 48000},
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- 'sentence': 'Con gli studenti è leggermente simile.',
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- 'age': 'not_defined',
211
- 'gender': 'not_defined',
212
- 'language': 22
213
- }
214
- ```
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-
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- ### Data Fields
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-
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- `client_id` (`string`): An id for which client (voice) made the recording
219
-
220
- `path` (`string`): The path to the audio file
221
-
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- - `audio` (`dict`): A dictionary containing the path to the downloaded audio file, the decoded audio array, and the sampling rate. Note that when accessing the audio column: `dataset[0]["audio"]` the audio file is automatically decoded and resampled to `dataset.features["audio"].sampling_rate`. Decoding and resampling of a large number of audio files might take a significant amount of time. Thus it is important to first query the sample index before the `"audio"` column, *i.e.* `dataset[0]["audio"]` should **always** be preferred over `dataset["audio"][0]`.
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-
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- `language` (`ClassLabel`): The language of the recording (see the `Languages` section above)
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-
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- `sentence` (`string`): The sentence the user was prompted to speak
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-
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- `age` (`string`): The age of the speaker.
229
-
230
- `gender` (`string`): The gender of the speaker
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-
232
- ### Data Splits
233
-
234
- The dataset is already balanced and split into train, dev (validation) and test sets.
235
-
236
- | Name | Train | Dev | Test |
237
- |:---------------------------------:|:------:|:------:|:-----:|
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- | **# of utterances** | 177552 | 47104 | 47704 |
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- | **# unique speakers** | 11189 | 1297 | 1322 |
240
- | **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 |
244
- | **Duration per language, min** | ~40 | ~10 | ~10 |
245
-
246
- ## Dataset Creation
247
-
248
- ### Curation Rationale
249
-
250
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
251
-
252
- ### Source Data
253
-
254
- #### Initial Data Collection and Normalization
255
-
256
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
257
-
258
- #### Who are the source language producers?
259
-
260
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
261
-
262
- ### Annotations
263
-
264
- #### Annotation process
265
-
266
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
267
-
268
- #### Who are the annotators?
269
-
270
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
271
-
272
- ### Personal and Sensitive Information
273
-
274
- 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.
275
-
276
- ## Considerations for Using the Data
277
-
278
- ### Social Impact of Dataset
279
-
280
- 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.
281
-
282
- ### Discussion of Biases
283
-
284
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
285
-
286
- ### Other Known Limitations
287
-
288
- The Mongolian and Ukrainian languages are spelled as "Mangolian" and "Ukranian" in this version of the dataset.
289
-
290
- [More Information Needed](https://github.com/huggingface/datasets/blob/master/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
291
-
292
- ## Additional Information
293
-
294
- ### Dataset Curators
295
-
296
- [Ganesh Sinisetty; Pavlo Ruban; Oleksandr Dymov; Mirco Ravanelli](https://zenodo.org/record/5036977#.YdTZ5hPMJ70)
297
-
298
- ### Licensing Information
299
-
300
- [Creative Commons Attribution 4.0 International](https://creativecommons.org/licenses/by/4.0/legalcode)
301
-
302
- ### Citation Information
303
-
304
- ```
305
- @dataset{ganesh_sinisetty_2021_5036977,
306
- author = {Ganesh Sinisetty and
307
- Pavlo Ruban and
308
- Oleksandr Dymov and
309
- Mirco Ravanelli},
310
- title = {CommonLanguage},
311
- month = jun,
312
- year = 2021,
313
- publisher = {Zenodo},
314
- version = {0.1},
315
- doi = {10.5281/zenodo.5036977},
316
- url = {https://doi.org/10.5281/zenodo.5036977}
317
- }
318
- ```
319
-
320
- ### Contributions
321
-
322
- Thanks to [@anton-l](https://github.com/anton-l) for adding this dataset.
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
common_language.py DELETED
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- # coding=utf-8
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- # Copyright 2021 The HuggingFace Datasets Authors and the current dataset script contributor.
3
- #
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- # 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
-
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-
18
- import glob
19
- import os
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-
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- import datasets
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-
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-
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- _DATA_URL = "https://zenodo.org/record/5036977/files/CommonLanguage.tar.gz?download=1"
25
-
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- _CITATION = """\
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- @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},
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",
54
- "Basque",
55
- "Breton",
56
- "Catalan",
57
- "Chinese_China",
58
- "Chinese_Hongkong",
59
- "Chinese_Taiwan",
60
- "Chuvash",
61
- "Czech",
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- "Dhivehi",
63
- "Dutch",
64
- "English",
65
- "Esperanto",
66
- "Estonian",
67
- "French",
68
- "Frisian",
69
- "Georgian",
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- "German",
71
- "Greek",
72
- "Hakha_Chin",
73
- "Indonesian",
74
- "Interlingua",
75
- "Italian",
76
- "Japanese",
77
- "Kabyle",
78
- "Kinyarwanda",
79
- "Kyrgyz",
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- "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
- "audio": datasets.Audio(sampling_rate=48_000),
114
- "sentence": datasets.Value("string"),
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- "age": datasets.Value("string"),
116
- "gender": datasets.Value("string"),
117
- "language": datasets.ClassLabel(names=_LANGUAGES),
118
- }
119
- )
120
-
121
- return datasets.DatasetInfo(
122
- description=_DESCRIPTION,
123
- features=features,
124
- supervised_keys=None,
125
- homepage=_HOMEPAGE,
126
- license=_LICENSE,
127
- citation=_CITATION,
128
- )
129
-
130
- def _split_generators(self, dl_manager):
131
- """Returns SplitGenerators."""
132
-
133
- dl_path = dl_manager.download_and_extract(_DATA_URL)
134
- archive_path = os.path.join(dl_path, "common_voice_kpd")
135
-
136
- return [
137
- datasets.SplitGenerator(
138
- name=datasets.Split.TRAIN,
139
- gen_kwargs={"archive_path": archive_path, "split": "train"},
140
- ),
141
- datasets.SplitGenerator(
142
- name=datasets.Split.VALIDATION,
143
- gen_kwargs={"archive_path": archive_path, "split": "dev"},
144
- ),
145
- datasets.SplitGenerator(
146
- name=datasets.Split.TEST,
147
- gen_kwargs={"archive_path": archive_path, "split": "test"},
148
- ),
149
- ]
150
-
151
- def _generate_examples(self, archive_path, split):
152
- """Yields examples."""
153
-
154
- csv_path_glob = os.path.join(archive_path, "**", f"{split}.csv")
155
-
156
- key = 0
157
- for csv_path in sorted(glob.glob(csv_path_glob)):
158
- with open(csv_path, encoding="utf-16") as fin:
159
- next(fin) # skip the header
160
- for line in fin:
161
- client_id, wav_name, sentence, age, gender = line.strip().split("\t")[1:]
162
- language = csv_path.split(os.sep)[-2]
163
- path = os.path.join(os.path.splitext(csv_path)[0], client_id, wav_name)
164
-
165
- yield key, {
166
- "client_id": client_id,
167
- "path": path,
168
- "audio": path,
169
- "sentence": sentence,
170
- "age": age,
171
- "gender": gender,
172
- "language": language,
173
- }
174
- key += 1
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dataset_infos.json DELETED
@@ -1 +0,0 @@
1
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