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  1. README.md +398 -0
  2. common_voice_16_0.py +158 -0
  3. count_n_shards.py +22 -0
  4. gitattributes +103 -0
  5. languages.py +1 -0
  6. n_shards.json +11 -0
  7. release_stats.py +1 -0
README.md ADDED
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1
+ ---
2
+ pretty_name: Common Voice Corpus 16
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+ annotations_creators:
4
+ - crowdsourced
5
+ language_creators:
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+ - crowdsourced
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+ language:
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+ - ab
9
+ - af
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+ - am
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+ - ar
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+ - as
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+ - ast
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+ - az
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+ - ba
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+ - bas
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+ - be
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+ - bg
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+ - bn
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+ - br
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+ - ca
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+ - ckb
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+ - cnh
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+ - cs
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+ - cv
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+ - cy
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+ - da
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+ - de
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+ - dv
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+ - dyu
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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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+ - fi
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+ - fr
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+ - fy
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+ - ga
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+ - gl
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+ - gn
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+ - ha
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+ - he
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+ - hi
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+ - hsb
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+ - hu
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+ - hy
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+ - ia
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+ - id
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+ - ig
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+ - is
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+ - it
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+ - ja
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+ - ka
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+ - kab
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+ - kk
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+ - kmr
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+ - ko
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+ - ky
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+ - lg
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+ - lij
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+ - lo
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+ - lt
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+ - ltg
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+ - lv
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+ - mdf
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+ - mhr
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+ - mk
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+ - ml
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+ - mn
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+ - mr
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+ - mrj
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+ - mt
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+ - myv
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+ - nan
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+ - ne
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+ - nhi
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+ - nl
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+ - nn
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+ - oc
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+ - or
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+ - os
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+ - pa
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+ - pl
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+ - ps
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+ - pt
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+ - quy
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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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+ - sat
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+ - sc
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+ - sk
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+ - skr
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+ - sl
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+ - sq
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+ - sr
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+ - sv
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+ - sw
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+ - ta
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+ - te
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+ - th
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+ - ti
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+ - tig
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+ - tk
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+ - tok
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+ - tr
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+ - tt
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+ - tw
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+ - ug
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+ - uk
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+ - ur
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+ - uz
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+ - vi
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+ - vot
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+ - yi
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+ - yo
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+ - yue
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+ - zgh
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+ - zh
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+ language_bcp47:
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+ - zh-CN
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+ - zh-HK
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+ - zh-TW
129
+ - sv-SE
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+ - rm-sursilv
131
+ - rm-vallader
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+ - pa-IN
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+ - nn-NO
134
+ - ne-NP
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+ - nan-tw
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+ - hy-AM
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+ - ga-IE
138
+ - fy-NL
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+ license:
140
+ - cc0-1.0
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+ multilinguality:
142
+ - multilingual
143
+ paperswithcode_id: common-voice
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+ extra_gated_prompt: "By clicking on “Access repository” below, you also agree to not attempt to determine the identity of speakers in the Common Voice dataset."
145
+ ---
146
+ # Dataset Card for Common Voice Corpus 16
147
+
148
+ ## Table of Contents
149
+ - [Dataset Description](#dataset-description)
150
+ - [Dataset Summary](#dataset-summary)
151
+ - [Supported Tasks and Leaderboards](#supported-tasks-and-leaderboards)
152
+ - [Languages](#languages)
153
+ - [Dataset Structure](#dataset-structure)
154
+ - [Data Instances](#data-instances)
155
+ - [Data Fields](#data-fields)
156
+ - [Data Splits](#data-splits)
157
+ - [Dataset Creation](#dataset-creation)
158
+ - [Curation Rationale](#curation-rationale)
159
+ - [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)
171
+
172
+ ## Dataset Description
173
+
174
+ - **Homepage:** https://commonvoice.mozilla.org/en/datasets
175
+ - **Repository:** https://github.com/common-voice/common-voice
176
+ - **Paper:** https://arxiv.org/abs/1912.06670
177
+ - **Leaderboard:** https://paperswithcode.com/dataset/common-voice
178
+ - **Point of Contact:** [Vaibhav Srivastav](mailto:vaibhav@huggingface.co)
179
+
180
+ ### Dataset Summary
181
+
182
+ The Common Voice dataset consists of a unique MP3 and corresponding text file.
183
+ Many of the 30328 recorded hours in the dataset also include demographic metadata like age, sex, and accent
184
+ that can help improve the accuracy of speech recognition engines.
185
+
186
+ The dataset currently consists of 19673 validated hours in 120 languages, but more voices and languages are always added.
187
+ Take a look at the [Languages](https://commonvoice.mozilla.org/en/languages) page to request a language or start contributing.
188
+
189
+ ### Languages
190
+
191
+ ```
192
+ Abkhaz, Afrikaans, Albanian, Amharic, Arabic, Armenian, Assamese, Asturian, Azerbaijani, Basaa, Bashkir, Basque, Belarusian, Bengali, Breton, Bulgarian, Cantonese, Catalan, Central Kurdish, Chinese (China), Chinese (Hong Kong), Chinese (Taiwan), Chuvash, Czech, Danish, Dhivehi, Dioula, Dutch, English, Erzya, Esperanto, Estonian, Finnish, French, Frisian, Galician, Georgian, German, Greek, Guarani, Hakha Chin, Hausa, Hebrew, Hill Mari, Hindi, Hungarian, Icelandic, Igbo, Indonesian, Interlingua, Irish, Italian, Japanese, Kabyle, Kazakh, Kinyarwanda, Korean, Kurmanji Kurdish, Kyrgyz, Lao, Latgalian, Latvian, Ligurian, Lithuanian, Luganda, Macedonian, Malayalam, Maltese, Marathi, Meadow Mari, Moksha, Mongolian, Nepali, Norwegian Nynorsk, Occitan, Odia, Ossetian, Pashto, Persian, Polish, Portuguese, Punjabi, Quechua Chanka, Romanian, Romansh Sursilvan, Romansh Vallader, Russian, Sakha, Santali (Ol Chiki), Saraiki, Sardinian, Serbian, Slovak, Slovenian, Sorbian, Upper, Spanish, Swahili, Swedish, Taiwanese (Minnan), Tamazight, Tamil, Tatar, Telugu, Thai, Tigre, Tigrinya, Toki Pona, Turkish, Turkmen, Twi, Ukrainian, Urdu, Uyghur, Uzbek, Vietnamese, Votic, Welsh, Western Sierra Puebla Nahuatl, Yiddish, Yoruba
193
+ ```
194
+
195
+ ## How to use
196
+
197
+ The `datasets` library allows you to load and pre-process your dataset in pure Python, at scale. The dataset can be downloaded and prepared in one call to your local drive by using the `load_dataset` function.
198
+
199
+ For example, to download the Hindi config, simply specify the corresponding language config name (i.e., "hi" for Hindi):
200
+ ```python
201
+ from datasets import load_dataset
202
+ cv_16 = load_dataset("mozilla-foundation/common_voice_16_0", "hi", split="train")
203
+ ```
204
+
205
+ Using the datasets library, you can also stream the dataset on-the-fly by adding a `streaming=True` argument to the `load_dataset` function call. Loading a dataset in streaming mode loads individual samples of the dataset at a time, rather than downloading the entire dataset to disk.
206
+ ```python
207
+ from datasets import load_dataset
208
+ cv_16 = load_dataset("mozilla-foundation/common_voice_16_0", "hi", split="train", streaming=True)
209
+ print(next(iter(cv_16)))
210
+ ```
211
+
212
+ *Bonus*: create a [PyTorch dataloader](https://huggingface.co/docs/datasets/use_with_pytorch) directly with your own datasets (local/streamed).
213
+
214
+ ### Local
215
+
216
+ ```python
217
+ from datasets import load_dataset
218
+ from torch.utils.data.sampler import BatchSampler, RandomSampler
219
+ cv_16 = load_dataset("mozilla-foundation/common_voice_16_0", "hi", split="train")
220
+ batch_sampler = BatchSampler(RandomSampler(cv_16), batch_size=32, drop_last=False)
221
+ dataloader = DataLoader(cv_16, batch_sampler=batch_sampler)
222
+ ```
223
+
224
+ ### Streaming
225
+
226
+ ```python
227
+ from datasets import load_dataset
228
+ from torch.utils.data import DataLoader
229
+ cv_16 = load_dataset("mozilla-foundation/common_voice_16_0", "hi", split="train")
230
+ dataloader = DataLoader(cv_16, batch_size=32)
231
+ ```
232
+
233
+ To find out more about loading and preparing audio datasets, head over to [hf.co/blog/audio-datasets](https://huggingface.co/blog/audio-datasets).
234
+
235
+ ### Example scripts
236
+
237
+ Train your own CTC or Seq2Seq Automatic Speech Recognition models on Common Voice 16 with `transformers` - [here](https://github.com/huggingface/transformers/tree/main/examples/pytorch/speech-recognition).
238
+
239
+ ## Dataset Structure
240
+
241
+ ### Data Instances
242
+
243
+ A typical data point comprises the `path` to the audio file and its `sentence`.
244
+ Additional fields include `accent`, `age`, `client_id`, `up_votes`, `down_votes`, `gender`, `locale` and `segment`.
245
+
246
+ ```python
247
+ {
248
+ 'client_id': 'd59478fbc1ee646a28a3c652a119379939123784d99131b865a89f8b21c81f69276c48bd574b81267d9d1a77b83b43e6d475a6cfc79c232ddbca946ae9c7afc5',
249
+ 'path': 'et/clips/common_voice_et_18318995.mp3',
250
+ 'audio': {
251
+ 'path': 'et/clips/common_voice_et_18318995.mp3',
252
+ 'array': array([-0.00048828, -0.00018311, -0.00137329, ..., 0.00079346, 0.00091553, 0.00085449], dtype=float32),
253
+ 'sampling_rate': 48000
254
+ },
255
+ 'sentence': 'Tasub kokku saada inimestega, keda tunned juba ammust ajast saati.',
256
+ 'up_votes': 2,
257
+ 'down_votes': 0,
258
+ 'age': 'twenties',
259
+ 'gender': 'male',
260
+ 'accent': '',
261
+ 'locale': 'et',
262
+ 'segment': ''
263
+ }
264
+ ```
265
+
266
+ ### Data Fields
267
+
268
+ `client_id` (`string`): An id for which client (voice) made the recording
269
+
270
+ `path` (`string`): The path to the audio file
271
+
272
+ `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]`.
273
+
274
+ `sentence` (`string`): The sentence the user was prompted to speak
275
+
276
+ `up_votes` (`int64`): How many upvotes the audio file has received from reviewers
277
+
278
+ `down_votes` (`int64`): How many downvotes the audio file has received from reviewers
279
+
280
+ `age` (`string`): The age of the speaker (e.g. `teens`, `twenties`, `fifties`)
281
+
282
+ `gender` (`string`): The gender of the speaker
283
+
284
+ `accent` (`string`): Accent of the speaker
285
+
286
+ `locale` (`string`): The locale of the speaker
287
+
288
+ `segment` (`string`): Usually an empty field
289
+
290
+ ### Data Splits
291
+
292
+ The speech material has been subdivided into portions for dev, train, test, validated, invalidated, reported and other.
293
+
294
+ The validated data is data that has been validated with reviewers and received upvotes that the data is of high quality.
295
+
296
+ The invalidated data is data has been invalidated by reviewers
297
+ and received downvotes indicating that the data is of low quality.
298
+
299
+ The reported data is data that has been reported, for different reasons.
300
+
301
+ The other data is data that has not yet been reviewed.
302
+
303
+ The dev, test, train are all data that has been reviewed, deemed of high quality and split into dev, test and train.
304
+
305
+ ## Data Preprocessing Recommended by Hugging Face
306
+
307
+ The following are data preprocessing steps advised by the Hugging Face team. They are accompanied by an example code snippet that shows how to put them to practice.
308
+
309
+ Many examples in this dataset have trailing quotations marks, e.g _“the cat sat on the mat.“_. These trailing quotation marks do not change the actual meaning of the sentence, and it is near impossible to infer whether a sentence is a quotation or not a quotation from audio data alone. In these cases, it is advised to strip the quotation marks, leaving: _the cat sat on the mat_.
310
+
311
+ In addition, the majority of training sentences end in punctuation ( . or ? or ! ), whereas just a small proportion do not. In the dev set, **almost all** sentences end in punctuation. Thus, it is recommended to append a full-stop ( . ) to the end of the small number of training examples that do not end in punctuation.
312
+
313
+ ```python
314
+ from datasets import load_dataset
315
+ ds = load_dataset("mozilla-foundation/common_voice_16_0", "en", use_auth_token=True)
316
+ def prepare_dataset(batch):
317
+ """Function to preprocess the dataset with the .map method"""
318
+ transcription = batch["sentence"]
319
+
320
+ if transcription.startswith('"') and transcription.endswith('"'):
321
+ # we can remove trailing quotation marks as they do not affect the transcription
322
+ transcription = transcription[1:-1]
323
+
324
+ if transcription[-1] not in [".", "?", "!"]:
325
+ # append a full-stop to sentences that do not end in punctuation
326
+ transcription = transcription + "."
327
+
328
+ batch["sentence"] = transcription
329
+
330
+ return batch
331
+ ds = ds.map(prepare_dataset, desc="preprocess dataset")
332
+ ```
333
+
334
+ ## Dataset Creation
335
+
336
+ ### Curation Rationale
337
+
338
+ [Needs More Information]
339
+
340
+ ### Source Data
341
+
342
+ #### Initial Data Collection and Normalization
343
+
344
+ [Needs More Information]
345
+
346
+ #### Who are the source language producers?
347
+
348
+ [Needs More Information]
349
+
350
+ ### Annotations
351
+
352
+ #### Annotation process
353
+
354
+ [Needs More Information]
355
+
356
+ #### Who are the annotators?
357
+
358
+ [Needs More Information]
359
+
360
+ ### Personal and Sensitive Information
361
+
362
+ 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.
363
+
364
+ ## Considerations for Using the Data
365
+
366
+ ### Social Impact of Dataset
367
+
368
+ 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.
369
+
370
+ ### Discussion of Biases
371
+
372
+ [More Information Needed]
373
+
374
+ ### Other Known Limitations
375
+
376
+ [More Information Needed]
377
+
378
+ ## Additional Information
379
+
380
+ ### Dataset Curators
381
+
382
+ [More Information Needed]
383
+
384
+ ### Licensing Information
385
+
386
+ Public Domain, [CC-0](https://creativecommons.org/share-your-work/public-domain/cc0/)
387
+
388
+ ### Citation Information
389
+
390
+ ```
391
+ @inproceedings{commonvoice:2020,
392
+ 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.},
393
+ title = {Common Voice: A Massively-Multilingual Speech Corpus},
394
+ booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)},
395
+ pages = {4211--4215},
396
+ year = 2020
397
+ }
398
+ ```
common_voice_16_0.py ADDED
@@ -0,0 +1,158 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ import csv
2
+ import os
3
+ import json
4
+
5
+ import datasets
6
+ from datasets.utils.py_utils import size_str
7
+ from tqdm import tqdm
8
+
9
+
10
+ _CITATION = """\
11
+ @inproceedings{commonvoice:2020,
12
+ 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.},
13
+ title = {Common Voice: A Massively-Multilingual Speech Corpus},
14
+ booktitle = {Proceedings of the 12th Conference on Language Resources and Evaluation (LREC 2020)},
15
+ pages = {4211--4215},
16
+ year = 2020
17
+ }
18
+ """
19
+
20
+ _HOMEPAGE = "https://commonvoice.mozilla.org/en/datasets"
21
+
22
+ _LICENSE = "https://creativecommons.org/publicdomain/zero/1.0/"
23
+
24
+ # TODO: change "streaming" to "main" after merge!
25
+ _BASE_URL = "https://huggingface.co/datasets/reach-vb/common_voice_16_0/resolve/main/"
26
+
27
+ _AUDIO_URL = _BASE_URL + "audio/{lang}/{split}/{lang}_{split}_{shard_idx}.tar"
28
+
29
+ _TRANSCRIPT_URL = _BASE_URL + "transcript/{lang}/{split}.tsv"
30
+
31
+ _N_SHARDS_URL = _BASE_URL + "n_shards.json"
32
+
33
+
34
+ class CommonVoiceConfig(datasets.BuilderConfig):
35
+ """BuilderConfig for CommonVoice."""
36
+
37
+ def __init__(self, name, version, **kwargs):
38
+ self.language = kwargs.pop("language", None)
39
+ self.release_date = kwargs.pop("release_date", None)
40
+ self.num_clips = kwargs.pop("num_clips", None)
41
+ self.num_speakers = kwargs.pop("num_speakers", None)
42
+ self.validated_hr = kwargs.pop("validated_hr", None)
43
+ self.total_hr = kwargs.pop("total_hr", None)
44
+ self.size_bytes = kwargs.pop("size_bytes", None)
45
+ self.size_human = size_str(self.size_bytes)
46
+ description = (
47
+ f"Common Voice speech to text dataset in {self.language} released on {self.release_date}. "
48
+ f"The dataset comprises {self.validated_hr} hours of validated transcribed speech data "
49
+ f"out of {self.total_hr} hours in total from {self.num_speakers} speakers. "
50
+ f"The dataset contains {self.num_clips} audio clips and has a size of {self.size_human}."
51
+ )
52
+ super(CommonVoiceConfig, self).__init__(
53
+ name=name,
54
+ version=datasets.Version(version),
55
+ description=description,
56
+ **kwargs,
57
+ )
58
+
59
+
60
+ class CommonVoice(datasets.GeneratorBasedBuilder):
61
+ DEFAULT_WRITER_BATCH_SIZE = 1000
62
+
63
+ def _info(self):
64
+ description = (
65
+ "Common Voice is Mozilla's initiative to help teach machines how real people speak. "
66
+ "The dataset currently consists of validated hours of speech in one language, "
67
+ "but more voices and languages are always added."
68
+ )
69
+ features = datasets.Features(
70
+ {
71
+ "client_id": datasets.Value("string"),
72
+ "path": datasets.Value("string"),
73
+ "audio": datasets.features.Audio(sampling_rate=48_000),
74
+ "sentence": datasets.Value("string"),
75
+ "up_votes": datasets.Value("int64"),
76
+ "down_votes": datasets.Value("int64"),
77
+ "age": datasets.Value("string"),
78
+ "gender": datasets.Value("string"),
79
+ "accent": datasets.Value("string"),
80
+ "locale": datasets.Value("string"),
81
+ "segment": datasets.Value("string"),
82
+ "variant": datasets.Value("string"),
83
+ }
84
+ )
85
+
86
+ return datasets.DatasetInfo(
87
+ description=description,
88
+ features=features,
89
+ supervised_keys=None,
90
+ homepage=_HOMEPAGE,
91
+ license=_LICENSE,
92
+ citation=_CITATION,
93
+ version=datasets.Version("1.0.0"),
94
+ )
95
+
96
+ def _split_generators(self, dl_manager):
97
+ lang = "ha" # Assuming Hausa language
98
+ n_shards_path = dl_manager.download_and_extract(_N_SHARDS_URL)
99
+ with open(n_shards_path, encoding="utf-8") as f:
100
+ n_shards = json.load(f)
101
+
102
+ audio_urls = {}
103
+ splits = ("train", "dev", "test", "other", "invalidated")
104
+ for split in splits:
105
+ audio_urls[split] = [
106
+ _AUDIO_URL.format(lang=lang, split=split, shard_idx=i) for i in range(n_shards[lang][split])
107
+ ]
108
+ archive_paths = dl_manager.download(audio_urls)
109
+ local_extracted_archive_paths = dl_manager.extract(archive_paths) if not dl_manager.is_streaming else {}
110
+
111
+ meta_urls = {split: _TRANSCRIPT_URL.format(lang=lang, split=split) for split in splits}
112
+ meta_paths = dl_manager.download_and_extract(meta_urls)
113
+
114
+ split_generators = []
115
+ split_names = {
116
+ "train": datasets.Split.TRAIN,
117
+ "dev": datasets.Split.VALIDATION,
118
+ "test": datasets.Split.TEST,
119
+ }
120
+ for split in splits:
121
+ split_generators.append(
122
+ datasets.SplitGenerator(
123
+ name=split_names.get(split, split),
124
+ gen_kwargs={
125
+ "local_extracted_archive_paths": local_extracted_archive_paths.get(split),
126
+ "archives": [dl_manager.iter_archive(path) for path in archive_paths.get(split)],
127
+ "meta_path": meta_paths[split],
128
+ },
129
+ ),
130
+ )
131
+
132
+ return split_generators
133
+
134
+ def _generate_examples(self, local_extracted_archive_paths, archives, meta_path):
135
+ data_fields = list(self._info().features.keys())
136
+ metadata = {}
137
+ with open(meta_path, encoding="utf-8") as f:
138
+ reader = csv.DictReader(f, delimiter="\t", quoting=csv.QUOTE_NONE)
139
+ for row in tqdm(reader, desc="Reading metadata..."):
140
+ if not row["path"].endswith(".mp3"):
141
+ row["path"] += ".mp3"
142
+ if "accents" in row:
143
+ row["accent"] = row["accents"]
144
+ del row["accents"]
145
+ for field in data_fields:
146
+ if field not in row:
147
+ row[field] = ""
148
+ metadata[row["path"]] = row
149
+
150
+ for i, audio_archive in enumerate(archives):
151
+ for path, file in audio_archive:
152
+ _, filename = os.path.split(path)
153
+ if filename in metadata:
154
+ result = dict(metadata[filename])
155
+ path = os.path.join(local_extracted_archive_paths[i], path) if local_extracted_archive_paths else path
156
+ result["audio"] = {"path": path, "bytes": file.read()}
157
+ result["path"] = path
158
+ yield path, result
count_n_shards.py ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ from pathlib import Path
2
+ import json
3
+
4
+
5
+ splits = ["train", "dev", "test", "other", "invalidated"]
6
+
7
+ if __name__ == "__main__":
8
+ n_files = {}
9
+ lang_dirs = [d for d in Path("audio").iterdir() if d.is_dir()]
10
+ for lang_dir in lang_dirs:
11
+ lang = lang_dir.name
12
+ n_files[lang] = {}
13
+ for split in splits:
14
+ split_dir = lang_dir / split
15
+ if split_dir.exists():
16
+ n_files_per_split = len(list(split_dir.glob("*.tar")))
17
+ else:
18
+ n_files_per_split = 0
19
+ n_files[lang][split] = n_files_per_split
20
+
21
+ with open("n_shards.json", "w") as f:
22
+ json.dump(dict(sorted(n_files.items(), key=lambda x: x[0])), f, ensure_ascii=False, indent=4)
gitattributes ADDED
@@ -0,0 +1,103 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ *.7z filter=lfs diff=lfs merge=lfs -text
2
+ *.arrow filter=lfs diff=lfs merge=lfs -text
3
+ *.bin filter=lfs diff=lfs merge=lfs -text
4
+ *.bz2 filter=lfs diff=lfs merge=lfs -text
5
+ *.ckpt filter=lfs diff=lfs merge=lfs -text
6
+ *.ftz filter=lfs diff=lfs merge=lfs -text
7
+ *.gz filter=lfs diff=lfs merge=lfs -text
8
+ *.h5 filter=lfs diff=lfs merge=lfs -text
9
+ *.joblib filter=lfs diff=lfs merge=lfs -text
10
+ *.lfs.* filter=lfs diff=lfs merge=lfs -text
11
+ *.lz4 filter=lfs diff=lfs merge=lfs -text
12
+ *.mlmodel filter=lfs diff=lfs merge=lfs -text
13
+ *.model filter=lfs diff=lfs merge=lfs -text
14
+ *.msgpack filter=lfs diff=lfs merge=lfs -text
15
+ *.npy filter=lfs diff=lfs merge=lfs -text
16
+ *.npz filter=lfs diff=lfs merge=lfs -text
17
+ *.onnx filter=lfs diff=lfs merge=lfs -text
18
+ *.ot filter=lfs diff=lfs merge=lfs -text
19
+ *.parquet filter=lfs diff=lfs merge=lfs -text
20
+ *.pb filter=lfs diff=lfs merge=lfs -text
21
+ *.pickle filter=lfs diff=lfs merge=lfs -text
22
+ *.pkl filter=lfs diff=lfs merge=lfs -text
23
+ *.pt filter=lfs diff=lfs merge=lfs -text
24
+ *.pth filter=lfs diff=lfs merge=lfs -text
25
+ *.rar filter=lfs diff=lfs merge=lfs -text
26
+ *.safetensors filter=lfs diff=lfs merge=lfs -text
27
+ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
28
+ *.tar.* filter=lfs diff=lfs merge=lfs -text
29
+ *.tar filter=lfs diff=lfs merge=lfs -text
30
+ *.tflite filter=lfs diff=lfs merge=lfs -text
31
+ *.tgz filter=lfs diff=lfs merge=lfs -text
32
+ *.wasm filter=lfs diff=lfs merge=lfs -text
33
+ *.xz filter=lfs diff=lfs merge=lfs -text
34
+ *.zip filter=lfs diff=lfs merge=lfs -text
35
+ *.zst filter=lfs diff=lfs merge=lfs -text
36
+ *tfevents* filter=lfs diff=lfs merge=lfs -text
37
+ # Audio files - uncompressed
38
+ *.pcm filter=lfs diff=lfs merge=lfs -text
39
+ *.sam filter=lfs diff=lfs merge=lfs -text
40
+ *.raw filter=lfs diff=lfs merge=lfs -text
41
+ # Audio files - compressed
42
+ *.aac filter=lfs diff=lfs merge=lfs -text
43
+ *.flac filter=lfs diff=lfs merge=lfs -text
44
+ *.mp3 filter=lfs diff=lfs merge=lfs -text
45
+ *.ogg filter=lfs diff=lfs merge=lfs -text
46
+ *.wav filter=lfs diff=lfs merge=lfs -text
47
+ # Image files - uncompressed
48
+ *.bmp filter=lfs diff=lfs merge=lfs -text
49
+ *.gif filter=lfs diff=lfs merge=lfs -text
50
+ *.png filter=lfs diff=lfs merge=lfs -text
51
+ *.tiff filter=lfs diff=lfs merge=lfs -text
52
+ # Image files - compressed
53
+ *.jpg filter=lfs diff=lfs merge=lfs -text
54
+ *.jpeg filter=lfs diff=lfs merge=lfs -text
55
+ *.webp filter=lfs diff=lfs merge=lfs -text
56
+ transcript/ba/train.tsv filter=lfs diff=lfs merge=lfs -text
57
+ transcript/be/train.tsv filter=lfs diff=lfs merge=lfs -text
58
+ transcript/bn/other.tsv filter=lfs diff=lfs merge=lfs -text
59
+ transcript/ca/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
60
+ transcript/ca/other.tsv filter=lfs diff=lfs merge=lfs -text
61
+ transcript/ca/train.tsv filter=lfs diff=lfs merge=lfs -text
62
+ transcript/cs/other.tsv filter=lfs diff=lfs merge=lfs -text
63
+ transcript/de/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
64
+ transcript/de/train.tsv filter=lfs diff=lfs merge=lfs -text
65
+ transcript/en/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
66
+ transcript/en/other.tsv filter=lfs diff=lfs merge=lfs -text
67
+ transcript/en/train.tsv filter=lfs diff=lfs merge=lfs -text
68
+ transcript/eo/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
69
+ transcript/eo/other.tsv filter=lfs diff=lfs merge=lfs -text
70
+ transcript/eo/train.tsv filter=lfs diff=lfs merge=lfs -text
71
+ transcript/es/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
72
+ transcript/es/other.tsv filter=lfs diff=lfs merge=lfs -text
73
+ transcript/es/train.tsv filter=lfs diff=lfs merge=lfs -text
74
+ transcript/eu/other.tsv filter=lfs diff=lfs merge=lfs -text
75
+ transcript/eu/train.tsv filter=lfs diff=lfs merge=lfs -text
76
+ transcript/fr/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
77
+ transcript/fr/train.tsv filter=lfs diff=lfs merge=lfs -text
78
+ transcript/fy-NL/other.tsv filter=lfs diff=lfs merge=lfs -text
79
+ transcript/hu/other.tsv filter=lfs diff=lfs merge=lfs -text
80
+ transcript/it/train.tsv filter=lfs diff=lfs merge=lfs -text
81
+ transcript/ja/other.tsv filter=lfs diff=lfs merge=lfs -text
82
+ transcript/ka/train.tsv filter=lfs diff=lfs merge=lfs -text
83
+ transcript/kab/other.tsv filter=lfs diff=lfs merge=lfs -text
84
+ transcript/kab/train.tsv filter=lfs diff=lfs merge=lfs -text
85
+ transcript/lg/other.tsv filter=lfs diff=lfs merge=lfs -text
86
+ transcript/lg/train.tsv filter=lfs diff=lfs merge=lfs -text
87
+ transcript/lv/other.tsv filter=lfs diff=lfs merge=lfs -text
88
+ transcript/mhr/train.tsv filter=lfs diff=lfs merge=lfs -text
89
+ transcript/rw/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
90
+ transcript/rw/other.tsv filter=lfs diff=lfs merge=lfs -text
91
+ transcript/rw/train.tsv filter=lfs diff=lfs merge=lfs -text
92
+ transcript/sw/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
93
+ transcript/sw/other.tsv filter=lfs diff=lfs merge=lfs -text
94
+ transcript/sw/train.tsv filter=lfs diff=lfs merge=lfs -text
95
+ transcript/ta/other.tsv filter=lfs diff=lfs merge=lfs -text
96
+ transcript/ta/train.tsv filter=lfs diff=lfs merge=lfs -text
97
+ transcript/th/other.tsv filter=lfs diff=lfs merge=lfs -text
98
+ transcript/ur/other.tsv filter=lfs diff=lfs merge=lfs -text
99
+ transcript/uz/other.tsv filter=lfs diff=lfs merge=lfs -text
100
+ transcript/uz/train.tsv filter=lfs diff=lfs merge=lfs -text
101
+ transcript/yue/other.tsv filter=lfs diff=lfs merge=lfs -text
102
+ transcript/zh-CN/invalidated.tsv filter=lfs diff=lfs merge=lfs -text
103
+ transcript/zh-CN/other.tsv filter=lfs diff=lfs merge=lfs -text
languages.py ADDED
@@ -0,0 +1 @@
 
 
1
+ LANGUAGES = {'ab': 'Abkhaz', 'ace': 'Acehnese', 'ady': 'Adyghe', 'af': 'Afrikaans', 'am': 'Amharic', 'an': 'Aragonese', 'ar': 'Arabic', 'arn': 'Mapudungun', 'as': 'Assamese', 'ast': 'Asturian', 'az': 'Azerbaijani', 'ba': 'Bashkir', 'bas': 'Basaa', 'be': 'Belarusian', 'bg': 'Bulgarian', 'bm': 'Bambara', 'bn': 'Bengali', 'bo': 'Tibetan', 'br': 'Breton', 'bs': 'Bosnian', 'bxr': 'Buryat', 'byv': 'Medumba', 'ca': 'Catalan', 'cak': 'Kaqchikel', 'ckb': 'Central Kurdish', 'cnh': 'Hakha Chin', 'co': 'Corsican', 'cs': 'Czech', 'cv': 'Chuvash', 'cy': 'Welsh', 'da': 'Danish', 'dag': 'Dagbani', 'de': 'German', 'dsb': 'Sorbian, Lower', 'dv': 'Dhivehi', 'dyu': 'Dioula', 'el': 'Greek', 'en': 'English', 'eo': 'Esperanto', 'es': 'Spanish', 'et': 'Estonian', 'eu': 'Basque', 'ewo': 'Ewondo', 'fa': 'Persian', 'ff': 'Fulah', 'fi': 'Finnish', 'fo': 'Faroese', 'fr': 'French', 'fy-NL': 'Frisian', 'ga-IE': 'Irish', 'gl': 'Galician', 'gn': 'Guarani', 'gom': 'Goan Konkani', 'gu-IN': 'Gujarati', 'ha': 'Hausa', 'he': 'Hebrew', 'hi': 'Hindi', 'hil': 'Hiligaynon', 'hr': 'Croatian', 'hsb': 'Sorbian, Upper', 'ht': 'Haitian', 'hu': 'Hungarian', 'hy-AM': 'Armenian', 'hyw': 'Armenian Western', 'ia': 'Interlingua', 'id': 'Indonesian', 'ie': 'Interlingue', 'ig': 'Igbo', 'is': 'Icelandic', 'it': 'Italian', 'izh': 'Izhorian', 'ja': 'Japanese', 'jbo': 'Lojban', 'jv': 'Javanese', 'ka': 'Georgian', 'kaa': 'Karakalpak', 'kab': 'Kabyle', 'kbd': 'Kabardian', 'ki': 'Kikuyu', 'kk': 'Kazakh', 'km': 'Khmer', 'kmr': 'Kurmanji Kurdish', 'kn': 'Kannada', 'knn': 'Konkani (Devanagari)', 'ko': 'Korean', 'kpv': 'Komi-Zyrian', 'kw': 'Cornish', 'ky': 'Kyrgyz', 'lb': 'Luxembourgish', 'lg': 'Luganda', 'lij': 'Ligurian', 'ln': 'Lingala', 'lo': 'Lao', 'lt': 'Lithuanian', 'ltg': 'Latgalian', 'lv': 'Latvian', 'mai': 'Maithili', 'mdf': 'Moksha', 'mg': 'Malagasy', 'mhr': 'Meadow Mari', 'mk': 'Macedonian', 'ml': 'Malayalam', 'mn': 'Mongolian', 'mni': 'Meetei Lon', 'mos': 'Mossi', 'mr': 'Marathi', 'mrj': 'Hill Mari', 'ms': 'Malay', 'mt': 'Maltese', 'my': 'Burmese', 'myv': 'Erzya', 'nan-tw': 'Taiwanese (Minnan)', 'nb-NO': 'Norwegian Bokmål', 'nd': 'IsiNdebele (North)', 'ne-NP': 'Nepali', 'nhe': 'Eastern Huasteca Nahuatl', 'nhi': 'Western Sierra Puebla Nahuatl', 'nia': 'Nias', 'nl': 'Dutch', 'nn-NO': 'Norwegian Nynorsk', 'nr': 'IsiNdebele (South)', 'nso': 'Northern Sotho', 'ny': 'Chinyanja', 'nyn': 'Runyankole', 'oc': 'Occitan', 'om': 'Afaan Oromo', 'or': 'Odia', 'os': 'Ossetian', 'pa-IN': 'Punjabi', 'pap-AW': 'Papiamento (Aruba)', 'pl': 'Polish', 'ps': 'Pashto', 'pt': 'Portuguese', 'quc': "K'iche'", 'quy': 'Quechua Chanka', 'rm-sursilv': 'Romansh Sursilvan', 'rm-vallader': 'Romansh Vallader', 'ro': 'Romanian', 'ru': 'Russian', 'rw': 'Kinyarwanda', 'sah': 'Sakha', 'sat': 'Santali (Ol Chiki)', 'sc': 'Sardinian', 'scn': 'Sicilian', 'sdh': 'Southern Kurdish', 'shi': 'Shilha', 'si': 'Sinhala', 'sk': 'Slovak', 'skr': 'Saraiki', 'sl': 'Slovenian', 'snk': 'Soninke', 'so': 'Somali', 'sq': 'Albanian', 'sr': 'Serbian', 'ss': 'Siswati', 'st': 'Southern Sotho', 'sv-SE': 'Swedish', 'sw': 'Swahili', 'syr': 'Syriac', 'ta': 'Tamil', 'te': 'Telugu', 'tg': 'Tajik', 'th': 'Thai', 'ti': 'Tigrinya', 'tig': 'Tigre', 'tk': 'Turkmen', 'tl': 'Tagalog', 'tn': 'Setswana', 'tok': 'Toki Pona', 'tr': 'Turkish', 'ts': 'Xitsonga', 'tt': 'Tatar', 'tw': 'Twi', 'ty': 'Tahitian', 'tyv': 'Tuvan', 'uby': 'Ubykh', 'udm': 'Udmurt', 'ug': 'Uyghur', 'uk': 'Ukrainian', 'ur': 'Urdu', 'uz': 'Uzbek', 've': 'Tshivenda', 'vec': 'Venetian', 'vi': 'Vietnamese', 'vot': 'Votic', 'wo': 'Wolof', 'xh': 'Xhosa', 'yi': 'Yiddish', 'yo': 'Yoruba', 'yue': 'Cantonese', 'zgh': 'Tamazight', 'zh-CN': 'Chinese (China)', 'zh-HK': 'Chinese (Hong Kong)', 'zh-TW': 'Chinese (Taiwan)', 'zu': 'Zulu', 'zza': 'Zaza'}
n_shards.json ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+
3
+ "ha": {
4
+ "train": 1,
5
+ "dev": 1,
6
+ "test": 1,
7
+ "other": 1,
8
+ "invalidated": 1
9
+ }
10
+
11
+ }
release_stats.py ADDED
@@ -0,0 +1 @@
 
 
1
+ STATS = {'locales': {'ab': {'buckets': {'validated': 41982, 'invalidated': 5278, 'dev': 9160, 'test': 9116, 'train': 21027, 'other': 12964}, 'duration': 303854076, 'reportedSentences': 225, 'clips': 60224, 'splits': {'accent': {}, 'age': {'': 0.18, 'twenties': 0.19, 'thirties': 0.13, 'teens': 0.28, 'fourties': 0.09, 'fifties': 0.06, 'sixties': 0.05, 'seventies': 0.01, 'eighties': 0.01, 'nineties': 0}, 'gender': {'': 0.18, 'male': 0.18, 'female': 0.64, 'other': 0}}, 'users': 401, 'size': 1735604914, 'checksum': '6060e49d24556545ef2df2e1d0296a01b1da86d2e4a5e76cc75779fc1417df90', 'avgDurationSecs': 5.045, 'validDurationSecs': 211815.918, 'totalHrs': 84.4, 'validHrs': 58.83}, 'af': {'buckets': {'validated': 86, 'invalidated': 138, 'dev': 5, 'test': 28, 'train': 53, 'other': 50}, 'duration': 1231344, 'reportedSentences': 0, 'clips': 274, 'splits': {'accent': {}, 'age': {'': 0.23, 'twenties': 0.64, 'thirties': 0, 'teens': 0.02, 'fourties': 0.11, 'fifties': 0, 'sixties': 0, 'seventies': 0, 'eighties': 0, 'nineties': 0}, 'gender': {'': 0.51, 'male': 0.49, 'female': 0, 'other': 0}}, 'users': 14, 'size': 7153864, 'checksum': '8b5dfea788a4fd772efa5033013be022b1e9fb82840233e441508d44102a2993', 'avgDurationSecs': 4.494, 'validDurationSecs': 386.48, 'totalHrs': 0.34, 'validHrs': 0.1}, 'am': {'buckets': {'validated': 753, 'invalidated': 22, 'dev': 247, 'test': 158, 'train': 348, 'other': 448}, 'duration': 7353648, 'reportedSentences': 11, 'clips': 1223, 'splits': {'accent': {}, 'age': {'': 0.12, 'twenties': 0.12, 'thirties': 0.75, 'teens': 0, 'fourties': 0, 'fifties': 0, 'sixties': 0, 'seventies': 0, 'eighties': 0, 'nineties': 0}, 'gender': {'': 0.12, 'male': 0.88, 'female': 0, 'other': 0}}, 'users': 20, 'size': 43146099, 'checksum': 'ff46ab9f61a4b7a0a80dbd5be936dda1d747149c3cbf7870f8ba88e815e50edf', 'avgDurationSecs': 6.013, 'validDurationSecs': 4527.634, 'totalHrs': 2.04, 'validHrs': 1.25}, 'ar': {'buckets': {'validated': 77938, 'invalidated': 15078, 'dev': 10421, 'test': 10466, 'train': 28381, 'other': 41546}, 'duration': 559110834, 'reportedSentences': 2119, 'clips': 134562, 'splits': {'accent': {}, 'age': {'': 0.55, 'twenties': 0.29, 'thirties': 0.11, 'teens': 0.03, 'fourties': 0.01, 'fifties': 0, 'sixties': 0, 'seventies': 0, 'eighties': 0, 'nineties': 0}, 'gender': {'': 0.55, 'male': 0.28, 'female': 0.17, 'other': 0}}, 'users': 1549, 'size': 3313141663, 'checksum': '1d9cd14f2bd095ba5051528c96f9eb22cb7c1e86234109824a2d25cae51118e4', 'avgDurationSecs': 4.155, 'validDurationSecs': 323835.705, 'totalHrs': 155.3, 'validHrs': 89.95}, 'as': {'buckets': {'validated': 1717, 'invalidated': 208, 'dev': 510, 'test': 551, 'train': 656, 'other': 146}, 'duration': 11784629, 'reportedSentences': 10, 'clips': 2071, 'splits': {'accent': {}, 'age': {'': 0.6, 'twenties': 0.36, 'thirties': 0.04, 'teens': 0, 'fourties': 0, 'fifties': 0, 'sixties': 0, 'seventies': 0, 'eighties': 0, 'nineties': 0}, 'gender': {'': 0.59, 'male': 0.41, 'female': 0, 'other': 0}}, 'users': 45, 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