ASR-datasets-ptbr / README.md
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metadata
language:
  - pt
pretty_name: Datasets de Áudios em Português
task_categories:
  - automatic-speech-recognition
tags:
  - ASR
  - Speech
  - Portuguese
size_categories:
  - 1M<n<10M
dataset_info:
  - config_name: cetuc
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 18625301836.532
        num_examples: 100998
    download_size: 16203229760
    dataset_size: 18625301836.532
  - config_name: cml
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: int64
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 20718889028.07
        num_examples: 34265
      - name: validation
        num_bytes: 622662501.704
        num_examples: 1134
      - name: test
        num_bytes: 672966343.66
        num_examples: 1297
    download_size: 14416811016
    dataset_size: 22014517873.434
  - config_name: codigo-de-defesa-do-consumidor
    features:
      - name: audio_filename
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 163568316
        num_examples: 253
    download_size: 163344293
    dataset_size: 163568316
  - config_name: common-voice-22
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 663017029.222
        num_examples: 22923
      - name: validation
        num_bytes: 297281875.8
        num_examples: 9640
      - name: test
        num_bytes: 310753188.028
        num_examples: 9641
    download_size: 1212797949
    dataset_size: 1271052093.0500002
  - config_name: constituicao-federal
    features:
      - name: audio_filename
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 1046116434.215
        num_examples: 1255
    download_size: 1031691001
    dataset_size: 1046116434.215
  - config_name: coraa-mupe
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 43077595985.954
        num_examples: 276881
      - name: validation
        num_bytes: 899185092.872
        num_examples: 9894
      - name: test
        num_bytes: 3488584728.856
        num_examples: 30968
    download_size: 41797963037
    dataset_size: 47465365807.68201
  - config_name: coraa-nurc-sp
    features:
      - name: audio_filename
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 34969174532.398
        num_examples: 166971
      - name: validation
        num_bytes: 670050973.104
        num_examples: 3142
      - name: test
        num_bytes: 1445635984.73
        num_examples: 7110
    download_size: 27433293493
    dataset_size: 37084861490.232
  - config_name: coraa-v1.1
    features:
      - name: audio_filename
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 62195592221.578
        num_examples: 382258
      - name: validation
        num_bytes: 1038744634.576
        num_examples: 7522
      - name: test
        num_bytes: 2393506411.512
        num_examples: 12676
    download_size: 66894810728
    dataset_size: 65627843267.666
  - config_name: fleurs
    features:
      - name: audio_filename
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 2337501626.501
        num_examples: 2793
      - name: validation
        num_bytes: 297534890
        num_examples: 386
      - name: test
        num_bytes: 746473185
        num_examples: 919
    download_size: 3355807403
    dataset_size: 3381509701.501
  - config_name: lapsbm
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 103794148
        num_examples: 700
    download_size: 103780948
    dataset_size: 103794148
  - config_name: mls
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: int64
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 9043539824.764
        num_examples: 37533
      - name: validation
        num_bytes: 224395981
        num_examples: 826
      - name: test
        num_bytes: 222289068
        num_examples: 871
    download_size: 10051399800
    dataset_size: 9490224873.764
  - config_name: sidney
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 1126762543.78
        num_examples: 5093
    download_size: 1145725002
    dataset_size: 1126762543.78
  - config_name: tedx
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 33928748416.572
        num_examples: 90244
      - name: validation
        num_bytes: 241633133.147
        num_examples: 1013
      - name: test
        num_bytes: 337367535.98
        num_examples: 1020
    download_size: 26230244292
    dataset_size: 34507749085.699
  - config_name: tts-portuguese-corpus
    features:
      - name: audio_filename
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 3206466857.192
        num_examples: 3624
    download_size: 3298225717
    dataset_size: 3206466857.192
  - config_name: voxforge
    features:
      - name: audio_filename
        dtype: string
      - name: speaker
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 71093523
        num_examples: 760
    download_size: 68849090
    dataset_size: 71093523
  - config_name: yodas-granary
    features:
      - name: audio_filename
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 276696522207.66003
        num_examples: 6627902
    download_size: 1533787826166
    dataset_size: 276696522207.66003
  - config_name: youtube-commons-granary
    features:
      - name: audio_filename
        dtype: string
      - name: audio
        dtype: audio
      - name: transcription
        dtype: string
      - name: duration
        dtype: float64
    splits:
      - name: train
        num_bytes: 26120801861.175
        num_examples: 214537
    download_size: 91287267946
    dataset_size: 26120801861.175
configs:
  - config_name: cetuc
    data_files:
      - split: train
        path: cetuc/train-*
  - config_name: cml
    data_files:
      - split: train
        path: cml/train-*
      - split: validation
        path: cml/validation-*
      - split: test
        path: cml/test-*
  - config_name: codigo-de-defesa-do-consumidor
    data_files:
      - split: train
        path: codigo-de-defesa-do-consumidor/train-*
  - config_name: common-voice-22
    data_files:
      - split: train
        path: common-voice-22/train-*
      - split: validation
        path: common-voice-22/validation-*
      - split: test
        path: common-voice-22/test-*
  - config_name: constituicao-federal
    data_files:
      - split: train
        path: constituicao-federal/train-*
  - config_name: coraa-mupe
    data_files:
      - split: train
        path: coraa-mupe/train-*
      - split: validation
        path: coraa-mupe/validation-*
      - split: test
        path: coraa-mupe/test-*
  - config_name: coraa-nurc-sp
    data_files:
      - split: train
        path: coraa-nurc-sp/train-*
      - split: validation
        path: coraa-nurc-sp/validation-*
      - split: test
        path: coraa-nurc-sp/test-*
  - config_name: coraa-v1.1
    data_files:
      - split: train
        path: coraa-v1.1/train-*
      - split: validation
        path: coraa-v1.1/validation-*
      - split: test
        path: coraa-v1.1/test-*
  - config_name: fleurs
    data_files:
      - split: train
        path: fleurs/train-*
      - split: validation
        path: fleurs/validation-*
      - split: test
        path: fleurs/test-*
  - config_name: lapsbm
    data_files:
      - split: train
        path: lapsbm/train-*
  - config_name: mls
    data_files:
      - split: train
        path: mls/train-*
      - split: validation
        path: mls/validation-*
      - split: test
        path: mls/test-*
  - config_name: sidney
    data_files:
      - split: train
        path: sidney/train-*
  - config_name: tedx
    data_files:
      - split: train
        path: tedx/train-*
      - split: validation
        path: tedx/validation-*
      - split: test
        path: tedx/test-*
  - config_name: tts-portuguese-corpus
    data_files:
      - split: train
        path: tts-portuguese-corpus/train-*
  - config_name: voxforge
    data_files:
      - split: train
        path: voxforge/train-*
  - config_name: yodas-granary
    data_files:
      - split: train
        path: yodas-granary/train-*
  - config_name: youtube-commons-granary
    data_files:
      - split: train
        path: youtube-commons-granary/train-*

📚 Datasets de Áudio em Português (PT-BR)

Este repositório reúne diversos corpora públicos de fala em português do Brasil, combinados em um único dataset para facilitar treinamentos e pesquisas em ASR (Automatic Speech Recognition). O objetivo é fornecer um recurso amplo, padronizado e de fácil acesso para a comunidade.


📂 Datasets Integrados

A tabela abaixo lista todos os datasets incluídos, com suas informações:

Dataset Config Name TOTAL train test validation Speaker Fonte
Todos os Datasets - 15774.98 h 15650.38 h 79.75 h 44.85 h - -
YODAS-Granary yodas-granary 13423.68 h 13423.68 h - - Fonte
YouTube-Commons-Granary youtube-commons-granary 806.54 h 806.54 h - - Fonte
CORAA MuPe coraa-mupe 365.04 h 319.90 h 32.90 h 12.25 h Fonte
CORAA v1.1 coraa-v1.1 290.53 h 273.38 h 11.24 h 5.91 h Fonte
CORAA NURC-SP coraa-nurc-sp 239.23 h 224.40 h 10.23 h 4.60 h Fonte
MLS mls 168.35 h 160.96 h 3.74 h 3.64 h Fonte
TEDx tedx 155.91 h 152.55 h 1.82 h 1.54 h Fonte
CETUC cetuc 144.66 h 144.66 h - - Fonte
CML cml 85.36 h 78.09 h 3.68 h 3.59 h Fonte
Common Voice 22 common-voice-22 51.32 h 26.38 h 12.90 h 12.04 h Fonte
Fleurs fleurs 14.71 h 10.18 h 3.24 h 1.29 h Fonte
TTS Portuguese Corpus tts-portuguese-corpus 10.48 h 10.48 h - - Fonte
Constituição Federal constituicao-federal 8.97 h 8.97 h - - Fonte
Sidney sidney 7.28 h 7.28 h - - Fonte
Código de Defesa do Consumidor codigo-de-defesa-do-consumidor 1.42 h 1.42 h - - Fonte
LapsBM lapsbm 0.90 h 0.90 h - - Fonte
VoxForge voxforge 0.62 h 0.62 h - - Fonte

🗂️ Estrutura do Dataset

O dataset está organizado em configs, onde cada config corresponde a um dataset ou corpora específico. Dentro de cada config, os dados estão divididos nos splits:

  • train
  • test
  • validation

⚠️ Importante: Apenas os splits originais dos datasets foram mantidos, nem todos os datasets possuem splits de test e validation.

Cada amostra contém os seguintes campos:

  • audio_filename: nome original do arquivo
  • speaker: identificador do falante, presente apenas quando a informação está disponível no dataset original
  • audio: conteúdo do áudio
  • transcription: transcrição do áudio
  • duration: duração em segundos

🚀 Como Utilizar

O dataset pode ser carregado pelo 🤗 Hugging Face Datasets:

Listar todas as configurações disponíveis

from datasets import get_dataset_config_names

configs = get_dataset_config_names("opedromartins/ASR-datasets-ptbr")
print(configs)

Carregar uma configuração específica

from datasets import load_dataset

# Exemplo: carregar todos os splits do CORAA v1.1
ds = load_dataset("opedromartins/ASR-datasets-ptbr", name="coraa-v1.1")

# Apenas o split de treino
ds_train = load_dataset("opedromartins/ASR-datasets-ptbr", name="coraa-v1.1", split="train")

Uso em modo streaming

from datasets import load_dataset

ds_stream = load_dataset(
    "opedromartins/ASR-datasets-ptbr",
    name="coraa-v1.1",
    split="train",
    streaming=True
)
print(next(iter(ds_stream)))

⚖️ Licenciamento

Cada dataset mantém sua licença original. É responsabilidade do usuário verificar e respeitar os termos de uso de cada corpus. Consulte os links das fontes listadas na tabela para mais detalhes.