| --- |
| 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](https://huggingface.co/datasets/nvidia/Granary) | |
| | YouTube-Commons-Granary | youtube-commons-granary | **806.54 h** | 806.54 h | - | - | ❌ | [Fonte](https://huggingface.co/datasets/nvidia/Granary) | |
| | CORAA MuPe | coraa-mupe | **365.04 h** | 319.90 h | 32.90 h | 12.25 h | ✅ | [Fonte](https://huggingface.co/datasets/nilc-nlp/CORAA-MUPE-ASR) | |
| | CORAA v1.1 | coraa-v1.1 | **290.53 h** | 273.38 h | 11.24 h | 5.91 h | ❌ | [Fonte](https://github.com/nilc-nlp/CORAA) | |
| | CORAA NURC-SP | coraa-nurc-sp | **239.23 h** | 224.40 h | 10.23 h | 4.60 h | ❌ | [Fonte](https://huggingface.co/datasets/nilc-nlp/CORAA-NURC-SP-Audio-Corpus) | |
| | MLS | mls | **168.35 h** | 160.96 h | 3.74 h | 3.64 h | ✅ | [Fonte](https://www.openslr.org/94) | |
| | TEDx | tedx | **155.91 h** | 152.55 h | 1.82 h | 1.54 h | ✅ | [Fonte](https://www.openslr.org/100) | |
| | CETUC | cetuc | **144.66 h** | 144.66 h | - | - | ✅ | [Fonte](https://gitlab.com/fb-audio-corpora/alcaim16k-DVD1de4) | |
| | CML | cml | **85.36 h** | 78.09 h | 3.68 h | 3.59 h | ✅ | [Fonte](https://www.openslr.org/146) | |
| | Common Voice 22 | common-voice-22 | **51.32 h** | 26.38 h | 12.90 h | 12.04 h | ✅ | [Fonte](https://commonvoice.mozilla.org/pt/datasets) | |
| | Fleurs | fleurs | **14.71 h** | 10.18 h | 3.24 h | 1.29 h | ❌ | [Fonte](https://huggingface.co/datasets/google/fleurs) | |
| | TTS Portuguese Corpus | tts-portuguese-corpus | **10.48 h** | 10.48 h | - | - | ❌ | [Fonte](https://github.com/Edresson/TTS-Portuguese-Corpus) | |
| | Constituição Federal | constituicao-federal | **8.97 h** | 8.97 h | - | - | ❌ | [Fonte](https://gitlab.com/fb-audio-corpora/constituicao16k) | |
| | Sidney | sidney | **7.28 h** | 7.28 h | - | - | ✅ | [Fonte](https://igormq.github.io/datasets) | |
| | Código de Defesa do Consumidor | codigo-de-defesa-do-consumidor | **1.42 h** | 1.42 h | - | - | ❌ | [Fonte](https://gitlab.com/fb-audio-corpora/codigodefesaconsumidor16k) | |
| | LapsBM | lapsbm | **0.90 h** | 0.90 h | - | - | ✅ | [Fonte](https://igormq.github.io/datasets) | |
| | VoxForge | voxforge | **0.62 h** | 0.62 h | - | - | ✅ | [Fonte](https://igormq.github.io/datasets) | |
|
|
| --- |
|
|
| ## 🗂️ 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](https://huggingface.co/docs/datasets): |
|
|
| ### Listar todas as configurações disponíveis |
|
|
| ```python |
| from datasets import get_dataset_config_names |
| |
| configs = get_dataset_config_names("opedromartins/ASR-datasets-ptbr") |
| print(configs) |
| ``` |
|
|
| ### Carregar uma configuração específica |
|
|
| ```python |
| 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](https://huggingface.co/docs/datasets/stream) |
|
|
| ```python |
| 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](#📂-datasets-integrados) para mais detalhes. |