|
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--- |
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dataset_info: |
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features: |
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features: |
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configs: |
|
|
- config_name: audio_1000h |
|
|
data_files: |
|
|
- split: train |
|
|
path: audio_1000h/train-* |
|
|
- config_name: audio_100h |
|
|
data_files: |
|
|
- split: train |
|
|
path: audio_100h/train-* |
|
|
- config_name: audio_150h |
|
|
data_files: |
|
|
- split: train |
|
|
path: audio_150h/train-* |
|
|
- config_name: audio_1h |
|
|
data_files: |
|
|
- split: train |
|
|
path: audio_1h/train-* |
|
|
- config_name: audio_200h |
|
|
data_files: |
|
|
- split: train |
|
|
path: audio_200h/train-* |
|
|
- config_name: audio_500h |
|
|
data_files: |
|
|
- split: train |
|
|
path: audio_500h/train-* |
|
|
- config_name: audio_50h |
|
|
data_files: |
|
|
- split: train |
|
|
path: audio_50h/train-* |
|
|
- config_name: dev_test |
|
|
data_files: |
|
|
- split: train |
|
|
path: dev_test/train-* |
|
|
- config_name: test |
|
|
data_files: |
|
|
- split: train |
|
|
path: test/train-* |
|
|
- config_name: full |
|
|
data_files: |
|
|
- split: train |
|
|
path: full/train-* |
|
|
--- |
|
|
# π Kinyarwanda ASR Dataset |
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|
This dataset contains transcribed Kinyarwanda audio, designed to support training and evaluation of Automatic Speech Recognition (ASR) systems. It is part of a study on how varying training data volumes affect model performance using Whisper-large-v3. |
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## π Data Overview |
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The full dataset consists of approximately 263,000 audio samples covering 5 key domains: |
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- π₯ Health |
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- ποΈ Government |
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- π° Financial Services |
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|
- π Education |
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- πΎ Agriculture |
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|
|
To enable analysis of scale effects, the dataset is available in subsets of different durations: |
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|
|
- `audio_1h`, `audio_50h`, `audio_100h`, `audio_150h`, `audio_200h`, `audio_500h`, `audio_1000h`, and `train_cleaned` (~1400h) |
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|
|
Each sample includes: |
|
|
- `id`: a unique identifier for the sample |
|
|
- `audio`: the audio recording |
|
|
- `audio_language`: the language code (`kin` for Kinyarwanda) |
|
|
- `text`: the corresponding transcription in Kinyarwanda |
|
|
- `prompt`: the domain or context of the audio (e.g., Health, Education, etc.) |
|
|
- `duration`: the length of the audio clip in seconds |
|
|
- `speaker_id`: an anonymized identifier for the speaker |
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|
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|
## π οΈ Usage Example |
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You can load and explore the dataset using the π€ Datasets library: |
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|
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|
|
```python |
|
|
from datasets import load_dataset |
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|
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|
|
# Load a specific subset, e.g., 100 hours |
|
|
dataset = load_dataset("evie-8/kinyarwanda-speech-hackathon", "audio_100h") |
|
|
``` |