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README.md
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This is the training data for the [BirdCLEF+ 2025](https://www.kaggle.com/competitions/birdclef-2025/overview) Kaggle competition on species identification from audio, focused on birds, amphibians, mammals and insects from the Middle Magdalena Valley of Colombia.
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This is the training data for the [BirdCLEF+ 2025](https://www.kaggle.com/competitions/birdclef-2025/overview) Kaggle competition on species identification from audio, focused on birds, amphibians, mammals and insects from the Middle Magdalena Valley of Colombia.
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Each row of the data looks like this:
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```python
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{'primary_label': '22333',
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'secondary_labels': [''],
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'type': [''],
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'recording': {'path': 'birdclef-2025/train_audio/22333/iNat292304.ogg',
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'array': array([-1.12978450e-05, -3.37839606e-06, 6.47766774e-06, ...,
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-1.43572334e-02, -1.35095259e-02, -8.81067850e-03]),
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'sampling_rate': 32000},
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'collection': 'iNat',
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'rating': 0.0,
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'url': 'https://static.inaturalist.org/sounds/292304.wav',
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'latitude': 10.4803,
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'longitude': -66.7944,
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'scientific_name': 'Eleutherodactylus johnstonei',
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'common_name': 'Lesser Antillean whistling frog',
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'author': 'Rafael Gianni-Zurita',
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'license': 'cc-by-nc 4.0',
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'inat_taxon_id': 22333,
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'class_name': 'Amphibia'}
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```
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