task_categories:audio-classification size_categories:1K<n<10K audio region:us
---
task_categories:
- audio-classification
tags:
- audio
size_categories:
- 1K<n<10K
---
# ESC50

## Dataset Summary

The ESC-50 dataset is a labeled collection of 2000 environmental audio recordings suitable for benchmarking methods of environmental sound classification. It comprises 2000 5s-clips of 50 different classes across natural, human and domestic sounds, again, drawn from Freesound.org.

## Data Instances

An example of 'train' looks as follows.

```
{
    "audio": {
        "path": "ESC-50-master/audio/4-143118-B-7.wav", 
        "array", array([0.05203247, 0.05285645, 0.05441284, ..., 0.0093689 , 0.00753784, 0.00643921], 
        "sampling_rate", 44100
    }, 
    "fold": 4, 
    "label": 30
}
```