Dataset Viewer
Auto-converted to Parquet Duplicate
Search is not available for this dataset
audio
audio
label
class label
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
0bearing_fault
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
1belt_slip
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal
2normal

Machine Sound Doctor Dataset

Labeled audio clips of running machinery, used to train the classifier behind Machine Sound Doctor — a phone-based predictive maintenance tool: call in, hold your phone near a running machine, get an SMS back diagnosing the sound.

Classes

Class Clips Description
normal 33 Machine running normally
bearing_fault 33 Bearing fault sound signature
belt_slip 33 Belt slip sound signature

99 clips total. Most are 16-bit PCM mono WAV at 16 kHz; a small number are synthetic augmentations (filenames prefixed synth_).

Layout

normal/
bearing_fault/
belt_slip/

Each class is a folder of .wav clips.

Use

pip install huggingface_hub
hf download hamezksm/machine_noise_dataset --repo-type dataset --local-dir ./dataset

or with git:

git clone https://huggingface.co/datasets/hamezksm/machine_noise_dataset dataset

See the Machine Sound Doctor repo for the training pipeline (src/train.py) that consumes this data.

Downloads last month
78