Users can select a short sample of “typical crackle” from their audio (e.g., a few seconds of vinyl noise). WaveBasis builds a statistical fingerprint of crackle characteristics (duration, spectral tilt, rise/fall asymmetry) and uses this to differentiate damage from music.