The pitch detection is probably detecting either too small details, or not detecting correctly at all, cause the code is supposed to show random colored waveform whenever there is a drastic pitch change in the audio. But it has to be a problem in the code because I’ve seen the crepe library in action, works phenomenally well when it comes to pitch detection.