You could split the file into chunk of n seconds ..n seconds you need to find ..which ever fits for your dataset..for mine 4 sec chunk was good enough...also you could use a peak detector first and then chunk the file n/2 seconds either side from the peak and have some overlapping window there too..so that you won't loose information ..