We use the clustering procedure from Daniels et al. to create naive duration estimates. Specifically, we start by taking the minute-by-minute maximum across the concentration data from all CMS sensors installed on the site. This collapses the signal from each sensor into one time series while preserving the concentration enhancements that contain the most pertinent emission information.