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The 2018 VAST Challenge Mini-challenge 1 poses a multifaceted data analysis problem requiring specialized insight into several fields of computing and visual analytics. In this paper we present our tool, Audio Explorer, that combines deep learning classification of audio files with geospatial and auditory visualization techniques in a user-friendly interface designed to promote information discovery.