This Zenodo record contains the data and code necessary to reproduce the analyses and figures reported in A fully automated framework for acoustic identification and localization of terrestrial wildlife at scale Raw audio data from the loudspeaker test is included. Raw audio data from the forest deployment was not included due to size constraints. The full raw audio dataset is preserved separately and can be made available upon reasonable request.