US Amphibia Biodiversity

Here, I utilized over 700,000 research grade observations submitted to the community science database iNaturalist to map relative amphibian species abundance throughout the United States. This graphic involved the handling of a large dataset, joins, and summary statistics. It also highlighted the challenges of dealing with species common names, which are often reused across unique species.