Data are characterization and evaluation scores and measures collected during the curation of the National Fruit Collection (cherry collection). Data were largely collected in line with the published ECPGR Passport and Priority Descriptors for Cherry Genetic Resources with additional locally agreed descriptors. The dataset contains scores across 14 traits from 369 accessions.