“…The primary repositories that we sourced data from were (i) GBIF, (ii) SCAN, (iii) Integrated Digitized Biocollections (iDigBio), (iv) the United States Geological Survey (USGS), and (v) the Atlas of Living Australia (ALA). Additionally, we have sought out and incorporated smaller public or private data sources from (i) Allan Smith-Pardo (ASP), (ii) Robert Minckley (BMin), (iii) Elle Pollination Ecology Lab (EPEL 26 ), (iv) Bombus Montana (Bmont; Casey Delphia 27 ), (v) Ecdysis (Ecd 28 ), (vi) Gaiarsa, et al 29 (Gai), (vii) the Connecticut Agricultural Experiment Station (CAES 30,31 ), (viii), USDA ARS South-eastern USA (Parys), (ix) Eastern Colorado (Arathi Seshadri), (xi) Florida State Collection of Arthropods (FSCA), (xi) Armando Falcon-Brindis (Arm), and (xii) four more publicly available bee datasets from the literature (SMC, Bal, Lic, Dor, VicWam) [3][4][5][32][33][34][35][36][37][38][39] . These datasets were collated by directly engaging and collaborating with their owners, particularly where data gaps were perceived, but with a particular emphasis on the Americas.…”