Herbarium specimen records from GBIF used for Digi-Leap

We searched the GBIF database on September 11, 2023 for all specimens meeting the following criteria; members of Tracheophyta, collected in the United States, record containing a specimen image, preserved specimen type, english language and not cultivated. This search resulted in 4,091,778 records of which we randomly selected 2,000 to use for Digi-Leap development and training. All GBIF records have the prefix "DL_GBIF" and include a rights.txt file. There are 3 separate scoring files. One for each model; rule-based, GPT and ensemble.