Training data

What are training data sets: https://zenodo.org/records/13805722

Biological Data

Natur conservation

• DiverReef: A global database of the behavior of recreational divers and their interactions with reefs over 20 years: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.4519
• Global Roadkill Data: a dataset on terrestrial vertebrate mortality caused by collision with vehicles: https://www.nature.com/articles/s41597-024-04207-x
• SNAPSHOT USA 2019–2023: The First Five Years of Data From a Coordinated Camera Trap Survey of the United States: https://onlinelibrary.wiley.com/doi/10.1111/geb.13941
• CamTrapAsia: A dataset of tropical forest vertebrate communities from 239 camera trapping studies: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.4299
• The Breeding Bird Survey of the United Kingdom: https://onlinelibrary.wiley.com/doi/10.1111/geb.13943
• Integrated evidence-based extent of occurrence for North American bison (Bison bison) since 1500 CE and before: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.3864

Biological data sets

• Palmer Penguins: https://allisonhorst.github.io/palmerpenguins/articles/intro.html
• Hawks: contained in the Stat2DataR package (https://cran.r-project.org/web/packages/Stat2Data/index.html)
• Count data of harbour seal counts in the Elbe Estuary: https://doi.pangaea.de/10.1594/PANGAEA.907670
• Small mammals from the Caatinga: A dataset for the Brazilian semiarid biome: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.3879
• A bird species occurrence dataset from passive audio recordings across dense urban areas in Gothenburg, Sweden: https://www.nature.com/articles/s41597-025-05481-z
• Long-term observation of the egg and chick size in the nests of Larus ichthyaetus in Lake Chany, Russia: https://www.nature.com/articles/s41597-022-01454-8

Forestry

• Relative location and diameter of a full tree inventory on 8 studyplots: https://doi.pangaea.de/10.1594/PANGAEA.932023
• The study plots, where the trees were recorded: https://doi.pangaea.de/10.1594/PANGAEA.923125
• Abundance and taxonomic data of forest Anthropods, collected on the plots from above: https://doi.pangaea.de/10.1594/PANGAEA.923125
• Tree inventory data from permanent plots in French forest reserves: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.4324

Genetics

• Environmental DNA analysis of cephalopods off the Azores: https://doi.pangaea.de/10.1594/PANGAEA.926840

Taxnomy, Traits

• OpenRefine Training Dataset based on a subset of the BGBM Herbarium: https://zenodo.org/records/14918375. Some ideas howto work with the data: https://zenodo.org/records/14732682.
• Ecological traits for 1374 arthropod species collected in a German grassland: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.70077
• Images of 175 individual animals of five distinct taxonomic groups: camels, penguins, goats, tortoises and toads: https://doi.pangaea.de/10.1594/PANGAEA.967637

Animal Tracking

• HomeRange: A global database of mammalian home ranges: https://onlinelibrary.wiley.com/doi/full/10.1111/geb.13625
• The body size and temperature dependence of organismal locomotion: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.3114

Time Series

• Nutrient and stoichiometric time series measurements of decomposing coarse detritus in freshwaters: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.4114
• Annual biomass spatial data for southern California (2001–2021): Above- and belowground, standing dead, and litter: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.4031
• Long-term monitoring of Mount St. Helens micrometeorology: https://esajournals.onlinelibrary.wiley.com/doi/10.1002/ecy.3950

Spatial Data

• https://data.fdz.ioer.de/dataset.xhtml?persistentId=doi:10.71830/6ILS40 with a tutorial https://training.fdz.ioer.info/intro.html#.

Environemntal Data

Land cover

• EGLC: Ensemble Global Land Cover Reference Dataset (2000-2022): https://zenodo.org/records/15594682

Other Collections

• A collection of vegetation and zoological data sets: https://www.davidzeleny.net/anadat-r/doku.php/en:data
• The Humanitarian Data Exchange: https://data.humdata.org/