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Figure 6 from: Wetzel F, Despot Belmonte K, Bingham H, Underwood E, Hoffmann A, Häuser C, Mikolajczyk P, Vohland K (2017) 4th European Biodiversity Observation Network (EU BON) Stakeholder Roundtable: Pathways to sustainability for EU BONs network of collaborators and technical infrastructure. Research Ideas and Outcomes 3: e11875. https://doi.org/10.3897/rio.3.e11875
Figure 6 - Fig. 6: Participants of the 4th EU BON Stakeholder Roundtable (Credits: F. Wetzel).
Figure 1 from: Prosi R, Wiesbauer H, Müller A (2016) Distribution, biology and habitat of the rare European osmiine bee species Osmia (Melanosmia) pilicornis (Hymenoptera, Megachilidae, Osmiini). Journal of Hymenoptera Research 52: 1-36. https://doi.org/10.3897/jhr.52.10441
Figure 1 - Distribution of Osmia pilicornis. Records east of the Ural mountains are not shown.
Map 3 from: Gibson G (2010) Calosota Curtis (Hymenoptera, Chalcidoidea, Eupelmidae) – review of the New World and European fauna including revision of species from the West Indies and Central and North America. ZooKeys 55: 1-75. https://doi.org/10.3897/zookeys.55.490
Map 3 - Distribution of Calosota elongata and Calosota longiventris.
Map 4 from: Gibson G (2010) Calosota Curtis (Hymenoptera, Chalcidoidea, Eupelmidae) – review of the New World and European fauna including revision of species from the West Indies and Central and North America. ZooKeys 55: 1-75. https://doi.org/10.3897/zookeys.55.490
Map 4 - Regional distribution of Calosota metallica.
Map 5 from: Gibson G (2010) Calosota Curtis (Hymenoptera, Chalcidoidea, Eupelmidae) – review of the New World and European fauna including revision of species from the West Indies and Central and North America. ZooKeys 55: 1-75. https://doi.org/10.3897/zookeys.55.490
Map 5 - Distribution of Calosota panamaensis, Calosota setosa and Calosota speculifrons.
Map 2 from: Gibson G (2010) Calosota Curtis (Hymenoptera, Chalcidoidea, Eupelmidae) – review of the New World and European fauna including revision of species from the West Indies and Central and North America. ZooKeys 55: 1-75. https://doi.org/10.3897/zookeys.55.490
Map 2 - Regional distribution of Calosota aestivalis and Calosota longivena.
European Quality of Government Index (EQI) microdata
<p>EQI microdata and codebook for 2010 and 2013 rounds</p>
Figure 3 from: Rossa R, Goczał J, Pawliczek B, Ohbayashi N (2017) Morphological variation in Leptura annularis Fabr. 1801 (Coleoptera, Cerambycidae) among European and Asiatic populations. ZooKeys 724: 31-42. https://doi.org/10.3897/zookeys.724.20667
Figure 3 Differences in wing size between six populations of Leptura annularis complex.
Figure 2 from: Rossa R, Goczał J, Pawliczek B, Ohbayashi N (2017) Morphological variation in Leptura annularis Fabr. 1801 (Coleoptera, Cerambycidae) among European and Asiatic populations. ZooKeys 724: 31-42. https://doi.org/10.3897/zookeys.724.20667
Figure 2 Schematic of landmarks positions on the hind wing of Leptura annularis complex.
Data and code for lower bound of rare species ratio of European freshwater macroinvertebrates
<p><span>The phrase "Rare species are common" is widely recognized, but quantifying how common rare species are—specifically, their ratio—remains an area requiring further exploration. In this study, we present an analysis using community data of European freshwater macroinvertebrates to establish a lower bound for the ratio of rare species. By leveraging the Hill numbers framework, where "q = 0" estimates the total number of rare and <a name="_Hlk168861522"></a>common species and "q = 1" estimates the number of common species, we calculated the lower bound of the rare species ratio as 1 - (the ratio of common species number to the observed species richness). Our analysis included data from 19,649 communities (site-year pairs) with species counts exceeding three, yielding an average rare species ratio of 67.75%, with the 10th and 90th percentiles being 47.16% and 85.33%, respectively. Recognizing that community surveys often underrepresent rare species, we acknowledge that the observed species count is an underestimate of the total species richness. Consequently, we stress that our calculated ratio is a lower bound, indicating that rare species are likely even more common than our findings suggest.</span></p>
Archive of synthesized audio of 300 core words of 42 Indo-European languages
<p>See <a href="https://github.com/EL-CL/acoustic-dist-ie-audio">https://github.com/EL-CL/acoustic-dist-ie-audio</a> and <a href="https://github.com/EL-CL/acoustic-dist-ie">https://github.com/EL-CL/acoustic-dist-ie</a> for details.</p>
Figure 5 in Populations of Microcondylaea bonellii (Férussac 1827), Unionidae - an european freshwater mussel at rapid decline - and Unio mancus in Istria, Croatia
Figure 5. Habitat of Microcondylaea bonellii at Butoniga (8.4.2015).
Multilingual test set for language identification and speech recognition from European Parliament recordings
<p>This test set for language identification and speech recognition is composed by multilingual extracts from European Parliament sessions recordings. </p> <p><strong>Dataset description</strong></p> <p>Audio files and official transcripts were downloaded from: https://www.europarl.europa.eu/plenary/en/debates-video.html</p> <p>The test set has a duration of 02h 56m 34s, composed by 15 multilingual audio files of around 12 minutes, selected from the original material to maximize the number of language changes. </p> <p>Official language labels were manually reviewed to fix start/end timestamps, and official text transcripts, where present, were added to the annotation.</p> <p>The test set covers 19 languages in total.</p> <p>The test set is presented in the following paper:</p> <p>M. Valente, F. Brugnara, G. Morrone, E. Zovato, L. Badino, "Exploring Spoken Language Identification Strategies for Automatic Transcription of Multilingual Broadcast and Institutional Speech", accepted to Interspeech 2024.</p> <p>For more information please refer to the README.txt in the testset .zip archive.</p> <p><strong>License and copyright</strong></p> <p>The data is released with CC0 license: https://creativecommons.org/public-domain/cc0/<br>For the raw data, see also European Parliament's legal notice: https://www.europarl.europa.eu/legal-notice/en/</p>
Figure 6 from: Pyšková K, Kauzál O, Storch D, Horáček I, Pergl J, Pyšek P (2018) Carnivore distribution across habitats in a central-European landscape: a camera trap study. ZooKeys 770: 227-246. https://doi.org/10.3897/zookeys.770.22554
Figure 6 Continued.
Figure 4 from: Wiemers M, Balletto E, Dincă V, Fric ZF, Lamas G, Lukhtanov V, Munguira ML, van Swaay CAM, Vila R, Vliegenthart A, Wahlberg N, Verovnik R (2018) An updated checklist of the European Butterflies (Lepidoptera, Papilionoidea). ZooKeys 811: 9-45. https://doi.org/10.3897/zookeys.811.28712
Figure 4 Species richness of butterfly families in Europe.
Figure 1 from: Wiemers M, Balletto E, Dincă V, Fric ZF, Lamas G, Lukhtanov V, Munguira ML, van Swaay CAM, Vila R, Vliegenthart A, Wahlberg N, Verovnik R (2018) An updated checklist of the European Butterflies (Lepidoptera, Papilionoidea). ZooKeys 811: 9-45. https://doi.org/10.3897/zookeys.811.28712
Figure 1 Global species richness of butterfly families.
Figure 3 from: Wiemers M, Balletto E, Dincă V, Fric ZF, Lamas G, Lukhtanov V, Munguira ML, van Swaay CAM, Vila R, Vliegenthart A, Wahlberg N, Verovnik R (2018) An updated checklist of the European Butterflies (Lepidoptera, Papilionoidea). ZooKeys 811: 9-45. https://doi.org/10.3897/zookeys.811.28712
Figure 3 Boundaries of Europe according to Fauna Europaea (from de Jong et al. 2014).
Fig 1 from: Kenyeres Z, Takács G, Bauer N (2019) Response of orthopterans to macroclimate changes: A 15-year case study in Central European humid grasslands. Journal of Orthoptera Research 28(2): 187-193. https://doi.org/10.3897/jor.28.34102
Fig 1 Location map of the study area in Hungary.
Figure 1 from: Kolesnikova AA, Baturina MA, Shadrin DM, Konakova TN, Taskaeva AA (2019) New records of Lumbricidae and Collembola in anthropogenic soils of East European tundra. ZooKeys 885: 15-25. https://doi.org/10.3897/zookeys.885.37279
Figure 1 The location of Komi Republic, Russia (A) and East European tundra (B).
Data used in "Revisiting the recent European droughts from a long-term perspective"
<p>Data used for evaluation on "Revisiting the recent European droughts from a long-term perspective".</p>
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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.