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EStreams: An Integrated Dataset and Catalogue of Streamflow, Hydro-Climatic Variables and Landscape Descriptors for Europe
<p><strong>Check out the paper at: https://doi.org/10.1038/s41597-024-03706-1</strong><strong> (published at Nature Scientific Data).</strong></p> <p>EStreams is an extensive catalog of openly available stream records, along with a dataset of hydro-climatic variables and landscape descriptors for +17,000 European catchments. It spans up to 120 years of records. The catalog provides detailed guidance, enabling users to directly access the sources of streamflow used. Additionally, the dataset comprises catchment-aggregated hydro-climatic indices and signatures, as well as landscape attributes and meteorological records.</p> <p><strong>Updates</strong></p> <ul> <li>30 June 2025: version 1.3<br> <ul> <li>General: <ul> <li>Added the file: "estreams_catchments_hierarchy.csv" file, which defines pairwise hierarchical relationships between sub-catchments and their containing catchments using the "sub_catchment" and "catchment" columns. It can be usefull when making distributed hydrological modelling, and one needs to define the topology of the network. Additionally, the <a href="https://github.com/thiagovmdon/EStreams" target="_blank" rel="noopener">EStreams GitHub</a> page was also updated with the new code for computing and saving such information <a href="https://github.com/thiagovmdon/EStreams/blob/main/code/python/E_complementary_extra_codes/estreams_extras_nested_catchments.ipynb" target="_blank" rel="noopener">here</a>. "EStreams/code/python/E_complementary_extra_codes". </li> </ul> </li> <li>In the "streamflow_indices/" folder we: <br> <ul> <li>Updated all indices for all 270 catchments from the Nordrhein-Westfalen region in Germany (basin_id starting with "DENW").<em> </em></li> </ul> </li> <li>In the "hydroclimatic_signatures.csv" file we: <ul> <li>Updated all streamflow signatures (not climatic signatures) for all 270 catchments from the Nordrhein-Westfalen region in Germany (basin_id starting with "DENW"). </li> </ul> </li> </ul> </li> </ul> <ul> <li>11 February 2025: version 1.2<br> <ul> <li>General: <ul> <li>Added the file: "estreams_geologycontinental_attributes.csv", which encompass geological attributes from a European based source: International Hydrogeological Map of Europe (IHME), version 11, downloaded at www.bgr.bund.de, scale: 1:1,500,000. Additionally, the <a href="https://github.com/thiagovmdon/EStreams" target="_blank" rel="noopener">EStreams GitHub</a> page was also updated with the new code. </li> </ul> </li> <li>In the "estreams_meteorology_density.csv" file we: <br> <ul> <li>Replaced "NaN" to "0" in the row of catchment CZ000043.</li> </ul> </li> </ul> </li> </ul> <ul> <li>22 October 2024: version 1.1 <br> <ul> <li>In the "estreams_hydrometeo_signatures.csv" file we: <ul> <li>Corrected the field "p_seasonality". The function previously provided in the hydroanalysis python package had a mistake, and it is now corrected. Additionally, the <a href="https://github.com/thiagovmdon/EStreams" target="_blank" rel="noopener">EStreams GitHub</a> page and the <a href="https://github.com/dalmo1991/HydroAnalysis" target="_blank" rel="noopener">hydroanalysis GitHub</a> page were now updated with the correct formulation. </li> </ul> </li> </ul> </li> </ul> <ul> <li>07 August 2024: version 1.0 <ul> <li>General: <ul> <li>Version of the official paper release.</li> </ul> </li> <li>In the "estreams_gauging_stations.csv" file we: <ul> <li>Updated the field "nested_catchments" to include also the basin itself, for some cases where the basin was not yet included.</li> </ul> </li> </ul> </li> </ul> <ul> <li>15 June 2024: version 0.2 <ul> <li>General: <ul> <li>Added 2,114 new basins: 1,813 in France, 111 in Iceland, 13 in Estonia and 18 in Serbia; exclusion of a total of 31 stations from the previous release due to overlap with the new stations (Serbia and Iceland GRDC). </li> <li>Fix the name of the meteorological variable "mean air pressure at sea level" from "sp_min" to "sp_mean" in all the meteorological time-series files. </li> <li>Inclusion of an appendix folder with licenses information and a further description of the classes names included for land cover and lithology.</li> <li>Fix the name of the monthly streamflow indices from "mothnly" to "monthly".</li> <li>Correction of the name of the static topographical attributes from "estreams_terrain_attributes.csv" to "estreams_topography_attributes.csv".</li> </ul> </li> <li>In the "estreams_gauging_stations.csv" file we: <ul> <li>Renamed the fields "area", "area_calc" and "area_perc" to respectivelly "area_official", "area_estreams" and "area_rel" for consistency. </li> <li>Added the fields "nested_catchments", "num_days_reliable", "num_days_noflag", "num_days_suspect" and "gauge_flag" were added.</li> <li>Updated the field "gauges_upstream" to include also the basin itself.</li> </ul> </li> <li>In the "estreams_streamflow_catalogue.csv" file we: <ul> <li>Added the field "download_method".</li> <li>Updated the fields "observations" and "references".</li> </ul> </li> <li>In the "estreams_meteorology_coverage.csv" file we: <ul> <li>Updated the names of the fields to: stations_num_{p_mean, t_mean, t_min, t_max, sp_mean, rh_mean, ws_mean, swr_mean} and stations_dens_{p_mean, t_mean, t_min, t_max, sp_mean, rh_mean, ws_mean, swr_mean}, as it is presented in the manuscript. </li> </ul> </li> </ul> </li> </ul>
Catalogue of Arctic Toothed Whale Click Spectra and Spectrograms from SoundTrap Recordings
<p>This supplementary file accompanies a research article focused on beluga and narwhal echolocation click classification. This document provides an overview of the data included in all beluga and narwhal acoustic events (each 1 hour) from SoundTrap recordings collected at the Kong Oscar and Fisher Islands mooring sites. There are two figures for each event: (1) concatenated click spectrogram, and (2) mean power spectrum for all detections within the event. Summary statistics are provided for each event showing the number of detections and the one-third octave level (TOL) ratio in decibels (dB) between selected TOL bands. Visual inspection of the enclosed figures demonstrates clear differences between beluga and narwhal click spectra.</p>
Figs 1-9 in Three new species of Leptusa from Yunnan, with a catalogue of the Leptusa species recorded from China and Taiwan (Coleoptera: Staphylinidae: Aleocharinae)
Figs 1-9: Leptusa zhemomontis nov.sp. (1, 5-6: holotype): (1) habitus; (2) male tergite VIII; (3) male sternite VIII; (4-5) median lobe of aedeagus in lateral view; (6) apical portion of median lobe in ventral view; (7) female tergite VIII; (8) female sternite VIII; (9) spermatheca. Scale bars: 1: 1.0 mm; 2-8: 0.1 mm; 9: 0.05 mm.
Figs 15-26 in Three new species of Leptusa from Yunnan, with a catalogue of the Leptusa species recorded from China and Taiwan (Coleoptera: Staphylinidae: Aleocharinae)
Figs 15-26: Leptusa pollicita nov.sp. (15-20, 23-24: holotype): (15) habitus; (16) forebody; (17) posterior portion of head and median portion of pronotum; (18) antenna; (19) sutural portion of elytra; (20) male abdominal tergites VII-VIII; (21) male tergite VIII; (22) male sternite VIII; (23) median lobe of aedeagus in lateral view; (24) apical lobe of paramere; (25) female tergite VIII; (26) female sternite VIII. Scale bars: 15: 1.0 mm; 16, 18: 0.5 mm; 17, 19-26: 0.1 mm.
Figs 10-14 in Three new species of Leptusa from Yunnan, with a catalogue of the Leptusa species recorded from China and Taiwan (Coleoptera: Staphylinidae: Aleocharinae)
Figs 10-14: Leptusa hamulata nov.sp. (holotype): (10) habitus; (11) forebody; (12) male tergite VIII; (13) male sternite VIII; (14) median lobe of aedeagus in lateral view. Scale bars: 10: 1.0 mm; 11: 0.5 mm; 12-14: 0.1 mm.
Figs 5–9 in A new species of the genus Paranthrenopsis (Lepidoptera: Sesiidae) from China with a catalogue of the genus
Figs 5–9. Genitalia of Paranthrenopsis sichuanensis sp. nov. 5–8, male (paratype; genital preparation No. OG– 001-2022): tegumen–uncus complex (5), valva (6), saccus (7), aedeagus (8); 9, female (paratype; genital preparation No. OG–002-2022). Scale bar: 0.5 mm (5–8), 1.0 mm (9).
Figs 1–4 in A new species of the genus Paranthrenopsis (Lepidoptera: Sesiidae) from China with a catalogue of the genus
Figs 1–4. Paranthrenopsis sichuanensis sp. nov. 1–2, female (holotype; alar expanse 15.8 mm; Sesiidae picture No. 0527-0528–2021); 3–4, male (paratype; alar expanse 16.0 mm; Sesiidae picture No. 0529-0530–2021). Dorsal view (1, 3) and ventral view (2, 4).
Catalogue of Coastal-Based Instances
<p>We provide a catalogue consisting of 17 700 coastal-based instances distributed around the world and divided equally between three libraries: "A", "B" and "C". These instances, or Digital Elevation Models (DEMs), given in the form of regular rectangular grids (rasters), contain topographic and bathymetric data retrieved from the 2022 global grid made publicly available by the GEneral Bathymetric Chart of the Oceans (GEBCO). </p> <p><strong>Related article</strong>: Owein Thuillier, Nicolas Le Josse, Alexandru-Liviu Olteanu, Marc Sevaux, and Hervé Tanguy, Catalogue of coastal-based instances with bathymetric and topographic data. Earth System Science Data Discussions 2024, 1–48. doi:<a href="https://doi.org/10.5194/essd-2024-58" target="_blank" rel="noopener">10.5194/essd-2024-58</a>.</p>
Figure 2 in Catalogue of terrestrial isopods (Isopoda, Oniscidea) from Peru, with new records of Circoniscus ornatus (Scleropactidae) and Ethelum americanum (Eubelidae)
Figure 2. Photos of the habitats in the collection sites: A, Meandric floodplain (Nueva Alianza); B, low hill forest (Nuevo Sucre). Microhabitats: C, Philander sp. skull; D, decayed termite nests; E, F, rotten logs.
Figure 3 in Catalogue of terrestrial isopods (Isopoda, Oniscidea) from Peru, with new records of Circoniscus ornatus (Scleropactidae) and Ethelum americanum (Eubelidae)
Figure 3. Habitus in lateral view of: A, Circoniscus ornatus (Verhoeff, 1941); B, Ethelum americanum (Dollfus, 1896).
Fig. 1. Masona bulbofemoralis van Achterberg, 1995 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 1. Masona bulbofemoralis van Achterberg, 1995, ♀ (DDPC). A. Habitus, lateral view. B. Habitus, dorsal view.
Fig. 14 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 14. Distribution of [Masona] timpaynei Quicke, 2019 (Ichneumonidae, Neorhacodinae), in Western Australia.
Fig. 10. Masona prognatha van Achterberg, 1995 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 10. Masona prognatha van Achterberg, 1995, holotype, ♀ (CNC). A. Habitus, dorsal view. B. Habitus, lateral view. Downloaded from the public CNC database (available also at https://www.cnc.agr.gc.ca/taxonomy/Taxonomy.php?id=3044).
Fig. 7 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 7. Masona popeye Quicke & Chaul, 2019, holotype, ♀ (CELC). A. Habitus, dorsal view. B. Metasoma, lateral view.
Fig. 2. Propodeum, lateral view. A in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 2. Propodeum, lateral view. A. Masona popeye Quicke & Chaul, 2019, holotype, ♀ (CELC). B. Masona bulbofemoralis van Achterberg, 1995, ♀ (DDPC).
Fig. 6 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 6. Head and pronotum, lateral view. A. Masona popeye Quicke & Chaul, 2019, holotype, ♀ (CELC). B. Masona neon Dal Pos & Martens sp. nov., holotype, ♀ (ASUHIC). Arrows indicates the projecting flange of the pronotum.
Fig. 12 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 12. Masona wow Dal Pos & Martens sp. nov., holotype, ♀ (SBMNH). A. Head, dorso-lateral view. B. Head and propleuron, ventral view.
Fig. 8 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 8. Masona popeye Quicke & Chaul, 2019, holotype, ♀ (CELC). A. Head, frontal view. B. Fore leg, internal view.
Fig. 11 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 11. Masona wow Dal Pos & Martens sp. nov., holotype, ♀ (SBMNH). A. Habitus, dorsal view. B. Habitus, lateral view.
Fig. 5 in Small jewels: two new species of the rare genus Masona van Achterberg (Hymenoptera, Ichneumonoidea, Braconidae), with a catalogue of world species and comments on the peculiar morphology of the genus
Fig. 5. Masona neon Dal Pos & Martens sp. nov., holotype, ♀ (ASUHIC). A. Habitus, dorsal view. B. Habitus, lateral view.
ScienceDex guides
Understand access before you commit
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.