cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17628597
title: AquaScan-1K Side Scan Sonar Dataset

description: AquaScan-1K Dataset

AquaScan-1K is a specially curated side-scan sonar (SSS) dataset designed for underwater human detection in search-and-rescue scenarios. In total 1,000-high-resolution SSS images were acquired at various depths and across different types of lakebed using multiple scanning angles and operating frequencies ranging from 455 to 1075 kHz. Human surrogates were placed in controlled conditions during data acquisition. All images are annotated with axis-aligned bounding boxes for a single class ("human"), based on expert annotations provided by Red Cross personnel. Due to this setup, many targets appear as small, low-contrast objects. This makes AquaScan-1K a highly realistic and challenging reference dataset for small-object detection in sonar imagery.

 

# Data structure

The dataset is organized as follows:

AquaScan-1K/├── images/├── labels/└── classes.txt

 





images/Contains all side-scan sonar (SSS) images used in the dataset.Files are stored in standard image formats (e.g., .png or .jpg).Each image has a corresponding annotation file in the labels/ directory with the same file name (but .txt extension).




labels/Contains the bounding-box annotations in YOLO format.For each image images/XYZ.png, there is a file labels/XYZ.txt.Each line in a label file follows the standard YOLO format:



 

<class_id> <x_center> <y_center> <width> <height>



where all coordinates are normalized to the range [0,1][0, 1][0,1] with respect to the image width and height.




classes.txtDefines the class index mapping for the YOLO annotations.
DOI: 10.15468/dl.3hwx7z
title: Occurrence Download

description: A dataset containing 282 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tachypleus tridentatus"
 ]
}

 The dataset includes 282 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039353-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.us9kp3
title: Occurrence Download

description: A dataset containing 132926034 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 132926034 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039324-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17629662
title: Dataset for Impacts of diffuse pressure complexes complicate conservation and management of benthic marine habitats

description: Dataset related to the article "Impacts of diffuse pressure complexes complicate conservation and management of benthic marine habitats". Datasets shared in this repository include pressure clusters as decribed in the article, and used data and data sources are described in the article. This repository also contains R scripts for replicating similar analyses for (1) diffuse pressure models, (2) identifying pressure clusters based on pressure models, (3) calculating eutrophication profiles of pressure (and pristine) clusters, and (4) calculation of impacted habitat types based on pressures.
DOI: 10.5281/zenodo.17629663
title: Dataset for Impacts of diffuse pressure complexes complicate conservation and management of benthic marine habitats

description: Dataset related to the article "Impacts of diffuse pressure complexes complicate conservation and management of benthic marine habitats". Datasets shared in this repository include pressure clusters as decribed in the article, and used data and data sources are described in the article. This repository also contains R scripts for replicating similar analyses for (1) diffuse pressure models, (2) identifying pressure clusters based on pressure models, (3) calculating eutrophication profiles of pressure (and pristine) clusters, and (4) calculation of impacted habitat types based on pressures.
DOI: 10.15468/dl.wkrgk4
title: Occurrence Download

description: A dataset containing 1003401 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Apidae, Megachilidae, Andrenidae, Halictidae, Colletidae, Melittidae, Papilionidae, Pieridae, Lycaenidae, Nymphalidae, Riodinidae, Hesperiidae, Sphingidae, Noctuidae, Geometridae, Erebidae, Crambidae, Pyralidae, Saturnidae, Tortricidae, Gelechiidae, Syrphidae, Bombyliidae, Empididae, Tabanidae, Nemestrinidae, Calliphoridae, Sarcophagidae)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 2020",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Country is Netherlands",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1003401 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039336-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2sbaa4
title: Occurrence Download

description: A dataset containing 737161 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is ICES Zooplankton Community dataset"
 ]
}

 The dataset includes 737161 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039342-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3htpv
title: Occurrence Download

description: A dataset containing 1188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.11226 39.53177,-79.56936 38.12969,-81.45501 37.04299,-82.4407 36.49371,-81.49787 36.00987,-80.38362 36.39028,-76.95515 36.2176,-76.35517 36.70015,-77.21229 38.46602,-78.11226 39.53177))",
 "OccurrenceStatus is Present",
 "TaxonKey is Procyon lotor"
 ]
}

 The dataset includes 1188 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039354-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rj683a
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bat occurrences from Bulgaria",
 "TaxonKey is Myotis mystacinus"
 ]
}

 The dataset includes 105 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039356-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwb3fg
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Fossa fossana"
 ]
}

 The dataset includes 146 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039358-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17632613
title: BETA-FOR_SP5_NecrophagousBeetles_baited_pitfall_2023

description: This dataset contains necrophagous beetle species sampled with pitfall traps baited with rat carcasses on all BETA-FOR patches in spring and late summer 2023. Pitfall traps were placed in the center of the patch for 48 hours and dung beetles of the families Silphidae, Leiodidae, Dermestidae, Scarabaeidae and Geotrupidae were identified to species level. Pitfall traps were installed directly after a carcass decomposition experiment (https://doi.org/10.5281/zenodo.15125944). 
description: Variables Description################

*patchLabel_BETAFOR: unique BETA-FOR patch label

*patch: patch number

*family: necrophagous beetle familiy

*species: necrophagous beetle species

*abundance: number of individuals caught

*season: sampling season

*year: sampling year

*bait: material used for baiting of necrophagous beetles

*sampling_method: sampling method used

*data_collector: person collecting the data and supervising field work teams

*collection_date: date of collection of pitfall traps
DOI: 10.15468/dl.uq7rtf
title: Occurrence Download

description: A dataset containing 16354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Loxodonta",
 "Year 2015-2025"
 ]
}

 The dataset includes 16354 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039359-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fden5s
title: Occurrence Download

description: A dataset containing 13660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Month is January",
 "StateProvince is New Brunswick",
 "Year 2023-2023"
 ]
}

 The dataset includes 13660 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039360-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.ii41dgr4
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.15468/dl.ss8tv9
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is UT-CO Freshwater Mollusks Survey",
 {
 "or" : [
 "Geometry POLYGON((-126.64723 32.74421,-90.35277 32.74421,-90.35277 47.25579,-126.64723 47.25579,-126.64723 32.74421))",
 "Geometry POLYGON((-111.86691 40.05322,-103.97198 40.05322,-103.97198 44.58784,-111.86691 44.58784,-111.86691 40.05322))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Uniomerus"
 ]
}

 The dataset includes 7 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039362-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcezfs
title: Occurrence Download

description: A dataset containing 5651 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-83.6081 34.51211,-84.65053 33.71379,-85.14568 33.34448,-84.83295 32.27123,-85.11962 31.18513,-82.59174 28.99818,-83.06083 28.05945,-80.68932 25.07644,-80.3766 25.50058,-79.90751 26.81049,-81.83599 30.69338,-80.81963 32.11685,-83.11295 34.51211,-83.6081 34.51211))",
 "OccurrenceStatus is Present",
 "TaxonKey is Procyon lotor"
 ]
}

 The dataset includes 5651 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039363-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ewg85d
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Bat occurrences from Bulgaria",
 "TaxonKey is Myotis davidii"
 ]
}

 The dataset includes 64 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039365-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sexcaw
title: Occurrence Download

description: A dataset containing 567473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Accipiter striatus",
 "Year 2000-2015"
 ]
}

 The dataset includes 567473 records from 142 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039322-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdyzyz
title: Occurrence Download

description: A dataset containing 26948 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Numenius borealis, Procellaria westlandica, Diomedea sanfordi, Diomedea antipodensis, Calidris canutus, Ardenna creatopus)"
 ]
}

 The dataset includes 26948 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039364-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13767766
title: College Admission Dataset (India)
DOI: 10.18434/mds2-3986
title: The National Marine Mammal Tissue Bank Specimen Inventory
DOI: 10.15468/dl.a9ustf
title: Occurrence Download

description: A dataset containing 41 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "Geometry POLYGON ((-73.173752 45.53377, -73.124313 45.53377, -73.124313 45.569832, -73.173752 45.569832, -73.173752 45.53377))",
 "TaxonKey is Tracheophyta",
 "Year is greater than 2010",
 "GadmGid is CAN.11_1",
 "DatasetKey is one of (Herbier Louis-Marie (QFA) - Collection de plantes vasculaires, Herbier du Québec (QUE) - Collection de plantes vasculaires, Jardin botanique de Montréal (JBM), Marie-Victorin Herbarium (MT) - Plantes vasculaires, National Collection of Vascular Plants (DAO), UQTR-herbarium (Herbier Estelle-Lacoursière))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 41 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039366-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/fvdik7
title: Funding National Nominating Conventions: Have Campaign Finance Loopholes Turned a Trickle of Money into a Flood?

description: The U.S. major party presidential conventions are an essential platform for a party’s
branding and messaging for the upcoming presidential and congressional elections. 
The conventions also can provide revenue and media attention to their host cities, and
consequently, convention fundraising has grown substantially in recent decades.
 Convention fundraising rules were changed in 2014, tripling the limit for contributions
to the party campaign funds and removing limits on contributions to host committees. 
Although we do not expect these changes to affect individual donors, we expect
corporations, banks, and labor unions to have taken advantage of these new rules. 
Elections since 2014 have, however, been unusual in many ways – for instance, in the
relationship between the nominees and their parties and, in 2020, the public health
precautions required to hold conventions. This paper considers the development in
party convention fundraising since 2014, focusing on the relationships between
candidates, their parties, and the cities in which conventions have been held. To make
this determination, funding reports were collected for the 2000-2020 election cycles
since. The paper explores changes in the characteristics of convention donors – their
other contributions, their relationships to candidates, party committees, and the host
cities – and notes variations that might be attributable to the nominees or the host
cities. It considers whether the new convention funding rules have matured enough
that it is possible to make broad claims about the effects of the rules themselves.
DOI: 10.5281/zenodo.17632690
title: Supplementary Data: Biofilter technology as an efficient solution for disposing pesticide-contaminated wastewater in viticulture and fruit growing

description: Supplementary data for the publication: Baraldo, M., Bonadio, M., Roschatt, C., Lentola, A., Matteazzi, A., Innerebner, G., and Spitaler, U. (2025): Biofilter technology as an efficient solution for disposing pesticide-contaminated wastewater in viticulture and fruit growing. Journal of Environmental Management 391, 126650, https://doi.org/10.1016/j.jenvman.2025.126650.
DOI: 10.5281/zenodo.17632691
title: Supplementary Data: Biofilter technology as an efficient solution for disposing pesticide-contaminated wastewater in viticulture and fruit growing

description: Supplementary data for the publication: Baraldo, M., Bonadio, M., Roschatt, C., Lentola, A., Matteazzi, A., Innerebner, G., and Spitaler, U. (2025): Biofilter technology as an efficient solution for disposing pesticide-contaminated wastewater in viticulture and fruit growing. Journal of Environmental Management 391, 126650, https://doi.org/10.1016/j.jenvman.2025.126650.
DOI: 10.15468/dl.hd86eq
title: Occurrence Download

description: A dataset containing 42616 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-68.57884 -13.15254,-64.07398 -13.15254,-64.07398 -11.35012,-68.57884 -11.35012,-68.57884 -13.15254))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 42616 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039368-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.26t2c2
title: Occurrence Download

description: A dataset containing 174150 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leptidea sinapis"
 ]
}

 The dataset includes 174150 records from 1841 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039326-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.1z9uy9b4
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (6055477 records)
DOI: 10.15468/dl.xszayy
title: Occurrence Download

description: A dataset containing 69502 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tadorna ferruginea (Pallas, 1764)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 69502 records from 151 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006387-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.snv9us
title: Occurrence Download

description: A dataset containing 17259 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cerdocyon thous (Linnaeus, 1766)"
 ]
}

 The dataset includes 17259 records from 383 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006396-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26193/cf4aeq
title: Youth Research Collective Life Patterns Project - Cohort 1
title: First five waves of data from Cohort 1

description: Life Patterns is an Australian Research Council funded project following the lives of young Australians since the 1990s. The project has followed two cohorts of young Australians during the last 30 years: Cohort 1 who were aged 18 in 1991 and Cohort 2 who were aged 17 in 2005. &lt;br&gt;&lt;br&gt;

This dataset contains the first five waves of survey data collected from the cohort1 participants of the Life Patterns longitudinal project at the Youth Research Collective, Faculty of Education, UoM collected between 1995-1999. &lt;br&gt;
description: Life Patterns
description: SPSS, 16
description: Stata, 12
description: SAS, 9.4
description: CSV
DOI: 10.15468/dl.ym6p4x
title: Occurrence Download

description: A dataset containing 32292 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Urocyon cinereoargenteus (Schreber, 1775)"
 ]
}

 The dataset includes 32292 records from 238 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006397-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nkddcc
title: Occurrence Download

description: A dataset containing 8530 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is IDN.9.5_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 8530 records from 51 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006401-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p5p973
title: Occurrence Download

description: A dataset containing 2418703 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eterusia aedea formosana Jordan, 1907, Thaia oryzivora Ghauri, 1962, Plesiomorpha flaviceps (Butler, 1881), Pycnonotus sinensis (Gmelin, 1789), Psilopogon nuchalis (Gould, 1863), Arna bipunctapex (Hampson, 1891), Proclossiana eunomia (Esper, 1799), Araschnia levana (Linnaeus, 1758), Argynnis aglaja (Linnaeus, 1758), Volucella bombylans (Linnaeus, 1758), Helleia helle (Denis & Schiffermüller), 1776, Speyeria aglaja (Linnaeus, 1758), Bembecia albanensis (Rebel, 1918), Hyalesthes madeires Hoch, 1985, Colpa quinquecincta (Fabricius, 1793), Synthymia fixa (Fabricius, 1787), Mylabris quadripunctata (Linnaeus, 1767), Aporia crataegi (Linnaeus, 1758), Plebicula escheri (Hübner), Erynnis tages (Linnaeus, 1758), Anthidium cingulatum Latreille, 1809, Rhodanthidium septemdentatum (Latreille, 1809), Gonepteryx cleopatra (Linnaeus, 1767), Gallotia galloti (Oudart, 1839), Augochloropsis aurifluens (Vachal, 1903), Eulaema cingulata (Fabricius, 1804), Bombus medius Cresson, 1863, Xylocopa fimbriata Fabricius, 1804, Eulaema seabrai Moure, 1960, Epicharis flava (Friese, 1901), Eulaema polychroma (Friese, 1899), Pyrrhopyge phidias (Linnaeus, 1758), Leptoglossus gonagra (Fabricius, 1775), Conogethes punctiferalis Guenée, 1854, Metaphycus expero Noyes, 2004, Metaphycus dido Noyes, 2004, Metaphycus rusti Timberlake, 1916, Metaphycus flavus (Howard, 1881), Pteroptrix albifemur (Girault, 1915), Aphis gentianae (Börner, 1940), Chromatomyia blackstoniae Spencer, 1990, Peronospora chlorae de Bary, Ptilinopus iozonus G.R.Gray, 1858, Ctenopseustis obliquana (Walker, 1863), Cephaloscypha mairei (Pilát) Agerer, Euphaedra modesta Hecq, 1982, Euphaedra harpalyce Cramer, 1779, Euphaedra afzelli Felder, 1867, Acrocercops tricyma Meyrick, 1908, Ennya sobria Walker)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2418703 records from 3777 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006386-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.