cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.14284/580
title: Marine Species Traits. Accessed at http://www.marinespecies.org/traits on yyyy-mm-dd

description: The importance of describing species patterns and the underlaying processes explaining these patterns is essential to assess the status and future evolution of marine ecosystem. This requires biological information on functional and structural species traits such as feeding ecology, body size, reproduction, life history, etc.
description: The World Register of Marine Species (WoRMS) aims to provide an authoritative and comprehensive list of names of marine organisms, including information on synonymy. Next to taxonomic information, WoRMS and Aphia, its underlying SQL platform, can hold non-taxonomic information such as distributions, traits, images, etc.

Within WoRMS, basic trait information, such as environment (marine-brackish-freshwater-terrestrial), was being collected before 2014. Since then, collecting trait information has been taken one step further within the EMODnet Biology project and as a component of the LifeWatch Species Information Backbone.

Now, information on a whole range of traits is being collected within WoRMS. Three main types of traits are documented:

Biological and ecological traits-specific characteristics of a taxon (e.g. body size or feeding type)
Taxonomic traits (e.g. paraphyletic groups)
Human-defined traits (e.g. Red List species)


The traits data available within WoRMS and Aphia can be explored with the Traits Data Explorer.

Select the taxon you are interested in. You can only select one taxon at a time. If the taxon does not appear in the picklist, then it means we don’t have any traits available for that taxon. Check "Include traits from child taxa" if you want to return all children within a certain taxon.

You can select a single trait or a combination of traits for a specific taxon. If you select two (or more) traits (e.g. macrobenthos and mobile), then the explorer will look for the taxa that are either macrobenthos or mobile (“ANY of selected traits”). If you want to look for taxa that have both traits, then check “ALL of selected traits”. You can also restrict your search to a specific life stage (e.g. adult, larvae).

You can combine the selected traits with standardized distributions based on distributions from literature in WoRMS and occurrences in OBIS. This way you can create a list of species which occur in a certain area and which have a certain trait (e.g. all meiobenthos Nematoda species in the North Sea). The explorer is not able to give a list of all species within a certain area. Always use the standardized distributions filter in combination with the traits filter.

Every parameter is shown in a separate column in the data table. Select “Add classification” if you want to include the higher taxonomic classification to your results. “Compact traits in one row” is unchecked by default. If you check this box, the sourceID column is dropped and same values in one column are taken together where possible. Checking this box slows down the querying process however.
DOI: 10.5281/zenodo.18188798
title: Local human disturbances on coral reefs negate potential climate refugia
DOI: 10.5281/zenodo.17352032
title: Mesoscale Variability and Water Mass Transport of the Caribbean Current Revealed by High-Resolution Glider Observations

description: Data for the analysis contained in "Mesoscale Variability and Water Mass Transport of the Caribbean Current Revealed by High-Resolution Glider Observations" submitted by Gradone et al. to the EGU Ocean Science Journal.
DOI: 10.5281/zenodo.18332586
title: Mesoscale Variability and Water Mass Transport of the Caribbean Current Revealed by High-Resolution Glider Observations

description: Data for the analysis contained in "Mesoscale Variability and Water Mass Transport of the Caribbean Current Revealed by High-Resolution Glider Observations" submitted by Gradone et al. to the EGU Ocean Science Journal.
DOI: 10.15468/dl.ce92yu
title: Occurrence Download

description: A dataset containing 1072 records in GBIF matching the query:
SELECT
 '103' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= -16.25916876999866
 AND decimalLatitude &lt;= -12.166598047573723
 AND decimalLongitude &gt;= 35.41533826670671
 AND decimalLongitude &lt;= 40.929903860996625
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 1072 records were derived from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004812-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57903/uj/ha4mby
title: Fluorescent surface-grafted block copolymer brushes obtained in a versatile post-polymerization approach - raw data

description: The deposited raw data (UV-Vis spectra, FTIR spectra, fluorescence spectra, excitation spectra, confocal images, AFM images) are used to reproduce the results compacted in the manuscript titled "Fluorescent surface-grafted block copolymer brushes obtained in a versatile post-polymerization approach".
DOI: 10.34740/kaggle/dsv/14582190
title: KARKAR
DOI: 10.34740/kaggle/dsv/14582191
title: KARKAR
DOI: 10.25824/redu/kyjcqt
title: Codes for 331 EFT parameter space scan

description: This is a program to calculate the parameter space for 331 - EFT model that is accepted by theoretical and experimental constraints. This was the base code used in https://arxiv.org/abs/2411.00094. Instructions: The main program to run is scan_parameterspace.py. In the file scan_parameterspace_funcs.py there are some options that can be changed, such as the intervals considered, if the analysis is restricted to the alignment or not, if l_5 is to be taken small or not (and what is the maximum value) and what is the type of 2HDM. Moreover, in this file there is also the values of the constant used. The auxiliary files are scan_SPheno_funcs.py, scan_higgs_tools.py and bsg.py for SPheno and Higgstools analysis and b-&gt;s gamma bounds respectively. If you use this code for your purposes, please cite the original reference (https://arxiv.org/abs/2411.00094)
DOI: 10.7281/t1ee8egd
title: Data associated with the publication: Extremophile survives the transient pressures associated with impact-induced ejection from Mars

description: This dataset includes a summary of the data in this publication, including data produced from our own impact experiments and data found in literature. The velocity, pressure, survival, and standard deviation for each shot is included in a table, along with any notes. For data points from literature, the pressure, survival, and microorganism studied is included.
description: Requires related publication update
DOI: 10.5281/zenodo.18338154
title: Raw data underlying the figures of: Voiding symptoms aggravate with decreasing stromal/epithelial ratio and increasing glandular-epithelial content in patients undergoing laser enucleation for benign prostatic hyperplasia

description: This dataset contains raw data underlying the figures of the associated manuscript.It includes RT-PCR data (calponin/CNN and keratin 19/KRT19) from laser-enucleated human prostate tissues (HoLEP and ThuLEP), Western blot data, and numerical data used for correlation analyses with clinical parameters (IPSS, Qmax, prostate volume).Uncropped and unadjusted original blot images are provided.
DOI: 10.5281/zenodo.18338155
title: Raw data underlying the figures of: Voiding symptoms aggravate with decreasing stromal/epithelial ratio and increasing glandular-epithelial content in patients undergoing laser enucleation for benign prostatic hyperplasia

description: This dataset contains raw data underlying the figures of the associated manuscript.It includes RT-PCR data (calponin/CNN and keratin 19/KRT19) from laser-enucleated human prostate tissues (HoLEP and ThuLEP), Western blot data, and numerical data used for correlation analyses with clinical parameters (IPSS, Qmax, prostate volume).Uncropped and unadjusted original blot images are provided.
DOI: 10.15468/dl.m55duq
title: Occurrence Download

description: A dataset containing 18491 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hydrilla verticillata"
 ]
}

 The dataset includes 18491 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004835-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dy9ug
title: Occurrence Download

description: A dataset containing 41821 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Bumblebees and butterflies in Norway"
 ]
}

 The dataset includes 41821 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004836-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xjeq3k
title: Occurrence Download

description: A dataset listing the 2187 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((12.9397 1.27796,12.92913 1.2092,12.95028 1.15807,12.98202 1.08579,13.03491 1.05405,13.0878 1.047,13.14069 1.047,13.25882 1.05405,13.2835 1.12986,13.2694 1.15807,13.25529 1.1951,13.22179 1.23036,13.17419 1.26914,13.12306 1.29383,13.05959 1.2903,12.9397 1.27796))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 2187 records were derived from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004817-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18299881
title: Replication material for paper "Rudolph et al.: Perceived deservingness shapes attitudes toward environmental migrants in rural Bangladesh"

description: This replication archive contains all scripts and data to replicate the analysis in

Rudolph, L., Hormuth, L., Freihardt, J. and Koubi, V. 2026. Perceived deservingness shapes attitudes toward environmental migrants in rural Bangladesh. Communications Earth and Environment. Forthcoming.
DOI: 10.5281/zenodo.18338959
title: Replication material for paper "Rudolph et al.: Perceived deservingness shapes attitudes toward environmental migrants in rural Bangladesh"

description: This replication archive contains all scripts and data to replicate the analysis in

Rudolph, L., Hormuth, L., Freihardt, J. and Koubi, V. 2026. Perceived deservingness shapes attitudes toward environmental migrants in rural Bangladesh. Communications Earth and Environment. Forthcoming.
DOI: 10.57903/uj/e2fj1b
title: Impact of Nitrogen-Vacancy Color Centers on the Optical Kerr Effect in Diamond: A Femtosecond Z-Scan Study - research data

description: The scientific data concerning the article.
DOI: 10.15468/dl.4fvqhb
title: Occurrence Download

description: A dataset containing 11606191 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11606191 records from 4244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004796-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ka8frg
title: Occurrence Download

description: A dataset containing 215 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinocystis lobata",
 "Country is Hungary",
 "HasCoordinate is true"
 ]
}

 The dataset includes 215 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049361-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tngmku
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hsuehochloa calcarea"
 ]
}

 The dataset includes 31 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049359-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17585011
title: English word2vec embeddings trained on OpenSubtitles Part 3

description: This dataset contains the subs2vec embeddings for [Language Name], as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1). 

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)



sha256-hashes:



en_200_3_sg_wxd.csv.bz2 d87de6051c5005ae1c0b2cef9892c43a4186c65e9b936a76b7aef09be3f05d6b

en_200_4_cbow_wxd.csv.bz2 d5b4af384791fae7d240977dffcc21f21648849fac4e8e3d70de4d00a398f732

en_200_4_sg_wxd.csv.bz2 7b05d89bc357763b19a8bda5d6f905e02cfd5974c4c3879761635ed2a528ad21

en_200_5_cbow_wxd.csv.bz2 e39f5e3e119e892a2b0ac6c715b72679ece2f1dcacf370ea6de25baf6d4a37ae

en_200_5_sg_wxd.csv.bz2 8cf198b75697cbfab10d3614b894e0ae52c220759ffcff0ec4ed320b739dac66

en_200_6_cbow_wxd.csv.bz2 c08e7bb1ddd2faed730f801bc6ed297683ec66404b02109da8eab3019079a1ef

en_200_6_sg_wxd.csv.bz2 0fabc3289a5759f0513907400bd05751bcaeab92338ddd66fcc4829b1e6f0172
DOI: 10.5281/zenodo.17585010
title: English word2vec embeddings trained on OpenSubtitles Part 3

description: This dataset contains the subs2vec embeddings for [Language Name], as presented in https://zenodo.org/records/17243814. The embeddings were trained on large-scale subtitle corpora and represent semantic vector spaces derived from naturalistic language use in films and television from the OpenSubtitles 2018 datasets: https://opus.nlpl.eu/OpenSubtitles/corpus/version/OpenSubtitles. 

For this language, we provide all embedding variants explored in the study. Specifically, the dataset includes vectors generated under different combinations of:





Dimensionality: multiple vector sizes (e.g., 100, 200, 300, …)




Window size: varying context windows (e.g., 2, 5, 10, …)




Each file corresponds to a unique configuration (dimension × window size). 



Each file contains the vocabulary for that language (column 1) and then the embedding values (columns 2 through dimension size + 1). 

If you use this dataset, please cite:





Manuscript: https://doi.org/10.5281/zenodo.17243812 




Data: This Zenodo dataset (using the DOI provided here)



sha256-hashes:



en_200_3_sg_wxd.csv.bz2 d87de6051c5005ae1c0b2cef9892c43a4186c65e9b936a76b7aef09be3f05d6b

en_200_4_cbow_wxd.csv.bz2 d5b4af384791fae7d240977dffcc21f21648849fac4e8e3d70de4d00a398f732

en_200_4_sg_wxd.csv.bz2 7b05d89bc357763b19a8bda5d6f905e02cfd5974c4c3879761635ed2a528ad21

en_200_5_cbow_wxd.csv.bz2 e39f5e3e119e892a2b0ac6c715b72679ece2f1dcacf370ea6de25baf6d4a37ae

en_200_5_sg_wxd.csv.bz2 8cf198b75697cbfab10d3614b894e0ae52c220759ffcff0ec4ed320b739dac66

en_200_6_cbow_wxd.csv.bz2 c08e7bb1ddd2faed730f801bc6ed297683ec66404b02109da8eab3019079a1ef

en_200_6_sg_wxd.csv.bz2 0fabc3289a5759f0513907400bd05751bcaeab92338ddd66fcc4829b1e6f0172
DOI: 10.15468/dl.9p3yct
title: Occurrence Download

description: A dataset containing 523434 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Nematolepis frondosa, Clarkia concinna, Galgera decurrens, Gomphrena tenella, Lophiolepis sorocephala, Lophiolepis spathulata, Arenaria capillipes, Isolepis montivaga, Isolepis prolifera, Lophiolepis dirmilensis, Silene multiflora, Crataegus germanica, Echinops acantholepis, Silene hampeana, Arctium ambiguum, Asynthema gracile, Bromus maritimus, Trigonella coerulescens, Gnidia squarrosa, Streptocarpus rexii, Cynanchica suberosa, Cynanchica rumelica, Chamaecytisus calcareus, Cynanchica affinis, Solenopsis annua, Solenopsis minuta, Ozothamnus ferrugineus, Cassinia storyi, Cynanchica litardierei, Gnidia ornata, Normeyera hostii, Soleirolia soleirolii, Euploca sessei, Kunzea juniperoides, Ozothamnus blackallii, Chamaecytisus supinus, Simethis mattiazzii, Cynanchica aristata, Tuberaria brevipes, Thelypteris gongylodes, Chamaecytisus spinescens, Polystichum lonchitis, Restio karooicus, Marrubium heterodon, Medicago intertexta, Vachellia seyal, Thymus citriodorus, Meiogyne cylindrocarpa, Dolichandra unguis-cati, Dasymalla glutinosa, Bungea trifida, Cirsium alatum, Collomia biflora, Rottboellia rottboellioides, Copiapoa humilis, Caesia capensis, Chloropyron maritimum, Protea nana, Ornithopus pinnatus, Minuartia recurva, Axonopus compressus, Blechnum attenuatum, Condea decipiens, Livistona australis, Berlandiera monocephala, Serapicamptis cytherea, Androcalva multiloba, Fimbristylis bisumbellata, Serapicamptis ligustica, Xylorhiza cognata, Cynodon dactylon, Aizoon sericeum, Aspalathus cordata, Xanthisma scabrellum, Aizoon glanduliferum, Cryptandra multispina, Moraea maximiliani, Vellereophyton vellereum, Justicia flava, Senecio ovatus, Senecio breviflorus, Petromarula pinnata, Aspalathus psoraleoides, Aspalathus monosperma, Thelymitra spiralis, Geochloa rufa, Moraea bulbillifera, Aruncus dioicus, Moraea namaquana, Adenostyles australis, Myriocephalus oldfieldii, Commersonia magniflora, Tephrosia villosa, Moraea sisyrinchium, Leptosiphon rattanii, Photinia arbutifolia, Dactylorhiza aschersoniana, Portulaca nitida, Roepera maculata, Helictochloa lusitanica)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 523434 records from 2578 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031093-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15470032
title: Fsoco and COCO
DOI: 10.5281/zenodo.15470033
title: Fsoco and COCO
DOI: 10.15468/dl.29twut
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dendrobium moniliforme",
 "Year 1950-2025"
 ]
}

 The dataset includes 235 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006901-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cufd2b
title: Occurrence Download

description: A dataset containing 156569 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Ardeola bacchus"
 ]
}

 The dataset includes 156569 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006853-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pjxky4
title: Occurrence Download

description: A dataset containing 2163975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Arenaria interpres"
 ]
}

 The dataset includes 2163975 records from 1036 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006855-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzpsvf
title: Occurrence Download

description: A dataset containing 9474 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cascabela thevetia (L.) Lippold)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9474 records from 347 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009570-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64fasa
title: Occurrence Download

description: A dataset containing 85541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Drosera L."
 ]
}

 The dataset includes 85541 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010627-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/5248
title: TinyStoriesV2_cleaned
DOI: 10.15468/dl.n9h2qq
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "TaxonKey is Begonia chlorolepis"
 ]
}

 The dataset includes 44 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004434-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.2648765
title: S23 | EIUBASURF | Surfactant Suspect List from EI and UBA

description: A compiled list of eco-labeled surfactants from Environmental Institute (EI, SK) and the German Federal Environmental Agency (UBA, DE) assigning chemical structures to UVCB chemicals based on names and prior knowledge. Provided by Nikiforos Alygizakis, EI.
DOI: 10.5281/zenodo.2648764
title: S23 | EIUBASURF | Surfactant Suspect List from EI and UBA

description: A compiled list of eco-labeled surfactants from Environmental Institute (EI, SK) and the German Federal Environmental Agency (UBA, DE) assigning chemical structures to UVCB chemicals based on names and prior knowledge. Provided by Nikiforos Alygizakis, EI.
DOI: 10.15468/dl.m2fsby
title: Occurrence Download

description: A dataset containing 381 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rhinoceros sondaicus"
 ]
}

 The dataset includes 381 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004435-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.