cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5525/gla.researchdata.2083
title: Solution-phase decoupled water electrolysis in a flow cell with a simple size exclusion membrane separator

description: Perfluorosulfonic acid membranes are currently the state-of-the-art in terms of electrolytes for proton exchange membrane electrolysers for the production of green hydrogen using renewably-generated power. This is because such materials are chemically robust, have low resistance, and importantly because they greatly reduce the mixing of the hydrogen and oxygen products of electrolysis. However, these materials are also acknowledged to have a number of drawbacks for large-scale use, including high cost, supply shortages and the fact that perfluoro compounds are “forever chemicals” that persist in the environment and are difficult to recycle. In decoupled electrolysis, the hydrogen and oxygen products can be generated in entirely different spaces at entirely different times, and so (at least in theory), gas-impermeable perfluorosulfonic acid membranes are not required in order to prevent gas mixing. However, the use of alternative membranes in solution-phase decoupled electrolysis has received very little attention to date. Herein, we show that a (gas-permeable) simple cellulose-based membrane can be employed in a solution-phase decoupled electrolysis flow system across a range of current densities (25– 500 mA/cm2) for 5 h, without evidence for any significant gas mixing. Although optimisation of the membranes for more extended operation is required, this work serves to show that cheap and simple size exclusion membranes are viable for safe water electrolysis in a decoupled system, potentially allowing the replacement of perfluorosulfonic acid membranes in a number of electrolysis applications.
DOI: 10.15468/dl.s4rvyn
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/0014349-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2gtu4
title: Occurrence Download

description: A dataset containing 547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia sulcata",
 "HasCoordinate is true"
 ]
}

 The dataset includes 547 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014351-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38hvs2
title: Occurrence Download

description: A dataset containing 15540 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 "Geometry POLYGON((-75.72245859158635 1.595779857365585,-75.72245859158635 1.5469436744902225,-75.57511011055865 1.5469436744902225,-75.57511011055865 1.595779857365585,-75.72245859158635 1.595779857365585))"
 ]
}

 The dataset includes 15540 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014352-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2v8z4s
title: Occurrence Download

description: A dataset containing 217 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is Oceania",
 "Country is one of (Australia, Papua New Guinea, Indonesia)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eucalyptus pellita"
 ]
}

 The dataset includes 217 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014353-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4vpa3f
title: Occurrence Download

description: A dataset containing 7064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia tetragonophylla",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7064 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014354-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12754/data-2025-0012
title: Experimental data for "Evolutionary and temperature-mediated shifts of interactive dynamics revealed in two Baltic phytoplankton species within 40 years"

description: Dataset of publication “Evolutionary and temperature-mediated shifts of interactive dynamics revealed in two Baltic phytoplankton species within 40 years”
description: The dataset contains tables for microscopic counts and growth rate data of the diatom Skeletonema marinoi and dinoflagellate Apocalathium malmogiense from interaction experiments.
DOI: 10.15468/dl.ed39cz
title: Occurrence Download

description: A dataset containing 4641 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia tortilis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4641 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014356-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.12754/data-2025-0011
title: Part of the Dataset of the submitted paper "Sources and Processing of Dissolved Organic Matter in a Microtidal Subterranean Estuary"
title: Geochemistry Data (February and March 2023) for Dissolved Organic Matter Paper

description: Scientific purpose: The data set characterizes the inorganic constituents at the subterranean estuary (STE) in February and March 2023 along the southern Baltic Sea. This data supports that of the dissolved organic matter included in the manuscript. The data on dissolved organic matter will be submitted into another repository such as PANGAEA.
description: Subterranean estuaries (STEs) are subsurface environments where oxygen-poor inland groundwater mixes with oxygen-rich seawater, driving biogeochemical transformations along redox and salinity gradients. These environments regulate the land-ocean exchange of dissolved constituents in the form of submarine groundwater discharge (SGD). For example, marine and terrestrial dissolved organic matter (DOM) undergoes degradation and can be transformed, retained, or released through interactions with the solid phase. Concurrently, electron acceptors are sequentially consumed, driving redox reactions that influence carbon and nutrient cycling. We investigated a microtidal STE connected to an organic-rich peatland on the Baltic coast. Our data revealed a strong seawater groundwater zonation in the shallow (< 20 cm) STE, and an accumulation of sulfide and iron in deeper layers. Dissolved organic sulfur (DOS) in porewaters was high and rich in aromatic compounds, suggesting significant contributions from peat-derived sulfurized DOM in the STE. Our results  suggest that temperate microtidal STEs could be direct conduits for sulfurized, peat-derived  DOM to the sunlit, oxic coastal ocean, with yet unknown consequences to its subsequent  reactivity and fate.
description: Geochemistry Data Part (February and March 2023)
DOI: 10.15468/dl.s3ytxe
title: Occurrence Download

description: A dataset containing 548 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Issue is Geodetic datum assumed WGS84",
 "TaxonKey is Panthera onca"
 ]
}

 The dataset includes 548 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014357-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17752922
title: BALEV

description: Balearic Maglev
DOI: 10.15468/dl.ge7rj5
title: Occurrence Download

description: A dataset containing 1006 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Egypt, Sudan)",
 "TaxonKey is Arvicanthis niloticus"
 ]
}

 The dataset includes 1006 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014358-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yprng9
title: Occurrence Download

description: A dataset containing 47410 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Palmariales"
 ]
}

 The dataset includes 47410 records from 353 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014359-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15149903
title: AedesTraits

description: AedesTraits is a fully open, machine-readable database that adheres to VecTraits standards, focusing on the temperature dependence of different types of traits (e.g., life--history, behavioural, morphological) in four Aedes species: Ae. aegypti, Ae. albopictus, Ae. japonicus, and Ae. koreicus. This database consolidates experimental data from diverse published literature dating from 1930s to 2025. AedesTraits captures trait variation across species, populations, and environmental conditions.
DOI: 10.5281/zenodo.17752818
title: AedesTraits

description: AedesTraits is a fully open, machine-readable database that adheres to VecTraits standards, focusing on the temperature dependence of different types of traits (e.g., life--history, behavioural, morphological) in four Aedes species: Ae. aegypti, Ae. albopictus, Ae. japonicus, and Ae. koreicus. This database consolidates experimental data from diverse published literature dating from 1930s to 2025. AedesTraits captures trait variation across species, populations, and environmental conditions.
DOI: 10.15468/dl.vwjcv5
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia tortilis spirocarpa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 122 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014360-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tynfed
title: Occurrence Download

description: A dataset containing 4714 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.32229 43.81392,0.46364 43.81392,0.46364 43.92173,0.32229 43.92173,0.32229 43.81392))",
 "TaxonKey is Aves",
 "Year 2000-2025"
 ]
}

 The dataset includes 4714 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014362-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30687449
title: An Electroencephalogram Dataset of Learner Interest States in Online Education Tasks

description: Learning interest is widely recognized as a critical factor influencing learning outcomes; however, its underlying neural mechanisms remain insufficiently understood. We constructed an EEG dataset within an online learning context to explore the neural representation of learning interest. Fourteen participants were recruited to complete comprehensive online learning tasks in simulated multi-context classroom settings, during which 16-channel EEG signals were recorded synchronously. The dataset comprises EEG recordings collected during the learning process together with the corresponding video materials. To validate its effectiveness, five machine learning models—including support vector machine (SVM), decision tree, logistic regression, k-nearest neighbors (k-NN), and naive Bayes—were applied to classify interest states based on spectral energy and peak-frequency features extracted from five canonical EEG bands. Classification accuracy approached 100%, confirming the reliability and analytic value of the dataset. This resource provides empirical support for investigating the neurophysiological mechanisms underlying learning interest and, as an open-access dataset with ecological validity, offers valuable data for research in online educational neuroscience, cognitive learning processes, and brain–computer interface applications.
DOI: 10.6084/m9.figshare.30687449.v3
title: An Electroencephalogram Dataset of Learner Interest States in Online Education Tasks

description: Learning interest is widely recognized as a critical factor influencing learning outcomes; however, its underlying neural mechanisms remain insufficiently understood. We constructed an EEG dataset within an online learning context to explore the neural representation of learning interest. Fourteen participants were recruited to complete comprehensive online learning tasks in simulated multi-context classroom settings, during which 16-channel EEG signals were recorded synchronously. The dataset comprises EEG recordings collected during the learning process together with the corresponding video materials. To validate its effectiveness, five machine learning models—including support vector machine (SVM), decision tree, logistic regression, k-nearest neighbors (k-NN), and naive Bayes—were applied to classify interest states based on spectral energy and peak-frequency features extracted from five canonical EEG bands. Classification accuracy approached 100%, confirming the reliability and analytic value of the dataset. This resource provides empirical support for investigating the neurophysiological mechanisms underlying learning interest and, as an open-access dataset with ecological validity, offers valuable data for research in online educational neuroscience, cognitive learning processes, and brain–computer interface applications.
DOI: 10.6084/m9.figshare.30687449.v2
title: An Electroencephalogram Dataset of Learner Interest States in Online Education Tasks

description: Learning interest is widely recognized as a critical factor influencing learning outcomes; however, its underlying neural mechanisms remain insufficiently understood. We constructed an EEG dataset within an online learning context to explore the neural representation of learning interest. Fourteen participants were recruited to complete comprehensive online learning tasks in simulated multi-context classroom settings, during which 16-channel EEG signals were recorded synchronously. The dataset comprises EEG recordings collected during the learning process together with the corresponding video materials. To validate its effectiveness, five machine learning models—including support vector machine (SVM), decision tree, logistic regression, k-nearest neighbors (k-NN), and naive Bayes—were applied to classify interest states based on spectral energy and peak-frequency features extracted from five canonical EEG bands. Classification accuracy approached 100%, confirming the reliability and analytic value of the dataset. This resource provides empirical support for investigating the neurophysiological mechanisms underlying learning interest and, as an open-access dataset with ecological validity, offers valuable data for research in online educational neuroscience, cognitive learning processes, and brain–computer interface applications.
DOI: 10.15468/dl.cba9ay
title: Occurrence Download

description: A dataset containing 449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((0.32229 43.81392,0.46364 43.81392,0.46364 43.92173,0.32229 43.92173,0.32229 43.81392))",
 "TaxonKey is Mammalia",
 "Year 2000-2025"
 ]
}

 The dataset includes 449 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014364-251120083545085/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/9790648
title: MOS-QoE-including-5g
DOI: 10.5281/zenodo.17752944
title: Telomerase-related-lncRNA-signature

description: No description provided.
DOI: 10.15468/dl.gmy9km
title: Occurrence Download

description: A dataset containing 5197 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scytothamnales"
 ]
}

 The dataset includes 5197 records from 155 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014366-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkzxvk
title: Occurrence Download

description: A dataset containing 138 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acacia varia parviflora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 138 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014365-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v6sxyn
title: Occurrence Download

description: A dataset containing 992038 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 4.085278",
 "DecimalLatitude is less than or equal to 9.085278",
 "DecimalLongitude is greater than or equal to -75.0",
 "DecimalLongitude is less than or equal to -70.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 992038 records from 705 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014342-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtjawn
title: Occurrence Download

description: A dataset listing the 158 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Benthic Macroinvertebrate Diversity in the middle Doce river basin, Brazil"
 ]
}

 The dataset's 158 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015994-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qkhvce
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Kajikia albida (Poey, 1860)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 147 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039703-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqhkr4
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Stereospermum chelonoides (L.fil.) DC.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053730-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ev6vyv
title: Occurrence Download

description: A dataset containing 1073 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((77.25366 30.31599,79.73218 28.4938,81.47241 30.02725,79.1521 31.85143,77.25366 30.31599))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "PublishingCountry is India",
 "TaxonKey is Tachybaptus Reichenbach, 1853"
 ]
}

 The dataset includes 1073 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0316440-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w6nhpx
title: Occurrence Download

description: A dataset containing 6932 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cuniculidae"
 ]
}

 The dataset includes 6932 records from 201 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018851-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qvkvn9
title: Occurrence Download

description: A dataset containing 123643 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Caracara cheriway (Jacquin, 1784)"
 ]
}

 The dataset includes 123643 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000862-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d8rymy
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "Geometry POLYGON((-101.07642 20.06419,-100.33704 19.92584,-100.086 20.06419,-99.9234 21.10705,-100.97095 20.83006,-101.07642 20.06419))",
 "HasGeospatialIssue is false",
 "TaxonKey is Bassariscus astutus (Lichtenstein, 1830)"
 ]
}

 The dataset's 2 records were derived from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057527-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qi7pk0
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Luma apiculata (DC.) Burret",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 261 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018845-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xyq48z
title: Occurrence Download

description: A dataset containing 330 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is EDP Baixo Sabor: Bat acoustic sampling - Compensatory Measures Program (MC1) [2013-2014]"
 ]
}

 The dataset includes 330 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038338-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.