cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25532/opara-703
title: DeepExtremeCubes

description: With climate extremes' rising frequency and intensity, robust analytical tools are crucial to predict their impacts on terrestrial ecosystems. Machine learning techniques show promise but require well-structured, high-quality, and curated analysis-ready datasets. Earth observation datasets comprehensively monitor ecosystem dynamics and responses to climatic extremes, yet the data complexity can challenge the effectiveness of machine learning models. Despite recent progress in deep learning to ecosystem monitoring, there is a need for datasets specifically designed to analyse compound heatwave and drought extreme impact. Here, we introduce the DeepExtremeCubes database, tailored to map around these extremes, focusing on persistent natural vegetation. It comprises over 40,000 globally sampled small data cubes (i.e. minicubes), with a spatial coverage of 2.5 by 2.5 km. Each minicube includes (i) Sentinel-2 L2A images, (ii) ERA5-Land variables and generated extreme event cube covering 2016 to 2022, and (iii) ancillary land cover and topography maps. The paper aims to (1) streamline data accessibility, structuring, pre-processing, and enhance scientific reproducibility, and (2) facilitate biosphere dynamics forecasting in response to compound extremes.
DOI: 10.25532/opara-677
title: Data: Neural networks meet anisotropic hyperelasticity: A framework based on generalized structure tensors and isotropic tensor functions

description: This collection provides homogenized datasets including deformation gradient, free energy, stress tensor and material tangent for anisotropic hyperelastic composites. Five different representative volume elements (RVEs) are included: An RVE of a fiber reinforced material with stochastic fiber distribution (stochastic fibers), a unit cell with a hexagonal fiber arrangement (hexagonal fibers), a unit cell with one spherical inclusion (cubic sphere), an RVE with a plane-like arrangement of particles (plane spheres), and an RVE with an arrangement of particles in a chain-like structure (chain spheres). All components, i.e., matrix, particles and fibers are assumed to be compressible and isotropic. For all, a two-parametric neo-Hookean model was chosen. The data have been generated by using an in-house finite element code based on Matlab. The data belongs to the work "Neural networks meet anisotropic hyperelasticity: A framework based on generalized structure tensors and isotropic tensor functions" by Kalina et al.; https://doi.org/10.48550/arXiv.2410.03378. Further information on the data can be found there.
DOI: 10.25532/opara-830
title: Variable total strain amplitude loading of 316L

description: This project investigates the behaviour of steel 316L under variable total strain amplitude loading, with a focus on understanding the material's response to complex loading conditions. Quasistatic tensile testing and fully reversed constant amplitude fatigue tests were conducted to characterize the material's properties. The variable amplitude tests were performed under total strain control, and the resulting stress-strain hysteresis loops were analysed to reveal the occurrence of mean stress after a drop in strain amplitude. Notably, the sign of the mean stress depends on the direction of strain transition between the tensile and compression domains. Furthermore, an ideal plastic material behaviour was observed after strain increase accompanied by mean stress. To facilitate further research and model development, the experimental data are published in combination with a research paper:
Variable strain amplitude loading of steel 316L – experimental results and analytical modelling
DOI: 10.25532/opara-684
title: Supplementary data for “Computational workflow for the characterization of size, shape and composition of particles and their separation behavior during processing“

description: The data set comprises the raw data for the publication Weber et al. (2025). It contains the reconstructed volume graphics (tif-image stack) of the feed material and both products of magnetic separation. The tomograms were recorded with the Zeiss Xradia 510 Versa X-ray microscope. Measurement and reconstruction parameters can be found in the readme file. The false color images of the SEM-EDS from the Mineral Liberation Analyzer are also included. Further information can be found in the corresponding publication Weber et al. (2025) "Computational workflow for the characterization of size, shape and composition of particles and their separation behavior during processing."
DOI: 10.25532/opara-704
title: Adipic acid concentrations from biotransformation by rec. Pseudomonas taiwanensis

description: The dataset belongs to a publication in Green Chemistry from 2023 (DOI: 10.1039/d3gc01105d). In the publication a two-step process is demonstrated, in which phenolic compounds are electrochemically hydrogenated and further converted to adipic acid by a biotransformation of recombinant Pseudomonas taiwanensis. The dataset shows the data from Fig. 3c and 4c in the publication. The two tables show the adipic acid concentration over time in the 500 mL-bubble column reactors, in which the biocatalyst was fed with the substrate solution.
DOI: 10.25532/opara-688
title: S4F: Fuel Loads, Fuel Moisture, Fuel Consumption and Fire Emissions for the Cerrado Amazon Region

description: This repository provides datasets of fuels and fire emissions for the Amazon and Cerrado that were derived and analysed in the publication by Forkel et al. (2024). This publication demonstrates the first application and benchmarking of the TUD.S4F and KNMI.S5p approaches to estimate fire emissions and to investigate the effects of woody debris on fire emissions. TUD.S4F, developed at TUD Dresden University of Technology, is a satellite data-model fusion approach that combines several satellite products to estimate fuel loads, fuel moisture, fuel consumption, and fire emissions. Emission factors are computed dynamically depending on fuel type and fuel composition. TUD.S4F (version 0.2) is described in the Methods and Supplementary material of Forkel et al. (2024) and the related model code is available here: https://doi.org/10.5281/zenodo.14274230. TUD-S4F provides fuel loads, fuel consumption and fire emissions at a spatial resolution of 333 x 333 m and aggregated to 0.1 x 0.1° for the Amazon/Cerrado for the period 2014-01-01 to 2021-10-20 at 10-daily time step. KNMI.S5p provides fire emission for carbon monoxide (CO) and nitrogen oxides (NO) derived from Sentinel-5p observations. The data is provided at 0.1 x 0.1° and at daily time step for the year 2020. Both TUD.S4F and KNMI.S5p are products of the Sense4Fire projected, awarded from the European Space Agency to TU Dresden, the Royal Dutch Meteorological Institute (KNMI) and BeZero Carbon Ltd.
DOI: 10.25532/opara-693
title: Research data for: “Forces during film drainage and detachment of NMC and spherical graphite in particle-bubble interactions quantified by CP-AFM and modeling to understand the salt flotation of battery black mass”

description: This dataset characterizes the particle-bubble interaction for single battery black mass particles (NMC 622 and spherical graphite) in sodium chloride solutions (0.001 mol/L to 0.750 mol/L) for pH 3 to pH 10. The interaction of black mass particles with gas bubbles in the AFM-geometry gives information about the likeliness of particle-bubble-attachment and detachment in salt flotation. The research data consists of two parts: A) the Experimental Atomic Force Microscopy data for the interaction of black mass particles (NMC 622 (NMC) and spherical graphite (SG)) with sessile gas bubbles in salt solutions and B) the Data for the key figures of “Forces during film drainage and detachment of NMC and spherical graphite in particle-bubble interactions quantified by CP-AFM and modeling to understand the salt flotation of battery black mass”.
DOI: 10.15468/dl.jmgae6
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brassica tinei Lojac."
 ]
}

 The dataset includes 16 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148008-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sr8w77
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tubastraea tagusensis Wells, 1982"
 ]
}

 The dataset includes 66 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138650-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqnha9
title: Occurrence Download

description: A dataset containing 50 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.88417786970011 23.58547699069286,-98.88417786970011 23.58547699069286,-98.88417786970011 27.58547699069286,-102.88417786970011 27.58547699069286,-102.88417786970011 23.58547699069286))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dioon edule Lindl."
 ]
}

 The dataset includes 50 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0169299-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym9945
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eruca loncholoma (Pomel) O.E.Schulz"
 ]
}

 The dataset includes 47 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147991-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25573/data.10042400.v28
title: Barro Colorado Island, Lutz tower 1m_Relative Humidity

description: Barro Colorado Island (BCI), Lutz catchment tower, 1mLocation 9°9'42.36"N, 79°50'15.67"W<br>Relative Humidity, electronic sensor, interval max/min/avg<br>Lutz catchment is a 9.73ha protected watershed on BCIThe Lutz tower was built in 1972 and was originally 42m. In 2002 it was increased to 48m<br>
DOI: 10.15468/dl.8bum8e
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Marumba jankowskii Oberthür, 1880",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 124 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130340-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ks97df
title: Occurrence Download

description: A dataset containing 1474 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Plectrophenax hyperboreus Ridgway, 1884"
 ]
}

 The dataset includes 1474 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148036-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s4j9ye
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brassica trichocarpa C.Brullo, Brullo, Giusso & Ilardi"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148010-220831081235567/datasets/export for details.
DOI: 10.15468/dl.wt8zcb
title: Occurrence Download

description: A dataset containing 96 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Isotrema moupinense (Franch.) X.X.Zhu, S.Liao & J.S.Ma",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 96 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264703-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5qnumx
title: Occurrence Download

description: A dataset containing 3093 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brassica montana Pourr."
 ]
}

 The dataset includes 3093 records from 91 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147994-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bvwd37
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Oroplema plagifera (Butler, 1881)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 152 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130364-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rzbnx4
title: Occurrence Download

description: A dataset containing 886 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ficus racemosa L.",
 "HasGeospatialIssue is FALSE",
 "Year is 2000,2022",
 "HasCoordinate is TRUE",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 886 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138651-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ywvvum
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "Geometry POLYGON((114 38,119 38,119 42,114 42,114 38))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plestiodon capito (Bocourt, 1879)"
 ]
}

 The dataset includes 11 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0240951-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yvvewz
title: Occurrence Download

description: A dataset containing 2406 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Occurrence evidence)",
 "Geometry POLYGON((-85.81262 -22.40803,-30.82439 -22.40803,-30.82439 17.75428,-85.81262 17.75428,-85.81262 -22.40803))",
 "HasGeospatialIssue is false",
 "TaxonKey is Plagioscion Gill, 1861",
 "Year 1980-2022"
 ]
}

 The dataset includes 2406 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0172583-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.waw65a
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tubastraea faulkneri Wells, 1982"
 ]
}

 The dataset includes 20 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138641-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mube94
title: Occurrence Download

description: A dataset containing 287 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brassica oxyrrhina (Coss.) Willk."
 ]
}

 The dataset includes 287 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148000-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rccbcp
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysaethria erasaria (Christoph, 1881)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 61 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130361-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3xg4ar
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Microlestes minutulus (Goeze, 1777)",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0221074-220831081235567/datasets/export for details.
DOI: 10.15468/dl.w3ysqe
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aurificaria D.A.Reid"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138654-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.37wh3s
title: Occurrence Download

description: A dataset containing 458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Flindersia schottiana F.Muell.",
 "HasGeospatialIssue is FALSE",
 "Year is 2000,2022",
 "HasCoordinate is TRUE",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 458 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138661-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h2f26k
title: Occurrence Download

description: A dataset containing 125 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dysaethria moza",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 125 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0130362-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.haasms
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crambe gordjaginii Sprygin & Popov"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148043-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ck8pv
title: Occurrence Download

description: A dataset containing 21731 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gentiana cruciata L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 21731 records from 199 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162027-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxvj62
title: Occurrence Download

description: A dataset containing 2289 species occurrences available in GBIF matching the query:
{
 "and" : [
 "InstitutionCode is AMNH",
 "GenusKey is Lampropeltis Fitzinger, 1843"
 ]
}

 The dataset includes 2289 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0185507-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t5dnm6
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Botryodontia (Hjortstam & Ryvarden) Hjortstam"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0138668-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4dxx6k
title: Occurrence Download

description: A dataset containing 59194420 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "CoordinateUncertaintyInMeters is less than or equal to 1000.0",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 59194420 records from 1140 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264707-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9ksffp
title: Occurrence Download

description: A dataset containing 1368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Neovison vison",
 "HasCoordinate is true",
 "Country is Portugal"
 ]
}

 The dataset includes 1368 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000622-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ukcyr
title: Occurrence Download

description: A dataset containing 976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation, Living Specimen)",
 "CoordinateUncertaintyInMeters 0.0-10000.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Acanthosepion pharaonis",
 "Year 2010-2025"
 ]
}

 The dataset includes 976 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000624-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m89yyd
title: Occurrence Download

description: A dataset containing 105 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "Geometry POLYGON((120.58585 24.30227,120.63014 24.30227,120.63014 24.34656,120.58585 24.34656,120.58585 24.30227))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 105 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0315584-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.