cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5285/2b31921f-7fac-2fa5-e063-7086abc0849f
title: Shipboard multibeam bathymetry data collected during RRS James Cook cruise JC257 in the Clarion-Clipperton Zone, Pacific Ocean, 2024

description: Multibeam bathymetry data were collected in the Clarion-Clipperton Zone (CCZ), Pacific Ocean, using a hull-mounted Kongsberg EM122 multibeam echosounder during RRS James Cook Cruise JC257 from 08/02/2024 to 19/03/2024. Data acquisition began upon exiting the Costa Rican Exclusive Economic Zone (EEZ) and continued throughout the transits to and from the CCZ. Within the CCZ data were acquired at designated and opportune times. The data were recorded using Kongsberg’s Seafloor Information System (SIS) in .all format, and CTD and model-derived sound velocity profiles were subsequently applied. The data were manually cleaned using swath and subset editors in CARIS HIPS and SIPS software versions 10.4. A zero tide file was also applied. The data were collected to obtain a better insight in the biodiversity patterns and benthic habitat distributions within the CCZ, by scientists from the National Oceanography Centre, Southampton, UK as part of the NERC-funded Seabed Mining And Resilience To EXperimental impact (SMARTEX) project (NE/T003537/1).
DOI: 10.60893/figshare.jcp.28633775.v1
title: Supplementary Material

description: geometrical parameters, harmonic vibrational frequencies, dissociation energies, relative energies and Cartesian coordinates
DOI: 10.60893/figshare.jcp.28633775
title: Supplementary Material

description: geometrical parameters, harmonic vibrational frequencies, dissociation energies, relative energies and Cartesian coordinates
DOI: 10.15468/dl.ry3me4
title: Occurrence Download

description: A dataset containing 302 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Malawi-Cicindelidae-Biodiversity-Data"
 ]
}

 The dataset includes 302 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017398-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rq3xve
title: Occurrence Download

description: A dataset containing 1725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphenodontia, Crocodylia, Squamata, Testudines)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((7.5 -30,15 -30,15 -22.5,7.5 -22.5,7.5 -30))"
 ]
}

 The dataset includes 1725 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046613-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ke4hg7
title: Occurrence Download

description: A dataset containing 45417 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphenodontia, Crocodylia, Squamata, Testudines)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-7.5 30,0 30,0 37.5,-7.5 37.5,-7.5 30))"
 ]
}

 The dataset includes 45417 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046615-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c2656s
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphenodontia, Crocodylia, Squamata, Testudines)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((0 -30,7.5 -30,7.5 -22.5,0 -22.5,0 -30))"
 ]
}

 The dataset includes 61 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046618-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fv2efe
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Sphenodontia, Crocodylia, Squamata, Testudines)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-7.5 -30,0 -30,0 -22.5,-7.5 -22.5,-7.5 -30))"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046620-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzytph
title: Occurrence Download

description: A dataset containing 1248488 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 (Adenophyllum cooperi, Helianthemum guiraoi, Helianthemum salicifolium, Mentzelia laevicaulis, Arabidopsis pedemontana, Chenopodium wilsonii, Ceropegia cathcartensis, Ophrys, Euphorbia grossheimii, Lophostemon confertus, Helianthemum neopiliferum, Linaria pyramidalis, Ceropegia tabularia, Ptilotus parviflorus, Chasmatophyllum stanleyi, Packera moranii, Taraxia subacaulis, Catabrosella variegata, Backhousia leptopetala, Lasianthaea rosei, Mesembryanthemum chrysophthalmum, Grona filiformis, Chasmatophyllum musculinum, Hyacinthella leucophaea, Calamagrostis baltica, Viburnum edule, Ononis pedicellaris, Gyrostemon tepperi, Lomandra glauca, Postiella capillifolia, Thliphthisa pusilla, Gentianella obtusifolia, Elegia mucronata, Sphagneticola trilobata, Trichoneura mollis, Noccaea bulbosa, Orchinea razzarae, Australina pusilla, Scorzonera cana, Extriplex californica, Noccaea venusta, Noccaea cariensis, Billardiera drummondii, Gentianella crispata, Albuca exigua, Noccaea kovatsii, Jensia yosemitana, Sonchus asper, Roessleria gazanioides, Sarcochilus australis, Pilosella samokoviensis, Echinochloa colonum, Nassella pfisteri, Aenictophyton anomalum, Mirabilis cordifolia, Xanthosoma wendlandii, Calepina irregularis, Oedera genistifolia, Echinochloa holciformis, Diplotaxis acris, Diplotaxis ilorcitana, Oedera montana, Onopordum platylepis, Polemanniopsis marlothii, Pilosella rothiana, Zeltnera exaltata, Asparagus microraphis, Sclerochloa dura, Willemetia stipitata, Pilosella floribunda, Hippocrepis squamata, Acourtia thurberi, Adiantum poiretii, Sesleria angustifolia, Chiliadenus rupestris, Ruschia indurata, Liparis coelogynoides, Chiliadenus antiatlanticus, Ruschia foliosa, Ruschia tenella, Ruschia vetovalida, Ruschia strubeniae, Homalocarpus integerrimus, Baculellum articulatum, Chasmanthe floribunda, Dichromanthus cinnabarinus, Octopoma octojuge, Sibara deserti, Descurainia nelsonii, Pterostylis macrosepala, Pterostylis glyphida, Mauranthemum reboudianum, Cotoneaster intermedius, Calytrix brownii, Leptochloa crinita, Myosotis tineoi, Nolana adansonii, Myosotis rivularis, Spergula cerviana, Nolana villosa)",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1248488 records from 3903 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046576-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhj64n
title: Occurrence Download

description: A dataset containing 84 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((118.44663 35.54020,124.00935 35.54020,124.00935 37.76528,118.44663 37.76528,118.44663 35.54020))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Lilium tsingtauense",
 "Year 2015-2025"
 ]
}

 The dataset includes 84 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068454-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k84a55
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((13.19649 41.22494,13.72972 41.23206,13.72423 41.51365,13.1887 41.50646,13.19649 41.22494))",
 "TaxonKey is Lasiommata megera",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068455-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/t2cxjd75x3
title: data2

description: training and test
DOI: 10.17632/t2cxjd75x3.1
title: data2

description: training and test
DOI: 10.17632/k94s6f4z46
title: JFM,Non-monotonic Ice-Core Thawing in Water Pool Driven by Competition between Anomalous Chaotic Flow and Normal Natural Convection

description: Origin and SI for paper: Non-monotonic Ice-Core Thawing in Water Pool Driven by Competition between Anomalous Chaotic Flow and Normal Natural Convection
DOI: 10.17632/k94s6f4z46.1
title: JFM,Non-monotonic Ice-Core Thawing in Water Pool Driven by Competition between Anomalous Chaotic Flow and Normal Natural Convection

description: Origin and SI for paper: Non-monotonic Ice-Core Thawing in Water Pool Driven by Competition between Anomalous Chaotic Flow and Normal Natural Convection
DOI: 10.5281/zenodo.17463705
title: Espacios verdes públicos de Santander

description: Cartografía de los espacios verdes públicos de Santander, por tipología, realizada en el marco del proyecto Santander Capital Natural. Formato shapefile. Esta cartografía se enmarca en el proyecto “Santander Capital Natural” (SCN), que está coordinado por el Ayuntamiento de Santander (Cantabria, España) y cuenta con el apoyo de la Fundación Biodiversidad del Ministerio para la Transición Ecológica y el Reto Demográfico (MITECO) en el marco del Plan de Recuperación, Transformación y Resiliencia (PRTR), financiado por la Unión Europea - NextGenerationEU.
DOI: 10.5281/zenodo.18085527
title: Espacios verdes públicos de Santander

description: Cartografía de los espacios verdes públicos de Santander, por tipología, realizada en el marco del proyecto Santander Capital Natural. Formato shapefile. Esta cartografía se enmarca en el proyecto “Santander Capital Natural” (SCN), que está coordinado por el Ayuntamiento de Santander (Cantabria, España) y cuenta con el apoyo de la Fundación Biodiversidad del Ministerio para la Transición Ecológica y el Reto Demográfico (MITECO) en el marco del Plan de Recuperación, Transformación y Resiliencia (PRTR), financiado por la Unión Europea - NextGenerationEU.
DOI: 10.15468/dl.p5vcnb
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Atlas of the dragonflies and damselflies of West and Central Asia",
 "TaxonKey is Cordulegaster coronata"
 ]
}

 The dataset includes 73 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068457-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/7tkk879pk3
title: Fracture Network Connectivity Dataset

description: The dataset comprises fracture network connectivity analysis results from both natural outcrop observations and numerically simulated discrete fracture networks (DFNs), designed to investigate the scale-dependent behavior of fracture connectivity and determine representative elementary volumes (REVs).

The dataset consists of 13 MATLAB files totaling approximately 1 MB. It includes 12 simulation files (each 61-65 KB) representing artificial DFN configurations under three distinct geological scenarios, and one outcrop data file (259 KB) containing field measurements from 80 natural fracture systems collected from diverse global regions. The three simulation scenarios are: (1) No Sealing, representing baseline open fracture networks; (2) Stress Effect, modeling fracture networks under critical stress conditions where only critically stressed fractures remain permeable; and (3) Stress Effect with Partial Sealing, combining stress effects with partial fracture closure to represent realistic geological conditions. Each scenario includes four different fracture networks (idx1-4); in total, there are 12 cases. The data has 7 columns:
Column 1: Total connectivity
Column 2: Number of fractures
Column 3: Number of clusters
Column 4: Total length of fractures
Column 5: Connectivity Cb
Column 6: Relative sample box size
Column 7: Area of the sample box
DOI: 10.17632/7tkk879pk3.1
title: Fracture Network Connectivity Dataset

description: The dataset comprises fracture network connectivity analysis results from both natural outcrop observations and numerically simulated discrete fracture networks (DFNs), designed to investigate the scale-dependent behavior of fracture connectivity and determine representative elementary volumes (REVs).

The dataset consists of 13 MATLAB files totaling approximately 1 MB. It includes 12 simulation files (each 61-65 KB) representing artificial DFN configurations under three distinct geological scenarios, and one outcrop data file (259 KB) containing field measurements from 80 natural fracture systems collected from diverse global regions. The three simulation scenarios are: (1) No Sealing, representing baseline open fracture networks; (2) Stress Effect, modeling fracture networks under critical stress conditions where only critically stressed fractures remain permeable; and (3) Stress Effect with Partial Sealing, combining stress effects with partial fracture closure to represent realistic geological conditions. Each scenario includes four different fracture networks (idx1-4); in total, there are 12 cases. The data has 7 columns:
Column 1: Total connectivity
Column 2: Number of fractures
Column 3: Number of clusters
Column 4: Total length of fractures
Column 5: Connectivity Cb
Column 6: Relative sample box size
Column 7: Area of the sample box
DOI: 10.17632/tdfs9pzr73
title: Mental health project

description: A cross-sectional study was used to estimate the prevalence and associated factors for depression among the working population in Thimphu, Bhutan. A total of 415 participants working in both government and private sectors located in the Thimphu district (capital city of Bhutan), were selected using a stratified random sampling technique. The data were collected between August to September 2023 using a survey questionnaire.
DOI: 10.17632/tdfs9pzr73.1
title: Mental health project

description: A cross-sectional study was used to estimate the prevalence and associated factors for depression among the working population in Thimphu, Bhutan. A total of 415 participants working in both government and private sectors located in the Thimphu district (capital city of Bhutan), were selected using a stratified random sampling technique. The data were collected between August to September 2023 using a survey questionnaire.
DOI: 10.17632/tcszjdjj7s.3
title: Simulation Data and Programs for the welfare analyses in "How Do Income-Driven Repayment Plans Benefit Student Debt Borrowers?", by Sylvain Catherine, Mehran Ebrahimian, and Constantine Yannelis, 2025

description: This is the replication package for welfare analyses (Sections 6--9) in "How Do Income-Driven Repayment Plans Benefit Student Debt Borrowers?", by Sylvain Catherine, Mehran Ebrahimian, and Constantine Yannelis, 2025
DOI: 10.6084/m9.figshare.30963317
title: Original data and code for "using an ecological framework to unveil microbial succession and function coupling during wildlife carcass degradation".

description: The Original data.xlsx includes the data of Figure2-Figure6. Code MST.r was used to calculate the microbial community assembly. Code PERMANOVA.r was used to calculate the beta difference within groups, and the influencing factors of communities.
DOI: 10.6084/m9.figshare.30963317.v2
title: Original data and code for "using an ecological framework to unveil microbial succession and function coupling during wildlife carcass degradation".

description: The Original data.xlsx includes the data of Figure2-Figure6. Code MST.r was used to calculate the microbial community assembly. Code PERMANOVA.r was used to calculate the beta difference within groups, and the influencing factors of communities.
DOI: 10.6084/m9.figshare.30963317.v1
title: Original data

description: <b>Using an ecological framework to unveil microbial succession and functional coupling during a wild animal carcass degradation</b>
DOI: 10.15468/dl.5vx76q
title: Occurrence Download

description: A dataset containing 353 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tylototriton asperrimus"
 ]
}

 The dataset includes 353 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068458-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/fgz5md6dzs
title: Influence of the physical properties of electrolytes on the behavior of all-vanadium redox flow batteries (Dataset)
DOI: 10.17632/fgz5md6dzs.2
title: Influence of the physical properties of electrolytes on the behavior of all-vanadium redox flow batteries (Dataset)
DOI: 10.17632/4f789f4nzg
title: DeepNAP

description: Dataset and Code for iScience manuscript.
DeepNPA contains raw neuropeptide data, manually annotated sequence data, and model code.
DOI: 10.17632/4f789f4nzg.1
title: DeepNAP

description: Dataset and Code for iScience manuscript.
DeepNPA contains raw neuropeptide data, manually annotated sequence data, and model code.
DOI: 10.17632/4bx7pyjms8.1
title: The essential role of heparan sulfate in the entry of PDCoV and other porcine coronaviruses

description: Figure 1. The effect of heparin sodium treatment on PDCoV infection. 
Figure 2. Heparin sodium treatment inhibits infection by multiple coronaviruses. 
Figure 3. The effect of mitoxantrone treatment on PDCoV infection.
Figure 4. The effects of genetic ablation of HS biosynthesis genes on PDCoV infection. 
Figure 5. SLC35B2, EXT1 and NDST1 HS biosynthesis genes are required for efficient infection by PEDV, SADS-CoV and TGEV.
Figure 6. SLC35B2, EXT1 and NDST1 gene KO in LLC-PK1 cells reduces PDCoV attachment.
Figure 7. Impact of the overexpression of HS biosynthesis genes on porcine coronavirus infection.
Figure S1. Heparin sodium treatment showed no inhibitory effect on VSV infection.
Figure S2. Mitoxantrone exhibits a stronger inhibitory effect on the viral entry stage than on post-entry stages.
Figure S3. Effect of mitoxantrone treatment on PDCoV dsRNA formation. 
Figure S4. Mitoxantrone treatment inhibits infection by multiple coronaviruses. 
Figure S5. Mitoxantrone treatment of cells had no significant effect on VSV infection. 
Figure S6. Effect of genetic ablation of HS biosynthesis genes on HS expression. 
Figure S7. Overexpression of HS biosynthesis genes had no significant effect on VSV infection. 
Figure S8. The effect of EXT1 overexpression on the expression of SLC35B2 and NDST1.
DOI: 10.15468/dl.2ekacv
title: Occurrence Download

description: A dataset containing 4541 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malawi",
 "GadmGid is MWI.9_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4541 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068459-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nmpz4v
title: Occurrence Download

description: A dataset containing 26424 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Russian Federation",
 "HasCoordinate is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset includes 26424 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068460-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57903/uj/rfnpt9
title: Exploring a new format of thermophoretic measurement – Stop-flow microscale thermophoresis in the narrow-bore transparent capillary - raw data

description: The raw and supporting numerical data for the manuscript.
DOI: 10.15468/dl.vcgh56
title: Occurrence Download

description: A dataset containing 73 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cordulegaster coronata"
 ]
}

 The dataset includes 73 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068461-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dgs6y9yb5j
title: Optimizing Windbreak Geometry for Enhanced Wind Erosion Control using Machine Learning-Accelerated CFD

description: Abstract
Wind erosion is a major geophysical crisis, threatening global food security, ecological stability, and critical infrastructure. The crisis manifests as large-scale dust events and land degradation. While vegetation cover is the sustainable solution, severe drought often makes its establishment infeasible in arid regions. Consequently, engineered, non-living windbreaks remain a vital mitigation tool. Their performance critically relies on achieving a precise, optimized geometric design. This study introduces a fast and efficient computational framework for optimizing windbreak geometry to maximize the erosion-protected area. The method employs a hybrid approach, integrating Computational Fluid Dynamics (CFD) simulations to generate datasets with advanced Machine Learning (ML) models serving as high-fidelity surrogates. Among the tested models, the Random Forest (RF) model achieved the highest performance (R2 =0.98, MAE = 0.09), establishing it as a reliable surrogate for optimizing five key geometric parameters (porosity, shape, area, distribution, and angle). Subsequently, using the Random Forest (RF) model as a surrogate fitness function, the Genetic Algorithm (GA) identified the optimal geometry. This design characterized by 34.53% porosity, square pores (0.5 cm2), homogeneous distribution, and a porosity angle of 11.54֯, This optimized design resulted in a 22.78% increase in protection efficiency compared to non-porous barriers and achieved a 9.1% higher wind-proofing efficiency. This innovative approach offers a powerful, time-efficient tool for windbreak design, and may help to enhance ecological sustainability and protect soil resources from the impacts of climate change and drought.
Keywords: Wind erosion, Windbreak, Computational Fluid Dynamics (CFD), Machine Learning (ML), Optimization, Genetic Algorithm (GA)