cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18021296
title: Transportation sector: Scenario-dependent final energy demands by fuel at NUTS2 level (EU-27)

description: This data has been prepared for the interlinkage of the different energy system models (GENeSYS-MOD, GeoMEC, and JRC-EU-TIMES-OP).

The data set consists of three main types:



Downscaled final energy demands by fuel type from NUTS-0 level of GENeSYS-MOD to NUTS-2 level, and adapted to the fuel categories of GeoMEC

Downscaled final energy demands by transport sector

Average hourly electricity demand profile indicating the relative distribution of direct electricity demand of the transport sector 


This is the first data set of this transport sector data collection but will be improved in the beginning to 2026 to match all requirements for the project. These requirements are continuously discussed with the collaborating teams in the iDesignRES project.
DOI: 10.13145/bacdive21826.20251217.10
title: Nannocystis exedens

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive21827.20230509.8.1
title: Nannocystis exedens

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15156/bio/sh0089290.10fu
title: SH0089290.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.13145/bacdive21827.20251217.10
title: Nannocystis exedens

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15156/bio/sh0089291.10fu
title: SH0089291.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15468/dl.qxzy68
title: Occurrence Download

description: A dataset containing 611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((98.85682 20.55695,127.18647 21.33441,127.18647 31.43058,101.93511 31.43058,98.85682 20.55695))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Abelmoschus moschatus"
 ]
}

 The dataset includes 611 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001787-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nt9mt
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Mustela africana"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001788-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2yprt7
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is A new species of semi-terrestrial freshwater crab (Crustacea: Decapoda: Brachyura: Potamidae) from the Central Highlands of Vietnam"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001789-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/13513884
title: Egypt Gold Prices | Daily Updated
DOI: 10.5281/zenodo.17451950
title: Raisin Fatty Acid Transformations Dataset
DOI: 10.5281/zenodo.17451951
title: Raisin Fatty Acid Transformations Dataset
DOI: 10.60893/figshare.apl.30228100
title: Supplementary materials

description: Supplementary materials for the article "1D YIG hole-based magnonic nanocrystal"
DOI: 10.60893/figshare.apl.30228100.v1
title: Supplementary materials

description: Supplementary materials for the article "1D YIG hole-based magnonic nanocrystal"
DOI: 10.15468/dl.5773vc
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Mustela felipei"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001790-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.apl.30340186
title: Supplement Material

description: Surface characterization (Section S1); condensation heat transfer measurement procedure (Section S2); uncertainty analysis (Section S3); non-condensable gas concentration measurement procedure (Section S4); simulation of steam velocity at the condensing surface (Section S5); modelling the effect of steam velocity on dropwise condensation heat transfer (Section S6).
DOI: 10.60893/figshare.apl.30340186.v1
title: Supplement Material

description: Surface characterization (Section S1); condensation heat transfer measurement procedure (Section S2); uncertainty analysis (Section S3); non-condensable gas concentration measurement procedure (Section S4); simulation of steam velocity at the condensing surface (Section S5); modelling the effect of steam velocity on dropwise condensation heat transfer (Section S6).
DOI: 10.60893/figshare.apl.30340201
title: Supplement Number 1

description: Materials and methods, additional details of crystal structure data and structural refinements, and mechanical properties.
DOI: 10.60893/figshare.apl.30340201.v1
title: Supplement Number 1

description: Materials and methods, additional details of crystal structure data and structural refinements, and mechanical properties.
DOI: 10.60893/figshare.apl.30281794
title: Supplementary Material

description: Computational Methodology
DOI: 10.60893/figshare.apl.30281794.v1
title: Supplementary Material

description: Computational Methodology
DOI: 10.15468/dl.s2ngpq
title: Occurrence Download

description: A dataset containing 4133 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Mustela frenata"
 ]
}

 The dataset includes 4133 records from 183 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001791-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ptvkz
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is New Species And New Records Of Endemic Freshwater Crabs From The Atlantic Forest In Southern Brazil (Anomura: Aeglidae)"
 ]
}

 The dataset includes 16 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001795-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jap.30219937
title: Supplemental

description: The supplemental section contains a figure showing the effective dielectric constant (EDC), effective medium approximation (EMA), bulk silicon and bulk Si0.73Ge0.27 are shown for a 4X superlattice of Si/Si(1-x)Ge(x). It also contains data detailed tables for individual layer thickness values and the amount of cavity etch.
DOI: 10.60893/figshare.jap.30219937.v1
title: Supplemental

description: The supplemental section contains a figure showing the effective dielectric constant (EDC), effective medium approximation (EMA), bulk silicon and bulk Si0.73Ge0.27 are shown for a 4X superlattice of Si/Si(1-x)Ge(x). It also contains data detailed tables for individual layer thickness values and the amount of cavity etch.
DOI: 10.15468/dl.jrcysz
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Myodes andersoni"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001797-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60893/figshare.jcp.30302005
title: Supplimentary Material

description: Supplimentary Data
DOI: 10.60893/figshare.jcp.30302005.v1
title: Supplimentary Material

description: Supplimentary Data
DOI: 10.60893/figshare.jcp.30330229
title: The programs for the two current PESs.

description: The programs for the two current PESs.
DOI: 10.60893/figshare.jcp.30330229.v1
title: The programs for the two current PESs.

description: The programs for the two current PESs.
DOI: 10.60893/figshare.jor.30174571
title: Supplementary materials

description: Additional supplementary data tables and figures, combined into one file
DOI: 10.60893/figshare.jor.30174571.v1
title: Supplementary materials

description: Additional supplementary data tables and figures, combined into one file
DOI: 10.5281/zenodo.17451996
title: MTHFR rs1801131 GG genotype and LDH predicts LUAD susceptibility and poor prognosis in Guangxi Zhuang population
DOI: 10.5281/zenodo.17451997
title: MTHFR rs1801131 GG genotype and LDH predicts LUAD susceptibility and poor prognosis in Guangxi Zhuang population
DOI: 10.15468/dl.bcbq5f
title: Occurrence Download

description: A dataset containing 41905 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erpobdella octoculata"
 ]
}

 The dataset includes 41905 records from 223 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001798-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w76kga
title: Occurrence Download

description: A dataset containing 2703 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Myodes californicus"
 ]
}

 The dataset includes 2703 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001800-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17451616
title: Union Chromatin Loops in H1-hESC and HFFc6

description: This dataset contains the union set of chromatin loops annotated for two reference 4D Nucleome (4DN) cell lines: human embryonic stem cells (H1-hESC) and immortalized fibroblasts (HFFc6). Each file represents loops identified through the integration of multiple 3D genome mapping platforms, including Hi-C, Micro-C, CTCF ChIA-PET, RNAPII ChIA-PET, and H3K4me3 PLAC-Seq.

Each file is a tab-delimited BEDPE file with 7 columns:



chrom1 — Chromosome name of the first loop anchor

start1 — Start coordinate of the first loop anchor (0-based)

end1 — End coordinate of the first loop anchor

chrom2 — Chromosome name of the second loop anchor

start2 — Start coordinate of the second loop anchor (0-based)

end2 — End coordinate of the second loop anchor

platforms — Comma-separated list of platforms in which the loop was originally detected


All coordinates are based on the GRCh38/hg38 human genome assembly.

Loops were identified using a hybrid loop-calling framework combining Peakachu with platform-specific algorithms, as detailed in the 4D Nucleome Consortium marker paper.

If you use these data, please cite:

4D Nucleome Consortium et al. An integrated view of the structure and function of the human 4D nucleome. Nature. 2025.
DOI: 10.5281/zenodo.17451615
title: Union Chromatin Loops in H1-hESC and HFFc6

description: This dataset contains the union set of chromatin loops annotated for two reference 4D Nucleome (4DN) cell lines: human embryonic stem cells (H1-hESC) and immortalized fibroblasts (HFFc6). Each file represents loops identified through the integration of multiple 3D genome mapping platforms, including Hi-C, Micro-C, CTCF ChIA-PET, RNAPII ChIA-PET, and H3K4me3 PLAC-Seq.

Each file is a tab-delimited BEDPE file with 7 columns:



chrom1 — Chromosome name of the first loop anchor

start1 — Start coordinate of the first loop anchor (0-based)

end1 — End coordinate of the first loop anchor

chrom2 — Chromosome name of the second loop anchor

start2 — Start coordinate of the second loop anchor (0-based)

end2 — End coordinate of the second loop anchor

platforms — Comma-separated list of platforms in which the loop was originally detected


All coordinates are based on the GRCh38/hg38 human genome assembly.

Loops were identified using a hybrid loop-calling framework combining Peakachu with platform-specific algorithms, as detailed in the 4D Nucleome Consortium marker paper.

If you use these data, please cite:

4D Nucleome Consortium et al. An integrated view of the structure and function of the human 4D nucleome. Nature. 2025.
DOI: 10.25451/flinders.30451469
title: Flinders Uni Expo 2019 - Respiratory Rehabilitation through an Assistive Electronic Trumpet - Beltrame - Poster

description: Poster presented at the Flinders University Honours and Masters Final Year Expo 2019 by Beltrame et al. for the research titled "<i>Respiratory Rehabilitation through an Assistive Electronic Trumpet</i><i>".</i>
DOI: 10.25451/flinders.30451469.v1
title: Flinders Uni Expo 2019 - Respiratory Rehabilitation through an Assistive Electronic Trumpet - Beltrame - Poster

description: Poster presented at the Flinders University Honours and Masters Final Year Expo 2019 by Beltrame et al. for the research titled "<i>Respiratory Rehabilitation through an Assistive Electronic Trumpet</i><i>".</i>
DOI: 10.15468/dl.gs8nee
title: Occurrence Download

description: A dataset containing 45325 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IsInCluster is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cotoneaster",
 "Year 1900-2025"
 ]
}

 The dataset includes 45325 records from 341 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001801-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/cd5r-ht40
title: "TIE MPC"

description: "Traditional hierarchical remotely operated vehicle (ROV) control suffers from feasibility gaps between motion control and thrust allocation (TA). Modeling uncertainties further complicate the control problem. While GP-MPC can handle these uncertainties, it introduces non-convex optimization with prohibitive computational costs.This paper proposes a sparse linearized gaussian process-based direct thruster optimization MPC strategy (SL-GP-MPC) that addresses both control architecture and modeling problems. The proposed approach eliminates the TA layer by formulating thruster forces as direct optimization variables, thereby removing the feasibility gap inherent in hierarchical control structures. Furthermore, sparse linearized Gaussian processes enable convex approximation of the non-convex GP-MPC, significantly improving computational efficiency while preserving complete probabilistic modeling capabilities. Theoretical analysis demonstrates the algorithm's recursive feasibility and asymptotic stability. Pool experiments validate the superior performance of the proposed method in complex hydrodynamic environments."
DOI: 10.15468/dl.gk8cuv
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Myodes centralis"
 ]
}

 The dataset includes 182 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001802-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16892603
title: Dataset for the paper titled "Distinct Cloud-to-ground Lightning Properties in Frontal versus Warm-sector Heavy Rainfall Events"

description: This dataset supports the manuscript titled "Distinct Cloud-to-ground Lightning Properties in Frontal versus Warm-sector Heavy Rainfall Events," submitted to Earth and Space Science for publication. The key findings of the study are as follows:

Scientists have observed that different types of thunderstorms produce lightning with distinct behaviors, such as the frequency of strikes, the dominant type (within clouds or to the ground), and the primary polarity of the charge transferred to the ground (positive or negative). But do different storms produce lightning with different physical traits, like the number of return strokes (the most rapid and violent charge neutralization process between cloud and ground) per cloud-to-ground flash or the strength of its current? This question is still not clear. Answering this is vital, both for understanding thunderstorms and for improving lightning risk forecasts. This is because the number of return strokes and the current strength directly determine how much damage a lightning strike can cause. Our analysis of two common storm types in Guangdong—Frontal and Warm-Sector Heavy Rainfall—revealed a clear difference: Warm-Sector storms produced negative cloud-to-ground lightning with more return strokes and higher peak currents than Frontal storms. Interestingly, this resulted in positive cloud-to-ground lightning being stronger in Frontal storms, while negative cloud-to-ground lightning was stronger in Warm-Sector storms. We found these patterns persisted across a range of rainfall intensities. Interestingly, as the rainfall intensified—suggesting stronger convection in both systems—the cloud-to-ground lightning characteristics of the two storm types began to converge. Based on this, we suggest that in typical, non-severe thunderstorms, stronger convection may tend to produce negative cloud-to-ground lightning with fewer return strokes and lower peak currents (Note: Our study did not include severe storms that produce tornadoes or hail, as these behave differently). In short, our work demonstrates that a thunderstorm's strength directly shapes the physical nature of its cloud-to-ground lightning—an essential insight for developing lightning risk models.
DOI: 10.5281/zenodo.16892604
title: Dataset for the paper titled "Distinct Cloud-to-ground Lightning Properties in Frontal versus Warm-sector Heavy Rainfall Events"

description: This dataset supports the manuscript titled "Distinct Cloud-to-ground Lightning Properties in Frontal versus Warm-sector Heavy Rainfall Events," submitted to Earth and Space Science for publication. The key findings of the study are as follows:

Scientists have observed that different types of thunderstorms produce lightning with distinct behaviors, such as the frequency of strikes, the dominant type (within clouds or to the ground), and the primary polarity of the charge transferred to the ground (positive or negative). But do different storms produce lightning with different physical traits, like the number of return strokes (the most rapid and violent charge neutralization process between cloud and ground) per cloud-to-ground flash or the strength of its current? This question is still not clear. Answering this is vital, both for understanding thunderstorms and for improving lightning risk forecasts. This is because the number of return strokes and the current strength directly determine how much damage a lightning strike can cause. Our analysis of two common storm types in Guangdong—Frontal and Warm-Sector Heavy Rainfall—revealed a clear difference: Warm-Sector storms produced negative cloud-to-ground lightning with more return strokes and higher peak currents than Frontal storms. Interestingly, this resulted in positive cloud-to-ground lightning being stronger in Frontal storms, while negative cloud-to-ground lightning was stronger in Warm-Sector storms. We found these patterns persisted across a range of rainfall intensities. Interestingly, as the rainfall intensified—suggesting stronger convection in both systems—the cloud-to-ground lightning characteristics of the two storm types began to converge. Based on this, we suggest that in typical, non-severe thunderstorms, stronger convection may tend to produce negative cloud-to-ground lightning with fewer return strokes and lower peak currents (Note: Our study did not include severe storms that produce tornadoes or hail, as these behave differently). In short, our work demonstrates that a thunderstorm's strength directly shapes the physical nature of its cloud-to-ground lightning—an essential insight for developing lightning risk models.