cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jt8pt6
title: Occurrence Download

description: A dataset containing 830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pyramica emmae (Emery, 1890)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 830 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004858-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15012331
title: Recap of procurement of goods and services

description: The following are the results of the recapitulation of procurement data for goods and services, which are used to determine the lead time conditions in the procurement process.
DOI: 10.5281/zenodo.15012332
title: Recap of procurement of goods and services

description: The following are the results of the recapitulation of procurement data for goods and services, which are used to determine the lead time conditions in the procurement process.
DOI: 10.15468/dl.8vwyz5
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Lynx canadensis Kerr, 1792",
 "Year 2025-2025"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004859-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5eughc
title: Occurrence Download

description: A dataset containing 31533 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Trifolium subterraneum L.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 31533 records from 636 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004860-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82144/65ec705b
title: WADFW PSAMP S1997

description: Original provider:
Washington Department of Fish & Wildlife

Abstract:
The metadata edits are in progress. Please contact the contact person for detail.

Aerial surveys of marine birds have been conducted annually since 1992 by the Puget Sound Ambient Monitoring Program (PSAMP) staff during both a summer (July) and a winter (December to early February) survey window, sampling some part of every portion of the marine shoreline of the inner marine waters of Washington state by two strata: nearshore (&lt; 20 meters in depth) and offshore (&gt; 20 meters in depth). 

The datasets are split by season (summer or winter) and year.
DOI: 10.7910/dvn/ygf67i
title: Replication Data for: A Proposal for Redefining Inclusion in the Workplace through Facet Theory published by Revista de Administração Contemporânea

description: Data for A PROPOSAL FOR REDEFINIG INCLUSION IN THE WORKPLACE THROUGH FACET THEORY published bt RAC- Revista de Administração Contemporânea.
DOI: 10.15156/bio/sh1085373.10fu
title: SH1085373.10FU

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: 10.15156/bio/sh1085379.10fu
title: SH1085379.10FU

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: 10.15156/bio/sh1085382.10fu
title: SH1085382.10FU

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: 10.15156/bio/sh1085384.10fu
title: SH1085384.10FU

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.ve2djn
title: Occurrence Download

description: A dataset containing 9032156 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is 2015",
 "Month is September"
 ]
}

 The dataset includes 9032156 records from 4206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002475-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/8ec8a1c9-a0f1-4c2c-b3f5-69bea63c14b4
title: Data and scripts underlying the publication: Lagrangian modelling reveals sediment pathways at evolving coasts

description: This dataset accompanies the publication "Lagrangian modelling reveals sediment pathways at evolving coasts" (van Westen et al., 2025, Scientific Reports) and contains the input data, results, and analysis scripts for tracking individual sediment particle pathways at the Sand Engine mega-nourishment in the Netherlands over a five-year period. The research objective was to understand how coastal perturbations influence sediment movement patterns, going beyond traditional Eulerian approaches that only reveal net morphological change. We developed a novel post-processing methodology using SedTRAILS, which transforms outputs from validated coupled Delft3D-FM and AeoLiS models into Lagrangian pathways. This approach reveals previously hidden sediment transport patterns, including burial-limited particle dispersal during early perturbation stages and the transition to transport-limited conditions as the coastline diffuses. The dataset includes pre-processed Eulerian model outputs that serve as input for the Lagrangian analysis, particle pathway data for over 40,000 tracked particles, analysis scripts that extract key insights about transport mechanisms, and the resulting visualizations that demonstrate both direct and indirect sediment accumulation effects.
DOI: 10.4121/8ec8a1c9-a0f1-4c2c-b3f5-69bea63c14b4.v1
title: Data and scripts underlying the publication: Lagrangian modelling reveals sediment pathways at evolving coasts

description: This dataset accompanies the publication "Lagrangian modelling reveals sediment pathways at evolving coasts" (van Westen et al., 2025, Scientific Reports) and contains the input data, results, and analysis scripts for tracking individual sediment particle pathways at the Sand Engine mega-nourishment in the Netherlands over a five-year period. The research objective was to understand how coastal perturbations influence sediment movement patterns, going beyond traditional Eulerian approaches that only reveal net morphological change. We developed a novel post-processing methodology using SedTRAILS, which transforms outputs from validated coupled Delft3D-FM and AeoLiS models into Lagrangian pathways. This approach reveals previously hidden sediment transport patterns, including burial-limited particle dispersal during early perturbation stages and the transition to transport-limited conditions as the coastline diffuses. The dataset includes pre-processed Eulerian model outputs that serve as input for the Lagrangian analysis, particle pathway data for over 40,000 tracked particles, analysis scripts that extract key insights about transport mechanisms, and the resulting visualizations that demonstrate both direct and indirect sediment accumulation effects.
DOI: 10.15468/dl.q7jfeq
title: Occurrence Download

description: A dataset containing 254 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera tigris altaica Temminck, 1844"
 ]
}

 The dataset includes 254 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012341-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15180244
title: Scaled tight binding model for a two dimensional electron gas at the (001) LaAlO$_3$/SrTiO$_3$ interface.

description: Data and codes for the paper "Scaled tight binding model for a two dimensional electron gas at the (001) LaAlO$_3$/SrTiO$_3$ interface"
DOI: 10.5281/zenodo.15180245
title: Scaled tight binding model for a two dimensional electron gas at the (001) LaAlO$_3$/SrTiO$_3$ interface.

description: Data and codes for the paper "Scaled tight binding model for a two dimensional electron gas at the (001) LaAlO$_3$/SrTiO$_3$ interface"
DOI: 10.15468/dl.57qpkk
title: Occurrence Download

description: A dataset containing 10866 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cortaderia jubata (Lemoine) Stapf)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 10866 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012343-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym6uyn
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Salvia bowleyana Dunn"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012346-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.72e8ty
title: Occurrence Download

description: A dataset containing 126 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 Linum rigidum Pursh",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 126 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012342-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15151/esrf-es-2015806974
title: The Iberian cryoEM community BAG (III)

description: The Iberian cryoEM BAG is a consortium of approximately 40 research groups from Portugal and Spain, focused on addressing critical biological questions. These include studies on membrane proteins, disease-related metabolic enzymes, antibiotic resistance, DNA replication and maintenance, protein synthesis, viral structure and replication mechanisms, and macromolecular complexes involved in key cellular processes such as protein folding and degradation. For these groups, electron cryo-microscopy is an indispensable tool, and access to ESRF resources is vital for advancing their research and achieving impactful results.
DOI: 10.15468/dl.296gdb
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Nannorrhops H.Wendl."
 ]
}

 The dataset includes 146 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012348-250402121839773/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.28758782
title: Behaviors of Interhemispheric Coupling in Different Boreal Winter Subseasons During Major SSWs

description: This data set contains the data used for the figures 2-5 of the article "Behaviors of Interhemispheric Coupling in Different Boreal Winter Subseasons During Major SSWs".
DOI: 10.6084/m9.figshare.28506713
title: An exclusive glycosylated lipooctapeptide governs rough Mycobacterium abscessus virulence

description: Table Excell showing the values obtained for figures 6 to 8.
DOI: 10.6084/m9.figshare.28506713.v1
title: An exclusive glycosylated lipooctapeptide governs rough Mycobacterium abscessus virulence

description: Table Excell showing the values obtained for figures 6 to 8.
DOI: 10.6084/m9.figshare.28639598
title: Achieving Flexible Fairness Metrics in Federated Medical Imaging

description: The Dataset published with our paper "Achieving Flexible Fairness Metrics in Federated Medical Imaging" on Nature Communications.
We curate a multi-center dataset for cervical cancer segmentation that includes 678 patients from four hospitals. This diverse dataset allows for a more comprehensive analysis of model performance across different population groups, ensuring the findings are applicable to a broader range of patients.
DOI: 10.6084/m9.figshare.28639598.v1
title: Achieving Flexible Fairness Metrics in Federated Medical Imaging

description: The Dataset published with our paper "Achieving Flexible Fairness Metrics in Federated Medical Imaging" on Nature Communications.
We curate a multi-center dataset for cervical cancer segmentation that includes 678 patients from four hospitals. This diverse dataset allows for a more comprehensive analysis of model performance across different population groups, ensuring the findings are applicable to a broader range of patients.
DOI: 10.15468/dl.t3tg8k
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 {
 "or" : [
 "Geometry POLYGON((78.16217 -7.72792,141.83783 -7.72792,141.83783 17.72792,78.16217 17.72792,78.16217 -7.72792))",
 "Geometry POLYGON((107.30513 1.4049,110.61184 -5.26705,116.7278 -5.23779,120.26862 5.58951,116.55222 7.95981,107.30513 1.4049))"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gonystylus bancanus (Miq.) Kurz"
 ]
}

 The dataset includes 58 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012345-250402121839773/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.27685452
title: High-entropy alloy enables multi-path electron synergism and lattice oxygen activation for enhanced oxygen evolution activity

description: Electrocatalytic oxygen evolution reaction (OER) is key to several energy technologies but suffers from low activity. Leveraging the lattice oxygen activation mechanism (LOM) is a strategy for boosting its activity. However, this approach faces significant thermodynamic challenges, requiring high-valent oxidation of metal ions without compromising their stability. We reveal that high-entropy alloys (HEAs) can efficiently activate the LOM through synergistic multi-path electron transfer. Specifically, the oxidation of nickel is enhanced by this electron transfer, aided by the integration of weaker Co-O bonds, enabling effective LOM at the Ni-Co dual-site. These insights allow the design of a NiFeCoCrW0.2 HEA that exhibits improved activity, achieving an overpotential of 220 mV at a current density of 10 mA cm-2. It also demonstrates good stability, maintaining the potential with less than 5% variation over 90 days at 100 mA cm-2 current density. This study sheds light on the synergistic effects that confer high activity in HEAs and contribute to the advancement of high-performance OER electrocatalysts.
DOI: 10.6084/m9.figshare.25625349
title: Concurrent spin squeezing and field tracking with machine learning

description: The dataset contains

 Steady_squeezing.zip .a. data for steady squeezing data and characteraztionb. data for pulse rf magnetormeter
 Tracking1a. data of OU process for Deep learningb. data of dOU process for Deep learning
 Tracking2a. data of white noise process in backaction experimentb. data of white noise process in rearrange experiment
 codea. Randomly signal generating codeb.Deep learning codec.data pre-processing code

The network is implemented using the torch 1.13.1 framework and CUDA 11.6 on Python 3.8.8. All weights are initialized with the torch default.

The training process is run on a computer with CPU Intel(R) CoreTM i7-8700 and GPU NVIDIA GeForce RTX 2070 (8G RAM).

Any questions about the codes or dataset are welcomed to the email 20110190074@fudan.edu.cn .
DOI: 10.6084/m9.figshare.27685452.v1
title: High-entropy alloy enables multi-path electron synergism and lattice oxygen activation for enhanced oxygen evolution activity

description: Electrocatalytic oxygen evolution reaction (OER) is key to several energy technologies but suffers from low activity. Leveraging the lattice oxygen activation mechanism (LOM) is a strategy for boosting its activity. However, this approach faces significant thermodynamic challenges, requiring high-valent oxidation of metal ions without compromising their stability. We reveal that high-entropy alloys (HEAs) can efficiently activate the LOM through synergistic multi-path electron transfer. Specifically, the oxidation of nickel is enhanced by this electron transfer, aided by the integration of weaker Co-O bonds, enabling effective LOM at the Ni-Co dual-site. These insights allow the design of a NiFeCoCrW0.2 HEA that exhibits improved activity, achieving an overpotential of 220 mV at a current density of 10 mA cm-2. It also demonstrates good stability, maintaining the potential with less than 5% variation over 90 days at 100 mA cm-2 current density. This study sheds light on the synergistic effects that confer high activity in HEAs and contribute to the advancement of high-performance OER electrocatalysts.
DOI: 10.6084/m9.figshare.25625349.v1
title: Concurrent spin squeezing and field tracking with machine learning

description: The dataset contains

 Steady_squeezing.zip .a. data for steady squeezing data and characteraztionb. data for pulse rf magnetormeter
 Tracking1a. data of OU process for Deep learningb. data of dOU process for Deep learning
 Tracking2a. data of white noise process in backaction experimentb. data of white noise process in rearrange experiment
 codea. Randomly signal generating codeb.Deep learning codec.data pre-processing code

The network is implemented using the torch 1.13.1 framework and CUDA 11.6 on Python 3.8.8. All weights are initialized with the torch default.

The training process is run on a computer with CPU Intel(R) CoreTM i7-8700 and GPU NVIDIA GeForce RTX 2070 (8G RAM).

Any questions about the codes or dataset are welcomed to the email 20110190074@fudan.edu.cn .
DOI: 10.6084/m9.figshare.28630853.v1
title: Regulating three-layer full carbon electrodes to enhance the cell performance of CsPbI3 perovskite solar cells

description: The Source Data for Manuscript Titled “Regulating three-layer full carbon electrodes to enhance the cell performance of CsPbI3 perovskite solar cells”
DOI: 10.6084/m9.figshare.28630853
title: Regulating three-layer full carbon electrodes to enhance the cell performance of CsPbI3 perovskite solar cells

description: The Source Data for Manuscript Titled “Regulating three-layer full carbon electrodes to enhance the cell performance of CsPbI3 perovskite solar cells”
DOI: 10.5281/zenodo.13828659
title: Online hydraulic data from full scale CS#3 DWDN for model calibration

description: Online hydraulic data including hydraulic model for the full distribution network. More than one full year of data.

SCADA data source.

Provide knowledge of the water distribution network and how the water moves in the system.