cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18345340
title: Supporting data for "The effect of land costs on the economic and sustainability performance of solar photovoltaics in China"
DOI: 10.5281/zenodo.18345341
title: Supporting data for "The effect of land costs on the economic and sustainability performance of solar photovoltaics in China"
DOI: 10.5281/zenodo.18345705
title: Datasets for SciEdit publication of "Improving precision in organization name recognition"

description: A two-stage ROR anchored approach

This research builds a pipeline for matching and validating researcher affiliation strings to ROR (Research Organization Registry) identifiers.  The goal is to achieve accurate institution-level normalization by combining rule-based exact matching, fuzzy string matching, and geographic validation.

---

## Data Files

The pipeline relies on the following datasets:

- `20251220_Gold_Standard_Dataset.csv`  Gold standard annotations used for performance evaluation.

- `20251220_SciEdit_ROR_corpus_Submit.json`  ROR institution master data used as matching candidates.

- `geo_data.json`  Auxiliary geographic dictionary for country and region normalization.
DOI: 10.5281/zenodo.18345704
title: Datasets for SciEdit publication of "Improving precision in organization name recognition"

description: A two-stage ROR anchored approach

This research builds a pipeline for matching and validating researcher affiliation strings to ROR (Research Organization Registry) identifiers.  The goal is to achieve accurate institution-level normalization by combining rule-based exact matching, fuzzy string matching, and geographic validation.

---

## Data Files

The pipeline relies on the following datasets:

- `20251220_Gold_Standard_Dataset.csv`  Gold standard annotations used for performance evaluation.

- `20251220_SciEdit_ROR_corpus_Submit.json`  ROR institution master data used as matching candidates.

- `geo_data.json`  Auxiliary geographic dictionary for country and region normalization.
DOI: 10.15468/dl.mn5t2a
title: Occurrence Download

description: A dataset listing the 5830 species recorded in GBIF matching the query:
{
 "DatasetKey" : [
 "is Moorea Biocode Project"
 ]
}

 The dataset's 5830 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006233-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18345770
title: COVID-19-Hospitalisierungen in Deutschland

description: Im Datensatz "COVID-19-Hospitalisierungen in Deutschland" des Robert Koch-Institutswerden täglich aktualisierte Informationen zu Hospitalisierungen im Zusammenhang mit COVID-19 basierend auf den Meldungen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Neben tagesaktuellen Fallzahlen und Inzidenzen auf Bundes- und Länderebene enthält der Datensatz auch modellgestützte Schätzungen verzögert gemeldeter Hospitalisierungen mittels Nowcasting. Ziel ist es, die tatsächliche Belastung des Gesundheitssystems durch COVID-19 besser abzubilden, insbesondere durch die Berechnung adjustierter 7-Tage-Hospitalisierungsinzidenzen.
DOI: 10.15468/dl.6h8e4y
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.17189999999999 23.94605, 89.09506500000001 23.940473, 89.02014200000001 23.923881, 88.948992 23.896687, 88.883381 23.859565, 88.824933 23.813439, 88.775091 23.759453, 88.735077 23.698944, 88.70586900000001 23.633411, 88.688171 23.564473, 88.68240299999999 23.493831, 88.688686 23.423226, 88.70684900000001 23.354396, 88.73642599999999 23.28903, 88.77667599999999 23.228732, 88.8266 23.174979, 88.884967 23.129086, 88.95034099999999 23.092176, 89.02112200000001 23.065148, 89.095581 23.048664, 89.17189999999999 23.043124, 89.24821900000001 23.048664, 89.322678 23.065148, 89.39345899999999 23.092176, 89.458833 23.129086, 89.5172 23.174979, 89.56712400000001 23.228732, 89.60737399999999 23.28903, 89.636951 23.354396, 89.655114 23.423226, 89.66139699999999 23.493831, 89.655629 23.564473, 89.63793099999999 23.633411, 89.608723 23.698944, 89.568709 23.759453, 89.518867 23.813439, 89.460419 23.859565, 89.394808 23.896687, 89.32365799999999 23.923881, 89.248735 23.940473, 89.17189999999999 23.94605))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006245-260120142942310/datasets/export for details.
DOI: 10.71726/u0bmoijk
title: Canning Estuary and Lower Canning River Water Quality Monitoring 2021-22

description: The Department of Biodiversity, Conservation and Attractions (DBCA) conducts routine monitoring of water quality in the Swan Canning Estuary. Data collected through the monitoring program is used to inform management of the river system by DBCA.

Data produced through the monitoring program provides essential information to assess system response to management actions and to report against estuary water quality targets, and phytoplankton trigger levels. Data produced have also been utilised in numerous investigations conducted by both government agencies and tertiary institutions, including modelling, that contribute to our understanding of estuary condition and response and that evaluate potential impacts on the system into the future.

Data collected is stored in the Water Information Network (WIN) database maintained by the Department of Water and Environmental Regulation (DWER) and is made publicly available via the Water Information Reporting (WIR) portal.
DOI: 10.15468/dl.vpjve3
title: Occurrence Download

description: A dataset containing 9222 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Diabelia"
 ]
}

 The dataset includes 9222 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006246-260120142942310/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.31131391.v1
title: Dataset for Effects of Mass Ratio Heterogeneity and Coating-Related Optical Characteristics on the Light Absorption Enhancement of Black Carbon-Containing Particles

description: This dataset contains hourly averaged time-series data of ambient black carbon derived from SP2 measurements. The data include black carbon mass and number concentrations and related derived parameters used in this study. All data have been quality controlled and calibrated. The dataset supports the figures and analyses presented in the manuscript.
DOI: 10.6084/m9.figshare.31131391
title: Dataset for Effects of Mass Ratio Heterogeneity and Coating-Related Optical Characteristics on the Light Absorption Enhancement of Black Carbon-Containing Particles

description: This dataset contains hourly averaged time-series data of ambient black carbon derived from SP2 measurements. The data include black carbon mass and number concentrations and related derived parameters used in this study. All data have been quality controlled and calibrated. The dataset supports the figures and analyses presented in the manuscript.
DOI: 10.15468/dl.bmstfk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.072357 23.955083, 88.99551700000001 23.949506, 88.92058900000001 23.932914, 88.849434 23.905719, 88.783818 23.868598, 88.72536599999999 23.822472, 88.67552000000001 23.768485, 88.635504 23.707977, 88.60629400000001 23.642444, 88.588595 23.573506, 88.582826 23.502864, 88.58911000000001 23.432259, 88.607274 23.363428, 88.636853 23.298062, 88.67710700000001 23.237765, 88.727034 23.184012, 88.785404 23.13812, 88.85078300000001 23.101209, 88.92156900000001 23.074182, 88.996033 23.057697, 89.072357 23.052157, 89.148681 23.057697, 89.223145 23.074182, 89.293931 23.101209, 89.35930999999999 23.13812, 89.41768 23.184012, 89.467607 23.237765, 89.50786100000001 23.298062, 89.53744 23.363428, 89.555604 23.432259, 89.561888 23.502864, 89.556119 23.573506, 89.53842 23.642444, 89.50921 23.707977, 89.469194 23.768485, 89.419348 23.822472, 89.360896 23.868598, 89.29528000000001 23.905719, 89.224125 23.932914, 89.149197 23.949506, 89.072357 23.955083))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006249-260120142942310/datasets/export for details.
DOI: 10.15468/dl.jc2ck7
title: Occurrence Download

description: A dataset containing 180 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hordeum bogdanii",
 "Year 1970-2000"
 ]
}

 The dataset includes 180 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006252-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hc2cmk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((89.1534 23.964349, 89.076555 23.958772, 89.001621 23.94218, 88.93046099999999 23.914985, 88.864841 23.877864, 88.80638500000001 23.831738, 88.756535 23.777752, 88.716516 23.717243, 88.687304 23.65171, 88.66960400000001 23.582772, 88.66383500000001 23.512131, 88.67012 23.441526, 88.68828499999999 23.372695, 88.717866 23.307329, 88.758122 23.247032, 88.808053 23.193279, 88.866428 23.147387, 88.931811 23.110477, 89.002602 23.083449, 89.07707000000001 23.066965, 89.1534 23.061425, 89.22973 23.066965, 89.304198 23.083449, 89.374989 23.110477, 89.440372 23.147387, 89.49874699999999 23.193279, 89.548678 23.247032, 89.58893399999999 23.307329, 89.618515 23.372695, 89.63668 23.441526, 89.642965 23.512131, 89.637196 23.582772, 89.619496 23.65171, 89.590284 23.717243, 89.550265 23.777752, 89.500415 23.831738, 89.441959 23.877864, 89.376339 23.914985, 89.305179 23.94218, 89.230245 23.958772, 89.1534 23.964349))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006253-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18345893
title: Data_Digitally intermediated short food supply chains
DOI: 10.5281/zenodo.18345894
title: Data_Digitally intermediated short food supply chains
DOI: 10.15468/dl.wh43zt
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((51.85277 35.24421,88.14723 35.24421,88.14723 49.75579,51.85277 49.75579,51.85277 35.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Karatavia kultiassovii"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006256-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wyy7rs
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.755588 23.966959, 88.678741 23.961382, 88.60380600000001 23.94479, 88.532644 23.917595, 88.467023 23.880474, 88.40856599999999 23.834348, 88.358715 23.780362, 88.31869500000001 23.719853, 88.289483 23.65432, 88.271783 23.585382, 88.266013 23.51474, 88.27229800000001 23.444136, 88.290464 23.375305, 88.320046 23.309939, 88.360303 23.249642, 88.410235 23.195889, 88.46861 23.149997, 88.533995 23.113087, 88.604787 23.086059, 88.67925700000001 23.069575, 88.755588 23.064035, 88.831919 23.069575, 88.906389 23.086059, 88.977181 23.113087, 89.04256599999999 23.149997, 89.10094100000001 23.195889, 89.150873 23.249642, 89.19113 23.309939, 89.22071200000001 23.375305, 89.238878 23.444136, 89.24516300000001 23.51474, 89.23939300000001 23.585382, 89.221693 23.65432, 89.192481 23.719853, 89.152461 23.780362, 89.10261 23.834348, 89.04415299999999 23.880474, 88.978532 23.917595, 88.90737 23.94479, 88.832435 23.961382, 88.755588 23.966959))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006255-260120142942310/datasets/export for details.
DOI: 10.15468/dl.zfbayk
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((61.85277 36.24421,98.14723 36.24421,98.14723 50.75579,61.85277 50.75579,61.85277 36.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Kaufmannia semenovii"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006257-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fx2pfv
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hordeum brevisubulatum",
 "Year 1970-2000"
 ]
}

 The dataset includes 208 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006258-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.an259z
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((36.99390 44.30107,78.00610 44.30107,78.00610 60.69893,36.99390 60.69893,36.99390 44.30107))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Koeleria sclerophylla"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006259-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h8kp6
title: Occurrence Download

description: A dataset containing 292 records in GBIF matching the query:
SELECT
 '142' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= -8.098015256935714
 AND decimalLatitude &lt;= -4.045127286108716
 AND decimalLongitude &gt;= 134.90737609364098
 AND decimalLongitude &lt;= 140.555281007496
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 292 records were derived from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006243-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18345881
title: A brain dynamic model based on graph neural network reflect the inter-region interaction of cortical areas

description: This repository contains the code and results associated with the paper 'A brain dynamic model based on graph neural network reflect the inter-region interaction of cortical areas'. The data utilized in this study were derived from the open-source Human Connectome Project (HCP) dataset.
DOI: 10.5281/zenodo.18345880
title: A brain dynamic model based on graph neural network reflect the inter-region interaction of cortical areas

description: This repository contains the code and results associated with the paper 'A brain dynamic model based on graph neural network reflect the inter-region interaction of cortical areas'. The data utilized in this study were derived from the open-source Human Connectome Project (HCP) dataset.
DOI: 10.15468/dl.srtza3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((88.755748 23.969782, 88.678899 23.964205, 88.603962 23.947613, 88.532799 23.920418, 88.46717599999999 23.883297, 88.40871799999999 23.837171, 88.358867 23.783185, 88.31884599999999 23.722676, 88.28963299999999 23.657143, 88.27193200000001 23.588205, 88.26616300000001 23.517563, 88.272448 23.446959, 88.29061400000001 23.378128, 88.32019699999999 23.312762, 88.360454 23.252465, 88.410388 23.198712, 88.46876399999999 23.15282, 88.53415 23.11591, 88.604944 23.088883, 88.67941500000001 23.072398, 88.755748 23.066858, 88.832081 23.072398, 88.906552 23.088883, 88.977346 23.11591, 89.042732 23.15282, 89.101108 23.198712, 89.151042 23.252465, 89.191299 23.312762, 89.220882 23.378128, 89.239048 23.446959, 89.245333 23.517563, 89.239564 23.588205, 89.221863 23.657143, 89.19265 23.722676, 89.152629 23.783185, 89.102778 23.837171, 89.04432 23.883297, 88.978697 23.920418, 88.907534 23.947613, 88.83259700000001 23.964205, 88.755748 23.969782))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006261-260120142942310/datasets/export for details.
DOI: 10.15468/dl.6s4psc
title: Occurrence Download

description: A dataset containing 1277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elephas maximus maximus"
 ]
}

 The dataset includes 1277 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006262-260120142942310/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.31131838
title: Multi Proxy Isotope Analysis Refutes Trans-Oceanic Foraging and Reveals Dietary Complexity in Pterosaurs (Inductively Coupled Plasma Mass Spectrometer Data)

description: The ICP-MS (Inductively Coupled Plasma Mass Spectrometer) Data supporting the Nature paper "Multi Proxy Isotope Analysis Refutes Trans-Oceanic Foraging and Reveals Dietary Complexity in Pterosaurs"
DOI: 10.6084/m9.figshare.31131838.v1
title: Multi Proxy Isotope Analysis Refutes Trans-Oceanic Foraging and Reveals Dietary Complexity in Pterosaurs (Inductively Coupled Plasma Mass Spectrometer Data)

description: The ICP-MS (Inductively Coupled Plasma Mass Spectrometer) Data supporting the Nature paper "Multi Proxy Isotope Analysis Refutes Trans-Oceanic Foraging and Reveals Dietary Complexity in Pterosaurs"
DOI: 10.5281/zenodo.18280137
title: LibriTTS_UrbanSound8K
DOI: 10.5281/zenodo.18284906
title: LibriTTS_UrbanSound8K_defence_SE

description: The denoise methods are recorded in "metadata.csv". Among 3 methods, the denoiser of facebook acheives best result.
DOI: 10.15468/dl.pv425n
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Kazakhstan",
 "Geometry POLYGON((48.35277 40.24421,84.64723 40.24421,84.64723 54.75579,48.35277 54.75579,48.35277 40.24421))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Kosopoljanskia turkestanica"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006267-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.