cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rp5nd5
title: Occurrence Download

description: A dataset containing 84509 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 (Oenothera biennis)"
 ]
}

 The dataset includes 84509 records from 1250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002904-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d3m9yt
title: Occurrence Download

description: A dataset containing 139459 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Italy",
 "Geometry POLYGON((8.5751 46.13615,8.55095 44.70351,10.28139 44.25279,11.47258 44.98521,10.49066 46.19249,9.36386 46.34541,8.5751 46.13615))",
 "OccurrenceStatus is Present",
 "Year 2022-2023"
 ]
}

 The dataset includes 139459 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0238901-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3swnxs
title: Occurrence Download

description: A dataset containing 65947 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypopitys Hill"
 ]
}

 The dataset includes 65947 records from 671 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0284511-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d3yjd
title: Occurrence Download

description: A dataset containing 151 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ololygon obtriangulata (Lutz, 1973)"
 ]
}

 The dataset includes 151 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0207808-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guhpyh
title: Occurrence Download

description: A dataset containing 111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulex europaeus L.",
 "Year 1000-1800"
 ]
}

 The dataset includes 111 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261667-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6fz3tt
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lycianthes biflora (Lour.) Bitter",
 "HasCoordinate is true",
 "Country is Japan",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 67 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0204903-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a6ukms
title: Occurrence Download

description: A dataset containing 35736 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Phyla nodiflora (L.) Greene",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 35736 records from 578 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0261685-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ej8svk
title: Occurrence Download

description: A dataset containing 2709 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Norway, Sweden)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gulo gulo (Linnaeus, 1758)",
 "Year 1993-2003"
 ]
}

 The dataset includes 2709 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0175573-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98ve8t
title: Occurrence Download

description: A dataset containing 117508 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Orthilia Raf."
 ]
}

 The dataset includes 117508 records from 619 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0284521-220831081235567/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.28668398
title: <b>Predicting Stroke Risk Dataset</b>

description: This study addresses stroke as a critical global health issue by employing a comprehensive, data-driven approach to improve early risk prediction and intervention. Utilizing a dataset of 5,110 records, the research combines statistical analysis, machine learning (ML) classification, clustering techniques, and survival modeling to identify key predictors of stroke. Descriptive analysis highlights age, average glucose level, BMI, hypertension, and heart disease as the most significant risk factors, with stroke prevalence reaching 13.25% among hypertensive individuals and 17.03% among those with heart disease. Former and current smokers also demonstrate elevated stroke risk. Clustering using PCA and t-SNE reveals high-risk groups characterized by older age and high glucose levels. ML evaluation shows that XGBoost provides the best precision-recall balance, while Naïve Bayes achieves the highest recall (0.404), offering greater sensitivity to stroke detection. Feature importance analysis consistently ranks glucose, BMI, and age as dominant predictors, with XGBoost assigning high weight to cardiovascular conditions. Survival analysis using Kaplan-Meier and Cox regression models shows stroke risk increases sharply after age 60, with hypertension linked to a 31.9% higher risk. The results emphasize the value of early screening and targeted intervention, suggesting future improvements via class-balancing techniques and real-time clinical tools.
DOI: 10.15468/dl.szbx7y
title: Occurrence Download

description: A dataset containing 48732 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gnetopsida"
 ]
}

 The dataset includes 48732 records from 362 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006998-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fz4m6f
title: Occurrence Download

description: A dataset containing 882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Inventario de Fauna Vertebrada de la Reserva Forestal Protectora Regional de los Cañones de los Ríos Melcocho y Santo Domingo"
 ]
}

 The dataset includes 882 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038612-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ugtv9k
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Selaginella intermedia var. dolichocentrus K.M.Wong"
 ]
}

 The dataset includes 13 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006998-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ck7rg
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Caracterización de la ictiofauna asociada a los manglares de Tribugá - Nuquí, 2016"
 ]
}

 The dataset includes 26 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038618-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgh025
title: Occurrence Download

description: A dataset containing 6541 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Likona Invertebrates"
 ]
}

 The dataset includes 6541 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006999-150615163101818/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8h7ezp
title: Occurrence Download

description: A dataset containing 3065 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salix ×rubens Schrank",
 "Country is Belgium"
 ]
}

 The dataset includes 3065 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006999-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujfdk6
title: Occurrence Download

description: A dataset containing 24 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Comunidad de Herpetos Presentes en la Ciénaga de Montaño, Municipio del Carmen de Atrato"
 ]
}

 The dataset includes 24 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038642-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3pjpu
title: Occurrence Download

description: A dataset containing 67027 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cypripedium calceolus L."
 ]
}

 The dataset includes 67027 records from 429 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005665-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.brcbbd
title: Occurrence Download

description: A dataset containing 228972 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gekkonidae"
 ]
}

 The dataset includes 228972 records from 222 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006999-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apfrxi
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Jenynsia obscura (Weyenbergh, 1877)"
 ]
}

 The dataset includes 8 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006999-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6nhzh6
title: Occurrence Download

description: A dataset containing 461141 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elanus leucurus (Vieillot, 1818)"
 ]
}

 The dataset includes 461141 records from 264 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031617-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7aavrv
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amblypharyngodon mola (Hamilton, 1822)"
 ]
}

 The dataset includes 123 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006999-160822134323880/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d63rvh
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Meiglyptes tristis (Horsfield, 1821)",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 199 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047348-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.so5uud
title: Occurrence Download

description: A dataset containing 77527425 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liliopsida"
 ]
}

 The dataset includes 77527425 records from 2402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006999-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/bf496cc6-c205-4451-9dcb-f921eff8cb2d
title: Dataset of Jammed Deformable Hydrogel Suspensions (JDHS) - Rheology Measurements & Microscopy Images

description: The following dataset has:<br>An Excel (spreadsheet) file containing the oscillatory strain amplitude sweep measurements of representative jammed deformable hydrogel suspensions (JDHS).Optical microscopy images at different magnifications of the JDHS in question.<br>The data is made available primarily through the doctoral dissertation of the corresponding author (Anand Raja). A summary of the JDHS, along with the experimental results, is available on the first spreadsheet. This is consistent with the labels and information provided in the doctoral dissertation.
DOI: 10.4121/bf496cc6-c205-4451-9dcb-f921eff8cb2d.v1
title: Dataset of Jammed Deformable Hydrogel Suspensions (JDHS) - Rheology Measurements & Microscopy Images

description: The following dataset has:<br>An Excel (spreadsheet) file containing the oscillatory strain amplitude sweep measurements of representative jammed deformable hydrogel suspensions (JDHS).Optical microscopy images at different magnifications of the JDHS in question.<br>The data is made available primarily through the doctoral dissertation of the corresponding author (Anand Raja). A summary of the JDHS, along with the experimental results, is available on the first spreadsheet. This is consistent with the labels and information provided in the doctoral dissertation.
DOI: 10.5281/zenodo.14724433
title: Demand Starter Data Kit: selected socio-economic and technical demand modelling data for Migori County, Kenya.

description: A socio-economic and technical demand modelling starter data kit for Migori County, Kenya. This starter data kit extracts data from websites, annual reports and databases of international and national organisations alongside existing modelling databases and academic articles. Open and accessible data sources were used. The selected data includes data on population (total, urban, rural, growth), GCP (total, agriculture, construction, mining, manufacturing, services, energy, growth), county and national energy balances, energy intensities and electrification rates. This ‘starter kit’ of data aims to act as a starting point for teaching, capacity building efforts, and for further data collection, model development and scenario analysis to produce county resolution demand projections. All data sources are linked where possible.
DOI: 10.5281/zenodo.14724434
title: Demand Starter Data Kit: selected socio-economic and technical demand modelling data for Migori County, Kenya.

description: A socio-economic and technical demand modelling starter data kit for Migori County, Kenya. This starter data kit extracts data from websites, annual reports and databases of international and national organisations alongside existing modelling databases and academic articles. Open and accessible data sources were used. The selected data includes data on population (total, urban, rural, growth), GCP (total, agriculture, construction, mining, manufacturing, services, energy, growth), county and national energy balances, energy intensities and electrification rates. This ‘starter kit’ of data aims to act as a starting point for teaching, capacity building efforts, and for further data collection, model development and scenario analysis to produce county resolution demand projections. All data sources are linked where possible.
DOI: 10.5281/zenodo.14724419
title: Demand Starter Data Kit: selected socio-economic and technical demand modelling data for Homa Bay County, Kenya.

description: A socio-economic and technical demand modelling starter data kit for Homa Bay County, Kenya. This starter data kit extracts data from websites, annual reports and databases of international and national organisations alongside existing modelling databases and academic articles. Open and accessible data sources were used. The selected data includes data on population (total, urban, rural, growth), GCP (total, agriculture, construction, mining, manufacturing, services, energy, growth), county and national energy balances, energy intensities and electrification rates. This ‘starter kit’ of data aims to act as a starting point for teaching, capacity building efforts, and for further data collection, model development and scenario analysis to produce county resolution demand projections. All data sources are linked where possible.
DOI: 10.5281/zenodo.14724420
title: Demand Starter Data Kit: selected socio-economic and technical demand modelling data for Homa Bay County, Kenya.

description: A socio-economic and technical demand modelling starter data kit for Homa Bay County, Kenya. This starter data kit extracts data from websites, annual reports and databases of international and national organisations alongside existing modelling databases and academic articles. Open and accessible data sources were used. The selected data includes data on population (total, urban, rural, growth), GCP (total, agriculture, construction, mining, manufacturing, services, energy, growth), county and national energy balances, energy intensities and electrification rates. This ‘starter kit’ of data aims to act as a starting point for teaching, capacity building efforts, and for further data collection, model development and scenario analysis to produce county resolution demand projections. All data sources are linked where possible.
DOI: 10.5281/zenodo.14724394
title: Demand Starter Data Kit: selected socio-economic and technical demand modelling data for Kisumu County, Kenya.

description: A socio-economic and technical demand modelling starter data kit for Kisumu County, Kenya. This starter data kit extracts data from websites, annual reports and databases of international and national organisations alongside existing modelling databases and academic articles. Open and accessible data sources were used. The selected data includes data on population (total, urban, rural, growth), GCP (total, agriculture, construction, mining, manufacturing, services, energy, growth), county and national energy balances, energy intensities and electrification rates. This ‘starter kit’ of data aims to act as a starting point for teaching, capacity building efforts, and for further data collection, model development and scenario analysis to produce county resolution demand projections. All data sources are linked where possible.
DOI: 10.5281/zenodo.14724395
title: Demand Starter Data Kit: selected socio-economic and technical demand modelling data for Kisumu County, Kenya.

description: A socio-economic and technical demand modelling starter data kit for Kisumu County, Kenya. This starter data kit extracts data from websites, annual reports and databases of international and national organisations alongside existing modelling databases and academic articles. Open and accessible data sources were used. The selected data includes data on population (total, urban, rural, growth), GCP (total, agriculture, construction, mining, manufacturing, services, energy, growth), county and national energy balances, energy intensities and electrification rates. This ‘starter kit’ of data aims to act as a starting point for teaching, capacity building efforts, and for further data collection, model development and scenario analysis to produce county resolution demand projections. All data sources are linked where possible.
DOI: 10.6084/m9.figshare.28296323
title: Supplementary Material for: A real-world pharmacovigilance analysis for Demethylation drug: findings from the FDA adverse event reporting database

description: Introduction:
The real-world safety profiles of the demethylating agents Azacitidine and Decitabine remain inadequately characterized despite their widespread clinical use. Both drugs are extensively employed for the treatment of hematologic malignancies such as myelodysplastic syndromes (MDS) and acute myeloid leukemia (AML). This study aims to evaluate their adverse event (AE) profiles by leveraging data from the U.S. Food and Drug Administration (FDA) Adverse Event Reporting System (FAERS) database.
Methods: All adverse drug event (ADE) data related to Azacitidine and Decitabine were collected from the FAERS database from its inception through the second quarter of 2024 (Q2). After standardizing the data, four disproportionality methods were applied to evaluate the association between Azacitidine, Decitabine, and ADEs. The Weibull shape parameter (WSP) was used to analyze the time-to-onset curves.
Results: Among the 15,538 ADEs where Azacitidine was the primary suspect drug, a total of 439 preferred terms (PTs) and two system organ classes (SOCs) showed significant disproportionality across all four algorithms. These SOCs included INFECTIONS AND INFESTATIONS (n=7328, ROR 3.78) and BLOOD AND LYMPHATIC SYSTEM DISORDERS (n=5613, ROR 8.92). Compared with the Azacitidine label, 52 previously unreported ADEs were identified at the PT level. Among the 3,064 ADEs where Decitabine was the primary suspect drug, a total of 200 PTs and two SOCs exhibited significant disproportionality across all four algorithms. These SOCs included BLOOD AND LYMPHATIC SYSTEM DISORDERS (n=1284, ROR 6.53) and SURGICAL AND MEDICAL PROCEDURES (n=571, ROR 3.41). Compared with the Decitabine label, 29 previously unreported ADEs were identified at the PT level. Furthermore, the Bayesian Confidence Propagation Neural Network (BCPNN) algorithm revealed that the highest IC025 values for both Azacitidine and Decitabine were concentrated in SOCs related to benign, malignant, and unspecified tumors.
Conclusion: In summary, using the FAERS database, we compared the real-world safety profiles of two demethylating agents, Azacitidine and Decitabine. The results indicate that adverse drug reactions (ADRs) related to these two agents are concentrated in the hematologic, respiratory, circulatory, and digestive systems, as well as in neoplasms of unspecified nature, warranting close clinical attention.
DOI: 10.15468/dl.wxtubm
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pandalus nipponensis Yokoya, 1933",
 "Geometry POLYGON((170 20, 170 50, 120 50, 120 20, 170 20))",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002065-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.