cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17772693
title: Datasets from experimental measurements for Korolainen et al. "Assessing vitamin E acetate as a proxy for E-cigarette additives in a realistic pulmonary surfactant model" Sci. Rep. 2024, 14:23805.

description: Datasets with experimental data for the paper Korolainen et al. "Assessing vitamin E acetate as a proxy for E-cigarette additives in a realistic pulmonary surfactant model" Sci. Rep. 2024, 14:23805.

The data for Fig. 1 b-e (surface pressure kinetics measurments) and Fig. 2 (surface pressure - surface area isotherms) are provided.
DOI: 10.5281/zenodo.17772692
title: Datasets from experimental measurements for Korolainen et al. "Assessing vitamin E acetate as a proxy for E-cigarette additives in a realistic pulmonary surfactant model" Sci. Rep. 2024, 14:23805.

description: Datasets with experimental data for the paper Korolainen et al. "Assessing vitamin E acetate as a proxy for E-cigarette additives in a realistic pulmonary surfactant model" Sci. Rep. 2024, 14:23805.

The data for Fig. 1 b-e (surface pressure kinetics measurments) and Fig. 2 (surface pressure - surface area isotherms) are provided.
DOI: 10.15468/dl.ux2hbz
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Longicollum edmondsi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019038-251120083545085/datasets/export for details.
DOI: 10.15468/dl.zstuwc
title: Occurrence Download

description: A dataset containing 13356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Campephilus magellanicus"
 ]
}

 The dataset includes 13356 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019037-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uquarc
title: Occurrence Download

description: A dataset containing 749213 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Historical Bird Atlas"
 ]
}

 The dataset includes 749213 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019027-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxrhrc
title: Occurrence Download

description: A dataset containing 83095 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present",
 "TaxonKey is Tulipa"
 ]
}

 The dataset includes 83095 records from 554 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019012-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2wg9zc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hystrichis tricolor",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019040-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17430613
title: Data for Magee et al. Technical note: Investigation into the relationship between zircon structural damage and Pb mobility using chemical abrasion, SIMS, Raman spectroscopy, and atom probe tomography

description: DAta dump for "Technical note: Investigation into the relationship betweenzircon structural damage and Pb mobility using chemicalabrasion, SIMS, Raman spectroscopy, and atom probetomography" by Magee et al. Geochronology 2025
DOI: 10.5281/zenodo.17430612
title: Data for Magee et al. Technical note: Investigation into the relationship between zircon structural damage and Pb mobility using chemical abrasion, SIMS, Raman spectroscopy, and atom probe tomography

description: DAta dump for "Technical note: Investigation into the relationship betweenzircon structural damage and Pb mobility using chemicalabrasion, SIMS, Raman spectroscopy, and atom probetomography" by Magee et al. Geochronology 2025
DOI: 10.15468/dl.k2z79q
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Echinochasmus pelecani",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019042-251120083545085/datasets/export for details.
DOI: 10.5281/zenodo.17518526
title: Global Hourly Electricity Demand Dataset Segregated by Season and Day Type: Tracking Changes Across COVID-19 Lockdown Phases

description: This dataset provides a cross-country time series of hourly typical electricity usage designed for comparative analysis of consumption patterns before, during, and after the strictest COVID-19 lockdown periods. The dataset aggregates and normalises raw usage data to present the typical hourly demand for [Number] countries, segmented by season and day type (weekday vs. weekend).

The primary utility of this data is to facilitate standardised analyses of the non-pharmaceutical intervention (NPI) impact on energy consumption globally. The data processing pipeline uses external master data, including government response metrics derived from the Oxford COVID-19 Government Response Tracker (OxCGRT), to precisely define and standardise the "strictest lockdown period" for each country.

The dataset is shared in two primary formats to maximise reusability and accessibility:



PostgreSQL Database Dump Files (.sql):



This is the recommended format for researchers seeking to replicate the full data environment or integrate the data into an existing pipeline. The files were generated from a PostgreSQL [Insert PG Version] database.

dataset_schema_only: Contains the six table definitions, including all primary keys, foreign key relationships, and constraints, but no data. This is ideal for those who wish to populate the schema with their own data.

dataset_full: Contains the full schema and all underlying data. This file can be used to instantly instantiate a complete, working PostgreSQL database for immediate analysis.


Comma-Separated Value Files (.csv):



Six individual CSV files are provided, with each file corresponding exactly to one table in the relational schema.

This format offers the most direct access to the data, allowing users to easily import the records into any statistical software or alternative database management system without requiring a PostgreSQL environment setup.



The database is composed of six interrelated tables, featuring the core typical_daily_usage_patterns table and five supporting tables.
DOI: 10.5281/zenodo.17509246
title: Global Hourly Electricity Demand Dataset Segregated by Season and Day Type: Tracking Changes Across COVID-19 Lockdown Phases

description: This dataset provides a cross-country time series of hourly typical electricity usage designed for comparative analysis of consumption patterns before, during, and after the strictest COVID-19 lockdown periods. The dataset aggregates and normalises raw usage data to present the typical hourly demand for [Number] countries, segmented by season and day type (weekday vs. weekend).

The primary utility of this data is to facilitate standardised analyses of the non-pharmaceutical intervention (NPI) impact on energy consumption globally. The data processing pipeline uses external master data, including government response metrics derived from the Oxford COVID-19 Government Response Tracker (OxCGRT), to precisely define and standardise the "strictest lockdown period" for each country.

The dataset is shared in two primary formats to maximise reusability and accessibility:



PostgreSQL Database Dump Files (.sql):



This is the recommended format for researchers seeking to replicate the full data environment or integrate the data into an existing pipeline. The files were generated from a PostgreSQL [Insert PG Version] database.

dataset_schema_only: Contains the six table definitions, including all primary keys, foreign key relationships, and constraints, but no data. This is ideal for those who wish to populate the schema with their own data.

dataset_full: Contains the full schema and all underlying data. This file can be used to instantly instantiate a complete, working PostgreSQL database for immediate analysis.


Comma-Separated Value Files (.csv):



Six individual CSV files are provided, with each file corresponding exactly to one table in the relational schema.

This format offers the most direct access to the data, allowing users to easily import the records into any statistical software or alternative database management system without requiring a PostgreSQL environment setup.



The database is composed of six interrelated tables, featuring the core typical_daily_usage_patterns table and five supporting tables.
DOI: 10.15468/dl.rj8sqa
title: Occurrence Download

description: A dataset containing 42652 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Canada, United States of America, Korea, Republic of)",
 "TaxonKey is Ambrosia trifida"
 ]
}

 The dataset includes 42652 records from 286 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019043-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17772732
title: Data on hospitalizations, atmospheric variables, and pollutant concentrations to São Paulo city, collected by the CAIPORA project.
DOI: 10.5281/zenodo.17772731
title: Data on hospitalizations, atmospheric variables, and pollutant concentrations to São Paulo city, collected by the CAIPORA project.
DOI: 10.15468/dl.8m4xwa
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acanthogyrus tylosuri",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019044-251120083545085/datasets/export for details.
DOI: 10.15468/dl.x9g5ss
title: Occurrence Download

description: A dataset containing 59436 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Korea, Republic of",
 "Geometry POLYGON((129.36706 35.48767,129.3394 35.43192,129.32629 35.36783,129.25202 35.31675,129.22727 35.21688,129.18941 35.17642,129.11805 35.15975,129.10349 35.10021,129.09039 35.06446,128.9637 35.03942,128.90982 34.98337,128.86759 34.8568,129.15159 34.83348,129.46596 34.8164,129.674 35.01543,129.75259 35.44969,129.58154 35.6791,129.36706 35.48767))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 59436 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019028-251120083545085/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.30494093
title: Computational Identification of Blood-Brain Barrier permeant Microbiome Metabolites with Binding Affinity to Neurotransmitter Receptors in Neurodevelopmental Disorders

description: The gut microbiome produces thousands of metabolites with potential to modulate central nervous system function through peripheral or direct neural mechanisms. Tourette syndrome, attention-deficit/hyperactivity disorder, and autism spectrum disorder exhibit shared neurotransmitter dysregulation and microbiome alterations, yet mechanistic links between microbial metabolites and receptor-mediated neuromodulation remain unclear. We screened 27642 microbiome SMILES metabolites for blood-brain barrier permeability using rule-based SwissADME classification and a PyTorch neural network trained on 7807 experimental compounds (test accuracy 86.2%, AUC 0.912). SwissADME identified 1696 BBB-crossing metabolites following Lipinski's criteria, while PyTorch classified 2484 metabolites with expanded physicochemical diversity. Following 3D conformational optimization (from SMILES) and curation based on ≤ 32 rotatable bonds, molecular docking was performed against five neurotransmitter receptors representing ionotropic (GABRA2, GRIA2, GRIN2B) and metabotropic (DRD4, HTR1A) receptor classes. Top 50 ligands across five receptors demonstrated method-specific BBB classification (44% SwissADME-only, 44% PyTorch-only, 12% overlap), validating complementary prediction approaches. Fungal metabolites from <i>Ascomycota</i> dominated high-affinity top ligands (66%) and menaquinone MK-7 showed broad phylogenetic conservation (71.4% of phylum). Our results establish detailed receptor-metabolite interaction maps, with fungal metabolites dominating high-affinity ligands, challenging the prevailing bacterial focus in microbiome and providing a foundation for precision medicine and a framework for developing microbiome-targeted therapeutics to address clinical needs in neurodevelopmental disorders.
DOI: 10.6084/m9.figshare.30494093.v1
title: Computational Identification of Blood-Brain Barrier permeant Microbiome Metabolites with Binding Affinity to Neurotransmitter Receptors in Neurodevelopmental Disorders

description: The gut microbiome produces thousands of metabolites with potential to modulate central nervous system function through peripheral or direct neural mechanisms. Tourette syndrome, attention-deficit/hyperactivity disorder, and autism spectrum disorder exhibit shared neurotransmitter dysregulation and microbiome alterations, yet mechanistic links between microbial metabolites and receptor-mediated neuromodulation remain unclear. We screened 27642 microbiome SMILES metabolites for blood-brain barrier permeability using rule-based SwissADME classification and a PyTorch neural network trained on 7807 experimental compounds (test accuracy 86.2%, AUC 0.912). SwissADME identified 1696 BBB-crossing metabolites following Lipinski's criteria, while PyTorch classified 2484 metabolites with expanded physicochemical diversity. Following 3D conformational optimization (from SMILES) and curation based on ≤ 32 rotatable bonds, molecular docking was performed against five neurotransmitter receptors representing ionotropic (GABRA2, GRIA2, GRIN2B) and metabotropic (DRD4, HTR1A) receptor classes. Top 50 ligands across five receptors demonstrated method-specific BBB classification (44% SwissADME-only, 44% PyTorch-only, 12% overlap), validating complementary prediction approaches. Fungal metabolites from <i>Ascomycota</i> dominated high-affinity top ligands (66%) and menaquinone MK-7 showed broad phylogenetic conservation (71.4% of phylum). Our results establish detailed receptor-metabolite interaction maps, with fungal metabolites dominating high-affinity ligands, challenging the prevailing bacterial focus in microbiome and providing a foundation for precision medicine and a framework for developing microbiome-targeted therapeutics to address clinical needs in neurodevelopmental disorders.
DOI: 10.15468/dl.4dp88p
title: Occurrence Download

description: A dataset containing 151992 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ondatra zibethicus",
 "DatasetKey is one of (VMM - Rat control occurrences in Flanders, Belgium, Muskrat captures in Flanders, Belgium, MICA - Muskrat occurrences collected by RATO in East Flanders, Belgium, MICA - Muskrat occurrences collected by VMM in Flanders, Belgium, RATO - daily operations commissioned by the province East Flanders, Belgium)"
 ]
}

 The dataset includes 151992 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019036-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.akz4ak
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Turbonilla vineae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019045-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7uv6em
title: Occurrence Download

description: A dataset containing 765660 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingOrg is 7ce8aef0-9e92-11dc-8738-b8a03c50a862",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 765660 records from 22355 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019041-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mzy7uu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Elatostema panayense Merr."
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042234-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h3suuc
title: Occurrence Download

description: A dataset containing 1466849 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.34725 2.44918,-73.17709 2.44918,-73.17709 4.97587,-75.34725 4.97587,-75.34725 2.44918))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1466849 records from 603 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121494-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.daiuzw
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trigonisca meridionalis Albuquerque & Camargo, 2007"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008156-180824113759888/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26300/4r0k-re86
title: Fox River
DOI: 10.15468/dl.hnheck
title: Occurrence Download

description: A dataset containing 4539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Vallisneria natans (Lour.) H.Hara, Salvinia natans (L.) All.)",
 "HasCoordinate is true",
 "Year is greater than 1900"
 ]
}

 The dataset includes 4539 records from 168 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042232-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ts8vka
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Global diversity and distributions of symbiotic copepod crustaceans living on octocorallians"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0108386-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kiua6x
title: Occurrence Download

description: A dataset containing 447 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1960-1990",
 "HasCoordinate is true",
 "TaxonKey is Ara ararauna (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 447 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008156-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.igi9j0
title: Occurrence Download

description: A dataset containing 1767 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rosa laevigata Michx."
 ]
}

 The dataset includes 1767 records from 86 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021507-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tnjpzn
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "or" : [
 "TaxonKey is Xerophaeus appendiculatus Purcell, 1907",
 "TaxonKey is Vidole helicigyna Griswold, 1990",
 "TaxonKey is Trabea purcelli Roewer, 1951"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053496-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uwhcdy
title: Occurrence Download

description: A dataset containing 235 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Pteris incompleta Cav."
 ]
}

 The dataset includes 235 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042209-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k8skyh
title: Occurrence Download

description: A dataset containing 6989 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Unknown evidence"
 ]
 },
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eleutherodactylidae"
 ]
}

 The dataset includes 6989 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081153-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uzh7yr
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "CatalogNumber" : [
 "is 217880"
 ]
}

 The dataset includes 110 records from 101 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0121531-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4e983h
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erysimum slavjankae Ancev & Polatschek"
 ]
}

 The dataset includes 10 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042289-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.