cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7868pq
title: Occurrence Download

description: A dataset containing 8894 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "DatasetKey is iNaturalist Research-grade Observations",
 {
 "or" : [
 "Geometry POLYGON((-116.6163 45.53236,-114.15747 45.53236,-114.15747 45.74725,-116.6163 45.74725,-116.6163 45.53236))",
 "Geometry POLYGON((-128.42092 23.64625,-65.1315 23.64625,-65.1315 50.19345,-128.42092 50.19345,-128.42092 23.64625))"
 ]
 },
 "HasGeospatialIssue is false",
 "Month is one of (March, April, May, June, July, August)",
 "TaxonKey is Asclepias syriaca L.",
 "Year is 2024"
 ]
}

 The dataset includes 8894 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014066-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwp6d9
title: Occurrence Download

description: A dataset containing 1120920 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Polyommatus icarus (von Rottemburg, 1775)"
 ]
}

 The dataset includes 1120920 records from 2163 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024498-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqreha
title: Occurrence Download

description: A dataset containing 614017 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is Danaus plexippus",
 "Country is United States of America"
 ]
}

 The dataset includes 614017 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006918-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yt666
title: Occurrence Download

description: A dataset containing 439 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Material sample, Material citation, Specimen, Fossil)",
 "Geometry POLYGON((-122.90255 -28.18518,3.60873 -28.18518,3.60873 22.47965,-122.90255 22.47965,-122.90255 -28.18518))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Quiscalus lugubris",
 "Year 1882-2024"
 ]
}

 The dataset includes 439 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006938-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e239394
title: HIFLD OPEN Land Mobile Broadcast Towers

description: This dataset represents the Land Mobile Broadcast tower locations as recorded by the Federal Communications Commission. Serve as base information for use in GIS systems for general planning, analytical, and research purposes. It is not intended for engineering work or to legally define FCC licensee data or FCC market boundaries. The material in these data and text files are provided as-is. The FCC disclaims all warranties with regard to the contents of these files, including their fitness. In no event shall the FCC be liable for any special, indirect, or consequential damages whatsoever resulting from loss or use, data or profits, whether in connection with the use or performance of the contents of these files, action of contract, negligence, or other action arising out of, or in connection with the use of the contents of these files. It is know that there are some errors in the licensing information - Latitude, Longitude and Ground Elevation data as well as frequency assignment data from which these files were generated. Data source: Federal Communications Commission. Data and details are hosted by HIFLD as received from the data provider.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.3886/e239394v1
title: HIFLD OPEN Land Mobile Broadcast Towers

description: This dataset represents the Land Mobile Broadcast tower locations as recorded by the Federal Communications Commission. Serve as base information for use in GIS systems for general planning, analytical, and research purposes. It is not intended for engineering work or to legally define FCC licensee data or FCC market boundaries. The material in these data and text files are provided as-is. The FCC disclaims all warranties with regard to the contents of these files, including their fitness. In no event shall the FCC be liable for any special, indirect, or consequential damages whatsoever resulting from loss or use, data or profits, whether in connection with the use or performance of the contents of these files, action of contract, negligence, or other action arising out of, or in connection with the use of the contents of these files. It is know that there are some errors in the licensing information - Latitude, Longitude and Ground Elevation data as well as frequency assignment data from which these files were generated. Data source: Federal Communications Commission. Data and details are hosted by HIFLD as received from the data provider.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.3886/e141121v3
title: Historic Redlining Indicator for 2000, 2010, and 2020 US Census Tracts

description: The Home Owners’ Loan Corporation (HOLC) was a U.S. federal agency
that graded mortgage investment risk of neighborhoods across the U.S. between
1935 and 1940. HOLC residential security maps standardized neighborhood risk appraisal
methods that included race and ethnicity, pioneering the institutional logic of
residential “redlining.”
The Mapping Inequality Project digitized the HOLC mortgage
security risk maps from the 1930s. We overlaid the HOLC maps with 2010 and 2020 census tracts for 142
cities across the U.S. using ArcGIS and determined the proportion of HOLC
residential security grades contained within the boundaries. We assigned a numerical value to each HOLC risk category as
follows: 1 for “A” grade, 2 for “B” grade, 3 for “C” grade, and 4 for “D”
grade. We calculated a historic redlining score from the summed proportion of
HOLC residential security grades multiplied by a weighting factor based on area
within each census tract. A higher score means greater redlining of the census
tract. Continuous historic redlining score, assessing the degree of
“redlining,” as well as 4 equal interval divisions of redlining, can
be linked to existing data sources by census tract identifier allowing for one
form of structural racism in the housing market to be assessed with a variety
of outcomes. The 2010 files are set to census 2010 tract boundaries. The 2020 files use the new census 2020 tract boundaries, reflecting the increase in the number of tracts from 12,888 in 2010, to 13,488 in 2020. Use the 2010 HRI with decennial census 2010 or ACS 2010-2019 data. As of publication (10/15/2020) decennial census 2020 data for the P1 (population) and H1 (housing) files are available from census. Updated (8/9/2023) - The Historic Redlining Score has been renamed the Historic Redlining Indicator or HRI. The HRI has also been calculated for Census 2000 boundaries.
description: Smallest Geographic Unit: census tract
DOI: 10.21227/sch3-j385
title: "Modeling and Optimization of Two-Terminal Spin-Orbit-Torque MRAM"

description: "This paper presents physical modeling and benchmarking for two-terminal spin-orbit torque magnetic random-access memory (2T-SOT-MRAM). The results indicate that the common SOT materials that provide only in-plane torque can provide little to no improvement over spin-transfer-torque (STT) MRAM in terms of write energy. However, emerging SOT materials that provide out-of-plane torques with efficiencies as small as 0.1 can result in significant improvements in the write energy for such 2-terminal devices, especially when the magnet lateral dimensions are scaled down to 30 or 20 nm. Additionally, a novel 2T-SOT MRAM device is proposed that can increase the path electrons pass through the SOT layer; hence, increasing the generated spin current and the energy efficiency of the device. Our benchmarking results indicate that an out-of-plane SOT efficiency of 0.051 for 20nm wide devices can result in write energies approaching SRAM at the 7nm technology node.  "
DOI: 10.15468/dl.awxqm2
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Ceratophrys aurita"
 ]
}

 The dataset includes 120 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006940-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5439/3000237
title: Synoptic Weather Regime Classifications for September, October and November, from 2000 to 2025

description: The synoptic weather regime classification has become a highly demanded product for the ARM site in recent years. This type of regime classification has shown applications in various studies and topics, including aerosol-cloud interactions, land-atmosphere interactions, and cloud radiative effects. The VAP employs an unsupervised machine learning method, Self-organizing map (SOM), to classify weather regimes for each day of the AMF campaigns and fixed sites, using ERA5 data. This idea is mainly based on our published study for TRACER in Wang et al. (2022, JGR-A).
DOI: 10.15468/dl.87byzk
title: Occurrence Download

description: A dataset containing 4861473 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (Switzerland, Liechtenstein)",
 "OccurrenceStatus is Present",
 "TaxonKey is Chordata",
 "Year 1970-2025"
 ]
}

 The dataset includes 4861473 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006917-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c3py9s
title: Occurrence Download

description: A dataset containing 6444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-84.597 10.302, -84.583 10.302, -84.583 10.315, -84.597 10.315, -84.597 10.302))",
 "EventDate is greater than or equal to 1900-01-01",
 "EventDate is less than or equal to 2025-10-30"
 ]
}

 The dataset includes 6444 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006941-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16992900
title: Computational and Data-Driven Insights into Moringa oleifera Metabolites as SARS-CoV-2 Main Prote-ase Inhibitors

description: Description:

This dataset contains the computational results supporting the findings of the article:

"Computational and Data-Driven Insights into Moringa oleifera Metabolites as SARS-CoV-2 Main Protease Inhibitors"

The repository provides the necessary data for reproducibility and includes:





Molecular docking outputs and scores




Ligand topology files parameterized with the GAFF force field via ACPYPE (AM1-BCC charges)




Results from molecular dynamics (MD) trajectory analysis, including:





MM/PBSA binding free energy calculations performed with gmx_MMPBSA




Free Energy Landscapes (FEL)




Root-mean-square fluctuation (RMSF) and other stability metrics






Inputs and results from the Machine Learning (Random Forest) binding energy prediction workflow




Scripts for analysis, plotting (e.g., FEL, DCCM), and automation




All main and supplementary figures from the manuscript



All structures were parameterized using GAFF via ACPYPE, with charges assigned using the AM1-BCC method in Antechamber.

Each subfolder contains a dedicated README.md file with detailed explanations of the file contents, formats, and methods used for data generation. Additional scripts and raw data are available from the corresponding author upon reasonable request.
DOI: 10.5281/zenodo.15812554
title: Computational and Data-Driven Insights into Moringa oleifera Metabolites as SARS-CoV-2 Main Prote-ase Inhibitors

description: Description:

This dataset contains the computational results supporting the findings of the article:

"Computational and Data-Driven Insights into Moringa oleifera Metabolites as SARS-CoV-2 Main Protease Inhibitors"

The repository provides the necessary data for reproducibility and includes:





Molecular docking outputs and scores




Ligand topology files parameterized with the GAFF force field via ACPYPE (AM1-BCC charges)




Results from molecular dynamics (MD) trajectory analysis, including:





MM/PBSA binding free energy calculations performed with gmx_MMPBSA




Free Energy Landscapes (FEL)




Root-mean-square fluctuation (RMSF) and other stability metrics






Inputs and results from the Machine Learning (Random Forest) binding energy prediction workflow




Scripts for analysis, plotting (e.g., FEL, DCCM), and automation




All main and supplementary figures from the manuscript



All structures were parameterized using GAFF via ACPYPE, with charges assigned using the AM1-BCC method in Antechamber.

Each subfolder contains a dedicated README.md file with detailed explanations of the file contents, formats, and methods used for data generation. Additional scripts and raw data are available from the corresponding author upon reasonable request.
DOI: 10.15468/dl.4jzhgq
title: Occurrence Download

description: A dataset containing 24967 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mammal records for Europe via the iMammalia app"
 ]
}

 The dataset includes 24967 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006944-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2ntdmj
title: CCDC 2467278: Experimental Crystal Structure Determination

description: Related Article: Rajata Kumar Sahoo, Christoph Wölper, Joost Möbius, Stephan Schulz|2025|Chem.Commun.|61|16774|doi:10.1039/d5cc03627e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ntdnk
title: CCDC 2467279: Experimental Crystal Structure Determination

description: Related Article: Rajata Kumar Sahoo, Christoph Wölper, Joost Möbius, Stephan Schulz|2025|Chem.Commun.|61|16774|doi:10.1039/d5cc03627e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ntdpl
title: CCDC 2467280: Experimental Crystal Structure Determination

description: Related Article: Rajata Kumar Sahoo, Christoph Wölper, Joost Möbius, Stephan Schulz|2025|Chem.Commun.|61|16774|doi:10.1039/d5cc03627e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2ntdqm
title: CCDC 2467281: Experimental Crystal Structure Determination

description: Related Article: Rajata Kumar Sahoo, Christoph Wölper, Joost Möbius, Stephan Schulz|2025|Chem.Commun.|61|16774|doi:10.1039/d5cc03627e
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.17468978
title: NMR Tutorial Project for analyzing plant metabolomics using NMRFx
DOI: 10.5281/zenodo.17468979
title: NMR Tutorial Project for analyzing plant metabolomics using NMRFx
DOI: 10.5281/zenodo.17469095
title: NMR Data of Taccalonolide for an NMRFx Tutorial

description: Tutorial data for assigning the natural product Taccalonolide E using NMRFx
DOI: 10.5281/zenodo.17469096
title: NMR Data of Taccalonolide for an NMRFx Tutorial

description: Tutorial data for assigning the natural product Taccalonolide E using NMRFx
DOI: 10.15468/dl.4qdkyj
title: Occurrence Download

description: A dataset containing 50911 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hemitripterus americanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 50911 records from 63 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006921-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.47tf2w
title: Occurrence Download

description: A dataset containing 28077 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Specimen, Occurrence evidence, Living Specimen)",
 "DatasetKey is one of (Butterfly distribution records for the UK from Butterfly Conservation, up to 2019, UK Butterfly Monitoring Scheme (UKBMS), National Trust Species Records, Natural History Museum (London) Collection Specimens, Invertebrate Site Register - England 1738-2005, Shropshire Ecological Data Network database, iNaturalist Research-grade Observations, Projet de construction et d’exploitation de deux nouvelles unités de production d’électricité de type EPR2 et de leurs ouvrages de raccordement électrique sur le site de Penly.-PEN_ESPECES_POINTS, Données du CEN Picardie concernant la Faune, la Flore et la Fonge-Données faune, flore et fonge du Conservatoire des espaces naturels de Picardie, Observations issues de la base de données naturalistes d'EDEN 62.-Données faune collectées sur les Espaces Naturels Sensibles du Pas-de-Calais jusqu'au 31 décembre 2021.)",
 "Geometry POLYGON((-12.65794 49.52106,3.02532 49.52106,3.02532 61.07493,-12.65794 61.07493,-12.65794 49.52106))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Leptidea sinapis"
 ]
}

 The dataset includes 28077 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006945-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfmsqw
title: Occurrence Download

description: A dataset containing 606042 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Danaus plexippus"
 ]
}

 The dataset includes 606042 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006928-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qd68r
title: Occurrence Download

description: A dataset containing 34211 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-84.635 10.266, -84.548 10.266, -84.548 10.349, -84.635 10.349, -84.635 10.266))",
 "EventDate is greater than or equal to 1900-01-01",
 "EventDate is less than or equal to 2025-10-30"
 ]
}

 The dataset includes 34211 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006946-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e239395
title: HIFLD OPEN Land Mobile Commercial Transmission Towers

description: This dataset represents Land Mobile Commercial transmission tower locations as recorded by the Federal Communications Commission, extracted from the FCC Licensing Database. This serves as base information for use in GIS systems for general planning, analytical, and research purposes. It is not intended for engineering work or to legally define FCC licensee data or FCC market boundaries. The material in these data and text files are provided as-is. The FCC disclaims all warranties with regard to the contents of these files, including their fitness. In no event shall the FCC be liable for any special, indirect, or consequential damages whatsoever resulting from loss or use, data or profits, whether in connection with the use or performance of the contents of these files, action of contract, negligence, or other action arising out of, or in connection with the use of the contents of these files. It is know that there are some errors in the licensing information - Latitude, Longitude and Ground Elevation data as well as frequency assignment data from which these files were generated.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.
DOI: 10.3886/e239395v1
title: HIFLD OPEN Land Mobile Commercial Transmission Towers

description: This dataset represents Land Mobile Commercial transmission tower locations as recorded by the Federal Communications Commission, extracted from the FCC Licensing Database. This serves as base information for use in GIS systems for general planning, analytical, and research purposes. It is not intended for engineering work or to legally define FCC licensee data or FCC market boundaries. The material in these data and text files are provided as-is. The FCC disclaims all warranties with regard to the contents of these files, including their fitness. In no event shall the FCC be liable for any special, indirect, or consequential damages whatsoever resulting from loss or use, data or profits, whether in connection with the use or performance of the contents of these files, action of contract, negligence, or other action arising out of, or in connection with the use of the contents of these files. It is know that there are some errors in the licensing information - Latitude, Longitude and Ground Elevation data as well as frequency assignment data from which these files were generated.
description: Archived from the HIFLD Open GIS data repository, which was deactivated on August 26, 2025.