cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.k9vr3f
title: Occurrence Download

description: A dataset containing 14821 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Frankiales"
 ]
}

 The dataset includes 14821 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015353-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/at5lbk
title: Postharvest Short Course Training Evaluation - August 2018

description: Short course train the trainer evaluation from August 2018.
DOI: 10.7910/dvn/axqarp
title: Benin (2009): Evaluation de l'utilisation systematique du preservatif chez les apprentis non maries de 15-24 ans des zones d'intervention du projet IMPACT au Benin Deuxieme passage

description: En novembre 2007, PSI/Benin a conduit un etude de base sur les jeunes apprentis de 15-24 ans dans les zones d'intervention du projet IMPACT. Plus specifiquement, les donnees collectees concernaient l'utilisation systematique du preservatif au cours des 12 mois precedent la collecte avec les partenaires occasionnels, les comportement a risque des jeunes, les determinants d'opportunite, capacite, et de motivation (OCM) et l'exposition aux activites. Ce protocole d'etude est celui du deuxieme passage de l'enquete TRaC. Apres determination de la taille de l'echantillon, les sites des apprentis ont ete tires au hasard. Au total 1984 apprentis ont ete interviewes en 2009, contre 1695 en 2007. Le tableau contenu dans le rapport presente les tendances de l'utilisation systematique du condom et ses determinants. Il montre les changement significatifs dans les indicateurs entre 2007 et 2009 a partir de la procedure d'UNIANOVA. Les analyses individuelles sur le comportement et chaque determinant d'OCM ont ete faites en controlant par les caracteristiques sociodemographiques (exem
ple: age, sexe, niveau d'instruction, et milieu de residence) et la variable d'exposition.
DOI: 10.15468/dl.eu2ysj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Paraplagusia japonica (Temminck & Schlegel, 1846)",
 "Year 2000-2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013446-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trgnga
title: Occurrence Download

description: A dataset containing 2168 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Populus euphratica"
 ]
}

 The dataset includes 2168 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048891-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ck8mrw
title: Occurrence Download

description: A dataset containing 28834 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysanthemum L."
 ]
}

 The dataset includes 28834 records from 625 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000952-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dudr3e
title: Occurrence Download

description: A dataset containing 2028 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Centroscymnus coelolepis Barbosa du Bocage & de Brito Capello, 1864",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2028 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003603-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bd66wy
title: Occurrence Download

description: A dataset containing 3435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Spea hammondii (Baird, 1859))"
 ]
}

 The dataset includes 3435 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003608-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3j3zzsc7wb.1
title: GrapeNet: An Image Dataset for Grape Variety and Quality Classification.

description: GrapeNet: A High-Resolution Image Dataset for Grape Variety and Quality Classification

The GrapeNet dataset addresses a pressing need in precision viticulture for accurate, automated classification of grape varieties and quality levels. It includes 25,425 high-resolution images of grape clusters spanning three commercially important varieties: Black, Flame, and Green. These are further divided into eight subcategories based on freshness (fresh or rotten) and shape (round or elongated). The dataset was captured under consistent laboratory conditions with variations in lighting and camera angles to reflect real-world diversity, making it well-suited for machine learning applications.

GrapeNet supports a wide range of computer vision tasks in agriculture, including automated fruit sorting, ripeness detection, quality control, and condition-based grading. The dataset is particularly valuable for researchers and developers working on deep learning-based classification and object detection models in agricultural contexts.

Dataset Features:

Total Images: 25,425 grape cluster images

Categories: 3 varieties (Black, Flame, Green)

Subcategories: 8 (based on freshness and shape)

Black/Round Fresh – 2,900

Black/Round Rotten – 3,000

Flame/Round Fresh – 3,350

Flame/Round Rotten – 2,975

Green/Elongated Fresh – 3,500

Green/Elongated Rotten – 3,050

Green/Round Fresh – 3,675

Green/Round Rotten – 2,975

Image Resolution: Original 4624×3472 pixels, resized upto 3000×3000 pixels for modeling

Format: JPEG (.jpg)

Device Used: Xiaomi Redmi Note 13 5G (50 MP, f/1.79 aperture)

Data Collection Methodology:
Images were captured using smartphone cameras in a controlled indoor environment. Grapes were arranged on plain white or black backgrounds and photographed under both natural and artificial light. This approach ensured consistent imaging while preserving variability relevant to real-world use cases. To enrich the dataset further, image augmentation techniques such as flipping, rotation, and brightness adjustments were applied using Python scripts.

Applications:

Grape variety recognition

Ripeness detection

Rotten/fresh classification

Smart sorting systems in vineyards and packing units

Educational tools for AI in agriculture
DOI: 10.17632/4t3zbs822x.1
title: TM MOOC Post-survey responses

description: After holding a Massive Open Online Course (MOOC) to introduce educators to the LIFE Terra educational pack Terra Mission, we surveyed participants on the material's effectiveness and influence on their professional practice and personal attitudes toward the climate emergency. This data set contains the results of that post-MOOC survey.
DOI: 10.5281/zenodo.15470417
title: Supplementary Data and Code for "Characterization and Bias-Correction of Low-Level Jets at FINO1 Using LiDAR Observations and Reanalysis Data"

description: This repository contains the fitted parameters from our proposed log-jet decomposition method applied to 50 years (1971–2020) of ERA5 data at the FINO1 station. The method represents each wind profile using two components:





Log component: defined by two parameters (u*, z0)




Jet component: defined by three parameters (Um, zm, and S)



Please refer to the accompanying paper for methodological details.

The data is stored in a single NetCDF file: FINO1_llj_analysis_data.nc.We also provide bias-corrected data using quantile mapping, calibrated against LiDAR observations from 2015–2016.

An accompanying Jupyter notebook demonstrates how to read the data and reconstruct wind profiles from the fitted parameters.
DOI: 10.5281/zenodo.15470418
title: Supplementary Data and Code for "Characterization and Bias-Correction of Low-Level Jets at FINO1 Using LiDAR Observations and Reanalysis Data"

description: This repository contains the fitted parameters from our proposed log-jet decomposition method applied to 50 years (1971–2020) of ERA5 data at the FINO1 station. The method represents each wind profile using two components:





Log component: defined by two parameters (u*, z0)




Jet component: defined by three parameters (Um, zm, and S)



Please refer to the accompanying paper for methodological details.

The data is stored in a single NetCDF file: FINO1_llj_analysis_data.nc.We also provide bias-corrected data using quantile mapping, calibrated against LiDAR observations from 2015–2016.

An accompanying Jupyter notebook demonstrates how to read the data and reconstruct wind profiles from the fitted parameters.
DOI: 10.15468/dl.vdfyqn
title: Occurrence Download

description: A dataset containing 76009 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Galium verum L.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 76009 records from 322 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009505-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15555997
title: IODP Expedition 345 Natural gamma radiation

description: Natural gamma radiation (NGR) data in the ~0.1 to 3.0 MeV range were measured using eight custom-designed sodium iodide (thallium) [NaI(Tl)] detectors arranged along the core measurement axis at 20 cm intervals. The NGR system uses layers of passive shielding (lead) and active shielding (plastic scintillators and coincidence electronics) to reduce the cosmic-ray signal for low-count analysis of sediment core sections and to obtain the maximum signal-to-noise ratio. Data are reported on a total counts per second basis and the raw spectral files are available as compressed files for later analysis.
DOI: 10.5281/zenodo.15555998
title: IODP Expedition 345 Natural gamma radiation

description: Natural gamma radiation (NGR) data in the ~0.1 to 3.0 MeV range were measured using eight custom-designed sodium iodide (thallium) [NaI(Tl)] detectors arranged along the core measurement axis at 20 cm intervals. The NGR system uses layers of passive shielding (lead) and active shielding (plastic scintillators and coincidence electronics) to reduce the cosmic-ray signal for low-count analysis of sediment core sections and to obtain the maximum signal-to-noise ratio. Data are reported on a total counts per second basis and the raw spectral files are available as compressed files for later analysis.
DOI: 10.5281/zenodo.15430095
title: Synthesis of ZnO/g-C3N4 Composites Obtained by Pyrolysis of a Ternary Deep Eutectic Solvent and Their Application as Catalysts in Different AOPs Applied Sciences2025_15
DOI: 10.5281/zenodo.15430096
title: Synthesis of ZnO/g-C3N4 Composites Obtained by Pyrolysis of a Ternary Deep Eutectic Solvent and Their Application as Catalysts in Different AOPs Applied Sciences2025_15
DOI: 10.5281/zenodo.15555999
title: IODP Expedition 345 Piece log

description: Dataset includes length data for every whole-round piece: bin length, whole-round piece length (measured by curation staff), and both the archive- and working-half piece lengths (optionally measured by scientists).
DOI: 10.5281/zenodo.15556000
title: IODP Expedition 345 Piece log

description: Dataset includes length data for every whole-round piece: bin length, whole-round piece length (measured by curation staff), and both the archive- and working-half piece lengths (optionally measured by scientists).
DOI: 10.25549/inscriptifact-ouc110812448
title: Attic Black-Figure Body Fragment, BMC P.861

description: [Text or Publication Number Note:] BMC P.861 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Black-Figure Body Fragment ❧ [Physical Object Note:] 2 x 2 3/4 x 1/4 in. (5.1 x 7 x 0.6 cm)
DOI: 10.25549/inscriptifact-ouc110812397
title: Attic Black-Figure Body Fragment, BMC P.861

description: [Text or Publication Number Note:] BMC P.861 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Black-Figure Body Fragment ❧ [Physical Object Note:] 2 x 2 3/4 x 1/4 in. (5.1 x 7 x 0.6 cm)
DOI: 10.25549/inscriptifact-ouc110812203
title: Corinthian Body Sherd with Panther and Rosettes, BMC P.821

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.821 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 2 3/16 x 1 13/16 x 1/8 in. (5.6 x 4.6 x 0.3 cm)
DOI: 10.25549/inscriptifact-ouc110812413
title: Attic Black-Figure Body Fragment, BMC P.861

description: [Text or Publication Number Note:] BMC P.861 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Black-Figure Body Fragment ❧ [Physical Object Note:] 2 x 2 3/4 x 1/4 in. (5.1 x 7 x 0.6 cm)
DOI: 10.25549/inscriptifact-ouc110812344
title: North Ionian Late Wild Goat Style Oinochoe (?) (Jug) or Amphora (?) (Storage Vessel) Fragment, BMC P.859

description: [Text Description:] Archaic ❧ [Text or Publication Number Note:] BMC P.859 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Wild Goat Style Oinochoe (?) (Jug) or Amphora (?) (Storage Vessel) Fragment ❧ [Physical Object Note:] 2 3/16 in. x 3 1/8 in. x 3/16 in. (5.5 cm x 8 cm x 0.5 cm) ❧ [Physical Object Note:] Sherds
DOI: 10.7910/dvn/t5zqp5
title: Replication Data for: Generalizable Precedents at the Appellate Body of the World Trade Organization: An Empirical Examination of the Busch–Pelc Conjecture

description: This study investigates whether court decisions that incorporate strong sentiments are less likely to be cited in subsequent cases than other decisions as a result of low generalizability, as conjectured by Busch and Pelc. The empirical analysis reveals that decisions made by the Appellate Body at the World Trade Organization, featuring both positive and negative language, tend to be cited frequently. This finding remains robust even after controlling for time effects, novelty of issues, judicial activities of reports, outcomes of judgments, and political characteristics of the disputes. This indicates the intriguing aspect of the World Trade Organization as an international court in which rhetorical methods help shape case law through frequent citations.
DOI: 10.25549/inscriptifact-ouc110812332
title: Corinthian Body Sherd with Decoration of Hooves and Rosettes, BMC P.839

description: [Text Description:] Corinthian ❧ [Text or Publication Number Note:] BMC P.839 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 1 13/16 in. x 1 7/8 in. x 3/16 in. (4.59 cm x 4.77 cm x 0.43 cm)
DOI: 10.25549/inscriptifact-ouc110812325
title: Corinthian Body Sherd with Decoration of Hooves and Rosettes, BMC P.839

description: [Text Description:] Corinthian ❧ [Text or Publication Number Note:] BMC P.839 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 1 13/16 in. x 1 7/8 in. x 3/16 in. (4.59 cm x 4.77 cm x 0.43 cm)
DOI: 10.15468/dl.b4wr4b
title: Occurrence Download

description: A dataset containing 5220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-82.31637 -26.21134,-26.12436 -26.21134,-26.12436 -3.71134,-82.31637 -3.71134,-82.31637 -26.21134))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles"
 ]
}

 The dataset includes 5220 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029403-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/inscriptifact-ouc110812405
title: Attic Black-Figure Body Fragment, BMC P.861

description: [Text or Publication Number Note:] BMC P.861 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Black-Figure Body Fragment ❧ [Physical Object Note:] 2 x 2 3/4 x 1/4 in. (5.1 x 7 x 0.6 cm)
DOI: 10.5281/zenodo.17593775
title: Data for Multi-scale Resistivity Structures of the Chibougamau Area in the Archean Abitibi Greenstone belt, Superior Craton, Canada

description: MT data and Seismic sections for Chibougamau region of Canada
DOI: 10.5281/zenodo.17593776
title: Data for Multi-scale Resistivity Structures of the Chibougamau Area in the Archean Abitibi Greenstone belt, Superior Craton, Canada

description: MT data and Seismic sections for Chibougamau region of Canada
DOI: 10.25549/inscriptifact-ouc110812324
title: Corinthian Body Sherd with Decoration of Hooves and Rosettes, BMC P.839

description: [Text Description:] Corinthian ❧ [Text or Publication Number Note:] BMC P.839 ❧ [Medium:] Clay ❧ [Script Note:] Non-Text ❧ [Physical Object Description:] Clay, Body Sherd ❧ [Physical Object Note:] 1 13/16 in. x 1 7/8 in. x 3/16 in. (4.59 cm x 4.77 cm x 0.43 cm)
DOI: 10.15468/dl.ucbvyw
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Willughbeia sarawacensis (Pierre) K.Schum.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012719-250415084134356/datasets/export for details.
DOI: 10.15468/dl.6886kd
title: Occurrence Download

description: A dataset containing 53361 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dendrocopos medius (Linnaeus, 1758), Coronella austriaca Kristan, 1957, Tetrao tetrix Linnaeus, 1758)",
 "Year is not null",
 "Year is one of (2010, 2011, 2012, 2013, 2014, 2015, 2016, 2017, 2018, 2019, 2020, 2021, 2022, 2023)",
 "HasCoordinate is TRUE",
 "DecimalLatitude is greater than or equal to 44.95782311925129",
 "DecimalLatitude is less than or equal to 58.30331634439415",
 "DecimalLongitude is greater than or equal to -10.001896207643075",
 "DecimalLongitude is less than or equal to 30.31691447027875",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 53361 records from 920 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012706-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apv965
title: Occurrence Download

description: A dataset containing 3041545 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Tanzania, United Republic of",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3041545 records from 1378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012687-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/av7aeo
title: CES 2022, Team Module of University of Massachusetts, Amherst (UMA)

description: This dataverse contains the data and supporting documents for the CES 2022 Team Module of the University of Massachusetts, Amherst. This project was supported by the National Science Foundation, Grant Number SES-2148907.
DOI: 10.7910/dvn/awfgak
title: Wright Casebook Edited; Docketed Case: 79-1954
DOI: 10.7910/dvn/nahadh
title: Wright Casebook Edited; Docketed Case: 76-1619
DOI: 10.60520/ieda/113832
title: Geochemical Dataset of Magmatic Rocks from the Northeastern Tibetan Plateau

description: This dataset provides geochemical analyses of magmatic rocks from the northeastern Tibetan Plateau, including zircon U-Pb ages, isotopic compositions, trace element concentrations of accessory minerals, and whole-rock magnetic susceptibility measurements. It is intended to support petrogenetic investigations and studies of magmatic processes.
DOI: 10.15468/dl.axwfwk
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyphomandra betacea (Cav.) Sendtn.",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Occurrence evidence)"
 ]
}

 The dataset includes 23 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015354-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wmzzhi
title: Land use satellite image (619-324)
DOI: 10.7910/dvn/nswmr6
title: Replication data for: Reconciling Individual & Aggregate Evidence Concerning Partisan Stability: Applying Time-Series Models to Panel Survey Data

description: Party identification has been studied extensively using both individual- and aggregate-level data. This paper attempts to formulate a statistical model that can account for the range of empirical generalizations that have emerged from aggregate time series and panel surveys. Using Monte Carlo simulation, we show that only certain types of data generation processes can account for these empirical regularities. Deciding which of the remaining types best explains the data means investigating the ways in which individual-level partisanship behaves over time. Partisanship at the aggregate level tends to be highly autocorrelated, reequilibrating slowly in the wake of each perturbation. Working downward from the analysis of aggregate data, previous researchers argued that aggregate partisanship is fractionally integrated and contended that dynamics at the individual level are therefore heterogeneous. Using data from three panel surveys, we present the first direct assessment of individual-level dynamics. We also investigate the hypothesis that these dynamics vary among individuals, a claim that motivates much recent work on fractionally integrated time series. The model that best explains the observed characteristics of party identification is one in which individuals respond in similar ways to external shocks, reequilibrate rapidly thereafter, and seldom change their equilibrium level of partisan attachment.