cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.67muab
title: Occurrence Download

description: A dataset containing 149 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Allospondias lakonensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 149 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005772-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rur28u
title: Occurrence Download

description: A dataset containing 713 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amphipterygium adstringens",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 713 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005773-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14701209
title: Berita UNNES
DOI: 10.15468/dl.j97p77
title: Occurrence Download

description: A dataset containing 4485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anacardium occidentale",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 4485 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005775-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18302115
title: Research data to the paper "Tide- and wave-induced recirculation flux in sandy beach aquifers – Semi-analytical approximation and uncertainty assessment"

description: This repository contains model results and flopy model input files, as well as an interactive Jupyter Notebook to compute the tide- and wave-induced recirculation flux within the upper saline plume (USP) in beach aquifers based on the new semi-analytical approximation presented in:

Greskowiak, J., Holtappels, M., 2026. Tide- and wave-induced recirculation flux in sandy beach aquifers – Semi-analytical approximation and uncertainty assessment. Estuarine, Coastal and Shelf Science 109742. https://doi.org/10.1016/j.ecss.2026.109742
DOI: 10.5281/zenodo.18302114
title: Research data to the paper "Tide- and wave-induced recirculation flux in sandy beach aquifers – Semi-analytical approximation and uncertainty assessment"

description: This repository contains model results and flopy model input files, as well as an interactive Jupyter Notebook to compute the tide- and wave-induced recirculation flux within the upper saline plume (USP) in beach aquifers based on the new semi-analytical approximation presented in:

Greskowiak, J., Holtappels, M., 2026. Tide- and wave-induced recirculation flux in sandy beach aquifers – Semi-analytical approximation and uncertainty assessment. Estuarine, Coastal and Shelf Science 109742. https://doi.org/10.1016/j.ecss.2026.109742
DOI: 10.5281/zenodo.18451991
title: Electronic Companion-A Bilevel DLMP-Based Framework for the Optimal Operation of Battery Swapping Stations Supporting Congestion Management and Flexibility Provision
DOI: 10.5281/zenodo.18451992
title: Electronic Companion-A Bilevel DLMP-Based Framework for the Optimal Operation of Battery Swapping Stations Supporting Congestion Management and Flexibility Provision
DOI: 10.15468/dl.vwtg43
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Attilaea abalak",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 32 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005776-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2byw9t
title: Occurrence Download

description: A dataset containing 444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Baronia taratana",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 444 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005777-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mu4nu2
title: Occurrence Download

description: A dataset containing 379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blepharocarya involucrigera",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 379 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005778-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.p845b3
title: Occurrence Download

description: A dataset listing the 531 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "Geometry POLYGON((28.5 40.7,29.5 40.7,29.5 41.4,28.5 41.4,28.5 40.7))",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset's 531 records were derived from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005774-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6wg2qu
title: Occurrence Download

description: A dataset containing 946 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Aeorestes",
 "Year 1980-2026"
 ]
}

 The dataset includes 946 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005779-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.98patq
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bonetiella anomala",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 123 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005780-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vd2av2
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bouea oppositifolia",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 121 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005782-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atxhmg
title: Occurrence Download

description: A dataset containing 492 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Buchanania obovata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 492 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005783-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a7gsaj
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trimeresurus phuketensis"
 ]
}

 The dataset includes 70 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005784-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6m5d6a
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campnosperma zeylanicum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005785-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t63rkc
title: Occurrence Download

description: A dataset containing 986 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Geometry POLYGON((-3.22598 51.08822,-2.92792 51.08822,-2.92792 51.23752,-3.22598 51.23752,-3.22598 51.08822))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus vanellus"
 ]
}

 The dataset includes 986 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005786-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5ta92n
title: Occurrence Download

description: A dataset containing 4372282 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Tropicos MO Specimen Data"
 ]
}

 The dataset includes 4372282 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005781-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h86dt6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Campylopetalum siamense",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005787-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18436745
title: Towards high-resolution forecasting of tropical deforestation with deep learning

description: This repository contains the data and selected trained models used in “Towards high-resolution forecasting of tropical deforestation with deep learning”. The data archive structure:





inputs/





elevation.tifRaster layer of elevation covering the study area




deforestation_maps/Annual raster maps of primary deforestation for the years 2010–2020.




lulc/Annual land use/land cover raster maps for the years 2010–2020.






models_trained/ 





7f9gc9px/, b7pa58ky/, dndvccf8/, efd6ara9/, v5kqobut/Each folder contains:





best.pt: Saved model checkpoint.




config.json: Configuration file used for training the model.








inference/





inference_area.gpkgFile defining the spatial area used for inference. It approximately corresponds to the Amazon biome




municipalities_amazon_biome/Shapefile of municipalities within the Amazon biome.




predictions/Raster files (2016.tif, 2017.tif, 2018.tif) with MYFORE prediction outputs.






results/





engelman_results.pklNumerical results used for comparison with Engelman et al. 




loss_fc.pklNumerical results for comparing loss functions




input_combinations.pklNumerical results for experiments with different input covariates.




sequence_length.pklNumerical results for comparing different input sequence lengths.




temporal_generalization.pklNumerical results for evaluating temporal generalization across years.




annotation.csv - one row per data sample; contains





unique identifier sampleid




 polygon geometry and the upper left position within the input rasters (row, col)




total number of deforested (positive) pixels across all years




counts of deforested pixels from 2010 to 2020 




dataset split (train, val, or test)





-
DOI: 10.5281/zenodo.18451050
title: Towards high-resolution forecasting of tropical deforestation with deep learning

description: This repository contains the data and selected trained models used in “Towards high-resolution forecasting of tropical deforestation with deep learning”. The data archive structure:





inputs/





elevation.tifRaster layer of elevation covering the study area




deforestation_maps/Annual raster maps of primary deforestation for the years 2010–2020.




lulc/Annual land use/land cover raster maps for the years 2010–2020.






models_trained/ 





7f9gc9px/, b7pa58ky/, dndvccf8/, efd6ara9/, v5kqobut/Each folder contains:





best.pt: Saved model checkpoint.




config.json: Configuration file used for training the model.








inference/





inference_area.gpkgFile defining the spatial area used for inference. It approximately corresponds to the Amazon biome




municipalities_amazon_biome/Shapefile of municipalities within the Amazon biome.




predictions/Raster files (2016.tif, 2017.tif, 2018.tif) with MYFORE prediction outputs.






results/





engelman_results.pklNumerical results used for comparison with Engelman et al. 




loss_fc.pklNumerical results for comparing loss functions




input_combinations.pklNumerical results for experiments with different input covariates.




sequence_length.pklNumerical results for comparing different input sequence lengths.




temporal_generalization.pklNumerical results for evaluating temporal generalization across years.




annotation.csv - one row per data sample; contains





unique identifier sampleid




 polygon geometry and the upper left position within the input rasters (row, col)




total number of deforested (positive) pixels across all years




counts of deforested pixels from 2010 to 2020 




dataset split (train, val, or test)





-
DOI: 10.15468/dl.k8f2dn
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cardenasiodendron brachypterum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 72 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005788-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwwxqq
title: Occurrence Download

description: A dataset containing 1120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Choerospondias axillaris",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 1120 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005789-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qyuber
title: Occurrence Download

description: A dataset containing 153 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cotinus obovatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 153 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005790-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14701303
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18451754
title: Figure data for: Spin-split superconductivity in spin-orbit coupled hybrid nanowires with ferromagnetic barriers

description: Figure data for Spin-split superconductivity in spin-orbit coupled hybrid nanowires with ferromagnetic barriers (arXiv.2506.08247), including scanning electron micrographs, numerical data, and a Python plotter.
DOI: 10.5281/zenodo.18451753
title: Figure data for: Spin-split superconductivity in spin-orbit coupled hybrid nanowires with ferromagnetic barriers

description: Figure data for Spin-split superconductivity in spin-orbit coupled hybrid nanowires with ferromagnetic barriers (arXiv.2506.08247), including scanning electron micrographs, numerical data, and a Python plotter.
DOI: 10.15468/dl.5mdpjh
title: Occurrence Download

description: A dataset containing 141 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyrtocarpa caatingae",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 141 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005791-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84n89p
title: Occurrence Download

description: A dataset containing 499 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyrtocarpa procera",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 499 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005792-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18451448
title: Boundary Closure in Radiative-Gravitational Systems

description: We identify and empirically validate a boundary-closure condition for stable radiative-gravitational systems. A scalar invariant, X = (L G M) / (g R^4 c^4 T^4), is formed solely from independently measured boundary observables (luminosity L, effective temperature T, surface gravity g, mass M, and radius R), with G and c included to place radiative and gravitational inputs on a common metrological footing. Using the Sun and two benchmark samples of detached eclipsing-binary components with geometry-based M and R and spectroscopic T and g, we find that X converges to a single value, X ≈ X_0 ≡ 4πσ/c^4, with a dispersion of 0.13% in the high-precision sample, consistent with measurement limits. In natural units (c=ħ=k_B=1, σ=π^2/60) this closure corresponds to the third-order Bose-Einstein integral, X_0 = π^3/15 ≃ 2.067. Scrambling boundary observables between systems destroys the closure, demonstrating that the result reflects a physical boundary constraint rather than a definitional identity. The closure is interpreted as a consequence of radiative decoupling: the surface where photon degrees of freedom detach from an optically thick interior and become defined as free-streaming radiation at the boundary.
DOI: 10.5281/zenodo.18242881
title: Data for paper: Machine learning exploration of binding energy distributions of H2O at astrochemically relevant dust grain surfaces

description: Files include DFT evaluated structures which are used for training PaiNN models for both silicate and graphene with water molecules, structures in figures of paper where comparison of adsorption energies is done . Also, adsorption energies for all the plots along with their structures are provided. All the structures are in '.traj' format.
DOI: 10.5281/zenodo.18242882
title: Data for paper: Machine learning exploration of binding energy distributions of H2O at astrochemically relevant dust grain surfaces

description: Files include DFT evaluated structures which are used for training PaiNN models for both silicate and graphene with water molecules, structures in figures of paper where comparison of adsorption energies is done . Also, adsorption energies for all the plots along with their structures are provided. All the structures are in '.traj' format.
DOI: 10.15468/dl.p2m289
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dobinea vulgaris",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005793-260129131611470/datasets/export for details.
DOI: 10.6084/m9.figshare.31224532
title: <b>Supplementary Materials: Experimental Evaluation of ChatGPT for Test Case Generation and Quality Analysis through Test Smells in Software Testing Education</b>

description: This dataset contains all supplementary materials from the experimental study "Evaluation of LLM Use in Test Case Generation from User Stories: An Experimental Study in Educational Context with Test Smell Analysis". The study investigated the educational application of Large Language Models (LLMs), specifically ChatGPT, for test case generation from user stories and subsequent quality analysis through test smells.The repository is organized into two main folders:1. <b>Experiment Artifacts</b><b>Phase 1:</b> Scanned responses from participants, distributed scripts, and activity guides for manual test case generation and ChatGPT-assisted generation.<b>Phase 2:</b> Scanned responses, identification and correction worksheets for test smells, and instructional materials used during the test smell analysis session.2. <b>Results Analysis</b><b>Collected Data:</b> Raw data files containing participant evaluations, test smell identifications, and questionnaire responses.<b>Quantitative Analysis:</b> Complete statistical analysis performed using Google Colab and Python, including scripts for data processing, visualization, and statistical tests.<b>Qualitative Analysis:</b> Thematic analysis of open-ended responses, participant feedback, and observational notes from the experimental sessions.Experimental Context:The study involved 25 undergraduate technology students across three consecutive sessions. Participants first generated test cases manually, then with ChatGPT assistance, and finally analyzed test smells using a structured catalog. The materials support transparency, reproducibility, and further research in LLM applications for software testing education.File Formats:Scanned PDF documents (participant responses)Python scripts (.py) and Jupyter notebooks (.ipynb)CSV data filesInstructional materials (PDF)Analysis reportsThese materials enable researchers and educators to replicate the study, examine the raw data, or adapt the experimental design for similar investigations in software engineering education.