cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.hf9i97
title: Occurrence Download

description: A dataset containing 3154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Malacostraca",
 "Country is Cuba"
 ]
}

 The dataset includes 3154 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002963-160509122628363/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6phv7w
title: Occurrence Download

description: A dataset containing 101540 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Deutzia Thunb., Itea L., Philadelphus L.)"
 ]
}

 The dataset includes 101540 records from 650 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0335423-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a0l7zw
title: Occurrence Download

description: A dataset containing 4600 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Linum usitatissimum L."
 ]
}

 The dataset includes 4600 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005194-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.lxi261
title: Occurrence Download

description: A dataset containing 7667 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Large mammals in Israel from camera traps"
 ]
}

 The dataset includes 7667 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006972-171025204727650/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3jwhff
title: Occurrence Download

description: A dataset containing 478673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Field Museum of Natural History (Zoology) Insect, Arachnid and Myriapod Collection"
 ]
}

 The dataset includes 478673 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046884-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.o2yay2
title: Occurrence Download

description: A dataset containing 2264 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-110.33604 24.31644,-110.3366 24.29834,-110.32642 24.28452,-110.33741 24.272,-110.33587 24.25573,-110.32848 24.26136,-110.32694 24.27482,-110.3197 24.25693,-110.31063 24.26136,-110.32488 24.24571,-110.31338 24.24133,-110.30788 24.23444,-110.31544 24.22755,-110.31475 24.22004,-110.30308 24.22004,-110.29072 24.22505,-110.28866 24.2382,-110.28934 24.25573,-110.2914 24.27263,-110.29896 24.29516,-110.31612 24.31456,-110.33604 24.31644))",
 "Year 1990-2020",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2264 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006639-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64ut5q
title: Occurrence Download

description: A dataset containing 3470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is North Macedonia",
 "Geometry POLYGON((14.17 38.74,14.17 45.28,28.02 45.28,28.02 38.74,14.17 38.74))",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 3470 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006973-150922153815467/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7kge3
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is USA.3_1",
 "TaxonKey is Tyto alba (Scopoli, 1769)"
 ]
}

 The dataset includes 65 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009757-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vacdm7
title: Occurrence Download

description: A dataset containing 54246 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Fish Collection NRM"
 ]
}

 The dataset includes 54246 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046871-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.srj7hg
title: Occurrence Download

description: A dataset containing 750 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus nitens (H.Deane & Maiden) Maiden"
 ]
}

 The dataset includes 750 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006973-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.njq839
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rupicola peruvianus (Latham, 1790)",
 "Year 1000-2021"
 ]
}

 The dataset includes 160 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019131-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7b79c6
title: Occurrence Download

description: A dataset containing 44483 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"in","key":"TAXON_KEY","values":["5285604","5284809","5285565","5285165","5285637","5285332","2882316","2881480","2879098","2880130","2878826","2878688","2879411"],"matchCase":false},{"type":"equals","key":"BASIS_OF_RECORD","value":"PRESERVED SPECIMEN","matchCase":false},{"type":"equals","key":"HAS_COORDINATE","value":"true","matchCase":false},{"type":"equals","key":"HAS_GEOSPATIAL_ISSUE","value":"false","matchCase":false}]}

 The dataset includes 44483 records from 398 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023853-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8nfyt2
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "Geometry POLYGON((-124.0399 31.3614,-114.88812 31.3614,-114.88812 41.16172,-124.0399 41.16172,-124.0399 31.3614))",
 "TaxonKey is one of (Dipodomys ingens (Merriam, 1904), Dipodomys californicus Merriam, 1890, Dipodomys californicus eximius Grinnell, 1919, Dipodomys californicus californicus, Dipodomys californicus eximias Grinnell, 1919, Dipodomys Gray, 1841, Dipodomys ordii marshalli Goldman, 1937, Dipodomys microps microps, Dipodomys microps celsus Goldman, 1924, Dipodomys deserti sonoriensis Goldman, 1923, Dipodomys spectabilis zygomaticus Goldman, 1923, Dipodomys ordii luteolus (Goldman, 1917), Dipodomys simulans peninsularis (Merriam, 1907), Dipodomys pattersoni Dalquest & Carpenter, 1986, Dipodomys ordii richardsoni (J.A.Allen, 1891))",
 "Year 2023-2023"
 ]
}

 The dataset includes 91 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198631-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wpvyqz
title: Occurrence Download

description: A dataset containing 3885 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platycerium Desv.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3885 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006973-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n98szt
title: Occurrence Download

description: A dataset containing 5942 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-106.99066 25.01183,-94.39724 25.01183,-94.39724 36.17713,-106.99066 36.17713,-106.99066 25.01183))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Zanthoxylum L."
 ]
}

 The dataset includes 5942 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0198630-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bbqfpq
title: Occurrence Download

description: A dataset containing 2814 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Melinis repens subsp. repens"
 ]
}

 The dataset includes 2814 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009765-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j9c77f
title: Occurrence Download

description: A dataset containing 62 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinapis flexuosa Poir.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 62 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0044435-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ozzxdu
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ligustrum lucidum Ait. f."
 ]
}

 The dataset includes 34 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006973-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgemqf
title: Occurrence Download

description: A dataset containing 450 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Hymenochirus Boulenger, 1896"
 ]
}

 The dataset includes 450 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018980-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trw2m7
title: Occurrence Download

description: A dataset containing 13021 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Centaurea solstitialis L."
 ]
}

 The dataset includes 13021 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009750-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fze3yh
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptotriton nasalis (Dunn, 1924)"
 ]
}

 The dataset includes 27 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006973-171002173027117/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.677ewp
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astrococcus cornutus Benth."
 ]
}

 The dataset includes 33 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019009-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fwjcwg
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylaeamys laticeps (Lund, 1840)"
 ]
}

 The dataset includes 31 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006974-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmqkot
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus germana Schltdl. & Cham."
 ]
}

 The dataset includes 145 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006974-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17036996
title: Code and data for publication: "Fundamental bounds of Wavefront Shaping of Spatially Entangled Photons"

description: Code and data for publication: "Fundamental bounds of Wavefront Shaping of Spatially Entangled Photons"

Abstract:

Wavefront shaping enables control of classical light through scattering media. Extending these techniques to spatially entangled photons promises new quantum applications, but the fundamental limits, especially when both photons scatter, remain unclear. Here, we theoretically and numerically investigate the enhancement of biphoton correlations through thick scattering media. We analyze configurations where a spatial light modulator shapes one or both photons, either before or after the medium, and show that the optimal enhancement differs fundamentally from classical expectations. For a system with N modes, we show that shaping one photon yields the classical enhancement η≈(π/4)N, while shaping both photons before the medium reduces it to η≈(π/4)2N. However, in some symmetric detection schemes, when both photons are measured at the same detection mode, perfect correlations are restored with η≈N, resembling digital optical phase conjugation. Additionally, shaping both photons after the medium leads to a complex, NP-hard-like optimization problem, yet achieves superior enhancements, with coincidence rates boosted up to η≈4.6N. These results reveal unique quantum effects in complex media and identify strategies for quantum imaging and communication through scattering environments.

 

The repository is also available on Github: 

https://github.com/rubiaek/qwfs
DOI: 10.5281/zenodo.15300938
title: Code and data for publication: "Fundamental bounds of Wavefront Shaping of Spatially Entangled Photons"

description: Code and data for publication: "Fundamental bounds of Wavefront Shaping of Spatially Entangled Photons"

Abstract:

Wavefront shaping enables control of classical light through scattering media. Extending these techniques to spatially entangled photons promises new quantum applications, but the fundamental limits, especially when both photons scatter, remain unclear. Here, we theoretically and numerically investigate the enhancement of biphoton correlations through thick scattering media. We analyze configurations where a spatial light modulator shapes one or both photons, either before or after the medium, and show that the optimal enhancement differs fundamentally from classical expectations. For a system with N modes, we show that shaping one photon yields the classical enhancement η≈(π/4)N, while shaping both photons before the medium reduces it to η≈(π/4)2N. However, in some symmetric detection schemes, when both photons are measured at the same detection mode, perfect correlations are restored with η≈N, resembling digital optical phase conjugation. Additionally, shaping both photons after the medium leads to a complex, NP-hard-like optimization problem, yet achieves superior enhancements, with coincidence rates boosted up to η≈4.6N. These results reveal unique quantum effects in complex media and identify strategies for quantum imaging and communication through scattering environments.

 

The repository is also available on Github: 

https://github.com/rubiaek/qwfs
DOI: 10.5281/zenodo.15680736
title: DIVE: A Multi-Label Smart Contract Vulnerability Dataset

description: 📄 Dataset Description

The initial raw data was collected using the Etherscan API, leveraging three endpoints to gather:





🧩 Contract-based metadata




🧾 Account-based information




⚙️ Opcodes



The original dataset contained 269 attributes across thousands of Ethereum smart contracts. After applying multiple preprocessing steps, the final dataset includes:





238 features




22,330 samples



🏷️ Multi-Label Vulnerability Annotation

Each contract may exhibit multiple vulnerabilities, making this a multi-label dataset. Labels were generated using the MultiTagging framework, which analyzes each smart contract's source code using a suite of six tools: MAIAN, Mythril, Semgrep, Slither, Solhint, and VeriSmart. All tools were used with consistent versions and configurations, as specified in the MultiTagging project.

🛡️ Vulnerability Labels (DASP Top 10 Categories)

The dataset includes labels mapped to the first 8 categories of the DASP Top 10 vulnerability taxonomy:





Reentrancy




Access Control




Arithmetic Issues (Integer Overflow/Underflow)




Unchecked Call Return Values




Denial of Service (DoS)




Bad Randomness




Front Running




Time Manipulation (Timestamp Dependence)



🎯 Applications

This dataset is primarily designed for security analysis and machine learning tasks related to smart contract vulnerability detection. However, due to its rich feature set and multi-label structure, it may also be valuable for other research areas such as contract behavior modeling, feature interpretability, or anomaly detection.

📦 Package Contents





DIVE_*.csv: Final preprocessed dataset containing 240 features and 22,300 labeled smart contract samples.




DIVE_*_CategoricalColsMappings_*.json: Mappings for categorical feature values used during preprocessing.


DIVE_Labels_Vote_Result.csv: Multi-label vulnerability annotations generated using the MultiTagging framework.



Feature list.xlsx: Structured list of all features with names, types, descriptions, and category classifications.


EDA_and_Profiling_Reports.zip: Exploratory data analysis outputs with profiling reports and feature distribution plots.
DOI: 10.15468/dl.xqwxya
title: Occurrence Download

description: A dataset containing 976 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Roldana petasitis",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 976 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019158-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.deecnm
title: Occurrence Download

description: A dataset containing 69918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Carex davalliana"
 ]
}

 The dataset includes 69918 records from 313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019094-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kasntz
title: Occurrence Download

description: A dataset containing 22116 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arctica islandica"
 ]
}

 The dataset includes 22116 records from 229 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019156-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16022684
title: Four geometries of patients-specific acute ischemic left ventricles employed in https://doi.org/10.1016/j.compbiomed.2025.110975

description: This dataset consists of four .msh files representing the patient-specific geometries of acute ischemic left ventricles employed in the study referenced by 10.1016/j.compbiomed.2025.110975. These files can be opened and visualized using Gmsh, where six Elementary entities are defined: three volume's IDs that identify the Healthy region (1), the Border region (2) and the Ischemic region (3); and three surface's IDs that identify the left ventricular base (51), the epicardial surface (100) and the endocardial surface (200). As regard the mesh, the geometries are discretized in tetrahedral elements of average size equal to 0.7 mm.
DOI: 10.5281/zenodo.16022685
title: Four geometries of patients-specific acute ischemic left ventricles employed in https://doi.org/10.1016/j.compbiomed.2025.110975

description: This dataset consists of four .msh files representing the patient-specific geometries of acute ischemic left ventricles employed in the study referenced by 10.1016/j.compbiomed.2025.110975. These files can be opened and visualized using Gmsh, where six Elementary entities are defined: three volume's IDs that identify the Healthy region (1), the Border region (2) and the Ischemic region (3); and three surface's IDs that identify the left ventricular base (51), the epicardial surface (100) and the endocardial surface (200). As regard the mesh, the geometries are discretized in tetrahedral elements of average size equal to 0.7 mm.
DOI: 10.6084/m9.figshare.29974345.v4
title: [SBCARS - CBSoft 2025] Toward Generating Microservice Architectures from Textual Requirements with Large Language Models

description: Supplementary Material of Toward Generating Microservice Architectures from Textual Requirements with Large Language Models
DOI: 10.6084/m9.figshare.29974345
title: [SBCARS - CBSoft 2025] Toward Generating Microservice Architectures from Textual Requirements with Large Language Models

description: Supplementary Material of Toward Generating Microservice Architectures from Textual Requirements with Large Language Models
DOI: 10.6084/m9.figshare.29974345.v3
title: [SBCARS - CBSoft 2025] Toward Generating Microservice Architectures from Textual Requirements with Large Language Models

description: Supplementary Material of Toward Generating Microservice Architectures from Textual Requirements with Large Language Models
DOI: 10.15468/dl.3rc8gj
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tyrannochromis nigriventer)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 27 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019160-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.