cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.rwdeb9
title: Occurrence Download

description: A dataset containing 4191 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Tamias dorsalis Baird, 1855",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 4191 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003543-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vcp7t3
title: Occurrence Download

description: A dataset containing 1802 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 Hydrocleys Rich."
 ]
}

 The dataset includes 1802 records from 165 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003545-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9pxwmr
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is Malaysia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Rafflesia cantleyi Solms",
 "Year 2020-2025"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003546-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ukbcwa
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Laemanctus julioi Mccranie, 2018"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003551-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wm3typ
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Austria",
 "TaxonKey is Iris arenaria Waldst. & Kit."
 ]
}

 The dataset includes 19 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003552-250515123054153/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/11851289
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.w9rzq2
title: Occurrence Download

description: A dataset containing 61546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calonectris diomedea (Scopoli, 1769)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 61546 records from 115 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003548-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gd3gtb
title: Occurrence Download

description: A dataset containing 835 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United States of America",
 "TaxonKey is Mytilus galloprovincialis Lamarck, 1819"
 ]
}

 The dataset includes 835 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003553-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cu8ttw
title: Occurrence Download

description: A dataset containing 199378 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Sciurus carolinensis Gmelin, 1788",
 "Year is greater than or equal to 1950",
 {
 "or" : [
 "GadmGid is USA",
 "GadmGid is CAN",
 "GadmGid is MEX"
 ]
 }
 ]
}

 The dataset includes 199378 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003549-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fr3mg6
title: Occurrence Download

description: A dataset containing 97 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Calonectris edwardsii (Oustalet, 1883)",
 "HasCoordinate is true",
 "Year is greater than 1989",
 "Year is less than 2026",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is Absent"
 ]
 }
 },
 "CoordinateUncertaintyInMeters is less than or equal to 1000"
 ]
}

 The dataset includes 97 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003554-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4ntzj7
title: Occurrence Download

description: A dataset containing 350320 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 Hydrocotyle L."
 ]
}

 The dataset includes 350320 records from 1641 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003550-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17302218
title: GraphEnet: Event-driven Human Pose Estimation with a Graph Neural Network

description: Human Pose Estimation is a crucial module in human-machine interaction applications and, especially since the rise in deep learning technology, robust methods are available to consumers using RGB cameras and commercial GPUs. On the other hand, event-based cameras have gained popularity in the vision research community for their low latency and low energy advantages that make them ideal for applications where those resources are constrained like portable electronics and mobile robots. In this work we propose a Graph Neural Network, GraphEnet, that leverages the sparse nature of event camera output, with an intermediate line based event representation, to estimate 2D Human Pose of a single person at a high frequency. The architecture incorporates a novel offset vector learning paradigm with confidence based pooling to estimate the human pose. This is the first work that applies Graph Neural Networks to event data for Human Pose Estimation.

The event data for DHP19 is provided in the appropriate format here. The event data for eH36m is available here: https://zenodo.org/records/7842598

Code is available here: https://github.com/event-driven-robotics/GraphEnet-NeVi-ICCV2025

@article{goyalGraphEnet2025,
  title={GraphEnet: Event-driven Human Pose Estimation with a Graph Neural Network},
  author={Goyal, Gaurvi and Thuong, Pham Cong and Glover, Arren and Mizuno, Masayoshi and Bartolozzi, Chiara},
  journal={2nd Workshop on Neuromorphic Vision: Advantages and Applications of Event Cameras, in conjunction with the International Conference on Computer Vision},
  year={2025}
}
DOI: 10.5281/zenodo.17589575
title: GraphEnet: Event-driven Human Pose Estimation with a Graph Neural Network

description: Human Pose Estimation is a crucial module in human-machine interaction applications and, especially since the rise in deep learning technology, robust methods are available to consumers using RGB cameras and commercial GPUs. On the other hand, event-based cameras have gained popularity in the vision research community for their low latency and low energy advantages that make them ideal for applications where those resources are constrained like portable electronics and mobile robots. In this work we propose a Graph Neural Network, GraphEnet, that leverages the sparse nature of event camera output, with an intermediate line based event representation, to estimate 2D Human Pose of a single person at a high frequency. The architecture incorporates a novel offset vector learning paradigm with confidence based pooling to estimate the human pose. This is the first work that applies Graph Neural Networks to event data for Human Pose Estimation.

The event data for DHP19 is provided in the appropriate format here. The event data for eH36m is available here: https://zenodo.org/records/7842598

Code is available here: https://github.com/event-driven-robotics/GraphEnet-NeVi-ICCV2025

@article{goyalGraphEnet2025,
  title={GraphEnet: Event-driven Human Pose Estimation with a Graph Neural Network},
  author={Goyal, Gaurvi and Thuong, Pham Cong and Glover, Arren and Mizuno, Masayoshi and Bartolozzi, Chiara},
  journal={2nd Workshop on Neuromorphic Vision: Advantages and Applications of Event Cameras, in conjunction with the International Conference on Computer Vision},
  year={2025}
}
DOI: 10.15468/dl.vedv9y
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is one of (Royal Botanic Gardens, Kew - Economic Botany Collection Specimens, NMNH Extant Specimen Records (USNM, US))",
 "OccurrenceStatus is Present",
 "TaxonKey is Adina cordifolia (Roxb.) Hook.f."
 ]
}

 The dataset includes 27 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008159-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.49unq3
title: Occurrence Download

description: A dataset containing 386 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avena fatua L.",
 "Country is Iran (Islamic Republic of)"
 ]
}

 The dataset includes 386 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008160-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4nbfju
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Monosporidium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037300-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sj3h53
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.5688 31.49913, -114.4188 31.49913, -114.4188 31.64913, -114.5688 31.64913, -114.5688 31.49913))"
 ]
}

 The dataset includes 147 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037299-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6ws3d
title: Occurrence Download

description: A dataset containing 1088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Endophyllum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1088 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037302-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qhxw4r
title: Occurrence Download

description: A dataset containing 1106 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.4188 31.49913, -114.2688 31.49913, -114.2688 31.64913, -114.4188 31.64913, -114.4188 31.49913))"
 ]
}

 The dataset includes 1106 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037301-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17621213
title: Data in "Mixed-State Measurement-Induced Phase Transitions in Imaginary-Time Dynamics"

description: Open-source data for plottings in https://arxiv.org/abs/2511.04402.
DOI: 10.5281/zenodo.17621212
title: Data in "Mixed-State Measurement-Induced Phase Transitions in Imaginary-Time Dynamics"

description: Open-source data for plottings in https://arxiv.org/abs/2511.04402.
DOI: 10.15468/6b3u32
title: Prangos munzurensis (Apiaceae), a new species from East Anatolia, Turkey

description: This dataset contains the digitized treatments in Plazi based on the original journal article Lyskov, Dmitry, Duran, Ahmet, Paksoy, Mehmet Yavuz, Samigullin, Tahir (2022): Prangos munzurensis (Apiaceae), a new species from East Anatolia, Turkey. Phytotaxa 560 (1): 57-70, DOI: 10.11646/phytotaxa.560.1.4, URL: http://dx.doi.org/10.11646/phytotaxa.560.1.4
DOI: 10.15468/dl.3hjcpj
title: Occurrence Download

description: A dataset containing 865 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.2688 31.49913, -114.1188 31.49913, -114.1188 31.64913, -114.2688 31.64913, -114.2688 31.49913))"
 ]
}

 The dataset includes 865 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037303-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ukntu
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dietelia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 72 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037304-251025141854904/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/13750680
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.h4vvq3
title: Occurrence Download

description: A dataset containing 359 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.1188 31.49913, -113.9688 31.49913, -113.9688 31.64913, -114.1188 31.64913, -114.1188 31.49913))"
 ]
}

 The dataset includes 359 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037305-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ubrnu
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macabuna",
 "HasCoordinate is true"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037306-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.57gnh6
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Batistopsora",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037308-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5m8np9
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.9688 31.49913, -113.8188 31.49913, -113.8188 31.64913, -113.9688 31.64913, -113.9688 31.49913))"
 ]
}

 The dataset includes 188 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037307-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.11677.37608
title: карты распределения полыньи и содержания хлорофилла а в зал. Терпения и прилегающих водах (Охотское море)
DOI: 10.15468/dl.r62ngw
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037310-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ug3vqc
title: Occurrence Download

description: A dataset containing 124515 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Occurrence evidence)",
 "Geometry POLYGON((20 -50,180 -50,180 30,20 30,20 -50))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cetacea",
 "Year 2000-2025"
 ]
}

 The dataset includes 124515 records from 211 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037286-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u88z7t
title: Occurrence Download

description: A dataset containing 936 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.8188 31.49913, -113.6688 31.49913, -113.6688 31.64913, -113.8188 31.64913, -113.8188 31.49913))"
 ]
}

 The dataset includes 936 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037309-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17621134
title: Abelian Higgs Toy Model v1.0.0

description: This deposit provides a clean, fully reproducible toy implementation of the Abelian Higgs model (v1.0.0). It is designed as an educational and computational reference showing how spontaneous symmetry breaking arises in a simple U(1) scalar–gauge field theory.

The archive contains both analytical validation tools and a minimal lattice-style numerical experiment. All scripts rely only on standard Python libraries (NumPy/SciPy), making the model easy to run, inspect, and extend.

Included materials:





src/analyze_higgs_model.py — analytical checks of the vacuum structure and particle masses




src/lattice_ab_higgs.py — a 2D toy lattice simulation




sample scalar-field and lattice configurations




plotting utilities




README, requirements.txt, MIT License, CITATION.cff



Purpose:This dataset is intended strictly for education, training, reproducibility studies, and demonstration of basic field-theory concepts. It is not a physical prediction or a full-scale simulation of the Abelian Higgs model.

Intended audience:





learners exploring gauge theories




educators building simple examples




researchers needing a minimal reproducible benchmark




AI systems performing scientific model classification, testing, or training on structured physics datasets



Future directions:Planned future releases will include Jupyter notebooks, extended documentation, and generalizations toward the α–β–γ–ε model and 4D formulations.

Author: Igor Chechelnitsky (ORCID 0009-0007-4607-1946)
DOI: 10.5281/zenodo.17621135
title: Abelian Higgs Toy Model v1.0.0

description: This deposit provides a clean, fully reproducible toy implementation of the Abelian Higgs model (v1.0.0). It is designed as an educational and computational reference showing how spontaneous symmetry breaking arises in a simple U(1) scalar–gauge field theory.

The archive contains both analytical validation tools and a minimal lattice-style numerical experiment. All scripts rely only on standard Python libraries (NumPy/SciPy), making the model easy to run, inspect, and extend.

Included materials:





src/analyze_higgs_model.py — analytical checks of the vacuum structure and particle masses




src/lattice_ab_higgs.py — a 2D toy lattice simulation




sample scalar-field and lattice configurations




plotting utilities




README, requirements.txt, MIT License, CITATION.cff



Purpose:This dataset is intended strictly for education, training, reproducibility studies, and demonstration of basic field-theory concepts. It is not a physical prediction or a full-scale simulation of the Abelian Higgs model.

Intended audience:





learners exploring gauge theories




educators building simple examples




researchers needing a minimal reproducible benchmark




AI systems performing scientific model classification, testing, or training on structured physics datasets



Future directions:Planned future releases will include Jupyter notebooks, extended documentation, and generalizations toward the α–β–γ–ε model and 4D formulations.

Author: Igor Chechelnitsky (ORCID 0009-0007-4607-1946)
DOI: 10.15468/dl.mbdj8p
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-113.6688 31.49913, -113.5188 31.49913, -113.5188 31.64913, -113.6688 31.64913, -113.6688 31.49913))"
 ]
}

 The dataset includes 121 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037312-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f37jxy
title: Occurrence Download

description: A dataset containing 1656 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gymnoconia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1656 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037311-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r5nnrg
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-114.8688 31.64913, -114.7188 31.64913, -114.7188 31.79913, -114.8688 31.79913, -114.8688 31.64913))"
 ]
}

 The dataset includes 218 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0037313-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.