cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.3at582
title: Occurrence Download

description: A dataset containing 1963 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Campanula vidalii"
 ]
}

 The dataset includes 1963 records from 52 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048235-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bx5zz9
title: Occurrence Download

description: A dataset containing 522 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hymenidium davidii"
 ]
}

 The dataset includes 522 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048234-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecrdff
title: Occurrence Download

description: A dataset containing 2708 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer caudatifolium"
 ]
}

 The dataset includes 2708 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048233-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hgkpuq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Peckoltia vermiculata)",
 "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 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048236-250827131500795/datasets/export for details.
DOI: 10.15468/dl.xnm7sy
title: Occurrence Download

description: A dataset containing 5368 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rana temporaria",
 "HasCoordinate is true",
 "Country is Ireland"
 ]
}

 The dataset includes 5368 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048238-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.30092332
title: Synergy<b> 1 and </b>Synergy<b> 2 with 45° and 90° direction changes</b>

description: Synergy<b> 1 and </b>Synergy<b> 2 with 45° and 90° direction changes</b>
DOI: 10.6084/m9.figshare.30092332.v1
title: Synergy<b> 1 and </b>Synergy<b> 2 with 45° and 90° direction changes</b>

description: Synergy<b> 1 and </b>Synergy<b> 2 with 45° and 90° direction changes</b>
DOI: 10.18419/darus-4610
title: DuMuX code for modelling evaporation-driven density instabilities in unsaturated porous media

description: &lt;p&gt;This dataset contains the source code to reproduce the numerical simulations presented in Bringedal et al. Impact of saturation on evaporation-driven density instabilities in porous media: mathematical and numerical analysis, Transport in Porous Media, https://doi.org/10.1007/s11242-025-02207-y. &lt;/p&gt;

&lt;p&gt;The application allows to model the estimated onset and the development of evaporation-driven density instabilities in an unsaturated porous media. Therefore, a simplified Richards equation is solved. &lt;/p&gt;
description: This application also requires installing some dune modules and the module dumux. The installation script <b>'install_kiemle2023b.py'</b> contains the dependencies in the correct version. For the instructions to build and execute the applications, one may check the Installation section in the <b>README.md</b>.
description: DuMuX, 3.9
DOI: 10.15468/dl.ujt325
title: Occurrence Download

description: A dataset containing 902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nandina domestica",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 902 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048241-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ty2kqt
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nandina domestica",
 "Country is India",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048242-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17090210
title: 7-Tage-Inzidenz der COVID-19-Fälle in Deutschland

description: Im Datensatz "7-Tage-Inzidenz der COVID-19-Fälle in Deutschland" des Robert Koch-Instituts werden die täglich aktualisierten COVID-19-Inzidenzen auf Bundes-, Landes- und Landkreisebene basierend auf den Meldungen nach dem Infektionsschutzgesetz (IfSG) bereitgestellt. Die 7-Tage-Inzidenz wird definiert als Anzahl gemeldeter Fälle der letzten sieben Tage pro 100.000 Einwohner:innen und differenziert nach Altersgruppen und Regionen. Die Datenverarbeitung erfolgt vollständig elektronisch über das Deutsche Elektronische Melde- und Informationssystem (DEMIS).
DOI: 10.15468/dl.xxu3sp
title: Occurrence Download

description: A dataset containing 6762 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nandina domestica",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6762 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048243-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16987485
title: Makassar's Gold Street
title: Jalan Perdagangan Emas di Makassar

description: This dataset originates from ethnographic fieldwork conducted in Makassar, Indonesia. It includes a curated selection of fieldnotes and photographs, each photograph accompanied by metadata (time, place, and contextual details). A README file is provided to explain the dataset’s structure, contents, and conventions.
DOI: 10.15468/dl.rxa8w2
title: Occurrence Download

description: A dataset containing 1479 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alternanthera lanceolata"
 ]
}

 The dataset includes 1479 records from 120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048240-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17090070
title: Plastic-Greenhouse-Mapping-Coupling-Prior-Knowledge-and-Deep-Learning-PGMpkdl

description: This dataset accompanies the repository PGMpk-dl and the article "A novel approach: Coupling prior knowledge and deep learning methods for large-scale plastic greenhouse extraction using Sentinel-1/2 data".

The dataset contains:



Sentinel-2 imagery for the study regions.

Ground truth labels derived from prior knowledge and manual annotation, provided in GeoTIFF format.

Corresponding RGB composites generated from Sentinel-2 bands.


Please use the linked GitHub code to complete the full processing and training pipeline.

The dataset is organized by region, and designed for research on plasticulture mapping, agricultural monitoring, and remote sensing-based land cover analysis.
DOI: 10.6084/m9.figshare.30092872
title: <b>A Graph Attention Reinforcement Learning Method for Urban Land Use Optimization</b>

description: Data and code for paper: A Graph Attention Reinforcement Learning Method for Urban Land Use Optimization
DOI: 10.6084/m9.figshare.30092872.v1
title: <b>A Graph Attention Reinforcement Learning Method for Urban Land Use Optimization</b>

description: Data and code for paper: A Graph Attention Reinforcement Learning Method for Urban Land Use Optimization
DOI: 10.15468/dl.jjqzua
title: Occurrence Download

description: A dataset containing 2814 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao, Chinese Taipei)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1917",
 "Year is less than or equal to 1917"
 ]
}

 The dataset includes 2814 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048220-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mvcvm2
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Phoxinus karsticus)",
 "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 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048244-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dv4fw2
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nandina domestica",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 28 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048245-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfgbk7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nandina domestica",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048246-250827131500795/datasets/export for details.
DOI: 10.15468/dl.3k2rf8
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypericum pratense"
 ]
}

 The dataset includes 389 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048248-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zr7dfc
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nandina domestica",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048247-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2uf2vx
title: Occurrence Download

description: A dataset containing 8900 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acalypha australis"
 ]
}

 The dataset includes 8900 records from 247 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048249-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w38552
title: Occurrence Download

description: A dataset containing 860 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Rhabdamia gracilis"
 ]
}

 The dataset includes 860 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048250-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hsrn6
title: Occurrence Download

description: A dataset containing 526 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amomyrtus luma"
 ]
}

 The dataset includes 526 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048252-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18419/darus-4834
title: Supplementary Information to "Linker-Cluster Cooperativity in Confinement of Proline- Functionalized Zr-Based Metal-Organic Frameworks and its Effect on the Organocatalytic Aldol Reaction"

description: Files and structures for performing all-atom molecular dynamics simulations of UiO-67 and UiO-67-based structures filled with Methanol and reactant and product molecules.
DOI: 10.15468/dl.4fsf8r
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tropheus duboisi)",
 "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 30 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048253-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mr85c4
title: Occurrence Download

description: A dataset containing 186 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Acer insulare"
 ]
}

 The dataset includes 186 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048254-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckruqh
title: Occurrence Download

description: A dataset containing 20547 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nandina domestica",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 20547 records from 77 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048255-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17058100
title: MULTIVOX: A Spatial Audio-Visual Dataset of Singing Groups

description: MULTIVOX is a multimodal, spatial audio–visual dataset of a-cappella vocal performances recorded in controlled conditions with both choir and vocal chamber ensembles. The dataset comprises 154 performances (≈3 hours total), captured in two acoustically distinct spaces (auditorium and recording studio).

 

Each performance includes synchronized 360° video, far-field audio (first-order Ambisonics and ORTF stereo), and per-singer near-field recordings captured on personal devices. Performances feature 6– and 16-singer configurations arranged in a circle around the 360° camera and far-field devices. The repertoire covers 18 short choral pieces, including vocal warm-ups, Latin American songs, and arranged popular music.

 

Annotations are provided in the metadata.csv, including session information, song, duration, tonal center, ensemble composition, condition, per-singer roles, facing direction, gender, height, and near-field file availability. Refer to the README.md for full annotation details. The MULTIVOX_extended_dataset_description_and_supplement.pdf file includes a detailed technical description of the dataset. 

 

The dataset is designed to support research on spatial audio, sound event localization, source separation, ensemble synchronization, and multimodal modeling of group singing. The authors discourage the use of MULTIVOX for GenAI model training. 

 

Citation: Please cite the dataset if you use it in your research. 

You can read the AES paper here

@inproceedings{meza2025multivox,  author = {Meza, G. and Sepúlveda, M. and Roman, A. S. and Sigal Sefchovich, J. R. and Roman, I. R.},  title = {{MULTIVOX: A Spatial Audio-Visual Dataset of Singing Groups}},  booktitle = {Proceedings of the AES International Conference on Artificial Intelligence and Machine Learning for Audio (AES AIMLA)},  year = {2025},  address = {London},  doi = {10.5281/zenodo.17058101}}

You can find files C3.zip and C4.zip here: https://doi.org/10.5281/zenodo.17065497
DOI: 10.5281/zenodo.17058101
title: MULTIVOX: A Spatial Audio-Visual Dataset of Singing Groups

description: MULTIVOX is a multimodal, spatial audio–visual dataset of a-cappella vocal performances recorded in controlled conditions with both choir and vocal chamber ensembles. The dataset comprises 154 performances (≈3 hours total), captured in two acoustically distinct spaces (auditorium and recording studio).

 

Each performance includes synchronized 360° video, far-field audio (first-order Ambisonics and ORTF stereo), and per-singer near-field recordings captured on personal devices. Performances feature 6– and 16-singer configurations arranged in a circle around the 360° camera and far-field devices. The repertoire covers 18 short choral pieces, including vocal warm-ups, Latin American songs, and arranged popular music.

 

Annotations are provided in the metadata.csv, including session information, song, duration, tonal center, ensemble composition, condition, per-singer roles, facing direction, gender, height, and near-field file availability. Refer to the README.md for full annotation details. The MULTIVOX_extended_dataset_description_and_supplement.pdf file includes a detailed technical description of the dataset. 

 

The dataset is designed to support research on spatial audio, sound event localization, source separation, ensemble synchronization, and multimodal modeling of group singing. The authors discourage the use of MULTIVOX for GenAI model training. 

 

Citation: Please cite the dataset if you use it in your research. 

You can read the AES paper here

@inproceedings{meza2025multivox,  author = {Meza, G. and Sepúlveda, M. and Roman, A. S. and Sigal Sefchovich, J. R. and Roman, I. R.},  title = {{MULTIVOX: A Spatial Audio-Visual Dataset of Singing Groups}},  booktitle = {Proceedings of the AES International Conference on Artificial Intelligence and Machine Learning for Audio (AES AIMLA)},  year = {2025},  address = {London},  doi = {10.5281/zenodo.17058101}}

You can find files C3.zip and C4.zip here: https://doi.org/10.5281/zenodo.17065497
DOI: 10.15468/dl.4sqswf
title: Occurrence Download

description: A dataset containing 414 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "Geometry POLYGON((2.04542 50.16535,9.07968 50.16535,9.07968 52.97785,2.04542 52.97785,2.04542 50.16535))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Steatoda nobilis"
 ]
}

 The dataset includes 414 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048256-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/n7p-cdk-7rj
title: Lecanora austrocalifornica Lendemer & K. Knudsen

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.34740/kaggle/dsv/13014697
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.swfzs7
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia galapagana"
 ]
}

 The dataset includes 30 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048257-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.suard9
title: Occurrence Download

description: A dataset containing 115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Creagrutus ignotus)",
 "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 115 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048258-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.32xghh
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Akebia quinata",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048259-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fdyzcv
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Akebia quinata",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 54 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048260-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w994at
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Akebia quinata",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048261-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/tjj-qld-8fw
title: Arthonia rubrocincta G. Merr. ex Grube & Lendemer

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.3pzsuc
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Steatoda nobilis"
 ]
}

 The dataset includes 441 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048262-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yjafh
title: Occurrence Download

description: A dataset containing 2971259 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 2971259 records from 5454 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048192-250827131500795/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.