cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.uv6aes
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alpinia nigra (Gaertn.) Burtt)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 36 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000962-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aq67mg
title: Occurrence Download

description: A dataset containing 191798 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is one of (Brazil, Argentina, Paraguay)",
 "TaxonKey is Ardea alba Linnaeus, 1758",
 "Year 1000-2024"
 ]
}

 The dataset includes 191798 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000937-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4hx8bh
title: Occurrence Download

description: A dataset containing 3623 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Deparia petersenii (Kunze) M.Kato)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3623 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000948-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sccjfw
title: Occurrence Download

description: A dataset containing 389 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Monitoreo de fauna del APE Llanos 123: plataformas Saltador y Toritos (2023 - 2024)",
 "Issue is Footprint WKT invalid"
 ]
}

 The dataset includes 389 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000963-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14946911
title: Data for: Characterisation of tyre wear particle transport from road runoff to sea in coastal environments
DOI: 10.5281/zenodo.14946912
title: Data for: Characterisation of tyre wear particle transport from road runoff to sea in coastal environments
DOI: 10.15468/dl.wahud7
title: Occurrence Download

description: A dataset containing 6146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alpinia purpurata (Vieill.) K.Schum.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 6146 records from 109 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000964-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14179591
title: King scallop (Pecten maximus) growth monitoring - SAMS IMTA Lab

description:  A small number of hand-dived King scallops (Pecten maximus) was deployed at SAMS IMTA lab and monitored for its growth and performance in suspended cultivation, alongside existing seaweed cultivation.

The dataset contains repeated measures of 8 individual scallops (A1-4, B1-4) for growth in shell length and -height over time (Jan 2023 - ongoing).
DOI: 10.5281/zenodo.14179592
title: King scallop (Pecten maximus) growth monitoring - SAMS IMTA Lab

description:  A small number of hand-dived King scallops (Pecten maximus) was deployed at SAMS IMTA lab and monitored for its growth and performance in suspended cultivation, alongside existing seaweed cultivation.

The dataset contains repeated measures of 8 individual scallops (A1-4, B1-4) for growth in shell length and -height over time (Jan 2023 - ongoing).
DOI: 10.15468/dl.9ufa4w
title: Occurrence Download

description: A dataset containing 81027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Argentina, Brazil, Paraguay)",
 "TaxonKey is Syrigma sibilatrix (Temminck, 1824)",
 "Year 1000-2024"
 ]
}

 The dataset includes 81027 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000955-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n2ak7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Portugal",
 "OccurrenceStatus is Present",
 "TaxonKey is Viola hirta L."
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000952-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14936170
title: A Program Synthesis Dataset for LLM Temperature Analysis
DOI: 10.15468/dl.amhf6w
title: Occurrence Download

description: A dataset containing 938 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myrcia rostrata DC."
 ]
}

 The dataset includes 938 records from 67 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000965-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gss4hb
title: Occurrence Download

description: A dataset containing 204229868 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Material citation, Specimen, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "TaxonKey is Insecta",
 "Year 1000-2023"
 ]
}

 The dataset includes 204229868 records from 23484 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0047281-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13382796
title: Public Data files for DeepCDM

description: Public data files for experiments in DeepCDM.

 

merged_MoNA_ESI-MSMS_spectra.sdf is used for model pre-training, replicate_from_mona.sdf is used for validation in pre-training.

 

fine_tuning_example.sdf is a demo training set used for model fine-tuning, while replicate_from_dansylation_example.sdf is a demo for validation. Larger training set is recommended for better performance. Moreover, the training set for fine-tuning can be changed for variable CDMs.

 

example_molecule.sdf is a example of molecular structural information for spectrum prediction.

 

All raw data of wastewater samples.
DOI: 10.5281/zenodo.13458392
title: Public Data files for DeepCDM

description: Public data files for experiments in DeepCDM.

 

merged_MoNA_ESI-MSMS_spectra.sdf is used for model pre-training, replicate_from_mona.sdf is used for validation in pre-training.

 

fine_tuning_example.sdf is a demo training set used for model fine-tuning, while replicate_from_dansylation_example.sdf is a demo for validation. Larger training set is recommended for better performance. Moreover, the training set for fine-tuning can be changed for variable CDMs.

 

example_molecule.sdf is a example of molecular structural information for spectrum prediction.

 

All raw data of wastewater samples.
DOI: 10.6084/m9.figshare.29423315
title: Emerging Standardization Requirements for the Metaverse in Defense Use Cases

description: Emerging metaverse standards are critical for defense applications like training, logistics, navigation, and remote collaboration. The VDC maps standardization gaps, targeting secure, interoperable, and ergonomic XR systems. NATO scenarios emphasize digital twins, geo-referenced data, immersive telepresence, and assistive AR. Key SDOs—ISO, IEEE, ITU, Khronos—provide foundations for scenario modeling, human factors, and device safety. Defense priorities include resilient mobile XR, virtual war rooms, and AI-assisted learning simulations. Standards like IEEE P2888.3 and ISO 9241 support synchronized operations and user-system efficiency. Bridging civil-military requirements, these frameworks aim to future-proof immersive technologies for mission-critical readiness and coalition-wide operability.
DOI: 10.6084/m9.figshare.29423315.v1
title: Emerging Standardization Requirements for the Metaverse in Defense Use Cases

description: Emerging metaverse standards are critical for defense applications like training, logistics, navigation, and remote collaboration. The VDC maps standardization gaps, targeting secure, interoperable, and ergonomic XR systems. NATO scenarios emphasize digital twins, geo-referenced data, immersive telepresence, and assistive AR. Key SDOs—ISO, IEEE, ITU, Khronos—provide foundations for scenario modeling, human factors, and device safety. Defense priorities include resilient mobile XR, virtual war rooms, and AI-assisted learning simulations. Standards like IEEE P2888.3 and ISO 9241 support synchronized operations and user-system efficiency. Bridging civil-military requirements, these frameworks aim to future-proof immersive technologies for mission-critical readiness and coalition-wide operability.
DOI: 10.15468/dl.zmgf78
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Huperzia crispata (Ching) Ching"
 ]
}

 The dataset includes 58 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071373-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bn3ejy
title: Occurrence Download

description: A dataset containing 4296 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample)",
 "Continent is one of (North America, South America)",
 "DatasetKey is one of (NMNH Extant Specimen Records (USNM, US), AMNH Mammal Collections, Field Museum of Natural History (Zoology) Mammal Collection, Mammalogy Collection - Royal Ontario Museum, Computarización de las colecciones de vertebrados terrestres de la Escuela Nacional de Ciencias Biológicas, IPN Fase 4 (Mamíferos), LSUMZ Mammals Collection, KUBI Mammalogy Collection, Digitalización y Sistematización de las Colecciones Biológicas Nacionales del Instituto de Biología, UNAM (vertebrados), Colección de Mamíferos del Instituto de Ciencias Naturales (ICN-MHN-Ma), Colección de Mamíferos del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-M))",
 "PublishingOrg is one of (bc092ff0-02e4-11dc-991f-b8a03c50a862, ccd1ddc0-6c21-11de-8224-b8a03c50a862, ff90b050-c256-11db-b71b-b8a03c50a862, 7b8aff00-a9f8-11d8-944b-b8a03c50a862, ff418020-1d67-11d9-8435-b8a03c50a862, c361e830-181e-11da-9544-b8a03c50a862, b554c320-0560-11d8-b851-b8a03c50a862, eac88d99-9f6c-4031-8fc4-8088f0e0dfe7, 2a7e3080-28a9-11dd-97cd-b8a03c50a862)",
 "TaxonKey is Anoura Gray, 1838"
 ]
}

 The dataset includes 4296 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071374-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2t6c7d
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Calochortus mendozae Espejo, López-Ferr. & Ceja"
 ]
}

 The dataset includes 11 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071375-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v99fw8
title: Occurrence Download

description: A dataset containing 364 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ulva californica Wille",
 "Year 2000-2025"
 ]
}

 The dataset includes 364 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071377-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34810/data304
title: Spanish-Galician LMF Apertium Bilingual dictionary

description: This is the LMF version of the Apertium bilingual dictionary for Spanish Galician languages. Bilingual LMF dictionaries were generated from Apertium bilingual dix files. For each Apertium bilingual correspondence, the corresponding source and target monolingual entries (LexicalEntry) were generated in addition to the bilingual correspondence (SenseAxis) element. Apertium is a free/open-source machine translation platform, initially aimed at related-language pairs but recently expanded to deal with more divergent language pairs (such as English-Catalan). The platform provides: a language-independent machine translation engine; tools to manage the linguistic data necessary to build a machine translation system for a given language pair and linguistic data for a growing number of language pairs.
DOI: 10.5281/zenodo.15752301
title: Cordierite ceramic foams with Ag nanoparticles
DOI: 10.5281/zenodo.15752302
title: Cordierite ceramic foams with Ag nanoparticles
DOI: 10.21227/06x9-9s32
title: "UAV"

description: "none"
DOI: 10.15468/dl.7mppx2
title: Occurrence Download

description: A dataset containing 46702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is India",
 "GadmGid is IND.20_1",
 "OccurrenceStatus is Present",
 "Year 2024-2025"
 ]
}

 The dataset includes 46702 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071379-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34847/nkl.10be7ab3
title: Fabian Silva y su motosierra (Huiñaj, Santiago del Estero, 12-06-2023)
DOI: 10.5281/zenodo.15753066
title: Dataset and results for dPL and MdPL Experiments

description: This deposition contains compressed archives of all major model outputs and training artifacts for differentiable Parameter Learning (dPL) and Multi-task dPL (MdPL) experiments. Included are:

- dPL_Gz: dPL Gaussian-zipped models and logs
- dPL_Surrogate: dPL surrogate model weights and logs
- ILS_dPL: ILS simulation outputs calibrated with dPL
- ILS_LOOCV: Leave-one-out CV results for ILS
- ILS_MdPL: ILS outputs using Multi-task dPL calibration
- ILS_ORI: Original uncalibrated ILS outputs
- MdPL_Gz: MdPL Gaussian-zipped artifacts
- MdPL_Surrogate: MdPL surrogate models and logs
- Sensitivity_Analysis: Parameter sensitivity results
- Trainset: Training datasets for reproducibility

Each archive is a tar.gz file. See README.md for details on unpacking and usage.
DOI: 10.5281/zenodo.15753067
title: Dataset and results for dPL and MdPL Experiments

description: This deposition contains compressed archives of all major model outputs and training artifacts for differentiable Parameter Learning (dPL) and Multi-task dPL (MdPL) experiments. Included are:

- dPL_Gz: dPL Gaussian-zipped models and logs
- dPL_Surrogate: dPL surrogate model weights and logs
- ILS_dPL: ILS simulation outputs calibrated with dPL
- ILS_LOOCV: Leave-one-out CV results for ILS
- ILS_MdPL: ILS outputs using Multi-task dPL calibration
- ILS_ORI: Original uncalibrated ILS outputs
- MdPL_Gz: MdPL Gaussian-zipped artifacts
- MdPL_Surrogate: MdPL surrogate models and logs
- Sensitivity_Analysis: Parameter sensitivity results
- Trainset: Training datasets for reproducibility

Each archive is a tar.gz file. See README.md for details on unpacking and usage.
DOI: 10.15468/dl.xgqmdx
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "GadmGid is ESP.3.1_1",
 "OccurrenceStatus is Present",
 "StateProvince is Cantabria",
 "TaxonKey is Salmo trutta Linnaeus, 1758"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071381-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n76evm
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Virola theiodora (Spruce ex Benth.) Warb.",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 63 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071382-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aanvu4
title: Occurrence Download

description: A dataset containing 523215 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Suivi Photographique des Insectes Pollinisateurs (SPIPOLL)"
 ]
}

 The dataset includes 523215 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071394-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmpyst
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Abelmoschus moschatus",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071383-250525065834625/datasets/export for details.
DOI: 10.15468/dl.y8rdby
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Lao People’s Democratic Republic",
 "TaxonKey is Araliaceae"
 ]
}

 The dataset includes 123 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0071384-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sbsqpb
title: Occurrence Download

description: A dataset containing 1011 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-86.52832 22.99885,-94.22182 21.17125,-93.70174 24.9978,-97.51568 32.14609,-110.69114 34.74938,-118.66575 33.16776,-117.62559 28.70882,-113.29156 21.0095,-102.41314 14.40805,-92.18483 13.22966,-90.01781 15.16233,-90.01781 17.0775,-88.11084 17.0775,-86.20387 19.79087,-86.52832 22.99885))",
 "TaxonKey is Cedrela odorata L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1011 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005154-190813142620410/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kwvnwh
title: Occurrence Download

description: A dataset containing 1248 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Grammitis magellanica Desv."
 ]
}

 The dataset includes 1248 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0092123-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tm8feu
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bidens kirkii (Oliv. & Hiern) Sherff"
 ]
}

 The dataset includes 54 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052579-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq5nz3
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Eriosoma pyricola Baker & Davidson, 1916)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042676-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.glf6dh
title: Occurrence Download

description: A dataset containing 19197 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canis latrans Say, 1823",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19197 records from 114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010815-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nezhan
title: Occurrence Download

description: A dataset containing 36513583 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Belgium",
 {
 "or" : [
 "License is CC-BY 4.0",
 "License is CC0 1.0"
 ]
 }
 ]
}

 The dataset includes 36513583 records from 802 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0349107-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wms6ah
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cremanthodium potaninii C.Winkl."
 ]
}

 The dataset includes 82 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011687-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rbkjr4
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hypolytrum verticillatum T.Koyama"
 ]
}

 The dataset includes 27 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010832-190621201848488/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.