cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18117860
title: Linked collectors and determiners for: New records of Microgaster deductor Nixon, 1968 (Hymenoptera: Braconidae: Microgastrinae) for the Holarctic region, with comments on its historical distribution.

description: Natural history specimen data linked to collectors and determiners held within, "New records of Microgaster deductor Nixon, 1968 (Hymenoptera: Braconidae: Microgastrinae) for the Holarctic region, with comments on its historical distribution". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3b6eb0c3-6695-4869-80b8-910ac0fd6537 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3b6eb0c3-6695-4869-80b8-910ac0fd6537. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117861
title: Linked collectors and determiners for: Taxonomía y distribución de los filópodos (Crustacea: Branchiopoda, Anostraca, Notostraca, Spinicaudata y Laevicaudata) de México.

description: Natural history specimen data linked to collectors and determiners held within, "Taxonomía y distribución de los filópodos (Crustacea: Branchiopoda, Anostraca, Notostraca, Spinicaudata y Laevicaudata) de México". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3b80b136-9181-46e5-a02b-92ed8985ba19 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3b80b136-9181-46e5-a02b-92ed8985ba19. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117856
title: agalinis_harperi_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18117857
title: agalinis_harperi_decontaminated_FSCR.fasta.gz
DOI: 10.15468/dl.3kfnc3
title: Occurrence Download

description: A dataset containing 22423 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-2.07288 53.01767,0.75118 53.01767,0.75118 54.90304,-2.07288 54.90304,-2.07288 53.01767))",
 "HasGeospatialIssue is false",
 "Month is January",
 "OccurrenceStatus is Present",
 "Year 2025-2026"
 ]
}

 The dataset includes 22423 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070391-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18117864
title: Linked collectors and determiners for: Museu Paraense Emílio Goeldi - Mastozoology Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Museu Paraense Emílio Goeldi - Mastozoology Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3b8a9502-9fed-4b72-8ccf-97ded9c458be using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3b8a9502-9fed-4b72-8ccf-97ded9c458be. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117865
title: Linked collectors and determiners for: Two new records of palm species for Gabon: Sclerosperma profizianum Valk. & Sunder. and Eremospatha quiquecostulata Becc..

description: Natural history specimen data linked to collectors and determiners held within, "Two new records of palm species for Gabon: Sclerosperma profizianum Valk. & Sunder. and Eremospatha quiquecostulata Becc.". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3b8b8198-742f-4521-8b2f-2326bd7b234b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3b8b8198-742f-4521-8b2f-2326bd7b234b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117867
title: Linked collectors and determiners for: Colección de Aves del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-A).

description: Natural history specimen data linked to collectors and determiners held within, "Colección de Aves del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-A)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3bef6fb2-9a1f-4d8d-b5f3-d6d23885905c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3bef6fb2-9a1f-4d8d-b5f3-d6d23885905c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117866
title: Linked collectors and determiners for: MBM - Herbário do Museu Botânico Municipal.

description: Natural history specimen data linked to collectors and determiners held within, "MBM - Herbário do Museu Botânico Municipal". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3b8e9d83-b2d4-4a97-973c-31d98b67b1e9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3b8e9d83-b2d4-4a97-973c-31d98b67b1e9. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117869
title: Linked collectors and determiners for: New species of the Eastern Hemisphere genera Afroheriades and Noteriades (Hymenoptera, Megachilidae).

description: Natural history specimen data linked to collectors and determiners held within, "New species of the Eastern Hemisphere genera Afroheriades and Noteriades (Hymenoptera, Megachilidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c040495-147e-4740-b793-e99edbbc317a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c040495-147e-4740-b793-e99edbbc317a. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117874
title: Linked collectors and determiners for: Flora de las playas y dunas costeras de México.

description: Natural history specimen data linked to collectors and determiners held within, "Flora de las playas y dunas costeras de México". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c089a4c-c5af-4fa0-b46f-1885036b82f4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c089a4c-c5af-4fa0-b46f-1885036b82f4. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117875
title: Linked collectors and determiners for: Colección de Zoología Invertebrados - Helmintología.

description: Natural history specimen data linked to collectors and determiners held within, "Colección de Zoología Invertebrados - Helmintología". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c436b0f-fb55-4e16-9c51-2966cae36e65 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c436b0f-fb55-4e16-9c51-2966cae36e65. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117876
title: Linked collectors and determiners for: The Southeast Asian Pholcus halabala species group (Araneae, Pholcidae): new data from field observations and ultrastructure.

description: Natural history specimen data linked to collectors and determiners held within, "The Southeast Asian Pholcus halabala species group (Araneae, Pholcidae): new data from field observations and ultrastructure". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c438ae3-9ea0-4eda-b893-acf6d5756c90 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c438ae3-9ea0-4eda-b893-acf6d5756c90. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117877
title: Linked collectors and determiners for: Desert Botanical Garden Herbarium.

description: Natural history specimen data linked to collectors and determiners held within, "Desert Botanical Garden Herbarium". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c59bd42-7bfd-421b-8da4-275780390e4c using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c59bd42-7bfd-421b-8da4-275780390e4c. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117879
title: Linked collectors and determiners for: The "Martian" flora: new collections of vascular plants, lichens, fungi, algae, and cyanobacteria from the Mars Desert Research Station, Utah.

description: Natural history specimen data linked to collectors and determiners held within, "The "Martian" flora: new collections of vascular plants, lichens, fungi, algae, and cyanobacteria from the Mars Desert Research Station, Utah". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c5f4a3d-7d3b-48f3-8146-0d26f2a65d67 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c5f4a3d-7d3b-48f3-8146-0d26f2a65d67. Formatted as a Frictionless Data package.
DOI: 10.34740/kaggle/dsv/14364696
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.18117872
title: agalinis_heterophylla_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.18117873
title: agalinis_heterophylla_decontaminated_FSCR.fasta.gz
DOI: 10.5281/zenodo.10583966
title: Linked collectors and determiners for: Description of the males of Euprosthenops australis Simon, 1898 and Euprosthenopsis pulchella (Pocock, 1902) (Araneae: Pisauridae).

description: Natural history specimen data linked to collectors and determiners held within, "Description of the males of Euprosthenops australis Simon, 1898 and Euprosthenopsis pulchella (Pocock, 1902) (Araneae: Pisauridae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c87a8fe-e567-4198-9f94-0a37bc518b82 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c87a8fe-e567-4198-9f94-0a37bc518b82. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117883
title: Linked collectors and determiners for: Description of the males of Euprosthenops australis Simon, 1898 and Euprosthenopsis pulchella (Pocock, 1902) (Araneae: Pisauridae).

description: Natural history specimen data linked to collectors and determiners held within, "Description of the males of Euprosthenops australis Simon, 1898 and Euprosthenopsis pulchella (Pocock, 1902) (Araneae: Pisauridae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c87a8fe-e567-4198-9f94-0a37bc518b82 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c87a8fe-e567-4198-9f94-0a37bc518b82. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117882
title: Linked collectors and determiners for: FBIP: One baobab species or two-morphological and molecular data to address this question.

description: Natural history specimen data linked to collectors and determiners held within, "FBIP: One baobab species or two-morphological and molecular data to address this question". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3c7c79f0-4ee6-4ea0-bc96-1c347d63cb67 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3c7c79f0-4ee6-4ea0-bc96-1c347d63cb67. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117888
title: Linked collectors and determiners for: Abejas silvestres (Hymenoptera: Apoidea) de la región Praderas de Tokio-El Potosí - Sierra Mazmorras - Cañón de Iturbide, Coahuila y Nuevo León, México.

description: Natural history specimen data linked to collectors and determiners held within, "Abejas silvestres (Hymenoptera: Apoidea) de la región Praderas de Tokio-El Potosí - Sierra Mazmorras - Cañón de Iturbide, Coahuila y Nuevo León, México". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3cbee9c6-bd69-4fef-aedd-5cda2d2d7781 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3cbee9c6-bd69-4fef-aedd-5cda2d2d7781. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10583974
title: Linked collectors and determiners for: UMNH Reptiles and Amphibians Collection (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "UMNH Reptiles and Amphibians Collection (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3ca53690-d42a-4b49-9f7d-e247d8eee7a5 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3ca53690-d42a-4b49-9f7d-e247d8eee7a5. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117886
title: Linked collectors and determiners for: UMNH Reptiles and Amphibians Collection (Arctos).

description: Natural history specimen data linked to collectors and determiners held within, "UMNH Reptiles and Amphibians Collection (Arctos)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3ca53690-d42a-4b49-9f7d-e247d8eee7a5 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3ca53690-d42a-4b49-9f7d-e247d8eee7a5. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117891
title: Linked collectors and determiners for: Herbarium - Instituto Nacional de Pesquisas da Amazônia (INPA).

description: Natural history specimen data linked to collectors and determiners held within, "Herbarium - Instituto Nacional de Pesquisas da Amazônia (INPA)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3cc6171e-8c52-4f65-ad7a-32c74e395f29 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3cc6171e-8c52-4f65-ad7a-32c74e395f29. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117894
title: Linked collectors and determiners for: Auburn University Museum of Natural History Herpetology Voucher Collections.

description: Natural history specimen data linked to collectors and determiners held within, "Auburn University Museum of Natural History Herpetology Voucher Collections". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3cc72eb1-0f9e-496d-96e9-3cf6f7d94b0a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3cc72eb1-0f9e-496d-96e9-3cf6f7d94b0a. Formatted as a Frictionless Data package.
DOI: 10.34740/kaggle/dsv/14364711
title: Vietnam SARS-CoV-2 | COVID-19 Data
DOI: 10.5281/zenodo.18117897
title: Linked collectors and determiners for: Computarización de la colección de insectos de la Universidad de Morelos, CIByC, UAEM.

description: Natural history specimen data linked to collectors and determiners held within, "Computarización de la colección de insectos de la Universidad de Morelos, CIByC, UAEM". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3d05b094-6ab4-4d47-8ba8-0d6fc51655e0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3d05b094-6ab4-4d47-8ba8-0d6fc51655e0. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117898
title: Linked collectors and determiners for: A new species of Antocha Osten Sacken, 1860 (Diptera: Limoniidae) from Sichuan China.

description: Natural history specimen data linked to collectors and determiners held within, "A new species of Antocha Osten Sacken, 1860 (Diptera: Limoniidae) from Sichuan China". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3d7e1f7b-b917-4ca8-b53b-467f90e99de8 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3d7e1f7b-b917-4ca8-b53b-467f90e99de8. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117904
title: Linked collectors and determiners for: Ohio State University Tetrapod Division - Amphibian Collection (OSUM).

description: Natural history specimen data linked to collectors and determiners held within, "Ohio State University Tetrapod Division - Amphibian Collection (OSUM)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3d84f407-8a76-473a-b8c8-54a58d5f581b using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3d84f407-8a76-473a-b8c8-54a58d5f581b. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117905
title: Linked collectors and determiners for: Colección de Mamíferos del Instituto de Ciencias Naturales (ICN-MHN-Ma).

description: Natural history specimen data linked to collectors and determiners held within, "Colección de Mamíferos del Instituto de Ciencias Naturales (ICN-MHN-Ma)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3d88255b-67ae-4f82-899b-06186eab2995 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3d88255b-67ae-4f82-899b-06186eab2995. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117906
title: Linked collectors and determiners for: Herbario Museo de La Salle Bogotá (BOG).

description: Natural history specimen data linked to collectors and determiners held within, "Herbario Museo de La Salle Bogotá (BOG)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3dac6c1a-ef35-4804-9a7e-df3fd20621b3 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3dac6c1a-ef35-4804-9a7e-df3fd20621b3. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117907
title: Linked collectors and determiners for: A Gondwanan concept of Simplimorpha Scoble (sensu lato): a step toward clarity in the generic diagnostics of global Nepticulidae (Lepidoptera).

description: Natural history specimen data linked to collectors and determiners held within, "A Gondwanan concept of Simplimorpha Scoble (sensu lato): a step toward clarity in the generic diagnostics of global Nepticulidae (Lepidoptera)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3dad7d04-f7c6-4300-9240-8f2e44d0c257 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3dad7d04-f7c6-4300-9240-8f2e44d0c257. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117910
title: Linked collectors and determiners for: A checklist of the Ukrainian Xoridinae (Hymenoptera, Ichneumonidae).

description: Natural history specimen data linked to collectors and determiners held within, "A checklist of the Ukrainian Xoridinae (Hymenoptera, Ichneumonidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3db35ca0-6ec6-4e11-9cae-1d6d0a4c36c5 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3db35ca0-6ec6-4e11-9cae-1d6d0a4c36c5. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117911
title: Linked collectors and determiners for: East African pholcid spiders: an overview, with descriptions of eight new species (Araneae, Pholcidae).

description: Natural history specimen data linked to collectors and determiners held within, "East African pholcid spiders: an overview, with descriptions of eight new species (Araneae, Pholcidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3de0a260-04a8-4d36-9384-5cff3934095e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3de0a260-04a8-4d36-9384-5cff3934095e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18117916
title: Linked collectors and determiners for: ZUEC-POL - Coleção de Polychaeta do Museu de Zoologia da UNICAMP.

description: Natural history specimen data linked to collectors and determiners held within, "ZUEC-POL - Coleção de Polychaeta do Museu de Zoologia da UNICAMP". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/3df5801a-f1b3-4863-beb2-1a4493c92c18 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/3df5801a-f1b3-4863-beb2-1a4493c92c18. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18116410
title: GC-500K: A Physics-Consistent Synthetic Dataset for Photonic Grating Coupler Design

description: GC-500K is a large-scale, physics-consistent synthetic dataset for photonic grating coupler analysis and data-driven modeling. The dataset contains 500,000 independently generated grating coupler configurations, each represented by wavelength-resolved reflectance (R), transmittance (T), and absorbance (A) spectra sampled at 100 uniformly spaced wavelength points spanning 1200–1600 nm. In addition to spectral responses, the dataset includes five geometric design parameters per sample and a set of derived physical performance metrics.

All samples are generated using a physics-consistent synthetic data generation framework in which fundamental physical constraints are enforced at the data level. In particular, absorbance is computed via the energy-conserving closure relationA = 1 − R − T,ensuring passivity and energy conservation for every wavelength sample. Geometric parameters are sampled independently from uniform distributions over physically admissible fabrication ranges, enabling unbiased coverage of the design space and preventing implicit parameter correlations.

The dataset is accompanied by a comprehensive statistical validation, including tests for parameter independence, geometry–physics consistency, spectral smoothness, numerical stability, output-space coverage, and train–test equivalence. These validations confirm that GC-500K is free from degenerate structure and suitable for downstream use in forward modeling, inverse design, surrogate modeling, and representation learning tasks in nanophotonics.

GC-500K is provided as a compressed HDF5 archive for efficient storage and partial loading. The dataset is intended for research, benchmarking, and educational use and does not represent experimental measurements. Any future extensions or modifications will be released as new dataset versions to ensure full reproducibility.

Intended Use





Machine learning for photonic forward and inverse design




Statistical analysis of geometry–spectral relationships




Surrogate modeling and representation learning




Benchmarking physics-consistent synthetic data methods
description: Reflectance spectra: shape (500000, 100), float32




Transmittance spectra: shape (500000, 100), float32




Absorbance spectra: shape (500000, 100), float32




Wavelength grid: 100 points, 1200–1600 nm




Geometric parameters: shape (500000, 5), float32




Derived physical metrics




Energy conservation validity flags