cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25452/figshare.plus.29135618
title: Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels

description: The dataset contains 541,677 images of 185 butterfly and moth species that were recorded by citizen scientists in Austria with the application "Schmetterlinge Österreichs" of the foundation Blühendes Österreich (https://www.schmetterlingsapp.at/) between 2016 and 2023. Each image is identified on species level (with the exception of four species pairs). Correct identification was confirmed by an experienced entomologist. The images are organized in indiviudal .zip files for each species. The file pytorch_model.bin contains the weights of a MaxVit-t model (Tu et al., 2022) that was trained on species identification with the dataset. The file scripts_model_training.zip contains the scripts which was used for model training and testing on the EuroHPC supercomputer LUMI hosted by CSC (Finland) and the LUMI consortium. The file images_per_species.csv contains a list with the species in the dataset and the number of images of each species.More information on the dataset and model training are available in:<br>Barkmann, F., Lindner, A., Würflinger, R., Höttinger, H., Rüdisser, J., 2025. Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels. <i>Sci Data 12</i>(1), 1369. https://doi.org/10.1038/s41597-025-05708-z
DOI: 10.25452/figshare.plus.29135618.v1
title: Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels

description: The dataset contains 541,677 images of 185 butterfly and moth species that were recorded by citizen scientists in Austria with the application "Schmetterlinge Österreichs" of the foundation Blühendes Österreich (https://www.schmetterlingsapp.at/) between 2016 and 2023. Each image is identified on species level (with the exception of four species pairs). Correct identification was confirmed by an experienced entomologist. The images are organized in indiviudal .zip files for each species. The file pytorch_model.bin contains the weights of a MaxVit-t model (Tu et al., 2022) that was trained on species identification with the dataset. The file scripts_model_training.zip contains the scripts which was used for model training and testing on the EuroHPC supercomputer LUMI hosted by CSC (Finland) and the LUMI consortium. The file images_per_species.csv contains a list with the species in the dataset and the number of images of each species.More information on the dataset and model training are available in:<br>Barkmann, F., Lindner, A., Würflinger, R., Höttinger, H., Rüdisser, J., 2025. Machine learning training data: over 500,000 images of butterflies and moths (Lepidoptera) with species labels. <i>Sci Data 12</i>(1), 1369. https://doi.org/10.1038/s41597-025-05708-z
DOI: 10.25386/genetics.29640446
title: Supplemental Material for Fernandez <i>et al</i>., 2025

description: Binding motif analysis (Supplementary File 1) and binding peak gene assignments (Supplementary File 2) for male-specific <i>C. elegans</i> DMD-3 ChIP-seq data.
DOI: 10.25386/genetics.29640446.v1
title: Supplemental Material for Fernandez <i>et al</i>., 2025

description: Binding motif analysis (Supplementary File 1) and binding peak gene assignments (Supplementary File 2) for male-specific <i>C. elegans</i> DMD-3 ChIP-seq data.
DOI: 10.15468/dl.xm9mph
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-78.2416 5.32953,-76.31788 7.58548,-76.59772 9.81103,-79.63968 10.5112,-81.38907 9.90529,-82.38969 11.44079,-82.22822 14.30385,-82.97736 16.7239,-86.67846 17.1244,-85.98604 19.83169,-85.44565 21.77587,-87.6443 22.85267,-91.07652 21.85732,-92.59788 20.96272,-92.09492 19.53651,-94.06365 19.20044,-95.41975 20.26899,-95.43942 14.92337,-93.89612 15.00923,-91.13817 12.69036,-88.22667 12.03616,-86.81574 10.47401,-84.97975 8.38765,-81.71202 6.35466,-79.25697 7.01345,-78.2416 5.32953))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Selasphorus rufus"
 ]
}

 The dataset includes 21 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020920-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a38j42
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Acinonyx jubatus)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 33 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020921-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.maqcsg
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Acinonyx jubatus)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020922-250802193616735/datasets/export for details.
DOI: 10.15468/dl.t76bfc
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cynodonichthys hildebrandi)",
 "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 20 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020924-250802193616735/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.29839793
title: Environmental stressor Datasheet

description: This data sheet is composed of environmental variables measured from the Negombo lagoon, Sri Lanka. It also contains presence and absence data of fecal coliforms measured from the lagoon.
DOI: 10.6084/m9.figshare.29839793.v1
title: Environmental stressor Datasheet

description: This data sheet is composed of environmental variables measured from the Negombo lagoon, Sri Lanka. It also contains presence and absence data of fecal coliforms measured from the lagoon.
DOI: 10.15468/dl.p3jz28
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Acinonyx jubatus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020923-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h5k6np
title: Occurrence Download

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

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020925-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcu6nz
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Picoides maculatus)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "License is one of (CC-BY 4.0, CC0 1.0)"
 ]
}

 The dataset includes 15 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020926-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rn8qx2
title: Occurrence Download

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

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020927-250802193616735/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.29824778
title: xyzmmm

description: Taxonomic and phylogenetic relationships of xyzafdga
DOI: 10.6084/m9.figshare.29824778.v2
title: xyzmmm

description: Taxonomic and phylogenetic relationships of xyzafdga
DOI: 10.6084/m9.figshare.29824778.v1
title: aspergillus

description: Taxonomic and phylogenetic relationships of aspergilus spp.
DOI: 10.15468/dl.ymkpjp
title: Occurrence Download

description: A dataset containing 2480337429 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Norops brasiliensis, Norops chrysolepis, Norops fuscoauratus, Animalia, Norops ortonii, Norops planiceps)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2480337429 records from 47367 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020726-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.metpwk
title: Occurrence Download

description: A dataset containing 96834 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Negativicutes"
 ]
}

 The dataset includes 96834 records from 675 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010771-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dd33nu
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((4.81718 51.35105,2.55777 49.23732,-12.79155 43.50761,-12.02033 37.05525,-2.7654 35.49439,8.0745 36.21638,20.56868 33.58561,40.38189 39.73592,39.74931 48.12755,18.2048 54.9379,4.81718 51.35105))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Quercus pubescens Willd.",
 "Year 2018-2023"
 ]
}

 The dataset includes 75 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0214236-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7np8m
title: Occurrence Download

description: A dataset containing 1294175 species occurrences available in GBIF matching the query:
(Query is too complex. Can be viewed on the landing page)

 The dataset includes 1294175 records from 1971 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075598-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.buk3fx
title: Occurrence Download

description: A dataset containing 33844451 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 33844451 records from 4997 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0080707-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jcjt5b
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004896-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dswt7n
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096923-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8fx96
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Türkiye",
 "TaxonKey is Dama dama (Linnaeus, 1758)"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0184654-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emtbtj
title: Occurrence Download

description: A dataset containing 102556566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia",
 "Year is 2016"
 ]
}

 The dataset includes 102556566 records from 4515 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0215578-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/kfevgp
title: Equinodermos de las unidades ecológicas someras Expedición Seaflower Serranilla2017 - Proyecto Colombia BIO

description: Se documentan los datos de los equinodermos asociados a las unidades ecológicas someras identificadas en la Isla Cayo Serranilla durante la Expedición Científica SeaFlower 2017. Los datos fueron tomados mediante buceo autónomo a través de transectos de 20 m, mediante buceo a pulmón y mediante captura manual en la zona intermareal y en el litoral arenoso. Durante estos muestreos se registraron las especies observadas y se capturaron especímenes y tejidos, por lo que los datos que se documentan incluyen observaciones y material recolectado que actualmente se encuentra depositado en las colecciones de equinodermos y tejidos del Museo de Historia Natural Marina de Colombia – MHNMC. Se visitaron siete unidades ecológicas y tres localidades alrededor del Cayo Beacon, en las cuales se observaron un total de 49 registros biológicos de equinodermos, 19 corresponden a observaciones y 30 a ejemplares preservados. Estos registros corresponden a 24 especies, incluidas en 17 géneros y 15 familias.
DOI: 10.25549/inscriptifact-ouc110604939
title: Persepolis Fortification Aramaic Text 533, PFAT 533

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 533 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions bottom edge?, obverse?, upper edge? ❧ [Physical Object Note:] Broken flat edge, damaged bottom edge, reverse, upper edge.
DOI: 10.25549/inscriptifact-ouc110605854
title: Persepolis Fortification Aramaic Text 562, PFAT 562

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 562 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription on obverse toward upper and bottom edge. Seal impression on obverse, reverse, upper edge and flat edge. ❧ [Physical Object Note:] Roung edge and most of the bottom edge are missing.
DOI: 10.25549/jarda-c75-1933
title: "Turning His Back -- At San Pedro yesterday, Harada Teruyoshi (carrying suitcase) was one of 676 Japanese who turned their backs on the United States and boarded the transport General Ernst to sa...

description: This collection of photographs from the Hearst Collection of the Los Angeles Examiner in the USC Regional History Collection, documents the incarceration of Japanese Americans in California during World War II. These 222 photographs provide a glimpse into the lives of Japanese immigrants and native born Japanese Americans (a.k.a. Nisei) residing in California from 1921 to 1958, with primary emphasis on 1941-1946. Much of the coverage documents scenes of:1) the mass removal and incarceration process;2) life in camps at Manzanar, Santa Anita, Tanforan, and Tule Lake;3) post-war repatriation to Japan.The original captions from the photographs, many of which were published in the Los Angeles Examiner, have been transcribed into the Japanese American Incarceration Images, 1941-1946 to enhance subject-specific retrieval; the cultural references reflect the 1940's terminology.USC's Japanese American Incarceration Images, 1941-1946, originally known as Japanese American Relocation Digital Archive, 1941-1946 (JARDA), was funded by a grant from the Library Services and Technology Act to the California Digital Library, administered by the California State Library, as part of an initiative to assemble a statewide Japanese American Relocation Digital Archive, available at: https://cdlib.org/cdlinfo/2004/04/22/japanese-american-relocation-digital-archives-jarda-web-site-updated/. Japanese American Relocation Digital Archive includes access to more than 25 different collections from four (eventually nine) institutions. It features newly digitized photographs, documents, manuscripts, paintings, drawings, letters, oral histories, and inventories of archival collections. It will eventually bring together over 10,000 digital images and 20,000 pages of electronic transcriptions of documents and oral histories, showing daily life in the camps.Please note that this collection was originally known as the Japanese American Relocation Digital Archive, 1941-1946 (JARDA), before being changed to the Japanese American Incarceration Images, 1941-1946.
DOI: 10.25549/inscriptifact-ouc110604933
title: Persepolis Fortification Aramaic Text 533, PFAT 533

description: [Text Description:] Administrative text with seals ❧ [Text or Publication Number Note:] PFAT 533 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions bottom edge?, obverse?, upper edge? ❧ [Physical Object Note:] Broken flat edge, damaged bottom edge, reverse, upper edge.
DOI: 10.11582/2022.00044
title: Nansen Legacy and Arctic PRIZE sequential sediment trap particle data, collected north of Svalbard from October 2017 to October 2018

description: This dataset includes daily vertical export rates (mg/m2/d) of Total Particulate Matter (TPM), Particulate Inorganic Matter (PIM), Particulate Organic Matter (POM), Particulate Organic Carbon (POC), Particulate Nitrogen (PN), Carbon:Nitrogen ratio (C:N), chlorophyll a (chl a), phaeopigments and zooplankton fecal pellets carbon (FPC) from krill, copepods, appendicularians, pteropods and unknown pellets, from long-term sediment traps deployed on moorings north and northeast of Svalbard from October 2017 to October 2018, as part of the Nansen Legacy (UiT, NO) and Arctic PRIZE (SAMS, UK) projects.
DOI: 10.25549/inscriptifact-ouc1sto1608821
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact