cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15316122
title: Datasets used in "Stomata Morphology Measurement with interactive Machine Learning: Accuracy, Speed, and Biological Relevance?"
title: Stomatal imprints dataset of wheat and faba bean for training and validation with intermediate CNN models

description: Stomatal imprints of wheat and faba bean, as mentioned in "Stomata Morphology Measurement with interactive Machine Learning: Accuracy, Speed, and Biological Relevance?". A full description of the plant material, the image data, and the interactive machine learning process can be found in the article.

Dataset-1 is spring wheat, x10 magnification, with 18 genotypes, grown in a greenhouse. The imprints were collected at stem elongation from three flag leaves per genotype.

Dataset-3 is faba bean, x20 magnification, with 6 genotypes, grown outside in the field or in mesocosms. The imprints were collected at leaf development and at flowering from the newest fully developed leaf, with 4 (mesocosm) or 30 (field) replicates per genotype.

The validaiton set consits of two plant species, three magnification levels, two imprint methods.

Image file names are consisting of:
datasetNR_species_ExperimentalEnvironment_ImageMagnification_ImprintMethod_DevevelopmentalStage_Cultivar_LeafSide_LeafPosition_LeafReplicate_ImageReplicate

The training set was used to train U-net CNN models with interactive machine learning. All intermediate CNN models are stored.
DOI: 10.5281/zenodo.15316123
title: Datasets used in "Stomata Morphology Measurement with interactive Machine Learning: Accuracy, Speed, and Biological Relevance?"
title: Stomatal imprints dataset of wheat and faba bean for training and validation with intermediate CNN models

description: Stomatal imprints of wheat and faba bean, as mentioned in "Stomata Morphology Measurement with interactive Machine Learning: Accuracy, Speed, and Biological Relevance?". A full description of the plant material, the image data, and the interactive machine learning process can be found in the article.

Dataset-1 is spring wheat, x10 magnification, with 18 genotypes, grown in a greenhouse. The imprints were collected at stem elongation from three flag leaves per genotype.

Dataset-3 is faba bean, x20 magnification, with 6 genotypes, grown outside in the field or in mesocosms. The imprints were collected at leaf development and at flowering from the newest fully developed leaf, with 4 (mesocosm) or 30 (field) replicates per genotype.

The validaiton set consits of two plant species, three magnification levels, two imprint methods.

Image file names are consisting of:
datasetNR_species_ExperimentalEnvironment_ImageMagnification_ImprintMethod_DevevelopmentalStage_Cultivar_LeafSide_LeafPosition_LeafReplicate_ImageReplicate

The training set was used to train U-net CNN models with interactive machine learning. All intermediate CNN models are stored.
DOI: 10.15468/dl.27e8pa
title: Occurrence Download

description: A dataset containing 1378 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Brexia Noronha ex Thouars"
 ]
}

 The dataset includes 1378 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013628-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d5ynbw
title: Occurrence Download

description: A dataset listing the 4065375 species recorded in GBIF matching the query:
{ }

 The dataset's 4065375 records were derived from 72850 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013618-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdycqn
title: Occurrence Download

description: A dataset containing 29318 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Brickellia Elliott"
 ]
}

 The dataset includes 29318 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013630-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktjbku
title: Occurrence Download

description: A dataset containing 708 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cetraria aculeata (Schreb.) Fr.",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 708 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013631-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.asj3gv
title: Occurrence Download

description: A dataset containing 23430 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Bridelia Willd."
 ]
}

 The dataset includes 23430 records from 309 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013632-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6undu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"TUR.41.3_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006941-260108223611665/datasets/export for details.
DOI: 10.15468/dl.da6ywm
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/0005180-171124123535762/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.adpoc6
title: Occurrence Download

description: A dataset containing 170551902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Plantae",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 170551902 records from 3194 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022702-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.spv9zg
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Choricarpia Domin"
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089404-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtpudb
title: Occurrence Download

description: A dataset containing 141043 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Corymbia K.D.Hill & L.A.S.Johnson"
 ]
}

 The dataset includes 141043 records from 405 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097324-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vpns4t
title: Occurrence Download

description: A dataset containing 1554 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cloezia Brongn. & Gris"
 ]
}

 The dataset includes 1554 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089459-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5yt9yg
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptopsis C.T.White"
 ]
}

 The dataset includes 209 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089623-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qpc9wu
title: Occurrence Download

description: A dataset containing 117 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eremaea Lindl."
 ]
}

 The dataset includes 117 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0097468-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwcdn9
title: Occurrence Download

description: A dataset containing 1731802 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Eucalyptus L'Hér."
 ]
}

 The dataset includes 1731802 records from 1008 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089628-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqzxug
title: Occurrence Download

description: A dataset containing 1271 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Harmogia Schauer"
 ]
}

 The dataset includes 1271 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089815-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y86nqd
title: Occurrence Download

description: A dataset containing 4928 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Euryomyrtus Schauer"
 ]
}

 The dataset includes 4928 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089663-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9b925k
title: Occurrence Download

description: A dataset containing 431 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Homalospermum Schauer"
 ]
}

 The dataset includes 431 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0089857-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/cty-f0q-6x7
title: †Schizophoria schnuri Struve, 1965

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rzc-zxz-t85
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5517/ccdc.csd.cc23b0dw
title: CCDC 1946037: Experimental Crystal Structure Determination

description: Related Article: Chi-Wai Fung, Go Fukada, Yuichiro Mutoh, Noriko Tsuchida, Shinichi Saito|2020|Dalton Trans.|49|613|doi:10.1039/C9DT04219A
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/6l7-ld3-sjb
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nzh-wxj-9cs
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/4cp-49e-t35
title: Sus scrofa Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aec-py0-bjr
title: Odontaspis

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m2y-2ry-6jm
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qnq-5fp-qma
title: Bos taurus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/63r-mk9-jqq
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/211-f4c-ck4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gn6-4gw-mga
title: Pycnodonte Fischer von Waldheim, 1835

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cwx-gt4-dyv
title: Gadiculus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lyg-ney-lg6
title: †Conorotalites aptiensis (Bettenstaedt, 1952)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cpg-tna-f48
title: Pecten O. F. Müller, 1776

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c9l-3bf-e5b
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pw2-hf6-t76
title: Textularia agglutinans d'Orbigny, 1839

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8nk-k70-hcz
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/etx-wwv-7ye
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gw5-z1c-y0d
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/95y-zw8-m1c
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rxf-sr3-xqz
title: †Aulacella Schuchert & Cooper, 1931

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7fp-jn5-9rh
title: Dama dama mesopotamica (Brooke, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h85-v0x-tk8
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/6p7-3q3-r0b
title: Dama dama mesopotamica (Brooke, 1875)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8lg-3ks-gtj
title: †Riminopsis complanata (Reuss, 1851)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rea-b56-9nx
title: †Conorbina Brotzen, 1936

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/82n-b40-djk
title: Globigerinella Cushman, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jmq-y9w-e0c
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pjt-kc9-knd
title: Venus nux Gmelin, 1791

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jca-az4-exr
title: Eponides Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mqm-zka-m6p
title: Cibicides Montfort, 1808

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3f5-50z-c64
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7k4-gz5-lwz
title: †Borelis melo (Fichtel & Moll, 1798)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aav-ccy-v50
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/855-b08-4w9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qmb-58q-6s7
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5eh-b07-e75
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/frw-x42-j64
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dzl-624-kfd
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.13130/rd_unimi/qa4bro/xfhpc4
title: 250408_OPT1_TensileTest_297.tif

description: 250729_EXPERIMENTAL_DATA/250408_OPT1_Video 250408_OPT1_TensileTest_297.tif
DOI: 10.25549/inscriptifact-ouc110601021
title: Persepolis Fortification Aramaic Text 425, PFAT 425

description: [Text Description:] Administrative text with seals PFATS 0403s ❧ [Text or Publication Number Note:] PFAT 425, Bowman 425 ❧ [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 impression PFATS 0403s on obverse, reverse. ❧ [Physical Object Note:] Damage on upper edge, flat edge.
DOI: 10.13130/rd_unimi/qa4bro/eogjqm
title: 250408_OPT1_TensileTest_298.tif

description: 250729_EXPERIMENTAL_DATA/250408_OPT1_Video 250408_OPT1_TensileTest_298.tif
DOI: 10.13130/rd_unimi/qa4bro/lr3zb7
title: 250408_OPT1_TensileTest_299.tif

description: 250729_EXPERIMENTAL_DATA/250408_OPT1_Video 250408_OPT1_TensileTest_299.tif
DOI: 10.25549/inscriptifact-ouc110602320
title: Persepolis Fortification Aramaic Text 454, PFAT 454

description: [Text Description:] Administrative text with seals PFATS 0010s, illegible seal ❧ [Text or Publication Number Note:] PFAT 454, Bowman 454 ❧ [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 impression PFATS 0010s on flat edge. Illegible seal impression on obverse. ❧ [Physical Object Note:] Damage on round edge.
DOI: 10.13130/rd_unimi/qa4bro/pg8wnl
title: 250408_OPT1_TensileTest_300.tif

description: 250729_EXPERIMENTAL_DATA/250408_OPT1_Video 250408_OPT1_TensileTest_300.tif
DOI: 10.25549/inscriptifact-ouc110601015
title: Persepolis Fortification Aramaic Text 425, PFAT 425

description: [Text Description:] Administrative text with seals PFATS 0403s ❧ [Text or Publication Number Note:] PFAT 425, Bowman 425 ❧ [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 impression PFATS 0403s on obverse, reverse. ❧ [Physical Object Note:] Damage on upper edge, flat edge.
DOI: 10.25549/jarda-c75-1368
title: "George Haramoto (Nisei), teller at the branch of the California Bank in Los Angeles, located in the Japanese quarter of the city, shown taking care of a customer."--caption on photograph

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: 10.13130/rd_unimi/qa4bro/ltn6pz
title: 250408_OPT1_TensileTest_301.tif

description: 250729_EXPERIMENTAL_DATA/250408_OPT1_Video 250408_OPT1_TensileTest_301.tif