cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/a3x-zn9-6r7
title: Geum montanum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rr5-nqh-exg
title: Stellaria holostea L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7y0-cq9-z8d
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/adn-10p-vwf
title: Draba dubia Suter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nyl-age-7df
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2mz-rz0-8mm
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ee2-6hr-9b2
title: Bidens radiata Thuill.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/faz-xnm-gr9
title: Camphorosma annua Pall.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fph-5za-a1p
title: Thalictrum aquilegiifolium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hvb-jv2-44z
title: Homogyne alpina (L.) Cass.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rtj-njy-nmd
title: Thalictrum lucidum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0an-lwb-c2j
title: Goodyera repens (L.) R. Br.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4bw-jbm-1r2
title: Alchemilla subcrenata Buser

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sj0-yxh-y88
title: Arabidopsis petraea (L.) V. I. Dorof.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/42t-26g-z9d
title: Rosa gallica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/99k-dat-xag
title: Ornithogalum refractum Kit. ex Schltdl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ntk-5c9-a5s
title: Caucalis platycarpos L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7p0-yfl-zre
title: Agrimonia eupatoria L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mel-b6k-lhg
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bb1-gcc-52d
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gfr-xzg-gkr
title: Potentilla anserina L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w8g-rmn-wwy
title: Saxifraga aizoides L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/a5g-x9j-n20
title: Peucedanum ostruthium (L.) W. D. J. Koch

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j1t-j4c-qwm
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l6e-ds4-nhs
title: Bunias erucago L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4a1-gcv-m8g
title: Bupleurum tenuissimum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/kqx-608-1dj
title: Lepidium latifolium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qlv-bjf-nl1
title: Sibbaldia procumbens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4bc-fqg-jfk
title: Hippuris vulgaris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tb9-x9l-lre
title: Thalictrum simplex subsp. simplex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ysc-5z6-8vk
title: Staphylea pinnata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/066-jkn-d5r
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9nm-abr-90g
title: Asperula capitata Kit. ex Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/j5e-63l-499
title: Ornithogalum kochii Parl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0gg-zcb-2ck
title: Thalictrum lucidum L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gea-q0z-1kj
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gqk-6kk-gbp
title: Spergularia rubra (L.) J. Presl & C. Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/61n-vjr-8vt
title: Arabidopsis arenosa (L.) Lawalrée

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/p6g-0mn-451
title: Polypogon monspeliensis (L.) Desf.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rnj-ebv-kwy
title: Conringia orientalis (L.) Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0ge-gcz-hyk
title: Sibbaldia procumbens L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5pp-clk-1pw
title: Heleochloa schoenoides (L.) Host

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q22-5dw-4c7
title: Kernera saxatilis (L.) Sweet

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0xd-5t5-dkg
title: Draba stellata Jacq.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dz0-0l6-ll5
title: Honorius nutans (L.) Gray

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.j3bckm
title: Occurrence Download

description: A dataset containing 588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeschynomene histrix Poir.)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 588 records from 96 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042590-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ent693
title: Occurrence Download

description: A dataset containing 32989 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trichechus manatus latirostris (Harlan, 1824)"
 ]
}

 The dataset includes 32989 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042589-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eyzz5k
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aeschynomene mollicula Kunth)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 113 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042591-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axtwyr
title: Occurrence Download

description: A dataset containing 122 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Turraeanthus mannii Baill."
 ]
}

 The dataset includes 122 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042593-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/i9wuws
title: الخصخصة هي الحل قرائات في الواقع الاقتصادي العراقي

description: These days, there is a lot of talk in the business community in Baghdad about the Iraqi government's intention to activate and implement the economic privatization policy or partnership with the private sector for projects, factories and services owned by the state and transfer their ownership and management to the private sector within an organized program and under the supervision of the World Bank. But at the same time, I hear a lot about this internationally known economic policy being applied to struggling, losing, or non-operating institutions, and I do not know the reason for the insistence that the concept of privatization is for private, losing and non-operating institutions? And why do we expect investors to rush to buy losing institutions? Through our experience with privatization during the past 30 years and our purchase of many companies that were privatized in the Arab world, no company was offered for investment that was losing or struggling. Rather, profitable companies were offered that had the scope for development, expansion, and maximizing their production, thus increasing their market value and financial shares, and improving their products and the conditions of their workers.
DOI: 10.15468/dl.s984m6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Andorra, Albania, Armenia, Austria, Azerbaijan, Bosnia and Herzegovina, Belgium, Bulgaria, Belarus, Switzerland, Cyprus, Czechia, Germany, Denmark, Algeria, Estonia, Egypt, Greece, Spain, Finland, Faroe Islands, France, Georgia, Guernsey, Gibraltar, Croatia, Hungary, Ireland, Israel, Isle of Man, Iceland, Italy, Jersey, Lebanon, Liechtenstein, Lithuania, Luxembourg, Latvia, Libya, Morocco, Monaco, Moldova, Republic of, Montenegro, North Macedonia, Malta, Netherlands, Norway, Poland, Palestine, State of, Portugal, Romania, Serbia, Russian Federation, Sweden, Slovenia, Svalbard and Jan Mayen, Slovakia, San Marino, Syrian Arab Republic, Tunisia, Türkiye, Ukraine, United Kingdom of Great Britain and Northern Ireland, French Guiana, Guadeloupe, Martinique, Mayotte, Réunion, Saint Martin (French part), Holy See)",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Machine Observation, Occurrence evidence, Observation)",
 "HasGeospatialIssue is false",
 "ScientificName is one of (Laserpitium siler, )"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042594-240626123714530/datasets/export for details.
DOI: 10.5281/zenodo.12912566
title: IMMUcan panel 1 cell type classification

description: This repo contains Imaging Mass Cytometry data from 179 cancer patients collected during the IHI2 funded IMMUcan project.

 

Background:

IMMUcan (https://immucan.eu/) collects samples from cancer patients for multimodal analysis. Amongst those Imaging Mass Cytometry (IMC). Samples collection occurs over 6 years. For reproducible cell typing over time, a cell phenotype classifier was built from manually annotated data. The classifier was trained on a first batch of annotated images (V1) and then trained again with a second round of annotated images (V3). A final classifier was build which is used within IMMUcan to classify cell phenotypes for IMC panel 1 for all cancer patients.

 

The dataset contains:



sce_labelled_V1.rds_ is the `SingleCellExperiment` object containing all labelled cells from the first batch of labelling

sce_labelled_V3.rds_ is the `SingleCellExperiment` object containing all labelled cells from the second batch of labelling

rf_images_DCfix.rds_ is the RF model which can be used for cell type predictions

sce_raw.rds_ is the `SingleCellExperiment` object containing all cells from the 179 images. the trained classifier has been applied to this dataset which can be used to view the classification results of cell phenotypes on images using the bioconductor packages cytomapper or cytoviewer. 

all_images.rds a `CytoImageList` object which contains all the images from all images

all_masks.rds a `CytoImageList` object which contains all single-cell segmentation masks from all images

a zip archive `images_masks` containing the tiff images and masks from all 179 images, a CytoImageList Object for images (all_images.rds) and a CytoListImage object for all masks (all_masks.rds)
DOI: 10.5066/p9w7h2jk
title: Scoter (Melanitta sp.) ddRAD SNP and Microsatellite Genetic Data, North America and Europe, 1977-2012

description: This data set contains sampling information, allele sizes of 11 microsatellite loci, and Genbank accession numbers of ddRAD seq results for scoters (Melanitta sp.). Microsatellite data is provided for three North American species of scoter (black scoter, M. americana n = 61; white-winged scoter, M. deglandi, n = 208 ; surf scoter, M. perspicillata, n = 145) and their European congeners (common scoter, M. nigra, n = 19; velvet scoter, M. fusca, n = 20 ). Individuals with ddRAD results include 27 black scoters, 4 common scoters, 32 surf scoters, 28 white-winged scoters, and 4 velvet scoters.
DOI: 10.57967/hf/2799
title: dummy-dataset
DOI: 10.15468/dl.b9rg22
title: Occurrence Download

description: A dataset containing 532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "GadmGid is one of (ECU.15.1.1_1, COL.1_2, PER.1_1, GUF, GUY, SUR, VEN.1_1, BRA.3_1, BRA.23_1, BRA.4_1, BRA.14_1)",
 "OccurrenceStatus is Present",
 "TaxonKey is Macrolobium acaciifolium (Benth.) Benth."
 ]
}

 The dataset includes 532 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042596-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/a44crh
title: تحليل الأمن الإنساني في العراق

description: The concept of national security, which was during the Cold War and became more widespread when the United Nations Development Program adopted this concept in the 1994 Human Development Report, emphasized the attempt to involve people in the development process due to the strong link between security and development. It identified eight dimensions of human security: economic, financial, food, health, environmental, gender, personal, societal, and political. Many countries have adopted this concept and included it in their national reports. Governments have not agreed on the aforementioned dimensions, but rather there is a list of topics that differ from one country to another according to the country's view of this concept and the threats and obstacles it faces. Topics such as the ban on landmines against persons have been included in it.
DOI: 10.15468/dl.2md98h
title: Occurrence Download

description: A dataset containing 47 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albertisia capituliflora (Diels) Forman"
 ]
}

 The dataset includes 47 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042598-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dq2xgy
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Albertisia glabra (Diels ex Troupin) Forman"
 ]
}

 The dataset includes 48 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042599-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/9040440
title: Augmented_intense_1
DOI: 10.34740/kaggle/dsv/9067981
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.q3r66g
title: Occurrence Download

description: A dataset containing 23795111 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fabaceae)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 }
 ]
}

 The dataset includes 23795111 records from 8334 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042595-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jfcju9
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Leptodoras nelsoni)",
 "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 18 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002689-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84ca75
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002692-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ng58bn
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002694-250920141307145/datasets/export for details.
DOI: 10.15468/dl.tu933q
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hucho hucho",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002695-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8gbyz9
title: Occurrence Download

description: A dataset containing 7893 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-38.84062 24.46375,48.84062 24.46375,48.84062 59.53625,-38.84062 59.53625,-38.84062 24.46375))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Limonium narbonense"
 ]
}

 The dataset includes 7893 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002697-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rp8zn
title: Occurrence Download

description: A dataset containing 238 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "TaxonKey is Dreissena polymorpha"
 ]
}

 The dataset includes 238 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002696-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.23xu4n
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Placidochromis platyrhynchos)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002698-250920141307145/datasets/export for details.
DOI: 10.15468/dl.2axjsd
title: Occurrence Download

description: A dataset containing 2343 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-31.99747 28.20101,66.99747 28.20101,66.99747 67.79899,-31.99747 67.79899,-31.99747 28.20101))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Puccinellia festuciformis"
 ]
}

 The dataset includes 2343 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002699-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9kj64k
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hucho hucho",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002700-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwskmc
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hucho hucho",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002701-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.en93kv
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hucho hucho",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002702-250920141307145/datasets/export for details.