cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/1ae-19n-p19
title: Lotus creticus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9hl-42s-02s
title: Tanacetum polycephalum Sch. Bip.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dyc-e8v-4le
title: Sporobolus virginicus (L.) Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fjp-v40-r57
title: Stipagrostis raddiana (Savi) De Winter

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2y6-80h-eg5
title: Echium sabulicola subsp. decipiens (Pomel) G. Klotz

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gxh-xgn-qkd
title: Sporobolus spicatus (Vahl) Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nv9-5hj-xb2
title: Lamiaceae

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/245-w2s-ljx
title: Epilobium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3yf-4dr-7bq
title: Erica scoparia L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/46r-mp3-03w
title: Tricholaena teneriffae (L.f.) Link

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/khy-jh0-5lp
title: Sporobolus virginicus (L.) Kunth

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x69-sfd-90b
title: Chrysojasminum fruticans (L.) Banfi

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7pn-cjc-l7l
title: Asteraceae Dumort.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7yj-9lx-3xx
title: Sonchus oleraceus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/qqa-jhb-4rb
title: Juncus heldreichianus T. Marsson ex Parl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mgr-4n9-bbk
title: Echium vulgare L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zex-n1x-z96
title: Cistus salviifolius L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2rf-2xf-2da
title: Helianthemum violaceum (Cav.) Pers.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l5l-90r-5nw
title: Lithodora fruticosa (L.) Griseb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.wqsbs7
title: Occurrence Download

description: A dataset containing 910788 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 (Emberiza calandra)",
 "Country is one of (Åland Islands, Albania, Andorra, Austria, Belarus, Belgium, Bosnia and Herzegovina, Bulgaria, Croatia, Czechia, Denmark, Estonia, Faroe Islands, Finland, France, Germany, Gibraltar, Greece, Guernsey, Holy See, Hungary, Iceland, Ireland, Isle of Man, Italy, Jersey, Latvia, Liechtenstein, Lithuania, Luxembourg, Malta, Moldova, Republic of, Monaco, Montenegro, Netherlands, North Macedonia, Norway, Poland, Portugal, Romania, Russian Federation, San Marino, Serbia, Slovakia, Slovenia, Spain, Svalbard and Jan Mayen, Sweden, Switzerland, Ukraine, United Kingdom of Great Britain and Northern Ireland)"
 ]
}

 The dataset includes 910788 records from 2726 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062121-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/9adnby
title: Deep insight algorithm library and Munich Security Conference (2026) hidden logic deep insight

description: This dataset constructs a comprehensive “Deep Insight Algorithm Panorama System” and applies it to the dataset analysis of the Munich Security Conference 2026 report, forming an auditable, reproducible AI-driven research framework that surpasses traditional expert analysis capabilities.
The dataset comprises three core components:
The first component is the Deep Insight Algorithm Panorama Table, which systematically catalogs 500 deep insight algorithms. It covers all modern computational analysis paradigms, including statistical inference, causal inference, graph neural networks, topic modeling, anomaly detection, multimodal consistency analysis, optimization decision-making, reinforcement learning, knowledge graph reasoning, and trustworthy AI. Each algorithm is documented in a structured format, including algorithm family, analytical objectives, sub-task structure, input data patterns, output insight types, evaluation metrics, and a complete audit trail, forming a comprehensive computational insight algorithm knowledge system.
The second component is the Munich Security Conference 2026 Report Dataset, which includes full-text structural data, chapter-level semantic data, topic evolution data, risk narrative data, and semantic embedding data. Through multi-level semantic decomposition of the report using AI models, the report is transformed into computable structures, including thematic probability matrices, semantic embedding vectors, entity relationship graphs, and narrative logical path structures.
The third part is an AI-driven optimized insight evaluation system. Based on the comprehensive panorama of deep insight algorithms, this system performs automated adaptability assessments and selects optimal algorithm combinations for all algorithms. Through multi-objective optimization mechanisms, the system automatically selects the most suitable data analysis algorithm combination for the current research problem and constructs a complete computational reasoning path, achieving structured insight capabilities that surpass the expertise of individual specialists.
This dataset not only provides raw data and algorithmic frameworks but also offers a complete insight generation chain. This includes input data structures, intermediate computational results, final insight outputs, and a full audit trail, ensuring the research results are fully verifiable and reproducible.
DOI: 10.15468/dl.gsehst
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinocarum dolichopodum (Diels) H.Wolff ex F.T.Pu",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269782-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k9unhh
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Borreria loretiana E.L.Cabral"
 ]
}

 The dataset includes 67 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264590-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4pvskv
title: Occurrence Download

description: A dataset containing 42429 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterois volitans (Linnaeus, 1758)"
 ]
}

 The dataset includes 42429 records from 206 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269057-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.65gje3
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinojackia henryi (Dümmer) Merr.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269796-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pabfp2
title: Occurrence Download

description: A dataset containing 69 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens oxyanthera Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 69 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264584-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ym83m5
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (NOAA National Coral Reef Monitoring Program Coral Demographic Data, NOAA National Coral Reef Monitoring Program Coral Benthic Assessment Data, NOAA National Coral Reef Monitoring Program Benthic Percent Cover)",
 "Geometry POLYGON((-65.04522 18.30966,-64.87244 18.28024,-64.81374 18.34276,-64.98874 18.35508,-65.04522 18.30966))",
 "HasGeospatialIssue is false",
 "Month is July",
 "OccurrenceStatus is Present",
 "TaxonKey is Porites astreoides Lamarck, 1816",
 "Year 2012-2013"
 ]
}

 The dataset includes 55 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269076-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k5jvqa
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinocarum vaginatum H.Wolff",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269784-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6k2jfg
title: Occurrence Download

description: A dataset containing 341 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arthraxon lanceolatus (Roxb.) Hochst."
 ]
}

 The dataset includes 341 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269061-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vskduy
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens platyceras Maxim.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264585-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4uw3tz
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinocrassula ambigua (Praeger) A.Berger",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 15 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269785-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d7jda5
title: Occurrence Download

description: A dataset containing 31510 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Eupsittula nana (Vigors, 1830)"
 ]
}

 The dataset includes 31510 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269079-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xr6jdg
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens pritzelii Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264591-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f8debc
title: Occurrence Download

description: A dataset containing 872 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is India",
 "TaxonKey is Elephas maximus Linnaeus, 1758"
 ]
}

 The dataset includes 872 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269786-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bfvj9m
title: Occurrence Download

description: A dataset containing 18511 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pecari tajacu (Linnaeus, 1758)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 18511 records from 239 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269077-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.datn3s
title: Occurrence Download

description: A dataset containing 91 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens pterosepala Hook.fil.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 91 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264594-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zphdq5
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinocrassula longistyla (Praeger) S.H.Fu",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269789-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.25sjn6
title: Occurrence Download

description: A dataset containing 78657 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Magnolia Plum. ex L."
 ]
}

 The dataset includes 78657 records from 781 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269071-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pejgnp
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Réunion",
 "TaxonKey is Gladiolus luteus Lam.",
 "Year 2000-2023"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264596-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naxk9h
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinojohnstonia moupinensis (Franch.) W.T.Wang",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 61 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269798-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zjxtf
title: Occurrence Download

description: A dataset containing 4354 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mazama gouazoubira G.Fischer",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 4354 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269083-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vpx9n
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens tenerrima Y.L.Chen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264604-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqnh9d
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinodielsia cuneata (H.Wolff) Pimenov & Kljuykov",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269790-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8tc5bn
title: Occurrence Download

description: A dataset containing 35857 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Amazona albifrons (Sparrman, 1788)"
 ]
}

 The dataset includes 35857 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269062-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9yaxhm
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Impatiens rectangula Hand.-Mazz.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 40 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0264598-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tqusmj
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sinogentiana souliei (Franch.) Adr.Favre & Y.M.Yuan",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269793-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u9jhm6
title: Occurrence Download

description: A dataset containing 4305 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is one of (Swietenia candollei Pittier, Swietenia krukovii Gleason, Swietenia macrophylla G.King, Swietenia tessmannii Harms)"
 ]
}

 The dataset includes 4305 records from 240 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0269063-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15156/bio/sh1322128.10fu
title: SH1322128.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.
DOI: 10.15156/bio/sh1322129.10fu
title: SH1322129.10FU

description: UNITE provides a unified way for delimiting, identifying, communicating, and working with DNA-based Species Hypotheses (SH). All fungal ITS sequences in the international nucleotide sequence databases are clustered to approximately the species level by applying a set of dynamic distance values (<0.5 - 3.0%). All species hypotheses are given a unique, stable name in the form of a DOI, and their taxonomic and ecological annotations are verified through distributed, web-based third-party annotation efforts. SHs are connected to a taxon name and its classification as far as possible (phylum, class, order, etc.) by taking into account identifications for all sequences in the SH. An automatically or manually designated sequence is chosen to represent each such SH. These sequences are released (https://unite.ut.ee/repository.php) for use by the scientific community in, for example, local sequence similarity searches and next-generation sequencing analysis pipelines. The system and the data are updated automatically as the number of public fungal ITS sequences grows.