cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34816/ifao.archives.288775
title: KELLIA_di_1982_00767

description: Référence : di_1982_00767<br />Site : Kellia / Quşūr al-Ruba‘yyāt<br />Secteur : QR_167<br />Type : photographie<br />
DOI: 10.3535/j7l-qzq-rnr
title: Dianthus armeria L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/qjw-v80-de6
title: Thalictrum simplex subsp. tenuifolium (Sw. ex Hartm.) Sterner

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/39j-t4c-v2c
title: Brachypodium pinnatum (L.) P.Beauv.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.3535/z2y-c02-fh2
title: Peucedanum officinale L.

description: Digital Specimen for the physical specimen hosted at Botanic Garden and Botanical Museum Berlin.
DOI: 10.4121/8291d285-025d-4724-988d-fc747a578c0a
title: Data and code supporting: Unsupervised Learning Workflow for Clustering Pressure Transient Responses in Fractured Reservoirs

description: This repository provides a complete and reproducible unsupervised learning workflow for clustering pressure transient responses in fractured reservoirs. The dataset and code support systematic analysis of pressure transient behaviour simulated for a large ensemble of geologically constrained discrete fracture networks under multiple matrix and fracture permeability configurations. The zip file includes:<br><strong>DFN dataset:</strong> 4,850 geologically consistent DFN geometries generated with GeoDFN from a literature-informed design of experiments and Latin Hypercube Sampling. The detailed DoE and the code used to generate the DFNs are provided.<strong>Pressure transient dataset:</strong> Synthetic well-test pressure responses for the same DFNs under three matrix–fracture permeability configurations (Datasets A–C), together with the MRST (EDFM) scripts used to generate the synthetic pressure transients from the DFN geometries.<strong>Machine-learning workflow:</strong> Code for preprocessing pressure and derivative signals, computing DTW distances, performing K-medoids clustering to group responses by transient shape, and training a Random Forest classifier to quantify which fracture network properties control flow-behaviour separation.<strong>Cross-dataset comparison:</strong> Scripts for cluster alignment between datasets, Sankey visualisation of transitions, and comparison of diagnostic signatures across permeability configurations.<br>This release is intended as a reusable research resource. The DFN dataset can serve as a benchmark for DFN modelling, upscaling, and flow simulation in fractured media. The pressure transient dataset supports development and evaluation of pressure-transient interpretation methods and machine-learning workflows. The analysis code provides an extensible template for clustering time series data, and can be adapted to other transient data types, such as thermal transients in geothermal systems.
DOI: 10.4121/8291d285-025d-4724-988d-fc747a578c0a.v1
title: Data and code supporting: Unsupervised Learning Workflow for Clustering Pressure Transient Responses in Fractured Reservoirs

description: This repository provides a complete and reproducible unsupervised learning workflow for clustering pressure transient responses in fractured reservoirs. The dataset and code support systematic analysis of pressure transient behaviour simulated for a large ensemble of geologically constrained discrete fracture networks under multiple matrix and fracture permeability configurations. The zip file includes:<br><strong>DFN dataset:</strong> 4,850 geologically consistent DFN geometries generated with GeoDFN from a literature-informed design of experiments and Latin Hypercube Sampling. The detailed DoE and the code used to generate the DFNs are provided.<strong>Pressure transient dataset:</strong> Synthetic well-test pressure responses for the same DFNs under three matrix–fracture permeability configurations (Datasets A–C), together with the MRST (EDFM) scripts used to generate the synthetic pressure transients from the DFN geometries.<strong>Machine-learning workflow:</strong> Code for preprocessing pressure and derivative signals, computing DTW distances, performing K-medoids clustering to group responses by transient shape, and training a Random Forest classifier to quantify which fracture network properties control flow-behaviour separation.<strong>Cross-dataset comparison:</strong> Scripts for cluster alignment between datasets, Sankey visualisation of transitions, and comparison of diagnostic signatures across permeability configurations.<br>This release is intended as a reusable research resource. The DFN dataset can serve as a benchmark for DFN modelling, upscaling, and flow simulation in fractured media. The pressure transient dataset supports development and evaluation of pressure-transient interpretation methods and machine-learning workflows. The analysis code provides an extensible template for clustering time series data, and can be adapted to other transient data types, such as thermal transients in geothermal systems.
DOI: 10.35079/hbm473.bgmp.534
title: Cell DIVE data from the skin of a 28-year-old black or african american male
DOI: 10.35079/hbm696.jxrb.423
title: Cell DIVE data from the skin of a 25-year-old black or african american male
DOI: 10.15468/86ru62
title: A bookend in the Arisaema japonicum (Araceae) taxonomic debate: morphological and genetic evidence for synonymization

description: This dataset contains the digitized treatments in Plazi based on the original journal article Scholten, Justin, Sprenger, Arianna, Hullihen, Olivia, Specht, Chelsea D. (2025): A bookend in the Arisaema japonicum (Araceae) taxonomic debate: morphological and genetic evidence for synonymization. Phytotaxa 725 (1): 1-10, DOI: 10.11646/phytotaxa.725.1.1, URL: https://doi.org/10.11646/phytotaxa.725.1.1AbstractThe taxonomic distinction between Arisaema japonicum and A. serratum has long been contentious, with treatments alternating between recognizing them as distinct species or conspecific variants. To resolve their taxonomic status, we conducted an integrative species delimitation analysis combining detailed morphological assessments with genome-wide single nucleotide polymorphism (SNP) data. Morphological investigations revealed continuous trait variation with numerous intermediates, precluding discrete morphological classification. Coalescent-based phylogenetic inference using Singular Value Decomposition Scores (SVDquartets) failed to recover A. japonicum as a monophyletic group, and principal component analysis of SNP data showed no genetic clustering corresponding to species boundaries. Species delimitation using Bayes Factor Delimitation (BFD) overwhelmingly supported a single-species model over competing hypotheses, including those based on previous morphological classifications. Together, these results indicate that A. japonicum does not represent a distinct evolutionary lineage and is best treated as conspecific with A. serratum. Our findings reconcile morphological and genetic data, providing strong support for the synonymization of A. japonicum under A. serratum, thereby resolving a longstanding taxonomic ambiguity within the genus Arisaema.
DOI: 10.3929/ethz-c-000788267
title: Experimental data on Discovery of Hyperelastic Constitutive Laws from Experimental Data with EUCLID
DOI: 10.25824/redu/knluh2
title: Preliminary evaluation of commercial enzymes and reaction time based on free fatty acid content and glyceride class distribution

description: Preliminary tests were conducted to observe the behavior and select one of three commercial enzymes, as well as, after selection, to determine the reaction duration for optimization tests. The reactions were monitored by measuring the content of free fatty acids and the content and classes of glyceride compounds (HPSEC).
DOI: 10.35079/hbm993.zzwk.542
title: Cell DIVE data from the skin of a 25-year-old black or african american male
DOI: 10.3929/ethz-c-000795503
title: Raw data: Breaking better: How defects activate multiple toughening mechanisms in lattice materials
DOI: 10.35079/hbm258.lpgk.484
title: Cell DIVE data from the skin of a 25-year-old black or african american male
DOI: 10.35079/hbm944.mndf.358
title: Cell DIVE data from the skin of a 53-year-old black or african american female
DOI: 10.35079/hbm969.csvf.446
title: Cell DIVE data from the skin of a 63-year-old black or african american female
DOI: 10.5281/zenodo.18507143
title: YOSH AVLODNI HUQUQIY TARBIYALASHDA O'QITUVCHINING O'RNI

description: Ushbu maqolada yosh avlodni huquqiy tarbiyalashda o‘qituvchining o‘rni va ahamiyati yoritilgan. O‘qituvchining huquqiy ong va huquqiy madaniyatni shakllantirishdagi vazifalari tahlil qilingan. Shuningdek, ta’lim jarayonida huquqiy tarbiyani samarali tashkil etishning asosiy usullari ko‘rib chiqilgan.
DOI: 10.5281/zenodo.18507144
title: YOSH AVLODNI HUQUQIY TARBIYALASHDA O'QITUVCHINING O'RNI

description: Ushbu maqolada yosh avlodni huquqiy tarbiyalashda o‘qituvchining o‘rni va ahamiyati yoritilgan. O‘qituvchining huquqiy ong va huquqiy madaniyatni shakllantirishdagi vazifalari tahlil qilingan. Shuningdek, ta’lim jarayonida huquqiy tarbiyani samarali tashkil etishning asosiy usullari ko‘rib chiqilgan.
DOI: 10.35079/hbm983.glwg.778
title: Cell DIVE data from the skin of a 62-year-old black or african american female
DOI: 10.35079/hbm663.zbkn.648
title: Cell DIVE data from the skin of a 61-year-old black or african american female
DOI: 10.35079/hbm655.bzqp.272
title: Cell DIVE data from the skin of a 72-year-old black or african american female
DOI: 10.35079/hbm952.fbcl.969
title: Cell DIVE data from the skin of a 26-year-old black or african american male
DOI: 10.35079/hbm954.fwpw.933
title: Cell DIVE data from the skin of a 25-year-old black or african american male
DOI: 10.6084/m9.figshare.31282006
title: Data for the article: "<b>Reliability of Tube-Based Quality Assessment of Packed Red Blood Cells: Insights from FTIR and Raman Spectroscopic Analyses</b>"

description: Raw and average Raman spectra (488 and 785 nm), FTIR spectra, and the calculated integration ratios for box charts
DOI: 10.6084/m9.figshare.31282006.v1
title: Data for the article: "<b>Reliability of Tube-Based Quality Assessment of Packed Red Blood Cells: Insights from FTIR and Raman Spectroscopic Analyses</b>"

description: Raw and average Raman spectra (488 and 785 nm), FTIR spectra, and the calculated integration ratios for box charts
DOI: 10.17026/ar/ws46ua
title: SPA2022 Duc d'Alba's Gat
title: Archeologisch onderzoek aan een 16e-eeuws rondeel op het Spanaardsveld in Zutphen
title: SPA2022

description: &lt;p&gt;Op 15 oktober 2022 werd er een publieksopgraving georganiseerd op het Spanjaardsveld in Zutphen. Dat er resten van muurwerk te vinden waren, was al bekend door een eerdere opgraving in het jaar 2000. Bij dat onderzoek zijn op een specifieke dag tientallen gemeenteambtenaren ingezet in het kader van teambuilding. Tijdens en na die opgraving waren er specifieke vragen gerezen, waarop nu antwoorden werden gezocht. Deze hebben betrekking op de vraag hoe het gebouw eruit heeft gezien en specifiek over het uiterlijk en daarmee de functie van de mogelijke kazemat waarvan eerder alleen de bovenkant werd waargenomen. Een andere vraag heeft betrekking op een mogelijke bres in de muur.&lt;/p&gt;&lt;p&gt;
Het muurwerk is onderzocht door het eerst met een graafmachine grof vrij te leggen en het daarna handmatig schoon te maken en vooral heel goed te documenteren middels foto’s en digitale inmeting. Van het muurwerk is steeds de bovenste resterende decimeter vrijgelegd. Op plek waar de muur uitgebroken was is dus dieper gegraven dat op de meer intacte stukken en de kazemat is geheel uitgegraven. &lt;/p&gt;&lt;p&gt;
Het betreffende stuk muurwerk maakte deel uit van de noordelijke stadsverdediging van Zutphen. Aan het einde van de Dieserstraat bevond zich een grote 14e-eeuwse stadspoort met twee flankerende torens.Over de gracht heen werd een “nek” gebouwd: vleugelmuren met bogen waar water onderdoor stroomde. Aan de overkant van de gracht kwamen deze vleugelmuren uit bij een 15eeeuwse poort: de huidige Spanjaardspoort (die vroeger dubbel zo hoog was). In de 16e eeuw, meer specifiek tussen 1532 en 1537, werd daar nog weer een groot rondeel voor gebouwd dat als barbacane functioneerde. Door het rondeel liep een corridor omdat de weg nog steeds moest aansluiten op de Deventerweg. Het huidige onderzoek heeft aangetoond dat het rondeel tenminste één kazemat had, en waarschijnlijk twee (ook één ten oosten van het huidige fietspad). Dit kazemat had vijf nissen, waarvan drie voor opslag van wapens en munitie en twee geschutsopeningen. Deze geschutsopeningen boden ruimte aan kanonnen en haakbussen. Een nader onderzoeksaspect was de vermeende bres net ten westen van de poort. Deze blijkt echter veel te regelmatig van vorm voor een gat dat door een explosie is gemaakt. Mogelijk bestaat er een relatie met het latere fouragemagazijn van de Isendoornkazerne.&lt;/p&gt;
DOI: 10.15468/dl.cgbe52
title: Occurrence Download

description: A dataset containing 7743468 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pica pica",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7743468 records from 5396 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016520-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25582/data.2024-01.3006008/2550738
title: Data for EMSL Project 60580 from January 2024
DOI: 10.25582/data.2024-01.3006009/2550739
title: Data for EMSL Project 60580 from January 2024
DOI: 10.25582/data.2024-01.3006010/2550740
title: Data for EMSL Project 60580 from January 2024
DOI: 10.25582/data.2024-01.3006011/2550741
title: Data for EMSL Project 60580 from January 2024
DOI: 10.25582/data.2024-01.3006012/2550742
title: Data for EMSL Project 60580 from January 2024
DOI: 10.15468/dl.sx3cjj
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Costesia macrocarpa"
 ]
}

 The dataset includes 75 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008319-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id277598.1
title: StrainInfo SI-ID 277598.1

description: StrainInfo dataset 277598 about a strain of Acinetobacter baumannii. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277599.1
title: StrainInfo SI-ID 277599.1

description: StrainInfo dataset 277599 about a strain of Priestia megaterium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277600.1
title: StrainInfo SI-ID 277600.1

description: StrainInfo dataset 277600 about a strain of Pectobacterium carotovorum subsp. carotovorum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277601.1
title: StrainInfo SI-ID 277601.1

description: StrainInfo dataset 277601 about a strain of Streptococcus canis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.3kkgvc
title: Occurrence Download

description: A dataset containing 158 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rubus slesvicensis Lange",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 158 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0290340-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mx7x6x
title: Occurrence Download

description: A dataset containing 18030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorasbora parva (Temminck & Schlegel, 1846)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18030 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0072667-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id277674.1
title: StrainInfo SI-ID 277674.1

description: StrainInfo dataset 277674 about a strain of Sporothrix stenoceras. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277675.1
title: StrainInfo SI-ID 277675.1

description: StrainInfo dataset 277675 about a strain of Ophiostoma. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277676.1
title: StrainInfo SI-ID 277676.1

description: StrainInfo dataset 277676 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.25c4e5
title: Occurrence Download

description: A dataset containing 1716 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gastridium phleoides (Nees & Meyen) C.E.Hubb.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1716 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0298156-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id277677.1
title: StrainInfo SI-ID 277677.1

description: StrainInfo dataset 277677 about a strain of Penicillium crustosum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277537.1
title: StrainInfo SI-ID 277537.1

description: StrainInfo dataset 277537 about a strain of Vibrio crassostreae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277538.1
title: StrainInfo SI-ID 277538.1

description: StrainInfo dataset 277538 about a strain of Vibrio crassostreae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277539.1
title: StrainInfo SI-ID 277539.1

description: StrainInfo dataset 277539 about a strain of Vibrio crassostreae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277540.1
title: StrainInfo SI-ID 277540.1

description: StrainInfo dataset 277540 about a strain of Vibrio crassostreae. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277602.1
title: StrainInfo SI-ID 277602.1

description: StrainInfo dataset 277602 about a strain of Streptococcus canis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.15468/dl.3cwbqd
title: Occurrence Download

description: A dataset containing 3159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca flavescens Bellardi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3159 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0297252-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60712/si-id277603.1
title: StrainInfo SI-ID 277603.1

description: StrainInfo dataset 277603 about a strain of Limosilactobacillus vaginalis. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277678.1
title: StrainInfo SI-ID 277678.1

description: StrainInfo dataset 277678 about a strain of Acremonium alternatum. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277679.1
title: StrainInfo SI-ID 277679.1

description: StrainInfo dataset 277679 about a strain of Aspergillus restrictus. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277680.1
title: StrainInfo SI-ID 277680.1

description: StrainInfo dataset 277680 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277681.1
title: StrainInfo SI-ID 277681.1

description: StrainInfo dataset 277681 about a strain of Unidentified. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277541.1
title: StrainInfo SI-ID 277541.1

description: StrainInfo dataset 277541 about a strain of Enterococcus faecium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.
DOI: 10.60712/si-id277542.1
title: StrainInfo SI-ID 277542.1

description: StrainInfo dataset 277542 about a strain of Enterococcus faecium. StrainInfo is a service developed to provide a resolution of microbial strain identifiers by storing culture collection numbers, their relations, and culture-associated data. StrainInfo is part of NFDI4Microbiota consortium.