cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/ar/m1rbpv
title: PAN-00014520 - closed finger ring with D-shaped cross-section

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00014520&lt;/p&gt;
description: Modified: 2025-05-06T14:06:58+02:00
DOI: 10.5281/zenodo.17726413
title: Dataset for Root Segmentation Beyond Species Boundaries: A Generalizable Framework for Anatomical Analysis

description: Code available at https://github.com/janetkok/Root-Segmentation-Beyond-Species-BoundariesDataset Overview This dataset provides annotated imagery for the semantic segmentation of Pearl Millet and Sorghum crops. It is designed to support both binary and multiclass segmentation machine learning tasks.

Repository Structure The dataset is organized into two main distinct directories:

    binary/: Designed for binary segmentation models.



        Content: Pearl Millet images.

        Annotations: Ground truth binary segmentation masks (Foreground/Background).


    multiclass/: Designed for multiclass segmentation models.



        Content: Images of both Pearl Millet and Sorghum.

        Annotations: Ground truth multiclass segmentation masks.


Experimental Splits To ensure consistent evaluation, standard Training and Validation splits are provided for:



    Pearl Millet only.

    Sorghum only.

    Combined Dataset (Pearl Millet + Sorghum).


FundingThis work was supported by the Biotechnology and Biological Sciences Research Council (grant number BB/Y513908/1) and Agence National de la Recherche (SorDrought grant ANR-23-CE20-0052).
DOI: 10.5281/zenodo.17726414
title: Dataset for Root Segmentation Beyond Species Boundaries: A Generalizable Framework for Anatomical Analysis

description: Code available at https://github.com/janetkok/Root-Segmentation-Beyond-Species-BoundariesDataset Overview This dataset provides annotated imagery for the semantic segmentation of Pearl Millet and Sorghum crops. It is designed to support both binary and multiclass segmentation machine learning tasks.

Repository Structure The dataset is organized into two main distinct directories:

    binary/: Designed for binary segmentation models.



        Content: Pearl Millet images.

        Annotations: Ground truth binary segmentation masks (Foreground/Background).


    multiclass/: Designed for multiclass segmentation models.



        Content: Images of both Pearl Millet and Sorghum.

        Annotations: Ground truth multiclass segmentation masks.


Experimental Splits To ensure consistent evaluation, standard Training and Validation splits are provided for:



    Pearl Millet only.

    Sorghum only.

    Combined Dataset (Pearl Millet + Sorghum).


FundingThis work was supported by the Biotechnology and Biological Sciences Research Council (grant number BB/Y513908/1) and Agence National de la Recherche (SorDrought grant ANR-23-CE20-0052).
DOI: 10.15468/dl.kwhwme
title: Occurrence Download

description: A dataset containing 472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sinosuthora zappeyi"
 ]
}

 The dataset includes 472 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058428-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qex677
title: Occurrence Download

description: A dataset containing 5665 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Canada",
 "OccurrenceStatus is Present",
 "TaxonKey is Myotis lucifugus"
 ]
}

 The dataset includes 5665 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058427-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bhqsc
title: Occurrence Download

description: A dataset containing 54 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Patinopecten caurinus, ? caurinum, Amusium caurinum, Flabellipecten merriami, Patinopectin caurinus, Pecten caurinus, Pecten meekii, Pecten merriami)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 54 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058426-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17977386
title: TEXNOLOGIK YONDASHUV ASOSIDA TALABALARNI KASBIY VA SOG'LOM TURMUSH TARZIGA OID INTEGRATIV KOMPETENSIYALARINI RIVOJLANTIRISH MODELI

description: Ushbu maqolada texnologik yondashuv asosida talabalarni kasbiy va sog‘lom turmush tarziga oid integrativ kompetensiyalarini rivojlantirish modeli ishlab chiqish va sinovdan o‘tkazish jarayonlari ko‘rib chiqiladi. Model o‘z ichiga AKTdan foydalanish, sog‘lom turmush tarzi targ‘iboti, raqamli nazorat va motivatsiya elementlarini qamrab oladi. Tadqiqot natijalari shuni ko‘rsatadiki, ushbu yondashuv talabalarning kasbiy ko‘nikmalarini oshirishda, jismoniy va ruhiy salomatligini mustahkamlashda sezilarli natijalar beradi.
DOI: 10.5281/zenodo.17977385
title: TEXNOLOGIK YONDASHUV ASOSIDA TALABALARNI KASBIY VA SOG'LOM TURMUSH TARZIGA OID INTEGRATIV KOMPETENSIYALARINI RIVOJLANTIRISH MODELI

description: Ushbu maqolada texnologik yondashuv asosida talabalarni kasbiy va sog‘lom turmush tarziga oid integrativ kompetensiyalarini rivojlantirish modeli ishlab chiqish va sinovdan o‘tkazish jarayonlari ko‘rib chiqiladi. Model o‘z ichiga AKTdan foydalanish, sog‘lom turmush tarzi targ‘iboti, raqamli nazorat va motivatsiya elementlarini qamrab oladi. Tadqiqot natijalari shuni ko‘rsatadiki, ushbu yondashuv talabalarning kasbiy ko‘nikmalarini oshirishda, jismoniy va ruhiy salomatligini mustahkamlashda sezilarli natijalar beradi.
DOI: 10.15468/dl.ssrnc5
title: Occurrence Download

description: A dataset containing 123 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Sweden, Norway)",
 "TaxonKey is Acipenseridae"
 ]
}

 The dataset includes 123 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058429-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48719/belab.cbi9524_01
title: Microdata on individual enterprises (CBI)

description: Microdata available at the Central Balance Sheet Data Office on individual enterprises.<br>The Banco de España Central Balance Sheet Data Office is a service that analyses the economic and financial information of Spanish non-financial corporations and groups, including both that directly contributed by the reporting firms and that provided by the Spanish Association of Mercantile and Property Registrars (CORPME), which collaborates with BELab.<br><br>Source of data: mandatory deposits of annual accounts in the Mercantile Registries, on the basis of the Agreement signed between the Banco de España and CORPME.<br>Universe: Economic and financial information on non-financial corporations.<br>Analysis unit: individual company.<br><br>Geographic Coverage: CBSO Spanish non-financial corporations<br><br>Time Coverage: 1995-01-01/2024-12-01<br><br>Sampling Methods: Sample. Non-financial companies which submit their annual accounts, from a direct and voluntary collaboration and from mercantile registries, to Banco de España in the context of the compilation of statistics on Non-Financial Companies.<br><br>Availability: OnSite/Remote<br><br>Frequency: Annual<br><br>
DOI: 10.17026/ar/spbjvp
title: A-24.0987: Hapert, Windpark De Pals Windpark De Pals, gemeente Bladel. Proefsleuvenonderzoek en karterend onderzoek

description: &lt;p&gt;In opdracht van Windpark De Pals B.V. heeft BAAC een archeologisch proefsleuvenonderzoek en karterend booronderzoek uitgevoerd in het plangebied van Windpark De Pals, gelegen ten zuiden van Hapert en Bladel in de gemeente Bladel (Noord-Brabant). Het onderzoek vond plaats ter voorbereiding op de aanleg van vier windmolens met bijbehorende infrastructuur, waaronder bouwwegen, kraanopstelplaatsen en een kabeltracé. De totale oppervlakte van het onderzochte gebied bedraagt circa 1,93 hectare, verdeeld over drie deelgebieden. Dit rapport betreft de resultaten van deelgebied 1 (proefsleuvenonderzoek) en deelgebied 2 (booronderzoek); deelgebied 3 is niet onderzocht.&lt;br&gt;Het landschap ter plaatse bestaat uit dekzandruggen en laaggelegen beekdalen. In deelgebied 1, op de flank van een dekzandrug, zijn sporen verwacht uit het neolithicum tot en met de nieuwe tijd. In deelgebied 2, dat zich op de overgang tussen dekzandrug en beekdal bevindt, was een verhoogde verwachting op steentijdvindplaatsen, vooral vuursteenconcentraties. Het veldwerk werd uitgevoerd in mei 2025. In deelgebied 1 zijn tien proefsleuven aangelegd. Hier bleek de bodemopbouw grotendeels afgetopt door eerder grondverzet. Hoewel enkele sporen werden aangetroffen — waaronder paalkuilen en twee mestkuilen (sporen 9002 en 9003) — zijn er geen aanwijzingen gevonden voor archeologisch waardevolle vindplaatsen. Het aangetroffen vondstmateriaal is beperkt tot een fragment baksteen van vermoedelijk 19e- of 20e-eeuwse datering.&lt;br&gt;In deelgebied 2 zijn 70 boringen verricht. Daarbij zijn geen archeologische indicatoren aangetroffen. Verspreide houtskoolfragmenten, zonder stratigrafische samenhang, zijn waarschijnlijk afkomstig van historische bos- of heidebranden.&lt;br&gt;Op basis van de resultaten luidt het advies dat geen vervolgonderzoek nodig is in de onderzochte deelgebieden. De aanwezige sporen worden geïnterpreteerd als recente agrarische gebruiksresten met lage archeologische waarde. De combinatie van historisch kaartmateriaal, landschappelijke analyse, bodemopbouw en vondstverdelingen ondersteunt de conclusie dat binnen deelgebied 1 en 2 geen behoudenswaardige archeologische waarden aanwezig zijn.&lt;/p&gt;
DOI: 10.15468/dl.bzhpk9
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-6.25617 41.0851,27.48128 41.0851,27.48128 72.26782,-6.25617 72.26782,-6.25617 41.0851))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Agrostis alpina"
 ]
}

 The dataset includes 94 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058430-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vsh9nh
title: Occurrence Download

description: A dataset containing 2032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-6.25617 41.0851,27.48128 41.0851,27.48128 72.26782,-6.25617 72.26782,-6.25617 41.0851))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Agrostis alpina"
 ]
}

 The dataset includes 2032 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058431-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cuumac
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pecten albicans, Ostrea albicans, Pallium albicans, Pecten antonii, Pecten laqueatus, Plicatula laqueatus, Plicatula naganumana)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058432-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.atry8w
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Diospyros arenicola"
 ]
}

 The dataset includes 230 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058433-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14470/mk678861
title: Project BRAVOSEIS: DEPAS ocean-bottom seismometer operations in the Bransfield Strait in 2019-2020

description: BRAVOSEIS (Bransfield Volcano Seismology) is an interdisciplinary project exploring volcanism in the Bransfield back-arc basin, Antarctica. Partners from Spain (amongst others UGR, project leader), Germany (AWI, GFZ) and the US (CUNY, UW, WHOI) performed various geophysical onshore and offshore measurements in the Antarctis seasons 2017-2018, 2018-2019 and 2019-2020. A key element of the project was the operation of a large long-term amphibious network of broadband seismometer in the Bransfield Strait, on the adjoining South Shetland Islands, and on the Antarctic Peninsula. Nine broadband ocean-bottom seismometer (OBS) from the German Instrument Pool of Amphibian Seismology (DEPAS) were deployed as part of this network with RV Sarmiento de Gamboa in January 2019 (cruise SDG076). They were distributed along the entire basin, one station supplemented a dense array of short-period OBS around the Orca seamount. Eight instruments could be recovered in February 2020 with RV Hespérides (cruise HE0188), one OBS is still missing. All stations recorded data for the full deployment period. Unfortunately, the clock drift of all stations turned out to be non-linear, a skew measurement was possible for four stations only. The clock drift was corrected by means of noise cross-correlations. Based on previous experiments, the accuracy of the positions is estimated to 500 m. Waveform data is available from the GEOFON data centre, under network code ZX.
DOI: 10.15468/dl.f6cbdu
title: Occurrence Download

description: A dataset containing 688 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Czechia, Slovakia)",
 "OccurrenceStatus is Present",
 "TaxonKey is Malacostraca",
 "Year 2025-2025"
 ]
}

 The dataset includes 688 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058434-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17973552
title: Supplementary Data for "Multi-elemental plagioclase-melt modeling unravels episodic crystal growth in magma dynamics" manuscript py Pontesilli et al.

description: Supplementary Data for manuscript "Multi-elemental plagioclase-melt modeling unravels episodic crystal growth in magma dynamics" by Pontesilli et al. To be published once the article is accepted. Included are both:- Supplementary Code (.py): implementable Python pseudocode for crystal-melt iterative equilibria in .py format. The code is described in the manuscript as well as through comments in code.- Supplementary Data (.xlsx): including all plagioclase and glass data used through the manuscript, including also quality monitors and precision/accuracy estimates.
DOI: 10.5281/zenodo.17973553
title: Supplementary Data for "Multi-elemental plagioclase-melt modeling unravels episodic crystal growth in magma dynamics" manuscript py Pontesilli et al.

description: Supplementary Data for manuscript "Multi-elemental plagioclase-melt modeling unravels episodic crystal growth in magma dynamics" by Pontesilli et al. To be published once the article is accepted. Included are both:- Supplementary Code (.py): implementable Python pseudocode for crystal-melt iterative equilibria in .py format. The code is described in the manuscript as well as through comments in code.- Supplementary Data (.xlsx): including all plagioclase and glass data used through the manuscript, including also quality monitors and precision/accuracy estimates.
DOI: 10.17026/ar/hhhnsq
title: PAN-00178535 - non-military uniform button

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00178535&lt;/p&gt;
description: Modified: 2025-08-14T12:07:58+02:00
DOI: 10.15468/dl.ns22qs
title: Occurrence Download

description: A dataset containing 2959 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Russian Federation",
 "TaxonKey is Ambrosia artemisiifolia",
 "Year 2019-2024"
 ]
}

 The dataset includes 2959 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058435-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14470/mo6442843258
title: PUNA

description: The PUNA (Plateau Untersuchung Nw Argentinien) seismograph network was deployed across the Andes at ∼23.5°S. The array was centered in the backarc, atop the Puna high plateau in NW Argentina and was in operation for approximately 100 days between late August and late November 1997. Most stations were equipped with short-period1-Hz 3-component seismometers and PDAS data loggers recording continuously 100 sps. The deployment was part of the collaborative research center „Deformation processes in the Andes - SFB267”. Waveform data are available from the GEOFON data centre, under network code ZB under CC-BY 4.0 license.
DOI: 10.15468/dl.a92jeq
title: Occurrence Download

description: A dataset containing 483 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Neosuthora davidiana"
 ]
}

 The dataset includes 483 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058438-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17977432
title: Lam, St Ulrichs-Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.5281/zenodo.17977433
title: Lam, St Ulrichs-Apotheke

description: Historical questionnaire/s 1924/1948 and index cards, partly selected enclosures regarding the history of a German pharmacy, catalogued via Kalliope portal (Historischer Fragebogen 1924/1948 und Karteikarten, ggf. gemeinfreie Anlagen zur Apothekengeschichte; als Katalog dient das Nachlassportal Kalliope):

https://kalliope-verbund.info/ead?ead.id=DE-611-BF-70963

Please note: The Kalliope catalogue entry might indicate related material in the archival folder which cannot be published due to copyright or other legal restrictions (NB: Das Katalogisat bei Kalliope kann auch auf Materialien - teils erheblichen Umfangs - verweisen, die aus archiv- oder urheberrechtlichen Gründen nicht veröffentlicht werden dürfen).
DOI: 10.13140/rg.2.2.22885.46560
title: An Impossible Math Problem
DOI: 10.15468/dl.vspchh
title: Occurrence Download

description: A dataset containing 9765 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "Geometry POLYGON((-6.25617 41.0851,27.48128 41.0851,27.48128 72.26782,-6.25617 72.26782,-6.25617 41.0851))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aster alpinus"
 ]
}

 The dataset includes 9765 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5wvey
title: Occurrence Download

description: A dataset containing 1458 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pecten fumatus, Amusium filosum, Filopecten filosus, Notovola preissiana, Pecten alba, Pecten bifidus, Pecten filosus, Pecten fumatus alba, Pecten fuscus, Pecten jacobaeus byronensis, Pecten lamarckii, Pecten medius, Pecten meridionalis, Pecten modestus, Vola laticostata)",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "OccurrenceStatus is Present",
 "Year is greater than or equal to 1950"
 ]
}

 The dataset includes 1458 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058440-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cdwuez
title: Occurrence Download

description: A dataset containing 115412 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus carthusianorum",
 "HasCoordinate is true"
 ]
}

 The dataset includes 115412 records from 834 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0058391-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kmceeq
title: Occurrence Download

description: A dataset containing 16707 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Issue is Geodetic datum assumed WGS84",
 "HasCoordinate is true",
 "TaxonKey is Sagittaria sagittifolia L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 16707 records from 110 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031431-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8mfkwb
title: Occurrence Download

description: A dataset containing 1047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "HasCoordinate is true",
 "TaxonKey is Ursus maritimus Phipps, 1774",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1047 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010221-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vahlec
title: Occurrence Download

description: A dataset containing 8106891 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico"
 ]
}

 The dataset includes 8106891 records from 424 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018544-190415153152247/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.