cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18257026
title: Data supporting paper "Uncertainty of SYNOP cloud classifications by human observers"

description: Datasets to recreate results of the work "Uncertainty of SYNOP cloud classifications by human observers" by Rosenberger et al. The corresponding paper was submitted in Jan 2026 to the journal Meteorological Applications.

Python code to evaluate and analyse the data is provided on github: https://github.com/MarkusRosenberger/CloudClassificationUncertainty
DOI: 10.5281/zenodo.18257320
title: MILLATLARARO MUNOSABATLARNI TAKOMILLASHTIRISH: NAZARIY YONDASHUVLAR VA O'ZBEKISTON TAJRIBASI

description: Ushbu maqolada millatlararo munosabatlarning nazariy asoslari va ularni takomillashtirish tamoyillari tahlil qilinadi. Tadqiqot O‘zbekiston sharoitida millatlararo totuvlikni mustahkamlashga qaratilgan davlat siyosati va madaniy strategiyalarni o‘rganishga qaratilgan. Ilmiy manbalarga tayangan holda, bag‘rikenglik, fuqarolik birdamligi va madaniyatlararo muloqotning ahamiyati yoritiladi. Shuningdek, maqolada mavjud kamchiliklar va takliflar tahlil qilinadi.
DOI: 10.5281/zenodo.18257319
title: MILLATLARARO MUNOSABATLARNI TAKOMILLASHTIRISH: NAZARIY YONDASHUVLAR VA O'ZBEKISTON TAJRIBASI

description: Ushbu maqolada millatlararo munosabatlarning nazariy asoslari va ularni takomillashtirish tamoyillari tahlil qilinadi. Tadqiqot O‘zbekiston sharoitida millatlararo totuvlikni mustahkamlashga qaratilgan davlat siyosati va madaniy strategiyalarni o‘rganishga qaratilgan. Ilmiy manbalarga tayangan holda, bag‘rikenglik, fuqarolik birdamligi va madaniyatlararo muloqotning ahamiyati yoritiladi. Shuningdek, maqolada mavjud kamchiliklar va takliflar tahlil qilinadi.
DOI: 10.17026/ar/txeudf
title: ’t Velde, cultuurhistorische analyse en waardenstelling
title: 't Velde te Warnsveld

description: Landvorming en 17de-eeuwse agrarische landschap, eigendoms- en aanleggeschiedenis in 10 fasen van middeleeuwen tot 2019, wat bleef bewaard per fase, situatie 2019 met reeks foto's, conclusies, waardering, aanbevelingen per onderdeel. Documentatie, Chronologisch overzicht geschiedenis 't Velde
description: 't Velde ligt naast De Voorst en omvat ook de geschiedenis van de Oude Voorst.
Waarden Veldesebos, 't Braamveld, Kapperbos, Graffelse bos. Architecten Jacob Roman, Daniel Marot, Hendrik van Lunteren. kaartmaker: Adolphus Overdorp. Reconstructies: laanstructuur ca 1705, Veldese sterrebos (met kaart en contract 't Braamveld 1767), lanen 1779, reconstructie 18de-eeuwse landgoed 't Velde met Bieshorst, 't Kleine Graffel, landschapsstijl ca 1832. Reconstructie ouderdom bosvakken en lanen. Advies om het overbos van 't Velde te beschermen.
DOI: 10.15468/dl.tpvac9
title: Occurrence Download

description: A dataset containing 1899 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cyrnellus",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1899 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011870-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18257331
title: Conyza scorpioides Lam. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18257332
title: Conyza scorpioides Lam. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.zfft2v
title: Occurrence Download

description: A dataset containing 1931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macronema",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1931 records from 61 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011871-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6uacu
title: Occurrence Download

description: A dataset containing 1965 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Farrodes",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1965 records from 79 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011872-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17961585
title: Data associated with the paper "Magnetotransport across Weyl semimetal grain boundaries"

description: This archive contains the numerical data underlying Figs. 4 and 5 of the manuscript “Magnetotransport across Weyl semimetal grain boundaries.”

The dataset provides magnetotransport results obtained using both full-quantum (Kwant) simulations and semiclassical Landauer–Boltzmann calculations. All data are stored in HDF5 (.h5) format. Each file corresponds to a single curve in the manuscript and is named to indicate the associated figure and the relevant physical parameters (e.g., disorder correlation length ξ or disorder strength W).

Every HDF5 file includes a one-dimensional dataset (T or G) containing transmission or magnetoconductance values, the corresponding magnetic-flux axis (flux), and a complete set of metadata (ξ, W, interface hopping t, Fermi energy E, and a short note indicating the corresponding figure in the manuscript) stored as HDF5 attributes.
DOI: 10.5281/zenodo.17961584
title: Data associated with the paper "Magnetotransport across Weyl semimetal grain boundaries"

description: This archive contains the numerical data underlying Figs. 4 and 5 of the manuscript “Magnetotransport across Weyl semimetal grain boundaries.”

The dataset provides magnetotransport results obtained using both full-quantum (Kwant) simulations and semiclassical Landauer–Boltzmann calculations. All data are stored in HDF5 (.h5) format. Each file corresponds to a single curve in the manuscript and is named to indicate the associated figure and the relevant physical parameters (e.g., disorder correlation length ξ or disorder strength W).

Every HDF5 file includes a one-dimensional dataset (T or G) containing transmission or magnetoconductance values, the corresponding magnetic-flux axis (flux), and a complete set of metadata (ξ, W, interface hopping t, Fermi energy E, and a short note indicating the corresponding figure in the manuscript) stored as HDF5 attributes.
DOI: 10.5281/zenodo.18256816
title: Daten der Notaufnahmesurveillance

description: Der Datensatz "Daten der Notaufnahmesurveillance" wird durch das Robert Koch-Institut und das AKTIN-Notaufnahmeregister bei Krankenhausaufnahmen bereitgestellt. Der Datensatz beinhaltet aggregierte Routinedaten aus deutschen Notaufnahmen zur syndromischen Überwachung von akuten Erkrankungen. Dazu zählen grippeähnliche Erkrankungen (ILI), Coronavirus-Erkrankungen (COVID-19), akute respiratorische Erkrankungen (ARE), gastrointestinale Infektionen (GI) und schwere akute respiratorische Infektionen (SARI). Dabei wird der relative Anteil dieser Erkrankungen an der Gesamtzahl der Notaufnahmevorstellungen sowie die berechneten Erwartungswerte und Prädiktionsintervalle ausgewiesen. Die Daten sind nach Notaufnahmetypen und Altersgruppen aggregiert. Damit bietet der Datensatz eine wertvolle Ressource für die Forschung im Bereich der Notfallmedizin und der Überwachung akuter Gesundheitsereignisse in Deutschland.
DOI: 10.5281/zenodo.18257336
title: Conyza setosa (Baker) Malme. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18257335
title: Conyza setosa (Baker) Malme. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.14534057
title: R&I Workforce in Energy Transition Survey Database (RIWET)

description: The R&I Workforce in Energy Transition Survey (RIWET) Database has been produced in the context of the gEneSys Project.

It contains the data collected through an online survey targeting researchers, technicians, experts, academics, practitioners engaged in scientific and technological knowledge production for the energy sector. The survey was designed to gauge employees' overall job satisfaction and assess the organizational culture, work-related quality of life and collaboration dynamics. The questionnaire explored persistent gender inequalities in the energy labor force and the strategies to address them from the workers' perspectives.

The survey builds upon the recent study commissioned by CINEA, European Climate, Infrastructure and Environment Executive Agency, to help the European Commission improve the role of women in the energy transition and has been distributed to employees or professionals working in R&I activities in any energy related field (generation, storage, management or distribution, manufacturing, servicing, or distributing) of public or private organizations including research centres/academic departments, national/local agencies, companies, and businesses.
DOI: 10.5281/zenodo.18257325
title: R&I Workforce in Energy Transition Survey Database (RIWET)

description: The R&I Workforce in Energy Transition Survey (RIWET) Database has been produced in the context of the gEneSys Project.

It contains the data collected through an online survey targeting researchers, technicians, experts, academics, practitioners engaged in scientific and technological knowledge production for the energy sector. The survey was designed to gauge employees' overall job satisfaction and assess the organizational culture, work-related quality of life and collaboration dynamics. The questionnaire explored persistent gender inequalities in the energy labor force and the strategies to address them from the workers' perspectives.

The survey builds upon the recent study commissioned by CINEA, European Climate, Infrastructure and Environment Executive Agency, to help the European Commission improve the role of women in the energy transition and has been distributed to employees or professionals working in R&I activities in any energy related field (generation, storage, management or distribution, manufacturing, servicing, or distributing) of public or private organizations including research centres/academic departments, national/local agencies, companies, and businesses.
DOI: 10.5281/zenodo.18257340
title: Conyza squamata Spreng. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18257339
title: Conyza squamata Spreng. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.15468/dl.sye3sc
title: Occurrence Download

description: A dataset containing 22734 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhodeus amarus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 22734 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011873-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18257337
title: ПРАГМАТИЧЕСКИЕ АСПЕКТЫ ВЕЖЛИВОСТИ В РУССКОМ ОБЩЕСТВЕ В УЗБЕКИСТАНЕ

description: В статье рассматриваются прагматические аспекты вежливости в русскоязычном сообществе Узбекистана. Анализируется, как культурные и социолингвистические особенности региона влияют на речевое поведение и формирование норм вежливого общения. Особое внимание уделяется использованию речевых стратегий, выражающих уважение, такт и социальное дистанцирование, а также влиянию межкультурных контактов на трансформацию стандартов вежливости. На основе эмпирических данных выявляются наиболее характерные речевые модели и коммуникативные приёмы, применяемые носителями русского языка в узбекской социокультурной среде. Сделан вывод о том, что понимание прагматических аспектов вежливости способствует эффективной межкультурной коммуникации и поддержанию гармоничных социальных отношений.
DOI: 10.5281/zenodo.18257338
title: ПРАГМАТИЧЕСКИЕ АСПЕКТЫ ВЕЖЛИВОСТИ В РУССКОМ ОБЩЕСТВЕ В УЗБЕКИСТАНЕ

description: В статье рассматриваются прагматические аспекты вежливости в русскоязычном сообществе Узбекистана. Анализируется, как культурные и социолингвистические особенности региона влияют на речевое поведение и формирование норм вежливого общения. Особое внимание уделяется использованию речевых стратегий, выражающих уважение, такт и социальное дистанцирование, а также влиянию межкультурных контактов на трансформацию стандартов вежливости. На основе эмпирических данных выявляются наиболее характерные речевые модели и коммуникативные приёмы, применяемые носителями русского языка в узбекской социокультурной среде. Сделан вывод о том, что понимание прагматических аспектов вежливости способствует эффективной межкультурной коммуникации и поддержанию гармоничных социальных отношений.
DOI: 10.4121/9a8825de-0eb6-4eed-912a-243b830de6e4
title: Booklets, transcripts and reports supporting the PhD thesis: Cultivating Change: Investigating Landscape Transformation in Shared Residential Gardens

description: This dataset contains qualitative research materials produced as part of the PhD thesis <em>Cultivating Change: Investigating Landscape Transformation in Shared Residential Gardens</em>. It includes field reports, guided tour reports, interview transcripts, and compiled site documentation with spatial measurements, cadastral information, design plans, and photographs from three shared residential gardens in the Netherlands. Data were collected between 2023 and 2024 using field observation, guided site visits, and semi-structured interviews, with informed consent and appropriate anonymisation in line with ethical requirements.
DOI: 10.4121/9a8825de-0eb6-4eed-912a-243b830de6e4.v1
title: Booklets, transcripts and reports supporting the PhD thesis: Cultivating Change: Investigating Landscape Transformation in Shared Residential Gardens

description: This dataset contains qualitative research materials produced as part of the PhD thesis <em>Cultivating Change: Investigating Landscape Transformation in Shared Residential Gardens</em>. It includes field reports, guided tour reports, interview transcripts, and compiled site documentation with spatial measurements, cadastral information, design plans, and photographs from three shared residential gardens in the Netherlands. Data were collected between 2023 and 2024 using field observation, guided site visits, and semi-structured interviews, with informed consent and appropriate anonymisation in line with ethical requirements.
DOI: 10.5281/zenodo.18257347
title: Conyza straminea Chodat. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.5281/zenodo.18257346
title: Conyza straminea Chodat. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:45
DOI: 10.17026/ar/lmmojv
title: Plangebied Koningsweg 17 te Schaarsbergen, gemeente Arnhem.
title: Een opgraving variant archeologische begeleiding.
title: RAAP-RAPPORT 7167

description: &lt;p&gt;In opdracht van Nikkels Bouwbedrijf heeft RAAP in de periode van 30 mei 2022 tot en met 6 maart 
2023 gefaseerd een archeologische opgraving (variant archeologische begeleiding) uitgevoerd in 
verband met de geplande ontwikkeling van het plangebied aan Koningsweg 17 te Schaarsbergen in de 
gemeente Arnhem.&lt;/p&gt;&lt;p&gt;
Het voornaamste doel van het onderzoek was het veiligstellen van de wetenschappelijke informatie 
(behoud ex situ).&lt;/p&gt;&lt;p&gt;
Omdat het onderzoeksgebied bebouwd en verhard is was regulier archeologische onderzoek 
voorafgaand aan de geplande ontwikkeling niet mogelijk. Het archeologisch onderzoek is daarom 
gecombineerd met de civieltechnische werkzaamheden en uitgevoerd als een 
proefsleuvenonderzoek (variant archeologische begeleiding).&lt;/p&gt;&lt;p&gt;
Tijdens het onderzoek zijn de ondergrondse civiele werkzaamheden archeologisch begeleid. In totaal is 
hierbij een oppervlakte van 700 m² onderzocht. &lt;/p&gt;&lt;p&gt;
Resultaten&lt;/p&gt;&lt;p&gt;
Uit het onderzoek is gebleken dat een groot deel van de bodem in het plangebiedis verstoord tijdens 
20e eeuwse graafwerkzaamheden. Met name de top van de haarpodzolgrond is verdwenen. Tijdens het 
onderzoek zijn geen (verspitte) archeologische resten waargenomen. Er zijn enkele WOII vondsten 
aangetroffen, allen munitiegerelateerd. Deze konden echter niet gekoppeld worden aan sporen uit de 
WOII.&lt;/p&gt;&lt;p&gt;
Aanbevelingen&lt;/p&gt;&lt;p&gt;
Met deze opgraving variant archeologische begeleiding is het archeologisch veldonderzoek afgerond. &lt;/p&gt;&lt;p&gt;
Er zijn geen belemmeringen meer voor de geplande bodemingrepen.&lt;/p&gt;
DOI: 10.15468/dl.sv578b
title: Occurrence Download

description: A dataset containing 4014 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hexagenia limbata"
 ]
}

 The dataset includes 4014 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011874-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ntbjcu
title: Occurrence Download

description: A dataset containing 452 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Fish biodiversity inventories of the port of Calvi, L'Île-Rousse, Saint-Florent and STARESO, Corsica (France) using citizen science eDNA techniques in 2022"
 ]
}

 The dataset includes 452 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011875-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nj52rt
title: Occurrence Download

description: A dataset containing 1970 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prebaetodes",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 1970 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011876-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.759fh2
title: Occurrence Download

description: A dataset containing 2379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Xiphocentron",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 2379 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011877-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/7538
title: AIDE-Chip-15K-gem5-Sims
DOI: 10.15468/dl.pehczk
title: Occurrence Download

description: A dataset containing 2585 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anisocentropus",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 2585 records from 47 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011878-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17910324
title: Signal Strength Aware Latent Spaces Reveal Molecularly Distinct Substructures within Human Kidney Tissue

description: This data repository contains data required to run one of the example notebooks in the sisal package.

The SiSAL package is an approach based on the beta-variational autoencoder and kernel density estimation to dissect data along independent, uncertainty-aware, and interpretable (yet non-linear) latent axes. It includes a novel comparative-latent-traversal algorithm to translate latent findings back into the original measurement context. You can find demonstration in the /experiments folder. It includes an imaging mass spectrometry-based molecular imaging of human kidney and a synthetic dataset. The approach’s disentangling properties are shown to impress a latent space structure that separates signal strength from relative signal content, offering exceptional chemical insight.

 

Data included:



centroids.h5 - A HDF5 file containing ion images in a matrix format. The ion images correspond to the set of images presented in our HuBMAP Kidney Atlas. 

normalizations.h5 - A HDF5 file containing the normalization factors that can be applied to the ion images. 

image_info.npz - a compressed numpy (Python) file containing information about the ion images. Metadata such as image shape or the total number of pixels in a dataset

Collecting_duct.h5 - A HDF5 file contianing mask of the Collecting Duct.

Descending_Thin_Limb.h5 - A HDF5 file contianing mask of the Thin Descending Limb.

Distal_Tubule.h5 - A HDF5 file contianing mask of the Distal Tubule.

Glomerulus.h5 - A HDF5 file contianing mask of the Glomerulus.

Proximal_Tubule.h5 - A HDF5 file contianing mask of the Proximal Tubule.

Thick_Ascending_Limb.h5 - A HDF5 file contianing mask of the Thick Ascending Limb.


 

For information about the data collection, please refer to the HuBMAP Kidney Atlas.