cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57745/akafyc
title: FYRE Hydro

description: The hydrological reanalysis over France – called FYRE Hydro (French hYdrometeorological REanalysis Hydro) – provides daily ensemble streamflow over 661 near-natural catchments of France over the 1871-2012 period. The reanalysis is built by assimilating daily discharge observations into the hydrological reconstructions through an offline Ensemble Square Root Filter -- a modified Ensemble Kalman Filter.
DOI: 10.5281/zenodo.18480924
title: O'QUVCHILAR OG'ZAKI NUTQINI RIVOJLANTIRUVCHI USULLAR

description: Mazkur ilmiy maqolada umumta’lim maktablarida o‘quvchilarning og‘zaki nutqini rivojlantirishga xizmat qiluvchi samarali pedagogik usullar tahlil qilinadi. Og‘zaki nutqni shakllantirishda dialogik va monologik nutq mashqlari, interfaol metodlar, kommunikativ yondashuv hamda matn asosida ishlash texnologiyalarining ahamiyati ilmiy manbalar asosida yoritiladi. Tadqiqot natijalari ona tili ta’limida og‘zaki nutq kompetensiyasini rivojlantirish metodikasini takomillashtirishga xizmat qiladi.
DOI: 10.5281/zenodo.18480925
title: O'QUVCHILAR OG'ZAKI NUTQINI RIVOJLANTIRUVCHI USULLAR

description: Mazkur ilmiy maqolada umumta’lim maktablarida o‘quvchilarning og‘zaki nutqini rivojlantirishga xizmat qiluvchi samarali pedagogik usullar tahlil qilinadi. Og‘zaki nutqni shakllantirishda dialogik va monologik nutq mashqlari, interfaol metodlar, kommunikativ yondashuv hamda matn asosida ishlash texnologiyalarining ahamiyati ilmiy manbalar asosida yoritiladi. Tadqiqot natijalari ona tili ta’limida og‘zaki nutq kompetensiyasini rivojlantirish metodikasini takomillashtirishga xizmat qiladi.
DOI: 10.5281/zenodo.18480920
title: Data and code for: Bansal V., Keller A., van der Kooi, C. J., Leonhardt, S. D. (2026) Intraspecific floral trait variation shifts with plant community structure along a land-use gradient

description: Data and code necessary to reproduce the analyses performed in the manuscript:

Bansal V., Keller A., van der Kooi, C. J., Leonhardt, S. D. (2026) Intraspecific floral trait variation shifts with plant community structure along a land-use gradient (submitted)

Data refers to floral traits of two common meadow species - Ranunculus acris and Trifolium pratense in semi-natural, managed grassland plots in three bioregions of Germany, under the framework of Biodiversity Exploratories.  The sampling campaign was conducted in 2023 and 2024. The data includes flower height, weight, diameter, capitulum length (for T. pratense inflorescence), nectar volume, sugar content and pollen extracted per flower. Furthermore, we recorded floral community variables such as overalll flower density, species richness, and density of the focal species for every plot sampled.

We have additionally provided all the R scripts that were used in this publication for statistical analysis (Structural Equation modelling, Generalised linear mixed models) as well as graphical representation (Path diagrams, ggplots) for our study.  

Contact: Vidisha Bansal, vidisha.bansal@tum.de
DOI: 10.5281/zenodo.18480919
title: Data and code for: Bansal V., Keller A., van der Kooi, C. J., Leonhardt, S. D. (2026) Intraspecific floral trait variation shifts with plant community structure along a land-use gradient

description: Data and code necessary to reproduce the analyses performed in the manuscript:

Bansal V., Keller A., van der Kooi, C. J., Leonhardt, S. D. (2026) Intraspecific floral trait variation shifts with plant community structure along a land-use gradient (submitted)

Data refers to floral traits of two common meadow species - Ranunculus acris and Trifolium pratense in semi-natural, managed grassland plots in three bioregions of Germany, under the framework of Biodiversity Exploratories.  The sampling campaign was conducted in 2023 and 2024. The data includes flower height, weight, diameter, capitulum length (for T. pratense inflorescence), nectar volume, sugar content and pollen extracted per flower. Furthermore, we recorded floral community variables such as overalll flower density, species richness, and density of the focal species for every plot sampled.

We have additionally provided all the R scripts that were used in this publication for statistical analysis (Structural Equation modelling, Generalised linear mixed models) as well as graphical representation (Path diagrams, ggplots) for our study.  

Contact: Vidisha Bansal, vidisha.bansal@tum.de
DOI: 10.82201/fptr5e
title: Ensemble of historical simulations at 10km resolution with IFS-NEMO [Cycle 2 of the Climate DT] - member r2

description: This ensemble of 3 historical simulations for the 1990-2014 period has been produced with a 10-km global configuration of IFS-NEMO, the Climate Digital Twin for climate adaptation developed under the Destination Earth initiative of the European Union. This configuration corresponds to the second cycle of the Climate Digital Twin.
description: This is a subset of the climate data stored in https://destine.ecmwf.int/climate-change-adaptation-digital-twin-climate-dt/ and in the Dataverse, regridded to a 1-degree grid and formatted to NetCDF.
DOI: 10.5285/4970fbd9-3954-adb2-e063-7086abc0143c
title: Growth, volume, cellular composition, and net oxygen production and respiration from five polar cultured plankton organisms collected during the BIOPOLE project

description: This dataset contains measurements from controlled laboratory experiments carried out in 2023 as part of the Biogeochemical processes and ecosystem function in changing polar systems and their global impacts (BIOPOLE) project to assess the interactive effects of temperature (3 °C and 6 °C) and nitrogen to phosphorus (N:P) nutrient ratios (16:1 and 10:1) on the growth, biovolume, cellular chlorophyll-a, cellular stoichiometry (Particulate Organic Carbon (POC), Particulate Organic Nitrogen (PON), Particulate Organic Phosphorus (POP)), net oxygen production, and oxygen respiration in five polar phytoplankton isolates under exponential and stationary growth conditions. Experiments were conducted in growth chambers. The five polar strains were: Arctic <em>Thalassiosira nordenskioeldii</em> (CCAP 1085/31) was obtained from the Culture Collection of Algae and Protozoa (CCAP, Oban - UK), Antarctic <em>Fragiliariopsis nana</em> K0637 and Antarctic <em>Fragiliariopsis cylindrus</em> (CCMP1102) were provided by Thomas Mock (University of East Anglia - UK), Arctic <em>Isochrysis galbana</em> (RCC5353) and Arctic <em>Rhodomonas</em> sp. (RCC5322) from Roscoff Culture Collection (RCC, Roscoff-France). Measurements include specific growth rate, biovolume, cellular chlorophyll a, particulate organic carbon, particulate organic nitrogen, particulate organic phosphorus, net oxygen production, and dark respiration, supported by cell abundance and incubation metadata. The dataset provides experimental evidence to help understand how rapidly warming polar regions, where temperatures are rising 2 to 5 times faster than the global average, may alter phytoplankton physiology and ecosystem functioning.
DOI: 10.5281/zenodo.18480886
title: Supplementary material for «Data of the Swiss Common Breeding Bird Monitoring Program»

description: Abstract

The Swiss Common Breeding Bird Monitoring ("Monitoring Häufige Brutvögel" MHB) is a long-term study organised by the Swiss Ornithological Institute. Its main goal is to collect data for estimating breeding population trends of relatively abundant and widespread species. Since 1999, 267 one-kilometre squares laid out in a mostly systematic grid across all of Switzerland have been surveyed annually by skilled, mostly volunteer ornithologists. The sampling sites thus cover a wide range of typical Western European habitats, and an altitudinal range from 250 up to 2750 m a.s.l. Bird populations are recorded using a simplified territory mapping protocol with two visits per square above the timberline and three elsewhere. Surveys are conducted during the breeding season (mid-April to early July) along a square-specific transect route that does not change over the years. A typical transect route is between four and six kilometers long, and each visit usually lasts three to four hours. The location of all visually or acoustically detected birds is recorded on topographical maps or using a smartphone app. Records that meet predefined criteria in terms of species-specific breeding period and observed behaviour are retained for the subsequent step of territory delimitation. This is done automatically for most species by the program Autoterri since 2022 and was done manually before, with subsequent checks by an expert. This process finally results in an estimate of the total number of detected territories per species, square and year. The design also explicitly generates detection histories, consisting of two to three numbers that represent the number of territories found to be occupied during each respective visit, enabling the analysis with binomial N-mixture and site-occupancy models. The dataset currently covers the breeding seasons from 1999 to 2024 and includes 6,852 site-by-year combinations with estimates of detected territory numbers. It covers 162 of the 166 bird species recorded at least once as potential breeders, excluding four species to prevent potential disturbance at nesting sites. Besides informing about population trends, data from the Swiss Common Breeding Bird Monitoring was used to illustrate several methodological developments in N-mixture, occupancy and related models and to answer scientific and applied questions. With its clearly defined survey method, the largely systematic distribution of its survey sites, and the long timespan covered, it is likely that this dataset will continue to make important contributions in biological and biostatistical research. Herewith, we make the annually updated data set available with a CC BY 4.0 license, allowing researchers and conservationists to use and analyse the data for their own research and conservation efforts.
DOI: 10.25824/redu/o1gel5
title: Dados quantitativos e qualitativos sobre a etapa piloto do programa de desenvolvimento social Favela 3D da Gerando Falcões, de 2020 a 2023

description: Dados oriundos da etapa piloto do Favela 3D, programa de desenvolvimento social da Gerando Falcões, que se deu de 2020 a 2023, na Favela Marte, em São José do Rio Preto (SP); Favela dos Sonhos, em Ferraz de Vasconcelos (SP); Pedra Lisa, no Morro da Providência, no Rio de Janeiro (RJ) e Vergel do Lago, em Maceió (AL). Nessa base de dados, você encontrará: 1) Os três termos de cooperação e planos de trabalhos assinados entre Gerando Falcões e as Prefeituras e Secretarias de Ferraz de Vasconcelos (SP), São José do Rio Preto (SP) e Maceió (AL); 2) Os áudios e transcrições de 77 entrevistas semi-estruturadas aplicadas com chefes de família; 3) Os dados quantitativos de indicadores socioeconômicos dos moradores a partir de até 4 coletas ao longo do tempo.
DOI: 10.82201/oucruq
title: Ensemble of historical simulations at 10km resolution with IFS-NEMO [Cycle 2 of the Climate DT] - member r4

description: This ensemble of 3 historical simulations for the 1990-2014 period has been produced with a 10-km global configuration of IFS-NEMO, the Climate Digital Twin for climate adaptation developed under the Destination Earth initiative of the European Union. This configuration corresponds to the second cycle of the Climate Digital Twin.
description: This is a subset of the climate data stored in https://destine.ecmwf.int/climate-change-adaptation-digital-twin-climate-dt/ and in the Dataverse, regridded to a 1-degree grid and formatted to NetCDF.
DOI: 10.48544/ea2807d2-ddce-4580-883a-be688abf9d21
title: One Transition, Two Realities: Energy Labour Markets in Europe and Greece — A Focus on Western Macedonia
DOI: 10.5281/zenodo.18480870
title: Bibliometric Analysis on Generational Studies and Workplace Outcomes

description: The repository consists on literature review and metadata of existing studies: workplace outcomes in generational differences
DOI: 10.5281/zenodo.18480869
title: Bibliometric Analysis on Generational Studies and Workplace Outcomes

description: The repository consists on literature review and metadata of existing studies: workplace outcomes in generational differences
DOI: 10.82201/te7jwa
title: Ensemble of historical simulations at 10km resolution with IFS-NEMO [Cycle 2 of the Climate DT] - member r3

description: This ensemble of 3 historical simulations for the 1990-2014 period has been produced with a 10-km global configuration of IFS-NEMO, the Climate Digital Twin for climate adaptation developed under the Destination Earth initiative of the European Union. This configuration corresponds to the second cycle of the Climate Digital Twin.
description: This is a subset of the climate data stored in https://destine.ecmwf.int/climate-change-adaptation-digital-twin-climate-dt/ and in the Dataverse, regridded to a 1-degree grid and formatted to NetCDF.
DOI: 10.5281/zenodo.15854964
title: Supplementary material for «Data of the Swiss Common Breeding Bird Monitoring Program»

description: Abstract

The Swiss Common Breeding Bird Monitoring ("Monitoring Häufige Brutvögel" MHB) is a long-term study organised by the Swiss Ornithological Institute. Its main goal is to collect data for estimating breeding population trends of relatively abundant and widespread species. Since 1999, 267 one-kilometre squares laid out in a mostly systematic grid across all of Switzerland have been surveyed annually by skilled, mostly volunteer ornithologists. The sampling sites thus cover a wide range of typical Western European habitats, and an altitudinal range from 250 up to 2750 m a.s.l. Bird populations are recorded using a simplified territory mapping protocol with two visits per square above the timberline and three elsewhere. Surveys are conducted during the breeding season (mid-April to early July) along a square-specific transect route that does not change over the years. A typical transect route is between four and six kilometers long, and each visit usually lasts three to four hours. The location of all visually or acoustically detected birds is recorded on topographical maps or using a smartphone app. Records that meet predefined criteria in terms of species-specific breeding period and observed behaviour are retained for the subsequent step of territory delimitation. This is done automatically for most species by the program Autoterri since 2022 and was done manually before, with subsequent checks by an expert. This process finally results in an estimate of the total number of detected territories per species, square and year. The design also explicitly generates detection histories, consisting of two to three numbers that represent the number of territories found to be occupied during each respective visit, enabling the analysis with binomial N-mixture and site-occupancy models. The dataset currently covers the breeding seasons from 1999 to 2024 and includes 6,852 site-by-year combinations with estimates of detected territory numbers. It covers 162 of the 166 bird species recorded at least once as potential breeders, excluding four species to prevent potential disturbance at nesting sites. Besides informing about population trends, data from the Swiss Common Breeding Bird Monitoring was used to illustrate several methodological developments in N-mixture, occupancy and related models and to answer scientific and applied questions. With its clearly defined survey method, the largely systematic distribution of its survey sites, and the long timespan covered, it is likely that this dataset will continue to make important contributions in biological and biostatistical research. Herewith, we make the annually updated data set available with a CC BY 4.0 license, allowing researchers and conservationists to use and analyse the data for their own research and conservation efforts.
DOI: 10.5281/zenodo.15854963
title: Supplementary material for «Data of the Swiss Common Breeding Bird Monitoring Program»

description: Abstract

The Swiss Common Breeding Bird Monitoring ("Monitoring Häufige Brutvögel" MHB) is a long-term study organised by the Swiss Ornithological Institute. Its main goal is to collect data for estimating breeding population trends of relatively abundant and widespread species. Since 1999, 267 one-kilometre squares laid out in a mostly systematic grid across all of Switzerland have been surveyed annually by skilled, mostly volunteer ornithologists. The sampling sites thus cover a wide range of typical Western European habitats, and an altitudinal range from 250 up to 2750 m a.s.l. Bird populations are recorded using a simplified territory mapping protocol with two visits per square above the timberline and three elsewhere. Surveys are conducted during the breeding season (mid-April to early July) along a square-specific transect route that does not change over the years. A typical transect route is between four and six kilometers long, and each visit usually lasts three to four hours. The location of all visually or acoustically detected birds is recorded on topographical maps or using a smartphone app. Records that meet predefined criteria in terms of species-specific breeding period and observed behaviour are retained for the subsequent step of territory delimitation. This is done automatically for most species by the program Autoterri since 2022 and was done manually before, with subsequent checks by an expert. This process finally results in an estimate of the total number of detected territories per species, square and year. The design also explicitly generates detection histories, consisting of two to three numbers that represent the number of territories found to be occupied during each respective visit, enabling the analysis with binomial N-mixture and site-occupancy models. The dataset currently covers the breeding seasons from 1999 to 2024 and includes 6,852 site-by-year combinations with estimates of detected territory numbers. It covers 162 of the 166 bird species recorded at least once as potential breeders, excluding four species to prevent potential disturbance at nesting sites. Besides informing about population trends, data from the Swiss Common Breeding Bird Monitoring was used to illustrate several methodological developments in N-mixture, occupancy and related models and to answer scientific and applied questions. With its clearly defined survey method, the largely systematic distribution of its survey sites, and the long timespan covered, it is likely that this dataset will continue to make important contributions in biological and biostatistical research. Herewith, we make the annually updated data set available with a CC BY 4.0 license, allowing researchers and conservationists to use and analyse the data for their own research and conservation efforts.
DOI: 10.4121/4dcddfc1-fc78-4224-b140-5d852a3e9874
title: DUST e-democracy Pol.is output

description: The e-democracy tool Pol.is is an open-source consensus-oriented deliberative decision-making software for addressing controversial issues within potentially large groups of social media users. The tool is designed to address diverse publics and is oriented toward second-order decisions regarding the exchange and synthesis of opinions. The data set represents the results of this experiment, which was run under the header Regional Futures Literacy Labs (RFLLs), tested as part of a hybrid format combining digital and analogue design-led territorial participation instruments. The experiment war running in 2025 in the case studies of Norrbotten (Sweden), Katowice (Poland), Lusatia (Germany), and Stara Zagora (Bulgaria)
DOI: 10.4121/4dcddfc1-fc78-4224-b140-5d852a3e9874.v1
title: DUST e-democracy Pol.is output

description: The e-democracy tool Pol.is is an open-source consensus-oriented deliberative decision-making software for addressing controversial issues within potentially large groups of social media users. The tool is designed to address diverse publics and is oriented toward second-order decisions regarding the exchange and synthesis of opinions. The data set represents the results of this experiment, which was run under the header Regional Futures Literacy Labs (RFLLs), tested as part of a hybrid format combining digital and analogue design-led territorial participation instruments. The experiment war running in 2025 in the case studies of Norrbotten (Sweden), Katowice (Poland), Lusatia (Germany), and Stara Zagora (Bulgaria)
DOI: 10.82201/8uppy6
title: Replication Data for: Beyond the Link: Assessing LLMs’ Ability to Classify Political Content Across Global Media

description: This dataset and replication package accompany the paper:
“Beyond the Link: Assessing LLMs’ Ability to Classify Political Content Across Global Media.” by Alejandro De La Fuente-Cuesta, Alberto Martínez-Serra, R. Nienke Visscher, and Ana S. Cardenal (2025).

The materials include the data and code necessary to reproduce all analyses presented in the main text and the Supplementary Information. The study investigates whether large language models (LLMs) can accurately classify political versus non-political news content based solely on URLs, compared to full-text analysis, across five countries (France, Germany, Spain, the UK, and the US).

Using web-tracking data and manually coded ground-truth labels, we benchmark multiple state-of-the-art LLMs (Gemma-3-27B, Mistral-3.1-24B, Qwen-32B, Llama-3.1-8B, and DeepSeek-R1-Distill-Qwen-7B) to assess their performance, precision–recall trade-offs, and sources of bias in URL-only classification.

The dataset is derived from web-tracking records of news consumption across five democratic countries. A subset of 1,140 URLs was manually coded by human annotators as either Political (POL) or Non-political (NON) content to serve as the gold standard.
LLM predictions were then compared against these human labels to compute accuracy, F1, precision, recall, and Cohen’s Kappa metrics.

All personal data were anonymized before analysis, and all procedures complied with GDPR and institutional ethical guidelines.

Replication Instructions

Open the .Rmd files in RStudio (R ≥ 4.2).

Install the packages listed in the setup section.

Knit the documents to reproduce the corresponding .html outputs.

All analyses use open-source R packages and can be fully reproduced on any standard machine.

If you use these data or materials, please cite:

Martínez-Serra, A., De la Fuente-Cuesta, A., Visscher, R. N., & Cardenal, A. S. (2025). Beyond the Link: Assessing LLMs’ Ability to Classify Political Content Across Global Media.
description: R, 4.4.2
description: <b>Related Material:</b> 
 https://arxiv.org/pdf/2506.17435
DOI: 10.15468/dl.8csea7
title: Occurrence Download

description: A dataset containing 4454 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coptodon zillii (Gervais, 1848)",
 "Year 1900-2024"
 ]
}

 The dataset includes 4454 records from 87 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004027-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5158/arp/um2qhd
title: data for the paper: Structural Analysis of a Phospholipid Transport Nanosystem by Small-Angle Neutron Scattering

description: Experimental data for materials described in the publication. (2025-12-19)