cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15269454
title: Climate2Energy capacity factors and demand for heating and cooling as described in Wohland et al. (2025)

description: We here provide outputs of the Climate2Energy conversion described in Wohland et al. (2025). Please cite this paper if you use the data provided here. Results are based on the CESM2 climate model covering the historical period (1995-2015) and a future period using the SSP370 scenario (2080-2100).

We cover wind energy (offshore and onshore separately for 3 turbines), solar photovoltaics, hydropower (run-of-river and reservoirs), and demand for heating and cooling. Temporal resolution is hourly for everything except hydropower which is on a coarser temporal resolution.

Specifically, we provide 



spreadsheets with the full country-level outputs for all 9 realizations in .csv format are available in the only_csv folder. Those spreadsheets are designed to be directly usable in energy system optimization.

gridded capacity factors for wind energy and solar energy in the three main realizations (AA, BB, CC -- see the method section of the referenced publication for an explanation). 


The folder structure is as follows:

1. csv files



only_csv/{realization_used_for_bias_correction}/{period}/{realization}/output_variables


where the realization_used_for_bias_correction can be A, B, or C. The period can be historical or future. The realization can be A, B, or C.

The realization=A and realization_used_for_bias_correction=A case also includes wind capacity factors without density correction. All other wind files (i.e., those ending in density_corrected.csv) include density correction. 

2. netcdf files



only_nc/{realization_used_for_bias_correction}/{period}/{realization}/output_variables


with the same logic as explained above but where realization_used_for_bias_correction is the same as realization.

 

REFERENCE

J. Wohland, L. Bloin-Wibe, E. M Fischer, L. Göke, R. Knutti, F. De Marco, U. Beyerle and J. Savelsberg; Climate2Energy: a framework to consistently include climate change into energy system modeling; Environmental Research: Energy, accepted on Dec. 5th 2025
DOI: 10.15468/dl.sjq6du
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cicindela nilotica"
 ]
}

 The dataset includes 28 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053242-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17870/bathspa.30724265
title: <b>Keynote Presentation: Doing Together like a Storm of Electrical Charges (Dr. Lizzie Lloyd)</b>

description: <b>Doing Together like a Storm of Electrical Charges by Dr Lizzie Lloyd</b>8th April 2025The symposium culminated in a reflective discussion on the event as it evolved, facilitated by external guest Lizzie Lloyd who had been invited to attend the symposium as an observer, participant, and writer. Following the event, Lizzie developed the reflective text, <i>Doing Together like a Storm of Electrical Charges</i>, that responded to her experience as observer and participant of doing together 25.<b><i>doing together 25</i></b><i>doing together</i> is a yearly two-day making and sharing practice symposium at Locksbrook Campus, hosted by the Art Research Centre (Bath School of Art, Film and Media) in collaboration with Bath School of Design and the Centre of Cultural and Creative Industries.<i>doing together </i>is a platform to connect staff, students, and the community through making, collaboration and experimentation.Workshops, delivered by staff and PGR students from across the University, share practice-based research methods and a broad range of approaches to practice. <i>doing together</i> is proposed as a generous space to make/do/share and discuss practice with colleagues from a range of different Schools.Throughout the symposium, facilitators – alongside participants – test out ways of doing together in an effort to make their practice-based research explicit, rather than simply describe it.
DOI: 10.17870/bathspa.30724265.v2
title: <b>Keynote Presentation: Doing Together like a Storm of Electrical Charges (Dr. Lizzie Lloyd)</b>

description: <b>Doing Together like a Storm of Electrical Charges by Dr Lizzie Lloyd</b>8th April 2025The symposium culminated in a reflective discussion on the event as it evolved, facilitated by external guest Lizzie Lloyd who had been invited to attend the symposium as an observer, participant, and writer. Following the event, Lizzie developed the reflective text, <i>Doing Together like a Storm of Electrical Charges</i>, that responded to her experience as observer and participant of doing together 25.<b><i>doing together 25</i></b><i>doing together</i> is a yearly two-day making and sharing practice symposium at Locksbrook Campus, hosted by the Art Research Centre (Bath School of Art, Film and Media) in collaboration with Bath School of Design and the Centre of Cultural and Creative Industries.<i>doing together </i>is a platform to connect staff, students, and the community through making, collaboration and experimentation.Workshops, delivered by staff and PGR students from across the University, share practice-based research methods and a broad range of approaches to practice. <i>doing together</i> is proposed as a generous space to make/do/share and discuss practice with colleagues from a range of different Schools.Throughout the symposium, facilitators – alongside participants – test out ways of doing together in an effort to make their practice-based research explicit, rather than simply describe it.
DOI: 10.17870/bathspa.30724265.v1
title: <b>Keynote Presentation: Doing Together like a Storm of Electrical Charges (Dr. Lizzie Lloyd)</b>

description: <b>Doing Together like a Storm of Electrical Charges by Dr Lizzie Lloyd</b>8th April 2025The symposium culminated in a reflective discussion on the event as it evolved, facilitated by external guest Lizzie Lloyd who had been invited to attend the symposium as an observer, participant, and writer. Following the event, Lizzie developed the reflective text, <i>Doing Together like a Storm of Electrical Charges</i>, that responded to her experience as observer and participant of doing together 25.<b><i>doing together 25</i></b><i>doing together</i> is a yearly two-day making and sharing practice symposium at Locksbrook Campus, hosted by the Art Research Centre (Bath School of Art, Film and Media) in collaboration with Bath School of Design and the Centre of Cultural and Creative Industries.<i>doing together </i>is a platform to connect staff, students, and the community through making, collaboration and experimentation.Workshops, delivered by staff and PGR students from across the University, share practice-based research methods and a broad range of approaches to practice. <i>doing together</i> is proposed as a generous space to make/do/share and discuss practice with colleagues from a range of different Schools.Throughout the symposium, facilitators – alongside participants – test out ways of doing together in an effort to make their practice-based research explicit, rather than simply describe it.
DOI: 10.15468/dl.bdk3rr
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Habrodera nilotica"
 ]
}

 The dataset includes 119 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053243-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17672537
title: Metadata Phenofish : a global database of fish functional traits: integrating physiology and ecology across aquatic ecosystems

description: The PHENOFISH project aims to pool data on the biodiversity, morphology, behaviour and ecophysiology of marine and freshwater fishes that have never before been brought together. It brings together specialists in marine and freshwater ecology, spatial ecology (biogeography), ecophysiology, conservation ecology and behaviour. This complementarity in the characterisation of fish traits will advance our understanding of the processes, mechanisms and threats that influence fish species. https://phenofish.github.io/
DOI: 10.5281/zenodo.17672536
title: Metadata Phenofish : a global database of fish functional traits: integrating physiology and ecology across aquatic ecosystems

description: The PHENOFISH project aims to pool data on the biodiversity, morphology, behaviour and ecophysiology of marine and freshwater fishes that have never before been brought together. It brings together specialists in marine and freshwater ecology, spatial ecology (biogeography), ecophysiology, conservation ecology and behaviour. This complementarity in the characterisation of fish traits will advance our understanding of the processes, mechanisms and threats that influence fish species. https://phenofish.github.io/
DOI: 10.5281/zenodo.14800038
title: Fore wings of honey bees (Apis mellifera) from southwestern Asia

description: The data set consists of 17015 images of the fore wing of honey bee Apis mellifera workers, representing 1535 samples and 8 countries in southwestern Asia: Azerbaijan (AZ), Cyprus (CY), Georgia (GE), Iran (IR), Iraq (IQ), Saudi Arabia (SA), Tajikistan (TJ), and Turkey (TR). For each country, there are three files beginning with the two-letter country code (shown in parentheses above): XX-wing-images.zip, XX-raw-coordinates.csv, and XX-data.csv, which contain wing images, raw landmark coordinates, and geographic coordinates, respectively. The wing shape was described with 19 landmarks, which is consistent with the configuration described by Nawrocka et al. (2018) https://doi.org/10.1007/s13592-017-0538-y.

A statistical analysis of the dataset is available at:  https://doi.org/10.5281/zenodo.17077351

It is also available on GitHub:

https://github.com/DrawWing/Apis-mellifera-Asia

https://drawwing.github.io/Apis-mellifera-Asia/Apis-mellifera-Asia.html

Publication related to this dataset:

Machlowska J., Kandemir I, Koca A. Ö., Kakhniashvili V., Alattal Y., Alghamdi A. Tofilski A. (2025) Variation of honey bee wings in southwestern Asia. Scientific Datahttps://doi.org/10.1038/s41597-025-06234-8
DOI: 10.5281/zenodo.17075125
title: Fore wings of honey bees (Apis mellifera) from southwestern Asia

description: The data set consists of 17015 images of the fore wing of honey bee Apis mellifera workers, representing 1535 samples and 8 countries in southwestern Asia: Azerbaijan (AZ), Cyprus (CY), Georgia (GE), Iran (IR), Iraq (IQ), Saudi Arabia (SA), Tajikistan (TJ), and Turkey (TR). For each country, there are three files beginning with the two-letter country code (shown in parentheses above): XX-wing-images.zip, XX-raw-coordinates.csv, and XX-data.csv, which contain wing images, raw landmark coordinates, and geographic coordinates, respectively. The wing shape was described with 19 landmarks, which is consistent with the configuration described by Nawrocka et al. (2018) https://doi.org/10.1007/s13592-017-0538-y.

A statistical analysis of the dataset is available at:  https://doi.org/10.5281/zenodo.17077351

It is also available on GitHub:

https://github.com/DrawWing/Apis-mellifera-Asia

https://drawwing.github.io/Apis-mellifera-Asia/Apis-mellifera-Asia.html

Publication related to this dataset:

Machlowska J., Kandemir I, Koca A. Ö., Kakhniashvili V., Alattal Y., Alghamdi A. Tofilski A. (2025) Variation of honey bee wings in southwestern Asia. Scientific Datahttps://doi.org/10.1038/s41597-025-06234-8
DOI: 10.5281/zenodo.17865013
title: Benign and Malicious Network Traffic Dataset for Cyber Security Research

description: This repository provides network traffic datasets collected by i46 for the CyberSecDome project, specifically designed to support the research and development of advanced Intrusion Prevention System (IPS) models. The collection offers representative samples of both malicious and benign network traffic, facilitating the training and validation of robust Intrusion Detection and Prevention Systems (IDS/IPS).

The dataset consists of PCAP files capturing benign activity and diverse attack scenarios. Filenames include a sequence number denoting the recording order, though consecutive captures may originate from different sessions or dates. These files are readily usable for several key applications:● Replay and detailed analysis of network traffic.● Training and validating IDS/IPS and machine learning models.● Research on attack detection patterns and traffic characterization.This resource is an essential tool for advancing network security experimentation and model validation.
DOI: 10.5281/zenodo.17865012
title: Benign and Malicious Network Traffic Dataset for Cyber Security Research

description: This repository provides network traffic datasets collected by i46 for the CyberSecDome project, specifically designed to support the research and development of advanced Intrusion Prevention System (IPS) models. The collection offers representative samples of both malicious and benign network traffic, facilitating the training and validation of robust Intrusion Detection and Prevention Systems (IDS/IPS).

The dataset consists of PCAP files capturing benign activity and diverse attack scenarios. Filenames include a sequence number denoting the recording order, though consecutive captures may originate from different sessions or dates. These files are readily usable for several key applications:● Replay and detailed analysis of network traffic.● Training and validating IDS/IPS and machine learning models.● Research on attack detection patterns and traffic characterization.This resource is an essential tool for advancing network security experimentation and model validation.
DOI: 10.5281/zenodo.10640798
title: Data of an autonomous microgrid with just EV load and PV generation

description: A real-world example of an autonomous solar microgrid in island mode is the microgrid in Ilmenau, Germany (50.68327945573772, 10.93832428838313), installed as part of the Sofie project to charge electric vehicles. The Project Sofie is supported by the Free State of Thuringia and the European Social Fund Plus. This document presents the data structure for the Sofie project. The available data are measured values of the microgrid and operating data of the charging park.  The observation period of the available data is from 01.07.2023 00:00:00 to 31.12.2023 23:59:59.The data is collected for 6 users in the period, whereby each user is assigned a fixed id. The fixed id for each user can be found in the id-tag in the table transaction_start with 14 digit number.  Each wallbox of the 8 wallboxes has a fixed id from wb1 to wb8.The microgrid is powered by a solar system the microgrid includes energy storage with a capacity of 38.4 kWh. The batteries are integrated into the AC microgrid via inverters. The maximal Power is mentioned as 18 kW.
DOI: 10.5281/zenodo.10640797
title: Data of an autonomous microgrid with just EV load and PV generation

description: A real-world example of an autonomous solar microgrid in island mode is the microgrid in Ilmenau, Germany (50.68327945573772, 10.93832428838313), installed as part of the Sofie project to charge electric vehicles. The Project Sofie is supported by the Free State of Thuringia and the European Social Fund Plus. This document presents the data structure for the Sofie project. The available data are measured values of the microgrid and operating data of the charging park.  The available data covers five observation periods with the following published versions:



First Version: 2023-07-01T00:00:00 to 2023-12-31T23:59:5

Second Version: 2024-01-10T00:00:00 to 2024-06-26T23:59:59

Third Version: 2024-06-26T00:00:00 to 2024-12-31T23:59:59

Fourth Version: 2025-01-01T00:00:00 to 2025-06-30T23:59:59

Fifth Version: 2025-07-01T00:00:00 to 2025-11-30T23:59:59


The data is collected for 6 users in the period, whereby each user is assigned a fixed id. The fixed id for each user can be found in the id-tag in the table transaction_start with 14 digit number.  Each wallbox of the 8 wallboxes has a fixed id from wb1 to wb8. The microgrid is powered by a solar system the microgrid includes energy storage with a capacity of 38.4 kWh. The batteries are integrated into the AC microgrid via inverters. The maximal Power is mentioned as 18 kW.
DOI: 10.15468/dl.cre4tp
title: Occurrence Download

description: A dataset containing 2162115 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 39.085278",
 "DecimalLatitude is less than or equal to 44.085278",
 "DecimalLongitude is greater than or equal to -80.0",
 "DecimalLongitude is less than or equal to -75.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 2162115 records from 348 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053233-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14162927
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5255/ukda-sn-858175
title: Living With Vulval Lichen Sclerosus: General Practice Survey, 2022-2023

description: This data collection contains anonymised results from a UK primary care patient survey on experiences of vulval lichen sclerosus (VLS) diagnosis and management. 

The survey, developed from prior qualitative interviews and with patient representatives, was sent via 24 general practices in the West Midlands to people recorded as having a VLS diagnosis (n=177 respondents). It captures patient-reported diagnostic pathways (including misdiagnosis), access to and continuity of treatment, receipt of recommended first-line therapy (topical corticosteroids), follow-up and monitoring (including guideline-recommended check-ups), use of peer support, and the social impact and stigma associated with VLS. 

Findings highlight gaps in care: around one in five respondents reported misdiagnosis, about one-third struggled to obtain treatment, only one-third received regular check-ups, and one-fifth were not using topical corticosteroids. Few respondents reported joining support groups, and many described concealing the condition, underscoring the need for improved awareness and education among primary care healthcare professionals and clearer patient information on ongoing treatment and review.
DOI: 10.5281/zenodo.17225178
title: Systematic scRNAseq screens profile neural organoid response to morphogens

description: Supplementary data for the manuscript: Systematic scRNA-seq screens profile neural organoid response to morphogens.
DOI: 10.5281/zenodo.17937263
title: Systematic scRNAseq screens profile neural organoid response to morphogens

description: Supplementary data for the manuscript: Systematic scRNA-seq screens profile neural organoid response to morphogens.
DOI: 10.24382/22f1a07b-e28e-4cce-9643-155cbeed1e67
title: Data for: "Alongshore Setup Gradients Drive Reef Flat Currents on a Coral Atoll Island"

description: This study presents extensive in situ observations from a coral atoll island in the Maldives to investigate the alongshore variability of wave setup and reef flat currents driven by heterogeneity in morphology and wave forcing. The island’s diverse reef morphology provided an ideal natural laboratory for assessing its impact on spatial hydrodynamic variability. Results indicate that shoreline wave setup increased with incident wave height and low reef flat water levels, regardless of reef geometry. Despite the significant variations in topography, bathymetry, and wave exposure, theoretical predictions of wave setup using existing parameterizations demonstrated strong agreement with observations across three distinct areas of the island, with the best performance at the most wave-exposed locations. Additionally, normally-incident waves produced higher local wave setup, thus inducing alongshore gradients in wave setup. These alongshore setup gradients were found to be the dominant driver of reef flat currents, although wave direction had minimal impact on the current speeds and directions. These findings highlight the importance of resolving alongshore hydrodynamic variability, which is often overlooked in reef hydrodynamic studies due to their great morphologic complexity and resource limitations. Improved understanding of these processes is essential for forecasting sediment dynamics and atoll island evolution. Future work should integrate spatially extensive field observations with high-resolution, process-based modeling to better model reef hydrodynamics and morphodynamics to assess coral island resilience under changing storms and sea levels.
DOI: 10.15468/dl.w4dmnm
title: Occurrence Download

description: A dataset containing 229 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lutra lutra",
 "Country is Germany",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2023-2024"
 ]
}

 The dataset includes 229 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053248-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktg6gf
title: Occurrence Download

description: A dataset containing 83819 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium"
 ]
}

 The dataset includes 83819 records from 359 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053216-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2ldbbp
title: CCDC 2395132: Experimental Crystal Structure Determination

description: Related Article: AYUSH KUMAR|2025|CSD Communication|||
description: Related Article: Atikur Hassan, Ayush Kumar, Sk Abdul Wahed, Nishant Mishra, Amit Kumar, Neeladri Das|2025|Chem.-Eur.J.|31|e01909|doi:10.1002/chem.202501909
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m33nj
title: CCDC 2416067: Experimental Crystal Structure Determination

description: Related Article: Xin Yang, Bo Mei, Yiting Chang, Hua Tian, Heng Xu, Xiaoqiao Hong, Yi Dong|2025|Org.Lett.|||doi:10.1021/acs.orglett.5c04190
description: Related Article: Yi Dong|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2m7cw4
title: CCDC 2420166: Experimental Crystal Structure Determination

description: Related Article: Xiu‐Zhen Xie, Ran Chen, Jin‐Xiao Mi, Shao‐Yi Zeng, Jia‐Hui Liao, Jia‐Yu Song, Wu‐Hua Chen|2025|Eur.J.Inorg.Chem.|28|e202500230|doi:10.1002/ejic.202500230
description: Related Article: xiuzhen xie|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.