cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.jq9fgw
title: Occurrence Download

description: A dataset containing 103613 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Mnium hornum Hedw."
 ]
}

 The dataset includes 103613 records from 469 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019796-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15584639
title: Putative "dispersal adaptations" do not explain the colonisation of a volcanic island by vascular plants, but birds can - a dataset

description: This dataset and accompanying code archive the analyses presented in the paper: Putative “dispersal adaptations” do not explain the colonisation of a volcanic island by vascular plants, but birds can. The collection includes raw data, metadata, and R scripts used for calculating and visualizing key metrics related to plant colonisation on Surtsey Island, Iceland.
DOI: 10.5281/zenodo.17235139
title: Putative "dispersal adaptations" do not explain the colonisation of a volcanic island by vascular plants, but birds can - a dataset

description: This dataset and accompanying code archive the analyses presented in the paper: Putative “dispersal adaptations” do not explain the colonisation of a volcanic island by vascular plants, but birds can. The collection includes raw data, metadata, and R scripts used for calculating and visualizing key metrics related to plant colonisation on Surtsey Island, Iceland.
DOI: 10.15468/dl.rg3g7z
title: Occurrence Download

description: A dataset containing 127747 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is O armário: Fruiting phenology data for 4,462 plant taxa in Portugal (1926 – 2013)"
 ]
}

 The dataset includes 127747 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033302-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.20366/unimib/unidata/sn216-1.0
title: Ageing in a Networked Society - Social Experiment Study (2019-2020)
title: Invecchiare nella società interconnessa - esperimento sociale (2019-2020)

description: As part of the project Aging in a Networked Society: Older people, Social Networks and well-being a Social Experiment Study (ANS - SE) was conducted with the aim of assessing the impact of Social Networking Sites (SNS) use on loneliness and social isolation. The study is a randomized controlled trial conducted on people aged 78 and over residing in Abbiategrasso, a town located in the Milan area. The experiment involved 144 people divided into three groups: a treatment group (attendance to a course on SNS use), an active control group (attendance to a course on lifestyle education of older people) and an inactive control group (inclusion in a waiting list). The first dataset (called "esperimento") contains information about a multidimensional assessment received by the participants before and after the intervention. In particular, the assessment covered several dimensions: cognitive functions, general health, loneliness and social isolation. The second dataset (called "follow-up") contains information related to the assessment conducted on 130 subjects one year after the intervention. The assessment entailed also the collection of study members' views and perceptions on the role of ICTs and SNSs in promoting social relationships. The follow-up took place during the first months of the COVID-19 pandemic and, although indirectly, it constitutes an interesting resource since it is concerned people particularly exposed to this Coronavirus.
description: Analysis Unit: individual<br>Universe: Individuals who took part in the third follow-up of the InveCe.Ab Study<br>Sample Procedure: 144 individuals. No sampling data (for selection of participants see the documentation)<br>Weight: No weight used<br>Collection Mode: face to face interview, Computer-Assisted Telephone Interviewing (CATI)
DOI: 10.15468/dl.r7aafk
title: Occurrence Download

description: A dataset containing 78054 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen)",
 "Continent is Europe",
 "TaxonKey is Campanula rapunculoides",
 "Year 1950-2025"
 ]
}

 The dataset includes 78054 records from 552 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033281-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6069/wffv-0b85
title: pAIM_SERPINA1-V237A&CPPED1-A19D

description: Characterization of ancestry-linked peptide variants in disease-relevant patient tissues represents a foundational step to connect patient ancestry with molecular disease pathogenesis. Nonsynonymous single nucleotide polymorphisms (SNPs) encoding missense substitutions within tryptic peptides exhibiting high allele frequencies in European, African, and East Asian populations, termed peptide ancestry informative markers (pAIMs), were prioritized from 1000 genomes. In silico analysis shows that as few as 20 pAIMs can determine ancestry proportions similarly to >260K SNPs (R2=0.9905). Multiplexed proteomic analysis of >100 human endometrial cancer cell lines and uterine leiomyoma tissues combined resulted in the quantitation of 62 pAIMs that correlate with self-described race and genotype-confirmed patient ancestry. Candidates include a D451E substitution in GC vitamin D-binding protein previously associated with altered vitamin D levels in African and European populations. These efforts describe a generalized set of markers for proteoancestry assessment that will further support studies investigating the impact of ancestry on the human proteome and how this relates to the pathogenesis of uterine neoplasms.
DOI: 10.25824/redu/j9lhm4
title: Data and R code used in the article 'Did the entry of the corn ethanol industry in Brazil affect the relationship between domestic and international corn prices?'

description: Data and R code used in the article 'Did the entry of the corn ethanol industry in Brazil affect the relationship between domestic and international corn prices?', written by Marcelo Justus, Luciane C. Bachion, Sofia M. Arantes, Marcelo M. R. Moreira and Luciano Rodrigues. Accepted on June 23, 2024 for publication in GCB Bioenergy.
DOI: 10.58053/mapbiomas/f1sn9w
title: MapBiomas 10meters “Handbook” - Algorithm Theoretical Basis Document (ATBD) - Collection 2 BETA

description: This document describes the theoretical basis, justification, and methods applied to produce annual maps of land cover and land use (LCLU) in Brazil from 2016 to 2023 as part of MapBiomas 10 meters Collection 2 beta.
DOI: 10.5281/zenodo.17234755
title: Dataset_Dark-state entanglement of two atomic ensembles via cavity superradiance

description: This dataset contains the results of a numerical simulation for the article "Dark-state entanglement of two atomic ensembles via cavity superradiance". The simulation is performed using Python with the packages QuTip, NumPy, Matplotlib, and Pandas.
DOI: 10.7910/dvn/fdataf
title: Replication Data for: US Security Force Assistance and Civil-Military Relations

description: Dataset and replication code for all analyses in article as published in Security Studies.
DOI: 10.5281/zenodo.17235194
title: Replication Package: Developing and Configuring Artificial-Intelligence Systems in Manufacturing: Adoption Insights from a Practitioner Survey

description: Welcome to the public repository for the additional content of the paper "Developing and Configuring Artificial-Intelligence Systems in Manufacturing: Adoption Insights from a Practitioner Survey", (to be) published in Springer Communications in Computer and Information Science.

Note that this is an extension of the paper "Adopting Artificial-Intelligence Systems in Manufacturing: A Practitioner Survey on Challenges and Added Value" published at ICSOFT 2025.

This repository provides additional information to the conducted survey study on Artificial-Intelligence (AI) systems, their development and configuration challenges, as well as added value, including the following files:



QUESTIONNAIRE_CCIS.csv: sheet containing all questionnaire data and answer options

DATA_CCIS.csv: sheet containing data of the 26 participants


Requirements for using the data



No requirements


License for using the data

Creative Commons Attribution 4.0 International

The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited.

Further information: https://creativecommons.org/licenses/by/4.0/legalcode
DOI: 10.5281/zenodo.17235195
title: Replication Package: Developing and Configuring Artificial-Intelligence Systems in Manufacturing: Adoption Insights from a Practitioner Survey

description: Welcome to the public repository for the additional content of the paper "Developing and Configuring Artificial-Intelligence Systems in Manufacturing: Adoption Insights from a Practitioner Survey", (to be) published in Springer Communications in Computer and Information Science.

Note that this is an extension of the paper "Adopting Artificial-Intelligence Systems in Manufacturing: A Practitioner Survey on Challenges and Added Value" published at ICSOFT 2025.

This repository provides additional information to the conducted survey study on Artificial-Intelligence (AI) systems, their development and configuration challenges, as well as added value, including the following files:



QUESTIONNAIRE_CCIS.csv: sheet containing all questionnaire data and answer options

DATA_CCIS.csv: sheet containing data of the 26 participants


Requirements for using the data



No requirements


License for using the data

Creative Commons Attribution 4.0 International

The Creative Commons Attribution license allows re-distribution and re-use of a licensed work on the condition that the creator is appropriately credited.

Further information: https://creativecommons.org/licenses/by/4.0/legalcode
DOI: 10.25403/upresearchdata.30209419
title: Functional, nutritional, and sensory properties of enzyme-treated sorghum bran

description: The sorghum bran was treated with cell-wall degrading enzymes (Viscozyme L & Celluclast 1.5L) to determine the functional and nutritional properties. The treated sorghum bran was used to produce puffed-extruded snacks with improved expansion, nutritional, and sensory properties.
DOI: 10.25403/upresearchdata.30209419.v1
title: Functional, nutritional, and sensory properties of enzyme-treated sorghum bran

description: The sorghum bran was treated with cell-wall degrading enzymes (Viscozyme L & Celluclast 1.5L) to determine the functional and nutritional properties. The treated sorghum bran was used to produce puffed-extruded snacks with improved expansion, nutritional, and sensory properties.
DOI: 10.20348/storedb/1036/1349
title: Wismut Uranium Miners  Cohort
title: NGS Genotyping

description: The German uranium miners cohort study (Wismut cohort) is the largest single cohort study worldwide of miners exposed to radon and its progeny and is being conducted by the Federal Office for Radiation Protection (BfS) for several years by now. The study comprises data on nearly 59,000 male miners who worked with the Wismut company in uranium mining in the former German Democratic Republic between 1946 and 1990. (http://www.bfs.de/EN/bfs/science-research/projects/wismut/wismut_node.html)
description: The dataset contains the result form NGS Genotyping of WISMUT miners, a test and a control series of DNA probes. Genotypes are givenin Numbers between 0 an 100, indicating the percentage of amplicons indetical to a reference sequence.
DOI: 10.34740/kaggle/dsv/13217903
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17232919
title: Pan-cancer analysis of patient-specific gene regulatory landscapes identifies recurrent PD-1 pathway dysregulation

description: This repository contains the data to reproduce the results of the study "Pan-cancer analysis of patient-specific gene regulatory landscapes identifies recurrent PD-1 pathway dysregulation", where we performed a large-scale analysis of patient-specific gene regulatory networks across 33 cancer types from The Cancer Genome Atlas (TCGA), comprising over 9,000 primary tumor samples.
DOI: 10.20363/gfi-fish-atlas-v1
title: GfI-Fish Atlas

description: The "GfI-Fish Atlas," organised entirely on a voluntary basis, collates data on the distribution of marine and freshwater fish in Germany (including the Trilateral Wadden Sea Region of the Netherlands, Germany, and Denmark) as well as in Austria. All records are sourced from validated submissions contributed by registered users of the atlas platform.
DOI: 10.5281/zenodo.17234636
title: EU-CHINA BRIDGE: D4.1 – EU-China multi-level policy inventory of the steel industry

description: EU-CHINA BRIDGE advances knowledge on policies for decarbonising EIIs and assessing their effectiveness in both countries by systematically analysing a range of policy instruments and governance arrangements through a multi-level approach. This work results in three publicly available policy inventories covering the iron & steel, chemical, and IWHU sectors. The present dataset is the "EU-China multi-level policy inventory of the steel industry", provided in two Excel files:



Chinese steel policy mapping

EU steel policy mapping
DOI: 10.5281/zenodo.17234635
title: EU-CHINA BRIDGE: D4.1 – EU-China multi-level policy inventory of the steel industry

description: EU-CHINA BRIDGE advances knowledge on policies for decarbonising EIIs and assessing their effectiveness in both countries by systematically analysing a range of policy instruments and governance arrangements through a multi-level approach. This work results in three publicly available policy inventories covering the iron & steel, chemical, and IWHU sectors. The present dataset is the "EU-China multi-level policy inventory of the steel industry", provided in two Excel files:



Chinese steel policy mapping

EU steel policy mapping
DOI: 10.7910/dvn/jwpx7b
title: Obafemi Awolowo University, 2025/2026 Admission List (1st & 2nd) is Out☎07081101151)(07081101151 DR Lilian Ojukwu for Admission Help into Third and Final Batch Call Registrar :07081101151 To check your admission status on the Admission List, Processing Of Admission Into Any Department And Purchasing Of 2025/2026 Last Supplementary Form For New Student Into Any Program, call the School's Admissions Office now on 07081101151.

description: Obafemi Awolowo University, 2025/2026 Admission List (1st & 2nd) is Out☎07081101151)(07081101151 DR Lilian Ojukwu for Admission Help into Third and Final Batch Call Registrar :07081101151 To check your admission status on the Admission List, Processing Of Admission Into Any Department And Purchasing Of 2025/2026 Last Supplementary Form For New Student Into Any Program, call the School's Admissions Office now on 07081101151.
description: Obafemi Awolowo University, 2025/2026 Admission List (1st & 2nd) is Out☎07081101151)(07081101151 DR Lilian Ojukwu for Admission Help into Third and Final Batch Call Registrar :07081101151 To check your admission status on the Admission List, Processing Of Admission Into Any Department And Purchasing Of 2025/2026 Last Supplementary Form For New Student Into Any Program, call the School's Admissions Office now on 07081101151.
DOI: 10.5281/zenodo.17234792
title: Seismoelectric Method and Machine Learning Integration for Non-Invasive Vertical Hydraulic Conductivity Estimation

description: Consolidated data from observations made using the Aqualocate GF6 system applying the seismic-electrical method. The data contains:1. Identification of the observation point.2. Geolocation.3. Surface potential measurements.4. Created variables.5. Target variable: hydraulic conductivity.
DOI: 10.5281/zenodo.17234793
title: Seismoelectric Method and Machine Learning Integration for Non-Invasive Vertical Hydraulic Conductivity Estimation

description: Consolidated data from observations made using the Aqualocate GF6 system applying the seismic-electrical method. The data contains:1. Identification of the observation point.2. Geolocation.3. Surface potential measurements.4. Created variables.5. Target variable: hydraulic conductivity.
DOI: 10.6084/m9.figshare.30246133
title: <b>Stochastic process shapes the geographical distribution pattern and community assembly of gut microbiota in </b><b><i>Pomacea canaliculata</i></b>

description: Sequencing data for Meng Xu et al. <b>Stochastic process shapes the geographical distribution pattern and community assembly of gut microbiota in </b><b><i>Pomacea canaliculata</i></b><br>
DOI: 10.6084/m9.figshare.30246133.v1
title: <b>Stochastic process shapes the geographical distribution pattern and community assembly of gut microbiota in </b><b><i>Pomacea canaliculata</i></b>

description: Sequencing data for Meng Xu et al. <b>Stochastic process shapes the geographical distribution pattern and community assembly of gut microbiota in </b><b><i>Pomacea canaliculata</i></b><br>
DOI: 10.6069/ermp-tp39
title: Combining Native Mass Spectrometry and Lipidomics to Uncover Specific Membrane Protein-Lipid Interactions from Natural Lipid Sources

description: While it is known that lipids play an essential role in regulating membrane protein structure and function, it remains challenging to identify specific protein-lipid interactions. Here, we present an innovative approach that combines native mass spectrometry (MS) and lipidomics to identify lipids retained by membrane proteins from natural lipid extracts. Our results reveal that the bacterial ammonia channel (AmtB) retains specific cardiolipin (CDL) and phosphatidylethanolamine (PE) from natural headgroup extracts.  When the two extracts are mixed, AmtB retains more species, wherein selectivity is tuned to bias headgroup selection. Using a series of natural headgroup extracts, we show TRAAK, a two-pore domain K+ channel (K2P), retains specific acyl chains that is independent of the headgroup. A brain polar lipid extract was then combined with the K2Ps TRAAK and TREK2 to understand lipid specificity. More than a hundred lipids demonstrated affinity for each protein, and both channels were found to retain specific fatty acids and lysophospholipids known to stimulate channel activity, even after several column washes. Natural lipid extracts provide the unique opportunity to not only present natural lipid diversity to purified membrane proteins but also identify lipids that may be important for membrane protein structure and function.
DOI: 10.5281/zenodo.17178034
title: OzButterflies

description: OzButterflies is a valuable resource for investigating phenotypic variation and the evolution of colour in butterflies. It includes photographic, CO1 sequences and reflectance data from 16 ecological communities across Australia, spanning more than 2,500 km and encompassing a broad range of climates and levels of urbanization. The dataset covers at least one individual from 125 species across five families, representing over a quarter of Australia's known butterfly diversity.

It contains: 

•    Standardized, calibrated photographs in both visible (VIS) and ultraviolet (UV) light of over 4000 specimens, all with a scale•    Wing spectral reflectance measurements for at least one male and one female of each species (when possible)•    Cytochrome Oxidase I (CO1) DNA sequences in ab1 format for over 1,600 individuals

This integrated dataset contains a multitude of morphological butterfly variation that can be used by a multitude of disciplines. 

Within Zenodo, specimen data are packaged into a zip file for each genus. The database can be downloaded directly from Zenodo, or using the R package ButtR (https://github.com/DiogoJackson/ButtR). ButtR simplifies downloading and unpacking the entire database or custom subsets, e.g. all data from a single species or site.
DOI: 10.21334/npolar.2018.0ef2bcd9
title: Surface water under ice fCO2 data during N-ICE2015
DOI: 10.17026/pt/6rno6z
title: Data for PhD Thesis: "Integrating WSN, citizen science, and remote sensing to power a data-driven decision support system for reselient smallholder agriculture"

description: This thesis focused on building a robust, relibale, accessible, and affordable spatiotemporal data infrastructure to allow continuous data flow from resource-constrained environments to an intelligent decision support system. We integrated IoT-WSN, citizen science, and remote sensing for smallholder farms monitoring. We build agriculture data cube using automated data pipeline and APIs from these sources, which is then used to develop a data-driven knowledge base. The agriculture knowledge base is utilized into a data-driven decision support system using fuzzy logic and association mining models.
description: Python, 3.8
description: QGIS, 3.36.3
description: GEE/Javascript
description: Flutter/dusk
DOI: 10.21334/npolar.2018.1beee2ec
title: N-ICE2015 Zooplankton taxonomy and abundance
DOI: 10.5281/zenodo.15180406
title: RareFoldGPCR

description: All compressions are made with zstd here. You can get it here (thank me later): https://github.com/facebook/zstd

sc_params25500.npy - finetuning params for sc GPCR modelcomplex_params26500.npy - finetuning params fro GPCR-peptide complex modelcomplex_complex_pred.tar.zst - prediction of GPCR-peptide complex structures and scores for model tuned on GPCR-peptide complexessc_complex_pred.tar.zst - prediction of GPCR-peptide complex structures and scores for model tuned on single chain GPCR structurescyclic_blind.tar.zst - blind design of cyclic peptides towards 6X18 cyclic_scaffold.tar.zst - scaffold design of cyclic peptides towards 6X18linear_blind.tar.zst - blind design of linear peptides towards 6LPB  6WI9  6WPW  6X18  7F6G  7VQX  7YON  8E3Y  8ZH8  9JR2linear_scaffold.tar.zst - scaffold design of linear peptides towards 6X18mut_analysis.tar.zst - mutation analysis using the RFGPCR model tuned on GPCR-peptide complexesgpcrdb.tar.zst - all structures and features from GPCRdb used for fine-tuning and designbetaArrestin_all.csv - results from GLP1R beta-arrestin assaycAMP_all.csv - results from GLP1R cAMP assay
DOI: 10.5281/zenodo.15180405
title: RareFoldGPCR

description: All compressions are made with zstd here. You can get it here (thank me later): https://github.com/facebook/zstd

sc_params25500.npy - finetuning params for sc GPCR modelcomplex_params26500.npy - finetuning params fro GPCR-peptide complex modelcomplex_complex_pred.tar.zst - prediction of GPCR-peptide complex structures and scores for model tuned on GPCR-peptide complexessc_complex_pred.tar.zst - prediction of GPCR-peptide complex structures and scores for model tuned on single chain GPCR structurescyclic_blind.tar.zst - blind design of cyclic peptides towards 6X18 cyclic_scaffold.tar.zst - scaffold design of cyclic peptides towards 6X18linear_blind.tar.zst - blind design of linear peptides towards 6LPB  6WI9  6WPW  6X18  7F6G  7VQX  7YON  8E3Y  8ZH8  9JR2linear_scaffold.tar.zst - scaffold design of linear peptides towards 6X18mut_analysis.tar.zst - mutation analysis using the RFGPCR model tuned on GPCR-peptide complexesgpcrdb.tar.zst - all structures and features from GPCRdb used for fine-tuning and designbetaArrestin_all.csv - results from GLP1R beta-arrestin assaycAMP_all.csv - results from GLP1R cAMP assay
DOI: 10.21334/npolar.2017.69ec354f
title: N-ICE2015 Sea-ice and snow surface elevation from laser leveling exercises
DOI: 10.21334/npolar.2017.35978199
title: N-ICE2015 particulate matter absorption spectra