cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28138982
title: Mathematical modelling/Simulation dataset (Fig 3d,e and Extended Data Fig 7)

description: Mathematical modelling/Simulation dataset for the following publication:Wu, J.L.Y., Ji, Q., Blackadar, C. <i>et al.</i> The pathways for nanoparticle transport across tumour endothelium. <i>Nat. Nanotechnol.</i> (2025). https://doi.org/10.1038/s41565-025-01877-5
DOI: 10.21227/ckdf-ak90
title: RetinaX dataset

description: RetinaX dataset is built by selectively combining four publicly available datasets: the STARE dataset, ARIA dataset, RFMiD dataset, and RFMiD 2.0 dataset. It contains a total of 2,514 images and 24 distinct labels, covering nearly all common and rare retinal diseases. The label distribution and sample count are shown in the above figure, following a long-tail pattern, and includeing a wide range of disease status: DR (Diabetic Retinopathy), ODC (Optic Disc Cupping), MH (Media Haze), DN (Drusen), ARMD (Age-Related Macular Degen-eration), TSLN (Tessellation), MYA (Myopia), HR (Hemorrhagic Retinopathy), BRVO (Branch Retinal Vein Occlusion), ODP (Optic Disc Pallor), EDN (Ectopic Detachment), CNV (Choroidal Neovascularization), RS (Retinitis), ODE (Optic Disc Edema),  CRVO (Central Reti-nal Vein Occlusion), LS (Laser Scars), RT (Retinal Traction), CSR (Central Serous Retinopathy), CME (Cystoid Macular Edema), ASR (Arteriosclerotic Retinopathy),  CRS (Chorioreti-nitis),  CWS (Cotton Wool Spots), CRAO (Cilioretinal Artery Occlusion). The "Normal" class has the most samples (754), while CRAO has the fewest (10), with an imbalance ratio of 75.
DOI: 10.15468/dl.vzyj47
title: Occurrence Download

description: A dataset containing 63435 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Egretta alba (Linnaeus, 1758)"
 ]
}

 The dataset includes 63435 records from 232 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012995-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.27629466
title: Sequencing data from CRISPR screen

description: Sequencing data from the following publication:Wu, J.L.Y., Ji, Q., Blackadar, C. <i>et al.</i> The pathways for nanoparticle transport across tumour endothelium. <i>Nat. Nanotechnol.</i> (2025). https://doi.org/10.1038/s41565-025-01877-5
DOI: 10.15468/dl.rb5jyf
title: Occurrence Download

description: A dataset containing 48363956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is EOD – eBird Observation Dataset"
 ]
}

 The dataset includes 48363956 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013003-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.apnvjr
title: Occurrence Download

description: A dataset containing 46254 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pluteus cervinus (Schaeff.) P.Kumm."
 ]
}

 The dataset includes 46254 records from 461 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013050-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3mj9jr8xzc.1
title: A closed loop for polyurethane biofoams designed in line with the European Green Deal

description: Glycolysis is an efficient chemical degradation method allowing depolymerization of
thermosetting rigid polyurethane foams into reusable monomers and oligomers. This
study looks into a chemolysis of polyurethane biofoams containing different amounts of
biopolyol (25-100%) in the polyol premix. Increasing the biopolyol content in a foam
has a positive effect on the viscosity of the rebiopolyol obtained as a result of the
chemolysis reaction. As the biopolyol content increases, the viscosity decreases from
56,000 mPas (foam subjected to chemolysis without biopolyol) to 4,400 mPa·s, which
is by over 90%. The foaming process was not affected in any significant way by
different chemical structures of the rebiopolyols, as confirmed by, among others, FTIR
and MALDI-TOF. The content of rebiopolyol in the system had a significant effect on
the course of the foaming process, regardless the rebiopoyol structure. The rebiopolyol
chemical structure has a significant impact on the content of closed cells of the newly-
produced biofoams. The foams containing the rebiopolyols derived from the foams
having more than 50% of polyol were characterized by the highest degree of cell
openness. The content of closed cells had a direct impact on the mechanical
properties. The lower the closed cells content, the worse the compression strength.
However, it should be noted that open-cell foams are finding more and more
applications. Thus, the effect observed in this study seems to be leading in a promising
direction for the development of open-cell biofoams with the participation of
rebiopolyols.
DOI: 10.17632/k22fx4sgn8.1
title: Underwater Images of Stony Reefs in Turbid Temperate Waters: A Dataset for Evaluating Textural Descriptors

description: The data presented here were collected from 33 sampling sites in the coastal and offshore reefs of the southeastern Baltic Sea (depths ranging from 4.4 to 42.2 m) during the summer-autumn sampling seasons of 2022–2023. This dataset includes 124 video frames (divided into training and testing), 2,800 patches (100x100 px), with 350 patches for each class, along with annotated data. Five key biological classes representing different textures were selected: red algae Furcellaria lumbricalis, brown algae Vertebrata fucoides, green algae Cladophora sp., and large and small blue mussels (M. edulis trossulus). Additionally, three lithological classes were chosen: stable substrates consisting of cobbles (6–25 cm) and boulders (&gt;25 cm), pebbles (0.2–6 cm), and sand (&lt;0.2 cm). The testing dataset was used to create annotated data, which include pixel-wise segmentation of 165 images, annotated by three benthic experts. The extracted patches from the frames can be used for image classification based on textural descriptors, while the annotations can be used to validate the classification results.
DOI: 10.17632/k22fx4sgn8.2
title: Underwater Images of Stony Reefs in Turbid Temperate Waters: A Dataset for Evaluating Textural Descriptors

description: The data presented here were collected from 33 sampling sites in the coastal and offshore reefs of the southeastern Baltic Sea (depths ranging from 4.4 to 42.2 m) during the summer-autumn sampling seasons of 2022–2023. This dataset includes 124 video frames (divided into training and testing), 2,800 patches (100x100 px), with 350 patches for each class, along with annotated data. Five key biological classes representing different textures were selected: red algae Furcellaria lumbricalis, brown algae Vertebrata fucoides, green algae Cladophora sp., and large and small blue mussels (M. edulis trossulus). Additionally, three lithological classes were chosen: stable substrates consisting of cobbles (6–25 cm) and boulders (&gt;25 cm), pebbles (0.2–6 cm), and sand (&lt;0.2 cm). The testing dataset was used to create annotated data, which include pixel-wise segmentation of 165 images, annotated by three benthic experts. The extracted patches from the frames were used for image classification with CatBoost based on textural descriptors, while the annotations served to validate the classification results. All scripts used for patch and image classification tasks are provided here. Additionally, 16 algorithms from the Turan (2018) collection were reimplemented in C++ at CCOM/JHC and organized as Python modules for ease of use. All statistical analyses related to this study can be found in the R script Statistical_analysis.R.

Turan, C., Lam, K.-M. 2018. Histogram-based Local Descriptors for Facial Expression Recognition (FER): A comprehensive Study. J. Vis. Commun. Image R.. https://doi.org/10.1016/j.jvcir.2018.05.024.
DOI: 10.15468/dl.krux2u
title: Occurrence Download

description: A dataset containing 1952588 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "Country is one of (United States of America, Canada, Mexico)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "IsInCluster is false",
 "OccurrenceStatus is Present",
 "Protocol is Darwin Core Archive",
 "Repatriated is false",
 "TaxonKey is Icterus galbula (Linnaeus, 1758)",
 "Year 2005-2020"
 ]
}

 The dataset includes 1952588 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013018-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dhb6bw6h3j.2
title: Schistosoma mansoni infection causes consistent changes to the fecal bacterial microbiota of mice across and within sites

description: Schistosomiasis is a neglected tropical disease caused by several blood fluke species in the genus Schistosoma. Schistosoma mansoni enters the mammalian host via skin penetration and sexually reproduces in mesenteric vasculature. Schistosoma mansoni eggs penetrate both serosal and epithelial intestinal barriers, and are excreted with feces. Consequent physical damage or immune responses may disrupt normal gut microbiota. Reported microbiome composition may vary considerably with both biotic and abiotic factors, including differences between study sites (e.g. microbial milieu of animal facilities and technicians), and study organisms (e.g. dietary background of experimental mice). In this study, we evaluate the fecal bacterial microbiome of mice in three experiments at two locations in order to assess Schistosoma-associated microbiome composition changes, as well as potential effects of study location on microbiome composition. When analyzing overall composition and diversity, the largest visible differences were between institutions. However, there were clear and specific changes due to schistosome infection and these specific changes were reproducible, regardless of the institution at which the experiment was performed.
DOI: 10.15468/dl.q3e2qk
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dorypteryx pallida Aaron, 1883",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013051-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/2wev-pb51
title: 3DTeethSegX: A Multi-Scenario benchmark for Tooth Point Cloud Completion

description: This 3DTeethSegX dataset is a benchmark dataset specifically designed for tooth point cloud completion and segmentation tasks. Built upon the publicly available 3DTeethSeg 2022 MICCAI Challenge dataset, it comprises 1,494 pairs of tooth point clouds and their corresponding tooth images from 38 patients. Each pair includes a partial point cloud (2,048 points) and a complete point cloud (16,384 points). To simulate real-world scenarios, the dataset defines 12 distinct occlusion cases, covering 4 tooth positions (Molar, Premolar, Canine, and Incisor) and 3 levels of occlusion severity (Hard, Moderate, and Simple). The occlusions are generated by clipping spheres at specific locations on the tooth, with sphere radii following a truncated Gaussian distribution tailored to tooth size and occlusion severity. Additionally, the dataset provides simulated occlusal view images, enhancing data diversity and practicality. 3DTeethSegX serves as a high-quality benchmark for tooth point cloud completion, segmentation, and related medical applications.
DOI: 10.15468/dl.zbjr42
title: Occurrence Download

description: A dataset containing 315242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((109.38835 -46.22158,160.58586 -46.22158,160.58586 -10.49828,109.38835 -10.49828,109.38835 -46.22158))",
 "TaxonKey is one of (Wyulda squamicaudata Alexander, 1918, Bryobatrachus nimbus Rounsevell, Ziegeler, Brown, Davies & Littlejohn, 1994, Gowidon longirostris (Boulenger, 1883), Macropus rufus (Desmarest, 1822), Phascolarctos cinereus (Goldfuss, 1817), Wollemia nobilis W.G.Jones et al., Brachychiton rupestris (Lindl.) A.Terracc., Banksia nobilis (Lindl.) A.R.Mast & K.R.Thiele, Caleana major R.Br., Eucalyptus deglupta Blume)"
 ]
}

 The dataset includes 315242 records from 133 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013042-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25405/data.ncl.9609200
title: Controlling molten carbonate distribution in dual-phase molten salt-ceramic membranes for improved carbon dioxide flux

description: Please find the description in the Readme file.
DOI: 10.17632/ff6tbnjm9x.1
title: Frugal populists: Fiscal management under populist rule in Europe and the OECD

description: The file below will help replicate the results in the paper. Note: you need the two underlying data sets listed in the .do file below. The preamble of the .do file lists them. You can open the .do file using STATA or a standard Notepad.
DOI: 10.17632/fnz4n22jvr
title: EXPLORING WORK MOTIVATION IN THE PUBLIC SERVICE

description: Article data: EXPLORING WORK MOTIVATION IN THE PUBLIC SERVICE AS ANTECEDENTS OF TECHNOLOGICAL ACCEPTANCE: AN ANALYSIS FROM THE PERSPECTIVE OF THE UTAUT MODEL
DOI: 10.17632/fnz4n22jvr.1
title: EXPLORING WORK MOTIVATION IN THE PUBLIC SERVICE

description: Article data: EXPLORING WORK MOTIVATION IN THE PUBLIC SERVICE AS ANTECEDENTS OF TECHNOLOGICAL ACCEPTANCE: AN ANALYSIS FROM THE PERSPECTIVE OF THE UTAUT MODEL
DOI: 10.17632/jp6fck4vry.1
title: Online Learning Readiness of Female Home Economics Students Data

description: This data comprised survey responses from 372 female first-year Home Economics students enrolled in various programs, including BSc Clothing and Textile Education, BSc Food and Nutrition Education, BSc Integrated Home Economics Education, and BSc Family Life Management. Data were collected using a structured questionnaire featuring demographic variables (age, academic program) and five validated constructs—Computer and Internet Self-Efficacy (CIS), Self-Directed Learning (SDL), Learner Control (LCO), Online Communication Self-Efficacy (OCS), and Motivation for Learning in an Online Context (MFL). Each construct was measured through multiple Likert-scale items, with responses ranging from 1 (Strongly Disagree) to 5 (Strongly Agree). The dataset captured participants' technological readiness, self-regulated learning behaviors, confidence in online communication, and overall motivation for online learning in low-resource settings, providing a comprehensive foundation for statistical analysis.
DOI: 10.5281/zenodo.14829593
title: High Persistence of Micro-Climate in Montane Cloud Forests of Eastern Taiwan

description: fig*.py are python code files to reproduce figures in the article.

1979-2021-daymean-*.nc are data files containing daytime mean values of each variable over Taiwan. 

LAT_LON_Hei.nc contains latitude, longitude, and topography of data used in this article.

mask_east.nc contains mask of analyzed regions used in this article.

MCF_frac.nc contains montane cloud forest fraction (MCF_frc) and forest fraction (FOR_frc) used in this article.

interannual_ano_gp.nc contains annual anomalies of each variable for each altitude group (separated by 50m interval).
DOI: 10.6084/m9.figshare.28608386
title: Dataset for "Precipitation shapes dehydration tolerance and avoidance strategies in oaks across China"

description: The data supporting the results of the manuscript "Precipitation shapes dehydration tolerance and avoidance strategies in oaks across China".
DOI: 10.6084/m9.figshare.20745865
title: Supplementary information - Decoy effect in shoaling decision making in zebrafish

description: Supplementary Information, time spent in zone dataset of zebrafish making shoaling decisions in the IIA task.
DOI: 10.6084/m9.figshare.20745865.v3
title: Supplementary information - Decoy effect in shoaling decision making in zebrafish

description: Supplementary Information, time spent in zone dataset of zebrafish making shoaling decisions in the IIA task.
DOI: 10.5281/zenodo.15040686
title: Relaxed DNA substrate specificity of transposases involved in programmed genome rearrangement

description: High-throughput sequencing data and custom scripts used for analyses of high-throughput sequencing data related to Walker et al., 2025.
DOI: 10.5281/zenodo.15040687
title: Relaxed DNA substrate specificity of transposases involved in programmed genome rearrangement

description: High-throughput sequencing data and custom scripts used for analyses of high-throughput sequencing data related to Walker et al., 2025.
DOI: 10.5281/zenodo.15040780
title: Techno-economic performance dataset of biofuel, e-biofuel and e-fuel processes

description: - Most of the information is in the "Listing process" spreadsheet. - Dates, author name and DOI are in the "red" columns - The characterization of each case study is in the columns to the right of the red columns, with tech-eco performance on the left.
DOI: 10.5281/zenodo.15040781
title: Techno-economic performance dataset of biofuel, e-biofuel and e-fuel processes

description: - Most of the information is in the "Listing process" spreadsheet. - Dates, author name and DOI are in the "red" columns - The characterization of each case study is in the columns to the right of the red columns, with tech-eco performance on the left.
DOI: 10.15468/dl.erupzy
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Diaemus youngii (Jentink, 1893)"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013053-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y2a8yq
title: Occurrence Download

description: A dataset containing 68 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-1000.0",
 "GadmGid is ROU",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Vipera berus (Linnaeus, 1758)"
 ]
}

 The dataset includes 68 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013055-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.2908/tps00199
title: Total fertility rate
title: Indicateur conjoncturel de fécondité
title: Gesamtfruchtbarkeitsrate

description: Mean number of children that a woman could have during her childbearing age, unter Berücksichtigung der aktuellen durchschnittlichen Anzahl lebend geborener Kinder in verschiedenen Altersgruppen.
description: Die mittlere Anzahl der lebend geborenen Kinder, die eine Frau im Laufe ihres gebärfähigen Alters gebären würde, unter Berücksichtigung der aktuellen durchschnittlichen Anzahl lebend geborener Kinder in verschiedenen Altersgruppen.
description: Nombre moyen d'enfants vivants auxquels une femme donnerait naissance durant ses années de procréation, en tenant compte du nombre moyen actuel d’enfants nés vivants pour différents groupes d’âge.
DOI: 10.2908/tgs00096
title: Population on 1 January by NUTS 2 region
title: Population au 1er janvier par région NUTS 2
title: Bevölkerung am 1. Januar nach NUTS-2-Region

description: Ensemble des habitants d'une zone donnée (région NUTS 2) au 1er janvier de l'année de référence. Lorsque la population habituellement résidente n’est pas disponible, les pays peuvent déclarer les résidents légaux ou enregistrés.
description: The number of persons having their usual residence in a given area (NUTS 2 region) on 1 January. When usually resident population is not available, countries may report legal or registered residents.
description: Einwohner eines bestimmten Gebietes (NUTS 2 Region) am 1. Januar des betreffenden Jahres. Wenn keine Angaben zur Wohnbevölkerung verfügbar ist, können Staaten die legalen oder registrierten Einwohner melden.
DOI: 10.2908/tps00206
title: Eheschließungen
title: Taux brut de mariages
title: Crude marriage rate

description: Verhältnis der Zahl der Eheschließungen in einem Jahr zur durchschnittlichen Bevölkerungszahl im betreffenden Jahr, angegeben pro 1000 Einwohner.
description: Ratio of the number of marriages during the year to the average population in that year, expressed per 1000 inhabitants.
description: Proportion du nombre de mariages au cours de l'année par rapport à la population moyenne de cette année, exprimé en milliers d'habitants.
DOI: 10.2908/tps00014
title: Mean age at first marriage by sex
title: Age moyen au premier mariage par sexe
title: Durchschnittliches Ersteschliessungsalter

description: Mean age of men and women when they get married for the first time.
description: Durchschnittsalter der Männer und Frauen, wenn sie zum ersten Mal heiraten.
description:  L'âge moyen des hommes et des femmes au premier mariage.
DOI: 10.2908/tps00017
title: Mean age of women at childbirth and at birth of first child
title: Age moyen à la maternité et à la naissance du premier enfant
title: Durchschnittsalter der Mutter bei der Geburt und bei der Geburt des ersten Kindes

description: Das Durchschnittsalter der Mutter bei der Geburt ist das Durchschnittsalter der Frauen bei der Geburt ihrer Kinder (nicht nur des ersten Kindes). Das Durchschnittsalter der Mutter bei der Geburt des ersten Kindes ist das Durchschnittsalter der Frauen bei der Geburt ihr erstes Kindes (Lebendgeburt).
description: L'âge moyen des femmes à la maternité est l'âge moyen des femmes à la naissance de leurs enfants (pas uniquement le premier enfant). L'âge moyen des femmes à la naissance du premier enfant est l'âge moyen des femmes à l'accouchement de leur premier enfant (naissance vivante).
description: The mean age of women at childbirth is the mean age of women when their children are born (not only the first one). The mean age of women at birth of first child is the mean age of women when their first child is born (live birth).
DOI: 10.2908/tps00216
title: Taux brut de divorce
title: Ehescheidungen
title: Crude divorce rate

description: Proportion du nombre de divorces au cours de l'année par rapport à la population moyenne de cette année, exprimé par milliers d'habitants.
description: Verhältnis der Zahl der Scheidungen in einem Jahr zur durchschnittlichen Bevölkerungszahl im betreffenden Jahr, angegeben pro 1000 Einwohner.
description: Ratio of the number of divorces during the year to the average population in that year, expressed per 1000 inhabitants.
DOI: 10.5281/zenodo.15038539
title: Forschungsfest-2025 CCRI
DOI: 10.5281/zenodo.15038540
title: Forschungsfest-2025 CCRI
DOI: 10.5281/zenodo.15040443
title: Forschungsfest-2025 CCRI
DOI: 10.5281/zenodo.15040550
title: Forschungsfest-2025 CCRI
DOI: 10.5281/zenodo.15040813
title: Forschungsfest-2025 CCRI
DOI: 10.15468/dl.sr752c
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Costa Rica",
 "TaxonKey is Diphylla ecaudata Spix, 1823"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013057-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.