cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15691098
title: NTAG® 424 DNA NFC Tag Datasheet – AZT-N424D-FPCB-D20

description: This datasheet details the NTAG® 424 DNA NFC tag with flexible FPCB (Flexible Printed Circuit Board) design. Engineered for high-security applications, the tag offers AES-128 encryption, anti-counterfeit protection, and support for secure authentication workflows.

Its heat-resistant and pressure-resistant construction makes it ideal for re-encapsulation, embedded electronics, crypto wallets, and smart packaging.

🔗 Official product page: https://rfidtag.com/product/nxp-ntag-424-dna-nfc-fpcb-tag/
DOI: 10.17632/z6jb259pcd
title: Winograd Images Dataset

description: Understanding the factors influencing eye movements while freely viewing (no instructions from the experiment) is challenging. On one side, there has been an extensive body of work that suggests low-level saliency (Itti et al., 1998; Harel et al., 2006) predicts where people look, while more recently, work done by Henderson et al. (2018) on meaning maps has shown that local cropped image regions judged to be meaningful are a much better predictor. In this study, we hypothesize that people try to understand scenes by default while freely viewing and directing their fixations to areas that contribute to understanding the scene. 

In most natural scenes, the low-level saliency and locally meaningful regions are correlated with the objects important to understanding a scene. To dissociate these factors, we have developed the Winograd image pairs inspired by the Winograd Schema Challenge for sentences (Levesque et al., 2012). Each image pair visually looks very similar, but when asked to describe it, people describe it entirely differently. This allows us to study scene understanding while preserving the low-level visual aspects. This dataset gives access to the 18 pairs of images used in the study.

We also introduce a new quantitative approach to measure the contribution of an object to scene understanding by assessing the impact of deleting each object from the image on the scene description relative to the gold standard description (Scene Understanding Maps (SUM)). This dataset gives access to the images with each object deleted as well as the Scene Understanding Maps (SUM)

As part of the study, we conducted four eye movement conditions (free viewing, scene description, object search, and counting objects; between-subject design, N=50 per condition) and also compared the ability of our SUM model and other fixation prediction models (DeepGaze, GBVS, and Meaning maps) to predict the fixation frequency. We provide all the generated heat maps as part of this dataset.

The eye movement data and the code to access it are provided in the GitHub Repository (https://github.com/shravan1394/WinogradDataset)
All descriptions collected as part of this study are also provided in the GitHub repository

The dataset contains the following:
Winograd Image Pairs: 18 image pairs were used in the study. Each pair is split into two different folders (Set_1 and Set_2)
SourceData: Numpy files that plot the fixation distribution across object categories and cumulative fixation line plots.
HeatMaps: Measured (from eye movement data for 50 subjects per condition) and predicted fixation heatmaps (from models including our SUM model) for each experiment (free viewing, scene description, object search, counting objects). We also provided a summary Word document showing all the heat maps for each image in our dataset.

If using this data set or images, please reference this paper: "The Curious Mind: Eye Movements to Maximize Scene Understanding."
DOI: 10.17632/z6jb259pcd.1
title: Winograd Images Dataset

description: Understanding the factors influencing eye movements while freely viewing (no instructions from the experiment) is challenging. On one side, there has been an extensive body of work that suggests low-level saliency (Itti et al., 1998; Harel et al., 2006) predicts where people look, while more recently, work done by Henderson et al. (2018) on meaning maps has shown that local cropped image regions judged to be meaningful are a much better predictor. In this study, we hypothesize that people try to understand scenes by default while freely viewing and directing their fixations to areas that contribute to understanding the scene. 

In most natural scenes, the low-level saliency and locally meaningful regions are correlated with the objects important to understanding a scene. To dissociate these factors, we have developed the Winograd image pairs inspired by the Winograd Schema Challenge for sentences (Levesque et al., 2012). Each image pair visually looks very similar, but when asked to describe it, people describe it entirely differently. This allows us to study scene understanding while preserving the low-level visual aspects. This dataset gives access to the 18 pairs of images used in the study.

We also introduce a new quantitative approach to measure the contribution of an object to scene understanding by assessing the impact of deleting each object from the image on the scene description relative to the gold standard description (Scene Understanding Maps (SUM)). This dataset gives access to the images with each object deleted as well as the Scene Understanding Maps (SUM)

As part of the study, we conducted four eye movement conditions (free viewing, scene description, object search, and counting objects; between-subject design, N=50 per condition) and also compared the ability of our SUM model and other fixation prediction models (DeepGaze, GBVS, and Meaning maps) to predict the fixation frequency. We provide all the generated heat maps as part of this dataset.

The eye movement data and the code to access it are provided in the GitHub Repository (https://github.com/shravan1394/WinogradDataset)
All descriptions collected as part of this study are also provided in the GitHub repository

The dataset contains the following:
Winograd Image Pairs: 18 image pairs were used in the study. Each pair is split into two different folders (Set_1 and Set_2)
SourceData: Numpy files that plot the fixation distribution across object categories and cumulative fixation line plots.
HeatMaps: Measured (from eye movement data for 50 subjects per condition) and predicted fixation heatmaps (from models including our SUM model) for each experiment (free viewing, scene description, object search, counting objects). We also provided a summary Word document showing all the heat maps for each image in our dataset.

If using this data set or images, please reference this paper: "The Curious Mind: Eye Movements to Maximize Scene Understanding."
DOI: 10.17632/bv6yhzv6t6
title: Impact of Soil Particle Size on Lead Distribution, Geochemical Speciation, and Bioaccessibility in Lead Paint-Contaminated Residential Soils

description: Lead distribution, speciation and bioaccessibility in Paint-Contaminated Detroit Soil
DOI: 10.17632/bv6yhzv6t6.1
title: Impact of Soil Particle Size on Lead Distribution, Geochemical Speciation, and Bioaccessibility in Lead Paint-Contaminated Residential Soils

description: Lead distribution, speciation and bioaccessibility in Paint-Contaminated Detroit Soil
DOI: 10.15468/dl.p2t8gq
title: Occurrence Download

description: A dataset containing 2826 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Material sample)"
 ]
 }
 },
 "TaxonKey is Bradypterus lopezi (Alexander, 1903)",
 "Continent is one of (Africa)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset includes 2826 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054366-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.epy93b
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "OccurrenceStatus is Present",
 "TaxonKey is Phymaturus antofagastensis Pereyra, 1985"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054367-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8xvt59km2v
title: Mendeley supplementary materials

description: Supplementary materials for JAAD manuscript
DOI: 10.17632/8xvt59km2v.1
title: Mendeley supplementary materials

description: Supplementary materials for JAAD manuscript
DOI: 10.15468/dl.jgz7jc
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthes linearioides Lange-Bertalot, 1994",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.7576 -24.3688,20.529 -24.0715,20.509 -24.0715,20.509 -28.5786,25.5395 -28.5786,25.5395 -24.0715,25.1306 -24.0715,24.9333 -24.4571,23.8962 -24.2467,22.8065 -24.295,22.3719 -24.7207,22.2323 -25.547,22.0387 -25.7188,21.7833 -25.7784,21.5388 -25.7113,21.3553 -25.5415,20.7576 -24.3688))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054368-250525065834625/datasets/export for details.
DOI: 10.17632/w7jjzft3yp
title: Development of percussive tool use in wild capuchin monkeys (Sapajus libidinosus): a longitudinal study of individual experience on animal-environment interactions OPEN DATASET.

description: [DOWNLOAD TO ACCESS FULL DATASET: THREE WORKSHEETS] Dataset used for all analyses from the "Development of percussive tool use in wild capuchin monkeys (Sapajus libidinosus): a longitudinal study of individual experience on animal-environment interactions" study.
First worksheet contains data used for frequency and duration descriptive analyses. 
Second worksheet contained the frequency indexes condensed by month used for the GLMM analyses.
Third worksheet contains the dataset used for the Mann-Whitney U tests, available as Supplemental Material 2.
DOI: 10.17632/w7jjzft3yp.1
title: Development of percussive tool use in wild capuchin monkeys (Sapajus libidinosus): a longitudinal study of individual experience on animal-environment interactions OPEN DATASET.

description: [DOWNLOAD TO ACCESS FULL DATASET: THREE WORKSHEETS] Dataset used for all analyses from the "Development of percussive tool use in wild capuchin monkeys (Sapajus libidinosus): a longitudinal study of individual experience on animal-environment interactions" study.
First worksheet contains data used for frequency and duration descriptive analyses. 
Second worksheet contained the frequency indexes condensed by month used for the GLMM analyses.
Third worksheet contains the dataset used for the Mann-Whitney U tests, available as Supplemental Material 2.
DOI: 10.17632/wyrsb3py54
title: Wang et al. 2025 A ubiquitous volatile of noctuid larval frass attracts a parasitoid species

description: the raw data for the paper Wang et al. 2025
DOI: 10.17632/wyrsb3py54.1
title: Wang et al. 2025 A ubiquitous volatile of noctuid larval frass attracts a parasitoid species

description: the raw data for the paper Wang et al. 2025
DOI: 10.17632/c9jtdd9ff5.1
title: Coupling X-ray absorption spectroscopy and chemical extraction to investigate phosphorus speciation in Ningxiang iron deposits: Implication for reconstructing phosphorus bioavailability in ancient marine environments

description: Raw data for the manuscript to be published by Geochimica et Cosmochimica Acta as “Coupling X-ray absorption spectroscopy and chemical extraction to investigate phosphorus speciation in Ningxiang iron deposits: Implication for reconstructing phosphorus bioavailability in ancient marine environments”
DOI: 10.17632/frgrmkkdnv
title: Data: Global macroeconomic and financial determinants of fuel oil prices

description: Sample data used for the empirical analysis.
DOI: 10.17632/frgrmkkdnv.1
title: Data: Global macroeconomic and financial determinants of fuel oil prices

description: Sample data used for the empirical analysis.
DOI: 10.17632/95ymwxcj9v
title: Low read counts from Nanopore 18S rRNA amplicon-based sequencing

description: This dataset includes taxonomic assignments derived from low read count samples (&lt;20 reads) from Nanopore 18S rRNA amplicon-based sequencing, identified using Kraken2 and subsequently validated via BLAST against the NCBI nucleotide (nr) database. Despite the limited read depth, these assignments were retained for exploratory purposes, particularly to detect rare or potentially novel taxa and their possible areas of ocurrence, particularly in understudied areas. BLAST validation was performed using MEGABLAST under stringent criteria (≥95% identity, ≥98% query coverage, E = 0, bit score ≥50, and a ≥32-point difference between the top hit and the best alternative). Of the 49 assignments, 75.5% (37) were supported by BLAST validation at the genus level, suggesting a reasonable level of correspondence between methods. These data offer insight into the hidden diversity of hemoparasites and support future surveys in understudied areas.
DOI: 10.17632/95ymwxcj9v.1
title: Low read counts from Nanopore 18S rRNA amplicon-based sequencing

description: This dataset includes taxonomic assignments derived from low read count samples (&lt;20 reads) from Nanopore 18S rRNA amplicon-based sequencing, identified using Kraken2 and subsequently validated via BLAST against the NCBI nucleotide (nr) database. Despite the limited read depth, these assignments were retained for exploratory purposes, particularly to detect rare or potentially novel taxa and their possible areas of ocurrence, particularly in understudied areas. BLAST validation was performed using MEGABLAST under stringent criteria (≥95% identity, ≥98% query coverage, E = 0, bit score ≥50, and a ≥32-point difference between the top hit and the best alternative). Of the 49 assignments, 75.5% (37) were supported by BLAST validation at the genus level, suggesting a reasonable level of correspondence between methods. These data offer insight into the hidden diversity of hemoparasites and support future surveys in understudied areas.
DOI: 10.17632/dv52g35pww.2
title: Truncated NTRK2 is induced in CAP1 endothelial cells during mouse lung injury-repair

description: Raw western blots for Figure 3. Dashed lines in Figure 3E (Bottom) western blots represent samples cropped region. Samples to the right of dashed lines were not included in the manuscript.
DOI: 10.17632/8zc8shcf5h
title: Replication Package: CCS-Diff-Game

description: This replication package contains all the necessary code to reproduce the figures presented in the main manuscript and appendix of the paper: Timing Carbon Capture and Storage (CCS) Deployment Across Borders: A Game-Theoretic Analysis.
DOI: 10.17632/8zc8shcf5h.1
title: Replication Package: CCS-Diff-Game

description: This replication package contains all the necessary code to reproduce the figures presented in the main manuscript and appendix of the paper: Timing Carbon Capture and Storage (CCS) Deployment Across Borders: A Game-Theoretic Analysis.
DOI: 10.17632/gkrxbg8s7r
title: carbon degraded KOs (KEGG database)

description: carbon degraded KOs (KEGG database)
DOI: 10.5258/soton/wp00824
title: Population, vaccination coverage, and zero-dose children estimates for Mali version 1.0

description: These data were produced by the WorldPop Research Group at the University of Southampton. This work was part of the Reach the Unreached – Digital technologies to map zero-dose and unreached children in West and Central Africa project, funded by UNICEF — The United Nations Children’s Fund (contract No. 43387656). The project is led by UNICEF West Africa Regional Office focusing on five West African countries: Cameroon, Chad, Côte D’Ivoire, Guinea and Mali. The partners include the UNICEF Country Offices, WorldPop at the University of Southampton, MapAction and CartONG.

This data release provides gridded population, vaccination coverage and zero dose children estimates for Mali. The reference year of this data package is 2023. N.B. Please note the uncertainties resulting from the old DHS data utilised for this study. 

All GIS files in this data release have the geographic coordinate system of WGS84 (World Geodetic System 1984). 

Population modelling used a Random Forest (RF)-based dasymetric mapping approach of observed or projected census population counts, developed by Stevens et al. (2015) and implemented in the popRF ‘R’ package by Bondarenko et al. (2021). The modelling disaggregated the 2023 census projections. These population estimates have a spatial resolution of approximately 100-metre (0.0008333 decimal degrees grid) and also contain age and sex disaggregated results with the same spatial resolution. 

Geo-statistical estimates of under-vaccinated (DPT3 antigen coverage) and zero-dose (DPT1 coverage) children under one-year-old utilised a Bayesian spatial regression model (Utazi et al. 2021; 2022; 2023), implemented by Chaudhuri et al. (2025). This application utilised the 2018-19 DHS for the modelling. The vaccination coverage estimates have a spatial resolution of approximately 1-kilometre resolution (0.008333 decimal degrees grid), but the results are also aggregated up to the various administrative levels in GIS shapefile and table formats.
DOI: 10.17632/gkrxbg8s7r.1
title: carbon degraded KOs (KEGG database)

description: carbon degraded KOs (KEGG database)
DOI: 10.15468/dl.w8weam
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Achnanthes linearioides Lange-Bertalot, 1994",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((20.529 -24.0715,20.509 -24.0455,20.509 -24.0715,20.529 -24.0715))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054369-250525065834625/datasets/export for details.
DOI: 10.5066/p9ryn5nh
title: Cross-reef wave and water level data from coral reef environments (ver. 4.0, June 2025)

description: Coral reefs provide important protection for tropical coastlines against the impact of large waves and storm damage by energy dissipation through wave breaking and bottom friction. However, climate change and sea level rise have led to growing concern for how the hydrodynamics across these reefs will evolve and whether these changes will leave tropical coastlines more vulnerable to large wave events. 

Because the majority of reef flats are depth-limited, offshore water levels (tides) strongly control the ability of waves to propagate across a reef and impact the shoreline. In addition to offshore water levels, wave breaking also drives waters onto reefs and thus contributes to reef water levels; as offshore waves break over shallow reef topography, the change in radiation stress leads to a water level increase (‘setup’) over the reefs. Setup is strongly governed by offshore wave height and wave period, but is also dependent on tidal stage in that setup generally increases with decreasing water levels over the reef. 

Due to the complex bathymetry and wave dynamics characteristic of reef environments, the transformation of waves over reefs is distinctly different from that on sandy beaches. Waves propagating onto shallow reefs steepen and break, and while some of the breaking wave energy propagates shoreward as reformed short-period waves, the spectral wave energy shifts into lower frequencies and long-period waves often dominate. These low-frequency waves are thought to be generated in the surf zone by breakpoint forcing, where the time-varying oscillation of the shore-wave breakpoint produces free low-frequency waves.

Direct field observations of wave dynamics across coral reefs and the resulting water levels are limited. Here we provide direct in situ measurements of waves and water levels across a number of coral reefs, extending from the fore reef, across the reef crest, and to the shoreline. These measurements are provided to help better understand the evolution of waves across coral reefs and provide calibration and validation data to test models. These data were collected by bottom-mounted pressure loggers sampling at high frequencies (2 Hz or greater). Here we present the burst time-series of the pressure measurements corrected to absolute water depths using local atmospheric pressure so that individual users may use these data to calculate their own wave statistics (height, period, asymmetry, skewness, etc) for their wave frequencies of choice (sea-swell, infragravity, very-low frequency, etc) using their preferred methodology (Zero-up Crossing, Fast Fourier Transformation, Hilbert-Huang Transformation, etc) to meet their study's goals.

First release: 2020
Revised: March 2021 (ver. 2.0)
Revised: January 2024 (ver. 3.0)
Revised: June 2025 (ver. 4.0)
DOI: 10.26302/sshade/experiment_zed_20250609_01
title: Vis-NIR reflectance spectra of CH3OH:H2O mixtures at 35 and 60 K irradiated with H+ 30 keV

description: Vis-NIR spectra of CH3OH:H2O mixtures at 35 and 60 K irradiated with H+ 30 keV.
DOI: 10.15468/dl.fkg2te
title: Occurrence Download

description: A dataset containing 101 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Netherlands, Belgium)",
 "TaxonKey is Harpalus attenuatus Stephens, 1828"
 ]
}

 The dataset includes 101 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054370-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.