cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/476pknr792.1
title: 3D printed PLA impact resistance

description: The database consists of the results for impact toughness in Izod specimens of polylactic acid (PLA) printed using fused filament fabrication, based on extrusion temperature, infill geometry, and layer height. The equipment used was a pendulum impact tester lab-made experimental bench.
DOI: 10.5281/zenodo.14699689
title: Accurate and fast prediction of radioactive pollution by Kriging coupled with Auto-Associative Models
DOI: 10.5281/zenodo.14699690
title: Accurate and fast prediction of radioactive pollution by Kriging coupled with Auto-Associative Models
DOI: 10.17632/cpkstn7vc2.1
title: LINF_360011200

description: Elongation factor G1 | EF-G1
Leishmania infantum (strain JPCM5)
DOI: 10.17632/y5v2w57s2h.1
title: LINF_360011000

description: cdc2-related kinase 3 | CRK3
Leishmania infantum (strain JPCM5)
DOI: 10.17632/p78dyn59sb.1
title: LINF_360011500

description: Eukaryotic translation initiation factor 4E type 5 | eIF4E5
Leishmania infantum (strain JPCM5)
DOI: 10.17632/xt6v7mgydd.1
title: LINF_360011400

description: sec14
Leishmania infantum (strain JPCM5)
DOI: 10.17632/dtyh9t765m.2
title: Review Database for: Product Development Process for complex hardware-based solutions - current trends

description: The paper "Product Development Process for complex hardware-based solutions: current trends" aims to identify emerging approaches that have already demonstrated sufficient adequacy to support complex hardware design processes. A systematic literature review method was applied, focusing on approaches to reducing lead time, reducing costs, or improving user satisfaction.
This dataset complements the study offering:
- A dataset detailing the journals, rankings and number of citations of the papers selected in the literature review
- A document, following PRISMA´s method guidelines, indicating where are the main information of the study
DOI: 10.17632/tndn5bp3fr.1
title: Semi-structured interviews OVI

description: Questionnaire and answers obtained (semi-structured interviews OVI)
DOI: 10.17632/2zgp5mz8ry.1
title: Guiding Questions For Semi-Structured Interview QWL

description: Es parte de un estudio de integración de métodos mixtos: 
Abordaje Cualitativo: 
Comprender las condiciones laborales, el uso de la tecnología, las interacciones del THS y las prácticas organizacionales relacionadas con la CVT del THS, a través de experiencias narradas de quienes trabajan en las UCIA del Valle del Cauca durante 2020-2021
DOI: 10.17632/g5673txbhd.2
title: CESM 30ka data

description: Data used for an in review publication titled, "Simulating late MIS 3 high latitude connections to an early local LGM in the southern tropical Andes using the Community Earth System Model (CESM)"
DOI: 10.17632/9dbcd876wj.1
title: Litter Assessment Dataset

description: The dataset contains the litter assessment results conducted in California, USA, from August 2021 to December 2022, mainly in the greater Sacramento area. It contains 273 records. The data was collected through Survey 123 by trained volunteers including students and community members.
Litter assessment produces results of “litter index” with scores of 1, 2, 3, and 4. Specifically, “1” is “Clean or a few small items”; “2” is “Small amount of litter”; “3” is “Litter is easily seen throughout the plot”; “4” is “Litter is found to be in excessive quantities”. It is based on the on-land visual trash assessment (OVTA) method, available at https://eoainc.com/ovta/. 
The dataset contains 14 materials groups: bulky items, electronics, glass, hazardous, medical, metal, mixed materials, organics, paper, plastic, textiles, tobacco, vehicle, and other items. Each materials group has multiple types of trash items. For example, the plastic materials group includes items such as plastic cups, plastic bags, and plastic packaging film. In total, there are 62 types of trash items.
More information can be found at https://www.owp.csus.edu/trade/.
DOI: 10.17632/vn2cks9vdr.1
title: Electrical dataset of household appliances in operation in one apartment

description: The information consists of three data sets, which contain energy demand profiles of different household appliances as well as parameter information on energy quality, obtained with the Fluke-1738 electrical network analyzer. The three data sets are described below.

1. Raw files-Appliance data: These are 17 FCA2 files that are obtained from the Fluke-1738 and processed in the “Fluke Energy Plus 3.10 software”.

2. Leaked CSV files - Appliance Data: There are 17 CSV files that are exported from the 17 FCA2 files, but in this case they contain only the most relevant information.

3. Filtered xls files and specifications-Appliance Data: There are 17 xls files that are exported to Excel spreadsheets from the 17 CSV files and that additionally contain information about the plate data of each appliance, in an additional excel spreadsheet. This data set is the final product and the reason for this documentation.
DOI: 10.17632/sn3bnmvgxz.1
title: Scald resistance in hybrid rye (Secale cereale): Genomic prediction and GWAS

description: The data was produced by Nordic Seed A/S and Aarhus University as part of the HYBRIMAX project. The data includes phenotypic records of scald susceptibility from 251 hybrid rye varieties produced by Nordic Seed A/S and tested in two years and three locations within year. Two locations were maintained by Nordic Seed A/S and one location by Aarhus University. The data also includes genotypes of the crossing parent of the tested hybrids. IDs and markers have been anonymized.
DOI: 10.17632/28tmfg3rzb.1
title: CoAt-Set (Coordinated Attack Dataset) on Heterogeneous Computer Network

description: The CoAt-Set dataset is a transformed, specialized dataset designed to support collaborative anomaly detection within Collaborative Intrusion Detection Systems (CIDS). This dataset extract coordinated attack behaviors from established sources like CIC-ToN-IoT, CIC-IDS2017, CIC-UNSW-NB15, CSE-CIC-IDS2018, CIC-BoT-IoT, Distrinet-CIC-IDS2017, and NF-UQ-NIDS, refining these raw datasets into a format specifically designed for collaborative anomaly detection. CoAt-Set highlights coordinated attack situations, such as widespread, stealthy scanning, worm outbreaks, and distributed denial-of-service (DDoS) attacks, all of which mirror high-impact, realistic threats that are frequently found in today’s complex networks.

In creating CoAt-Set, the data was restructured and relabeled to represent collaborative security environments for CIDS better. This involved organizing attack behaviors in ways that offer clear annotations and insightful traffic features, which is invaluable for training and testing systems aimed at identifying anomalies across multiple networks. The focus on collaborative contexts means that CoAt-Set is well-suited for researchers and developers who need a dataset that goes beyond isolated attack patterns, instead offering a perspective on the kinds of threats that might span across different segments of a network. CoAt-Set integrates well with common neural network algorithms, allowing researchers to easily plug it into various neural network models and algorithms. The dataset also has broader uses, as it supports development of collaborative machine learning algorithms and can be used to simulate and test attacks across networks with varying configurations. 

A usage example of CoAt-Set in practice is in multi-agent CIDS setups where each agent analyzes non-IID data for distributed learning. For instance, the NF-UQ-NIDS dataset, created from multiple data sources, allows extraction of coordinated attack patterns, saved as "CoAt_NF-UQ-NIDS-V2.parquet." This version is useful for creating non-IID scenarios within a single dataset, then distributing it across agents for collaborative learning. Each agent can independently learn from its unique data, making this a powerful tool for distributed security research.

To further increase heterogeneity, each CIDS agent can be assigned a different CoAt-Set version, such as "CoAt_CIC-BoT-IoT-V2.parquet," "CoAt_CIC-IDS2017-V2.parquet," "CoAt_CIC-ToN-IoT-V2.parquet," "CoAt_CIC-UNSW-NB15_Feeded-V2.parquet," and "CoAt_CSE-CIC-IDS2018_Feeded.parquet." Each dataset represents a unique network environment, with each agent positioned in a distinct network segment to detect coordinated attacks. This diversity enables CIDS agents to capture a range of attack patterns, supporting the development of robust, flexible intrusion detection strategies across heterogeneous networks.
DOI: 10.17632/tysd636dn4.1
title: Supplementary Material for "Unearthing the intersections: positivity bounds, weak gravity conjecture, and asymptotic safety landscapes from photon-graviton flows"

description: Supplementary Material for "Unearthing the intersections: positivity bounds, weak gravity conjecture, and asymptotic safety landscapes from photon-graviton flows". Mathematica notebook containing some results.
DOI: 10.17632/rjwvx8zfby.1
title: Data for Unlocking the Potential of the 3-Hydroxykynurenine/Kynurenic Acid Ratio: A Promising Biomarker in Adolescent Major Depressive Disorder

description: Contents
1, An SPSS Statistics aata document contains the Children's Depression Inventory scores, groups and serum levels of metabolites (ng/L) and others. 
2, A zip file contains figures and LC/MS-MS method information from a sample. 
Figure 001. The total ion chromatograms (TIC) 
Figure 002 and figure 006. The typical extracted ion chromatograms of 3-hydroxy-kynurenine and its isotope-labeled standard.
Figure 003. The typical extracted ion chromatograms of kynurenine.
Figure 004 and figure 007. The typical extracted ion chromatograms of tryptophan and its isotope-labeled standard.
Figure 005 and figure 008. The typical extracted ion chromatograms of kynurenic acid and its isotope-labeled standard.
DOI: 10.17632/t33jbhr24z.1
title: Reversibly compressible cross-linked polystyrene gels, compatible with toluene-d8 and pyridine-d5, for measurement of Residual Dipolar Couplings and Residual Chemical Shift Anisotropies

description: DFT/GIAO computations. 
NMR spectra in MNova format
MSpin input and output files
DOI: 10.17632/zkf3s3gwvg.1
title: Multi-layer cloud detection and distributions over the Asia–Pacific region based on geostationary satellite imagers

description: This study improved a threshold algorithm for detecting ice-over-water multi-layer (ML) clouds using geostationary satellites. The optimal thresholds were established by the Advanced Himawari Imager (AHI) and the Advanced Geostationary Radiation Imager (AGRI) spectral characteristics, respectively. Validation with collocated space radar (CloudSat Cloud Profiling Radar, CPR) and lidar (Cloud-Aerosol Lidar with Orthogonal Polarization, CALIOP) measurements. The ML clouds inferred by AHI and AGRI exhibited similar annual distributions. Furthermore, hourly AHI observations over six years detected obvious monthly and daily variations in ice-over-water clouds over the Asia–Pacific region. The specific descriptions of the data are as follows:
Datasets(“fig1”): AHI and AGRI cloud classification results and the CPR- CALIOP cloud vertical distribution observations. It is a case study of ML cloud detection to verify the accuracy of the detection results. Datasets(“fig2”): statistical percentages of ice, Pro ML, and ML clouds identified by AHI and AGRI compared with CPR- CALIOP products. Datasets(“fig3”): the percentages of AHI and AGRI cloud occurrence frequencies, including ice-over-water cloud, ice cloud, water cloud, total cloud occurrence frequency. Datasets(“fig4”): Zonal and meridional occurrence frequency distributions of ice-over-water, ice, water, and total clouds. Datasets(“fig5-6”): ice-over-water cloud occurrence frequency distributions and anomalies for each month derived from the AHI for the 2017–2022 period. Datasets(“fig7”): mean percentage of ice-over-water cloud occurrence frequency for each month for 2017–2022. Datasets(“fig8”): average occurrence frequency of six time zones (UTC+06 to UTC+11) in the Northern and Southern Hemispheres across the four seasons. Datasets(“fig9-10”): anomalies of ice-over-water cloud occurrence frequency from UTC+06 to UTC+11 LST in the Northern and Southern Hemisphere from 2017 to 2022.
DOI: 10.17632/x6rtf59w4c.1
title: User Survey for the Stevens Flood Advisory System

description: The Stevens Flood Advisory System (http://Stevens.edu/SFAS) is an ensemble total water level forecast system run by the Stevens Institute of Technology since 2016. An anonymous survey was created and completed by 351 (23%) users out of about 1500 SFAS users who were invited to take it. Those invited are advanced users who are signed up to receive flood watch and advisory emails and may not reflect all the website’s users, nor those who use information secondhand after it is shared by other users, which is common. While all users were given some of the same questions, the survey branched to ask different questions of different user types. A total of 99 respondents responded who share the information with their community or use it for company or government operations (e.g. emergency management). Another 225 users consult SFAS for their own personal household decisions only. The remaining users were research-oriented users.
DOI: 10.17632/nz35b7b26d.1
title: Elewski et al. Supplementary data

description: Supplementary material for the manuscript "Rapid and sustained improvements in GPPGA scores with spesolimab for treatment of generalized pustular psoriasis flares in the randomized, placebo-controlled Effisayil 1 study" by Boni Elewski et al. 2023, Journal of the American Academy of Dermatology
DOI: 10.5281/zenodo.14699683
title: Data for linker-protein publication
DOI: 10.5281/zenodo.14699684
title: Data for linker-protein publication
DOI: 10.17632/zt8cwndk6h.1
title: PC24 grain size, elements, AMS data

description: Grain size, elements, AMS data for PC24, a sediment core from the South China Sea.
DOI: 10.15468/dl.3g2w2t
title: Occurrence Download

description: A dataset containing 49418 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (South Africa, Lesotho, Eswatini)",
 "TaxonKey is one of (Milvus aegyptius (Gmelin, 1788))",
 "BasisOfRecord is one of (Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1950",
 "OccurrenceStatus is Present",
 "DistanceFromCentroidInMeters is greater than or equal to 2000"
 ]
}

 The dataset includes 49418 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004403-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hsvv87ccj6.1
title: Out-Groups and Religion Dataset

description: Data was recorded during the empirical study focused on religious identity and prejudice towards other ethnic groups. 
Our research questions were as follows: 
(1) To what extent does religious belief influence willingness to help those who are ethnically "other"? 
(2) Does the degree of religious faith strengthen inter-ethnic relations? 
(3) Can religious faith facilitate better social cooperation? 

Data was collected in 2022 in the Czech Republic. It contains recordings from 84 participants and three types of data:
1) Eye-movement recordings gathered by Tobii Fusion 250 eye-tracker
2) Results of Economic Game
3) Results of PVQ Questionnaire
The dataset also contains the stimuli used in the experiment.
DOI: 10.17632/x32njpsnyw.1
title: Cone and seeds damage

description: Cones and seeds damage caused by Leptoglossus occidentalis on stone pine cones obtained from several bagged insects trials and in an exclusion trial.
DOI: 10.17632/ry5dkty7t7.1
title: TiTuSS Transport Database

description: The excel file provides a longitudinal database which integrates information for the road networks with demographic, administrative and socioeconomic data for the municipalities of mainland Portugal over the 50-year period from 1971 to 2020. Although the database refers to the road network and road-based accessibility, it also includes simple measures of the railway network, namely the number of active railway stations in each municipality and the road-based distance and travel time to the nearest active railway station. The database can be used to study the effects of improved road accessibility on multiple socioeconomic outcomes in Portugal (e.g., population growth/decline, employment growth/decline, regional cohesion, urbanization patterns, etc.) over a considerable long period of 50 years. The database was constructed as part of the project TiTuSS-Transport Infrastructure & Urban Spatial Structure: Economic, Social & Environmental Effects (PTDC/EGE-PTDC/EGE-ECO/28805/2017).
DOI: 10.17632/d7ths5vd94.1
title: LINF_360011700

description: DnaJ domain-containing protein | JDP20 | J20
Leishmania infantum (strain JPCM5)
DOI: 10.17632/drf4bdznky.1
title: Namib Desert Welwitschia Soil Nematodes

description: Analysis of soil nematode communities (taxa present, abundance) for soil samples collected from under Welwitschia mirabilis plants and from adjacent interplant spaces at four field sites in the Namib Desert of Namibia. Several soil properties were also measured (moisture, organic matter, pH, electrical conductivity).
DOI: 10.17632/drf4bdznky.2
title: Namib Desert Welwitschia Soil Nematodes

description: Analysis of soil nematode communities (taxa present, abundance) for soil samples collected from under Welwitschia mirabilis plants and from adjacent interplant spaces at four field sites in the Namib Desert of Namibia. Several soil properties were also measured (moisture, organic matter, pH, electrical conductivity).
DOI: 10.17632/r72tg243wz.1
title: LINF_360012600

description: KREPA6
Leishmania infantum (strain JPCM5)
DOI: 10.17632/jz726skp6d.2
title: Data for: Chapter 4 (Properties of and Charged Defects in ThO2) of the PhD Thesis - Large-Scale Density Functional Theory (DFT) Simulations of Lanthanide and Actinide Oxide Materials

description: This repository hosts computational data supporting the findings in Chapter 4 (Properties and Charged Defects) of the PhD thesis: Large-Scale Density Functional Theory (DFT) Simulations of Lanthanide and Actinide Oxide Materials in ThO2 by Nabeel Anwar. Supervised by Robert M. Harker, Mark T. Storr, Marco Molinari and Chris-Kriton Skylaris. Available from: https://eprints.soton.ac.uk/495909/.

UK Ministry of Defence © Crown owned copyright 2024/AWE
DOI: 10.17632/ry5dkty7t7.2
title: TiTuSS Transport Database

description: The excel file provides a longitudinal database which integrates information for the road networks with demographic, administrative and socioeconomic data for the municipalities of mainland Portugal over the 50-year period from 1971 to 2020. Although the database refers to the road network and road-based accessibility, it also includes simple measures of the railway network, namely the number of active railway stations in each municipality and the road-based distance and travel time to the nearest active railway station. The database can be used to study the effects of improved road accessibility on multiple socioeconomic outcomes in Portugal (e.g., population growth/decline, employment growth/decline, regional cohesion, urbanization patterns, etc.) over a considerable long period of 50 years. The database was constructed as part of the project TiTuSS-Transport Infrastructure & Urban Spatial Structure: Economic, Social & Environmental Effects (PTDC/EGE-PTDC/EGE-ECO/28805/2017).
DOI: 10.17632/vn2cks9vdr.2
title: Electrical dataset of household appliances in operation in one apartment

description: The information consists of three data sets, which contain energy demand profiles of different household appliances, as well as information on power quality parameters obtained with the Fluke-1738 electrical network analyzer, in the context of an apartment in the province of San Cristóbal, Dominican Republic.
DOI: 10.17632/y9jgc52p3f.1
title: Data for: Revisão Bibliográfica Sistemática (RBS) Estudo de Impacto de Vizinhança (EIV) e o Licenciamento Ambiental Municipal (LAM) no Brasil.

description: Neste DataSet estão compiladas as informações a respeito de 356 trabalhos: Sendo 212 sobre EIV e 144 sobre Licenciamento Ambiental Municipal. 

Os trabalhos estão organizados na planilha por Autor, Ano, Tipo de Publicação, Fonte de Dados, Unidade da Federal pesquisada, Município pesquisado.

Para utilizar o DataSet é só realizar o download da planilha e dos arquivos. Cite o artigo: https://periodicos.ufsm.br/cienciaenatura/article/view/63724

Este trabalho foi financiado pela Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP), processo nº 2018/24661-0.
DOI: 10.17632/y9jgc52p3f.2
title: Data for: Revisão Bibliográfica Sistemática (RBS) Estudo de Impacto de Vizinhança (EIV) e o Licenciamento Ambiental Municipal (LAM) no Brasil.

description: Neste DataSet estão compiladas as informações a respeito de 356 trabalhos: Sendo 212 sobre EIV e 144 sobre Licenciamento Ambiental Municipal. 

Os trabalhos estão organizados na planilha por Autor, Ano, Tipo de Publicação, Fonte de Dados, Unidade da Federal pesquisada, Município pesquisado.

Para utilizar o DataSet é só realizar o download da planilha e dos arquivos. Cite o artigo: https://periodicos.ufsm.br/cienciaenatura/article/view/63724

Este trabalho foi financiado pela Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP), processo nº 2018/24661-0.