cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/gn5skt
title: Proton and hydrogen transport through hydrogen environments: Ionization and Stripping

description: Data is presented over a wide range of impact energies describing the ionization or stripping probability, projectile energy loss, and ejected electron and recoiling target energies and angles for proton- and hydrogen-passage through hydrogen astrophysical environments. These kinematic and reaction data are tabulated at three levels of detail for use in heavy-particle (H + , H) and secondary-electron transport simulations: (1) the integral scattering cross section and average values of the distributions of energy and angle of the particles, (2) the singly differential cross sections as a function of particle energy and angle, and (3) a subset of the many possible doubly differential cross sections as functions of the particle energy and angle chosen to be most relevant to transport simulations.
We present the integral scattering cross section, average values and the singly differential cross sections (SDCS) in the manuscript. We have tabulated for dissemination via of the present website a subset of the many possible doubly differential cross sections (DDCS) as simultaneous functions of the particles’ energies and angles, chosen as being the most likely of them to be of use in simulations going to this level of description of the particles’ kinematics.
DOI: 10.7910/dvn/scokxe
title: Replication Data for: "Domestic Groups’ Testimonies at US Foreign Aid Hearings from 1980 to 2020: Findings from a New Dataset"

description: This repository contains the data and replication code for the analysis presented in the paper entitled "Domestic Groups' Testimonies at US Foreign Aid Hearings from 1980 to 2020: Findings from a New Dataset."
DOI: 10.7910/dvn/ftmwmc
title: Comp20250210 PGERC v1

description: This project demonstrates how to download an image from the web and convert it from a colored format (3 channels) to grayscale (1 channel) using the OpenCV library in C++.
DOI: 10.21233/z4tn-np12
title: Shawmere River water chemistry dataset

description: Raw data for the Shawmere River water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.21233/gs9m-kk56
title: Picton Bay water chemistry dataset

description: Raw data for the Picton Bay water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/fulcux
title: Anger, Anxiety, and the Star of David: An Experimental Survey of the Rally Phenomenon

description: This is an online survey with a conjoint experimental design to measure the rally round the flag effect. The population is 18+ Jewish Israeli citizens.
DOI: 10.7910/dvn/fuottv
title: Body Weight, Food Intake, Fluid Intake, and Drug Intake

description: Raw data, calculations, graphs, and statistical analysis of mice's body weight changes, food intake, fluid intake, and drug intake throughout the study.
DOI: 10.7910/dvn/ujeibv
title: Replication Data for: A Robust Self-starting Bayesian Approach for Multivariate Phase II Monitoring

description: Data and code to reproduce the results in Grimm, T. R., Newhart, K. B., Hering, A. S. “A Robust Self-starting Bayesian Approach for Multivariate Phase II Monitoring”. Submitted to a peer-reviewed journal for publication.
DOI: 10.21233/tyf7-t483
title: Cave of the Skulls vertebrate fauna dataset

description: Raw data for the Cave of the Skulls vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/gng9un
title: Use of Styrene Butadiene Rubber (SBR) Polymer in Cement Concrete

description: Abstract
Objectives: This research work was adopted to have the maximum strength of concrete mixed with styrene-butadiene rubber (SBR) and to know the effect of SBR on the fresh and hardened concrete.

Methods/statistical analysis: The concrete samples were prepared to achieve targeted strength of 3000 lb/in2. In this experimental work, the mixture of concrete was prepared by adding 0%, 5%, 10%, 15%, and 20% of SBR polymer–cement ratio to check the properties of fresh concrete (slump test and compaction factor test), while rebound hammer test, ultrasonic pulse velocity test (UPV), compressive strength test, and tensile strength test were observed at 7th, 14th, and 28th days, respectively.

Findings: Resultantly, the compressive strength and indirect tensile strength boosted by 16% and 13% blended with 15% of SBR polymer in concrete as compared to control concrete after 28th days, respectively. The workability of fresh concrete plummeted with a rise in the amount of SBR polymer in concrete.

Application/improvements: Both the quality and high strength of concrete is improved by adding 15% of SBR in concrete.

Keywords: Styrene-Butadiene Rubber (SBR), Additional Material, Increases Strength of Concrete.
DOI: 10.7910/dvn/5ecp8y
title: Impact of Different Outlier Handling Techniques on GAN Based Hybrid Bankruptcy Prediction Models

description: Abstract
Background: This study focuses on the crucial task of predicting bankruptcy within the framework of contemporary economics. It is essential to construct trustworthy and solid models in order to accomplish this. Objective s: The main goal is to address the intricacies involved in predicting bankruptcy by putting forth models that can manage scenarios with a high concentration of outliers and data imbalances. Methods: We use a Generative Adversarial Network (GAN) to synthesise data in order to address data imbalance. Then, we deal with outliers using six different methods: z-score normalisation, isolation forest, one-class SVM, local outlier factor, elliptical envelope, and interquartile range (IQR). Two different bankruptcy datasets are subjected to rigorous application of these suggested models, and their performance is carefully compared. Findings: Compared to the other three models, the GAN-Adaptive Neuro-Fuzzy Inference System (ANFIS) model outperforms the others in terms of bankruptcy prediction. This model is remarkably resilient to outlier data; regardless of the use of outlier handling approaches, its predicted accuracy does not change. Novelty & Applications: The innovation resides in the introduction of ANFIS models based on GANs, which are explored in the field of bankruptcy dataset prediction that is tainted by outliers. Furthermore, although a number of outlier handling strategies have been investigated in earlier research, our study is a ground-breaking attempt to pinpoint the best strategies for enhancing bankruptcy prediction with hybrid ANFIS models.

Keywords: Bankruptcy, Feature Selection (FS), GAN (Generative Adversarial Network), Adaptive Neuro­Fuzzy Inference System (ANFIS), Outlier handling (OH)
DOI: 10.7910/dvn/5o0qvj
title: Replication Data for: Who are we up against? Heterogeneous group contests with incomplete information

description: This data and code is being submitted to allow replication of results presented in the referenced manuscript.
DOI: 10.7910/dvn/srjd5q
title: Online sugarcane data archive

description: Fieldnote, screenshot, and document related to an online sugarcane data archive.
DOI: 10.21233/ykc3-zx42
title: Lake South of Burnside diatom surface sample dataset

description: Raw data for the Lake South of Burnside diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/3t1g2u
title: Replication Data for: Transformative agreements, publication venues and Open Access policies at the University of Milan

description: Stata Commands and Data Set for replicating statistical analysis
DOI: 10.7910/dvn/u0kc36
title: From Greenery to Community: Exploring the Mediating Role of Loneliness in Social Cohesion

description: npj Urban Sustainability
DOI: 10.21233/v7s1-ta57
title: Currant Creek Reservoir diatom surface sample dataset

description: Raw data for the Currant Creek Reservoir diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/ftbah6
title: Replication Data for: Observations on echo findings in COVID-19 patients

description: Original RAW data
DOI: 10.21233/pj0e-8y78
title: East Berry Creek water chemistry dataset

description: Raw data for the East Berry Creek water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/3puern
title: Good Cantaloupe: An open image dataset of good Cantaloupes for machine vision enabled automated grading of produce based on visual characteristics.

description: Open Image Data Set of Good Cantaloupes
DOI: 10.7910/dvn/5e9epw
title: High Galactic Latitude Dust Emission and Extinction Model from HI, HII, and H2

description: This repository is for the paper "Mapping Galactic Dust Emission and Extinction with H I, H II, and H2" by Cheng, Hensley, Chang, and Doré (2025). It is associated with the manuscript number arXiv: 2411.12801, ApJ (manuscript accepted and under production).
DOI: 10.7910/dvn/u2ol7d
title: Optimization of Alkaline Protease Production by Solibacillus silvestris, Isolated from Gir Region of Gujarat

description: Abstract
Objectives: Microbes from Mangrove ecosystem have the ability to produce useful primary and secondary metabolites of biotechnological significance and hence the objective of this study is to optimize the production of bacterial alkaline protease from a Mangrove isolate Solibacillus silvestris.

Methodology: The bacterium (named as Madhwad 10−3 Summer Zobell) used in the present study was isolated from the soil collected from Madhwad, Gir, India in summer season and was identified using MALDI-TOF (Mass spectrometry). It had shown the highest alkaline protease enzyme activity amongst the other isolates and hence was further analyzed using different physical and chemical factors. Selected parameters i.e. Sucrose, Peptone, and Salinity were further used for the optimization using Response Surface Methodology (RSM).

Findings: The bacterium (named as Madhwad 10−3 Summer Zobell) was identified as Solibacillus silvestris. Among the physical parameters, the results proved that highest enzyme production can be obtained at pH 8.5, 40 °C of temperature, 48 h of incubation period, and agitation speed of 120 rpm while in the chemical parameters, Sucrose and Peptone with 0% salinity were found to give highest enzyme activity i.e. 221.7 U/ml and 246.7 U/ml, respectively. In the statistical analysis done using RSM, all the parameters found to be significant and gave the highest result of 258.750 U/ml at 2.5% Sucrose, 10% Peptone, and 0% Salinity level.

Applications/improvements: The enzyme produced due to its efficiency in working at alkaline pH can be utilized in industries such as detergent and textile or in Bioremediation.

Keywords: Mangroves, Alkaline Protease, Response Surface Methodology, Solibacillus silvestris.
DOI: 10.21233/q90q-p638
title: Lake JR02 diatom surface sample dataset

description: Raw data for the Lake JR02 diatom surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/jv92ds
title: Stata do files

description: Datasets for book project
DOI: 10.21233/d6t1-5x64
title: Cabble Cave vertebrate fauna dataset

description: Raw data for the Cabble Cave vertebrate fauna dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/3nopn9
title: Developing and validating measures of unintended pregnancy and reasons for contraceptive non-use

description: This was a prospective cohort study involving follow-up with women to monitor their reproductive outcomes and adoption and continuation of contraceptive use over 18 months in Homa Bay County.
DOI: 10.7910/dvn/frh5vx
title: Executive Agreements Database, Statement Concerning the Agreement with Netherlands Extending The Agreement Of May 3, 2005, As Amended and Extended Concerning the Status Of Military and Civilian Personnel of the United States Department Of Defense Temporarily Present In The Netherlands Antilles and Aruba In Connection with Military Exercises and Training Effected By Exchange Of Notes Act The Hague March 11 and May 1, 2009 Entered Into Force May 3, 2009

description: cover memo
DOI: 10.7910/dvn/fw0bak
title: A Dimensão Lúdica na Aprendizagem Criativa: narrativas de professores de matemática em um curso de robótica educativa

description: Este artigo apresenta uma parte de uma pesquisa de doutorado que objetivou analisar as narrativas de três professoras de Matemática, participantes de um curso de formação continuada, acerca da inserção das tecnologias em seus processos formativos; em suas experiências docentes; e da construção de novas perspectivas de atuação a partir do modelo teórico do Conhecimento Tecnológico Pedagógico do Conteúdo (TPACK) e da Aprendizagem Criativa (AC). A formação aconteceu no primeiro semestre de 2021 e, devido ao contexto pandêmico, foi desenvolvida de forma remota. Escolhemos as narrativas enquanto método e fenômeno a ser estudado e os textos de campo foram produzidos por meio de diários de bordo. Para este artigo, nosso objetivo geral foi investigar a dimensão lúdica na AC, revelada nas atividades de Robótica Educacional (RE) desenvolvidas pelas participantes. No processo de análise e reflexão, as narrativas nos mostraram a necessidade de uma formação continuada que dê suporte ao desenvolvimento dos conhecimentos necessários para se trabalhar com a ludicidade e as tecnologias digitais, percebendo as possíveis relações entre elas e oportunizando a vivência, por parte dos professores, de situações que os motive e prepare para uma prática potencialmente lúdica, criativa e com significado.
DOI: 10.21233/enqz-3j47
title: Swiss Trap S2 pollen surface sample dataset

description: Raw data for the Swiss Trap S2 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/3yaseg
title: Replication Data for: Significance of the uterine pathological features in relation to the sentinel lymph nodes, resected for endometrial carcinomas

description: The Excel Book of the entire data for this study which includes the original, sorted, tabulated data with complete associated statistical analyses.
DOI: 10.7910/dvn/k584ob
title: Replication Data for: Student Loan Debt and Participation in American National Elections

description: Includes Appendix, Stata Do File, and Replication Data associated with the PRQ paper.
DOI: 10.21233/zd0c-8b21
title: LDDsite3998 water chemistry dataset

description: Raw data for the LDDsite3998 water chemistry dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.7910/dvn/59on7d
title: Kinetic theory of parametric decay instabilities near the upper hybrid resonance in plasmas

description: Parametric decay instabilities (PDIs) near the upper hybrid resonance layer are studied with a 1D framework. In a uniform plasma, the kinetic nonlinear dispersion relation of PDI is numerically calculated for parameters corresponding to electron cyclotron heating experiments at the ASDEX-U tokamak, in which O-mode radiation was converted to X-mode radiation by reflection from the high-field sidewall. The forward scattering processes driven by X-mode and linearly converted electron Bernstein waves (EBWs) are investigated and found to lead to a primary PDI where the pump waves decay into lower hybrid waves and sideband EBWs. A frequency shift of 930 MHz is obtained for the sideband EBWs in the primary PDIs. Subsequently, the sideband EBWs can decay into a low-frequency ion Bernstein quasi- mode (IBQM) and a secondary EBW, where the dominant forward scattering channel is the first-order IBQM with a frequency close to twice the ion cyclotron frequency. The decay channels obtained by numerical calculation can explain the characteristics of the signal observed in ASDEX-U experiments. The threshold of the pump electric field strength required to excite the primary PDI in the presence of plasma inhomogeneity is also estimated.
description: PSFC REPORT PSFC/JA-23-100<br><br>This work was supported by NSFC under Grant Nos. 11875177 and 11827810, and IAEA CRP F13019 with Research Contract No. 22733. One of the authors (S. K. Hansen) acknowledges support by an Internationalisation Fellowship (No. CF19-0738) from the Carlsberg Foundation.<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.7910/dvn/cwpczo
title: Community of Interest Maps: West Virginia

description: The Community of Interest Map Collection Project aims to collect COI maps submitted to legislative and congressional redistricting bodies and organizations during the 2021 redistricting cycle.
DOI: 10.7910/dvn/g1h0ua
title: Replication Data for: 'Sleeping with the enemy': Partisanship and tolerance in online dating

description: The surge in political polarisation across Western societies has transcended political arenas, deeply influencing personal decisions. While such biases are often ascribed to out-group animosity, the question arises whether a person's political affiliation, or `party tag,' serves as a proxy for other distinguishing characteristics, potentially overemphasising partisanship's role in non-political choices. To explore this, we focus on online dating, examining how political and non-political attributes affect individuals' willingness to date those with opposing political views. Through a conjoint experiment with 3,000 UK participants, we aim to isolate the effects of partisanship from other confounding factors. Our findings challenge conventional wisdom, revealing that while the influence of partisanship is on par with more conventional criteria like physical appearance, tolerance towards differing political views emerges as a more potent factor. Our results also indicate important asymmetries in preferences among partisans. While both exhibit an in-party bias, Labour supporters were roughly twice as likely to choose co-partisan dates compared to Conservatives. Moreover, when participants were presented with counter-stereotypic profiles, the biases were mitigated among Conservatives but exacerbated among Labour supporters.
DOI: 10.7910/dvn/5anjtd
title: National vs. Oklahoma Public Library Materials Expenditures, 2006-2020

description: This dataset contains aggregated data for fiscal years 2006-2020 from the Institute of Museum and Library Services' annual public library survey. This transformed version of the data contains aggregated data by material type for all public libraries in the nation, as well as an additional subset of the data for aggregated data by material type for Oklahoma's public libraries.

Column headers include: Year, Print Materials, Electronic Materials, Other Materials, and Total. Material categories represent: material expenditures for physical materials (books, current serial subscriptions, government documents, and any other print acquisitions), electronic materials (ebooks, e-serials, government documents, databases, electronic files, reference tools, scores, maps, or pictures, including materials digitized by the library), and other materials (microform, audio, video, DVD, and new formats). 

These values were directly pulled from corresponding datasets for each public library from the PRMATEXP, ELMATEXP, and OTHMATEX columns, representing physical, electronic, and other material expenditures, respectively. Negative and zero values (-3, -1, 0) were excluded from categorical tallies, with -3 values representing closed or temporarily closed administrative entities. No explanation for -1 or 0 values was present in IMLS documentation. 

Valued were tallied by column after negative and zero values were excluded, with final tallies for each data column included in the attached dataset. Lastly, annually tallied were summed by each year in both National and State datasets. 

Two sets of the data are available: One set with two tabs (one each for National and State spending) in an Excel format, and two separate files (one each for National and State spending) in a CSV format.
DOI: 10.7910/dvn/fwrwgz
title: Imperfect Beet: An open image dataset of imperfect Beets for machine vision enabled automated grading based on produce visual characteristics.

description: Open Image Data Set of Imperfect Beets
DOI: 10.7910/dvn/is5fkx
title: Identification of Nanoparticle Infiltration in Human Breast Milk: Chemical Profiles and Trajectory Pathways

description: Despite rising exposure risks, the potential impacts of nanoparticles (NPs) on human breast milk remain largely unexplored. This study provides the first comprehensive chemical profile of NP contaminants in human breast milk. It establishes a novel mechanistic framework linking maternal NP exposure to infiltration in breast milk, detailing barrier penetration, circulation, and transfer pathways. Furthermore, it offers critical insights into structure-activity relationships (SAR), highlighting how NP size and surface charge influence their ability to cross biological barriers. These findings raise significant concerns for infant food safety and maternal health, emphasizing the need for stricter regulation of NP exposure and the development of safer nanomaterials.
DOI: 10.21233/rh4f-8n92
title: Okanagan Lake ostracode surface sample dataset

description: Raw data for the Okanagan Lake ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.