cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/smypp8574h
title: Chapter 12: Data Preparation for Fraud Analytics: Project: Human Recourses Analysis - Human_Resources.csv

description: Project: Human Recourses Analysis - Human_Resources.csv Description: The dataset, named "Human_Resources.csv", is a comprehensive collection of employee records from a fictional company. Each row represents an individual employee, and the columns represent various features associated with that employee. The dataset is rich, highlighting features like 'Age', 'MonthlyIncome', 'Attrition', 'BusinessTravel', 'DailyRate', 'Department', 'EducationField', 'JobSatisfaction', and many more. The main focus is the 'Attrition' variable, which indicates whether an employee left the company or not. Employee data were sourced from various departments, encompassing a diverse array of job roles and levels. Each employee's record provides an in-depth look into their background, job specifics, and satisfaction levels. The dataset further includes specific indicators and parameters that were considered during employee performance assessments, offering a granular look into the complexities of each employee's experience. For privacy reasons, certain personal details and specific identifiers have been anonymized or fictionalized. Instead of names or direct identifiers, each entry is associated with a unique 'EmployeeNumber', ensuring data privacy while retaining data integrity. The employee records were subjected to rigorous examination, encompassing both manual assessments and automated checks. The end result of this examination, specifically whether an employee left the company or not, is clearly indicated for each record.
DOI: 10.17632/swxxfc45t2
title: Interbasin and interhemispheric impacts of a collapsed Atlantic Overturning Circulation

description: Output variables from coupled general circulation model simulations used in Orihuela-Pinto, B., Taschetto, A. S. and England, M. H. (2022). Nature Climate Change. DOI: 10.1038/s41558-022-01380-y
DOI: 10.6084/m9.figshare.23994738.v1
title: Raw dataset from Yang (2023) Ecosystem-level decoupling in response to reduced precipitation frequency and degradation in steppe grassland.xlsx

description: In this study, we assessed the effects of decreased precipitation frequency and grassland degradation on ecosystem coupling, quantified based on the mean strength of pairwise correlations among multispecies communities and their physicochemical environment, individual functions, and ecosystem multifunctionality, and reported their relationships within a mechanistic plant-nematode-microorganism-soil interactions framework. Ecosystem coupling, individual functions, multifunctionality and their relationships were analysed and calculated based on this dataset.
DOI: 10.6084/m9.figshare.24678000.v1
title: EEG modality

description: Folder including the EEG (electroencephalogram) modality of I DARE, IULM Dataset of Affective REsponses.
DOI: 10.6084/m9.figshare.25053146.v1
title: Datasets .csv

description: The dataset for this research project was meticulously constructed to investigate the adoption of ChatGPT among students in the United States. The primary objective was to gain insights into the technological barriers and resistances faced by students in integrating ChatGPT into their information systems. The dataset was designed to capture the diverse adoption patterns among students in various public and private schools and universities across the United States. By examining adoption rates, frequency of usage, and the contexts in which ChatGPT is employed, the research sought to provide a comprehensive understanding of how students are incorporating this technology into their information systems. Moreover, by including participants from diverse educational institutions, the research sought to ensure a comprehensive representation of the student population in the United States. This approach aimed to provide nuanced insights into how factors such as educational background, institution type, and technological familiarity influence ChatGPT adoption.
DOI: 10.6084/m9.figshare.25605387.v2
title: Supplemental Data FIle 5_PKD_1m_vs_WT_1m_Downregulated Genes.xlsx

description: Supplemental Data FIle 5_PKD_1m_vs_WT_1m_Downregulated Genes.xlsx
DOI: 10.6084/m9.figshare.26965159.v3
title: The PainMonit Database: An Experimental and Clinical Physiological Signal Dataset for Automated Pain Recognition

description: Access to large amounts of data is essential for successful machine learning research. However, there is insufficient data for many applications, as data collection is often challenging and time-consuming. The same applies to automated pain recognition, where algorithms aim to learn associations between a level of pain and behavioural or physiological responses. Although machine learning models have shown promise in improving the current gold standard of pain monitoring (self-reports) only a handful of datasets are freely accessible to researchers. The PainMonit Database was created for automated pain detection using physiological data. The dataset consists of two parts, as pain can be perceived differently depending on its underlying cause. On the one hand, pain was triggered by artificially applied heat stimuli in an experimental study protocol. On the other hand, physiological responses to pain during a physiotherapy session were also recorded.Detailed information on the dataset can be found in the related publication at the following link.
DOI: 10.6084/m9.figshare.29107928.v1
title: Dataset from the research article "A Comparative Analysis of United States and European Union Digital Diplomacy in India"

description: Dataset from the research article "A Comparative Analysis of United States and European Union Digital Diplomacy in India"
DOI: 10.6084/m9.figshare.5860908.v1
title: Earthquakes to floods: A scoping review of health-related disaster research in low- and middle-income countries

description: this is a list of all 582 research articles included in our scoping review
DOI: 10.17632/6yz6zcvmkp
title: Molecular dynamics of LYVE-1 and CD44 in complex with hyaluronan

description: Input and output data for MD of mouse/human LYVE-1 and mouse CD44, both, as apo proteins (PDB code 2JCP for mCD44) and in complex with hyaluronan hexasaccharide (HA6; PDB: 2JCR for mCD44). AMBER parm7 topology (.top), restart (.rst), minimisation and MD inputs (.tin, .in), binary NETCDF trajectories (.netcdf) and volumetric maps (.dx) are shared.
DOI: 10.17632/8h7sgbjcsg
title: База данных свойств пористых материалов на основе трижды периодических минимальных поверхностей

description: В рамках работы по проекту РНФ № 23-79-10044 были сгенерированы 15 трижды периодических минимальных поверхностей(ТПМП). Сгенерированные поверхности представлены в сопроводительных материалах. Также в сопроводительных файлах размещена база данных с результатами вариантного анализа, по результатам которого были отобраны 10 оптимальных ячеек ТПМП. Для отобранной группы оптимальных ячеек проведено дополнительные исследования и определены зависимости теплофизических характеристик от геометрических характеристик и свойств каркаса (безпористого материала). 

As part of the work on the project RSF № 23-79-10044, 13 Triply periodic minimal surface (TPMS) were generated. The generated surfaces are presented in the accompanying materials. Additionally, the accompanying files contain a database with the results of the variant analysis, based on which 5 optimal TPMS cells were selected. For the selected group of optimal cells, additional studies were conducted, and dependencies of thermal-physical characteristics on geometric characteristics and properties of the framework (porous material) were determined.
DOI: 10.17632/946j6tbjb9
title: Data for bremsstrahlung double differential cross sections of C and Al atoms by 5-25 keV electron impact

description: Absolute measurements of the bremsstrahlung double differential cross sections (DDCSs) for photons radiated at 90 degrees generated by the collisions of 5-25 keV electrons and down to 1-2 keV photon energy with two thin targets C (Z=6) and Al (Z=13) have been performed by Ling Li et al. and published in Nuclear Instruments and Methods in Physics Research B 506 (2021) 15-22.
Our experimental scaled DDCSs, which were used to plot Figures 6 and 7 in Nuclear Instruments and Methods in Physics Research B 506 (2021) 15-22, are given in the following tables:
Elements: C and Al
Incident electron energies: 5, 10, 15, 20, 25 keV
The first column: κ, the ratio of the energy of the bremsstrahlung photon to the energy of the incident electron
The second column: Sigma-exp, experimental scaled bremsstrahlung double differential cross sections, unit: mb/sr
The third column: Uncertainty of Sigma-exp, unit: mb/sr
DOI: 10.17632/hjz2dr4f38
title: Syntactic complexity of ICNALE B2 level subcorpus 

description: The present study aims to investigate differences in the syntactic complexity in argumentative essays produced by college-level writers with different L1 backgrounds, which are contrasted to the essays of L1 English writers as a reference, to understand how the interplay of writing topics and L1 backgrounds play out in argumentative essays. The college-level essays were taken from the International Corpus Network of Asian Learners of English (INCALE) (Ishikawa, 2009). The B2+ level in which student writers have an equivalent TOEFL score of 87 and above was adopted for data analysis. This study used 80 essays written by Korean EFL students as the EFL group, 80 essays written by Singaporean ESL students as the ESL group at the B2+ level, and 80 essays written by L1 English professionals (i.e., English instructors and teachers) as the L1 English group. The corpus data was analyzed using the L2SCA.
DOI: 10.6084/m9.figshare.12818375.v1
title: Supplementary Data to Schibany et al. 2020

description: Supplementary figures 1 to 4 and tables S1 and S2
DOI: 10.6084/m9.figshare.19758640.v1
title: Penalties for Industrial Accidents - PLOS ONE

description: Data on reputation and stock market returns. Codebook for analyzing the impact of BP's 2010 Deepwater Horizon oil spill on BP's reputation and stock market returns.
DOI: 10.7910/dvn/rloqm
title: House Unpassed Legislation 1851, Docket 3162, SC1/series 230, Petition of Silas Gleason

description: &lt;p&gt;Petition subject: Abolition of capital punishment &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:13448930"&gt;http://nrs.harvard.edu/urn-3:FHCL:13448930&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Massachusetts &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: Samuel Watson, Leicester; committee on that subject &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Silas Gleason&lt;/li&gt;&lt;li&gt;Austin F. Clapp&lt;/li&gt;&lt;li&gt;Samuel Southgate Jr.&lt;/li&gt;&lt;li&gt;Francis Washburn&lt;/li&gt;&lt;li&gt;Abraham Firth&lt;/li&gt;&lt;li&gt;Washington Marble&lt;/li&gt;&lt;li&gt;Henry E. Warren&lt;/li&gt;&lt;li&gt;Charles Knight&lt;/li&gt;&lt;li&gt;Samuel May Jr.&lt;/li&gt;&lt;li&gt;James Whittemore&lt;/li&gt;&lt;li&gt;George H. Sargent&lt;/li&gt;&lt;li&gt;William Whiting&lt;/li&gt;&lt;li&gt;Warren McFarland&lt;/li&gt;&lt;li&gt;John M. Wiley&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1851-02-22,1851-02-24 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the House on February 22, 1851 and referred to the committee on that subject and sent for concurrence and received in the Senate on February 24, 1851 and concurred &lt;/p&gt; &lt;p&gt;Total signatures: 114 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, referred, sent, received, concurred &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 114 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: inhabitants, ["others"] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: additional documents available &lt;/p&gt; &lt;p&gt;Additional archivist notes: Towns next to names including Leicester, Worcester, Spencer, Cambridge, Charlton, Oxford, Warren &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1851, Docket 3162 &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/denaf5
title: Oil and Gas Data, 1932-2011

description: Global dataset of oil and natural gas production, prices, exports, and net exports. Oil production and prices data are for 1932-2011; gas production and prices are for 1955-2011; export and net export data are for 1986-2010. See codebook for details.
DOI: 10.7910/dvn/dvbjnu
title: Filipino American Immigrants: Social Role Strain, Self-Esteem, Locus of Control, Social Networks, Coping, Stress and Mental Health, 1989

description: The purpose of this study was to describe and explain the mental health outcomes of emotional stress and psychological well-being as they relate to marital, parental, occupational, and economic role strain for Filipino Americans, and to assess those psychological, social, and coping variables that mediate between potential stressors and the impact of stress and psychological well-being.&lt;br /&gt;&lt;br /&gt;

The sample included 216 Filipino Americans aged eighteen years and older in Los Angeles County. The sample was selected from Los Angeles County using a multistage sampling design.&lt;br /&gt;&lt;br /&gt;

The study used a face--to face household survey. In the first stage of sampling, Filipino households were identified using census block data obtained from the California State Census Data Center of Los Angeles County. Once the blocks were identified, door-to-door screening identified eligible households. In each eligible household, one adult was randomly selected at the time of the interview. The selected participant was asked to take part in a face-to-face structured interview in the their home. Trained Interviewers were used to administer the questionnaire.&lt;br /&gt;&lt;br /&gt;

Variables assessed include mental disorders, stress, self-esteem, role strain, locus of controls, social networks, coping, acculturation, socio-demographics, and social class. Measures include items from: the Outpatient Psychiatric Rating Scale (SCL-90), Problems of Everyday Life (1972, 1976-77), Levenson Tri-dimensional Locus of Control, Social Network Scale Index, a revised version of the Acculturation Rating Scale for Mexican Americans (ARSMA), Rosenberg Self-Esteem Scale, and Holling
shead Two Factor Index of Soc-Position.&lt;br /&gt;&lt;br /&gt;

The Murray Research Archive holds numeric file data for this study.
DOI: 10.7910/dvn/oltxfc
title: Replication Data for: "Concentrated Burdens: How Self-Interest and Partisanship Shape Opinion on Opioid Treatment Policy"

description: When does self-interest influence public opinion on contentious public policies? The bulk of theory in political science suggests that self-interest is only a minor force in public opinion. Using nationally-representative survey data, we show how financial and spatial self-interest and partisanship all shape public opinion on opioid treatment policy. We find that a majority of respondents support a redistributive funding model for treatment programs, while treatment funded by taxation based on a community's overdose rate is less popular. Moreover, financial self-interest cross-pressures lower-income Republicans, closing the partisan gap in support by more than half. We also experimentally test how the spatial burden of siting treatment clinics alters policy preferences. People across the political spectrum are less supportive when construction of a clinic is proposed closer to their home. These results highlight how partisanship and self-interest interact in shaping preferences on public policy with concentrated burdens.
DOI: 10.7910/dvn/ybvlg0
title: House Unpassed Legislation 1873, H 141 adopted resolutions, SC1/series 230, Petition of Wait Bement

description: &lt;p&gt;Petition subject: Charles Sumner resolution &lt;/p&gt; &lt;p&gt;Original: &lt;a href="http://nrs.harvard.edu/urn-3:FHCL:25950440"&gt;http://nrs.harvard.edu/urn-3:FHCL:25950440&lt;/a&gt; &lt;/p&gt; &lt;p&gt;Date of creation: (unknown) &lt;/p&gt; &lt;p&gt;Petition location: Ashfield &lt;/p&gt; &lt;p&gt;Legislator, committee, or address that the petition was sent to: John D. Todd, Franklin &lt;/p&gt; &lt;p&gt;Selected signatures:&lt;ol&gt;&lt;li&gt;Wait Bement&lt;/li&gt;&lt;li&gt;Willard Clark&lt;/li&gt;&lt;li&gt;Samuel Howes&lt;/li&gt;&lt;li&gt;Asa G. Wait&lt;/li&gt;&lt;/ol&gt; &lt;/p&gt; &lt;p&gt;Actions taken on dates: 1873-03-08 &lt;/p&gt; &lt;p&gt;Legislative action: Received in the Senate on March 8, 1873 and laid on the table &lt;/p&gt; &lt;p&gt;Total signatures: 131 &lt;/p&gt; &lt;p&gt;Legislative action summary: Received, laid on the table &lt;/p&gt; &lt;p&gt;Legal voter signatures (males not identified as non-legal): 131 &lt;/p&gt; &lt;p&gt;Female only signatures: No &lt;/p&gt; &lt;p&gt;Identifications of signatories: voters, ["citizens"] &lt;/p&gt; &lt;p&gt;Prayer format was &lt;a href="http://en.wikipedia.org/wiki/Printing"&gt;printed&lt;/a&gt; vs. &lt;a href="http://en.wikipedia.org/wiki/Manuscript"&gt;manuscript&lt;/a&gt;: Printed &lt;/p&gt; &lt;p&gt;Additional non-petition or unrelated documents available at archive: no additional documents &lt;/p&gt; &lt;p&gt;Additional archivist notes: To rescind and annul the censure of Charles Sumner for resolution on Civil War battle honors on regimental flags &lt;/p&gt; &lt;p&gt;Location of the petition at the Massachusetts Archives of the Commonwealth: House Unpassed 1873, H 141 adopted resolutions &lt;/p&gt; &lt;p&gt;Acknowledgements: Supported by the National Endowment for the Humanities (PW-5105612), Massachusetts Archives of the Commonwealth, Radcliffe Institute for Advanced Study at Harvard University, Center for American Political Studies at Harvard University, Institutional Development Initiative at Harvard University, and Harvard University Library.&lt;/p&gt;
DOI: 10.7910/dvn/yeox5n
title: Replication Data for: How to Improve Representativeness and Cost-effectiveness in Samples Recruited through Meta: A Comparison of Advertisement Tools

description: This is the dataset that was used for our manuscript titled "How to Improve Representativeness and Cost-effectiveness in Samples Recruited through Meta: A Comparison of Advertisement Tools." This manuscript is accepted for publication at Plos One.
DOI: 10.7910/dvn/2yzxlr
title: INDIVIDUAL ENTREPRENEURIAL ORIENTATION FOR ENTREPRENEURIAL READINESS: A SURVEY OF GRADUATING STUDENTS AT TVET COLLEGES IN NIGERIA

description: The research data is for the manuscript submitted to Humanities and Social Sciences Communications
DOI: 10.7910/dvn/567rs6
title: Replication Data for: Much Ado About Nothing: RDD and the Incumbency Advantage

description: Replication Data for: Much Ado About Nothing: RDD and the Incumbency Advantage
description: Volume #, Issue #
DOI: 10.7910/dvn/56l9jp
title: Mass Media and the Diffusion of Collective Action in Authoritarian Regimes: The June 1953 East German Uprising

description: A growing literature attributes the rapid diffusion of domestic collective mobilization against authoritarian regimes to foreign mass media broadcasts. We examine this relationship in the context of the June 17, 1953, uprising in East Germany, the first national rebellion against communist rule in Eastern Europe. The uprising involved an extraordinarily swift and wide-ranging diffusion of antiregime collective action. Observers on both sides of the Iron Curtain attributed the revolt to Western media broadcasts, particularly news broadcasts by the Radio in the American Sector (RIAS) of Berlin. While historians have strongly endorsed this view, social scientists have never quantitatively tested it. We investigate the potential relationship between municipality-level protest events and RIAS broadcasts by exploiting plausibly exogenous variation in RIAS signal strength across East Germany. We find no evidence to support the hypothesis that RIAS caused the diffusion of protest during the uprising. Instead, our results suggest that social ties likely played an important, and underrecognized, role in the swift diffusion of antiregime collective action.
DOI: 10.7910/dvn/ducvzi
title: Replication Data for: Personality in a pandemic

description: Replication material for 'Personality in a pandemic: Social norms moderate associations between personality and social distancing behaviors', Personality and Individual Differences.
DOI: 10.7910/dvn/dxhxca
title: Replication Data for: Behind Bars and Bargains: New Findings on Transitional Justice in Emerging Democracies

description: The global transitional justice tool kit—involving the use of criminal prosecutions, amnesties, and other mechanisms to address past human rights abuse—has become a primary means for thwarting future human rights violations and consolidating democracy. Nevertheless, evidence on the consequences of transitional justice remains mixed and amenable to contradictory interpretations. Existing studies fail to adequately address issues of selection, the difference between short- and long-term effects of transitional justice mechanisms, and qualitative and quantitative differences in state practices. This article uses a new database of transitional justice mechanisms to address these concerns and test propositions from realist, constructivist, and holistic approaches to this set of policy issues. We find, among other things, that prosecutions increase physical integrity protections, while amnesties increase the protection of civil and political rights. Our analysis suggests that different transnational justice policies each play a potentially positive, but distinct, role in new democracies and in decreasing violations of human rights.
DOI: 10.7910/dvn/h8ar2h
title: ML-OMDb

description: This dataset is a combination of 
&lt;a href="https://grouplens.org/datasets/movielens/1m/"&gt;MovieLens-1M &lt;/a&gt;
and &lt;a href="http://www.omdbapi.com/"&gt;Open Movie Database(OMDb)&lt;/a&gt;.&lt;br&gt;
We collect movie plots from OMDb and ignore the movies without plots. This dataset can be used to evaluate recommender systems with side information at both warm-start and cold-start scenarios.