cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/7md7yty9sk
title: NeuroBioSense Dataset

description: The dataset provided in this study serves as a helpful resource for comprehending emotional reactions within the domain of neuromarketing. Data was acquired from a sample of 58 participants, ranging in age from 18 to 70, through the implementation of a carefully planned experimental design. The participants were shown a collection of 35 branding advertisements classified into three categories: cosmetics and fashion, car and technology, and food and market. The Empatica e4 wearable sensor device was utilized to record several physiological signals, such as photoplethysmography (PPG), electrodermal activity (EDA), and body temperature. Concurrently, the process of capturing facial expressions was conducted using high-definition cameras during periods dedicated to viewing advertisements. The emotional assessments of the participants were evaluated utilizing an emotion appraisal scale, while demographic information was gathered via questionnaires.
The utilization of this multifaceted dataset allows scholars to explore the complex realm of consumer decision-making processes, taking into account variables such as age, gender, and varied cultural backgrounds. Through the integration of physiological signals and facial expressions, the dataset offers valuable insights into the underlying neurological mechanisms that drive emotional responses toward branded commercials. This can be utilized by researchers to study emotional patterns, investigate correlations between consumers and advertising, and develop customized neuromarketing methods that are beneficial for individual preferences.
DOI: 10.17632/cg37g5r6tb
title: Capital flows: the role of fund manager portfolio reallocation

description: Replication code and synthetic dataset for "Capital flows: the role of fund manager portfolio reallocation" by Georgia Bush and Carlos Canon.
DOI: 10.17632/gc4knh2rt5
title: Child Lung Health Study

description: We conducted a cross-sectional study of children aged 6-8 years, in Chikhwawa, rural Malawi, including households from communities participating in the Cooking and Pneumonia Study (CAPS), a trial of cleaner-burning biomass-fuelled cookstoves. We assessed; chronic respiratory symptoms, anthropometry, spirometric abnormalities (using Global Lung Initiative 2012 African-American reference equations), and personal carbon monoxide (CO) exposure. Full manuscript, including data collection methods, is available at http://dx.doi.org/10.1136/thoraxjnl-2018-212945 This dataset includes; questionnaire data (n=803): age, sex, anthropometry, respiratory symptoms, CAPS allocation; spirometry (pre-bronchodilator spirometry attempted by 802 children: grade A-C quality for 522 children), carboxyhaemoglobin (CoHb) measurement (n=798) and 24-hour CO monitoring (n=738).
DOI: 10.17632/gvy63jydyg
title: A synthesis and future research directions for tropical mountain ecosystem restoration

description: This data provides the table (Review_table_for_analysis.csv) with the data entries from the systematic review, as well as R scripts for data analysis and visualization (Figure_script_paper.R). 

If re-using the data or the script, please contact the authors and cite as Christmann & Oliveras (2021). A synthesis and future research directions for tropical mountain ecosystem restoration. Scientific Reports.

Abstract:
Many tropical mountain ecosystems (TME) are severely disturbed, requiring ecological restoration to recover biodiversity and ecosystem functions. However, the extent of restoration efforts across TMEs is not known due to the lack of syntheses on ecological restoration research.  Here, based on a systematic review, we identify geographical and thematic research gaps, compare restoration interventions, and consolidate enabling factors and barriers of restoration success. We find that restoration research outside Latin-America, in non-forested ecosystems, and on socio-ecological questions is scarce. For most restoration interventions success is mixed and generally limited by dispersal and microhabitat conditions. Finally, we propose five directions for future research on tropical mountain restoration in the UN decade of restoration, ranging from scaling up restoration across mountain ranges, investigating restoration in mountain grasslands, to incorporating socio-economic and technological dimensions.
DOI: 10.17632/ngzzg4yvz9
title: QTNano - Atomistic insights from DFT calculations into the catalytic properties on ceria-lanthanum clusters for methane activation - J. Chem. Phys. 160, 244108 (2024)

description: The La2Ce2O7_SM-Data directory contains data related to the DFT calculations used in the analysis described in the "Atomistic Insights from DFT Calculations Into the Catalytic Properties on Ceria-Lanthanum Clusters for Methane Activation" article, published at The Journal of Chemical Physics (https://doi.org/10.1063/5.0198986). 

For each data set, the following VASP files are included: POSCAR, INCAR, KPOINTS, OSZICAR and OUTCAR. The document is organized as follows:

 1) The root directory contains four subdirectories: (i) adsorbed_configurations, (ii) clusters, and (iii) distance_CH3_cluster, (iv) bulk.

 2) The adsorbed_configurations subdirectory contains calculations of adsorbed systems, where the CH4, CH3, H, and CH3+H species are adsorbed in clusters of (La2Ce2O7)n with n=2, 4, and 6. The directories are named according to the following nomenclature: adsorbate_cluster_xxx, where xxx represents the structure number.
 
 3) The clusters subdirectory contains data related to the calculations of the most stable structures of the gas-phase clusters: La4Ce4O14, La8Ce8O28 and La12Ce12O42.

 4) The distance_CH3_cluster subdirectory contains the optimization files related to the configurations presented in Figure 8 of subsection 3.3 of the manuscript, named according to the following nomenclature CH3_cluster_xxx, where xxx represents the structure number.

5) The bulk subdirectory contains the data of bulk calculation.
DOI: 10.17632/nwdg922wmx
title: Weather_forecasting_dataset

description: The dataset titled Tamil Nadu and Puducherry Weather 2022 Cleaned.csv contains comprehensive and cleaned daily weather data for the regions of Tamil Nadu and Puducherry in India for the entire year of 2022. It comprises various atmospheric, temporal, and geospatial features collected from multiple geographic locations. The dataset includes critical weather parameters such as relative humidity at 2 meters (RH_2m), air temperature (TMP_2m), visibility (VIS_2m), wind gust at 10 meters (GUST_10m), surface pressure (PRES_sfc), surface temperature (TMP_sfc), and multiple levels of cloud cover (HCDC_atmc, LCDC_atmc, MCDC_atmc, TCDCRO_atmc, VLCDC_atmc). It also includes wind vector components, such as UGRD_10m, UGRD_50m, VGRD_10m, and VGRD_50m, as well as precipitation (APCP_sfc) and soil temperature at depth (TSOIL_l4).

In addition to meteorological attributes, the dataset provides contextual information, including the date and time, extracted month, and detailed location metadata (City, District, State, pincode, and Country), which enables region-specific analysis. During preprocessing, redundant and duplicate label columns were removed to avoid ambiguity and maintain a clean feature space. The dataset is stored in a standard CSV format and has undergone rigorous cleaning steps, including the removal of null values and filtering to retain only locations within Tamil Nadu and Puducherry.

This dataset is well-suited for tasks such as rainfall prediction, weather classification, climate trend analysis, and building machine learning models for environmental forecasting.
DOI: 10.6084/m9.figshare.16964656.v2
title: China-LDRL: China’s surface water bodies, Large Dams, Reservoirs, and Lakes dataset

description: A dataset of China’s surface water bodies, Large Dams, Reservoirs, and Lakes (China-LDRL) by analyzing all available Landsat imagery in 2019 (19,338 images) in Google Earth Engine and very-high spatial resolution imagery in Google Earth.
DOI: 10.6084/m9.figshare.21300369.v1
title: wave-ERA5.xls

description: Wave roses of the hourly ERA5 wave data at a node approximately 27 km offshore (119.5° E, 35° N) (Fig. 1) from 01 January 2017 to 31 December 2020
DOI: 10.6084/m9.figshare.22114298.v2
title: Recall Transcripts for Event Schema Experiment

description: Transcripts of subject recalls for the experiment reported in these two publications: https://doi.org/10.1523/JNEUROSCI.0251-18.2018 https://doi.org/10.7554/eLife.70445 <br> Timestamps indicate MM:SS since the start of each of the two recall runs. Lines of the form "PROMPT: X" indicate when the name of the next story to recall was presented to the subject.
DOI: 10.6084/m9.figshare.24545794.v1
title: Satis.dados.csv

description: A job satisfaction survey developed by a Brazilian federal university's sustainability committee containing 58 items across physical, cognitive, and organizational domains was longitudinally tested with 1,214 responses collected. The data underwent rigorous Item Response Theory (IRT) analysis, using the Graded Response Model, with tools such as frequency analysis, item characteristic curve, and full-information factor analysis in <i>RStudio</i>.
DOI: 10.6084/m9.figshare.24921633.v1
title: A Military Audio Dataset for Situational Awareness and Surveillance

description: Youtube metadata for MAD dataset.
DOI: 10.6084/m9.figshare.25672740.v1
title: Data Depository.xlsx

description: Vietnam News Agency image metadata
DOI: 10.6084/m9.figshare.28049720.v1
title: Asparagus officinalis raw GC-MS files

description: Metabolite extraction from Asparagus officinalis leaf tissue
DOI: 10.6084/m9.figshare.28903871.v1
title: Irrational Procrastination Scale

description: Irrational Procrastination Scale
DOI: 10.6084/m9.figshare.7228880.v1
title: concatMLST.fasta

description: SHP 22-7 concatenated MLST fasta files for the SHP 22-7 phylogenomic analysis. <br>
DOI: 10.6084/m9.figshare.90211.v1
title: Cell concentration and fluorescence

description: These are the raw data used to create the figures with the same title. They represent a compilation of microscopic cell counts and the corresponding in vivo fluorescence. The cells in question are mostly planktonic diatoms with one dinoflagellate. The samples were collected in the context of oyster (Crassostrea virginica) grazing experiments described in Thessen, A.E., Q. Dortch, T.M. Soniat and G.J. Doucette (2009) Crassostrea virginica grazing on toxic and non-toxic diatoms. Toxicon.doi:10.1016/j.toxicon.2009.10.011. The Pseudo-nitzschia multiseries correlation is particularly bad because of a fungal infection in the culture.
DOI: 10.17632/3srtwd7rv2
title: replication package for 'The Trade Imbalance Network and Currency Returns'

description: This is the replication package for the paper titled 'The Trade Imbalance Network and Currency Returns' forthcoming in the Journal of Financial Economics
DOI: 10.17632/4rwvkddj9v
title: DataCTC
DOI: 10.17632/6wmrvyp5xb
title: Increasing soil nitrous acid emissions driven by climate and fertilization change aggravate global ozone pollution

description: Data for the five figures in the main text.
DOI: 10.17632/97s3bzjj6s
title: Data Set: Sustainable Development Risks in the Decade of Action

description: The data set contains statistics on the sustainable development index calculated by UNDP (2022), as well as potential risk factors for sustainable development: gross domestic product in constant prices and the state budget balance based on statistics from the International Monetary Fund (2022) for 2021. The actual data of risk factors for sustainable development for 2020-2021 are given. and forecast data (International Monetary Fund forecast) for 2022-2027. The sample of the study included 144 countries of the world with different income levels and with different geographical locations.
DOI: 10.17632/bxp6k4cgf9
title: Theoretical and Experimental values of Hydrogen Isotope Equilibrium in C1-C5 Alkanes

description: Research data for Xie et al. (2024) : Theoretical and Experimental Constraints on Hydrogen Isotope Equilibrium in C1-C5 Alkanes.
DOI: 10.17632/ftpgxmzjnx
title: Data for: Ensemble Probabilistic Prediction Approach for Uncertainty Modeling of Crude Oil Price

description: The daily and weekly Europe Brent (BRE) spot price data (Dollars per Barrel) without missing sample points, collected from U.S. Energy Information Administration, were considered as studied data in this paper.
DOI: 10.17632/gcnk7gh4h4
title: Quantifying errors in 3D CME parameters derived from synthetic data using white-light reconstruction techniques

description: Data associated with the paper "Quantifying errors in 3D CME parameters derived from synthetic data using white-light reconstruction techniques" (https://doi.org/10.1016/j.asr.2022.08.056).
DOI: 10.5517/ccdc.csd.cc2m2b68
title: CCDC 2415309: Experimental Crystal Structure Determination

description: Related Article: Mangang Zhang, Tianyu Niu, Mingrong Liang, Feng Xu, Yongyi Du, Haokun Zhuang, Ren-Jie Song, Hua Yang, Qin Yin|2025|J.Am.Chem.Soc.|147|18197|doi:10.1021/jacs.5c04856
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6084/m9.figshare.1618656.v6
title: Eucalyptus camaldulensis (Dehnh.) seedling survival, height and sediment salinity dataset

description: In September 2006 (austral spring), 480 seedlings of E. camaldulensis were planted in 24 plots on the banks of six ephemeral creeks, three of which were artificially flooded for 6–8 wk. Managed flooding was engineered by pumping water from the river into dry anabranch creeks that were dammed at their entrances using levee banks. Maximum flood depth among plots ranged from 0.4–0.7 m.<br>Two pairs of browsed and unbrowsed (1  2 m) plots were established along each creek. Browsing treatments (browsed or unbrowsed) were allocated randomly within each pair of plots, with all mammal herbivores being excluded by 1.3 m high steel fencing, with wire netting (3 cm mesh) attached.<br>One-year-old seedlings, grown from seed collected from a Murray River floodplain with similar climate and hydrological conditions (ca 80 km downstream from the study area), were obtained from a commercial nursery. Twenty seedlings were planted 40 cm apart in each plot. Seedling survival and height were measured eight times (spanning two austral summers) between October 2006 and June 2008 (0, 61, 151, 182, 273, 365, 578 and 609 d after planting).<br>In the austral spring of 2007, we collected three sediment cores from each plot at 20-30 cm below the surface, which corresponded to the lower seedling root zone. Sediment salinity was estimated by measuring electrical conductivity from the sediment samples using the 1:5 sediment/water paste extraction method (Rayment & Higginson 1992).
DOI: 10.6084/m9.figshare.21776351.v1
title: POCI CSV dataset of all the citation data

description: This dataset contains all the citation data (in CSV format) included in POCI, released on 27 December 2022. In particular, each line of the CSV file defines a citation, and includes the following information: <strong>[field "oci"]</strong> the Open Citation Identifier (OCI) for the citation; <strong>[field "citing"]</strong> the PMID of the citing entity; <strong>[field "cited"]</strong> the PMID of the cited entity; <strong>[field "creation"]</strong> the creation date of the citation (i.e. the publication date of the citing entity); <strong>[field "timespan"]</strong> the time span of the citation (i.e. the interval between the publication date of the cited entity and the publication date of the citing entity); <strong>[field "journal_sc"]</strong> it records whether the citation is a journal self-citations (i.e. the citing and the cited entities are published in the same journal); <strong>[field "author_sc"]</strong> it records whether the citation is an author self-citation (i.e. the citing and the cited entities have at least one author in common).<br> This version of the dataset contains: 717,654,703 citations; 26,024,862 bibliographic resources. The size of the zipped archive is 9.6 GB, while the size of the unzipped CSV file is 50 GB. Additional information about POCI at official webpage.
DOI: 10.6084/m9.figshare.24271744.v1
title: 2023-01-01101B_additional_source_data

description: Additional source data for Main Figures and Extended Data.
DOI: 10.6084/m9.figshare.25126583.v1
title: <b>Worldwide Escalation of Pickup Artist (PUA) Culture and Its Aggravation of Violent Crime Risks</b>

description: This study scrutinized a comprehensive examination of the Pickup Artist (PUA) culture and its spatiotemporal developmental trends. Since the 1970s, PUA culture has undergone significant evolution, increasingly associating with extremist ideologies and normalized violence, thereby undermining contemporary gender equality and societal harmony. Addressing the current academic gap due to the absence of official, standardized large-scale data, this study delineated the unclear global prevalence and spatiotemporal distribution trends of the PUA phenomenon, impeding the formulation of region-specific countermeasures. Drew on a dataset of 33 million entries from the world's largest PUA forum (https://www.pick-up-artist-forum.com/), this research employed open-source natural language processing tools such as Gensim and Perspective, alongside manual review methods, for systematic error correction and categorization of PUA data. Building on this, the study utilized multidimensional mathematical convex hull methods for extrapolating the effectiveness and representativeness of geospatial data points related to PUA activities, offering an in-depth analysis of the global spatiotemporal distribution characteristics, regional heterogeneity, and potential societal risks of PUA culture. To mitigate uncertainties inherent in methodologies, data, and mathematical assumptions, this study integrated multiple machine learning models (Xgboost, Adaboost, etc.) with game-theory-based Shap for attribution analysis and contribution parsing of PUA indices and types across different countries and regions, revealing the impact of income levels, education, religious control, and political trust on PUA culture. Integrating theoretical frameworks from psychology, sociology, and emergency management, this research illuminated the evolutionary trends of different types of PUAs over the past decades. Moreover, using methods like Moran I, this study examined the spatial correlation between PUA indices and violent crime incidents. Furthermore, under the premised of continuity, smoothness, and serial dependence required by spatial breakpoint regression, this study employed quasi-experimental spatial breakpoint regression and controlled variable methods based on experimentation for causal inference analysis between PUA indices and violent crime incidents. The empirical findings of this study provide a theoretical and empirical foundation for managers and readers to collaboratively develop effective intervention strategies and social policies, advocating the necessity of educational, legal, and societal interventions to mitigate the risks of regional heterogeneity in gender discrimination and protect potential victims from manipulation and exploitation.
DOI: 10.6084/m9.figshare.28451582.v1
title: Software used

description: Software used
DOI: 10.6084/m9.figshare.28615130.v2
title: "Supplementary Dataset: Transcripts of Junior Educators’ Interviews on Their Experience in an Advanced Eye Care Centre After Faculty Development Training"

description: The study utilized verbatim interview transcripts derived from semi-structured interviews with 16 participants. Audio recordings were transcribed manually and anonymized to protect participant identity. The transcripts have been analyzed thematically and are available as supplementary materials in .txt format. Ethical approval was obtained from [Institutional Review Board], and all participants provided written consent for their responses to be transcribed and used in research.
DOI: 10.6084/m9.figshare.28822883.v1
title: National Food Security Index 4As

description: This dataset provides the following data and code:The original data collected from FAO, USDA and UN to assess the national food security of the G20 members.The python code to normalize the raw data and calculate the weighted sum of the eight indicators.The patent and vulnerability data and the code of cluster analysis.The data of chemical use and the code of Entropy Weight Method.The python code to visualize the bar plot and radar plots.
DOI: 10.6084/m9.figshare.29045837.v1
title: Conjunto datos cuantitativos y cualitativos

description: El objetivo de este estudio es conocer la relación existente entre el uso inadecuado de las TIC y la violencia filio-parental en adolescentes que están cumpliendo una medida judicial por este tipo de agresiones, sus familias y los profesionales de la intervención en un centro de reeducación y reinserción de menores infractores de la Comunidad de Madrid. Por un lado, este trabajo lleva a cabo un estudio cuantitativo de la Escala de Riesgo de Adicción-adolescente a las Redes Sociales e Internet (ERA-RSI) y el Cuestionario de Uso Problemático de Nuevas Tecnologías (UPNT) aplicados en los adolescentes agresores, y por otro, un estudio cualitativo exploratorio con la información obtenida a partir de entrevistas semiestructuradas a los progenitores víctimas de violencia filio-parental y los grupos focales con los profesionales. El uso excesivo de dispositivos ha fortalecido el aislamiento social de los adolescentes y debilitado el control parental, incrementando las dificultades de los progenitores para implementar normas, generando conflictos que pueden derivar en episodios de violencia cuando se intenta limitar el acceso a la tecnología​.
DOI: 10.6084/m9.figshare.29126141.v1
title: 补充图 S1-S6 和补充表。miRNA-150-5p 的 S1-S9 作为 sPTL 的生物标志物。

description: miR-150-5p was identified as a potential non-invasive biomarker associated with sPTL and regulates chorionic cell migration, invasion and adhesion by targeting ADAM19, a member of the ADAM family, contributing to premature rupture of fetal membranes. These findings provide new insights into the molecular mechanisms of sPTL and suggest that targeting the miR-150-5p/ADAM19 axis may offer novel therapeutic strategies.
DOI: 10.6084/m9.figshare.3084655.v2
title: Adverse Events in Robotic Surgery: A Retrospective Study of 14 Years of FDA Data

description: The adverse events reports related to robotic surgical systems and instruments, submitted to the publicly available FDA MAUDE database between January 2000 and December 2013.<br>We extracted this data by searching the MAUDE records which are available on the FDA website at: http://www.fda.gov/MedicalDevices/DeviceRegulationandGuidance/PostmarketRequirements/ReportingAdverseEvents/ucm127891.htm<br><br>The structured data generated by our natural language parsing tool, after analysis of unstructured fields in the FDA MAUDE records. The new information (fields) extracted from the data include: <br>• Patient injury (such as burns, cuts, or damage to organs) and death events that were reported under another Event Type, such as “Malfunction” or “Other”. <br>• Surgical specialty and type of robotic procedure during which the adverse events occurred. <br>• Major types of device or instrument malfunctions (e.g., falling of burnt/broken pieces of instruments into patients’ bodies or electrical arcing of instruments) <br>• Adverse events that caused an interruption in the progress of surgery, by leading the surgical team to troubleshoot technical problems (e.g., restarting the system), convert the procedure to non-robotic surgical approaches (e.g., laparoscopy or open surgery), or abort the procedure and reschedule it to a later time.<br>