cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24535894.v1
title: Model Files: Rocks with extremely low thermal inertia at the OSIRIS-REx sample site on asteroid Bennu

description: This repository contains files associated with the manuscript entitled "Rocks with extremely low thermal inertia at the OSIRIS-REx sample site on asteroid Bennu" by A. J. Ryan, B. Rozitis, D. Pino Muñoz, et al. 2024, Planetary Science Journal.Contents include:Thermal inertia solutions and corrected spot locations for the OSIRIS-REx OTES TAG, Checkpoint, and Matchpoint data, calculated with the ATPM (Rozitis and Green, 2011).High-resolution projected mosaics of the Hokioi Crater and the Nightingale Sample site using Polycam Recon C and A images.Python script to producing thermal inertia map figures (e.g., Figs 1–4 in the main manuscript). <br><br>
DOI: 10.6084/m9.figshare.16866148.v1
title: raw data

description: raw data for statistical analysis
DOI: 10.6084/m9.figshare.26371603.v1
title: Reference sequences

description: Reference sequences
DOI: 10.6084/m9.figshare.15854649.v1
title: Video Game Sales and Review Data

description: Datasets containing seventh console generation sales and aggregated review scores for games.
DOI: 10.6084/m9.figshare.16695616.v2
title: dataset_ccfd.zip

description: The dataset has been released by [1], which had been collected and analysed during a research collaboration of Worldline and the Machine Learning Group (http://mlg.ulb.ac.be) of Université Libre de Bruxelles (ULB) on big data mining and fraud detection. <br>[1] Pozzolo, A. D., Caelan, O., Johnson, R. A., and Bontempi, G. (2015). Calibrating Probability with Undersampling for Unbalanced Classification. 2015 IEEE Symposium Series on Computational, pp. 159-166, doi: 10.1109/SSCI.2015.33 <br>open source kaggle : https://www.kaggle.com/mlg-ulb/creditcardfraud
DOI: 10.6084/m9.figshare.17099252.v1
title: Photodissociation of particulate nitrate as a source of daytime tropospheric Cl2

description: Chlorine atoms (Cl) are highly reactive and can strongly influence the abundances of climate and air quality-relevant trace gases. Despite extensive research on molecular chlorine (Cl<sub>2</sub>), a Cl precursor, in the polar atmosphere, its sources in other regions are still poorly understood. Here we report the highest ever measured daytime concentrations of Cl<sub>2</sub> (up to 1 ppbv) in a coastal area of Hong Kong, revealing a large daytime source of Cl<sub>2 </sub>(2.7 pptv s<sup>-1</sup> at noon). Field and laboratory experiments indicate that photodissociation of particulate nitrate by sunlight under acidic conditions (pH &lt;3.0) can activate chloride and account for the observed daytime Cl<sub>2</sub> production. The high Cl<sub>2</sub> concentrations significantly increased atmospheric oxidation. Given the ubiquitous existence of chloride, nitrate, and acidic aerosols, we propose that nitrate photolysis is a significant daytime chlorine source globally. This so far unaccounted for source of chlorine can have substantial impacts on atmospheric chemistry.
DOI: 10.6084/m9.figshare.26268361.v1
title: NICE CCAA Collaboration: CCAA mapping tables APACHE IV to II

description: This table is supplementary to the manuscript <b>Using the OMOP Common Data Model for a multi-registry ICU benchmarking federated analysis: lessons learned.</b>DescriptionCCAA maps APACHE VI reasons for admission to APACHE II reasons for admission so coefficients can be assigned for APACHE II score calculation. This is the mapping table used.
DOI: 10.6084/m9.figshare.9958235.v1
title: Top300 genes for HIF1A ranked by the average score of MACS2

description: Publicly available ChIP-seq experiments were processed by MACS2 program and the average values of those scores were calculated for all genes.Original calculated data were from ChIP-Atlas database.Top300 genes for HIF1A ChIP-seq experiments are listed for the comparison.<br>
DOI: 10.6084/m9.figshare.28560557.v1
title: A 3-D Vs model of the <b>Bolivian orocline</b>

description: A 3-D Vs model of the <b>Bolivian orocline</b>
DOI: 10.6084/m9.figshare.5404654.v1
title: Blackpool Teaching Hospitals NHS Foundation Trust

description: Response to our Freedom of Information Act request received from this NHS Trust.
DOI: 10.6084/m9.figshare.26153317.v1
title: Archaeological evidence for long-term human impacts on sea-turtle foraging behavior

description: We integrate isotopic and zooarchaeological evidence from green sea turtles harvested at the Miskito Cays (Nicaragua) to assess foraging behaviorbehaviour before and after a step change in harvesting intensity.This ZooMS data represents 16 of the samples from the wider isotopic study published by Guiry et al. on the Archaeological evidence for long-term human impacts on sea-turtle foraging behavior. Supporting the identifications are the MGF files from LC-MS/MS sequencing of two of the samples.
DOI: 10.6084/m9.figshare.1471658.v1
title: Landscape Connectivity in the Great Lakes Basin

description: Data are rasters organized by secondary or tertiary watersheds for a large portion of Ontario, Canada. Rasters contain estimates of current density obtained via analysis with circuit theory. Current density is proportional to the probability of animal movement. High values (&gt; 0) indicate higher probability of movement. Please refer to the user guide in the fileset for detailed methodology and metadata.
DOI: 10.6084/m9.figshare.3547674.v1
title: Appendix A. Seasonal temperatures, survey frequency, prey counts and accumulation curves, species abundances, and prey handling times.

description: Seasonal temperatures, survey frequency, prey counts and accumulation curves, species abundances, and prey handling times.
DOI: 10.6084/m9.figshare.14453811.v1
title: Stata code.xlsx

description: Stata code
DOI: 10.17632/y73st746mw
title: Data for: The effect of artificial leaching with HCl on chloride binding in ordinary Portland cement paste

description: These files are most of the raw data used for our paper on the effect or HCl on chloride binding.
DOI: 10.6084/m9.figshare.27268074.v1
title: Inventari catalunya

description: Las guerras carlistas marcaron las pulsiones políticas del siglo XIX en el reino de España. El desarrolló de las mismas generó un amplio patrimonio arquitectónico y arqueológico que no ha recibido atención por parte de la academia hasta tiempos muy recientes. A pesar de estos primeros avances, aún existen importantes lagunas respecto al legado material de estos conflictos. En el presente estudio se desarrolla un primer acercamiento a la materialidad de las guerras carlistas en Catalunya. Para ello realizamos una geolocalización y tipología de los elementos patrimoniales asociados a estos conflictos: fuertes, castillos reutilizados, torres, murallas y campos de batalla, entre otros. Con ello hemos obtenido un corpus de más de 186 elementos patrimoniales relacionados con estas guerras, lo que esperamos que constituya un sólido punto de partida sólido para futuras investigaciones. Finalizamos con una reflexión sobre este patrimonio y la situación de olvido/amnesia que sufre en la actualidad.
DOI: 10.6084/m9.figshare.28877501.v2
title: <b>Minimal Dataset for Study on Stress, Cardiovascular Risk, and Socioeconomic Factors</b>

description: This CSV‐formatted dataset contains 38 variables across 285 participants, covering composite stress domain scores (financial, neighborhood, discrimination), health‐related quality of life (SF‐12 PCS/MCS), socioeconomic covariates (income, education, employment), demographic indicators, and latent class profile memberships. Value labels for categorical variables are embedded, and all personal identifiers have been removed.
DOI: 10.6084/m9.figshare.25016972.v1
title: Symptom Dictionary

description: These data was obtained from the SYMP ontology using an automated crawling program for a total of 893 symptoms.
DOI: 10.17632/mpprd57h52
title: Understanding Change and Continuity in Culture Through Dance: The Pajok Dance of the Bangru Tribe

description: The data explores traditional dances and performing arts in understanding non-verbal communication. It examines how traditional dance can be perceived as a form of communication and incorporates the ritual view of communication into the study. This approach allows for an exploration of the ritual elements inherent in traditional dance.

Specifically, the data delves into the significance of dance in the Nyishi community of Arunachal Pradesh, India. It emphasizes the importance of dance within the community.

This data is valuable for studies in communication, culture, and performing arts. It also serves as a resource for those interested in learning about the Nyishi community, including its indigenous knowledge and values.
DOI: 10.6084/m9.figshare.20766064.v1
title: Supplementary Data of "Stepwise pathway for early evolutionary assembly of dissimilatory sulfite and sulfate reduction"

description: <strong>Sinje Neukirchen</strong><sup><strong>1</strong></sup><strong>, Inês A. C. Pereira</strong><sup><strong>2</strong></sup><strong>, Filipa L. Sousa</strong><sup><strong>1</strong></sup><strong>*</strong> <sup>1</sup> Genome Evolution and Ecology Group, Department of Functional and Evolutionary Ecology, University of Vienna, Djerassiplatz 1, 1030 Wien, Austria <sup>2</sup> Instituto de Tecnologia Química e Biológica António Xavier, Universidade Nova de Lisboa, Av. da República, 2780-157 Oeiras, Portugal. <br> <br> Supplementary Data 1 – FASTA files containing all amino acid sequences including the NCBI RefSeq/GenBank/IMG accession numbers per protein. Supplementary Data 2 – Mapping table of selected sequences after 90 % global identity redundancy reduction to the corresponding protein sequence accession numbers, genome identifiers, and taxonomic affiliation. Supplementary Data 3 – Trimmed multiple sequence alignments of protein sequences present in only complete genomes. Supplementary Data 4 – Trimmed multiple sequence alignments of protein sequences covering the full diversity including metagenome-derived genomic assemblies. Supplementary Data 5 – Phylogenetic reconstruction of protein sequences present in only complete genomes using ModelFinder with best model selection. Supplementary Data 6 – Phylogenetic reconstruction of protein sequences covering the full diversity including metagenome-derived genomic assemblies using ModelFinder with best model selection. Supplementary Data 7 – Phylogenetic reconstruction of protein sequences present in only complete genomes using the model LG+I+G4. Supplementary Data 8 – Phylogenetic reconstruction of protein sequences covering the full diversity including metagenome-derived genomic assemblies using the model LG+I+G4. <br> <br>
DOI: 10.6084/m9.figshare.26798551.v1
title: Data_Questionnaire_Survey.xlsx

description: Data of the questionnaire suvey related to:Krischke, Johanna; Beckmann-Wübbelt, Angela; Glaser, Rüdiger; Dey, Sayantan; Saha, Somidh (2025): Relationship Between Urban Tree Diversity and Human Well-being: Implications for Urban Planning, <i>Sustainable Cities and Society</i>, 106294, DOI: https://doi.org/10.1016/j.scs.2025.106294.(https://www.sciencedirect.com/science/article/pii/S2210670725001714)Abstract: Green spaces and trees are key elements for enhancing human well-being in cities. Despite recognizing the significance of urban greenery for human health, the role of urban biodiversity in shaping well-being remains poorly understood. This study focused on the interplay between tree genera diversity, perceived urban biodiversity, and the subjective well-being of urban residents in Karlsruhe, Germany. A map-based online questionnaire involving 302 participants investigated well-being locations and perceptions of biodiversity. Tree genera diversity was assessed for nine genera using remote-sensing and ground data. A novel approach of spatially correlating societal mapping results and tree genera cover maps revealed a clear preference for green spaces in the built-up urban environment. The relations between computed tree genera diversity and subjective well-being were unclear. However, there was a significant relationship between the perceived biodiversity of urban green spaces and subjective well-being. The amount of tree cover, the abundance of large trees, as well as the perceived species diversity beyond tree genera, lead to increased well-being of the urban population. At the same time, a perceived unkemptness of urban areas had a negative effect on the residents’ well-being. This should be considered in future research and the design of urban green spaces.<br>
DOI: 10.17632/2h8cpszy26
title: Graphite//NCA synthetic V vs. Q & duty cycle datasets

description: These datasets were calculated using the mechanistic modeling approach. See “Big data training data for artificial intelligence-based Li-ion diagnosis and prognosis“ (Journal of Power Sources, Volume 479, 15 December 2020, 228806) and "Analysis of Synthetic Voltage vs. Capacity Datasets for Big Data Li-ion Diagnosis and Prognosis" (Energies, under review) for more details The V vs. Q dataset (Gr-NCA_Co33_cha_n) was compiled with a resolution of 0.01 for the triplets and C/25 charges. This accounts for more than 5,000 different paths. Each path was simulated with at most 0.85% increases for each. The dataset contains more than 700,000 unique voltage vs. capacity curves. 4 Variables are included, see corresponding read me file for details and example how to use. The duty cycle dataset is composed of close to 125,000 duty cycles with one voltage curve at most every 200 cycles (one every 10 cycles for cycles 1-200). 15 variables are included in the duty cycle dataset (Gr-NCA_Co33_cha_124652duty). See corresponding read me file for details and example how to use.
DOI: 10.17632/rnh9zbfjj7
title: Data for: Megaprojects' environmental impact mitigation by sustainable construction mediated by sustainable practices and regulations

description: Implementing sustainable approaches in developing nations, particularly in the context of megaprojects, is not widespread. Consequently, it is seen as an innovative idea in these nations’ building sector. Sustainable growth is significantly hampered by the ineffective adoption and application of sustainable consumption (SC) (Marsh et al., 2021). 
 Megaprojects are vital to every nation’s progress. The building industry boosts national economies with its unquestionable contributions to the built environment and development. However, it is a fact that megaprojects have environmental effects, and our only option is to work toward their mitigation. Particularly in developing nations, several factors, including the pursuit of economic development, consumerism, corruption, and the financial implications of sustainable construction, often take precedence over considerations of environmental and ecological stability. As a result, in these countries, the objectives that conflict with sustainability and its implementation tend to outweigh them.
The research carried out is novel and innovative. This study examines the effects of sustainable building in megaprojects on environmental and ecological balance, shedding light on the implications of such initiatives. The implementation of sustainable practices (SP) and regulatory measures (R), with cost (R) acting as a moderating factor, mediates the impact in question, albeit to a minimal extent. The research analyzes indicators and their strengths in relation to their respective factors, utilizing the latest and most advanced analysis methods such as smart PLS.
Utilizing the research results and implementing the conceptual model standard will help mitigate the environmental impacts associated with megaprojects. Furthermore, these results will make a valuable contribution to the existing body of knowledge for experts, supply authorities with useful information, and be a valuable resource for environmental regulatory bodies in developing countries. Ultimately, this will promote the implementation of sustainable practices in these nations.
DOI: 10.6084/m9.figshare.13636859.v1
title: Motion capture data

description: Lower limb motion capture data with 16-marker set
DOI: 10.6084/m9.figshare.13692103.v2
title: Supplementary files alfalfa pantranscriptome

description: alfalfa bed and Cytoscape files
DOI: 10.6084/m9.figshare.16766938.v1
title: MEG_EEG_data_viewing_scene_pictures

description: This data set includes MEG and EEG data while the same participants view 362 scene images. Each image is shown 3-6 to 6 and the single-trial evoked responses were averaged across the repetitions.<br><br>`EEG.zip` and `MEG.zip` contain the EEG and MEG data [n_images, n_times, n_channels] of the averaged response, after preprocessing. Note that the number of trials used were the first m repetitions of shown images, where m = min(m1, m2), and m1 and m2 are the number of repetitions in the MEG and EEG session. <br><br>`EEG_no_aspect.zip` and `MEG_no_aspect.zip` are similar averaged response, where the variables about the image width, hights, aspect ratio and areas are regressed out from the response, see below for more on experiment and analysis. <br><br>Yang, Y., Tarr, M. J., Kass, R. E., & Aminoff, E. M. (2019). Exploring spatiotemporal neural dynamics of the human visual cortex. <i>Human brain mapping</i>, <i>40</i>(14), 4213-4238.<br><br>and <br>Ying Yang's thesis, Chapter 6<br>https://scholar.google.com/citations?view_op=view_citation&hl=en&user=6-8cMQ8AAAAJ&citation_for_view=6-8cMQ8AAAAJ:P7Ujq4OLJYoC<br><br>and <br>https://figshare.com/articles/dataset/MEG_scene_data/7991615<br><br><br><br>
DOI: 10.6084/m9.figshare.25284775.v2
title: A Comprehensive Dataset on Bangladeshi University Students' Mental Health

description: This dataset comprises mental health data from 1977 Bangladeshi university students across 15 top universities, collected from November to December 2023 using Google Forms. It includes assessments of academic anxiety, stress, and depression using widely used psychometric scales. The structured questionnaire covers sociodemographic variables and their associations, facilitating comprehensive analysis. Statistical analysis yielded satisfactory internal consistency (Cronbach’s alpha: 0.79), with anonymized participant data valuable for policymakers.
DOI: 10.17632/bkgzghyjrc
title: Early prediction of hemodialysis arteriovenous fistula failure in end-stage kidney disease patients using ultrasonographic and color-Doppler assessment – an experience from a tertiary care centre in India

description: Purpose –  Arterio-venous fistula (AVF) failure is a major concern in patients of end-stage kidney disease undergoing hemodialysis. Ultrasound Doppler is a sensitive modality for post-operative AVF assessment. The purpose of this study was to evaluate various objective ultrasonographic and color-Doppler criteria for early prediction of AVF outcomes. 
Methods and materials – A single-centre prospective cohort study over one year after obtaining ethical clearance. All patients undergoing native AVF creation surgery, and referred for routine post-operative around Doppler assessment were included. Patients were evaluated for fistula size, Cephalic vein area and diameter, AVF flow velocity, and flow rates at post-operative day 2, week 2, and week 6, respectively, and followed up to determine unassisted AVF outcomes. Initial findings were compared with subsequent outcomes. 
Results– Of our initial cohort of 40 patients, almost 75% developed AVF failure while 25% had successful unassisted AVF maturation. The two groups demonstrated significant differences in AVF flow rates as early as post-operative day 2. A cut-off value >246 ml/min predicted successful unassisted AVF maturation with a sensitivity of 80% and a specificity of 70%. Though the cephalic vein diameter at post-operative day 2 did not correlate strongly with the AVF outcome, when using a cut-off value of >3.4 mm and simultaneously testing with flow rate, the cumulative sensitivity increased to 92%. 
Conclusion– Ultrasound Doppler is a useful quantitative imaging modality in predicting AVF outcomes as early as post-operative day 2.  A flow rate of >246 ml/min and a cephalic vein diameter >3.4 mm are significant parameters for the early prediction of successful AVF outcomes.
DOI: 10.6084/m9.figshare.13107791.v5
title: Explaining the Variability of Community Smells: A Statistical Perspective

description: Appendix and Replication Package of the paper.
DOI: 10.6084/m9.figshare.25111616.v2
title: Protected Areas and Critical Biodiversity Areas in the Vhembe District, Limpopo, South Africa.

description: The data provided includes a clipped shapefile which shows the protected areas and the Critical Biodiversity Areas in the Vhembe District. The boundary of the Vhembe District is also included. The shapefile for the Key Biodiversity Areas cannot be shared and permission should be requested from an organization such as BirdLife. Three Excel spreadsheets are also provided. These spreadsheets show the data for each layer and include the area, name, date established, etc.Methodology:The mapping process utilized QGIS version 3.28.0 to create the maps. Prior to analysis, all the vector datasets were collected and cleaned before being converted to EPSG: 4148- Hartebeesthoek94 reference coordinate system. During the screening process, datasets were selected by overlaying the Vhembe District boundary file with the datasets and utilizing the Geoprocessing Tool 'clip'. This method ensured that only the polygons and features within the boundary of the study site were analyzed. These layers were saved as individual shapefiles with their own respective attribute tables. Subsequently, the clipped protected area file was analyzed based on criteria such as date of establishment, coverage, size, and ownership type. The saved KBA and CBA polygons were then overlaid with the protected area layer to identify gaps in the protected area network. The 'clip' tool was used again to generate new polygons depicting KBAs and CBAs that did not overlap with protected areas, facilitating the creation of clear maps illustrating areas in need of protection. Furthermore, the 'field calculator' was employed to determine the area of the original and overlayed layers. This allowed for accurate quantification of the size of protected areas, KBAs and CBAs.
DOI: 10.6084/m9.figshare.8119181.v1
title: Movies and VRML files illustrating Figure 6 (b,c). from Volumetric finite-element modelling of biological growth

description: Differential growth is the driver of tissue morphogenesis in plants, and also plays a fundamental role in animal development. Although the contributions of growth to shape change have been captured through modelling tissue sheets or isotropic volumes, a framework for modelling both isotropic and anisotropic volumetric growth in three dimensions over large changes in size and shape has been lacking. Here, we describe an approach based on finite-element modelling of continuous volumetric structures, and apply it to a range of forms and growth patterns, providing mathematical validation, for examples, that admit analytic solution. We show that a major difference between sheet and bulk tissues is that the growth of bulk tissue is more constrained, reducing the possibility of tissue conflict resolution through deformations such as buckling. Tissue sheets or cylinders may be generated from bulk shapes through anisotropic specified growth, oriented by a polarity field. A second polarity field, orthogonal to the first, allows sheets with varying lengths and widths to be generated, as illustrated by the wide range of leaf shapes observed in nature. The framework we describe thus provides a key tool for developing hypotheses for plant morphogenesis and is also applicable to other tissues that deform through differential growth or contraction.
DOI: 10.17632/k8c2bnspxy
title: Images of Carbon nanotubes (CNTs) from Transmission Electron Microscopy (TEM)

description: Images of Carbon nanotubes (CNTs) from Transmission Electron Microscopy (TEM) used in