cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/r8zwcg3b23
title: Data for: Comparison of persistent organic pollutants (POPs) between small cetaceans in coastal and estuarine waters of the northern Gulf of Mexico

description: Persistent organic pollutant levels in remote blubber biopsy samples from small cetacean in the northern Gulf of Mexico
DOI: 10.6084/m9.figshare.16620238.v5
title: A public dataset on long-distance running training in 2019 and 2020

description: This dataset contains 10,703,690 records of running training during 2019 and 2020, from 36,412 athletes from around the world. The records were obtained through web scraping of a large social network for athletes on the internet.<br>The data with the athletes' activities are contained in dataframe objects (tabular data) and saved in the Parquet file format using the Pandas library, part of the Python ecosystem for data science. Each Pandas dataframe contains the following data (as different columns) for each athlete (as different rows), the first word identifies the name of the column in the dataframe:- datetime: date of the running activity;- athlete: a computer-generated ID for the athlete (integer);- distance: distance of running (floating-point number, in kilometers);- duration: duration of running (floating-point number, in minutes);- gender: gender (string 'M' of 'F');- age_group: age interval (one of the strings '18 - 34', '35 - 54', or '55 +');- country: country of origin of the athlete (string);- major: marathon(s) and year(s) the athlete ran (comma-separated list of strings).<br>For convenience, we created files with the athletes' activities data sampled at different frequencies: day 'd', week 'w', month 'm', and quarter 'q' (i.e., there are files with the distance and duration of running accumulated at each day, week, month, and quarter) for each year, 2019 and 2020. Accordingly, the files are named 'run_ww_yyyy_f.parquet', where 'yyyy' is '2019' or '2020' and 'f' is 'd', 'w', 'm' or 'q' (without quotes). The dataset also contains data with different government’s stringency indexes for the COVID-19 pandemic. These data are saved as text files and were obtained from https://ourworldindata.org/covid-stringency-index. The Jupyter notebooks that we created and made available in the https://github.com/BMClab/covid19 repository exemplify the use of the data.
DOI: 10.6084/m9.figshare.23986200.v2
title: RDS files for Lotus japonicus root single-cell RNA sequencing

description: RDS files containing Seurat objects and metadata tables for single-cell RNA sequencing of <i>Lotus japonicus</i> roots.
DOI: 10.6084/m9.figshare.28397267.v1
title: Export Raw Scopus Data the Integration of Artificial Intelligence in Learning for Early Childhood Education

description: The <b>Export Raw Scopus Data</b> on <i>The Integration of Artificial Intelligence in Learning for Early Childhood Education</i>contains a collection of bibliometric data extracted from the Scopus database. This dataset includes information on research publications, citation counts, author contributions, institutional affiliations, and keyword trends related to the application of artificial intelligence (AI) in early childhood education (ECE).The dataset covers studies from <b>2003 to 2025</b>, providing insights into how AI has been integrated into early childhood learning environments over time. Key components of this data include:<b>Publication Details</b>: Title, authors, publication year, source journals, and digital object identifiers (DOI).<b>Citation Metrics</b>: Number of citations per article, h-index, and impact factor of sources.<b>Author and Institutional Contributions</b>: Leading researchers, universities, and research centers involved in AI and ECE studies.<b>Keyword Analysis</b>: Frequently used terms such as <i>Artificial Intelligence, Early Childhood Education, Learning Systems, and Machine Learning</i>, highlighting emerging research trends.<b>Collaboration Networks</b>: Country-wise and institutional co-authorship patterns, indicating global research collaborations.This raw Scopus export is essential for conducting <b>bibliometric analysis</b>, identifying research gaps, and exploring future directions in AI-driven early childhood education. It serves as a valuable resource for researchers, policymakers, and educators interested in understanding the evolution and impact of AI in early childhood learning.
DOI: 10.6084/m9.figshare.28604867.v2
title: Transcriptome profile of early matured Macrobrachium rosenbergii (Giant Freshwater Prawn) from Taiwan

description: The data shared herewith are the integral part of the data descriptor. Manuscript #SDATA-24-04460
DOI: 10.6084/m9.figshare.29097707.v1
title: Phenotypic and genotypic data of 187 extra-early orange inbred lines evaluated under managed drought and well-water conditions at Ikenne for two seasons

description: Maize is one of the most important cereals in the world. Maximising hybrid vigour from heterosis requires adequate knowledge of genetic diversity. The study focuses on examining the population structure and genetic diversity of new extra-early elite orange maize inbred lines of the IITA-Maize Improvement Program using phenotypic and genome-wide SNP markers. One hundred and eighty-seven orange inbred lines sourced from four populations were phenotyped under well-watered conditions for two seasons and genotyped using the high-density DArTseq platform. <br>
DOI: 10.6084/m9.figshare.1549792.v1
title: Преглед броја слободних радних места за целу земљу

description: Преглед броја слободних радних места за целу земљу
DOI: 10.6084/m9.figshare.28774334.v1
title: Supplemental_Marchant_et_al_2025.pdf

description: Supplemental material for "Low-Frequency Ultrasound Reverses Insulin Resistance and Diabetes Induced Changes in the Muscle Transcriptome in Aged Mice" by Marchant et al.
DOI: 10.6084/m9.figshare.3423154.v1
title: Self-Efficacy, Planning, or a Combination of Both? A Longitudinal Experimental Study Comparing Effects of Three Interventions on Adolescents' Body Fat: the preliminary Dataset

description: Changes in body fat and moderate-to-vigorous physical activity following 3 interventions (self-efficacy enhancement, planning enhancement, self-efficacy + planning) versus active (education) control condition. For further information please contact the owner of the dataset, Aleksandra Luszczynska (aluszczy@uccs.edu)<br>
DOI: 10.17632/mb8kbvrxb3
title: Dataset of logistics and innovation performance, infrastructure and energy.

description: This data contains information collected from various sources: World Bank (6 evaluation criteria and 6 rankings per category), WIPO (52 evaluation criteria) and The World Factbook (95 descriptive criteria). Information is presented for 143 countries that were evaluated in the logistics performance index in 20232 by the World Bank and integrated with the innovation ranking published by WIPO in 2023 and by data on logistics infrastructure and energy consumption published on the CIA World Factbook platform updated to 2024. In total there are 161 columns of information for each country.
DOI: 10.6084/m9.figshare.13516301.v1
title: PPNN full data (feather format)

description: Full dataset for https://journals.ametsoc.org/view/journals/mwre/146/11/mwr-d-18-0187.1.xml in feather format, which can be read in multiple languages.
DOI: 10.6084/m9.figshare.1415926.v1
title: Proteomic approaches to central nervous system disorders

description: Abstract The discovery, design and evaluation of new medicines is critically dependent on the elucidation of protein mechanisms involved in human diseases. Since the proteome of a cell or tissue is not a simple reflection of its transcriptome, direct protein-based analysis is needed. Advances in proteomic technologies are improving the analysis of membrane proteins and signaling complexes with increased speed and molecular detail. Changes in protein isoforms due to post-translational modifications, such as phosphorylation induced by cell signaling events and alternative splice forms of receptors, may be mapped to an altered protein expression pattern in clinically relevant cell populations with a causative or diagnostic disease link. A CNS proteome database derived from primary human tissues may avoid ambiguities of experimental models. It will also accelerate the development of more specific diagnostic and prognostic disease markers as well as new selective therapeutics. Proteomics is also being applied to resolve in silico gene prediction uncertainties by direct open reading frame verification. These advances hold great promise for improvements in the understanding, diagnosis and therapy of central nervous system disorders.
DOI: 10.6084/m9.figshare.15128739.v2
title: Occurrence records of Cinnamomum camphora (Linn.) Presl used for ecological modeling..csv

description: Occurrance data point used for modelling Cinnamomum camphora distribution
DOI: 10.6084/m9.figshare.28485323.v1
title: <b>Nonadiabatic-coupling-mediated argon dimer dissociation by slow and low-charge-state ion collisions</b>

description: KER distributions for the Ar<sup>+</sup> + Ar<sup>+</sup> channel under O<sup>q+</sup> (q = 1-4) collisionsPotential energy curves of the argon dimer dicationic states
DOI: 10.6084/m9.figshare.28701782.v1
title: Supplementary ARRIVE guidelines data for "<b>Fructooligosaccharides slow colonic motility and activate myenteric neurons via calcium</b><b> </b><b>sensing and 5-HT</b><sub><strong>3</strong></sub><b> </b><b>receptors in the proximal colon"</b>

description: ARRIVE guideline data for the animal studies
DOI: 10.6084/m9.figshare.28839383.v1
title: Supplementary online file

description: Supplementary online file
DOI: 10.6084/m9.figshare.3559395.v1
title: Appendix A. Fatty acid concentrations of the consumer taxa collected in the five boreal lakes.

description: Fatty acid concentrations of the consumer taxa collected in the five boreal lakes.
DOI: 10.6084/m9.figshare.5165854.v1
title: Data from: Using activity and sociability to characterise collective motion

description: Three spreadsheets, one for each experiment.Every row of data corresponds to one individual (predation experiment) or one segment of one individual's data (selection line experiment and sorting experiment)
DOI: 10.17632/3ppzxz44nn
title: fMRI emotion adaptation paradigm codes

description: Please refer to and cite the Publication "fMRI adaptation reveals: The human mirror neuron system discriminates emotional valence" by STEPHANIE N.L. SCHMIDT, CHRISTIAN A. SOJER, JOACHIM HASS, PETER KIRSCH, DANIELA MIER, published in Cortex' Special Issue "Understanding Others", 2020 Uploaded here are: Presentation codes, analysis scripts Stimuli were taken from KDEF stimulus set (The Karolinska Directed Emotional Faces; Lundqvist, Flykt, & Öhman, 1998) and prepared according to the description in our related publication. Due to copyright, they are not included in the experiment folder here.
DOI: 10.6084/m9.figshare.25511989.v1
title: OPER – a questionnaire about quality in outpatient rehabilitation

description: We present a new questionnaire, <i>Outpatients’ experience of quality in</i> <i>rehabilitation,</i> OPER. It is a PREM (Patient-reported Experience Measure) developed for outpatient rehabilitation conducted by physiotherapists or occupational therapists. We present OPER in English and Danish and a version for patients treated by a physiotherapist or occupational therapist, respectively. OPER is free to download and use.Our development of OPER is presented in the article available at this link: https://www.tandfonline.com/doi/full/10.1080/09638288.2023.2291555. <br>Hartwell S, Macaree G, McLaughlin A, Jensen L, Pedersen B, Lindahl M. Outpatients’ perspectives of quality in rehabilitation–development and validation of a patient-reported experience measure (PREM). Disabil Rehabil 2023;0:1–12. https://doi.org/10.1080/09638288.2023.2291555.<br>Please cite use of the questionnaire as Lindahl M, Hartwell S, Macaree G, McLaughlin A, Jensen L, Pedersen B. OPER - <i>Outpatients’ experience of quality in</i><i> </i><i>rehabilitation</i><i>. </i><i>DOI:</i><i> </i>10.6084/m9.figshare.25511989.Contact: Marianne Lindahl, mli@pha.dk
DOI: 10.6084/m9.figshare.27208080.v1
title: Phylogenomics and functional annotation of 530 non-<i>Saccharomyces</i> yeasts from winemaking environments reveals their fermentome and flavorome

description: Supplementary data of the article "Phylogenomics and functional annotation of 530 non-<i>Saccharomyces</i> yeasts from winemaking environments reveals their fermentome and flavorome"
DOI: 10.6084/m9.figshare.3507272.v1
title: University of Mississippi Field Station map GIS data

description: A map of the University of Mississippi Field Station and accompanying GIS data
DOI: 10.6084/m9.figshare.5735151.v1
title: Design files for UC Davis FDML OCTA system

description: These are some descriptive files for helping a designer replicate our OCTA system.
DOI: 10.17632/4fxhmcg6dt
title: Exploring the Developmental Trajectory of Anxiety Traits Across Distinct Age Brackets

description: Participants from many nations, including the USA, Canada, Australia, South Africa, India, the United Arab Emirates, and others, are included in the data along with their ages. Each participant's composite anxiety score is listed on the sheet.
DOI: 10.17632/t8xnw2j29j
title: Data for: Hydrocarbon Source Rock Characterization, Burial History, and Thermal Maturity of the Steele, Niobrara and Mowry Formations at Teapot Dome, Wyoming

description: Rock Eval Pyrolysis datasat
DOI: 10.6084/m9.figshare.16592480.v1
title: De novo transcriptome assembly and analysis of the Flat Oyster pathogenic protozoa Bonamia ostreae

description: Here are the supplementary materials related to the study entitled "De novo transcriptome assembly and analysis of the Flat Oyster pathogenic protozoa Bonamia ostreae".Raw sequencing data are available under accession PRJNA731671 at NCBI.
DOI: 10.6084/m9.figshare.22547140.v2
title: Data and code for figures for "Conserving Southeast Asian trees requires mitigating both climate and land-use change"

description: The results and R code for visualising the results of the study "Conserving Southeast Asian trees requires mitigating both climate and land-use change".Main article doi: 10.1038/s41893-024-01417-4Abstract: The forests of Southeast Asia harbour high levels of species diversity, providing a plethora of ecosystem services. However, this biodiversity is threatened by both climate and land-use change, the impacts of which are poorly understood. We modelled 1498 tree species distributions under four Shared Socioeconomic Pathways (SSPs) with varying global change intensities, and classified species into 11 spatially associated groups. We found both global changes to cause severe losses in tree distributions. Only under SSP1-2.6, the sustainable pathway with low intensities in both global changes, were distribution losses mitigated. Unexpectedly, losses were overall greatest under intermediate climate change pathways SSP2-4.5 and SSP3-7.0 rather than under the most extreme pathway SSP5-8.5. This was because, although climate-driven losses were greatest under SSP5-8.5, land-use-driven losses were much more extensive under SSP2-4.5 and SSP3-7.0 than SSP5-8.5. Crucially, other than SSP1-2.6, each SSP led to worst-case scenarios for several species groups. Our findings highlight that to most effectively conserve Southeast Asian tree distributions, policymakers need to prioritise a sustainable pathway that mitigates both global changes.
DOI: 10.6084/m9.figshare.27844302.v4
title: Datasets and source data of MCRT

description: This repo contains the source result data and datasets involved in MCRT paper.
DOI: 10.6084/m9.figshare.28190303.v1
title: Electrically Chargeable Inorganic Persistent Luminescence in an Alternating Current Driven Electroluminescent Device

description: The dataset was used in Figs. 2-5 of the paper () in Communications Materials.<br>
DOI: 10.6084/m9.figshare.28785314.v3
title: Fecal samples of Crohn’s Disease (CD) or Inflammatory Bowel Disease (IBD) patients and healthy subjects without any disease from (Schirmer et al., 2017).

description: Visual exploratory analysis of Taxa‐Function relationships in fecal samples from Inflammatory Bowel Disease (IBD) and Crohn's Disease (CD) patients and healthy controlsWe used stratified taxonomic and functional profiles from the gut microbiome of fecal samples of patients with Crohn’s Disease (CD) or Inflammatory Bowel Disease (IBD) as well as healthy subjects without any disease from (Schirmer et al., 2017).
DOI: 10.6084/m9.figshare.5468536.v1
title: figure.rar

description: Prolonged culturing in vitro often leads to accumulation of genetic changes in cells. Although human multipotent mesenchymal stromal cells (hMSC) are considered as genetically stable, there is a risk of genomic instability and structural chromosome instability and, therefore, side effects of cell therapy associated with long-term effects. In this study, the karyotype, genetic variability and clone formation analyses have been carried out in the long-term culture MSC from human gingival mucosa.The immunophenotype and STR loci combination did not change during the process of cultivation. From passage 23 the proliferative activity of cultured MSCs was significantly reduced. From passage 12 of cultivation, clones of cells with stable chromosome aberrations have been identified and some of these (12%) are tetrasomy of chromosome 8. The random genetic and structural chromosomal aberrations and the spontaneous level of chromosomal aberrations in the hMSC long-term cultures were also described.
DOI: 10.17632/j483db9gdb
title: Data optimisation coagulation floculation

description: Description of Data for Coagulation-Flocculation Optimization
Data from coagulation-flocculation optimization consists of experimental measurements aimed at evaluating and improving the efficiency of the process for treating specific effluents. These data include the variables influencing the process, the parameters measured, and the results obtained.
1. Experimental Variables:
• pH: Variation of the solution's pH to identify the optimal range.
• Coagulant Dose: Quantity of coagulant used, expressed in mg/L or g/L.
• Flocculant Dose: Quantity of flocculant used, expressed in mg/L.
• Coagulation and Flocculation Times: Respective durations, typically in minutes.
• Stirring Speed: Speed used during the coagulation and flocculation steps, expressed in rpm.
2. Measured Parameters:
• Chemical Oxygen Demand (COD): Expressed in mg/L, evaluates the remaining organic load after treatment.
• Sulfides (S²⁻): Measurement of sulfide ions in effluents, expressed in mg/L, to analyze their removal efficiency.
3. Typical Results:
• Removal Percentages: Calculated for measured parameters, such as COD and sulfides, using the formula: Removal rate (%)=Ci−CfCi×100\text{Removal rate (\%)} = \frac{\text{Ci} - \text{Cf}}{\text{Ci}} \times 100Removal rate (%)=CiCi−Cf×100 Where Ci is the initial concentration and Cf is the final concentration after treatment.
• Optimal Conditions Identified: Conditions such as pH, coagulant and flocculant doses, agitation time, and stirring speed that maximize the efficiency of the process.
4. Analysis Methodology:
• Analysis of Variance (ANOVA): Used to assess the statistical impact of each parameter on removal performance.
• Comparison with Standards or Norms: Evaluating the data against established standards to validate treatment efficiency.
5. Use of Data:
• Process Optimization: Enhancing the efficiency of wastewater treatment processes.
• Performance Comparison: Evaluating the effectiveness of different coagulants and flocculants.
• Scientific Validation: Supporting research findings for publication and further studies.
DOI: 10.17632/m54rkgw7f3
title: Technical and environmental efficiency in agriculture: A case in Asia 

description: Data used for the study: Technical and environmental efficiency in agriculture: A case in Asia
DOI: 10.17632/mt2rpk4xyn
title: Microscopy and Spectroscopy of Ni-30Cr before and after Removal of Passivating Film

description: Data repository for npj article "Intergranular Corrosion of Ni-30Cr in High-Temperature Hydrogenated Water after Removing Surface Passivating Film" available under the DOI: 10.1038/s41529-024-00442-0. Raw APT, SEM, TEM, and EDS data are provided. Other formats are available upon reasonable request from the authors.
DOI: 10.17632/pjb7kt9mws
title: Replication package-The role of private and social incentives on students' test-taking effort

description: The replication package includes four data files (.dta format), four run scripts (.do format) and a ReadMe file (.txt format) to reproduce Tables 2 and 3 in the main text, Tables A1 and A2 in Appendix A, and the graphs in Figure 2. The data is obtained from a field experiment that was conducted during 2016-2018 at a public high school in Queensland, Australia. The article has more details.
DOI: 10.6084/m9.figshare.22267048.v1
title: glass_vi_010_025

description: A global land surface NDVI and EVI product ( 0.1°, 0.25°)
DOI: 10.6084/m9.figshare.24132423.v2
title: Dynamic characterization and interpretation for protein–RNA interactions across diverse cellular conditions using HDRNet

description: We collected 261 RNA binding site datasets from https://www.nature.com/articles/s41422-021-00476-y for 172 RBPs constructed using the same flag-marked technique in K562, HepG2, HEK293, HEK293T, HeLa and H9 cell lines from the ENCODE project and POSTAR. Of these datasets, there are 65 CLLP-seq datasets for 61 RBPs from POSTAR and 196 eCLIP datasets for 111 RBPs from the ENCODE project. In terms of the RBP binding data in tissues, the processed MBNL2 (Muscleblind Like Splicing Regulator 2) binding peak data in human brain tissues (GSE68890) were curated from POSTAR; the DGCR8 and HNRNPU binding data in human adrenal gland were collected from ENCODE; and the MBNL1 (Muscleblind Like Splicing Regulator 1) binding data in brain, heart, muscle, and myoblasts from mice were obtained from (GSE39911). These datasets were quality controlled and processed using a uniform pipeline to ensure consistent results.
DOI: 10.6084/m9.figshare.24746151.v1
title: Data from: Defenses of whirligig beetles against native and invasive frogs

description: Sugiura S, Hayashi M (2024) Defenses of whirligig beetles against native and invasive frogs. PeerJ (https://doi.org/10.7717/peerj.17214)
DOI: 10.17632/bgjmbfx93g
title: Data on players’ performance and gameplay in the free-to-play online videogame World of Tanks

description: The data in this dataset was extracted by web scraping from Noobmeter.com in January 2019. It encompasses data on “hardcore players”, those who have played the most. These data are filtered to avoid empty fields, but they have not been processed. Nonetheless, the database is ready to use. It could be used to draw statistics and conclusions on players’ performance, players’ habits with respect to vehicles, compare individual performance with team play or analyse the behaviour of players by types of vehicles. This database was used in Sánchez-Cartas (2019): Contests and Videogames: Analysis of the incentives to pay in free-to-play videogames. CAIT Working Paper .
DOI: 10.17632/j44rvwcpff
title: Commercial Sodium-ion Cell Ragone Characterization

description: Data for commercial Na-ion cell Ragone characterization, and comparison with Li-ion cell performance. Data supporting the results shown in the paper titled "Electrical characterization of a commercial Sodium-Ion cell with enhanced Ragone Plot analysis compared to Lithium-Ion cells".