cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27923985.v1
title: Tables.docx

description: The <b>Tables file</b> contains all tabular data included in the manuscript. Tables are an essential part of presenting quantitative and categorical data clearly and concisely.<b>Content</b>: The tables in this file display key data that support the findings of the research. This might include:<b>Descriptive statistics</b> (e.g., means, standard deviations, medians) for different treatment groups.<b>Raw data</b> or aggregated data used for statistical analysis.<b>Results of statistical tests</b> (e.g., p-values, confidence intervals) showing group comparisons.<b>Experimental details</b> (e.g., participant or animal characteristics, treatment groups).<b>Format</b>: Tables are typically provided in a <b>Word document</b>, <b>Excel file</b>, or <b>PDF</b>, depending on the journal's submission guidelines. Each table should be clearly labeled with a <b>Table number</b> (e.g., <b>Table 1</b>, <b>Table 2</b>, etc.) and a <b>table legend</b> that explains what the table represents.<b>Organization</b>: Each table is numbered and described within the file. The order of the tables should correspond to the order in which they are referenced in the manuscript text.<b>Table Legends</b>: Each table should have an accompanying legend explaining its contents in detail. This helps readers interpret the data presented in the table.
DOI: 10.6084/m9.figshare.28788245.v1
title: <b>Data Availability</b>

description: Data Availability Statement:The datasets and resources supporting this study are publicly available under the CC-BY 4.0 license via the following repositories:Primary Data & Figures:Raw in-situ measurements, satellite-derived CDOM products, and original figures (e.g., spatial maps, calibration plots) are hosted on Figshare.Reproducibility Resources:Python scripts for reproducing figures, preprocessing data, and training machine learning models (SVM, MLP, XGB, BRR, KRR).python scripts documenting the implementation of the Mixture Density Network (MDN) algorithm, including hyperparameter tuning and uncertainty quantification.Model Outputs & Validation:Pre-trained MDN model weights and architecture files.Validation metrics for all algorithms, alongside cross-validation results.This comprehensive archive ensures full transparency, reproducibility, and reuse potential for coastal CDOM retrieval studies.
DOI: 10.6084/m9.figshare.7378256.v1
title: ESBAM 2012

description: Wellbeing and Health Survey of Older adults from Peru
DOI: 10.17632/px3mmn6kg8
title: Soccer fan rivalry between two Mexican teams

description: Soccer is the most popular sport in Mexico, with over 55% of the population stating they are followers of one of the many first or second division teams, but even in this soccer-loving country, the city of Guadalajara stands out. Well-known players of the Mexican national team, such as Javier “Chicharito” Hernández, Rafa Márquez, and Andrés Guardado are products of the farm systems of the two current local teams: Guadalajara and Atlas.
Though both teams have a similar history, they are far apart in terms of successes. Guadalajara can boast 11 championships in those 100 years, while Atlas has only one, and that was obtained over 70 years ago.
Logic would say that Guadalajara would have many more fans than Atlas does, yet the city is almost evenly divided between the two. An online survey was conducted and respondents were 370 cases, 51.2% followers of Guadalajara and 48.8% of Club Atlas. The analysis shows significant statistical differences between motivations of fans of one team compared to the other.
DOI: 10.6084/m9.figshare.9885077.v1
title: Table S3 from Complementarity, completeness and quality of long-term faunal archives in an Asian biodiversity hotspot

description: Mammal "types" recorded in Hainan's historical gazetteer record.
DOI: 10.6084/m9.figshare.12479876.v1
title: Dataset for 'A genealogical approach to academic success'

description: Our genealogical data is drawn from the Mathematics Genealogy Project (MGP), an online database developed as a historicalrecord of scientists with a Ph.D. in mathematics to keep track of mentor-mentee relationships. Each scientist is registered by a unique ID. The project also records the instituteand country where the Ph.D. degree was obtained, the year in which the degree was obtained, and, often, the title and subject classification of the thesis.We use this dataset to study whether ancestry size and ancestry diversity affects future academic success of scientists.
DOI: 10.6084/m9.figshare.12936989.v1
title: Mechano-responsive hydrogen-bonding array of thermoplastic polyurethane elastomer captures both strength and self-healing

description: Self-repairable materials strive to emulate curable and resilient biological tissue; however, their performance is currently insufficient for commercialization purposes because mending and toughening are mutually exclusive. Here, we report a carbonate-type thermoplastic polyurethane elastomer that self-heals at 35 °C and exhibits tensile strength of 43 MPa. This elastomer is as strong as footwear soles. Distinctively, it has abundant carbonyl groups in soft-segments and is fully amorphous with negligible phase separation due to poor hard-segment stacking. It operates in dual mechano-responsive mode through a reversible disorder-to-order transition of its hydrogen-bonding array; it heals when static and toughens when dynamic. In static mode, non-crystalline hard segments promote dynamic exchange of disordered carbonyl hydrogen-bonds for self-healing. The amorphous phase forms stiff crystals when stretched through a transition that orders inter-chain hydrogen bonding. The phase and strain fully return to the pre-stressed state after release to repeat healing process.<b><br> </b>
DOI: 10.6084/m9.figshare.27187467.v1
title: DATA FILE OF THE PAPER "<b>The Spanish Riders’ Law: social movements, political process and ideological differences</b>"

description: <b>Data repository</b> of digital press news and phrases and icons used in the social network groups in which the research was conducted
DOI: 10.6084/m9.figshare.7471235.v2
title: Contributions of age of start, cognitive abilities and practice to musical task performance in childhood

description: This SPSS dataset supplements a manuscript submission to PLOS ONE (resubmitted on 23 Mar 2019), entitled 'Contributions of age of start, cognitive abilities and practice to musical task performance in childhood.' <br><br>Abstract:<br> p.p1 {margin: 0.0px 0.0px 0.0px 0.0px; text-indent: 36.0px; font: 12.0px 'Times New Roman'} Studies with adult musicians show that beginning lessons before age seven is associated with better performance on musical tasks and enhancement in auditory and motor brain regions. It is hypothesized that early training interacts with periods of heightened neural development to promote greater plasticity and better learning and performance later in life. However, we do not know whether such effects can be observed in childhood. Moreover, we do not know the degree to which such effects are related to training, or whether early training has different effects on particular musical skills depending on their cognitive, perceptual or motor requirements. To address these questions, we compared groups of child musicians who had started lessons earlier or later on age-normed tests of rhythm synchronization and melody discrimination. We also matched for age, years of experience, working memory and global cognitive ability. Results showed that children who started early performed better on simple melody discrimination and that scores on this task were predicted by both age of start (AoS) and cognitive ability. There was no effect of AoS for the more complex rhythm or transposed melody tasks, but these scores were significantly predicted by working memory ability, and for transposed melodies, by hours of weekly practice. These findings provide the first evidence that earlier AoS for music training in childhood results in enhancement of specific musical skills. Integrating these results with those for adult musicians, we hypothesize that early training has an immediate impact on simple melody discrimination skills that develop early, while more complex abilities, like synchronization and transposition require both further maturation and additional training.
DOI: 10.6084/m9.figshare.12782468.v1
title: Annotation practices in Android apps

description: Source code and data about our study on annotation practices in Android apps. The study has been published in Proceedings of 20th IEEE International Working Conference on Source Code Analysis & Manipulation (SCAM) , 2020. The artifact is also available at https://github.com/ualberta-smr/Android-Annotation-Study.
DOI: 10.6084/m9.figshare.20520963.v2
title: 5F-APINACA kin&pheno-HLM&MLM.xlsx

description: Files contain kinetic data for staedy-state metabolism of the synthetic cannabinoid receptor agonist 5F-APINACA using human or liver mouse microsomes. FIles also present for inhibitor phenotyping to assess P450 contirbtuions to metabolism. Dataused for analyses reported in Crosby, SV etal (2022) Metabolites, in press
DOI: 10.6084/m9.figshare.2065779.v1
title: Bayesian Inference for Assessing Effects of Email Marketing Campaigns

description: Email marketing has been an increasingly important tool for today’s businesses. In this article, we propose a counting-process-based Bayesian method for quantifying the effectiveness of email marketing campaigns in conjunction with customer characteristics. Our model explicitly addresses the seasonality of data, accounts for the impact of customer characteristics on their purchasing behavior, and evaluates effects of email offers as well as their interactions with customer characteristics. Using the proposed method, together with a propensity-score-based unit-matching technique for alleviating potential confounding, we analyze a large email marketing dataset of an online ticket marketplace to evaluate the short- and long-term effectiveness of their email campaigns. It is shown that email offers can increase customer purchase rate both immediately and during a longer term. Customers’ characteristics such as length of shopping history, purchase recency, average ticket price, average ticket count, and number of genres purchased also affect customers’ purchase rate. A strong positive interaction is uncovered between email offer and purchase recency, suggesting that customers who have been inactive recently are more likely to take advantage of promotional offers. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.24321319.v1
title: Geospatial data files for the historical distribution of Ostrea edulis reefs in Europe

description: This database contains shapefiles of estimated locations of historical Ostrea edulis oyster reef habitats (file names starting with ‘01’). These data were collected from diverse historical records, as outlined in the publications cited below.These data form part of the data collection "Historical distribution and habitat characteristics of Ostrea edulis reefs in Europe" 10.6084/m9.figshare.c.6884167which is the supporting data for the publications:https://doi.org/10.32942/X20W43https://doi.org/10.32942/X28C99The collection also includes:1. Location and descriptive data pertaining to historical records of the <i>Ostrea edulis</i> reef ecosystem: 10.6084/m9.figshare.243287682. Geospatial data resulting from the digitizing of the historical map collection Joubin L, Guérin-Ganivet J (2009). Cartes des gisements de coquilles comestibles des côtes de France. Ifremer. https://doi.org/10.12770/c502ed30-0d7d-11de-a4b1-000086f6a603Spatial data accessible at: 10.6084/m9.figshare.24328783<br>This database contains shapefiles of oyster habitat locations (file names starting with ‘01’).
DOI: 10.6084/m9.figshare.25941430.v1
title: <b>Complex relationship between habitat extent and fragmentation in recovering landscapes: The case of the giant panda</b>

description: The transformation of natural to human-dominated areas continues to be the leading driver of habitat loss and fragmentation, and ultimately species extinction. In response, numerous conservation efforts have emerged, many of which have been successful at recovering the habitat and populations of wildlife species. Nevertheless, while habitat recovery may reduce fragmentation, such outcome may not always occur due to the complexity in the relationship between habitat extent and fragmentation. Although this complexity has important consequences for conservation, it has predominantly been evaluated empirically in landscapes exhibiting habitat loss, not in recovering landscapes, and mostly at a single scale. Using the recovery of the habitat of a global conservation icon (giant pandas, Ailuropoda melanoleuca) as a demonstration, we empirically examined the complexity of the relationship between habitat extent and fragmentation from the perspective of habitat recovery. Our analysis was also performed at different spatial scales, ranging from the average home range of panda individuals to the entire geographic range of the species. Results show that fragmentation not only decreased but also increased with habitat recovery. Furthermore, the increase in fragmentation with an increase in habitat extent occurred at all scales analyzed, although it occurred more often under low (e.g., &lt; 50%) habitat extents and when the distance between newly formed and old habitat areas remained large with respect to the home range of individuals of the target species. In addition, giant pandas exhibited a lower probability of occupying areas that experienced habitat gains but that also increased in fragmentation. Therefore, the complex relationship between habitat extent and fragmentation needs to be properly considered for enhancing the positive outcomes, across multiple scales, of ongoing and future conservation and restoration programs.
DOI: 10.6084/m9.figshare.28942565.v2
title: 测序data.xlsx

description: miRNA 和 mRNA 测序的来源数据。
DOI: 10.17632/58b9xks7sz
title: OptDienE: Simulationsergebnisse der modellierten Varianten multivalenter Heizungskonzepte für ein Einfamilienhaus

description: Datenpublikation der OptDienE-Simulationen aus Arbeitspaket 3 (Modellierung und Simulation verschiedener multivalenter Heizungskonzepte für ein Einfamilienhaus mit biomassebasierter Einzelraumfeuerung). FKZ 03KB138

Data publication of simulations from project OptDienE, work package 3 (modeling and simulation of different multivalent heating concepts for a single-family house with biomass-based single-room stove). Research grant 03KB138
DOI: 10.17632/8yn985bwz5
title: SCAT dataset

description: The Swedish Civil Air Traffic Control (SCAT) dataset contains detailed data of almost 170,000 flights as well as weather forecasts and airspace data collected from the air traffic control system in the Swedish flight information region. The flight data includes system updated flight plans, clearances from air traffic control, surveillance data and trajectory prediction data. The data is divided into 13 different weeks of data spread over one year. The data is limited to scheduled flights where for example military and private aircraft has been removed from the recorded data.
DOI: 10.6084/m9.figshare.12612092.v1
title: EV Transformer Deep Learning Topic Classification Model Weights

description: Data includes deep learning weights for transformer neural network models, trained with EV charging station user reviews with human expert annotators to conduct multilabel topic classification. These weights accompany the paper titled "Topic Classification of Electric Vehicle Consumer Experiences with Transformer-Based Deep Learning".<br><br>
DOI: 10.6084/m9.figshare.25403620.v1
title: Acetic acid bacteria 61 genome pangenome annotations

description: Pangenome annotation output from anvi'o of 61 acetic acid bacteria genomes. Genomes are annotated with the COG database.
DOI: 10.6084/m9.figshare.23800287.v1
title: Scaling behaviour and control of nuclear wrinkles

description: This repository contains some of the data presented in the article 'Scaling behaviour and control of nuclear wrinkles' by the same authors in Nature Physics (2023). For more details on the methods, see the accompanying manuscript.plotData_spreadsheets.zip contains the experimental data used in plots.figure_tifs.zip contains full-resolution tif versions of the images shown in the article and supplementary material.point_clouds.zip contains the point cloud coordinates extracted from the 3d microscopy images. The point clouds represent the location of GFP-tagged nuclear pore complexes, and as such are a reliable proxy to infer the spatial organization of the nuclear envelope of the imaged cells. The included MATLAB code processes those point clouds and represents them using scalar spherical harmonics, outputting MATLAB cell arrays containing the spherical harmonic coefficients along with other experimentally relevant information. To execute, open and run `wrinklesMain.m' in MATLAB. You can select which folder to process, where to place the output and more by modifying the code.The data is split into 4 folders:1. WT_allData_through2022-03-01 contains the wild-type data from a range of developmental stages.0pt5xOsmolarity contains the hypotonic shock data1pt5xOsmolarity contains the hypertonic shock dataallColchicine contains the data from the microtubule inhibition assays.For simulation code, we point to https://github.com/NicoRomeo/d3shell.
DOI: 10.6084/m9.figshare.24124674.v1
title: S1 Table.xlsx

description: A hand-held MyotonPRO device (MyotonPRO, Myoton Ltd, Estonia) was programmed to perform a series of scans at regular intervals every second, each of which would consist of a short-duration (15 ms) impulse using a minimum amount of mechanical force (0.4 N) and gentle precompression (0.18 N). Based on the mechanical dynamic response method, it will provide a subsequent computation of parameters characterizing the PT's biomechanical (tissue/muscle tone, dynamic stiffness, and decrement) and viscoelastic properties (mechanical stress relaxation time and ratio of relaxation and deformation time). The multi-scan measurement consists of five individual measurements (the instrument generated five rapid mechanical impulses) and is automatically reported as the average of these observations. Multi-scan measurements were conducted five times for the three different stifle angles on both legs and groups. Following this, analysis was performed using the average of the five repetitions. Moreover, to prevent misinterpretation due to the stability factor, the leg that rested on the examination table was utilized as the standard for measuring. The same dog was subjected to two experimental procedures. All dogs were evaluated prior to rocuronium administration; this group is the control group. After completing all evaluations, rocuronium was delivered to the same dog, after which they represented the muscle relaxation group and underwent evaluations similar to those previously mentioned.The sample under consideration comprises five distinct dogs, denoted as A1, A2, A3, A4, and A5. Each of these canine subjects underwent a rigorous assessment protocol involving a total of five repetitions, with data collection conducted during each repetition. It is important to note that the data collected pertains to two distinct temporal states: "PRE," signifying measurements taken before being given by muscle relaxant, and "PO," representing measurements taken after the muscle relaxant administration. Furthermore, within each measurement session, the dogs were positioned in one of three specific postures: "N," denoting the normal or standing position; "E," indicating an extended position; and "F," representing a flexed position. These postures were carefully controlled to ensure consistency across all measurements, thereby enhancing the reliability and validity of the data acquired during this rigorous assessment process.
DOI: 10.6084/m9.figshare.24906441.v1
title: Triple Six Framework for Supply Chain 4.0 Implementation

description: Dataset used for development of Triple Six Framework for SC4.0
DOI: 10.6084/m9.figshare.27926556.v1
title: Extended data for "A systematic review of interventions targeting <i>Anopheles stephensi"</i>

description: These are the extended data of a paper analysing the literature on vector control interventions against An. stephensi.
DOI: 10.6084/m9.figshare.27988547.v1
title: Database of Scopus search - Stabilization of swine manure: A systematic review of its environmental impact and technological alternatives.

description: Inadequate management of pig fecal waste endangers human health and the environment, causing soil pollution, the spread of zoonoses and eutrophication of water sources. This nutrient-rich waste also contains antibiotic resistance genes (ARGs), which poses a significant risk to public health. This systematic review presents data on the physical-chemical and biological characterization of pig waste, with the aim of optimizing its use in stabilization processes, improving biological digestion and managing the presence of resistant bacteria. Operational parameters for the stabilization of waste are analyzed, including composting, production of biosolids and biogas. The results seek to identify problems and propose solutions for a more sustainable and efficient management of these wastes, thus protecting the environment and public health.
DOI: 10.6084/m9.figshare.8872376.v3
title: Input files for PCA, Structure and DAPC

description: Input files for PCA, Structure and DAPCData from: More than the eye can see: genomic insights into the drivers of genetic differentiation in Royal/Macaroni penguins across the Southern Ocean<br>
DOI: 10.25451/flinders.20514633.v1
title: Simplified Knowledge Translation Complexity Network Model

description: A figure outlining the knowledge translation complexity network model in a simplified way. Useful as a teaching resource or for use in publications and presentations to explain knowledge translation drawing on complexity and network concepts.
DOI: 10.6084/m9.figshare.3382906.v1
title: birth-death-dispersion cellular automata model with different spatial and temporal updating

description: <pre>C++ code for birth-death-dispersion cellular automata model with different spatial and temporal updating.</pre><pre><br></pre><pre><pre>Please cite the article if you use it: Ruxton, G. D. and Saravia, L. A. 1998. The need for biological realism in the updating of cellular automata models. - Ecological Modelling 107: 105-112. </pre><br></pre>
DOI: 10.6084/m9.figshare.9198806.v1
title: Fabian JEB 2019 data.xlsx

description: Data used for generating figures in Fabian et al., Properties of Predictive Gain Modulation in a Dragonfly Visual Neuron (2019). Submitted to the Journal of Experimental Biology.
DOI: 10.17632/c8x5tpvzmk
title: Location-based Tweets in Africa on COVID-19 Pandemic

description: The dataset describes 826,412 raw tweet posts matching COVID-19 and Lockdown between February 14, 2020, to August 14, 2020, from selected five African countries, including Nigeria, South Africa, Algeria, Egypt Sudan. It was cleaned to comprise 619,203 unique tweets relevant to researchers in data science, natural language processing, social science, informatics, tourism, and infodemiology.
DOI: 10.17632/sdh4xnbvpd
title: Experiencia: Jóvenes Resilientes: generadores de cambio

description: La experiencia Jóvenes resilientes: generadores de cambio, es una actividad significativa para los estudiantes que participan, propiciando espacios agradables y divertidos, para que se abran a nuevas experiencias, derrumbando barreras de corte emocional que los aprisionan y limitan para no sacar a la luz todo su potencial; de esta manera se ayuda para que los estudiantes visibilicen todas las herramientas que tienen para ser agentes de cambio en las comunidades intervenidas.
El impacto en las comunidades y el abordaje del desarrollo humano como experiencia generadora de cambio social y desarrollo sostenible.