cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13705168.v1
title: DAFI: a global database of anthropogenic fire

description: This data set is a global data set of anthropogenic fire. It is currently unpublished, but a paper is in preparation. For any use, please use the following citation:<br>Perkins, O, Pankhurst, A, Marshall, B, Smith, C, & Millington, J. 2020. DAFI: a global database of anthropogenic fire impacts. Unpublished data.<br><br>
DOI: 10.6084/m9.figshare.1452948.v1
title: Spatio-Temporal Public Transport Networks

description: <strong>Overview</strong> Datasets describing the time-varying properties of spatially embedded public transport networks. <strong>Networks</strong> Four public transport networks are provided. <em><strong>London Underground</strong></em>: Timetabled London Underground journeys for two days. Specifically, 2015-02-09 00:00 to 2015-02-11 00:00 (GMT).<em><strong>Paris Metro</strong></em>: Timetabled Paris Metro journeys for two days. Specifically, 2015-11-30 00:00 to 2015-12-02 00:00 (CET).<em><strong>New York Subway</strong></em>: Timetabled New York Subway journeys for two days. Specifically, 2015-11-30 00:00 to 2015-12-02 00:00 (EST). <em><strong>US Domestic Flights</strong></em>: Actual flights among 299 US airports over 10 days. Specifically, 2014-02-03 00:00 to 2014-02-13 00:00 (EST). This is derived from the Airline On-Time Performance data collected by the US Bureau of Transportation Statistics. <strong>Format</strong> Each dataset consits of two files. The "network" CSV file (*_stnet.csv.gz) describes the time-evolution of the network's topology. This includes the time-varying transit speed between two stations. This file is in the LMF Aggregate Format, a non-proprietary format for multiplex networks. The "coordinates" CSV file (*_coords.csv.gz) provides the geographic locations of each node. <strong>Additional information</strong> Additional detail specific to these transport networks is available here: http://mattjw.net/pub/stnets/
DOI: 10.6084/m9.figshare.25483678.v3
title: Project Dataset

description: Data were collected in summer 2022 at the Station de biologie des Laurentides de l’Université de Montréal (Saint-Hippolyte, Qc, CA). The experiments were carried out in the laboratory on wild caught pumpkinseed sunfish (<i>Lepomis gibbosus</i>). For each individual, data were recorded on time spent with infected and uninfected conspecifics, lake of origin, total and standard length, body mass, spleen mass, sex, number of cestodes, trematodes and other parasites (yellow grub, white grub, nematodes). The purposes of the data were to assess whether uninfected pumpkinseed sunfish display avoidance behaviour towards infected conspecifics, whether they can detect infection using chemical and/or visual cues and whether the expression of this behaviour is influenced by the level of parasite exposure of focal fish in their natural environment.For each fish (ID), 2 trials were done to measure the time spent with each type of conspecifics (infected and uninfected). We used visual and chemical cues separately.-Control 1: Unifected conspecifics VS No fish-Control 2: Infected conspecifics VS No fish-Treatment: Infected conspecifics VS Unifected conspecific
DOI: 10.6084/m9.figshare.27118281.v1
title: IGA data.zip

description: This paper introduces a pioneering approach that combines ex-situ synthesis with advanced manufacturing to develop mixed-matrix membranes (MMMs) ZIF67-PA12 composites, with the goal of enhancing hydrogen storage systems. One method involves producing MOF-PA12 composite powders through an in-situ process, which is then commonly used as base powder for powder bed fusion (PBF) to fabricate various structures. However, developing the in-situ MOF-PA12 matrix presents challenges, including limited spreadability and processability at higher MOF content, as well as reduced porosity due to pore blockage by polymers, ultimately diminishing hydrogen storage capacity. To overcome these issues, PBF is employed to form PA12 powder into films, followed by ex-situ direct synthesis of ZIF-67 onto these substrates at loadings exceeding those typically used in conventional MMM composites. In this study, ZIF-67 mass loadings ranging from 2 to 30wt% were synthesized on both PA12 powder and printed film substrates, with loadings on printed PA12 films extended up to 60wt%. This was done to explore a range of ZIF-67 to assess their impact on the properties of the composite, particularly for hydrogen storage applications. Our results demonstrate that the ex-situ synthesized ZIF67-PA12 composite MMMs, a final product for direct application which do not require the use of in-situ pre-synthesized powder for the PBF process, not only retain significant hydrogen storage capacities but also offer advantages in terms of repeatability, cost-efficiency, and ease of production. These findings highlight the potential of this innovative composite material as a practical and efficient solution for hydrogen storage, paving the way for advancements in energy storage technologies.
DOI: 10.6084/m9.figshare.5683765.v1
title: Supplementary Material for: Association between Loss of Skeletal Muscle Mass and Mortality and Tumor Recurrence in Hepatocellular Carcinoma: A Systematic Review and Meta-Analysis

description: <b><i>Background:</i></b> Hepatocellular carcinoma (HCC) has multiple prognostic factors, and there is an increase in knowledge about the body composition and physical status of patients with HCC. The present meta-analysis aimed to explore whether loss of skeletal muscle mass is associated with mortality and tumor recurrence in patients with HCC. <b><i>Method:</i></b> A systematic search was conducted for published literature using PubMed, Embase, and Scopus. We included cohort or case-control studies investigating patients with HCC. The primary and secondary outcomes were the associations of loss of skeletal muscle mass with overall survival and tumor recurrence, respectively, expressed by a summary hazard ratio (HR) and 95% confidence interval (CI). <b><i>Result:</i></b> A total of 13 studies comprising 3,111 patients were included. The summary HRs calculated by either univariate or multivariate analysis both suggested a significant association between sarcopenia and all-cause mortality (crude HR = 2.04, 95% CI: 1.74-2.38; adjusted HR = 1.95, 95% CI: 1.60-2.37). Similarly, loss of skeletal muscle mass was associated with tumor recurrence (crude HR = 1.85, 95% CI: 1.44-2.37; adjusted HR = 1.76, 95% CI: 1.27-2.45). The stratified analysis showed that treatment types and inclusion of body mass index or body weight in the Cox regression model did not modify both clinical outcomes. With an increase in cut-off values of muscle mass on computed tomography images (especially for male patients), there was an insignificant trend of stronger associations between loss of skeletal muscle mass and all-cause mortality. <b><i>Conclusion:</i></b> Loss of skeletal muscle mass is associated with increased all-cause mortality and tumor recurrence in patients with HCC. Further prospective studies incorporating measurements of muscle strength and physical function are warranted to see whether inclusion of both parameters better predicts the outcome than use of muscle mass only.
DOI: 10.17632/v8cv52frdh
title: Spatial Analysis of Energy Communities and Vulnerability in Spain

description: The central research question is: “In what socio-economic contexts linked to energy vulnerability collective action initiatives (CAIs) are distributed at the sub-regional level, and does this vary by type and scale of energy infrastructure?”. The study pursues three objectives: (1) allocate and map CAIs from knowledge inventories and local energy infrastructure configurations; (2) conduct evidence-based spatial analysis connecting socio-economic and energy vulnerability-related indicators with CAIs’ local energy configurations in Spain (3) apply parallel statistical normalization and standardization methods to compare and interpret energy vulnerability context across mapped units of Spanish municipalities.

The data represent mined, mapped and cleaned tabular data focusing on 8,131 municipalities across 52 provinces within Spain's 17 Autonomous Communities, used for aggregated spatial analysis. 
All_Spain_merged_table.csv contains:
- socio-economic indicators referred to energy vulnerability as energy justice analytical application [Atlas de distribución de renta de los hogares 2021; Population and Housing Census 2021; Atlas de la edificación residencial2011];
- allocated Collective Action Initiatives (CAIs) from ENBP All-European Inventory database [https://doi.org/10.18710/2CPQHQ]; and 
- municipal electricity energy generation mix, that has been processed from the Spanish public administrative register of electric power production facilities of Spain [https://energia.serviciosmin.gob.es/Pretor/] (67,868 registered records on Feb 2023).

Simplified_categories_of REGISTER_by_Real Decreto 413_2014.xls:
- categories explained used to codify exported data from the administrative register of electric power production facilities.

CAIs_and_Indicators_Correlation_Table.html:
- bivariate correlation analysis matrix of collected indicators for CAIs subsample.

Note: the 60M indicator’s (share of population below 60% of median income) limited data coverage (available for 49% of all municipalities and 77% of those with CAIs) restricted further analysis and was excluded from further mapping of categorized energy vulnerability based on SVI. Data availability for economic indicators varied, ranging from 82% (Gini index, mean income per household) to 99% (mean income per person); thus, missing values were estimated using linear regression (starting from version 3) to ensure a more complete dataset for analysis. 
Earlier versions of the CAIs_Sample.csv file contained discrepancies: missing economic indicator values (Gini and income) were incorrectly set to zero instead of treated as missing, and PV indicators showed shifted values across municipalities compared to the reference dataset. In version 4, missing values for all indicators were properly estimated using linear regression. The full-country sample file remained the reference throughout all versions. These issues have now been corrected, with limited indicators adjusted as described above.
DOI: 10.6084/m9.figshare.14376749.v2
title: Contemporary Global Syphilis Lineages 2021

description: Source files and Rnotebook for analysis of global Treponema pallidum subspecies pallidum genomic diversity, distribution and lineage dynamics "Global phylogeny of <i>Treponema pallidum</i> lineages reveals recent expansion and spread of contemporary syphilis" by M.A Beale et al, 2021
DOI: 10.6084/m9.figshare.25534855.v2
title: Diel CO<sub>2</sub> for 5 pre-alpine streams

description: <i>This study on diel dynamics of carbon dioxide in streams aimed to assess differences of CO</i><sub><em>2</em></sub><i> concentrations and diel dynamics at short spatial distances in streams. The CO</i><sub><em>2</em></sub><i> was measured in the water and the air at three sites located about 1 km apart in five pre-alpine streams in Austria. Based on the data, the CO</i><sub><em>2</em></sub><i> fluxes at the air-water interface were calculated and compared between calculations based on a fixed atmospheric CO</i><sub><em>2</em></sub><i> value taken from an observatory (common approach in the field) and the measured one.</i><i>Three automatic monitoring stations were set up in each stream that measured CO</i><sub><em>2</em></sub><i> in the water and air, oxygen and temperature in the water and light and temperature in the air. The monitoring stations were set with 1 km distances among them and run for two to three days.</i>
DOI: 10.6084/m9.figshare.5125060.v1
title: Supplementary Material for: Chronische Bauchschmerzen: Psychosoziale Belastung und behandlungsinduzierte Veränderungen in der Krankheitsbewältigung

description: <b><i>Hintergrund: </i></b>Chronische Bauchschmerzen (CBS) sind im Kindesalter nicht nur weit verbreitet, sondern auch sehr stabil. Insbesondere psychosoziale Funktionseinschränkungen wie ein erhöhtes Stresserleben belasten die Kinder und deren Eltern und erschweren das Krankheitsmanagement; weitere komorbide Störungen können sich entwickeln. Dies legt nahe, dass eine Behandlung frühzeitig einsetzen und zudem auch die psychosozialen Aspekte mit berücksichtigen muss. Vor diesem Hintergrund wurde das kognitiv-behaviorale, kindzentrierte Gruppenprogramm «Stopp den Schmerz mit Happy-Pingu» entwickelt und evaluiert. Wie ist die psychosoziale Situation der betroffenen Kinder? Ist das kognitiv-behaviorale Programm in der Lage, psychosoziale Einschränkungen zu verbessern? <b><i>Methodik: </i></b>Das Programm besteht aus 6 Sitzungen für die Kinder sowie 1 Elternabend; die Trainingssitzungen fanden 1-mal wöchentlich statt. Im Rahmen einer randomisierten kontrollierten Studie wurde das Programm an 29 Kindern im Alter zwischen 6 und 12 Jahren auf seine Wirksamkeit hin überprüft. Die Evaluation erfolgte anhand eines Vergleiches zwischen Interventionsgruppe (IG) und Wartekontrollgruppe (WKG) zu den 3 Messzeitpunkten T1 (Prä), T2 (Post) und T3 (3-Monats-Follow-up). <b><i>Ergebnisse: </i></b>Bei den Kindern traten vor allem emotionale Probleme gehäuft auf. Die Akzeptanz des Programms war sehr hoch. Teilnehmer der IG erlebten im Vergleich zur WKG eine signifikante Verbesserung des Stresserlebens und der Coping-Strategien. Die Effektstärken sind überwiegend mittel bis hoch. <b><i>Schlussfolgerungen: </i></b>Multimodale kognitiv-behaviorale Ansätze scheinen geeignet, um Kinder mit CBS erfolgreich zu behandeln. Weitere kontrollierte Studien sollten unter anderem klären, welche Trainingselemente konkret für die Schmerzreduktion verantwortlich sind.
DOI: 10.6084/m9.figshare.8052377.v1
title: Appendix 1 from Repeated evolution of drag reduction at the air–water interface in diving kingfishers

description: Specimen details and morphometric and physical model deceleration data
DOI: 10.17632/6cxf6ptthf
title: Interannual dynamics of the Yellow River turbid plume

description: Research data:1. Satellite Images 2. Runoff and sediment load data 3. Current and wind field data
DOI: 10.17632/cts42p7h5y
title: Anthropomorphism as differentiation strategy for standardized reusable glass containers

description: Our research model investigates the following hypotheses:
H1. An anthropomorphized label design of standardized packaging positively affects brand attitude. 
H2. An anthropomorphized label design of standardized packaging positively affects brand interest. 
H3. Brand attitude (a) and brand interest (b) mediate the impact of anthropomorphized label design of standardized packaging on purchase intention. 
H4. Brand attitude and brand interest sequentially mediate the impact of anthropomorphized label design of standardized packaging on purchase intention. 
The empirical study employed a one-factor (two-level) between-subjects design with anthropomorphism of the product label representing the manipulated variable. One-hundred fifty-one participants, recruited through the online platform “click-worker" participated in the experiment for a renumeration of 30 cents. 
H1 and H2 were tested with a MANOVA.
All hypotheses were part of a serial mediation analysis using PROCESS macro model 6 (A dummy for the two conditions was the independent variable, brand interest was specified as the first mediator, brand attitude represented the second mediator, and purchase intention was included as the dependent variable).
DOI: 10.17632/rv89pk8cj2
title: Spontaneous behavioral coordination between pedestrians emerges through mutual anticipation rather than mutual gaze

description: Data file S1. Raw data for the body movement trajectories. This includes frame number, x and y coordinates (cm), and role ID in each row. The role ID is 0 if the individual is P2, 1 if the individual is P1 under the BASE condition, 2 if the individual is P1 under the NMG condition, and 3 if the individual is P1 under the NMA condition. 

Data file S2. Raw data for the post-experiment questionnaire. This includes individual ID and ratings for NMA, BASE, and NMG conditions in each row. 

Data file S3. Raw data for the P2’s gaze points on the video surface. This includes frame number, x and y coordinates (pixel), and individual ID in each row. The coordinate is (-1.0, -1.0) if data was lost. The origin of the pixel coordinates is the top left corner of the video surface.

Data file S4. Raw data for the P1’s head positions on the video surface. This includes frame number, x and y coordinates (pixel), and individual ID in each row. The origin of the pixel-coordinates is the top left corner of the video surface.
DOI: 10.17632/wm7h5thfw8
title: Solid Waste Management Policy and Modelling - SLR

description: This is a literature dataset on solid waste management policy and modelling extracted from WoS, Scopus, and Dimensions. The data set includes the biblioshiny report featured by R.
DOI: 10.6084/m9.figshare.13344245.v2
title: KEGG Pathways enriched in module 6

description: KEGG Pathways (using Enrichr website) enriched in module 6, which had exclusively conserved co-expression between its 86 genes. Gene expression data from microarray, comparing AD and normal.
DOI: 10.6084/m9.figshare.28139807.v2
title: Dataset of filamentous cyanobacteria density and N2 fixation rates on the ECS shelf during spring and autumn in 2021

description: The filamentous cyanobacteria density and N<sub>2</sub> fixation rates in the ECS during Spring and Autumn of 2021.
DOI: 10.6084/m9.figshare.28502615.v1
title: D​ataset

description: The virtual data and real data required for training
DOI: 10.6084/m9.figshare.7137878.v2
title: FINAL ECG RESULTS.xlsx

description: These are the results from our research on ECG RR and JT intervals variation in yoga poses and between them in young healthy women.We had 22 participants (women) in this study. We used ECG recording device to monitor their cardiovascular response while doing different yoga poses. Women were instructed to do 10 minutes relaxation in Savasana following warm up doing Surya Namaskar, and after that - doing 12 different yoga poses with rest pauses between them. Savasana and each yoga pose were analyzed in the means of RR and JT intervals and these results are in data we provided. We exported ECG data from the recorder via Kaunas Kruvis program. This research was approved by Lithuanian University of Health Sciences Biomedical Research Ethics Commitee (2013-10-11, No. BEC-SRFP (M) - 25).
DOI: 10.17632/4h68fmktwh
title: Data for: Context-based information generation from construction site images using unmanned aerial vehicle (UAV)-acquired data and image captioning

description: The dataset consists of 1,431 UAV-acquired construction site images and 8,601 captions describing the regions of the images. It contains five types of text information on construction resources, as well as their identification and position information.
DOI: 10.17632/tkzvxt5dfc
title: Altered Proportioning of Soil Solidification Rock: Mechanics and Sulfate Erosion Resistance Durability of Recycled Aggregate Concrete Under All-Replacement Cement Condition

description: This study investigates the material properties of different types of Soil Solidification Rock (SSR) in comparison with Portland Cement (OPC), using techniques such as X-ray fluorescence spectroscopy (XRF), X-ray diffraction (XRD), Scanning Electron Microscopy (SEM), and Energy Dispersive Spectroscopy (EDS). The strength and calcium-silicon ratio of the SSR paste was determined, and its overall quality was comprehensively evaluated. Under the condition of 9% SSR incorporation, recycled aggregate completely replaced natural aggregate, allowing for an in-depth analysis of the effects of different SSR types on the mechanical properties and sulfate resistance durability of recycled aggregate concrete (RAC). The results indicate that factors such as the water-binder ratio, calcium-silicon ratio, and the content of fly ash and steel slag significantly affect SSR performance. The optimal hydration reaction occurred with a water-cement ratio of 0.55. Additionally, when the calcium-silicon ratio was below 3, higher values correlated with increased 28-day strength of SSR mortar. Consequently, the calcium-silicon ratio can serve as a key index for evaluating SSR quality. Soil Solidification Rock Recycled Aggregate Concrete (SSR RAC) with approximately 30% fly ash content achieved an unconfined compressive strength (UCS) exceeding 15 MPa. However, fly ash and steel slag contents above 30% led to reduced compressive strength. For fly ash content of 30% or less, increasing fly ash content improved sulfate corrosion resistance in SSR RAC. Furthermore, the metal oxide content in the SSR RAC should be controlled within 20% to 30% for optimal performance.
DOI: 10.6084/m9.figshare.20562633.v2
title: Assisted voting data from Chilean Presidential and Constitutional Convention election in 2021

description: The raw data can be imported in an R environment by sourcing the data.R file. This handles reading the raw CSV file coming from REDCap along with the original labeling and formatting information; there is a final cleanup before the dataset is ready for processing. <br> --- <br> The present study aims to describe and discuss the voting experiences of people with disabilities in Chile during two of the national elections which took place in 2021. This study explores whether people with disabilities in Chile know and use assisted voting, the main legal tool at their disposal to facilitate their right to vote. The results suggest that despite the existence of legal provisions and special protocols created to facilitate voting for people with disabilities, there are still multiple barriers that hinder their interaction with the Chilean electoral system. While some barriers are related to non-compliance of provisions and protocols, pointing to implementation gaps, other barriers are related to the design of the electoral system, suggesting the need to push for its reform to create a more inclusive electoral system.
DOI: 10.6084/m9.figshare.5729124.v1
title: Serval (Leptailurus serval) camera trap and live trap dataset at Secunda, South Africa

description: This fileset contains the data and code used to conduct the analyses presented in:<br>Loock, D.J.E., Williams, S.T., Emslie, K., Matthews, W.S., and Swanepoel, L.H, (2018) Carnivore population density highlights the conservation value of industrialised sites. Scientific Reports 8, 1-9. doi: 10.1038/s41598-018-34936-0. Available at https://www.nature.com/articles/s41598-018-34936-0.<br>A preprint of the paper is available at bioRxiv: https://doi.org/10.1101/260729. <br>This study presents data on the serval population density and demography at Sasol Secunda Operations Plant, South Africa.<br><br>For further information please see this paper, or email Sam Williams (samual.t.williams@gmail.com), Daan Loock (daanje.l@mweb.co.za), or Lourens Swanepoel (lourens.swanepoel.univen@gmail.com).
DOI: 10.17632/3k8z2gj2v3
title: End-to-end data collection

description: This research data is utilized in the article 'An End-to-End Direct Reinforcement Learning Approach for Multi-factor Based Portfolio Management.' It consists of stock market data from China and the United States, and includes macroeconomic data, financial indicators of the index, and trading data of the index. The article integrates multi-factor models with direct reinforcement learning to formulate an end-to-end portfolio management algorithm, which diverges from traditional prediction-then-optimize approaches. We employ this algorithm for empirical testing in both the Chinese and U.S. stock markets. The dataset encompasses the original data of asset prices and selected factors selected in the article.