cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hws49dsfvc
title: Performance Data of a SWRO arising from Wave Powered Desalinisation

description: Data Context – The data repository contains the processed datasets generated during the experimental testing of the SWRO membrane using the experimental setup and variables described and presented in this paper. 
Data Creation – The data was created from a series of experiments spanning 2022. The controlled and measured variables include; Feed flow (L/min), Brine flow (L/min)	, Feed pressure (Bar), Brine Pressure (Bar), 	Permeate flow (L/min), Permeate salinity (ppm), Brine salinity (ppm), Temp (degree C), Perecentage recovery (%), Salt rejection (%).
Four Excel Workbooks are provided as per Table 6.
Table 6: Data repository file names and brief description. 
File Name:	Description of Data:
Fig 3 (a) [PNG]	Schematic of the experimental set up
Fig 3 (b) [JPEG]	Physical setup as used in the laboratory
Membrane_integrity [.xlsx]	Three spreadsheets with the SWRO membrane performance during steady operating conditions when new, after sinusoidal experiments and after rectified sinusoidal experiments. 
Rectified_sinusoidal [.xlsx]	One spreadsheet with the SWRO membrane performance for variable rectified sinusoidal periods ranging from 7.5- 30s at feed flows of 6 L/min – 10 L/min. 
Sinusoidal 
[.xlsx]	Three spreadsheets with the SWRO membrane performance at 8, 10 and 12 L/min variable feed flow, oscillating by 1-3 L/min and sinusoidal periods of 7.5s-30s. 
Steady_Flow
[.xlsx]	Three spreadsheets with the SWRO membrane performance during steady operating conditions. Spreadsheets provide all values, constant flow scenarios (feed flow is maintained constant and feed pressure is varied between each test) and constant pressure scenarios (feed pressure is maintained constant and feed flow is varied between experiments. . 

Data Processing – The results presented are processed results and comprise of a time average 5 minute period once stability has been achieved through the system.
DOI: 10.17632/ykmywfnbbf
title: Behavioral and psychosocial predictors of depression in Bangladeshi medical students: a cross-sectional study

description: Background: Depression, stress, and anxiety were found in a large number of medical undergraduate students, indicating a neglected aspect of their psychology that required immediate attention. The goal of this study was to find out the prevalence of depression among medical students, as well as potential psychosocial and behavioral predictors for depression.
Methods:   This cross-sectional study was conducted from July to November 2021 among 840 randomly selected medical students from four medical colleges by stratified random sampling. Data were collected using semi-structured, self-administered questionnaire and were analyzed through the spss v-23 software. Multiple regression was performed to assess the effect of several behavioral and psychosocial factors on depression. 
Results: Among 840 study participants, 55.7%, n= 468 were female and 44.3%, n= 372 was male. According to the data, the prevalence of depression, anxiety, perceived stress among medical students was found 28.8 percent, 65 percent and 85 percent respectively. There is a strong link between depression and anxiety, stress, poor sleep quality, poor academic performance, and a negative social and romantic relationship status. 
Conclusion: A significant number of medical students are depressed. In order to prevent and treat depression, medical students should be screened for depression and its associated factors.
DOI: 10.17632/vw4pyf5xr6
title: Data for: Validation of an integrated simulation model for aircraft noise and engine emissions

description: Data base of aircraft noise measurements, noise data simulation.
DOI: 10.17632/wj4x73mbnc
title: Crystal structure of the LSD1/CoREST histone demethylase bound to its nucleosome substrate. Kim et al
DOI: 10.17632/9skfrvh3ww
title: Mediación y Resolución de Conflictos.

description: Los seres humanos son inminentemente sociales, interactúan y se relacionan con su entorno, un componente fundamental para desarrollar las interacciones es la comunicación, sin esta no habría manera de relacionarse y abrirse al mundo. Es inminente utilizar herramientas de comunicación para resignificar la trasformación de conflictos y el papel de mediador como sujeto empático y comunicador eficaz.
DOI: 10.17632/h4zwwvzzk2
title: Content popularity prediction

description: FGC's components(vectorized image, vectorized text, time,  and engagement features) from Instagram
DOI: 10.17632/jy7cnbkmdj
title: Multilayer Annotation Strategy AnnoSePS: Disentangling the Intricate Structure of Selenium-Containing Polysaccharides Based on Preferential Fragmentation Patterns

description: Precision mapping of selenium at structural and position levels poses significant challenges in selenium-containing polysaccharides identification. Due to the absence of reference spectra, database-centric approaches are still limited in the discovery of selenium binding sites and distinction among different isomeric structures. Multilayer annotation strategy AnnoSePS is proposed for achieving the identification of seleno-substituent and the unbiased profiling of polysaccharides. Applying Snoop-triggered multiple reaction monitoring (Snoop-MRM) identified multidimensional monosaccharides in selenium-containing polysaccharides. Galactose, galacturonic acid, and glucose were the predominant monosaccharides with a molar ratio of 25.19, 19.45, and 11.72, respectively. Selenium present in seleno-rhamnose was found to substitute the hydroxyl group located at C-1 positions through the formation of a Se–H bond. Ions C6H9O3Se−, C6H7O3Se−, C5H5O3Se−, C4H5O2Se−, C3H5O2Se−, C2H3O2Se−, and CHOSe− were defined as the characteristic fragments of seleno-rhamnose. Agglomerative hierarchical clustering algorithm is applied to group spectra from each run based on the characteristic information. Preferential fragmentation patterns in Mass Spectrometry are revealed by training a probabilistic model. A list of candidate oligosaccharides is generated by step-by-step browsing through the transition pairs for all reference spectra and applying the transitions (addition, insertion, removal, and substitution) to reference structures. Combining time course analysis revealed the linkage composition of selenium-containing oligosaccharides. Glycosidic linkages were annotated based on a synthesis-driven approach. T-Galactose (16.67 ± 5.23%) and T-Galacturonic acid (11.54 ± 4.66%) were the predominant linkage residues. As the database-independent mapping strategy, AnnoSePS makes it possible to comprehensively interrogate spectral data and dissect the fine structure of selenium-containing polysaccharides.
DOI: 10.17632/rxzzct2g56
title: Supplementary figure

description: Supplementary Figure. Monthly number of fungal culture results from persons with suspected tinea capitis and percent positivity in a large national commercial laboratory dataset — United States, March 1, 2019–October 31, 2022
DOI: 10.6084/m9.figshare.26928469.v1
title: ice8p350.gro

description: Configuration of a simulation equilibrated at 8 GPa and 350K
DOI: 10.17632/dm7h8d7jcx
title: Evaluating Cultural Heritage Vulnerability and Flood Exposure in the Vesdre Valley, Belgium: A Dataset from the 2021 Flood Event

description: This dataset provides comprehensive data on cultural heritage (CH) vulnerability and flood risk analysis for the Vesdre Valley in Belgium. The study area covers approximately 700 km², with the River Vesdre flowing 70 km through the region. The dataset includes information on the impacts of the July 2021 flood event, specifically the low-pressure system ‘Bernd,’ which caused severe flooding in several European regions, including the Vesdre Valley.
Data Sources:
• Spatial Data: Official flood hazard map updated on 7 July 2022, based on field surveys, drone imagery, and spatial interpolation. Data available from the Wallonia geoportal WalOnMap and the local statistical information portal WalStat.
• Statistical Units: The dataset is organized by 531 statistical units, with varying sizes from 4 to 5851 ha. Key statistics include the number of households and areas affected by the flood.
Data Processing and Analysis:
• Software Used: QGIS for data processing and visualization, RStudio for statistical analysis.
• Analytical Framework: Includes CH concentration mapping, vulnerability classification using principal component analysis (PCA), socio-economic disparity assessment, and household exposure analysis.
• Metrics Calculated: Gross and net concentration of CH assets, area-based vulnerability, socio-economic deprivation index, and comparative environmental risk index (CERI).
Methodology:
1. Gross and Net Concentration: Calculation of CH concentration by statistical unit, considering both point data (designated heritage) and area-based data (heritage sites).
2. Vulnerability Analysis: Assessment of CH and area-based vulnerabilities using spatial and statistical methods.
3. Socio-economic Disparity: Analysis based on 23 indicators of socio-economic status.
4. Exposure to Flooding: Calculation of household exposure and correlation with CH vulnerability.
5. Comparative Environmental Risk Index: Analysis of the relationship between socio-economic deprivation, CH vulnerability, and flood exposure.
Results:
• Concentration of CH: Spatial distribution of built and natural heritage assets in the Vesdre Valley, highlighting areas with high concentration and vulnerability.
• Flood Impact: Analysis of flood effects on CH assets and socio-economically deprived populations, with a focus on areas requiring targeted interventions.
• Multidimensional Vulnerability: Integration of CH vulnerability, area-based vulnerability, and socio-economic deprivation to identify high-risk zones.
Contact Information:
For any queries regarding the dataset, please contact:
GINZARLY Manal
University of Liège
Manal.Ginzarly@uliege.be
ORCID iD 0000-0003-3693-9258
DOI: 10.17632/rj726bg5pk
title: Effect of race on Gaze Cueing in adults with high and low autistic traits

description: In an online study we investigated in White Italian adults whether individuals with high autistic traits (measured by the Autism spectrum Quotient) show reduced implicit racial bias (measured by the Implicit Association Test) and if this bias would lead to differences in the gaze cueing effect (GCE) triggered by gaze direction of faces of different races. Results showed that participants with high and low-medium autistic traits had the same ingroup bias. Interestingly, females with high autistic traits showed a significant GCE only for White faces. However, with Black cueing faces when the AQ score increased the GCE decreased or was absent. In females, higher level of autistic traits is associated with a reduced ability to orient attention toward the outgroup.
DOI: 10.17632/z59b9nd6s9
title: Spatio-temporal level variations of the Martian Seasonal South Polar Cap

description: Products and codes for visualization from Xiao et al. (2021, submitted to GRL in October 2021) titled "Spatio-temporal level variations of the Martian Seasonal South Polar Cap from co-registration of MOLA profiles".

The descriptions below come in the order of the folders in the shared file: 

Folder "Animation_spatial_temporal_level_variation_SSPC" contains the gif animation of the spatio-temporal evolution of the level of the SSPC from MY24 to MY25. 

Folder "Bulk_density_map_SSPC" contains the text file with longitude, latitude, bulk density, and the bash script for visualization the spatial distribution of the bulk density of the SSPC during its recession phase using GMT6.1.

Folder "Interannual_peak_level_change_SSPC" contains the text files with longitude, latitude, (precision of the) interannaul peak level change, and the bash scripts for visualization the interannual peak level change of the SSPC from Martian Year (MY) 24 to MY25 and its associated precision using GMT6.1.

Folder "Maximum_level_SSPC" contains the text files with longitude, latitude, (precision of the) maximum level, and the bash scripts for visualization the maximum level of the SSPC and its associated precision using GMT6.1.

Folder "Shapefile_for_Residual_South_Polar_Cap" contains the sahpefile for the boundary of the Residual South Polar Cap which can be plotted on the map products for reference. Source from Skinner Jr. et al., 2006.

Folder "SP_topography_from_self_registration_of_MOLA_profiles" contains the reference DTM from the self-registration of the reprocessed MOLA profiles from 60°S to 90°S in GeoTiff format, and the bash script for visualization the topography using GMT6.1.

Folder "Tempoal_level_variation_at_grid_elements" contains a zip file of csv files on the temporal level variations of the Martian Seasonal South Polar Cap (SSPC) at each grid element of 10° in longitude and 0.5° in latitude from 60°S to 87°S. Latitude and longitude of the center of the grid element can be calculated using the second and third numbers in each csv file name as Lat = -87 + (2nd_Num-1)*0.5° and Lon = (3rd_Num-1)*10 + 5°. Here, the 2nd_Num ranges from 1 to 55 and the 3rd_Num ranges from 1 to 36. The label for each csv file is
## ls_binned (solar longitude in deg) ## h_series_binned (the temporal level in m) ## error_h_series_binned (precision measured as the scaled median absolute deviation in m) ## lower_limit (h_series_binned minus error_h_series_binned in m) ## upper_limit (h_series_binned plus error_h_series_binned in m).
DOI: 10.17632/8knkngvv62
title: Revealing Job satisfaction among Optometrists through moderation of Person-Organization fit

description: Purpose: This study aims to provide baseline data for welfare of optometrists and enhancement of working environment by grasping the effects of all dimensions of employee empowerment on professional job satisfaction through moderation of person-organization fit.  The research model is supported with a theory called JCM (Job characteristic model).
Research Design: This study used a structured questionnaire to collect data from optometrists, employed on any level in Pakistan. Respondents were asked to answer 5-point Likert scale questions regarding person-organization fit, employee empowerment, and job satisfaction. The collected data is analyzed through advanced statistical software SPSS & Smart PLS.
Findings: The statistics showed that more than half of the optometrists (51.2%) in Pakistan are not satisfied with their job. The greater mean scores of all dimensions of employee empowerment showed that Optometrists are generally empowered at their job. They also have an impact over the workplace and work they do. Despite of all this it was found that there is low level of job satisfaction among optometrists. Furthermore the role of P-O Fit as moderator was also not established. The control variables showed the significant association of pay package with job satisfaction. We can conclude from this study that despite of being psychological empowered, Optometrists are not satisfied with their job due to low pay packages.
Implications: The findings of this study can be helpful for monitoring bodies to enhance their employee’s productivity and job satisfaction. They are recommended to take measures to empower their employees and develop policies regarding optometric practices and their growing needs. Strategic planning and effective management of human resources for eye-health in Pakistan are essential in the development of quality eye-health systems and the provision of high-quality eye care services.
DOI: 10.17632/9wy2v6tpxk
title: Data for: HTO and Selenate Diffusion Through Compacted Na-, Na-Ca-, and Ca-Montmorillonite

description: This dataset contains raw data from through-diffusion experiments. Through-diffusion experiments with tritiated water (HTO, conservative tracer) and Se(VI) were conducted with a well-characterized, purified montmorillonite source clay (SWy-2) under a constant ionic strength (0.1 M) and three different electrolyte compositions: Na+, Ca2+, and a Na+-Ca2+ mixture at pH 6.5 in order to probe the effects of electrolyte composition and interlayer cation composition on clay microstructure, Se(VI) aqueous speciation, and ultimately diffusion. Four data files (.csv) are provided, including: dd.csv (data dictionary which provides definitions for the column headers); 
SeVI_diffusion_data.csv (Se diffusion data); HTO_diffusion_data.csv (tritiated water (HTO) diffusion data); and Se_clay_profiles.csv (Se concentrations in clay profiles).
DOI: 10.17632/s7chktmb6x
title: BIOMEX-DB

description: This datasets gathers simultaneously acquired records of EEG and voice signals for 51 Spanish-speaking Latinos , 25 female, aged between 16 and 61 years old ( mean: 29.7 SD: 10.9) , 5 declared left-handed, 3 declared ambidextrous, the rest right-handed. Video feed is also available for 39 users. Users sat in front of a monitor at a distance of approx. 1 m., wearing an Emotiv Epoc headset. Two different session were recorded for each user. For both of them the sequence of events was established as follows: 1) The volunteer is asked to wait for an acoustic signal indicating the recording session start. 2) After the signal is emitted, the user must stay as still as possible, while relaxing with eyes closed for a period of 10 seconds, until the next acoustic signal. 3) Now, with eyes opened, the user must stay relaxed for a second period of 10 seconds. 4) After this, another signal is emitted and a series of non-sequential whole numbers between 0 and 9 is presented on the screen. The user has to pronounce the displayed number. The difference between sessions lies on the length of the numbers series. For the first session, ten digits are presented, whilst for the second one, four digits per chain are presented. 5) After a series is completed, the user is granted a relaxation period of 5 seconds to breath and swallow. 6) The next series is presented 7) steps 4 to 6 are repeated until 10 sequences are completed. Each compressed file in this dataset includes the records for each of the volunteers, organized in three sub-folders: EEG, Video and Voice. EEG folder includes the EDF and CSV for the recorded sessions. For users for which video records are available, the Video folder includes an MP4 file for each of the series, as well as a .MAT file with the time stamps for the events in the file. Voice folders include .WAV files for each digits-series and their respective .LAB files. More extensive information and further details can be obtained by contacting the corresponding author.
DOI: 10.17632/5hcgnft876
title: Comparative Evaluation of Antioxidant Activities, antimicrobial activity and Phytochemical Contents of Carica papaya Grown With and Without Fertilizers

description: This project investigates the comparative antioxidant and antibacterial potential of Carica papaya fruits cultivated with and without the use of fertilizers. The growing interest in organic farming and natural therapeutics highlights the need to understand how cultivation practices influence the bioactive profile of medicinal fruits. In this study, papaya fruits were subjected to solvent extraction using acetone, methanol, and ethyl acetate to obtain phytochemical-rich extracts. The research focused on quantifying total phenolic content (TPC), total flavonoid content (TFC), and antioxidant activities through assays such as DPPH radical scavenging, ferric reducing antioxidant power (FRAP), and total antioxidant capacity (TAC). Additionally, the antibacterial efficacy of the extracts was evaluated against Escherichia coli and Staphylococcus aureus using the Minimum Inhibitory Concentration (MIC) and Minimum Bactericidal Concentration (MBC) methods. Sterility checks were conducted to ensure extract purity before microbiological testing. The project aims to establish a correlation between organic cultivation practices and the enhancement of bioactive compounds in Carica papaya, thereby supporting its application in the development of natural antioxidant and antimicrobial formulations.
DOI: 10.17632/9p3m5vgsyf
title: Pseudo data for "Corporate responses to stock price fragility"

description: Replication files and pseudo data for Friberg, Golstein and Hankins, 2024, "Corporate responses to stock price fragility", Journal of Financial Economics
DOI: 10.17632/vfszbj9b36
title: Phishing URL dataset

description: Phishing URL dataset exclusively contains 54,807 URLs identified as phishing, providing a focused resource for studying and combating malicious online activities. Meanwhile, the URL dataset comprises 450,176 URLs sourced from various platforms, including PhisTank, the Majestic Million, and other pertinent sources. Each URL in the dataset is meticulously categorized as either "phishing" or "legitimate." Among these URLs, 104,438 have been flagged as phishing URLs, indicating malicious intent, while the remaining 345,738 URLs are classified as legitimate, denoting non-malicious or benign activity. This extensive dataset, drawn from multiple reputable sources, serves as a crucial asset for cybersecurity researchers and practitioners, facilitating the development and validation of advanced techniques for effectively detecting and mitigating phishing attacks.
DOI: 10.17632/dbjyfkn6jr
title: Data for: A Low Shot Learning Method for Tea Leaf’s Disease Identification

description: The data contain 120 images of 3 types of tea leaf's diseases, namely tea red scab, tea red leaf spot and tea leaf blight. Part of the tea leaf's disease images are taken in Tianjingshan National Forest Park of China，Its geographical coordinates are 31° 14′ 37′′ north latitude, 117° 36′ 16′′ east longitude, and 40 meters above sea level. The hand-held digital camera for photography is Canon EOS 80D SLR camera, and the unmanned aerial vehicle used for photography is the DJI phantom 4pro, whose flight altitude is 10 meters.Another part of the tea leaf's disease images come from Anhui Provincial Agricultural Committee's pest and disease agricultural graphic database.
DOI: 10.17632/gk9t7zs5hz
title: Small Business Cybersecurity 2020-2021 Checklist

description: Cyber attacks are a growing concern for small businesses during COVID-19 . Be Protected While You Work. Upgrade Your Small Business's Virus Protection Today! Before going for a Cyber security solutions for small to mid-sized businesses deliver enterprise-level protection. Download this (Checklist for a Small Firm's Cybersecurity Program 2020-2021) data set to deploy secure functioning of various aspects of your small business including, employee data, website and more.This checklist is provided to assist small member firms with limited resources to establish a cybersecurity program to identify and assess cybersecurity threats, protect assets from cyber intrusions, detect when their systems and assets have been compromised, plan for the response when a compromise occurs and implement a plan to recover lost, stolen or unavailable assets. Train employees in security principles. Protect information, computers, and networks from malware attacks. Provide firewall security for your Internet connection. Create a mobile device action plan. Make backup copies of important business data and information. Learn about the threats and how to protect your website. Protect Your Small Business site. Learn the basics for protecting your business web sites from cyber attacks at WP Hacked Help Blog Created With Inputs From Security Experts at WP Hacked Help - Pioneer In WordPress Malware Removal & Security