cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.5008301.v1
title: Recent progress in layered double hydroxides (LDH)-containing hybrids as adsorbents for water remediation

description: With rapidly growing industrial development worldwide, the need for a new class of nanoparticles and techniques for treating wastewater remains a major concern to protect the environment. Layered double hydroxides and particularly LDH-containing hybrids are emerging as potential nano-sized adsorbents for water treatment. Recent studies have demonstrated LDH-containing hybrids as promising multifunctional materials for potential utilization in various applications such as, photo-catalysis, energy storage, nanocomposites and water purification. This article reviews the recent applications of LDH-containing hybrids as adsorbents for waterremediation. The maximum adsorption capacities of various toxic heavy metals and dyes on different LDH hybrids were reported as 483 mg/g for Pb2+, 95 mg/g for Cd2+, 181 mg/g for Cu2+, 649 mg/g for Cr6+, 180 mg/g As5+, 813 mg/g for Hg2+, 450 for Ag+, 277 mg/g for U6+, 1062 mg/g for methyl orange, 185 mg/g for methylene blue, and 1250 mg/g for Congo red, which is comparatively higher than other commercial adsorbents. This review discusses the adsorption performance of manifold LDH-containing hybrids for treating various pollutants such as heavy metals and dyes. The mechanisms of interaction of LDH-containing hybrids with pollutants and the influence of key adsorption parameters such as pH, contact time, adsorbent dose andtemperature have been comprehensively discussed. Moreover, the regeneration potential and reuse of spentLDH-containing hybrids and its toxicity effects have also been reviewed.
DOI: 10.17632/cg38djj8y5
title: Sensors-on-Paper: Fabrication of Graphite Thermal Sensor Arrays on Cellulose Paper for Large Area Temperature Mapping 

description: This paper reports on a fabrication method to obtain multiple thermal sensors by employing an array of graphite thermocouple patterns on commonly available Xerox paper. The graphite thermocouples are patterned using two different grade graphite pencils, which show a stable and reproducible thermal sensitivity. The fabricated paper devices with multiple thermocouple arrays are capable of producing temperature mapping of the desired area. Different thermal conditions were applied to test and confirm the working of these devices. The present study shows that simple graphite trace patterns can convert a piece of paper into a thermal mapping device.
DOI: 10.17632/ctgg7k4m5g
title: Data for: Raman and Infrared Spectroscopic Analysis: Classification and Peroxide Value Prediction of Naturally Aged Edible Oils

description: The provided dataset includes information on edible oil samples collected from grocery stores in and around Newark, Delaware, between the summer of 2014 and the spring of 2016. A total of 100 oil bottles were obtained, and three different data sets were created.
 
Data Set 1 contains measurements from all 100 samples and was obtained using NIR, MIR, and Raman spectroscopic techniques. The peroxide values (PVs) of the samples were determined through titration at Lawrence Livermore National Laboratory. Data Set 1 is divided into two subgroups: Data Set 1A, measured in 2016, and Data Set 1B, measured in 2019.
 
Data Set 2 is a subset of Data Set 1, consisting of 53 oil samples. These samples were measured using Raman spectroscopy and titrated to determine the PV at the University of Delaware.
 
Data Set 3 is another subset of Data Set 1, comprising 356 IR spectra of 20 varieties of edible oils as well as 120 spectra of extra virgin olive oil that has been adulterated by corn oil, canola oil or almond oil. These samples were measured using ATR-FTIR spectroscopy at 4 cm^-1 resolution at Oklahoma State University. Data Set 3 includes pure oil samples as well as adulterated oil samples, specifically adulterated extra virgin olive oil (EVOO) with corn oil, canola oil, or almond oil.
 
The measurement techniques and parameters varied for each data set. NIR spectra were acquired using FTIR spectrometers with different optical path lengths, MIR spectra were collected using a liquid nitrogen-cooled mercury cadmium telluride (MCT) detector, and Raman spectra were obtained with different Raman probes and lasers. The spectroscopic measurements were complemented with titration measurements to determine the PVs.
 
The dataset is provided as individual csv files for each type of spectroscopy, with the first two columns capturing class and corresponding peroxide value for the spectrum and the top row capturing the wavelength range of the spectra.
 
Note: There are a few instances where replicates were not taken or certain samples were replaced with NaN variables to maintain the proper matrix dimensions.
DOI: 10.17632/wyrfyjzhtw
title: Estuary echoes: Unravelling research trends with Bibliometrics dataset in Sri Lanka

description: A dataset from the WoS database is utilized to investigate unravelling research trends of Sri Lanka's estuary echoes. Bibliometrics software (VOSviewer) and Excel were used to assist the duplication process. Articles were sorted using keyword reviews, abstract assessments, and, if necessary, a full article examination, in accordance with the PRISMA protocol, which includes stages such as identification, screening, eligibility and inclusion, as well as the application of inclusion and exclusion criteria. This method retrieved 58 acceptable documents, paving the path for further bibliometric research.
DOI: 10.6084/m9.figshare.11861859.v2
title: An Annual Time Series of Weekly Size-Resolved Aerosol Properties in the Megacity of Metro Manila, Philippines

description: 48-hour, weekly size distributions collected over a 16 month period. Each stage was analyzed for water-soluble ions and elements. Additional sets were collected for gravimetric analysis and black carbon measurements.
DOI: 10.6084/m9.figshare.28846064.v1
title: TAPS_SupplementaryData_SurveyResponses_Felicia Jahja.xlsx

description: This dataset contains anonymised survey responses collected from internship doctors as part of a study investigating the influence of enabling and enacting factors on patient safety, with physician self-leadership serving as a mediating mechanism. The dataset includes demographic variables (age, gender, internship duration, hospital type, and primary rotation), enabling factors (leader support, psychological safety, and safety knowledge), enacting factors (teamwork, error reporting intention, and information exchange), physician self-leadership behaviors, and patient safety outcomes. All constructs were measured using validated instruments.Data were collected between March 16 and 30, 2025, from internship doctors placed in Type C accredited hospitals in West Java, Indonesia, in accordance with the Ministry of Health Regulation No. 3/2020. This dataset supports the structural model analysis presented in the associated manuscript and may be used to replicate or extend the study’s findings. All personally identifiable information has been removed to ensure participant confidentiality.
DOI: 10.6084/m9.figshare.21617310.v1
title: IV Curve comparison of 320WP Polycrystalline PV Modules (with & without reflectors)

description: The IV Curve data is obtained using an IV Curve tracer machin. The machine generates the raw data internally and output is in the form of a report with the final instantaneus values
DOI: 10.6084/m9.figshare.25194239.v2
title: Fe Isotope Data

description: Fe isotope data repository
DOI: 10.6084/m9.figshare.26239739.v1
title: High glucose treated Macrophage exosome characterization and gene expression

description: To determine whether diabetes affects macrophage and contributes to fibrosis through paracrine mechanism, we evaluated the effect of macrophage-exosome on inflammation and fibrogenesis response, <i>in vitro</i>. Exosomes were isolated from conditioned media of macrophages exposed 48hrs to HG or NG conditions (Exo-HG or Exo-NG), transferred to fibroblasts (NIH3/T3 cells) and after 24hrs, inflammatory and fibrogenesis response was assessed. Western blot analysis shows expression of exosome markers such as HSP70, Annexin V, Flot1 etc. To demonstrate the effect of macrophage exosome on target cell function, we incubated fibroblast cells with macrophage-exosome for 24h. qRT-PCR data shows that fibroblast co-cultured with exosomes from HG-treated macrophages (Exo-HG) significantly upregulates mRNA expression of several inflammatory and fibrogenesis signaling molecules such as IL-1β, TGF-β, MMP9 and Col1A1.<br>
DOI: 10.6084/m9.figshare.3413668.v1
title: Metabolite BridgeDb ID Mapping Database (20160605)

description: BridgeDb ID mapping database for metabolites, using HMDB 3.6, ChEBI 140, and Wikidata (4 June 2016) as data sources.<br>This release fixes storing of ChEBI identifiers in both alternative forms and adds names from Wikidata, useful for drawing new metabolic pathways in PathVisio.<br>See the attached QC for more details on the changes.
DOI: 10.17632/2jtn5dcnvd
title: Economic Resilience Dataset in Facing Physical Distancing During Covid-19 Global Pandemic

description: Data related to the economic resilience of the people after the enactment of physical distancing in the city of Medan and its surroundings which is the third largest city in Indonesia. Medan City is the most affected by COVID-19 on the island of Sumatra. The implementation of physical distancing caused the paralysis of most of the informal sector which affected the people's income. This data shows various aspects that determine economic resilience, especially in Medan and how long the community is able to survive economically if the Physical Distancing policy continues to be enforced.
DOI: 10.17632/hcw5k5d5wt
title: Data for: Multiple Promoters Driving the Expression of Astaxanthin Biosynthesis Genes Can Enhance Free-Form Astaxanthin Production

description: Supplementary Materials: Figure S1: HPLC analysis of astaxanthin, Table S1: Plasmids used in this study, Table S2: Primers used for qRT-PCR analysis. Table S3: A residual endotoxin detection of FFAX.
DOI: 10.6084/m9.figshare.28107395.v1
title: ComFilE for PCa

description: The SERS serum spectra of Prostate Cancer, Benign Prostatic Hyperplasia and Control.
DOI: 10.6084/m9.figshare.7117439.v1
title: Data

description: Mass loss was monitored using a precision weighing balance.Top surface temperature was measured using a thermal (IR) camera.Bottom surface and ambient temperature was monitored using a T-type thermocouple.Relative humidity in the ambient was measured using HIH-3000 Honeywell sensor.IR images were analyzed using a software SMARTVIEW (FLUKE).<br>
DOI: 10.17605/osf.io/ydt3w
title: DATASET

description: Dataset of the project ''Declarative Memory in Children and Adolescents with Non-Specific Mild Intellectual Disability''.
The data used in the analyses have been prepared in three formats: xlsx, csv, and Rda. This way, two data tables have been preserved: 
- Table LPA_DB: This is a database derived from the validation study of the TOMAL battery; this database contains all records used in the part of the article concerning modeling using the Patent Profile Analysis method. 
- Table EQL_DB: This is a data table containing the rows from the LPA_DB after selecting a demographically equivalent sample for a group of 114 individuals with intellectual disabilities. 
Both databases contain the same variables described in the codebook.
DOI: 10.17632/mc7h3c48pw
title: Flower Dataset

description: This is a diffrent types of flower dataset, with test,trsain,validation set
DOI: 10.6084/m9.figshare.24556747.v2
title: SARS-CoV-2 fastq samples

description: Example FASTQ data from WGS of SARS-CoV-2 samples used for demonstrating genomic analyses on NextClade and Galaxy online platforms.
DOI: 10.6084/m9.figshare.26977585.v1
title: Loneliness

description: This study utilized data from eight public databases including the UK Biobank (UKB; 2006-2023), Survey of Health, Ageing and Retirement in Europe (SHARE; 2004-2020), Mexican Health and Aging Study (MHAS; 2001-2018), Korean Longitudinal Study of Aging (KLoSA; 2006-2018), Health and Retirement Study (HRS; 1992-2019), English Longitudinal Study of Ageing (ELSA; 2002-2019), Chinese Longitudinal Healthy Longevity Survey (CLHLS; 1998-2019), and China Health and Retirement Longitudinal Study (CHARLS; 2011-2018).
DOI: 10.17632/xw3frw66k2
title: California Data Breach Notification Data

description: California Data Breach Notification Data 2012-2016
DOI: 10.6084/m9.figshare.1558075.v1
title: Diameter of Red oak trees and the Distance between pairs in Danby Woods

description: The data was collected on Tuesday, September 22, 2015 in Danby woods at York University Keele Campus from approximately 3:30 pm to 5:00pm. The temperature was in the low 20 degrees celcius and the skys were mostly clear. The temperature in the wood lot was a little cooler. All four members (Richer Lai, Felicia O, Dylan C, and Brandon B.) collected the data.
DOI: 10.6084/m9.figshare.19497455.v1
title: GC-MS (raw files)

description: GCMS raw files for Enspel and Messel shales controls and irradiated, after solvent extraction, apolar fraction.<br>
DOI: 10.6084/m9.figshare.23065583.v3
title: Files for synteny analysis (Clinker and R code) of T6SS Gene clusters from Ralstonia wilt pathogens.

description: <br>The .Zip compressed archives contain the loci for Vgr-linked Toxin/Antitoxin gene clusters from 94 Ralstonia solanacearum species complex strains. There is one .Zip per phylotype (I-IV).When the .Zip file is uncompressed, you will find subfolders. Each subfolder corresponds to one RSSC genome. Folders are named by "phylotype-strainName". For example, "IIC-K60" contains the loci from phylotype IIC strain K60.Within each subfolder, files are systematically named.For example, "aux2_I-SL3822_CJO88_RS12855.gbk" means:* aux2 is the systematic name of the auxiliary cluster* I-SL3822 is the phylotype-Strain* CJO88_RS12855 is the RefSeq gene locus tag for the Vgr in the cluster. (Occasionally, clusters lack a Vgr allele. In this case, the gene locus is given for a gene in the cluster).These files contain the aux locus AND the genomic context.There are also "*_only.gbk" files (where * stands for the beginning of the file name). These are REFERENCE files for each aux cluster. Running these with Clinker is helpful for color-coding the aux clusters in the resulting HTML file.<br><br><b>Phyl-IV-5-geneinsertion file:</b><br>Synteny analysis showing the 5-gene insertion downstream of <i>tssA</i><i> </i>in phylotype IV genomes that was found in a distinct genetic locus in phylotype II genomes.<br><br><b>R file:</b><br>This RStudio script was used to compute a matrix based on the <i>aux</i><i> </i>cluster content of each strain and draw the dendrogram. The results are uploaded as "<b>Matrix of aux cluster abundance in the RSSC genomes.xlsx</b>"
DOI: 10.17632/x2ynvgj7n6
title: Data for: A Study of a One-turn Circular Patch Antenna Ar-ray and the Influence of the Human Body on the Characteristics of the Antenna

description: the radiation pattern and s11of antenna
DOI: 10.17632/x6xwvb2r9r
title: Validation of Early Design Stage EnergyPlus Model for Office Building

description: This dataset is used to validate EnergyPlus prediction against the real data. The selected office building is located near Munich (Regensburg). The total floor area of the building is 1200 sq. m. with rectangular floor plan of dimensions of 14.7×27 m. The building has three floors and floor-to-floor height of 3.25 m. The actual heating and cooling energy consumption has been recored for two year 2017 and 2018. We have developed an early stage EnergyPlus model using ASHRAE core and perimeters zones division with the perimeter depth of 4.5 m. The simulation results shows an energy requirement of 44.3 MWh/a against the actual average energy consumption of 43.97 MWh/a. I would like to express my deep gratitude to Institute of Energy Efficient and Sustainable Design and Building, Technical University, Munich (TUM) and Ferdinand Tausendpfund GmbH & Co. KG for providing the energy consumption and design data for Tausendpfund building.
DOI: 10.17632/zm5yvskf5c
title: Data for: Noise-resistant long short-term memory for electronic nose signal processing in beef quality monitoring

description: This dataset is originated from 12 types of beef cuts including round (shank), top sirloin, tenderloin, flap meat (flank), striploin (shortloin), brisket, clod/chuck, skirt meat (plate), inside/outside, rib eye, shin, and fat. The process of beef spoilage is recorded using 11 Metal-Oxide Semiconductor (MOS) gas sensors during 2220 minutes. The dataset is formatted in "xlsx" file. Each sheet represents one beef cut which is contained columns as follows: Minute: time in minute TVC: continuous label in the total viable count Label: discrete label, 1,2,3,4 denote “excellent”,”good”,”acceptable”, and “spoiled”, respectively. MQ_: the resistant value of gas sensors. In addition, the file "partition.zip" contains a dataset partition for training (50%), testing (25%), and validation data (25%). The first column shows the class label and the rest are features.
DOI: 10.6084/m9.figshare.23627865.v1
title: Dispersion dataset of all crystallization states of GST.xlsx

description: This file provides the measured complex refractive indices (optical dispersions) of GST - 225 for different fractions of crystalline states, from fully amorphous to fully crystalline. This data was collected by following the crystallization in real-time (from 250 seconds to &gt;1000 seconds), while heating GST @ 145°C.
DOI: 10.6084/m9.figshare.25894891.v1
title: Germline missense MUTYH VUS

description: Molecular dynamics simulation of the VUS based on the ClinVar, COSMIC, and various in silico methods, the simulation is up to 100 ns.
DOI: 10.6084/m9.figshare.3525119.v1
title: Data Paper. Data Paper

description: File List Data file, original Data file is ASCII text, tab delimited. No compression schemes were used. Data set consists of 16,863 records, not including header row. bodysizes.txt Data file, revision 1 bodysizes_2008.txt Updated body size data for the food webs of Mill Stream and Skipwih Pond. Three additional predator–prey links were added to the Skipwith Pond data. All other food web data remain unchanged. The new database now contains 16,866 rows and the sum over the data in the column "Consumer/resource body mass ratio" now equals 2.47388 × 10<sup>20</sup>. Description Trophic information – who eats whom – and species’ body sizes are two of the most basic descriptions necessary to understand community structure as well as ecological and evolutionary dynamics. Consumer-resource body size ratios between predators and their prey, and parasitoids and their hosts, have recently gained increasing attention due to their important implications for species’ interaction strengths and dynamical population stability. This data set documents body sizes of consumers and their resources. We gathered body size data for the food webs of Skipwith Pond, a parasitoid community of grass-feeding chalcid wasps in British grasslands; the pelagic community of the Benguela system, a source web based on broom in the United Kingdom; Broadstone Stream, UK; the Grand Cariçaie marsh at Lake Neuchâtel, Switzerland; Tuesday Lake, USA; alpine lakes in the Sierra Nevada of California; Mill Stream, UK; and the eastern Weddell Sea Shelf, Antarctica. Further consumer–resource body size data are included for planktonic predators, predatory nematodes, parasitoids, marine fish predators, freshwater invertebrates, Australian terrestrial consumers, and aphid parasitoids. Containing 16,863 records, this is the largest data set ever compiled for body sizes of consumers and their resources. In addition to body sizes, the data set includes information on consumer and resource taxonomy, the geographic location of the study, the habitat studied, the type of the feeding interaction (e.g., predacious, parasitic) and the metabolic categories of the species (e.g., invertebrate, ectotherm vertebrate). The present data set was gathered with intent to stimulate research on effects of consumer–resource body size patterns on food-web structure, interaction-strength distributions, population dynamics, and community stability. The use of a common data set may facilitate cross-study comparisons and understanding of the relationships between different scientific approaches and models. <i>Key words: allometry; body length; body mass; body size ratio; food webs; parasitoid–host; predation; predator–prey</i>.
DOI: 10.6084/m9.figshare.4285169.v6
title: Soil properties mapping using high resolution remote sensing data in south-western Burkina Faso

description: Six soil properties- sand, silt, clay, cation exchange capacity, soil organic carbon, nitrogen- have been predicted using remote sensing data in the Dano Catchment (West Africa, Burkina Faso). The predictors topographical and sprectral (Landsat and RapidEye) data. These data are in support of the article entitled: "High resolution mapping of soil properties using remote sensing variables in south-western Burkina Faso: a comparison of machine learning and multiple linear regression models". The uploaded datasets include the following: (1) The dataset used for the present manuscript as well as the R code (2) The maps related to the topographical and climatic variables (3) The maps related to Landsat variables (4) the shapefile containing all data points for each soil property.
DOI: 10.6084/m9.figshare.4479860.v1
title: Conversion Coefficients for Determination of Dispersed Photon Dose during Radiotherapy: NRUrad Input Code for MCNP

description: Radiotherapy is a common cancer treatment module, where a certain amount of dose will be delivered to the targeted organ. This is achieved usually by photons generated by linear accelerator units. However, radiation scattering within the patient’s body and the surrounding environment will lead to dose dispersion to healthy tissues which are not targets of the primary radiation. Determination of the dispersed dose would be important for assessing the risk and biological consequences in different organs or tissues. In the present work, the concept of conversion coefficient (<i>F</i>) of the dispersed dose was developed, in which <i>F</i> = (<i>D<sub>d</sub></i>/<i>D<sub>t</sub></i>), where <i>D<sub>d</sub></i> was the dispersed dose in a non-targeted tissue and <i>D<sub>t</sub></i> is the absorbed dose in the targeted tissue. To quantify <i>D<sub>d</sub></i><b> </b>and<b> </b><i>D<sub>t</sub></i>, a comprehensive model was developed using the Monte Carlo N-Particle (MCNP) package to simulate the linear accelerator head, the human phantom, the treatment couch and the radiotherapy treatment room. The present work also demonstrated the feasibility and power of parallel computing through the use of the Message Passing Interface (MPI) version of MCNP5.
DOI: 10.17632/by3xyj6jh5
title: Pronounced names of surgical instruments

description: This dataset comprises annotated voice recordings of English words/phrases pronounced by different subjects for the names of several commonly used surgical instruments.  The collected samples of voice recordings in the proposed dataset are acquired from volunteering physicians who are non-native English speakers. The voice recordings are collected over the duration of 2 months using WhatsApp messaging app. The dataset is divided into 4 voice recordings sub-datasets corresponding to the pronounced names of 4 surgical instruments, with 10 voice recording samples acquired from each speaker for each surgical instrument. The pronounced names of the surgical instruments are “Scalpel”, “Straight Dissection Clamp”, “Straight Mayo Scissor”, and “Curved Mayo Scissor”. For constructing the proposed dataset, 12 speakers have participated with a total of 400 filtered data samples and approximately 11 minutes of total speech recordings are acquired. The proposed voice recordings dataset is appropriate for training and validating various automatic speech recognition systems related to healthcare and surgical applications.