cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pk5vs5wjxm
title: News Recommendations Dataset: Headlines & Categories.

description: This dataset, titled News Recommendations: Headlines & Categories, contains 1,999 records of news articles sourced from various newspapers. It is a versatile resource for machine learning tasks such as text classification, recommendation systems, and natural language processing (NLP). Each entry includes a headline summarizing the news article, the name of the newspaper that published it, a brief description of the article, and its associated categories. There are 209 unique categories in total, ranging from single labels like "Business" and "Education" to multi-label combinations like "Environment, Health" and "Sports, Economy." Additionally, each record includes a link to the full article, offering further context for analysis. This dataset can be utilized for a variety of applications, including building personalized news recommendation systems, performing sentiment analysis, and experimenting with multi-label learning models. Its rich and diverse content makes it ideal for researchers and practitioners exploring real-world data scenarios. To enhance usability, cleaning the category labels for consistency may be a helpful first step. Overall, this dataset provides an excellent opportunity to work with complex textual data in a practical and impactful way.
DOI: 10.6084/m9.figshare.1012829.v1
title: LILAC 2014 poster and figures

description: Poster and associated figures from LILAC, Sheffield Hallam University, 23-25 April 2014.
DOI: 10.6084/m9.figshare.12093456.v1
title: Dataset for: Spatial variability of heavy metals in native oysters from an anthropogenically impacted estuary in Northeastern Brazil

description: Dataset 1 Native oysters:This dataset compares the bioconcentration of heavy metals (Cd, Cr, Cu, Pb, Ni, and Zn) in the soft tissues of native oysters (<i>Crassostrea rhizophorae</i>) from two estuarine areas in the Potengi estuary, northeastern coast of Brazil. The purpose was to test the hypotheses of relevant differences in bioaccumulation while the environmental conditions change upward the stream.<br>A - Class: overall sample ordination.B - Collection Site: categorical information which divides the dataset into 2 groups: oysters collected in Naval Base (NB), and oysters collected in Quartel (Qt).C - D sampling date (dd/mm/aa); and time (hh: mm): recording of the moment of samplingE - Ebb tide hour (hh: mm): lower tide occurrence on the sampling dateF -Tide level: tide height at the time of collection in meters (m)G - Tare (g): weight of the recipient (grams)H - Total weight (g): soft tissue + recipient weight after dehydration processI - Dry weight (g) = soft tissue after dehydration process (H – G)J - Shell length: length of the longer shaft (cm)K - Shell (g = ml): volume of the shells. Calculated through volumetric methodology (i.e., water column displacement in a graduated Becker)L - Condition Index - CI = (dehydrated soft tissue weight /shell volume) * 100. Results are expressed in (g/ cm³)M - FALCON #: polypropylene tube identificationN-S Metals in parts per billion (ppb)T-Y Metals in milligrams per kilograms (mg/kg)
DOI: 10.6084/m9.figshare.13387475.v1
title: Dataset: What the Eyes Reveal about (Reading) Poetry

description: <b>dataPOEM.csv</b> The dataPOEM.csv data set contains data on the level of each poem. <b>scoresAes </b>= factor scores of moving, beauty, and melodious ratings. <b>participant</b> = participant number <b>poemVersion</b> = Version of poem presented: (A = original poem with rhyme and meter, B = poem variant with only rhyme, C = poem variant with only meter, D = poem variant without rhyme and meter) <b>poemIdentity</b> = poem number <b>avgWFreq</b> = average word frequency of poem totalGazeSlopeLineLength totalGazeWordMeanNAByWordLen totalGazeWordMeanNADiff <b>order</b> = order of presentation (1 = from A to D, 2 = from D to A; between participant factor) <b>firstFixDurMS_MINFIX_AVG</b> = first fixation duration <b>totalGazeMS_MINFIX_AVG</b> = total gaze durations <b>fixDurMS_MINFIX_NUM</b> = number of fixations <b>sacLenMS_MINFIX_AVG</b> = average saccade length <b>percRegMS_MINFIX_AVG</b> = percentage of regressive eye movements <b>pupilDial_AVG</b> = average pupil dilation <b>blink_NUM_TotalRT</b> = number of blinks relative to total reading time <b>totalReadingTime</b> = total reading time of the poem <b>areaTT</b> = total score of the Aesthetic Responsiveness Assessment questionnaire <b>dataIntegrity</b> = percentage of valid position measurements by eye tracker during reading of a poem <b>moving</b> = rating of how moving the poem was <b>beauty</b> = rating of how beautiful the poem was <b>melodious</b> = rating of how melodious the poem was <b>dataROI.csv</b> The dataROI.csv data set contains data on the level of each line within a poem. <b>order</b> = order of presentation (1 = from A to D, 2 = from D to A; between participant factor) <b>participant</b> = participant number <b>poemIdentity</b> = poem number <b>lineNr</b> = line number within poem <b>poemVersion</b> = Version of poem presented: (A = original poem with rhyme and meter, B = poem variant with only rhyme, C = poem variant with only meter, D = poem variant without rhyme and meter) <b>verseEnd</b> = wheter a particular word/line was the last line of a stanza (0 = word/line within a stanza, 1 = last word/line of a stanza) <b>BeginCloseRhyme</b> = whether a particular line’s final word marked the opening or closing of a rhyme pair (1 = opening of rhyme, 2 = closing of rhyme) <b>lastFix</b> = whether a particular line or word was the last one of the poem (0 = word/line within a poem, 1 = last word/line of poem) <b>totalGazeByWordNA</b> = total gaze duration of final word of a line relative to word length <b>gazeByLineLengthNA</b> = total gaze duration of a line relative to line length <b>dataIntegrity</b> = percentage of valid position measurements by eye tracker during reading of a poem
DOI: 10.6084/m9.figshare.17817152.v1
title: Data and R script (Blue and green food webs respond differently to elevation and land use)

description: Supporting data and R codes that reproduce all analyses and figures in the study "Blue and green food webs respond differently to elevation and land use" by Ho et al. (2022 submitted to Nature Communications). The data (as RDATA files) include the metaweb as a collection of consumer-resource links, and the compiled local food-web properties for analyses using the script.
DOI: 10.6084/m9.figshare.21440418.v1
title: Periodic hill simulations for multifidelity modelling

description: This dataset contains 125 RANS simulation of periodic hill geometry. These correspond to 25 different geometrical configurations, and then for each geometry 5 choices for the von Karman constant. <br> Please see https://arxiv.org/abs/2210.14790 for details. <br> The "logs" archive contains ANSYS Fluent logs for each simulation, which can be used to look at residual convergence. <br> The "vtk" archive contains solution data from each simulation as a VTK unstructured grid file. <br> The namin convention in the files relates to values of alpha, gamma, and beta* (see paper). For example, "phill_050_042_09.vtu" refers to alpha=0.5, gamma=0.42 and beta* = 0.90 <br> phill_data.hdf5 contains quantities of interest for the multifidelity modelling.
DOI: 10.6084/m9.figshare.21916842.v1
title: Data for analysis

description: Data used for the analysis. Plot locations and cover data were extracted from SPCIS: Standardized Plant Community with Introduced Status database (Petri, Laís, Beaury, Evelyn M., Corbin, Jeffrey, Peach, Kristen, Sofaer, Helen, Pearse, Ian S., Early, Regan, et al. 2023. “ SPCIS: Standardized Plant Community with Introduced Status Database.” Ecology e3947. https://doi.org/10.1002/ecy.3947). The full dataset is available on FigShare: https://doi.org/10.6084/m9.figshare.19593373.v7. The CSV included here represents only the subset of SPCIS used in the analysis, described in the publication associated with this supporting data (linked upon publication). <br> Metadata describing each variable are provided in the READ ME file.
DOI: 10.6084/m9.figshare.27249012.v1
title: First year Biomass NPK-D Network (Datasets and R code files)

description: Files attached: Dataframe for biomass data with site information, aridity index and category, treatment detail, LRR Biomass, site richness, mean annual precipitation and interannual precipitation variability, graminoid proportion and soil estimated % N. Dataframe of plant functional groups biomass with the detail of sites, replicates, treatments. R-code file is also attached with the detailed scripts for statistical analysis in R software (version 4.4.1) using packages of "tidyverse" to facilitate coding and graphing, "DHARMa" for visualization of residuals, "glmmTMB" to fit a generalized linear mixed model and "ggeffects" to calculate and plot average marginal effects of predictors from the mixed-effects model.<br><br>
DOI: 10.6084/m9.figshare.3569658.v1
title: Supplementary Material for: Evaluation of Cardiovascular Risk Factors, Haematological and Biochemical Parameters, and Serum Endocan Levels in Patients with Lichen Planus

description: <strong><em>Background and Objective:</em></strong> The current study aimed to evaluate cardiovascular risk factors, haematological and biochemical parameters, and serum endocan concentrations in lichen planus (LP) patients. <b><i>Methods:</i></b> This study was conducted with 86 cases, including 43 LP patients and 43 healthy controls. Cardiovascular risk factors, haematological and biochemical parameters, and endocan levels were evaluated. <b><i>Results:</i></b> The serum endocan concentrations of LP patients were not significantly different from those of the healthy controls (p &gt; 0.05). There were no significant differences in the serum endocan levels according to classification by cardiovascular risk factors and smoking history (p &gt; 0.05). In the LP group, white blood cell count, platelet distribution width and monocyte count/high-density lipoprotein cholesterol ratios were significantly higher when compared to the healthy controls (p &lt; 0.05). The LP group had a lower mean platelet volume than the healthy controls (p &lt; 0.05). <b><i>Conclusions:</i></b> Serum endocan levels did not change significantly in patients with LP, and there were significant differences in haematological and biochemical parameters.
DOI: 10.17632/cpzhycd6pz
title: Establishing Minimally Important Difference Thresholds for Lesion Counts in Acne Clinical Studies - Supplement

description: Supplemental Methods for:
Establishing Minimally Important Difference Thresholds for Lesion Counts in Acne Clinical Studies
John S Barbieri, MD, MBA, Susan Ellenberg, PhD, Ann Tierney, Suzette Baez VanderBeek, Maryte Papadopoulos, Jennifer Mason, Anabel Mason, James Dattilo, David J. Margolis, MD, PhD
DOI: 10.6084/m9.figshare.21632003.v1
title: In-situ DOC measurements

description: In-situ DOC observations from different rivers in China, covering the period 1993-2019, were collected and harmonized from previous literature. More details of this database can be found here: https://onlinelibrary.wiley.com/doi/10.1111/gcb.16819.
DOI: 10.6084/m9.figshare.24464302.v1
title: Sandstone Synchrotron.zip

description: Synchrotron imaging of Bentheimer sandstone during fractional flow experiments. The experiments followed a fractional flow sequence of Fw=0.8, 0.5, and 0.3.Phase 0 = water<br>Phase 1 = rock<br>Phase 2 = oilThe Bentheimer sample underwent scans every 20 seconds during co-injection of brine and decane with a voxel size of 3.5 μm.
DOI: 10.6084/m9.figshare.8285894.v2
title: XXX

description: XXXX
DOI: 10.6084/m9.figshare.11665566.v1
title: invariantSVM_1.0.tar from Constraining classifiers in molecular analysis: invariance and robustness

description: Analysing molecular profiles requires the selection of classification models that can cope with the high dimensionality and variability of this data. Also, improper reference point choice and scaling pose additional challenges. Often model selection is somewhat guided by <i>ad hoc</i> simulations rather than by sophisticated considerations on the properties of a categorization model. Here, we derive and report four linked linear concept classes/models with distinct invariance properties for high-dimensional molecular classification. We can further show that these concept classes also form a half-order of complexity classes in terms of Vapnik–Chervonenkis dimensions, which also implies increased generalization abilities. We implemented support vector machines with these properties. Surprisingly, we were able to attain comparable or even superior generalization abilities to the standard linear one on the 27 investigated RNA-Seq and microarray datasets. Our results indicate that <i>a priori</i> chosen invariant models can replace <i>ad hoc</i> robustness analysis by interpretable and theoretically guaranteed properties in molecular categorization.
DOI: 10.6084/m9.figshare.28673126.v2
title: Political Science Students and the Political Science Profession 2023

description: These are the dataset and do-files from the research project Political Science Students and the Political Science Profession 2023. The data subjects were PoliSci students from 24 universities in six Western Balkans countries that we collected during the 2023-2024 academic year.
DOI: 10.17632/4vmp97dd6f
title: Fiber-optic WLI sensing system for high-velocity flow field measurement _data and code

description: An integrated aerodynamic three-hole pressure probe (THP) based on a fiber-optic tip sensor array for high-velocity flow field vector measurement is developed and demonstrated in wind tunnel testing. The sensor array consisting of three miniature pressure fiber-tip sensors is integrated into three pressure conduits inside top area of the THP, which serves to mitigate pneumatic pressure loss and is expected for a more reliable analysis of flow characteristics. Fast real-time data acquisition is implemented by a compact self-developed multi-channel white light interferometry (WLI) interrogator. Well-calibrated maps of the fiber-optic THP are developed in a subsonic free-jet wind tunnel to derive the velocity vectors in a yaw angular range of ±15° at Mach numbers of 0.2 Ma (~70 m/s), 0.5 Ma (~170 m/s), and 0.8 Ma (~300 m/s) while related flow characteristics are analyzed. This work is desired to provide a potential candidate for turbomachinery experimental investigation in fluid mechanics community.
DOI: 10.6084/m9.figshare.12115770.v1
title: EEG preprocessed data V 1.0 - Economical Assessment of Working Memory and Response Inhibition in ADHD

description: This study aims to validate a combined <i>n</i>-back/nogo paradigm by comparing it to single task versions and to demonstrate its applicability for ADHD research. Twenty-five healthy individuals and 34 ADHD patients between 9 and 16 years participated in this ERP study. Healthy controls underwent single task versions of a 2-back working memory task and a go/nogo response inhibition task as well as the introduced combined 2-back/nogo task.<br>This file contains the preprocessed EEG data of this study.<br>
DOI: 10.6084/m9.figshare.13139273.v3
title: Datasets for "The sediments of Lake Singkarak and Lake Maninjau in West Sumatra reveal their earthquake, volcanic and rainfall history"

description: Grain size and PCA datasets used for the results presented in "The sediments of Lake Singkarak and Lake Maninjau in West Sumatra<br>reveal their earthquake, volcanic and rainfall history" published in Sedimentary Geology (https://doi.org/10.1016/j.sedgeo.2021.105863)<br>------<br>Contents:Table S1. Grain-size analysis results for core SN17-09A in Lake Singkarak and MJ17-01B in Lake Maninjau.<br> Table S2. Data table including all variables considered for principal component analysis (PCA) in Lake Singkarak and Lake Maninjau, rescaled to a resolution of 2 mm. XRF element counts are calibrated using centred log-ratios. <br> Table S3. Correlation coefficient (R) matrix of all variables considered for principal component analysis (PCA) in Lake Singkarak and Lake Maninjau. Highly-correlated variables (|R| ≥ 0.9) are not considered for PCA to avoid redundancy in the dataset.<br>
DOI: 10.6084/m9.figshare.25516357.v1
title: Supplementary Material for: Successful removal of 17 tattoos self-administered using black eyeliner ink with QS Nd:YAG 1064nm laser - A case report

description: INTRODUCTION
Tattooing has a rich historical presence in various human civilizations, with the earliest physical evidence dating back to around 3258 BC. While acceptance of tattoos is increasing in the Western world, negative associations remain. Short-pulsed lasers, such as Q-Switched (QS) or Picosecond lasers, are the gold standard for tattoo removal. 
CASE PRESENTATION
This case report discusses the successful removal of 17 amateur tattoos, which were self-administered by a 19-year-old female patient using black eyeliner ink and sewing needles. The tattoos, distributed across her body, including the face and hands, were partially or completely removed over 10 sessions using the QS Nd:YAG 1064nm laser. 
CONCLUSION
The factors that influence the efficacy of tattoo removal are highlighted, including tattoo type, location, and coexisting fibrosis. The psychological and social importance of effective tattoo removal is emphasized, particularly for young people seeking to disassociate from past experiences or affiliations.
DOI: 10.17044/scilifelab.19160954.v1
title: Single cell whole genome sequencing of high hyperdiploid acute lymphoblastic leukemia

description:   
This dataset included 577 samples with high hyperdiploid acute lymphoblastic leukemia (ALL) that were collected from four different cohorts: the Division of Clinical Genetics, Lund University, Sweden, Department of Pediatric Hematology and Oncology, Second Faculty of Medicine, Charles University/University Hospital Motol, Prague, Czech Republic (Zaliova et al., 2016), Laboratory of Hematology, Centre Hospitalier Universitaire (CHU) Lille, Lille, France (Duployez et al., 2018), and The Therapeutically Applicable Research to Generate Effective Treatments (TARGET) program (NCBI dbGAP accession number phs00464). All samples were genotyped using either the Affymetrix SNP Array, Illumina's BeadArray platform or the whole genome/exome sequencing by the Illumina platform.  Nine high hyperdiploid ALL samples and one normal bone marrow sample were subjected to low pass single cell whole genome sequencing with the median sequencing coverage of 0.02x. Single nuclei in G0/G1 phase were isolated using a fluorescence-activated cell sorting (FACS) cytometer. DNA libraries were constructed and associated next-generation sequencing was carried out by European Research Institute for the Biology of Ageing (ERIBA), University of Groningen, University Medical Center Groningen, Groningen, The Netherlands. Further details regarding the DNA libraries construction are available by Bos et. al., 2019 (https://link.springer.com/protocol/10.1007/978-1-4939-8931-7_15). The dataset has been used for copy number aberrations analysis. The raw data file can be made available after applying for access and agreeing to the terms and conditions for use.
DOI: 10.17632/jgpy38kjvd
title: Data for: Experimental Study and Field Demonstration of Air-Foam Flooding for Heavy Oil EOR

description: Experimental raw data
DOI: 10.6084/m9.figshare.22657477.v3
title: W chromosome sequences of two bombycid moths provide an insight into the origin of <i>Fem</i>.

description: This Dataset includes the analysis data used in the paper "W chromosome sequences of two bombycid moths provide an insight into the origin of <i>Fem</i>."
DOI: 10.6084/m9.figshare.5976067.v1
title: Fluorescence rise response of inverse-pericam and IP2.0 to a stepped decrease in Ca2+

description: This is the data of fluorescence rise response of inverse-pericam and IP2.0 to a stepped decrease in Ca<sup>2+</sup>, which was used in the study Hara-Kuge et al.(2018).
DOI: 10.6084/m9.figshare.15078255.v2
title: Data set

description: Regression analysis output summary for the cross sectional study, ' Impact of screen time during the COVID 19 pandemic on eating habits, physical activity, sleep and depression symptoms in 10-15 years old Indian adolescents'.
DOI: 10.6084/m9.figshare.26496586.v3
title: [dataset] systemic lupus erythematosus and cervical artery dissection

description: Minimal, aggregate, de-identified datasets used for our primary outcome, cumulative incidence, and propensity score density plots
DOI: 10.6084/m9.figshare.7679837.v1
title: Transcriptome of Pseudaphanostoma variabilis

description: A denovo assembly of the transcriptome of whole animals of of Pseudaphanostoma variabilis. <br>Assembled with SoapTrans. Assembled sequence file is .scafSeq. <br>Sequence length cutoff used was 100bp. The .scaf.Statistics files contain statistics of the assembly. <br>The .nuc and .prot files are translations of coding nucleotides and peptides. <br>May contain environmental and endosymbiontic contaminants.<br>Links to NCBI SRA Bioproject PRJNA517079 for raw reads.
DOI: 10.17632/vyn4nd77xk
title: Mulilingual-Hope-Speech-Dataset

description: This dataset comprises Instagram comments collected from three prominent accounts, covering Arabic, English, and Kurdish languages. The Arabic comments were scraped from the official Instagram account of "Al-Jazeera", the English comments from the official "CNN" Instagram account, and the Kurdish comments from the official "Kurdmagazine" Instagram account. Each comment was manually labeled into one of two categories: "Hope" or "Not_Hope". Comments that conveyed a sense of optimism, positivity, peace, or neutrality were classified as "Hope", while comments expressing anger, hatred, toxicity, bullying, cursing, or swearing were categorized as "Not_Hope". 

The dataset provides a high-quality resource for training and evaluating various machine learning and deep learning models. Its multilingual nature makes it suitable for cross-linguistic studies and the development of models capable of processing diverse languages. Additionally, this dataset can be utilized for creating advanced algorithms tailored to hope speech detection. 

Potential applications of the dataset include social media analysis, where it can help monitor public sentiment and promote positive interactions, and content moderation, enabling platforms to automatically filter harmful or toxic comments. Furthermore, the dataset could support initiatives focused on peace promotion by identifying and amplifying hopeful speech, fostering a sense of optimism within online communities. This dataset offers a valuable foundation for advancing research and development in the domain of multilingual sentiment analysis and hope speech detection.
DOI: 10.17632/wmt82xpbh2
title: Data for: Piloting a new digitally-mediated social story intervention for autistic children led by teachers within naturalistic school settings

description: Social Stories treatment fidelity measure. The Carol Gray Assessment Framework (CGAF)
DOI: 10.17633/rd.brunel.13374185.v1
title: Domains of Inner Wellbeing among University Students in the UK: An interview study using thematic analysis

description: Substantive research has been done on the concepts of quality of life and wellbeing. In the current study, we explore a measure of inner wellbeing that was initially developed for use in the Global South. Inner wellbeing can be described as an individual’s thoughts and feelings about what they want to do and to be. Ten undergraduate students were interviewed on their thoughts and feelings about each aspect of inner wellbeing using a semi-structured interview. Using thematic analysis, six main themes were identified in the participants’ perception of wellbeing in their everyday life: Money; physical health; mental health; social relationships; values and meaning, and academia and performance. Implications for the study of inner wellbeing in the Global North as well as the Global South are discussed.This dataset contains the ten interview transcripts that were analysed in this study.