cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/bw844gg25w
title: Group-Reference Effect of Chinese Students

description: We investigated the positivity effect of group-reference memory. A positivity effect refers to the favoring of positive over negative stimuli during cognitive processing, which wasinitially found in the self-reference effect. Previous studies have suggested that the group-reference effect derives from the self-reference effect; however, a positivity effect has not been observed in individualistic cultures. The current study expanded this exploration to a collectivistic cultural context, which emphasizes the role of the collective self in the self-construct.Ninety-six high-school students from three ethnic minorities in China (Hui, Korean, and Daur) and from the Han participatedin the current study. Participants were asked to determine whether personality trait-related words described themselves (self-reference task), their ethnicity (group-reference task), or a celebrity (other-reference tasks) when encoding information. After a distraction task, they completed a surprise recognition memory test. The results suggested that the positivity effect of group-reference memory was present in the ethnic minority groups, except for the Korean students; significant group-reference effects were all observed in the other minority groups. Although the group-reference effect was not detected in the Han students, a marginal significant group-reference positivity effect was present. Our study confirmed that the positivity effect in group-reference memory is similar to that inself-reference memory. In addition, by using the experimental paradigm of two experimental groups, the results suggested that there was not only a significant difference in the relationship between the collective self and individual self in the ethnic minorities and the Han, but also a significant difference between the two experimental groups of the ethnic minorities. We also discuss the cultural difference in the self-structure in the collectivistic cultural background.
DOI: 10.17632/rtx9ngb68j
title: A Comprehensive Image Dataset of Vegetables Grown in Bangladesh

description: This dataset comprises a total of 4,730 high-quality JPG images, including 1,877 raw, unprocessed images, representing 42 distinct vegetable categories commonly found in Bangladesh. Each vegetable category is uniquely captured to ensure a well-balanced and diverse collection, making the dataset suitable for machine learning applications such as image classification, object detection, and agricultural analysis.

The vegetable classes include: Arum Lobe, Ash Gourd, Beetroot, Bitter Melon, Bottle Gourd, Broccoli, Cabbage, Capsicum, Carrot, Cauliflower, Chives Onion, Chili, Coconut, Coriander, Cucumber, Eggplant, Elephant Foot Yam, Flat Bean, Garlic, Ginger, Gooseberry, Green Papaya, Green Spinach, Jicama, Kohlrabi, Lime, Malabar Spinach Seed, Okra, Onion, Plantain, Pointed Gourd, Potato, Pumpkin, Radish, Radish Leaves, Red Amaranth, Shaluk, Snake Gourd, Taro, Tomato, Yardlong Bean, and Zucchini.

This curated dataset aims to support researchers and developers in the fields of computer vision, agriculture, and food technology by providing a reliable and diverse set of labeled images for model training, testing, and validation.
DOI: 10.17632/wjxc69xj3n
title: BH-KSU23: A Novel Dataset for Evaluating and Enhancing Intrusion Detection Systems Targeting Command-and-Control Traffic

description: The increasing prevalence of sophisticated cyber-attacks, particularly those orchestrated by state-sponsored threat actors, has highlighted the need for enhanced intrusion detection capabilities. One notable limitation in existing intrusion detection system (IDS) datasets is the lack of realistic and comprehensive representation of command-and-control (C2) framework traffic. This paper introduces BH-KSU23, a novel dataset designed to address this gap, enabling researchers and practitioners to better understand and detect such advanced cyber threats. The dataset was generated using an environment that mimicked real-world infrastructure and incorporated seven different C2 frameworks. Various attack types, including enumeration, exploitation, and post-exploitation, were conducted, resulting in 142GB of raw network traffic. Relevant features were extracted using CIC-Flowmeter, producing a set of 76 features. BH-KSU23 comprises approx. 400,000 records, with an near-equal distribution of benign and malicious samples. A comparison with other datasets, such as NSL-KDD, KDD CUP, and DARPA, reveals that BH-KSU23 offers a more accurate representation of C2 traffic, with a better malicious-to-benign ratio and no duplicate or null records. By providing a dataset that specifically represents C2 traffic, BH-KSU23 aims to facilitate the development of more effective intrusion detection systems and countermeasures against sophisticated cyber-attacks.
DOI: 10.6084/m9.figshare.14205083.v1
title: twodmatpd.json

description: 2DMatPedia in JARVIS format (https://www.nature.com/articles/s41597-019-0097-3)
DOI: 10.6084/m9.figshare.24960669.v1
title: Land use modulates resistance of grasslands against future climate and inter-annual climate variability in a large field experiment

description: Datasets on plant diversity and productivit in response to manipulated future climate and inter-anuall climate variability (details on metadata are given in datafiles).
DOI: 10.17632/9jp4jdzy7k
title: Vogelherd ZooMS data

description: ZooMS analysis on highly fragmented bones obtained from water-screening sediment of the backdirt. VH 1, 2 and 3 used the Ambic protocol, VH4 and 5 used the Acid insoluble protocol.
DOI: 10.6084/m9.figshare.12402542.v1
title: Mammal phylogeny

description: Mammal phylogenetic tree from Faurby and Svenning (2015)<br>
DOI: 10.6084/m9.figshare.13903106.v1
title: raw Data Experiment 1

description: Meta Data: Motiontype: 1: medio-lateral Head movements2: anterior-posterior Head movements<br>Illusiontype:1: Expanding2: Rotating <br>
DOI: 10.6084/m9.figshare.27313008.v4
title: Source data of Precise p-type and n-type doping of two-dimensional semiconductors for monolithic integrated circuits

description: Source data of Precise p-type and n-type doping of two-dimensional semiconductors for monolithic integrated circuits
DOI: 10.6084/m9.figshare.5123278.v1
title: Supplementary Material for: The Active Site Residue V266 of Chlamydial HtrA Is Critical for Substrate Binding during both in vitro and in vivo Conditions

description: HtrA is a complex, multimeric chaperone and serine protease important for the virulence and survival of many bacteria. <i>Chlamydia trachomatis </i>is an obligate, intracellular bacterial pathogen that is responsible for severe disease pathology. <i>C. trachomatis </i>HtrA (CtHtrA) has been shown to be highly expressed in laboratory models of disease. In this study, molecular modelling of CtHtrA protein active site structure identified putative S1–S3 subsite residues I242, I265, and V266. These residues were altered by site-directed mutagenesis, and these changes were shown to considerably reduce protease activity on known substrates and resulted in a narrower and distinct range of substrates compared to wild type. Bacterial two-hybrid analysis revealed that CtHtrA is able to interact in vivo with a broad range of protein sequences with high affinity. Notably, however, the interaction was significantly altered in 35 out of 69 clones when residue V266 was mutated, indicating that this residue has an important function during substrate binding.
DOI: 10.11583/dtu.21028468.v1
title: Indices of the QM9 molecules which are not present in either of the molecular or reaction datasets.

description: This file contains numbers that are index of the QM9 molecules. These indices are not present in either of our molecular or reaction datasets. These indices are not considered because there were problems converting the coordinates to SMILES string. This item is part of the collection MultiXC-QM9 with DOI: 10.11583/DTU.c.6185986
DOI: 10.15468/dl.rj6rfc
title: Occurrence Download

description: A dataset containing 5046 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ipomoea lacunosa L.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 5046 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013229-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/rs3c243fnm
title: Data for: “Technology enabled Health” – Insights from Twitter Analytics with a Socio-Technical Perspective

description: This data sets consists of all the tweets collected and segregated after extraction on the theme of digital and technology enabled health. This data set has been analysed with Twitter analytics for establishing the propositions highlighted in our study.
DOI: 10.4121/uuid:f3150ffc-c588-41fb-af6c-3a78cc865380
title: Dutch elderly 1998 (DINED - anthropometric database)

description: The TU Delft Geron project was a national study in which 750 subjects, who lived independently, were assessed. In total about 80 variables, all more or less important for product use, were measured. The sample consisted of four age groups ranging from 50 to over 80 years of age; a group of young people (20 - 30 years) was also studied for the purpose of comparison (see DINED 2004 table). Women and men participated in about equal numbers. (1998)
DOI: 10.6084/m9.figshare.21065447.v1
title: Adjuvanted versus non-adjuvanted standard-dose influenza vaccines in preventing all-cause hospitalizations in the elderly: a cohort study with nested case-control analyses over 18 influenza seasons

description: The higher effectiveness of adjuvanted trivalent influenza vaccine (aTIV) versus non-adjuvanted (na) formulations in preventing all-cause hospitalization has been demonstrated for a single influenza season and in institutionalized elderly only. This study evaluated the relative vaccine effectiveness for aTIV vs. non-adjuvanted trivalent (naTIV) and/or quadrivalent (naQIV) influenza vaccines in preventing all-cause hospitalizations across 18 influenza seasons in primary care. Using Health Search Database, a nested case-control analysis was conducted in a cohort of older adults being vaccinated with aTIV or naTIV/naQIV. Conditional logistic regression was adopted to estimate the odds ratio (OR) of all-cause hospitalizations occurred during the epidemic period. Of 58,252 patients vaccinated with aTIV and naTIV/naQIV for the first time, 2,504 cases of all-cause hospitalization (3.46 per 1,000 person-weeks) during the 18 influenza seasons were identified. Compared with naTIV/naQIV, aTIV was associated with a 12% reduced the odds of all-cause hospitalizations (OR 0.88; 95% CI: 0.80–0.97). In an 18-season cohort of older adults, aTIV reduced the risk of all-cause hospitalizations when compared with naTIV/naQIV. Our findings confirm additional benefits for adjuvanted influenza vaccines in older adults.
DOI: 10.6084/m9.figshare.4001349.v4
title: Link prediction in multilayered network

description: Dataset consists of 5 files.<br> First 4 files describe protein-protein interactions(PPI) in homo sapiens. They are obtained from IntAct database(http://www.ebi.ac.uk/intact/).Selected interaction are filtered based on MI score &gt;= 0.45 from IntAct and considered to be highly confident.<br>Protein names are translated to unique Ensemble(http://www.ensembl.org/index.html) gene identifiers (ENSG). 1. Dataset containing expert curated interactions related to Parkinson's disease parkinson_intact_int_PPI.txt<br>2. All highly confident interactions in hs available in IntAct database intact_int.txt<br>3. Aumatically curated interactions related to synaptic activity synapse_intact_int.txt<br>4. Dataset containing expert curated interactions related to Alzheimer's diseasealz_intact_int_PPI.txtThe 5th file describes genes, that are coexpressed in the Alzheimer's patients and healthy individuals.<br>Correlation profiles are calculated using the set of microarray data obtained from ArrayExpress database (https://www.ebi.ac.uk/arrayexpress/). Final coexpression score is calculated by applying Robust Rank Aggregation method to aggregate correlation scores in individual microarray datasets.Coexpression scores are filtered based on pvalue &lt;=0.00001.<br>Gene names are translated to unique Ensemble(http://www.ensembl.org/index.html) gene identifiers (ENSG). alzcoexp_int_31052016.txt
DOI: 10.6084/m9.figshare.4312232.v1
title: Supplementary Material for: Alterations in Fetal Leydig Cell Gene Expression during Fetal and Adult Development

description: Fetal Leydig cells (FLCs) and adult Leydig cells (ALCs) develop in the mammalian prenatal and postnatal testes, respectively. In mice, FLCs emerge in the interstitial space of the testis as early as embryonic day 12.5 and thereafter increase in number during the fetal stage. We previously established a transgenic mouse line in which FLCs are labeled with EGFP and demonstrated that the EGFP-labeled FLCs were present even in adult testes. However, the characteristics of FLCs during postnatal stages remained unclear. In the present study, a comparison of the transcriptomes of FLCs from prenatal and postnatal testes and of ALCs from adult testes revealed that FLCs gradually alter their characteristics across developmental stages and come to roughly resemble ALCs. Many cholesterogenic genes simultaneously expressed a unique alternation pattern, while many oxidative phosphorylation and β-oxidation (both mitochondrial functions) genes showed a different unique pattern. These metabolic gene expression alterations might be triggered by milieu changes, such as nutrient and oxygen supply, from the prenatal to the postnatal period.
DOI: 10.6084/m9.figshare.5103088.v1
title: VOC table from lit review

description: spreadsheet containing all VOCs that could be found in relevant literature
DOI: 10.17028/rd.lboro.25674378.v1
title: Geochemical data from sediment cores from lake Braya (SS4)

description: Geochemical data from sediment cores from lake Braya (SS4) in the Kangerlussuaq area of SW Greenland used in the stratigraphic analysis.
DOI: 10.6084/m9.figshare.10119314.v1
title: pv_data.xlsx

description: The data of an actual distributed PV system is selected in pv_data.xlsx, and the distributed PV system is arranged on the roof of a factory in a city in southern China. The data are composed of historical PV power output (kW), temperature (℃), solar radiation (W/m<sup>2</sup>), and meteorological information, including wind speed (m/s), wind direction (°), atmospheric pressure (hPa), and humidity (%).
DOI: 10.6084/m9.figshare.21629894.v2
title: Tissue Optimisation Strategies for High Quality Ex Vivo Diffusion Imaging Item

description: SI data: T1, T2, FA and MD measurements from ex vivo rat brain tissue, prepared with various concentrations of formaldehyde, gadolinium, and at different time-points during rehydration in PBS. <br> MRI data in Nifti format: Diffusion-weighted datasets and DTI maps of the rat brain for high resolution (78 micron, b 4000, 30 directions) and mid resolution (150 micron, b 2000, 30 directions) acquisitions. Including: - Preprocessed diffusion-weighted data - Bval and bvec files - Bruker method file with full acquisition details - Brain mask - DTI maps (FA, MD, AD, RD) - Eigenvectors (V1, V2, V3) - Diffusion tensor (DT) - Eigenvalues (Eig) - Red-green-blue colour maps compatible with FSL viewers and trackvis (RGB_FSL, RGB_TRK) - Mean DWI - b0 - Anisotropic power (AP6np) <br> For details on acquisition, preprocessing and processing see Barrett et al. (2022) <strong>https://doi.org/10.1002/nbm.4866</strong>
DOI: 10.6084/m9.figshare.29104448.v1
title: Metrorrey Ridership Since Fare ChangeMetrorrey Ridership Since Fare Change

description: Based on the Urban Passenger Transport report from INEGI, updated on May 15, 2025, I created this chart showing the number of registered users in the Metrorrey system since the fare increase in June 2022, when prices rose from 4.50 MXN to 5.50 MXN, up to the latest available data from March 2025, where the cost reached 8.80 MXN (As of May 2025, the current metro fare is 9.00 MXN).<b>Note</b>: This chart only includes data from the Monterrey, N. L. metro system and does not reflect ridership on bus routes like Transmetro routes or the García-Monterrey-Guadalupe Transmetro service (formerly Ecovía).<br><br>Source: Transporte Urbano de Pasajeros<br>
DOI: 10.6084/m9.figshare.3413698.v1
title: Heather Coates dossier for promotion & tenure at IUPUI

description: These documents were submitted by a data librarian at a public research university for promotion & tenure. They will be reviewed during the 2016-2017 academic year.
DOI: 10.17632/3fz9z4j53x
title: Pre-biodrying enhanced lignin degradation to promote aromatic macromolecular humic acid formation in double-phase composting

description: Plot data of the article "Pre-biodrying enhanced lignin degradation to promote aromatic macromolecular humic acid formation in double-phase composting".
DOI: 10.6084/m9.figshare.13412303.v1
title: [ROC2] Roche Sequencing Solutions AVENIO ctDNA Expanded Kit

description: Variant calling with the Roche Sequencing Solutions AVENIO ctDNA Expanded Kit
DOI: 10.6084/m9.figshare.21552596.v1
title: PeleLM-FDF large eddy simulator of turbulent reacting flows

description: A new computational methodology, termed ‘PeleLM-FDF’ is developed and utilised for high fidelity large eddy simulation (LES) of complex turbulent combustion systems. This methodology is constructed via a hybrid scheme combining the Eulerian PeleLM base flow solver with the Lagrangian Monte Carlo simulator of the filtered density function (FDF) for the subgrid scale reactive scalars. The resulting methodology is capable of simulating some of the most intricate physics of complex turbulence-combustion interactions. This is demonstrated by LES of a non-premixed CO/H2 temporally evolving jet flame. The chemistry is modelled via a skeletal kinetics model, and the results are appraised via <i>a posteriori</i> comparisons against direct numerical simulation (DNS) data of the same flame. Excellent agreements are observed for the time evolution of various statistics of the thermo-chemical quantities, including the manifolds of the multi-scalar mixing. The new methodology is capable of capturing the complex phenomena of flame-extinction and re-ignition at a 1/512 of the computational cost of the DNS. The high fidelity and the computational affordability of the new PeleLM-FDF solver warrants its consideration for LES of practical turbulent combustion systems.
DOI: 10.6084/m9.figshare.24438997.v1
title: Hydrogeological data and indicators based on drilling data of Longgu coal mine

description: The hydrogeological indexes of Longgu coal mine roof were quantified by using borehole data
DOI: 10.6084/m9.figshare.25763916.v1
title: metabolome_C-SCOPE.xlsx

description: Capillary electrophoresis combined with time-of-flight mass spectrometry (CE-TOFMS) and capillary electrophoresis combined with triple quadrupole mass spectrometry (QqQMS) measurements in cation and anion mode were used to generate metabolomics data, which were analyzed using MetaboAnalyst. Of the 116 metabolites identified.
DOI: 10.17632/92523hssgv
title: Commercial Nuclear Reactor Fractional Fission Rate database from FISPIN10A calculations for AGR, PWR and BWR

description: The fractional fission rates of the nine most important nuclides in AGR, BWR and PWR uranium dioxide nuclear fuel were calculated using the FISPIN10A code for a typical range of uranium enrichments (weight percentage of \(^{235}\) U wrt U) and power ratings (MW/t). The irradiation, aka burnup or exposure, range covered was zero to 51 in steps of 1 (GWd/t). These can be used to calculate aggregate properties of nuclear fuel where the property differs between different fissioning systems. In version 2, for the higher enrichments of BWR fuels (3 and 4 Wt%) and PWR fuels (4 and 5 Wt%) where higher burnups are potentially achievable the maximum burnup was increased to 61 GWd/t.
DOI: 10.6084/m9.figshare.12369359.v1
title: Raw variant effect predictions and DMS data for benchmarking variant effect predictors.

description: Variant effect predictions made by DEOGEN2, Envision, FATHMM, Fathmm-MKL, FathmmXF, MPC, MutationTaster, MutPred, NetDiseaseSNP, PhD_SNP, PolyPhen2 (HumDiv and HumVar), PonPS, PonP2, PrimateAI, S3D-PROF, SNAP2, SNPs&GO, SNP&GOs3D, SuSPect, VEST4, DeepSequence, fitCons, GenoCanyon, PANTHER, phastCons, PROVEAN, MutationAssessor, BLOSUM62, GERP++, Grantham, LRT, phyloP, SIFT, SIFT4G, SiPhy, CADD, CONDEL, DANN, Eigen, M-CAP, MetaLR, MetaSVM, MVP, PAPI and REVEL. Predictions are made for UBE2I, SUMO1, TPK1, CALM1, BRCA1, P53, HRAS, MAPK1, PTEN, TPMT, ADRB2, HSP82, UBI4, PAB1, GAL4, infA, GmR, bla, ccdB, haeIIIM, Cas9, env, HA-H1N1, HA-H3N2 and PA.
DOI: 10.6084/m9.figshare.1593098.v4
title: Polistes dominula genome assembly

description: This data set is part of the <em>Polistes dominula</em> genome project, and details the assembly of the <em>P. dominula</em> genome, as described in (Standage <em>et al.</em>, <i>Molecular Ecology</i>, 2016). Included in this data set is the final genome assembly itself, as well as documentation providing complete disclosure of the assembly procedure.
DOI: 10.6084/m9.figshare.22597957.v3
title: Exam Question Datasets

description: The datasets contain<strong> exam questions</strong> labelled based on Bloom's Taxonomy Cognitive domain. We collected the <strong>"collected_dataset.csv"</strong> and labelled it. Four datasets were collected from the following articles: <br> 1. Yahya, A. A., Toukal, Z., & Osman, A. (2012). Bloom's Taxonomy–Based Classification for Item Bank Questions Using Support Vector Machines. In Modern Advances in Intelligent Systems and Tools (Vol. 431, pp. 135–140). 2. Sangodiah A., Ahmad, R., & Ahmad, W. F. W. (2017). Taxonomy based features in question classification using support vector machine. Journal of Theoretical and Applied Information Technology, 95(12), 2814–2823. 3. Mohammed, M., & Omar, N. (2020). Question classification based on Bloom’s taxonomy cognitive domain using modified TF-IDF and word2vec. PLoS ONE, 15(3), 1–21. https://doi.org/10.1371/ journal.pone.0230442 <br> And finally, the <strong>"combined dataset.csv"</strong> contains all questions of these five datasets. <br>
DOI: 10.6084/m9.figshare.3520544.v1
title: Appendix A. Theoretical basis for estimating rare-event bycatch using a Bayesian approach.

description: Theoretical basis for estimating rare-event bycatch using a Bayesian approach.
DOI: 10.6084/m9.figshare.3600321.v1
title: Plos.dta

description: A dataset for relocation decision after Hurricane Sandy。