cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13415867.v1
title: E. coli 1D2 nanopore sequencing reads

description: Set of 1D<sup>2</sup> <i>E. coli</i> reads used for testing PoreOver (https://github.com/jordisr/poreover) in "Pair consensus decoding improves accuracy of neural network basecallers for nanopore sequencing" Silvestre-Ryan and Holmes (2020).<br><br>Files:- ecoli-74e17dd3: <i>E. coli</i> reference genome- read_pairs.txt: list of 1D<sup>2</sup> read pairs- reads/: directory of FAST5 files<br><br>This data was originally generated by Oxford Nanopore Technologies and is shared with permission. Sequencing was done with R9.4 pore chemistry in October 2018 and accuracy may not be representative of the current platform.<br>
DOI: 10.6084/m9.figshare.14551002.v1
title: Outlines of ancient Greek vases

description: A CSV containing the x and y coordinates of 716 vase outlines extracted from images found in the Beazley Archive. All outlines have been scaled to +-1.5 in x and y direction, and each outline has 139 points.
DOI: 10.6084/m9.figshare.19369445.v1
title: Federal Campaign Expenditures, 2004-2020

description: Dataset (N=3,639,166) derived from all expenditures reported to the FEC between 2004 and 2020. Each observation is a unique combination of committee, candidate, payee, purpose, and cycle. Expenditures are classified into nine categories: media, digital, polling, legal, field, consulting, fundraising, travel, and administrative.<br><br>For a discussion of the classification model used to categorize expenditures, see the Appendix in Sheingate et al. 2022. Digital Advertising in U.S. Federal Elections, 2004-2020. https://doi.org/10.6084/m9.figshare.19372421.v1
DOI: 10.6084/m9.figshare.2059137.v1
title: Data for Cristea, Kok, Cuijpers.cma

description: This is the database accompanying the paper:<br>Cristea, I.A., Kok, R.N., Cuijpers, P. (under review) The effectiveness of cognitive bias modification interventions for substance addictions: A meta-analysis<b> </b>
DOI: 10.6084/m9.figshare.23507073.v3
title: <strong>High resolution electric power load data of an industrial park with multiple types of buildings in China</strong>

description: The dataset, electric power load data of four buildings in an industrial park in China from 2017 to 2019 for temporal resolutions of 5 min, 30 min, and 1 hour. The subfile {Year} is an annual directory that includes electric power load data for each building at different resolutions. The folder for each resolution includes the electric power load dataset for four types of buildings, and the name of the folder is Year_resolution_Building. For example, the folder named “2018_1hour_Office” contains the electric power load data for the office building in 1-hour resolution for the whole year of 2018, in 365 xlsx files. Each xlsx file consists of two columns: “timestamp” and “power”.
DOI: 10.6084/m9.figshare.29206664
title: impact of institutions on inclusive growth(1996-2022)

description: This study addresses a fundamental conceptual issue in development economics: the extent to which institutional quality influences inclusive growth, a multidimensional process combining economic expansion with equity and social participation. Recognizing that institutions are not monolithic, we disaggregate institutional quality into multiple dimensions using PCA (principal component analysis) investment-promoting, democratic and regulatory and conflict-preventing, to examine their distinct effects on inclusive growth across a panel of 73 developed and developing countries from 1996 to 2022. Employing the Generalized Method of Moment Approach (SYS-GMM) the models revealed that that investment-promoting, democratic, and regulatory institutions significantly enhance inclusive growth, while conflict-preventing institutions show no statistically significant influence, to assess the robustness of the results, various alternative model specifications were tested through the inclusion of different control variables. The stability of the baseline model remained unaffected, indicating the consistency and reliability of the estimated relationships. These findings carry important policy implications. Policymakers particularly in developing countries should prioritize institutional reforms that strengthen democratic accountability, enhance regulatory frameworks, and promote private investment. However, attention must also be paid to ensuring these institutions do not unintentionally exacerbate inequality Transparent governance, inclusive rule-making processes, and mechanisms for equitable resource allocation are essential to reconcile the dual goals of growth and equity. Finally, institutional development should not be seen as a peripheral concern but as a central pillar in strategies for achieving inclusive and sustainable economic development.
DOI: 10.6084/m9.figshare.29206664.v1
title: impact of institutions on inclusive growth(1996-2022)

description: This study addresses a fundamental conceptual issue in development economics: the extent to which institutional quality influences inclusive growth, a multidimensional process combining economic expansion with equity and social participation. Recognizing that institutions are not monolithic, we disaggregate institutional quality into multiple dimensions using PCA (principal component analysis) investment-promoting, democratic and regulatory and conflict-preventing, to examine their distinct effects on inclusive growth across a panel of 73 developed and developing countries from 1996 to 2022. Employing the Generalized Method of Moment Approach (SYS-GMM) the models revealed that that investment-promoting, democratic, and regulatory institutions significantly enhance inclusive growth, while conflict-preventing institutions show no statistically significant influence, to assess the robustness of the results, various alternative model specifications were tested through the inclusion of different control variables. The stability of the baseline model remained unaffected, indicating the consistency and reliability of the estimated relationships. These findings carry important policy implications. Policymakers particularly in developing countries should prioritize institutional reforms that strengthen democratic accountability, enhance regulatory frameworks, and promote private investment. However, attention must also be paid to ensuring these institutions do not unintentionally exacerbate inequality Transparent governance, inclusive rule-making processes, and mechanisms for equitable resource allocation are essential to reconcile the dual goals of growth and equity. Finally, institutional development should not be seen as a peripheral concern but as a central pillar in strategies for achieving inclusive and sustainable economic development.
DOI: 10.6084/m9.figshare.7212983.v1
title: sound symbolism.csv

description: Results from an experiment on sound symbolism relating to types of movement.
DOI: 10.6084/m9.figshare.14399507.v1
title: mRNA and DNAm references for olfactory epithelium

description: The data contains a 1889-marker expression reference and a 239-marker DNAm reference for Olfactory Epithelium, which can be used to estimate cell type fractions of basal cells, fibroblasts, gland cells, macrophages, immature neurons, mature neurons, pericytes, plasma cells, and T cells in Olfactory Epithelium tissue with EpiSCORE framework.<br>OE_Expref.csvA scRNAseq expression reference for Olfactory Epithelium. Each row is a marker gene (in gene symbol) and each column is a cell type. For each marker gene, the value of the reference matrix is the median expression level for each type of cells in scRNAseq data.<br>OE_Mref.csvA DNAm reference for Olfactory Epithelium. Each row is a marker gene (in entrezID) and each column is a cell type. The last column is the weight for each marker. The value of the matrix is the imputed DNAm level from expression reference.
DOI: 10.6084/m9.figshare.20708638.v1
title: X-ray computed tomography images for FRP confined concrete

description: The dataset contains the X-ray computed tomography cross-sectional images of three FRP confined concrete columns under five load levels. All these CT-scanned 3D images are in “. <em>am</em>” format, and these 3D images can be visualized by the 3D image viewer software Avizo (<sub>https://www.thermofisher.cn/cn/en/home.html</sub>). These Data files were labeled by the cross-section shapes (circular, rounded corner, and square) followed; by the load levels (S1 to S5), where “S1_raw” represents the zero-load level.
DOI: 10.6084/m9.figshare.24138517.v1
title: Supplementary Data 2: Co-expression analysis data from The relative impact of parental and current environment on plant transcriptomes depends on type of stress and genotype

description: AIC analysis results for all WGCNA modules. Summary Statistics: overview of significant modules for both Light Soil Moisture analyses. Module Best Fit: most significant model term(s) for each module in the respective analysis. Full AIC: all module fits.
DOI: 10.6084/m9.figshare.24208743.v1
title: A novel ensemble model with enhanced feature interpretability: for China’s SME credit risk

description: The raw data for this study is the private annual loan ledger data obtained from a commercial bank. Because it involves trade secrets and data compliance issues, a limited sample of desensitized data was uploaded.
DOI: 10.6084/m9.figshare.3502262.v1
title: Non-destructive maturity assessment of ‘Empire’ apples treated with preharvest inhibitors of ethylene perception and production with a delta absorbance (DA) meter

description: Article <br>
DOI: 10.6084/m9.figshare.7807217.v1
title: Tamchinsky Deer Stone

description: Datasets contents Original Photos of Tamchinsky Deer Stone, SfM 3D model, ortophotos and black-white redrawings of deer stone petroglyphs. For redrawings there is all intermediate accessory materials - original DEM models, DEM models, processed with various topographic filters, etc.<br>3D model on the web: https://3d.nsu.ru/ru/object/view/252<br>
DOI: 10.6084/m9.figshare.19398179.v1
title: National Carbon Stocks

description: This dataset integrates both plant biomass and soil organic carbon into one data layer at a 250m resolution. Units are in kg of C and are based upon Sothe <i>et al.</i> 2022.<br><br>
DOI: 10.6084/m9.figshare.12324260.v1
title: Figure 4. A, C-I

description: Echocardiographic examination of rats.
DOI: 10.6084/m9.figshare.14552232.v3
title: Sexual Assault NC

description: The NC Domestic Violence dataset is from https://ncadmin.nc.gov/about-doa/divisions/council-for-women/women-statistics.<br>Here we focus on the datasets corresponding to 2004-2019.<br><br>The curated datasets are included here along with a research question and guiding questions.<br>See the codebook for full details.
DOI: 10.6084/m9.figshare.19416080.v2
title: Table_S3_Lau-Corona et al_Endocrinology.xlsx_Constitutively active STAT5b feminizes mouse liver gene expression

description: Table S3. 8,246 stringent sex-independent liver-expressed genes
DOI: 10.6084/m9.figshare.28727231.v1
title: Coding regions in<i> Amphidinium carterae</i>. Includes manually annotated tandem genes, mapped transcripts, and RNA elements.

description: <b>GFF</b>Tandem genes curated using BLASTn and Apollo;Mapped transcripts found using est2genome/MAKER;RNA elements found using trnascan, Infernal, and BLASTn.
DOI: 10.6084/m9.figshare.28941296.v1
title: Electrophysiology example raw files for different group

description: ABF examples files for different groups from electrophysiology experiments in Sabnis et al., 2025, Figure 3
DOI: 10.15468/dl.p6quxj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9648 19.8496,26.9648 19.8496,26.9648 10.8496,35.9648 10.8496,35.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013332-250525065834625/datasets/export for details.
DOI: 10.17632/wsprs2fwh8
title: MANAGING THE SUPPLY CHAIN RELATIONSHIP AND THE KEY DRIVING FACTORS

description: Supply chain relationships (SCR) involve buyers and suppliers from many different companies. This study aims to explain the relationship between Information System (IS), Logistics Service Quality (LSQ), Social Value and Ethics (SVE) empirically, and their effect on SCR. This research is a survey research, the questionnaires are distributed online and the answers are collected from 160 respondents. Data analysis was performed using structural equation modeling (SEM) with Amos 24 software and IBM SPSS Statistics 26. Five hypotheses were proposed, four were supported and one was not proven, where LSQ had no effect on SCR. IS is a definite tool for businesses to use for ease, convenience and speed of service to improve LSQ and SCR. This study presents SVE as the basic foundation, a well-executed SVE will certainly increase LSQ and SCR. This paper serves as a feedback loop that provides insight into the empirical evidence from the SCR study.
DOI: 10.6084/m9.figshare.19168325.v1
title: Climate Change CAS

description: Climate Change CAS
DOI: 10.6084/m9.figshare.28958546.v1
title: <b>Microbial metabolic limitation regulated by ecological stoichiometry in croplands</b>

description: Carbon (C), nitrogen (N), and phosphorus (P) stoichiometry (C:N:P) profoundly influence material cycling and energy flow in terrestrial ecosystems by regulating nutrient allocation in plant–microbe–soil systems. Despite strong coupling between soil resources and microbial metabolism, multidimensional stoichiometric characteristics and their interrelationships remain poorly quantified, and the long-term effects of fertilization across climatic gradients are still unclear. Here, based on six long-term (27–44 years) fertilization experiments spanning ~17° of latitude from north to south, we examined no fertilizer, mineral fertilizer, and mineral plus organic fertilizer treatments, covering soil stoichiometry, available resource stoichiometry, microbial stoichiometry, and enzyme stoichiometry. Integrating ecological enzyme stoichiometry theory with metagenomics, we explored how fertilization and climate jointly regulate microbial metabolism via stoichiometric changes. Results showed that strong linkages existed among different stoichiometric types, and that both fertilization and climate significantly altered stoichiometric characteristics of soil, resources, microorganisms, and enzymes, with notable site-specific patterns. Compared to the control (CK), fertilization led to a more intricate stoichiometric network. Fertilization enhanced microbial C and P limitations at most experimental sites, and increasing temperature and precipitation shifted microbial N limitation toward P limitation. Microbial C limitation was mainly regulated by available resources and enzyme stoichiometry, whereas N/P limitation was driven by available resources and microbial stoichiometry. Overall, our findings highlight the critical role of multiple stoichiometric dimensions in regulating microbial metabolism and provide a theoretical basis for understanding and managing C, N, and P cycling in trans-regional agroecosystems.
DOI: 10.6084/m9.figshare.5464396.v3
title: SupplementalData-1.xlsx

description: Dataset is a list of publicly available genomes from NCBI's SRA with standardized metadata and verified serovar information using the SISTR platform. MLST information from the reference MLST database (http://mlst.warwick.ac.uk/) is contained in Supplemental Data 2<br>
DOI: 10.17632/bb9wghzdtr
title: Data for: The Great Depression and the Great Recession: A View from Financial Markets

description: Variables used in the MS-VAR: {1}='Excess return'; {2}='Term Yield spread'; {3}='Price Earnings ratio'; {4}='Value spread';
DOI: 10.17632/j43jtv3zzc
title: PhishLegitURLs: A Comprehensive Dataset of Legitimate and Phishing URLs

description: This dataset contains a collection of approximately 1,000 URLs, evenly distributed between phishing and legitimate web addresses, designed for use in research and development of phishing detection models. The dataset is structured as follows:

Phishing URLs (Approx. 700):

These URLs have been sourced from the URLHaus database, a well-known repository of malicious websites actively used in phishing attacks. Each entry in this subset has been manually verified and is labeled as a phishing URL, making this dataset highly reliable for identifying harmful web content.
Legitimate URLs (Approx. 300):

The legitimate URLs have been collected from reputable sources such as Wikipedia and Stack Overflow. These websites are known for hosting user-generated content and community discussions, ensuring that the URLs represent safe, legitimate web addresses. The URLs were randomly scraped to ensure diversity in the types of legitimate sites included.
Dataset Features:

URL: The full web address of each entry, providing the primary feature for analysis.
Label: A binary label indicating whether the URL is legitimate (1) or phishing (0).
Applications:

This dataset is suitable for training and evaluating machine learning models aimed at distinguishing between phishing and legitimate websites. It can be used in a variety of cybersecurity research projects, including URL-based phishing detection, web content analysis, and the development of real-time protection systems.

Usage:

Researchers can leverage this balanced dataset to develop and test algorithms for identifying phishing websites with high accuracy, using features such as URL structure, and class label attributes. The inclusion of both phishing and legitimate URLs provides a comprehensive basis for creating robust models capable of detecting phishing attempts in diverse online environments.
DOI: 10.6084/m9.figshare.24473002.v1
title: Data set of thermal images of people in forested areas.

description: Thermal image dataset for people detection applications using computer vision detection models.
DOI: 10.6084/m9.figshare.29114855.v1
title: Figure. S1

description: Quality control assessment of RNA-Seq data across experimental groups. (A) Pearson correlation heatmap with hierarchical clustering of all samples, illustrating the correlation coefficients between samples. Samples are labeled on the vertical axis, with group affiliations indicated on the horizontal axis: sedentary (SED, gray), aerobic exercise training (AET, green), and AET combined with metformin (AET + MET, red). (B) Multidimensional scaling (MDS) plot displaying the spatial distribution of samples based on gene expression profiles. Axes represent the first two dimensions capturing the highest variance. Each point corresponds to a sample, labeled and color-coded by group: SED (gray), AET (green), and AET + MET (red). Distinct separation between groups indicates variability in transcriptional profiles. (C) Heatmap of the top 100 most variable transcripts across all samples. Rows represent individual genes, and columns represent samples, with sample IDs color-coded by group: SED (gray), AET (green), and AET + MET (red). Cell colors reflect Z-scored expression levels, with red indicating higher expression and blue indicating lower expression. The heatmap reveals gene expression patterns and variability within and between experimental groups. Dendrograms depict the hierarchical relationships, highlighting distinct clustering patterns among experimental groups.
DOI: 10.17632/2s4dpccvhr
title: Data for: Oxygen isotopes in titanite and apatite, and their potential for crustal evolution research

description: Table 2 Compilation of oxygen data aquire for the different studied samples. δ 18Ocorr values are δ 18O corrected from the drift. Details of the different sessions and standards are available in Appendix A.2. Appendix A.2. Oxygen isotopes data (raw and corrected) Appendix A.3. Major and Trace elements data (microprobe and LA-ICPMS) Fractionation factor calculation
DOI: 10.17632/g2mysjfp52
title: Stylophora pistillata cell atlas illuminates stony coral symbiosis, calcification and immunity

description: Stony corals are colonial cnidarians that sustain the most biodiverse marine ecosystems on Earth: coral reefs. Despite their ecological importance, little is known about the cell types and molecular pathways that underpin the biology of reef-building corals. Using single-cell RNA sequencing, here we define over 40 cell types across the life cycle of Stylophora pistillata. We discover specialized immune cells, and we uncover the developmental gene expression dynamics of calcium-carbonate skeleton formation. By simultaneously measuring the transcriptomes of coral cells and the algae within them, we characterize the metabolic programs involved in symbiosis in both partners. We also trace the evolution of these coral cell specializations by phylogenetic integration of multiple cnidarian cell type atlases. Overall, this study reveals the molecular and cellular basis of stony coral biology.
DOI: 10.17632/th5zyjy8yf
title: Data for: It's Not Really Lying. Autism Spectrum Disorder Relates to Lower Recognition of Other-Oriented Lies Through a Decrease in Perceived Intentionality of the Liar

description: In Study 1 (N = 66) we matched a sample of individuals clinically diagnosed with autism spectrum disorder with typically developing individuals. Study 2 (N = 256) was conducted with participants from the general population. We asked participants to evaluate deceitfulness of protagonists’ behavior in stories presenting other-oriented and self-oriented lying.
DOI: 10.17632/wmzk9s3yxm
title: Data set Growth plants nursery

description: Height and diameter records of plants of six different tropical natives species established under nursery conditions, Tabasco, México during six months of study. They were used to calculate relative growth rates and regression equations. The study species were: Calophyllum brasiliense, Bravaisia integerrima, Dialium guianense, Roseodendron donnell-smithii and Enterolobium cyclocarpum