cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dtywyf3sth
title: Amharic corpus

description: This is an Amharic text corpus used to build different semantic models. Details about the dataset collection, different semantic models built with the dataset, and classification models are described in this paper "Introducing Various Semantic Models for Amharic: Experimentation and Evaluation with Multiple Tasks and Datasets" (https://www.mdpi.com/1999-5903/13/11/275)
DOI: 10.6084/m9.figshare.14815971.v1
title: D2O line scans and wash-out traces in Arabidopsis thaliana

description: D2O line scans in Arabidopsis thaliana Col-0 (Line_scans.xlsx), and xylem wash-out traces in Arabidopsis thaliana Col-0 (WT), <i>CDEF</i>, and <i>sgn3 myb36</i> (PeakArea.xlsx).
DOI: 10.6084/m9.figshare.27495843.v1
title: The outputs produced by dsRIP for experimental testing

description: The outputs produced by dsRIP for experimental testing in Tribolium castaneum, Cabbage stem flea beetle and Colorado potato beetle. siRNA predictions were made using https://dsrip.uni-goettingen.de.
DOI: 10.17632/kvz4222zb2
title: How Gen Z Cancels Out Family Votes in the Age of Digital Activism

description: This dataset is the discussion from Gen Zs on Reddit and reasons for canceling out the vote of parents.
DOI: 10.17632/tzctvmtxgy
title: Supplemental Material: Identification of dominant species common to kefir grains from seven origins for kefir grain reconstruction

description: Supplementary material for manuscript "Identification of dominant species common to kefir grains from seven origins for kefir grain reconstruction"
DOI: 10.17632/zwsccy4mpb
title: Crystallographic information files for M3(HITP)2 or M3(HHTP)2

description: from https://pubs.acs.org/doi/10.1021/cm301194a.
DOI: 10.6084/m9.figshare.21550659.v1
title: Supplementary Material for: The Mechanism of Delayed Ischemic Preconditioning in Alleviating Acute Ischemia/Reperfusion Renal Injury through Treg Mediated by Immature CD11c<sup>+</sup> Dendritic Cells

description: <b><i>Introduction:</i></b> Renal ischemia-reperfusion injury (IRI) is one of the major causes of acute kidney injury, and its mechanism is complex involving multiple factors, while delayed ischemic preconditioning (DIPC) has a protective effect on the above process. In our previous study, we found that DIPC can exert its protection on renal IRI by inhibiting the maturation of dendritic cells (DCs), but the mechanism has not been clarified. This study aimed to investigate the protective mechanism of DIPC on renal IRI in mice through Treg mediated by immature DCs (imDCs). <b><i>Methods:</i></b> The IRI mice model, DIPC treatment, and conditional CD11c<sup>+</sup> DCs (CD11c-DTR) knockout mice were used to perform our study. The maturation and differentiation of DCs and Treg cells in the kidney and spleen were analyzed by flow cytometry. HE staining was used to evaluate the pathology of the kidney tissue. The level of creatinine (Cr), oxidative stress factors (SOD, MDA), and inflammatory factors (TNF-α, IL-10, IL-4) were also measured. Then, imDCs were co-cultured with HK-2 cells, and apoptosis was analyzed with flow cytometry and PI-Hoechst 33,342 fluorescence staining to assess the apoptosis rate of HK-2 cells under hypoxic-reoxygenated (H/R) conditions. <b><i>Results:</i></b> DIPC could decrease renal Cr levels, alleviate pathological renal damage, and reduce oxidative stress and inflammation caused by IRI. Moreover, DIPC could decrease the number of mature DCs (mDCs) and increase Treg lymphocyte infiltration in the kidney tissue, while the reduction of DCs reversed this process. In addition, our in vitro experiment found that in the H/R model, the apoptosis of HK-2 cells decreased which were co-cultured with imDCs. <b><i>Conclusion:</i></b> DIPC can regulate the differentiation of DCs into imDCs, thus affecting the differentiation level and distribution of Treg cells to exert its protective effect on renal IRI.
DOI: 10.6084/m9.figshare.25202747.v1
title: The EU in the Balkans Project

description: This is the 2018 edition of the public opinion survey "EU in the Balkans."
DOI: 10.6084/m9.figshare.29109659.v1
title: Interview Sunny.docx

description: In-depth interview transcription
DOI: 10.6084/m9.figshare.3558381.v1
title: Appendix E. Percentage frequency of occurrence and average volumetric percentage contributed by 12 broad functional food categories to diets of six frugivorous fish species during three hydrological seasons.

description: Percentage frequency of occurrence and average volumetric percentage contributed by 12 broad functional food categories to diets of six frugivorous fish species during three hydrological seasons.
DOI: 10.17632/dgc79hycc7
title: Methoxyflurane for outpatient hysteroscopy: a randomised, double-blind, controlled trial

description: Design: Single-centre, randomised, double-blind, placebo-controlled study. 
Intervention: 45 participants allocated to the treatment group received 3 ml methoxyflurane through an inhaler during their procedure. 45 patients in the control group received a placebo inhaler. 
Outcomes related to change in visusal analog pain scores, adverse effects and events and the requirement for supplemental inhaled pain relief.
DOI: 10.6084/m9.figshare.25577973.v1
title: Hydrochemical data of two glacial meltwater during the initial abrasion period

description: This data is about hydrochemical information of two glacial meltwater on the Tibetan Plateau, including physico-chemical parameters, tracer tests, major ionic concentration, <i>p</i>CO<sub>2</sub>, dissolved inorganic carbon concentrantion and its stable carbon isotopes.
DOI: 10.6084/m9.figshare.25676766.v1
title: Code and data for The unexpected influence of conspecific density dependence

description: When plants die, neighbours escape competition. Living conspecifics could disproportionately benefit because they are freed from negative intraspecific processes; however, if negative effects of past conspecific neighbours persist, other species might be advantaged, and diversity maintained through legacy effects. We examined legacy effects in a mapped forest by modelling the survival of 37,212 trees of 23 species using four neighbourhood properties: living conspecific, living heterospecific, legacy conspecific (dead conspecifics), and legacy heterospecific densities. Legacy conspecific effects proved nearly four times stronger than living conspecific effects; changes in annual survival associated with legacy conspecific density were 1.5% greater than living conspecific effects. Over 90% of species were negatively impacted by legacy conspecific density compared to 47% by living conspecific density. Our results emphasize that legacies of trees alter community dynamics, revealing a significant oversight in prior research, which may have underestimated the strength of density dependence by not considering legacy effects.
DOI: 10.17632/8jx8y9yfn5
title: Synthetic Feature Datasets for Image Matching

description: Collection of three datasets of synthetic images designed to train image matching models. The first two datasets, called patch dataset and mosaic images dataset, are for training feature detection models (first matching step). The third dataset, called feature pairs dataset, is for training feature description and matching models (last two steps of the matching pipeline).  Each dataset is accompanied by an IPYNB notebook code allowing to read and display the data as well as other information (format, type, number of samples) in order to facilitate its use.
DOI: 10.6084/m9.figshare.29052098.v1
title: Multi-scale and multi-method sweating dynamics study 2025: subject 1 MWIR movies

description: Midwave infrared images of microscopic sweating dynamics across two heating stages that are separated by a cooling stage for subject 1 in the following study: https://arxiv.org/abs/2505.04789 The times in the file are in minutes setting the onset of sweating at 10 minutes for each sweating stage.
DOI: 10.6084/m9.figshare.12291299.v1
title: Projecting Populations for Major Pacific Island Countries With and Without COVID-19: Pro-active Insights for Population Policy Datset_2.xlsx

description: The paper projects aggregate populations of six Pacific Island countries both in the pre and post-COVID19 scenarios using Cohort Component Method for the period 2020-2060. It uses baseline indicators resembling China and Italy’s experiences and finds that Pacific countries could experience about 5% fatality which could reach up to 20%. It also finds that most countries would experience higher fatalities in the older age groups, consistent with what is being witnessed in other countries around the world. The analysis also shows that while the risk escalates for people over 50 years onward in all the countries, in Fiji, those in the age range of 70 years or more are at higher risk. The finding also indicates that for all countries, the fatality rate for 80 years and over is about 50%. The population projections show that Fiji will be most impacted, while others will experience around 2% initial population decline. The convergence to baseline is found to be slow (except for Tonga) in most Pacific countries. Consequently, the paper suggests a cautious approach in dealing with the crisis.
DOI: 10.6084/m9.figshare.26021314.v6
title: MSDCW Dataset and Code

description: The MSDCW dataset, its code, and the list of 985 cities.Paper Link:Tang, J., Xu, L., Yu, H., Jiang, H., He, D., Li, T., Xiao, W., Zheng, X., Liu, K., Li, Y., Li, S., Huang, Q., Zhang, J., Zhou, Y., Wu, L., & Liu, Y. (2025). A dataset of multi-level street-block divisions of 985 cities worldwide. Scientific Data, 12(1), 456. https://doi.org/10.1038/s41597-025-04704-7
DOI: 10.17632/jvwspxkc48
title: Blockchain as a Catalyst for Economic Development: Evaluating the Impact of Blockchain Technology

description: Blockchain technology has emerged as one of the most transformative innovations of the 21st century, revolutionizing multiple industries through decentralization, transparency, and security in digital transactions. Initially developed as the foundation for Bitcoin, blockchain has evolved into a critical tool across financial services, supply chain management, healthcare, governance, and various other sectors. By removing intermediaries, lowering transaction costs, and ensuring data immutability, blockchain is reshaping global economic systems. This case study examines the economic impact of blockchain technology, particularly in the realm of digital assets. It explores how blockchain enhances financial efficiency by facilitating peer-to-peer transactions without the need for traditional banking institutions, making it particularly beneficial in regions with limited financial infrastructure. Additionally, the study evaluates blockchain’s role in supply chain transparency, enabling real-time tracking of goods, reducing fraud, and improving product authenticity (“Bitcoin: A Peer-to-Peer Electronic Cash System”). The technology’s application in governance is also assessed, with a focus on its potential to modernize voting systems, land registration, and public service delivery by reducing bureaucratic inefficiencies and preventing corruption. Furthermore, blockchain's integration into the healthcare sector is analyzed, emphasizing its ability to improve patient data security, enhance medical record interoperability, and streamline pharmaceutical supply chains. A key aspect of this study is the comparative analysis of leading digital tokens over the past two decades. By examining the historical performance, stability, and return on investment of major cryptocurrencies such as Bitcoin, Ethereum, Binance Coin, and others, the research identifies the most reliable and high-growth digital assets. The study traces the evolution of blockchain technology from its early conceptualization in the 1990s to its widespread adoption across diverse industries today. The findings of this case study suggest that blockchain is more than just a technological innovation—it is a fundamental driver of economic transformation. Despite existing regulatory and scalability challenges, blockchain technology holds immense potential to accelerate economic development, enhance financial security, and create more efficient market ecosystems worldwide (David 2017).
DOI: 10.6084/m9.figshare.11673696.v1
title: LabelData

description: These files contains labels associated the Gaze-In-Wild project. For more information, please visit: http://www.cis.rit.edu/~rsk3900/gaze-in-wild/<br>
DOI: 10.6084/m9.figshare.22332352.v1
title: HCC Immunotherapy

description: We collected additional tumor tissues from the initial resection of two early-stage HCC patients for Stereo-seq. These patients were later put on immunotherapy with atezolizumab + bevacizumab after the recurrence and exhibited a clinical response (M311) or resistance (M316) to the combination therapy.
DOI: 10.6084/m9.figshare.9642074.v1
title: ASQ and Bayley analysis.dta

description: The data set was collected by our team including over 1800 pairs of infants/toddlers and caregivers. Basic characteristics of pairs and outcomes of ASQ and Bayley scales are contained.
DOI: 10.6084/m9.figshare.20729611.v5
title: Data for "Shifts, trends, and drivers of lake color across China since the 1980s"

description: This dataset includes data and relevant Python scripts used for investigating the shifts, trends, and drivers of lake color in China. Scripts: GEE_ExportChinaLake_SR.py and GEE_pull_functions.py are used for accessing the Landsat SR dataset from the Google Earth Engine Platform. Process_to_CNLakeSR.py:After downloading the exported CSV files to the local directory, we can use the script to generate CNLakeSR dataset mentioned in the paper. GEE_ERA5_grab.txt includes a GEE code link to download ERA-5 data. We also shared ERA-5 data used for our anlaysis here (ERA5_*.csv). Datasets: The dataset for the final analysis is included in Dominant_wavelength_time_series.csv. The trends from M-K analysis is included in MK_trend_wavelength.csv The meteorological dataset of each lake, including air temperature, wind speed, and precipitation from the ERA5 dataset, includes ERA5_*.csv here The annual NDVI time series of each lake in Landsat_mean_ndvi_1984_2021.csv.
DOI: 10.6084/m9.figshare.22217674.v1
title: free_energy_files

description: these files contain the metadynamics protocol and associated free energy results, along with the initial and final protein complex structures.
DOI: 10.6084/m9.figshare.22578994.v2
title: ezBIDS_tutorial_data

description: This repository contains tutorial data for the ezBIDS (https://github.com/brainlife/ezbids) web-based BIDS conversion tool. Data is comprised of dcm2niix transformed data (i.e., DICOMs ---&gt; NIfTI/JSON).
DOI: 10.6084/m9.figshare.757723.v1
title: Baker Lake NU Weather Records 1958–1968

description: Original data sheets used to compile summaries of weather at Baker Lake, Nunavut in: Smith, S.M. 1970. The biting flies of the Baker Lake region, Northwest Territories (Diptera: Culicidae and Simuliidae). Ph.D. Thesis, The University of Manitoba, Winnipeg. Data sheets for the following are enclosed: • Day-degree sums &gt;32°F 1967 • Day-degree sums &gt;32°F 1965 (a cold year), 1960 (warm year) and 1958 (average year) • Daily temperatures, 1958–1968 • Weather summaries, 1958–1967 • Wind, 1963–1967 • Soil temperatures, 1965–1967 • Temperature and precipitation synopses, 1958–1967 • Temperature and precipitation summaries, 1958–1967 • Daily precipitation, 1958–1967 Note that the PDF is image only — no OCR. The raw data were compiled by Mrs J. West, Department of Entomology, University of Manitoba. PDFs of the thesis is available at https://dl.dropboxusercontent.com/u/3686717/SmithSM_1970_PhD_Thesis.pdf This is a PDF portfolio — it contains both the scanned original and the new, text version. If you prefer to download just one or other of the two files in the portfolio (it’s easy to extract them from the portfolio), here are links: https://dl.dropboxusercontent.com/u/3686717/SmithSM_1970_PhD_Thesis_Scanned_Version.pdf https://dl.dropboxusercontent.com/u/3686717/SmithSM_1970_PhD_Thesis_Text_Version.pdf
DOI: 10.6084/m9.figshare.8227916.v1
title: Muzzammil Muhammad Ghana SGM Collated Responses.xlsx

description: Data from 2017 survey on opinions and experiences of health and abuse administered to 99 Sexual and Gender Minority Individuals in Accra.
DOI: 10.17632/zkzvyprd5z
title: A spatiotemporal organ-wide gene expression and cell atlas of the developing human heart. Asp and Giacomello et al.

description: High-resolution histological images with cluster coordinates, Related to Figure 2
DOI: 10.6084/m9.figshare.12058038.v1
title: Multiyear in-situ L-band microwave radiometry of land surface processes on the Tibetan Plateau

description: We report a unique multiyear L-band microwave radiometry dataset collected at the Maqu site on the eastern Tibetan Plateau and demonstrate its utilities in advancing our understandings of microwave observations of land surface processes. The presented dataset contains measurements of L-band brightness temperature by an ELBARA-III microwave radiometer in horizontal and vertical polarization, profile soil moisture and soil temperature, turbulent heat fluxes, and meteorological data from the beginning of 2016 till August 2019, while the experiment is still continuing. Auxiliary vegetation and soil texture information collected in dedicated campaigns are also reported. This dataset can be used to validate the Soil Moisture and Ocean Salinity (SMOS) and Soil Moisture Active Passive (SMAP) satellite based observations and retrievals, verify radiative transfer model assumptions and land surface model and reanalysis outputs, retrieve soil properties, as well as to quantify land-atmosphere exchanges of energy, water and carbon and help to reduce discrepancies and uncertainties in current Earth System Models (ESM) parameterizations. Measurement cases in winter, pre-monsoon, monsoon and post-monsoon periods are presented.
DOI: 10.6084/m9.figshare.19337123.v3
title: EDGAR-FOOD_AP_v6.0

description: The EDGAR-FOOD_AP dataset provides air pollutant emissions from the food system at the global level over the time period 1970-2018. This dataset is created from the Emissions Database for Global Atmospheric Research (EDGARv6.0) and is described in detail in the following publications: Crippa, M., Solazzo, E., Guizzardi, D., Van Dingenen, R. and Leip, A.: Global environmental impacts from food system emissions, submitted, Nature Food, 2022. Crippa, M., Solazzo, E., Guizzardi, D., Monforti-Ferrario, F., Tubiello, F.N. and Leip, A.: Food systems are responsible for a third of global anthropogenic GHG emissions, Nature Food, 2021.<br>The EDGAR-FOOD data are also available on the EDGAR website: https://edgar.jrc.ec.europa.eu/edgar_food<br> <br>
DOI: 10.6084/m9.figshare.21677279.v2
title: Main_dataset_Harrison.rar

description: This dataset corresponds to data which have been extracted from the 60W MSX-60 solar panel model. The model of the PV was obtained using particle swarm optimisation. The accuacy of the model is exellent and attractive as it was benchmarked by experiemal curves provided by the manufacturer. Precisely, the datasheet contain 27x399 data points corresponding to some variables such as Temperature, Irradiance, Maximum power voltage, maximum power current, open circuit voltage, short circuit current and many others. This data was generated for the design and implementation of a solar Phtotovoltaic Emulator (PVE). The authors recommend that the prescribed data offers a broad spectrum for solar panel research, such as MPPT, PV performance studies and many more. <br> Finally the data should be used with caution that it applies to the PV panel under uniform environmental conditions <strong>only.</strong> <br> <br>
DOI: 10.6084/m9.figshare.29050412.v1
title: Curley et al - Supplemental methods

description: Supplemental Methods
DOI: 10.17632/68cbfndvrg
title: Reproducibility: the Wenneras and Wold Nature paper (1997)

description: Aim: test of the reproducibility of a high-profile study published by Nature (1997). With access to the original applications and the assessment sheets from the Swedish Medical Research Council, stored at the National Archives, we are able to undertake a thorough examination of the data used by W&W. Our analysis uncovers several errors in the dataset, a disregard for data heterogeneity, unexplained, questionable methodological steps and lack of rigor in categorizations. Additionally, after a normalization procedure, we find that the relationship between gender and assessment is disadvantageous for men, not for women as claimed by W&W
DOI: 10.17632/bdc7cg7b5s
title: Data and code for: Global patterns of nitrogen saturation in forests

description: Since the industrial revolution, accelerated atmospheric nitrogen (N) deposition by human activities have increased N availability in forest ecosystems close to human settlements, potentially causing nitrogen-limited forests to become nitrogen-saturated. In N-saturated forests, oversupply of N leads to higher N losses as compared to N-limited forests, suggesting that the sensitivity of soil N2O emission to N deposition (sN) might indicate N saturation. In this study, we modeled the sN of global forests using N addition experimental data. Testing with previous field observations of N-saturated forests, the global patterns of N-limited and N-saturated forests indicated by sN show an accuracy above 80% on global and geographic-regional scales. Our results suggest that 47.5% of global forests are N-saturated. The produced global map of N-saturated forests reveals the spatially varying N status of forests, which is useful for predicting forest greenhouse gas emissions and productivity, facilitating optimized environmental management practices for different regions.
DOI: 10.17632/vwm2hcmy35
title: Shrub and herb diversity, litter quality, MBC, bulk density, soil organic stocks and stability in Mixed Forests of the Loess Plateau, China(2023-2024)

description: This dataset was obtained through field sampling conducted at two key research stations: the Ansai Comprehensive Soil and Water Conservation Experimental Station (Chinese Academy of Sciences) and the Shanxi Jixian National Forest Ecosystem Observation and Research Station. It encompasses ecological parameters from mixed forests in China's Loess Plateau during 2023-2024, including shrub and herbaceous plant diversity, litter quality (C/N ratio, biomass), bulk density, organic carbon stocks, and stability indices. These data provide fundamental support for elucidating plant-soil interactions and assessing carbon sequestration potential in afforested ecosystems, contributing to research on sustainable forest management and climate change mitigation.
DOI: 10.6084/m9.figshare.15020154.v1
title: Supporting Table 1

description: Table S1. Identification of peatland location, characteristics, and soil properties of sites from the literature and this study. Sites are listed by increasing mean annual temperature (MAT).
DOI: 10.6084/m9.figshare.28334051.v3
title: <b>Genomic analyses identify nosocomial transmission of ST23 carbapenem-resistant hypervirulent </b><b><i>Klebsiella pneumoniae</i></b><b> mediated by a conjugative IncFII</b><sub><strong>K2</strong></sub><b> NDM-1 plasmid</b>

description: The World Health Organization has identified ST23 carbapenem-resistant hypervirulent <i>Klebsiella pneumoniae</i> (CR-hvKP) as a critical public health threat. Through China's national surveillance system (BRICS), we identified and characterized ST23 CR-hvKP bloodstream isolates from 2019–2023.