cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28502267.v1
title: The Daya Bay metagenomic and metatranscriptomic dataset

description: Planktonic microbial and viral communities are fundamental drivers of biogeochemical cycling and energy flow in marine ecosystems. These communities display substantial variability in their composition at daily to hourly scales, which can’t be captured by conventional low-frequency monthly or weekly sampling. To reveal the high-resolution dynamics, we performed an hourly time-series sampling of planktonic microorganisms and viruses in subtropical Daya Bay. Seawater samples were collected at two-hour intervals over three days and subjected to metagenomic and metatranscriptomic sequencing for the cellular fraction and viromic sequencing for the viral fraction. This approach enabled us to capture fine-scale temporal variations in the genomic composition and transcriptional activities of microbial and viral communities. The resulting comprehensive dataset provides a valuable resource for investigating the metabolic potentials and dynamic interactions within natural planktonic microbial-viral assemblages in subtropical bay ecosystems, offering insights into their ecological roles that are inaccessible through lower-resolution sampling.
DOI: 10.6084/m9.figshare.28941446.v1
title: Research data_A first view of the odonatofauna of the Poxim-Açú River from Sergipe, Brazil

description: Research data of manuscript "A first view of the odonatofauna of the Poxim-Açú River from Sergipe, Brazil".
DOI: 10.17632/csvj8w33yz
title: Data for: Postglacial Floral and Climate Changes in Southeastern China Recorded by Distributions of n-Alkan-2-ones in the Dahu Sediment-Peat Sequence

description: Long-chain n-alkane-2-ones occur widely in lacustrine and peat depositional settings; however, their paleobotanical and paleoclimate implications are less understood, comparing with their n-alkyl counterparts (n-alkanes, n-fatty acids). In this study, we have performed a molecular stratigraphic investigation of changes in the plant contributions and depositional conditions using n-alkane, n-alkanoic acid, and n-alkan-2-one biomarkers in the Dahu lacustrine-peat sequence spanning the last 17 kyr. A series of n-alkan-2-ones ranging from C23 to C33 with a maximum at C29 appears to be contributed by microbial oxidation of both n-alkanes and n-alkanoic acids. The values of the average chain length (ACL) and the ratios of mid- to longer-chained n-alkan-2-ones display a trend comparable with the abundance of trees relative to herbs and ferns. In addition, the carbon predominance index (CPI) of n-alkan-2-ones varied in pace with lithology/paleoenvironment, with higher values seen in peat deposits. The alternating layers represent a succession of shallow lakes and peatlands that filled the depositional basin in response to paleoclimate changes between wetter and less wet conditions. The succession of paleohydrologic conditions likely affected plant communities that contributed organic matter to the sediment and peat.
DOI: 10.17632/g46rt653p8
title: DPP4 Inhibitors and Non-inhibitors

description: This data base shows the Dipeptidyl peptidase 4 inhibitors and non-inhibitors
DOI: 10.17632/tgh5zwvhj6
title: Prevalence and Risk Factors of Bovine Tuberculosis in Cattle in Selected Districts of Fafan Pastoral Settings, Eastern Ethiopia

description: The data provides an overview of the prevalence and risk factors of bovine tuberculosis in cattle in specific districts of Fafan pastoral settings in Eastern Ethiopia. It aims to determine the prevalence rate, identify contributing risk factors, and offer guidance for disease control and prevention.

The dataset includes information on the number of cattle tested, positive cases, and the raw data which prevalence rate was calculated. It also covers demographic and management characteristics of sampled herds, such as herd size, age and gender distribution of cattle, and their seasonal migration.

Furthermore, the data explores risk factors associated with bovine tuberculosis transmission, including herd size, reproductive status and physiological status . By investigating the relationships between these risk factors and the prevalence of bovine tuberculosis, the data helps identify potential interventions and mitigation strategies.

In conclusion, this data provides valuable insights into the prevalence and associated risk factors of bovine tuberculosis in cattle within selected districts of Fafan pastoral settings, Eastern Ethiopia. It serves as a foundation for developing targeted measures to control and prevent bovine tuberculosis transmission in the region.
DOI: 10.6084/m9.figshare.22874387.v1
title: A water surface object detection dataset with complex illuminating condition

description: This dataset contains 433 images from WSODD, 127 images from the boat-types recognition dataset, 417 images containing common objects on the water surface from publicly available photos on the Internet to build the validation dataset. The dataset include totally 977 images and 2138 instances.
DOI: 10.6084/m9.figshare.29061476.v1
title: 企业社会责任

description: 测量了 160 种木本物种 2,503 个个体的植物叶性状，并在个体和群落水平上量化了 CSR 成分。
DOI: 10.6084/m9.figshare.5123680.v1
title: Supplementary Material for: Childhood Stiff-Person Syndrome Improved with Rituximab

description: <b><i>Introduction:</i></b> Stiff-person syndrome (SPS) is manifested by fluctuating rigidity of axial musculature with painful episodic spasms due to simultaneous co-contraction of agonist and antagonist muscles. We present a case report and video illustrating response to treatment with rituximab. <b><i>Materials and Methods:</i></b> Case description and video are provided. A literature search for other reports of treatment with rituximab was performed. <b><i>Results:</i></b> Nine cases in addition to our case were described. Substantial clinical benefit was reported in 7/9 (78%) cases. Four out of 9 (44%) cases displayed persistent anti-glutamic acid decarboxylase (GAD) antibody positivity. <b><i>Conclusion:</i></b> Rituximab is an important treatment strategy in SPS. The persistence of anti-GAD antibody positivity even with clinical remission remains to be elucidated.
DOI: 10.15468/dl.kqmcz9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "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 ((54.1341 -16.2111,54.4917 -16.3924,54.8913 -16.2339,54.9312 -16.1504,54.1138 -16.1504,54.1341 -16.2111))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013028-250525065834625/datasets/export for details.
DOI: 10.17632/zn3bjhwgwv
title: LINF_170016900

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.6084/m9.figshare.2816284.v1
title: Code and Data for "Behavioral Diversity Generation in Autonomous Exploration Through Reuse of Past Experience"

description: This fileset contains the code, data, and results corresponding to the paper "<b>Behavioral Diversity Generation in Autonomous Exploration Through Reuse of Past Experience</b>" by Fabien C.Y. Benureau and Pierre-Yves Oudeyer, to be published in <i>Frontiers in Robotics and AI</i>, (2016).<br>Detailed introductions on how to reproduce the results, consult the code, interact with the figures, and generate new ones are present in the <b>readme.md</b> file in the <b>frontiers2016_code.tar.xz</b> file.<br>Please note that the data and results are licensed CC-BY. The code is licensed under the Open Science License (http://fabien.benureau.com/openscience.html).
DOI: 10.17632/3d7vgpyzfk
title: Comment on “Vulvar lichen sclerosus and vitiligo: Overlap and clinical features”

description: This is an investigation for the early diagnosis of Vulvar Lichen Sclerosus. Using a wood´s lamp, hypochromic areas are identified and biopsied, increasing the chances of a conclusive histopathological diagnosis.
DOI: 10.17632/nyrvy6379f
title: Doru luteipes action against Spodoptera frugiperda

description: In Brazil, the common earwig Doru luteipes (Scudder) (Dermaptera: Forficulidae) is considered an important biocontrol agent for the maize crop, consuming the fall armyworm Spodoptera frugiperda (Smith) (Lepidoptera: Noctuidae) eggs and caterpillars from 1st to 3rd instar. Despite this, several aspects of the interaction between both species have not yet been studied. We aim to evaluate the non-consumption effects of earwigs on the oviposition of moths, the earwig’s predatory preference between eggs and neonates and its functional response on S. frugiperda eggs. In no-choice tests between plants with or without the presence of the predator, S. frugiperda moths deposited a smaller number of eggs on plants with risk of predation. In choice-based tests, earwigs initially attacked newborn caterpillars, but preferred to feed on eggs. Males and females fed more on eggs with increasing supply density and consumption was adjusted to the type II functional response curve. D. luteipes males were more efficient predators than females when exposed to higher egg densities. These findings clarify aspects of the predatory role of D. luteipes on S. frugiperda that had not yet been addressed and confirm that the earwig is an important biological control agent, potentially capable of impacting the colonization and population growth of S. frugiperda in maize crops, if there were conditions favorable to its early arrival.
DOI: 10.6084/m9.figshare.12982877.v1
title: A normative model of physical distancing distribution in the three-dimensional complex built space: an application to estimating the number of persons without social distancing

description: Codes used in this paper.
DOI: 10.17608/k6.auckland.25467781.v1
title: HVN HRWP Pilot Metadata Record - The Healthy NZ Foods Pilot Study for Adults with Metabolic Syndrome

description: This metadata record and it's attached files make statements about the kinds of data collected as part of this research, and set out policies for governance of that data, now and in the future.<b>Description:</b> Funded by HVN, the investigators led the development and implementation of He Rourou Whai Painga, a long-term multi-centre dietary intervention study that will explore whether consumption of high quality New Zealand F&B products in an adapted Mediterranean-style dietary pattern improves metabolic, cardiovascular, and wellbeing profiles in people at risk of cardiometabolic disease. The current record describes a pilot study, including 29 index participants and 50 household/whānau members, that was used to finalise the study design, power calculations, and final methodology of the main intervention study, He Rourou Whai Painga.
DOI: 10.17632/46j4xvj2kd
title: Data for: Shikonin induces tumor apoptosis in Glioma Cells via Endoplasmic Reticulum Stress, and Bax/Bak Mediated Mitochondrial Outer Membrane Permeability

description: Supplementary Table 1. 99 targets of shikonin from different databases. Supplementary Table 2. 1219 genes associated with proteinuria from different databases. Supplementary Table 3. candidate targets with therapeutic glioma. Supplementary Table 4. 1083 pairs of protein interactions of candidate targets. Supplementary Table 5. specific analytical parameters of 41 central targets.
DOI: 10.17632/jmpdfkvd2j
title: UNG repairs APOBEC3G_2021

description: qPCR, Western blots, Deep sequencing files.
DOI: 10.17632/y7dhzxwvjb
title: Designing and Implementing a Comprehensive, Efficient, and Equitable Emergency Response Training Program for Traditional Medicine Practitioners in India: A Qualitative Study on Feasibility, Needs, Challenges, and Stakeholder Perceptions

description: This study explores the feasibility and impact of training traditional medicine (AYUSH) practitioners in Emergency Care and Life Support (ECLS) to strengthen India’s emergency healthcare system, particularly in underserved regions. Using a qualitative methodology, data were collected through in-depth interviews and key informant interviews with emergency medicine specialists, AYUSH practitioners, policymakers, and academics. Stakeholders consistently emphasized the need for emergency response capacity at the grassroots level and acknowledged the presence of relevant skills and experience within the AYUSH system. A pilot training program showed marked improvement in participants’ confidence and knowledge; confidence scores rose from 2.1 to 4.8 and knowledge scores improved from 53.7% to 84.2%, demonstrating that structured, scenario-based ECLS training is both effective and well-received among traditional practitioners, as narrated by one of the participants. These findings are further supported by thematic analysis, which generated 197 unique codes organized into seven overarching themes, such as enhancing skills and competency, institutional frameworks, and ethical considerations. Participants highlighted that hands-on training, community-based mass preparedness, and a clearly defined legal framework are essential for effective emergency response. Insights from AYUSH professionals and emergency specialists also emphasized the moral and public health imperative of empowering TMPs as frontline responders, especially in low-resource settings. The findings suggest that with appropriate support, AYUSH practitioners can play a critical role in community-level emergency response. However, challenges such as regulatory ambiguity, lack of formal documentation, and the need for legitimate certification must be addressed for successful integration. The study supports the development of standardized, scalable training modules endorsed by academic institutions and regulatory bodies and calls for collaborative efforts between the Ministries of AYUSH and Health. These insights can guide policy development, curriculum design, and implementation strategies to improve emergency preparedness and equitable healthcare access in India and other low-resource settings.
DOI: 10.6084/m9.figshare.12369947.v10
title: Mechanisms of the persistent high primary production during the growing season in the Chukchi Sea

description: This item includes the dataset utilized in the article for submission to ECOSYSTEMS, including in situ data and model results.<br>Please use the latest version.
DOI: 10.6084/m9.figshare.20294337.v2
title: Data supporting: Community morphological traits and species diversity promote spatial vegetation patterns in Alxa plateau in NW China

description: An integrated dataset of vegetation investigation in Alxa plateau in NW China to explore the interrelationship of abiotic and biotic factors that affect the patch size distribution. And another dataset of the relative abundance of shrub species inhabited in the area to show the convergence and dissimilarity of morphological traits under climate and soil gradient. Further information including detailed methods is including in the manuscript and its supporting information.
DOI: 10.17632/gcb5nbfp92
title: Theoretical simulations of multicomponent FeSi + (Al,Cu,Sn) alloys using Factsage 8.3

description: The data includes the equilibrium calculations and the phase diagrams done during the investigation of the impact of the impurities in FeSi system. Such impurities may be incorporated into FeSi if Si recovered from electronic waste is used for producing FeSi. The equilibrium calculations were done using Factsage 8.3. The alloys of certain composition were cooled from an initial temperature of 1500 C to a temperature of 50 C. Phase diagrams were calculated using the phase diagram module of Factsage. The calculations details are mentioned in the phase diagrams.
DOI: 10.17632/j8s85rf7fm
title: DORES - Design and Operation of Renewable Energy Systems

description: DORES is designed to simulate energy systems for both individual buildings and large-scale communities with diverse building typologies. It supports various energy sources, including Building-Applied Photovoltaics (BAPV), Building-Integrated Photovoltaics (BIPV), and Energy Storage Systems (ESS), while considering electricity load profiles at the building or community level. For cases where hourly electricity consumption data is unavailable, the tool offers pre-existing normalized load profiles for various building types, including residential, industrial, kindergarten, and public lighting.

Key features of the application:
- ESS Sizing: Optimizes battery storage for peak-shaving or the design of standalone off-grid systems.
- Control Strategies: Offers various control approaches, enabling users to analyze and compare energy flows and operational behaviors of buildings and communities.
- Performance Evaluation: Assesses system operation through key performance indicators (KPIs) such as self-consumption, self-sufficiency, and electricity cost savings, providing valuable insights into energy efficiency.
- Economic and Environmental Analysis: Includes economic KPIs such as Net Present Value (NPV) and Life Cycle Costs (LCCs) based on CAPEX and OPEX, along with environmental metrics such as CO2 emissions savings.
DOI: 10.17632/k866wjk34p
title: Doktor nöbet cetveli çizelgeleme problemi için ağırlıklı hedef programlama tabanlı genetik algoritma

description: The roster of the current situation and the roster of the main building problem are given in the enclosed file below.
(Mevcut durumun nöbet cetveli çizelgesi ve anabina probleminin nöbet cetveli çizelgesi )
DOI: 10.17632/p59cfx4vx6
title: MADTRAS (Dataset for Aspect-based Sentiment Analysis of Movie Reviews in Tamil)

description: The dataset is a carefully selected set of Tamil film reviews with the goal of advancing NLP research in the areas of text classification, sentiment analysis, and aspect-based sentiment analysis. We have invited users to review twenty-five films using a Google form. Additional reviews were taken from websites such as IMDb and YouTube. From the list of selected aspects, we also made sure that the review collection was based on the presence of at least one target aspect, including cinematography, acting, screenplay, story, director, songs, background music, and editing. About 1,390 reviews total, tagged for positive as well as negative views across eight different categories, make up the dataset.
DOI: 10.6084/m9.figshare.28123550.v1
title: all_analysis.do

description: The study investigates whether the subjective utility of goals driving farmers' technology choices influence technical efficiency, with objectives of improving allocation choices, and providing effective extension services.
DOI: 10.17632/2gndhrsnyv
title: Global Crypto Market_MarketCap_Volume_2018-2023

description: This dataset, in Excel format, includes the daily Global Market Capitalization and 24h Transaction Volume at 2-day intervals, from October 1, 2018, to March 23, 2023. Sourced from the Coin Market Cap website, it offers in-depth insights into overall market behavior during this period.
DOI: 10.17632/2w87n5fznt
title: Built environment and Physical Activity in adolescents: use of the Kernel Density Estimation and the Walkability Index

description: Was analyzed the association between the distribution density of places for physical activity (PA), walkability and PA of Brazilian adolescents. Was conducted analyses of the Kernel Density Estimation (KDE) and the Binary Logistic Regression to verify the association between the PA with the KDE and with the walkability. Was observed that in 1.200 and 1.600 meters radius adolescents from the quartile 3 and quartile 4 had greater chances of being active, as well as for the walkability in quartile 4. In conclusion, the adolescents that live in locations with better values of KDE and walkability values were more active.
DOI: 10.17632/564kkf2yy4
title: Dataset for Analyzing AI Utilisation in Education Through Learner Question Types

description: This data collected from student-generated questions submitted as appendices to assignments in 12 IT courses at a university in Australia. These courses included both undergraduate and graduate-level students, ensuring a diverse range of academic backgrounds and learning contexts. The appendices provided detailed records of how students interacted with generative AI systems during the process of completing their assignments. These questions represent authentic interactions, capturing natural usage patterns and reflecting real-world educational applications of AI tools.
DOI: 10.6084/m9.figshare.106814.v1
title: Morea Estate Data

description: Isotopic and elemental data from teeth of mammals from Morea Estate, South Africa.
DOI: 10.17632/4t8z8vzyvs
title: varRhoTurbVOF 2: Modified OpenFOAM volume of fluid solvers with advanced turbulence modeling capability

description: varRhoTurbVOF contains a set of OpenFOAM volume of fluid (VOF) solvers for turbulent isothermal multiphase flows, which are variable-density incompressible. Unlike their official counterparts, where Favre-averaged and Reynolds-averaged velocities coexist in different equations, new solvers use Favre-averaged velocities consistently in all equations. This major update introduces three main improvements to the previous version of varRhoTurbVOF. First, the implementation is extended to VOF solvers for isothermal and non-isothermal phase change two-phase flows, where the flow is no longer incompressible. Second, in order to introduce backward compatibility and to avoid code duplication, the turbulence model construction procedure is redesigned such that solvers can determine whether the variable-density effect is considered or not in the turbulence modeling part based on the input file at run time. Third, the Egorov turbulence damping model for ω-based turbulence models is implemented with its most recent developments. Plus, an extension to ϵ-based turbulence models is developed and implemented.
DOI: 10.6084/m9.figshare.22233868.v6
title: Stimulating Innovative Learning with Tech: Artefacts Influence Students’ Actions

description: Dataset in CSV file -
DOI: 10.17632/gsrt6xtr7g
title: Supplementary Material - A Critical Assessment of the Onset Strain of Densification in the Evaluation of Energy Absorption for Additively Manufactured Cellular Materials

description: Experimental comparisons of Onset Strain of Densification calculated from stress-strain graphs; Matlab code used to calculate OSD using the Hybrid Efficiency Method; Variability graphs for energy absorption metrics comparing Nylon-12 and AlSi10Mg specimens; Input format of experimental data for Matlab code
DOI: 10.17632/kp3774p92d
title: Formation and maintenance of Lewy body-like inclusions in human dopaminergic neurons

description: All the raw quantification data, and the statistical analysis done for all the quantification in the manuscript are reported in the excel sheet. Raw western blot images displayed in figures along with the electron micrographs used in figures were also uploaded.