cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13507077.v1
title: INDIAN COIN CURRENCY IMAGES.zip

description: Coin recognition is done by most of the application by considering the physical properties of coin like color, shape, thickness, radius, edge parameters. This automatic identification and recognition of coin is done by slot machine, vending machine, also at various bank’s related machines. Indian currency is of two types coin currency and paper currency. Both of them have various approaches for recognition and identification. Many of the researcher are working on this coin recognition techniques: 1) Fast Fourier Transform 2) Discrete Cosine transformation 3) Edge Detection 4) Gabor Wavelets for image subtraction 5) Tree-Structured Wavelet Transform (TWT) 6) Ant Colony Optimization (ACO) 7) Spiral Decomposition of Image (SDAI) 8) Artificial neural networks 9) Scale-Invariant Feature Transform I have the collection of Indian coins in image .jpg format.
DOI: 10.6084/m9.figshare.15049086.v1
title: Stem-mapped plot data from species-rich forest ecosystems in south China

description: The dataset includes twenty-two permanent plot data (30 ha in total) from species-rich forest ecosystems in south china. Data from the fully mapped plots includes all live trees larger than 1 cm, and each individual tree was tagged, numbered, mapped and their species and diameters at breast height (measured at 1.3 m above ground level; dbh) were recorded. <br>
DOI: 10.6084/m9.figshare.20731846.v1
title: Replication Package for "Timing Side Channel Mitigation via Automated Program Repair"

description: <strong>Pendulum: Timing Side Channel Mitigation via Automated Program Repair</strong>
<br>
This is the replication artifact for the paper "Timing Side Channel Mitigation via Automated Program Repair". It includes:

 a <strong>Docker</strong> file for easy setup and execution of Pendulum,
 the <strong>setup</strong> instructions,
 the instructions for a <strong>quick trial</strong> of the setup,
 the <strong>workflow</strong> description incl. how to <strong>apply</strong> Pendulum to other programs, and
 detailed instructions about how to <strong>replicate our experiments</strong>.

Please read our README for more information and explanations.
DOI: 10.6084/m9.figshare.21272856.v1
title: Flexible hyperspectral surface plasmon resonance microscopy

description: Dataset of the raw hyperspectral SPR datacube supporting the article titled 'Flexible Hyperspectral Surface Plasmon Resonance Microscopy'.
DOI: 10.6084/m9.figshare.29002463.v1
title: 1.4. X2 Pearson's Correlation Pre-test (Underlying Data) - Doomscrolling and Information Overload on Generation Z: Examining the Link Between Excessive Digital Media Consumption and Stress Level

description: Pre-test analysis X2 variable (information overload) results using IBM SPSS Statistics 26 for research title "Doomscrolling and Information Overload on Generation Z: Examining the Link Between Excessive Digital Media Consumption and Stress Level".
DOI: 10.6084/m9.figshare.8082245.v1
title: Subcortical connectivity correlates selectively with attention's effects on spatial choice bias

description: This dataset contains two .tar.gz files - (i) <i>Sreenivasan - Data</i> and (ii) <i>Sreenivasan - Codes</i>.<br><b>Sreenivasan - Data</b> consist of 22 folders, each labelled as "SXX".<br>Each folder contains the following files and subfolders:<br><br>1. A structural image (average_t1.nii.gz).<br>2. A volume file for the superior colliculus (SuperiorColliculus.nii.gz).<br>3. A 3-D rendering of the superior colliculus in .vtk format (SuperiorColliculus_3D.vtk).<br>4. Two subfolders:<br> <br> (i) DK ROIs - that contains volume files (.nii.gz) of the 68 cortical regions from the Desikan-Killiany atlas along with the subcortical ROIs - left and right subthalamic nucleus (LSTN, RSTN), left and right substantia nigra (LSN, RSN) and the caudate nucleus (LeftCaudate, RightCaudate).<br> (ii) Tract files - that contains tracts that connect the superior colliculus to the 68 cortical and the subcortical regions. All tracts are all in Visualization Toolkit Format (.vtk). These can be readily visualized in ParaView.<br><br>All .nii.gz files can be converted to .vtk format using ITK-SNAP.<br><b>Sreenivasan - Codes</b> contains scripts for analysis and reproducing figures of the paper.<br>To compute robust correlations, please download and add to path the toolbox developed by Pernet et al (2013, <i>Frontiers in Psychology</i>).<br>Also included is a high-resolution version of Figure 3.<br>
DOI: 10.17632/7sf4d7vf6k
title: Dataset of analysis of TikTok videos containing instructions on first aid for generalised seizures

description: This dataset contains results of the evaluation of English-language short-form videos containing instructions on first aid for generalised seizures published on TikTok. The search was carried out in June 2024 on a Windows-operated personal computer using the “seizures first aid” search query. Videos with at least 100,000 views were included. The content of the videos was evaluated for completeness and correctness of provided advice on first aid for generalised seizures using a 21-item checklist. The videos and comments to the videos were examined for misinformation (false and misleading advice) on first aid.
DOI: 10.17632/ywyddyv34k
title: An image dataset of Cauliflower and its leaf diseases detection

description: A total of 586 images are presented in the dataset. There are two folders: Cauliflower images and Cauliflower leaf images. Cauliflower images contains 8 images and Cauliflower leaf image contains 578 images.
DOI: 10.5522/04/23699736.v2
title: SR-TEE Dataset for Regressing Simulation to Real: Unsupervised Domain Adaptation for Automated Quality Assessment in Transoesophageal Echocardiography

description: This SR-TEE dataset is for our accepted paper at MICCAI2023 titled 'Regressing Simulation to Real: Unsupervised Domain Adaptation for Automated Quality Assessment in Transoesophageal Echocardiography'. Official code can be found at https://github.com/wzjialang/SR-AQA. <br> It includes 16,192 simulated and 4,427 real transoesophageal echocardiography (TEE) images from 9 standard views (i.e., Mid-Esophageal 4-Chamber, Mid-Esophageal 2-Chamber, Mid-Esophageal Aortic Valve Short-Axis, Transgastric Mid-Short-Axis, Mid-Esophageal Right Ventricle inflow-outflow, Mid-Esophageal Aortic Valve Long-Axis, Transgastric 2-Chamber, Deep Transgastric Long-Axis, Mid-Esophageal Mitral Commissural). <br> Simulated images were collected with the HeartWorks TEE simulation platform from 38 participants of varied experience asked to image the 9 views. Fully anonymized real TEE data were collected from 10 cardiovascular procedures in 2 hospitals, with ethics for research use and collection approved by the respective Research Ethics Committees. <br> Each image is annotated by 3 expert anaesthetists with two independent scores w.r.t. two automated quality assessment tasks for TEE. The criteria percentage (CP) score ranging from ‘0-100’, measuring the number of essential criteria, from the checklists of the ASE/SCA/BSE imaging guidelines, met during image acquisition and a general impression (GI) score ranging from ‘0-4‘, representing overall ultrasound image quality. <br> There are significant style differences (e.g. resolution, brightness, contrast, acoustic shadowing, and refraction artifact) between simulated and real data, posing a considerable challenge to unsupervised domain adaptation. <br> The structure of the dataset is as follows: 'real_cases_data_frames' folder: contains real TEE images. 'simulated_data_frames' folder: contains simulated TEE images. real_cases_data_frames.csv: ground truth of real TEE images, four columns represent image name, view class, CP value, and GI value, respectively. simulated_data_frames.csv: ground truth of simulated TEE images, four columns represent image name, view class, CP value, and GI value, respectively. <br>
DOI: 10.6084/m9.figshare.27143232.v1
title: Apollo 17 core sample 73002 clast size analysis

description: The Light Mantle landslide deposit in Taurus-Littrow Valley, on the Moon, was one of the geological targets of the Apollo 17 mission, as scientists wanted to understand how it formed and which mechanism was responsible for its long runout. A cylindrical sample of the top 70 cm of the Light Mantle deposit, made up of two sections, was collected by Apollo 17 astronauts and kept closed for almost 50 years. As part of the NASA Apollo Next Generation Sample Analysis (ANGSA) initiative, the sample has been recently opened and it has been made available for study. We used X-ray Computed Tomography (XCT) scans of sample 73002 and, for the first time on a lunar core sample, we conducted a 3D analysis of the clast size distribution.The data analysis and visualization of the XCT dataset of core sample 73002 were performed using 3D visualization software Avizo 2022.2 by ThermoFisher at the Micro-CT lab, Imaging and Analysis centre at the Natural History Museum, London.The Excel spreadsheet contains the record of the 674044 identified clasts (Barycentre position, Equivalent Diameter, Volume).
DOI: 10.6084/m9.figshare.29145194.v1
title: Table

description: In the information age, global scientific research results have been shared like never before, and the huge amount of data generated by researchers around the world is centrally stored in several public databases, such as UK Biobank, FinnGen, GWAS Catalog, IEU OpenGWAS, etc. However, the current utilization efficiency of these databases is obviously insufficient.In this paper, the Genome-wide Precision Causal Network Translational Medical Paradigm (GPCN-TMP) is proposed for the first time. The paradigm makes full use of global publicly available genomic and multi-omics databases, with the core approach involving Mendelian Randomization (MR) and Generalized Summary-data-based Mendelian Randomization (GSMR) to discover a large number of potential causal relationships through automated large-scale data-driven analysis and rigorous statistical validation.In this paper, we have conducted a comprehensive validation and demonstration by applying the GPCN-TMP theory using the cystatin family as an example. Without any predetermined research directions, we applied self-developed large-scale automated MR and GSMR batch analysis codes to extract relevant data from global public databases, perform preliminary causal network analysis and obtain a large number of potential relationship results. Subsequent cross-validation with existing literature fully demonstrated the scientific validity and feasibility of the GPCN-TMP paradigm.
DOI: 10.17632/8ctyv86ccp
title: Paired-end raw reads (modulation of the faecal microbiota by the prebiotic lactulose in healthy dogs)

description: Cohort of healthy owned dogs on usual diet (week 1); standard diet (weeks 2-5); standard diet and oral lactulose (weeks 6-7); and standard diet after having stopped lactulose (weeks 8-9).
DOI: 10.17632/tf4ym6fsvc
title: AERO4River's Experimental Tests - 3DoF Autonomous Surface Vessel

description: This dataset shares experimental tests used to develop the AERO4River mathematical model. The AERO4River is an autonomous surface vehicle based on a catamaran-type vessel with 3 Degree of Freedom (DoF) and an innovative air propulsion system with azimuth control. Shared data includes 3 identification experiments designed using SOESGOPE (Sub-Optimal Excitation Signal Generation and Optimal) methodology. In addition, the dataset also contains 3 experiments used to validate the estimated model. More information about the AERO4River's identification study can be found in the original article: "Development of Optimal Parameter Estimation Methodologies Applied to a 3DOF Autonomous Surface Vessel" (IEEE Acess).
DOI: 10.6084/m9.figshare.11366015.v1
title: Domingo-Rodriguez et al., Source Data.xlsx

description: <b>The data belongs to the paper of Domingo et al. 2020 entitled: </b>"<i>A specific prelimbic-nucleus accumbens pathway controls resilience versus vulnerability to food addiction</i>" published in <b>Nature Communications</b>.
DOI: 10.6084/m9.figshare.14479476.v1
title: Investigation of contamination pathway and human health risk assessment from metals in milk from the cows grazing in an industrial area: a mass balance approach

description: Supplementary information for the manuscript titled "Investigation of contamination pathway and human health risk assessment from metals in milk from the cows grazing in an industrial area: a mass balance approach"
DOI: 10.6084/m9.figshare.14791362.v1
title: GRID release 2021-06-15

description: New GRID entries for: - Missing institutes of the Slovak Academy of Sciences - Around 50 additions submitted via support desk<br>QA: - VA Medical Centers and Healthcare Systems (US) - Various top universities and academic organisations - Review of GRID records for ARC Centers (Australia) - Review of Foundation for Research and Technology Hellas (Greece) - Feedback on more than 120 GRID records from users<br>Updates: - Update of ROR IDs (ROR Version 8.0, release April 2021)<br>Geonames data is CC-BY, and noted as such in the data.<br>
DOI: 10.6084/m9.figshare.20237529.v11
title: Stretch Forming _Data_Set

description: Stretch forming experiments are performed on az31b magnesium alloy sheets of 2mm thickness Other test input infomation * 3 temperatures -room, 150 and 350 deg * 2 strain rates-0.01, 0.001mm/s * 4 sample sizes-150x150, 150x125,150x100,150x75mm * Blank Holding Pressure 120-140bar <br> <br> <br> <br>
DOI: 10.6084/m9.figshare.26198612.v1
title: Supplementary Tables.xlsx

description: The dataset includes <sup>14</sup>C age and geochemical composition of the samples in the submarine cores collected near Kikai Caldera, southern Kyushu, Japan, by D/V Chikyu. The submarine cores record the volcanic activity from 95 kyr-caldera-forming eruption to 7.3 kyr-caldera forming eruption. This dataset is referred to by the paper (Hanyu et al., 2024) published in Communications Earth and Environment.
DOI: 10.6084/m9.figshare.26827426.v1
title: 缺氧诱导的 HIF-1α/SMAD2/VEGF 信号通路增强肾巨噬细胞中的 M2 极化，发挥肾脏保护作用

description: This study elucidates the critical role of the HIF-1α/SMAD2/VEGF signaling pathway in the early stages of acute kidney injury.
DOI: 10.17632/5h3ym82bnb
title: Human intestinal organoids with an autologous tissue-resident immune compartment

description: The intimate relationship between the epithelium and the immune system is crucial for maintaining tissue homeostasis, with perturbations in epithelial-immune interactions linked to autoimmune disease and cancer. Whereas stem cell-derived organoids are powerful models of tissue-specific epithelial function, these structures lack tissue-resident immune cells that are essential for capturing organ-level processes. We describe human intestinal immuno-organoids (IIOs), formed through self-organization of epithelial organoids and autologous tissue-resident memory T cells (TRMs), a portion of which integrate within the IIO epithelium and survey the barrier. IIO formation was driven by TRM migration and interaction with epithelial cells, as orchestrated by TRM-enriched transcriptomic programs governing cell motility and epithelial inspection. We combined IIOs and single-cell transcriptomics to investigate intestinal inflammation triggered by cancer-targeting biologics in patients, and found that the system produces outcomes that are consistent with aspects of clinically observed adverse events. The tractability of the system allowed dissection of the cellular mechanisms underlying these effects. Inflammation was associated with the emergence of an activated population of CD8+ T cells, which progressively acquired intraepithelial and cytotoxic features. The appearance of this effector population was preceded and likely orchestrated by a Th1-like CD4+ population, which initially displayed a cytokine-producing character and subsequently became cytotoxic itself. A system amenable to direct perturbation and interrogation, IIOs allowed us to identify the Rho pathway as a novel target for mitigating immunotherapy-associated intestinal inflammation. Given that they recapitulate both the phenotypic outcomes and the underlying inter-lineage immune interactions, IIOs can be used to broadly study tissue-resident immune responses in the context of tumorigenesis, infectious and autoimmune diseases.
Data provided here reprent the raw count matrices for all 10x scRNA-seq experiments showcased in this study. Specifically P1-3 are three human individuals whose samples provided materials three experimental conditions each (TRM alone, IIO, Epithelial organoid + PBMC) sequenced after 24h of in vitro culture. P4 is a human individual whose tissues provided material for three experimental conditions probing IIO model response to EpCAM-TCB stimulation at 4h and 48h after treatment as well as a control condition (DP47) at 4h of culture. Count matrices are provided in CSV file format while the Supplementary Information Table 1 file collects metadata around the single cells that contributed to the results supporting the conclusions of this study.
DOI: 10.6084/m9.figshare.22434148.v1
title: Geographical variation in community-wide herbivory matches patterns of intraspecific variation instead of species turnover

description: We selected 43 grassland sites along a 1,500-km latitudinal gradient (<em>c</em>. 27°N to 39°N) and a 2,698-m elevational gradient (1,886 m to 4,584 m) on the Qinghai-Tibetan Plateau. We calculated the overall herbivory percentage (ranging from 0% to 100%) for each plant species by first multiplying the number of leaves in each damage class by the median removal value for that class (i.e., 0%, 2.5%, 7.5%, 15.0%, 35.0%, or 75.0%). Obtained values were then summed across all damage classes and the sum divided by the total number of leaves (including undamaged ones) in a sample. We calculated community-weighted mean of herbivory (hereafter, ‘CWM herbivory’) as the measurement of community-wide herbivory, which is calculated as summed species’ (herbivory) means weighted by their abundance. We evaluated geographical patterns in invertebrate herbivory pressure at the population- and community-levels, while also evaluating the importance of geographical variation in mediating the effects of abiotic and biotic factors on intraspecific variation (through changes in herbivory on component species) and species turnover effects (through changes in plant community composition).
DOI: 10.6084/m9.figshare.24192015.v1
title: Reference map of human monocytes and macrophages in blood and tumors

description: Reference map of Monocytes and Macrophages (MoMac) from blood and tumor from multiple cancer types (collated by Cheng et al. https://pubmed.ncbi.nlm.nih.gov/33545035/); integrated using semi-supervised STACAS.
DOI: 10.6084/m9.figshare.28942472.v1
title: Related to [<b>Contrasting responses of flowering phenology in C</b><sub><strong>3</strong></sub><b> and C</b><sub><strong>4</strong></sub><b> plants shape grassland community structure under global change</b>], published in Ecology.

description: <b>Contrasting responses of flowering phenology in C</b><sub><strong>3</strong></sub><b> and C</b><sub><strong>4</strong></sub><b> plants shape grassland community structure under global change</b><b>, Bai et al., </b><b><i>Ecology</i></b><b>. 2025.</b>
DOI: 10.17632/x8xbkx9fk8
title: Data for: Macroeconomic impact of the German energy transition and its distribution by sectors and regions

description: Supplementary information 2: Description of the regional economic extension to ISI-Macro
DOI: 10.6084/m9.figshare.1591123.v7
title: S1 File

description: Supporting information file S1. Table A in S1 File
DOI: 10.6084/m9.figshare.25807351.v1
title: Gluten-Free Bread Evaluating Proximate and Sensorial Acceptability of Left-Over Coconut Pulp Flour Integration.docx

description: Gluten is a protein responsible for elasticity and a mouldable structure of bread. However, gluten intake is restricted in individuals with Gluten-Related Disorders (GRD), necessitating a shift to Gluten-Free (GF) diets which impact their dietary fibre intake, which is essential for maintaining intestinal health. With the aims to study the impact of Left-Over Coconut Pulp Flour (LOCPF) at concentrations of F1:10%, F2:20%, and F3:30% in the formulation of GF bread in comparison to the control sample, hence this study being initiated. The proximate analysis and shelf-life studies (physical and sensory properties) over 7-day of storage period at room temperature were assessed. Results show that the treated samples significantly higher in crude fiber, total fat and carbohydrate which reflect to the higher energy provided (p&lt;0.05) as well as exhibited significantly lower aw (F3, F2, F1) than the control sample. Incorporating LOCPF caused relatively darker in colour but found to be sensorial acceptable throughout 7 days of storage period. Hence it can be suggested that Left-Over Coconut Pulp can be innovatively used as a sustainable solution to reduce waste and may benefitial for food and pharmaceutical industry since it provides a nutritious and potentially more affordable option for producing nutrient-rich bread for those with GRD, contributing to both health and environmental sustainability
DOI: 10.6084/m9.figshare.5224900.v1
title: cif file of (P)-1-aza[6]helicene, (rac)-N-Methyl-1-aza[6]helicene tetrafluoroborate and (P)-N-Methyl-1-aza[6]helicene tetrafluoroborate

description: cif file of (P)-1-aza[6]helicene (CCDC 921948), (rac)-N-Methyl-1-aza[6]helicene tetrafluoroborate (CCDC 921949) and (P)-N-Methyl-1-aza[6]helicene tetrafluoroborate (CCDC 921950).
DOI: 10.6084/m9.figshare.7772768.v2
title: Case study about the creation of assembly instructions via the Blender Game Engine

description: In this fileset, the executables featuring the assembly instructions for a panel-based light-frame wood construction system aimed to DIY construction are included. The executables have been created by the means of the Blender Game Engine. The source 3D model files are also included.This research has been published in the following article:Gian Luca Brunetti (2019). "Utilization of open-source game engines for the description of construction systems suited to self-building". 18: 226-234. DOI: 10.13128/techne-7534<br>
DOI: 10.6084/m9.figshare.7883603.v1
title: gVCF_HG01052

description: 1000 Genomes gVCF mapped to hs37d5 for HG01052. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.17632/6rf49zwspg
title: Human Resource Management Practice and Quality of Work Life

description: 301 IT professionals answer this survey. They are from different places in Brazil (north to south). We have two instruments, Quality of Work Life and Human Resource Practices. Also, we have qualitative data attached to subjects. As we collect data in Brazil, we use a Brazilian Quality of Work Life instrument developed by Mário César Ferreira and developed by Rodrigo Ferreira. The Human Resource Practice instrument used was based in Villajos and we added some items. (references below). Ferreira, R. R. (2013). Qualidade de vida no trabalho. Questões de método para a realização de diagnóstico em ambientes de trabalho. In M. C. Ferreira, C. S. Antloga, T. Paschoal, & R. R. Ferreira (Eds.), Qualidade de vida no trabalho: questões fundamentais e perspectivas de análise e intervenção (pp. 167–186). Paralelo 15. Villajos, E., Tordera, N., Peiró, J. M., & van Veldhoven, M. J. P. M. (2019). Refinement and validation of a comprehensive scale for measuring HR practices aimed at performance-enhancement and employee-support. European Management Journal, 37(3), 387–397. https://doi.org/10.1016/j.emj.2018.10.003
DOI: 10.6084/m9.figshare.14329088.v1
title: FB2Droid: A Novel Malware Family Based Bagging Algorithm for Android Malware Detection

description: This dataset contains 8000 malware and 8000 benign Android applications
DOI: 10.6084/m9.figshare.21720272.v1
title: Spotify songs

description: spotify songs data set