cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.11920128.v2
title: Data for "Sharing for science: High-resolution trophic interactions revealed rapidly by social media"

description: Data associated with:Maritz, R. and Maritz, B. 2020. Sharing for Science: High-resolution trophic interactions revealed rapidly by social media. PeerJ DOI: 10.7717/peerj.9485<br><br><br>Maritz_FacebookDatabase.csv<br>Feeding interactions involving reptiles and amphibians in southern Africa gathered using Facebook (Predation Records - Reptiles and Frogs (Sub-Saharan Africa)). Data retrieved between Aug. 2017 - Dec. 2019.<br>Maritz_LiteratureDatabase.csvSnakes in southern Africa as predators collected using published scientific and grey literature. Data last retrieved from in Dec. 2019<br>Maritz_LitDatabaseRefs.xlsx<br>Full citations for literature sources used in this study including the snake species for which it provided data for.<br>Maritz_iNaturalistDatabase.csvSnakes in southern Africa as predators collected using iNaturalist. Data retrieved in Dec. 2019<br><br>Maritz_GoogleDatabase.csvSnakes in southern Africa as predators collected using Google Images. Four target species used: <i>Boaedon capensis</i>, <i>Python natalensis, Naja nivea, </i>and<i> Dispholidus typus. </i>Data retrieved in Oct. 2019.<br><br>Maritz_PreyRatios.csvRatios of prey for four target species of snakes using Facebook, iNaturalist, and Google Images.<br><br>Associated R code for analyses and figures: 10.6084/m9.figshare.12287714<br>Please notify us if you would like to use these data in a publication (maritzrobin.a@gmail.com) and provide recognition to our efforts by citing our database and publication in your work.
DOI: 10.6084/m9.figshare.1301655.v2
title: PsbS is required for systemic acquired acclimation and post-excess-light-stress optimization of chlorophyll fluorescence decay times in <i>Arabidopsis</i>

description: Systemic acquired acclimation (SAA) is an important light acclimatory mechanism that depends on the global adjustments of non-photochemical quenching and chloroplast retrograde signaling. As the exact regulation of these processes is not known, we measured time-resolved fluorescence of chlorophyll <i>a</i> in <i>Arabidopsis thaliana</i> leaves exposed to excess light, in leaves undergoing SAA, and in leaves after excess light episode. We compare the behavior induced in wild-type plants with null mutant of non-photochemical quenching (<i>npq4–1</i>). The wild type rosettes exhibit a small reduction of fluorescence decay times in leaves directly exposed to excess light and in leaves undergoing SAA in ambient low light. However in <i>npq4–1</i> exposition to excess light results in much faster fluorescence decay, which is insensitive to excitation power. At the same time <i>npq4–1</i> leaves undergoing SAA displayed intermediate fluorescence decay. The <i>npq4–1</i> plants also lost the ability to optimize florescence decay, and thus chlorophyll <i>a</i> dynamics up to 2 h after excess light episode. The fluorescence decay dynamics in both WT and <i>npq4–1</i> can be described by a set of 3 maximum decay times. Based on the results, we concluded that functional PsbS is required for optimization of absorbed photon fate and optimal light acclimatory responses such as SAA or after excess light stress.
DOI: 10.6084/m9.figshare.5692945.v1
title: Supplementary Material for: Serum Leptin, Resistin, and Adiponectin Concentrations in Psoriasis: A Meta-Analysis of Observational Studies

description: <b><i>Background:</i></b> Psoriasis is an immune-mediated, inflammatory disease. Adipokines contribute to the regulation of immune-mediated processes and inflammation. <b><i>Objective:</i></b> The aim of our study was to systematically review the literature for studies that have evaluated the circulating concentrations of adipokines in patients with psoriasis and controls and to meta-analyze the best evidence available. <b><i>Methods:</i></b> Eligible were studies that have assessed leptin, resistin, or adiponectin concentrations in psoriatic patients and a reference group. The study was conducted in adherence with the PRISMA standards. <b><i>Results:</i></b> Psoriatic patients had higher leptin concentrations compared to controls (random effects model, mean difference, MD = 5.64 ng/mL, 95% CI: 3.00-8.29, <i>p</i> &lt; 0.0001). Heterogeneity among studies was high (<i>I</i><sup>2</sup> = 95.9%). Psoriatic patients had higher resistin concentrations compared to controls (MD = 4.66 ng/mL, 95% CI: 2.62-6.69, <i>p</i> &lt; 0.0001). Heterogeneity was high (<i>I</i><sup>2</sup> = 99.2%). Finally, psoriatic patients had lower adiponectin concentrations compared to controls (MD = -1.87 μg/mL, 95% CI: -2.76 to -0.98, <i>p</i> &lt; 0.0001). Heterogeneity was high (<i>I</i><sup>2</sup> = 95.9%). <b><i>Conclusion:</i></b> The study supported the hypothesis that leptin and resistin concentrations are higher and adiponectin concentrations are lower in patients with psoriasis compared to controls. Hereby, the suggested pathogenic link between psoriasis and metabolic syndrome/obesity is reinforced and the role of comorbidities in psoriasis is highlighted.
DOI: 10.17632/32b5vfj6tc
title: TyreNet: A High-quality Annotated Dataset for Tyre Defect Classification with Deep Learning Models

description: The dataset consists of a total of 1,698 tyre images. 
There are 866 images of defective tyres, showcasing a range of issues like cracks, wear patterns, and other anomalies.
Additionally, there are 832 images of good (non-defective tyres), mimicking the realistic environment.
DOI: 10.6084/m9.figshare.29092901.v1
title: Dataset for CNN-based Bayesian Calibration of TELEMAC-2D Hydraulic Model

description: This dataset contains both raw and processed data used for the Bayesian calibration of a 2D hydraulic model (TELEMAC-2D) using a convolutional neural network (CNN)-based emulator.The dataset is organized into three ZIP files:<b>DEPTHS.zip (319.5 MB)</b><br>This archive contains high-resolution GeoTIFF raster files representing water depth outputs from TELEMAC-2D simulations. These were used as target variables in CNN training and correspond to various Manning’s friction scenarios..<b>FRICTION.zip (35.7 MB)</b><br>Includes the corresponding friction zone maps (Manning’s n coefficients), also in GeoTIFF format, used as spatially distributed input conditions in the simulations. These maps define the roughness zones used in TELEMAC-2D.<b>NPY_SPLITS.zip (364.7 MB)</b><br>Contains the NumPy arrays (<code>.npy</code> format) derived from the TIFF rasters, used to train and validate the CNN emulator. The structure is as follows:Files starting with <code>X_part</code> are flattened input arrays representing friction information extracted from the friction zone rasters.Files starting with <code>y_part</code> are flattened output arrays representing corresponding water depth values.The <code>.npy</code> files were loaded and processed using the following approach in Python:# Load the input and output numpy arraysinput_path = "../data/depths/NPY_SPLITS"x_files = sorted([f for f in os.listdir(input_path) if f.startswith("X_part")])y_files = sorted([f for f in os.listdir(input_path) if f.startswith("y_part")])X_data = np.concatenate([np.load(os.path.join(input_path, f)) for f in x_files], axis=0)y_data = np.concatenate([np.load(os.path.join(input_path, f)) for f in y_files], axis=0)# Split into training and validation setsX_train, X_val, y_train, y_val = train_test_split(X_data, y_data, test_size=0.2, random_state=42)This dataset enables reproducibility of the emulator training process and supports future developments in physically informed machine learning for hydraulic model calibration.<br>
DOI: 10.6084/m9.figshare.12163542.v2
title: GTT-1-protein-280.dcdWW domain trajectories

description: Trajectories of ww domainTrajectories dataTrajectories of WW domain
DOI: 10.6084/m9.figshare.1362572.v1
title: bioCADDIE white paper - Data Discovery Index

description: This article describes the plans for the BD2K project bioCADDIE (biomedical and healthCAre Data Discovery Index Ecosystem).
It includes several contributions from the data science community.
DOI: 10.6084/m9.figshare.19597093.v1
title: Darwin’s naturalization conundrum disentangled: the role of phylogenetic relatedness depends on the invasion stages

description: We collected data on 5,091 alien angiosperm species that have been introduced to Southern Africa for cultivation. Then combined with lists of the global flora non-native to Southern Africa (n= 24,974 species), the naturalized and native species within the region of Southern Africa, and the species that have become invasive within the country of South Africa. This novel combination of datasets was used to test the Darwin’s naturalization conundrum at the different stages of the invasion process. Specifically, we showed how phylogenetic relatedness to native species is correlated with the subsequent stages of introduction, naturalization and invasiveness of alien species.
DOI: 10.6084/m9.figshare.19793563.v1
title: Cellular atlases of ovarian microenvironment alterations by diet and genetically-induced obesity

description: File NCD.gem is the spatial data from Stereo-seq of normal chow dite (NCD) mice. File HFD.gem is the spatial data from Stereo-seq of high-fat diet (HFD) mice. File OB.gem is the spatial data from Stereo-seq of ob/ob mice. <br> <br> File SnRNA-seq NCD.zip is the single-nucleus RNA sequencing data of NCD mice. File SnRNA-seq HFD.zip is the single-nucleus RNA sequencing data of HFD mice. File SnRNA-seq OB.zip is the single-nucleus RNA sequencing data of ob/ob mice. <br>
DOI: 10.6084/m9.figshare.7017167.v1
title: Nothobranchius furzeri sites

description: List of known N. furze sites studied during 2008-2016 by Reichard lab team.
DOI: 10.6084/m9.figshare.8014889.v1
title: high resolution run

description: high resolution run
DOI: 10.17632/6tczgfy66n
title: Data for: How Often Do Dictators Have Positive Economic Effects? Global Evidence, 1858-2010

description: Replication datasets and code for "How Often Do Dictators Have Positive Economic Effects? Global Evidence, 1858-2010"
DOI: 10.17632/y47msnnknt
title: Article

description: data data
DOI: 10.17632/z2rbfzz3ng
title: Student Registration Dataset of Faculty of Information Technology at Isra University, Amman, Jordan

description: The dataset contains complete registration information that reflects the real scenario during the 2017/2018 second semester in faculty of information technology at Isra University. The dataset contains 89 courses, 143 sections, 24 instructors, 686 students, and 25 halls, 13 overlapping morning time periods and 3 evening time periods.
DOI: 10.6084/m9.figshare.12386138.v1
title: PRV-1 screening of ocean-caught fish from trawl surveys conducted in British Columbia in 2018

description: Summary of PRV-1 screening results for fish species caught during during Fishery and Oceans Canada trawl surveys conducted off the coast of Vancouver Island in 2018, including date, location and depth of each trawl set fish and methodologies for how sampling and screening was conducted.
DOI: 10.6084/m9.figshare.14991978.v1
title: JRC2018VncM_MANC_h5

description: Transformations between JRC 2018 Male Ventral Nerve Cord template and the Janelia Ventral Nerve Cord FIB-SEM dataset.<br><br>This transformation operates in units of microns. Therefore, any point coordinates must be converted to micron units before applying this transformation.
DOI: 10.6084/m9.figshare.29143364.v1
title: Antibiotics drugs.xlsx

description: Antibiotics drugs
DOI: 10.17632/33fm297cz4
title: eTraj.jl: Trajectory-based simulation for strong-field ionization

description: The dynamics of light-matter interactions in the realm of strong-field ionization has been a focal point and has attracted widespread interest. We present the eTraj.jl program package, designed to implement established classical/semiclassical trajectory-based methods to determine the photoelectron momentum distribution resulting from strong-field ionization of both atoms and molecules. The program operates within a unified theoretical framework that separates the trajectory-based computation into two stages: initial-condition preparation and trajectory evolution. For initial-condition preparation, we provide several methods, including the Strong-Field Approximation with Saddle-Point Approximation (SFA-SPA), SFA-SPA with Non-adiabatic Expansion (SFA-SPANE), and the Ammosov-Delone-Krainov theory (ADK), with atomic and molecular variants, as well as the Weak-Field Asymptotic Theory (WFAT) for molecules. For trajectory evolution, available options are Classical Trajectory Monte-Carlo (CTMC), which employs purely classical electron trajectories, and the Quantum Trajectory Monte-Carlo (QTMC) and Semi-Classical Two-Step model (SCTS), which include the quantum phase during trajectory evolution. The program is a versatile, efficient, flexible, and out-of-the-box solution for trajectory-based simulations for strong-field ionization. It is designed with user-friendliness in mind and is expected to serve as a valuable and powerful tool for the community of strong-field physics.
DOI: 10.17632/bg7gcgy9wk
title: Dataset of cyclic tests and simulations of T-joints with CHS chord and passing-through plate

description: This dataset collects cyclic tests and Finite Element (FE) simulations of T-joints featuring Circular-Hollow-Section (CHS) chords with passing-through plates.
Experimental tests were conducted at the University of Salerno on three T-joints, specifically designed to replicate the behaviour of tube-to flange attachments of beam-to-column connections between CHS columns and passing-through IPE beams. These specimens underwent cyclic displacement histories at the plate ends following the protocol outlined by AISC 341.
To characterise the material properties of the tested specimens, dog-bones were extracted from the tubes, and coupon tests were performed, providing engineering true stress-true strain curves. 
Subsequently, FE models of the specimens were developed and validated against the experimental results. These FE models precisely reproduce the geometrical and mechanical properties of the tested specimens, faithfully replicating the applied displacement histories.
Exploiting the validated FE models, a parametric analysis investigated the behaviour of a more extensive dataset, encompassing 44 geometric configurations of the analysed connection. For each of the 44 cases, cyclic simulations were conducted, applying the same protocol used for the tested specimens, and the force-displacement response was analysed.
The significance of this dataset lies in its derivation from numerical simulations based on FE models validated against experimental results, establishing it as a reliable resource for researchers aiming to develop mathematical and mechanical models for predicting the cyclic response of T-joints with Circular-Hollow-Section (CHS) chords with passing-through plates.
DOI: 10.17632/g684ghfxvg
title: Diseases of date palm leaves dataset

description: This is an image dataset of date palm leaves with eight types of diseases and infections. The images were collected from 10 date farms in Madinah, Saudi Arabia.
DOI: 10.6084/m9.figshare.25415098.v1
title: WHU building dataset

description: The WHU public building extraction dataset was collected and produced by the Photogrammetry and Computer Vision Research Group (GPCV) of Wuhan University. The dataset comprises data from two cities (New Zealand and Christchurch), with a total area greater than 450km2. The spatial resolution of the images is 0.3 m. The dataset contains 8,188 optical remote sensing images with a crop size of 512×512 pixels and their corresponding label images. The entire dataset was divided into training, validation, and test sets with 4,736, 1,036, and 2,416 images, respectively.
DOI: 10.6084/m9.figshare.25703123.v1
title: Data for all figures from Alpha-secretase inhibition impairs Group I metabotropic glutamate receptor-mediated protein synthesis, long-term potentiation and long-term depression

description: Mockett et al, Supplementary Material.xlsx
DOI: 10.6084/m9.figshare.28677254.v1
title: SEM.rarIntegrated Bioprinting of Trachea-Like Structures Based on Tissue-Specific bioink

description: database for artical uploaded :"Integrated Bioprinting of Trachea-Like Structures Based on Tissue-Specific bioink"
DOI: 10.6084/m9.figshare.28952606.v13
title: Logic innovation NEW

description: Logic innovation
DOI: 10.17632/6f4rnttcnw
title: SAXS curve of human ferritin pathogenic mutant LN2 (DNA mutation c.497_498dupTC, causing the amino acid change p.Phe167SerfsX26) with 50 Iron/protein shell
DOI: 10.17632/mgh5r9wny7
title: izMiR ab initio MicroRNA Analysis

description: izMiR is a data analysis workflow that can be used for the detection of pre-miRNAs. Here we provide a comprehensive approach which allows the opportunity to compare different data sets, feature groups and classifiers. The system is very flexible and can be seamlessly adopted for future studies gracefully allowing extensions and adjustment of any settings.
DOI: 10.6084/m9.figshare.22962503.v1
title: DCC_Lifetime_Properties_200404-201301

description: This file contain the lifetime properties of the tracked deep convective clusters based on MSG geostationary satellite over the region of interest from 2004 to 2013.
DOI: 10.6084/m9.figshare.23284040.v1
title: Bacteroides vulgatus partial 16S rRNA gene sequence

description: Bacteroides vulgatus partial 16S rRNA gene sequence
DOI: 10.6084/m9.figshare.27427188.v1
title: NTU RGB+D 60&120 skeleton with coordinates dataset

description: "NTU RGB+D" contains 60 action classes and 56,880 video samples."NTU RGB+D 120" extends "NTU RGB+D" by adding another 60 classes and another 57,600 video samples, i.e., "NTU RGB+D 120" has 120 classes and 114,480 samples in total.These two datasets both contain RGB videos, depth map sequences, 3D skeletal data, and infrared (IR) videos for each sample. Each dataset is captured by three Kinect V2 cameras concurrently.The resolutions of RGB videos are 1920x1080, depth maps and IR videos are all in 512x424, and 3D skeletal data contains the 3D coordinates of 25 body joints at each frame.This dataset is read the skeletons from the nturgbd_skeletons_s001_to_s017.zip and nturgbd_skeletons_s018_to_s032.zip files and generate a single csv file with all the normalized coordinates.The raw public dataset nturgbd_skeletons_s001_to_s017.zip and nturgbd_skeletons_s018_to_s032.zip files can down from https://rose1.ntu.edu.sg/dataset/actionRecognition/.<br><br>
DOI: 10.17632/psky9424c6
title: Data for: A framework for the evaluation of routing protocols in opportunistic networks

description: The four datasets include the evaluation of various opportunistic routing protocols in four datasets (Reality, Dartmouth, Lyon, INFOCOM2005) using the Adyton simulator (https://github.com/npapanik/Adyton). More specifically, the datasets include the performance data (performance metrics), the processed data used to build the decision matrix and the scoring results for the examined routing protocols using different combinations of decision-making and weighting methods. The four datasets correspond to the four experiments presented in the manuscript entitled "A framework for the evaluation of routing protocols in opportunistic networks". The file ranking-tables.xlsx contains an example highlighting the pitfalls in using traditional performance metrics when ranking protocols using MCDM methods. The example ranks the performance of six well-known opportunistic protocols in the Dartmouth dataset using the SAW decision-making method and the MW weighting method. There are two rankings, one produced using traditional performance metrics and the other using the proposed normalized metrics. The example corresponds to tables 2,3,4 and 5 of the manuscript "A framework for the evaluation of routing protocols in opportunistic networks".
DOI: 10.17632/t8jvs9xt8b
title: Social Media and Elections

description: Reproduction Data for "The Effect of Social Media on Elections: Evidence from the United States" published in the "Journal of the European Economics Association"
DOI: 10.25451/flinders.27116719.v1
title: Dataset: Conditional Generative Adversarial Network for enhancing the classification of autism spectrum disorder

description: Data set used for Conditional Generatiove Adveresarial Networks to generate synthetic ERG waveforms contains n=18 and n=31 ASD and control ERG waveforms recorded at 9 flash strengths.
DOI: 10.6084/m9.figshare.1299358.v1
title: S1_Dataset.xlsx

description: Original research questions and original summarised rankings for the paper Alcock, L., Ansari, D., Batchelor, S., Bisson, M.-J., De Smedt, B., Göbel, S.M., Hannula-Sormunen, M., Hodgen, J., Inglis, M., Jones, I., Mazzocco, M., McNeil, M., Schneider, M., Simms, V., & Weber, K. (in press). Challenges in mathematical cognition: A collaboratively-derived research agenda. To appear in <i>Journal of Numerical Cognition</i>.
DOI: 10.6084/m9.figshare.25968190.v1
title: codes and data for "Network-informed analysis of a multivariate trait-space reveals optimal trait selection"

description: Trait-based analyses have shown great potential to advance our understanding of terrestrial ecosystem processes and functions. However, challenges remain in adequately synthesising a multidimensional and covarying trait space. Here, we develop a trait reduction procedure based on network analysis of a global trait dataset that covers 27 traits across 262 ecoregions. By applying constraints on previous optimal reduced network in which traits were incrementally added or removed, we established consistent network series. Then, the most cost-efficient trait sets are allowing to identify to represent full trait space when an acquisition cost can be attributed to each trait.<b> </b>We found that that the reduced trait sets properly represented the three main dimensions of full trait space in hydrological safety, leaf economic strategy, and plant reproduction and competition. Then a parsimonious trade-off can also be achieved by selecting a 16-trait network which costs only 42.1% of the full suite of the 27 traits. Our approach can help in revealing important trade-offs and in selecting key traits, thus will potentially enhancing our understanding on the main trade-off dimensions of the multivariate trait space and facilitating trait-based research practically.
DOI: 10.6084/m9.figshare.28660964.v1
title: UCM 188.108 digital model and image set

description: UCM 188.108 pterosaur tracksPteraichnus isp.Summerville Formation, Cactus ParkOxfordian, Upper Jurassic
DOI: 10.6084/m9.figshare.3504092.v1
title: Historical irrigated area maps for India (1956-2010)

description: Annual irrigated area maps of 30 crop types for the Indian subcontinent between 1956-2010 at 5 arcminute by 5 arcminute spatial resolution.<br>
DOI: 10.17632/8kjtr5mz69
title: DCE-MRI data

description: DCE-MRI data sets for rat brains used in the analysis will be available.
DOI: 10.17632/ds6vk7m3m7
title: Coal macerals

description: This is a coal macerals dataset including maceral group images (vitrinite, inertinite, liptinite) and annotated images. The images are collected from the USGS and fifteen mining areas of China and the labels are annotated through the Neoimaging app. There are 704 coal macerals images and 313 labeled images in the dataset. Among the labeled images, red is used for vitrinite, yellow for inertinite, and blue for liptinite.
DOI: 10.6084/m9.figshare.16438272.v1
title: Dataset.zip

description: The experimental results of UGCPU are available as "Dataset".<br>
DOI: 10.17632/8wxbb39tpc
title: An Interest Rate Rule Following the Natural Rate of Interest for Optimal Monetary Policy

description: This dataset contains the readme.pdf file and Dynare codes required to replicate the simulation results presented in the paper.
DOI: 10.17632/nvmnbnnmzm
title: Mental health data

description: Data obtained on adolescents containing several indicators of mental health outcomes