cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6zt73pcnxv
title: Datasets on CFRP specimens after the ASTM standard low-velocity impact tests

description: This dataset is developed to study carbon fiber reinforced plastics laminates after low-velocity impact tests. It is related to a Data in Brief article, which describes the experiment in detail, and the main article on how the authors used the datasets. The low-velocity impact test was conducted with various impact conditions, changing the impactor shape, the impact energy and the stacking sequence, which generates barely visible impact damage. This dataset is on the ASTM standard low-velocity impact tests. See the other Mendeley data URLs to find the data on the other stacking sequences. 

“impacted surface image” folder: The impacted surface image (147.988mm * 97.985mm)
“internal damage” folder: The c-scanning image after the impact. Each scale is on the image.
“non-impacted surface image” folder: The non-impacted surface image (147.988mm * 97.985mm)
“surface profile” folder: The surface profile of the impacted surface. (147.988mm * 97.985mm)
“impact condition_astm.xlsx”: The impact condition.
DOI: 10.17632/d6x3ysbytf
title: Supplemental Materials: The Efficacy and Safety of Minocycline, Metronidazole, Ivermectin, and Azelaic acid in Moderate-to-Severe Papulopustular Rosacea: a Systematic Review and Network Meta‐Analysis

description: Supplemental Materials of The Efficacy and Safety of Minocycline, Metronidazole, Ivermectin, and Azelaic acid in Moderate-to-Severe Papulopustular Rosacea: a Systematic Review and Network Meta‐Analysis Researh.
DOI: 10.17632/hn3ncrrj95
title: Synthetic low-voltage grid and residential solar photovoltaic hosting capacity data

description: Making national and local estimates of grid impacts from end-use-technologies, such as electric vehicles and solar photovoltaic can improve targets and cost-estimates for a fully renewable electricity and transportation system. This dataset contains data from a reference network model that generates synthetic low-voltage grids using public GIS data and national standards and regulations for low-voltage systems. The data and metadata is presented for synthetic low-voltage grids and residential solar photovoltaic hosting capacity in Sweden (SWE), UK (UK) and Germany (DE). Data files contains GIS files and are presented in the EPSG:3035 coordinate reference system.
DOI: 10.6084/m9.figshare.19561255.v2
title: Data from: Legacies of precipitation influence primary production in Panicum virgatum

description: Data and code used for analyses in the manuscript "Legacies of precipitation influence primary production in <em>Panicum virgatum</em>"
DOI: 10.6084/m9.figshare.25931443.v2
title: Olfactory abilities of birds - review of published results

description: Research of olfactory abilities obtained so far relatively limited attention due to its complex nature and methodological difficulties to study it. To address the challenges of avian olfactory research, we undertook a comprehensive synthesis of the existing literature spanning four decades, with a particular focus on foraging behaviour. Our systematic review includes a comprehensive search of the Web of Science and Google Scholar databases and summarizes results of 80 experiments. Based on the results, we highlight significant biases in the study of avian olfactory foraging, emphasizing gaps in bird taxa, geographical regions, and methodological approaches. Relatively well-studied systems, such as those involving dimethyl sulfide (DMS) or herbivore-induced plant volatiles (HIPVs), provide still rather limited knowledge base, while systems involving frugivorous or nectarivorous birds remain underexplored. The predominance of studies in temperate regions further limits understanding in species-rich tropical areas. Methodological inconsistencies, particularly in reporting bird and odor characteristics, hinder comparative analyses. Future research should address these gaps by focusing on underrepresented groups, distinguishing between innate and learned olfactory behaviors, evaluating impact of environmental noise, and examining individual differences in response to volatile compounds. This comprehensive approach is crucial for advancing knowledge and developing targeted pest management and fruit dispersal strategies.<br>
DOI: 10.17632/5hj58nn7kr
title: MMS vs WLE for Pediatric Patients with DFSP

description: Supplemental materials for manuscript "Sociodemographic factors associated with Mohs micrographic surgery versus wide local excision in pediatric dermatofibrosarcoma protuberans"
DOI: 10.6084/m9.figshare.1481062.v10
title: Road Characteristics Best Predict the Probability of Vehicle Collisions with a Non-native Ungulate

description: These datafiles are used in analyses contained in the manuscript Tanner AL, Leroux SJ, and Saunders PW. [submitted]. Road Characteristics Best Predict the Probability of Vehicle Collisions with a Non-native Ungulate. These data include information on environmental variables at 600 moose-vehicle collision locations and 1200 randomly selected locations in Newfoundland, Canada. There is one buffer size (5471m radius) used for all variables that require buffered areas. This file also contains the R code that we used to conduct the analyses. We have included comments throughout the code in order to understand the operations being performed. Be sure to import the new datasets (spatialallmvc.csv or spatialallrandom.csv). Please read Metadata file carefully before using any of this data.
DOI: 10.6084/m9.figshare.104603.v3
title: Molecular Dynamics Protocol with Gromacs 4.0.7

description: <strong>Molecular Dynamics Protocol with Gromacs 4.0.7</strong> This protocol had been used in the paper <em>Modeling and Molecular Dynamics of HPA-1a and -1b Polymorphisms: Effects on the Structure of the β3 Subunit of the αIIbβ3 Integrin</em> (PLoS ONE 7(11): e47304, 2012).
DOI: 10.6084/m9.figshare.14414894.v1
title: Output from data-assimilation Al model

description: These files accompanies the manuscript “<b><i>Ocean dust deposition rates constrained in a data-assimilation model of the marine aluminum cycle</i></b>”, by H. Xu and T. Weber. The data file (Xu_2021_model_output.mat) contains model output. The MATLAB script (plot_Al_budget.m) plots results. Both are fully described in the README file.
DOI: 10.6084/m9.figshare.21218507.v1
title: House Price

description: House price prediction dataset
DOI: 10.6084/m9.figshare.24526675.v1
title: Raw Data: Stereo-anomaly is found more frequently in tasks that require discrimination between depths

description: Data serialised to a JSON file, suitable to be loaded into Python as a dictionary. Structure is then as follows (if it were loaded to a dictionary "<b>data</b>"):data[deidentifiedParticipantCode][taskStr][repetitionStr]Where: <b>deidentifiedParticipantCode </b>is of the format: "Participant_001" to "Participant_228",<br><b>taskStr </b>is either "detection" or "discrimination"<b>repetitionStr</b> is either "test" or "retest"Indexing at those three levels will return a single measurement result, which conforms to:"type": "object",<br>"required": ["data", "log2Threshold", "log2ThresholdStdErr", "overallPCorrect", "overallPCorrectCI"],"properties": {<br> "data": { "description": "Raw data collected in the measurement",<br> "type": "object", "required": ["log2Disparity", "nCorrect", "nTrials"],<br> "properties": { "log2Disparity": {<br> "description": "log2-transformed disparity values", "type": "array",<br> "items": { "type": "number"<br> } },<br> "nCorrect": { "description": "Number of correct responses at each disparity",<br> "type": "array", "items": {<br> "type": "string" }<br> }, "nTrials": {<br> "description": "Number of trials collected at each disparity", "type": "array",<br> "items": { "type": "string"<br> } }<br> } },<br> "log2Threshold": { "description": "Stereoacuity threshold in log2 disparity",<br> "type": "number" },<br> "log2ThresholdStdErr": { "description": "Standard error of log2Threshold",<br> "type": "number" },<br> "overallPCorrect": { "description": "Overall proportion of correct responses",<br> "type": "number" },<br> "overallPCorrectCI": { "description": "Lower and upper limits of the 95% confidence interval for overallPCorrect",<br> "type": "array", "items": {<br> "type": "number" }<br> }}
DOI: 10.17632/s4jdsnmcpc
title: Supplementary_Files_JDS25487

description: This data contains two supplementary documents for the manuscript JDS25487: "Genetic aspects of major blood metabolites in the Italian Simmental cattle population"
Supplemental Table S1. Pearson’s correlations calculated for the blood BHB (log10-transformed) in different time windows. Cows with BHB available in all the windows were 334.
Supplemental Figure S1. Data points distribution for blood BHB and NEFA before transformation (as is) and after transformation via root square and logarithm (log10).
DOI: 10.17632/wrhjrjjvkx
title: Replication codes for "Human Capital Risk and Portfolio Choices: Evidence from University Admission Discontinuities"

description: This provides the replication codes for "Human Capital Risk and Portfolio Choices: Evidence from University Admission Discontinuities". The program files in this replication package execute the full analysis using pseudo data.
DOI: 10.17632/zhmsgrb45s
title: Sedimentological evidence of washover deposits from extreme wave events in Zamboanga del Sur, Mindanao, southern Philippines: Dataset

description: This dataset was used to analyze the coastal sediments from areas inundated during the 1976 Moro Gulf tsunami in relation to washover deposits of extreme wave events. The samples were collected from Pagadian City (PAG), Tukuran (TUK), and San Pablo (SAN) in the province of Zamboanga del Sur, Philippines. ---------------------------------- File name: Grain Size (Raw).xlsx Description: - raw grain size data - has three tabs based on the particle size method used (Wet sieve, Mastersizer, Camsizer) and an additional tab (Index) contains a summary of the succeeding tabs' contents File name: Grain Size Analysis.xlsx Description: - grain size analysis done on GRADISTATv8 (Blott, 2010) - has three tabs based on the particle size method used (Wet sieve, Mastersizer, Camsizer) and an additional tab (Index) contains a summary of the succeeding tabs' contents Folder name: Sample Location Description: - locations of the samples used in the study - Projected Coordinate System: WGS_1984_UTM_Zone_51N - Projection: Transverse_Mercator - Geographic Coordinate System: GCS_WGS_1984 - Datum: D_WGS_1984 Folder name: Logs Description: contains the high resolution .png files of the logs
DOI: 10.6084/m9.figshare.23631549.v1
title: IJ Geoinformation: Global and Local Magnitude and Spatial Pattern of Uncertainty from Geographically Adaptive Empirical and Machine Learning Satellite Derived Bathymetry Models

description: Data set to support the article titled " <br> Global and Local Magnitude and Spatial Pattern of Uncertainty from Geographically Adaptive Empirical and Machine Learning Satellite Derived Bathymetry Models." For details, see the readme file in the file provided.
DOI: 10.6084/m9.figshare.25656534.v1
title: IOPVetData.xlsx

description: VALIDATION OF THE IOPVET INDENTATION TONOMETER IN 61 DOGS OF DIFFERENT BREEDS main document
DOI: 10.6084/m9.figshare.28738190.v43
title: Syllogistic reasoning pdf v1-2-3-4.rar

description: Logic and being
DOI: 10.6084/m9.figshare.5126581.v1
title: Supplementary Material for: A Previously Unknown Mutation in the Pyruvate Kinase Gene <b><i>(PKLR)</i></b> Identified from a Neonate with Severe Jaundice

description: We report a neonate with early and severe hemolytic jaundice and low erythrocyte pyruvate kinase enzymatic activity (&lt;2 U/g hemoglobin, reference interval 9-22). We found her asymptomatic mother to be heterozygous for a novel <i>PKLR </i>mutation (c.1573delT) with an erythrocyte PK activity of 6.2 U/g hemoglobin. Her asymptomatic father was heterozygous for the common Northern European <i>PKLR</i> mutation (c.1529A) with an erythrocyte PK activity of 3.6 U/g. The neonate was a compound heterozygote with both mutations, but with no other mutations identified by sequencing a panel of 27 genes involved in severe neonatal jaundice.
DOI: 10.6084/m9.figshare.5339407.v7
title: Data from: Among-species overlap in rodent body size distributions predicts species richness along a temperature gradient

description: The associated data files and R script are all that is required to reproduce the analyses in the manuscript "A thermal gradient of trait similarity across North America," published in <i>Ecography</i>: https://onlinelibrary.wiley.com/doi/10.1111/ecog.03641<br>The following .csv files contain data required to reproduce the analysis, with raw unprocessed small mammal data from NEON, small mammal data that has been put through our QC code, mammal trait data compiled from different sources, and site-level environmental covariates: <b>raw_NEON_mammal_data.csv, final_NEON_mammal_data.csv, mammal_traits.csv, site_covariates.csv</b><b><br></b>The following .csv files contain metadata describing the corresponding data file: <b>final_NEON_mammal_data_meta.csv, mammal_traits_meta.csv, site_covariates_meta.csv. </b>Each file lists the data sources. Please see documentation at neonscience.org for more information on the NEON small mammal trapping data.<br>The following .R file is an R script, tested under R/3.3.3, that contains code to reproduce the analyses in the manuscript: <b>code_supplement.R</b><br>Below is the abstract:Temperature is widely regarded as a major driver of species richness, but the mechanisms are debated. Niche theory suggests temperature may affect richness by filtering traits and species in colder habitats while promoting specialization in warmer ones. However, tests of this theory are rare because niche dimensions are challenging to quantify along broad thermal gradients. Here, we use individual-level trait data from a long-term monitoring network spanning a large geographic extent to test niche-based theory of community assembly in small mammals.<b> </b>We examined variation in body size among 23 communities of North American rodents sampled across the National Ecological Observatory Network (NEON), ranging from northern hardwood forests to subtropical deserts. We quantified body size similarity among species using a metric of overlap that accounts for individual variation, and fit a structural equation model to disentangle the relationships between temperature, productivity, body size overlap, and species richness. We document a latitudinal gradient of declining similarity in body size among species towards the tropics and overall increase in the dimensions of community-wide trait space in warmer habitats. Neither environmental temperature nor net primary productivity directly affect rodent species richness. Instead, temperature determines the community-wide niche space that species can occupy, which in turn alters richness. We suggest a latitudinal gradient of trait space expansion towards the tropics may be widespread and underlie gradients in species diversity.
DOI: 10.6084/m9.figshare.12424973.v1
title: Supplementary Table 6 from Ant cuticular hydrocarbons are heritable and associated with variation in colony productivity

description: Linear and quadratic selection estimates for individual hydrocarbons using either sexual or worker pupae production as the colony fitness measure.
DOI: 10.6084/m9.figshare.20310996.v1
title: Supplementary table : detailed imaging conditions, organized by figure stating the objective magnification, additional optical zoom, pixel size and numerical aperture.

description: Supplementary table : detailed imaging conditions, organized by figure stating the objective magnification, additional optical zoom, pixel size and numerical aperture.
DOI: 10.6084/m9.figshare.23599695.v2
title: <strong>A Flood Knowledge-Constrained Large Language Model Interactable with GIS: Enhancing Public Risk Perception of Floods</strong>

description: Partial experimental results data
DOI: 10.6084/m9.figshare.23790393.v2
title: full_reference_return_model.rds

description: Seurat object with the integrated reference scRNA-Seq dataset of peripheral blood CD4 T lymphocytes.<br>Please use this object as a reference dataset for CD4map R package (https://github.com/kriukovav/CD4map)<br>The integrated dataset consists of new samples (Chudakov lab, to be published), and published data (Stephenson, E., Reynolds, G., Botting, R.A. <i>et al.</i> Single-cell multi-omics analysis of the immune response in COVID-19. <i>Nat Med</i> <b>27</b>, 904–916 (2021). https://doi.org/10.1038/s41591-021-01329-2).<br>Cell barcodes in samples from Stephenson<i> et al.</i> are consistent with the original paper.<br>Seurat metadata includes the most frequent TCR alpha and TCR beta clonotypes in cells.Metadata columns starting with "sortseq_" contain frequencies of the given clonotypes in repertoires of sorted Th subsets from Kasataskaya <i>et al. </i>(Sofya A Kasatskaya, <i>et al. </i>(2020) <b>Functionally specialized human CD4+</b> <b>T-cell subsets express physicochemically distinct TCRs</b> <i>eLife</i> <b>9</b>:e57063. https://doi.org/10.7554/eLife.57063)<br>This object is used in this analysis pipeline.
DOI: 10.6084/m9.figshare.19316219.v1
title: Dose Response Results

description: The TSV files contain dose-response data (i.e. concentration dependent response) for the Hit confirmed compounds with calculated IC50 (see Screening Results Excel file). these data have been used to calculate IC50 through the knime workflow in https://github.com/Fraunhofer-ITMP/KNIME/releases/tag/v1.0In particular:1) Activity_SUPP.tsv contains actual value of concentration and relative response2) Activit_SUPP_MAP.tsv contains the mapping between activity codes and sample codes.
DOI: 10.6084/m9.figshare.19380545.v1
title: Irrelevant Requirements

description: This datasets contains 14 set of requirements specifications from different software projects. Each requirements was annotated with label "irrelevant"or "relevant", which reflects its relevancy with respect to the software project being specified by the requirements specification. Eac data contains the original requirement statement, part of action within the statement, and part of actors within the requirements.
DOI: 10.6084/m9.figshare.24503788.v1
title: GeoGPT

description: None
DOI: 10.6084/m9.figshare.26308486.v1
title: 无人机3D重建

description: 路堤边坡的光学图像和三维激光扫描点云数据。垃圾填埋场斜坡的光学图像。自然斜坡的光学图像、激光雷达和热红外数据。
DOI: 10.6084/m9.figshare.26361004.v3
title: Auckland and Whangarei volcanic fields non-GNS gravity data

description: This dataset is gravity anomaly data of the Auckland and Whangarei volcanic fields (AVF and WVF) in the northern part of North Island. The X-Y coordinate system of this dataset is NZTM, and the Longitude-Latitude coordinate system is NZGD2000. The uploader gathers this data from a series of AVF day trip fieldworks (2021 - 2023), a week-long WVF campaign (2022), correspondences with authors, and the following theses lodged in The University of Auckland's General Library:<b>Auckland Volcanic Field</b>Caleb John Gasston (2017)Hellen Anne Williams (2003)Sian Julia France (2003)Mazin Al-Salim (2000)Dev Kumar Affleck (1999)Craig Andrew Miller (1996)Shane Robert Moore (1996)David Rout (1991)Grant Willis Roberts (1980)Isla Margaret Nixon (1977)Helen Joan Anderson (partially, 1977)<b>Whangarei Volcanic Field</b>Paul Johann Röllin (1991)All names and years of the respective data contributors have been included in the CSV files.
DOI: 10.6084/m9.figshare.9944759.v4
title: ACDC, a global database of amphibian cytochrome-b sequences using reproducible curation for GenBank records

description: ACDC represents a curated database of all Amphibia cytochome-b sequences present on GenBank. ACDC also provides an R script to reproduce our workflow for other genes and species.The full paper is published by Scientific Data, doi: 10.1038/s41597-020-00598-9
DOI: 10.17632/df46xjw62v
title: Data Set for climate values of Yarada-Tacna(Perú) 7-6-2005 to 6-3-2020 Period

description: Data of climate values of Yarada-Tacna (Perú) 7-6-2005 to 6-3-2020 period
DOI: 10.6084/m9.figshare.17212031.v1
title: data.csv

description: 该数据集用于交通流量预测
DOI: 10.6084/m9.figshare.25193861.v1
title: GPOC ROBINS.EXPL.xlsx

description: This is the Bias ROBINS Explainable Excel file for the article:Lidströmer et al, Systematic review and meta-analysis for a Global Patient co-Owned Cloud (GPOC), Nature Communications, DOI: 10.1038/s41467-024-46503-5.<br>
DOI: 10.6084/m9.figshare.29046863.v1
title: nutrients and phytoplankton community

description: nutrients and phytoplankton community​
DOI: 10.6084/m9.figshare.12593480.v5
title: LES of a classical hydraulic jump

description: This dataset contains results from Large-Eddy Simulations of a classical hydraulic jump at Fr=2. It accompanies the following article:<br>T. Mukha, S. K. Almeland, and R. E. Bensow. LES of a classical hydraulic jump: Influence of modelling parameters on the predictive accuracy. 2020.<br><br>Kindly, cite the article if you make use of the data.<br>The data for each case in the article is found in the associated zip archive. For example, for the simulations using MULES, dx2 and 10% upwinding, the name is mules_dx2_lu10.zip.Inside each such zip file there is the following:- A .vtm file containing full averaged 2d fields. Can be opened with paraview or turbulucid.<br>- The r_z_* files containing two-point correlations in the spanwise direction.- The spectra directory containing the computed time-spectra.- The probes_* files, containing the probes data which was used to compute the spectra and the acfs.- The probes_resampled_* files, containing the same probe data but resampled to evenly distributed time-values, with 0.001 s between the samples.<br>The leaked_air.hdf5 file contains the sampled signals for the volume of leaked air, for all cases.<br>The leaked_air_resampled.hdf5 contains the same data but resampled to evenly distributed time-values, with 0.001 s between the samples.<br>The cases archive contains OpenFOAM setup files for simulations on all four meshes. In the paper, v1806 is used, but probably later versions should work as well. The function objects inside rely on swak4foam.<br>To run the cases, blockMesh should first be used to construct the mesh followed by "topoSet dict system/swak.topoSetDict" to define the cellSet used for sampling the volume of leaked air. Case dx1 is special due to the additional mesh refinement step.Here, first run blockmesh, then "mv 2 2.ogr", "topoSet dict system/topoSetDict_ref", "refineHexMesh -overwrite refine" "mv 2.org 2"Be prepared that the mesh refinment will take a long time, possibly hours.<br>To reproduce a particular case, adjust the settings with respect to the amount of upwinding and then run interFoam for MULES and interIsoFoam for the isoAdvector VoF. <br>The two interface_animation_data archives contains a series of VTK files containing the air-water interface surface, which can be used to look at the interface dynamics. The data is extracted from the benchmark simulation.<br><br>Finally, the videos archive contains rendered animations of the vtk files.<br><br>
DOI: 10.6084/m9.figshare.22220985.v2
title: Overview of physiological, biochemical, and regulatory aspects of nitrogen fixation in <i>Azotobacter vinelandii</i>

description: Understanding how Nature accomplishes the reduction of inert nitrogen gas to form metabolically tractable ammonia at ambient temperature and pressure has challenged scientists for more than a century. Such an understanding is a key aspect toward accomplishing the transfer of the genetic determinants of biological nitrogen fixation to crop plants as well as for the development of improved synthetic catalysts based on the biological mechanism. Over the past 30 years, the free-living nitrogen-fixing bacterium <i>Azotobacter vinelandii</i> emerged as a preferred model organism for mechanistic, structural, genetic, and physiological studies aimed at understanding biological nitrogen fixation. This review provides a contemporary overview of these studies and places them within the context of their historical development.