cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/j4hg6w4m6t
title: Soil contamination type identification dataset

description: Soil contamination can be harmful to the ecosystem and humans. Rapid identification of soil contamination types is vital for targeted soil remediation, prevention, and sustainable development of agriculture. This dataset contains raw LIBS spectral data for four types of contaminated soils (heavy metal- contaminated soils, oil-contaminated soils, fertilizer-contaminated soils, clean soils). These soil samples are from eight regional soils from seven major geographical regions in China (Northeast China, North China, East China, Central China, South China, Northwest China, Southwest China, ) respectively.
DOI: 10.17632/k2k7ncjmmv
title: The Effect of Supply Chain Agility on Firm Performance During Covid-19 Pandemic: The Mediating and Moderating Role of Demand Stability

description: The Effect of Supply Chain Agility on Firm Performance During Covid-19 Pandemic: The Mediating and Moderating Role of Demand Stability
DOI: 10.17632/p5zfv4ty3m
title: Safety Culture Data.2024

description: Background: The aim of this study is to analyze the temporal trend of patient safety culture within a network of private hospitals in Brazil, while also evaluating the relationship between safety culture and the hospital accreditation process.
Method: A retrospective study was carried out through the application of the Hospital Survey on Patient Safety Culture (HSOPSC) questionnaire and distributed to 68 hospitals from 2014 to 2022 with a total of 259,268 responders. The analyzed hospitals were classified as accredited (AH) or non-accredited (NAH). 
Findings: Eleven dimensions of HSOPSC significantly improved over an 8-year period, except for the frequency of reported events, which remained unchanged over time. Two dimensions had less than 50% of positivity “communication openness” (47.13% [38.19 - 58.73]) and “nonpunitive response to errors” (41.24% [34.13 - 51.98]). AH demonstrated an increase in the safety culture across 11 dimensions, except for the frequency of reported events, which remained unchanged. In NAH, the frequency of reported events decreased over time and the remaining dimensions showed no significant change. 
Interpretation: These results suggest that patient safety culture improved in this network of private hospitals from 2013 to 2022. Accreditation has been a tool that has fostered a culture of safety over time. Non-accredited hospitals tended to decrease the number of reported adverse events, which suggests underreporting and missed opportunities for healthcare system improvement through adverse event analysis.
DOI: 10.17632/zxt5zsfhjr
title: Data for: Serotonergic Psychedelics LSD \& Psilocybin Increase the Fractal Dimension of Cortical Brain Activity in Spatial and Temporal Domains

description: Results for the LSD and Psilocybin data. Network fractal dimension, Higuchi temporal fractal dimension, Lempel-Ziv complexity.
DOI: 10.6084/m9.figshare.14179640.v4
title: Bloom et al. Ecology data paper: Documenting pollinator communities, floral hosts, and plant-pollinator interactions in Pacific Northwest United States agroecosystems

description: Data included in Bloom et al. Ecology data paper. All methods and data descriptions are found in manuscript.
DOI: 10.6084/m9.figshare.26884930.v1
title: Coffee Data - Eco-friendly dyeing processes of Nylon 6.6 woven fabrics with used coffee grounds (UCG)

description: The increasing demand for sustainable practices in the textile industry has led to the exploration of natural dyes and eco-friendly dyeing processes. This study focuses on the potential of used coffee grounds (UCG) as an eco-friendly natural dye for Nylon 6.6 woven fabrics. (2) Methods: Five dyeing processes were evaluated, varying in the use of mordants and acids, to assess their impact on color saturation, colorfastness to laundering, and crocking resistance of Nylon 6.6. fabric. The processes included a control with no mordant or acid and others that incorporated tannic acid, acetic acid, and ferrous sulfate heptahydrate. (3) Results: The results demonstrated that Process 4, which combined tannic acid pre-mordanting with acetic acid in the dye bath, provided the best balance between color saturation and colorfastness. Process 2, utilizing only tannic acid, offered some durability in laundering and crocking tests. Process 5, being the least eco-friendly process demonstrated high color saturation, but it performed poorly in colorfastness to crocking, which means that it releases the UCG-based dye after rubbing of the dyed Nylon 6.6. fabric. (4) Conclusions: The findings confirm that UCG can be an effective and sustainable natural dye for Nylon 6.6, with pre-mordanting and acid treatment significantly enhancing dye uptake and retention. However, further research is needed to optimize color intensity and expand the application of UCG in textile dyeing.
DOI: 10.17632/gbnnv93f7v
title: An updated global mercury budget from a coupled atmosphere-land-ocean model: 40% larger re-emissions may buffer the effect of primary emission reductions

description: This dataset contains the code and data for paper "An updated global mercury budget from a coupled atmosphere-land-ocean model: 40% larger re-emissions may buffer the effect of primary emission reductions" by Zhang et al. in One Earth. Any additional information required to reanalyze the data reported in this paper is available from the author upon request.
DOI: 10.6084/m9.figshare.22233253.v1
title: Supplementary Table 2.xlsx

description: Metabolomics data derived from livers of PBS-injected control and K7M2-Tb mice.
DOI: 10.6084/m9.figshare.26413954.v1
title: Graphical Representation of Ecological Heterogeneity Identification through Unsupervised Acoustic Analysis (Data)

description: These are the data used for the paper: <i>Graphical Representation of Landscape Heterogeneity Identification through Unsupervised Acoustic Analysis</i> by Maria J. Guerrero, Camilo Sánchez-Giraldo, César A. Uribe, Víctor M. Martínez-Arias, and Claudia Isaza.The <b>data </b>folder contains the datasets used in the case studies.Case study 1: Puerto Wilches acoustic datasetCase study 2: Puerto Wilches temporal analysisEvaluation case: Soundscape simulation
DOI: 10.6084/m9.figshare.28060340.v2
title: Climate change and food security

description: This empirical study assesses smallholder farmers’ adaptation options to climate change or variability for achieving food security at varied rate of impact
DOI: 10.17632/53vtnjy6c6
title: Multi-domain vibration dataset with various bearing types under compound machine fault scenarios: subset 1 (deep groove ball bearing)

description: Note: Due to the data storage limitation, our dataset is divided into three subsets for each bearing type. This subset includes the data collected from the deep groove ball bearing (MOCHU 6204).

This dataset provides vibration data collected under various fault conditions, including compound faults, and multiple domain environments. The faults include three single-bearing faults, seven single rotating component faults, and 21 compound faults. The domain configurations are categorized into the rotating speed, bearing type, and sampling rate. The data were collected for 160 seconds at an 8 kHz sampling rate and 80 seconds at a 16 kHz sampling rate, resulting in a uniform sample length of 1,280,000 for each raw vibration signal.

The data files are organized in a hierarchical directory structure. The top-level directories are based on the sampling rate (8 kHz and 16 kHz). Each sampling rate directory has subdirectories for six rotating speeds (600, 800, 1,000, 1,200, 1,400, and 1,600 RPM). Each rotating speed subdirectory contains 32 files collected under different fault conditions.

Data samples are stored in binary MATLAB (MAT) file. The naming convention of each file follows the format comprising five properties: {rotating component condition}_{bearing condition}_{sampling rate}_{bearing model}_{rotating speed}.mat.

The fault conditions are denoted by one capital letter, and unbalance and misalignment faults include three severity levels, where a higher number indicates that a more significant fault occurs. Available values of each property in the file name are as follows:
1. Rotating component condition
- ‘H’: healthy (no severity level)
- ‘M’: misalignment (severity level 1-3)
- ‘U’: unbalance (severity level 1-3)
- ‘L’: looseness (no severity level)
2. Bearing condition
- ‘H’: healthy
- ‘B’: ball fault
- ‘IR’: inner race fault
- ‘OR’: outer race fault
3. Sampling rate
- ‘8’: 8 kHz
- ‘16’: 16 kHz
4. Bearing model
- ‘6204’: bearing model for H, B, IR, and OR conditions
5. Rotating speed
- ‘600’, ‘800’, ‘1000’, ‘1200’, ‘1400’, or ‘1600’: numbers represent RPM.

The data are available in two formats: 1-D raw vibration signal and 2-D spectrogram. These time and time-frequency domain data are stored in separate fields of a MAT file. Data fields in each MAT file are as follows:
1. ‘Data’: raw vibration signal (unit: g [9.80665 m/s2]).
2. ‘Spectrogram’: spectrograms (unit: dB scale magnitude).
3. ‘STFTFreq’: frequency instant vector of the spectrogram (unit: Hz).
4. ‘STFTTime’: time instant vector of the spectrogram (unit: seconds).

For each data file, 78 spectrograms with a size of 128 x 128 were generated by the short-time Fourier transform (STFT) method with the Kaiser window function. In doing so, raw vibration data were sliced into 16,384-length segments without overlapping. Each segment was then converted to a spectrogram with a window size of 192, an FFT size of 256, and an overlap size of 65.
DOI: 10.6084/m9.figshare.22434994.v5
title: osp-GNNWR

description: Codes and simulated dataset* for osp-GNNWR (Geographically Neural Network Weighted Regression Integrated with Optimized Measure of Spatial Proximity).<i>*The simulated dataset can be used to show how the codes work.</i>
DOI: 10.6084/m9.figshare.24270088.v1
title: _labels1.csv. This data set representss the label of the corresponding samples in data.csv file

description: The datasets contain pixel-level hyperspectral data of six snow and glacier classes. They have been extracted from a Hyperspectral image. The dataset "data.csv" has 5417 * 142 samples belonging to the classes: Clean snow, Dirty ice, Firn, Glacial ice, Ice mixed debris, and Water body. The dataset "_labels1.csv" has corresponding labels of the "data.csv" file. The dataset "RGB.csv" has only 5417 * 3 samples. There are only three band values in this file while "data.csv" has 142 band values.
DOI: 10.6084/m9.figshare.26099137.v1
title: Compound flooding - hydrographs and adaptation measures

description: We investigate compound flooding from river discharge and extreme sea levels in Lübeck, Germany, focusing on two storm surge barriers along the Trave estuary. We use hydrodynamic modelling to test these barriers under different flooding scenarios, including individual and combined flooding events. We demonstrate that during smaller combined floods, both barriers can reduce flooding. However, during larger combined floods, flooding can strongly increase due to the implementation of a surge barrier, which can prevent the river from discharging into the estuary, depending on where the barrier is actually located. Our findings highlight the importance of considering all types of flooding when planning flood defenses in order to avoid unexpected additional flooding and ensure effective protection.
DOI: 10.6084/m9.figshare.26131210.v1
title: Vibration spectrograms and attenuation curves

description: These spectrogram and exponential decay curves demonstrate how train vibration damping varied from the vibration source to the farthest point away from the source of vibration.
DOI: 10.6084/m9.figshare.7071770.v2
title: Spin: A Docker-based Platform for Deploying Science Gateways at NERSC

description: This demonstration presents Spin, a Docker-based, on-premise cloud platform at NERSC that enables researchers to design, build, and manage their own science gateways and other services using container technology. After explaining the rationale behind building Spin and describing its basic architecture, staff will show how simple services can be created in a few minutes using basic tools. A discussion of science gateways that have been implemented with Spin will follow.
DOI: 10.17632/ybj3x58p7y
title: Meaning in life , need for satisfaction and depression

description: This dataset includes data on:
Basic Psychological Need Satisfaction (BPNS)
Need for cognition
Need for closure
Prioritizing Meaning
Depression (CESD-8)
Meaning in Life Questionnaire (MLQ)
DOI: 10.6084/m9.figshare.1437616.v1
title: Drosophila melanogaster wing landmarks and semi-landmarks for biometric analysis

description: This is an additional copy of the full set of landmarks for the paper An image database of Drosophila melanogaster wings for phenomic and biometric analysis<br>Anne Sonnenschein, David VanderZee, William R Pitchers, Sudarshan Chari and Ian Dworkin GigaScience 2015, 4:25 doi:10.1186/s13742-015-0065-6 All of the data is also available on the GigaDB http://dx.doi.org/10.5524/100141
DOI: 10.6084/m9.figshare.26781277.v1
title: data.xlsx

description: Peroxyacetyl nitrate
DOI: 10.6084/m9.figshare.26854312.v1
title: Chromosome-level genome assembly of the highly-polymorphic peacock blenny (<i>Salaria pavo</i>)

description: Reference genome assembly of the peacock blenny (<i>Salaria pavo</i>) and corresponding annotation files:repeat_annotationncRNA_annotationstructure_annotationfunction_annotation
DOI: 10.6084/m9.figshare.28245596.v1
title: Seismicity and Complex Magmatic System of Wudalianchi Volcanic Field in Northeast China

description: The datasets for "Seismicity and Complex Magmatic System of Wudalianchi Volcanic Field in Northeast China".
DOI: 10.6084/m9.figshare.29161775.v1
title: mid-sagittal.nii.gz

description: This extends the dataset in https://figshare.com/articles/dataset/ROIs_probabilistic_maps_and_transform_data_for_pediatric_automated_fiber_quantification/13027487 to include a mid-sagittal corpus callosum region of interest
DOI: 10.6084/m9.figshare.7868267.v1
title: Supplementary Material for: Evidence for a Role of TGF-β-Activated Kinase 1 and MAP3K7 Binding Protein 3 in Peanut-Specific T-Cell Responses

description: Peanut allergy is considered to be the most common cause for food-induced anaphylaxis. Currently, no approved treatment is available. Avoidance is the only measure to prevent anaphylactic reactions to peanuts. T-helper cells are of special importance for the sensitization process and the maintenance of allergic inflammation. Identifying markers of allergen-specific T-cell responses may help to develop novel treatment approaches. Therefore, we aimed to define new T-cell target genes in Ara h 2-specific T cells and to investigate the possibility of using them as biomarkers of peanut allergy in peripheral blood mononuclear cells (PBMCs). We performed whole mRNA array analysis (whole human genome oligo microarray) of in vitro expanded Ara h 2-specific T cells (CFSE<sup>low</sup>CD3<sup>+</sup>CD4<sup>+</sup>) from 5 peanut-allergic (PA) and 5 non-peanut-sensitized individuals. Expression of selected genes as a result of a two-step bioinformatic approach was confirmed in a second cohort by quantitative PCR. TGF-β- activated kinase 1 and MAP3K7 binding protein 3 (TAB3), calcium/calmodulin-dependent protein kinase type IV (CAMK4) and HemK methyltransferase family member 1 (HEMK1) were significantly upregulated in Ara h 2-specific T cells of PA patients. In addition, the expression of these genes was also assessed in unstimulated PBMCs from a cohort (<i>n</i> = 43) of PA, atopic non-PA, and nonatopic controls. Interestingly, in unstimulated PBMCs, TAB3 expression was significantly downregulated in PA patients compared to atopic non-PA individuals. Thus, TAB3 may play a significant role at the level of T-cell activation and may also be a candidate biomarker for PA.
DOI: 10.17632/k2y97cw7f3
title: Data for: Service Offshoring and Firm Employment

description: This repository is linked to the article "Service Offshoring and Firm Employment" by Peter Eppinger (University of Tübingen) in the Journal of International Economics. It includes a "Data access" statement, which provides detailed instructions on how researchers can apply for access to the data and codes needed to replicate all results in the article on site at the Research Data and Service Centre (RDSC) of the Deutsche Bundesbank. The codes themselves are added to this repository as soon as they are available.
DOI: 10.17632/tzckcsrpn6
title: Microscopic traffic data obtained from videos recorded on a German motorway

description: The presented microscopic traffic data was obtained from 15 videos recorded within project ESIMAS in a single traffic direction, with 5 cameras installed above the road, along a 1km tunnel section on the German motorway A3 nearby Frankfurt am Main. The videos were recorded in various traffic conditions between 7:35 am and 8:00 am. From this material 8305 vehicles were extracted within the project “Unfallrisikoabschätzung” funded by the German Research Foundation (DFG, Project number: 280497386). Despite the sometimes occurring dense traffic conditions, the vehicle’s discrete trajectories were determined with high accuracy using a software developed at the Institute of Highway Engineering (ISAC) at RWTH Aachen University. Studying the presented dataset, many stop-and-go situations can be seen at the macroscopic level of analysis, along with many vehicle interactions on the microscopic level. For more information on this dataset, please see the attached document.
DOI: 10.6084/m9.figshare.25266235.v4
title: Plant-soil moisture positive feedback maintaining alternative stable states in the alpine marsh ecosystem.

description: Our results extended the ASS theory in real-world ecosystems and provided the first empirical (large scale field data-based) evidence of multi-stability in alpine marshes on the eastern Tibetan Plateau. We proposed a plant-soil moisture positive feedback loop that may maintain multi-stability, from the perspective that plant communities alter the environment.
DOI: 10.6084/m9.figshare.25928506.v1
title: Figure_Source_Data

description: Source data for figures in "Learning a reactive potential for silica-water through uncertainty attribution" paper
DOI: 10.17632/mnhn6xvbrg
title: Pavement Condition Index (PCI) Data for 5,271 Urban Roads in León, Guanajuato, Mexico

description: The database consists of 5,271 urban roads evaluated in the City of Léon, Guanajuato, Mexico; it was proportionate by the General Directorate of Public Works of the Municipality of León. This sample includes roads with low, medium, and high traffic levels. The evaluation consisted of determining the type, quantity, and severity of each failure found, following the criteria defined by the Pavement Condition Index (PCI) method established by the United States Corps of Engineers. Seventeen types of damage were analyzed out of the 19 considered by the original method. The reason why only 17 damages were evaluated is that the “Crossing Railroad” is not in charge of the government of Mexico but instead of companies that have a concession for said infrastructure; likewise, the “Freezing” has not been carried out either evaluated, because the minimum temperatures do not reach a level of freezing.

The original PCI method requires obtaining each damage and its severity level, which is measured at three different levels: light, moderate, and severe. Once the data is obtained, the PCI is calculated. For our case, it was decided to add the densities or percentages of the three levels of severity for each damage so that a single percentage of total damage is obtained for each type of failure. However, it should be noted that the PCI was calculated according to the original methodology, considering the three levels of severity corresponding to each type of damage found.

Therefore, the database presented considers 17 damages with a single level of severity, which was determined as the sum of the densities of the three levels considered by the original method; likewise, the PCI shown in the database also corresponds to that calculated with the original method, considering the three levels of severity.

Please read the readme.txt file to find the description of the variables.
DOI: 10.17632/v99zfx2ssv
title: Knowledge, attitude, and food safety practices among university students in Kilimanjaro region, northern Tanzania

description: Data was collected to assess Knowledge, attitude, and food safety practices among university students in Kilimanjaro region, northern Tanzania. With the study questions adopted from a study done in Ethiopia (Aznaw et al)The overall proportion of good knowledge, attitude, and food safety practices were 82.6%, 78.4%, and 31.9%, respectively.
DOI: 10.6084/m9.figshare.14919726.v5
title: KSTAR Supplementary Data

description: This contains all raw data and predictions of the studies covered in the KSTAR publication. Data folders are broken up based on figures and match KSTAR data folder structures for results. Updated to include a benchmarking dataset and results.
DOI: 10.6084/m9.figshare.29109314.v1
title: Supplementary tables_Green et al_2025

description: Supplementary tables of bulk transcriptome and single-cell analysis of subcutaneous and marbling fat from beef steers.
DOI: 10.17632/3sz9g6nrc8
title: Kuala Tahan Sedimentary Logs and Data

description: This is a sedimentological and geological dataset containing:-
1) Outcrop Details (Excel File)
2) Compiled Sedimentary Logs (JPG format)
3) Locality Map (Jpg format)
4) Digitization Raw Files (raw files of each outcrop log and the above)
DOI: 10.17632/x4887snd8j
title: The concentrations of volatile organic compounds in residential, office, and educational buildings in the Member States of the European Union between 2010 and 2023

description: This repository contains information on the concentration of volatile organic compounds measured in offices and in residential and educational buildings in the Member States of the European Union between 2010 and 2023.
DOI: 10.6084/m9.figshare.28912511.v1
title: Supplemental Materials for "Associations of Sleep Health and Metabolic Syndrome Severity in Black Individuals: The Jackson Heart Sleep Study"

description: Supplemental Materials for "Associations of Sleep Health and Metabolic Syndrome Severity in Black Individuals: The Jackson Heart Sleep Study", published in J Clin Endocrinol Metab 2025 May 8:dgaf274. doi: 10.1210/clinem/dgaf274.
DOI: 10.6084/m9.figshare.29150993.v1
title: Data associated with the study: "Land Use Impacts on Soil Aggregate Associated Organic Carbon in Reclaimed Coal Mining Subsidence Areas: Mechanisms and Implications"

description: Soil Aggregate Associated Organic Carbon in Reclaimed Coal Mining Subsidence Areas: Mechanisms and Implications." The study investigates the effects of different land-use patterns (farmland, woodland, wasteland) on soil aggregate characteristics and organic carbon dynamics in reclaimed coal mining subsidence areas in the Dongtan mining region, Zoucheng City, Shandong Province, China.
DOI: 10.6084/m9.figshare.5106829.v6
title: Experimental information

description: This data includes the experimental information including the list of selected peptides for the experiments and final reports (a), TSQ parameters (b), on column peptide amounts for Batch 1 assays (c) and for Batch 2 assays (d) used for the experiment 1, and on column peptide amounts of all the assays used for the experiment 2 (e).