cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/tp457cx28k
title: Dataset: seismic amplification maps of Italy based on site-specific microzonation dataset and one-dimensional numerical approach

description: Prediction of surface ground motion based on advanced approaches is a non-trivial task at large area. In fact, advanced approaches require a detailed geological and geotechnical subsoil model based on geological, physical and mechanical properties retrieved from in situ investigations and laboratory data, and to perform time consuming numerical simulation of the seismic site response. Bearing in mind that there is a lack of available site investigations and laboratory data at large area, simplified methods based on “soft data” are often adopted. On this regard, a methodology to perform seismic site response analyses at national scale is proposed in this paper, based on the following assumptions: 1) homogeneous areas were identified at national scale based both on morpho-geological and lithological properties, in order to classify and analyse site-data archived in the Italian database of seismic microzonation studies; 2) geotechnical subsoil one-dimensional models of the Italian site conditions were defined according to site-data; 3) in accordance with the reference seismic hazard levels, pseudo-acceleration response spectra were selected as input motions for numerical simulations. 
About thirty million numerical simulations of seismic site response were performed, and national maps of seismic shaking amplification factors were produced in terms of ratio of response spectra referred to three intervals of period. This estimation of surface ground motion based on the proposed procedure is a supporting tool for large area territorial and emergency planning.
DOI: 10.21233/as8z-m861
title: B9431 pollen surface sample dataset

description: Raw data for the B9431 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/b45x83p6jh
title: Data for: Effects of harvest treatments anticipating emerald ash borer invasion on northern hardwood forests in New England, USA

description: Data set collected and analyzed for Higgins et al. 2025. Measurements were collected in summer 2020, in public and private forest stands in Vermont, New Hampshire, Massachusetts, and Connecticut, spanning overstory, understory, dead wood, and ground cover composition.
DOI: 10.17632/bbf5w3xzct
title: Narcissism & Self-Conscious Emotion Reactivity

description: This study tested hypotheses regarding narcissism dimensions -- grandiose and vulnerable narcissism -- and their relationship to state emotional reactivity following an interpersonal stressor (using a guided imagery task).  After completing trait measures of the narcissism dimensions and a state measure of specific emotions -- guilt, shame, anger, anxiety, and sadness -- all participants listened to the guided imagery task and imagined themselves as the main character in the story.  They then completed the state emotion measure again.  We hypothesized that the interpersonal nature of the task would contribute to increases in self-conscious emotions among the participants as a whole.  Additionally, past research suggests that grandiose narcissism should be associated with increases in anger, anxiety, and sadness, with vulnerable narcissism likely being associated with increases in anger.  We also hypothesized that grandiose narcissism would be negatively associated with guilt following the interpersonal stressor; we expected no association between grandiose narcissism and shame following the interpersonal stressor.  By comparison, we hypothesized that vulnerable narcissism would be positively associated with shame following the interpersonal stressor but negatively associated with post-stressor guilt.

Participants in this study included 142 undergraduates.

Notable results include:
> The interpersonal stressor was associated with increases in shame, anger, and sadness -- but not guilt or anxiety.
> After accounting for pre-task levels of the respective emotion, greater grandiose narcissism was associated with lower guilt reactivity.
> By comparison, greater vulnerable narcissism was associated with heightened guilt reactivity and shame reactivity.
DOI: 10.17632/nwcbpmkbzy
title: Epoxidized PVA cross-linked with SRM-derived peptides for tackifiers

description: The hypothesis of this research is that epoxidized PVA can cross-link with the peptides derived from SRM. And the cross-linked products show comparable binding strength and water holding capacity to the commercial tackifier. Through the functional groups characterization on epoxy groups, amino groups and carboxylic groups, it was found that stable epoxidized PVA solution can be obtained from the PVA epoxidation which can effectively consume the amino groups of the SRM-derived peptides through cross-linking. The number of carboxylic groups in the peptides was not affected by the reaction. The resulted products show higher binding strength than the unmodified peptides which can be comparable to the commercial tackifier. Other properties were also defined to show the differences caused by the cross-linking. Unmodified PVA was used as a control to show the low reaction rate between peptides and PVA. The methods for each experiment can be found in the published paper.
DOI: 10.17632/wh6fwmgccf
title: Malayalam Poem Syllable Duration Dataset

description: This dataset estimates the duration of Malayalam Poem syllables written in three Vruthas, Kakali, Manjari, and Keka.
DOI: 10.17632/k94jmtvvrg
title: XSD--PI3K/AKT/Nrf2 signaling pathways(25/4/27)

description: Data related to the treatment of STC by XSD
DOI: 10.17632/j2339c8ddv
title: Data for: THE COMPREHENSIVE DESIGN OF HIGH EFFICIENCY MONOPOLE PLASMA ANTENNA USING SURFAGUIDE EXCITING METHOD

description: The attached files include the results of the numerical analysis of the plasma column by the fluid model to analyze the plasma antenna. These results are presented graphically in the article.
DOI: 10.17632/d57xrfymgm
title: Processed Lipidomics data: Lung adenocarcinoma vs. normal lung tissue (human)

description: For lipidomic analyses, 22 normal lung tissues and 29 tumor tissues from adenocarcinoma patients undergoing lung resection were analyzed.  
Samples were processed as detailed in Hoppstädter et al. (2021,  DOI: https://doi.org/10.1016/j.ebiom.2021.103578). The analysis of lipids was performed by direct flow injection analysis (FIA) using a triple quadrupole mass spectrometer (FIA-MS/MS; QQQ triple quadrupole; Micromass Quattro Ultima, Waters) and a hybrid quadrupole-Orbitrap mass spectrometer (FIA-FTMS; high mass resolution; Qexactive Orbitrap, ThermoFisher Scientific). 
FIA-MS/MS (QQQ) was performed in positive ion mode using the analytical setup and strategy described previously (Liebisch et al., 2006, doi:10.1016/j.bbalip.2005.12.007; Liebisch et al., 2004, doi: 10.1016/j.bbalip.2004.09.003 ). The Fourier Transform Mass Spectrometry (FIA-FTMS) setup and data processing details are described in (Höring et al., 2019, doi:10.1021/acs.analchem.8b05013).
For PE, PE P, PS, PI, PG, LPC, LPE, SM, Cer, and HexCer, QQQ data were analyzed. For PC, PC O, DG, TG, FC, and CE, FTMS data were used.
DOI: 10.17632/h2n4b8cczy
title: Data for: The formation mechanisms of sedimentary pyrite nodules determined by trace element and sulfur isotope microanalysis

description: These data are in-situ LA-ICPMS trace element and SHRIMP-SI data taken from the same locations across pyrite nodules. The figures show exactly where the analyses were taken (the laser ablation pits are the dark spots visible in the images). The LA-ICPMS analyses were taken after the SHRIMP analyses because the SHRIMP is the less destructive of the two techniques.
DOI: 10.17632/zsh9d3zmpt
title: Stenkul Fiord Palynostratigraphy

description: These data include raw counts of pollen and spores at Stenkul Fiord.
DOI: 10.17632/sjtrgxkdn6
title: Combining ability data set Dossa et al 2024

description: This data set refers to our combining ability study submitted to the Plant Breeding Journal.
DOI: 10.17632/7dg7gxmncc
title: Data for the article "Sensitivity analysis to geometrical imperfections in shell buckling via a mixed generalized path-following method"

description: Tabular form of the figures
DOI: 10.6084/m9.figshare.26935495.v2
title: ARNT low-speed Steered Molecular Dynamics Dataset

description: This dataset comprises pre-computed low-speed steered molecular dynamics simulation to observe the unfolding of the ARNT PAS-B domain, intended for use with the SOMMD (Self-Organizing Maps for Molecular Dynamics) R package. The files, including .xtc and .pdb formats, serve as input data for analysis within a notebook designed to demonstrate the capabilities of the SOMMD R package.
DOI: 10.17632/vkndfpvzb8
title: Efficient RoboDK Tools for the Virtual Commissioning of Flexible Robotic Cells

description: In today’s manufacturing industry, virtual models are widely used for machine and robot design to analyze behavior and optimize processes. However, there is a lack of unified methods and tools for simulating and virtually commissioning multi-brand robotic systems with distributed control in a single software environment. Coordinating PLCs (Programmable Logic Controllers) and robot controllers is crucial, especially as market demands push for shorter design cycles and faster time-to-market, requiring more efficient production processes. To address this, UNIMORE has developed a novel tool that enables co-simulation between RoboDK, dedicated to robot simulation and offline programming, and a PLC development platform like Beckhoff TwinCAT. Since these platforms don’t natively communicate, the tool facilitates data exchange, particularly the I/O signal values between the PLC program and virtual devices in RoboDK. This solution allows the design and commissioning phases to be conducted simultaneously, significantly reducing both time and costs. Additionally, it enables the PLC program to be optimized by testing different process sequences in the virtual environment. The tool was developed as part of the H2020 PeneloPe project (G.A. 958303, https://penelope-project.eu/) to perform offline tests of various process sequences and identify the optimal one for the specific use case. The initial demonstration involved replicating the robotic cell at UNIMORE’s lab within the RoboDK environment. The simulated process is the deburring of a cast iron carter, with key devices including a KUKA KR210 R2700 Prime robot, a tool warehouse, and a spindle. Once the 3D model was established, both the robot and PLC programs were written. These two programs, along with a Python-based interface, form the communication modules. RoboDK stores a list of all sub-programs the robot must execute during the production cycle. A main program waits for PLC input, triggering the appropriate sub-program. The Python interface, embedded in RoboDK, manages real-time communication, continuously updating I/O signals between RoboDK and TwinCAT. This setup allows engineers to simulate different process sequences, refine the PLC program, and optimize the entire system in a virtual setting. The next step involved applying this virtual commissioning tool to the Aerospace Pilot Line use case of the PeneloPe project. The technologies developed will be demonstrated at SAM|XL’s facility, using their gantry system. In this case, an enhanced version of the tool has been created, using ROS 2 as the system coordinator. In this setup, tasks and operations for each automated device modeled in RoboDK are managed through ROS. Asynchronous client-server communication is established between the two environments via the ROS rclpy library, allowing for effective task coordination. This version will be tested in SAM|XL’s facility to further validate its capabilities.
DOI: 10.17632/32vcp8zgfh
title: News Corpus

description: The news were retrieved from media websites with topics referred to "International Affairs", "Internal Security", "Social Policy", "Migration", "Health Policy" etc. Articles were published in the time period Dec. 2015 - March 2018
DOI: 10.17632/gn2j2z4mm7
title: Prevalence of depression symptoms amongst orphaned adolescents at secondary schools in townships of South Africa.

description: A cross-sectional, descriptive observational design was employed to determine the prevalence and extent of emotional and functional symptoms of depression among orphaned adolescents. The data is on the prevalence of depression, using the standardised Children’s Depression Inventory (CDI tool). The setting of the study was four randomly selected secondary schools in Tshwane North District of Gauteng Province, in South Africa. Tshwane North District is predominantly an urban township area with some areas being semi-rural.
DOI: 10.17632/wwgkdkyk3r
title: Identification and validation of hypoxia responsive signature pathways in human cardiomyocytes

description: Cardiomyocyte proliferation contributes to heart growth and development in humans. During ischemia, cardiomyocytes are unable to oxidize energetic substrates, which causes a significant depletion in ATP reserves. Heart remodels in response to increased workload by generating additional muscle mass in hypoxic microenvironment leading to impaired basic cardiac functions and hypertrophy. The exact molecular mechanism of cardiac injury induced by hypoxia is not completely understood. The present study design to investigate the effect of hypoxia (1% O2) for 24 h in human AC16 cells by analyzing alteration in expression of cardiac markers and signature pathways using immunocytochemistry and next generation sequencing respectively. The gene set enrichment analysis and cytoscape software was used for data analysis and visualization respectively.This analysis revealed multiple pathways associated with hypoxia which provide valuable insight into molecular mechanisms underlying human cardiomyocytes, presenting potential targets addressing cardiac illnesses induced by hypoxia.
DOI: 10.17632/y6p8yds7k8
title: Evaluating the Loneliness of People in Bicester, United Kingdom

description: This report studies the effect of loneliness of people in Bicester, United Kingdom.
DOI: 10.17632/7bczjvx5ry
title: Transcriptomics and metabolomics reveal the mechanism of cognitive impairment induced by long-term selenium deficiency in mice.

description: Western blot results
DOI: 10.15468/dl.vpy8hd
title: Occurrence Download

description: A dataset containing 65 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Chironomus tentans Fabricius, 1805"
 ]
}

 The dataset includes 65 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009101-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6xmxj34y68
title: Data for: Developing a Global Indicator for Aichi Target 1 by Merging Online Data Sources to Measure Biodiversity Awareness and Engagement

description: This is the data used to calculate an indicator for Aichi Biodiversity Target 1
DOI: 10.17632/t9whydyjnm
title: Cross-Sectional Validation and Adaptation of the Stress Scale in Iranian Medical Students

description: Participants and data collection procedures
The target population consisted of all third- and fourth-year medical students enrolled in Tehran universities in 2023, with a total number of 1880 based on the admission quotas of these universities (Table 1). The sample size was estimated based on the literature review on the minimum and maximum sample required for validation studies. Based on this, 100 students were selected for evaluating concurrent validity, 350 students for conducting exploratory factor analysis, 300 students for performing confirmatory factor analysis, and 150 students for assessing reliability (Sanjari & Soleimani, 2023).
A proportional stratified sampling technique was employed for sampling. In this technique, a sample with a size proportional to the population size of each stratum was drawn from each university and each academic year. The sample size of each stratum was calculated using the following formula: n_i = (N_i)/(N)* n; where n_i is the sample size of stratum i, N_i is the population size of stratum i, N is the total population size, and n is the total sample size. Table 1 shows the number of samples for each university and each academic year by concurrent validity, exploratory factor analysis, confirmatory factor analysis, and reliability assessment. After visiting each university, the samples were randomly chosen from among the third- and fourth-year medical students. The inclusion criteria were being a volunteer, studying in medicine, studying in Tehran, and giving consent to participate. The exclusion criteria were having psychological, psychosocial, physical, or medical conditions related to stress; substance use; dissatisfaction; and incomplete completion of the questionnaire. Oral consent was obtained from the students and ethical considerations were explained. Confidentiality of data and the right to withdraw were assured to the participants.
Out of 900 students who were invited to participate, 21 students declined to cooperate and 879 students completed the questionnaires. Demographic characteristics were recorded and collected.
DOI: 10.17632/8sz4fmbtcc
title: LINF_150007500

description: WD40 repeat-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.17632/g74m3x5xks
title: Supplementary Montney Predictive Modeling Data
DOI: 10.17632/ttbmh3g5fp
title: Dataset

description: Exploring the Mechanism by Which Tourists’ Perceived Value Influences Revisit Intention in Sustainable Gardens: A Case Study of KICG-Sustainable Garden,Shanghai
DOI: 10.17632/zpsdyjp7fv
title: Data for: Re-conceptualizing volunteer tourism organizations roles: A host perspective.

description: Analysis of data in QDA miner qualitative analysis tool
DOI: 10.17632/3v4bkmg92x
title: Secondary siRNA screen (5-ethynyl uridine RNA metabolic labelling)

description: Secondary image-based genetic screen targeting 463 genes in human HeLa cells using RNA interference (siRNA), as described in Berry et al, 2021. Cells incubated with 5-ethynyl uridine (5-EU) for 30min before fixation. Nascent RNA detected by click reaction with AlexaFluor488-azide. Other stains: DAPI (DNA), proliferating cell nuclear antigen (PCNA), succinimidyl ester AlexaFluor647 (total protein). Cells fixed 72h after siRNA transfection. Imaged at 20X magnification with two experimental replicates per condition. Further description available in Berry et al., 2022. Single-cell features provided as background-subtracted mean and sum intensity values for the nucleus, cytoplasm, or whole-cell, as appropriate, for each fluorescence channel. Cell-cycle (G1/S/G2) annotation using a classifier trained using PCNA and DAPI features on EdU-incubated cells, as described in the manuscript. Data cleanup and correction applied as described in the manuscript. Summaries provided on a per-well basis.
DOI: 10.17632/kzvdgfzk4w
title: Warsaw Bike-Sharing Daily Periods Graph Dataset for Graph Neural Network (GNN) - Season 2023

description: 1. Graph Structure and Attributes
These data are represented as directed graphs (DiGraphs) where each station in the Warsaw bike-sharing system (BSS) is a node. Node attributes include coordinates (lat, lng), average bike availability (avg_bikes, avg_freeRacks), weather conditions (temp, precipitation, wind_speed), and distances to points of interest (d_city_cen, d_metro_st, etc.). Additional binary flags (e.g., is_monday, is_holiday) indicate time- or date-based factors. Edges capture flows between stations, with attributes such as trips_count plus “_start” and “_end” fields (e.g., temp_start, temp_end) reflecting conditions at each node.

2. Data Collection
Readings were taken every 5 minutes from May 6 to November 29, 2023, totaling 18.39 GB of JSON files. Each record includes station info (bike/rack counts), plus enriched data: weather (via a weather API), distances to infrastructure (via Google Maps Places API), and urban indicators (population density). Flows were aggregated to form edges. To reduce complexity, five daily intervals (morning rush, midday, afternoon peak, evening, night) were defined, yielding 1,039 graphs instead of 5,000.

3. Access to Files
Each file (e.g., afternoon_peak_01_06_2023.pt) contains a single DiGraph with 295 nodes and 1684 edges. Users can download files and load them in Python:

"import pickle

with open("afternoon_peak_01_06_2023.pt", "rb") as f:
 G = pickle.load(f)"

Files are provided in a NetworkX-compatible format; selected files are also adapted for PyTorch Geometric.

4. Additional Information

This dataset captures real bike usage in Warsaw, useful for spatiotemporal analysis, machine learning, and urban mobility research.
No personal IDs are included; only aggregated trip counts.
Attributes such as d_city_cen or conditions offer context for demand forecasting and infrastructure-impact studies.
If you find this dataset helpful, please cite it as indicated in the repository.
License and usage terms are described in the accompanying documentation, ensuring open-access for academic and non-commercial use.
DOI: 10.15468/dl.nc84mj
title: Occurrence Download

description: A dataset containing 41525 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is Achariaceae"
 ]
}

 The dataset includes 41525 records from 373 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009100-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/n2dvz7htvn
title: Mirheo: High-performance mesoscale simulations for microfluidics

description: The transport and manipulation of particles and cells in microfluidic devices has become a core methodology in domains ranging from molecular biology to manufacturing and drug design. The design and operation of such devices can benefit from simulations that resolve flow-structure interactions at sub-micron resolution. We present a computational tool for large scale, efficient and high throughput mesoscale simulations of fluids and deformable objects at complex microscale geometries. The code employs dissipative particle dynamics for the description of the flow coupled with visco-elastic membrane model for red blood cells and can also handle rigid bodies and complex geometries. The software (Mirheo) is deployed on hybrid GPU/CPU architectures exhibiting unprecedented time-to-solution performance and excellent weak and strong scaling for a number of benchmark problems. Mirheo exploits the capabilities of GPU clusters, leading to speedup of up to 10X in terms of time to solution as compared to state-of-the-art software packages and reaches 90%–99% weak scaling efficiency on 512 nodes of the Piz Daint supercomputer. The software Mirheo relies on a Python interface to facilitate the solution and analysis of complex problems. Mirheo is an open source, potent computational tool that can greatly assist studies of microfluidics.
DOI: 10.17632/z9w69468zj
title: Bridge data set

description: Bridge data set and MAPEs