cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/16615900
title: Radar rainfall nowcasts for 1,533 events spread over 12 Dutch catchments

description: This repository contains the radar rainfall nowcasts for 1,533 rainfall events spread over 12 basins in the Netherlands, from Imhoff et al. (2020). The basins, a combination of freely draining catchments and polder areas, are: Aa, Beemster, Delfland, Dwarsdiep, Grote Waterleiding, Hupsel, Linde, Luntersebeek, Regge, Reusel, Rijnland and Roggelsebeek. More catchment information can be found in figure 1 in Imhoff et al. (2020). The nowcasts were run with the radar composite of the Royal Netherlands Meteorological Institute for the period 2008 – 2018. Subsequently, the nowcasts were clipped to the extent of one of the basins and saved. <br>The events were systematically selected as follows (see also section 2.2.2. in Imhoff et al., 2020): Per catchment and for each season, eight events were selected per event duration (1, 3, 6, and 24 hr). An event was defined as a period with one of the four aforementioned durations in which it does not have to rain continuously. Based on this description of an event duration, the highest rainfall sums per duration, basin, and season were ranked from high to low, and the eight events with the highest rainfall sum for that duration (basin and season) were selected. In the list, an event could not occur within the time span of a previously selected event with a higher rainfall sum. This ensures that there is no overlap in the chosen events, given the duration, basin and season. Hence, summed over all durations (4), seasons (4) and basins (12), this selection procedure leads to 4 × 4 × 12 × 8 = 1,536 events. Of these 1,536 events, 1,533 ran successfully and are thus available in this repository.<br> For every five-minute time step in each of the events (with durations from 1 to 24 hours), a nowcast was made with one of the following nowcasting algorithms from the open-source Rainymotion (v0.1 used) and pySTEPS (v0.2 used) libraries (Ayzel et al., 2019; Pulkkinen et al., 2019): Rainymotion Sparse (referred to as RM-S in the files and corresponding paper), Rainymotion DenseRotation (referred to as RM-DR), pySTEPS deterministic (PS-D) and pySTEPS probabilistic (PS-P) with 20 ensemble members. All nowcasts have a time step of 5 min and a forecast horizon of six hours. Hence, in total, over 940,000 separate 5-min forecasts can be analyzed per algorithm. More information regarding the nowcasting algorithms can be found in Imhoff et al. (2021), Ayzel et al. (2019) and Pulkkinen et al. (2019). <br>The nowcasts are saved as netCDF files in folders with the following structure: catchment name &gt; nowcasting algorithm (RMS, RMDR, PSD and PSP) &gt; the individual nowcasts. The filename indicates the issue time of the nowcast in UTC. The events and information about the rainfall sum during the event are present in a separate folder called events. In this folder, the structure is as follows: season &gt; duration &gt; basin. The csv-files provide information on the date of the event (the end time is given) and the catchment-averaged rainfall sum during the event.
DOI: 10.6084/m9.figshare.23725884.v1
title: Supplementary Material of "Sponge City Epistemology: A Systematic Literature Review"

description: These are Reading Logs that were used as support for literature searches and reviews in the study "Sponge City Epistemology: A Systematic Literature Review". This information is comprised of three Reading Logs, namely the Screening Reading Log, the Eligibility Reading Log, and the Synthesis Reading Log, which are used in accordance with the PRISMA (Preferred Reporting Items for Systematic Review and Meta-Analysis) protocol. Data on the distribution of a sample of literature, broken down by publishers and publication titles, is also included.
DOI: 10.6084/m9.figshare.27934632.v3
title: A Systematic Approach to Evaluating Development Activity in Heterogeneous Package Management Systems for Overall System Health Assessment

description: Preprint data.<br>
DOI: 10.17632/snyyfknw56
title: CoCG Road Condition - Detection Dataset (CoCGRCDD)

description: The Camera on Car Grille Road Condition - Detection Dataset (CoCGRCDD) contains frames from video recordings of road pavements in Poland. The data was obtained from a USB Logitech Brio camera placed on the radiator grille of the car. The annotation process was carried out using CVAT software. Annotations in the form of classes and bounding boxes was saved in MS COCO format (annotations/instances.json). The dataset contains the following types of road pavement defects:
• C01 - Longitudinal cracks and pronounced discontinuity of the material structure in the longitudinal axis;
• C02 - Transverse cracks and pronounced discontinuity of the material structure in the transverse axis;
• C03 - Alligator cracks and delamination of the surface layer occurring in their area;
• C04 - holes on the road surface and larger cavities erosion (such as in the area of cracks).

The set consists of 2110 frames from the footage, of which 325 have no road surface defects, which allows us to check the occurrence of the model's prediction quality based on the occurrence of false positives.
Each frame in the dataset is additionally annotated (annotations/additional_info.json) with the occurrence of: shadow, painting, outlandish (object that should not be on the road e.g. sand, leaves, etc.), path milling, grain or binder defects, manhole.
DOI: 10.6084/m9.figshare.19478117.v1
title: Training Data for Predicting Hemodynamics in Aortic Stenosis Patients

description: This dataset has been derived from computed-tomography based CFD simulations of the human aorta in patients with aortic valve stenosis. A total of 309 cases is presented, which are based on 103 patients. Each patient was simulated with three different flow rates (e.g. case23_01, cas23_02, case_03). _01 is the the baseline flow, _02 and _03 are ±25% of the baseline flow.The data files contain static pressure and wall-shear-stress along the aortic centerline (output sequence) as well as centerline coordinates, cross section area/shape and flow rate (input sequence). The data can be used to train an artificial neural network to predict pressure and wall-shear-stress from geometric data of patients with aortic stenosis.Two files are provided:One contains the input and output sequencesThe other contains the cross-sections in MATLAB cell format. Each cell holds an image stack with each image representing one cross-section for that case. Each cell in the file corresponds to the case in the sequence files. E.g. cell no. 22 in the Matlab file contains the cross sections for case case22_01 case22_02 and 22_03.
DOI: 10.6084/m9.figshare.28189436.v2
title: Raw data, RCWA code, COMSOL model for paper "Chiral resonant modes induced by intrinsic birefringence in lithium niobate metasurfaces"

description: The CSV files contain the raw data, which are used to generate Figures in the paper. LN_chiral_T.py is the python code for RCWA solver. All the transmission spectra in the paper are calculated based on LN_chiral_T.py. LN_chiral_modeanalysis.mph is a model of the COMSOL Multiphysics. The resonant frequencies and damping rates, electric field distributions, and optical chiral densities are simulated by using LN_chiral_modeanalysis.mph.In Figure 1, Fig1b.csv file is the raw data of Figure 1(b), calculated with LN_chiral_T.py. Fig1c_sim.csv and Fig1d_sim.csv are the raw data of the 'triangle maker' curves in Figure 1(c) and 1(d), which are generated from the LN_chiral_modeanalysis.mph. Fig1c_anal.csv and Fig1d_anal.csv are the raw data of the solid curves in Figure 1(c) and 1(d), which calculated using the Eq. (3) of the main text. Figure 1(e) is generated from the COMSOL model LN_chiral_modeanalysis.mph. In Figure 2, Fig2a.csv is the raw data of Figure 2(a), which are calculated using the Eq. (3) of the main text. Fig2b.csv is the raw data of Figure 2(b), which is generated from LN_chiral_modeanalysis.mph. Figure 2(c) is generated from the COMSOL model LN_chiral_modeanalysis.mph.In Figure 3, Fig3a.csv and Fig3b.csv are raw data of Figure 3(a) and Figure 3(b), which are calculated with RCWA code LN_chiral_T.py. Fig3c.csv and Fig3d.csv are raw data of Figure 3(c) and Figure 3(d), which are generated based on Figure 3(a) and Figure 3(b). Figure 3(e) is produced by LN_chiral_modeanalysis.mph. Fig3f.csv is the raw data of Figure 3(f), which is generated from LN_chiral_modeanalysis.mph.In Figure 4, Fig4b.csv and Fig4d.csv are raw experimental data of Figure 4(b) and Figure 4(d). Fig4c_blue.csv and Fig4c_red.csv are raw data of Figure 4(c), which is calculated based on Figure 4(b) and Figure 4(d).To run LN_chiral_modeanalysis.mph, COMSOL Multiphysics software with version 5.6 or higher should be installed. To run LN_chiral_T.py, rcwa solver S4 (https://web.stanford.edu/group/fan/S4/) should be installed.<br><br><br><br><br>
DOI: 10.6084/m9.figshare.28827593.v2
title: Paleomagnetic, 40Ar/39Ar geochronological, and geochemical data of the Cape Melville

description: The paleomagnetic data, geochemical data, 40Ar/39Ar geochronological data, and Gplates files for the paper “‌Collision-driven Lithospheric Extension Enhanced Antarctic Circumpolar Current During the Oligocene-Miocene Transition”.
DOI: 10.6084/m9.figshare.20099225.v1
title: Data-TimeManagement.xlsx

description: Dataset to accompany " But I have no time to read this article! A Meta-Analytic review of the consequences of employee time management behaviors"
DOI: 10.6084/m9.figshare.24556720.v2
title: Mouse_ovaries_fullprocessed_and_annotated_anndata

description: H5AD file containing combined processed and annotated Anndata object for spatial transcriptomics analysis on ovulating mouse ovaries.
DOI: 10.6084/m9.figshare.23614947.v1
title: Data dan R Markdown Notebook untuk "PENONJOLAN PERAN SEMANTIS DAN KONSTRUKSI GRAMATIKAL PASANGAN VERBA -I DAN -KAN: KAJIAN GRAMATIKA KONSTRUKSIONAL BERBASIS KORPUS ATAS MENAWARI/MENAWARKAN"

description: Repositori RStudio Project yang mengandung data dan kode pemrograman R untuk analisis data dan penulisan makalah berjudul <strong>"Penonjolan Peran Semantis dan Konstruksi Gramatikal Pasangan Verba -</strong><em><strong>i</strong></em> <strong>dan -</strong><em><strong>kan</strong></em><strong>: Kajian Gramatika Konstruksional Berbasis Korpus atas</strong> <em><strong>Menawari</strong></em><strong>/</strong><em><strong>Menawarkan</strong></em><strong>"</strong>. Makalah ini diterbitkan pada jurnal <em>Linguistik Indonesia</em> di bulan Agustus, 2023. Kode pemrograman R dan narasi teks makalah terintegrasi dalam berkas R Markdown Notebook dengan nama <code>manuskrip-2.Rmd</code>. Data konkordansi terdapat pada berkas <code>menawari.txt</code> dan <code>menawarkan.txt</code>. Luaran visualisasi tersimpan pada direktori <code>plot</code>.
DOI: 10.17632/d7dy8gjkpn
title: Assessment of stakeholders experience on the use of computer based testing (CBT) software for Nursing Council Professional Exams

description: Higher Education Institutions in Nigeria have continued to advance in the use of computer based testing (CBT) software for the conduct of their internal examinations. This is due to the successful conduct of 2015 Unified Tertiary Matriculation Examination (UTME) nationwide using CBT software by Joint Admissions and Matriculation Board (JAMB). It has been widely established that CBT software offers unparalleled advantages compared to the traditional methods of assessment or examination. Consequently, in 2022 the Nursing and Midwifery Council of Nigeria introduced the use of CBT software for the conduct of both pre and main professional council examination. Evangel University Akaeze, Ebonyi State is one of the accredited private university where pre-professional council examination was successful conducted using CBT software in January, 2023. Being the first time of its kind, it is important to assess the stakeholders experience on the use of CBT software. This survey dataset contains data on the assessment of stakeholders experience while using CBT software for the pre-professional council exams. Validated questionnaire of 19items was developed using google form and administered to 31 stakeholders immediately after the exam.  The survey dataset described demographics, assessment of the features and functions based on efficiency, ease of use, reliability, privacy, usability and intention to use and recommend CBT software for future exam
DOI: 10.17632/ks22m9w3j5
title: Biopsychosocial (BPS) complexity and opioids

description: This study explores the relationship between biopsychosocial (BPS) complexity and opioid prescription in patients with chronic musculoskeletal pain. The study included 3,923 individuals from a tertiary care rehabilitation clinic and aimed to assess the direct and indirect effects of BPS complexity and pain-related factors on opioid prescription.
Using structural equation modeling, the study found that BPS complexity had a direct effect on both the likelihood of opioid prescription and the daily morphine equivalent dose (dMED). Indirect effects were observed through pain severity and depressive symptoms. Pain catastrophizing was also indirectly associated with opioid prescription and dose via pain severity.
The likelihood of opioid prescription was higher among females, those with increased education levels, and those with spine trauma, with the latter two factors also associated with higher dMED. The study concludes that addressing patients' BPS complexity could help reduce opioid prescriptions and the risk of misuse. Key factors include pain severity, depressive symptoms, and sociodemographic variables.
DOI: 10.6084/m9.figshare.12922532.v1
title: R0193_20171016a_videos

description: Rat 0193, skilled reaching data collected in Leventhal laboratory by Alexandra Bova
DOI: 10.6084/m9.figshare.21981308.v1
title: Trait mindfulness and mobile phone addiction

description: raw data of "<strong>Trait mindfulness and mobile phone addiction in adolescents: A moderated mediation model</strong>"
DOI: 10.6084/m9.figshare.25219448.v1
title: The Use of Prediction Markets and Corporate Lobbying in Climate Policy Research

description: Data and code related to the titled research paper.
DOI: 10.17632/cfsfzhyg3y
title: Preliminary data on studies of Fluorides in aquifers of Paraguay (Department of Paraguarí)

description: Data on the concentration of Fluoride in 41 aquifers in Municipalities of the Department of Paraguarí, Paraguay
DOI: 10.17632/rdr2vkszrc
title: Thermal image dataset of construction workers unsafe actions

description: Title of Dataset:Thermal image dataset of construction workers unsafe actions

Description of the Data and file structure:This dataset consists of 2000 thermal images of construction workers' acitons. There are 500 safe actions (climbing with two hands) and 1500 unsafe actions (climbing with one hand, reaching far, and standing). The image size is 200 × 200 pixels.
DOI: 10.6084/m9.figshare.24781905.v1
title: Air-Traffic-Passenger-Statistics-csv.csv

description: Dataset
DOI: 10.6084/m9.figshare.888360.v4
title: Pattern 1

description: Pattern 1, Jazz Studies
DOI: 10.17632/4pb8kpg69s
title: TNF-α Mediated Alterations in Human Glomerular Microvascular Endothelial Cell Metabolism, Function and morphology: Implications for Therapeutic Strategies

description: Tumor necrosis factor alpha (TNF-α) is a proinflammatory cytokine that plays a crucial role in various inflammatory conditions. Understanding how TNF-α alters the structure, metabolic profiles, and functional conditions of primary human glomerular microvascular endothelial cells may reveal mechanisms that could be targeted for therapeutic interventions. This study investigated the impact of TNF-α on HGMVECs by assessing its effects on HLA antigen expression, morphology, migration, proliferation, glycolytic flux, and mitochondrial respiration. TNF-α treatment upregulated HLA class I on HGMVECs, altered their morphology to more elongated shapes and impaired their migration and proliferation. TNF-α reduced both glycolytic and mitochondrial metabolic rates in HGMVECs, but the cell retain their ability to respond to metabolic stress through the OXPHOS pathway. These findings demonstrate that TNF-α induces significant changes in HGMVECs that, in vivo, could significantly disrupt vascular homeostasis and may contribute to glomerular functional alterations during inflammatory and renal transplant rejection states.
DOI: 10.17632/f3hhxyyhf8
title: Sebaceous carcinoma epidemiology, associated malignancies and Lynch/Muir-Torre syndrome screening in England from 2008 to 2018.  Online only Supplementary Information.

description: Online only Supplementary Information for original article published in JAAD. "Sebaceous carcinoma epidemiology, associated malignancies and Lynch/Muir-Torre syndrome screening in England from 2008 to 2018."
DOI: 10.6084/m9.figshare.20353428.v1
title: Truglyde suture study dataset

description: This was a randomized study on two different absorbable suture materials.
DOI: 10.6084/m9.figshare.23744736.v1
title: Human fecal intestinal flora and short-chain fatty acids

description: Changes in fecal gut microbiota and short chain fatty acids in constipation patients under different intervention measures. Original data should only be provided upon request and for ethical reasons only.
DOI: 10.6084/m9.figshare.26763601.v1
title: Questionnaire on the behavioral intention of smart home systems for the elderly.

description: This is the questionnaire on the behavioral intention of smart home systems for the elderly.
DOI: 10.17632/8mpfv83rs4
title: Data for: Cannibalization of a late Cambrian backarc in southern Peru: new insights into the assembly of southwestern Gondwana

description: Section S1. Detailed zircon U-Pb Geochronology Methods Table S1. Formalization of the Llallahue Formation, a new lithostratigraphic formation in southern Peru Table S2. Formalization of the Umachiri Formation, a new lithostratigraphic formation in southern Peru Table S3. LA-ICPMS U-Pb zircon data from Umachiri, Ollantaytambo, and Huaccaccane in southern Peru Table S4. CA-ID-TIMS U-Pb zircon data from Umachiri and Ollantaytambo in southern Peru Table S5. Whole Rock trace element geochemistry from the Umachiri Fm, southern Peru Figure S1. Cathodoluminescence (CL) images of zircons from Umachiri, Ollantaytambo, and Huaccaccane: southern Peru
DOI: 10.17632/mpsbfz389p
title: Supplementary Materials for: Large Holocene Ruptures on the Cañada David Low Angle Normal Fault, Baja California, Mexico; Implications for the Seismogenesis of Low-Angle Normal Faults

description: This data set contains complete trench logs PDF format and plain image mosaics of the trench walls with no interpretation in JPG format. Image resolution is 2,950 pixels per meter of trench wall. We provide versions of the trench logs with and without interpretations so others can work with the raw data and evaluate our observations. This data set also includes a detailed description of the ground-penetrating radar surveys performed around and between trenches at the study area along the western flank of Sierra El Mayor. Lastly, this document describes the sampling, preparation and measurement techniques employed to obtain the optically stimulated luminescence geochronology reported in this study. These data show evidence for at least six major surface ruptures during the past 17 ka on the Cañada David detachment, which is a low-angle normal fault in northern Baja California, Mexico. Recurrence intervals show little variability and range from 2.5 to 3 ka. These findings suggest that the seismogenesis and mechanical behavior of this severely misoriented fault are very similar to, if not indistinguishable from, other more optimally oriented faults with similar slip rates. This finding contrasts with the observation that large earthquakes demonstrably associated with such faults are exceedingly rare in catalogs of global seismicity and adds to the controversy surrounding our understanding of how a fault’s orientation affects the conditions for failure.
DOI: 10.17632/y7f22wc4j2
title: Experimental and Simulation Data of a Dual-Mode Strain/Pressure Sensor for Smart Glove-Based UAV Control

description: This dataset supports the research article entitled “Smart Gloves with Strain/Pressure Dual-Mode Tactile Sensor for UAV Flight Control.” It includes experimental data from the characterization of the dual-mode tactile sensor, such as uniaxial tensile testing, cyclic loading, and pressure response measurements. Furthermore, finite element analysis (FEA) results from COMSOL Multiphysics simulations are provided to illustrate the sensor's pressure distributions under various deformation conditions.
DOI: 10.17633/rd.brunel.24460018.v1
title: Isotherm Data.xlsxCO2 Adsorption Data Using Chemically-activated Porous Carbon

description: Synthesis and application of chemically-activated porous carbon in CO2 adsorption
DOI: 10.6084/m9.figshare.26493232.v1
title: The annotation file of the chromosome-level genome of <i>Atrina pectinate</i>

description: The annotation file of the chromosome-level genome of <i>Atrina pectinate</i>
DOI: 10.6084/m9.figshare.28784639.v1
title: Movement Data of Goats in the Loess Plateau, China (2016-04-22 to 2017-05-07)

description: Multivariate Hidden Markov Models (HMMs) were applied to characterize the fine-scale movement behavior (30-second intervals) of GPS-tracked domestic Zhongwei goats (<i>Capra aegagrus hircus</i>) for 124 days and analyzed the (combined) influence of biotic and abiotic factors and specific time of day on their seasonal movement behavioral transition in a predator-free, semi-arid mountain grassland in China. Fitted covariates included slope, Vector Ruggedness Measure (VRM), NDVI, and a temporal covariate representing time of day.
DOI: 10.6084/m9.figshare.14658156.v1
title: Indoor Sport Body Composition and Jump Performance .xls

description: Young indoor players with respective body composition assessment and Physical tests including Jump test platform.
DOI: 10.17632/7xb9dhvbcn
title: Prediabetes and Health

description: This dataset is a subset derived from the Korea National Health and Nutrition Examination Survey (KNHANES). It focuses on health metrics, dietary habits, employment status, and their association with prediabetes. The data provides valuable insights into the relationship between socioeconomic factors, physical activity, nutrition, and prediabetes risk in participants aged 19 and older. The dataset includes clinically measured indicators such as height, weight, and diabetes status, along with self-reported lifestyle behaviors.
DOI: 10.17632/fjpwfwfcg9
title: Bibliographic dataset and analysis of machine learning in space weather

description: The bibliometric data are utilized to compile the literatures in machine learning and space weather studies. Basic bibliometric evaluation provides descriptive analysis that can be visualized with the Biblioshiny web application.
DOI: 10.6084/m9.figshare.12798407.v3
title: Supporting data for article "Gravity field modeling using space frequency signal transfer technique between satellites"

description: Data for Satellite position, simulated clock errors and recovered harmonic coefficients of the Earth's gravitational potential. These data are used in article "Gravity field modeling using space frequency signal transfer technique between satellites".<br>Three files are included:Errors_Simu.zip: simulated clock difference errors between two satellites, and other error influence converted to fractional frequency.<br>Satellite_Coodinates.zip: the orbit data of GRACE FO 1 during 2020 Jan 1 ~ 2020 Jan 30, simulated by SGP4 model<br>Recovered_Coefficient.zip: the recovered harmonic coefficients of Earth gravity field. There are 5 different cases where the clock stability are different.<br>
DOI: 10.6084/m9.figshare.3561210.v1
title: Appendix C. Uncertainty in R0 and full results.

description: Uncertainty in R0 and full results.
DOI: 10.6084/m9.figshare.14396264.v1
title: Supplemental Table S4

description: Supplemental Table S4 for "Keeping up with the <i>Bacillus cereus </i>group: taxonomy through the genomics era and beyond"