cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.4872734.v2
title: Loading instructions

description: in GitHub Markdown format<br>Change note [5 April 2019]: Original instructions in LoadData.md are now obsolete, following updates to the LiPD utilities. The instructions now point to recently published Jupyter notebooks that illustrate how to use the PAGES 2k LiPD files to reproduce some figures from the paper, or carry out other analyses.<br>
DOI: 10.6084/m9.figshare.18975863.v1
title: Pet food data.dta

description: Data on attitudes to cultivated pet food
DOI: 10.6084/m9.figshare.22134656.v4
title: No apparent state-dependency of equilibrium climate sensitivity between the Pleistocene glacial and interglacial climate states

description: This dataset includes the stable carbon and oxygen isotopes of soil carbonates, and stable carbon isotope of soil organic matter from two Quaternary loess sections collected from the Chinese Loess Plateau, which are used to calculate atmospheric CO2 levels during the Pleistocene glacial periods.
DOI: 10.17632/cd5z895tr2
title: AOD 4: Dataset for Air Borne Object Detection

description: The detection of airborne objects has largely been unexplored or is only limited to drones. This dataset provides a huge set of airborne objects, comprising 22,516 images categorised into four classes namely; airplanes, helicopters, drones, and birds. The dataset is made so as to include complex backgrounds to showcase the varying environmental conditions present in the real world. AOD-4 dataset consists of images with sky, cloudy, terrestrial backgrounds, as well as nighttime, rainy, and snowy conditions. The dataset also includes instances where multiple objects are present in the frame aiming towards Multi-Object Detection capabilities. Researchers can leverage this dataset to develop and refine algorithms for airborne object detection and tracking, with potential applications spanning military surveillance, border security, and public safety.
DOI: 10.17632/jb93vbfkwr
title: Sound comparison of seven TMS coils at matched stimulation strength

description: The supplementary dataset for “Sound comparison of seven TMS coils at matched stimulation strength”, Brain Stimulation, 13(3), 873-880, 2020. The dataset contains sound waveforms of TMS coil click captured at 25 cm and 100 cm from the coil, in Pascals. There are seven coils in this dataset, and for each coil sound has been recorded at 10 stimulator output settings, 10 TMS pulses at each setting. The sampling rate was 192 kHz, and the waveforms were stored in single-precision floating-point format. The sound waveforms are in a MATLAB struct “sound” stored in a file “sound.mat” which is in the file “sound_mat.zip”. For each coil and intensity, the dataset further contains the electric field waveform for an 85 mm spherical phantom, in volts per meter. From these waveforms we have further estimated the stimulation strength in % RMT for an average subject. The electric field recordings and derived stimulation strengths are in a MATLAB struct “stimulation” stored in a file “stimulation.mat” which is in the file “stimulation_mat.zip”. Further, the dataset contains the technical drawings of the electric-field measurement probe for the spherical phantom in a file “probe.zip”. The file contains Gerber files for a two-layer printed-circuit-board probe, an STL file for the 3d-printed probe holder, and an SVG drawing of the laser-cut alignment plate. Our main findings from the data are summarized by the highlights of the article: • Coil click varies by over 20 dB between TMS coils at matched stimulation strength. • Close to a TMS coil, airborne sound pressure level may reach nearly 140 dB(Z). • During rTMS, continuous airborne sound level may exceed 110 dB(A). • Sound level of rTMS may exceed some standard safety limits for both subject and operator. For more information, refer to the article and its supplement.
DOI: 10.17632/nv4h78hwyx
title: A finite difference construction of the spheroidal wave functions

description: Abstract A fast and simple finite difference algorithm for computing the spheroidal wave functions is described. The resulting eigenvalues and eigenfunctions for real and complex spheroidal bandwidth parameter, c, agree with those in the literature from four to more than eleven significant figures. The validity of this algorithm in the extreme parameter regime, up to ^(c2) =10 ^(14) , ... Title of program: SWF_8thOrder Catalogue Id: AEQE_v1_0 Nature of problem The problem is to construct the angular eigenfunctions of the Laplacian in three dimensional, spheroidal coordinates. These are the prolate, oblate and generalized spheroidal wave functions and to compute the corresponding eigenvalues. Equivalently, the task can be seen as generating the angular functions which arise when solving the Helmholtz wave equation by separation of variables in three dimensional, spheroidal coordinates: [Δ Η (1 - Η 2 )Δ Η + (-c 2 Η 2 - m 2 /(1-Η 2 ))] S l m = λ ml (c)S ... Versions of this program held in the CPC repository in Mendeley Data AEQE_v1_0; SWF_8thOrder; 10.1016/j.cpc.2013.07.024 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/24d45pf8wm
title: Construction and Demolition Waste Object Detection Dataset

description: The Construction and Demolition Waste (CDW) dataset was created to facilitate the development and benchmarking of object detection models responsible for the localization and classification of three common object classes of CDW, namely concrete, brick and tile in CDW sorting facilities, under working conditions. 

For the development of the training and testing datasets, samples belonging to these three object classes were extracted from manually sorted piles of CDW from a recycling facility in Cyprus and digital images of the material were recorded in a controlled environment on the conveyor belt of a full-scale model sorting platform with the use of a colored (RGB) camera. A total of 550 .JPG mages were recorded (containing approximately 4 samples of each object class) at a resolution of 1920 x 1200 x 3, and a total of approximately 6600 samples of all object categories were attained. We emphasized on the complexity of CDW in working conditions by capturing the heterogeneity, surface contamination, irregularity as well as the adherence and stacking of samples in two independent testing datasets. The first testing dataset (testing_set_1) represents an idealized case of CDW placement where the samples are sparsely spaced on the conveyor belt and serves as a baseline indicator of model performance. The second dataset (testing_set_2) contains heavily stacked and adhered samples of CDW so as to give a more representative evaluation of the models under working conditions. 

Accordingly, we split the samples in three sets with the following distribution:
- Training set: 4230 samples are used for training the object detectors 
- Testing_set_1 : 1727 samples are used for testing the object detectors on an idealized case of CDW placement 
- Testing_set_2: 596 samples are used for testing the object detectors on heavily stacked and adhered cases 

To facilitate implementation, in tandem with the provided images, the dataset contains carefully annotated ground-truth bounding boxes in .xml format.
DOI: 10.6084/m9.figshare.28713224.v1
title: Structure and transport mechanism of human riboflavin transporters

description: Riboflavin (vitamin B2) is the precursor of flavin mononucleotide (FMN) and flavin adenine dinucleotide (FAD), which act as key cofactors of many enzymes, thus has essential roles in cell growth and functions. Animals cannot synthesize riboflavin in situ, the intake, distribution and metabolism of which are mediated by three riboflavin transporters (RFVT1-3). Many mutations in RFVTs cause severe consequences. How RFVTs recognize and transport riboflavin remains largely unknown. On the basis of cryo-electron microscopy structures of human RFVT2 and RFVT3 in complex with riboflavin, we conducted MD simulations on four systems, including RFVT2 with or without riboflavin bound and RFVT3 with or without riboflavin bound.
DOI: 10.17632/fmdvvybcmz
title: Data and R Codes for: A Bayesian Kriging Model Applied for Spatial Downscaling of Daily Rainfall from GCMs

description: These dataset contain the main R codes used in the article.
DOI: 10.17632/2s44zm5433
title: Urban growth and spatial segregation increase disaster risk: Lessons learned from the 2023 disaster on the North Coast of São Paulo, Brazil

description: Data repository for associated publication of same title.
Information on the description of the datasets and the main code is presented in the README file.
DOI: 10.6084/m9.figshare.4725541.v5
title: Supplementary data for 'River plastic emissions to the world's oceans'

description: Plastics in the marine environment have become a major concern because of their persistence at sea, and adverse consequences to marine life and potentially human health. Implementing mitigation strategies requires an understanding and quantification of marine plastic sources, taking spatial and temporal variability into account. Here we present a global model of plastic inputs from rivers into oceans based on waste management, population density and hydrological information. Our model is calibrated against measurements available in the literature. We estimate that between 1.15 and 2.41 million tonnes of plastic waste currently enters the ocean every year from rivers, with over 74% of emissions occurring between May and October. The top 20 polluting rivers, mostly located in Asia, account for 67% of the global total. The findings of this study provide baseline data for ocean plastic mass balance exercises, and assist in prioritizing future plastic debris monitoring and mitigation strategies.Modelled plastic inputs into the ocean from rivers worldwide.The shapefile contains 40,760 river input locations (EPSG:4326, WGS 84) with the following attributes:<b>i_<i>level</i></b>: plastic input in tonnes per year. (<i>level=low, mid or high for lower, midpoint and upper estimates</i>)<b>i_<i>level</i>_<i>month</i></b>: plastic input in tonnes per month. (<i>level=low,mid,high; month=jan,feb,...,dec</i>)<b>runoff_</b><i><b>month</b></i>: monthly averaged runoff in catchment in mm per day. (<i>month=jan,feb,...,dec</i>)<b>mpw</b>: mismanaged plastic waste production in catchment in kg per year. <b>area</b>: catchment area in square meters.<br>
DOI: 10.17632/xfnz6mkdzm
title: Optical Tracking Data from College Baseball Scrimmages

description: The Track_Combo.csv (Track_Combo.txt) dataset contains ball-tracking data from a series of exhibition matches between college baseball teams in the United States. Data were recorded at the pitch-level (n = 3,344) by TrackMan V3 optical tracking technology to provide detailed information on pitching and hitting events in the 21 games that were observed. Manual labels for each observed pitch and hit type (TaggedPitchType and TaggedHitType) were incorporated by a trained operator. A column labeled Count was also included to combine values from the Balls and Strikes columns.

Because the recorded data are from exhibition matches, not all games are of an equal or traditional (9 inning) length. Player IDs, team IDs, and game dates have been anonymized to make them unidentifiable, but they remain consistent throughout the dataset (within games and across games).

For labels and descriptions of the included columns, please reference the official TrackMan glossary: https://support.trackmanbaseball.com/hc/en-us/articles/5089413493787-V3-FAQs-Radar-Measurement-Glossary-Of-Terms

All data are provided with permission of the associated baseball team. Image files from relevant data visualizations, and the R code (R version 4.4.1) files used to create them, are available in the Visuals folder.
DOI: 10.6084/m9.figshare.9741203.v1
title: SLmodeling_Duchemin_ElecSuppMat.xlsx

description: This xls document provides data from a scoping review on sick leave modeling methodologies.<br>
DOI: 10.6084/m9.figshare.19499552.v1
title: patches and local annotations, slide 055, zoom 248x248 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.17632/2jgk6mz3mk
title: A Study of lncRNA Epigenetic Landscape. Wang et al

description: A Study of lncRNA Epigenetic Landscape. Wang et al
DOI: 10.17632/55t555h72m
title: High Temperature, Bargaining Power and Within-Firm Wage Inequality: Evidence from China

description: Please use the do file named "program.do" and execute the codes in Stata to reproduce the results of all tables and figures except Figure 2. Figure 2 is created by Geoda software, so it is not convenient to introduce its operation procedure by code. For its related data, please refer to "Fig2.xls" in the folder "data".
DOI: 10.17632/dg7sz3jd33
title: Effectiveness of laughter therapy with a social-health clown on the mood of adults in the hospital context: a pilot study

description: Los datos aquí presentes integran la información de un estudio cuasiexperimental realizado en adultos hospitalizados en un servicio de medicina interna, en el que se evaluó el efecto de la terapia de risa con payasos sociosanitarios sobre el estado de ánimo de 40 participantes. La intervención se llevó a cabo mediante la aplicación de un instrumento que se ha adaptado transculturalmente para el estudio denominado Escala de Valoración del Estado de Ánimo- Hispanoamérica (EVEA-H), analizando los cambios en el estado emocional antes y después de la terapia.

Los resultados revelaron mejoras significativas en el estado de ánimo de los participantes, con una notable reducción de los niveles de tristeza/depresión (p &lt; 0.001), ansiedad (p &lt; 0.001) e ira/hostilidad (p &lt; 0.001). Asimismo, se observó un aumento significativo en la alegría (p &lt; 0.001) tras la intervención de risa.

La discusión resalta que la evidencia actual apoya la terapia de risa con payasos sociosanitarios como una herramienta eficaz para inducir emociones positivas, disminuir síntomas psicológicos negativos y mejorar el bienestar emocional en diversos contextos. Las conclusiones del estudio indican que esta terapia puede ser una estrategia efectiva para mejorar el bienestar y la calidad de vida de los adultos hospitalizados.

Finalmente, en los archivos adjuntos encontrará: una base de datos en formato .xlsx con toda la información recolectada en el estudio, un archivo. jasp que le permitirá revisar los resultados estadísticos directamente en el programa estadístico gratuito utilizado, y un archivo .csv para que pueda analizar o revisar la base de datos en cualquier otro programa estadístico de su preferencia.
DOI: 10.17632/66kdpc5dsj
title: Supplementary Files, Figures, and Tables

description: Executive Summary: From the Medical Board of the National Psoriasis Foundation: Perioperative management of immunomodulatory agents in patients with psoriasis and psoriatic arthritis
DOI: 10.17632/6dv7bzncbt
title: Data for: A Local Fission Matrix Correction Method For Heterogeneous Whole Core Transport with RAPID

description: This data includes the 3-D pin-wise fission rate distribution for the BEAVRS benchmark calculated from Serpent and RAPID. Meanwhile, we also attach the R code to analyze the 2-D pin-wise RMS error, the 3-D pin-wise RMS error and the k-effective difference between results from RAPID and Serpent
DOI: 10.6084/m9.figshare.783888.v1
title: Data on kleptoplast light-response curves

description: Data on kleptoplast light-response curves
DOI: 10.17632/mp7grcyv7t
title: Environmental, Social, and Governance Performance and Corporate Innovation Novelty

description: We obtained the ESG scores from the Bloomberg database and calculated the novelty of innovation based on data collected from the official website of the China National Patent Office (www.psssystem.gov.cn) using the Python programming language. We collected the data on the other economic characteristics from the CSMAR database. Since China started to evaluate ESG performance in 2011, we selected A-share listed companies of the Shanghai and Shenzhen Stock Exchanges from 2011 to 2020 as the initial sample. We then screened the sample by (1) deleting financial industry firms and the special treatment firms, (2) eliminating samples with missing values for the main research variables, and (3) winsorizing all the continuous variables at the 1% level to avoid the influence of outliers. The final research sample contains 9,628 firm-year observations.
DOI: 10.17632/x2s5mcwzdy
title: Mechanical properties of roads unbound treated with synthetic fluid based on isoalkane and tall oil

description: The dataset deals with a laboratory investigation of an innovative stabilization technology for road unbound layers. The product is a Synthetic Fluid (SF) based on isoalkane and tall oil. Untreated aggregates (Unbound Granular Material, UGM) are also tested for comparison purpose.

Two laboratory tests are performed: Repeated Load Triaxial Test (RLTT) and a modified version of Rolling Bottle Test (RBT). A total of 8 samples (4 parallel samples) are created and tested with RLTT; among these specimens, 2 samples are also tested with RLTT before and after the exposure to 10 Freeze-Thaw (FT) cycles. A total of 84 samples are created and tested with the modified version of RBT. This dataset reports raw data and pictures for all the tested samples.

RLTTs are performed following the code “EN 13286-7 Cyclic load triaxial test for unbound mixtures” according to Multi-Stage Low Stress Level (MS LSL) testing procedure. The spreadsheets showing the RLTTs results report the dynamic stress and the triaxial stress exerted in the testing device and the axial strains and the radial strains measured by a total of six Linear Variable Differential Transformers (LVDTs). Three different application percentages of the synthetic fluid are investigated (SF-1, SF-2, SF-3) with presence of water (w=1%). UGM samples are tested in dry condition (w=0%). The 2 SF-1 samples are also tested in dry condition (w=0%) after and before the exposure to 10 FT cycles.

The modified version of RBT described by the code “EN 12697-11 Determination of the affinity between aggregate and bitumen” pivots on weighing the mass of aggregates completely covered by the synthetic fluid before and after rotations for fourteen different time intervals: 1 h, 2 h, 3 h, 4 h, 5 h, 6 h, 8 h, 10 h, 12 h, 14h, 16 h, 20 h and 24 h. Uncoated aggregates are also tested for comparison purpose.
DOI: 10.6084/m9.figshare.17048960.v1
title: Supplementary Material for: Risk of Postoperative Renal Failure in Radical Nephrectomy and Nephroureterectomy: A Validated Risk Prediction Model

description: <b><i>Introduction:</i></b> The study aimed to construct and validate a risk prediction model for incidence of postoperative renal failure (PORF) following radical nephrectomy and nephroureterectomy. <b><i>Methods:</i></b> The American College of Surgeons National Surgical Quality Improvement Program (ACS-NSQIP) database years 2005–2014 were used for the derivation cohort. A stepwise multivariate logistic regression analysis was conducted, and the final model was validated with an independent cohort from the ACS-NSQIP database years 2015–2017. <b><i>Results:</i></b> In cohort of 14,519 patients, 296 (2.0%) developed PORF. The final 9-factor model included age, gender, diabetes, hypertension, BMI, preoperative creatinine, hematocrit, platelet count, and surgical approach. Model receiver-operator curve analysis provided a C-statistic of 0.79 (0.77, 0.82; <i>p</i> &lt; 0.001), and overall calibration testing <i>R</i><sup>2</sup> was 0.99. Model performance in the validation cohort provided a C-statistic of 0.79 (0.76, 0.81; <i>p</i> &lt; 0.001). <b><i>Conclusion:</i></b> PORF is a known risk factor for chronic kidney disease and cardiovascular morbidity, and is a common occurrence after unilateral kidney removal. The authors propose a robust and validated risk prediction model to aid in identification of high-risk patients and optimization of perioperative care.
DOI: 10.6084/m9.figshare.21333996.v2
title: Face processing fMRI data for Dynamic Causal Modelling

description: This dataset consists of BIDS-formatted fMRI data from Wakeman & Henson (2015) that have been processed for DCM analysis. Raw fMRI data from 15 subjects (subject 10 excluded due to fewer runs) have been processed with the analysis pipeline presented in Henson et al (2019). The processed data have been reparametrized, their runs concatenated and re-fit to all the smoothed, normalised fMRI volumes. Individual subjects' VOI time courses have been extracted for 4 regions: Left OFA, Right OFA, Left FFA and Right FFA. The file 'derivatives_fmri_dcm_ready_VOIs_concatenated.zip' consists of dcm-ready data for all 15 subjects. Each subject's data consists of 2 groups of files (9 total): SPM data file: SPM.mat VOI file: a pair of data and mask files each for four regions, for a total of 8 files Supplied filelist.txt contains the full filelist and folder hierarchy inside the compressed zip archive. This dataset was prepared for demonstration of group-level estimation and inference of DCMs from fMRI data. The raw data can be found here: https://openneuro.org/datasets/ds000117 Scripts used to produce this dataset, as well as as scripts demonstrating group DCM analysis can be found here: https://github.com/pranaysy/cognestic22_multimodal_dcm For more information or queries, please get in touch, or open an issue on the GitHub repository linked above.
DOI: 10.6084/m9.figshare.12556142.v1
title: test.tsv

description: tsv file to move the data
DOI: 10.6084/m9.figshare.19134275.v1
title: NDPI-Sample-1-Stack-4 (WSI)

description: Dicomized distinct proprietary files of microscope imaging modalities
DOI: 10.17632/6tp23c5dp7
title: Performance and Profiling Data of Plane-wave Calculations in Quantum ESPRESSO Simulation on Three Supercomputing Centres  

description: This data was the work of the Thammasat University (Lampang Campus) team from benchmarking the Quantum Espresso simulation to complete a task of the 5th APAC HPC-AI 2022 student competition. The benchmarking and profiling results guided the team to adjust some parameters until achieving the best parameter setting guideline to obtain almost linear scalability of the plane-wave calculation (pw.x) on 48 -  1,536 CPUs.  The findings led the team to win the best HPC performance award of the competition. The dataset comprises three parts i.e., the execution traces collected by the Extrae performance profiling tool, the results of a screening experiment running on three HPC centres, and the multi-node performance results when scaling out the workload on the Gadi supercomputer. The profiling data can be used to gain insights into the parallel and distributed execution behaviour of the pw.x function by using the Paraver visualization tool. The performance data of the screening and scaling out experiments could be used for testing different analysis methods or for finding a way to automate the parameter setting. The results also give guidance on computation resources required to calculate the total energy of the catalysts using the self-consistent field method implemented in the Quantum Espresso simulation.
DOI: 10.17632/ztbb93w59g
title: Dataset for "Effect of Intergranular Precipitate Formation on the Hydrogen Embrittlement Susceptibility of Nickel Base Corrosion Resistant Alloys"

description: Raw and processed mechanical properties data for hydrogen embrittlement (circular notched tensile), hardness, and tensile tests for "Effect of Intergranular Precipitate Formation on the Hydrogen Embrittlement Susceptibility of Nickel Base Corrosion Resistant Alloys" manuscript.