cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/54cbw226hd
title: Data for: Openness and the Welfare State - Risk and Income Effects in Protection without Protectionism

description: This package includes data and codes to replicate the results in “Data for: Openness and the Welfare State - Risk and Income Effects in Protection without Protectionism” (European Journal of Political Economy).
DOI: 10.17632/ypdrsvygxg
title: Luke Barlow et al. 2021 - LSF Raw Data

description: Laser-Stimulated Fluorescence (LSF) has seen increased use in palaeontological investigations in recent years. The method uses the high flux of laser light of visible wavelengths to reveal details sometimes missed by traditional long-wave ultraviolet (UV) methods using a lamp. In this study, we compare the results of LSF with UV-A generated fluorescence on a range of fossils from the Upper Jurassic Solnhofen Limestones Konservat-Lagerstätte of Bavaria, Germany. The methodology follows previous protocols of LSF with modifications made to enhance laser beam intensity, namely keeping the laser at a constant distance from the specimen, using a camera track. Our experiments show that along with making surface details more vivid than UV-A or revealing them for the first time, LSF has the additional value of revealing shallow subsurface specimen detail. Fossil decapods from the Solnhofen Limestone reveal full body outlines, even under the matrix, along with details of segmentation within the appendages such as limbs and antennae. The results indicate that LSF can be used on invertebrate fossils along with vertebrates and may often surpass the information provided by traditional UV methods. Raw data from both track-based and tripod-based LSF can be found below.
DOI: 10.17632/6x6c4387ch
title: Data for: Determination of Strain Fields on Two-Dimensional Images using the STC method
DOI: 10.17632/ygrj39wch3
title: Nuclear Reactions about interactions between thermal neutrons and UHTCs

description: Nuclear reactions about thermal neutron interactions between 1 cm thickness of UHTCs (C, TaB2, Re, W, HfC, BN, HfB2, HfN, ZrC, TaC, ZrB2, TiC, TaN, NbC) were modelled by GEANT4.10.0 version.
DOI: 10.17632/cs95vym6hn
title: Um conjunto de dados brasileiro classificado para apoio ao diagnóstico diferencial da SRAG por COVID-19 e influenza

description: O conjunto de dados foi coletado da plataforma do SIVEP (Sistema de Informação da Vigilância Epidemiológica da Gripe) e é referente aos registros de pacientes diagnosticados com Síndrome Respiratória Aguda Grave (SRAG) do Brasil no período de 2020 a 2021.
Inicialmente, o conjunto de dados possuía 2.693.764 registros e 168 atributos; e após a execução de um filtro para restringir informações apenas sobre pacientes com SRAG por COVID-19 e SRAG por Influenza, o conjunto de dados passou a ter 1.778.289 registros de pacientes com  COVID-19 e 9.874 registros de Influenza. Realizou-se um balanceamento dos dados para posteriormente iniciar o tratamento de limpeza. Após o balanceamento, o conjunto de dados ficou com 19.041 registros, sendo 9.167 classificados como casos de COVID-19 e 9.874 classificados como casos de Influenza
Em seguida, todos os atributos foram avaliados seguindo os critérios de exclusão: (1) atributos com mais de 60% dos dados nulos (NaN); (2) atributos como identificadores, datas irrelevantes, dados fora do contexto demográfico, social ou de saúde; (3) atributos com mais que 60% dos dados nulos (NaN), mas que são considerados importantes por especialistas da área, diante do domínio do problema (COVID-19 e influenza), posteriormente preenchidos com o valor da média, mediana ou baseado em algum critério de agrupamento; (4) atributos cujo passo (3) não foi possível de ser executado pela natureza do valor; e (5) exclusão de atributos redundante.
Toda essa etapa de pré-processamento dos dados serviu para construir um conjunto de dados que pode ser utilizado para treinar modelos de inteligência artificial para auxiliar no diagnóstico diferencial de COVID-19 e Influenza. Após o pré-processamento, o conjunto de dados ficou com 46 atributos relacionados a dados sociodemográficos, clínicos e laboratoriais, e a classe alvo (classi_fin).
DOI: 10.6084/m9.figshare.13524683.v1
title: 2020.rar

description: observation data of O3, NO2, CO, SO2 and PM in China in 2019 and 2020
DOI: 10.6084/m9.figshare.19513900.v1
title: Supplementary Material for: Evaluating the Initiation of Sodium/Glucose Cotransporter 2 Inhibitors within Two Weeks of an Acute Hospital Admission: A Systematic Review and Meta-Analysis of Nine Clinical Trials

description: Objective: Recent studies have increasingly shown the benefits of using SGLT2i. However, there are concerns about its initiation during acute hospital admissions due to the potential increased risk of complications. We conducted a systematic review and meta-analysis to evaluate the efficacy and safety of SGLT2i initiation within two weeks of an acute hospital admission. Methods: Four electronic databases (PubMed, Embase, Cochrane, and SCOPUS) were searched for articles published from inception up to 27th March 2021, for studies that evaluated the efficacy and/ or safety of SGLT2i initiation within two weeks of an acute hospital admission. Random-effects pair-wise meta-analysis models was utilized to summarize the studies. The protocol was registered with PROSPERO (CRD42021245492). Results: Nine clinical trials were included with a combined cohort of 1758 patients. Patients receiving SGLT2i had a mean increase in 24-hour urine volume of +487.55ml (95% CI 126.86 – 848.25; p=0.008) and plasma sodium of +0.55mEq/L (95% CI 0.01 – 1.09; p=0.04), compared to those not started on SGLT2i. Patients with heart failure treated with SGLT2i had a 27% relative risk reduction in rehospitalizations for heart failure, compared to controls (risk ratio 0.73; p=0.005). There were no differences in other efficacy and safety outcomes examined. Conclusion: There was no increased harm with SGLT2i initiation within two weeks of an acute hospital admission, and its use reduced the relative risk of rehospitalizations for heart failure in patients with heart failure. It was also associated with increased urine output and plasma sodium. However, current evidence pool is limited, especially in specific population subtypes.
DOI: 10.6084/m9.figshare.28326893.v1
title: Margulis_phylogenomics_mixture.newick

description: Phylogenomic tree based on a mixture model and custom SCMG alignment.
DOI: 10.17632/3cbhz8pkz7
title: Integrative omics of human and mouse prostate unravels the heterogeneity and diversity of regulatory mechanisms in prostate cancers

description: S
DOI: 10.17632/8dtxy988nx
title: Sustainable Practices and Firm Competitiveness: An Empirical Analysis in the Saudi Arabian Energy Sector

description: This dataset contains the data used to analyze the impact of sustainable practices on the performance of companies in he energy sector in Saudi Arabia
DOI: 10.17632/ftct43g7vs
title: Inventory model based on Monte Carlo Simulation

description: This model estimates the total cost and inventory for different product order quantity per cycle values, namely, given by Nq*StepQ.
DOI: 10.17632/8mp5rgz8yj
title: Campaña para fomentar el uso de la bicicleta como medio de transporte alternativo en Cali

description: Trabajo de grado para optar al titulo de publicista.
DOI: 10.6084/m9.figshare.17229908.v1
title: Geum urbanum traits

description: <i>Geum urbanum</i> traits measured in 2018 and 2019.
DOI: 10.17632/smvt9jtx53
title: Data for Visual cortex encodes timing information in humans and mice

description: Data for Visual cortex encodes timing information in humans and mice
DOI: 10.6084/m9.figshare.11987448.v1
title: Supplementary Data 2-3

description: Supplementary Data 2: Data for generating the profile plots in Fig. 3d,e. Data is formatted in Matlab (.mat) and the Matlab script (Fig3de_script.m) for generating the profile plots is included.<br>Supplementary Data 3: Data for generating the profile plots in Fig. 4e,f. Data is formatted in Matlab (.mat) and the Matlab script (Fig4ef_script.m) for generating the profile plots is included.
DOI: 10.6084/m9.figshare.1491421.v1
title: Data and plotting scripts file for the project

description: Data set and figure scripts for " Automated adaptive inference of phenomenological dynamical models" by B. Daniels and I. Nemenman, Nature Communications, 2015.
DOI: 10.17632/2dn4rdmsxn
title: Data for: Distribution of Polycyclic Aromatic Hydrocarbons (PAHs) from Legacy Spills at an Alaskan Arctic Site Underlain by Permafrost

description: This dataset is used in this article and was collected in Barrow in 2015.
DOI: 10.17632/m5h52ncrtt
title: Dataset of Certified Food Dye Levels in Food Samples Consumed by Children for Updated Exposure Levels

description: Abstract
This is dataset describing the levels of Food, Drug, & Cosmetic (FD&C) dye in juice drinks, breakfast cereals, frozen desserts, ice cream cones, fruit flavored soft drinks, frostings & icings, fruit snacks/candy, decoration chips for baking, water enhancers, and flavored fruit drink powder. The data are organized by absolute values, averages, SDs and % RSD.  Data values were obtained using high performance liquid chromatography with a photometric diode array detector (HPLC-PDA). These  data can be used for calculating the consumption of dye in various populations (e.g. children) to understand how it compares to accepted daily intake (ADIs) suggested by the United States Food & Drug Administration (US FDA). The interpretation of the data is described in “Survey of Certified Food Dye Levels in Food Samples Consumed by Children for Updated Exposure Levels” in the Journal of Food Additives and Contaminants: Part B.1
DOI: 10.17632/5dgdc42x7p
title: Execution time of double-precision and high-precision GEMM implementations on Intel Core i5-7500 and NVIDIA Turing RTX 2080

description: This dataset contains the execution time for matrix-matrix multiplication kernels with general matrices (GEMM, BLAS Level 3) implemented using existing double-precision linear algebra software as well as multiple-precision libraries for CPU and GPU. The operation is  C = α * op(A) * op(B) + β * C, where α and β are scalars, A, B, C are matrices, op(A) is an M-by-K matrix, op(B) is a K-by-N matrix, C is an M-by-N matrix, and op(X) is one of op(X) = X or op(X) = X^T.  Each raw file provided contains the results of three test runs in milliseconds. The complete source code for the tests can be found at https://github.com/kisupov/mpres-blas.

Common experiment settings:
• Dense, random, 1000-by-1000 general matrices A, B and C;
• Random scalars α and β;
• Measurements are in milliseconds;
• Arithmetic precision from 106 to 424 bits.

Test cases considered:
• Non transposed: op(A) = A, op(B) = B;
• Transposed A: op(A) = A^T, op(B) = B;
• Transposed B: op(A) = A, op(B) = B^T;
• Transposed both A and B: op(A) = A^T, op(B) = B^T; 

Experimental environment:
• Intel Core i5 7500 processor;
• 32GB of DDR4 system memory;
• NVIDIA Turing RTX 2080 GPU (2944 CUDA Cores, Compute Capability 7.5, 8GB of GDDR6 memory);
• Ubuntu 20.04.5 LTS;
• NVIDIA Driver V455.32.00;
• CUDA Toolkit V11.1.

The following GEMM implementations are evaluated:
• OpenBLAS (OpenMP, 53 bits) – double-precision implementation for CPU using OpenBLAS (https://github.com/xianyi/OpenBLAS);
• Custom double on CPU (OpenMP, 53 bits) – custom double-precision parallel (OpenMP) implementation;
• MPFR (OpenMP) – multiple-precision parallel implementation using the GNU MPFR Library for CPU (https://www.mpfr.org/);
• cuBLAS (53 bits) – double-precision implementation for CUDA using the NVIDIA Basic Linear Algebra Subroutines library (https://docs.nvidia.com/cuda/cublas/index.html);
• Custom double on GPU (53 bits) – custom double-precision CUDA implementation;
• MPRES-BLAS – multiple-precision CUDA implementation using MPRES-BLAS library (https://github.com/kisupov/mpres-blas);
• CAMPARY – multiple-precision CUDA implementation using CAMPARY library (https://homepages.laas.fr/mmjoldes/campary/).
DOI: 10.17632/hb65jvynp5
title: Data for: Modeling, Forecasting, and Nowcasting U.S. CO2 Emissions Using Many Macroeconomic Predictors

description: Data and model estimation code (Matlab)
DOI: 10.17632/94j2g58yhr
title: A data report of the impact of different terrain types on the performance of windcatchers.

description: The reported data in this article were obtained through a series of numerical CFD simulations that quantifies the natural ventilation performance of a two-sided windcatcher exposed to free wind flow which is affected by various types of ground surface features. The data production process includes the generation of the geometry of the building model and the windcatcher (modelled in Rhino), the construction of the computational domain and a high-quality grid (Hexpress), setting up the appropriate boundary conditions, and applying the numerical solution settings and performing the simulations (using ANSYS Fluent). The conducted simulations provided the flow field and temperature distribution inside the building that was located in the city of Nottingham, the UK with the reference wind speed of 3.1 m/s at the reference height of 10 m. The influence of four different terrains (open, rough, suburban and urban regions) on the wind free stream was considered. The represented numerical data encourages further numerical and experimental investigations toward the efficient aerodynamic design of the windcatchers.
DOI: 10.17632/29thgzj9jr
title: Data for: Rapid drinking water safety estimation in cities: piloting a globally scalable method in Cochabamba, Bolivia.

description: Raw data accompanying manuscript: Rapid drinking water safety estimation in cities: piloting a globally scalable method in Cochabamba, Bolivia
DOI: 10.6084/m9.figshare.22269514.v1
title: eCrops_willow_margin.tif

description: plant willow on the marginal land
DOI: 10.17632/tyc386jj3d
title: Dataset on remote work solutions

description: This is raw data for empirical research regarding remote work. This data can be used to predict behavioral intention on remote work using multivariate analysis techniques such as structural equation modeling. The samples in Korea were collected through an online survey. Data consist of 31 measurement items related to the 'extended unified theory of acceptance and use of technology' model.
DOI: 10.6084/m9.figshare.24069492.v1
title: HTML file

description: HTML output from markdown file used for statistical analysis.<br>
DOI: 10.6084/m9.figshare.19499180.v1
title: patches and local annotations, slide 018, 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: 10.6084/m9.figshare.25301860.v1
title: Dataset for "Compaction creep and evolution of transport properties of calcite fault gouge during the percolation of CO<sub>2</sub>-rich fluids"

description: This dataset is provided in support of the manuscript titled "Compaction creep and evolution of transport properties of calcite fault gouge during the percolation of CO2-rich fluids".
DOI: 10.6084/m9.figshare.5129449.v1
title: Supplementary Material for: Understanding the Aortic Isthmus Doppler Profile and Its Changes with Gestational Age Using a Lumped Model of the Fetal Circulation

description: <b><i>Objective:</i></b> The aortic isthmus (AoI) blood flow has a characteristic shape with a small end-systolic notch observed during the third trimester of pregnancy. However, what causes the appearance of this notch is not fully understood. We used a lumped model of the fetal circulation to study the possible factors causing the end-systolic notch and the changes of AoI flow through gestation. <b><i>Methods:</i></b> A validation of the model was performed by fitting patient-specific data from two normal fetuses. Then, different parametric analyses were performed to evaluate the major determinants of the appearance of the end-systolic notch. The changes in the AoI flow profile through gestation were assessed. <b><i>Results:</i></b> Our model allows to simulate the AoI waveform. The delay in the onset of ejection together with the longer ejection duration of the right ventricle are the most relevant factors in the origin of the notch. It appears around 25 weeks of gestation and becomes more pronounced with advancing gestation. <b><i>Discussion:</i></b> We demonstrated that the end-systolic notch on the AoI flow occurs mainly as a result of a delayed and longer ejection of the right ventricle. Our findings improve the understanding of hemodynamic changes in the fetal circulation and the interpretation of clinical imaging.
DOI: 10.17632/yjmcn2k75h
title: Supplementary data - Virtual fencing technology to intensively graze lactating dairy cattle II: Effects on cow welfare and behavior

description: Supplementary Tables 1-4 and supplementary Figure 1 ABSTRACT Virtual fencing technology uses a neckband-mounted device to deliver an audio cue when the animal nears a virtual boundary that is set via a global positioning system, followed by an electrical stimulus if it crosses the boundary. The flexibility offered by this technology could revolutionise grazing management on dairy farms, but its application and impacts on lactating dairy cattle have not been assessed. This experiment reports on the effects of an electric or a virtual front-fence on dairy cow behavior and welfare. Two temporally separated treatments were applied to a herd of 30 multi-parous cows. Cows were provided an estimated 14-15 kg DM/cow of fresh pasture in a new paddock every 24 h. From days 1 to 10 cows were grazed using a conventional electric front-fence (control treatment) and from days 14 to 23 they were grazed using a virtual front-fence (eShepherd®). Cows were trained to the technology from days 11 to 13. The milk production and live weight of individual cows were recorded daily. Cortisol concentrations were obtained from milk samples collected from individual cows on 3-days during each of the control and the virtual fence grazing periods, plus the first day of training. From day 6 of the experiment, six focal cows were fitted with a RumiWatch noseband sensor to monitor grazing and ruminating time, and eight focal cows were fitted with an Icetag sensors to monitor activity. Milk production, live weight and the time cows spent standing and lying did not differ between the electric and virtual fence periods. Milk cortisol concentrations, activity and the times spent ruminating and grazing were comparable between the electric and early virtual fence periods (i.e., days 1-3 with a virtual fence). However, at days 4-6 with a virtual fence grazing activity (steps taken and motion index) and time spent grazing were lower, while time spent ruminating was greater, than with an electric fence. Further, LSD tests suggest milk cortisol concentrations were higher at day 5 with a virtual fence than at day 8 with an electric fence and day 1 with a virtual fence. We conclude there is no evidence of behavioral and welfare impacts of virtual fencing on dairy cows in the days immediately following implementation of the technology in a simple intensive grazing regime, but a longer study is required to fully elucidate impacts beyond this period.
DOI: 10.17632/wm2dhwpghm
title: Overactive mitochondrial DNA replisome causes neonatal heart failure via ferroptosis - Supplemental data

description: Characterization and multi-omics analysis of the hearts of mice carrying an exonuclease-deficient DNA polymerase gamma and overexpressing Twinkle helicase. Includes numeric values used for plots, uncropped and representative echocardiography videos and transmission electron micrograms, and data from mitochondrial DNA deep-sequencing, transcriptomic, metabolomic, proteomic analyses. For further methodological details please refer to the associated original publication.
DOI: 10.17632/x7v3gd2wm3
title: Pooled Longitudinal Dataset on the Assessment of an Apprenticeship-based Entrepreneurship Intervention in Nigeria

description: This dataset presents longitudinal data collected through four surveys – baseline, midline1, midline2 and endline – of fresh graduates who underwent the National Youth Service Corps (NYSC) programme across ten states in Nigeria. The data were collected from 21,940 unique young men and women who underwent compulsory one-year national service after graduating from universities and polytechnics across Nigeria.  

The surveys were designed for a longitudinal study to assess the impact of the Skills Acquisition and Enterpreneurship Development (SAED) programme of the NYSC, which is the largest apprenticeship-based entrepreneurship intervention for young people in Nigeria, and arguably in Africa. The surveys sought to fully profile the entrepreneurship and apprenticeship characteristics of the graduates, their experience and assessment of the SAED programme, as well as assess the impacts of the SAED programme.  The surveys were collected at roughly 6-month interval across the ten selected states, including a baseline survey in November 2020 when the respondents were newly mobilized for their service and were having the Orientation programme on the camps, two follow-up surveys respectively in April and October 2021, and an endline survey in April 2022 after the respondents had exited the NYSC scheme for about six months.

The usefulness of the dataset is many folds. One, the dataset can be used to assess the impacts of the over-a-decade-old introduction of compulsory entrepreneurship training into the Nigerian university system that produced most of the respondents. Two, it can also be used to quantify the potential pool of future entrepreneurs among highly educated Nigerian youth.  Three, the design and impacts of the SAED programme of the NYSC can be gauged using the dataset.  The full entrepreneurship and apprenticeship profile of a representative sample of educated young people in the largest and most populous nation in Africa is useful for researchers, donors and policymakers in characterizing and designing appropriate interventions to boost self-employment as a way of reaping Africa’s demographic dividend.
DOI: 10.15468/dl.6frwtt
title: Occurrence Download

description: A dataset containing 2007 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 Baccha elongata (Fabricius, 1775)"
 ]
}

 The dataset includes 2007 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009280-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/84965rj37c
title: Data for: A methodology framework for retrieval of concrete surface crack's image properties based on hybrid model

description: discription of the meaning of each file using '1*' as example. '1.jpg', here 1 represents No. 1 concrete surface image; '1-seg_COSFIRE-120.jpg' represents crack segmentation result using COSFIRE method corresponding to 1.jpg; the number 120 before extension '.jpg' is the time used by this method; '1-seg_PROPOSED-5.bmp'represents crack segmentation result using the proposed method corresponding to 1.jpg; the number 5 before extension '.bmp' is the time used by this method; '1-ske_PROPOSED-37.bmp' represents crack skeletonization result using the proposed method corresponding to 1.jpg; the number 37 before extension '.bmp' is the time used by this method; '1-cls_PROPOSED-30.fig' represents crack length retrieval result using the proposed method corresponding to 1.jpg; the number 30 before extension '.fig' is the number of crack segments in this image. you can open this file by Matlab. '1-rlt_PROPOSED-18.fig'represents crack width retrieval result using the proposed method corresponding to 1.jpg; the number 18 before extension '.fig' is the time used by this method. you can open this file by Matlab.