cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.21936555.v1
title: EtherDiffer: Differential Testing on RPC Services of Ethereum Nodes (Data)

description: This repository contains the datasets used in evaluation of the following paper: "EtherDiffer: Differential Testing on RPC Services of Ethereum Nodes" (ESEC/FSE 2023)<b>Effectiveness of Test Case Generation:</b> <b>RQ1.tar.gz</b>3,000 semantically-valid test cases: valid_tcs/3,000 semantically-invalid test cases: invalid_tcs/Result file: tc_gen.stats<b>Deviation and Bug Detection Capability:</b> <b>RQ2.tar.gz</b>Result from a single iteration: iter-[#]/where each iter-[#]/ contains:Network configuration files for each target node: configs/Chain data directory for each target node: data/Generated test cases: testcases/Execution results from each target node: exec-resultsError and value deviations found by EtherDiffer: reports/<b>Comparison with the Official Tool:</b> <b>RQ3.tar.gz</b>Data for chain generation: chain/Data for test case generation: test_case/where chain/ contains:Generated chain from EtherDiffer: data-EtherDiffer.tar.gzGenerated chain from Hive: data-hive.tar.gzScript to extract chain data: chain.jsResult file for EtherDiffer chain: EtherDiffer_chain.statsResult file for Hive chain: hive_chain.statswhere test_case/ containsGenerated test cases from EtherDiffer: EtherDiffer/Generated test cases from Hive: hive/
DOI: 10.6084/m9.figshare.5847957.v1
title: IonTorrent_Raw_FASTQ

description: Data are raw sequencing fastq files from ION Torrent PGM, used in manuscript MEN12770, accepted in Molecular Ecology Resources on January 30, 2018. Article DOI: 10.1111/1755-0998.12770<br>
DOI: 10.6084/m9.figshare.9776027.v1
title: condensed_traits_GTDB.csv

description: The condensed_traits.csv dataset is the first data product from the data merger workflow. It include species and strains, and the raw are in their clean, but raw, form. Use the GTDB taxonomy.<br>
DOI: 10.17632/4mfb7nr3xs
title: cancer@biruk

description: SPSS
DOI: 10.6084/m9.figshare.20407098.v1
title: Membrane-based TBADT recovery as a strategy to increase the sustainability of continuous-flow photocatalytic HAT transformations

description: Raw NMR FID data
DOI: 10.6084/m9.figshare.22047170.v3
title: The dataset HKDD_AMC12 of paper "Toward Next-Generation Signal Intelligence: A Hybrid Knowledge and Data-Driven Deep Learning Framework for Radio Signal Classification".

description: <strong>https://github.com/yexijoe/HKDD</strong> <br> <strong>@ARTICLE{10042021,</strong> <strong> author={Zheng, Shilian and Zhou, Xiaoyu and Zhang, Luxin and Qi, Peihan and Qiu, Kunfeng and Zhu, Jiawei and Yang, Xiaoniu},</strong> <strong> journal={IEEE Transactions on Cognitive Communications and Networking}, </strong> <strong> title={Toward Next-Generation Signal Intelligence: A Hybrid Knowledge and Data-Driven Deep Learning Framework for Radio Signal Classification}, </strong> <strong> year={2023},</strong> <strong> volume={},</strong> <strong> number={},</strong> <strong> pages={1-1},</strong> <strong> doi={10.1109/TCCN.2023.3243899}}</strong> <br> Here we publish the dataset HKDD_AMC12 used in the paper "<strong>Toward Next-Generation Signal Intelligence: A Hybrid Knowledge and Data-Driven Deep Learning Framework for Radio Signal Classification</strong>". Automatic modulation classification (AMC) can generally be divided into knowledge-based methods and data-driven methods. In this paper, we explore combining the knowledgebased method and data-driven technology to take full advantage of both and propose a hybrid knowledge and data-driven deep learning framework (HKDD) for AMC. To make the handcrafted features more discriminative, various traditional features are adopted, including instantaneous features, statistical features, and spectral features. In the HKDD framework, a feature fusion mechanism is proposed to integrate the features learned from the original signal with those processed by a fully connected network from the handcrafted features. Besides, an attention mechanism is implemented on the fused features to neglect immature features and highlight important features. To evaluate the performance of the proposed method, we construct two modulation classification datasets containing both traditional features and raw IQ data. Simulation results show that our proposed method has significant performance gain in both adequate-sample classification scenario and few-shot classification scenario.
DOI: 10.6084/m9.figshare.26381395.v1
title: MS data for the male and female SMG comparison.zip

description: Specific 3-O-sulfated heparan sulfate domains regulate salivary gland basement membrane metabolism and epithelial differentiation.
DOI: 10.6084/m9.figshare.27134316.v1
title: <b>Low Cost DNA Data Storage Using Photolithographic Synthesis and Advanced Information Reconstruction and Error Correction - File 3</b>

description: This supplementary data repository gives access to the raw sequencing file for File 3 generated in the publication on "Low Cost DNA Data Storage Using Photolithographic Synthesis and Advanced Information Reconstruction and Error Correction". This is in addition to the raw sequencing files already published by the original authors at https://doi.org/10.6084/m9.figshare.c.5128901.
DOI: 10.6084/m9.figshare.29137313.v1
title: GIS files entire study area

description: GIS files entire study area.
DOI: 10.6084/m9.figshare.12482678.v1
title: Makers y crisis sanitaria en España - Rafael Conde Melguizo.xlsx

description: During confinement in Spain to combat COVID19 and in the midst of a crisis in the healthcare system, dozens of volunteers organized to 3D print healthcare supplies and PPE to help combat the pandemic. <br>In support of this social movement, I decided to do research on a voluntary basis that would allow me to better understand the group that made up this movement, with the intention of helping it to better organize itself in future occasions. <br>The data was collected through an online survey and I promised to publish it openly. While writing a communication to present the conclusions, here I leave the data for anyone who wants to delve into them.
DOI: 10.6084/m9.figshare.21164842.v1
title: Earthquake-simulator test results: Mid-height isolated tall, slender vessel

description: This digital appendix presents results of earthquake-simulator testing of a 240-inch tall vessel with an outer diameter of 60 inches and a wall thickness of 1 inch. The vessel was supported on three radial mounts at its mid-height, near its center of gravity, on a steel frame.
DOI: 10.17632/h2rrhstg93
title: Ensayo de dosificaciones para bloques, ladrillos y contrapisos de hormigón con desechos plásticos y finos de perlitas

description: En Salta Capital se arrojan 58 toneladas diarias de plástico, se recuperan solo 5 toneladas diarias. Los cuales son reciclados por tres cooperativas y un programa provincial. En la producción de Perlita Expandida el 20% de la perlita cruda se desperdician. Se propone como solución el desarrollo de mezclas de hormigón para la fabricación de ladrillos, bloques y contrapisos con agregados de Polietileno de Alta y de Baja Densidad y Finos de Perlita. Los agregados gruesos y finos fueron reemplazados en diversos porcentajes de volumen de mezcla por los plásticos reciclados. Se utilizó Perlita cruda en sustitución de una parte del cemento. Se desarrollaron 7 probetas por cada dosificación bajo Normas IRAM para el ensayo mecánico correspondiente a 7 y 28 días de curado. La densidad del hormigón bajo con el agregado de plástico y perlita. Las dosificaciones con 19% de agregado plástico superaron la mínima requerida para la resistencia a la compresión.
DOI: 10.17632/ycz3gwxwv6
title: The pattern of mandibular third molar impaction and its relationship to the development of distal caries in adjacent second molars among Emiratis

description: The pattern of mandibular third molar impaction and its relationship to the development of distal caries in adjacent second molars among Emiratis
DOI: 10.6084/m9.figshare.24586665.v1
title: Annotation file of Zacco platypus

description: Annotation file of Zacco platypus
DOI: 10.6084/m9.figshare.25006955.v1
title: Treating pain in sickle cell disease by means of focused ultrasound neuromodulation (Intracranial recordings)

description: We have demonstrated a novel transcranial focused ultrasound technology for pain treatment, that promises to provide non-pharmacologic chronic pain treatment for patients associated with underlying conditions such as cancer or sickle cell disease (SCD).The Intracranial recordings were conducted from 2 experimental in vivo mice. This work was supported in part by NIH EB029354, NS124564, and NS131069. Animal care and handling are according to the regulation of Institutional Animal Care and Use Committee of Carnegie Mellon University and complied with National Institutes of Health guidelines. More information can be found in the corresponding manuscript:Kim MG*, Yu K*, Yeh C-Y, Fouda R, Argueta D, Kiven S, Ni Y, Niu X, Chen Q, Kim K, Gupta K, He B. Low-intensity transcranial focused ultrasound changes pain-associated behaviors by modulating pain processing brain circuits. bioRxiv: https://doi.org/10.1101/2022.12.07.519518 (*Equal contribution, first author)If anyone uses the whole or part of the dataset provided here, we kindly ask you to cite the above publication in any of your publications or presentations:
DOI: 10.6084/m9.figshare.25603185.v1
title: Data S1

description: Priming effects of soil organic matter decomposition are essential phenomena of terrestrial carbon cycling and affect the capacity of soils to serve as sources or sinks for atmospheric CO<sub>2</sub> in response to fresh carbon inputs. Yet, the general direction and intensity of soil priming in terrestrial ecosystems remains under debate. A second-order meta-analysis was performed with 9296 paired observations from 363 primary studies to determine the intensity and general direction of priming effects depending on the compound type, nutrient availability, and ecosystem type. We found that fresh carbon inputs prevalently result in positive priming effects (+37%) in 97% of paired observations. Labile compounds induced higher priming effects (+73%) than complex organic compounds (+33%). Compound inputs with nutrient additions (N, P alone or together) reduced the intensity of priming effects compared to compounds without N and P. Notably, tundra, lake-beds, wetlands, and volcanic soils have much larger priming effects (+125%) compared to forests, croplands, and grasslands, suggesting that SOC decomposition in these terrestrial ecosystems is more easily stimulated by fresh carbon inputs. Our findings highlight that positive priming effects are predominant at a global scale, indicating that priming commonly accelerates SOC decomposition.
DOI: 10.6084/m9.figshare.26519833.v1
title: Data from Metgem

description: Data from MetGem
DOI: 10.6084/m9.figshare.9757859.v1
title: In vitro gonococcal growth after exposure to mouthwashes

description: The development of mouthwashes without anti-gonococcal activity for controlled clinical trials: an in vitro study.
DOI: 10.17632/dp3f425kkf
title: Active Pharmaceutical Ingredients from Brazilian Pharmacopeia in PDBQT format, for docking with AutoDock Vina Tools

description: Active Pharmaceutical Ingredients (APIs) are molecules that can be used for the manufacturing of Drugs. The Brazilian Health Regulatory Agency (Agência Nacional de Vigilância Sanitária) is responsible for the oversight and approval of production and distribution of all drugs in Brazilian territory. The dataset containing PDBQT format files, with correct protonation states for pH 7.4 is useful for in silico molecular docking with AutoDock e Vina Tools.
DOI: 10.17632/vfb6mzzwyw
title: Compilation of literature using apparent soil electrrical conductivity with geophysical techniques to measure soil properties

description: This database is a comprehensive compilation of hundreds of published accounts of the use of apparent soil electrical conductivity (ECa) at the field and landscape scales with electrical resistivity (ER) or electromagnetic induction (EMI) sensors to measure a variety of soil properties. Version 1.0 of the database lists nearly 470 studies where ECa was used to measure, map, and/or monitor several soil properties, either directly or indirectly. The directly measured soil properties are: salinity – including total dissolved solids, sodicity, inorganic C, CaCO3, and nutrients (237 studies); water content – including macropore porosity, water table depth, and irrigation canal seepage (105 studies); texture-related – including sand, clay, depth to claypans or sand layers, soil layers, topsoil thickness, depth to bedrock, saturation percentage, soil type, and map units (133 studies); bulk density related – including compaction, and rock content (18 studies); organic matter related – including soil organic carbon, total carbon, and organic chemical plumes (24 studies); cation exchange capacity (13 studies); temperature (2 studies); and mineralogy (1 study). The indirectly measured soil properties are: groundwater recharge (6 studies); heavy metals (1 study); herbicide partition coefficients (2 studies); leaching – including leaching fraction (5 studies); soil drainage and drainage classes – including hydraulic conductivity (7 studies); soil resistance to penetration (1 study). A first version of this database was presented by Corwin and Lesch (2005a, 2013).
DOI: 10.25403/upresearchdata.28596866.v1
title: Strategies to instil attitudes that honour the perceived dignity of nursing lecturers

description: Dignity is inherent, although how lecturers within nursing education institutions perceive dignity is determined by their professional image, their perceptions of respect they receive (Sabatino, Kangasniemi, Rocco, Alvaro & Stievano, 2016:278), and their self-image. Working environments contribute to perceptions of dignity. Internal and external stakeholders can create conducive environments that instil attitudes that honour the perceived dignity of nursing lecturers. Autonomous functioning within the working environment (Lukasse & Henriksen, 2019:1568) and where lecturers are valued shows respect, but the opposite happens when this does not occur. Unfortunately, when faced with demanding situations and exposed to disrespect or feelings of humiliation, one’s sense of dignity is perceived as compromised or violated. The increase in student enrolment may lead to a decline in the quality of education, as lecturers find it difficult to render quality education.MethodologyPhase 1: a transcendental (descriptive) phenomenological research design. In-depth interviews were conducted with purposively selected lecturers until data saturation occurred. Data analysis revealed the essence of the phenomenon, and the supporting constituents were identified.Phase 2: used the findings from phase 1 to draft emergent strategies that meet the "Agree" criterion that was then refined during five focus group discussions, with purposely selected lecturers contributing to the refining of all strategies and actions to instil attitudes that honour the perceived dignity of nursing lecturers.Results/FindingsThe research revealed factors that influence nursing lecturers’ perceived dignity with an essence of ‘longing for professional dignity’ and its supporting constituents of acknowledging nursing lecturers as specialists, enhancing their self-determination, acknowledging their capabilities, promoting collegiality within the nursing education institution, creating conducive teaching environments, being respected by students, and being perceived as people possessing integrity. The findings from both phases with the AGREE criterion led to the formulation of strategies to instil attitudes that honour the perceived dignity of nursing lecturers.<br>
DOI: 10.6084/m9.figshare.1217543.v1
title: Little Effort, Little Reward: The surprising role of semantic ambiguity in humor elicitation

description: Data from Participants 33-35
DOI: 10.6084/m9.figshare.12986069.v2
title: USA covid-19 data

description: This dataset provides information related to the outbreak of COVID-19 disease in the United States
DOI: 10.6084/m9.figshare.13109481.v5
title: Raw Data, Processing Code, PLSR Model, Correction Factors, and Clean Data of Hyperspectral Heather Measurements and Expert Classification of RGB Images

description: We developed an experimental procedure for hyperspectral measurements of heather plants and classification of hyperspectral data using a PLSR (Partial Least Squares Regression) model. Here we provide our full data set including hyperspectral signatures of healthy, stressed, and dead heathers (<i>Calluna vulgaris</i>, variety: Sanne) measured from the cutting to the young plant stage (26.03.2019 - 18.06.2019). The visual classification of each heather plant at each measurement day was performed by two experts, the position and vitality status of each plant is given in the excel files (Expert Classification.xlsx). Results from our root test approach are given in the pdf file (Root_Test_Results.pdf). The hyperspectral data includes raw data (Raw Data.zip), calculated correction factors (Correction_factors.txt) and the processed data (Clean Data.zip). In addition, we provide the developed R-code for application of the PLSR model and the code for data processing with all necessary functions (Calluna_Code.zip), which includes the correction of the spatial heterogenity of the illumination conditions using a white reference sheet that was spectrally characterized by spectral laboratory measurements to calculate correction coefficients. The data processing procedure to compensate for the spatial heterogenity of the illumination conditions and defined regions of interest per plant as well as a step-by-step explanation of the code and PLSR model results are explained in our manuscript: Hyperspectral imaging for high-throughput vitality monitoring in ornamental plant production, authored by Ruett M, Junker-Frohn LV, Siegmann B, Jaenicke H, Whitney C, Luedeling E, Tiede-Arlt P, and Rascher U. We do not provide support for further data processing.
DOI: 10.6084/m9.figshare.23665038.v1
title: Raw data and code

description: The legend of supplemental file 1 is "raw data downloaded from TCGA database for TCGA-BRCA dataset”. The legend of supplemental file 2 is "merged data of raw data downloaded from GEO database for BRCA-dataset". The legend of supplemental file 3 is "The intersection of the anoikis-related genes from MSigDB and GeneCards". The legend of "data1.R" is "the code of R for LASSO prognostic model". The legend of "GEOcombine_all.R" is "the code of R for combining of GSE42568, GSE20685, and GSE102484". The legend of "GSEA.GSVA.R" is "the code of R for GSEA and GSVA analysis".<br> The legend of "m.R" is "the code of R for grouping information of TCGA-BRCA".<br> The legend of "boxplot.R" is "the code of R for boxplot of TCGA-BRCA".
DOI: 10.6084/m9.figshare.21313611.v1
title: Supporting information for the stringApp 2.0 manuscript

description: Supporting Information for the stringApp manuscript entitled <em>Cytoscape stringApp 2.0: analysis and visualization of heterogeneous biological networks</em>. The Cytoscape sessions contain a cross-species network of a malaria parasite, its host and vector, generated with the stringApp and an experimentally determined virus–host network (Gordon <em>et al., Nature</em>, 2020) complemented with STRING interactions and additional information using stringApp.
DOI: 10.6084/m9.figshare.22032743.v1
title: Dataset and code for "Climate warming interacts with other global change drivers to influence plant phenology: a meta-analysis of experimental studies"

description: This is a dataset for the meta-analysis of "<strong>Climate warming interacts with other global change drivers to influence plant phenology: a meta-analysis of experimental studies</strong>". We found widespread interaction effects between global change drivers on multiple plant phenophases. The interactions W+IP and W+eCO<sub>2</sub> were frequently synergistic, whereas the interactions W+N and W+DP were mostly antagonistic. Using Web of Science, Google Scholar and the China National Knowledge Infrastructure, we collected a total of 9571 observations from 242 peer-reviewed articles that reported changes in plant sequential phenophases (leaf out, first flowering, fruiting and leaf coloring) under experimental manipulations of warming (W) and other global change drivers, including increased precipitation (IP), decreased precipitation (DP), nitrogen addition (N), and elevated CO<sub>2</sub> concentration (eCO<sub>2</sub>), from 1990 until 2022. These global change experiments were located from 43.6° S to 79.1° N. We used a widely accepted bias-corrected method to quantify individual effects and the combined effects of global change drivers on plant sequential phenophases (effect size: Hedges' <em>g</em>). The interactive effect and main effect for judging the interaction types of combined effect were calculated as Hedges' <em>d</em>. All the statistical analysis were implemented in <em>R</em> version 4.2.2. The dataset and <em>R</em> code were both uploaded.
DOI: 10.6084/m9.figshare.26054476.v1
title: Processes data for graphs and charts_the increasing water stress projected for China could shift the agriculture and manufacturing industry geographically.xlsx

description: This file contains the processes data utilized in the study <b><i>The increasing water stress projected for China could shift the agriculture and manufacturing industry geographically</i></b><b>.</b>In this study, we develop a new water stress prediction index using a fuzzy decision-making approach, which analyzes spatiotemporal variations of water stress and concomitant effects on the populace within China. Our results indicate that water stress will increase from 2020 to 2099 under both low and high emission scenarios, primarily due to decreased water supplies like surface runoff and snow water content. Seasonal analysis reveals that annual fluctuations in water stress are mainly driven by changes in spring and autumn. Water stress is projected to be considerably lower in southeastern provinces compared to northwestern ones, where, on average, over 20% of the Chinese population could be severely impacted. These changes in water stress could lead to the north-to-south migration of the agriculture sector, manufacturing sector, and human population.
DOI: 10.6084/m9.figshare.27097900.v1
title: Gross domestic product by regions for the year 2023

description: Overview of gross domestic product (GDP) by regions with percentage distribution for the year 2023
DOI: 10.6084/m9.figshare.3753810.v1
title: Mental distress and self-perceived wealth, justice and freedom across eight countries: The invisible power of the macrosystem

description: This data set comprises the data used for all analyses in the manuscript "Mental distress and self-perceived wealth, justice and freedom across eight countries: The invisible power of the macrosystem." The goal of this exploratory study was to investigate the relationship between perceived macro-level factors (wealth, justice and freedom) and mental distress. For that reason symptoms of depression, anxiety and stress as well as self-perceived wealth, justice and freedom were assessed in population-based surveys in Spain, France, Germany, Poland, Russia, Sweden, the United Kingdom and the United States of America. <br>