cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.22736609
title: Image datasets for training, validating and testing deep learning models to detect microfossil fish teeth and denticles called ichthyolith using YOLOv7

description: This repository contains datasets to train, validate and test deep learning models to detect microfossil fish teeth and denticles called "ichthyoliths". All the dataset contains images of glass slides prepared from deep-sea sediment obtained from Pacific Ocean, and annotation label files formatted to YOLO. 01_original_all The dataset contains 12219 images and 6945 label files. 6945 images include at least one ichthyolith and 5274 images include no ichthyolith. These images and label files were randomly split into three subset, "train" that contains 9740 images and 5551 label files, "val" that contains 1235 images and 695 label files and "test" that contains 1244 images and 699 label files. All the images were selected manually. 02_original_selected This dataset is generated from 01_original_all by removing images without ichthyoliths. The dataset contains 6945 images that include at least one ichthyolith and 6945 label files. The dataset contains three subset, "train" that contains 5551 images and label files, "val" that contains 695 images and label files and "test" that contains 699 images and label files. 03_extended_all This dataset is generated from 01_original_all by adding 4463 images detected by deep learning models. The dataset contains 16682 images and 9473 label files. 9473 images include at least one ichthyolith and 7209 images include no ichthyolith. These images and label files were split into three subset, "train" that contains 13332 images and 7594 label files, "val" that contains 1690 images and 947 label files and "test" that contains 1660 images and 932 label files. Label files were checked manually. 04_extended_selected This dataset is generated from 03_extended_all by removing images without ichthyoliths. The dataset contains 9473 images that include at least one ichthyolith and 9473 label files. The dataset contains three subset, "train" that contains 7594 images and label files, "val" that contains 947 images and label files and "test" that contains 932 images and label files.
DOI: 10.5258/soton/d1739
title: Dataset supporting the publication "Culinary Inspired Electrolytes for Textile Supercapacitors" published in Energy Reports.

description: Dataset supporting the publication by Hillier, N. D. G., Yong, S., & Beeby, S. (2021) "Culinary Inspired Electrolytes for Textile Supercapacitors" published in Energy Reports. This dataset contains the following figures: -Fig. 1 (A) Nyquist plot of the 4 edible electrolytes and the ADP electrolyte as full cells with (B) presenting a magnification of the high frequency region. (C) is the conductivity of the 5 electrolytes, the uncertainty is the standard error of 9 measurements over three samples. -Fig. 2 CV plots for the 5 electrolytes from 0 to 0.8 V at 5, 25, 50, 100 and 200 mV/s sweep rates. (A) 1 M LoSalt® (B) 0.5 M LoSalt® (C) Grenade Energy ® (D) Isotonic Drink (E) 0.5 M ADP (F) is a comparison of all 5 electrolytes at 50 mV/s sweep rate. -Fig. 3 GC measurements for the different electrolytes with charge-discharge current densities of 0.5, 1, 2 and 3 mA.cm-2. (A) 1 M LoSalt® (B) 0.5 M LoSalt® (C) Grenade Energy® (D) Isotonic Drink (E) 0.5 M ADP and (F) is degradation in capacitance with increasing current density. The isotonic drink failed at the highest current density, thus only three results are displayed for it. -Fig. 4 (A) GC plot of the 1 M LoSalt® electrolyte as a fluid and in the agar agar and κ-carrageenan gel form. (B) and (C) are the CV and EIS
DOI: 10.6084/m9.figshare.22793783
title: On the role of gravity in dissolving vertical fractures

description: This is the dataset for "On the role of gravity in dissolving vertical fractures" by Li et al., including experimental data and numerical results.
DOI: 10.6084/m9.figshare.22793783.v1
title: On the role of gravity in dissolving vertical fractures

description: This is the dataset for "On the role of gravity in dissolving vertical fractures" by Li et al., including experimental data and numerical results.
DOI: 10.6084/m9.figshare.20205683
title: Influence of Coronary Artery Disease on Cardiolocomotor Coupling during Walking

description: We examined the mechanisms involved in coupling between cardiac and locomotor rhythms (CLC) in patients with coronary artery disease. This preliminary study enrolled eight outpatients with coronary artery disease (CAD group) and eight healthy individuals (control group) who underwent cardiopulmonary exercise testing involving a cycle ergometer ramp protocol and treadmill walk test to record CLC strength (R2 value). The CAD group showed a significantly higher incidence of CLC intensity and lower peak oxygen uptake and oxygen uptake at the anaerobic threshold compared with the control group.
DOI: 10.6084/m9.figshare.20205683.v2
title: Influence of Coronary Artery Disease on Cardiolocomotor Coupling during Walking

description: We examined the mechanisms involved in coupling between cardiac and locomotor rhythms (CLC) in patients with coronary artery disease. This preliminary study enrolled eight outpatients with coronary artery disease (CAD group) and eight healthy individuals (control group) who underwent cardiopulmonary exercise testing involving a cycle ergometer ramp protocol and treadmill walk test to record CLC strength (R2 value). The CAD group showed a significantly higher incidence of CLC intensity and lower peak oxygen uptake and oxygen uptake at the anaerobic threshold compared with the control group.
DOI: 10.6084/m9.figshare.20205683.v1
title: Influence of Coronary Artery Disease on Cardiolocomotor Coupling during Walking

description: We examined the mechanisms involved in coupling between cardiac and locomotor rhythms (CLC) in patients with coronary artery disease. This preliminary study enrolled eight outpatients with coronary artery disease (CAD group) and eight healthy individuals (control group) who underwent cardiopulmonary exercise testing involving a cycle ergometer ramp protocol and treadmill walk test to record CLC strength (R2 value). The CAD group showed a significantly higher incidence of CLC intensity and lower peak oxygen uptake and oxygen uptake at the anaerobic threshold compared with the control group.
DOI: 10.5281/zenodo.7575844
title: Results of SPARQL log summarisation on DBpedia logs from LSQ 2.0

description: This dataset contains the results of applying a method called SPARQL log summarisation on the DBpedia logs from the Linked SPARQL Queries (LSQ) 2.0 dataset. This release is meant as a companion of a publication describing the method. <strong>Description of the files</strong> <strong>datasetLabels_all.csv</strong> association between the identifiers used internally for the datasets and the corresponding labels and full names; <strong>datasetLabels_forPaper.csv</strong> same as above, with some datasets omitted for brevity; <strong>sparql-clustering-1.1.0.zip</strong> release 1.1.0 of the source code, available at https://github.com/miguel76/sparql-clustering; <strong>templatesAsCSV.zip</strong> list of the templates found for each dataset, along with information and statistics; <strong>templatesAsRDF.zip</strong> the templates found for each dataset, represented as RDF and linked to the RDF representation of LSQ queries.
DOI: 10.5281/zenodo.7575845
title: Results of SPARQL log summarisation on LSQ 2.0

description: This dataset contains the results of applying a method called SPARQL log summarisation on the Linked SPARQL Queries (LSQ) 2.0 dataset. This release is meant as a companion of a publication describing the method. <strong>Description of the files</strong> <strong>datasetLabels_all.csv</strong> association between the identifiers used internally for the datasets and the corresponding labels and full names; <strong>datasetLabels_forPaper.csv</strong> same as above, with some datasets omitted for brevity; <strong>sparql-clustering-1.0.0.zip</strong> release 1.0.0 of the source code, available at https://github.com/miguel76/sparql-clustering; <strong>templatesAsCSV.zip</strong> list of the templates found for each dataset, along with information and statistics; <strong>templatesAsRDF.zip</strong> the templates found for each dataset, represented as RDF and linked to the RDF representation of LSQ queries.
DOI: 10.5281/zenodo.7918936
title: Results of SPARQL log summarisation on DBpedia logs from LSQ 2.0

description: This dataset contains the results of applying a method called SPARQL log summarisation on the DBpedia logs from the Linked SPARQL Queries (LSQ) 2.0 dataset. This release is meant as a companion of a publication describing the method. <strong>Description of the files</strong> <strong>datasetLabels_all.csv</strong> association between the identifiers used internally for the datasets and the corresponding labels and full names; <strong>datasetLabels_forPaper.csv</strong> same as above, with some datasets omitted for brevity; <strong>sparql-clustering-1.1.0.zip</strong> release 1.1.0 of the source code, available at https://github.com/miguel76/sparql-clustering; <strong>templatesAsCSV.zip</strong> list of the templates found for each dataset, along with information and statistics; <strong>templatesAsRDF.zip</strong> the templates found for each dataset, represented as RDF and linked to the RDF representation of LSQ queries.
DOI: 10.25345/c5x34n263
title: MassIVE MSV000091900 - GNPS - ONR plasma - sleep disruption study - negative
title: Data were acquired using a C18 column (RP) in negative ionization mode.
DOI: 10.5258/soton/d2320
title: Geospatial dataset of constraints and availability for offshore wind in UK waters

description: This dataset contains the geospatial dataset used for the spatial data analysis, producing figures, and setting up interactive dashboards of the manuscript 'Finding space for offshore wind to support net zero: A methodology to assess spatial constraints and future scenarios, illustrated by a UK case study' in Renewable Energy and Sustainability Review The dataset contains 8 shapefiles data. List of files are: 1. ED50_UK_EEZ_Anthropogenic_Feature_Layers.shp This file contains layers of different anthropogenic constraints for offshore wind in UK-EEZ waters. This file is used to generate Fig.6,9 in manuscript and Dashboard [1]. 2. ED50_UK_EEZ_Geological_Feature_Layers.shp This file contains layers of different anthropogenic constraints for offshore wind in UK-EEZ waters. This file is used to generate Fig.7,9 in manuscript and Dashboard [1]. 3. ED50_UK_EEZ_Ecological_Feature_Layers.shp This file contains layers of different anthropogenic constraints for offshore wind in UK-EEZ waters. This file is used to generate Fig.8,9 in manuscript and Dashboard [1]. 4. ED50_UK_EEZ_Wind_Speed_Layer.shp This file contains layers of wind speed data (from average 30 years from Met Office, 2015) in every grid (up to 10km2) in UK-EEZ waters. This file is used to generate Fig.5 in manuscript and Dashboard [1&3]. 5. ED50_UK_EEZ_Anthro_Geo_Eco_Constraints_in_number.shp This file contains the data of amount of each feature constraint layers for every grid (up to 10km2) in UK-EEZ waters. This file is used to generate Fig.14 & Dashboard [1]. 6. ED50_UK_EEZ_Precalibrated_availability_level_in_UK_EEZ_outside_current_OW_leased_sites.shp This file contains the quantitative availability level - see Section 2 in the manuscript for every grid (up to 10km2) in UK-EEZ waters outside the current OW leased sites. This file is used to generate Fig.10-12,15 & Dashboard [2]. 7. ED50_UK_EEZ_Precalibrated_availability_level_in_current_OW_leased_sites.shp This file contains the quantitative availability level - see Section 2 in the manuscript for every grid (up to 10km2) in current OW leased sites. This file is used to generate Fig.12-13,15e & Dashboard [2]. 8. ED50_UK_EEZ_Calibrated_availability_level_in_UK_EEZ.shp This file contains the quantitative availability level calibrated to the current OW leased sites - see Section 2 in the manuscript for every grid (up to 10km2) in UK EEZ waters. This file is used to generate Fig.16-20 & Dashboard [3].
DOI: 10.5281/zenodo.7437761
title: 3DED data of FIB milled lysozyme crystals

description: This repository contains 3DED data from FIB milled lysozyme crystals. The directory contains the following data files: <strong>FIB_Lysozyme_Data</strong> argon Ar_final.pdb Ar_merged.mtz xenon Xe_final.pdb Xe_merged.mtz gallium Ga_final.pdb Ga_merged.mtz For each FIB source, the *_merged.mtz file contains the merged reflection intensities from multiple datasets milled using that source. The corresponding *_final.pdb file is the final refined model.
DOI: 10.5281/zenodo.7806103
title: Dataset on involved actors and their roles in the governance of innovative contracts for agri-environmental and climate schemes

description: In the presented dataset we have analyzed 19 innovative contracts for agri-environmental and climate schemes from six European countries. The selected contracts represent examples of four different contract types: result-based, collective, land tenure, and value chain contracts. For the analysis we used a three step approach: Step 1: We employed a method mix combining literature review, web search, and expert consultation to identify potential case examples for the innovative contracts, resulting in a final sample of four to five contracts per contract types including contracts from Belgium, France, Germany, Ireland, the Netherlands, and the United Kingdom. Step 2: We designed a survey structured in accordance with Elinor Ostrom’s institutional analysis and development (IAD) framework to collect detailed information on overall 34 variables for each contract, yielding a data matrix with 646 data points. Step 3: We conducted an in-depth analysis for each contract on the involved actors and their roles in contract governance roles, generating a detailed inventory of 179 identified actors where each actor was assigned one or several out of 16 possible governance roles, creating a data matrix of 2,864 data points. The dataset generated through these three steps contains 84 data files, including tables, figures, maps, and one text file. The dataset can be re-used by all interested in the institutional and governance analysis of innovative contracts for agri-environmental and climate schemes. The dataset is linked to Work package 2 (WP2), Task 2.2 (T2.2), and Deliverable 2.2 (D2.2) of the research and innovation action ‘Contracts2.0’ (https://www.project-contracts20.eu/) funded under grant agreement no. 818190 through the European Union’s Horizon 2020 program. This dataset contains the information required to reproduce the results presented in the following research paper: Sattler, C., Barghusen, R., Bredemeier, B., Dutilly, C., Prager, K. (2023). Institutional analysis of actors involved in the governance of innovative contracts for agri-environmental and climate schemes. Global Environmental Change 80:102668. https://doi.org/10.1016/j.gloenvcha.2023.102668 The dataset has been compiled to the best of our knowledge based on the sources available to us.
description: DOI of the companion data paper describing the meta data of the dataset: https://doi.org/10.1016/j.dib.2023.109156 .
DOI: 10.5439/1844991
title: C-SAPR2 Convective Cell Tracking Database during CACTI

description: The convective cell tracking database V1 using the ARM CSAPR2 radar data set at the Sierras de Córdoba (COR) AMF site in Argentina consists of individually tracked convective cells during the entire CACTI field campaign from 15 October 2018 to 3 March 2019. The cell tracking database is produced by applying an updated version of the FLEXible object TRaKeR (FLEXTRKR) (Feng et al. 2022) to the Cartesian gridded CSAPR2 PPI data set produced by the Taranis radar processing package (Hardin et al. 2020).
DOI: 10.6084/m9.figshare.20961016
title: Data from: Why hibernate? Tests of four hypotheses to explain intraspecific variation in hibernation phenology

description: This dataset includes hibernation phenology (immergence date, emergence date, and hibernation duration) for northern Idaho ground squirrels (Urocitellus brunneus), along with data used as predictor variables in linear mixed-effects models designed to explain intraspecific variation in the three hibernation behaviors. Code for that lme analysis is also included. Also included in this dataset are body mass data for northern Idaho ground squirrels, the code used to generate predicted squirrel body mass curves, NDVI data for northern Idaho ground squirrel study sites, and the code used to generate predicted NDVI curves for those sites. The data files include metadata sheets to better explain the data and its collection.
DOI: 10.17188/1709188
title: Materials Data on FeO by Materials Project

description: FeO is Halite, Rock Salt-like structured and crystallizes in the monoclinic C2/m space group. The structure is three-dimensional. there are two inequivalent Fe2+ sites. In the first Fe2+ site, Fe2+ is bonded to six equivalent O2- atoms to form a mixture of corner and edge-sharing FeO6 octahedra. The corner-sharing octahedra tilt angles range from 4–5°. There are two shorter (2.09 Å) and four longer (2.27 Å) Fe–O bond lengths. In the second Fe2+ site, Fe2+ is bonded to six equivalent O2- atoms to form a mixture of corner and edge-sharing FeO6 octahedra. The corner-sharing octahedra tilt angles range from 4–5°. There are four shorter (2.17 Å) and two longer (2.25 Å) Fe–O bond lengths. O2- is bonded to six Fe2+ atoms to form a mixture of corner and edge-sharing OFe6 octahedra. The corner-sharing octahedral tilt angles are 0°.
DOI: 10.3886/icpsr01209.v1
title: Price-Level Uncertainty and Inflation Targeting
title: Version 1

description: In this paper, the authors make two points about commonly proposed rules for inflation targeting. First, they argue that there is a great deal of uncertainty about the price level and inflation inherent in current proposals to target inflation. They show that the degree to which the central bank cares about the real economy can have a large impact on price level (and inflation) uncertainty. They find that the magnitudes of uncertainty that prevailed across the G-10 throughout the last four decades are the expected consequence of commonly proposed inflation-targeting regimes. Second, they show that if central banks want both to stabilize business cycle fluctuations and to achieve price stability, then it may be useful to adopt a long-term objective for the price level.
description: Datasets: 
 
 DS1: Dataset
description: (1) The data file is called 9907BGD.XLS. (2) These data are part of ICPSR's Publication-Related Archive and are distributed exactly as they arrived from the data depositor. ICPSR has not checked or processed this material. Users should consult the investigator(s) if further information is desired.
DOI: 10.3886/icpsr01219.v1
title: Evolution of Monetary Policy in Transition Economies
title: Version 1

description: The last decade of the 20th century brought about many economic and financial changes in the economies of former communist countries. This article provides an overview of the developments that took place in financial markets, institutions, and monetary policies of three of the most advanced transition economies: the Czech Republic, Hungary, and Poland. After examining the evolution of monetary policy in each country, the authors highlight the problems that monetary authorities have faced in these countries and describe the current approach to managing inflation. The authors state that although monetary policy has made a significant contribution to stabilization, the relative newness and fragility of these countries' markets and institutions remains a concern because of the heavy burden placed on monetary authorities in the battle to reduce inflation. They caution that it will be important to continue to strengthen the capital market in these countries and to provide more active fiscal policy support for monetary policy.
description: Datasets: 
 
 DS1: Dataset
description: (1) The file submitted is 0003ak.xls, a data file. (2) These data are part of ICPSR's Publication-Related Archive and are distributed exactly as they arrived from the data depositor. ICPSR has not checked or processed this material. Users should consult the investigators if further information is desired.
DOI: 10.5281/zenodo.7820571
title: Dataset for "Water Table and Permeability Estimation from Multi-Channel Seismoelectric Spectral Ratios"

description: This dataset is for using multi-channel seismoelectric spectral ratios to estimate the water table depth and permeability of stratified materials. Readers may use the dataset by utilizing the main program entitled "Inv_BL_SESR.m" to excute the inversion procedure and reproduce the figures in the associated paper. For further guidance on accessing the necessary codes and data, please refer to the README file.
DOI: 10.17632/7mmz9p83bn.1
title: Minimization of Drug Interactions in Polypharmacy Treatments of Diabetes Mellitus Type 2 with Cardiovascular Comorbidities by Using the Decision Support Tool PM-TOM

description: Study: Minimization of Drug Interactions in Polypharmacy Treatments of Diabetes Mellitus Type 2 with Cardiovascular Comorbidities by Using the Decision Support Tool PM-TOM.

The results of this study demonstrate that DDIs in combined polypharmacy treatments of DMT2 with its cardiovascular comorbidities can be significantly reduced by using decision support tools, like PM-TOM, while observing medical guidelines and specific patient conditions. Furthermore, the study method can be applied to any other set of DMT2 comorbidities and also to any other multi-disease. 
The groups of analytical treatment cases correspond to possible development stages of the considered conditions; however, they do not suggest the only ways to combine drug classes. Still, the case groups and cases analyzed in the study cover a wide set of possible treatment cases, sufficient to draw the above conclusions. This study can be used as a background for specific studies of combined polypharmacy treatments and further upgrades of the medical guidelines.
DOI: 10.6084/m9.figshare.11827083
title: The Political Economy of Vermont's Anti-Fracking Movement

description: This is the data used in The Political Economy of Vermont's Anti-Fracking Movement paper.
DOI: 10.5281/zenodo.7907782
title: Raw data to "Continuously varying critical exponents in long-range quantum spin ladders"

description: This directory contains the data used to generate the numerical results in the work "Continuously varying critical exponents in long-range quantum spin ladders [1]". To get an overview of the organization of the directory and a description of the data we recommend the README.md file. [1]: P. Adelhardt and K. P. Schmidt, Continuously varying critical exponents in long-range quantum spin ladders, arXiv:2209.01182
DOI: 10.5258/soton/d2324
title: Dataset supporting the publication: "Finding space for offshore wind to support net zero: A methodology to assess spatial constraints and future scenarios, illustrated by a UK case study "

description: This data shows supplementary table 1& 2 of the paper titled: "Finding space for offshore wind to support net zero: A methodology to assess spatial constraints and future scenarios, illustrated by a UK case study "