cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6962625
title: Data and analysis for the paper "Nonlocal measurement of quasiparticle charge and energy relaxation in proximitized semiconductor nanowires using quantum dots"

description: This repository contains the raw data and analysis code used to generate the figures in the manuscript <em>Nonlocal measurement of quasiparticle charge and energy relaxation in proximitized semiconductor nanowires using quantum dots</em>. Link to publication Link to arXiv
DOI: 10.5281/zenodo.5534253
title: Data and analysis for the paper "Nonlocal measurement of quasiparticle charge and energy relaxation in proximitized semiconductor nanowires using quantum dots"

description: This repository contains the raw data and analysis code used to generate the figures in the manuscript <em>Nonlocal measurement of quasiparticle charge and energy relaxation in proximitized semiconductor nanowires using quantum dots</em>. Link to publication Link to arXiv
DOI: 10.6084/m9.figshare.20036522
title: 1783_coseismic_hydrologicalchanges .docx

description: This table displays the hydrological changes reported after the M7.1 earthquake that occurred in 1783 in Calabria (Southern Italy). The attribution of the quality code (A/B/C, A is the best) ito the 78 effects is based on the reliability of the reference/account associated with the observation. The epicentral distance (in kilometers) is calculated from the location of the Italian seismic Catalogue (Rovida et al., 2021).
DOI: 10.6084/m9.figshare.20431428
title: 15360_adata.h5ad

description: This data is created with (TedSim)[https://www.biorxiv.org/content/10.1101/2021.06.21.449283v1#:~:text=Here, we present TedSim (single,barcodes and scRNA-seq data.] and contains simulated data across four time points corresponding to 15,360 cells in total
DOI: 10.6084/m9.figshare.20431428.v1
title: 15360_adata.h5ad

description: This data is created with (TedSim)[https://www.biorxiv.org/content/10.1101/2021.06.21.449283v1#:~:text=Here, we present TedSim (single,barcodes and scRNA-seq data.] and contains simulated data across four time points corresponding to 15,360 cells in total
DOI: 10.34740/kaggle/dsv/4028573
title: 2021 World Population (updated daily)
DOI: 10.5281/zenodo.6958165
title: Embeddings from FLIP: benchmark tasks in fitness landscape inference for proteins

description: ESM-1b embeddings used in FLIP.
DOI: 10.5281/zenodo.6549368
title: Embeddings from FLIP: benchmark tasks in fitness landscape inference for proteins

description: ESM-1b embeddings used in FLIP.
DOI: 10.6084/m9.figshare.20431434
title: PinBook - 20 top shares in 2019

description: The raw data, consisting of posts and engagement metrics from 11 official pages from political parties in Portugal, gathered with the application Facepager, was subject to a series of quantitative analyses to detect general trends. For this paper, from a total of 6,905 posts for the year of 2019, we have selected a subset of the 20 with highest shares per page, which were manually coded for content analysis using a coding scheme developed by the team, and automated sentiment analysis.
DOI: 10.6084/m9.figshare.20431434.v1
title: PinBook - 20 top shares in 2019

description: The raw data, consisting of posts and engagement metrics from 11 official pages from political parties in Portugal, gathered with the application Facepager, was subject to a series of quantitative analyses to detect general trends. For this paper, from a total of 6,905 posts for the year of 2019, we have selected a subset of the 20 with highest shares per page, which were manually coded for content analysis using a coding scheme developed by the team, and automated sentiment analysis.
DOI: 10.5281/zenodo.6962712
title: Ab initio umbrella sampling of an iodide ion at the aqueous graphene interface

description: Ab initio molecular dynamics trajectories obtained with umbrella sampling of an iodide ion at the aqueous graphene interface, where in each trajectory the ion is at a different height from the graphene sheet. This repository contains supplementary data supporting the findings of the paper: L. Joly, R. H. Meissner, M. Iannuzzi, G. Tocci, "Osmotic Transport at the Aqueous Graphene and hBN Interfaces: Scaling Laws from a Unified, First-Principles Description", ACS Nano, 15, 9, 15249–15258 (2021). DOI: 10.1021/acsnano.1c05931
DOI: 10.5281/zenodo.6962718
title: Ab initio umbrella sampling of an iodide ion at the aqueous graphene interface

description: Ab initio molecular dynamics trajectories obtained with umbrella sampling of an iodide ion at the aqueous graphene interface, where in each trajectory the ion is at a different height from the graphene sheet. This repository contains supplementary data supporting the findings of the paper: L. Joly, R. H. Meissner, M. Iannuzzi, G. Tocci, "Osmotic Transport at the Aqueous Graphene and hBN Interfaces: Scaling Laws from a Unified, First-Principles Description", ACS Nano, 15, 9, 15249–15258 (2021). DOI: 10.1021/acsnano.1c05931
DOI: 10.5281/zenodo.6827395
title: Ab initio umbrella sampling of an iodide ion at the aqueous graphene interface

description: Ab initio molecular dynamics trajectories obtained with umbrella sampling of an iodide ion at the aqueous graphene interface, where in each trajectory the ion is at a different height from the graphene sheet. This repository contains supplementary data supporting the findings of the paper: L. Joly, R. H. Meissner, M. Iannuzzi, G. Tocci, "Osmotic Transport at the Aqueous Graphene and hBN Interfaces: Scaling Laws from a Unified, First-Principles Description", ACS Nano, 15, 9, 15249–15258 (2021). DOI: 10.1021/acsnano.1c05931
DOI: 10.48493/z8j6-cp86
title: AfriArch isotopic dataset
DOI: 10.5281/zenodo.6827733
title: Ab initio umbrella sampling of an iodide ion at the aqueous hBN interface

description: Ab initio molecular dynamics trajectories obtained with umbrella sampling of an iodide ion at the aqueous hBN interface, where in each trajectory the ion is at a different height from the hBN sheet. This repository contains supplementary data supporting the findings of the paper: L. Joly, R. H. Meissner, M. Iannuzzi, G. Tocci, "Osmotic Transport at the Aqueous Graphene and hBN Interfaces: Scaling Laws from a Unified, First-Principles Description", ACS Nano, 15, 9, 15249–15258 (2021). DOI: 10.1021/acsnano.1c05931
DOI: 10.5281/zenodo.6827732
title: Ab initio umbrella sampling of an iodide ion at the aqueous hBN interface

description: Ab initio molecular dynamics trajectories obtained with umbrella sampling of an iodide ion at the aqueous hBN interface, where in each trajectory the ion is at a different height from the hBN sheet. This repository contains supplementary data supporting the findings of the paper: L. Joly, R. H. Meissner, M. Iannuzzi, G. Tocci, "Osmotic Transport at the Aqueous Graphene and hBN Interfaces: Scaling Laws from a Unified, First-Principles Description", ACS Nano, 15, 9, 15249–15258 (2021). DOI: 10.1021/acsnano.1c05931
DOI: 10.6084/m9.figshare.13336862
title: Metabolic perturbation associated with COVID 19 disease severity and SARS CoV-2 replication

description: Metabolomics data set of the manuscript titled "Metabolic perturbation associated with COVID‑19 disease severity and SARS‑CoV-2 replication" <br> Proteomics data also further added.
DOI: 10.5258/soton/d2303
title: Dataset to support the Southampton Doctoral Thesis 'Exploring the Experiences of Family Members who have supported an Individual with Learning Disabilities and/or Autism Repatriate back to Guernsey

description: The dataset includes the 5 interview transcripts obtained from participants who participated in the research. Interviews explored the experiences participants had when supporting their relative with a learning disability and/or autism repatriate back to Guernsey following an off-island specialist residential or hospital placement.
DOI: 10.5281/zenodo.6827783
title: Ab initio umbrella sampling of a potassium ion at the aqueous hBN interface

description: Ab initio molecular dynamics trajectories obtained with umbrella sampling of a potassium ion at the aqueous hBN interface, where in each trajectory the ion is at a different height from the hBN sheet. This repository contains supplementary data supporting the findings of the paper: L. Joly, R. H. Meissner, M. Iannuzzi, G. Tocci, "Osmotic Transport at the Aqueous Graphene and hBN Interfaces: Scaling Laws from a Unified, First-Principles Description", ACS Nano, 15, 9, 15249–15258 (2021). DOI: 10.1021/acsnano.1c05931
DOI: 10.5281/zenodo.6827782
title: Ab initio umbrella sampling of a potassium ion at the aqueous hBN interface

description: Ab initio molecular dynamics trajectories obtained with umbrella sampling of a potassium ion at the aqueous hBN interface, where in each trajectory the ion is at a different height from the hBN sheet. This repository contains supplementary data supporting the findings of the paper: L. Joly, R. H. Meissner, M. Iannuzzi, G. Tocci, "Osmotic Transport at the Aqueous Graphene and hBN Interfaces: Scaling Laws from a Unified, First-Principles Description", ACS Nano, 15, 9, 15249–15258 (2021). DOI: 10.1021/acsnano.1c05931
DOI: 10.5445/ir/1000147763
title: Domain-Shift-Dataset of Defects on Metallic Surfaces (MSD-Shift)
DOI: 10.6084/m9.figshare.20431332
title: Support-data

description: High-resolution ecogenomic reconstruction of the freshwater spring bloom Kavagutti VS et al <br> Support data recovered in the present work <br> 1 - bac-MAGs-fnas.tar.gz &gt; contain 2214 MAGs contigs 2 - bacterial-trees-data.tar.gz &gt; contain all alignment files and the trees 3 - euk-MAGs-fna.tar.gz &gt; contain all Euk MAGs contigs and the denovo assemblies 4 - mitochondrias-fna.tar.gz &gt; contain all mitochondrial contigs recovered 5 - NCLDV-data.tar.gz &gt; contain 3309 NCLDV contigs, tree and alignment files 6 - phages-fna.tar.gz &gt; contain 679 complete phage genomes recovered <br> contact info: Vinicius S. Kavagutti - viniciuskavagutti@gmail.com Rohit Ghai - ghai.rohit@gmail.com <br>
DOI: 10.5445/ir/1000129520
title: Industrial Machine Tool Element Surface Defect Dataset

description: Using Machine Learning Techniques in general and Deep Learning techniques in specific needs a certain amount of data often not available in large quantities in some technical domains. The manual inspection of Machine Tool Components, as well as the manual end of line check of products, are labour intensive tasks in industrial applications that often want to be automated by companies. To automate the classification processes and to develop reliable and robust Machine Learning based classification and wear prognostics models there is a need for real-world datasets to train and test models on.
DOI: 10.5285/346ce427-6663-45e6-b706-285bb79e41ce
title: TS05 and TS07 external magnetic field model L*, LCDS and B field data for the GOES-13, GOES-15 and HIMAWARI-8 satellites for three geomagnetic storm periods

description: The dataset contains satellite L* values, last closed drift shell (LCDS) model locations and model magnetic field values for three two day periods covering three different magnetic storms. The periods covered are 27-28 February 2014, 22-23 June 2015 and 14-15 December 2015. The L* values are calculated for electrons with a pitch angle of 90 degrees at the locations of the GOES-13, GOES-15 and HIMAWARI-8 geostationary satellites, using the IRBEM library with the TS05 and TS07 external magnetic field models. Magnetic field values from the models are also included for the GOES-13 satellite during the June 2015 event. LCDS values for each of the periods are included, with two LCDS models based on the TS05 and TS07 field models, and a third LCDS model based particle tracing simulations. This material is based upon work supported by the Air Force Office of Scientific Research under award number FA9550-19-1-7039. Richard Horne and Sarah Glauert were supported by the Natural Environment Research Council (NERC) Highlight Topic Grant NE/P01738X/1 (Rad-Sat) and NERC grant NE/V00249X/1 (Sat-Risk) and National and Public Good activity grant NE/R016445/1. Giulio Del Zanna acknowledges support from STFC (UK) via the consolidated grant to the astrophysics group at DAMTP, University of Cambridge (ST/T000481/1).
description: The L* and magnetic field values from the TS05 and TS07 models were calculated using the spacepy distribution of IRBEM, accessed via https://github.com/spacepy/spacepy. The calculations were performed using the IGRF internal field model, and a resolution setting of 6. The GOES satellite locations were taken from NOAA at https://www.ngdc.noaa.gov/stp/satellite/goes/index.html. Data from the Himawari-8 satellite were provided by the NICT HIMAWARI/SEDA database at https://aer-nc-web.nict.go.jp/himawari-seda/. The LCDS values were calculated using IRBEM with the same settings as the L* values, and were determined by finding via binary search the highest altitude along the Geocentric Solar Magnetospheric (GSM) x axis at which a valid L* could be calculated for a 90 degree particle at the magnetic equator.
description: All LCDS, L* and magnetic field values were calculated using the spacepy distribution of IRBEM, version 0.3.0, accessed via https://github.com/spacepy/spacepy.
description: NaN values in the L* data represent times when IRBEM was unable to determine an L* value at the satellite location. NaN values in the LCDS data represent times when the binary search for the highest L* failed to converge within 20 steps.
DOI: 10.34740/kaggle/dsv/4028745
title: COVID Vaccination in World (updated daily)
DOI: 10.6084/m9.figshare.20430216
title: MODIS daily Rrs Data for Zhejiang Coastal Sea in 2010~2018

description: MODIS daily Rrs Data for Zhejiang Coastal Sea in 2010~2018. including reflectance Band 1~7, could state, and band quality <br>
DOI: 10.6084/m9.figshare.20430216.v2
title: MODIS daily Rrs Data for Zhejiang Coastal Sea in 2010~2018

description: MODIS daily Rrs Data for Zhejiang Coastal Sea in 2010~2018. including reflectance Band 1~7, could state, and band quality <br>
DOI: 10.6084/m9.figshare.20430216.v1
title: MODIS_Rrs_product_2010_2018

description: MODIS reflectance from band 1 to band 7, cloud, and quality control
DOI: 10.5281/zenodo.6828035
title: Ab initio molecular dynamics trajectories of water confined between graphene sheets

description: Ab initio molecular dynamics trajectories of water confined between graphene sheets for different confinement widths and system sizes This repository contains data supporting the findings of the paper: G. Tocci, M. Bilichenko, L. Joly, M. Iannuzzi, <em>Ab initio</em> nanofluidics: disentangling the role of the energy landscape and of density correlations on liquid/solid friction, Nanoscale, 12, 10994-11000 (2020). DOI: 10.1039/D0NR02511A.
DOI: 10.5284/1098083
title: Archaeology Data Service Annual Reports

description: This collection comprises annual reports by the Archaeology Data Service (ADS). The ADS publishes its annual report every year in October. The annual report details the activities carried out by ADS and Internet Archaeology during the preceding year. The reporting period is the 1st of August to 31st of July.
DOI: 10.5281/zenodo.6841670
title: Replication package for: Culture and the Historical Fertility Transition

description: Replication package for: Beach, Brian and Hanlon, W. Walker (Forthcoming). "Culture and the Historical Fertility Transition," Review of Economic Studies. Package contains data, processing and analysis code, and results tables.
DOI: 10.5281/zenodo.6841669
title: Replication package for: Culture and the Historical Fertility Transition

description: Replication package for: Beach, Brian and Hanlon, W. Walker (Forthcoming). "Culture and the Historical Fertility Transition," Review of Economic Studies. Package contains data, processing and analysis code, and results tables.
DOI: 10.7284/124067
title: Singlebeam Echosounder data collected during research cruise OC1602A using a Knudsen 3260 instrument system onboard the platform RV Oceanus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/124068
title: Singlebeam Echosounder data collected during research cruise OC1602A using a Knudsen 3260 instrument system onboard the platform RV Oceanus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.6953873
title: Intercomparison of Convective-Aggregation States with two Cloud Resolving Models: DATASET

description: Radiative-Convective Equilibrium (RCE) is an important modeling paradigm for the tropical atmosphere. In this paradigm, cloud clustering can occur spontaneously, affecting the energy budget of the atmosphere. Here, two models, run in RCE, exhibiting this convective aggregation have been compared with each other and with the results of the Radiative-Convective Equilibrium Model Intercomparison Project (RCEMIP). The two models studied, the SAM (System for Atmospheric Modeling) and the ARPS (Advanced Regional Prediction System), are different in the physical and numerical formulation, allowing us to compare the sensitivity to processes related to the phenomenon of convective organization. In General, the two models present similarities in what concerns precipitation, warming, and drying of the atmosphere and anvil cloud area reduction. All these factors are also within the spread of the RCEMIP values. However, the two models differ both in the convective organization feedback and in the degree of organization. SAM is strongly organized and ARPS is weakly organized. SAM achieves convective organization through clouds-radiative feedback and ARPS achieves it through moisture-convection feedback. These differences can be traced back to the interaction between the microphysics and the sub-cloud layer properties. We suggest that when studying climate sensitivity, climate models should include both types of convective organization mechanisms.
description: In this Data Repository only the ARPS output is reported (every 24 h). The output of SAM is in a companion repository in Zenodo
DOI: 10.5281/zenodo.6953872
title: Intercomparison of Convective-Aggregation States with two Cloud Resolving Models: DATASET

description: Radiative-Convective Equilibrium (RCE) is an important modeling paradigm for the tropical atmosphere. In this paradigm, cloud clustering can occur spontaneously, affecting the energy budget of the atmosphere. Here, two models, run in RCE, exhibiting this convective aggregation have been compared with each other and with the results of the Radiative-Convective Equilibrium Model Intercomparison Project (RCEMIP). The two models studied, the SAM (System for Atmospheric Modeling) and the ARPS (Advanced Regional Prediction System), are different in the physical and numerical formulation, allowing us to compare the sensitivity to processes related to the phenomenon of convective organization. In General, the two models present similarities in what concerns precipitation, warming, and drying of the atmosphere and anvil cloud area reduction. All these factors are also within the spread of the RCEMIP values. However, the two models differ both in the convective organization feedback and in the degree of organization. SAM is strongly organized and ARPS is weakly organized. SAM achieves convective organization through clouds-radiative feedback and ARPS achieves it through moisture-convection feedback. These differences can be traced back to the interaction between the microphysics and the sub-cloud layer properties. We suggest that when studying climate sensitivity, climate models should include both types of convective organization mechanisms.
description: In this Data Repository only the ARPS output is reported (every 24 h). The output of SAM is in a companion repository in Zenodo
DOI: 10.5281/zenodo.6461611
title: Multiplexed fluorescence imaging based on cycles, raw and processed data.

description: This dataset was created from a larger acquisition in order to provide an example of reasonnable size, as a companion data set to the F1000Research paper preprint DOIXXX. The original raw data including metadata files are included in <strong>Microscope_Output.zip.</strong> <strong>Experiment.json</strong> and<strong> channelnames.txt </strong>are the ones generated by the acquisition software. They are the only files needed when starting from one of the processed data set below. The deconvolution obtained with the commercial software Microvolution is also provided in <strong>bu_deconvolution.zip.</strong> To start from Step 1(Extended Depth of Field) instead of Step 0 (deconvolution), unzip this file in your output directory and rename the folder bu_deconvolution to out. The extended field of view 2D images created from step 0 to step 2, provided for convenince in <strong>edfonly.zip</strong> The final files generated by trhe Multiplex processor, including the segmentation mask , are provided in<strong> finaloutput.zip</strong>. These files can be used in a specific analysis software.
DOI: 10.5281/zenodo.6461610
title: Multiplexed fluorescence imaging based on cycles, raw and processed data.

description: This dataset was created from a larger acquisition in order to provide an example of reasonnable size, as a companion data set to the F1000Research paper preprint DOIXXX. The original raw data including metadata files are included in <strong>Microscope_Output.zip.</strong> <strong>Experiment.json</strong> and<strong> channelnames.txt </strong>are the ones generated by the acquisition software. They are the only files needed when starting from one of the processed data set below. The deconvolution obtained with the commercial software Microvolution is also provided in <strong>bu_deconvolution.zip.</strong> To start from Step 1(Extended Depth of Field) instead of Step 0 (deconvolution), unzip this file in your output directory and rename the folder bu_deconvolution to out. The extended field of view 2D images created from step 0 to step 2, provided for convenince in <strong>edfonly.zip</strong> The final files generated by trhe Multiplex processor, including the segmentation mask , are provided in<strong> finaloutput.zip</strong>. These files can be used in a specific analysis software.
DOI: 10.6084/m9.figshare.20431632
title: Air leak grading

description: Pneumothorax data
DOI: 10.6084/m9.figshare.20431632.v1
title: Air leak grading

description: Pneumothorax data
DOI: 10.6084/m9.figshare.20431646
title: Rivers of the Variscan Foreland: fluvial morphodynamics in the Pennant Formation of South Wales, UK

description: doc.kml
DOI: 10.6084/m9.figshare.20431646.v1
title: Rivers of the Variscan Foreland: fluvial morphodynamics in the Pennant Formation of South Wales, UK

description: doc.kml
DOI: 10.6084/m9.figshare.20431649.v1
title: Rivers of the Variscan Foreland: fluvial morphodynamics in the Pennant Formation of South Wales, UK

description: KS tests
DOI: 10.6084/m9.figshare.20431649
title: Rivers of the Variscan Foreland: fluvial morphodynamics in the Pennant Formation of South Wales, UK

description: KS tests
DOI: 10.6084/m9.figshare.20431658
title: Rivers of the Variscan Foreland: fluvial morphodynamics in the Pennant Formation of South Wales, UK

description: Field Data
DOI: 10.6084/m9.figshare.20431658.v1
title: Rivers of the Variscan Foreland: fluvial morphodynamics in the Pennant Formation of South Wales, UK

description: Field Data
DOI: 10.7284/124079
title: Singlebeam Echosounder data collected during research cruise OC1603B using a Knudsen 3260 instrument system onboard the platform RV Oceanus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/124080
title: Singlebeam Echosounder data collected during research cruise OC1603B using a Knudsen 3260 instrument system onboard the platform RV Oceanus

description: Original (unprocessed) data collected during a Field_expedition