Find research datasets worth reusing

opencc-by-4.0Jan 2022View details →

Data and code for the article "Hierarchical tensile structures with ultralow mechanical dissipation"

Data and code for the article "Hierarchical tensile structures with ultralow mechanical dissipation", consisting of all the ringdown measurements, spectra and codes for data analysis and generation of the fabrication GDS masks.

opencc-by-4.0Apr 2021View details →

Supplementary data as part of the article "The role of carbon capture, utilization and storage for economic pathways that limit global warming to below 1.5 °C" (https://doi.org/10.1016/j.isci.2022.104237).

Data of the plots in Figure 1a and Figure 1b, showing, respectively, the incremental and the integrated global CO2 emissions for the 1.5 °C-committed decarbonization pathways from IPCC (P1, P2, P3, and P4 pathways) and the one originally obtained in this work (Q pathway).

Identified journal descriptor (JD), semantic type (ST), and MAUI keywords for PubMed/MEDLINE articles

The Journal descriptor (JD) and Semantic type (ST) of PubMed articles were identified using a tool, called Journal descriptor indexing (JDI). MAUI keywords are identified by the MAUI tool and they can be used as a complement to MESH terms, as MeSH keywords are not always available in all PubMed articles. The methods of building the datasets can be found in the two articles: "Author name disambiguation in MEDLINE based on journal descriptors and semantic types" and " Exploring author name disambiguation on PubMed-scale" The PubMed database used is the 2019 baseline version, the number of articles in the two datasets are as follows: $ wc -l pubmed-paper-jd-st.tsv  29796281 pubmed-paper-jd-st.tsv $ wc -l pubmed-paper-maui-keywords.tsv  26509210 pubmed-paper-maui-keywords.tsv

Modeled data related to the article "Diffusive Wave Models for Operational Forecasting of Channel Routing at Continental Scale"

The data holder contains modeled data on water level and discharge from some test cases.

Datasets for article "Transient behavior of three SU UMa-type dwarf novae; AR Pic, QW Ser and V521 Peg"

Datasets for the article "Transient behavior of three SU UMa-type dwarf novae; AR Pic, QW Ser and V521 Peg"

Supplementary Materials from the article Characterization and molecular evolution analysis of Periploca forrestii inferred from its complete chloroplast genome sequence

Table S1. Base composition of chloroplast genome in P. forrestii, Table S2. The lengths of introns and exons for the splitting genes, Table S3. The GC content of the codons from P. forrestii chloroplast genome, Table S4. Preferred codons in chloroplast genome of P. forrestii, Table S5. Long repeat sequences in the P. forrestii chloroplast genome, Figure S1. Codon bias analysis of P. forrestii chloroplast genome. (A) Neutrality plot analysis; (B) Analysis of PR2 bias plot; (C) Analysis on ENC and GC3 relationship.

opencc-by-4.0Mar 2022View details →

Dataset of the article 'Spectroelectrochemistry of water oxidation kinetics in molecular versus heterogeneous oxide iridium electrocatalysts'

Dataset of the article 'Spectroelectrochemistry of Water Oxidation Kinetics in Molecular versus Heterogeneous Oxide Iridium Electrocatalysts',  <a href="https://doi.org/10.1021/jacs.2c02006">https://doi.org/10.1021/jacs.2c02006</a>. Abstract: Water oxidation is the step limiting the efficiency of electrocatalytic hydrogen production from water. Spectroelectrochemical analyzes are employed to make a direct comparison of water oxidation reaction kinetics between a molecular catalyst, the dimeric iridium catalyst [Ir2(pyalc)2(H2O)4-(µ-O)]2+ (IrMolecular, pyalc = 2-(2’pyridinyl)-2-propanolate) immobilized on a mesoporous indium tin oxide (ITO) substrate, with that of an heterogenous electrocatalyst, an amorphous hydrous iridium (IrOx) film. For both systems, four analogous redox states were detected, with the formation of Ir(4+)-Ir(5+) being the potential-determining step in both cases. However, the two systems exhibit distinct water oxidation reaction kinetics, with potential-independent first-order kinetics for IrMolecular contrasting with potential-dependent kinetics for IrOx. This is attributed to water oxidation on the heterogenous catalyst requiring co-operative effects between neighboring oxidized Ir centers. The ability of IrMolecular to drive water oxidation without such co-operative effects is explained by the specific coordination environment around its Ir centers. These distinctions between molecular and heterogenous reaction kinetics are shown to explain the differences observed in their water oxidation electrocatalytic performance under different potential conditions.

Reviewed Articles from the study "Running away to sea: a theoretical model of anthropogenic factors contribution for microplastics transportation from rivers to the ocean".

Table containing the papers reviewed from the study "Running away to sea: a theoretical model of anthropogenic factors contribution for microplastics transportation from rivers to the ocean".

opencc-by-4.0Dec 2021View details →

The data for the article entitled "Nitrogen deposition drives response and recovery to precipitation change and its reversal in an arid ecosystem""

Title: Nitrogen deposition drives response and recovery to precipitation change and its reversal in an arid ecosystem Yu et al. Document 1: Data on plant community traits. Document 2: Data on soil features.

Supplementary information, datasets and fluorescence images related to the article "The role of NSP6 in the biogenesis of the SARS-CoV-2 replication organelle"

Supplementary information, datasets and fluorescence images related to the article "The role of NSP6 in the biogenesis of the SARS-CoV-2 replication organelle". The PDF file entitled "Supplementary material" contains the uncropped original western blots and autoradiographs published in the article. The PDF files entitled "Extended Data Fig.2,6,7,9,10 all panels" and "Figure 1,4 all panels" contain the original full-size confocal immunofluorescence images from which specific ROIs are published in the article. The Excel files "Source Data Principal Figures" and "Source Data Extended Figures" contain all the original datasets used for calculation and graphical representation of data published in the article.

Supplementary tables for the article "A novel approach for discovering correlations between elemental and molecular composition using laser-based spectroscopic techniques"

Table S1. Collection conditions of zooplankton samples. Data in the salinity and temperature columns, separated by a slash sign, are the characteristics of surface and bottom water. Table S2. The results of elemental analysis of zooplankton by ICP-AES and ICP-MS (as provided by IO RAS). Table S3. List of emission signals used to construct spider diagrams. Table S4. List of spectral ranges eliminated from LIBS data to improve the performance of chemometric algorithms. Raw LIBS and Raman spectra of zooplankton.

Dataset for the published article "Retarded room temperature Hamaker coefficients between bulk elemental metals"

The data contained in the zip files constitute the main research data of the publication entitled as "<a href="https://doi.org/10.1016/j.susc.2022.122123">Retarded room temperature Hamaker coefficients between bulk elemental metals</a>". They are provided in a txt file format. "Identical metals in vacuum.zip" contains the room temperature Hamaker coefficients between 26 identical elemental polycrystalline metals that are embedded in vacuum computed from the full Lifshitz theory as a function of the separation of the metallic semi-spaces within 0-200nm. The employed discretization scheme is the following: for l = 0 − 1 nm, $\Delta{l}=0.1\,nm$ which corresponds to 11 data points, for l = 1−200 nm: $\Delta{l}=1\,nm$ which corresponds to 200 data points. The computation of the imaginary argument dielectric function of metals is based on the full spectral method combined with a Drude model low frequency extrapolation technique which has been implemented with input from extended-in-frequency dielectric data that range from the far infra-red region to the soft X-ray region of the electromagnetic spectrum. "Identical metals in water (Fiedler et al).zip" contains the room temperature Hamaker coefficients between 26 identical elemental polycrystalline metals that are embedded in pure water computed from the full Lifshitz theory as a function of the separation of the metallic semi-spaces within 0-200nm. The employed discretization scheme is the following: for l = 0 − 1 nm, $\Delta{l}=0.1\,nm$ which corresponds to 11 data points, for l = 1−200 nm: $\Delta{l}=1\,nm$ which corresponds to 200 data points. The computation of the imaginary argument dielectric function of metals is based on the full spectral method combined with a Drude model low frequency extrapolation technique which has been implemented with input from extended-in-frequency dielectric data that range from the far infra-red region to the soft X-ray region of the electromagnetic spectrum. The computation of the imaginary argument dielectric function of pure water is based on the simple spectral method which has been implemented with input from the Fiedler et al. dielectric parameterization. "Identical metals in water (Parsegian-Weiss).zip" contains the room temperature Hamaker coefficients between 26 identical elemental polycrystalline metals that are embedded in pure water computed from the full Lifshitz theory as a function of the separation of the metallic semi-spaces within 0-200nm. The employed discretization scheme is the following: for l = 0 − 1 nm, $\Delta{l}=0.1\,nm$ which corresponds to 11 data points, for l = 1−200 nm: $\Delta{l}=1\,nm$ which corresponds to 200 data points. The computation of the imaginary argument dielectric function of metals is based on the full spectral method combined with a Drude model low frequency extrapolation technique which has been implemented with input from extended-in-frequency dielectric data that range from the far infra-red region to the soft X-ray region of the electromagnetic spectrum. The computation of the imaginary argument dielectric function of pure water is based on the simple spectral method which has been implemented with input from the Parsegian-Weiss dielectric parameterization. "Identical metals in water (Roth-Lenhoff).zip" contains the room temperature Hamaker coefficients between 26 identical elemental polycrystalline metals that are embedded in pure water computed from the full Lifshitz theory as a function of the separation of the metallic semi-spaces within 0-200nm. The employed discretization scheme is the following: for l = 0 − 1 nm, $\Delta{l}=0.1\,nm$ which corresponds to 11 data points, for l = 1−200 nm: $\Delta{l}=1\,nm$ which corresponds to 200 data points. The computation of the imaginary argument dielectric function of metals is based on the full spectral method combined with a Drude model low frequency extrapolation technique which has been implemented with input from extended-in-frequency dielectric data that range from the far infra-red region to the soft X-ray region of the electromagnetic spectrum. The computation of the imaginary argument dielectric function of pure water is based on the simple spectral method which has been implemented with input from the Roth-Lenhoff dielectric parameterization. All Hamaker coefficients are given in zJ and all separations are given in nm.

Rds data for article production

Rds files created by an open-sourced analysis of NoiseCapture. Experimental files used for the creation of an article, no further context is provided on Zenodo.

Data sets compiled for review article on Gender Equity in Oceanography

Data sets compiled for a review paper on Gender Equity in Oceanography, to appear in Annual Review of Marine Science, 2023. Includes: Annual Reviews of Marine Science invited author gender statistics; China and USA oceanography career progression gender statistics; Current employment fractions of 2010-2019 physical oceanography PhDs; Gordon Research Conference Oceanography gender statistics; JGR oceans author and reviewer gender statistics; Oceanography faculty gender statistics for China; Oceanography graduate degree gender statistics for China; Oceanography magazine author gender data.

Data set for the article "Self-oscillation and Synchronisation Transitions in Elasto-Active Structures"

This is the data set for the article "Self-oscillation and Synchronisation Transitions in Elasto-Active Structures",  <table summary="Additional metadata"> <tbody> <tr> <td><a href="https://doi.org/10.48550/arXiv.2106.05721">https://doi.org/10.48550/arXiv.2106.05721</a>   </td> </tr> </tbody> </table> Is contains raw images and processed data from images used to describe the self-oscillations under study in this article. All zip files corresponds to the single chain experiment except "Double_chain_Experiment.zip".

Simulation data for the article "Revisiting a disky origin for the faint branch of the Sagittarius stellar stream"

This archive contains the data shared in the context of the "Revisiting a disky origin for the faint branch of the Sagittarius stellar stream" (Oria et al. 2022) article. It allows one to run the simulation of the Sgr dwarf falling into the joint potential of the MW and the LMC, based on the model of Vasiliev et al. (2021), and extended with our faint branch particles. Furthermore, plots and videos complementary to those shown in the article are shared here as well. best_model_y_axis_rotation contains data pertaining to our best model, put forward in the article: plots of the evolution of our faint branch particles for every snapshot of the simulation and its corresponding video, initial conditions, trajectory of the progenitor, final snapshot with many coordinates and kinematics.  other_model_x_axis_rotation contains the same data as before for our other model mentioned in the article potentials_triax contains the evolving MW+LMC potential files as shared by Vasiliev et al. (2021), under DOI 10.5281/zenodo.4300977 necessary to run the simulation scripts contains scripts to create the initial conditions (with Agama) and run the simulation (with Gyrfalcon)

openother-openJun 2022View details →

Data files for the article "Engineering nanoscale hypersonic phonon transport"

Data files for the article "Engineering nanoscale hypersonic phonon transport". Published in Nature Nanotechnology

Supplemental Material to Article "Validation of crack initiation model by means of cyclic full-scale blade test"

This set supplements the figure data to the article "Validation of crack initiation model by means of cyclic full-scale blade test", DOI: <a href="https://doi.org/10.1088/1742-6596/2265/3/032045">https://doi.org/10.1088/1742-6596/2265/3/032045</a>.

Supporting data and software for the article "Comprehensive and scalable quantification of splicing differences with MntJULiP"

Supporting data and software for the publication "Comprehensive and scalable quantification of splicing differences with MntJULiP".