Find research datasets worth reusing

A study on biomedical researchers' perspectives on public engagement in Southeast Asia

Survey data from biomedical researchers in Southeast Asia about their perceptions of public engagement. The survey used open and closed questions.

Data of publication: "Collective atom-cavity coupling and nonlinear dynamics with atoms with multilevel ground states"

The uploaded files contain the raw data of the measurements and simulations presented in <a href="https://doi.org/10.1103/PhysRevA.107.023714">https://doi.org/10.1103/PhysRevA.107.023714</a>

Literature Datasets for the publication "Systematic Review: Prevalence and Practices of Immunofluorescent Cell Image Processing"

This dataset contains the CSV files returned from PubMed searches used to complete a Systematic Review of Image Processing Publication Practices for methods applied to immunofluorescent images of all CNS cells.  The file names are organized "date_supplementarytablenumber" followed by the appropriate search terms.

Data on public perceptions of, attitudes towards, and values for managing urban green infrastructure for carbon, biodiversity, and well-being outcomes in Helsinki, Finland

A public participatory GIS -survey dataset detailing public perceptions of, attitudes towards, and values for managing urban green infrastructure for carbon, biodiversity, and well-being outcomes in Helsinki, Finland.

Additional online material for publication: Frames and Narratives in scientific press releases on ocean climate change and ocean plastic.

This is the additional material for the publication of paper: Frames and Narratives in scientific press releases on ocean climate change and ocean plastic. The paper is currently under submission.  Included with the material is a codebook used to code narrative- and frame variables in scientific press releases and a cross-tabulate showing the frame variables that were coded per press release.  For questions about the material, or information about how to reference to the material, please contact Aike Vonk (a.n.vonk@uu.nl).

Supplementary dataset to publication: "Genomic insight into Campylobacter jejuni isolated from commercial turkey flocks in Germany using whole-genome sequencing analysis"

Campylobacter jejuni is a zoonotic bacterium of public health significance. The present investigation was designed to assess the epidemiology and genetic heterogeneity of Campylobacter jejuni recovered from commercial turkey farms in Germany using whole-genome sequencing. The Illumina MiSeq® technology was used to sequence 66 Campylobacter jejuni isolates obtained between 2010 and 2011 from commercial meat turkey flocks located in ten German federal states. Phenotypic antimicrobial resistance was determined. Phylogeny, resistome, plasmidome and virulome profiles were analyzed using whole-genome sequencing data. Genetic resistancemarkers were identified with bioinformatics tools (AMRFinder, ResFinder, NCBI and ABRicate) and compared with the phenotypic antimicrobial resistance.

Dataset for the publication "Reversal of nanomagnets by propagating magnons in ferrimagnetic yttrium iron garnet enabling nonvolatile magnon memory"

Raw data associated to the manuscript ‘’Reversal of nanomagnets by propagating magnons in ferrimagnetic yttrium iron garnet enabling nonvolatile magnon memory‘’, Nature Communications (2023); doi: <a href="https://deref-web.de/mail/client/P1XojCfdiYA/dereferrer/?redirectUrl=https%3A%2F%2Fdoi.org%2F10.1038%2Fs41467-023-37078-8">https://doi.org/10.1038/s41467-023-37078-8</a> Information about file formats and measurement parameters are described in text files in the specific folders. For micromagnetic simulations Mumax 3.10 was used. The simulation scripts (*.mx3 files) and exemplary plotting scripts in Python 3.9 (*.py files) are included. Paper abstract: Despite the unprecedented downscaling of CMOS integrated circuits, memory-intensive machine learning and artificial intelligence applications are limited by data conversion between memory and processor. There is a challenging quest for novel approaches to overcome this so-called von Neumann bottleneck. Magnons are the quanta of spin waves. Their angular momentum enables power-efficient computation without charge flow. The conversion problem would be solved if spin wave amplitudes could be stored directly in a magnetic memory. Here, we report the reversal of ferromagnetic nanostripes by spin waves which propagate in an underlying spin-wave bus. Thereby, the charge-free angular momentum flow is stored after transmission over a macroscopic distance. We show that the spin waves can reverse large arrays of ferromagnetic stripes at a strikingly small power level. Combined with the already existing wave logic, our discovery is path-breaking for the new era of magnonics-based in-memory computation and beyond von Neumann computer architectures

Graph 4: Publication Types for Heiner Müller's Writings 1978-1988

Graph 4 shows the publication types that Heiner Müller used to publish his writing in the years from 1978-1988.

Graph 2: Publication Type and Venue of Heiner Müller's Writings

This graph shows the different publication types and publication venues that Heiner Müller used to publish his writings (essays, articles, speeches, etc.) from 1968 until 1998.

Dataset Graph 1: Heiner Müller's Publications 1960–1998.

Dataset for Graph 1. Data collected based on the Heiner Müller Werkausgabe. Graph 1 depicts Müller’s publication record regarding his public-oriented writings from the early stages of his career in the 1960s until two years after his death in 1998.

Graph 3: Publication Types for Heiner Müller's Writings 1967–1977

Graph 3 shows the publication types that Heiner Müller used to publish his writing in the years from 1967–1977.

Graph 5: Publication Types for Heiner Müller's Writings 1989-1998.

Graph 5 shows the publication types that Heiner Müller used to publish his writing in the years from 1989-1998.

Dataset Graph 2: Publication Type and Venue of Heiner Müller's Writings

Dataset for Graph 2. Data collected based on the Heiner Müller Werkausgabe. Graph 2 shows the different publication types and publication venues that Heiner Müller used to publish his writings (essays, articles, speeches, etc.) from 1968 until 1998.

Graph 1: Heiner Müller's Publications 1960–1998.

Graph 1 depicts Müller’s publication record regarding his public-oriented writings from the early stages of his career in the 1960s until two years after his death in 1998.

opencc-by-4.0Aug 2022View details →

Processed data for "Model identification of neural encoding (MINE)" publication

This dataset contains mouse and zebrafish data processed by MINE. These datafiles were used to generate the publication figures for the mouse cortical dataset [musall.hdf5] (Figure 5) and the zebrafish whole-brain [main_analysis.hdf5] (Figures 6 and 7) and reticulospinal datasets [rs_analysis.hdf5] (Figure 6).   Musall.hdf5 contains reordered data from "Musall, S., Kaufman, M.T., Juavinett, A.L. et al. Single-trial neural dynamics are dominated by richly varied movements. Nat Neurosci 22, 1677–1686 (2019)." The contents of each dataset are described in DataContent_xxx.pdf

Project "Public services management system to improve the quality and accessibility of services" (01.2.2-LMT-K-718-03-0019) interviews

The dataset of depersonalized qualitative semi-structured interviews with the representatives of public sector organisations providing public services in Lithuania. The data were collected in December-November, 2022 as a part of the project "Public services management system to improve the quality and accessibility of services" ("Vie&scaron;ųjų paslaugų vadybos sistema paslaugų kokybei ir prieinamumui gerinti"), grant no. 01.2.2-LMT-K-718-03-0019, funded by the Lithuanian research council. The interviews are in the Lithuanian language.

opencc-by-4.0Apr 2023View details →

Contextual dataset from a Public Service Media

Dataset from a Public Service Media (PSM) whose users are not logged in. Thus, this leads to a pure cold-start problem where each interaction is viewed as an isolated event.

opencc-by-4.0Apr 2023View details →

Microsatellite genotype data and leaf morphological data of the publication "Bidirectional gene flow between Fagus sylvatica L. and F. orientalis Lipsky despite strong genetic divergence"

These data sets were used for analyses in the publication "Bidirectional gene flow between Fagus sylvatica L. and F. orientalis Lipsky despite strong genetic divergence" accepted in Forest Ecology and Management <a href="https://www.sciencedirect.com/journal/forest-ecology-and-management/vol/537/suppl/C">Volume 537</a>, 1 June 2023, 120947, <a href="https://doi.org/10.1016/j.foreco.2023.120947">https://doi.org/10.1016/j.foreco.2023.120947</a> For details about the data, please read the corresponding ReadMe files.

opencc-by-4.0Apr 2023View details →

Data of the publication "Transport and entanglement growth in long-range random Clifford circuits"

Conservation laws can constrain entanglement dynamics in isolated quantum systems, manifest in a slowdown of higher Rényi entropies. Here, we explore this phenomenon in a class of long-range random Clifford circuits with U(1) symmetry where transport can be tuned from diffusive to superdiffusive. We unveil that the different hydrodynamic regimes reflect themselves in the asymptotic entanglement growth according to \(S(t) \propto t^{1/z}\) where the dynamical transport exponent z depends on the probability \(\propto r^{-\alpha}\) of gates spanning a distance r. For sufficiently small \(\alpha\), we show that the presence of hydrodynamic modes becomes irrelevant such that S(t) behaves similarly in circuits with and without conservation law. We explain our findings in terms of the inhibited operator spreading in U(1)-symmetric Clifford circuits where the emerging light cones can be understood in the context of classical Lévy flights. Our Letter sheds light on the connections between Clifford circuits and more generic many-body quantum dynamics.