Find research datasets worth reusing
Search datasets from major research repositories and use ShareScore to quickly assess how well each record supports discovery, access, and reuse.
1,670
datasets available to search
ShareScore release 0.9.0
Dataset results
1,670 results for “FORCE”
External and Internal Forcings Controlled the Precipitation Patterns in eastern China Over the Past Millennium
Open the record for dataset details and reuse information.
Repository associated with "Quantifying CO2 forcing effects on lightning, wildfires, and climate interactions"
<p>Results of CESM2 simulation runs.<br>See readme file for details.</p>
SAFRAN Present Forcing (Historical: 2004/2014) and Future projections (RCP4.5 and RCP8.5: 2041/2060).
<p>SAFRAN forcing refers to a set of meteorological data used to model the climate, covering both historical periods (2004-2014) and future projections under two greenhouse gas concentration scenarios (RCP4.5 and RCP8.5) for the period 2041-2060. Each dataset includes key parameters for climate analysis: cloud cover (NB), humidity (QA), direct radiation (RD), infrared radiation (RI), precipitation (RR), visible radiation (RV), snow cover (SS), temperature (TA), and wind strength (UA). These parameters are measured on a grid with variable resolution, ranging from 8 km in plains to 1 km in mountains and irrigated agricultural lands. This data is essential for understanding current and future atmospheric dynamics in the context of climate change.</p>
The force field, parameters and configurations from the paper "Dispersion of hydrophilic nanoparticles in natural rubber with phospholipids"
<p>The force field, parameters and configurations from the paper "Dispersion of hydrophilic nanoparticles in natural rubber with phospholipids"</p>
Essential Features of Escalated Force and Negotiated Management Models
<p><strong><span>Skrzypek, Maciej, Essential Features of Escalated Force and Negotiated Management Models</span></strong></p> <p><strong><span>This dataset was elaborated for the research project <em>Civil Disorder in Pandemic-ridden European Union</em>. The latter was financially supported by the National Science Centre, Poland [grant number 2021/43/B/HS5/00290].</span></strong></p>
Electromagnetic Coil Optimization for Reduced Lorentz Forces
<p>This is the dataset and code used for the paper "Electromagnetic Coil Optimization for Reduced Lorentz Forces" by Hurwitz et al. For the main file itself, see the 'analysis.ipynb' Jupyter notebook. </p>
Deliverable 1.1.1.1 BEL-Float project | Dataset containing the results of numerical simulations (motions, forces) of the operational performance analysis - Part 9: Operational and damaged scenarios in regular waves
<p>This dataset contains the results of OpenFAST simulations performed on the DeepCwind OC4 semi-submersible combined with the 5MW NREL turbine for various wind and wave conditions. The basis of the OpenFAST input files are taken from <a href="https://github.com/OpenFAST/r-test/tree/main/glue-codes/openfast/5MW_OC4Semi_WSt_WavesWN">OpenFAST r-test GitHub repository (5MW_OC4Semi_WSt_WavesWN)</a> and adapted to simulate various wind and wave conditions. The turbulent wind field as the input to the InflowWind module is generated using <a href="https://www.nrel.gov/wind/nwtc/turbsim.html">TurbSim</a>. The simulations are performed on a modified version of OpenFAST v3.5.3 to which adaptation to the code is made to extract additional Morison drag output up to 16 cylindrical members. This adapted code is <a href="https://github.com/abkpribadi/openfast/tree/Morison_additional_output">uploaded on GitHub as a branch from a forked OpenFAST repository</a>. In total there are 1152 simulation results consists of 768 irregular waves and 384 regular waves cases. The complete dataset is divided into 9 sub-datasets to which this is part number 9. A report describing this dataset is available on the BEL-Float project website: https://www.owi-lab.be/bel-float.</p>
Long-term Changes in Salinity in the South China Sea due to Anthropogenic Forcing
Open the record for dataset details and reuse information.
Data for the paper "Tropical Eastern Pacific-forced Atlantic Multidecadal Variability"
<p>Data for the paper "Tropical Eastern Pacific-forced Atlantic Multidecadal Variability". The data are processed data, not the raw data from their own website. The raw data were downloaded from http://www.earthsystemgrid.org (CESM1) and https://psl.noaa.gov/data/gridded/data.noaa.ersst.v3.html (ERSSTv3b). The data were processed by Matlab R2018b. File format is '.mat' of Matlab. The details can be referred to "Read me.docx".</p>
Force-Activated Spin-Crossover in Fe2+ and Co2+ Transition Metal Mechanophores
<p>Data associated with the manuscript titled "Force-Activated Spin-Crossover in Fe2+ and Co2+ Transition Metal Mechanophores"</p>
Importance of Longwave Radiative Forcing by Icy Clouds in Maintaining Miocene High-latitude Warmth
<p>Supporting Information for<strong> Importance of Longwave Radiative Forcing by Icy Clouds in Maintaining Miocene High-latitude Warmth</strong></p> <p>NetCDF files: B.MIO_400_C5.cam2.h0.last50yr_climo_monthly.nc is from our control experiment, and B.MIO_400_C5_MK_TeoKor_Dem1SLF_2.cam2.h0.last50yr_climo_monthly is from our modified experiment.</p> <p>cldwat2m_micro.F90, microp_aero.F90, microp_driver.F90, and zm_conv.F90 are the source code used in our modified experiment. </p> <p> </p>
High quality figures of "Global Assessment of Atmospheric Forcing Uncertainties in The Common Land Model 2024 Simulations"
<p>This repository provides the figures for the publication "Global Assessment of Atmospheric Forcing Uncertainties in The Common Land Model 2024 Simulations" in their original resolution, ensuring clarity the high-quality visual representations for readers.</p>
Unstable gas flow in a flat channel under the influence of a transverse force field: self-oscillations of the jet
<p>For a description of the task, see the original paper.</p> <div> <div> <div> <div>For each video, there are the meaning of force (F), Section and Subsection of the article where this video is mentioned, as well as the number of Figure from the article corresponding to this calculation. The Mach number is 0.29 for all the calculations.</div> </div> </div> </div> <p>(1) "Video-1.avi": </p> <p>F = 2.5, </p> <p>Section "Main modeling results"</p> <p>Subsection "Weak force field"</p> <p>Figure 2</p> <p> </p> <p>(2) "Video-2.avi": </p> <p>F = 4, </p> <p>Section "Main modeling results"</p> <p>Subsection "Strong force field"</p> <p>Figure 3</p> <p> </p> <p>(3) "Video-3.avi": </p> <p>F = 3, </p> <p>Section "Main modeling results"</p> <p>Subsection "Average force field"</p> <p>Figure 4</p> <p> </p> <p>(4) "Video-4.avi": </p> <p>F = 7 (continuous force field, see Figure 5), </p> <p>Section "Main modeling results"</p> <p>Subsection "Continuous force field"</p> <p>Figure 6</p>
Data from: Protocol dependence and state variables in the force-moment ensemble
Stress-based ensembles incorporating temperature-like variables have been proposed as a route to an equation of state for granular materials. To test the efficacy of this approach, we perform experiments on a two-dimensional photoelastic granular system under three loading conditions: uniaxial compression, biaxial compression, and simple shear. From the interparticle forces, we find that the distributions of the normal component of the coarse-grained force-moment tensor are exponential-tailed, while the deviatoric component is Gaussian-distributed. This implies that the correct stress-based statistical mechanics conserves both the force-moment tensor and the Maxwell-Cremona force-tiling area. As such, two variables of state arise: the tensorial angoricity and a new temperature-like quantity associated with the force-tile area which we name keramicity. Each quantity is observed to be inversely proportional to the global confining pressure; however only keramicity exhibits the protocol-independence expected of a state variable, while tensorial angoricity behaves as a variable of process.
Data from: Market forces influence helping behaviour in cooperatively breeding paper wasps
Biological market theory is potentially useful for understanding helping behaviour in animal societies. It predicts that competition for trading partners will affect the value of commodities exchanged. It has gained empirical support in cooperative breeders, where subordinates help dominant breeders in exchange for group membership, but so far without considering one crucial aspect: outside options. We find support for the existence of a biological market in paper wasps, Polistes dominula. We first show that females have a choice of cooperative partners. Second, by manipulating entire subpopulations in the field, we increased the supply of outside options for subordinates, freeing up suitable nesting spots and providing additional nesting partners. We predicted that by intensifying competition for help, our manipulation would force dominants to accept a lower price for group membership. As expected, subordinates reduced their foraging effort following our treatments. We conclude that to accurately predict the amount of help provided, social units cannot be viewed in isolation as has traditionally been done: the surrounding market must also be considered.
Generation of Propulsive Force via Vertical Undulations in Snakes
<p>Lateral undulation is the most widespread mode of terrestrial vertebrate limbless locomotion, in which posteriorly propagating horizontal waves press against environmental asperities (e.g. grass, rocks) and generate propulsive reaction forces. We hypothesized that snakes can generate propulsion using a similar mechanism of posteriorly propagating vertical waves pressing against suitably oriented environmental asperities. Using an array of horizontally oriented cylinders, one of which was equipped with force sensors, and a motion capture system, we found snakes generated substantial propulsive force and propulsive impulse with minimal contribution from lateral undulation. Additional tests showed that snakes could propel themselves via vertical undulations from a single suitable contact point, and this mechanism was replicated in a robotic model. Vertical undulations can provide snakes a valuable locomotor tool for taking advantage of vertical asperities in a variety of habitats, potentially in combination with lateral undulation, to fully exploit the 3D structure of the habitat.</p>
High-Speed Atomic Force Microscopy Highlights New Molecular Mechanism of Daptomycin Action
<p>Data underlying the figures in the publication “High-speed atomic force microscopy highlights new molecular mechanism of daptomycin action”, published in <em>Nat Commun, </em><strong>2020</strong>, 11, 6312. <a href="https://doi.org/10.1038/s41467-020-19710-z">https://doi.org/10.1038/s41467-020-19710-z</a></p> <p>Table of contents:</p> <p><strong>1.</strong> <strong>Movie 1</strong>; HS-AFM movie of the first minutes after exposure to sub-MIC Dap on a POPG supported membrane. Guides to the eye highlights those oligomers identifiable. Movie parameters: frame rate 33 ms; full image of 90 nm x 65 nm and 256x180 pixels; colour depth 8bit (256 values); full colour scale 4 nm.</p> <p><strong>2. </strong><strong>Movie 2</strong>; HS-AFM movie after tens of minutes after exposure to sub-MIC Dap that shows diffusing dimples on a POPG supported membrane which interact by swinging trajectories. Movie parameters: frame rate 83 ms; full image of 150nm x 150nm and 256x256 pixels; colour depth 8bit (256 values); full colour scale 4 nm.</p> <p><strong>3. </strong><strong>Movie 3</strong>; HS-AFM movie of the first minutes after exposure to over-MIC of a POPG supported membrane. A flow of material is visualized thanks to the motion of the ripples, it starts at the lm3m cubic phase (left) and ends at a tubulation (right). Movie parameters: frame rate 456 ms; full image of 400nm x 400nm and 300x300 pixels; colour depth 8bit (256 values); full colour scale 16 nm.</p> <p><strong>4. </strong><strong>Movie 4</strong>; HS-AFM movie of the cyclic accumulation of material in the pores created on TOCL/POPG supported membranes under the exposure of the outer leaflet to supplementary quantities of Dap added to the imaging solution. The process seems to eject material out of the membrane; see the material that appears next to the pore at 1.30s. Movie parameters: frame rate 260 ms; zoom of a full image of 140nm x 100nm and 256x180 pixels; colour 29 depth 8bit (256 values); full colour scale 3 nm.</p>
Pendellösung Interferometry Probes the Neutron Charge Radius, Lattice Dynamics, and Fifth Forces
<p>Data from manuscript entitled: "Pendellosung Interferometry Probes the Neutron Charge Radius, Lattice Dynamics, and Fifth Forces" arXiv:2103.05428</p> <p> </p>
The role of local impedance drop in the acute lesion efficacy during pulmonary vein isolation performed with a new contact force sensing catheter – a pilot study
<p>The role of local impedance drop in the acute lesion efficacy during pulmonary vein isolation performed with a new contact force sensing catheter – a pilot study</p>
Data from: Assessing bite force estimates in extinct mammals and archosaurs using phylogenetic predictions
Bite force is an ecologically important biomechanical performance measure is informative in inferring the ecology of extinct taxa. However, biomechanical modelling to estimate bite force is associated with some level of uncertainty. Here, I assess the accuracy of bite force estimates in extinct taxa using a Bayesian phylogenetic prediction model. I first fitted a phylogenetic regression model on a training set comprising extant data. The model predicts bite force from body mass and skull width while accounting for differences owning to biting position. The posterior predictive model has a 93% prediction accuracy as evaluated through leave-one-out cross-validation. I then predicted bite force in 37 species of extinct mammals and archosaurs from the posterior distribution of predictive models. Biomechanically estimated bite forces fall within the posterior predictive distributions for all except four species of extinct taxa and are thus as accurate as that predicted from body size and skull width, given the variation inherent in extant taxa and the amount of time available for variance to accrue. Biomechanical modelling remains a valuable means to estimate bite force in extinct taxa and should be reliably informative of functional performances and serve to provide insights into past ecologies.
ScienceDex guides
Understand access before you commit
These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.
Allen Brain Atlas
Allen Brain Atlas is an Allen Institute collection of brain map atlases, datasets, APIs, and analysis tools covering mouse, human, and non-human primate brain resources.
Annotated Behaviour and Observability Dataset (ABODe)
ABODe is a University of Edinburgh DataShare dataset for behavior classification in group-housed mice using home-cage video, identities, bounding boxes, ground-plate positions, and annotator labels.
DANDI Archive for NWB datasets
DANDI is a BRAIN Initiative archive for publishing and sharing neurophysiology data, including electrophysiology, optophysiology, and behavioral data packaged as NWB and related standards.
International Brain Laboratory public data
The International Brain Laboratory public data releases expose standardized mouse decision-making experiments, including Neuropixels recordings, widefield calcium imaging, behavior, and session metadata accessed through the ONE API.
OpenNeuro
OpenNeuro is a free, open platform for sharing neuroimaging datasets, with public search, dataset pages, and download paths for web, S3, DataLad, and the OpenNeuro CLI.