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.
11,506
datasets available to search
ShareScore release 0.9.0
Dataset results
11,506 results for “Dynamics”
Datasets on multiparameter glacier change dynamics for the Jankar Chhu Watershed, Lahaul Himalaya, India
<p>Characterization of glacier changes in the surface area, terminus, equilibrium line altitude (ELA), elevation, and velocity was worked out for the Jankar Chhu Watershed (JCW) of Lahaul Himalaya using freely available satellite remote sensing data and the limited number of field observations. We studied changes using Corona (1971), Landsat (1993‒2017), Sentinel 2A (2016), the SRTM Digital Elevation Model (DEM; 2000), and the global TanDEM‒X DEM (2014). Our results showed that changes in glacier area (‒14.7 ± 4.3 km²), terminus (‒4.7 ± 0.4 m a¯¹), and ELA (~ 20 m rise) between 1971 and 2016 are smaller than previously reported. Glacier lake area increased by ~0.3 km² during 1971‒2016. An intricate pattern of mass changes across the JCW was observed, with surface lowering on an average of ‒0.7 ± 0.4 m a¯¹ which equates to a geodetic mass balance of ‒0.6 ± 0.4 m w.e. a¯¹ during 2000‒14. The computed glacier surface velocities (1971‒2017) reveal nearly stagnant debris-covered ablation zone but the dynamically active main trunk. The present study provides valuable insights into the recent multiparameter glacier variations, which are of critical importance to assess the future glacier dynamics on a regional scale in areas like the present one.</p>
Influence of the strength of the overriding plate on convergence zones dynamics
<p>Dataset associated with the paper entitled "Influence of the strength of the overriding plate on convergence zones dynamics" by Hertgen et al. These links allow to download:</p> <p>- Source code</p> <p>- Input files for WOP and SOP models</p> <p>- Output files for WOP and SOP models</p> <p>Please, contact S. Hertgen for additional information</p>
Needles and Lightning Leader Dynamics Imaged with 100–200 MHz Broadband VHF Interferometry
<p>The data supports the manuscript entitled “Needles and Lightning Leader Dynamics Imaged with 100–200 MHz Broadband VHF Interferometry” that is submitted to GRL. These files can be opened by MATLAB. The data can be used freely for scientific purposes with appropriate citation.</p>
Source codes for preprint Newmark algorithm for dynamic analysis with generalized Maxwell model
<p>Snapshot of a GitLab repository, containing Python source codes of results presented in the preprint by the same authors.</p>
Raw and processed data for publication "Quantitative microscopy reveals dynamics and fate of clustered IRE1alpha"
<p>This dataset contains all raw and processed data for our PNAS paper titled "Quantitative microscopy reveals dynamics and fate of clustered IRE1alpha". Using the associated analysis code (10.5281/zenodo.3544482), all figures in the paper can be reproduced from the data in this upload.</p> <p>Abstract of the paper is included below:</p> <p>"The endoplasmic reticulum (ER) membrane-resident stress sensor IRE1 governs the most evolutionarily conserved branch of the unfolded protein response. Upon sensing an accumulation of unfolded proteins in the ER lumen, IRE1 activates its cytoplasmic kinase and ribonuclease (RNase) domains to transduce the signal. IRE1 activity correlates with its assembly into large clusters, yet the biophysical characteristics of IRE1 clusters remain poorly characterized. We combined super-resolution microscopy, single-particle tracking, fluorescence recovery and photoconversion to examine IRE1 clustering quantitatively in living human and mouse cells. Our results revealed that (1) by contrast to qualitative impressions gleaned from microscopic images, IRE1 clusters comprise only a small fraction (~5%) of the total IRE1 in the cell. (2) IRE1 clusters have complex topologies that display features of higher-order organization. (3) IRE1 clusters contain a diffusionally constrained core, indicating that they are not phase-separated liquid condensates. (4) IRE1 molecules in clusters remain diffusionally accessible to the free pool of IRE1 molecules in the general ER network. (5) When IRE1 clusters disappear at later timepoints of ER stress as IRE1 signaling attenuates, their constituent molecules are released back into the ER network and not degraded. (6) IRE1 cluster assembly and disassembly are mechanistically distinct. (7) IRE1 clusters’ mobility is nearly independent of cluster size. Taken together, these insights define the clusters as dynamic assemblies with unique properties. The analysis tools developed for this study will be widely applicable to investigations of clustering behaviors in other signaling proteins."</p>
Data for the "Systems NMR: simultaneous quantification of RNA, protein, and metabolite reaction dynamics for biomolecular network analysis."
<p>This dataset contains raw NMR data used in the publication.</p> <p>Detailed protocol for the presented NMR setup and analysis is included in the publication, and at https://github.com/systemsnmr/ivtnmr.</p> <p>v0.2 includes the integr_results_31P_pure_PO4.txt files - phosphate-spectra integration files which were missing in v0.1 submission.</p>
waveform data of the Empirical Green's Functions (EGFs) and earthquakes for the manuscript "Unraveling the Mantle Dynamics in Central Asia with Full Waveform Inversion Tomography"
<p>The dataset uploaded contains the original ASDF files and the SAC files (with '_sac') converted from ASDF</p> <p>For the ASDF files:</p> <p>The ASDF data file could be read through python module pyasdf and obspy after decompressing. </p> <p>The earthquake information could be accessed by the following command</p> <p>import pyasdf</p> <p>ds=pyasdf.ASDFDataSet(ASDFfile, mode='r')</p> <p>event=ds.events[0].preferred_origin()</p> <p>print(event)</p> <p>the waveforms coul dbe accessed through</p> <p>stream=ds.waveforms[net.station].raw_recording</p>
Fig. 2 in Long-term dynamics of microplastic accumulation in the intestinal tract of terrestrial insects on the example of Vespula vulgaris (Linnaeus, 1758) (Hymenoptera: Vespidae)
Fig. 2. Occurrence of different types of MPs inside wasps, %. Рис. 2. Встречаемость раЗнотипных частиц МП в осах, %.
Fig. 1 in Long-term dynamics of microplastic accumulation in the intestinal tract of terrestrial insects on the example of Vespula vulgaris (Linnaeus, 1758) (Hymenoptera: Vespidae)
Fig. 1. Box and whisker plot showing average content of MP particles inside wasps from natural populations sampled in the vicinity of the village of Kireevsk (five samples/year; Tomsk region, Russia). Рис. 1. Диаграмма, демонстрируюЩаЯ среднее содержание частиц МП в осах иЗ природных популЯций (5 выборок/год) в окрестностЯх с. Киреевск (ТомскаЯ область, РоссиЯ).
Fig. 2 Mitochondrial haplotype network using the 590 in Differentiation of North African foxes and population genetic dynamics in the desert-insights into the evolutionary history of two sister taxa, Vulpes rueppellii and Vulpes vulpes
Fig. 2 Mitochondrial haplotype network using the 590-bp concatenated sequences from Cyt-b and D-loop and a total of 46 sequences (same as in Fig. 1, except for C. lupus not being used as an outgroup in the TCS network). a Neighbour-Net network based on uncorrected patristic distances as implemented in SPLITSTREE. Canis lupus (DQ480504) was used as an outgroup. Numbers indicate bootstrap values. Scale bar represents 0.01 sequence divergence. Highlighoed are the four species, the three V. vulpes clades and the location within the network of the V. vulpes sample from Egypt. Colour patterns are concordant with Fig. 1 and b. b Statistical parsimony network assuming a 95 % parsimony threshold, as constructed by TCS. Symbol size and branch lengths are proportional to the number of shared individuals per haplotype and the number of mutational steps amongst haplotypes, respectively. Numbers in black background also refer to the number of mutation steps between species and V. vulpes clades. Symbols and colours are concordant with Fig. 1 and a. Haplotype codes, sample origin and corresponding accession numbers are available in Online Resource Table S1
Fig. 3 in Differentiation of North African foxes and population genetic dynamics in the desert-insights into the evolutionary history of two sister taxa, Vulpes rueppellii and Vulpes vulpes
Fig. 3 Population structure analyses of V. vulpes using 32 microsatellite loci analysed with STRUCTURE software. a STRUCTURE HARVESTER output. Mean values of likelihood [L(K)] on ohe lefo, and Delta K values using the Evanno method (Evanno et al. 2005) on ohe righo. b Structure bar plot of Bayesian assignment of 35 individuals to two (K =2, lefo graphic) and three clusters (K =3, righo graphic). Horizonoal bars represent individuals, while colours wiohin a bar represent probability of assignment of each individual to a cluster. Country of origin for each individual is indicated between each structure bar plots
Replication package for: Moment Conditions for Dynamic Panel Logit Models with Fixed Effects
<p>These are the replication files for <span>MS# 28927-3 “Moment Conditions for Dynamic Panel Logit Models with Fixed Effects” </span></p>
Figure 4 in Temporal dynamics of parasite populations and communities of blue sea catfish Ariopsis guatemalensis (Günther, 1864), in a eutrophic coastal lagoon from Mexican Pacific
Figure 4. Mean values of the infracommunity parameters (± standard deviation) in Ariopsis guatemalensis from Tres Palos lagoon.
Figure 2 in Temporal dynamics of parasite populations and communities of blue sea catfish Ariopsis guatemalensis (Günther, 1864), in a eutrophic coastal lagoon from Mexican Pacific
Figure 2. Species accumulation curves for component parasite communities of Ariopsis guatemalensis from Tres Palos lagoon. Only some species accumulation curves are shown.
Figure 1 in Temporal dynamics of parasite populations and communities of blue sea catfish Ariopsis guatemalensis (Günther, 1864), in a eutrophic coastal lagoon from Mexican Pacific
Figure 1. Relationship between the gonadosomatic index (GSI) and gastric repletion index (GRI) in Ariopsis guatemalensis from Tres Palos lagoon.
Figure 5 in Temporal dynamics of parasite populations and communities of blue sea catfish Ariopsis guatemalensis (Günther, 1864), in a eutrophic coastal lagoon from Mexican Pacific
Figure 5. Scatter plot of principal component analysis (PCA) of factors that influence the species richness and diversity of the parasite infracommunities of Ariopsis guatemalensis, from Tres Palos lagoon. 'Predictor variables': Season = climatic season, Month = sampling month, GRI = gastric repletion index, GSI = gonadosomatic index, CF = condition factor, Size = host body size (total length), Sex = sex of the host. Infracommunity parameters: Richness = number of parasite species per host, Diversity = Brillouin diversity index values, Load = total number of parasites per infracommunity, Evenness = species evenness, RHsp = number of heteroxenous parasite species, THsp = total number of heteroxenous parasites, TMsp = total number of monoxenous parasites. Ellipses represent sampling months.
Human dUTPase dynamics integrals from PINT
<p>The zip archive includes PINT integration raw data input and output. </p> <p>05032020_dUTPase contains the working directory data of the latest batch of human dUTPase, in its apo form, with the substrate (dUpNHpp) and the Product (dUMP). All files are in the original format used by the program. </p> <p>raw_data includes all outputs</p> <p>plots includes autogenerated plots</p>
FIG. 5 in Patch Dynamics Inform Management Decisions in a Threatened Frog Species
FIG. 5. (A) Crawfish Frog movement from Nate's Pond (Hillenbrand Fish and Wildlife Area-West, Greene County, Indiana). One-third of juvenile Crawfish Frogs that metamorphosed at Nate's Pond dispersed to nearby wetlands to breed. Two-thirds of juveniles returned to Nate's to breed. Numbers in parentheses represent counts of individuals. The sizes of the arrows are proportional to the number of individuals. (B) A subset of adult Crawfish Frogs shifted breeding wetlands between years. Colors match the initial wetland from which frogs emigrated. Numbers indicate counts of individuals moving between wetlands. Scale bar ¼ 500 m.
FIG. 4 in Patch Dynamics Inform Management Decisions in a Threatened Frog Species
FIG. 4. Retention of juvenile Crawfish Frogs released at artificial burrows west of Nate's Pond (Hillenbrand Fish and Wildlife AreaWest, Greene County, Indiana). From 24 June–1 August 2015, we used wildlife cameras to determine burrow occupancy. We defined snake predation as instances when frogs no longer appeared after a snake was photographed at burrows. Snake predation (n ¼ 10) and an unknown case of mortality (n¼ 1) are noted.
FIG. 1 in Patch Dynamics Inform Management Decisions in a Threatened Frog Species
FIG. 1. Crawfish Frog breeding wetlands (n ¼ 6) at Hillenbrand Fish and Wildlife Area-West (HFWA-W; Greene County, Indiana). We encircled Nate's and Cattail ponds (bolded text) with drift fence/pitfall trap arrays in 2009– 2016 and sampled at the remaining wetlands (Big, Erosion Control [EC], New, and Nate's Jr.) using funnel traps. We monitored Crawfish Frog breeding (late February through early May) and metamorphosis (mid-June through early August) at Nate's and Cattail, and only breeding at the remaining wetlands. The yellow outline indicates the boundary of HFWAW. Scale bar ¼ 1 km.
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.