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1,079 results for “source data”
Source Data for 'Gait Asymmetry Can Be Controlled by Tuning Spinal Reflex Gains'
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Data sources of soil textures.
<p>S1: Soil information from China, other regions of the world, and the Moon, including their locations, soil textures, specimen numbers, and data sources (references), is presented.</p> <p>S2: Data on grain size distribution for unimodal, bimodal, trimodal, and multimodal distributions are presented.</p> <p>S3: Grain size distribution data for soils from the earth.</p> <p>S4: Grain size distribution data for soils from the moon.</p> <p>S5: Matlab code for simulating soils from source areas.</p> <p> </p>
Numerical source data for graphs
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Source data file
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Source data for the manuscript "Photonic-assisted Ingenious Agile Non-periodic Oscillator (PIANO)"
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Data from: Global genetic analysis reveals the putative native source of the invasive termite, Reticulitermes flavipes, in France
Biological invasions are recognized as a major threat to both natural and managed ecosystems. Phylogeographic and population genetic analyses can provide information about the geographical origins and patterns of introduction and explain the causes and mechanisms by which introduced species have become successful invaders. Reticulitermes flavipes is a North American subterranean termite that has been introduced into several areas, including France where introduced populations have become invasive. To identify likely source populations in the USA and to compare the genetic diversity of both native and introduced populations, an extensive molecular genetic study was undertaken using the COII region of mtDNA and 15 microsatellite loci. Our results showed that native northern US populations appeared well differentiated from those of the southern part of the US range. Phylogenetic analysis of both mitochondrial and nuclear markers showed that French populations probably originated from southeastern US populations, and more specifically from Louisiana. All of the mtDNA haplotypes shared between the United States and France were found in Louisiana. Compared to native populations in Louisiana, French populations show lower genetic diversity at both mtDNA and microsatellite markers. These findings are discussed along with the invasion routes of R. flavipes as well as the possible mechanisms by which French populations have evolved after their introduction.
Data from: Accumulation rates and sources of external nitrogen in decaying wood in a Norway spruce dominated forest
Microbial respiration in dead wood contributes substantially to the long-lived forest carbon (C) pool and has a significant role in the forest nitrogen (N) cycle. Wood N content has been found to increase during the decay process; however, temporal dynamics and the sources of this external N remain unclear. To examine N dynamics at various stages of decomposition, we combined high variety of analytical methods on Norway spruce logs, including wood δ15N, N%, 14C-dating, fungal composition and N2 fixation rate. For N2 fixation rate, we also determined its dependency on ambient temperature and decay class, when estimating annual N2 fixation rates for our study site. N2 fixation was observed to have a major role in increasing wood N content during decay. For the most decayed wood, it accounted for 60% of the total N accumulation. Compared to other reports, where the annual temperature was similar to our site, the calculated annual fixation rate of 85 g N ha−1 year−1 is a low estimate. However, previous studies have not taken appropriately into account the dependency of N2 fixation rate on ambient temperature and decay class. Our δ15N model describing the sources of external N, statistical analysis and the fungal DNA composition of decayed wood suggest that other sources of external N accumulating in wood were soil-foraging wood-decay fungi and mycorrhizal fungi. Our study improves knowledge of the temporal dynamics of N accumulation in wood with advancing wood decay, the potential sources of external N and their relative significance. All of these factors are important for nitrogen as well as carbon models dealing with ecosystem responses to climate change.
Source data of main figures of the effect of splicing inhibition on antigen presentation
<p>The success of cancer immunotherapy relies on the induction of an immunoprotective response targeting tumor antigens (TAs) presented on MHC-I molecules. We demonstrated that the splicing inhibitor isoginkgetin and its water-soluble and non-toxic derivative IP2 act at the production stage of the Pioneer Translation Products (PTPs). We showed that IP2 increases PTP-derived antigen presentation in cancer cells <i>in vitro </i>and impairs tumor growth <i>in vivo</i>. IP2 action is long-lasting and dependent on the CD8<sup>+</sup> T cell response against TAs. We observed that the antigen repertoire displayed on MHC-I molecules at the surface of MCA205 fibrosarcoma is modified upon treatment with IP2. In particular, IP2 enhances the presentation of an exon-derived epitope from the tumor suppressor nischarin. The combination of IP2 with a peptide vaccine targeting the nischarin-derived epitope showed a synergistic antitumor effect. These findings identify the spliceosome as a druggable target for the development of epitope-based immunotherapies.<b> </b></p>
Weakly hydrated anions bind to polymers but not monomers in aqueous solutions - Source data for Figure 3
<p>Source data that was used to create Figure 3. </p>
Source code and data for Ou et al. 2021 (US state-level capacity expansion pathways with improved modeling of the power sector dynamics within a multisector model)
<p>For details, please check the "readme" file.</p>
Source data
<p>Source experimental data.</p>
Inferring the Astrophysical Population of Gravitational Wave Sources in the Presence of Noise Transients Data Release
<p>Data release for paper "Inferring the Astrophysical Population of Gravitational Wave Sources in the Presence of Noise Transients."</p> <p>To read in one of the result files and obtain the posterior samples, type</p> <pre><code class="language-python">import bilby result = bilby.core.result.read_in_result(filename="contaminant_0_result.json") samples = result.posterior</code></pre> <p> </p>
2023_Rufino Jr. et al_Survey and Rapid Review Data Source
<p>Data of Survey and Rapid Review from Rufino Jr. et al. research.</p>
Data and code for "Sediment source and concentration influence larval performance of the threatened coral Orbicella faveolata" submitted to PlosOne
<p>This repository contains data and analysis scripts for the manuscript:</p> <p><strong>Sediment source and concentration influence larval performance of the threatened coral Orbicella faveolata</strong></p> <p><strong>Authors</strong>: XM Serrano, S Rosales, MW Miller, A Palacio-Castro, O Williamson, A Gomez and AC Baker</p> <p><strong>Journal: </strong>PlosOne</p> <p>The aim of this study was to investigate the performance of coral larvae from an important Caribbean reef-building coral species listed under the Endangered Species Act (<em>Orbicella faveolata</em>) exposed to sediments collected near a recently dredged Port in southeast Florida (Port Miami) vs. reef sediments collected where their parents originated from (Florida Keys). We tested whether sediments can affect the survival, settlement and respiration of coral larvae, and hypothesized detrimental effects in all of these parameters for sediments collected near the Port, regardless of dosing (low vs. high sediment treatments).</p>
Source code and data files for the acoustic sensor-based wearable fetal movement monitor
<p>This repository contains data files and source code for the acoustic sensor-based wearable fetal movement monitor.</p>
Source data of the study of syntactic and pragmatic relations
<p>The data contain detailed answers of test participants to questions asked in accordance with the scenario of examining syntactic and pragmatic relations between tactile cartographic signs, planned to be placed on tactile maps of historic gardens in various garden design styles. The study was conducted as part of testing the legibility of cartographic tactile signs, realized within the research project No. Rzeczy są dla ludzi/0005/2020-00, titled “Technology for the development of tactile maps of historic parks”, financed by the National Centre for Research and Development, for the years 2021–2024, and realized at the Military University of Technology, Faculty of Civil Engineering, and Geodesy (Warsaw, Poland).</p>
Data used in "Anderson et al. 2024. Unexpected sources of uncertainty in projecting habitat shifts for Arctic shorebirds under climate change"
<p>Data used in "Anderson et al. 2023. Unexpected sources of uncertainty in projecting habitat shifts for Arctic shorebirds under climate change". Includes shorebird observations from Environment and Climate Change Canada PRISM dataset, and environmental covariates. See Anderson et al. 2023 methods for more details. Data was funded and collected by Environment and Climate Change Canada.</p>
DATA set for 'Molecular characterization of MRSA using 16S rRNA from different sources in Jazan region of Saudi Arabia.
<p>Nucleotide sequence of 16S rRNA gene of S. aureus isolates</p>
Four sweep cubic insulin data set recorded using dose mode (1MGy / scan) on Diamond Light Source beamline i04
<p>Four sweep cubic insulin data set recorded on Diamond Light Source beamline i04 as part of routine testing. Data were collected with four full 360° scans / 0.1° / image to give a total of 1MGy / scan i.e. "carefully" to avoid problems of obvious radiation damage. The beam size was adjusted to be about the same as the crystal, spreading the dose uniformly across the sample. </p> <p> </p> <p>Processing using my "<a href="https://github.com/graeme-winter/dials_tutorials/blob/main/se-thaumatin/tldr.md">standard DIALS script</a>" gives nice data to 1.2Å:</p> <pre><code> Overall Low High High resolution limit 1.20 3.26 1.20 Low resolution limit 55.07 55.13 1.22 Completeness 100.0 100.0 100.0 Multiplicity 150.2 155.4 76.0 I/sigma 40.8 295.5 0.4 Rmerge(I) 0.075 0.027 7.170 Rmerge(I+/-) 0.075 0.026 7.127 Rmeas(I) 0.076 0.027 7.218 Rmeas(I+/-) 0.075 0.027 7.220 Rpim(I) 0.006 0.002 0.815 Rpim(I+/-) 0.008 0.003 1.140 CC half 1.000 1.000 0.335 Anomalous completeness 100.0 100.0 100.0 Anomalous multiplicity 77.7 84.8 38.9 Anomalous correlation 0.499 0.680 -0.005 Anomalous slope 0.626 dF/F 0.031 dI/s(dI) 0.761 Total observations 3709553 203869 91461 Total unique 24699 1312 1204</code></pre> <p>Data shared to allow use in tutorials etc. as well as a reference for future data handling questions.</p> <p> </p>
EMC data of non-point source pollution (TSS, TN, TP, COD) in 41 cities in China from 2005 to 2022
<p>This is a synthesis of existing research data based on meta analysis. It contains event mean concentration (EMC) data on nonpoint source pollution in 41 Chinese cities from 2005 to 2022.</p> <p>If you use the EMC dataset for related scientific research, please cite the corresponding reference (Wang et al., EF, 2025):</p> <ul> <li> <p>Wang, Y., Li, C., Qiao, J., Hu, Y., Zhang, Q., Yin, J., & Slater, L. (2025). Meta‐analysis of urban non‐point source pollution from road and roof runoff across China. Earth's Future, 13, e2024EF005296. <a href="https://doi.org/10.1029/2024EF005296">https://doi.org/10.1029/2024EF005296</a></p> </li> </ul>
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.