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10,119 results for “IT Support”

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zenodo40/100

Supporting publication for 'Prevalence sample-based guidance for reporting 2021 data'

<p>The record is aimed at helping the reporting countries to submit their sample-based level&nbsp;data to the EFSA Data Collection Framework. We include here&nbsp;two&nbsp;excel files and one XML file, and we give below specific information on their use.</p> <p>The&nbsp;two Excel documents help&nbsp;in mapping terms from the matrix catalogue ZOO_CAT_MATRIX used in the aggregated prevalence&nbsp;data model to FoodEx2 codes, and offer&nbsp;examples on how prevalence data can be reported using SSD2 and how data are aggregated afterwards. The XML file is the same example as in the Excel file with similar title but in the XML format that allows for it&nbsp;be uploaded in the Data Collection Framework.</p>

opencc-by-4.0Jan 2022View details →
zenodo40/100

Cortical oscillations support sampling-based computations in spiking neural networks

<p>This archive contains the scripts for generating the data and figures and the data of the publication: &quot;Cortical oscillations support sampling-based computations in spiking neural networks&quot;.</p> <p>The different parts of the material are grouped into separate archives to enable modular usage and can be individually downloaded as required:</p> <ul> <li>The archive spike-based-tempering_scripts.tgz contains all the scripts to reproduce the simulation data and figures.</li> <li>The file software.img contains the third-party software needed to execute the simulations of the current-based experiments.</li> <li>The archive current-based_experiments_data includes the scripts and the simulation data for the current-based experiments.</li> </ul>

opencc-by-sa-4.0Sep 2021View details →
zenodo40/100

Supporting data files for "A consistent picture of phosphate-divalent cations binding from models with implicit and explicit electronic polarization"

<p>Additional supporting data for the paper &quot;A consistent picture of phosphate-divalent cations binding from models with implicit and explicit electronic polarization&quot;. Includes parameter files, as well as typical input files and analysis scripts to reproduce the simulations.</p>

opencc-by-4.0Feb 2022View details →
zenodo40/100

Energy Efficiency Technologies Costs - Support File for Data Manipulation Starter Data Kits

<p>This file can be used to manipulate the Energy Efficiency Technologies Costs&nbsp;data for the Starter Data Kits.&nbsp;</p>

opencc-by-4.0Feb 2022View details →
zenodo40/100

Storage Technologies Costs - Support File for Data Manipulation Starter Data Kits

<p>This file can be used to manipulate the storage technologies cost&nbsp;data for the Starter Data Kits.&nbsp;</p>

opencc-by-4.0Feb 2022View details →
zenodo40/100

OPTIMA - droplet characteristics incl. air support data - bed-grown carrots boom sprayer

<p>Spray droplet size and velocity characteristics data of 4&nbsp;nozzle types at 4 air support settings, measured at 300 kPa and 50 cm below the nozzle using a PDPA laser based measuring set-up.</p> <p>Read &#39;Info&#39; tab for more information.</p> <p>Data presented in Zwertvaegher et al. (2022). Boom sprayer optimizations for bed-grown carrots at different growth stages based on spray distribution and droplet characteristics. Pest Management Science.&nbsp;https://onlinelibrary.wiley.com/doi/10.1002/ps.6792&nbsp;</p>

opencc-by-4.0Feb 2022View details →
zenodo40/100

Project files provided as supporting information to the manuscript "Making sense of complex systems through resolution, relevance, and mapping entropy"

<p>README file to the project files provided as supporting information to the manuscript &ldquo;Making sense of complex systems through resolution, relevance, and mapping entropy&rdquo;</p> <p>Feb. 25, 2022</p> <p>Authors: Roi Holtzman, Marco Giulini and Raffaello Potestio</p> <p>==================================</p> <p>The dataset contains the following files:</p> <p>- A README file with the description of the pymap program&nbsp;for describing how different selections of *N* out of *n* degrees of freedom (mappings) affect the amount of information retained about a full data set.<br> - The pymap.py program<br> - The pymap.yml support file<br> - The data.tar tarball with the setup data<br> - The results.tar tarball with the output data<br> ===</p>

opencc-by-4.0Feb 2022View details →
zenodo40/100

Supporting Data for "A hole spin qubit in a fin field-effect transistor above 4 kelvin"

<p>Supporting data for</p> <p><strong>&quot;A hole spin qubit in a fin field-effect transistor above 4 kelvin&quot;</strong>,<br> Leon C. Camenzind, Simon Geyer, Andreas Fuhrer, Richard J. Warburton, Dominik M. Zumb&uuml;hl and Andreas V. Kuhlmann</p> <p>Nature Electronics (2022),&nbsp;<a href="https://doi.org/10.1038/s41928-022-00722-0">DOI:10.1038/s41928-022-00722-0</a></p>

opencc-by-4.0Mar 2022View details →
zenodo40/100

Supporting data for ``Summer-Winter Contrast in the Response of Precipitation Extremes to Climate Change over Northern Hemisphere Land'"

<p>Here we have the processed data used in the preprint ``&#39;Summer-Winter Contrast in the Response of Precipitation Extremes to Climate Change over Northern Hemisphere Land&#39;&#39;</p> <p>The README.md file&nbsp;includes explanations about the data in the repository.</p>

opencc-by-4.0Oct 2021View details →
zenodo40/100

What energy infrastructure to support 1.5°C scenarios? - Scenario data

<p>This excel file summarizes the main assumptions considered for the analysis &quot; What energy infrastructure to support 1.5&deg;C scenarios?&quot;, prepared by Artelys on behalf of the European Climate Foundation in 2020. The report is available here: https://www.artelys.com/wp-content/uploads/2020/12/Artelys-2050EnergyInfrastructureNeeds.pdf</p>

opencc-by-4.0Mar 2022View details →
zenodo40/100

An annotated corpus of clinical trial publications supporting schema-based relational information extraction

<p>Repository of an annotated corpus of clinical trial abstracts supporting schema-based relational information extraction and the code for the inter-annotation agreement calculation and the baseline information extraction method.</p>

openother-openMar 2022View details →
zenodo40/100

Data supporting "Solar radiation drives methane emissions from the shoots of Scots pine"

<p>Data supporting our New Phytologist publication &quot;Solar radiation drives methane emissions from the shoots of Scots pine&quot;.&nbsp;</p>

opencc-by-4.0Mar 2022View details →
dryad40/100

No evidence that grooming is exchanged for coalitionary support in the short- or long-term via direct or generalized reciprocity in unrelated rhesus macaques

<p>Reciprocity is a prominent explanation for cooperation between non-kin. Studies seeking to demonstrate reciprocity often focus on direct reciprocity in the timescale of minutes to hours, whereas alternative mechanisms like generalised reciprocity and the possibility of reciprocation over longer timescales of months and years are less often explored. Using a playback experiment, we tested for evidence of direct and generalised reciprocity, across short and longer timescales. We examined the exchange of grooming for coalitionary support between female rhesus macaques in a population with a complete genetic pedigree. Females that received grooming were not more responsive to calls for coalitionary support from female groupmates compared to control females that received agonism or no interaction – even when the call belonged to a females' most recent grooming partner. Similarly, females were not more responsive to calls for support from their most frequent grooming partner of the last two years, nor if they received large amounts of grooming from all other females in their group. We interpret these results as an absence of evidence for direct or generalised reciprocity on any timescale in the exchange of grooming for coalitionary support in rhesus macaques. If grooming is exchanged for support in this population, it is with an intensity below our ability to detect or over a longer timescale than we examined. We propose by-product explanations may be responsible and highlight the importance of investigating multiple mechanisms when testing apparently cooperative behaviours.</p>

opencc-zeroMar 2022View details →
zenodo40/100

Replication files for "Comparing Online and Offline Political Support".

<p>The Zip-folder contains replication materials for the article&nbsp;&quot;Comparing Online and Offline Political Support&quot;. The folder contains a readme with information and details on the replication data and scripts.</p>

opencc-by-4.0Mar 2022View details →
zenodo40/100

Supporting data for the Total ELectricity Loads (TELL) model

<p>This is the raw data supporting the Total ELectricity Loads (TELL) model developed by the Integrated Multisector Multiscale Modeling (IM3)&nbsp;project led by&nbsp;Pacific Northwest National Laboratory. Information about the model itself and code to extract and work with this raw data can be found at:&nbsp;https://github.com/IMMM-SFA/tell.</p> <p>There are five&nbsp;core datasets in this package:</p> <p>1) EIA_930 contains data on hourly electricity demand for 68 balancing authorities in the U.S.</p> <p>2) EIA_861 contains an annual summary of the characteristics of the power industry in the U.S.</p> <p>3) Population contains annual estimates of county- and state-level population in the U.S.</p> <p>4) County_Shapefiles contains a set of shapefiles that define county boundaries for counties in the U.S.</p> <p>4) State_Shapefiles contains a set of shapefiles that define state boundaries for states in the U.S.</p>

opencc-by-4.0Sep 2021View details →
zenodo40/100

Data supporting the manuscript "Sexually divergent development of depression-related brain networks during healthy human adolescence"

<p>This data supports the manuscript&nbsp;&quot;Sexually divergent development of depression-related brain networks during healthy human adolescence&quot; by Dorfschmidt et al. Part of these <a href="https://doi.org/10.6084/m9.figshare.11551602">data</a> were initially released by V&aacute;&scaron;a et al. (2020) as part of their <a href="https://doi.org/10.1073/pnas.1906144117">manuscript</a>. Please cite them when using these data.&nbsp;</p> <p>&nbsp;</p>

opencc-by-4.0Mar 2022View details →
zenodo40/100

Surface data for belemnoid cephalic cartilage of the Polzbervg Konservat-Lagerstätte (late Triassic, Lower Austria, Northern Calcareous Alps). Supporting material for Lukeneder & Lukeneder 2022

<p>We provide the 3D surface data set (STL), obtained from Micro-Computertomography (Micro-CT) scans of late Triassic belemnoid cephalic cartilage (= cranial cartilage). Thirteen specimens were scanned at the Core Facility for Micro-Computed Tomography (Vienna Micro-CT Lab), University of Vienna, Austria, using a custom-built VISCOM X8060 NDT (Germany) &micro;-CT scanner with different scan parameters. The scans deliver a stack of images with isometric voxel sizes. The stacks were combined, which resulted in a 3D volume. The Micro-CT data was collected in February to March 2020, reconstructions were done in spring 2021. The scans were segmented by the use of the software Avizo Amira 2020 (Thermo Fisher Scientific). virtual reconstructions were done in Drishti 2.7.<br> The data was collected in the course of project Polzberg, Polzberg &ndash; eine Konservat-Lagerst&auml;tte von Weltruf im Herzen Nieder&ouml;sterreichs, financially supported by the Austrian Academy of Scieneces (&Ouml;AW) and the Federal Government of Lower Austria.</p>

opencc-by-4.0Mar 2022View details →
zenodo40/100

Biogeomorphic modeling to assess the resilience of tidal-marsh restoration to sea level rise and sediment supply - Supporting code and data

<p>Code and data to reproduce figures and analyses of the paper:</p> <p>Gourgue, O., van Belzen, J., Schwarz, C., Vandenbruwaene, W.,&nbsp;Vanlede, J.,&nbsp;Belliard, J.-P.,&nbsp;Fagherazzi, S.,&nbsp;Bouma, T.J., van de Koppel, J., and&nbsp;Temmerman, S.:&nbsp;Biogeomorphic modeling to assess resilience of tidal marsh restoration to sea level rise and sediment supply,&nbsp;Earth Surf. Dynam., submitted.</p> <p>Standard Python dependencies:</p> <ul> <li>GDAL</li> <li>Geopandas</li> <li>Matplotlib</li> <li>NumPy</li> <li>Rasterio</li> <li>SciPy</li> <li>Seaborn</li> <li>Shapely</li> <li>scikit-learn</li> </ul> <p>Third-party Python dependencies:</p> <ul> <li>Centerline (https://github.com/fitodic/centerline)</li> <li>pputils (https://github.com/pprodano/pputils)</li> <li>pysheds (https://github.com/mdbartos/pysheds)</li> </ul> <p>In-house Python dependencies:</p> <ul> <li>Demeter 1.0.5 (https://doi.org/10.5281/zenodo.5205258)</li> <li>OGTools 1.1 (https://doi.org/10.5281/zenodo.3994952)</li> <li>TidalGeoPro 0.1 (https://doi.org/10.5281/zenodo.5205285)</li> </ul>

opencc-by-4.0Aug 2021View details →
dryad40/100

Habitat-linked genetic variation supports microgeographic adaptive divergence in an island-endemic bird species

<p>We present evidence for and investigate potential mechanisms driving habitat-linked genetic divergence within a bird species endemic to a single 250 km<sup>2</sup> island. The island scrub-jay (<em>Aphelocoma insularis</em>) exhibits microgeographic divergence in bill morphology across pine-oak ecotones on Santa Cruz Island, California (USA) similar to adaptive differences described in mainland congeners over much larger geographic scales. To test whether individuals exhibit genetic differentiation related to habitat type and divergence in bill length, we genotyped over 3,000 single nucleotide polymorphisms (SNPs) in 123 adult island scrub-jay males from across Santa Cruz Island using restriction site-associated DNA sequencing (RADseq). Neutral landscape genomic analyses revealed that genome-wide genetic differentiation was primarily related to geographic distance and differences in habitat composition. We also found 168 putatively adaptive loci associated with habitat type using multivariate redundancy analysis (RDA) while controlling for spatial effects. Finally, two genome-wide association analyses revealed a polygenic basis to variation in bill length with multiple loci detected in or near genes known to affect bill morphology in other birds. Our findings support the hypothesis that divergent selection at microgeographic scales can cause adaptive divergence in the presence of ongoing gene flow.</p>

opencc-zeroApr 2022View details →
dryad40/100

Morphological and molecular evidence support elevating Erythroxylum macrophyllum var. savannarum (Erythroxylaceae) to specific status

<p><em>Erythroxylum macrophyllum</em> is a morphologically variable and widely distributed species complex in Central and South America with several sub-specific taxa and numerous species included in its synonymy. A single variety grows in the Colombo-Venezuelan savanna region which can be distinguished from the rest of the <em>E. macrophyllum</em> complex by the size of leaves, cataphyll and stipule characteristics, and shape of calyx lobes. A molecular phylogeny reconstructed from 519 nuclear genes also reveals that the savanna variety is more closely related to <em>E. acuminatum </em>and <em>E. pauciflorum</em> than <em>E. macrophyllum</em>. This phylogenomic evidence also suggests <em>Erythroxylum </em>sect. <em>Macrocalyx</em>, to which <em>E. macrophyllum</em> belongs, is a polyphyletic taxonomic section. We thus propose elevating this variety to specific status. We provide an updated taxonomic description, information about its habitat and distribution, and justify its IUCN categorization of Near Threatened (NT).</p>

opencc-zeroApr 2022View details →

ScienceDex guides

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These curated guides explain access requirements, typical timelines, costs, and reuse considerations for widely used research datasets.

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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.

allen-brain-atlas
neuroscienceopenDocumentation, web resources, and API references are available online.
Last verified 2026-04-30Open record

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.

abode-home-cage
behavioral-neuroscienceopenThe DataShare record exposes download links for annotations, documentation, license text, and the zipped per-snippet data directory.
Last verified 2026-04-30Open record

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.

dandi-nwb
electrophysiologyopenPublished Dandiset metadata and archive endpoints are available through the production DANDI API.
Last verified 2026-04-30Open record

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.

ibl
behavioral-neuroscienceopenPublic sessions can be searched and loaded from the IBL public data server through ONE.
Last verified 2026-04-29Open record

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.

openneuro
neuroscienceopenPublished datasets are available on demand over the internet.
Last verified 2026-04-29Open record

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Your academic CV and NIH biosketch

Make your CV in your school's format and your NIH biosketch from it, then download both as Word files.