Skip to main content
Powered by ShareScore

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.

289

datasets available to search

ShareScore release 0.9.0

Reset

Dataset results

289 results for “data reduction”

Learn how ShareScore rates datasets ↗
dryad32/100

Data from: Aldosterone reduction rate after saline infusion may be a novel clinical prediction of determining subtypes of primary aldosteronism

<p><span><span><span><span><span><span><span><span><span><span><span><b>Objective</b>Accurate assessment of the localization of aldosterone-producing adenomas (APAs) is essential for the treatment of primary aldosteronism (PA). Although adrenal venous sampling (AVS) is the standard method of reference for subtype diagnosis in PA, controversy exists concerning the criteria for interpretation. This study aimed to determine better indicators that can reliably predict subtypes of PA. </span></span></span></span></span></span></span></span></span></span></span></p> <p><span><span><span><span><span><span><span><span><span><span><span><b>Method</b>Retrospective analysis in single-cohort including 209 patients with PA who were subjected to AVS. 82 patients whose plasma aldosterone concentrations (PAC) were normalized after surgery were histopathologically or genetically diagnosed with APA. The accuracy of image findings was compared to AVS results. Receiver operating characteristic (ROC) curve analysis between the operated and no apparent laterality groups was performed using AVS parameters and loading test for diagnosis of PA. </span></span></span></span></span></span></span></span></span></span></span></p> <p><span><span><span><span><span><span><span><span><span><span><span><b>Result </b>The agreement between image findings and AVS results was 56.3%. ROC curve analysis revealed that lateralization index (LI) after ACTH stimulation cutoff value was 2.40, with 98.8% sensitivity and 97.1% specificity. The contralateral suppression index (CSI) cutoff value was 1.19, with 98.0% sensitivity and 93.9% specificity. All patients over the LI and CSI cutoff values exhibited unilateral subtypes. Among the loading test, <span><span>the best classification accuracy was achieved using the </span></span>PAC reduction rate after saline infusion<span><span>test (SIT) &gt;33.8%, which yielded 87.2% sensitivity or PAC after SIT &lt;87.9 pg/mL 86.2% specificity for predicting bilateral PA. </span></span></span></span></span></span></span></span></span></span></span></span></span></p> <p><span><span><span><span><span><span><span><span><span><span><span><b>Conclusion</b>The combined criterion of the PAC reduction rate and PAC after SIT may determine a subset of patients with APA who should be performed AVS for validation. </span></span></span></span></span></span></span></span></span></span></span></p> <p><br>  </p>

opencc-zeroDec 2019View details →
zenodo32/100

Full data reduction Box Profile with Expressions

<p>This movie describes how to use DAWN to reduce a series of radiography images to a corrosion rate.</p>

opencc-by-4.0Oct 2014View details →
zenodo32/100

Data file for paper "The intriguing poison tolerance of non-precious metal oxygen reduction reaction (ORR) catalysts" DOI: 10.1039/C5TA05794A

<p>Data file containing data for figures and supplemental information for the paper</p> <p>The intriguing poison tolerance of non-precious metal oxygen reduction reaction (ORR) catalysts</p> <p>D. Malko, T. Lopes, E. Symianakis&nbsp; and A. R. Kucernak</p> <p>published in Journal of Materials Chemistry A, 2015</p> <p>DOI: 10.1039/C5TA05794A</p>

opencc-zeroNov 2015View details →
zenodo32/100

Supplementary data for paper: Extremum seeking to control the amplitude and frequency of a pulsed jet for bluff body drag reduction

<p>Data accompanying the Experiments in Fluids paper entitled: Extremum seeking to control the amplitude and frequency of a pulsed jet for bluff body drag reduction. http://dx.doi.org/10.1007/s00348-016-2243-4.</p> <p>Zipped files contain the folders of data, while the .mat files contain Matlab scripts to generate the plots in the paper.</p>

opencc-by-4.0Sep 2016View details →
zenodo32/100

Supporting data for "Oxygen reduction, transport and separation in low silver content scandia-stabilised zirconia composites"

<p>This file contains the data reported in the paper:<br> E. Ruiz-Trejo, A. Bertei, A. Maserati, P. Boldrin, N. P. Brandon, Oxygen reduction, transport and separation in low silver content scandia-stabilised zirconia composites, Journal of the Electrochemical Society (2017)</p>

opencc-by-4.0Jun 2017View details →
zenodo32/100

Pathways to national-scale adoption of enhanced geothermal power through experience-driven cost reductions: Supplementary Data

<p>Dataset containing inputs, results, and code referenced in "Pathways to national-scale adoption of enhanced geothermal power through experience-driven cost reductions."</p> <ul> <li>"Central_Cases.zip", "NoEGS.zip", "Policy_Sensitivities.zip", "EGS_Sensitivities_Learning.zip", "EGS_Sensitivities_Other.zip", "OtherTech_Sensitivities.zip", and "IRA_Repeal_Cases.zip" contain the full set of capacity expansion model results referenced in the paper</li> <li>"GenX_EGS_HalfTimeSeries.zip" contains the source code for the modified version of the GenX electricity system capacity expansion model used in this work</li> <li>"GenX_Input_Files.zip" contains the full set of GenX inputs used in this work, including customized run files that apply inter-planning-period linkages, conditional policies, and endogenous learning-by-doing, which may be used alongside the model source code to replicate the results</li> <li>"PowerGenome_Inputs_and_Processing.zip" contains the settings files used to create GenX inputs in the PowerGenome tool, as well as post-processing scripts used to modify certain technologies and implement 2-hourly resolution</li> <li>"Costing_and_Supply_Curves.zip" contains the source code for the EGS cost model used in this work, as well as input temperature-at-depth data from Aljubran and Horne (2024). Temperature-at-depth data from Blackwell et al. (2011) is available for purchase from the SMU Geothermal Laboratory.</li> <li>"EGS_GenX_Inputs.zip" contains other EGS performance data and scripts used to build final GenX inputs</li> </ul> <p>&nbsp;</p>

opencc-by-4.0Sep 2024View details →
zenodo32/100

Origianl data for publication: Anchoring of Metal Complexes on Au25 Nanocluster for Enhanced Photocoupled Electrocatalytic CO2 Reduction

<p>The file contains the original data for the publication: Anchoring of Metal Complexes on Au25 Nanocluster for Enhanced Photocoupled Electrocatalytic CO2 Reduction.</p><p>Angew. Chem. Int. Ed. 2023. doi.org/10.1002/anie.202316649.</p><p>The data is grouped acording to the figures in the manuscript and the supporting information.</p><p>&nbsp;</p>

opencc-by-4.0Nov 2023View details →
zenodo32/100

Data from: Role of mass transport in electrochemical carbon dioxide reduction to methanol using immobilized cobalt phthalocyanine

<p><strong>Cell files.zip</strong></p><ul><li>.dwg files of the pocket for the cathode and anode chamber.&nbsp;</li><li>.dwg files of the gasket design</li></ul><p><strong>Experimental data.zip</strong> (&gt;60 experiments)</p><ul><li>Chronoamperometry data</li><li>Each experiment has a mpr and txt file. The .mpr file can be read by EC-lab software, while the txt file has the raw data.</li><li>H-NMR data</li><li>Each experiment has its own folder, then another folder with the experiment number. Within that experiment number folder is .fid file needed to view the H-NMR data.&nbsp;</li><li>Gas Chromatography data&nbsp;</li><li>Each experiment has its own folder. the files can be opened using SRI proprietary software. There are also .log files which contain the results of each experiment as the raw data.&nbsp;</li></ul>

opencc-by-4.0Dec 2023View details →
zenodo32/100

Data for Kinetic isotope effects during reduction of Fe(III) to Fe(II): Large normal and inverse isotope effects for abiotic reduction and smaller fractionations by phytoplankton in culture

<p>Supplemental data for the manuscript "Kinetic isotope effects during reduction of Fe(III) to Fe(II): Large normal and inverse isotope effects for abiotic reduction and smaller fractionations by phytoplankton in culture."</p>

opencc-by-4.0Apr 2024View details →
zenodo32/100

Raw data and R code for the stone artifact analysis in "Lithic miniaturization in South China since the terminal Pleistocene: a multivariate analysis of lithic reduction from Fodongdi, Fulin and Xiqiaoshan"

Open the record for dataset details and reuse information.

opencc-by-4.0Nov 2024View details →
zenodo32/100

rOMT processed data: Cerebral amyloid angiopathy is associated with glymphatic transport reduction and time-delayed solute drainage along the neck arteries

<p>This dataset contains the speed map and P&eacute;clet map data processed by regularized optimal mass transport method (<a href="https://zenodo.org/record/5809635#.YczuJy2ZNBw">https://zenodo.org/record/5809635#.YczuJy2ZNBw</a>,&nbsp;<a href="https://github.com/xinan-nancy-chen/rOMT">https://github.com/xinan-nancy-chen/rOMT</a>).</p> <p>All files are in nifty format. This dataset contains in total 55 rat cases which are divided by age (3-month, 6-month and 12-month) and status of health (&quot;WT&quot; for wild-type and &quot;CAA&quot; for those who have developed Cerebral Amyloid Angiopathy).</p>

opencc-by-4.0Dec 2021View details →
dryad32/100

Data from: Phylogenetic signal detection from an ancient rapid radiation: effects of noise reduction, long-branch attraction, and model selection in crown clade Apocynaceae

Crown clade Apocynaceae comprise seven primary lineages of lianas, shrubs, and herbs with a diversity of pollen aggregation morphologies including monads, tetrads, and pollinia, making them an ideal group for investigating the evolution and function of pollen packaging. Traditional molecular systematic approaches utilizing small amounts of sequence data have failed to resolve relationships along the spine of the crown clade, a likely ancient rapid radiation. The previous best estimate of the phylogeny was a five-way polytomy, leaving ambiguous the homology of aggregated pollen in two major lineages, the Periplocoideae, which possess pollen tetrads, and the milkweeds (Secamonoideae plus Asclepiadoideae), which possess pollinia. To assess whether greatly increased character sampling would resolve these relationships, a plastome sequence data matrix was assembled for 13 taxa of Apocynaceae, including nine newly generated complete plastomes, one partial new plastome, and three previously reported plastomes, collectively representing all primary crown clade lineages and outgroups. The effects of phylogenetic noise, long-branch attraction, and model selection (linked versus unlinked branch lengths among data partitions) were evaluated in a hypothesis-testing framework based on Shimodaira–Hasegawa tests. Discrimination among alternative crown clade resolutions was affected by all three factors. Exclusion of the noisiest alignment positions and topologies influenced by long-branch attraction resulted in a trichotomy along the spine of the crown clade consisting of Rhabdadenia + the Asian clade, Baisseeae + milkweeds, and Periplocoideae + the New World clade. Parsimony reconstruction on all optimal topologies after noise exclusion unambiguously supports parallel evolution of aggregated pollen in Periplocoideae (tetrads) and milkweeds (pollinia). Our phylogenomic approach has greatly advanced the resolution of one of the most perplexing radiations in Apocynaceae, providing the basis for study of convergent floral morphologies and their adaptive value.

opencc-zeroDec 2013View details →
zenodo32/100

Python notebooks as a pedagogical tool to teach NOT data reduction

<p>We will present a series of seven Python Jupyter Notebooks designed to teach master-level students the basic steps of data reduction for observations with the Alhambra Faint Object Spectrograph and Camera (ALFOSC). This pedagogical tool, which translates IRAF tasks into the widespread Python language, has been successfully deployed for the course &ldquo;Observational Astrophysics II&rdquo; at the Department of Astronomy of Stockholm University. Each notebook introduces the students to one specific task of the data reduction explaining the purpose of that task, how it is implemented and guiding the students through the completion of the task. With a hands-on approach, this allows the students to understand the reason behind each step and to test directly what is the effect of each step, thanks to interactive plots of the data and the intermediate products. In addition to its educational value, this material can be expanded to reach the quality needed for scientific works. Therefore it could offer a starting point for developing a personalised data reduction for a given scientific problem. A complete version of the material is publicly available at https://github.com/astrojuggler/data-reduction-Obs-II-course. This project has been financed by Stockholm University - Department of Astronomy with a grant earned by Professor Matthew Hayes.</p>

opencc-by-4.0Jul 2022View details →
zenodo32/100

Data from the paper: D. Malko and A. Kucernak, "Kinetic isotope effect in the oxygen reduction reaction (ORR) over Fe-N/C catalysts under acidic and alkaline conditions", Electrochemistry Communications,2017, https://doi.org/10.1016/j.elecom.2017.09.004

<p>Data used to generate the figures in the paper: D. Malko and A. Kucernak, "Kinetic isotope effect in the oxygen reduction reaction (ORR) over Fe-N/C catalysts under acidic and alkaline conditions", Electrochemistry Communications,2017, https://doi.org/10.1016/j.elecom.2017.09.004</p> <p> </p>

opencc-by-4.0Sep 2017View details →
zenodo32/100

Supplementary data for: Convergent reductive evolution of cyanobacteria in symbiosis with Dinophysiales dinoflagellates

<p>Supplementary data for phylogenomic analysis in "<strong>Convergent reductive evolution of cyanobacteria in symbiosis with Dinophysiales dinoflagellates</strong>" by Nakayama, T., Nomura, M., Yabuki, A., Shiba, K., Inaba, K., &amp; Inagaki, Y. (<a href="https://www.nature.com/articles/s41598-024-63502-0">https://www.nature.com/articles/s41598-024-63502-0</a>;&nbsp;<a href="https://doi.org/10.1101/2024.01.11.574452">https://doi.org/10.1101/2024.01.11.574452</a>).</p> <p>The text file <code>CregCyn_phylogenomic_tree.newick</code> contains a newick formatted phylogenomic tree shown in Figure 2 of the paper. Note that the tree is unrooted.<br>The compressed file <code>phylogenomic_analysis_dataset.tar.gz</code> contains the following directories and files.</p> <ul> <li><code>concatenated_dataset.fasta </code>: dataset used for the phylogenomic analysis, constructed by combining 143 protein alignments.</li> <li><code>single_protein_datasets</code>: directory containing each orthologous protein sequence from which the concatenated dataset was derived.<br>It also contains the following subdirectories. <ul> <li><code>original_sequences</code>: contains the multi-FASTA files of the original sequences for each orthologous protein.</li> <li><code>multiple_alignments</code>: contains multiple alignments for each orthologous protein.</li> <li><code>trimmed_alignments</code>: contains multiple alignments for each protein, with positions not suitable for analysis removed. These files are combined into <code>single_protein_dataset.fasta</code>.</li> </ul> </li> </ul>

opencc-by-4.0Apr 2024View details →
zenodo32/100

Supplementary data for Zemach et al. "Paleomagnetic imprints of rapid versus slow sulfate reduction rates in continental shelf sediments"

<p>Supplementary paleomagnetic and geochemical data for Zemach et al. "Paleomagnetic imprints of rapid versus slow sulfate reduction rates in continental shelf sediments", submitted to JGR</p>

opencc-by-4.0May 2024View details →
zenodo32/100

IR and GC-MS data for catalytic studies in "Perchlorate reduction catalyzed by dioxidomolybdenum(VI) complexes: Effect of ligand substituents"

Open the record for dataset details and reuse information.

opencc-by-4.0Jun 2024View details →
zenodo32/100

Neural Substrates for Early Data Reduction in Fast Vision: A Psychophysical Investigation

<p><span>The name of each &lsquo;.mat&rsquo; file reports the subject code, the condition (Baseline or Flicker), and the task (Sketch, Motion, or Orientation).</span></p> <p><strong><span>For Motion and Orientation tasks:</span></strong></p> <p><span>The matrices contain one row per trial and four columns:</span></p> <p>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <strong>Column 1:</strong> trial number</p> <p>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <strong>Column 2:</strong> tested contrast</p> <p><span>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span><strong><span>Column 3:</span></strong><span> response (1 = left moving/oriented gabor, 2 = right moving/oriented gabor)</span></p> <p><span>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span><strong><span>Column 4:</span></strong><span> correct response (1 = correct, 0 = wrong).</span></p> <p><strong><span>For the Sketch task:</span></strong></p> <p><span>The matrices contain one row per trial and seven columns:</span></p> <p>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <strong>Column 1:</strong> trial number</p> <p>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <strong>Column 2:</strong> tested contrast</p> <p>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <strong>Column 3:</strong> sketch number</p> <p>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <strong>Column 4:</strong> target image number</p> <p>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; <strong>Column 5:</strong> distractor image number</p> <p><span>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span><strong><span>Column 6:</span></strong><span> response (1 = left image, 2 = right image)</span></p> <p><span>o&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; </span><strong><span>Column 7:</span></strong><span> correct response (1 = correct, 0 = wrong).</span></p> <p><span>&nbsp;</span></p>

opencc-by-4.0Jul 2024View details →
zenodo32/100

Data for "Mobility enhancement in graphene by in situ reduction of random strain fluctuations"

<p>Data for &quot;Mobility enhancement in graphene by in situ reduction of random strain fluctuations&quot;</p>

opencc-by-4.0Sep 2019View details →
zenodo32/100

Data for the paper, Origin of copper dissolution in electrocatalytic reduction conditions involving amines

<p>This dataset supports the paper titled "Origin of copper dissolution in electrocatalytic reduction conditions involving amines" The study aims to elucidate the atomic-scale mechanism of copper (Cu) dissolution under electrochemical conditions, particularly in the presence of acetone and methylamine mixtures, and under reductive potential conditions (-0.75V vs RHE).&nbsp;</p> <p><strong>Usage:</strong> This dataset is valuable for researchers focusing on electrochemical amination, cathode degradation processes, and the design of durable Cu-based cathodes. The insights from the GC-DFT calculations provide a fundamental understanding of Cu dissolution facilitated by surface restructuring in amine solutions under electroreduction conditions. The data can be used to further explore the mechanisms of Cu electrode corrosion and to design more stable and efficient electrochemical systems involving amines.</p>

opencc-by-4.0Aug 2024View details →

ScienceDex guides

Understand access before you commit

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

Compare curated 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.

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

ScienceDex for faculty

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.