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.
3,788
datasets available to search
ShareScore release 0.9.0
Dataset results
3,788 results for “indices”
Geophysical indices input file for TIE-GCM
<p>A GPI_NCFILE input for the thermosphere-ionosphere-electrodynamics general circulation model (TIE-GCM; Richmond et al., 1992; doi: 10.1029/92GL00401).</p> <p>This file provides Daily F10.7, 81-day centered mean of F10.7, and Kp for the time period 1950-01-01 – 2024-04-18.</p> <p><strong>Netcdf file description</strong></p> <p>netcdf gpi_1950001_2024109 {<br>dimensions:<br> ndays = 27137 ;<br> nkp = 8 ;<br>variables:<br> int year_day(ndays) ;<br> year_day:long_name = "4-digit year followed by 3-digit day" ;<br> double f107d(ndays) ;<br> f107d:long_name = "Penticton observed daily 10.7 cm solar flux (sfu)" ;<br> double f107a(ndays) ;<br> f107a:long_name = "Penticton 81-day average 10.7 cm solar flux (sfu)" ;<br> double kp(ndays, nkp) ;<br> kp:long_name = "GFZ 3-hourly Kp index" ;</p> <p>// global attributes:<br> :title = "Geophysical indices input file for TIE-GCM" ;<br> :history = "Created: Wed May 29 16:34:45 2024" ;<br> :yearday_beg = 1950003 ;<br> :yearday_end = 2024107 ;<br> :author = "Timothy Kodikara (DLR.de)" ;<br> :write_source = "make_tiegcm_gpincfile.py, write_gpi_ncfile.py" ;<br> :Kp_source = "Geomagnetic Observatory Niemegk, GFZ German Research Centre for Geosciences [doi.org/10.5880/Kp.0001]" ;<br> :F107_source = "Observed solar flux provided by the Dominion Radio Astrophysical Observatory and Natural Resources Canada [ftp://ftp.seismo.nrcan.gc.ca/spaceweather/solar_flux/daily_flux_values/fluxtable.txt]" ;<br> :info = "When using this file, please cite the source as https://doi.org/10.5281/zenodo.8017409" ;<br>}</p>
Infilled and non-infilled HadEX-CAM dataset for the TX90p, TN90p, TX10p, TN10p ETCCDI indices
<p>All NetCDF files contain monthly gridded data for the European continent that span 1901-2018.</p> <p>Each file contain the data relative to a single extreme index that is indicated in the filename (e.g., "_TX90p_").</p> <p>The filenames with the prefix "original_" correspond to the original HadEX-CAM dataset that contains missing values indicated by NaN values.</p> <p>The filenames with the prefix "crai_" corresponds to the HadEX-CAM dataset infilled using our AI method (<a href="https://github.com/FREVA-CLINT/climatereconstructionAI">CRAI</a>).</p> <p>The filenames with the prefix "idw_" corresponds to the HadEX-CAM dataset infilled using the Inverse Distance Weighting technique with power parameter equals to 4.</p> <p>The filenames with the prefix "kriging_" corresponds to the HadEX-CAM dataset infilled using the ordinary Kriging technique with an exponential variogram model.</p> <p>The filenames with the prefix "diffusion_" corresponds to the HadEX-CAM dataset infilled using an adapted version of the <a href="https://github.com/openai/guided-diffusion">guided-diffusion</a> code.</p>
Safety and efficacy of Interferon y in Friedreich ataxia, using clinical and paraclinical indicators of disease
<p>The data shared in the Zenodo repository include clinical and instrumental data from a randomized clinical trial open label phase II in Friedreich's Ataxia patients that underwent a 6 months treatment with interferone gamma and 6 months follow-up. Permission to use the data will be given only on direct request, correspondence to Prof. Andrea Martinuzzi ( andrea.martinuzzi@lanostrafamiglia.it ).</p>
Research Compendium for: "Quina technology from Southwest China indicates diverse late-Pleistocene human dynamics in East Asia"
<div> <div> <div> <div> <p>✉ Correspondence: Hao Li <a href="mailto:lihao@itpcas.ac.cn">lihao@itpcas.ac.cn</a></p> <p>✉ Correspondence: Peiyuan Xiao <a href="mailto:xiaopeiyuan@itpcas.ac.cn">xiaopeiyuan@itpcas.ac.cn</a></p> <p>✉ Correspondence: Bo Li <a href="mailto:bli@uow.edu.au">bli@uow.edu.au</a></p> <p>✉ Correspondence: Davide Delpiano <a href="mailto:dlpdvd@unife.it">dlpdvd@unife.it</a></p> </div> </div> </div> <h3>Online access:</h3> <p>Zenodo DOI: <a href="https://doi.org/10.5281/zenodo.13762081">https://doi.org/10.5281/zenodo.13762081</a></p> <p>The files at the URL above will generate the results as found in the publication. The files hosted at <a href="https://github.com/PeiyuanXiao/Lithic-data-Longtan-site">https://github.com/PeiyuanXiao/Lithic-data-Longtan-site</a> are the development versions and may have changed since the paper was published.</p> <h3>Maintainer of this repository:</h3> <p>Peiyuan Xiao <a href="mailto:xiaopeiyuan@itpcas.ac.cn">xiaopeiyuan@itpcas.ac.cn</a></p> <p>Ben Marwick <a href="mailto:bmarwick@uw.edu">bmarwick@uw.edu</a></p> </div> <h3>Abstract:</h3> <p>The Late Pleistocene of Eurasia is key for understanding interactions between early modern humans and different types of archaic human groups. During this period, lithic technology shows more diversity and complexity, likely indicating flexible adaptative strategies. However, cultural variability as expressed by technological types remains vague in large parts of eastern Eurasia, like in China. Here we report a complete Quina technological system identified from the study of the Longtan site in Southwest China. This site has been securely dated to ca. 60–50 thousand years ago (ka), with compelling evidence of core exploitation, production of large and thick flakes, shaping and maintenance of scrapers exhibiting the whole Quina concept, typical of contemporary European Middle Paleolithic technologies developed by Neanderthal groups adapted to climatic oscillations during Marine Isotope Stage (MIS) 4 and early MIS 3. The finding of a Quina lithic assemblage in China not only demonstrates the existence of a Middle Paleolithic technology in the region, but also shows large-scale analogies with Neanderthal behaviors in western Europe. Longtan substantially extends the geographic distribution of this technical behavior in East Asia. Although its origin remains unclear, implications for Pleistocene hominin dispersal and adaptation to diverse ecological settings are considered. The Longtan lithic evidence also provides perspectives for understanding the cultural evolutionary situation before the large-scale arrivals of early modern humans in East Asia predating ~45 ka.</p> <h3>Keywords:</h3> <p>Middle Paleolithic; fluvial terrace; early MIS 3; Late Pleistocene; hominins</p> <div> <div> <h3>R packages and their versions:</h3> <p>Data processing & analyzing: <code>readxl (>= 1.4.3)</code>,<code>tidyverse (>= 2.0.0)</code>,<code>forcats (>= 1.0.0)</code>,<code>dunn.test (>= 1.3.6)</code>, other statistical testing methods use the corresponding functions in the R base package</p> <p>Plots creating: <code>tidyverse (>= 2.0.0)</code>,<code>ggpmisc (>= 0.5.6)</code>,<code>ggdist (>= 3.3.2)</code>,<code>MetBrewer (>= 0.2.0)</code>,<code>ggbeeswarm (>= 0.7.2)</code>,<code>cowplot (>= 1.1.3)</code>,<code>patchwork (>= 1.2.0)</code>,<code>ggtext (>= 0.1.2)</code>,<code>scales (>= 1.3.0)</code></p> </div> </div>
Dataset from the article "A comparative analysis between two flax varieties indicates lignan-mediated salt stress adaptiveness"
<p>This is a collection of raw data of the independent variables from the original research article “A comparative analysis between two flax varieties indicates lignan-mediated salt stress adaptiveness”.</p> <p> </p> <p>The file contents and descriptions are as follows:</p> <ol> <li>Biochemical Data.xlsx. This file contains the data of SOD, CAT, APX, GPOX, ROS, MDA, Proline, DPPH antioxidants, polyphenols, and phenolic acid assays.</li> <li>Genomic Data.xlsx. This file contains the Cq values of Cyklophilin, ETIF5A, microRNA 168a, microRNA 399g, and microRNA 828a obtained using the two-tailed qPCR assay.</li> <li>Morphological Data.xlsx. This file contains data on shoot-root length, root diameter, root volume, root branching, shoot-root weight, leaf count, and leaf relative water content assays.</li> </ol> <p> </p>
Figure 6 in Community properties of benthic molluscs as indicators of environmental stress induced by organic enrichment
Figure 6. Effect of increasing organic load on trophic net structure.
Geophysical indices input file for TIE-GCM
<p>A GPI_NCFILE input for the thermosphere-ionosphere-electrodynamics general circulation model (TIE-GCM; Richmond et al., 1992; doi: 10.1029/92GL00401).</p> <p>This file provides Daily F10.7, 81-day centered mean of F10.7, and Kp for the time period 1950-01-01 – 2023-01-10.</p> <p><strong>Netcdf file description</strong></p> <p><class 'netCDF4._netCDF4.Dataset'></p> <p>netcdf gpi_1950001_2023010 {<br> dimensions:<br> ndays = 26673 ;<br> nkp = 8 ;<br> variables:<br> int year_day(ndays) ;<br> year_day:long_name = "4-digit year followed by 3-digit day" ;<br> double f107d(ndays) ;<br> f107d:long_name = "Penticton observed daily 10.7 cm solar flux (sfu)" ;<br> double f107a(ndays) ;<br> f107a:long_name = "Penticton 81-day average 10.7 cm solar flux (sfu)" ;<br> double kp(ndays, nkp) ;<br> kp:long_name = "GFZ 3-hourly Kp index" ;</p> <p>// global attributes:<br> :title = "Geophysical indices input file for TIE-GCM" ;<br> :history = "Created: Tue Feb 21 09:56:36 2023" ;<br> :yearday_beg = 1950003 ;<br> :yearday_end = 2023008 ;<br> :author = "Timothy Kodikara (DLR.de)" ;<br> :write_source = "make_tiegcm_gpincfile.py, write_gpi_ncfile.py" ;<br> :Kp_source = "Geomagnetic Observatory Niemegk, GFZ German Research Centre for Geosciences [doi.org/10.5880/Kp.0001]" ;<br> :F107_source = "Observed solar flux provided by the Dominion Radio Astrophysical Observatory and Natural Resources Canada [ftp://ftp.seismo.nrcan.gc.ca/spaceweather/solar_flux/daily_flux_values/fluxtable.txt]" ;<br> :info = "When using this file, please cite the source as https://doi.org/10.5281/zenodo.7660253" ;<br> }</p> <p> </p>
Dataset related to article "Acute Blood Levels of Neurofilament Light Indicate One-Year White Matter Pathology and Functional Impairment in Repetitive Mild Traumatic Brain Injured Mice"
<p>Raw data related to the article "Acute Blood Levels of Neurofilament Light Indicate One-Year White Matter Pathology and Functional Impairment in Repetitive Mild Traumatic Brain Injured Mice"</p>
Fig. 4. Experimental and calculated ECD for 3 in Bond reactivity indices approach analysis of the [2+2] cycloaddition of jatrophane skeleton diterpenoids from Euphorbia gaditana Coss to tetracyclic gaditanone
Fig. 4. Experimental and calculated ECD for 3.
Indications and Related Factors for Caesarean Delivery, 1996 to 2002.
ClinicalTrials.gov study NCT00172978. IPD Sharing: Not stated. Countries: 1. Publications: 0.
Anemia and Surgery: Indications For Transfusion
ClinicalTrials.gov study NCT00005308. IPD Sharing: Not stated. Countries: 0. Publications: 0.
Expression profiling of human mesoangioblasts indicates that S1P induces differentiation towards smooth muscle cells
GEO Series GSE17596. Homo sapiens. 4 samples. Type: Expression profiling by array.
Transcriptomic fingerprints in human peripheral blood mononuclear cells indicative of genotoxic and non-genotoxic carcinogenic exposure
GEO Series GSE24891. Homo sapiens. 89 samples. Type: Expression profiling by array.
Surface Lin28A Expression Consistent With Cellular Stress Parallels Indicators of Senescence
GEO Series GSE186176. Mus musculus. 3 samples. Type: Expression profiling by high throughput sequencing.
Single-cell genetic analysis of clonal dynamics in colorectal adenomas indicates CDX2 gains as a predictor of recurrence
GEO Series GSE110221. Homo sapiens. 54 samples. Type: Genome variation profiling by genome tiling array.
Chronic restraint stress increases transcriptomic indicators of biological aging in mouse bone marrow leukocytes
GEO Series GSE157133. Mus musculus. 26 samples. Type: Expression profiling by array.
Integration of ATAC and RNA-Sequencing identifies chromatin and transcriptomic signatures in classical and non-classical zebrafish osteoblasts and indicates mechanisms of entpd5a regulation [ATAC]
GEO Series GSE267332. Danio rerio. 12 samples. Type: Genome binding/occupancy profiling by high throughput sequencing.
Microarray analysis indicates that vitamin A alters expression profiles of bovine intramuscular preadipocytes during adipogenesis
GEO Series GSE59166. Bos taurus. 4 samples. Type: Expression profiling by array.
Epigenetic patterns with aging and exercise are associated with indicators of healthspan in humans
GEO Series GSE85311. Homo sapiens. 38 samples. Type: Methylation profiling by array.
IRF1 activation and target gene induction drive all-trans retinoic acid efficacy in acute promyelocytic leukemia with potential as a predictive indicator for cancer treatment
GEO Series GSE292653. Homo sapiens. 2 samples. Type: Genome binding/occupancy profiling by high throughput sequencing.
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.