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.
6,467
datasets available to search
ShareScore release 0.9.0
Dataset results
6,467 results for “process”
Processed data from "Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits"
<p>This is the processed data from our manscript "Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits"</p>
Processed data from "Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits"
<p>This is the processed data from our manscript "Human and rat skeletal muscle single-nuclei multi-omic integrative analyses nominate causal cell types, regulatory elements, and SNPs for complex traits"</p>
Östra Eneby 27 1 Leonardsberg Procession
Laserscan of the procession on this panel Source: Objaverse 1.0 / Sketchfab
Red Queen processes drive positive selection on Major Histocompatibility Complex (MHC) genes
<p>The dataset for the manuscript "Red Queen processes drive positive selection on Major Histocompatibility Complex (MHC) genes" submitted to PLOS Computational Biology. The dataset is packed in ZIP archive 'MHC_PosSel_dataset.zip' and contain the results of the simulation model.</p>
High Throughput Multispectral Image Processing with applications in Food Science
<p>Raw image samples for the PLoS ONE paper entitled "High Throughput Multispectral Image Processing with applications in Food Science".</p> <p>Segmented images for the PLoS ONE paper entitled "High Throughput Multispectral Image Processing with applications in Food Science".</p>
Data Processing for a Small-Scale Long-Term Coastal Ocean Observing System Near Mobile Bay, Alabama: A Geoscience Papers of the Future (GPF) Data Set
<p>The Dauphin Island Sea Lab (DISL) has been operating a permanent moored oceanographic station at 30 05.410'N, 88 12.694'W, 25 km southwest of the entrance to Mobile Bay, Alabama, since 2004. It collects hydrographic and current velocity data.</p> <p>This set of data files was collected between 27 Jan and 18 May 2011. It includes the raw data at initial download from the instruments, several intermediate processing steps, and final processed files ready for initial scientific analysis.</p> <p>The files have been prepared as supplementary material for a Geoscience Paper of the Future (GPF) in prep for publication at Earth and Space Science, as part of the OntoSoft GPF Initiative.</p> <p> </p>
Leaf processing behavior in Atta leafcutter ants: 90% of leaf cutting takes place inside the nest, and ants select pieces that require less cutting
<p>Leafcutter ants cut trimmings from plants, carry them to their underground nests, and cut them into smaller pieces before inoculating them with a fungus that serves as a primary food source for the colony. Cutting is energetically costly, so the amount of cutting is important in understanding foraging energetics. Estimates of the cutting density, meters of cutting per square meter of leaf, were made from samples of transported leaf cuttings and of fungal substrate from field colonies of <em>Atta cephalotes</em> and <em>Atta colombica</em>. To investigate cutting inside the nest, we made leaf-processing observations of our laboratory colony, <em>A. cephalotes</em>. We did not observe the commonly reported reduction of the leaf fragments into a pulp, which would greatly increase the energy cost of processing. Video clips of processing behaviors, including behaviors that have not previously been described, are linked. An estimated 2.9 (+0.3) kilometers of cutting with mandibles was required to reduce a square meter of leaf to fungal substrate. Only about 12% (+ 1%) of this cutting took place outside of the nest. The cutting density and energy cost is lower for leaf material with higher ratios of perimeter to area, so we tested for, and found that the laboratory ants had a preference for leaves that were pre-cut into smaller pieces. Estimates suggest that the energy required to transport and cut up the leaf material is comparable to the metabolic energy available from the fungus grown on the leaves, and so conservation of energy is likely a particularly strong selective pressure for leafcutter ants.</p>
Institutions and Cultural Diversity: Effects of Democratic and Propaganda Processes on Local Convergence and Global Diversity.
<p>In a connected world where people influence each other, what can cause a globalized monoculture, and which measures help to preserve the coexistence of cultures? Previous research has shown that factors such as homophily, population size, geography, mass media, and type of social influence play important roles. In the present paper, we investigate for the first time the impact that institutions have on cultural diversity. In our first three studies, we extend existing agent-based models and explore the effects of institutional influence and agent loyalty. We find that higher institutional influence increases cultural diversity, while individuals' loyalty to their institutions has a small, preserving effect. In three further studies, we test how bottom-up and top-down processes of institutional influence impact our model. We find that bottom-up democratic practices, such as referenda, tend to produce convergence towards homogeneity, while top-down information dissemination practices, such as propaganda, further increase diversity. In our last model – an integration of bottom-up and top-down processes into a feedback loop of information – we found that when democratic processes are rare, the effects of propaganda are amplified, i.e. more diversity emerges; however, when democratic processes are common, they are able to neutralize or even reverse this propaganda effect. Importantly, our models allow for control over the full spectrum of diversity, so that a manipulation of our variables can result in preferred levels of diversity, which will be useful for the study of other factors in the future. We discuss possible mechanisms behind our results, possible applications, and implications for political and social sciences.</p>
US FDA FAERS Drug Adverse Event Dataset Processed as Relational CSV
<p>WARNING: This is an early attempt at processing a large dataset, and I have not yet completely validated the processing scripts or the resulting CSV files.</p> <p>This is a compressed archive of the US FDA FAERS Drug Averse Event database, obtained from open.fda.gov (https://open.fda.gov) and processed with scripts that I wrote (https://github.com/dbuijs/faers2csv) to convert the 100 GB of JSON files into relational CSV that take up approximately 6 GB of space and are suitable for loading into a relational database such as PostgreSQL. </p> <p>This version of the data was processed on January 29, 2016. </p> <p>faerscsv.tar.bz2 expands into a folder called csv, with 4 relational CSV files for each source JSON file.</p> <p>faerstats.tar.bz2 expands into a folder called stats, with a text file for each CSV file containing summary statistics generated by csvstat (Python CSVkit).</p>
Data Processing for a Small-Scale Long-Term Coastal Ocean Observing System Near Mobile Bay, Alabama: A Geoscience Papers of the Future (GPF) Workflow Diagram
<p>The Dauphin Island Sea Lab (DISL) has been operating a permanent moored oceanographic station at 30 05.410'N, 88 12.694'W, 25 km southwest of the entrance to Mobile Bay, Alabama, since 2004. It collects hydrographic and current velocity data.</p> <p>This diagram shows the processing steps for data from the instruments at this mooring, from initial download to initial scientific analysis. The accompanying text explains how to apply the workflow to the example dataset (10.5281/zenodo.18943) using the provided software (10.5281/zenodo.32741). </p> <p>The files have been prepared as supplementary material for a Geoscience Paper of the Future (GPF) in prep for publication at Earth and Space Science, as part of the OntoSoft GPF Initiative.</p>
Systemic inflammation: methodological approaches to identification of the common pathological process
<p>Files are dataset for submitted manuscript <strong>Systemic inflammation: methodological approaches to identification of the common pathological process. </strong>All primary data both of septic and nonifectious pathologies are included.</p>
Towards Compliance Checking between Business Process Models and Lawful States of Objects
<p>Dataset from publication http://ceur-ws.org/Vol-1230/paper-03.pdf </p>
Data file for the paper "Using corrosion-like processes to remove poisons from electrocatalysts: a viable strategy to chemically regenerate irreversibly poisoned polymer electrolyte fuel cells", Electrochimica Acta 2016, DOI: 10.1016/j.electacta.2016.11.054
<p>Data used in producing the figures in the paper described below</p> <p>If you use this data then please specify as a reference</p> <p>B. K. Kakati, A. R. J. Kucernak, and K Fahy, "Using corrosion-like processes to remove poisons from electrocatalysts: a viable strategy to chemically regenerate irreversibly poisoned polymer electrolyte fuel cells "Electrochimica ActaDOI: 10.1016/j.electacta.2016.11.054</p> <p>Supported by funding from the Engineering and Physical Sciences Research Council under project EP/I037024/1 and the Technology Strategy board under the IDP11 framework for project 102283. </p>
FIGURES 9–14 in A new Neotropical species of Tanytarsus van der Wulp, 1874 (Diptera: Chironomidae), with an unusual anal process
FIGURES 9–14. Tanytarsus caipira sp. n., larva. 9. Clypeal seta S3 and antennal bases. 10. Antenna. 11. Premandible. 12. Mandible. 13. Mentum and ventromental plates. 14. Anal end, lateral view. 15. Claws of posterior parapods. Scales: Figs 9–13 = 100 Μm; Fig. 14 = 500 Μm; Fig. 15 = 50 Μm.
FIGURES 5–8 in A new Neotropical species of Tanytarsus van der Wulp, 1874 (Diptera: Chironomidae), with an unusual anal process
FIGURES 5–8. Tanytarsus caipira sp. n., pupa. 5. Frontal apotome. 6. Thorax. 7. Abdominal tergites. 8. Anal comb. Scales: Fig. 5 = 100 Μm; Figs 6–7 = 500 Μm; Fig. 8 = 50 Μm.
FIGURES 1–4 in A new Neotropical species of Tanytarsus van der Wulp, 1874 (Diptera: Chironomidae), with an unusual anal process
FIGURES 1–4. Tanytarsus caipira sp. n., adults. 1. Male hypopygium, left dorsal, right ventral. 2. Male hypopygium, lateral. 3. Spurs of fore, mid and hind tibiae. 4. Female genitalia. Scale: 100 Μm.
FIGURES 53–57. Otostigmus rugulosus striaturatus syntypes. Fig. 53. Forcipular coxosternal toothplates and trochanteroprefemoral processes ZMHB specimen. Fig. 54. Sternite 13 NMHB specimen. Fig. 55 in A revision of the rugulosus group of Otostigmus subgenus Otostigmus Porat, 1876 (Chilopoda: Scolopendromorpha: Scolopendridae)
FIGURES 53–57. Otostigmus rugulosus striaturatus syntypes. Fig. 53. Forcipular coxosternal toothplates and trochanteroprefemoral processes ZMHB specimen. Fig. 54. Sternite 13 NMHB specimen. Fig. 55. Terminal segments and prefemur of right ultimate leg NMHB specimen (coxopleural pores not shown). Fig. 56. Detail of coxosternal spines NMHB specimen. Fig. 57. Forcipular coxosternal toothplates ZSM specimen. Scale line = 0.1 mm.
FIGURES 27 – 30. Otostigmus feae. Holotype. Fig. 27. Forcipular coxosternal toothplates and right trochanteroprefemoral process. Fig. 28. Sternite 10. Fig. 29. Tergite 21 and coxopleural processes. Fig. 30. Sternite 21 in A revision of the rugulosus group of Otostigmus subgenus Otostigmus Porat, 1876 (Chilopoda: Scolopendromorpha: Scolopendridae)
FIGURES 27 – 30. Otostigmus feae. Holotype. Fig. 27. Forcipular coxosternal toothplates and right trochanteroprefemoral process. Fig. 28. Sternite 10. Fig. 29. Tergite 21 and coxopleural processes. Fig. 30. Sternite 21. Scale line = 0.5 mm.
FIGURES 14–19. Otostigmus astenus. Fig. 14. Forcipular coxosternal toothplates and left trochanteroprefemoral process. Holotype. Fig. 15. Sternite 21 in A revision of the rugulosus group of Otostigmus subgenus Otostigmus Porat, 1876 (Chilopoda: Scolopendromorpha: Scolopendridae)
FIGURES 14–19. Otostigmus astenus. Fig. 14. Forcipular coxosternal toothplates and left trochanteroprefemoral process. Holotype. Fig. 15. Sternite 21 and coxopleural processes. Holotype (coxopleural pores not shown; dashed lines indicate limits of pore field). d—dorsal spine. Fig. 16. Prefemora of ultimate legs dorsal. Holotype. Fig. 17. Antennomeres 1–3 dorsal. "Cormocephalus calcitrans" Upolu Island, Samoa. Fig. 18. Forcipular coxosternal toothplates and left trochanteroprefemoral process. "C. calcitrans". Fig. 19. Terminal segments and prefemora of ultimate legs ventral. "C. calcitrans" (coxopleural pores not shown). Scale line = 1 mm except figs. 16 and 17 = 0.5 mm
FIGURES 1–7. Otostigmus rugulosus. Fig.1. Forcipular coxosternal toothplates and left trochanteroprefemoral process. Syntype specimen 1. Fig. 2. Tergite 12. Syntype specimen 1. Fig. 3. Sternite 12. Syntype specimen 1. Fig. 4. Terminal segments ventral. Syntype specimen 1 in A revision of the rugulosus group of Otostigmus subgenus Otostigmus Porat, 1876 (Chilopoda: Scolopendromorpha: Scolopendridae)
FIGURES 1–7. Otostigmus rugulosus. Fig.1. Forcipular coxosternal toothplates and left trochanteroprefemoral process. Syntype specimen 1. Fig. 2. Tergite 12. Syntype specimen 1. Fig. 3. Sternite 12. Syntype specimen 1. Fig. 4. Terminal segments ventral. Syntype specimen 1 (coxopleural pores not shown). Fig. 5. Terminal segments ventral. Syntype specimen 2 (coxopleural pores not shown). Fig. 6. Ultimate leg prefemur ventral from a syntype. Fig. 7. Forcipular coxosternal toothplates and left trochanteroprefemoral process. Solitude, Rodrigues after Lewis (2002). Scale line = 0.5 mm.
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.