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.
1,474
datasets available to search
ShareScore release 0.9.0
Dataset results
1,474 results for “reliability”
Supplementary material 2 from: Thiel R, Knebelsberger T (2016) How reliably can northeast Atlantic sand lances of the genera Ammodytes and Hyperoplus be distinguished? A comparative application of morphological and molecular methods. ZooKeys 617: 139-164. https://doi.org/10.3897/zookeys.617.8866
Table S2 : Explanation note: Museum IDs and collection data for specimens of Ammodytes tobianus used for morphological analyses only.
Supplementary material 1 from: Thiel R, Knebelsberger T (2016) How reliably can northeast Atlantic sand lances of the genera Ammodytes and Hyperoplus be distinguished? A comparative application of morphological and molecular methods. ZooKeys 617: 139-164. https://doi.org/10.3897/zookeys.617.8866
Table S1 : Explanation note: Supplementary metadata for specimens used for both morphological and genetic analyses; Museum and Sample IDs are specimen identifiers, BOLD Process IDs are unique codes automatically generated for each record on BOLD, GenBank Accession NOs represent sequence identifiers.
Data from: Environmental DNA metabarcoding reliably recovers arthropod interactions which are frequently observed by video recordings of flowers
<p>Environmental DNA (eDNA) metabarcoding promises to be a cost- and time-efficient monitoring tool to detect interactions of arthropods with plants. However, observation-based verification of the eDNA derived data is still required to confirm whether the arthropods indeed previously interacted with the plant. Here we conducted a comparative analysis of the performance of eDNA metabarcoding and video camera observations to detect arthropod communities associated with sunflowers (<em>Helianthus annuus</em>, L.). We compared the taxonomic composition, interaction type, and diversity by testing for an effect of arthropod interaction time and occupancy on successful taxon recovery by eDNA. We also tested if pre-washing of the flowers successfully removed eDNA deposition from before the video camera recording, thus enabling a reset of the community for standardized monitoring. We find that eDNA and video camera observations recovered distinct communities, with about a quarter of the arthropod families overlapping. However, the overlapping taxa comprised ~90% of the interactions observed by the video camera. Interestingly, eDNA metabarcoding recovered more unique families than the video cameras, but approx. two-third of those unique observations were rare species. The eDNA-derived families were biased towards plant sap-suckers, showing that such species may deposit more eDNA than e.g. transient pollinators. We also find that pre-washing of the flower heads did not suffice to remove all eDNA traces, suggesting that eDNA on plants may be more temporally stable than previously thought. Our work highlights the great potential of eDNA as a tool to detect plant-arthropod interactions, particularly for specialized and frequently interacting taxa.</p>
FIGURE 1 in First reliable fossil record of the subfamily Rhysipolinae (Hymenoptera: Braconidae): a new subgenus and species of the genus Rhysipolis Foerster, 1863 from Baltic amber
FIGURE 1. Rhysipolis (Granulopolis) simutniki subgen. et sp. nov. (holotype, female, Baltic amber, # 9/24.1). (A) Habitus, lateral view. (B) Head and anterior half of mesosoma, ventro-lateral view. (C) Basal antennomeres of antenna, front view. (D) Apical flagellomeres of antenna (E) Head and mesosoma, ventro-lateral view. (F) Head and mesosoma, dorsal view. (G) Head, front view. (H) Hind leg, lateral view. (I) Ovipositor and sheaths, lateral view.
FIGURE 2 in First reliable fossil record of the subfamily Rhysipolinae (Hymenoptera: Braconidae): a new subgenus and species of the genus Rhysipolis Foerster, 1863 from Baltic amber
FIGURE 2. Rhysipolis (Granulopolis) simutniki subgen. et sp. nov. (holotype, female, Baltic amber, # 9/24.1). (A) Habitus, dorsal view. (B) Wings. (C) Metasoma and ovipositor, lateral view.
Figures and Data for "CO2 rock physics modeling for reliable monitoring of geologic carbon storage"
<p>The following data includes all data used to generate figures in this study. We will update the link to the paper once it is published. It has been accepted in Nature Comm Earth and Environment. LANL has approved this release: LA-UR-24-25434.</p>
Data for Emergent reliability in sensory cortical coding and inter-area communication
<p>The data for Ebrahimi, Sadegh, et al. "Emergent reliability in sensory cortical coding and inter-area communication." Nature 605.7911 (2022): 713-721.</p>
Protect Your Edmonton Property: Reliable Sump Pump Installation Solutions
<p>To avoid flooding in the basement, it is a good idea to install an <a href="https://shieldfoundationrepair.nicepage.io/blog/benefits-of-edmonton-sump-pump-installation-you-didnt-know-about.html"><strong>Edmonton sump pump</strong></a>. This will effectively remove any excess water from the foundation. The annoyance and expense of dealing with a flooded basement are things that homeowners may save themselves by doing this. A sump pump can also help keep the house structurally sound by reducing the likelihood of mildew and mould growth. In the case of heavy rain or runoff, the sump pump will ensure that the basement remains dry and secure, which is a relief.</p> <p>If your basement floods every time it rains in the spring or if you've noticed standing water near your home's foundation, a sump pump may be necessary. When water collects in low-lying areas, such as a basement or crawl space, a sump pump may remove it from the foundation and dispose of it properly by directing it to the sewer system. If you're still on the fence about whether or not a sump pump is a good investment for your home, consider these benefits.</p> <p>Installing a sump pump is a smart move any time of year, but especially during times of heavy rain when flooding is a real possibility. The absence of action will allow mould and mildew to flourish in these areas of standing water. Mildew and mould can degrade indoor air quality and lead to costly structural damage to your home.</p> <p>Finally, there are several benefits to having a sump pump in Edmonton that extend beyond just preventing basement flooding. The structural integrity and value of Edmonton real estate are greatly enhanced by sump pumps, which shield properties from water damage, mildew, and mould. Sump pumps also improve interior air quality, which is good for the health of building inhabitants.</p> <p>Shield Foundation Repair, Inc. has finally arrived! For more information about our sump pump solutions, please visit our website or call us at 780-760-4900. If you have any questions about installing a sump pump, how much it will cost, or what benefits it offers, we are here to help with any plumbing problem you may be having.</p> <h1>In most cases, how much does it cost to install a sump pump?</h1> <p>To protect your basement or other lower-level floor from flooding and water damage, a sump pump should be installed. Among its components are water-level or pressure-sensing valves and a motor unit that may transfer water from one spot to another, all within a reasonable distance from your home. A man-made trench is the usual location for subterranean sump pumps.</p> <p>The average cost to install a sump pump can be high, especially if you're not familiar with the area or are doing it for the first time. Sump pump installation services are usually rather cheap, but the cost quickly escalates when you include in the cost of a professional installer or if you want to do it yourself, any extra parts you'll need to buy.</p> <p><a href="https://www.shieldfoundationrepair.ca/services/drainage-installation-sump-pumps/"><strong>Edmonton sump pump installation</strong></a> costs can vary widely depending on factors including the type of pump, how challenging the installation is, and whether or not any other features or accessories are included. Think about the long-term benefits of a sump pump and how it can protect your home from water damage and structural issues. The upfront cost may be steep, but the investment will be more than compensated for by the security it provides and the absence of worry about floods. Homeowners can make better-informed decisions about sump pump installations when they know what to expect in terms of price.</p> <p>For the most part, when people think of a sump pump, they imagine the pump and motor as being one unit. Just as its name implies, a submersible sump pump is immersed inside the basin to save space and minimize noise. They should be completely resistant to corrosion and water, as their purpose is to endure substantial amounts of water. The submersion characteristic reduces the lifespan of these devices compared to pedestal pumps. As an added downside, they are more difficult to access for repairs or maintenance. This page lists the unit and installation costs for submersible sump pumps.</p> <p>It is highly recommended that you use a professional for sump pump installation rather than attempting the task on your own. A costly and inefficient ordeal awaits in the event of improper installation. Therefore, dial the number of Shield Foundation Repair Inc. immediately. If you are experiencing problems with your sump pump, we are happy to help you find the right solution.</p> <h2>A Homeowner's Guide to Understanding and Fixing Foundation Cracks</h2> <p>An indication that something went wrong is the presence of foundation cracks. Your priority should be to identify the type of foundation cracks you're dealing with. One effective way to repair cracks in foundations is with epoxy injection. This technique involves pouring epoxy into the cracks to seal them and form a firm bond that prevents further water entry. Hydraulic cement patching is an alternative method that uses a fast-setting cement mixture to successfully cover larger foundation cracks and holes.</p> <p>The total stability of the foundation can be enhanced by reinforcing the repaired areas with carbon fibre. To determine the best option for their unique situation, homeowners should be knowledgeable of these strategies and consider consulting an expert. The following are signs of possible structural cracks: stair-like fissures in brick or concrete block walls.</p> <ul> <li>fissures that extend horizontally throughout the framework of your home.</li> <li>straight vertical cracks arranged in a parallelogram.</li> <li>wide, diagonal cracks along the length of your walls.</li> <li>cracks along the length of your walls and even into your ceiling.</li> </ul> <p>Do you want to know what causes foundation cracks outside and how to fix them? If so, you've found the right spot, as it is precisely the topic that this essay will discuss. Among other things, we'll go over methods for avoiding foundation cracks and fixing them externally.</p> <h2>Get the Insider Knowledge on Sump Pumps from Local Experts</h2> <p>Regular inspections of your sump pump for signs of wear or malfunction, such as unusual vibrations or noises, are recommended by Shield Foundation Repair Inc. Clearing the discharge pipe of debris and ensuring it extends away from the foundation are further steps to take to prevent water from seeping back into the basement. Last but not least, protect your home from any flood damage by having a professional inspect and service your sump pump once a year.</p> <p>A sump pump is a very simple piece of equipment. I can confirm that it is a pump. If your home is ever flooded, the water will inevitably find its way to the sump pump, which is located at the lowest point on your land. The sump pit is where the pump is housed; in smaller pits, it may be placed on a pedestal, and in larger ones, it may be positioned below the water line. When the water level reaches a certain point, a float switch is activated, turning on the pump. After the water level drops low enough, the pump will keep sucking it out of the area.</p> <p>Once in a while, to get the pump going, fill the sump pit with a bucket. Here we have a simple functionality test.<br>Plan your maintenance. Unless you own a whole-house generator, you probably won't put this item to frequent use. Do not put off finding problems till an unfavourable time comes.<br>Consider bringing an extra battery just in case. If the power goes out, this backup pump will keep running—which is likely to happen in situations when a sump pump is needed.</p> <p>If you want to know more about sump pumps and anything else relating to home comfort, go over to Shieldfoundationrepair.com right now. Save money on services and more by taking advantage of our exclusive promotions!</p>
Laser ablation depth profile data for different IODP and ODP Sites and age intervals from Voigt et al. "Assessing the recrystallisation of planktonic foraminifera in Pelagic sediments and the reliability of Mg/Ca values with Laser Ablation (LA-) ICP-MS"
<p>These files contain the final processed laser ablation ICP-MS depth profiles of Mg/Ca and Sr/Ca through the shell walls of fossil planktonic foraminifera tests from specific time intervals from International Ocean Discovery Program (IODP) Sites U1334, U1335, U1336, U1337, U1338 and Ocean Drilling Program (ODP) SIte 1218 in the eastern equatorial Pacific.</p> <p>These data are from Voigt et al. "Assessing the recrystallisation of planktonic foraminifera in Pelagic sediments and the reliability of Mg/Ca values with Laser Ablation (LA-) ICP-MS", a manuscript submitted to the journal <em>Paleoceanography and Paleoclimatology</em></p>
Replication Package: Give an Inch and Take a Mile? Effects of Adding Reliable Knowledge to Heuristic Feature Tracing
<p>Dataset of the <strong>replication package</strong> for our paper <strong>Give an Inch and Take a Mile? Effects of Adding Reliable Knowledge to Heuristic Feature Tracing accepted </strong>at SPLC 2024 which will be published with ACM.<br>The dataset comprises</p> <ol> <li>the <strong>repositories</strong> (repos.zip) which served as subject systems for our study</li> <li>the <strong>ground truth</strong> as generated by VEVOS which we used to dertermine whether the computed feature traces are correct and to simulate the proactive traces</li> <li>the zipped source code of the <a href="https://github.com/VariantSync/trace-boosting/releases/tag/artifactSPLC2024">Github Release</a> of the comparison-based feature tracing library</li> <li>the zipped source code of the <a href="https://github.com/VariantSync/trace-boosting-eval/releases/tag/artifact-SPLC2024">Github Release</a> which implements the experiment and entire evaluation setup</li> </ol>
Measuring the reliability of binocular rivalry
<p>The dataset holds a Matlab structure m, with all the data published in Acquafredda et al., JoV 2023.<br>m = structure containing average data for generating the analyses and figures reported in the manuscript. It contains separate fields for the four different experiments and two experimental sessions, session1 and session2, where the variables below were measured.<br>Each of these fields has subfields containing the information detailed below, coded with the format (N x M) with N = number of participants and M = 1. <br>Variables reported in the structure:<br>OD: % Ocular dominance defined as the proportion of exclusive right-eye dominance (please see formula in the paper)<br>Mpd: % Mean durations of exclusive dominance phases<br>Mixed_prop: % proportion of the total testing time spent reporting mixed percepts <br>Bootstrapped_SE_ses1: %For each trial of session1 we represented perceptual reports as a list of phases, each linked with its duration and type (left eye, right eye, mixed). This list was resampled 10,000 times with reinsertion; for each resampling, we estimated the three parameters of interest. Finally, we took the standard deviation across these 10,000 values as a measure of standard error and combined standard errors across trials by taking the median. <br>Bootstrapped_SE_ses2: % same as described above, but for each trial of session2. <br>Bootstrapped_SE_diff: % for each of the 10000 resamplings described above, we computed the difference between the parameters of interest across the two session. This was repeated for each trial (trial 1 session 1 minus trial 1 in session 2, trial 2 in session 1 minus trial 2 in session 2, etc...). We took the standard deviation across these 10,000 differences as a measure of standard error and combined standard errors across trials by taking the median. We used this value as indicative of internal consistency.</p>
An adaptive and interpretable modeling architecture assisted rapid and reliable consensus prediction for hazardous properties of chemicals
<p>*the computational results of interpretable cases are available in the supporting information for interpretable case.xlsx ;</p> <p>*the training dataset is utilized for model training while the validation dataset is utilized for evaluating. </p>
Bug Report Analytics for Software Reliability Assessment using Hybrid Swarm-Evolutionary Algorithm
<p><span>There are in total 6 files.</span></p> <p><span><span>1.<span> </span></span></span><span>Out of these files three documents are related to datasets. Two are related to unrefined Eclipse and JDT files and third is refined data of Eclipse and JDT Project Failure Datasets which has been used for experimentation purpose.</span></p> <p><span><span>2.<span> </span></span></span><span>This package also includes code for all the models version wise for all versions of Eclipse and JDT projects.</span></p> <p><span><span>3.<span> </span></span></span><span>Sample Code has also been given for version 4.3 and 4.10. </span></p> <p><span>Steps to run </span></p> <p><span><span>a)<span> </span></span></span><span>In this code, Main ABCDE file needs to be run and different datasets could be executed on this file. This is for one type of datasets that is time domain dataset only. </span></p> <p><span><span>b)<span> </span></span></span><span>If anyone is interested in getting separate results for cumulative sum and failure intensity, separate file has been given. </span></p> <p><span><span>c)<span> </span></span></span><span>Code for ABCDE algorithm that is Swarm Evolutionary algorithm used in the paper has also been given in these files.</span></p>
FIGURES 28–31 in Towards reliable identification of male Dicerura: descriptions of three new and seven poorly known species in the Palearctic region (Diptera: Cecidomyiidae, Porricondylinae)
FIGURES 28–31. Dicerura unidentata, male, from Estonia. 28: Genitalia, ventral. 29: Ninth tergite, dorsal. 30: Gonostylus, ventral. 31: Tegmen and ejaculatory apodeme, ventral. Scales 0.05 mm. Arrows refer to characters described in the diagnosis.
FIGURES 19–21 in Towards reliable identification of male Dicerura: descriptions of three new and seven poorly known species in the Palearctic region (Diptera: Cecidomyiidae, Porricondylinae)
FIGURES 19–21. Dicerura furculata, male, from Finland. 19: Genitalia, ventral. 20: Gonostylus, ventral. 21: Tegmen and ejaculatory apodeme, ventral. Scales 0.05 mm. Arrows refer to characters described in the diagnosis.
FIGURES 25–27 in Towards reliable identification of male Dicerura: descriptions of three new and seven poorly known species in the Palearctic region (Diptera: Cecidomyiidae, Porricondylinae)
FIGURES 25–27. Dicerura Stipator, male, syntype. 25: Genitalia (gonostyli omitted), ventral. 26: Ninth tergite, dorsal. 27: Tegmen and ejaculatory apodeme, ventral. Scales 0.05 mm. Arrows refer to characters described in the diagnosis.
FIGURES 22–24 in Towards reliable identification of male Dicerura: descriptions of three new and seven poorly known species in the Palearctic region (Diptera: Cecidomyiidae, Porricondylinae)
FIGURES 22–24. Dicerura iridiS, male, from Latvia. 22: Genitalia, ventral. 23: Ninth tergite, dorsal. 24: Tegmen and ejaculatory apodeme, ventral. Scales 0.05 mm. Arrows refer to characters described in the diagnosis.
FIGURES 16–18 in Towards reliable identification of male Dicerura: descriptions of three new and seven poorly known species in the Palearctic region (Diptera: Cecidomyiidae, Porricondylinae)
FIGURES 16–18. Dicerura formoSa, male, from Sweden. 16: Genitalia, ventral. 17: Ninth tergite, dorsal. 18: Tegmen and ejaculatory apodeme, ventral. Scales 0.05 mm. Arrows refer to characters described in the diagnosis.
FIGURES 6–8 in Towards reliable identification of male Dicerura: descriptions of three new and seven poorly known species in the Palearctic region (Diptera: Cecidomyiidae, Porricondylinae)
FIGURES 6–8. Dicerura yezoenSiS, male, holotype. 6: Genitalia, ventral. 7: Ninth tergite, dorsal. 8: Tegmen (apex slightly distorted) and ejaculatory apodeme, ventral. Scales 0.05 mm. Arrows refer to characters described in the diagnosis.
FIGURES 13–15 in Towards reliable identification of male Dicerura: descriptions of three new and seven poorly known species in the Palearctic region (Diptera: Cecidomyiidae, Porricondylinae)
FIGURES 13–15. Dicerura foliicola, male, holotype. 13: Genitalia, ventral. 14: Ninth tergite, dorsal. 15: Tegmen and ejaculatory apodeme, ventral. Scales 0.05 mm. Arrows refer to characters described in the diagnosis.
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.