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.
688
datasets available to search
ShareScore release 0.9.0
Dataset results
688 results for “flat”
Photo 1 in Flat Bugs of French Guyana - a preliminary faunal list (Heteroptera, Aradidae)
Photo 1. Interception trap in a rainforest of French Guyana.
Photo 4 in Flat Bugs of French Guyana - a preliminary faunal list (Heteroptera, Aradidae)
Photo 4. Aradidae of French Guyana 3:
Figs. 42–43. Hadogenes soutpansbergensis n in New South African Flat Rock Scorpions (Liochelidae: Hadogenes)
Figs. 42–43. Hadogenes soutpansbergensis n.sp., metasoma and telson of? and / paratypes
Figs. 20–21. Hadogenes polytrichobothrius n in New South African Flat Rock Scorpions (Liochelidae: Hadogenes)
Figs. 20–21. Hadogenes polytrichobothrius n.sp., metasoma and telson of holotype? and paratype
Coral bleaching due to cold stress on a central Red Sea reef flat
<p>Ocean warming is leading to more frequent coral bleaching events. However, cold stress can also induce bleaching in corals. Here, we report observations of a boreal winter bleaching event in Jan 2020 in the central Red Sea, mainly within a population of the branching coral <em>Stylophora pistillata </em>on an offshore reef flat. Sea surface temperatures rarely fall below 24°C in this region, but data loggers deployed on several nearby reef flats recorded overnight seawater temperatures as low as 18°C just three days before the observations. The low temperatures coincided with an extremely low tide and cool air temperatures, likely resulting in the aerial exposure of the corals during the nighttime low tide event. The risk of aerial exposure is rare in winter months, as the Red Sea exhibits seasonal fluctuations in sea level with winter values typically 0.3-0.4m higher than in summer. These observations are notable for a region typically characterized as a high-temperature sea, and highlight the need for long-term monitoring programs as this rare event may have gone unnoticed.</p>
Correlation driven near-flat band Stoner excitations in a Kagome magnet
<p>The files contain the dataset for XAS and RIXS presented in the manuscript.</p> <p>The file Co_XAS_Fig1b.txt contains as xy columns the incident energy and intensity.</p> <p>The file CoO_XAS_Fig1b.txt contains as xy columns the incident energy and intensity.</p> <p>The file CSS_XAS_Fig1bc.txt contains as xy columns the incident energy and intensity.</p> <p>The file CoSn_RIXS_Fig4a.txt contains as xy columns the RIXS energy loss and intensity.</p> <p>The file CSS_RIXS_E_dep_Fig1cd.txt contains as xyxy... columns the RIXS energy loss and intensity. The header contains the values for the incident energies.</p> <p>The file CSS_RIXS_Fig1e.txt contains as xy columns the RIXS energy loss and intensity.</p> <p>The file CSS_RIXS_H_dep_Fig3a.txt contains as xyxy... columns the RIXS energy loss and intensity. The header contains the values for the different H.</p> <p>The file CSS_RIXS_L_dep_Fig3b.txt contains as xyxy... columns the RIXS energy loss and intensity. The header contains the values for the different L.</p> <p>The file CSS_RIXS_T_dep_Fig4a.txt contains as xyxy... columns the RIXS energy loss and intensity. The header contains the values for the different temperatures.</p>
Data for: Whole Animal Feed FLat (WAFFL): A complete and comprehensive validation of a novel high-throughput fly experimentation system
<p>Non-mammalian model organisms have been essential for our understanding of the mechanisms that control development, disease, and physiology, but they are underutilized in pharmacological and toxicological phenotypic screening assays due to their low throughput in comparison with cell-based screens. To increase the utility of using <em>Drosophila melanogaster</em> in screening, we designed the Whole Animal Feeding FLat (WAFFL), a novel, flexible, and complete system for feeding, monitoring, and assaying flies in a high-throughput format. Our 3-D printed system is compatible with inexpensive and readily available, commercial 96-well plate consumables and equipment. Experimenters can change the diet at will during the experiment and video record for behavior analysis, enabling precise dosing, measurement of feeding, and analysis of behavior in 96-well plate format. </p>
Data files for Constraints on axionlike particles from a combined analysis of three flaring Fermi flat-spectrum radio quasars
<p>In this repository, we provide data files in connection to our publication “Constraints on axionlike particles from a combined analysis of three flaring Fermi flat-spectrum radio quasars” submitted for publication in Physical Review D and available on the Arxiv: <a href="https://arxiv.org/abs/2211.03414">https://arxiv.org/abs/2211.03414</a></p> <p><br> In the paper, we analyze data from the Fermi Large Area Telescope (LAT) of three flat spectrum radio quasars (FSRQs): 3C454.3, 3C279, and CTA102, to search for signatures of oscillations between photons and axion-like particles (ALPs).<br> In this repository, we provide the following data:</p> <ul> <li>Files ending on *_data_seds.npy contain the spectral energy distributions (SEDs) measured with the Fermi LAT and extracted using the fermipy software</li> <li>Files ending on *_LLs.npy contain the log-likelihood values of our fits over a grid of ALP masses and photon-ALP couplings</li> <li>Files ending on *_Lambdas.npy contain the log-likelihood ratio test values of our fits over a grid of ALP masses and photon-ALP couplings</li> <li>Files ending on *_LL_thresh.npy contain the threshold values for the log-likelihood ratio test for which we can claim an exclusion at the 95% confidence level over a grid of ALP masses and photon-ALP couplings</li> <li>Files ending on*_contours.npy contain the upper limit contours.</li> </ul> <p>Files starting with "ALL" contain the likelihoods combined over all sources</p> <p>We also provide a minimal jupyter notebook, analysis_arrays.ipynb, that demonstrates how to read in the files.</p>
Supplementary data for "Flat does not mean 2D: Using X-ray microtomography to study insect wings in 3D"
<p>Supplementary data for "Flat does not mean 2D: Using X-ray microtomography to study insect wings in 3D". Contain all 3D CT-scans used for figures and analyses</p>
A Flat-lying Transitional Free Gas to Gas Hydrate System in a Sand Layer in the Qiongdongnan Basin of the South China Sea
<p>Most marine gas hydrate systems follow a vertical pattern with gas hydrate overlying free gas. Here we document the discovery of a novel flat-lying transitional gas to hydrate system in a horizontal sand layer in the Qiongdongnan Basin of the South China Sea. Eight wells were drilled by the Guangzhou Marine Geological Survey in 2021-2022 to investigate the occurrence and mechanisms responsible for the formation of the system. We describe a free gas-bearing sand reservoir at the center of the system sustained by advecting hot fluids and gas; away from the advecting zone, the cooler, surrounding sand reservoir is filled with gas hydrate. Observations at this site show that temperature has a large control on hydrate formation in sands and may be a key mechanism which allows gas migration and hydrate formation in high-saturation hydrate filled sands.</p>
Data of Forced-response characterization of PBF-LB/AlSi10Mg particle dampers with thin and flat cavities
<p>Powder Bed Fusion (PBF) enables the production of complex geometries which offer the opportunity to manufacture lightweight, stiffness-optimised or integrally designed components. Although these properties are usually advantageous for the performance in many applications, they pose disadvantages under vibration as they lead to low damped components. These are prone to high vibration amplitudes which result in higher sound radiation and a reduced lifetime. Particle damping can counteract these disadvantages. By including cavities during the design process, unmelted powder remains inside the component after its production. This powder dissipates energy under vibration by inelastic impacts and friction in particle-–particle or particle-–wall-interactions, increasing the damping characteristics of the component. In this work, additively manufactured AlSi10Mg specimens with cavities are investigated with respect to their damping characteristics by experimental modal analysis. The focus of the investigation is on thin and flat cavities that can be easily integrated into components without adapting the external geometry. The damping characteristics in dependence on excitation amplitude and mode are quantified. The extent to which settling effects of the powder during shaking influence the damping is analysed. The vibration of the specimens is forced by an electrodynamic shaker and their response is measured contactlessly via Scanning Laser Doppler Vibrometry (SLDV). A damping effect of up to 564% depending on the mode, excitation amplitude and specimen can be achieved. In addition, a significant settling effect of the powder which hampers the damping effect is identified by CT scans and modal analysis.<br> The data of the CT scans as well as the data of the modal analysis is uploaded here. </p>
Price and characteristics of flats for rent in Catalonia
<p>Important note: simulated dataset for carrying out an academic project.</p> <p>The dataset contains the list of rental flats in Catalonia present on the website of a real estate agency as of April 10, 2023, with the location, price, square meters and relevant characteristics of the flat.</p>
Synthetic flat ntuples in the ROOT data format
<p>These two datasets contain flat ntuples in the ROOT data format, synthetically produced using a ROOT macro. ROOT is the typical data format for storing High Energy Physics (HEP) data. In the ROOT context, a flat ntuple stores data not in the form of C++ object but each branch contains simple numbers (e.g. floating point numbers, integers) or vectors whose dimension might vary on an event-by-event basis.</p> <p>The two datasets have similar content and we distinguish them by adding the suffix <em>bkg</em> and <em>sgn</em> which stands for background and signal. There is no specific physics meaning behind these data. The two datasets contain both 5M of events and 50 branches, of which 10 contain integers, 10 floating point numbers, 10 vectors of integers, and 20 vectors of floating point numbers. The distributions used to fill the datasets are: gaussian, uniform, and exponential. The two datasets differ only on the content of two branches filled with vectors of floating point numbers, where a different mean and standard deviation have been set.</p> <p>These datasets have been produced to test the performance of the MLaaS4HEP framework. More info on the MLaaS4HEP framework in <a href="https://doi.org/10.1007/s41781-021-00061-3">https://doi.org/10.1007/s41781-021-00061-3</a></p>
Automated Earthquake Catalogues for CHARGE & CHARSME/CSN networks in South America (Pampean Flat Slab)
<p>This repository includes:</p> <p>1. Gzipped automated catalogues of earthquake locations with P and S arrival times for:</p> <ul> <li>The CHARGE network - charge.data.gz</li> <li>The CHARSME and CSN networks - charsme_csn.data.gz</li> </ul> <p>2. A README explaining the information in each column </p>
Dataset of paper "Evaluation of the uniformity of UVA LED illumination on flat surfaces: Discrete Ordinate Method, Single Axis, and Surface Scanning Radiometry"
<p>Dataset of paper "Evaluation of the uniformity of UVA LED illumination on flat surfaces: Discrete Ordinate Method, Single Axis, and Surface Scanning Radiometry"</p> <ul> <li>Maximum Horizontal Intensity plots from discrete ordinates model simulations</li> <li>Maximum Horizontal Intensity plots from radiometry scans</li> <li>Peak intensity measurements for a UV LED lamp using Radiometry and DOM simulations</li> <li>Power measurements from DOM and radiometry measurements across a flat surface for a UV LED lamp</li> <li>Homogeneity data of irradiance on a flat surface</li> </ul>
Data set for "Electrical detection of the flat band dispersion in van der Waals field-effect structures"
<p>Data set for "Electrical detection of the flat band dispersion in van der Waals field-effect structures" paper published in doi:10.1038/s41565-023-01489-x</p>
Effectiveness of Core Stability Exercises on Foot Posture, Function and Limb Alignment in Flexible Flat Feet Patients
ClinicalTrials.gov study NCT06567509. IPD Sharing: Not stated. Countries: 0. Publications: 4.
Study of Flat Polyp Detection Using New Narrow Band Imaging (NBI) Compared to White Light Colonoscopy - The FIND FLAT Colonoscopy Study
ClinicalTrials.gov study NCT01310699. IPD Sharing: Not stated. Countries: 1. Publications: 6.
FLuctuATion Reduction With inSULin and Glp-1 Added togetheR (FLAT-SUGAR)
ClinicalTrials.gov study NCT01524705. IPD Sharing: YES. Countries: 1. Publications: 46.
Coral bleaching due to cold stress on a central Red Sea reef flat
Open the record for dataset details and reuse information.
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.