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Figure 8. Southwestern Cyllopsis pyracmon and three other Cyllopsis species. C. pyracmon has two forms, a in A salticid archetype for salticid spiders
Figure 8. Southwestern Cyllopsis pyracmon and three other Cyllopsis species. C. pyracmon has two forms, a darker spring form (1-2) and a lighter fall form (3-6), although some individuals may be intermediate. The tropical species shown here (7, 9) have a less pronounced salticid image on each hindwing, but retain the large eyes. Along with Neonympha (Figure 9), these are members of a very large, mostly Neotropical, clade of butterflies with ocelli on the margins of the wings (Euptychiina; MarÍNn et al. 2019). Attribution and ©: 1, Pierre Deviche; 2, tomoclark; 3, Dianna-Terry Hibbitts; 4, Greg Lasley; 5, 7 Roger Rittmaster; 6, James A. Giroux; 8, Mark and Holly Salvato; 9, Bodo NunSez Oberg.
X-ray diffraction data of twinned gamma-form of o-nitroaniline
<p>The diffraction data are of the gamma-form of o-Nitroaniline, C<sub>6</sub>H<sub>6</sub>N<sub>2</sub>O<sub>3</sub>. This compound is known to be polymorphic; the alpha-form is probably amorphous, while the beta- and gamma-forms are crystalline. Difficulties with the unit-cell determination of the gamma-form were reported as a consequence of twinning. These newly recorded diffraction data are of a twinned crystal.</p> <p>The raw data and processing with EVAL are described in details in IUCrData as a Raw Data Letter [Lutz & Kroon-Batenburg, IUCrData (2022].</p> <p>The data were recorded on a Bruker ApexII diffractometer and stored as .sfrm files. They were also converted with Bruker imagesum.py script as part of the APEXII software to full .cbf files.</p>
PiH Dataset for Determining Exception Context in Assembly Operations form Multimodal Data
<p>PiH Dataset used in Simonič, M.; Majcen Hrovat, M.; Džeroski, S.; Ude, A.; Nemec, B. Determining Exception Context in Assembly Operations from Multimodal Data. <em>Sensors</em> <strong>2022</strong>, <em>22</em>, 7962. https://doi.org/10.3390/s22207962</p> <p>The dataset consists of color images of different outcomes of the PiH task as well as the corresponding Cartesian pose of the robot end-effector and force torque data. Data is organized into two folders, representing one of the two possible insertion slots. In each of the folders, data is further split into the following cases:<br> - error in insertion target position ranging from -10 to 10 mm in x direction in 1 mm steps,<br> - error in insertion target position ranging from -10 to 10 mm in y direction in 1 mm steps,<br> - no positional error.</p> <p>Multiple attempts were made for each case.</p> <p>Each entry has unique date-time tag and comprises: RGB image (.jpg) and .mat file with <em>states </em>object that contains reference and measured target pose in Cartesian space (positions and quaternions) and raw force-torque sensor data and force-torque data transformed to the tool frame.</p> <p>The experiments were performed with Franka Emika Panda collaborative robot. For acquisition of image data an Intel Realsense D435 RGB-D camera has been utilized. </p>
Rings Insertion Dataset for Determining Exception Context in Assembly Operations form Multimodal Data
<p>Rings Insertion Dataset used in Simonič, M.; Majcen Hrovat, M.; Džeroski, S.; Ude, A.; Nemec, B. Determining Exception Context in Assembly Operations from Multimodal Data. <em>Sensors</em> <strong>2022</strong>, <em>22</em>, 7962. https://doi.org/10.3390/s22207962</p> <p>The dataset consists of color images of different outcomes of the ring insertion task as well as the corresponding Cartesian pose of the robot end-effector and force torque data. Data is organized into four folders, representing one of the possible insertion slots. In each of the folders, data is further split into the following cases:<br> - error in insertion target position ranging from -3 to 3 mm in x direction in 1 mm steps,<br> - error in insertion target position ranging from -3 to 3 mm in y direction in 1 mm steps,<br> - no positional error,<br> - other unidentified error (bad insertion).</p> <p>Multiple attempts were made for each case.</p> <p>Each entry has unique date-time tag and comprises: RGB image (.jpg) and .mat file with <em>states </em>object that contains reference and measured target pose in Cartesian space (positions and quaternions) and raw force-torque sensor data and force-torque data transformed to the tool frame.</p> <p>The experiments were performed with Franka Emika Panda collaborative robot. For acquisition of image data an Intel Realsense D435 RGB-D camera has been utilized. </p>
Cyanobacterial- and moss-forming biocrusts consistently mitigate the temperature sensitivity of microbial respiration along a continental precipitation gradient
<p>1. Biocrusts are prevalent and participate in many soil organic carbon (C) processes in drylands. The predicted increase in aridity will expand the biocrust cover and significantly impact soil organic C dynamics. However, how biocrusts change soil organic C decomposition and what factors drive the effect in response to climate warming remains largely unknown at a continental scale.</p> <p>2. We measured microbial respiration and its temperature sensitivity (Q10) in bare soil lacking biocrusts and two universal biocrusted soils (cyanobacterial- and moss-crusted soil) from 43 sites across a precipitation gradient from 39 mm to 443 mm to evaluate the relative effects of biocrusts on Q10 and the driving forces in northern China's dryland.</p> <p>3. Microbial respiration increased and Q10 decreased with increasing precipitation in bare soil, cyanobacterial- and moss-crusted soil. Biocrusts positively affected microbial respiration, with a more substantial magnitude by moss crusts than cyanobacterial crusts. Biocrusts negatively impacted Q10, and the magnitudes were similar between moss and cyanobacterial crusts. Most importantly, the relative effects of biocrusts on microbial respiration and Q10 increased with decreasing precipitation.</p> <p>4. The positive effects of biocrusts on soil organic C content and microbial biomass carbon were positively correlated with the level of increased microbial respiration. Contrastingly, the magnitude of reduced Q10 was attributed to the biocrusts' positive effects on soil organic C quality and adverse effects on the ratio of fungal to bacterial PLFAs (F: B).</p> <p>5. Our study provides strong evidence that biocrusts decrease the temperature sensitivity of microbial respiration in northern China's dryland. This result suggests that the predicted expanding biocrust cover is crucial for maintaining the soil organic C stability by buffering the positive impacts of climate warming on soil organic C decomposition in drylands.</p>
Eastern Sigillata C Hayes Form 1
Profile after http://kenchreai.org/kaa/kcp/kp1990-002 (Kenchreai Archaeological Archive). Source: Objaverse 1.0 / Sketchfab
Terminal in the Form of Garuda, 12th-13th C CE
Cambodian bronze Terminal in the Form of Garuda, 12th-13th C CE, now in the collection of the Minneapolis Institute of Art. More information here: https://collections.artsmia.org/art/1780/terminal-in-the-form-of-garuda-cambodia The model in VR / AR is larger than Garuda's actual size (18cm / 7 inches tall). Source: Objaverse 1.0 / Sketchfab
The belt form Illerup Ådal – 3D reconstruction 2
The reconstructed belt comes from a war booty sacrifice site, **Illerup Ådal**, in Denmark. The belt (inv. no. SAHR) dates to the beginning of the 3rd century AD. Location: The Moesgard Museum (https://www.moesgaardmuseum.dk). The belt was reconstructed in 3dsMax and Unreal Engine 4 by using original photographs by J. Ilkjær. The authors of the reconstruction are Aleksei Moskvin, Mariia Moskvina (Saint Petersburg State University of Industrial Technologies and Design) and Martijn A. Wijnhoven (VU University Amsterdam). https://independent.academia.edu/AlekseiMoskvin https://independent.academia.edu/MariiaMoskvina https://vu-nl.academia.edu/MartijnAWijnhoven Source: Objaverse 1.0 / Sketchfab
Vessel in the form of a llama rider
This vessel in the shape of a llama rider comes from the Moche culture, which flourished in northern Peru from about 100 to 700 AD. The vessel is now in the Bonn Collection of the Americas at the University of Bonn. Inv.-Nr. 4500 Hardware: Nikon D7500, Nikon 40 mm macro Software: RealityCapture, Substance Designer, Blender Source: Objaverse 1.0 / Sketchfab
Global Habitat Suitability for Framework-Forming Cold-Water Corals
<p>Global habitat suitability model outputs for several species of Scleractinian corals from the publication:</p> <p><strong>Davies, A.J. & Guinotte, J.M. (2011) Global Habitat Suitability for Framework-Forming Cold-Water Corals. PLoS ONE 6(4): e18483. doi:10.1371/journal.pone.0018483</strong></p> <p>Files are ArcGIS compatible LZW compressed TIFF image, the values are:</p> <ul> <li>0-100 = habitat suitability value (was 0-1 but to save space, data has been converted to 8 bit unsigned integer type)</li> <li>255 = no data</li> </ul> <p>The 5 point categorical colour scale used in the publication is available in each species zip file <em>"5_point_categorical_scale.lyr". </em>Which is compatible with ArcGIS.</p>
3D-coordinates of the complex formed by TRN-1 and CA hexamer from HIV-1 and MD simulation of H27 with CA hexamer
<p>The complex formed by HIV-1 CA hexamer (based on 3H4E) and Transportin-1 (TRN-1, based on 4FQ3) was first obtained by rigid docking and optimized by MD simulations and finally energy minimized using NAMD program and Charmm36m force field. This complex was used for the in silico screening study for discovering new antiviral drugs.</p> <p>The 3D coordinates (PDB file) of CA hexamer in presence of H27</p> <p>The corresponding trajectory of MD simulation (500 ns) of H27 with CA hexamer in order to find preferential binding sites (trajectory reduced or strided for reducing the size of the file</p>
A heterogenous mantle and crustal structure formed during the early differentiation of Mars
<p>Highly siderophile element abundances and Os isotopes of nakhlite and chassignite meteorites demonstrate that they represent a comagmatic suite from Mars. Nakhlites experienced variable assimilation of >2 Ga altered high Re/Os basaltic crust. This basaltic crust is distinct from the ancient crust represented by meteorites Allan Hills 84001, or impact-contaminated Northwest Africa 7034/7533. Nakhlites and chassignites that did not experience crustal assimilation were extracted from a depleted lithospheric mantle distinct from the deep plume source of depleted shergottites. The comagmatic origin for nakhlites and chassignites demonstrates a layered martian interior comprising ancient enriched basaltic crust derived from trace element-rich shallow magma ocean cumulates, a variably metasomatized mantle lithosphere, and a trace element-depleted deep mantle sampled by plume magmatism.</p>
Data archive for: Chain forming diatoms use different strategies to avoid diffusion limited N assimilation
<p>Data archive for: “Chain forming diatoms use different strategies to avoid diffusion limited N assimilation” published in <em><strong>Limnology and Oceanography (L&O), <a href="https://doi.org/10.1002/lno.12677">https://doi.org/10.1002/lno.12677</a></strong></em>.</p> <p> </p> <p>Dataset of single cell assimilation of DIC and NO<sub>3</sub><sup>-</sup> by <em>Skeletonema marinoi</em> in the exponential and stationary growth phase captured using secondary ion mass spectrometry (SIMS) and stable isotopic tracers. The data set contains the data used in the study and the outliers excluded from further analysis.</p> <p> </p> <p>Two strains (Strain 1 and Strain 2) were incubated during either the exponential or stationary growth phase over 24h with <sup>15</sup>N enriched NO<sub>3</sub><sup>-</sup> and <sup>13</sup>C enriched DIC. The cell specific DIC and NO<sub>3</sub><sup>-</sup> assimilation was measured using SIMS.</p> <p>See the main manuscript for a extensive experimental setup and more details.</p> <p><strong>Each file is uploaded as both a .CSV and .XLSX, so that you can choose which you prefer.</strong></p> <p> </p> <p><strong>Row description:</strong></p> <p>Each row represents one <em>Skeletonema marinoi cell</em>.</p> <p><strong>Column description: </strong></p> <p><em>Single.cell:</em> if the cell was a solitary cell (y) or not (n)</p> <p><em>End.cell:</em> if the cell was located at the end of a chain (y) or not (n)</p> <p><em>Chain_position:</em> a number assigned to identify every cell in a chain starting with 1 at one end of the chain</p> <p><em>Chain_length_numeric:</em> the total number of cells in the chain</p> <p><em>Chain_length_max_6: </em>the total number of cell in the chain, all numbers larger than 6 are pooled together and labelled >6</p> <p><em>Two_chain:</em> if the cell was in a chain consisting of only 2 cells (y) or not (n)</p> <p><em>Cell_information:</em> whether the cell was a solitary cell (Single cell), found in a two cell chain (Two cell chain), found at the end of a chain longer than 2 cell (End cell), or in the middle of a chain longer than 3 cells (Middle cell).</p> <p><em>Chain:</em> a identifying number assigned to differentiate the different chains</p> <p><em>C_fmol_per_cell_day:</em> DIC assimilated in fmol cell<sup>-1</sup> day<sup>-1</sup></p> <p><em>N_fmol_per_cell_day:</em> NO<sub>3</sub><sup>-</sup> assimilated in fmol cell<sup>-1</sup> day<sup>-1</sup></p> <p> </p> <p> </p>
Data from: Beyond the colony-forming-unit: Rapid bacterial evaluation in Osteomyelitis
<p>Examination of bacteria/host cell interactions is important for understanding the aetiology of many infectious diseases. The colony-forming-unit (CFU) has been the standard for quantifying bacterial burden for the past century, however, this suffers from low sensitivity and is dependent on bacterial culturability in vitro. Our data demonstrate the discrepancy between the CFU and bacterial genome copy number in an osteomyelitis-relevant co-culture system and we confirm diagnosis and quantify bacterial load in clinical bone specimens. This study provides insight into improving the quantification of bacterial burden in such cases.</p>
Universities and Unicorns – New Forms of Value in Digital Higher Education (SRHE webinar)
<p>SRHE's Digital University Network organised an event on 21 September 2023. The research team from the ESRC-funded research project Universities and Unicorns (UU) project presented initial findings after the project finished. The project introduced fundamentally new ways to think about and examine the digitalising of the higher education sector. It investigated new forms of value creation and suggested that value in the sector increasingly lies in the creation of digital assets. Further, the project examined whether and how universities, companies and investors shift from forms of entrepreneurship to forms of rentiership. This has important consequences. Assetisation and rentiership imply a change from creating value via market exchange to capturing value via the ownership and control of assets, such as personal data.</p> <p><br>More about the webinar: https://srhe.ac.uk/civicrm/?civiwp=CiviCRM&q=civicrm%2Fevent%2Finfo&reset=1&id=641</p>
An Interior-Penalty Scheme for a Discontinuous Galerkin Isogeometric Analysis Spatial Discretization of the Self-Adjoint Angular Flux Form of the Multi-Group Neutron Transport Equation
<p>This repository holds all of the raw data generated by my (Modern) Fortran code for a paper "An Interior-Penalty Scheme for a Discontinuous Galerkin Isogeometric Analysis Spatial Discretization of the Self-Adjoint Angular Flux Form of the Multi-Group Neutron Transport Equation".</p> <p>The (Modern) Fortran code solves the SAAF form of the multi-group neutron transport equation using novel NURBS-based, IGA spatial discretisations.</p>
Figure 1 in Prevalence of Blastocystis sp. in Morocco: Comparative assessment of three diagnostic methods and characterization of parasite forms in Jones' culture medium
Figure 1. Dispersion of intestinal parasitic species among infected individuals.
Data set in the form a relational database (sql) to denote a network of service providers, service clients and recommenders
<p>This data-set pertains to a network (i.e. graph) represented in the form of a relational data-base of service providers (nodes), service clients (nodes), service recommenders (nodes) and relationaships between then (i.e. a client used a provider, a recommender recommended a service to another client), along with some initial values of the QoS level perceived by any client whi have used a service and the reputation of a recommender. The data-set can be used for developing a reputation-based trust system. </p>
Energy-Dependent, Self-Adaptive Mesh h(p)-Refinement of a Constraint-Based Continuous Bubnov-Galerkin Isogeometric Analysis Spatial Discretisation of the Self-Adjoint Angular Flux Form of the Multi-Group Neutron Transport Equation with Dual-Weighted Residual Error Measures
<p>This repository holds all of the raw data generated by my (Modern) Fortran code for a paper "Energy-Dependent, Self-Adaptive Mesh h(p)-Refinement of a Constraint-Based Continuous Bubnov-Galerkin Isogeometric Analysis Spatial Discretisation of the Self-Adjoint Angular Flux Form of the Multi-Group Neutron Transport Equation with Dual-Weighted Residual Error Measures".</p> <p>The (Modern) Fortran code solves the SAAF form of the multi-group neutron transport equation using novel NURBS-based, IGA spatial discretisations.</p>
Effect of a laser heat treatment on the thickness distribution of AZ31B Mg Alloy Truncated Cone obtained via Superplastic Forming
<p><span>Thickness distribution of a Mg alloy (AZ31B) truncated cone obtained by means of the superplastic forming process (SPF) starting both from the alloy in the As Received condition and after a localised laser heat treatment, using different initial blank diameters and radii of the laser trajectory </span></p>
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.