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Figure 5 from: Senderov V, Georgiev T, Penev L (2016) Online direct import of specimen records into manuscripts and automatic creation of data papers from biological databases . Research Ideas and Outcomes 2: e10617. https://doi.org/10.3897/rio.2.e10617
Figure 5 - Selection of the journal and "Data Paper (Biosciences)" template in the ARPHA Writing Tool.
Figure 2 from: Senderov V, Georgiev T, Penev L (2016) Online direct import of specimen records into manuscripts and automatic creation of data papers from biological databases . Research Ideas and Outcomes 2: e10617. https://doi.org/10.3897/rio.2.e10617
Figure 2 - This fictionalized workflow presents the flow of information content of biodiversity specimens or biodiversity occurrences from the data portals GBIF, BOLD Systems, iDigBio, and PlutoF, through user-interface elements in AWT to textualized content in a Taxonomic Paper manuscript template intended for publication in the Biodiversity Data Journal.
Figure 3 from: Senderov V, Georgiev T, Penev L (2016) Online direct import of specimen records into manuscripts and automatic creation of data papers from biological databases . Research Ideas and Outcomes 2: e10617. https://doi.org/10.3897/rio.2.e10617
Figure 3 - User interface of the ARPHA Writing Tool controlling the import of specimen records from external databases.
EXCHANGE RATE INFLUENCE ON FOREIGN DIRECT INVESTMENT: EMPIRICAL EVIDENCE FROM CIS COUNTRIES
Open the record for dataset details and reuse information.
SPECIAL DIRECTIONS OF DEVELOPMENT OF PILGRIMAGE TOURISM IN OUR COUNTRY
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INNOVATIVE DIRECTIONS OF INTRODUCING NEW PEDAGOGICAL TECHNOLOGIES IN TEACHING ECONOMICS
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Fire promotes passive directed dispersal by birds
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Two-factor authentication underpins the precision of piRNA-directed LINE1 DNA methylation
<p>Source data for figures 3 and Extended figure 3.</p>
Figureȱ 2.ȱ Graphȱ plottingȱ skullȱ max.ȱ widthȱ againstȱ totalȱ lengthȱ (billȱ tipȱ toȱ rearȱ ofȱ skull)ȱ forȱ skinsȱ ofȱ threeȱ species of Campephilus woodpecker in the NHMUK collection. Also shown are analogous measurements fromȱ theȱ unidentifiedȱ NHMUKȱ skeleton,ȱ forȱ whichȱ aȱ correctionȱ factorȱ upwardsȱ ofȱ 17.28%ȱ hasȱ beenȱ madeȱ to total skull length, to account for its missing rhamphotheca (see text for explanation), thereby making its measurements directly comparable with the others. in The conundrum of an overlooked skeleton referable to Imperial Woodpecker Campephilus imperialis in the collection of the Natural History Museum at Tring
Figureȱ 2.ȱ Graphȱ plottingȱ skullȱ max.ȱ widthȱ againstȱ totalȱ lengthȱ (billȱ tipȱ toȱ rearȱ ofȱ skull)ȱ forȱ skinsȱ ofȱ threeȱ species of Campephilus woodpecker in the NHMUK collection. Also shown are analogous measurements fromȱ theȱ unidentifiedȱ NHMUKȱ skeleton,ȱ forȱ whichȱ aȱ correctionȱ factorȱ upwardsȱ ofȱ 17.28%ȱ hasȱ beenȱ madeȱ to total skull length, to account for its missing rhamphotheca (see text for explanation), thereby making its measurements directly comparable with the others.
Audio Visual in-situ Monitoring Dataset for Laser Directed Energy Deposition (LDED) of Maraging Steel C300
<p>This dataset presents a set of acoustic signals and coaxial CCD images captured during a single-bead wall experiment in robotic Laser Directed Energy Deposition (LDED) using Maraging Steel C300. The acoustic data was recorded using a high-fidelity Prepolarized microphone sensor (Xiris WeldMIC), capturing the intricate sound profiles associated with the LDED process at a sampling rate of 44,100 Hz. The coaxial CCD melt pool images are captured at 30 Hz.</p> <p><strong>Laser Directed Energy Deposition:</strong></p> <p>This dataset was generated with a robotic LDED process that consists of a six-axis industrial robot (KUKA KR90) coupled with a two-axis positioner, a laser head, and a coaxial powder-feeding nozzle.</p> <p> </p> <p><strong>File Naming Convention:</strong></p> <ul> <li>Audio files within the <strong>audio_files</strong> folder are named following the pattern <strong>sample_ExperimentID_SampleID.wav</strong>. Given that there's only one experiment and one sample provided in this demo dataset, the naming will be consistent, for example, <strong>sample_1_1.wav</strong> for the first file.</li> <li>Coaxial melt pool image files within the <strong>images </strong>folder are named following the pattern <strong>sample_ExperimentID_SampleID.jpg</strong>. </li> </ul> <p><strong>Annotation Details:</strong></p> <ul> <li>The <strong>annotations_1.csv</strong> file contains detailed labels for each audio file and image file, correlating to the conditions observed during the experiment, aiding in quick identification and analysis.</li> </ul> <p><strong>Handcrafted features for ML modelling:</strong></p> <ul> <li>The <strong>audio_features.h5</strong> file contains various physics-informed acousitc feature extracted through Python, which can be used for baseline ML modelling purpose.</li> </ul> <p><strong>Experimental Parameters:</strong> The dataset reflects a controlled experiment setup with the following specifications:</p> <ul> <li>Geometry: Single bead wall structure</li> <li>Dimensions: 90 mm * 42.5 mm</li> <li>Number of layers: 50</li> <li>Laser beam diameter: 2 mm</li> <li>Layer thickness: 0.85 mm</li> <li>Stand-off distance: 12 mm</li> <li>Laser profile: Gaussian</li> <li>Laser wavelength: 1064 nm</li> </ul> <p><strong>Process Parameters:</strong></p> <ul> <li>Laser power: 2.3 kW</li> <li>Speed: 25 mm/s</li> <li>Dwell time: 0 s</li> <li>Powder flow rate: 12 g/min</li> </ul> <p>This dataset aims to facilitate the development and testing of acoustic-based, or multi-sensor fusion-based defect detection models for real-time quality monitoring in LDED processes. It can also serve as a reference point for further research on sensor fusion, machine learning, and real-time monitoring of manufacturing processes.</p>
Figure 2 in Direct seeding as a recruitment alternative for the threatened tropical palm Syagrus coronata (Mart.) Beccari in Brazilian dry forest
Figure 2. Mean values (± standard error) for seed fate of Syagrus coronata during two years of experiment. The charts in the left panel represent the results for year I, while the charts on the right represent the results for year II. Asterisks indicate statistically significant differences between defleshing treatment (defleshed vs not defleshing) within each habitat (p <0.05).
Inferring clonal somatic mutations directed by X chromosome inactivation status in single cells
<p>This repository contains large files for the reproduction of results described in the manuscript <strong>Inferring clonal somatic mutations directed by X chromosome inactivation status in single cells</strong>.</p>
Identification of B6T173 (ZmPrx35) as the prevailing peroxidase in highly insect-resistant maize (Zea mays, p84C3) kernels by activity-directed purification
<p>Dataset for publication https://doi.org/10.3389/fpls.2015.00670</p>
Direct measurement of torsional properties of single fibers
<p>This dataset is related to our paper "Dabiao Liu, Kai Peng, and Yuming He*. Direct Measurement of Torsional Properties of Single Fibers. Measurement Science and Technology, 27 (2016), 115017.". In this work, a direct technique is established based on the principle of torsion balance. The technique applies twist to the specimen and balances the resulting torque against a torsion wire of known torsional rigidity. The torsional rigidity of the torsion wire is determined by a torsion pendulum. To measure the rotation of the torsion wire, a sensitive angle detector, comprising a thin cross-beam attached between the torsion wire and the fiber specimen and a laser displacement sensor, is developed. The presented technique permits the measurement of torque in single fibers as low as 10<sup>-9</sup> Nm with a reasonable resolution. Using this technique, torsion tests on micro-diameter copper wires, silver wires and carbon fibers were performed. The longitudinal shear modulus and other torsional properties of these samples, such as yielding shear strength, were obtained.</p>
Molecular basis for the increased affinity of an RNA recognition motif protein engineered to re-direct its specificity -PART 4
<p>Trajectory and input files for the simulation of the Rbfox* variant. </p>
Dataset for "Equatorial evolution of the fast magnetosonic mode in the source region: Observation-simulation comparison of the preferential propagation direction"
<p>Includes 2D PIC simulation results presented in the paper.</p>
Supplementary material 1 from: Ellwanger G, Runge S, Wagner M, Ackermann W, Neukirchen M, Frederking W, Müller C, Ssymank A, Sukopp U (2018) Current status of habitat monitoring in the European Union according to Article 17 of the Habitats Directive, with an emphasis on habitat structure and functions and on Germany. Nature Conservation 29: 57-78. https://doi.org/10.3897/natureconservation.29.27273
Table S1. Content of the questionnaire with explanations of the German approach :
R code and data for "Multiple imputation and direct estimation for qPCR data with non-detects"
<p>R code and data to reproduce figures and tables in the manuscript: Multiple imputation and direct estimation for qPCR data with non-detects.</p>
Replication Data for: Direct observation of van der Waals stacking dependent interlayer magnetism
<p>Data repository for: <strong>Direct observation of van der Waals stacking dependent interlayer magnetism</strong></p> <p><em>Data description.pdf </em>describes the uploaded data.<br> <em>Fig1.xlsx</em> to <em>Fig4.xlsx</em> is the data represented in the main text.<br> <em>FigS1.xlsx</em> to <em>FigS17.xlsx</em> is the data represented in the Supplementary Materials.</p>
Text-fig. 9. Alternating field demagnetization - sample No. 230, Section No. 2 (reversed polarity). Top left - DRM vector directions during demagnetization process, white circles - projection of vector directions to the upper hemisphere; top right - Zijderveld diagram, black circles - projection of vector directions into xy plane, white circles - projection of vector directions into xz plane; bottom left - normalised magnetization intensity values during the alternation field demagnetization. in New Updated Results Of Paleomagnetic Dating Of Cave Deposits Exposed In Za Hájovnou Cave, Javoříčko Karst
Text-fig. 9. Alternating field demagnetization - sample No. 230, Section No. 2 (reversed polarity). Top left - DRM vector directions during demagnetization process, white circles - projection of vector directions to the upper hemisphere; top right - Zijderveld diagram, black circles - projection of vector directions into xy plane, white circles - projection of vector directions into xz plane; bottom left - normalised magnetization intensity values during the alternation field demagnetization.
ScienceDex guides
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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.